From 4b7382bdc5f4cec4424c31e8d398a1e6f53ffdb6 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 1 Apr 2025 16:46:45 -0400
Subject: [PATCH 001/157] wip: zarr 3 and sharding support

---
 linc_convert/modalities/lsm/spool.py        | 62 +++++---------
 linc_convert/utils/zarr/compressor.py       | 25 +++---
 linc_convert/utils/zarr/generate_pyramid.py | 28 ++++---
 linc_convert/utils/zarr/zarr_config.py      | 92 ++++++++++++++++++---
 pyproject.toml                              |  2 +-
 5 files changed, 134 insertions(+), 75 deletions(-)

diff --git a/linc_convert/modalities/lsm/spool.py b/linc_convert/modalities/lsm/spool.py
index 82f27d82..3e8b3aef 100644
--- a/linc_convert/modalities/lsm/spool.py
+++ b/linc_convert/modalities/lsm/spool.py
@@ -21,7 +21,8 @@
 from linc_convert.utils.spool import SpoolSetInterpreter
 from linc_convert.utils.zarr.compressor import make_compressor
 from linc_convert.utils.zarr.generate_pyramid import generate_pyramid
-from linc_convert.utils.zarr.zarr_config import ZarrConfig
+from linc_convert.utils.zarr.zarr_config import ZarrConfig, open_zarr_group, \
+    create_array
 
 spool = cyclopts.App(name="spool", help_format="markdown")
 lsm.command(spool)
@@ -38,13 +39,11 @@
 def convert(
         inp: str,
         *,
-        out: str,
-        zarr_config: ZarrConfig = None,
-        overlap: int = 30,
-        max_load: int = 512,
+        overlap: int = 192,
         orientation: str = "coronal",
         center: bool = True,
         voxel_size: list[float] = (1, 1, 1),
+        zarr_config: ZarrConfig | None = None,
         **kwargs
 ) -> None:
     """
@@ -74,27 +73,19 @@ def convert(
     ----------
     inp
         Path to the root directory, which contains a collection of
-        subfolders named `*_z{:02d}_y{:02d}*`, each containing a
-        collection of files named `*_plane{:03d}_c{:d}.tiff`.
-    out
-        Path to the output Zarr directory [<INP>.ome.zarr]
-    max_load
-        Maximum input chunk size when building pyramid
+        subfolders named `*_run{:d}__z{:02d}_y{:02d}*`, each containing a
+        collection of spool files named '{:010d}spool.dat'.
+        TODO: add instrution for metadata file and info file
     orientation
         Orientation of the slice
     center
         Set RAS[0, 0, 0] at FOV center
     voxel_size
         Voxel size along the X, Y and Z dimension, in micron.
+    kwargs
+        used for internal api
     """
     zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
-    chunk: int = zarr_config.chunk[0]
-    compressor: str = zarr_config.compressor
-    compressor_opt: str = zarr_config.compressor_opt
-    nii: bool = zarr_config.nii
-
-    if isinstance(compressor_opt, str):
-        compressor_opt = ast.literal_eval(compressor_opt)
 
     CHUNK_PATTERN = re.compile(
         r"^(?P<prefix>\w*)"
@@ -135,10 +126,7 @@ def convert(
         tiles_info_by_index[(tile.y, tile.z)] = tile
 
     # Set default output path if not provided
-    if not out:
-        out = all_tiles_info[0].prefix + all_tiles_info[0].suffix
-        out += ".nii.zarr" if nii else ".ome.zarr"
-    nii = nii or out.endswith(".nii.zarr")
+    zarr_config.set_default_name(all_tiles_info[0].prefix + all_tiles_info[0].suffix)
 
     # Determine unique Y and Z tile indices
     z_tiles = set(tile.z for tile in all_tiles_info)
@@ -152,7 +140,8 @@ def convert(
     expected_sx = 0
     expected_sy = {}
     expected_sz = {}
-    all_shapes = np.empty((num_y_tiles, num_z_tiles, 3), dtype=int)
+    # TODO: as it is zero, if a tile is missing, it will make dimension mismatch
+    all_shapes = np.zeros((num_y_tiles, num_z_tiles, 3), dtype=int)
 
     # Collect shape and dtype info from all tiles
     for z_tile in range(min_z_tile, max_z_tile + 1):
@@ -204,25 +193,14 @@ def convert(
     full_shape_x = expected_sx
     full_shape_y = sum(expected_sy.values()) - (num_y_tiles - 1) * overlap
     full_shape_z = sum(expected_sz.values())
-    fullshape = [full_shape_z, full_shape_y, full_shape_x]
+    fullshape = (full_shape_z, full_shape_y, full_shape_x)
 
     # Initialize Zarr group and array
-    omz = zarr.storage.DirectoryStore(out)
-    omz = zarr.group(store=omz, overwrite=True)
-    print(out)
-    # Prepare chunking options
-    opt = {
-        "chunks": [chunk] * 3,
-        "dimension_separator": r"/",
-        "order": "F",
-        "dtype": np.dtype(dtype).str,
-        "fill_value": None,
-        "compressor": make_compressor(compressor, **compressor_opt),
-    }
-
-    # write first level
-    omz.create_dataset("0", shape=fullshape, **opt)
-    array = omz["0"]
+    omz = open_zarr_group(zarr_config)
+    array = create_array(omz, "0", shape=fullshape, zarr_config=zarr_config, dtype=dtype)
+    # TODO: logger
+    # print(out)
+
     print("Write level 0 with shape", fullshape)
 
     # Populate Zarr array from tiles
@@ -256,11 +234,11 @@ def convert(
     print("")
 
     # Generate Zarr pyramid and metadata
-    generate_pyramid(omz)
+    generate_pyramid(omz, zarr_config)
     write_ome_metadata(omz, axes = ["z","y","x"],space_scale=voxel_size)
 
     # Write NIfTI-Zarr header:
-    if not nii:
+    if not zarr_config.nii:
         return
 
     header = default_nifti_header(omz["0"], omz)
diff --git a/linc_convert/utils/zarr/compressor.py b/linc_convert/utils/zarr/compressor.py
index 76531bcd..030f7e06 100644
--- a/linc_convert/utils/zarr/compressor.py
+++ b/linc_convert/utils/zarr/compressor.py
@@ -1,19 +1,24 @@
 """Functions for zarr compression."""
+from typing import Any
 
-import numcodecs
-import numcodecs.abc
+import zarr.codecs
+from zarr import abc
 
-
-def make_compressor(name: str, **prm: dict) -> numcodecs.abc.Codec:
+def make_compressor(name: str, **prm: dict) -> Any:
     """Build compressor object from name and options."""
     # TODO: we should use `numcodecs.get_codec` instead`
     if not isinstance(name, str):
         return name
+
+    compressor_map = {
+        "blosc": zarr.codecs.BloscCodec,
+        "zlib": zarr.codecs.ZstdCodec,
+    }
+
     name = name.lower()
-    if name == "blosc":
-        Compressor = numcodecs.Blosc
-    elif name == "zlib":
-        Compressor = numcodecs.Zlib
-    else:
-        raise ValueError("Unknown compressor", name)
+
+    if name not in compressor_map:
+        raise ValueError('Unknown compressor', name)
+    Compressor = compressor_map[name]
+
     return Compressor(**prm)
diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/zarr/generate_pyramid.py
index 0ea3e342..dd19b865 100644
--- a/linc_convert/utils/zarr/generate_pyramid.py
+++ b/linc_convert/utils/zarr/generate_pyramid.py
@@ -8,10 +8,12 @@
 
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.unit import convert_unit
+from linc_convert.utils.zarr.zarr_config import create_array
 
 
 def generate_pyramid(
     omz: zarr.Group,
+    zarr_config,
     levels: int | None = None,
     ndim: int = 3,
     max_load: int = 512,
@@ -23,8 +25,8 @@ def generate_pyramid(
 
     Parameters
     ----------
-    path : PathLike | str
-        Path to parent Zarr
+    omz : zarr.Group
+
     levels : int
         Number of additional levels to generate.
         By default, stop when all dimensions are smaller than their
@@ -53,15 +55,17 @@ def generate_pyramid(
 
     # Read properties from base level
     shape = list(omz["0"].shape)
+    dtype = omz["0"].dtype
     chunk_size = omz["0"].chunks
-    opt = {
-        "dimension_separator": omz["0"]._dimension_separator,
-        "order": omz["0"]._order,
-        "dtype": omz["0"]._dtype,
-        "fill_value": omz["0"]._fill_value,
-        "compressor": omz["0"]._compressor,
-        "chunks": omz["0"].chunks,
-    }
+    # arr:zarr.Array = omz["0"]
+    # opt = {
+    #     "dimension_separator": omz["0"]._dimension_separator,
+    #     "order": omz["0"]._order,
+    #     "dtype": omz["0"]._dtype,
+    #     "fill_value": omz["0"]._fill_value,
+    #     "compressor": omz["0"]._compressor,
+    #     "chunks": omz["0"].chunks,
+    # }
 
     # Select windowing function
     if mode == "median":
@@ -95,8 +99,8 @@ def generate_pyramid(
         print("Compute level", level, "with shape", shape)
 
         allshapes.append(shape)
-        omz.create_dataset(str(level), shape=batch + shape, **opt)
-
+        # omz.create_dataset(str(level), shape=batch + shape, **opt)
+        create_array(omz,str(level), shape= batch+shape, zarr_config=zarr_config, dtype= dtype)
         # Iterate across `max_load` chunks
         # (note that these are unrelared to underlying zarr chunks)
         grid_shape = [ceildiv(n, max_load) for n in prev_shape]
diff --git a/linc_convert/utils/zarr/zarr_config.py b/linc_convert/utils/zarr/zarr_config.py
index 2fb8e67e..17db7cd5 100644
--- a/linc_convert/utils/zarr/zarr_config.py
+++ b/linc_convert/utils/zarr/zarr_config.py
@@ -1,10 +1,15 @@
 """Configuration related to output Zarr Archive."""
-
+import dataclasses
+import os
 from dataclasses import dataclass, replace
 from typing import Annotated, Literal
 
+import numpy as np
 from cyclopts import Parameter
 from typing_extensions import Unpack
+import zarr
+
+from linc_convert.utils.zarr.compressor import make_compressor
 
 
 @dataclass
@@ -32,29 +37,96 @@ class _ZarrConfig:
         Compression options
     nii
         Convert to nifti-zarr. True if path ends in ".nii.zarr".
+
+    overwrite
+        when no name is supplied and using default output name, if overwrite is set,
+        it won't ask if overwrite
     driver : {"zarr-python", "tensorstore", "zarrita"}
         library used for Zarr IO Operation
 
     """
-
+    out: str = None
+    zarr_version: Literal[2, 3] = 3
     chunk: tuple[int] = (128,)
-    shard: list[int | str] | None = None
-    version: Literal[2, 3] = 3
-    compressor: str = "blosc"
-    compressor_opt: str = "{}"
+    chunk_channels: bool = False
+    chunk_time: bool = False
+    shard: tuple[int | str] | None = None
+    shard_channel: bool = False
+    shard_time: bool = False
+    dimension_separator: Literal[".", "/"] = "/"
+    order: Literal["C", "F"] = "C"
+    compressor: Literal["blosc", "zlib", None] = "blosc"
+    compressor_opt: dict = dataclasses.field(default_factory=dict)
+    no_pyramid_axis: Literal["x", "y", "z", None] = None
+    levels: int = -1
+    ome_version: Literal["0.4","0.5"] = "0.4"
     nii: bool = False
-    driver: Literal["zarr-python", "tensorstore", "zarrita"] = "zarr-python"
+    max_load: int = 512
+    overwrite: bool = False
+    # driver: Literal["zarr-python", "tensorstore", "zarrita"] = "zarr-python"
 
     def __post_init__(self) -> None:
-        pass
-        # self.nii |= self.out.endswith(".nii.zarr")
+        self.nii |= self.out.endswith(".nii.zarr")
+
+    def set_default_name(self, name: str):
+        if self.out is not None:
+            return
+        self.out = name
+        self.out += ".nii.zarr" if self.nii else ".ome.zarr"
+        if os.path.exists(self.out) and not self.overwrite:
+            answer = input(
+                f"The output path '{self.out}' already exists. Do you want to overwrite it? (y/n): ")
+            if answer.lower() not in ("y", "yes"):
+                raise FileExistsError(
+                    f"Output path '{self.out}' exists and overwrite was not confirmed.")
 
+    def update(self, **kwargs):
+        replace(self, **kwargs)
+        return self
 
 ZarrConfig = Annotated[_ZarrConfig, Parameter(name="*")]
 
 
-def update(zarr_config: ZarrConfig, **kwargs: Unpack[ZarrConfig]) -> ZarrConfig:
+def update(zarr_config: ZarrConfig|None, **kwargs: Unpack[ZarrConfig]) -> ZarrConfig:
     if zarr_config is None:
         zarr_config = _ZarrConfig()
     replace(zarr_config, **kwargs)
     return zarr_config
+
+def open_zarr_group(zarr_config:ZarrConfig):
+    store = zarr.storage.LocalStore(zarr_config.out)
+    return zarr.group(store=store, overwrite=True, zarr_format=zarr_config.zarr_version)
+
+
+def create_array(omz: zarr.Group, name:str, shape:tuple, zarr_config:ZarrConfig, data=None, dtype=None) -> zarr.Array:
+    compressor = zarr_config.compressor
+    compressor_opt = zarr_config.compressor_opt
+    # if isinstance(compressor_opt, str):
+    #     compressor_opt = ast.literal_eval(compressor_opt)
+    opt = {
+        "chunks": [*zarr_config.chunk] * 3,
+        "order": zarr_config.order,
+        "dtype": np.dtype(dtype).str,
+        "fill_value": None,
+        "compressors": make_compressor(compressor, **compressor_opt),
+    }
+
+    dimension_separator = zarr_config.dimension_separator
+    if dimension_separator == '.' and omz.metadata.zarr_format == 2:
+        pass
+    elif dimension_separator == '/' and omz.metadata.zarr_format == 3:
+        pass
+    else:
+        from zarr.core.chunk_key_encodings import ChunkKeyEncodingParams
+        dimension_separator = ChunkKeyEncodingParams(
+            name="default" if omz.metadata.zarr_format == 3 else "v2",
+            separator=dimension_separator)
+
+        opt["chunk_key_encoding"] = dimension_separator
+
+    arr= omz.create_array(name=name,
+                          shape=shape,
+                          **opt)
+    if data:
+        arr[:] = data
+    return arr
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 9f9b9468..29f16a40 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,7 +27,7 @@ python = "^3.10"
 cyclopts = "^3.0.0"
 numpy = "*"
 nibabel = "*"
-zarr = "^2.0.0"
+zarr = "^3.0.0"
 nifti-zarr = "*"
 
 [tool.poetry.group.df]

From fd640963481a17c537c163c5b9a0c941ed65e18b Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 3 Apr 2025 10:40:46 -0400
Subject: [PATCH 002/157] wip: zarr 3 and sharding, add auto shard size

---
 linc_convert/utils/zarr/zarr_config.py | 135 +++++++++++++++++++++++--
 1 file changed, 124 insertions(+), 11 deletions(-)

diff --git a/linc_convert/utils/zarr/zarr_config.py b/linc_convert/utils/zarr/zarr_config.py
index 17db7cd5..78d4292b 100644
--- a/linc_convert/utils/zarr/zarr_config.py
+++ b/linc_convert/utils/zarr/zarr_config.py
@@ -1,17 +1,21 @@
 """Configuration related to output Zarr Archive."""
-import dataclasses
+import ast
 import os
 from dataclasses import dataclass, replace
 from typing import Annotated, Literal
 
 import numpy as np
+import zarr
 from cyclopts import Parameter
 from typing_extensions import Unpack
-import zarr
 
 from linc_convert.utils.zarr.compressor import make_compressor
 
-
+SHARD_FILE_SIZE_LIMIT = (2 *  # compression ratio
+                         2 *  # TB
+                         2 ** 30  # TB->Bytes
+                         # I use 2GB for now
+                         )
 @dataclass
 class _ZarrConfig:
     """
@@ -24,7 +28,7 @@ class _ZarrConfig:
         Behavior depends on the number of values provided:
         * one:   used for all spatial dimensions
         * three: used for spatial dimensions ([z, y, x])
-        * four:  used for channels and spatial dimensions ([c, z, y, x])
+        * four+:  used for channels and spatial dimensions ([c, z, y, x])
     shard
         Output shard size.
         If `"auto"`, find shard size that ensures files smaller than 2TB,
@@ -50,13 +54,14 @@ class _ZarrConfig:
     chunk: tuple[int] = (128,)
     chunk_channels: bool = False
     chunk_time: bool = False
-    shard: tuple[int | str] | None = None
+    shard: tuple[int] | Literal["auto"] | None = None
     shard_channel: bool = False
     shard_time: bool = False
     dimension_separator: Literal[".", "/"] = "/"
     order: Literal["C", "F"] = "C"
     compressor: Literal["blosc", "zlib", None] = "blosc"
-    compressor_opt: dict = dataclasses.field(default_factory=dict)
+    compressor_opt: str = "{}"
+    no_time: bool = False
     no_pyramid_axis: Literal["x", "y", "z", None] = None
     levels: int = -1
     ome_version: Literal["0.4","0.5"] = "0.4"
@@ -67,6 +72,9 @@ class _ZarrConfig:
 
     def __post_init__(self) -> None:
         self.nii |= self.out.endswith(".nii.zarr")
+        if self.zarr_version == 2:
+            if self.shard or self.shard_channel or self.shard_time:
+                raise NotImplementedError("Shard is not supported for Zarr 2.")
 
     def set_default_name(self, name: str):
         if self.out is not None:
@@ -98,13 +106,24 @@ def open_zarr_group(zarr_config:ZarrConfig):
     return zarr.group(store=store, overwrite=True, zarr_format=zarr_config.zarr_version)
 
 
-def create_array(omz: zarr.Group, name:str, shape:tuple, zarr_config:ZarrConfig, data=None, dtype=None) -> zarr.Array:
+def create_array(
+        omz: zarr.Group,
+        name: str,
+        shape: tuple,
+        zarr_config: ZarrConfig,
+        dtype: np.dtype = np.int32,
+        data=None
+) -> zarr.Array:
     compressor = zarr_config.compressor
     compressor_opt = zarr_config.compressor_opt
-    # if isinstance(compressor_opt, str):
-    #     compressor_opt = ast.literal_eval(compressor_opt)
+    chunk, shard = compute_zarr_layout(shape, dtype, zarr_config)
+
+    if isinstance(compressor_opt, str):
+        compressor_opt = ast.literal_eval(compressor_opt)
+
     opt = {
-        "chunks": [*zarr_config.chunk] * 3,
+        "chunks": chunk,
+        "shards": shard,
         "order": zarr_config.order,
         "dtype": np.dtype(dtype).str,
         "fill_value": None,
@@ -129,4 +148,98 @@ def create_array(omz: zarr.Group, name:str, shape:tuple, zarr_config:ZarrConfig,
                           **opt)
     if data:
         arr[:] = data
-    return arr
\ No newline at end of file
+    return arr
+
+
+def compute_zarr_layout(shape: tuple, dtype: np.dtype, zarr_config: ZarrConfig):
+    chunk = zarr_config.chunk
+    if len(shape) == 5:
+        chunk_tc = (
+            1 if zarr_config.chunk_time else shape[0],
+            1 if zarr_config.chunk_channels else shape[1],
+        )
+        shard_tc = (
+            chunk_tc[0] if zarr_config.shard_time else shape[0],
+            chunk_tc[1] if zarr_config.shard_channel else shape[1]
+        )
+        if zarr_config.no_time:
+            raise ValueError('no_time is not supported for 5D data')
+
+    elif len(shape) == 4:
+        if zarr_config.no_time:
+            chunk_tc = (1 if zarr_config.chunk_channels else shape[0],)
+            shard_tc = (chunk_tc[0] if zarr_config.shard_channel else shape[0],)
+        else:
+            chunk_tc = (1 if zarr_config.chunk_time else shape[0],)
+            shard_tc = (chunk_tc[0] if zarr_config.shard_time else shape[0],)
+    elif len(shape) == 3:
+        chunk_tc = tuple()
+        shard_tc = tuple()
+    else:
+        raise ValueError("Zarr layout only supports 3+ dimensions.")
+
+    if len(chunk) > len(shape):
+        raise ValueError("Provided chunk size has more dimension than data")
+    if len(zarr_config.chunk) != len(shape):
+        chunk = chunk_tc + chunk + chunk[-1:] * max(0, 3 - len(chunk))
+
+    shard = zarr_config.shard
+
+    if shard is None:
+        return chunk, shard
+    if isinstance(shard, tuple) and len(shard) == len(shape):
+        return chunk, shard
+    if isinstance(shard, tuple) and len(shard) > len(shape):
+        raise ValueError("Provided shard size has more dimension than data")
+    chunk_spatial = chunk[-3:]
+    if shard == "auto":
+        itemsize = dtype.itemsize
+        chunk_size = np.prod(chunk_spatial) * itemsize
+        shard_size = np.prod(shard_tc) * chunk_size
+        # total_chunks_allowed = SHARD_FILE_SIZE_LIMIT / shard_size
+        B_multiplier = SHARD_FILE_SIZE_LIMIT / shard_size
+        multiplier = int(B_multiplier ** (1 / 3))
+        if multiplier < 1:
+            multiplier = 1
+
+        shape_spatial = shape[-3:]
+        # For each spatial dimension, the minimal multiplier needed to cover the data:
+        L = [int(np.ceil(s / c)) for s, c in zip(shape_spatial, chunk_spatial)]
+        dims = len(chunk_spatial)
+
+        shard = tuple(int(c * multiplier) for c in chunk_spatial)
+        m_uniform = int(B_multiplier ** (1 / dims))
+        M = []
+        free_dims = []
+        for i in range(dims):
+            # If the uniform guess already overshoots the data, clamp to the minimal covering multiplier.
+            if m_uniform * chunk_spatial[i] >= shape_spatial[i]:
+                M.append(L[i])
+            else:
+                M.append(m_uniform)
+                free_dims.append(i)
+
+        # Iteratively try to increase free dimensions while keeping the overall product ≤ B_multiplier.
+        improved = True
+        while improved and free_dims:
+            improved = False
+            for i in free_dims:
+                candidate = M[i] + 1
+                # If increasing would exceed the data size in this dimension,
+                # clamp to the minimal covering multiplier.
+                if candidate * chunk_spatial[i] >= shape_spatial[i]:
+                    candidate = L[i]
+                new_product = np.prod(
+                    [candidate if j == i else M[j] for j in range(dims)]
+                )
+                if new_product <= B_multiplier and candidate > M[i]:
+                    M[i] = candidate
+                    improved = True
+            # Remove dimensions that have reached or exceeded the data size.
+            free_dims = [i for i in free_dims if
+                         M[i] * chunk_spatial[i] < shape_spatial[i]]
+        auto_shard_spatial = tuple(M[i] * chunk_spatial[i] for i in range(dims))
+        shard = auto_shard_spatial
+
+    shard = shard_tc + shard + shard[-1:] * max(0, 3 - len(shard))
+    return chunk, shard

From 0713701239527d24daa0d9cc527dcad9e1518e54 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 3 Apr 2025 10:49:31 -0400
Subject: [PATCH 003/157] wip: cleanup

---
 linc_convert/utils/zarr/zarr_config.py | 38 ++++++++++++++------------
 1 file changed, 21 insertions(+), 17 deletions(-)

diff --git a/linc_convert/utils/zarr/zarr_config.py b/linc_convert/utils/zarr/zarr_config.py
index 78d4292b..da0f39af 100644
--- a/linc_convert/utils/zarr/zarr_config.py
+++ b/linc_convert/utils/zarr/zarr_config.py
@@ -151,9 +151,15 @@ def create_array(
     return arr
 
 
-def compute_zarr_layout(shape: tuple, dtype: np.dtype, zarr_config: ZarrConfig):
-    chunk = zarr_config.chunk
-    if len(shape) == 5:
+def compute_zarr_layout(
+        shape: tuple,
+        dtype: np.dtype,
+        zarr_config: ZarrConfig
+) -> tuple[tuple, tuple | None]:
+    ndim = len(shape)
+    if ndim == 5:
+        if zarr_config.no_time:
+            raise ValueError('no_time is not supported for 5D data')
         chunk_tc = (
             1 if zarr_config.chunk_time else shape[0],
             1 if zarr_config.chunk_channels else shape[1],
@@ -162,41 +168,40 @@ def compute_zarr_layout(shape: tuple, dtype: np.dtype, zarr_config: ZarrConfig):
             chunk_tc[0] if zarr_config.shard_time else shape[0],
             chunk_tc[1] if zarr_config.shard_channel else shape[1]
         )
-        if zarr_config.no_time:
-            raise ValueError('no_time is not supported for 5D data')
 
-    elif len(shape) == 4:
+    elif ndim == 4:
         if zarr_config.no_time:
             chunk_tc = (1 if zarr_config.chunk_channels else shape[0],)
             shard_tc = (chunk_tc[0] if zarr_config.shard_channel else shape[0],)
         else:
             chunk_tc = (1 if zarr_config.chunk_time else shape[0],)
             shard_tc = (chunk_tc[0] if zarr_config.shard_time else shape[0],)
-    elif len(shape) == 3:
+    elif ndim == 3:
         chunk_tc = tuple()
         shard_tc = tuple()
     else:
         raise ValueError("Zarr layout only supports 3+ dimensions.")
 
-    if len(chunk) > len(shape):
+    chunk = zarr_config.chunk
+    if len(chunk) > ndim:
         raise ValueError("Provided chunk size has more dimension than data")
-    if len(zarr_config.chunk) != len(shape):
+    if len(zarr_config.chunk) != ndim:
         chunk = chunk_tc + chunk + chunk[-1:] * max(0, 3 - len(chunk))
 
     shard = zarr_config.shard
 
-    if shard is None:
-        return chunk, shard
-    if isinstance(shard, tuple) and len(shard) == len(shape):
-        return chunk, shard
-    if isinstance(shard, tuple) and len(shard) > len(shape):
+    if isinstance(shard, tuple) and len(shard) > ndim:
         raise ValueError("Provided shard size has more dimension than data")
+    # If shard is not used or is fully specified, return early.
+    if shard is None or (isinstance(shard, tuple) and len(shard) == ndim):
+        return chunk, shard
+
     chunk_spatial = chunk[-3:]
     if shard == "auto":
+        # Compute auto shard sizes based on the file size limit.
         itemsize = dtype.itemsize
         chunk_size = np.prod(chunk_spatial) * itemsize
         shard_size = np.prod(shard_tc) * chunk_size
-        # total_chunks_allowed = SHARD_FILE_SIZE_LIMIT / shard_size
         B_multiplier = SHARD_FILE_SIZE_LIMIT / shard_size
         multiplier = int(B_multiplier ** (1 / 3))
         if multiplier < 1:
@@ -238,8 +243,7 @@ def compute_zarr_layout(shape: tuple, dtype: np.dtype, zarr_config: ZarrConfig):
             # Remove dimensions that have reached or exceeded the data size.
             free_dims = [i for i in free_dims if
                          M[i] * chunk_spatial[i] < shape_spatial[i]]
-        auto_shard_spatial = tuple(M[i] * chunk_spatial[i] for i in range(dims))
-        shard = auto_shard_spatial
+        shard = tuple(M[i] * chunk_spatial[i] for i in range(dims))
 
     shard = shard_tc + shard + shard[-1:] * max(0, 3 - len(shard))
     return chunk, shard

From 5b331d6b4267ecfd9358130aea83dbdd89b9e2af Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 3 Apr 2025 11:41:15 -0400
Subject: [PATCH 004/157] wip

---
 linc_convert/modalities/lsm/spool.py        |  2 +-
 linc_convert/utils/spool.py                 |  3 +-
 linc_convert/utils/zarr/compressor.py       |  5 +--
 linc_convert/utils/zarr/generate_pyramid.py | 48 +++++++++++----------
 linc_convert/utils/zarr/zarr_config.py      | 18 ++++++--
 5 files changed, 43 insertions(+), 33 deletions(-)

diff --git a/linc_convert/modalities/lsm/spool.py b/linc_convert/modalities/lsm/spool.py
index 3e8b3aef..65c65e8f 100644
--- a/linc_convert/modalities/lsm/spool.py
+++ b/linc_convert/modalities/lsm/spool.py
@@ -234,7 +234,7 @@ def convert(
     print("")
 
     # Generate Zarr pyramid and metadata
-    generate_pyramid(omz, zarr_config)
+    generate_pyramid(omz, levels=zarr_config.levels)
     write_ome_metadata(omz, axes = ["z","y","x"],space_scale=voxel_size)
 
     # Write NIfTI-Zarr header:
diff --git a/linc_convert/utils/spool.py b/linc_convert/utils/spool.py
index 6bd30a0b..aae6da70 100644
--- a/linc_convert/utils/spool.py
+++ b/linc_convert/utils/spool.py
@@ -137,7 +137,7 @@ def _load_spool_file(self, spool_file_name):
             array = np.frombuffer(self.spool_set[spool_file_name], dtype=self.dtype)
         elif self.type == 'dir':
             file = self._make_filename_from_spool_set(spool_file_name)
-            print(f'Reading file {spool_file_name}')
+            # print(f'Reading file {spool_file_name}')
             with open(file, 'rb') as f:
                 array = np.frombuffer(f.read(), dtype=self.dtype)
         return np.reshape(array, self.spool_shape)
@@ -184,7 +184,6 @@ def assemble(self):
             start = idx * axis_0_shape
             stop = start + axis_0_shape
             canvas[start:stop] = spool_file
-        print(canvas.shape)
         return canvas
 
     # this is the modified version for lsm pipeline
diff --git a/linc_convert/utils/zarr/compressor.py b/linc_convert/utils/zarr/compressor.py
index 030f7e06..21de8119 100644
--- a/linc_convert/utils/zarr/compressor.py
+++ b/linc_convert/utils/zarr/compressor.py
@@ -2,11 +2,10 @@
 from typing import Any
 
 import zarr.codecs
-from zarr import abc
 
-def make_compressor(name: str, **prm: dict) -> Any:
+
+def make_compressor(name: str | None, **prm: dict) -> Any:
     """Build compressor object from name and options."""
-    # TODO: we should use `numcodecs.get_codec` instead`
     if not isinstance(name, str):
         return name
 
diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/zarr/generate_pyramid.py
index dd19b865..6401ce74 100644
--- a/linc_convert/utils/zarr/generate_pyramid.py
+++ b/linc_convert/utils/zarr/generate_pyramid.py
@@ -1,20 +1,15 @@
 import itertools
-import re
-from typing import Any, Literal
+from typing import Literal
 
-import nibabel as nib
 import numpy as np
 import zarr
 
 from linc_convert.utils.math import ceildiv
-from linc_convert.utils.unit import convert_unit
-from linc_convert.utils.zarr.zarr_config import create_array
 
 
 def generate_pyramid(
     omz: zarr.Group,
-    zarr_config,
-    levels: int | None = None,
+    levels: int = -1,
     ndim: int = 3,
     max_load: int = 512,
     mode: Literal["mean", "median"] = "median",
@@ -54,18 +49,10 @@ def generate_pyramid(
         max_load += 1
 
     # Read properties from base level
-    shape = list(omz["0"].shape)
-    dtype = omz["0"].dtype
-    chunk_size = omz["0"].chunks
-    # arr:zarr.Array = omz["0"]
-    # opt = {
-    #     "dimension_separator": omz["0"]._dimension_separator,
-    #     "order": omz["0"]._order,
-    #     "dtype": omz["0"]._dtype,
-    #     "fill_value": omz["0"]._fill_value,
-    #     "compressor": omz["0"]._compressor,
-    #     "chunks": omz["0"].chunks,
-    # }
+    base_level = omz["0"]
+    shape = list(base_level.shape)
+    chunk_size = base_level.chunks
+    opts = get_zarray_options(base_level)
 
     # Select windowing function
     if mode == "median":
@@ -90,7 +77,7 @@ def generate_pyramid(
                 shape.append(max(1, length // 2))
 
         # Stop if seen enough levels or level shape smaller than chunk size
-        if levels is None:
+        if levels == -1:
             if all(x <= c for x, c in zip(shape, chunk_size[-ndim:])):
                 break
         elif level > levels:
@@ -99,8 +86,8 @@ def generate_pyramid(
         print("Compute level", level, "with shape", shape)
 
         allshapes.append(shape)
-        # omz.create_dataset(str(level), shape=batch + shape, **opt)
-        create_array(omz,str(level), shape= batch+shape, zarr_config=zarr_config, dtype= dtype)
+        omz.create_array(str(level), shape=batch + shape, **opts)
+
         # Iterate across `max_load` chunks
         # (note that these are unrelared to underlying zarr chunks)
         grid_shape = [ceildiv(n, max_load) for n in prev_shape]
@@ -174,4 +161,19 @@ def generate_pyramid(
     return allshapes
 
 
-
+def get_zarray_options(base_level):
+    return dict(
+        dtype=base_level.dtype,
+        chunks=base_level.chunks,
+        shards=base_level.shards,
+        filters=base_level.filters,
+        compressors=base_level.compressors,
+        serializer=base_level.serializer,
+        fill_value=base_level.fill_value,
+        order=base_level.order,
+        # zarr_format=base_level.metadata.zarr_format,
+        attributes=base_level.metadata.attributes,
+        chunk_key_encoding=base_level.metadata.chunk_key_encoding,
+        dimension_names=base_level.metadata.dimension_names,
+        overwrite=True,
+    )
diff --git a/linc_convert/utils/zarr/zarr_config.py b/linc_convert/utils/zarr/zarr_config.py
index da0f39af..bded2b88 100644
--- a/linc_convert/utils/zarr/zarr_config.py
+++ b/linc_convert/utils/zarr/zarr_config.py
@@ -7,6 +7,7 @@
 import numpy as np
 import zarr
 from cyclopts import Parameter
+from numpy._typing import DTypeLike
 from typing_extensions import Unpack
 
 from linc_convert.utils.zarr.compressor import make_compressor
@@ -29,10 +30,18 @@ class _ZarrConfig:
         * one:   used for all spatial dimensions
         * three: used for spatial dimensions ([z, y, x])
         * four+:  used for channels and spatial dimensions ([c, z, y, x])
+        If `"auto"`, find chunk size smaller than 1 MB (TODO: not implemented)
+    chunk_channels:
+        Put channels in different chunk.
+        If False, combine all channels in a single chunk.
+    chunk_time :
+        Put timepoints in different chunk.
+        If False, combine all timepoints in a single chunk.
     shard
         Output shard size.
         If `"auto"`, find shard size that ensures files smaller than 2TB,
         assuming a compression ratio or 2.
+
     version
         Zarr version to use. If `shard` is used, 3 is required.
     compressor : {blosc, zlib|gzip, raw}
@@ -53,10 +62,10 @@ class _ZarrConfig:
     zarr_version: Literal[2, 3] = 3
     chunk: tuple[int] = (128,)
     chunk_channels: bool = False
-    chunk_time: bool = False
+    chunk_time: bool = True
     shard: tuple[int] | Literal["auto"] | None = None
     shard_channel: bool = False
-    shard_time: bool = False
+    shard_time: bool = True
     dimension_separator: Literal[".", "/"] = "/"
     order: Literal["C", "F"] = "C"
     compressor: Literal["blosc", "zlib", None] = "blosc"
@@ -92,6 +101,7 @@ def update(self, **kwargs):
         replace(self, **kwargs)
         return self
 
+
 ZarrConfig = Annotated[_ZarrConfig, Parameter(name="*")]
 
 
@@ -111,7 +121,7 @@ def create_array(
         name: str,
         shape: tuple,
         zarr_config: ZarrConfig,
-        dtype: np.dtype = np.int32,
+        dtype: DTypeLike = np.int32,
         data=None
 ) -> zarr.Array:
     compressor = zarr_config.compressor
@@ -153,7 +163,7 @@ def create_array(
 
 def compute_zarr_layout(
         shape: tuple,
-        dtype: np.dtype,
+        dtype: DTypeLike,
         zarr_config: ZarrConfig
 ) -> tuple[tuple, tuple | None]:
     ndim = len(shape)

From 450bb1ed73fb681e1753387a65594bd4af42fc01 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 3 Apr 2025 15:09:54 -0400
Subject: [PATCH 005/157] wip

---
 linc_convert/modalities/lsm/spool.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/linc_convert/modalities/lsm/spool.py b/linc_convert/modalities/lsm/spool.py
index 65c65e8f..9f504d7c 100644
--- a/linc_convert/modalities/lsm/spool.py
+++ b/linc_convert/modalities/lsm/spool.py
@@ -241,7 +241,7 @@ def convert(
     if not zarr_config.nii:
         return
 
-    header = default_nifti_header(omz["0"], omz)
+    header, _ = default_nifti_header(omz["0"], omz.attrs.get("ome", omz.attrs).get("multiscales", None))
     shape = list(reversed(omz["0"].shape))
     shape = shape[:3] + [1] + shape[3:]  # insert time dimension
     affine = orientation_to_affine(orientation, *voxel_size)

From da01c5f3d174b908700771de504574b16e7a06ea Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 3 Apr 2025 16:04:11 -0400
Subject: [PATCH 006/157] wip

---
 linc_convert/modalities/lsm/spool.py        |  13 +-
 linc_convert/utils/zarr/__init__.py         |   4 +
 linc_convert/utils/zarr/compressor.py       |  20 +-
 linc_convert/utils/zarr/create_array.py     | 166 ++++++++++++++++
 linc_convert/utils/zarr/generate_pyramid.py |  22 ++-
 linc_convert/utils/zarr/zarr_config.py      | 206 ++++----------------
 6 files changed, 246 insertions(+), 185 deletions(-)
 create mode 100644 linc_convert/utils/zarr/create_array.py

diff --git a/linc_convert/modalities/lsm/spool.py b/linc_convert/modalities/lsm/spool.py
index 9f504d7c..a84fa923 100644
--- a/linc_convert/modalities/lsm/spool.py
+++ b/linc_convert/modalities/lsm/spool.py
@@ -1,5 +1,4 @@
 # stdlib
-import ast
 import os
 import re
 import warnings
@@ -10,7 +9,6 @@
 import cyclopts
 import nibabel as nib
 import numpy as np
-import zarr
 from niizarr import default_nifti_header, write_nifti_header
 from niizarr._nii2zarr import write_ome_metadata
 
@@ -19,10 +17,8 @@
 from linc_convert.modalities.lsm.cli import lsm
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.spool import SpoolSetInterpreter
-from linc_convert.utils.zarr.compressor import make_compressor
-from linc_convert.utils.zarr.generate_pyramid import generate_pyramid
-from linc_convert.utils.zarr.zarr_config import ZarrConfig, open_zarr_group, \
-    create_array
+from linc_convert.utils.zarr import (create_array, generate_pyramid, open_zarr_group,
+                                     ZarrConfig)
 
 spool = cyclopts.App(name="spool", help_format="markdown")
 lsm.command(spool)
@@ -76,12 +72,16 @@ def convert(
         subfolders named `*_run{:d}__z{:02d}_y{:02d}*`, each containing a
         collection of spool files named '{:010d}spool.dat'.
         TODO: add instrution for metadata file and info file
+    overlap
+        Overlap pixel between y slices
     orientation
         Orientation of the slice
     center
         Set RAS[0, 0, 0] at FOV center
     voxel_size
         Voxel size along the X, Y and Z dimension, in micron.
+    zarr_config
+        config related to zarr
     kwargs
         used for internal api
     """
@@ -241,6 +241,7 @@ def convert(
     if not zarr_config.nii:
         return
 
+    # TODO: header has some problem with unit when deal with zarr 2, furthur debugging needed
     header, _ = default_nifti_header(omz["0"], omz.attrs.get("ome", omz.attrs).get("multiscales", None))
     shape = list(reversed(omz["0"].shape))
     shape = shape[:3] + [1] + shape[3:]  # insert time dimension
diff --git a/linc_convert/utils/zarr/__init__.py b/linc_convert/utils/zarr/__init__.py
index f1882e95..4e9fcce1 100644
--- a/linc_convert/utils/zarr/__init__.py
+++ b/linc_convert/utils/zarr/__init__.py
@@ -1 +1,5 @@
 """Zarr utilities."""
+from .compressor import make_compressor
+from .create_array import create_array, open_zarr_group
+from .generate_pyramid import generate_pyramid
+from .zarr_config import ZarrConfig
diff --git a/linc_convert/utils/zarr/compressor.py b/linc_convert/utils/zarr/compressor.py
index 21de8119..71d1687e 100644
--- a/linc_convert/utils/zarr/compressor.py
+++ b/linc_convert/utils/zarr/compressor.py
@@ -1,18 +1,26 @@
 """Functions for zarr compression."""
-from typing import Any
+from typing import Any, Literal
 
 import zarr.codecs
 
 
-def make_compressor(name: str | None, **prm: dict) -> Any:
+def make_compressor(name: str | None, zarr_version: Literal[2, 3],**prm: dict) -> Any:
     """Build compressor object from name and options."""
     if not isinstance(name, str):
         return name
 
-    compressor_map = {
-        "blosc": zarr.codecs.BloscCodec,
-        "zlib": zarr.codecs.ZstdCodec,
-    }
+    if zarr_version == 2:
+        import numcodecs
+        compressor_map = {
+            "blosc": numcodecs.Blosc,
+            "zlib": numcodecs.Zstd,
+        }
+    elif zarr_version == 3:
+        import zarr.codecs
+        compressor_map = {
+            "blosc": zarr.codecs.BloscCodec,
+            "zlib": zarr.codecs.ZstdCodec,
+        }
 
     name = name.lower()
 
diff --git a/linc_convert/utils/zarr/create_array.py b/linc_convert/utils/zarr/create_array.py
new file mode 100644
index 00000000..801a6f69
--- /dev/null
+++ b/linc_convert/utils/zarr/create_array.py
@@ -0,0 +1,166 @@
+import ast
+
+import numpy as np
+import zarr
+from numpy._typing import DTypeLike
+from zarr.core.chunk_key_encodings import ChunkKeyEncodingParams
+
+from linc_convert.utils.zarr.compressor import make_compressor
+from linc_convert.utils.zarr.zarr_config import ZarrConfig
+
+SHARD_FILE_SIZE_LIMIT = (2 *  # compression ratio
+                         2 *  # TB
+                         2 ** 30  # TB->Bytes
+                         # I use 2GB for now
+                         )
+
+
+def open_zarr_group(zarr_config:ZarrConfig):
+    store = zarr.storage.LocalStore(zarr_config.out)
+    return zarr.group(store=store, overwrite=True, zarr_format=zarr_config.zarr_version)
+
+
+def create_array(
+        omz: zarr.Group,
+        name: str,
+        shape: tuple,
+        zarr_config: ZarrConfig,
+        dtype: DTypeLike = np.int32,
+        data=None
+) -> zarr.Array:
+    compressor = zarr_config.compressor
+    compressor_opt = zarr_config.compressor_opt
+    chunk, shard = compute_zarr_layout(shape, dtype, zarr_config)
+
+    if isinstance(compressor_opt, str):
+        compressor_opt = ast.literal_eval(compressor_opt)
+
+    opt = {
+        "chunks": chunk,
+        "shards": shard,
+        "order": zarr_config.order,
+        "dtype": np.dtype(dtype).str,
+        "fill_value": None,
+        "compressors": make_compressor(compressor, zarr_config.zarr_version, **compressor_opt),
+    }
+
+    chunk_key_encoding = dimension_separator_to_chunk_key_encoding(zarr_config.dimension_separator, zarr_config.zarr_version)
+    if chunk_key_encoding:
+        opt["chunk_key_encoding"] = chunk_key_encoding
+    arr= omz.create_array(name=name,
+                          shape=shape,
+                          **opt)
+    if data:
+        arr[:] = data
+    return arr
+
+
+def dimension_separator_to_chunk_key_encoding(dimension_separator,zarr_version):
+    dimension_separator = dimension_separator
+    if dimension_separator == '.' and zarr_version == 2:
+        pass
+    elif dimension_separator == '/' and zarr_version == 3:
+        pass
+    else:
+        dimension_separator = ChunkKeyEncodingParams(
+            name="default" if zarr_version == 3 else "v2",
+            separator=dimension_separator)
+        return dimension_separator
+
+
+def compute_zarr_layout(
+        shape: tuple,
+        dtype: DTypeLike,
+        zarr_config: ZarrConfig
+) -> tuple[tuple, tuple | None]:
+    ndim = len(shape)
+    if ndim == 5:
+        if zarr_config.no_time:
+            raise ValueError('no_time is not supported for 5D data')
+        chunk_tc = (
+            1 if zarr_config.chunk_time else shape[0],
+            1 if zarr_config.chunk_channels else shape[1],
+        )
+        shard_tc = (
+            chunk_tc[0] if zarr_config.shard_time else shape[0],
+            chunk_tc[1] if zarr_config.shard_channels else shape[1]
+        )
+
+    elif ndim == 4:
+        if zarr_config.no_time:
+            chunk_tc = (1 if zarr_config.chunk_channels else shape[0],)
+            shard_tc = (chunk_tc[0] if zarr_config.shard_channels else shape[0],)
+        else:
+            chunk_tc = (1 if zarr_config.chunk_time else shape[0],)
+            shard_tc = (chunk_tc[0] if zarr_config.shard_time else shape[0],)
+    elif ndim == 3:
+        chunk_tc = tuple()
+        shard_tc = tuple()
+    else:
+        raise ValueError("Zarr layout only supports 3+ dimensions.")
+
+    chunk = zarr_config.chunk
+    if len(chunk) > ndim:
+        raise ValueError("Provided chunk size has more dimension than data")
+    if len(zarr_config.chunk) != ndim:
+        chunk = chunk_tc + chunk + chunk[-1:] * max(0, 3 - len(chunk))
+
+    shard = zarr_config.shard
+
+    if isinstance(shard, tuple) and len(shard) > ndim:
+        raise ValueError("Provided shard size has more dimension than data")
+    # If shard is not used or is fully specified, return early.
+    if shard is None or (isinstance(shard, tuple) and len(shard) == ndim):
+        return chunk, shard
+
+    chunk_spatial = chunk[-3:]
+    if shard == "auto":
+        # Compute auto shard sizes based on the file size limit.
+        itemsize = dtype.itemsize
+        chunk_size = np.prod(chunk_spatial) * itemsize
+        shard_size = np.prod(shard_tc) * chunk_size
+        B_multiplier = SHARD_FILE_SIZE_LIMIT / shard_size
+        multiplier = int(B_multiplier ** (1 / 3))
+        if multiplier < 1:
+            multiplier = 1
+
+        shape_spatial = shape[-3:]
+        # For each spatial dimension, the minimal multiplier needed to cover the data:
+        L = [int(np.ceil(s / c)) for s, c in zip(shape_spatial, chunk_spatial)]
+        dims = len(chunk_spatial)
+
+        shard = tuple(int(c * multiplier) for c in chunk_spatial)
+        m_uniform = int(B_multiplier ** (1 / dims))
+        M = []
+        free_dims = []
+        for i in range(dims):
+            # If the uniform guess already overshoots the data, clamp to the minimal covering multiplier.
+            if m_uniform * chunk_spatial[i] >= shape_spatial[i]:
+                M.append(L[i])
+            else:
+                M.append(m_uniform)
+                free_dims.append(i)
+
+        # Iteratively try to increase free dimensions while keeping the overall product ≤ B_multiplier.
+        improved = True
+        while improved and free_dims:
+            improved = False
+            for i in free_dims:
+                candidate = M[i] + 1
+                # If increasing would exceed the data size in this dimension,
+                # clamp to the minimal covering multiplier.
+                if candidate * chunk_spatial[i] >= shape_spatial[i]:
+                    candidate = L[i]
+                new_product = np.prod(
+                    [candidate if j == i else M[j] for j in range(dims)]
+                )
+                if new_product <= B_multiplier and candidate > M[i]:
+                    M[i] = candidate
+                    improved = True
+            # Remove dimensions that have reached or exceeded the data size.
+            free_dims = [i for i in free_dims if
+                         M[i] * chunk_spatial[i] < shape_spatial[i]]
+        shard = tuple(M[i] * chunk_spatial[i] for i in range(dims))
+
+    shard = shard_tc + shard + shard[-1:] * max(0, 3 - len(shard))
+    return chunk, shard
diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/zarr/generate_pyramid.py
index 6401ce74..df4ada58 100644
--- a/linc_convert/utils/zarr/generate_pyramid.py
+++ b/linc_convert/utils/zarr/generate_pyramid.py
@@ -3,8 +3,11 @@
 
 import numpy as np
 import zarr
+from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
 
 from linc_convert.utils.math import ceildiv
+from linc_convert.utils.zarr.create_array import \
+    dimension_separator_to_chunk_key_encoding
 
 
 def generate_pyramid(
@@ -162,18 +165,27 @@ def generate_pyramid(
 
 
 def get_zarray_options(base_level):
-    return dict(
+    opts = dict(
         dtype=base_level.dtype,
         chunks=base_level.chunks,
         shards=base_level.shards,
         filters=base_level.filters,
         compressors=base_level.compressors,
-        serializer=base_level.serializer,
         fill_value=base_level.fill_value,
         order=base_level.order,
-        # zarr_format=base_level.metadata.zarr_format,
         attributes=base_level.metadata.attributes,
-        chunk_key_encoding=base_level.metadata.chunk_key_encoding,
-        dimension_names=base_level.metadata.dimension_names,
         overwrite=True,
     )
+    if isinstance(base_level.metadata, ArrayV2Metadata):
+        opts_extra = dict(
+        chunk_key_encoding = dimension_separator_to_chunk_key_encoding(base_level.metadata.dimension_separator, 2)
+        )
+    elif isinstance(base_level.metadata, ArrayV3Metadata):
+        opts_extra = dict(
+            chunk_key_encoding=base_level.metadata.chunk_key_encoding,
+            serializer=base_level.serializer,
+            dimension_names=base_level.metadata.dimension_names, )
+    else:
+        opts_extra = {}
+    opts.update(**opts_extra)
+    return opts
\ No newline at end of file
diff --git a/linc_convert/utils/zarr/zarr_config.py b/linc_convert/utils/zarr/zarr_config.py
index bded2b88..2ff10b80 100644
--- a/linc_convert/utils/zarr/zarr_config.py
+++ b/linc_convert/utils/zarr/zarr_config.py
@@ -1,29 +1,21 @@
 """Configuration related to output Zarr Archive."""
-import ast
 import os
 from dataclasses import dataclass, replace
 from typing import Annotated, Literal
 
-import numpy as np
-import zarr
 from cyclopts import Parameter
-from numpy._typing import DTypeLike
 from typing_extensions import Unpack
 
-from linc_convert.utils.zarr.compressor import make_compressor
 
-SHARD_FILE_SIZE_LIMIT = (2 *  # compression ratio
-                         2 *  # TB
-                         2 ** 30  # TB->Bytes
-                         # I use 2GB for now
-                         )
 @dataclass
-class _ZarrConfig:
+class ZarrConfig:
     """
     Configuration related to output Zarr Archive.
 
     Parameters
     ----------
+    out
+        Output path
     chunk
         Output chunk size.
         Behavior depends on the number of values provided:
@@ -31,6 +23,8 @@ class _ZarrConfig:
         * three: used for spatial dimensions ([z, y, x])
         * four+:  used for channels and spatial dimensions ([c, z, y, x])
         If `"auto"`, find chunk size smaller than 1 MB (TODO: not implemented)
+    zarr_version
+        Zarr version to use. If `shard` is used, 3 is required.
     chunk_channels:
         Put channels in different chunk.
         If False, combine all channels in a single chunk.
@@ -39,24 +33,45 @@ class _ZarrConfig:
         If False, combine all timepoints in a single chunk.
     shard
         Output shard size.
+        Behavior same as chunk.
         If `"auto"`, find shard size that ensures files smaller than 2TB,
         assuming a compression ratio or 2.
-
-    version
-        Zarr version to use. If `shard` is used, 3 is required.
-    compressor : {blosc, zlib|gzip, raw}
+    shard_channels:
+        Put channels in different shards.
+        If False, combine all channels in a single shard.
+    shard_time:
+        Put timepoints in different shards.
+        If False, combine all timepoints in a single shard.
+    dimension_separator:
+        The separator placed between the dimensions of a chunk.
+    order:
+        Memory layout order for the data array.
+    compressor
         Compression method
     compressor_opt
         Compression options
+    no_time
+        If True, indicates that the dataset does not have a time dimension.
+        In such cases, any fourth dimension is interpreted as the channel dimension.
+    no_pyramid_axis
+        Spatial axis that should not be downsampled when generating pyramid levels.
+        If None, downsampling is applied across all spatial axes.
+    levels : int, optional
+        Number of pyramid levels to generate.
+        If set to -1, all possible levels are generated until the smallest level
+        fits into one chunk.
+    ome_version
+        Version of the OME-Zarr specification to use
     nii
-        Convert to nifti-zarr. True if path ends in ".nii.zarr".
-
+        Convert the output to nifti-zarr format.
+        This is automatically enabled if the output path ends with ".nii.zarr".
+    max_load:
+        Maximum amount of data to load into memory at once during processing.
     overwrite
         when no name is supplied and using default output name, if overwrite is set,
         it won't ask if overwrite
     driver : {"zarr-python", "tensorstore", "zarrita"}
         library used for Zarr IO Operation
-
     """
     out: str = None
     zarr_version: Literal[2, 3] = 3
@@ -64,8 +79,8 @@ class _ZarrConfig:
     chunk_channels: bool = False
     chunk_time: bool = True
     shard: tuple[int] | Literal["auto"] | None = None
-    shard_channel: bool = False
-    shard_time: bool = True
+    shard_channels: bool = False
+    shard_time: bool = False
     dimension_separator: Literal[".", "/"] = "/"
     order: Literal["C", "F"] = "C"
     compressor: Literal["blosc", "zlib", None] = "blosc"
@@ -82,7 +97,7 @@ class _ZarrConfig:
     def __post_init__(self) -> None:
         self.nii |= self.out.endswith(".nii.zarr")
         if self.zarr_version == 2:
-            if self.shard or self.shard_channel or self.shard_time:
+            if self.shard or self.shard_channels or self.shard_time:
                 raise NotImplementedError("Shard is not supported for Zarr 2.")
 
     def set_default_name(self, name: str):
@@ -102,158 +117,13 @@ def update(self, **kwargs):
         return self
 
 
-ZarrConfig = Annotated[_ZarrConfig, Parameter(name="*")]
+ZarrConfig = Annotated[ZarrConfig, Parameter(name="*")]
 
 
 def update(zarr_config: ZarrConfig|None, **kwargs: Unpack[ZarrConfig]) -> ZarrConfig:
     if zarr_config is None:
-        zarr_config = _ZarrConfig()
+        zarr_config = ZarrConfig()
     replace(zarr_config, **kwargs)
     return zarr_config
 
-def open_zarr_group(zarr_config:ZarrConfig):
-    store = zarr.storage.LocalStore(zarr_config.out)
-    return zarr.group(store=store, overwrite=True, zarr_format=zarr_config.zarr_version)
-
-
-def create_array(
-        omz: zarr.Group,
-        name: str,
-        shape: tuple,
-        zarr_config: ZarrConfig,
-        dtype: DTypeLike = np.int32,
-        data=None
-) -> zarr.Array:
-    compressor = zarr_config.compressor
-    compressor_opt = zarr_config.compressor_opt
-    chunk, shard = compute_zarr_layout(shape, dtype, zarr_config)
-
-    if isinstance(compressor_opt, str):
-        compressor_opt = ast.literal_eval(compressor_opt)
-
-    opt = {
-        "chunks": chunk,
-        "shards": shard,
-        "order": zarr_config.order,
-        "dtype": np.dtype(dtype).str,
-        "fill_value": None,
-        "compressors": make_compressor(compressor, **compressor_opt),
-    }
-
-    dimension_separator = zarr_config.dimension_separator
-    if dimension_separator == '.' and omz.metadata.zarr_format == 2:
-        pass
-    elif dimension_separator == '/' and omz.metadata.zarr_format == 3:
-        pass
-    else:
-        from zarr.core.chunk_key_encodings import ChunkKeyEncodingParams
-        dimension_separator = ChunkKeyEncodingParams(
-            name="default" if omz.metadata.zarr_format == 3 else "v2",
-            separator=dimension_separator)
-
-        opt["chunk_key_encoding"] = dimension_separator
-
-    arr= omz.create_array(name=name,
-                          shape=shape,
-                          **opt)
-    if data:
-        arr[:] = data
-    return arr
-
-
-def compute_zarr_layout(
-        shape: tuple,
-        dtype: DTypeLike,
-        zarr_config: ZarrConfig
-) -> tuple[tuple, tuple | None]:
-    ndim = len(shape)
-    if ndim == 5:
-        if zarr_config.no_time:
-            raise ValueError('no_time is not supported for 5D data')
-        chunk_tc = (
-            1 if zarr_config.chunk_time else shape[0],
-            1 if zarr_config.chunk_channels else shape[1],
-        )
-        shard_tc = (
-            chunk_tc[0] if zarr_config.shard_time else shape[0],
-            chunk_tc[1] if zarr_config.shard_channel else shape[1]
-        )
-
-    elif ndim == 4:
-        if zarr_config.no_time:
-            chunk_tc = (1 if zarr_config.chunk_channels else shape[0],)
-            shard_tc = (chunk_tc[0] if zarr_config.shard_channel else shape[0],)
-        else:
-            chunk_tc = (1 if zarr_config.chunk_time else shape[0],)
-            shard_tc = (chunk_tc[0] if zarr_config.shard_time else shape[0],)
-    elif ndim == 3:
-        chunk_tc = tuple()
-        shard_tc = tuple()
-    else:
-        raise ValueError("Zarr layout only supports 3+ dimensions.")
-
-    chunk = zarr_config.chunk
-    if len(chunk) > ndim:
-        raise ValueError("Provided chunk size has more dimension than data")
-    if len(zarr_config.chunk) != ndim:
-        chunk = chunk_tc + chunk + chunk[-1:] * max(0, 3 - len(chunk))
-
-    shard = zarr_config.shard
-
-    if isinstance(shard, tuple) and len(shard) > ndim:
-        raise ValueError("Provided shard size has more dimension than data")
-    # If shard is not used or is fully specified, return early.
-    if shard is None or (isinstance(shard, tuple) and len(shard) == ndim):
-        return chunk, shard
-
-    chunk_spatial = chunk[-3:]
-    if shard == "auto":
-        # Compute auto shard sizes based on the file size limit.
-        itemsize = dtype.itemsize
-        chunk_size = np.prod(chunk_spatial) * itemsize
-        shard_size = np.prod(shard_tc) * chunk_size
-        B_multiplier = SHARD_FILE_SIZE_LIMIT / shard_size
-        multiplier = int(B_multiplier ** (1 / 3))
-        if multiplier < 1:
-            multiplier = 1
-
-        shape_spatial = shape[-3:]
-        # For each spatial dimension, the minimal multiplier needed to cover the data:
-        L = [int(np.ceil(s / c)) for s, c in zip(shape_spatial, chunk_spatial)]
-        dims = len(chunk_spatial)
-
-        shard = tuple(int(c * multiplier) for c in chunk_spatial)
-        m_uniform = int(B_multiplier ** (1 / dims))
-        M = []
-        free_dims = []
-        for i in range(dims):
-            # If the uniform guess already overshoots the data, clamp to the minimal covering multiplier.
-            if m_uniform * chunk_spatial[i] >= shape_spatial[i]:
-                M.append(L[i])
-            else:
-                M.append(m_uniform)
-                free_dims.append(i)
-
-        # Iteratively try to increase free dimensions while keeping the overall product ≤ B_multiplier.
-        improved = True
-        while improved and free_dims:
-            improved = False
-            for i in free_dims:
-                candidate = M[i] + 1
-                # If increasing would exceed the data size in this dimension,
-                # clamp to the minimal covering multiplier.
-                if candidate * chunk_spatial[i] >= shape_spatial[i]:
-                    candidate = L[i]
-                new_product = np.prod(
-                    [candidate if j == i else M[j] for j in range(dims)]
-                )
-                if new_product <= B_multiplier and candidate > M[i]:
-                    M[i] = candidate
-                    improved = True
-            # Remove dimensions that have reached or exceeded the data size.
-            free_dims = [i for i in free_dims if
-                         M[i] * chunk_spatial[i] < shape_spatial[i]]
-        shard = tuple(M[i] * chunk_spatial[i] for i in range(dims))
 
-    shard = shard_tc + shard + shard[-1:] * max(0, 3 - len(shard))
-    return chunk, shard

From c8480b7ae8598125059956c81340122cf46485ea Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 7 Apr 2025 09:46:49 -0400
Subject: [PATCH 007/157] wip: added a trivial pipeline for testing

---
 linc_convert/__init__.py                     |   2 +-
 linc_convert/modalities/psoct/__init__.py    |   4 +-
 linc_convert/modalities/psoct/_utils.py      | 390 -------------------
 linc_convert/modalities/psoct/multi_slice.py | 226 ++++-------
 linc_convert/utils/__init__.py               |   1 +
 linc_convert/utils/zarr/generate_pyramid.py  |  10 +-
 6 files changed, 95 insertions(+), 538 deletions(-)

diff --git a/linc_convert/__init__.py b/linc_convert/__init__.py
index 1d5a7106..812c643e 100644
--- a/linc_convert/__init__.py
+++ b/linc_convert/__init__.py
@@ -1,4 +1,4 @@
 """Data conversion tools for the LINC project."""
 
 __all__ = ["modalities", "utils"]
-from . import modalities, utils
+from . import utils, modalities
diff --git a/linc_convert/modalities/psoct/__init__.py b/linc_convert/modalities/psoct/__init__.py
index d9bb1a68..0bb41021 100644
--- a/linc_convert/modalities/psoct/__init__.py
+++ b/linc_convert/modalities/psoct/__init__.py
@@ -4,7 +4,7 @@
     import h5py as _h5py  # noqa: F401
     import scipy as _scipy  # noqa: F401
 
-    __all__ = ["cli", "multi_slice", "single_volume"]
-    from . import cli, multi_slice, single_volume
+    __all__ = ["cli", "multi_slice", "single_volume", "ms_dask"]
+    from . import cli, multi_slice, single_volume, ms_dask
 except ImportError:
     pass
diff --git a/linc_convert/modalities/psoct/_utils.py b/linc_convert/modalities/psoct/_utils.py
index 8fb391f2..5544bf88 100644
--- a/linc_convert/modalities/psoct/_utils.py
+++ b/linc_convert/modalities/psoct/_utils.py
@@ -108,393 +108,3 @@ def _parse_value_unit(
 
     return meta
 
-
-def generate_pyramid(
-    omz: zarr.Group,
-    levels: int | None = None,
-    ndim: int = 3,
-    max_load: int = 512,
-    mode: Literal["mean", "median"] = "median",
-    no_pyramid_axis: int | str | None = None,
-) -> list[list[int]]:
-    """
-    Generate the levels of a pyramid in an existing Zarr.
-
-    Parameters
-    ----------
-    path : PathLike | str
-        Path to parent Zarr
-    levels : int
-        Number of additional levels to generate.
-        By default, stop when all dimensions are smaller than their
-        corresponding chunk size.
-    shard : list[int] | bool | {"auto"} | None
-        Shard size.
-        * If `None`, use same shard size as the input array;
-        * If `False`, no dot use sharding;
-        * If `True` or `"auto"`, automatically find shard size;
-        * Otherwise, use provided shard size.
-    ndim : int
-        Number of spatial dimensions.
-    max_load : int
-        Maximum number of voxels to load along each dimension.
-    mode : {"mean", "median"}
-        Whether to use a mean or median moving window.
-
-    Returns
-    -------
-    shapes : list[list[int]]
-        Shapes of all levels, from finest to coarsest, including the
-        existing top level.
-    """
-    # Read properties from base level
-    shape = list(omz["0"].shape)
-    chunk_size = omz["0"].chunks
-    opt = {
-        "dimension_separator": omz["0"]._dimension_separator,
-        "order": omz["0"]._order,
-        "dtype": omz["0"]._dtype,
-        "fill_value": omz["0"]._fill_value,
-        "compressor": omz["0"]._compressor,
-        "chunks": omz["0"].chunks,
-    }
-
-    # Select windowing function
-    if mode == "median":
-        func = np.median
-    else:
-        assert mode == "mean"
-        func = np.mean
-
-    level = 0
-    batch, shape = shape[:-ndim], shape[-ndim:]
-    allshapes = [shape]
-
-    while True:
-        level += 1
-
-        # Compute downsampled shape
-        prev_shape, shape = shape, []
-        for i, length in enumerate(prev_shape):
-            if i == no_pyramid_axis:
-                shape.append(length)
-            else:
-                shape.append(max(1, length // 2))
-
-        # Stop if seen enough levels or level shape smaller than chunk size
-        if levels is None:
-            if all(x <= c for x, c in zip(shape, chunk_size[-ndim:])):
-                break
-        elif level > levels:
-            break
-
-        print("Compute level", level, "with shape", shape)
-
-        allshapes.append(shape)
-        omz.create_dataset(str(level), shape=batch + shape, **opt)
-
-        # Iterate across `max_load` chunks
-        # (note that these are unrelared to underlying zarr chunks)
-        grid_shape = [ceildiv(n, max_load) for n in prev_shape]
-        for chunk_index in itertools.product(*[range(x) for x in grid_shape]):
-            print(f"chunk {chunk_index} / {tuple(grid_shape)})", end="\r")
-
-            # Read one chunk of data at the previous resolution
-            slicer = [Ellipsis] + [
-                slice(i * max_load, min((i + 1) * max_load, n))
-                for i, n in zip(chunk_index, prev_shape)
-            ]
-            fullshape = omz[str(level - 1)].shape
-            dat = omz[str(level - 1)][tuple(slicer)]
-
-            # Discard the last voxel along odd dimensions
-            crop = [
-                0 if y == 1 else x % 2 for x, y in zip(dat.shape[-ndim:], fullshape)
-            ]
-            # Don't crop the axis not down-sampling
-            # cannot do if not no_pyramid_axis since it could be 0
-            if no_pyramid_axis is not None:
-                crop[no_pyramid_axis] = 0
-            slcr = [slice(-1) if x else slice(None) for x in crop]
-            dat = dat[tuple([Ellipsis, *slcr])]
-
-            if any(n == 0 for n in dat.shape):
-                # last strip had a single voxel, nothing to do
-                continue
-
-            patch_shape = dat.shape[-ndim:]
-
-            # Reshape into patches of shape 2x2x2
-            windowed_shape = [
-                x for n in patch_shape for x in (max(n // 2, 1), min(n, 2))
-            ]
-            if no_pyramid_axis is not None:
-                windowed_shape[2 * no_pyramid_axis] = patch_shape[no_pyramid_axis]
-                windowed_shape[2 * no_pyramid_axis + 1] = 1
-
-            dat = dat.reshape(batch + windowed_shape)
-            # -> last `ndim`` dimensions have shape 2x2x2
-            dat = dat.transpose(
-                list(range(len(batch)))
-                + list(range(len(batch), len(batch) + 2 * ndim, 2))
-                + list(range(len(batch) + 1, len(batch) + 2 * ndim, 2))
-            )
-            # -> flatten patches
-            smaller_shape = [max(n // 2, 1) for n in patch_shape]
-            if no_pyramid_axis is not None:
-                smaller_shape[no_pyramid_axis] = patch_shape[no_pyramid_axis]
-
-            dat = dat.reshape(batch + smaller_shape + [-1])
-
-            # Compute the median/mean of each patch
-            dtype = dat.dtype
-            dat = func(dat, axis=-1)
-            dat = dat.astype(dtype)
-
-            # Write output
-            slicer = [Ellipsis] + [
-                slice(i * max_load // 2, min((i + 1) * max_load // 2, n))
-                if axis_index != no_pyramid_axis
-                else slice(i * max_load, min((i + 1) * max_load, n))
-                for i, axis_index, n in zip(chunk_index, range(ndim), shape)
-            ]
-
-            omz[str(level)][tuple(slicer)] = dat
-
-    print("")
-
-    return allshapes
-
-    pass
-
-
-def write_ome_metadata(
-    omz: zarr.Group,
-    axes: list[str],
-    space_scale: float | list[float] = 1,
-    time_scale: float = 1,
-    space_unit: str = "micrometer",
-    time_unit: str = "second",
-    name: str = "",
-    pyramid_aligns: str | int | list[str | int] = 2,
-    levels: int | None = None,
-    no_pool: int | None = None,
-    multiscales_type: str = "",
-) -> None:
-    """
-    Write OME metadata into Zarr.
-
-    Parameters
-    ----------
-    path : str | PathLike
-        Path to parent Zarr.
-    axes : list[str]
-        Name of each dimension, in Zarr order (t, c, z, y, x)
-    space_scale : float | list[float]
-        Finest-level voxel size, in Zarr order (z, y, x)
-    time_scale : float
-        Time scale
-    space_unit : str
-        Unit of spatial scale (assumed identical across dimensions)
-    space_time : str
-        Unit of time scale
-    name : str
-        Name attribute
-    pyramid_aligns : float | list[float] | {"center", "edge"}
-        Whether the pyramid construction aligns the edges or the centers
-        of the corner voxels. If a (list of) number, assume that a moving
-        window of that size was used.
-    levels : int
-        Number of existing levels. Default: find out automatically.
-    zarr_version : {2, 3} | None
-        Zarr version. If `None`, guess from existing zarr array.
-
-    """
-    # Read shape at each pyramid level
-    shapes = []
-    level = 0
-    while True:
-        if levels is not None and level > levels:
-            break
-
-        if str(level) not in omz.keys():
-            levels = level
-            break
-        shapes += [
-            omz[str(level)].shape,
-        ]
-        level += 1
-
-    axis_to_type = {
-        "x": "space",
-        "y": "space",
-        "z": "space",
-        "t": "time",
-        "c": "channel",
-    }
-
-    # Number of spatial (s), batch (b) and total (n) dimensions
-    ndim = len(axes)
-    sdim = sum(axis_to_type[axis] == "space" for axis in axes)
-    bdim = ndim - sdim
-
-    if isinstance(pyramid_aligns, (int, str)):
-        pyramid_aligns = [pyramid_aligns]
-    pyramid_aligns = list(pyramid_aligns)
-    if len(pyramid_aligns) < sdim:
-        repeat = pyramid_aligns[:1] * (sdim - len(pyramid_aligns))
-        pyramid_aligns = repeat + pyramid_aligns
-    pyramid_aligns = pyramid_aligns[-sdim:]
-
-    if isinstance(space_scale, (int, float)):
-        space_scale = [space_scale]
-    space_scale = list(space_scale)
-    if len(space_scale) < sdim:
-        repeat = space_scale[:1] * (sdim - len(space_scale))
-        space_scale = repeat + space_scale
-    space_scale = space_scale[-sdim:]
-
-    multiscales = [
-        {
-            "version": "0.4",
-            "axes": [
-                {
-                    "name": axis,
-                    "type": axis_to_type[axis],
-                }
-                if axis_to_type[axis] == "channel"
-                else {
-                    "name": axis,
-                    "type": axis_to_type[axis],
-                    "unit": (
-                        space_unit
-                        if axis_to_type[axis] == "space"
-                        else time_unit
-                        if axis_to_type[axis] == "time"
-                        else None
-                    ),
-                }
-                for axis in axes
-            ],
-            "datasets": [],
-            "type": "median window " + "x".join(["2"] * sdim)
-            if not multiscales_type
-            else multiscales_type,
-            "name": name,
-        }
-    ]
-
-    shape0 = shapes[0]
-    for n in range(len(shapes)):
-        shape = shapes[n]
-        multiscales[0]["datasets"].append({})
-        level = multiscales[0]["datasets"][-1]
-        level["path"] = str(n)
-
-        scale = [1] * bdim + [
-            (
-                pyramid_aligns[i] ** n
-                if not isinstance(pyramid_aligns[i], str)
-                else (shape0[bdim + i] / shape[bdim + i])
-                if pyramid_aligns[i][0].lower() == "e"
-                else ((shape0[bdim + i] - 1) / (shape[bdim + i] - 1))
-            )
-            * space_scale[i]
-            if i != no_pool
-            else space_scale[i]
-            for i in range(sdim)
-        ]
-        translation = [0] * bdim + [
-            (
-                pyramid_aligns[i] ** n - 1
-                if not isinstance(pyramid_aligns[i], str)
-                else (shape0[bdim + i] / shape[bdim + i]) - 1
-                if pyramid_aligns[i][0].lower() == "e"
-                else 0
-            )
-            * 0.5
-            * space_scale[i]
-            if i != no_pool
-            else 0
-            for i in range(sdim)
-        ]
-
-        level["coordinateTransformations"] = [
-            {
-                "type": "scale",
-                "scale": scale,
-            },
-            {
-                "type": "translation",
-                "translation": translation,
-            },
-        ]
-
-    scale = [1.0] * ndim
-    if "t" in axes:
-        scale[axes.index("t")] = time_scale
-    multiscales[0]["coordinateTransformations"] = [{"scale": scale, "type": "scale"}]
-
-    multiscales[0]["version"] = "0.4"
-    omz.attrs["multiscales"] = multiscales
-
-
-def niftizarr_write_header(
-    omz: zarr.Group,
-    shape: list[int],
-    affine: np.ndarray,
-    dtype: np.dtype | str,
-    unit: Literal["micron", "mm"] | None = None,
-    header: nib.Nifti1Header | nib.Nifti2Header | None = None,
-    nifti_version: Literal[1, 2] = 1,
-) -> None:
-    """
-    Write NIfTI header in a NIfTI-Zarr file.
-
-    Parameters
-    ----------
-    path : PathLike | str
-        Path to parent Zarr.
-    affine : (4, 4) matrix
-        Orientation matrix.
-    shape : list[int]
-        Array shape, in NIfTI order (x, y, z, t, c).
-    dtype : np.dtype | str
-        Data type.
-    unit : {"micron", "mm"}, optional
-        World unit.
-    header : nib.Nifti1Header | nib.Nifti2Header, optional
-        Pre-instantiated header.
-    zarr_version : int, default=3
-        Zarr version.
-    """
-    # TODO: we do not write the json zattrs, but it should be added in
-    #       once the nifti-zarr package is released
-
-    # If dimensions do not fit in a short (which is often the case), we
-    # use NIfTI 2.
-    if all(x < 32768 for x in shape) or nifti_version == 1:
-        NiftiHeader = nib.Nifti1Header
-    else:
-        NiftiHeader = nib.Nifti2Header
-
-    header = header or NiftiHeader()
-    header.set_data_shape(shape)
-    header.set_data_dtype(dtype)
-    header.set_qform(affine)
-    header.set_sform(affine)
-    if unit:
-        header.set_xyzt_units(nib.nifti1.unit_codes.code[unit])
-    header = np.frombuffer(header.structarr.tobytes(), dtype="u1")
-
-    metadata = {
-        "chunks": [len(header)],
-        "order": "F",
-        "dtype": "|u1",
-        "fill_value": None,
-        "compressor": None,  # TODO: Subject to change compression
-    }
-
-    omz.create_dataset("nifti", data=header, shape=len(header), **metadata)
-
-    print("done.")
diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index 4bf17df3..2407acff 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -5,35 +5,31 @@
 into a OME-ZARR pyramid.
 """
 
-import ast
 import json
-import math
 import os
 from functools import wraps
 from itertools import product
 from typing import Callable, Mapping, Optional
 from warnings import warn
+import logging
 
 import cyclopts
 import h5py
 import numpy as np
-import zarr
 from scipy.io import loadmat
 
 from linc_convert import utils
-from linc_convert.modalities.psoct._utils import (
-    generate_pyramid,
-    make_json,
-    niftizarr_write_header,
-    write_ome_metadata,
-)
+from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
-from linc_convert.utils.zarr.compressor import make_compressor
+from linc_convert.utils.zarr import open_zarr_group, create_array, generate_pyramid
+from niizarr import default_nifti_header, write_nifti_header, write_ome_metadata
+
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
 
+logger = logging.getLogger(__name__)
 multi_slice = cyclopts.App(name="multi_slice", help_format="markdown")
 psoct.command(multi_slice)
 
@@ -42,14 +38,9 @@ def _automap(func: Callable) -> Callable:
     """Automatically maps the array in the mat file."""
 
     @wraps(func)
-    def wrapper(inp: list[str], out: str, **kwargs: dict) -> callable:
-        print(kwargs)
-        if out is None:
-            out = os.path.splitext(inp[0])[0]
-            out += ".nii.zarr" if kwargs.get("nii", False) else ".ome.zarr"
+    def wrapper(inp: list[str], **kwargs: dict) -> callable:
         dat = _mapmat(inp, kwargs.get("key", None))
-        return func(dat, out=out, **kwargs)
-
+        return func(dat, **kwargs)
     return wrapper
 
 
@@ -59,8 +50,9 @@ def _get_key(self, f: Mapping) -> str:
         if key is None:
             if not len(f.keys()):
                 raise Exception(f"{self.file} is empty")
+            # Select the first non-hidden key
             for key in f.keys():
-                if key[:1] != "_":
+                if key[0] != "_":
                     break
             if len(f.keys()) > 1:
                 warn(
@@ -70,12 +62,11 @@ def _get_key(self, f: Mapping) -> str:
 
         if key not in f.keys():
             raise Exception(f"Key {key} not found in file {self.file}")
-
         return key
 
 
 class _H5ArrayWrapper(_ArrayWrapper):
-    def __init__(self, file: h5py.File, key: str | None) -> None:
+    def __init__(self, file: h5py.File, key: Optional[str]) -> None:
         self.file = file
         self.key = key
         self.array = file.get(self._get_key(self.file))
@@ -107,7 +98,7 @@ def __getitem__(self, index: object) -> np.ndarray:
 
 
 class _MatArrayWrapper(_ArrayWrapper):
-    def __init__(self, file: str, key: str | None) -> None:
+    def __init__(self, file: str, key: Optional[str]) -> None:
         self.file = file
         self.key = key
         self.array = None
@@ -117,8 +108,8 @@ def __del__(self) -> None:
             self.file.close()
 
     def load(self) -> np.ndarray:
-        f = loadmat(self.file)
-        self.array = f.get(self._get_key(f))
+        data = loadmat(self.file)
+        self.array = data.get(self._get_key(data))
         self.file = None
         return self.array
 
@@ -145,11 +136,9 @@ def __getitem__(self, index: object) -> np.ndarray:
         return self.array[index]
 
 
-def _mapmat(fnames: list[str], key: str = None) -> list[_ArrayWrapper]:
+def _mapmat(fnames: list[str], key: Optional[str] = None) -> list[_ArrayWrapper]:
     """Load or memory-map an array stored in a .mat file."""
-    # loaded_data = []
-
-    def make_wrapper(fname: str) -> callable:
+    def make_wrapper(fname: str) -> _ArrayWrapper:
         try:
             # "New" .mat file
             f = h5py.File(fname, "r")
@@ -166,17 +155,13 @@ def make_wrapper(fname: str) -> callable:
 def convert(
     inp: list[str],
     *,
-    out: str,
     zarr_config: ZarrConfig = None,
     key: Optional[str] = None,
     meta: str = None,
-    max_load: int = 128,
-    max_levels: int = 5,
-    no_pool: Optional[int] = None,
     orientation: str = "RAS",
     center: bool = True,
-    dtype: str | None = None,
-        **kwargs
+    dtype: Optional[str] = None,
+    **kwargs
 ) -> None:
     """
     Matlab to OME-Zarr.
@@ -185,151 +170,104 @@ def convert(
     OME-ZARR (or NIfTI-Zarr) hierarchy.
 
     This command assumes that each slice in a volume is stored in a
-    different mat file. All slices must have the same shape, and will
-    be concatenated into a 3D Zarr.
+    different mat file. All slices must have the same shape and will be
+    concatenated into a 3D Zarr.
 
     Parameters
     ----------
-    inp
-        Path to the input mat file
-    out
-        Path to the output Zarr directory [<INP>.ome.zarr]
-    key
-        Key of the array to be extracted, default to first key found
-    meta
-        Path to the metadata file
-    max_load
-        Maximum input chunk size
-    max_levels
-        Maximum number of pyramid levels
-    no_pool
-        Index of dimension to not pool when building pyramid.
-    orientation
-        Orientation of the volume
-    center
-        Set RAS[0, 0, 0] at FOV center
-    dtype
-        Data type to write into
+    inp : list of str
+        Paths to the input mat files.
+    key : Optional[str]
+        Key of the array to be extracted; defaults to the first key found.
+    meta : str
+        Path to the metadata file.
+    orientation : str
+        Orientation of the volume.
+    center : bool
+        Set RAS[0, 0, 0] at FOV center.
+    dtype : Optional[str]
+        Data type to write into.
     """
     zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
+    zarr_config.set_default_name(os.path.splitext(inp[0].file)[0])
 
-    chunk: int = zarr_config.chunk[0]
-    compressor: str = zarr_config.compressor
-    compressor_opt: str = zarr_config.compressor_opt
-    nii: bool = zarr_config.nii
-
-    if isinstance(compressor_opt, str):
-        compressor_opt = ast.literal_eval(compressor_opt)
-
-    # Write OME-Zarr multiscale metadata
+    # Process metadata if provided
     if meta:
-        print("Write JSON")
+        logger.info("Writing JSON metadata")
         with open(meta, "r") as f:
             meta_txt = f.read()
             meta_json = make_json(meta_txt)
-        path_json = ".".join(out.split(".")[:-2]) + ".json"
+        path_json = ".".join(zarr_config.out.split(".")[:-2]) + ".json"
         with open(path_json, "w") as f:
             json.dump(meta_json, f, indent=4)
         vx = meta_json["PixelSize"]
         unit = meta_json["PixelSizeUnits"]
     else:
-        vx = [1] * 3
+        vx = [1, 1, 1]
         unit = "um"
 
     # Prepare Zarr group
-    omz = zarr.storage.DirectoryStore(out)
-    omz = zarr.group(store=omz, overwrite=True)
+    omz = open_zarr_group(zarr_config)
 
     # if not hasattr(inp[0], "dtype"):
     #     raise Exception("Input is not an array. This is likely unexpected")
     if len(inp[0].shape) < 2:
-        raise Exception("Input array is not 2d:", inp[0].shape)
-    # Prepare chunking options
+        raise ValueError(f"Input array is not 2D: {inp[0].shape}")
+
     dtype = dtype or np.dtype(inp[0].dtype).str
-    opt = {
-        "dimension_separator": r"/",
-        "order": "F",
-        "dtype": dtype,
-        "fill_value": None,
-        "compressor": make_compressor(compressor, **compressor_opt),
-    }
-    inp: list = inp
-    inp_shape = (*inp[0].shape, len(inp))
-    inp_chunk = [min(x, max_load) for x in inp_shape[-3:]]
-    nk = ceildiv(inp_shape[-3], inp_chunk[0])
-    nj = ceildiv(inp_shape[-2], inp_chunk[1])
-    ni = len(inp)
-
-    nblevels = min(
-        [
-            int(math.ceil(math.log2(x)))
-            for i, x in enumerate(inp_shape[-3:])
-            if i != no_pool
-        ]
-    )
-    nblevels = min(nblevels, int(math.ceil(math.log2(max_load))))
-    nblevels = min(nblevels, max_levels)
-
-    opt["chunks"] = [min(x, chunk) for x in inp_shape]
-
-    omz.create_dataset(str(0), shape=inp_shape, **opt)
-
-    # iterate across input chunks
-    for i in range(ni):
-        for j, k in product(range(nj), range(nk)):
+    # The overall volume shape: (slice height, slice width, number of slices)
+    volume_shape = (*inp[0].shape, len(inp))
+    # Use the entire dimensions as chunk sizes (replace with max_load if needed)
+    chunk_size = list(volume_shape[-3:])
+    nz = ceildiv(volume_shape[-3], chunk_size[0])
+    ny = ceildiv(volume_shape[-2], chunk_size[1])
+    nslices = len(inp)
+
+    dataset = create_array(omz, "0", shape=volume_shape, zarr_config=zarr_config, dtype=np.dtype(dtype))
+
+    # Process and store data in chunks
+    for i in range(nslices):
+        for j, k in product(range(ny), range(nz)):
             loaded_chunk = inp[i][
                 ...,
-                k * inp_chunk[0] : (k + 1) * inp_chunk[0],
-                j * inp_chunk[1] : (j + 1) * inp_chunk[1],
+                k * chunk_size[0] : (k + 1) * chunk_size[0],
+                j * chunk_size[1] : (j + 1) * chunk_size[1],
             ]
-
-            print(
-                f"[{i + 1:03d}, {j + 1:03d}, {k + 1:03d}]",
-                "/",
-                f"[{ni:03d}, {nj:03d}, {nk:03d}]",
-                # f"({1 + level}/{nblevels})",
-                end="\r",
+            logger.info(
+                f"Processing slice {i + 1:03d} chunk [y: {j + 1:03d}, z: {k + 1:03d}] "
+                f"of [{nslices:03d}, {ny:03d}, {nz:03d}]"
             )
-
-            # save current chunk
-            omz["0"][
+            z_start = k * chunk_size[0]
+            z_end = z_start + loaded_chunk.shape[-2]
+            y_start = j * chunk_size[1]
+            y_end = y_start + loaded_chunk.shape[-1]
+            dataset[
                 ...,
-                k * inp_chunk[-3] : k * inp_chunk[-3] + loaded_chunk.shape[-2],
-                j * inp_chunk[-2] : j * inp_chunk[-2] + loaded_chunk.shape[-1],
+                z_start:z_end,
+                y_start:y_end,
                 i,
             ] = loaded_chunk
+        inp[i] = None  # Remove reference to free memory
 
-        inp[i] = None  # no ref count -> delete array
-
-    generate_pyramid(omz, nblevels - 1, mode="mean", no_pyramid_axis=no_pool)
-
-    print("")
-
-    # Write OME-Zarr multiscale metadata
-    print("Write metadata")
-    print(unit)
-    ome_unit = to_ome_unit(unit)
-    write_ome_metadata(
-        omz,
-        axes=(["c"] if len(inp_shape) == 4 else []) + ["z", "y", "x"],
-        no_pool=no_pool,
-        space_unit=ome_unit,
-        space_scale=vx,
-        multiscales_type=(("2x2x2" if no_pool is None else "2x2") + "mean window"),
-    )
+    generate_pyramid(omz, mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
+    logger.info("Write OME-Zarr multiscale metadata")
+    write_ome_metadata(omz, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
 
-    if not nii:
-        print("done.")
+    if not zarr_config.nii:
+        logger.info("Conversion complete.")
         return
 
     # Write NIfTI-Zarr header
-    # NOTE: we use nifti2 because dimensions typically do not fit in a short
-    # TODO: we do not write the json zattrs, but it should be added in
-    #       once the nifti-zarr package is released
-    shape = list(reversed(omz["0"].shape))
+    arr = omz["0"]
+    header, _ = default_nifti_header(arr, omz.attrs.get("ome", omz.attrs).get("multiscales"))
+    reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
     if center:
-        affine = center_affine(affine, shape[:3])
-    niftizarr_write_header(
-        omz, shape, affine, omz["0"].dtype, to_nifti_unit(unit), nifti_version=2
-    )
+        affine = center_affine(affine, reversed_shape[:3])
+    header.set_data_shape(reversed_shape)
+    header.set_data_dtype(arr.dtype)
+    header.set_qform(affine)
+    header.set_sform(affine)
+    header.set_xyzt_units(to_nifti_unit(unit))
+
+    write_nifti_header(omz, header)
\ No newline at end of file
diff --git a/linc_convert/utils/__init__.py b/linc_convert/utils/__init__.py
index fff72c70..75fec8b0 100644
--- a/linc_convert/utils/__init__.py
+++ b/linc_convert/utils/__init__.py
@@ -1 +1,2 @@
 """Various utilities."""
+from . import logging
\ No newline at end of file
diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/zarr/generate_pyramid.py
index df4ada58..2cbc9468 100644
--- a/linc_convert/utils/zarr/generate_pyramid.py
+++ b/linc_convert/utils/zarr/generate_pyramid.py
@@ -67,7 +67,15 @@ def generate_pyramid(
     level = 0
     batch, shape = shape[:-ndim], shape[-ndim:]
     allshapes = [shape]
-
+    # nblevels = min(
+    #     [
+    #         int(math.ceil(math.log2(x)))
+    #         for i, x in enumerate(inp_shape[-3:])
+    #         if i != no_pool
+    #     ]
+    # )
+    # nblevels = min(nblevels, int(math.ceil(math.log2(max_load))))
+    # nblevels = min(nblevels, max_levels)
     while True:
         level += 1
 

From 4336097f12a8df602ae0edec9a307eda93f43b2e Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 7 Apr 2025 09:47:21 -0400
Subject: [PATCH 008/157] wip: added a trivial pipeline for testing

---
 linc_convert/modalities/psoct/single_volume.py |  9 ++-------
 linc_convert/utils/zarr/zarr_config.py         | 11 +++++------
 2 files changed, 7 insertions(+), 13 deletions(-)

diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index e7267367..f2d9f45b 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -22,12 +22,7 @@
 from scipy.io import loadmat
 
 from linc_convert import utils
-from linc_convert.modalities.psoct._utils import (
-    generate_pyramid,
-    make_json,
-    niftizarr_write_header,
-    write_ome_metadata,
-)
+from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
@@ -98,7 +93,7 @@ def convert(
     no_pool: Optional[int] = None,
     orientation: str = "RAS",
     center: bool = True,
-        kwargs
+    **kwargs
 ) -> None:
     """
     Matlab to OME-Zarr.
diff --git a/linc_convert/utils/zarr/zarr_config.py b/linc_convert/utils/zarr/zarr_config.py
index 2ff10b80..fefcc5b4 100644
--- a/linc_convert/utils/zarr/zarr_config.py
+++ b/linc_convert/utils/zarr/zarr_config.py
@@ -2,11 +2,14 @@
 import os
 from dataclasses import dataclass, replace
 from typing import Annotated, Literal
+from typing_extensions import Unpack
+import logging
 
 from cyclopts import Parameter
-from typing_extensions import Unpack
 
+logger = logging.getLogger(__name__)
 
+@Parameter(name="*")
 @dataclass
 class ZarrConfig:
     """
@@ -73,7 +76,7 @@ class ZarrConfig:
     driver : {"zarr-python", "tensorstore", "zarrita"}
         library used for Zarr IO Operation
     """
-    out: str = None
+    out: Annotated[str, Parameter(name=["--out", "-o"])] = None
     zarr_version: Literal[2, 3] = 3
     chunk: tuple[int] = (128,)
     chunk_channels: bool = False
@@ -116,10 +119,6 @@ def update(self, **kwargs):
         replace(self, **kwargs)
         return self
 
-
-ZarrConfig = Annotated[ZarrConfig, Parameter(name="*")]
-
-
 def update(zarr_config: ZarrConfig|None, **kwargs: Unpack[ZarrConfig]) -> ZarrConfig:
     if zarr_config is None:
         zarr_config = ZarrConfig()

From 6ba6374bc9f3d7f76fe1576de0d871eea94c6812 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 7 Apr 2025 13:03:56 -0400
Subject: [PATCH 009/157] wip: add logging

---
 linc_convert/utils/logging.py | 25 +++++++++++++++++++++++++
 1 file changed, 25 insertions(+)
 create mode 100644 linc_convert/utils/logging.py

diff --git a/linc_convert/utils/logging.py b/linc_convert/utils/logging.py
new file mode 100644
index 00000000..119d2612
--- /dev/null
+++ b/linc_convert/utils/logging.py
@@ -0,0 +1,25 @@
+import logging
+
+logger = logging.getLogger()
+
+def setup_logging():
+    logging.basicConfig(
+        level=logging.INFO,
+        format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
+    )
+
+    logging.captureWarnings(True)
+
+
+def add_file_handler(log_file_path=None):
+    # Create a file handler to save logs
+    log_filename = "/scratch/converter.log"
+    file_handler = logging.FileHandler(log_filename)
+    file_handler.setLevel(logging.DEBUG)
+    file_formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')
+    file_handler.setFormatter(file_formatter)
+    logger.addHandler(file_handler)
+
+
+setup_logging()
+add_file_handler()
\ No newline at end of file

From d4ec4ad42cc6f7d9b17662d03872cc714b63d65c Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 7 Apr 2025 13:05:22 -0400
Subject: [PATCH 010/157] wip: try catch for wk modality

---
 linc_convert/modalities/wk/__init__.py | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/linc_convert/modalities/wk/__init__.py b/linc_convert/modalities/wk/__init__.py
index 85d95ec6..8e5c6e6f 100644
--- a/linc_convert/modalities/wk/__init__.py
+++ b/linc_convert/modalities/wk/__init__.py
@@ -1,4 +1,9 @@
 """Webknossos annotation converters."""
 
-__all__ = ["cli", "webknossos_annotation"]
-from . import cli, webknossos_annotation
+try:
+    import wkw as _  # noqa: F401
+
+    __all__ = ["cli", "webknossos_annotation"]
+    from . import cli, webknossos_annotation
+except ImportError:
+    pass
\ No newline at end of file

From 3e9239a2764b1279b4d51a0f341e42fbda04b745 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 7 Apr 2025 14:34:15 -0400
Subject: [PATCH 011/157] wip

---
 linc_convert/modalities/df/single_slice.py  |  2 +-
 linc_convert/utils/chunk_processing.py      | 38 +++++++++++++++++++++
 linc_convert/utils/zarr/generate_pyramid.py |  2 +-
 linc_convert/utils/zarr/zarr_config.py      |  3 +-
 4 files changed, 42 insertions(+), 3 deletions(-)
 create mode 100644 linc_convert/utils/chunk_processing.py

diff --git a/linc_convert/modalities/df/single_slice.py b/linc_convert/modalities/df/single_slice.py
index abb76bc0..962e3216 100644
--- a/linc_convert/modalities/df/single_slice.py
+++ b/linc_convert/modalities/df/single_slice.py
@@ -40,7 +40,7 @@ def convert(
     orientation: str = "coronal",
     center: bool = True,
     thickness: float | None = None,
-        **kwargs
+    **kwargs
 ) -> None:
     """
     Convert JPEG2000 files generated by MBF-Neurolucida into a Zarr pyramid.
diff --git a/linc_convert/utils/chunk_processing.py b/linc_convert/utils/chunk_processing.py
new file mode 100644
index 00000000..fcb31219
--- /dev/null
+++ b/linc_convert/utils/chunk_processing.py
@@ -0,0 +1,38 @@
+import numpy as np
+
+from linc_convert.utils.math import ceildiv
+
+
+def chunk_slice_generator(arr_shape, chunk_shape):
+    """
+    Generate slice indices for chunking an array based on its shape and the provided chunk_shape
+    for the last dimensions.
+
+    Parameters:
+        arr_shape (tuple): The shape of the array.
+        chunk_shape (tuple): A tuple of integers representing the chunk size for each of the last dimensions.
+
+    Yields:
+        tuple: A tuple (index, full_slice) where:
+            - index is a tuple representing the multi-index of the chunk.
+            - full_slice is a tuple of slice objects (prefixed by an Ellipsis to preserve any non-chunked dimensions)
+              that can be used to index into an array of shape arr_shape.
+    """
+    # Ensure chunk_shape is a tuple
+    chunk_shape = tuple(chunk_shape)
+
+    # Consider only the last dimensions that are meant to be chunked
+    shape = arr_shape[-len(chunk_shape):]
+
+    # Calculate the number of chunks along each dimension
+    n_chunks = [ceildiv(dim, c) for dim, c in zip(shape, chunk_shape)]
+
+    # Generate all multi-indices for the chunk grid
+    for index in np.ndindex(*n_chunks):
+        # Create slice objects for each dimension, ensuring we don't go beyond the array's bounds
+        slices = tuple(slice(i * c, min((i + 1) * c, dim))
+                       for i, c, dim in zip(index, chunk_shape, shape))
+        # Prepend an Ellipsis to preserve any preceding (non-chunked) dimensions
+        full_slice = (...,) + slices
+        yield index, full_slice
+
diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/zarr/generate_pyramid.py
index 815906d7..0b1d36a6 100644
--- a/linc_convert/utils/zarr/generate_pyramid.py
+++ b/linc_convert/utils/zarr/generate_pyramid.py
@@ -7,7 +7,7 @@
 from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
 
 from linc_convert.utils.math import ceildiv
-from linc_convert.utils.zarr import dimension_separator_to_chunk_key_encoding
+from .create_array import dimension_separator_to_chunk_key_encoding
 
 
 def generate_pyramid(
diff --git a/linc_convert/utils/zarr/zarr_config.py b/linc_convert/utils/zarr/zarr_config.py
index fefcc5b4..6c0aee2f 100644
--- a/linc_convert/utils/zarr/zarr_config.py
+++ b/linc_convert/utils/zarr/zarr_config.py
@@ -98,7 +98,8 @@ class ZarrConfig:
     # driver: Literal["zarr-python", "tensorstore", "zarrita"] = "zarr-python"
 
     def __post_init__(self) -> None:
-        self.nii |= self.out.endswith(".nii.zarr")
+        if self.out:
+            self.nii |= self.out.endswith(".nii.zarr")
         if self.zarr_version == 2:
             if self.shard or self.shard_channels or self.shard_time:
                 raise NotImplementedError("Shard is not supported for Zarr 2.")

From 2f9d86855bc5b3cbd5cd0d47f4a0a0df13204ef4 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 8 Apr 2025 10:54:53 -0400
Subject: [PATCH 012/157] wip: refactor generate_pyramid.py

---
 linc_convert/utils/zarr/generate_pyramid.py | 113 +++++++++++---------
 1 file changed, 62 insertions(+), 51 deletions(-)

diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/zarr/generate_pyramid.py
index 0b1d36a6..bc35bb44 100644
--- a/linc_convert/utils/zarr/generate_pyramid.py
+++ b/linc_convert/utils/zarr/generate_pyramid.py
@@ -1,14 +1,17 @@
 import itertools
-from typing import Literal
+import logging
+import math
+from typing import Literal, Optional
 
-import nibabel as nib
 import numpy as np
+import tqdm
 import zarr
 from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
 
 from linc_convert.utils.math import ceildiv
 from .create_array import dimension_separator_to_chunk_key_encoding
 
+logger = logging.getLogger(__name__)
 
 def generate_pyramid(
     omz: zarr.Group,
@@ -16,7 +19,7 @@ def generate_pyramid(
     ndim: int = 3,
     max_load: int = 512,
     mode: Literal["mean", "median"] = "median",
-    no_pyramid_axis: int | None = None,
+    no_pyramid_axis: Optional[int] = None,
 ) -> list[list[int]]:
     """
     Generate the levels of a pyramid in an existing Zarr.
@@ -35,7 +38,8 @@ def generate_pyramid(
         Maximum number of voxels to load along each dimension.
     mode : {"mean", "median"}
         Whether to use a mean or median moving window.
-
+    no_pyramid_axis: int | None
+        # TODO:
     Returns
     -------
     shapes : list[list[int]]
@@ -47,71 +51,56 @@ def generate_pyramid(
 
     # Read properties from base level
     base_level = omz["0"]
-    shape = list(base_level.shape)
+    base_shape = list(base_level.shape)
     chunk_size = base_level.chunks
     opts = get_zarray_options(base_level)
 
     # Select windowing function
-    if mode == "median":
-        func = np.median
-    else:
-        assert mode == "mean"
-        func = np.mean
+    window_func = {"median": np.median, "mean": np.mean}[mode]
 
-    level = 0
-    batch, shape = shape[:-ndim], shape[-ndim:]
-    allshapes = [shape]
+    batch_shape, spatial_shape = base_shape[:-ndim], base_shape[-ndim:]
+    all_shapes = [spatial_shape]
 
-    while True:
-        level += 1
+    # Compute default number of levels based on chunk size
+    if levels == -1:
+        levels = default_levels(spatial_shape, chunk_size[-ndim:], no_pyramid_axis)
 
+    for lvl in tqdm.tqdm(range(1, levels + 1)):
         # Compute downsampled shape
-        prev_shape, shape = shape, []
-        for i, length in enumerate(prev_shape):
-            if i == no_pyramid_axis:
-                shape.append(length)
-            else:
-                shape.append(max(1, length // 2))
-
-        # Stop if seen enough levels or level shape smaller than chunk size
-        if levels == -1:
-            if all(x <= c for x, c in zip(shape, chunk_size[-ndim:])):
-                break
-        elif level > levels:
-            break
+        prev_shape = spatial_shape
+        spatial_shape = next_level_shape(prev_shape, no_pyramid_axis)
+        all_shapes.append(spatial_shape)
+        logger.info("Compute level", lvl, "with shape", spatial_shape)
 
-        print("Compute level", level, "with shape", shape)
-
-        allshapes.append(shape)
-        omz.create_array(str(level), shape=batch + shape, **opts)
+        arr = omz.create_array(str(lvl), shape=batch_shape + spatial_shape, **opts)
 
         # Iterate across `max_load` chunks
         # (note that these are unrelated to underlying zarr chunks)
         grid_shape = [ceildiv(n, max_load) for n in prev_shape]
-        for chunk_index in itertools.product(*[range(x) for x in grid_shape]):
-            print(f"chunk {chunk_index} / {tuple(grid_shape)})", end="\r")
+
+        for chunk_index in tqdm.tqdm(
+                itertools.product(*[range(x) for x in grid_shape])):
 
             # Read one chunk of data at the previous resolution
             slicer = [Ellipsis] + [
                 slice(i * max_load, min((i + 1) * max_load, n))
                 for i, n in zip(chunk_index, prev_shape)
             ]
-            fullshape = omz[str(level - 1)].shape
-            dat = omz[str(level - 1)][tuple(slicer)]
+            dat = omz[str(lvl - 1)][tuple(slicer)]
 
             # Discard the last voxel along odd dimensions
+            # if one dimension has length 1, it should not be cropped
             crop = [
-                0 if y == 1 else x % 2 for x, y in zip(dat.shape[-ndim:], fullshape)
+                0 if y == 1 else x % 2 for x, y in zip(dat.shape[-ndim:], prev_shape)
             ]
             # Don't crop the axis not down-sampling
-            # cannot do if not no_pyramid_axis since it could be 0
             if no_pyramid_axis is not None:
                 crop[no_pyramid_axis] = 0
             slcr = [slice(-1) if x else slice(None) for x in crop]
             dat = dat[tuple([Ellipsis, *slcr])]
 
-            if any(n == 0 for n in dat.shape):
-                # last strip had a single voxel, nothing to do
+            # last strip had a single voxel and become empty after cropping, nothing to do
+            if 0 in dat.shape:
                 continue
 
             patch_shape = dat.shape[-ndim:]
@@ -124,23 +113,23 @@ def generate_pyramid(
                 windowed_shape[2 * no_pyramid_axis] = patch_shape[no_pyramid_axis]
                 windowed_shape[2 * no_pyramid_axis + 1] = 1
 
-            dat = dat.reshape(batch + windowed_shape)
+            dat = dat.reshape(tuple(batch_shape + windowed_shape))
             # -> last `ndim`` dimensions have shape 2x2x2
             dat = dat.transpose(
-                list(range(len(batch)))
-                + list(range(len(batch), len(batch) + 2 * ndim, 2))
-                + list(range(len(batch) + 1, len(batch) + 2 * ndim, 2))
+                list(range(len(batch_shape)))
+                + list(range(len(batch_shape), len(batch_shape) + 2 * ndim, 2))
+                + list(range(len(batch_shape) + 1, len(batch_shape) + 2 * ndim, 2))
             )
             # -> flatten patches
             smaller_shape = [max(n // 2, 1) for n in patch_shape]
             if no_pyramid_axis is not None:
                 smaller_shape[no_pyramid_axis] = patch_shape[no_pyramid_axis]
 
-            dat = dat.reshape(batch + smaller_shape + [-1])
+            dat = dat.reshape(tuple(batch_shape + smaller_shape + [-1]))
 
             # Compute the median/mean of each patch
             dtype = dat.dtype
-            dat = func(dat, axis=-1)
+            dat = window_func(dat, axis=-1)
             dat = dat.astype(dtype)
 
             # Write output
@@ -148,14 +137,36 @@ def generate_pyramid(
                 slice(i * max_load // 2, min((i + 1) * max_load // 2, n))
                 if axis_index != no_pyramid_axis
                 else slice(i * max_load, min((i + 1) * max_load, n))
-                for i, axis_index, n in zip(chunk_index, range(ndim), shape)
+                for i, axis_index, n in zip(chunk_index, range(ndim), spatial_shape)
             ]
 
-            omz[str(level)][tuple(slicer)] = dat
+            arr[tuple(slicer)] = dat
+
+    return all_shapes
+
+
+def default_levels(
+        spatial_shape: tuple,
+        spatial_chunk: tuple,
+        no_pyramid_axis: Optional[int]
+) -> int:
+    default_levels = max(
+        int(math.ceil(math.log2(s / spatial_chunk[i])))
+        for i, s in enumerate(spatial_shape)
+        if no_pyramid_axis is None or i != no_pyramid_axis
+    )
+    levels = max(default_levels, 0)
+    return levels
 
-    print("")
 
-    return allshapes
+def next_level_shape(prev_shape: tuple, no_pyramid_axis: Optional[int]) -> list:
+    new_shape = []
+    for i, length in enumerate(prev_shape):
+        if i == no_pyramid_axis:
+            new_shape.append(length)
+        else:
+            new_shape.append(max(1, length // 2))
+    return new_shape
 
 
 def get_zarray_options(base_level):
@@ -182,4 +193,4 @@ def get_zarray_options(base_level):
     else:
         opts_extra = {}
     opts.update(**opts_extra)
-    return opts
\ No newline at end of file
+    return opts

From 4d14b81dd21021858d9c242ffb99a667ce045aee Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 8 Apr 2025 10:55:01 -0400
Subject: [PATCH 013/157] wip: psoct

---
 .../modalities/psoct/_array_wrapper.py        |  98 +++++++++
 linc_convert/modalities/psoct/multi_slice.py  | 106 +---------
 .../modalities/psoct/single_volume.py         | 186 ++++++------------
 3 files changed, 164 insertions(+), 226 deletions(-)
 create mode 100644 linc_convert/modalities/psoct/_array_wrapper.py

diff --git a/linc_convert/modalities/psoct/_array_wrapper.py b/linc_convert/modalities/psoct/_array_wrapper.py
new file mode 100644
index 00000000..45602393
--- /dev/null
+++ b/linc_convert/modalities/psoct/_array_wrapper.py
@@ -0,0 +1,98 @@
+from _warnings import warn
+from typing import Mapping, Optional
+
+import h5py
+import numpy as np
+from scipy.io import loadmat
+
+
+class _ArrayWrapper:
+    def _get_key(self, f: Mapping) -> str:
+        key = self.key
+        if key is None:
+            if not len(f.keys()):
+                raise Exception(f"{self.file} is empty")
+            # Select the first non-hidden key
+            for key in f.keys():
+                if key[0] != "_":
+                    break
+            if len(f.keys()) > 1:
+                warn(
+                    f"More than one key in .mat file {self.file}, "
+                    f'arbitrarily loading "{key}"'
+                )
+
+        if key not in f.keys():
+            raise Exception(f"Key {key} not found in file {self.file}")
+        return key
+
+
+class _H5ArrayWrapper(_ArrayWrapper):
+    def __init__(self, file: h5py.File, key: Optional[str]) -> None:
+        self.file = file
+        self.key = key
+        self.array = file.get(self._get_key(self.file))
+
+    def __del__(self) -> None:
+        if hasattr(self.file, "close"):
+            self.file.close()
+
+    def load(self) -> np.ndarray:
+        self.array = self.array[...]
+        if hasattr(self.file, "close"):
+            self.file.close()
+        self.file = None
+        return self.array
+
+    @property
+    def shape(self) -> list[int]:
+        return self.array.shape
+
+    @property
+    def dtype(self) -> np.dtype:
+        return self.array.dtype
+
+    def __len__(self) -> int:
+        return len(self.array)
+
+    def __getitem__(self, index: object) -> np.ndarray:
+        return self.array[index]
+
+
+class _MatArrayWrapper(_ArrayWrapper):
+    def __init__(self, file: str, key: Optional[str]) -> None:
+        self.file = file
+        self.key = key
+        self.array = None
+
+    def __del__(self) -> None:
+        if hasattr(self.file, "close"):
+            self.file.close()
+
+    def load(self) -> np.ndarray:
+        data = loadmat(self.file)
+        self.array = data.get(self._get_key(data))
+        self.file = None
+        return self.array
+
+    @property
+    def shape(self) -> tuple[int]:
+        if self.array is None:
+            self.load()
+        return self.array.shape
+
+    @property
+    def dtype(self) -> np.dtype:
+        if self.array is None:
+            self.load()
+        return self.array.dtype
+
+    def __len__(self) -> int:
+        if self.array is None:
+            self.load()
+        return len(self.array)
+
+    def __getitem__(self, index: object) -> np.ndarray:
+        if self.array is None:
+            self.load()
+        return self.array[index]
diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index 2407acff..648b3e17 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -9,16 +9,16 @@
 import os
 from functools import wraps
 from itertools import product
-from typing import Callable, Mapping, Optional
-from warnings import warn
+from typing import Callable, Optional
 import logging
 
 import cyclopts
 import h5py
 import numpy as np
-from scipy.io import loadmat
 
 from linc_convert import utils
+from linc_convert.modalities.psoct._array_wrapper import _ArrayWrapper, _H5ArrayWrapper, \
+    _MatArrayWrapper
 from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
 from linc_convert.utils.math import ceildiv
@@ -44,98 +44,6 @@ def wrapper(inp: list[str], **kwargs: dict) -> callable:
     return wrapper
 
 
-class _ArrayWrapper:
-    def _get_key(self, f: Mapping) -> str:
-        key = self.key
-        if key is None:
-            if not len(f.keys()):
-                raise Exception(f"{self.file} is empty")
-            # Select the first non-hidden key
-            for key in f.keys():
-                if key[0] != "_":
-                    break
-            if len(f.keys()) > 1:
-                warn(
-                    f"More than one key in .mat file {self.file}, "
-                    f'arbitrarily loading "{key}"'
-                )
-
-        if key not in f.keys():
-            raise Exception(f"Key {key} not found in file {self.file}")
-        return key
-
-
-class _H5ArrayWrapper(_ArrayWrapper):
-    def __init__(self, file: h5py.File, key: Optional[str]) -> None:
-        self.file = file
-        self.key = key
-        self.array = file.get(self._get_key(self.file))
-
-    def __del__(self) -> None:
-        if hasattr(self.file, "close"):
-            self.file.close()
-
-    def load(self) -> np.ndarray:
-        self.array = self.array[...]
-        if hasattr(self.file, "close"):
-            self.file.close()
-        self.file = None
-        return self.array
-
-    @property
-    def shape(self) -> list[int]:
-        return self.array.shape
-
-    @property
-    def dtype(self) -> np.dtype:
-        return self.array.dtype
-
-    def __len__(self) -> int:
-        return len(self.array)
-
-    def __getitem__(self, index: object) -> np.ndarray:
-        return self.array[index]
-
-
-class _MatArrayWrapper(_ArrayWrapper):
-    def __init__(self, file: str, key: Optional[str]) -> None:
-        self.file = file
-        self.key = key
-        self.array = None
-
-    def __del__(self) -> None:
-        if hasattr(self.file, "close"):
-            self.file.close()
-
-    def load(self) -> np.ndarray:
-        data = loadmat(self.file)
-        self.array = data.get(self._get_key(data))
-        self.file = None
-        return self.array
-
-    @property
-    def shape(self) -> list[int]:
-        if self.array is None:
-            self.load()
-        return self.array.shape
-
-    @property
-    def dtype(self) -> np.dtype:
-        if self.array is None:
-            self.load()
-        return self.array.dtype
-
-    def __len__(self) -> int:
-        if self.array is None:
-            self.load()
-        return len(self.array)
-
-    def __getitem__(self, index: object) -> np.ndarray:
-        if self.array is None:
-            self.load()
-        return self.array[index]
-
-
 def _mapmat(fnames: list[str], key: Optional[str] = None) -> list[_ArrayWrapper]:
     """Load or memory-map an array stored in a .mat file."""
     def make_wrapper(fname: str) -> _ArrayWrapper:
@@ -155,12 +63,12 @@ def make_wrapper(fname: str) -> _ArrayWrapper:
 def convert(
     inp: list[str],
     *,
-    zarr_config: ZarrConfig = None,
     key: Optional[str] = None,
     meta: str = None,
     orientation: str = "RAS",
     center: bool = True,
     dtype: Optional[str] = None,
+    zarr_config: ZarrConfig = None,
     **kwargs
 ) -> None:
     """
@@ -209,9 +117,9 @@ def convert(
     # Prepare Zarr group
     omz = open_zarr_group(zarr_config)
 
-    # if not hasattr(inp[0], "dtype"):
-    #     raise Exception("Input is not an array. This is likely unexpected")
-    if len(inp[0].shape) < 2:
+    if not hasattr(inp[0], "dtype"):
+        raise Exception("Input is not an array. This is likely unexpected")
+    if len(inp[0].shape) != 2:
         raise ValueError(f"Input array is not 2D: {inp[0].shape}")
 
     dtype = dtype or np.dtype(inp[0].dtype).str
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index f2d9f45b..02f896c9 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -5,31 +5,33 @@
 into a OME-ZARR pyramid.
 """
 
-import ast
 import json
-import math
+import logging
 import os
 from contextlib import contextmanager
 from functools import wraps
-from itertools import product
 from typing import Callable, Optional
 from warnings import warn
 
 import cyclopts
 import h5py
 import numpy as np
-import zarr
+from niizarr import write_ome_metadata, default_nifti_header, write_nifti_header
 from scipy.io import loadmat
 
 from linc_convert import utils
+from linc_convert.modalities.psoct._array_wrapper import _ArrayWrapper, _MatArrayWrapper
 from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
+from linc_convert.modalities.psoct.ms_dask import _H5ArrayWrapper
+from linc_convert.utils.chunk_processing import chunk_slice_generator
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
-from linc_convert.utils.zarr.compressor import make_compressor
+from linc_convert.utils.zarr import generate_pyramid, create_array, open_zarr_group
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
 
+logger = logging.getLogger(__name__)
 single_volume = cyclopts.App(name="single_volume", help_format="markdown")
 psoct.command(single_volume)
 
@@ -38,45 +40,27 @@ def _automap(func: Callable) -> Callable:
     """Automatically map the array in the mat file."""
 
     @wraps(func)
-    def wrapper(inp: str, out: str, **kwargs: dict) -> None:
-        if out is None:
-            out = os.path.splitext(inp[0])[0]
-            out += ".nii.zarr" if kwargs.get("nii", False) else ".ome.zarr"
-        # kwargs["nii"] = kwargs.get("nii", False) or out.endswith(".nii.zarr")
-        with _mapmat(inp, kwargs.get("key", None)) as dat:
-            return func(dat, zarr_config=zarr_config, **kwargs)
+    def wrapper(inp: str, zarr_config: ZarrConfig = None, **kwargs: dict) -> None:
+        # with _mapmat(inp, kwargs.get("key", None)) as dat:
+        #     return func(dat, zarr_config=zarr_config, **kwargs)
+        dat = _mapmat(inp, kwargs.get("key", None))
+        return func(dat, **kwargs)
 
     return wrapper
 
 
-@contextmanager
-def _mapmat(fname: str, key: str = None) -> None:
+def _mapmat(fname: str, key: Optional[str] = None) -> _ArrayWrapper:
     """Load or memory-map an array stored in a .mat file."""
-    try:
-        # "New" .mat file
-        f = h5py.File(fname, "r")
-    except Exception:
-        # "Old" .mat file
-        f = loadmat(fname)
-
-    if key is None:
-        if not len(f.keys()):
-            raise Exception(f"{fname} is empty")
-        for key in f.keys():
-            if key[:1] != "_":
-                break
-        if len(f.keys()) > 1:
-            warn(
-                f"More than one key in .mat file {fname}, "
-                f'arbitrarily loading "{key}"'
-            )
-
-    if key not in f.keys():
-        raise Exception(f"Key {key} not found in file {fname}")
-
-    yield f.get(key)
-    if hasattr(f, "close"):
-        f.close()
+    def make_wrapper(fname: str) -> _ArrayWrapper:
+        try:
+            # "New" .mat file
+            f = h5py.File(fname, "r")
+            return _H5ArrayWrapper(f, key)
+        except Exception:
+            # "Old" .mat file
+            return _MatArrayWrapper(fname, key)
+
+    return make_wrapper(fname)
 
 
 @single_volume.default
@@ -84,15 +68,12 @@ def _mapmat(fname: str, key: str = None) -> None:
 def convert(
     inp: str,
     *,
-    out: str,
-    zarr_config: ZarrConfig = None,
     key: Optional[str] = None,
     meta: str = None,
-    max_load: int = 128,
-    max_levels: int = 5,
     no_pool: Optional[int] = None,
     orientation: str = "RAS",
     center: bool = True,
+    zarr_config: ZarrConfig = None,
     **kwargs
 ) -> None:
     """
@@ -105,8 +86,6 @@ def convert(
     ----------
     inp
         Path to the input mat file
-    out
-        Path to the output Zarr directory [<INP>.ome.zarr]
     key
         Key of the array to be extracted, default to first key found
     meta
@@ -131,113 +110,66 @@ def convert(
         Set RAS[0, 0, 0] at FOV center
     """
     zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
-    chunk: int = zarr_config.chunk
-    compressor: str = zarr_config.compressor
-    compressor_opt: str = zarr_config.compressor_opt
-    nii: bool = zarr_config.nii
-
-    if isinstance(compressor_opt, str):
-        compressor_opt = ast.literal_eval(compressor_opt)
+    zarr_config.set_default_name(os.path.splitext(inp.file)[0])
 
-    # Write OME-Zarr multiscale metadata
+    # Process metadata if provided
     if meta:
-        print("Write JSON")
+        logger.info("Writing JSON metadata")
         with open(meta, "r") as f:
             meta_txt = f.read()
             meta_json = make_json(meta_txt)
-        path_json = ".".join(out.split(".")[:-2]) + ".json"
+        path_json = ".".join(zarr_config.out.split(".")[:-2]) + ".json"
         with open(path_json, "w") as f:
             json.dump(meta_json, f, indent=4)
         vx = meta_json["PixelSize"]
         unit = meta_json["PixelSizeUnits"]
     else:
-        vx = [1] * 3
+        vx = [1, 1, 1]
         unit = "um"
 
     # Prepare Zarr group
-    omz = zarr.storage.DirectoryStore(out)
-    omz = zarr.group(store=omz, overwrite=True)
+    omz = open_zarr_group(zarr_config)
 
     if not hasattr(inp, "dtype"):
         raise Exception("Input is not a numpy array. This is unexpected.")
-    if len(inp.shape) < 3:
+    if len(inp.shape) != 3:
         raise Exception("Input array is not 3d:", inp.shape)
-    # Prepare chunking options
-    opt = {
-        "dimension_separator": r"/",
-        "order": "F",
-        "dtype": np.dtype(inp.dtype).str,
-        "fill_value": None,
-        "compressor": make_compressor(compressor, **compressor_opt),
-    }
-
-    inp_chunk = [min(x, max_load) for x in inp.shape]
+
+    inp_chunk = [min(x, zarr_config.max_load) for x in inp.shape]
     nk = ceildiv(inp.shape[0], inp_chunk[0])
     nj = ceildiv(inp.shape[1], inp_chunk[1])
     ni = ceildiv(inp.shape[2], inp_chunk[2])
 
-    nblevels = min(
-        [int(math.ceil(math.log2(x))) for i, x in enumerate(inp.shape) if i != no_pool]
-    )
-    nblevels = min(nblevels, int(math.ceil(math.log2(max_load))))
-    nblevels = min(nblevels, max_levels)
-
-    opt["chunks"] = [min(x, chunk) for x in inp.shape]
-
-    omz.create_dataset(str(0), shape=inp.shape, **opt)
-
-    # iterate across input chunks
-    for i, j, k in product(range(ni), range(nj), range(nk)):
-        loaded_chunk = inp[
-            k * inp_chunk[0] : (k + 1) * inp_chunk[0],
-            j * inp_chunk[1] : (j + 1) * inp_chunk[1],
-            i * inp_chunk[2] : (i + 1) * inp_chunk[2],
-        ]
-
-        print(
-            f"[{i + 1:03d}, {j + 1:03d}, {k + 1:03d}]",
-            "/",
-            f"[{ni:03d}, {nj:03d}, {nk:03d}]",
-            # f"({1 + level}/{nblevels})",
-            end="\r",
+    dataset = create_array(omz, "0", shape=inp.shape, zarr_config=zarr_config,
+                           dtype=np.dtype(inp.dtype))
+
+    for idx, slc in chunk_slice_generator(inp.shape, inp_chunk):
+        logger.info(
+            f"Processing chunk {idx} of "  # [{nx:03d}, {ny:03d}, {nz:03d}]
         )
+        loaded_chunk = inp[slc]
+        dataset[slc] = loaded_chunk
+
+    generate_pyramid(omz, mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
+    logger.info("Write OME-Zarr multiscale metadata")
+    write_ome_metadata(omz, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
 
-        # save current chunk
-        omz["0"][
-            k * inp_chunk[0] : k * inp_chunk[0] + loaded_chunk.shape[0],
-            j * inp_chunk[1] : j * inp_chunk[1] + loaded_chunk.shape[1],
-            i * inp_chunk[2] : i * inp_chunk[2] + loaded_chunk.shape[2],
-        ] = loaded_chunk
-
-    generate_pyramid(omz, nblevels - 1, mode="mean", no_pyramid_axis=no_pool)
-
-    print("")
-
-    # Write OME-Zarr multiscale metadata
-    print("Write metadata")
-    print(unit)
-    ome_unit = to_ome_unit(unit)
-    write_ome_metadata(
-        omz,
-        axes=["z", "y", "x"],
-        no_pool=no_pool,
-        space_unit=ome_unit,
-        space_scale=vx,
-        multiscales_type=(("2x2x2" if no_pool is None else "2x2") + "mean window"),
-    )
-
-    if not nii:
-        print("done.")
+    if not zarr_config.nii:
+        logger.info("Conversion complete.")
         return
 
     # Write NIfTI-Zarr header
-    # NOTE: we use nifti2 because dimensions typically do not fit in a short
-    # TODO: we do not write the json zattrs, but it should be added in
-    #       once the nifti-zarr package is released
-    shape = list(reversed(omz["0"].shape))
+    arr = omz["0"]
+    header, _ = default_nifti_header(arr,
+                                     omz.attrs.get("ome", omz.attrs).get("multiscales"))
+    reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
     if center:
-        affine = center_affine(affine, shape[:3])
-    niftizarr_write_header(
-        omz, shape, affine, omz["0"].dtype, to_nifti_unit(unit), nifti_version=2
-    )
+        affine = center_affine(affine, reversed_shape[:3])
+    header.set_data_shape(reversed_shape)
+    header.set_data_dtype(arr.dtype)
+    header.set_qform(affine)
+    header.set_sform(affine)
+    header.set_xyzt_units(to_nifti_unit(unit))
+
+    write_nifti_header(omz, header)

From 577d43443c7851015deba355d64e797323e9dbfa Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 8 Apr 2025 16:09:56 -0400
Subject: [PATCH 014/157] wip: add a trivial pipeline for psoct for testing
 purpose

---
 linc_convert/modalities/psoct/__init__.py |   4 +-
 linc_convert/modalities/psoct/exp_dask.py | 128 ++++++++++++++++++++++
 2 files changed, 130 insertions(+), 2 deletions(-)
 create mode 100644 linc_convert/modalities/psoct/exp_dask.py

diff --git a/linc_convert/modalities/psoct/__init__.py b/linc_convert/modalities/psoct/__init__.py
index 0bb41021..093ee910 100644
--- a/linc_convert/modalities/psoct/__init__.py
+++ b/linc_convert/modalities/psoct/__init__.py
@@ -4,7 +4,7 @@
     import h5py as _h5py  # noqa: F401
     import scipy as _scipy  # noqa: F401
 
-    __all__ = ["cli", "multi_slice", "single_volume", "ms_dask"]
-    from . import cli, multi_slice, single_volume, ms_dask
+    __all__ = ["cli", "multi_slice", "single_volume", "ms_dask", "exp_dask"]
+    from . import cli, multi_slice, single_volume, ms_dask, exp_dask
 except ImportError:
     pass
diff --git a/linc_convert/modalities/psoct/exp_dask.py b/linc_convert/modalities/psoct/exp_dask.py
new file mode 100644
index 00000000..e66b1869
--- /dev/null
+++ b/linc_convert/modalities/psoct/exp_dask.py
@@ -0,0 +1,128 @@
+"""
+Matlab to OME-Zarr.
+
+Converts Matlab files generated by the MGH in-house OCT pipeline
+into a OME-ZARR pyramid.
+
+WARNING: THIS IS ONLY FOR TESTING IO. NEVER USE FOR PRODUCTION
+"""
+
+import json
+import os
+from functools import wraps
+from itertools import product
+from typing import Callable, Mapping, Optional
+from warnings import warn
+import logging
+
+import cyclopts
+import dask.array
+import h5py
+import numpy as np
+from dask import delayed
+from scipy.io import loadmat
+
+from linc_convert import utils
+from linc_convert.modalities.psoct._utils import make_json
+from linc_convert.modalities.psoct.cli import psoct
+from linc_convert.utils.math import ceildiv
+from linc_convert.utils.orientation import center_affine, orientation_to_affine
+from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
+from linc_convert.utils.zarr import open_zarr_group, create_array, generate_pyramid
+from niizarr import default_nifti_header, write_nifti_header, write_ome_metadata
+import dask.array as da
+
+from linc_convert.utils.zarr.zarr_config import ZarrConfig
+
+logger = logging.getLogger(__name__)
+exp_dask = cyclopts.App(name="exp_dask", help_format="markdown")
+psoct.command(exp_dask)
+
+@delayed
+def load_mat_array(file, key):
+    return loadmat(file)[key]
+
+@exp_dask.default
+def convert(
+    inp: list[str],
+    *,
+    zarr_config: ZarrConfig = None,
+    key: Optional[str] = None,
+    meta: str = None,
+    orientation: str = "RAS",
+    center: bool = True,
+    dtype: Optional[str] = None,
+    store: bool = True,
+    **kwargs
+) -> None:
+    """
+    Matlab to OME-Zarr.
+
+    Convert OCT volumes in raw matlab files into a pyramidal
+    OME-ZARR (or NIfTI-Zarr) hierarchy.
+
+    This command assumes that each slice in a volume is stored in a
+    different mat file. All slices must have the same shape and will be
+    concatenated into a 3D Zarr.
+
+    Parameters
+    ----------
+    inp : list of str
+        Paths to the input mat files.
+    key : Optional[str]
+        Key of the array to be extracted; defaults to the first key found.
+    meta : str
+        Path to the metadata file.
+    orientation : str
+        Orientation of the volume.
+    center : bool
+        Set RAS[0, 0, 0] at FOV center.
+    dtype : Optional[str]
+        Data type to write into.
+    """
+    zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
+    vx = [1, 1, 1]
+    unit = "um"
+    logger.info("start")
+    # Prepare Zarr group
+    omz = open_zarr_group(zarr_config)
+
+    dtype = np.float32
+    nslices = len(inp)
+    data = [load_mat_array(inp[i], "R3D") for i in range(nslices)]
+
+    slices = [da.from_delayed(i, shape=(350,350,1000), dtype=dtype) for i in data]
+    nested = np.array([None]*80, dtype=object)
+    for i in range(80):
+        nested[i] = slices[i]
+    nested=nested.reshape((4, 4, 5))
+    # Convert the numpy array into a nested list
+    nested_list = nested.tolist()
+
+    # Now concatenate the rows vertically
+    full_volume = da.block(nested_list)
+    print(full_volume.shape)
+
+    dataset = create_array(omz, "0", shape=full_volume.shape, zarr_config=zarr_config,
+                           dtype=np.dtype(dtype))
+    if dataset.shards is None:
+        full_volume.to_zarr(dataset)
+    else:
+        full_volume = full_volume.rechunk(dataset.shards)
+        if store:
+            full_volume.store(dataset)
+        else:
+            def save(chunk,block_info=None):
+                slicer = tuple(slice(*al) for al in block_info[0]['array-location'])
+                dataset[slicer] = chunk
+                return 0
+            full_volume.map_blocks(save, dtype=np.uint8).compute()
+
+
+    # generate_pyramid(omz, mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
+    # logger.info("Write OME-Zarr multiscale metadata")
+    # write_ome_metadata(omz, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
+
+    if not zarr_config.nii:
+        logger.info("Conversion complete.")
+        return

From b525f6c8e44145c3020e40032137afce856a6b5e Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Wed, 9 Apr 2025 11:47:27 -0400
Subject: [PATCH 015/157] wip

---
 linc_convert/modalities/psoct/ms_dask.py | 266 +++++++++++++++++++++++
 1 file changed, 266 insertions(+)
 create mode 100644 linc_convert/modalities/psoct/ms_dask.py

diff --git a/linc_convert/modalities/psoct/ms_dask.py b/linc_convert/modalities/psoct/ms_dask.py
new file mode 100644
index 00000000..ad096d85
--- /dev/null
+++ b/linc_convert/modalities/psoct/ms_dask.py
@@ -0,0 +1,266 @@
+"""
+Matlab to OME-Zarr.
+
+Converts Matlab files generated by the MGH in-house OCT pipeline
+into a OME-ZARR pyramid.
+
+WARNING: THIS IS ONLY FOR TESTING IO. NEVER USE FOR PRODUCTION
+"""
+
+import json
+import os
+from functools import wraps
+from itertools import product
+from typing import Callable, Mapping, Optional
+from warnings import warn
+import logging
+
+import cyclopts
+import dask.array
+import h5py
+import numpy as np
+from dask import delayed
+from scipy.io import loadmat
+
+from linc_convert import utils
+from linc_convert.modalities.psoct._utils import make_json
+from linc_convert.modalities.psoct.cli import psoct
+from linc_convert.utils.math import ceildiv
+from linc_convert.utils.orientation import center_affine, orientation_to_affine
+from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
+from linc_convert.utils.zarr import open_zarr_group, create_array, generate_pyramid
+from niizarr import default_nifti_header, write_nifti_header, write_ome_metadata
+import dask.array as da
+
+from linc_convert.utils.zarr.zarr_config import ZarrConfig
+
+logger = logging.getLogger(__name__)
+ms = cyclopts.App(name="ms", help_format="markdown")
+psoct.command(ms)
+
+
+def _automap(func: Callable) -> Callable:
+    """Automatically maps the array in the mat file."""
+
+    @wraps(func)
+    def wrapper(inp: list[str], **kwargs: dict) -> callable:
+        dat = _mapmat(inp, kwargs.get("key", None))
+        return func(dat, **kwargs)
+    return wrapper
+
+
+class _ArrayWrapper:
+    def _get_key(self, f: Mapping) -> str:
+        key = self.key
+        if key is None:
+            if not len(f.keys()):
+                raise Exception(f"{self.file} is empty")
+            # Select the first non-hidden key
+            for key in f.keys():
+                if key[0] != "_":
+                    break
+            if len(f.keys()) > 1:
+                warn(
+                    f"More than one key in .mat file {self.file}, "
+                    f'arbitrarily loading "{key}"'
+                )
+
+        if key not in f.keys():
+            raise Exception(f"Key {key} not found in file {self.file}")
+        return key
+
+
+class _H5ArrayWrapper(_ArrayWrapper):
+    def __init__(self, file: h5py.File, key: Optional[str]) -> None:
+        self.file = file
+        self.key = key
+        self.array = file.get(self._get_key(self.file))
+
+    def __del__(self) -> None:
+        if hasattr(self.file, "close"):
+            self.file.close()
+
+    def load(self) -> np.ndarray:
+        self.array = self.array[...]
+        if hasattr(self.file, "close"):
+            self.file.close()
+        self.file = None
+        return self.array
+
+    @property
+    def shape(self) -> list[int]:
+        return self.array.shape
+
+    @property
+    def dtype(self) -> np.dtype:
+        return self.array.dtype
+
+    def __len__(self) -> int:
+        return len(self.array)
+
+    def __getitem__(self, index: object) -> np.ndarray:
+        return self.array[index]
+
+
+class _MatArrayWrapper(_ArrayWrapper):
+    def __init__(self, file: str, key: Optional[str]) -> None:
+        self.file = file
+        self.key = key
+        self.array = None
+
+    def __del__(self) -> None:
+        if hasattr(self.file, "close"):
+            self.file.close()
+
+    def load(self) -> np.ndarray:
+        if self.array is not None:
+            return self.array
+
+        data = loadmat(self.file)
+        self.array = data.get(self._get_key(data))
+        self.file = None
+        return self.array
+
+    @property
+    def shape(self) -> list[int]:
+        if self.array is None:
+            self.load()
+        return self.array.shape
+
+    @property
+    def dtype(self) -> np.dtype:
+        if self.array is None:
+            self.load()
+        return self.array.dtype
+
+    def __len__(self) -> int:
+        if self.array is None:
+            self.load()
+        return len(self.array)
+
+    def __getitem__(self, index: object) -> np.ndarray:
+        if self.array is None:
+            self.load()
+        return self.array[index]
+
+
+def _mapmat(fnames: list[str], key: Optional[str] = None) -> list[_ArrayWrapper]:
+    """Load or memory-map an array stored in a .mat file."""
+    def make_wrapper(fname: str) -> _ArrayWrapper:
+        try:
+            # "New" .mat file
+            f = h5py.File(fname, "r")
+            return _H5ArrayWrapper(f, key)
+        except Exception:
+            # "Old" .mat file
+            return _MatArrayWrapper(fname, key)
+
+    return [make_wrapper(fname) for fname in fnames]
+
+@ms.default
+@_automap
+def convert(
+    inp: list[str],
+    *,
+    zarr_config: ZarrConfig = None,
+    key: Optional[str] = None,
+    meta: str = None,
+    orientation: str = "RAS",
+    center: bool = True,
+    dtype: Optional[str] = None,
+    **kwargs
+) -> None:
+    """
+    Matlab to OME-Zarr.
+
+    Convert OCT volumes in raw matlab files into a pyramidal
+    OME-ZARR (or NIfTI-Zarr) hierarchy.
+
+    This command assumes that each slice in a volume is stored in a
+    different mat file. All slices must have the same shape and will be
+    concatenated into a 3D Zarr.
+
+    Parameters
+    ----------
+    inp : list of str
+        Paths to the input mat files.
+    key : Optional[str]
+        Key of the array to be extracted; defaults to the first key found.
+    meta : str
+        Path to the metadata file.
+    orientation : str
+        Orientation of the volume.
+    center : bool
+        Set RAS[0, 0, 0] at FOV center.
+    dtype : Optional[str]
+        Data type to write into.
+    """
+    zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
+    zarr_config.set_default_name(os.path.splitext(inp[0].file)[0])
+
+    # Process metadata if provided
+    if meta:
+        logger.info("Writing JSON metadata")
+        with open(meta, "r") as f:
+            meta_txt = f.read()
+            meta_json = make_json(meta_txt)
+        path_json = ".".join(zarr_config.out.split(".")[:-2]) + ".json"
+        with open(path_json, "w") as f:
+            json.dump(meta_json, f, indent=4)
+        vx = meta_json["PixelSize"]
+        unit = meta_json["PixelSizeUnits"]
+    else:
+        vx = [1, 1, 1]
+        unit = "um"
+
+    # Prepare Zarr group
+    omz = open_zarr_group(zarr_config)
+
+    # if not hasattr(inp[0], "dtype"):
+    #     raise Exception("Input is not an array. This is likely unexpected")
+    if len(inp[0].shape) < 2:
+        raise ValueError(f"Input array is not 2D: {inp[0].shape}")
+
+    dtype = dtype or np.dtype(inp[0].dtype).str
+    nslices = len(inp)
+    data = [delayed(inp[i].load)() for i in range(nslices)]
+    slices = [da.from_delayed(i, shape=inp[0].shape, dtype=dtype) for i in data]
+    full_volume = da.concatenate(slices, axis=2)
+    volume_shape = full_volume.shape
+
+    dataset = create_array(omz, "0", shape=full_volume.shape, zarr_config=zarr_config,
+                           dtype=np.dtype(dtype))
+    if dataset.shards is None:
+        full_volume.to_zarr(dataset)
+    else:
+        full_volume = full_volume.rechunk(dataset.shards)
+        def save(chunk,block_info=None):
+            slicer = tuple(slice(*al) for al in block_info[0]['array-location'])
+            dataset[slicer] = chunk
+            return np.zeros_like(chunk)
+        full_volume.map_blocks(save,dtype=np.uint8).compute()
+
+
+    generate_pyramid(omz, mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
+    logger.info("Write OME-Zarr multiscale metadata")
+    write_ome_metadata(omz, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
+
+    if not zarr_config.nii:
+        logger.info("Conversion complete.")
+        return
+
+    # Write NIfTI-Zarr header
+    arr = omz["0"]
+    header, _ = default_nifti_header(arr, omz.attrs.get("ome", omz.attrs).get("multiscales"))
+    reversed_shape = list(reversed(arr.shape))
+    affine = orientation_to_affine(orientation, *vx[::-1])
+    if center:
+        affine = center_affine(affine, reversed_shape[:3])
+    header.set_data_shape(reversed_shape)
+    header.set_data_dtype(arr.dtype)
+    header.set_qform(affine)
+    header.set_sform(affine)
+    header.set_xyzt_units(to_nifti_unit(unit))
+
+    write_nifti_header(omz, header)
+

From 1c7c1c24e3ce390d1885710909bfc226c12ca77f Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 10 Apr 2025 15:30:23 -0400
Subject: [PATCH 016/157] wip

---
 conda.yaml     | 4 +---
 pyproject.toml | 1 +
 2 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/conda.yaml b/conda.yaml
index 54781a6d..11e70c05 100644
--- a/conda.yaml
+++ b/conda.yaml
@@ -2,7 +2,7 @@ name: linc-convert
 channels:
   - conda-forge
 dependencies:
-  - python=3.10
+  - python
   - ipython
   - typer
   - numpy
@@ -10,8 +10,6 @@ dependencies:
   - zarr
   - nibabel
   - tifffile
-  - wkw
-  - tensorstore
   - pytest
   - ruff
   - tifffile
diff --git a/pyproject.toml b/pyproject.toml
index 29f16a40..c310cac5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -29,6 +29,7 @@ numpy = "*"
 nibabel = "*"
 zarr = "^3.0.0"
 nifti-zarr = "*"
+tqdm  = "*"
 
 [tool.poetry.group.df]
 optional = true

From caca57fac54b22a0b35dd018713ac6372d67153a Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 10 Apr 2025 15:31:41 -0400
Subject: [PATCH 017/157] wip

---
 linc_convert/utils/zarr/create_array.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/linc_convert/utils/zarr/create_array.py b/linc_convert/utils/zarr/create_array.py
index 801a6f69..8530ad80 100644
--- a/linc_convert/utils/zarr/create_array.py
+++ b/linc_convert/utils/zarr/create_array.py
@@ -16,6 +16,7 @@
 
 
 def open_zarr_group(zarr_config:ZarrConfig):
+    # TODO: check out is not none or empty
     store = zarr.storage.LocalStore(zarr_config.out)
     return zarr.group(store=store, overwrite=True, zarr_format=zarr_config.zarr_version)
 

From 843a698d143841235f545d06d38cb45b134298b8 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 17 Apr 2025 15:59:27 -0400
Subject: [PATCH 018/157] wip

---
 linc_convert/modalities/psoct/exp_dask.py |  10 +-
 linc_convert/modalities/psoct/mosaic2d.py | 171 ++++++++++++++++++
 linc_convert/modalities/psoct/mosaic3d.py | 206 ++++++++++++++++++++++
 3 files changed, 386 insertions(+), 1 deletion(-)
 create mode 100644 linc_convert/modalities/psoct/mosaic2d.py
 create mode 100644 linc_convert/modalities/psoct/mosaic3d.py

diff --git a/linc_convert/modalities/psoct/exp_dask.py b/linc_convert/modalities/psoct/exp_dask.py
index e66b1869..b30ce00c 100644
--- a/linc_convert/modalities/psoct/exp_dask.py
+++ b/linc_convert/modalities/psoct/exp_dask.py
@@ -122,7 +122,15 @@ def save(chunk,block_info=None):
     # generate_pyramid(omz, mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
     # logger.info("Write OME-Zarr multiscale metadata")
     # write_ome_metadata(omz, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
-
+    def print_proc_io():
+        try:
+            with open("/proc/self/io", "r") as proc_io:
+                content = proc_io.read()
+                print(content)
+        except Exception as e:
+            print("Error reading /proc/self/io:", e)
+
+    print_proc_io()
     if not zarr_config.nii:
         logger.info("Conversion complete.")
         return
diff --git a/linc_convert/modalities/psoct/mosaic2d.py b/linc_convert/modalities/psoct/mosaic2d.py
new file mode 100644
index 00000000..a0f0ae06
--- /dev/null
+++ b/linc_convert/modalities/psoct/mosaic2d.py
@@ -0,0 +1,171 @@
+import os
+import numpy as np
+import scipy.io as sio
+import nibabel as nib
+import imageio
+import warnings
+
+import dask.array as da
+
+from linc_convert.utils.zarr import ZarrConfig
+
+
+def mosaic2d_telesto(
+        inp:str,
+        *,
+        parameter_file: str,
+        modality: str,
+        method: str = None,
+        zarr_config: ZarrConfig = None,
+) -> None:
+    """
+    Python translation of Mosaic2D_Telesto.
+
+    Parameters
+    ----------
+    inp : str
+        Paths
+
+    """
+    # Load .mat containing Parameters, Scan, and Mosaic2D
+    params = sio.loadmat(parameter_file, squeeze_me=True)
+    Parameters = params['Parameters']
+    Scan = params['Scan']
+    Mosaic2D = params['Mosaic2D']
+
+    use_method = method is not None
+    print(f"--Modality is {modality}--")
+
+    sliceidx = Mosaic2D['sliceidx']  # 3xN array
+
+    exp_file = Mosaic2D['Exp']
+    mat_contents = sio.whosmat(exp_file)
+    names = [m[0] for m in mat_contents]
+    key = next((n for n in names if 'Experiment_Fiji' in n),
+               next((n for n in names if 'Experiment' in n), None))
+    if key is None:
+        raise ValueError("No Experiment found in .mat")
+    Experiment = sio.loadmat(exp_file, squeeze_me=True)[key]
+
+    if use_method:
+        Experiment['X_Mean'] = Experiment[method]['X_Mean']
+        Experiment['Y_Mean'] = Experiment[method]['Y_Mean']
+
+    indir = list(Mosaic2D['indir'].flat)
+    file_format = Mosaic2D['file_format']
+    filetype = Mosaic2D['InFileType']
+    transpose_flag = bool(Parameters['transpose'])
+
+    system = Scan['System']
+    if system == 'Octopus':
+        XPixClip = int(Parameters['YPixClip'])
+        YPixClip = int(Parameters['XPixClip'])
+    else:
+        XPixClip = int(Parameters['XPixClip'])
+        YPixClip = int(Parameters['YPixClip'])
+
+    X = da.from_array(Experiment['X_Mean'], chunks='auto').astype(float)
+    Y = da.from_array(Experiment['Y_Mean'], chunks='auto').astype(float)
+    X = X - X.min() + 1
+    Y = Y - Y.min() + 1
+    NbPix = int(Experiment['NbPix'])
+    sizerow = NbPix - XPixClip
+    sizecol = NbPix - YPixClip
+    MXL = int(da.nanmax(X).compute() + sizerow - 1)
+    MYL = int(da.nanmax(Y).compute() + sizecol - 1)
+    MZL = 4 if modality.lower() == 'orientation' else 1
+
+    dx = da.nanmedian(X.diff(axis=0)).compute()
+    dy = da.nanmedian(Y.diff(axis=1)).compute()
+    ramp_x = sizerow - int(round(dx))
+    ramp_y = sizecol - int(round(dy))
+    x = da.ones((sizerow,), chunks=sizerow)
+    y = da.ones((sizecol,), chunks=sizecol)
+    xv = da.linspace(0, 1, ramp_x)
+    yv = da.linspace(0, 1, ramp_y)
+    x = da.concatenate([xv, da.ones((sizerow - ramp_x,), chunks=sizerow - ramp_x)])
+    y = da.concatenate([yv, da.ones((sizecol - ramp_y,), chunks=sizecol - ramp_y)])
+    RampOrig = x[:, None] * y[None, :]
+
+    MapIndex = Experiment['MapIndex_Tot_offset'] + Experiment['First_Tile'] - 1
+    num_slices = sliceidx.shape[1]
+    mosaics = {}
+
+    for s in range(num_slices):
+        sl_in, sl_out, sl_run = sliceidx[:, s]
+        indir_curr = indir[int(sl_run) - 1]
+        base = os.path.join(indir_curr, file_format)
+
+        M = da.zeros((MXL, MYL, MZL), dtype=np.float32, chunks='auto')
+        Ma = da.zeros((MXL, MYL), dtype=np.float32, chunks='auto')
+
+        rows, cols = MapIndex.shape
+        for ii in range(cols):
+            for jj in range(rows):
+                idx = MapIndex[jj, ii]
+                if idx > 0 and not np.isnan(Experiment['X_Mean'][jj, ii]):
+                    r0 = int(Experiment['X_Mean'][jj, ii])
+                    c0 = int(Experiment['Y_Mean'][jj, ii])
+                    rowslice = slice(r0, r0 + sizerow)
+                    colslice = slice(c0, c0 + sizecol)
+                    currtile = int((sl_in - 1) * Experiment['TilesPerSlice'] + idx)
+
+                    # lazy load with dask
+                    if filetype.lower() == 'nifti':
+                        img = nib.load(get_volname(base, currtile, modality[:3]))
+                        proxy = img.dataobj
+                        I = da.from_array(proxy, chunks='auto')
+                    elif filetype.lower() == 'mat':
+                        matname = get_volname(base, currtile, modality[:3])
+                        matcontent = sio.loadmat(matname, squeeze_me=True)
+                        varname = next(k for k in matcontent if not k.startswith('__'))
+                        arr = matcontent[varname]
+                        I = da.from_array(arr, chunks='auto')
+                    else:
+                        warnings.warn(f"Unknown filetype: {filetype}")
+                        continue
+
+                    if system.lower() == 'octopus':
+                        I = I.T
+                    if transpose_flag:
+                        I = I.T
+
+                    I = I[XPixClip:, YPixClip:]
+
+                    if modality.lower() == 'orientation':
+                        ang = da.deg2rad(I)
+                        SLO_OC = da.stack([da.cos(ang) ** 2,
+                                           da.cos(ang) * da.sin(ang),
+                                           da.cos(ang) * da.sin(ang),
+                                           da.sin(ang) ** 2], axis=-1)
+                        M[rowslice, colslice, :] += SLO_OC * RampOrig[..., None]
+                        Ma[rowslice, colslice] += RampOrig
+                    else:
+                        M[rowslice, colslice, 0] += I * RampOrig
+                        Ma[rowslice, colslice] += RampOrig
+
+        if modality.lower() == 'orientation':
+            T = M / Ma[..., None]
+            H = T.reshape((-1, 2, 2))
+            vals, vecs = da.linalg.eig(H)
+            idx_max = da.argmax(vals, axis=1)
+            v = vecs[da.arange(H.shape[0]), :, idx_max]
+            angles = da.rad2deg(da.arctan2(v[:, 1], v[:, 0])).reshape((MXL, MYL))
+            O = da.rot90(angles, -1)
+            mosaics[int(sl_out)] = O
+        else:
+            Z = M[..., 0] / Ma
+            Z = da.rot90(Z, -1)
+            Z = da.where(da.isnan(Z), 0, Z)
+            mosaics[int(sl_out)] = Z
+
+    return mosaics
+
+
+def get_volname(base: str, num: int, modality: str) -> str:
+    """
+    Replace placeholders in the base filename.
+    """
+    vol = base.replace('%tileID', f"{num:03d}")
+    vol = vol.replace('%modality', modality)
+    return vol
diff --git a/linc_convert/modalities/psoct/mosaic3d.py b/linc_convert/modalities/psoct/mosaic3d.py
new file mode 100644
index 00000000..fc536ccc
--- /dev/null
+++ b/linc_convert/modalities/psoct/mosaic3d.py
@@ -0,0 +1,206 @@
+import os
+import numpy as np
+import dask.array as da
+import scipy.io as sio
+import nibabel as nib
+import tensorstore as ts
+import warnings
+
+
+
+def mosaic3d_telesto(
+        parameter_file: str,
+        out_zarr: str,
+        downsample_zarr: str = None
+) -> None:
+    """
+
+
+    """
+    # Load parameters
+    params = sio.loadmat(parameter_file, squeeze_me=True)
+    Parameters = params['Parameters']
+    Scan = params['Scan']
+    Mosaic3D = params['Mosaic3D']
+
+    modality = Mosaic3D['modality']
+    print(f"--Modality is {modality}--")
+
+    # Input volumes index
+    sliceidx = Mosaic3D['sliceidx']  # shape (3, N)
+
+    # Load Experiment struct
+    exp_file = Mosaic3D['Exp']
+    content = sio.whosmat(exp_file)
+    keys = [k[0] for k in content]
+    exp_key = next((k for k in keys if 'Experiment_Fiji' in k),
+                   next((k for k in keys if 'Experiment' in k), None))
+    if exp_key is None:
+        raise ValueError("No Experiment found in .mat file")
+    Experiment = sio.loadmat(exp_file, squeeze_me=True)[exp_key]
+
+    # Directories and file settings
+    indir = list(Mosaic3D['indir'].flat)
+    file_format = Mosaic3D['FileNameFormat'][0]
+    filetype = Mosaic3D['InFileType']
+    out_dir = os.path.dirname(out_zarr)
+    os.makedirs(out_dir, exist_ok=True)
+
+    # Clipping
+    system = Scan['System']
+    if system == 'Octopus':
+        XPixClip = int(Parameters['YPixClip'])
+        YPixClip = int(Parameters['XPixClip'])
+    else:
+        XPixClip = int(Parameters['XPixClip'])
+        YPixClip = int(Parameters['YPixClip'])
+
+    # Flip in Z?
+    flag_flip = bool(Mosaic3D.get('invert_Z', True))
+
+    # Mosaic geometry
+    NbPix = int(Experiment['NbPix'])
+    X = np.array(Experiment['X_Mean'], dtype=float)
+    Y = np.array(Experiment['Y_Mean'], dtype=float)
+    X -= X.min() - 1
+    Y -= Y.min() - 1
+    sizerow = NbPix - XPixClip
+    sizecol = NbPix - YPixClip
+    MXL = int(np.nanmax(X) + sizerow - 1)
+    MYL = int(np.nanmax(Y) + sizecol - 1)
+    MZL = int(Mosaic3D['MZL'])
+
+    # Blending ramp
+    dx = np.nanmedian(np.diff(Experiment['X_Mean'], axis=0))
+    dy = np.nanmedian(np.diff(Experiment['Y_Mean'], axis=1))
+    ramp_x = sizerow - int(round(dx))
+    ramp_y = sizecol - int(round(dy))
+    xv = np.linspace(0, 1, ramp_x)
+    yv = np.linspace(0, 1, ramp_y)
+    x = np.ones(sizerow)
+    y = np.ones(sizecol)
+    x[:ramp_x] = xv
+    x[-ramp_x:] = xv
+    y[:ramp_y] = yv
+    y[-ramp_y:] = yv
+    Ramp2D = np.outer(x, y)
+    Ramp3D = np.broadcast_to(Ramp2D[:, :, None], (MXL, MYL, MZL))
+
+    # Map indices
+    MapIndex = Experiment['MapIndex_Tot_offset'] + Experiment['First_Tile'] - 1
+
+    # Number of slices
+    num_slices = sliceidx.shape[1]
+
+    # Prepare list of lazy slice arrays
+    slices = []
+    for s in range(num_slices):
+        sl_in, sl_out, sl_run = map(int, sliceidx[:, s])
+        indir_curr = indir[sl_run - 1]
+        base = os.path.join(indir_curr, file_format)
+
+        # Accumulators as dask arrays
+        M = da.zeros((MXL, MYL, MZL), dtype=np.float32, chunks=(MXL, MYL, MZL))
+        Ma = da.zeros((MXL, MYL), dtype=np.float32, chunks=(MXL, MYL))
+
+        # Loop tiles
+        rows, cols = MapIndex.shape
+        for jj in range(rows):
+            for ii in range(cols):
+                idx = int(MapIndex[jj, ii])
+                if idx <= 0 or np.isnan(X[jj, ii]):
+                    continue
+                r0 = int(X[jj, ii])
+                c0 = int(Y[jj, ii])
+                tile_slice = slice(r0, r0 + sizerow)
+                tile_col   = slice(c0, c0 + sizecol)
+                currtile = (sl_in - 1) * int(Experiment['TilesPerSlice']) + idx
+
+                # Lazy load array
+                if filetype.lower() == 'nifti':
+                    volname = get_volname(base, currtile, 'cropped')
+                    img = nib.load(volname)
+                    data = da.from_array(img.dataobj, chunks='auto')
+                else:  # .mat
+                    fname = os.path.join(indir_curr, file_format.replace('%tileID', f"{currtile:03d}"))
+                    mat = sio.loadmat(fname, squeeze_me=True)
+                    var = next(k for k in mat if not k.startswith('__'))
+                    data = da.from_array(mat[var], chunks='auto')
+
+                # Clip and flip
+                data = data[XPixClip:, YPixClip:, :MZL]
+                if system == 'Octopus':
+                    data = data.transpose((1, 0, 2))
+                if flag_flip:
+                    data = data[:, :, ::-1]
+
+                # Convert dtype
+                data = data.astype(np.float32)
+
+                # Compute modality-specific data (e.g., mus or dBI)
+                # Assuming direct use of first MZL frames
+                patch = data
+
+                # Blend
+                M = M.at[tile_slice, tile_col, :].add(patch * Ramp3D)
+                Ma = Ma.at[tile_slice, tile_col].add(Ramp2D)
+
+        # Finalize slice
+        Ma3 = da.broadcast_to(Ma[:, :, None], (MXL, MYL, MZL))
+        mosaic = M / Ma3
+        mosaic = da.where(da.isfinite(mosaic), mosaic, 0)
+        slices.append(mosaic)
+
+    # Stack into full volume: shape (num_slices, MXL, MYL, MZL)
+    volume = da.stack(slices, axis=0)
+
+    # Open TensorStore for output
+    spec = {
+        'driver': 'zarr',
+        'kvstore': {'driver': 'file', 'path': out_zarr},
+        'metadata': {
+            'dtype': 'float32',
+            'shape': list(volume.shape),
+            'chunks': list(volume.chunksize)
+        }
+    }
+    store = ts.open(spec, create=True).result()
+    # Write Dask array into TensorStore
+    ts.copy(volume, store).result()
+
+    # Optional downsampling
+    if downsample_zarr:
+        sxyz = Mosaic3D['sxyz']
+        # factors: floor(sxyz / voxel_size) e.g., (2,2,1)
+        factors = (int(sxyz[0]), int(sxyz[1]), 1)
+        down = do_downsample(volume, factors)
+        ds_spec = {
+            'driver': 'zarr',
+            'kvstore': {'driver': 'file', 'path': downsample_zarr},
+            'metadata': {
+                'dtype': 'float32',
+                'shape': list(down.shape),
+                'chunks': list(down.chunksize)
+            }
+        }
+        ds_store = ts.open(ds_spec, create=True).result()
+        ts.copy(down, ds_store).result()
+
+    print(f"Wrote {out_zarr}{' and ' + downsample_zarr if downsample_zarr else ''}")
+
+def get_volname(base: str, num: int, modality: str) -> str:
+    """
+    Replace placeholders in the base filename.
+    """
+    vol = base.replace('%tileID', f"{num:03d}")
+    vol = vol.replace('%modality', modality)
+    return vol
+
+
+def do_downsample(volume: da.Array, factors: tuple) -> da.Array:
+    """
+    Downsample a Dask array by taking block-wise mean over given integer factors.
+    factors: (fx, fy, fz)
+    """
+    fx, fy, fz = factors
+    return da.coarsen(np.mean, volume, {0: fx, 1: fy, 2: fz}, trim_excess=True)

From 5ccaad5cf18160ff5ef662a8ea98e372d89e982e Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 21 Apr 2025 12:05:33 -0400
Subject: [PATCH 019/157] wip

---
 linc_convert/modalities/psoct/__init__.py     |   4 +-
 linc_convert/modalities/psoct/exp_dask.py     |  16 +-
 linc_convert/modalities/psoct/mosaic3d.py     | 494 +++++++----
 linc_convert/modalities/psoct/ms_dask.py      |   5 +-
 linc_convert/modalities/psoct/multi_slice.py  |   4 +-
 .../modalities/psoct/single_volume.py         |   7 +-
 .../modalities/psoct/utils/__init__.py        |   0
 .../psoct/{ => utils}/_array_wrapper.py       |   0
 .../modalities/psoct/{ => utils}/_utils.py    |  89 +-
 linc_convert/modalities/psoct/utils/_zarr.py  | 837 ++++++++++++++++++
 10 files changed, 1248 insertions(+), 208 deletions(-)
 create mode 100644 linc_convert/modalities/psoct/utils/__init__.py
 rename linc_convert/modalities/psoct/{ => utils}/_array_wrapper.py (100%)
 rename linc_convert/modalities/psoct/{ => utils}/_utils.py (55%)
 create mode 100644 linc_convert/modalities/psoct/utils/_zarr.py

diff --git a/linc_convert/modalities/psoct/__init__.py b/linc_convert/modalities/psoct/__init__.py
index 093ee910..6764a509 100644
--- a/linc_convert/modalities/psoct/__init__.py
+++ b/linc_convert/modalities/psoct/__init__.py
@@ -4,7 +4,7 @@
     import h5py as _h5py  # noqa: F401
     import scipy as _scipy  # noqa: F401
 
-    __all__ = ["cli", "multi_slice", "single_volume", "ms_dask", "exp_dask"]
-    from . import cli, multi_slice, single_volume, ms_dask, exp_dask
+    __all__ = ["cli", "multi_slice", "single_volume", "ms_dask", "exp_dask", "mosaic3d"]
+    from . import cli, multi_slice, single_volume, ms_dask, exp_dask, mosaic3d
 except ImportError:
     pass
diff --git a/linc_convert/modalities/psoct/exp_dask.py b/linc_convert/modalities/psoct/exp_dask.py
index b30ce00c..01365351 100644
--- a/linc_convert/modalities/psoct/exp_dask.py
+++ b/linc_convert/modalities/psoct/exp_dask.py
@@ -7,29 +7,17 @@
 WARNING: THIS IS ONLY FOR TESTING IO. NEVER USE FOR PRODUCTION
 """
 
-import json
-import os
-from functools import wraps
-from itertools import product
-from typing import Callable, Mapping, Optional
-from warnings import warn
+from typing import Optional
 import logging
 
 import cyclopts
-import dask.array
-import h5py
 import numpy as np
 from dask import delayed
 from scipy.io import loadmat
 
 from linc_convert import utils
-from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
-from linc_convert.utils.math import ceildiv
-from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
-from linc_convert.utils.zarr import open_zarr_group, create_array, generate_pyramid
-from niizarr import default_nifti_header, write_nifti_header, write_ome_metadata
+from linc_convert.utils.zarr import open_zarr_group, create_array
 import dask.array as da
 
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
diff --git a/linc_convert/modalities/psoct/mosaic3d.py b/linc_convert/modalities/psoct/mosaic3d.py
index fc536ccc..0a807766 100644
--- a/linc_convert/modalities/psoct/mosaic3d.py
+++ b/linc_convert/modalities/psoct/mosaic3d.py
@@ -1,206 +1,340 @@
-import os
-import numpy as np
+import logging
+import os.path as op
+
+import cyclopts
 import dask.array as da
-import scipy.io as sio
+import dask
 import nibabel as nib
+import numpy as np
+import scipy.io as sio
 import tensorstore as ts
-import warnings
 
+from linc_convert.modalities.psoct.cli import psoct
+from linc_convert.modalities.psoct.utils._utils import struct_arr_to_dict, \
+    find_experiment_params, mat_vars, atleast_2d_trailing, load_mat
+from linc_convert.modalities.psoct.utils._zarr import default_write_config
+from linc_convert.utils.zarr.create_array import compute_zarr_layout
+from linc_convert.utils.zarr.zarr_config import ZarrConfig
+
+logger = logging.getLogger(__name__)
+mosaic3d = cyclopts.App(name="mosaic3d", help_format="markdown")
+psoct.command(mosaic3d)
 
 
+@mosaic3d.default
 def mosaic3d_telesto(
+        # inp: str,
         parameter_file: str,
-        out_zarr: str,
-        downsample_zarr: str = None
+        *,
+        # parameter_file: str,
+        downsample: bool = False,
+        use_gpu: bool = False,
+        zarr_config: ZarrConfig = None,
 ) -> None:
-    """
 
-
-    """
     # Load parameters
     params = sio.loadmat(parameter_file, squeeze_me=True)
-    Parameters = params['Parameters']
-    Scan = params['Scan']
-    Mosaic3D = params['Mosaic3D']
+    Parameters, Scan, Mosaic3D = params['Parameters'], params['Scan'], params[
+        'Mosaic3D']
+    Parameters = struct_arr_to_dict(Parameters)
+    Scan = struct_arr_to_dict(Scan)
+    Mosaic3D = struct_arr_to_dict(Mosaic3D)
+    # Load Experiment parameters
+    Exp, is_fiji = find_experiment_params(Mosaic3D['Exp'])
 
+    # load variables from parameters
     modality = Mosaic3D['modality']
-    print(f"--Modality is {modality}--")
-
-    # Input volumes index
-    sliceidx = Mosaic3D['sliceidx']  # shape (3, N)
-
-    # Load Experiment struct
-    exp_file = Mosaic3D['Exp']
-    content = sio.whosmat(exp_file)
-    keys = [k[0] for k in content]
-    exp_key = next((k for k in keys if 'Experiment_Fiji' in k),
-                   next((k for k in keys if 'Experiment' in k), None))
-    if exp_key is None:
-        raise ValueError("No Experiment found in .mat file")
-    Experiment = sio.loadmat(exp_file, squeeze_me=True)[exp_key]
-
-    # Directories and file settings
-    indir = list(Mosaic3D['indir'].flat)
-    file_format = Mosaic3D['FileNameFormat'][0]
-    filetype = Mosaic3D['InFileType']
-    out_dir = os.path.dirname(out_zarr)
-    os.makedirs(out_dir, exist_ok=True)
-
-    # Clipping
-    system = Scan['System']
-    if system == 'Octopus':
-        XPixClip = int(Parameters['YPixClip'])
-        YPixClip = int(Parameters['XPixClip'])
-    else:
-        XPixClip = int(Parameters['XPixClip'])
-        YPixClip = int(Parameters['YPixClip'])
+    sliceidx = atleast_2d_trailing(Mosaic3D['sliceidx'])
+    FileNameFormat = atleast_2d_trailing(Scan['FileNameFormat'])
+
+    indir = np.atleast_1d(Mosaic3D['indir'])
+    ftype = Mosaic3D['InFileType'].lower()
 
-    # Flip in Z?
-    flag_flip = bool(Mosaic3D.get('invert_Z', True))
+    # Clipping parameters
+    if Scan['System'] == 'Octopus':
+        xp, yp = Parameters['YPixClip'], Parameters['XPixClip']
+    else:
+        xp, yp = Parameters['XPixClip'], Parameters['YPixClip']
+    xp, yp = int(xp), int(yp)
+    flipZ = bool(Mosaic3D.get('invert_Z', True))
 
     # Mosaic geometry
-    NbPix = int(Experiment['NbPix'])
-    X = np.array(Experiment['X_Mean'], dtype=float)
-    Y = np.array(Experiment['Y_Mean'], dtype=float)
-    X -= X.min() - 1
-    Y -= Y.min() - 1
-    sizerow = NbPix - XPixClip
-    sizecol = NbPix - YPixClip
-    MXL = int(np.nanmax(X) + sizerow - 1)
-    MYL = int(np.nanmax(Y) + sizecol - 1)
+    nb_pix = int(Exp['NbPix'])
+    size_row, size_column = nb_pix - xp, nb_pix - yp
+    X, Y = Exp['X_Mean'], Exp['Y_Mean']
+    X -= np.nanmin(X)
+    Y -= np.nanmin(Y)
+    MXL = int(np.nanmax(X) + size_row)
+    MYL = int(np.nanmax(Y) + size_column)
     MZL = int(Mosaic3D['MZL'])
 
-    # Blending ramp
-    dx = np.nanmedian(np.diff(Experiment['X_Mean'], axis=0))
-    dy = np.nanmedian(np.diff(Experiment['Y_Mean'], axis=1))
-    ramp_x = sizerow - int(round(dx))
-    ramp_y = sizecol - int(round(dy))
-    xv = np.linspace(0, 1, ramp_x)
-    yv = np.linspace(0, 1, ramp_y)
-    x = np.ones(sizerow)
-    y = np.ones(sizecol)
-    x[:ramp_x] = xv
-    x[-ramp_x:] = xv
-    y[:ramp_y] = yv
-    y[-ramp_y:] = yv
-    Ramp2D = np.outer(x, y)
-    Ramp3D = np.broadcast_to(Ramp2D[:, :, None], (MXL, MYL, MZL))
+    # Precompute blending ramps
+    dx = np.nanmedian(np.diff(X, axis=0))
+    dy = np.nanmedian(np.diff(Y, axis=1))
+    rx, ry = size_row - round(dx), size_column - round(dy)
+    xv = np.linspace(0, 1, int(rx))
+    yv = np.linspace(0, 1, int(ry))
+    x = np.ones(size_row)
+    x[:rx], x[-rx:] = xv, xv
+    y = np.ones(size_column)
+    y[:ry], y[-ry:] = yv, yv
+    Ramp2D = da.from_array(np.outer(x, y)[:, :], chunks=(size_row, size_column))
+    Ramp3D = Ramp2D[...,None]
 
     # Map indices
-    MapIndex = Experiment['MapIndex_Tot_offset'] + Experiment['First_Tile'] - 1
-
-    # Number of slices
-    num_slices = sliceidx.shape[1]
-
-    # Prepare list of lazy slice arrays
-    slices = []
-    for s in range(num_slices):
-        sl_in, sl_out, sl_run = map(int, sliceidx[:, s])
-        indir_curr = indir[sl_run - 1]
-        base = os.path.join(indir_curr, file_format)
-
-        # Accumulators as dask arrays
-        M = da.zeros((MXL, MYL, MZL), dtype=np.float32, chunks=(MXL, MYL, MZL))
-        Ma = da.zeros((MXL, MYL), dtype=np.float32, chunks=(MXL, MYL))
-
-        # Loop tiles
-        rows, cols = MapIndex.shape
-        for jj in range(rows):
-            for ii in range(cols):
-                idx = int(MapIndex[jj, ii])
-                if idx <= 0 or np.isnan(X[jj, ii]):
-                    continue
-                r0 = int(X[jj, ii])
-                c0 = int(Y[jj, ii])
-                tile_slice = slice(r0, r0 + sizerow)
-                tile_col   = slice(c0, c0 + sizecol)
-                currtile = (sl_in - 1) * int(Experiment['TilesPerSlice']) + idx
-
-                # Lazy load array
-                if filetype.lower() == 'nifti':
-                    volname = get_volname(base, currtile, 'cropped')
-                    img = nib.load(volname)
-                    data = da.from_array(img.dataobj, chunks='auto')
-                else:  # .mat
-                    fname = os.path.join(indir_curr, file_format.replace('%tileID', f"{currtile:03d}"))
-                    mat = sio.loadmat(fname, squeeze_me=True)
-                    var = next(k for k in mat if not k.startswith('__'))
-                    data = da.from_array(mat[var], chunks='auto')
-
-                # Clip and flip
-                data = data[XPixClip:, YPixClip:, :MZL]
-                if system == 'Octopus':
-                    data = data.transpose((1, 0, 2))
-                if flag_flip:
-                    data = data[:, :, ::-1]
-
-                # Convert dtype
-                data = data.astype(np.float32)
-
-                # Compute modality-specific data (e.g., mus or dBI)
-                # Assuming direct use of first MZL frames
-                patch = data
-
-                # Blend
-                M = M.at[tile_slice, tile_col, :].add(patch * Ramp3D)
-                Ma = Ma.at[tile_slice, tile_col].add(Ramp2D)
-
-        # Finalize slice
-        Ma3 = da.broadcast_to(Ma[:, :, None], (MXL, MYL, MZL))
-        mosaic = M / Ma3
-        mosaic = da.where(da.isfinite(mosaic), mosaic, 0)
-        slices.append(mosaic)
-
-    # Stack into full volume: shape (num_slices, MXL, MYL, MZL)
-    volume = da.stack(slices, axis=0)
-
-    # Open TensorStore for output
-    spec = {
-        'driver': 'zarr',
-        'kvstore': {'driver': 'file', 'path': out_zarr},
-        'metadata': {
-            'dtype': 'float32',
-            'shape': list(volume.shape),
-            'chunks': list(volume.chunksize)
-        }
-    }
-    store = ts.open(spec, create=True).result()
-    # Write Dask array into TensorStore
-    ts.copy(volume, store).result()
-
-    # Optional downsampling
-    if downsample_zarr:
-        sxyz = Mosaic3D['sxyz']
-        # factors: floor(sxyz / voxel_size) e.g., (2,2,1)
-        factors = (int(sxyz[0]), int(sxyz[1]), 1)
-        down = do_downsample(volume, factors)
-        ds_spec = {
-            'driver': 'zarr',
-            'kvstore': {'driver': 'file', 'path': downsample_zarr},
-            'metadata': {
-                'dtype': 'float32',
-                'shape': list(down.shape),
-                'chunks': list(down.chunksize)
-            }
-        }
-        ds_store = ts.open(ds_spec, create=True).result()
-        ts.copy(down, ds_store).result()
-
-    print(f"Wrote {out_zarr}{' and ' + downsample_zarr if downsample_zarr else ''}")
-
-def get_volname(base: str, num: int, modality: str) -> str:
-    """
-    Replace placeholders in the base filename.
-    """
-    vol = base.replace('%tileID', f"{num:03d}")
-    vol = vol.replace('%modality', modality)
-    return vol
+    MapIdx = Exp['MapIndex_Tot_offset'] + Exp['First_Tile'] - 1
+    n_slices = sliceidx.shape[1]
+
+    def build_slice(s: int) -> da.Array:
+        sl_in, sl_out, run = sliceidx[:, s]
+        base_dir = indir[run - 1]
+        M_acc = da.zeros((MXL, MYL,MZL), chunks=(MXL, MYL, MZL), dtype=np.float32)
+        W_acc = da.zeros((MXL, MYL), chunks=(MXL, MYL), dtype=np.float32)
+        if is_fiji:
+            pass
+            # following line is commented out in original code
+            # MapIndex = Exp['MapIndex_Tot'][:,:, sl_out]
+
+        for (jj, ii), idx in np.ndenumerate(MapIdx):
+            if idx <= 0 or np.isnan(X[jj, ii]):
+                continue
+            r0, c0 = int(X[jj, ii]), int(Y[jj, ii])
+            row_range = slice(r0, r0 + size_row)
+            column_range = slice(c0, c0 + size_column)
+            tile_id = (sl_in - 1) * int(Exp['TilesPerSlice']) + idx
+
+            # Load data lazily
+            if ftype == 'nifti':
+                if tile_id>120:
+                    # do not know why, from matlab code
+                    tile_id -= 1
+                path = op.join(base_dir, f"test_processed_{tile_id:03d}_cropped.nii")
+                header = nib.load(path)
+                shape = header.shape
+                dtype = header.get_data_dtype()
+                delayed_arr = dask.delayed(header.get_fdata)()
+
+            else:
+                mat_path = op.join(base_dir, FileNameFormat[0,0]%tile_id)
+                arr = sio.loadmat(mat_path, squeeze_me=True)[next(mat_vars(mat_path))]
+                arr = da.from_array(arr, chunks='auto')
+                name, shape, dtype = None, None, None
+                for name, shape, dtype in sio.whosmat(mat_path):
+                    if not name.startswith("__"):
+                        break
+                if not name:
+                    raise ValueError("Variable not found")
+
+                delayed_arr = dask.delayed(load_mat)(mat_path, name)
+
+            arr = da.from_delayed(delayed_arr,
+                                  shape=shape,
+                                  dtype=dtype)
+
+            arr = arr.astype(np.float32)
+            if Scan['System'] == 'Octopus':
+                arr = arr.transpose((1, 0, 2))
+            if flipZ:
+                arr = arr[:, :, ::-1]
+
+            arr = arr[xp:, yp:, :]
+
+            if modality == "mus":
+                if ftype == 'mat':
+                    arr = arr[:, :, :MZL]
+                elif ftype == 'nifti':
+                    # shape (H, W, N)
+                    I = 10.0 ** (arr / 10.0)
+
+                    # compute, for each k=0..MZL-1, the sum I[:, :, k+1:]
+                    # via a reverse cumulative-sum trick:
+                    # reverse along the 3rd axis  → shape (H,W,N)
+                    I_rev = I[:, :, ::-1]
+                    # cumulative sum in reversed order → (H,W,N)
+                    cumsum_rev = np.cumsum(I_rev,
+                                           axis=2)
+                    # drop the very first (no “next” beyond the last) → (H,W,N-1)
+                    sum_excl_rev = cumsum_rev[:, :,:-1]
+                    # flip back to original order → (H,W,N-1)
+                    sum_excl = sum_excl_rev[:, :, ::-1]
+
+                    # Now sum_excl[..., k] == sum of I[..., k+1:] exactly as in MATLAB’s sum(I(:,:,z+1:end),3)
+                    sum_excl = sum_excl[:, :, :MZL]  # keep only the first MZL sums → (H,W,MZL)
+
+                    # divide elementwise and apply the constant factors
+                    arr = I[:, :, :MZL] / sum_excl / (2.0 * 0.0025)
+
+                else:
+                    raise Exception("unknown file type")
+            elif modality == "dBI":
+                arr = arr[:,:,:MZL]
+            else:
+                raise Exception("unknown modality")
+            M_acc[row_range, column_range, :] += arr * Ramp3D
+            W_acc[row_range, column_range] += Ramp2D
+
+            # arr = arr.astype(np.float32)[None, row_range, column_range]
+            # Blend into accumulators
+            # M_acc = da.overlap.overlap(M_acc, {0: 0, 1: 0,
+            #                                    2: 0})  # no-op but ensures dask consistency
+            # M_acc = M_acc.map_blocks(
+            #     lambda block, patch=arr, ramp=Ramp3D: block + patch * ramp,
+            #     dtype=np.float32)
+            # W_acc = W_acc.map_blocks(
+            #     lambda block, ramp2=Ramp2D: block + ramp2[None, :, :],
+            #     dtype=np.float32)
+
+        # Normalize and replace NaNs
+        result = M_acc / W_acc[...,None]
+        result = da.nan_to_num(result)
+        return result
+
+    # Build full volume graph
+    slices = [build_slice(s) for s in range(n_slices)]
+
+
+    def stitch_slices(slices):
+        z_off, z_sm, z_s = Mosaic3D["z_parameters"][:3]
+        # z_off: every slice is going to remove this much from beginning
+        z_off, z_sm, z_s = int(z_off), int(z_sm), int(z_s)
+        z_sms = z_sm + z_s
+        z_m = z_sm - z_s
+        # --- Load one slice to get block size and build tissue profile ---
+        Id0 = slices[0]
+
+        if modality.lower() == 'mus':
+            # (If you want the 'mus' branch, you'd need skimage.filters.threshold_multiotsu, etc.)
+            raise NotImplementedError("The 'mus' branch is not shown here.")
+        else:
+            # dBI: average a small tissue-only block
+            tissue0 = Id0[:200, :200, z_off:].mean(axis=(0, 1))
+
+        # only keep the next z_sms values, offset by zoff
+        tissue = tissue0[z_off: z_off + z_sms]
+
+        # --- compute blending weights ---
+        s = tissue[z_s] / tissue[:z_s]  # Top overlapping skirt
+        ms = tissue[z_s] / tissue[z_s: z_sms]  # non-overlap + bottom skirt
+
+        degree = 1  # both dBI and mus use degree=1
+        # w1 = s * np.linspace(0, 1, z_s) ** degree
+        # w2 = ms[z_m:] * np.linspace(1, 0, z_s) ** degree
+        # w3 = ms[:z_m]
+        #TODO: omit the normalizing weight here for now to avoid computation
+        w1 = np.linspace(0, 1, z_s) ** degree
+        w2 = np.linspace(1, 0, z_s) ** degree
+        w3 = np.ones(z_m)
+
+        row_pxblock, col_pxblock = Id0.shape[:2]
+        tot_z_pix = int(z_sm * n_slices)
+        Ma = dask.array.zeros((row_pxblock,
+                       col_pxblock,
+                       tot_z_pix),
+                      dtype=np.float32)
+        for i in range(n_slices):
+            si = int(sliceidx[0, i])  # incoming slice index
+            print(f'\tstitching slice {i + 1}/{n_slices} (MAT idx {si:03d})')
+            Id = slices[i]
+            nx, ny, _ = Id.shape
+
+            if s == 0:
+                # first slice: apply fresh data
+                # pattern = np.array([1, w3, w2])  # MATLAB’s [w1*0+1, w3, w2]
+                # W = np.broadcast_to(pattern[np.newaxis, np.newaxis, :],  # shape (1,1,3)
+                #                     (nx, ny, pattern.size))  # → (nx, ny, 3)
+
+                W = np.concatenate([np.ones_like(w1),w3,w2])
+                zr1 = np.arange(z_sms)  # 0 .. z_sms-1
+                zr2 = zr1 + z_off  # zoff .. zoff+z_sms-1
+
+            elif s == n_slices-1:
+                # last slice: add onto bottom-most z_sm planes
+                # pattern = np.array([w1, w3])  # MATLAB’s [w1, w3]
+                # W = np.broadcast_to(pattern[np.newaxis, np.newaxis, :],
+                #                     (nx, ny, pattern.size))  # → (nx, ny, 2)
+                W = np.concatenate([w1, w3, np.ones_like(w2)])
+                zr1 = np.arange(z_sm) + (tot_z_pix - z_sm)  # targets top of Ma’s z-axis
+                zr2 = np.arange(z_sm) + z_off  # picks from Id
+            else:
+                # middle slices: accumulate
+                # pattern = np.array([w1, w3, w2])  # MATLAB’s [w1, w3, w2]
+                # W = np.broadcast_to(pattern[np.newaxis, np.newaxis, :],
+                #                     (nx, ny, pattern.size))  # → (nx, ny, 3)
+                W = np.concatenate([w1, w3, w2])
+                zr1 = np.arange(z_sms) + (s - 1) * z_sm  # where to write in Ma
+                zr2 = np.arange(z_sms) + z_off  # where to read in Id
+            # if i == 0:
+            #     # first slice: only top skirt=1 + body + bottom skirt
+            #     vec = np.concatenate([np.ones(z_s), w3, w2])
+            #     W = np.tile(vec, (row_pxblock * col_pxblock, 1)) \
+            #         .reshape(row_pxblock, col_pxblock, z_sms)
+            #     z1 = np.arange(z_sms)
+            #     z2 = z1 + int(z_off)
+            # elif i == n_slices - 1:
+            #     # last slice: only top skirt + body
+            #     vec = np.concatenate([w1, w3])
+            #     W = np.tile(vec, (row_pxblock * col_pxblock, 1)) \
+            #         .reshape(row_pxblock, col_pxblock, z_sm)
+            #     z1 = np.arange(tot_z_pix - z_sm, tot_z_pix)
+            #     z2 = int(z_off) + np.arange(z_sm)
+            # else:
+            #     # middle slices: skirt/body/skirt
+            #     vec = np.concatenate([w1, w3, w2])
+            #     W = np.tile(vec, (row_pxblock * col_pxblock, 1)) \
+            #         .reshape(row_pxblock, col_pxblock, z_sms)
+            #     start_z = i * z_sm
+            #     z1 = np.arange(start_z, start_z + z_sms)
+            #     z2 = int(z_off) + np.arange(z_sms)
+
+            Ma[:, :, zr1] += Id[:, :, zr2] * W
+        return Ma
+    if len(slices) > 1:
+        volume = stitch_slices(slices)
+    else:
+        volume = slices[0]
+
+
+    chunk, shard = compute_zarr_layout(volume.shape, volume.dtype, zarr_config)
+    wconfig = default_write_config(zarr_config.out,volume.shape,dtype = np.float32, chunk=chunk,shard=shard)
+    wconfig["create"] = True
+    wconfig["delete_existing"] = True
+
+    tswriter = ts.open(wconfig).result()
+    # spec = {
+    #     'driver': 'zarr',
+    #     'kvstore': {'driver': 'file', 'path': zarr_config.out},
+    #     'metadata': {
+    #         'dtype': np.float32,
+    #         'shape': volume.shape,
+    #         'chunks': chunk,
+    #     }
+    # }
+    # if shard:
+    #     spec['metadata']['shard'] = shard
+    #     volume = volume.rechunk(shard)
+    # else:
+    #     volume = volume.rechunk(chunk)
+    # store = ts.open(spec, create=True).result()
+    volume.store(tswriter)
+    # ts.copy(volume, store).result()
+
+    # # Optional downsample
+    # if downsample:
+    #     factors = tuple(int(x) for x in Mosaic3D['sxyz'][:2]) + (1,)
+    #     down = do_downsample(volume, factors)
+    #     ds_path = out_zarr.replace('.zarr', '_ds.zarr')
+    #     ds_spec = {**spec, 'kvstore': {'driver':'file', 'path': ds_path},
+    #                'metadata': {'shape': list(down.shape), 'chunks': list(down.chunksize)}}
+    #     ds_store = ts.open(ds_spec, create=True).result()
+    #     ts.copy(down, ds_store).result()
+    #     print(f"Wrote {out_zarr} and {ds_path}")
+    # else:
+    #     print(f"Wrote {out_zarr}")
+
 
 
 def do_downsample(volume: da.Array, factors: tuple) -> da.Array:
-    """
-    Downsample a Dask array by taking block-wise mean over given integer factors.
-    factors: (fx, fy, fz)
-    """
     fx, fy, fz = factors
     return da.coarsen(np.mean, volume, {0: fx, 1: fy, 2: fz}, trim_excess=True)
+
+
diff --git a/linc_convert/modalities/psoct/ms_dask.py b/linc_convert/modalities/psoct/ms_dask.py
index ad096d85..1f879c74 100644
--- a/linc_convert/modalities/psoct/ms_dask.py
+++ b/linc_convert/modalities/psoct/ms_dask.py
@@ -10,22 +10,19 @@
 import json
 import os
 from functools import wraps
-from itertools import product
 from typing import Callable, Mapping, Optional
 from warnings import warn
 import logging
 
 import cyclopts
-import dask.array
 import h5py
 import numpy as np
 from dask import delayed
 from scipy.io import loadmat
 
 from linc_convert import utils
-from linc_convert.modalities.psoct._utils import make_json
+from linc_convert.modalities.psoct.utils._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
-from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
 from linc_convert.utils.zarr import open_zarr_group, create_array, generate_pyramid
diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index 648b3e17..e6cb4ee3 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -17,9 +17,9 @@
 import numpy as np
 
 from linc_convert import utils
-from linc_convert.modalities.psoct._array_wrapper import _ArrayWrapper, _H5ArrayWrapper, \
+from linc_convert.modalities.psoct.utils._array_wrapper import _ArrayWrapper, _H5ArrayWrapper, \
     _MatArrayWrapper
-from linc_convert.modalities.psoct._utils import make_json
+from linc_convert.modalities.psoct.utils._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index 02f896c9..f5a91ee5 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -8,20 +8,17 @@
 import json
 import logging
 import os
-from contextlib import contextmanager
 from functools import wraps
 from typing import Callable, Optional
-from warnings import warn
 
 import cyclopts
 import h5py
 import numpy as np
 from niizarr import write_ome_metadata, default_nifti_header, write_nifti_header
-from scipy.io import loadmat
 
 from linc_convert import utils
-from linc_convert.modalities.psoct._array_wrapper import _ArrayWrapper, _MatArrayWrapper
-from linc_convert.modalities.psoct._utils import make_json
+from linc_convert.modalities.psoct.utils._array_wrapper import _ArrayWrapper, _MatArrayWrapper
+from linc_convert.modalities.psoct.utils._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
 from linc_convert.modalities.psoct.ms_dask import _H5ArrayWrapper
 from linc_convert.utils.chunk_processing import chunk_slice_generator
diff --git a/linc_convert/modalities/psoct/utils/__init__.py b/linc_convert/modalities/psoct/utils/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/linc_convert/modalities/psoct/_array_wrapper.py b/linc_convert/modalities/psoct/utils/_array_wrapper.py
similarity index 100%
rename from linc_convert/modalities/psoct/_array_wrapper.py
rename to linc_convert/modalities/psoct/utils/_array_wrapper.py
diff --git a/linc_convert/modalities/psoct/_utils.py b/linc_convert/modalities/psoct/utils/_utils.py
similarity index 55%
rename from linc_convert/modalities/psoct/_utils.py
rename to linc_convert/modalities/psoct/utils/_utils.py
index 5544bf88..0d725a96 100644
--- a/linc_convert/modalities/psoct/_utils.py
+++ b/linc_convert/modalities/psoct/utils/_utils.py
@@ -1,10 +1,12 @@
 import itertools
 import re
-from typing import Any, Literal
+from typing import Any, Literal, Generator
 
 import nibabel as nib
 import numpy as np
 import zarr
+from numpy._typing import ArrayLike
+from scipy import io as sio
 
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.unit import convert_unit
@@ -108,3 +110,88 @@ def _parse_value_unit(
 
     return meta
 
+
+def struct_arr_to_dict(arr: np.void) -> dict:
+    """
+    Convert a NumPy structured array (single record) to a dictionary.
+
+    Parameters:
+        arr (np.void): A structured array element.
+
+    Returns:
+        dict: Dictionary mapping field names to their values.
+    """
+    return {name: arr[name].item() for name in arr.dtype.names}
+
+
+def find_experiment_params(exp_file: str) -> tuple[dict, bool]:
+    """
+    Load experiment parameters from a .mat file, detecting if it's a Fiji experiment.
+
+    Parameters:
+        exp_file (str): Path to the .mat file.
+
+    Returns:
+        tuple:
+            - dict: Experiment parameters.
+            - bool: True if it's a Fiji experiment, False otherwise.
+
+    Raises:
+        ValueError: If no experiment key is found in the file.
+    """
+    is_fiji = False
+    exp_key = None
+
+    for key in mat_vars(exp_file):
+        if 'Experiment_Fiji' in key:
+            exp_key = key
+            is_fiji = True
+            break
+        if 'Experiment' in key:
+            exp_key = key
+
+    if not exp_key:
+        raise ValueError("No Experiment found in .mat file")
+
+    exp_data = sio.loadmat(exp_file, squeeze_me=True)[exp_key]
+    return struct_arr_to_dict(exp_data), is_fiji
+
+
+def mat_vars(mat_file: str) -> Generator[str, None, None]:
+    """
+    Yield variable names from a .mat file, excluding internal variables.
+
+    Parameters:
+        mat_file (str): Path to the .mat file.
+
+    Yields:
+        str: Variable names not starting with '__'.
+    """
+    yield from (name for name, *_ in sio.whosmat(mat_file) if not name.startswith('__'))
+
+
+def atleast_2d_trailing(arr: ArrayLike) -> np.ndarray:
+    """
+    Ensure the input is at least 2D by adding a new axis at the end if needed.
+
+    If the input is 1D, it becomes shape (N, 1).
+    If the input is 0D (scalar), it becomes shape (1, 1).
+    If it's already 2D or more, it's returned unchanged.
+
+    Parameters:
+        arr (ArrayLike): Input array-like object.
+
+    Returns:
+        np.ndarray: A 2D or higher NumPy array with at least two dimensions.
+    """
+    arr = np.asarray(arr)
+    if arr.ndim == 0:
+        return arr.reshape(1, 1)
+    elif arr.ndim == 1:
+        return arr[:, np.newaxis]
+    return arr
+
+
+def load_mat(mat_path, varname):
+    data = sio.loadmat(mat_path, squeeze_me=True)
+    return data[varname]
diff --git a/linc_convert/modalities/psoct/utils/_zarr.py b/linc_convert/modalities/psoct/utils/_zarr.py
new file mode 100644
index 00000000..c4f4ef08
--- /dev/null
+++ b/linc_convert/modalities/psoct/utils/_zarr.py
@@ -0,0 +1,837 @@
+"""Zarr utilities."""
+
+# stdlib
+import itertools
+import json
+import math
+import os
+from typing import Literal
+from urllib.parse import urlparse
+
+# externals
+import nibabel as nib
+import numcodecs
+import numcodecs.abc
+import numpy as np
+import tensorstore as ts
+from upath import UPath
+
+from linc_convert.utils.math import ceildiv
+
+
+def make_compressor(name: str, **prm: dict) -> numcodecs.abc.Codec:
+    """Build compressor object from name and options."""
+    # TODO: we should use `numcodecs.get_codec` instead`
+    if not isinstance(name, str):
+        return name
+    name = name.lower()
+    if name == "blosc":
+        Compressor = numcodecs.Blosc
+    elif name == "zlib":
+        Compressor = numcodecs.Zlib
+    else:
+        raise ValueError("Unknown compressor", name)
+    return Compressor(**prm)
+
+
+def make_compressor_v2(name: str | None, **prm: dict) -> dict:
+    """Build compressor dictionary for Zarr v2."""
+    name = name.lower()
+    if name not in ("blosc", "zlib", "bz2", "zstd"):
+        raise ValueError("Unknown compressor", name)
+    return {"id": name, **prm}
+
+
+def make_compressor_v3(name: str | None, **prm: dict) -> dict:
+    """Build compressor dictionary for Zarr v3."""
+    name = name.lower()
+    if name not in ("blosc", "gzip", "zstd"):
+        raise ValueError("Unknown compressor", name)
+    return {"name": name, "configuration": prm}
+
+
+def make_kvstore(path: str | os.PathLike) -> dict:
+    """Transform a URI into a kvstore JSON object."""
+    path = UPath(path)
+    if path.protocol in ("file", ""):
+        return {"driver": "file", "path": path.path}
+    if path.protocol == "gcs":
+        url = urlparse(str(path))
+        return {"driver": "gcs", "bucket": url.netloc, "path": url.path}
+    if path.protocol in ("http", "https"):
+        url = urlparse(str(path))
+        base_url = f"{url.scheme}://{url.netloc}"
+        if url.params:
+            base_url += ";" + url.params
+        if url.query:
+            base_url += "?" + url.query
+        if url.fragment:
+            base_url += "#" + url.fragment
+        return {"driver": "http", "base_url": base_url, "path": url.path}
+    if path.protocol == "memory":
+        return {"driver": "memory", "path": path.path}
+    if path.protocol == "s3":
+        url = urlparse(str(path))
+        path = {"path": url.path} if url.path else {}
+        return {"driver": "s3", "bucket": url.netloc, **path}
+    raise ValueError("Unsupported protocol:", path.protocol)
+
+
+def auto_shard_size(
+    max_shape: list[int],
+    itemsize: int | np.dtype | str,
+    max_file_size: int = 2 * 1024**4,
+    compression_ratio: float = 2,
+) -> list[int]:
+    """
+    Find maximal shard size that ensures file size below cap.
+
+    Parameters
+    ----------
+    max_shape : list[int]
+        Maximum shape along each dimension.
+    itemsize : np.dtype or int
+        Data type, or data type size
+    max_file_size : int
+        Maximum file size (default: 2TB).
+        S3 has a 5TB/file limit, but given that we use an estimated
+        compression factor, we aim for 2TB to leave some leeway.
+    compression_ratio : float
+        Estimated compression factor.
+        I roughly found 2 for bosc-compressed LSM data, when compressing
+        only across space and channels (5 channels).
+
+    Returns
+    -------
+    shard : list[int]
+        Estimated shard size along each dimension.
+        Returned shards are either max_shape or powers of two.
+    """
+    if not isinstance(itemsize, int):
+        itemsize = np.dtype(itemsize).itemsize
+
+    # Maximum number of elements in the shard
+    max_numel = max_file_size * compression_ratio / itemsize
+
+    shard = [1] * len(max_shape)
+    while True:
+        # If shard larger than volume, we can stop
+        if all(x >= s for x, s in zip(shard, max_shape)):
+            break
+        # Make shard one level larger
+        new_shard = [min(2 * x, s) for x, s in zip(shard, max_shape)]
+        # If shard is too large, stop and keep previous shard
+        if np.prod(new_shard) > max_numel:
+            break
+        # Otherwise, use larger shard and recurse
+        shard = new_shard
+
+    # replace max size with larger power of two
+    shard = [2 ** math.ceil(math.log2(x)) for x in shard]
+    return shard
+
+
+def niftizarr_write_header(
+    path: os.PathLike | str,
+    shape: list[int],
+    affine: np.ndarray,
+    dtype: np.dtype | str,
+    unit: Literal["micron", "mm"] | None = None,
+    header: nib.Nifti1Header | nib.Nifti2Header | None = None,
+    zarr_version: int = 3,
+) -> None:
+    """
+    Write NIfTI header in a NIfTI-Zarr file.
+
+    Parameters
+    ----------
+    path : PathLike | str
+        Path to parent Zarr.
+    affine : (4, 4) matrix
+        Orientation matrix.
+    shape : list[int]
+        Array shape, in NIfTI order (x, y, z, t, c).
+    dtype : np.dtype | str
+        Data type.
+    unit : {"micron", "mm"}, optional
+        World unit.
+    header : nib.Nifti1Header | nib.Nifti2Header, optional
+        Pre-instantiated header.
+    zarr_version : int, default=3
+        Zarr version.
+    """
+    # TODO: we do not write the json zattrs, but it should be added in
+    #       once the nifti-zarr package is released
+
+    path = UPath(path)
+    if not path.protocol:
+        path = "file://" / path
+
+    # If dimensions do not fit in a short (which is often the case), we
+    # use NIfTI 2.
+    if all(x < 32768 for x in shape):
+        NiftiHeader = nib.Nifti1Header
+    else:
+        NiftiHeader = nib.Nifti2Header
+
+    header = header or NiftiHeader()
+    header.set_data_shape(shape)
+    header.set_data_dtype(dtype)
+    header.set_qform(affine)
+    header.set_sform(affine)
+    if unit:
+        header.set_xyzt_units(nib.nifti1.unit_codes.code[unit])
+    header = np.frombuffer(header.structarr.tobytes(), dtype="u1")
+
+    if zarr_version == 3:
+        metadata = {
+            "chunk_grid": {
+                "name": "regular",
+                "configuration": {"chunk_shape": [len(header)]},
+            },
+            "codecs": [
+                {"name": "bytes"},
+                make_compressor_v3("gzip"),
+            ],
+            "data_type": "uint8",
+            "fill_value": 0,
+            "chunk_key_encoding": {
+                "name": "default",
+                "configuration": {"separator": r"/"},
+            },
+        }
+        tsconfig = {
+            "driver": "zarr3",
+            "metadata": metadata,
+        }
+    else:
+        metadata = {
+            "chunks": [len(header)],
+            "order": "F",
+            "dtype": "|u1",
+            "fill_value": None,
+            "compressor": make_compressor_v2("zlib"),
+        }
+        tsconfig = {
+            "driver": "zarr",
+            "metadata": metadata,
+            "key_encoding": r"/",
+        }
+    tsconfig["kvstore"] = make_kvstore(path / "nifti")
+    tsconfig["metadata"]["shape"] = [len(header)]
+    tsconfig["create"] = True
+    tsconfig["delete_existing"] = True
+    tswriter = ts.open(tsconfig).result()
+    with ts.Transaction() as txn:
+        tswriter.with_transaction(txn)[:] = header
+    print("done.")
+
+
+def fix_shard_chunk(
+    shard: list[int],
+    chunk: list[int],
+    shape: list[int],
+) -> tuple[list[int], list[int]]:
+    """
+    Fix incompatibilities between chunk and shard size.
+
+    Parameters
+    ----------
+    shard : list[int]
+    chunk : list[int]
+    shape : list[int]
+
+    Returns
+    -------
+    shard : list[int]
+    chunk : list[int]
+    """
+    for i in range(len(chunk)):
+        # if chunk spans the entire volume, match chunk and shard
+        if chunk[i] == shape[i] and chunk[i] != shard[i]:
+            chunk[i] = shard[i]
+        # ensure that shard is a multiple of chunk
+        if shard[i] % chunk[i]:
+            shard[i] = chunk[i] * int(math.ceil(shard[i] / chunk[i]))
+    return shard, chunk
+
+
+def default_write_config(
+    path: os.PathLike | str,
+    shape: list[int],
+    dtype: np.dtype | str,
+    chunk: list[int] = [32],
+    shard: list[int] | Literal["auto"] | None = None,
+    compressor: str = "blosc",
+    compressor_opt: dict | None = None,
+    version: int = 3,
+) -> dict:
+    """
+    Generate a default TensorStore configuration.
+
+    Parameters
+    ----------
+    chunk : list[int]
+        Chunk size.
+    shard : list[int], optional
+        Shard size. No sharding if `None`.
+    compressor : str
+        Compressor name
+    version : int
+        Zarr version
+
+    Returns
+    -------
+    config : dict
+        Configuration
+    """
+    path = UPath(path)
+    if not path.protocol:
+        path = "file://" / path
+
+    # Format compressor
+    if version == 3 and compressor == "zlib":
+        compressor = "gzip"
+    if version == 2 and compressor == "gzip":
+        compressor = "zlib"
+    compressor_opt = compressor_opt or {}
+
+    # Prepare chunk size
+    if isinstance(chunk, int):
+        chunk = [chunk]
+    chunk = chunk[:1] * max(0, len(shape) - len(chunk)) + chunk
+
+    # Prepare shard size
+    if shard:
+        if shard == "auto":
+            shard = auto_shard_size(shape, dtype)
+        if isinstance(shard, int):
+            shard = [shard]
+        shard = shard[:1] * max(0, len(shape) - len(shard)) + shard
+
+        # Fix incompatibilities
+        shard, chunk = fix_shard_chunk(shard, chunk, shape)
+
+    # ------------------------------------------------------------------
+    #   Zarr 3
+    # ------------------------------------------------------------------
+    if version == 3:
+        if compressor and compressor != "raw":
+            compressor = [make_compressor_v3(compressor, **compressor_opt)]
+        else:
+            compressor = []
+
+        codec_little_endian = {"name": "bytes", "configuration": {"endian": "little"}}
+
+        if shard:
+            chunk_grid = {
+                "name": "regular",
+                "configuration": {"chunk_shape": shard},
+            }
+
+            sharding_codec = {
+                "name": "sharding_indexed",
+                "configuration": {
+                    "chunk_shape": chunk,
+                    "codecs": [
+                        codec_little_endian,
+                        *compressor,
+                    ],
+                    "index_codecs": [
+                        codec_little_endian,
+                        {"name": "crc32c"},
+                    ],
+                    "index_location": "end",
+                },
+            }
+            codecs = [sharding_codec]
+
+        else:
+            chunk_grid = {"name": "regular", "configuration": {"chunk_shape": chunk}}
+            codecs = [
+                codec_little_endian,
+                *compressor,
+            ]
+
+        metadata = {
+            "chunk_grid": chunk_grid,
+            "codecs": codecs,
+            "data_type": np.dtype(dtype).name,
+            "fill_value": 0,
+            "chunk_key_encoding": {
+                "name": "default",
+                "configuration": {"separator": r"/"},
+            },
+        }
+        config = {
+            "driver": "zarr3",
+            "metadata": metadata,
+        }
+
+    # ------------------------------------------------------------------
+    #   Zarr 2
+    # ------------------------------------------------------------------
+    else:
+        if compressor and compressor != "raw":
+            compressor = make_compressor_v2(compressor, **compressor_opt)
+        else:
+            compressor = None
+
+        metadata = {
+            "chunks": chunk,
+            "order": "F",
+            "dtype": np.dtype(dtype).str,
+            "fill_value": 0,
+            "compressor": compressor,
+        }
+        config = {
+            "driver": "zarr",
+            "metadata": metadata,
+            "key_encoding": r"/",
+        }
+
+    # Prepare store
+    config["metadata"]["shape"] = shape
+    config["kvstore"] = make_kvstore(path)
+
+    return config
+
+
+def default_read_config(path: os.PathLike | str) -> dict:
+    """
+    Generate a TensorStore configuration to read an existing Zarr.
+
+    Parameters
+    ----------
+    path : PathLike | str
+        Path to zarr array.
+    """
+    path = UPath(path)
+    if not path.protocol:
+        path = "file://" / path
+    if (path / "zarr.json").exists():
+        zarr_version = 3
+    elif (path / ".zarray").exists():
+        zarr_version = 2
+    else:
+        raise ValueError("Cannot find zarr.json or .zarray file")
+    return {
+        "kvstore": make_kvstore(path),
+        "driver": "zarr3" if zarr_version == 3 else "zarr",
+        "open": True,
+        "create": False,
+        "delete_existing": False,
+    }
+
+
+def generate_pyramid(
+    path: os.PathLike | str,
+    levels: int | None = None,
+    shard: list[int] | bool | Literal["auto"] | None = None,
+    ndim: int = 3,
+    max_load: int = 512,
+    mode: Literal["mean", "median"] = "median",
+) -> list[list[int]]:
+    """
+    Generate the levels of a pyramid in an existing Zarr.
+
+    Parameters
+    ----------
+    path : PathLike | str
+        Path to parent Zarr
+    levels : int
+        Number of additional levels to generate.
+        By default, stop when all dimensions are smaller than their
+        corresponding chunk size.
+    shard : list[int] | bool | {"auto"} | None
+        Shard size.
+        * If `None`, use same shard size as the input array;
+        * If `False`, no dot use sharding;
+        * If `True` or `"auto"`, automatically find shard size;
+        * Otherwise, use provided shard size.
+    ndim : int
+        Number of spatial dimensions.
+    max_load : int
+        Maximum number of voxels to load along each dimension.
+    mode : {"mean", "median"}
+        Whether to use a mean or median moving window.
+
+    Returns
+    -------
+    shapes : list[list[int]]
+        Shapes of all levels, from finest to coarsest, including the
+        existing top level.
+    """
+    path = UPath(path)
+    if not path.protocol:
+        path = "file://" / path
+
+    zarray2 = path / "0" / ".zarray"
+    zarray3 = path / "0" / "zarr.json"
+
+    if zarray2.exists():
+        with zarray2.open("rb") as f:
+            metadata = json.load(f)
+        zarr_version = 2
+    elif zarray3.exists():
+        with zarray3.open("rb") as f:
+            metadata = json.load(f)
+        zarr_version = 3
+    else:
+        raise FileNotFoundError("Could not find initial zarr array")
+
+    shape = list(metadata["shape"])
+
+    if shard and zarr_version == 2:
+        raise ValueError("Sharding requires zarr 3")
+
+    # Find chunk size
+    if zarr_version == 3:
+        chunk_size = metadata["chunk_grid"]["configuration"]["chunk_shape"]
+        chunk_size = list(chunk_size)
+        for codec in metadata["codecs"]:
+            if codec["name"] == "sharding_indexed":
+                chunk_size = list(codec["configuration"]["chunk_shape"])
+                break
+    else:
+        assert zarr_version == 2
+        chunk_size = metadata["chunks"]
+
+    shard_option = shard
+
+    def update_metadata(metadata: dict, shape: list[int]) -> dict:
+        metadata["shape"] = shape
+        if shard_option is None:
+            return metadata
+
+        # find chunk size and compression codecs
+        chunk = metadata["chunk_grid"]["configuration"]["chunk_shape"]
+        chunk = list(chunk)
+        codecs = metadata["codecs"]
+        for codec in metadata["codecs"]:
+            if codec["name"] == "sharding_indexed":
+                chunk = list(codec["configuration"]["chunk_shape"])
+                codecs = codec["configuration"]["codecs"]
+                break
+
+        # set appropriate chunking/sharding config
+        if shard_option == "auto":
+            shard = auto_shard_size(shape, metadata["data_type"])
+            shard, chunk = fix_shard_chunk(shard, chunk, shape)
+        else:
+            shard = shard_option
+
+        if shard_option is False:
+            metadata["chunk_grid"]["configuration"]["chunk_shape"] = chunk
+            metadata["codecs"] = codecs
+
+        else:
+            metadata["chunk_grid"] = {
+                "name": "regular",
+                "configuration": {"chunk_shape": shard},
+            }
+            metadata["codecs"] = [
+                {
+                    "name": "sharding_indexed",
+                    "configuration": {
+                        "chunk_shape": chunk,
+                        "codecs": codecs,
+                        "index_codecs": [
+                            codecs[0],  # should be the bytes codec
+                            {"name": "crc32c"},
+                        ],
+                        "index_location": "end",
+                    },
+                }
+            ]
+
+        return metadata
+
+    # Select windowing function
+    if mode == "median":
+        func = np.median
+    else:
+        assert mode == "mean"
+        func = np.mean
+
+    level = 0
+    batch, shape = shape[:-ndim], shape[-ndim:]
+    allshapes = [shape]
+    while True:
+        level += 1
+
+        # Compute downsampled shape
+        prev_shape, shape = shape, [max(1, x // 2) for x in shape]
+
+        # Stop if seen enough levels or level shape smaller than chunk size
+        if levels is None:
+            if all(x <= c for x, c in zip(shape, chunk_size[-ndim:])):
+                break
+        elif level > levels:
+            break
+
+        print("Compute level", level, "with shape", shape)
+
+        allshapes.append(shape)
+
+        # Open input and output zarr
+        rconfig = default_read_config(str(path / str(level - 1)))
+        wconfig = {
+            "driver": "zarr3" if zarr_version == 3 else "zarr",
+            "metadata": update_metadata(metadata, batch + shape),
+            "kvstore": make_kvstore(path / str(level)),
+            "create": True,
+            "delete_existing": True,
+        }
+        tsreader = ts.open(rconfig).result()
+        tswriter = ts.open(wconfig).result()
+
+        # Iterate across `max_load` chunks
+        # (note that these are unrelared to underlying zarr chunks)
+        grid_shape = [ceildiv(n, max_load) for n in prev_shape]
+        for chunk_index in itertools.product(*[range(x) for x in grid_shape]):
+            print(f"chunk {chunk_index} / {tuple(grid_shape)})", end="\r")
+
+            with ts.Transaction() as txn:
+                # Read one chunk of data at the previous resolution
+                slicer = [Ellipsis] + [
+                    slice(i * max_load, min((i + 1) * max_load, n))
+                    for i, n in zip(chunk_index, prev_shape)
+                ]
+                dat = tsreader.with_transaction(txn)[tuple(slicer)].read().result()
+
+                # Discard the last voxel along odd dimensions
+                crop = [0 if x == 1 else x % 2 for x in dat.shape[-3:]]
+                slcr = [slice(-1) if x else slice(None) for x in crop]
+                dat = dat[tuple([Ellipsis, *slcr])]
+
+                patch_shape = dat.shape[-3:]
+
+                # Reshape into patches of shape 2x2x2
+                windowed_shape = [
+                    x for n in patch_shape for x in (max(n // 2, 1), min(n, 2))
+                ]
+                dat = dat.reshape(batch + windowed_shape)
+                # -> last `ndim`` dimensions have shape 2x2x2
+                dat = dat.transpose(
+                    list(range(len(batch)))
+                    + list(range(len(batch), len(batch) + 2 * ndim, 2))
+                    + list(range(len(batch) + 1, len(batch) + 2 * ndim, 2))
+                )
+                # -> flatten patches
+                smaller_shape = [max(n // 2, 1) for n in patch_shape]
+                dat = dat.reshape(batch + smaller_shape + [-1])
+
+                # Compute the median of each patch
+                dtype = dat.dtype
+                dat = func(dat, axis=-1)
+                dat = dat.astype(dtype)
+
+                # Write output
+                slicer = [Ellipsis] + [
+                    slice(i * max_load // 2, min((i + 1) * max_load // 2, n))
+                    for i, n in zip(chunk_index, shape)
+                ]
+                tswriter.with_transaction(txn)[tuple(slicer)] = dat
+
+    print("")
+
+    return allshapes
+
+
+def write_ome_metadata(
+    path: str | os.PathLike,
+    axes: list[str],
+    space_scale: float | list[float] = 1,
+    time_scale: float = 1,
+    space_unit: str = "micrometer",
+    time_unit: str = "second",
+    name: str = "",
+    pyramid_aligns: str | int | list[str | int] = 2,
+    levels: int | None = None,
+    zarr_version: int | None = None,
+) -> None:
+    """
+    Write OME metadata into Zarr.
+
+    Parameters
+    ----------
+    path : str | PathLike
+        Path to parent Zarr.
+    axes : list[str]
+        Name of each dimension, in Zarr order (t, c, z, y, x)
+    space_scale : float | list[float]
+        Finest-level voxel size, in Zarr order (z, y, x)
+    time_scale : float
+        Time scale
+    space_unit : str
+        Unit of spatial scale (assumed identical across dimensions)
+    space_time : str
+        Unit of time scale
+    name : str
+        Name attribute
+    pyramid_aligns : float | list[float] | {"center", "edge"}
+        Whether the pyramid construction aligns the edges or the centers
+        of the corner voxels. If a (list of) number, assume that a moving
+        window of that size was used.
+    levels : int
+        Number of existing levels. Default: find out automatically.
+    zarr_version : {2, 3} | None
+        Zarr version. If `None`, guess from existing zarr array.
+
+    """
+    path = UPath(path)
+
+    # Detect zarr version
+    if not zarr_version:
+        if (path / "0" / "zarr.json").exists():
+            zarr_version = 3
+        elif (path / "0" / ".zarray").exists():
+            zarr_version = 2
+        else:
+            raise FileNotFoundError("No existing array to guess version from")
+
+    # Read shape at each pyramid level
+    zname = "zarr.json" if zarr_version == 3 else ".zarray"
+    shapes = []
+    level = 0
+    while True:
+        if levels is not None and level > levels:
+            break
+
+        zpath = path / str(level) / zname
+        if not zpath.exists():
+            levels = level
+            break
+
+        level += 1
+        with zpath.open("rb") as f:
+            zarray = json.load(f)
+            shapes += [zarray["shape"]]
+
+    axis_to_type = {
+        "x": "space",
+        "y": "space",
+        "z": "space",
+        "t": "time",
+        "c": "channel",
+    }
+
+    # Number of spatial (s), batch (b) and total (n) dimensions
+    ndim = len(axes)
+    sdim = sum(axis_to_type[axis] == "space" for axis in axes)
+    bdim = ndim - sdim
+
+    if isinstance(pyramid_aligns, (int, str)):
+        pyramid_aligns = [pyramid_aligns]
+    pyramid_aligns = list(pyramid_aligns)
+    if len(pyramid_aligns) < sdim:
+        repeat = pyramid_aligns[:1] * (sdim - len(pyramid_aligns))
+        pyramid_aligns = repeat + pyramid_aligns
+    pyramid_aligns = pyramid_aligns[-sdim:]
+
+    if isinstance(space_scale, (int, float)):
+        space_scale = [space_scale]
+    space_scale = list(space_scale)
+    if len(space_scale) < sdim:
+        repeat = space_scale[:1] * (sdim - len(space_scale))
+        space_scale = repeat + space_scale
+    space_scale = space_scale[-sdim:]
+
+    multiscales = [
+        {
+            "version": "0.4",
+            "axes": [
+                {
+                    "name": axis,
+                    "type": axis_to_type[axis],
+                }
+                if axis_to_type[axis] == "channel"
+                else {
+                    "name": axis,
+                    "type": axis_to_type[axis],
+                    "unit": (
+                        space_unit
+                        if axis_to_type[axis] == "space"
+                        else time_unit
+                        if axis_to_type[axis] == "time"
+                        else None
+                    ),
+                }
+                for axis in axes
+            ],
+            "datasets": [],
+            "type": "median window " + "x".join(["2"] * sdim),
+            "name": name,
+        }
+    ]
+
+    shape = shape0 = shapes[0]
+    for n in range(len(shapes)):
+        shape = shapes[n]
+        multiscales[0]["datasets"].append({})
+        level = multiscales[0]["datasets"][-1]
+        level["path"] = str(n)
+
+        scale = [1] * bdim + [
+            (
+                pyramid_aligns[i] ** n
+                if not isinstance(pyramid_aligns[i], str)
+                else (shape0[bdim + i] / shape[bdim + i])
+                if pyramid_aligns[i][0].lower() == "e"
+                else ((shape0[bdim + i] - 1) / (shape[bdim + i] - 1))
+            )
+            * space_scale[i]
+            for i in range(sdim)
+        ]
+        translation = [0] * bdim + [
+            (
+                pyramid_aligns[i] ** n - 1
+                if not isinstance(pyramid_aligns[i], str)
+                else (shape0[bdim + i] / shape[bdim + i]) - 1
+                if pyramid_aligns[i][0].lower() == "e"
+                else 0
+            )
+            * 0.5
+            * space_scale[i]
+            for i in range(sdim)
+        ]
+
+        level["coordinateTransformations"] = [
+            {
+                "type": "scale",
+                "scale": scale,
+            },
+            {
+                "type": "translation",
+                "translation": translation,
+            },
+        ]
+
+    scale = [1] * ndim
+    if "t" in axes:
+        scale[axes.index("t")] = time_scale
+    multiscales[0]["coordinateTransformations"] = [{"scale": scale, "type": "scale"}]
+
+    if zarr_version == 3:
+        with (path / "zarr.json").open("wt") as f:
+            json.dump(
+                {
+                    "zarr_format": 3,
+                    "node_type": "group",
+                    "attributes": {
+                        # Zarr v2 way of doing it -- neuroglancer wants this
+                        "multiscales": multiscales,
+                        # Zarr RFC-2 recommended way
+                        "ome": {"version": "0.4", "multiscales": multiscales},
+                    },
+                },
+                f,
+                indent=4,
+            )
+    else:
+        multiscales[0]["version"] = "0.4"
+        with (path / ".zgroup").open("wt") as f:
+            json.dump({"zarr_format": 2}, f, indent=4)
+        with (path / ".zattrs").open("wt") as f:
+            json.dump({"multiscales": multiscales}, f, indent=4)

From 61d00b977f2ea324c82d83742399e7e7e2f701b6 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 22 Apr 2025 16:55:00 -0400
Subject: [PATCH 020/157] wip: oct data conversion

---
 linc_convert/modalities/psoct/__init__.py |   4 +-
 linc_convert/modalities/psoct/mosaic2d.py | 467 ++++++++++++++++------
 linc_convert/modalities/psoct/mosaic3d.py |  61 ++-
 3 files changed, 376 insertions(+), 156 deletions(-)

diff --git a/linc_convert/modalities/psoct/__init__.py b/linc_convert/modalities/psoct/__init__.py
index 6764a509..7e57f346 100644
--- a/linc_convert/modalities/psoct/__init__.py
+++ b/linc_convert/modalities/psoct/__init__.py
@@ -4,7 +4,7 @@
     import h5py as _h5py  # noqa: F401
     import scipy as _scipy  # noqa: F401
 
-    __all__ = ["cli", "multi_slice", "single_volume", "ms_dask", "exp_dask", "mosaic3d"]
-    from . import cli, multi_slice, single_volume, ms_dask, exp_dask, mosaic3d
+    __all__ = ["cli", "multi_slice", "single_volume", "ms_dask", "exp_dask", "mosaic3d","mosaic2d"]
+    from . import cli, multi_slice, single_volume, ms_dask, exp_dask, mosaic3d, mosaic2d
 except ImportError:
     pass
diff --git a/linc_convert/modalities/psoct/mosaic2d.py b/linc_convert/modalities/psoct/mosaic2d.py
index a0f0ae06..ba165dcd 100644
--- a/linc_convert/modalities/psoct/mosaic2d.py
+++ b/linc_convert/modalities/psoct/mosaic2d.py
@@ -1,19 +1,36 @@
-import os
+import os.path as op
+import logging
+from colorsys import hsv_to_rgb
+
+import cyclopts
+import imageio
 import numpy as np
 import scipy.io as sio
 import nibabel as nib
-import imageio
-import warnings
-
+import dask
 import dask.array as da
+import tensorstore as ts
+from scipy.io import loadmat
+from skimage.exposure import exposure
 
+from linc_convert.modalities.psoct.cli import psoct
+from linc_convert.modalities.psoct.utils._utils import struct_arr_to_dict, \
+    atleast_2d_trailing, find_experiment_params, load_mat
+from linc_convert.modalities.psoct.utils._zarr import default_write_config
 from linc_convert.utils.zarr import ZarrConfig
+from linc_convert.utils.zarr.create_array import compute_zarr_layout
+
+logger = logging.getLogger(__name__)
+mosaic2d = cyclopts.App(name="mosaic2d", help_format="markdown")
+psoct.command(mosaic2d)
 
 
+@mosaic2d.default
 def mosaic2d_telesto(
-        inp:str,
-        *,
+        # inp:str,
         parameter_file: str,
+        *,
+
         modality: str,
         method: str = None,
         zarr_config: ZarrConfig = None,
@@ -29,143 +46,353 @@ def mosaic2d_telesto(
     """
     # Load .mat containing Parameters, Scan, and Mosaic2D
     params = sio.loadmat(parameter_file, squeeze_me=True)
-    Parameters = params['Parameters']
-    Scan = params['Scan']
-    Mosaic2D = params['Mosaic2D']
+    Parameters = struct_arr_to_dict(params['Parameters'])
+    Scan = struct_arr_to_dict(params['Scan'])
+    Mosaic2D = struct_arr_to_dict(params['Mosaic2D'])
 
     use_method = method is not None
-    print(f"--Modality is {modality}--")
+    logger.info(f"--Modality is {modality}--")
 
-    sliceidx = Mosaic2D['sliceidx']  # 3xN array
+    sliceidx = atleast_2d_trailing(Mosaic2D['sliceidx'])
 
-    exp_file = Mosaic2D['Exp']
-    mat_contents = sio.whosmat(exp_file)
-    names = [m[0] for m in mat_contents]
-    key = next((n for n in names if 'Experiment_Fiji' in n),
-               next((n for n in names if 'Experiment' in n), None))
-    if key is None:
-        raise ValueError("No Experiment found in .mat")
-    Experiment = sio.loadmat(exp_file, squeeze_me=True)[key]
+    Exp, is_fiji = find_experiment_params(Mosaic2D['Exp'])
 
     if use_method:
-        Experiment['X_Mean'] = Experiment[method]['X_Mean']
-        Experiment['Y_Mean'] = Experiment[method]['Y_Mean']
+        Exp['X_Mean'] = Exp[method]['X_Mean']
+        Exp['Y_Mean'] = Exp[method]['Y_Mean']
+
+    indir = np.atleast_1d(Mosaic2D['indir'])
 
-    indir = list(Mosaic2D['indir'].flat)
     file_format = Mosaic2D['file_format']
-    filetype = Mosaic2D['InFileType']
+    filetype = Mosaic2D['InFileType'].lower()
     transpose_flag = bool(Parameters['transpose'])
 
-    system = Scan['System']
-    if system == 'Octopus':
-        XPixClip = int(Parameters['YPixClip'])
-        YPixClip = int(Parameters['XPixClip'])
+    if Scan['System'] == 'Octopus':
+        xp, yp = Parameters['YPixClip'], Parameters['XPixClip']
     else:
-        XPixClip = int(Parameters['XPixClip'])
-        YPixClip = int(Parameters['YPixClip'])
-
-    X = da.from_array(Experiment['X_Mean'], chunks='auto').astype(float)
-    Y = da.from_array(Experiment['Y_Mean'], chunks='auto').astype(float)
-    X = X - X.min() + 1
-    Y = Y - Y.min() + 1
-    NbPix = int(Experiment['NbPix'])
-    sizerow = NbPix - XPixClip
-    sizecol = NbPix - YPixClip
-    MXL = int(da.nanmax(X).compute() + sizerow - 1)
-    MYL = int(da.nanmax(Y).compute() + sizecol - 1)
-    MZL = 4 if modality.lower() == 'orientation' else 1
-
-    dx = da.nanmedian(X.diff(axis=0)).compute()
-    dy = da.nanmedian(Y.diff(axis=1)).compute()
-    ramp_x = sizerow - int(round(dx))
-    ramp_y = sizecol - int(round(dy))
-    x = da.ones((sizerow,), chunks=sizerow)
-    y = da.ones((sizecol,), chunks=sizecol)
-    xv = da.linspace(0, 1, ramp_x)
-    yv = da.linspace(0, 1, ramp_y)
-    x = da.concatenate([xv, da.ones((sizerow - ramp_x,), chunks=sizerow - ramp_x)])
-    y = da.concatenate([yv, da.ones((sizecol - ramp_y,), chunks=sizecol - ramp_y)])
-    RampOrig = x[:, None] * y[None, :]
-
-    MapIndex = Experiment['MapIndex_Tot_offset'] + Experiment['First_Tile'] - 1
+        xp, yp = Parameters['XPixClip'], Parameters['YPixClip']
+    xp, yp = int(xp), int(yp)
+
+    # Mosaic geometry
+    nb_pix = int(Exp['NbPix'])
+    size_row, size_column = nb_pix - xp, nb_pix - yp
+    # need to copy here
+    X, Y = Exp['X_Mean'], Exp['Y_Mean']
+    X -= np.nanmin(X)
+    Y -= np.nanmin(Y)
+    MXL = int(np.nanmax(X) + size_row)
+    MYL = int(np.nanmax(Y) + size_column)
+    MZL = 4 if modality =='Orientation' else 1
+
+    # Precompute blending ramps
+    dx = np.nanmedian(np.diff(X, axis=0))
+    dy = np.nanmedian(np.diff(Y, axis=1))
+    rx, ry = size_row - round(dx), size_column - round(dy)
+    xv = np.linspace(0, 1, int(rx))
+    yv = np.linspace(0, 1, int(ry))
+    x = np.ones(size_row)
+    x[:rx], x[-rx:] = xv, xv[::-1]
+    y = np.ones(size_column)
+    y[:ry], y[-ry:] = yv, yv[::-1]
+    RampOrig = da.from_array(np.outer(x, y)[:, :], chunks=(size_row, size_column))
+
+    GrayRange = None
+    savetiff = True
+    noscale = False
+    key_map = {
+        'aip': 'AipGrayRange',
+        'mip': 'MipGrayRange',
+        'retardance': 'RetGrayRange',
+        'mus': 'musGrayRange',
+        'surf': 'surfGrayRange'
+    }
+    lower_mod = modality.lower()
+    if lower_mod in key_map:
+        GrayRange = Parameters.get(key_map[lower_mod])
+        if GrayRange is None:
+            noscale = True
+    else:
+        dyn_key = f"{modality}GrayRange"
+        GrayRange = Parameters.get(dyn_key)
+        if GrayRange is None:
+            noscale = True
+    if noscale:
+        savetiff = False
+        logger.warning(
+            f"{modality} grayscale range not found. Only MAT file will be saved.")
+
+    # ----- Modality string when inconsistency in file names -----
+    modality_base = params['Enface']['inputstr'].item()  # assumed list of strings
+    # find entry containing first 3 letters of modality
+    modality_str = next((s for s in modality_base if lower_mod[:3] in s.lower()),
+                        None)
+    if modality_str is None:
+        modality_str = modality[:3]
+        logger.warning(f"{modality} not in Enface.inputstr. Mosaic2D might fail.")
+
+    # using float32 sample
+    sample_dtype = np.float32
+
+    MapIndex = Exp['MapIndex_Tot_offset'] + Exp['First_Tile'] - 1
     num_slices = sliceidx.shape[1]
     mosaics = {}
 
-    for s in range(num_slices):
+    def build_slice(s: int) -> da.Array:
         sl_in, sl_out, sl_run = sliceidx[:, s]
         indir_curr = indir[int(sl_run) - 1]
-        base = os.path.join(indir_curr, file_format)
+        base = op.join(indir_curr, file_format)
 
         M = da.zeros((MXL, MYL, MZL), dtype=np.float32, chunks='auto')
         Ma = da.zeros((MXL, MYL), dtype=np.float32, chunks='auto')
 
-        rows, cols = MapIndex.shape
-        for ii in range(cols):
-            for jj in range(rows):
-                idx = MapIndex[jj, ii]
-                if idx > 0 and not np.isnan(Experiment['X_Mean'][jj, ii]):
-                    r0 = int(Experiment['X_Mean'][jj, ii])
-                    c0 = int(Experiment['Y_Mean'][jj, ii])
-                    rowslice = slice(r0, r0 + sizerow)
-                    colslice = slice(c0, c0 + sizecol)
-                    currtile = int((sl_in - 1) * Experiment['TilesPerSlice'] + idx)
-
-                    # lazy load with dask
-                    if filetype.lower() == 'nifti':
-                        img = nib.load(get_volname(base, currtile, modality[:3]))
-                        proxy = img.dataobj
-                        I = da.from_array(proxy, chunks='auto')
-                    elif filetype.lower() == 'mat':
-                        matname = get_volname(base, currtile, modality[:3])
-                        matcontent = sio.loadmat(matname, squeeze_me=True)
-                        varname = next(k for k in matcontent if not k.startswith('__'))
-                        arr = matcontent[varname]
-                        I = da.from_array(arr, chunks='auto')
-                    else:
-                        warnings.warn(f"Unknown filetype: {filetype}")
-                        continue
-
-                    if system.lower() == 'octopus':
-                        I = I.T
-                    if transpose_flag:
-                        I = I.T
-
-                    I = I[XPixClip:, YPixClip:]
-
-                    if modality.lower() == 'orientation':
-                        ang = da.deg2rad(I)
-                        SLO_OC = da.stack([da.cos(ang) ** 2,
-                                           da.cos(ang) * da.sin(ang),
-                                           da.cos(ang) * da.sin(ang),
-                                           da.sin(ang) ** 2], axis=-1)
-                        M[rowslice, colslice, :] += SLO_OC * RampOrig[..., None]
-                        Ma[rowslice, colslice] += RampOrig
-                    else:
-                        M[rowslice, colslice, 0] += I * RampOrig
-                        Ma[rowslice, colslice] += RampOrig
-
-        if modality.lower() == 'orientation':
-            T = M / Ma[..., None]
-            H = T.reshape((-1, 2, 2))
-            vals, vecs = da.linalg.eig(H)
-            idx_max = da.argmax(vals, axis=1)
-            v = vecs[da.arange(H.shape[0]), :, idx_max]
-            angles = da.rad2deg(da.arctan2(v[:, 1], v[:, 0])).reshape((MXL, MYL))
-            O = da.rot90(angles, -1)
-            mosaics[int(sl_out)] = O
+
+        for (jj, ii), idx in np.ndenumerate(MapIndex):
+            if idx <= 0 or np.isnan(X[jj, ii]):
+                continue
+            r0 = int(X[jj, ii])
+            c0 = int(Y[jj, ii])
+            row_slice = slice(r0, r0 + size_row)
+            col_slice = slice(c0, c0 + size_column)
+            tile_id = (sl_in - 1) * int(Exp['TilesPerSlice']) + idx
+            if filetype == 'nifti':
+                if modality == "mus":
+                    path = get_volname(base, tile_id, "cropped")
+                else:
+                    path = get_volname(base, tile_id, modality_str)
+                header = nib.load(path)
+                shape = header.shape
+                dtype = header.get_data_dtype()
+                delayed_arr = dask.delayed(header.get_fdata)()
+
+            elif filetype == 'mat':
+                mat_path = get_volname(base, tile_id, modality_str)
+                name, shape, dtype = None, None, None
+                for name, shape, dtype in sio.whosmat(mat_path):
+                    if not name.startswith("__"):
+                        break
+                if not name:
+                    raise ValueError("Variable not found")
+                delayed_arr = dask.delayed(load_mat)(mat_path, name)
+            arr = da.from_delayed(delayed_arr,
+                                  shape=shape,
+                                  dtype=dtype)
+            if Scan['System'].lower() == 'octopus':
+                arr = np.swapaxes(arr, 0,1)
+            if transpose_flag:
+                arr = np.swapaxes(arr, 0,1)
+            arr = arr[xp:,yp:]
+            if modality == "mus" and filetype == 'nifti':
+                # shape (H, W, N)
+                I = 10.0 ** (arr / 10.0)
+
+                # compute, for each k=0..MZL-1, the sum I[:, :, k+1:]
+                # via a reverse cumulative-sum trick:
+                # reverse along the 3rd axis  → shape (H,W,N)
+                I_rev = I[:, :, ::-1]
+                # cumulative sum in reversed order → (H,W,N)
+                cumsum_rev = np.cumsum(I_rev,
+                                       axis=2)
+                # drop the very first (no “next” beyond the last) → (H,W,N-1)
+                sum_excl_rev = cumsum_rev[:, :, :-1]
+                # flip back to original order → (H,W,N-1)
+                sum_excl = sum_excl_rev[:, :, ::-1]
+
+                # Now sum_excl[..., k] == sum of I[..., k+1:] exactly as in MATLAB’s sum(I(:,:,z+1:end),3)
+                sum_excl = sum_excl[:, :,
+                           :MZL]  # keep only the first MZL sums → (H,W,MZL)
+
+                # divide elementwise and apply the constant factors
+                I = I[:, :, :MZL] / sum_excl / (2.0 * 0.0025)
+                arr = np.squeeze(np.mean(I, axis=2))
+
+
+            # blend
+            if lower_mod == 'orientation':
+                rad = np.deg2rad(arr)
+                c, s = np.cos(rad), np.sin(rad)
+                SLO_OC = np.stack([c * c, c * s, c * s, c * c], axis=-1)
+                # add weighted outer products
+                M[row_slice, col_slice] += SLO_OC * RampOrig[...,None]
+                Ma[row_slice, col_slice] += RampOrig
+            else:
+                if arr.ndim ==2:
+                    M[row_slice, col_slice] += (arr* RampOrig)[..., None]
+                else:
+                    M[row_slice, col_slice] += arr * RampOrig
+                Ma[row_slice, col_slice] += RampOrig
+
+        modalstr_map = {
+            'mip': 'MIP',
+            'aip': 'AIP',
+            'retardance': 'Retardance',
+            'orientation': 'Orientation',
+            'mus': 'mus'
+        }
+        modalstr = modalstr_map.get(lower_mod, modality)
+        avg = M / Ma[:, :, None]
+
+        if lower_mod == 'orientation':
+            print("Starting orientation angles eigen decomp...")
+            h, w = M.shape[:2]
+            a_x = avg.reshape((h * w, 2, 2))
+            eigvals, eigvecs  = np.linalg.eigh(a_x)
+            x = eigvecs[:, 0, 1]
+            y = eigvecs[:, 1, 1]
+            O = np.arctan2(y, x) / np.pi * 180
+            O = O.reshape((h, w))
+            # comp0, comp1, comp2, comp3 = avg[:, :, 0], avg[:, :, 1], avg[:, :, 2], avg[
+            #                                                                        :, :,
+            #                                                                        3]
+            # O = np.zeros((MXL, MYL))
+            # for i in range(MXL):
+            #     for j in range(MYL):
+            #         mat2 = np.array(
+            #             [[comp0[i, j], comp1[i, j]], [comp2[i, j], comp3[i, j]]])
+            #         w, v = np.linalg.eigh(mat2)
+            #         principal = v[:, np.argmax(w)]
+            #         O[i, j] = np.degrees(np.arctan2(principal[1], principal[0]))
+            O[O < -90] += 180
+            O[O > 90] -= 180
+            MosaicFinal = np.rot90(O, k=-1)
+            ref = loadmat(op.join(
+                "/local_mount/space/megaera/1/users/kchai/psoct/process_data/StitchingFiji",
+                f"{modalstr}_slice{1:03d}.mat"))['MosaicFinal']
+            np.testing.assert_array_almost_equal(ref, MosaicFinal)
+
+            return MosaicFinal
+            #
+            # # save orientation mosaic
+
+            #
+            # # masking orientation
+            # RetSliceTiff = os.path.join(outdir,
+            #                             f"Retardance_slice{sliceid_out:03d}.tiff")
+            # AipSliceTiff = os.path.join(outdir, f"AIP_slice{sliceid_out:03d}.tiff")
+            # data1 = imageio.imread(RetSliceTiff)
+            # data2 = imageio.imread(AipSliceTiff)
+            # data4 = wiener(data2, (5, 5))
+            #
+            # O_norm = (O + 90) / 180
+            #
+            # # Orientation1
+            # I1 = exposure.rescale_intensity(data1.astype(np.float64),
+            #                                 in_range='image') / (1 - 0.4)
+            # I1 = np.clip(I1, 0, 1)
+            # I1[data4 <= 20] = 0
+            # map3D = np.ones((*O_norm.shape, 3))
+            # map3D[..., 0] = O_norm
+            # map3D[..., 2] = I1
+            # maprgb = hsv2rgb(map3D)
+            # imageio.imwrite(
+            #     os.path.join(outdir, f"{modalstr}1_slice{sliceid_out:03d}.tiff"),
+            #     (maprgb * 255).astype(np.uint8))
+            #
+            # # Orientation2
+            # I2 = (-exposure.rescale_intensity(data2.astype(np.float64),
+            #                                   in_range='image') + 1 - 0.2) / (
+            #                  (1 - 0.2) * 0.5)
+            # I2 = np.clip(I2, 0, 1)
+            # I2[data4 <= 20] = 0
+            # map3D2 = np.ones((*O_norm.shape, 3))
+            # map3D2[..., 0] = O_norm
+            # map3D2[..., 2] = I2
+            # maprgb2 = hsv2rgb(map3D2)
+            # imageio.imwrite(
+            #     os.path.join(outdir, f"{modalstr}2_slice{sliceid_out:03d}.tiff"),
+            #     (maprgb2 * 255).astype(np.uint8))
+            #
+            # # Orientation3
+            # map3D3 = np.ones((*O_norm.shape, 3))
+            # map3D3[..., 0] = O_norm
+            # maprgb3 = hsv2rgb(map3D3)
+            # imageio.imwrite(
+            #     os.path.join(outdir, f"{modalstr}3_slice{sliceid_out:03d}.tiff"),
+            #     (maprgb3 * 255).astype(np.uint8))
+
         else:
-            Z = M[..., 0] / Ma
-            Z = da.rot90(Z, -1)
-            Z = da.where(da.isnan(Z), 0, Z)
-            mosaics[int(sl_out)] = Z
+            avg = np.squeeze(avg)
+            MosaicFinal = np.rot90(avg, k=-1)
+            MosaicFinal = np.nan_to_num(MosaicFinal)
+
+            # if savetiff:
+            #     print("Saving .tiff mosaic...")
+            nonlocal GrayRange
+            if isinstance(GrayRange,np.ndarray):
+                GrayRange =tuple(GrayRange[:])
+            normed = exposure.rescale_intensity(MosaicFinal,
+                                                in_range=GrayRange if GrayRange is not None else 'image')
+            imageio.imwrite(
+                op.join("/local_mount/space/megaera/1/users/kchai/psoct", f"{modalstr}_slice{1:03d}.tiff"),
+                (normed * 255).astype(np.uint8))
+            # print("Saving .mat mosaic...")
+            # savemat(os.path.join(outdir, f"{modalstr}_slice{sliceid_out:03d}.mat"),
+            #         {'MosaicFinal': MosaicFinal})
+            ref = loadmat(op.join(
+                "/local_mount/space/megaera/1/users/kchai/psoct/process_data/StitchingFiji",
+                f"{modalstr}_slice{1:03d}.mat"))['MosaicFinal']
+            diff = np.abs(ref-MosaicFinal).compute()
+            i,j = np.where(diff==np.max(diff))
+            i,j = ref.shape[-1]-j-1, i
+            print(i,j)
+            np.testing.assert_array_almost_equal(ref, MosaicFinal,decimal=4)
+            return MosaicFinal
+
+    slices = [build_slice(s) for s in range(num_slices)]
+    arr = da.stack(slices,axis=-1)
+    chunk, shard = compute_zarr_layout(arr.shape, arr.dtype, zarr_config)
+    wconfig = default_write_config(zarr_config.out, arr.shape, dtype=np.float32,
+                                   chunk=chunk, shard=shard)
+    wconfig["create"] = True
+    wconfig["delete_existing"] = True
+
+    tswriter = ts.open(wconfig).result()
+    arr.store(tswriter)
 
-    return mosaics
+    return None
 
 
-def get_volname(base: str, num: int, modality: str) -> str:
+def get_rgb_4d(ori, value_range):
     """
-    Replace placeholders in the base filename.
+    Convert an orientation volume (in degrees) into an RGB 4D volume via HSV mapping.
+    value_range: [min_angle, max_angle] (e.g. [-90, 90])
+    """
+    r1, r2 = value_range
+    ori = ori.astype(np.float64)
+
+    # wrap values as in MATLAB version
+    ori = np.where(ori > r2, ori - 180, ori)
+    ori = np.where(ori < r1, ori + 180, ori)
+
+    # normalize to [0,1] for hue
+    hue = (ori - r1) / (r2 - r1)
+
+    nx, ny, nz = ori.shape
+    hsv = np.ones((nx, ny, nz, 3), dtype=np.float64)
+    hsv[..., 0] = hue  # H
+    hsv[..., 1] = 1.0  # S
+    hsv[..., 2] = 1.0  # V
+
+    rgb = hsv_to_rgb(hsv)
+    rgb = (rgb * 255).astype(np.uint8)
+    return rgb
+
+def get_volname(base_file_name: str, num: int, modality: str) -> str:
+    """
+    Generate a volume name by replacing placeholders in the base file name.
+
+    This function provides flexibility for atypical processing where input file
+    naming deviates from the standard. It replaces '%tileID' with a zero-padded
+    three-digit number and '%modality' with the specified modality.
+
+    Args:
+        base_file_name (str): The template file name containing placeholders.
+        num (int): The tile ID number to insert (zero-padded to three digits).
+        modality (str): The modality string to insert.
+
+    Returns:
+        str: The formatted volume name with placeholders replaced.
     """
-    vol = base.replace('%tileID', f"{num:03d}")
-    vol = vol.replace('%modality', modality)
-    return vol
+    vol_name = base_file_name
+    vol_name = vol_name.replace("%tileID", f"{num:03d}")
+    vol_name = vol_name.replace("%modality", modality)
+    return vol_name
\ No newline at end of file
diff --git a/linc_convert/modalities/psoct/mosaic3d.py b/linc_convert/modalities/psoct/mosaic3d.py
index 0a807766..53a08bc4 100644
--- a/linc_convert/modalities/psoct/mosaic3d.py
+++ b/linc_convert/modalities/psoct/mosaic3d.py
@@ -75,9 +75,9 @@ def mosaic3d_telesto(
     xv = np.linspace(0, 1, int(rx))
     yv = np.linspace(0, 1, int(ry))
     x = np.ones(size_row)
-    x[:rx], x[-rx:] = xv, xv
+    x[:rx], x[-rx:] = xv, xv[::-1]
     y = np.ones(size_column)
-    y[:ry], y[-ry:] = yv, yv
+    y[:ry], y[-ry:] = yv, yv[::-1]
     Ramp2D = da.from_array(np.outer(x, y)[:, :], chunks=(size_row, size_column))
     Ramp3D = Ramp2D[...,None]
 
@@ -116,8 +116,8 @@ def build_slice(s: int) -> da.Array:
 
             else:
                 mat_path = op.join(base_dir, FileNameFormat[0,0]%tile_id)
-                arr = sio.loadmat(mat_path, squeeze_me=True)[next(mat_vars(mat_path))]
-                arr = da.from_array(arr, chunks='auto')
+                # arr = sio.loadmat(mat_path, squeeze_me=True)[next(mat_vars(mat_path))]
+                # arr = da.from_array(arr, chunks='auto')
                 name, shape, dtype = None, None, None
                 for name, shape, dtype in sio.whosmat(mat_path):
                     if not name.startswith("__"):
@@ -139,37 +139,30 @@ def build_slice(s: int) -> da.Array:
 
             arr = arr[xp:, yp:, :]
 
-            if modality == "mus":
-                if ftype == 'mat':
-                    arr = arr[:, :, :MZL]
-                elif ftype == 'nifti':
-                    # shape (H, W, N)
-                    I = 10.0 ** (arr / 10.0)
-
-                    # compute, for each k=0..MZL-1, the sum I[:, :, k+1:]
-                    # via a reverse cumulative-sum trick:
-                    # reverse along the 3rd axis  → shape (H,W,N)
-                    I_rev = I[:, :, ::-1]
-                    # cumulative sum in reversed order → (H,W,N)
-                    cumsum_rev = np.cumsum(I_rev,
-                                           axis=2)
-                    # drop the very first (no “next” beyond the last) → (H,W,N-1)
-                    sum_excl_rev = cumsum_rev[:, :,:-1]
-                    # flip back to original order → (H,W,N-1)
-                    sum_excl = sum_excl_rev[:, :, ::-1]
-
-                    # Now sum_excl[..., k] == sum of I[..., k+1:] exactly as in MATLAB’s sum(I(:,:,z+1:end),3)
-                    sum_excl = sum_excl[:, :, :MZL]  # keep only the first MZL sums → (H,W,MZL)
-
-                    # divide elementwise and apply the constant factors
-                    arr = I[:, :, :MZL] / sum_excl / (2.0 * 0.0025)
-
-                else:
-                    raise Exception("unknown file type")
-            elif modality == "dBI":
-                arr = arr[:,:,:MZL]
+            if modality == "mus" and ftype == 'nifti':
+                # shape (H, W, N)
+                I = 10.0 ** (arr / 10.0)
+
+                # compute, for each k=0..MZL-1, the sum I[:, :, k+1:]
+                # via a reverse cumulative-sum trick:
+                # reverse along the 3rd axis  → shape (H,W,N)
+                I_rev = I[:, :, ::-1]
+                # cumulative sum in reversed order → (H,W,N)
+                cumsum_rev = np.cumsum(I_rev,
+                                       axis=2)
+                # drop the very first (no “next” beyond the last) → (H,W,N-1)
+                sum_excl_rev = cumsum_rev[:, :,:-1]
+                # flip back to original order → (H,W,N-1)
+                sum_excl = sum_excl_rev[:, :, ::-1]
+
+                # Now sum_excl[..., k] == sum of I[..., k+1:] exactly as in MATLAB’s sum(I(:,:,z+1:end),3)
+                sum_excl = sum_excl[:, :, :MZL]  # keep only the first MZL sums → (H,W,MZL)
+
+                # divide elementwise and apply the constant factors
+                arr = I[:, :, :MZL] / sum_excl / (2.0 * 0.0025)
+
             else:
-                raise Exception("unknown modality")
+                arr = arr[:,:,:MZL]
             M_acc[row_range, column_range, :] += arr * Ramp3D
             W_acc[row_range, column_range] += Ramp2D
 

From 581166c9bc83028bcacac39a511130d30adb0286 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Wed, 23 Apr 2025 17:40:33 -0400
Subject: [PATCH 021/157] wip: psoct

---
 linc_convert/modalities/psoct/mosaic2d.py | 21 +++++++++++++--------
 1 file changed, 13 insertions(+), 8 deletions(-)

diff --git a/linc_convert/modalities/psoct/mosaic2d.py b/linc_convert/modalities/psoct/mosaic2d.py
index ba165dcd..c6ae2bf6 100644
--- a/linc_convert/modalities/psoct/mosaic2d.py
+++ b/linc_convert/modalities/psoct/mosaic2d.py
@@ -210,7 +210,7 @@ def build_slice(s: int) -> da.Array:
             if lower_mod == 'orientation':
                 rad = np.deg2rad(arr)
                 c, s = np.cos(rad), np.sin(rad)
-                SLO_OC = np.stack([c * c, c * s, c * s, c * c], axis=-1)
+                SLO_OC = np.stack([c * c, c * s, c * s, s*s], axis=-1)
                 # add weighted outer products
                 M[row_slice, col_slice] += SLO_OC * RampOrig[...,None]
                 Ma[row_slice, col_slice] += RampOrig
@@ -232,6 +232,11 @@ def build_slice(s: int) -> da.Array:
         avg = M / Ma[:, :, None]
 
         if lower_mod == 'orientation':
+            avg = np.array(avg)
+            ref = loadmat(op.join(
+                "/local_mount/space/megaera/1/users/kchai/psoct/process_data/StitchingFiji",
+                f"{modalstr}_slice{1:03d}.raw.mat"))['M']
+            np.testing.assert_array_almost_equal(ref, avg)
             print("Starting orientation angles eigen decomp...")
             h, w = M.shape[:2]
             a_x = avg.reshape((h * w, 2, 2))
@@ -254,12 +259,11 @@ def build_slice(s: int) -> da.Array:
             O[O < -90] += 180
             O[O > 90] -= 180
             MosaicFinal = np.rot90(O, k=-1)
-            ref = loadmat(op.join(
-                "/local_mount/space/megaera/1/users/kchai/psoct/process_data/StitchingFiji",
-                f"{modalstr}_slice{1:03d}.mat"))['MosaicFinal']
-            np.testing.assert_array_almost_equal(ref, MosaicFinal)
+            # ref = loadmat(op.join(
+            #     "/local_mount/space/megaera/1/users/kchai/psoct/process_data/StitchingFiji",
+            #     f"{modalstr}_slice{1:03d}.mat"))['MosaicFinal']
+            # np.testing.assert_array_almost_equal(ref, MosaicFinal)
 
-            return MosaicFinal
             #
             # # save orientation mosaic
 
@@ -278,14 +282,15 @@ def build_slice(s: int) -> da.Array:
             # I1 = exposure.rescale_intensity(data1.astype(np.float64),
             #                                 in_range='image') / (1 - 0.4)
             # I1 = np.clip(I1, 0, 1)
-            # I1[data4 <= 20] = 0
             # map3D = np.ones((*O_norm.shape, 3))
             # map3D[..., 0] = O_norm
             # map3D[..., 2] = I1
             # maprgb = hsv2rgb(map3D)
             # imageio.imwrite(
-            #     os.path.join(outdir, f"{modalstr}1_slice{sliceid_out:03d}.tiff"),
+            #     op.join("/local_mount/space/megaera/1/users/kchai/psoct", f"{modalstr}1_slice{1:03d}.tiff"),
             #     (maprgb * 255).astype(np.uint8))
+
+            return MosaicFinal
             #
             # # Orientation2
             # I2 = (-exposure.rescale_intensity(data2.astype(np.float64),

From 8ce8336c0faab99708bb2d08c4e84246be145634 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 24 Apr 2025 15:03:12 -0400
Subject: [PATCH 022/157] wip: oct data conversion, optimization

---
 linc_convert/modalities/psoct/mosaic2d.py | 540 ++++++++++------------
 1 file changed, 248 insertions(+), 292 deletions(-)

diff --git a/linc_convert/modalities/psoct/mosaic2d.py b/linc_convert/modalities/psoct/mosaic2d.py
index c6ae2bf6..7ed41ba7 100644
--- a/linc_convert/modalities/psoct/mosaic2d.py
+++ b/linc_convert/modalities/psoct/mosaic2d.py
@@ -1,16 +1,16 @@
-import os.path as op
 import logging
+import os.path as op
 from colorsys import hsv_to_rgb
+from typing import Optional
 
 import cyclopts
+import dask
+import dask.array as da
 import imageio
+import nibabel as nib
 import numpy as np
 import scipy.io as sio
-import nibabel as nib
-import dask
-import dask.array as da
 import tensorstore as ts
-from scipy.io import loadmat
 from skimage.exposure import exposure
 
 from linc_convert.modalities.psoct.cli import psoct
@@ -27,12 +27,11 @@
 
 @mosaic2d.default
 def mosaic2d_telesto(
-        # inp:str,
         parameter_file: str,
         *,
-
         modality: str,
         method: str = None,
+        tiff_output_dir: str = None,
         zarr_config: ZarrConfig = None,
 ) -> None:
     """
@@ -44,316 +43,273 @@ def mosaic2d_telesto(
         Paths
 
     """
+    logger.info(f"--Modality is {modality}--")
+
     # Load .mat containing Parameters, Scan, and Mosaic2D
-    params = sio.loadmat(parameter_file, squeeze_me=True)
-    Parameters = struct_arr_to_dict(params['Parameters'])
-    Scan = struct_arr_to_dict(params['Scan'])
-    Mosaic2D = struct_arr_to_dict(params['Mosaic2D'])
+    raw = sio.loadmat(parameter_file, squeeze_me=True)
+    params = struct_arr_to_dict(raw['Parameters'])
+    scan_params = struct_arr_to_dict(raw['Scan'])
+    mosaic_params = struct_arr_to_dict(raw['Mosaic2D'])
+
+    slice_indices = atleast_2d_trailing(mosaic_params['sliceidx'])
+    exp_params, is_fiji = find_experiment_params(mosaic_params['Exp'])
+    input_dirs = np.atleast_1d(mosaic_params['indir'])
+    file_format_template = mosaic_params['file_format']
+    filetype = mosaic_params['InFileType'].lower()
+    transpose_needed = bool(params['transpose'])
+
+    clip_x, clip_y = int(params['XPixClip']), int(params['YPixClip'])
+    if scan_params['System'].lower() == 'octopus':
+        clip_x, clip_y = clip_y, clip_x
 
-    use_method = method is not None
-    logger.info(f"--Modality is {modality}--")
+    # Mosaic geometry
+    tile_size = int(exp_params['NbPix'])
+    tile_width, tile_height = tile_size - clip_x, tile_size - clip_y
+    if method:
+        x_coords, y_coords = get_tile_coordinates(exp_params[method]['X_Mean'],
+                                                  exp_params[method]['Y_Mean'])
+    else:
+        x_coords, y_coords = get_tile_coordinates(exp_params['X_Mean'],
+                                                  exp_params['Y_Mean'])
+    total_width = int(np.nanmax(x_coords) + tile_width)
+    total_height = int(np.nanmax(y_coords) + tile_height)
+    total_depth = 4 if modality.lower() == 'orientation' else 1
+    ramp = _compute_blending_ramp(tile_width, tile_height, x_coords, y_coords)
+
+    gray_range, save_tiff = _get_gray_range(params, modality)
+    if not save_tiff:
+        tiff_output_dir = None
+
+    modality_str = _select_modality_string(raw, modality)
+
+    map_indicies = exp_params['MapIndex_Tot_offset'] + exp_params['First_Tile'] - 1
+    num_slices = slice_indices.shape[1]
+    slices = [
+        build_slice(s, slice_indices, scan_params, exp_params, file_format_template,
+                    filetype, gray_range, input_dirs,
+                    map_indicies, modality, modality_str, ramp, tile_height,
+                    tile_width, total_width, total_height, total_depth,
+                    x_coords, y_coords, clip_x, clip_y, transpose_needed,
+                    tiff_output_dir) for s in range(num_slices)]
+    arr = da.stack(slices,axis=-1)
+    chunk, shard = compute_zarr_layout(arr.shape, arr.dtype, zarr_config)
+    wconfig = default_write_config(zarr_config.out, arr.shape, dtype=np.float32,
+                                   chunk=chunk, shard=shard)
+    wconfig["create"] = True
+    wconfig["delete_existing"] = True
 
-    sliceidx = atleast_2d_trailing(Mosaic2D['sliceidx'])
+    tswriter = ts.open(wconfig).result()
+    arr.store(tswriter)
 
-    Exp, is_fiji = find_experiment_params(Mosaic2D['Exp'])
+    return None
 
-    if use_method:
-        Exp['X_Mean'] = Exp[method]['X_Mean']
-        Exp['Y_Mean'] = Exp[method]['Y_Mean']
 
-    indir = np.atleast_1d(Mosaic2D['indir'])
+def build_slice(slice_idx, slice_indices, scan_params, exp_params, file_format_template,
+                filetype, gray_range, input_dirs, map_indicies, modality, modality_str,
+                ramp, tile_height, tile_width, total_width, total_height, total_depth,
+                x_coords, y_coords, clip_x, clip_y, transpose_needed, tiff_output_dir):
+    lower_mod = modality.lower()
+    slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_idx]
+    input_dir = input_dirs[int(slice_idx_run) - 1]
+    file_path_template = op.join(input_dir, file_format_template)
+    canvas = da.zeros((total_width, total_height, total_depth), dtype=np.float32,
+                      chunks='auto')
+    weight = da.zeros((total_width, total_height), dtype=np.float32, chunks='auto')
+    for (index_row, index_column), tile_idx in np.ndenumerate(map_indicies):
+        if tile_idx <= 0 or np.isnan(x_coords[index_row, index_column]) or np.isnan(
+                y_coords[index_row, index_column]):
+            continue
+        r0 = int(x_coords[index_row, index_column])
+        c0 = int(y_coords[index_row, index_column])
+        row_slice = slice(r0, r0 + tile_width)
+        col_slice = slice(c0, c0 + tile_height)
+        tile_id = (slice_idx_in - 1) * int(exp_params['TilesPerSlice']) + tile_idx
+
+        if filetype == 'mat':
+            arr = load_tile_mat(get_volname(file_path_template, tile_id, modality_str))
+        elif filetype == 'nifti':
+            if modality == "mus":
+                arr = load_tile_nifti(
+                    get_volname(file_path_template, tile_id, "cropped"))
+            else:
+                arr = load_tile_nifti(
+                    get_volname(file_path_template, tile_id, modality_str))
+        else:
+            raise ValueError(f"Unsupported file type: {filetype}")
+
+        if scan_params['System'].lower() == 'octopus':
+            arr = np.swapaxes(arr, 0, 1)
+        if transpose_needed:
+            arr = np.swapaxes(arr, 0, 1)
+        arr = arr[clip_x:, clip_y:]
 
-    file_format = Mosaic2D['file_format']
-    filetype = Mosaic2D['InFileType'].lower()
-    transpose_flag = bool(Parameters['transpose'])
+        if modality == "mus" and filetype == 'nifti':
+            # TODO: is this necessary in Mosaic2D?
+            # as total_depth will be 1 and we will crop 1 depth
+            arr = process_mus_nifti(arr, total_depth)
 
-    if Scan['System'] == 'Octopus':
-        xp, yp = Parameters['YPixClip'], Parameters['XPixClip']
+        if lower_mod == 'orientation':
+            rad = np.deg2rad(arr)
+            c, s = np.cos(rad), np.sin(rad)
+            arr = np.stack([c * c, c * s, c * s, s * s], axis=-1)
+
+        if arr.ndim == 2:
+            canvas[row_slice, col_slice] += (arr * ramp)[..., None]
+        else:
+            canvas[row_slice, col_slice] += arr * ramp[..., None]
+        weight[row_slice, col_slice] += ramp
+
+    canvas /= weight[:, :, None]
+
+    if lower_mod == 'orientation':
+        print("Starting orientation angles eigen decomp...")
+        h, w = canvas.shape[:2]
+        a_x = canvas.reshape((h * w, 2, 2))
+        eigvals, eigvecs = np.linalg.eigh(a_x)
+        x = eigvecs[:, 0, 1]
+        y = eigvecs[:, 1, 1]
+        canvas = np.arctan2(y, x) / np.pi * 180
+        canvas = canvas.reshape((h, w))
+        canvas[canvas < -90] += 180
+        canvas[canvas > 90] -= 180
+        canvas = np.rot90(canvas, k=-1)
     else:
-        xp, yp = Parameters['XPixClip'], Parameters['YPixClip']
-    xp, yp = int(xp), int(yp)
+        canvas = np.squeeze(canvas)
+        canvas = np.nan_to_num(canvas)
+        canvas = np.rot90(canvas, k=-1)
+        if tiff_output_dir:
+            logging.info("Save .tiff mosaic")
+            normed = exposure.rescale_intensity(
+                canvas,
+                in_range=gray_range if gray_range is not None else 'image')
+            imageio.imwrite(
+                op.join(tiff_output_dir, f"{modality}_slice{1:03d}.tiff"),
+                (normed * 255).astype(np.uint8))
 
-    # Mosaic geometry
-    nb_pix = int(Exp['NbPix'])
-    size_row, size_column = nb_pix - xp, nb_pix - yp
-    # need to copy here
-    X, Y = Exp['X_Mean'], Exp['Y_Mean']
-    X -= np.nanmin(X)
-    Y -= np.nanmin(Y)
-    MXL = int(np.nanmax(X) + size_row)
-    MYL = int(np.nanmax(Y) + size_column)
-    MZL = 4 if modality =='Orientation' else 1
-
-    # Precompute blending ramps
-    dx = np.nanmedian(np.diff(X, axis=0))
-    dy = np.nanmedian(np.diff(Y, axis=1))
-    rx, ry = size_row - round(dx), size_column - round(dy)
+        # ref = loadmat(op.join(
+        #     "/local_mount/space/megaera/1/users/kchai/psoct/process_data/StitchingFiji",
+        #     f"{modality}_slice{1:03d}.mat"))['MosaicFinal']
+        # diff = np.abs(ref-canvas).compute()
+        # i,j = np.where(diff==np.max(diff))
+        # i,j = ref.shape[-1]-j-1, i
+        # print(i,j)
+        # np.testing.assert_array_almost_equal(ref, canvas,decimal=6)
+
+    return canvas
+
+
+def process_mus_nifti(arr, total_depth):
+    I = 10.0 ** (arr / 10.0)
+    I_rev = I[:, :, ::-1]
+    # cumulative sum in reversed order → (H,W,N)
+    cumsum_rev = np.cumsum(I_rev, axis=2)
+    # drop the very first (no “next” beyond the last) → (H,W,N-1)
+    sum_excl_rev = cumsum_rev[:, :, :-1]
+    # flip back to original order → (H,W,N-1)
+    sum_excl = sum_excl_rev[:, :, ::-1]
+    # Now sum_excl[..., k] == sum of I[..., k+1:] exactly as in MATLAB’s sum(I(:,:,z+1:end),3)
+    sum_excl = sum_excl[:, :,
+               :total_depth]  # keep only the first MZL sums → (H,W,MZL)
+    # divide elementwise and apply the constant factors
+    I = I[:, :, :total_depth] / sum_excl / (2.0 * 0.0025)
+    arr = np.squeeze(np.mean(I, axis=2))
+    return arr
+
+
+def load_tile_nifti(path):
+    header = nib.load(path)
+    shape = header.shape
+    dtype = header.get_data_dtype()
+    delayed_arr = dask.delayed(header.get_fdata)()
+    arr = da.from_delayed(delayed_arr,
+                          shape=shape,
+                          dtype=dtype)
+    return arr
+
+
+def load_tile_mat(mat_path):
+    name, shape, dtype = None, None, None
+    for name, shape, dtype in sio.whosmat(mat_path):
+        if not name.startswith("__"):
+            break
+    if not name:
+        raise ValueError("Variable not found")
+    delayed_arr = dask.delayed(load_mat)(mat_path, name)
+    arr = da.from_delayed(delayed_arr,
+                          shape=shape,
+                          dtype=dtype)
+    return arr
+
+
+def _compute_blending_ramp(
+        tile_width: int,
+        tile_height: int,
+        x_coords: np.ndarray,
+        y_coords: np.ndarray,
+) -> da.Array:
+    """
+    Create a 2D blending weight map for overlapping tiles.
+    """
+    dx = np.nanmedian(np.diff(x_coords, axis=0))
+    dy = np.nanmedian(np.diff(y_coords, axis=1))
+    rx, ry = tile_width - round(dx), tile_height - round(dy)
     xv = np.linspace(0, 1, int(rx))
     yv = np.linspace(0, 1, int(ry))
-    x = np.ones(size_row)
+    x = np.ones(tile_width)
     x[:rx], x[-rx:] = xv, xv[::-1]
-    y = np.ones(size_column)
+    y = np.ones(tile_height)
     y[:ry], y[-ry:] = yv, yv[::-1]
-    RampOrig = da.from_array(np.outer(x, y)[:, :], chunks=(size_row, size_column))
+    ramp = da.from_array(np.outer(x, y)[:, :], chunks=(tile_width, tile_height))
+    return ramp
+
+
+def get_tile_coordinates(x_mean, y_mean):
+    x_mean -= np.nanmin(x_mean)
+    y_mean -= np.nanmin(y_mean)
+    return x_mean, y_mean
+
 
-    GrayRange = None
-    savetiff = True
-    noscale = False
+def _get_gray_range(
+        params_dict: dict[str, any], modality: str
+) -> tuple[Optional[tuple | str], bool]:
+    """
+    Determine gray-level range for a modality; return (range, save_tiff_flag).
+    """
     key_map = {
         'aip': 'AipGrayRange',
         'mip': 'MipGrayRange',
         'retardance': 'RetGrayRange',
         'mus': 'musGrayRange',
-        'surf': 'surfGrayRange'
+        'surf': 'surfGrayRange',
     }
-    lower_mod = modality.lower()
-    if lower_mod in key_map:
-        GrayRange = Parameters.get(key_map[lower_mod])
-        if GrayRange is None:
-            noscale = True
+    low = modality.lower()
+    if low in key_map:
+        gray_range = params_dict.get(key_map[low])
     else:
-        dyn_key = f"{modality}GrayRange"
-        GrayRange = Parameters.get(dyn_key)
-        if GrayRange is None:
-            noscale = True
-    if noscale:
-        savetiff = False
+        gray_range = params_dict.get(f"{modality}GrayRange")
+    if gray_range is None:
         logger.warning(
-            f"{modality} grayscale range not found. Only MAT file will be saved.")
-
-    # ----- Modality string when inconsistency in file names -----
-    modality_base = params['Enface']['inputstr'].item()  # assumed list of strings
-    # find entry containing first 3 letters of modality
-    modality_str = next((s for s in modality_base if lower_mod[:3] in s.lower()),
-                        None)
-    if modality_str is None:
-        modality_str = modality[:3]
-        logger.warning(f"{modality} not in Enface.inputstr. Mosaic2D might fail.")
-
-    # using float32 sample
-    sample_dtype = np.float32
-
-    MapIndex = Exp['MapIndex_Tot_offset'] + Exp['First_Tile'] - 1
-    num_slices = sliceidx.shape[1]
-    mosaics = {}
-
-    def build_slice(s: int) -> da.Array:
-        sl_in, sl_out, sl_run = sliceidx[:, s]
-        indir_curr = indir[int(sl_run) - 1]
-        base = op.join(indir_curr, file_format)
-
-        M = da.zeros((MXL, MYL, MZL), dtype=np.float32, chunks='auto')
-        Ma = da.zeros((MXL, MYL), dtype=np.float32, chunks='auto')
-
-
-        for (jj, ii), idx in np.ndenumerate(MapIndex):
-            if idx <= 0 or np.isnan(X[jj, ii]):
-                continue
-            r0 = int(X[jj, ii])
-            c0 = int(Y[jj, ii])
-            row_slice = slice(r0, r0 + size_row)
-            col_slice = slice(c0, c0 + size_column)
-            tile_id = (sl_in - 1) * int(Exp['TilesPerSlice']) + idx
-            if filetype == 'nifti':
-                if modality == "mus":
-                    path = get_volname(base, tile_id, "cropped")
-                else:
-                    path = get_volname(base, tile_id, modality_str)
-                header = nib.load(path)
-                shape = header.shape
-                dtype = header.get_data_dtype()
-                delayed_arr = dask.delayed(header.get_fdata)()
-
-            elif filetype == 'mat':
-                mat_path = get_volname(base, tile_id, modality_str)
-                name, shape, dtype = None, None, None
-                for name, shape, dtype in sio.whosmat(mat_path):
-                    if not name.startswith("__"):
-                        break
-                if not name:
-                    raise ValueError("Variable not found")
-                delayed_arr = dask.delayed(load_mat)(mat_path, name)
-            arr = da.from_delayed(delayed_arr,
-                                  shape=shape,
-                                  dtype=dtype)
-            if Scan['System'].lower() == 'octopus':
-                arr = np.swapaxes(arr, 0,1)
-            if transpose_flag:
-                arr = np.swapaxes(arr, 0,1)
-            arr = arr[xp:,yp:]
-            if modality == "mus" and filetype == 'nifti':
-                # shape (H, W, N)
-                I = 10.0 ** (arr / 10.0)
-
-                # compute, for each k=0..MZL-1, the sum I[:, :, k+1:]
-                # via a reverse cumulative-sum trick:
-                # reverse along the 3rd axis  → shape (H,W,N)
-                I_rev = I[:, :, ::-1]
-                # cumulative sum in reversed order → (H,W,N)
-                cumsum_rev = np.cumsum(I_rev,
-                                       axis=2)
-                # drop the very first (no “next” beyond the last) → (H,W,N-1)
-                sum_excl_rev = cumsum_rev[:, :, :-1]
-                # flip back to original order → (H,W,N-1)
-                sum_excl = sum_excl_rev[:, :, ::-1]
-
-                # Now sum_excl[..., k] == sum of I[..., k+1:] exactly as in MATLAB’s sum(I(:,:,z+1:end),3)
-                sum_excl = sum_excl[:, :,
-                           :MZL]  # keep only the first MZL sums → (H,W,MZL)
-
-                # divide elementwise and apply the constant factors
-                I = I[:, :, :MZL] / sum_excl / (2.0 * 0.0025)
-                arr = np.squeeze(np.mean(I, axis=2))
-
-
-            # blend
-            if lower_mod == 'orientation':
-                rad = np.deg2rad(arr)
-                c, s = np.cos(rad), np.sin(rad)
-                SLO_OC = np.stack([c * c, c * s, c * s, s*s], axis=-1)
-                # add weighted outer products
-                M[row_slice, col_slice] += SLO_OC * RampOrig[...,None]
-                Ma[row_slice, col_slice] += RampOrig
-            else:
-                if arr.ndim ==2:
-                    M[row_slice, col_slice] += (arr* RampOrig)[..., None]
-                else:
-                    M[row_slice, col_slice] += arr * RampOrig
-                Ma[row_slice, col_slice] += RampOrig
-
-        modalstr_map = {
-            'mip': 'MIP',
-            'aip': 'AIP',
-            'retardance': 'Retardance',
-            'orientation': 'Orientation',
-            'mus': 'mus'
-        }
-        modalstr = modalstr_map.get(lower_mod, modality)
-        avg = M / Ma[:, :, None]
+            f"{modality} grayscale range not found. TIFF output disabled."
+        )
+        return None, False
+    if isinstance(gray_range, np.ndarray):
+        gray_range = tuple(gray_range[:2])
+    return gray_range, True
 
-        if lower_mod == 'orientation':
-            avg = np.array(avg)
-            ref = loadmat(op.join(
-                "/local_mount/space/megaera/1/users/kchai/psoct/process_data/StitchingFiji",
-                f"{modalstr}_slice{1:03d}.raw.mat"))['M']
-            np.testing.assert_array_almost_equal(ref, avg)
-            print("Starting orientation angles eigen decomp...")
-            h, w = M.shape[:2]
-            a_x = avg.reshape((h * w, 2, 2))
-            eigvals, eigvecs  = np.linalg.eigh(a_x)
-            x = eigvecs[:, 0, 1]
-            y = eigvecs[:, 1, 1]
-            O = np.arctan2(y, x) / np.pi * 180
-            O = O.reshape((h, w))
-            # comp0, comp1, comp2, comp3 = avg[:, :, 0], avg[:, :, 1], avg[:, :, 2], avg[
-            #                                                                        :, :,
-            #                                                                        3]
-            # O = np.zeros((MXL, MYL))
-            # for i in range(MXL):
-            #     for j in range(MYL):
-            #         mat2 = np.array(
-            #             [[comp0[i, j], comp1[i, j]], [comp2[i, j], comp3[i, j]]])
-            #         w, v = np.linalg.eigh(mat2)
-            #         principal = v[:, np.argmax(w)]
-            #         O[i, j] = np.degrees(np.arctan2(principal[1], principal[0]))
-            O[O < -90] += 180
-            O[O > 90] -= 180
-            MosaicFinal = np.rot90(O, k=-1)
-            # ref = loadmat(op.join(
-            #     "/local_mount/space/megaera/1/users/kchai/psoct/process_data/StitchingFiji",
-            #     f"{modalstr}_slice{1:03d}.mat"))['MosaicFinal']
-            # np.testing.assert_array_almost_equal(ref, MosaicFinal)
-
-            #
-            # # save orientation mosaic
-
-            #
-            # # masking orientation
-            # RetSliceTiff = os.path.join(outdir,
-            #                             f"Retardance_slice{sliceid_out:03d}.tiff")
-            # AipSliceTiff = os.path.join(outdir, f"AIP_slice{sliceid_out:03d}.tiff")
-            # data1 = imageio.imread(RetSliceTiff)
-            # data2 = imageio.imread(AipSliceTiff)
-            # data4 = wiener(data2, (5, 5))
-            #
-            # O_norm = (O + 90) / 180
-            #
-            # # Orientation1
-            # I1 = exposure.rescale_intensity(data1.astype(np.float64),
-            #                                 in_range='image') / (1 - 0.4)
-            # I1 = np.clip(I1, 0, 1)
-            # map3D = np.ones((*O_norm.shape, 3))
-            # map3D[..., 0] = O_norm
-            # map3D[..., 2] = I1
-            # maprgb = hsv2rgb(map3D)
-            # imageio.imwrite(
-            #     op.join("/local_mount/space/megaera/1/users/kchai/psoct", f"{modalstr}1_slice{1:03d}.tiff"),
-            #     (maprgb * 255).astype(np.uint8))
-
-            return MosaicFinal
-            #
-            # # Orientation2
-            # I2 = (-exposure.rescale_intensity(data2.astype(np.float64),
-            #                                   in_range='image') + 1 - 0.2) / (
-            #                  (1 - 0.2) * 0.5)
-            # I2 = np.clip(I2, 0, 1)
-            # I2[data4 <= 20] = 0
-            # map3D2 = np.ones((*O_norm.shape, 3))
-            # map3D2[..., 0] = O_norm
-            # map3D2[..., 2] = I2
-            # maprgb2 = hsv2rgb(map3D2)
-            # imageio.imwrite(
-            #     os.path.join(outdir, f"{modalstr}2_slice{sliceid_out:03d}.tiff"),
-            #     (maprgb2 * 255).astype(np.uint8))
-            #
-            # # Orientation3
-            # map3D3 = np.ones((*O_norm.shape, 3))
-            # map3D3[..., 0] = O_norm
-            # maprgb3 = hsv2rgb(map3D3)
-            # imageio.imwrite(
-            #     os.path.join(outdir, f"{modalstr}3_slice{sliceid_out:03d}.tiff"),
-            #     (maprgb3 * 255).astype(np.uint8))
 
-        else:
-            avg = np.squeeze(avg)
-            MosaicFinal = np.rot90(avg, k=-1)
-            MosaicFinal = np.nan_to_num(MosaicFinal)
-
-            # if savetiff:
-            #     print("Saving .tiff mosaic...")
-            nonlocal GrayRange
-            if isinstance(GrayRange,np.ndarray):
-                GrayRange =tuple(GrayRange[:])
-            normed = exposure.rescale_intensity(MosaicFinal,
-                                                in_range=GrayRange if GrayRange is not None else 'image')
-            imageio.imwrite(
-                op.join("/local_mount/space/megaera/1/users/kchai/psoct", f"{modalstr}_slice{1:03d}.tiff"),
-                (normed * 255).astype(np.uint8))
-            # print("Saving .mat mosaic...")
-            # savemat(os.path.join(outdir, f"{modalstr}_slice{sliceid_out:03d}.mat"),
-            #         {'MosaicFinal': MosaicFinal})
-            ref = loadmat(op.join(
-                "/local_mount/space/megaera/1/users/kchai/psoct/process_data/StitchingFiji",
-                f"{modalstr}_slice{1:03d}.mat"))['MosaicFinal']
-            diff = np.abs(ref-MosaicFinal).compute()
-            i,j = np.where(diff==np.max(diff))
-            i,j = ref.shape[-1]-j-1, i
-            print(i,j)
-            np.testing.assert_array_almost_equal(ref, MosaicFinal,decimal=4)
-            return MosaicFinal
-
-    slices = [build_slice(s) for s in range(num_slices)]
-    arr = da.stack(slices,axis=-1)
-    chunk, shard = compute_zarr_layout(arr.shape, arr.dtype, zarr_config)
-    wconfig = default_write_config(zarr_config.out, arr.shape, dtype=np.float32,
-                                   chunk=chunk, shard=shard)
-    wconfig["create"] = True
-    wconfig["delete_existing"] = True
-
-    tswriter = ts.open(wconfig).result()
-    arr.store(tswriter)
-
-    return None
+def _select_modality_string(raw_mat: dict[str, any], modality: str) -> str:
+    """
+    Choose the filename token matching the modality from Enface.inputstr.
+    """
+    candidates = list(raw_mat['Enface']['inputstr'].item())
+    low3 = modality[:3].lower()
+    for token in candidates:
+        if low3 in token.lower():
+            return token
+    logger.warning(
+        f"Modality '{modality}' not found in inputstr; using first 3 letters."
+    )
+    return modality[:3]
 
 
 def get_rgb_4d(ori, value_range):

From 3c94fe6242d74dcfdabb7cd4aef693d9ab62bb5a Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 24 Apr 2025 16:37:31 -0400
Subject: [PATCH 023/157] wip: oct data conversion, optimization

---
 linc_convert/modalities/psoct/mosaic2d.py | 216 +++++-----
 linc_convert/modalities/psoct/mosaic3d.py | 459 +++++++++-------------
 2 files changed, 290 insertions(+), 385 deletions(-)

diff --git a/linc_convert/modalities/psoct/mosaic2d.py b/linc_convert/modalities/psoct/mosaic2d.py
index 7ed41ba7..532ce170 100644
--- a/linc_convert/modalities/psoct/mosaic2d.py
+++ b/linc_convert/modalities/psoct/mosaic2d.py
@@ -1,7 +1,7 @@
 import logging
 import os.path as op
 from colorsys import hsv_to_rgb
-from typing import Optional
+from typing import Optional, Tuple, Dict
 
 import cyclopts
 import dask
@@ -46,76 +46,80 @@ def mosaic2d_telesto(
     logger.info(f"--Modality is {modality}--")
 
     # Load .mat containing Parameters, Scan, and Mosaic2D
-    raw = sio.loadmat(parameter_file, squeeze_me=True)
-    params = struct_arr_to_dict(raw['Parameters'])
-    scan_params = struct_arr_to_dict(raw['Scan'])
-    mosaic_params = struct_arr_to_dict(raw['Mosaic2D'])
-
-    slice_indices = atleast_2d_trailing(mosaic_params['sliceidx'])
-    exp_params, is_fiji = find_experiment_params(mosaic_params['Exp'])
-    input_dirs = np.atleast_1d(mosaic_params['indir'])
-    file_format_template = mosaic_params['file_format']
-    filetype = mosaic_params['InFileType'].lower()
+    raw_mat = sio.loadmat(parameter_file, squeeze_me=True)
+    params = struct_arr_to_dict(raw_mat['Parameters'])
+    scan_info = struct_arr_to_dict(raw_mat['Scan'])
+    mosaic_info = struct_arr_to_dict(raw_mat['Mosaic2D'])
+    exp_params, is_fiji = find_experiment_params(mosaic_info['Exp'])
+
+    slice_indices = atleast_2d_trailing(mosaic_info['sliceidx'])
+    input_dirs = np.atleast_1d(mosaic_info['indir'])
+    file_format_template = mosaic_info['file_format']
+    file_type = mosaic_info['InFileType'].lower()
     transpose_needed = bool(params['transpose'])
 
     clip_x, clip_y = int(params['XPixClip']), int(params['YPixClip'])
-    if scan_params['System'].lower() == 'octopus':
+    if scan_info['System'].lower() == 'octopus':
         clip_x, clip_y = clip_y, clip_x
 
-    # Mosaic geometry
     tile_size = int(exp_params['NbPix'])
     tile_width, tile_height = tile_size - clip_x, tile_size - clip_y
-    if method:
-        x_coords, y_coords = get_tile_coordinates(exp_params[method]['X_Mean'],
-                                                  exp_params[method]['Y_Mean'])
-    else:
-        x_coords, y_coords = get_tile_coordinates(exp_params['X_Mean'],
-                                                  exp_params['Y_Mean'])
-    total_width = int(np.nanmax(x_coords) + tile_width)
-    total_height = int(np.nanmax(y_coords) + tile_height)
-    total_depth = 4 if modality.lower() == 'orientation' else 1
-    ramp = _compute_blending_ramp(tile_width, tile_height, x_coords, y_coords)
+    x_coords, y_coords = _normalize_tile_coords(
+        exp_params[method]['X_Mean'] if method else exp_params['X_Mean'],
+        exp_params[method]['Y_Mean'] if method else exp_params['Y_Mean'],
+    )
+    full_width = int(np.nanmax(x_coords) + tile_width)
+    full_height = int(np.nanmax(y_coords) + tile_height)
+    depth = 4 if modality.lower() == 'orientation' else 1
+    blend_ramp = _compute_blending_ramp(tile_width, tile_height, x_coords, y_coords)
 
     gray_range, save_tiff = _get_gray_range(params, modality)
     if not save_tiff:
         tiff_output_dir = None
 
-    modality_str = _select_modality_string(raw, modality)
+    modality_token = _select_modality_token(raw_mat, modality)
+    map_indices = exp_params['MapIndex_Tot_offset'] + exp_params['First_Tile'] - 1
 
-    map_indicies = exp_params['MapIndex_Tot_offset'] + exp_params['First_Tile'] - 1
     num_slices = slice_indices.shape[1]
     slices = [
-        build_slice(s, slice_indices, scan_params, exp_params, file_format_template,
-                    filetype, gray_range, input_dirs,
-                    map_indicies, modality, modality_str, ramp, tile_height,
-                    tile_width, total_width, total_height, total_depth,
-                    x_coords, y_coords, clip_x, clip_y, transpose_needed,
-                    tiff_output_dir) for s in range(num_slices)]
+        build_slice(s, slice_indices=slice_indices, scan_info=scan_info,
+                    exp_params=exp_params, input_dirs=input_dirs,
+                    file_format_template=file_format_template, file_type=file_type,
+                    modality=modality, modality_token=modality_token,
+                    blend_ramp=blend_ramp, map_indices=map_indices,
+                    tile_width=tile_width, tile_height=tile_height,
+                    full_width=full_width, full_height=full_height, depth=depth,
+                    x_coords=x_coords, y_coords=y_coords, clip_x=clip_x, clip_y=clip_y,
+                    transpose_needed=transpose_needed, tiff_output_dir=tiff_output_dir,
+                    gray_range=gray_range) for s in
+        range(num_slices)]
     arr = da.stack(slices,axis=-1)
+
     chunk, shard = compute_zarr_layout(arr.shape, arr.dtype, zarr_config)
-    wconfig = default_write_config(zarr_config.out, arr.shape, dtype=np.float32,
+    write_cfg = default_write_config(zarr_config.out, arr.shape, dtype=np.float32,
                                    chunk=chunk, shard=shard)
-    wconfig["create"] = True
-    wconfig["delete_existing"] = True
+    write_cfg["create"] = True
+    write_cfg["delete_existing"] = True
 
-    tswriter = ts.open(wconfig).result()
+    tswriter = ts.open(write_cfg).result()
     arr.store(tswriter)
 
     return None
 
 
-def build_slice(slice_idx, slice_indices, scan_params, exp_params, file_format_template,
-                filetype, gray_range, input_dirs, map_indicies, modality, modality_str,
-                ramp, tile_height, tile_width, total_width, total_height, total_depth,
-                x_coords, y_coords, clip_x, clip_y, transpose_needed, tiff_output_dir):
+def build_slice(slice_idx, slice_indices, scan_info, exp_params, input_dirs,
+                file_format_template, file_type, modality, modality_token, blend_ramp,
+                map_indices, tile_width, tile_height, full_width, full_height, depth,
+                x_coords, y_coords, clip_x, clip_y, transpose_needed, tiff_output_dir,
+                gray_range):
     lower_mod = modality.lower()
     slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_idx]
     input_dir = input_dirs[int(slice_idx_run) - 1]
     file_path_template = op.join(input_dir, file_format_template)
-    canvas = da.zeros((total_width, total_height, total_depth), dtype=np.float32,
+    canvas = da.zeros((full_width, full_height, depth), dtype=np.float32,
                       chunks='auto')
-    weight = da.zeros((total_width, total_height), dtype=np.float32, chunks='auto')
-    for (index_row, index_column), tile_idx in np.ndenumerate(map_indicies):
+    weight = da.zeros((full_width, full_height), dtype=np.float32, chunks='auto')
+    for (index_row, index_column), tile_idx in np.ndenumerate(map_indices):
         if tile_idx <= 0 or np.isnan(x_coords[index_row, index_column]) or np.isnan(
                 y_coords[index_row, index_column]):
             continue
@@ -125,28 +129,29 @@ def build_slice(slice_idx, slice_indices, scan_params, exp_params, file_format_t
         col_slice = slice(c0, c0 + tile_height)
         tile_id = (slice_idx_in - 1) * int(exp_params['TilesPerSlice']) + tile_idx
 
-        if filetype == 'mat':
-            arr = load_tile_mat(get_volname(file_path_template, tile_id, modality_str))
-        elif filetype == 'nifti':
+        if file_type == 'mat':
+            arr = _load_mat_tile(
+                get_volname(file_path_template, tile_id, modality_token))
+        elif file_type == 'nifti':
             if modality == "mus":
-                arr = load_tile_nifti(
+                arr = _load_nifti_tile(
                     get_volname(file_path_template, tile_id, "cropped"))
             else:
-                arr = load_tile_nifti(
-                    get_volname(file_path_template, tile_id, modality_str))
+                arr = _load_nifti_tile(
+                    get_volname(file_path_template, tile_id, modality_token))
         else:
-            raise ValueError(f"Unsupported file type: {filetype}")
+            raise ValueError(f"Unsupported file type: {file_type}")
 
-        if scan_params['System'].lower() == 'octopus':
+        if scan_info['System'].lower() == 'octopus':
             arr = np.swapaxes(arr, 0, 1)
         if transpose_needed:
             arr = np.swapaxes(arr, 0, 1)
         arr = arr[clip_x:, clip_y:]
 
-        if modality == "mus" and filetype == 'nifti':
+        if modality == "mus" and file_type == 'nifti':
             # TODO: is this necessary in Mosaic2D?
             # as total_depth will be 1 and we will crop 1 depth
-            arr = process_mus_nifti(arr, total_depth)
+            arr = process_mus_nifti(arr, depth)
 
         if lower_mod == 'orientation':
             rad = np.deg2rad(arr)
@@ -154,10 +159,10 @@ def build_slice(slice_idx, slice_indices, scan_params, exp_params, file_format_t
             arr = np.stack([c * c, c * s, c * s, s * s], axis=-1)
 
         if arr.ndim == 2:
-            canvas[row_slice, col_slice] += (arr * ramp)[..., None]
+            canvas[row_slice, col_slice] += (arr * blend_ramp)[..., None]
         else:
-            canvas[row_slice, col_slice] += arr * ramp[..., None]
-        weight[row_slice, col_slice] += ramp
+            canvas[row_slice, col_slice] += arr * blend_ramp[..., None]
+        weight[row_slice, col_slice] += blend_ramp
 
     canvas /= weight[:, :, None]
 
@@ -198,47 +203,18 @@ def build_slice(slice_idx, slice_indices, scan_params, exp_params, file_format_t
     return canvas
 
 
-def process_mus_nifti(arr, total_depth):
-    I = 10.0 ** (arr / 10.0)
-    I_rev = I[:, :, ::-1]
-    # cumulative sum in reversed order → (H,W,N)
-    cumsum_rev = np.cumsum(I_rev, axis=2)
-    # drop the very first (no “next” beyond the last) → (H,W,N-1)
-    sum_excl_rev = cumsum_rev[:, :, :-1]
-    # flip back to original order → (H,W,N-1)
-    sum_excl = sum_excl_rev[:, :, ::-1]
-    # Now sum_excl[..., k] == sum of I[..., k+1:] exactly as in MATLAB’s sum(I(:,:,z+1:end),3)
-    sum_excl = sum_excl[:, :,
-               :total_depth]  # keep only the first MZL sums → (H,W,MZL)
-    # divide elementwise and apply the constant factors
-    I = I[:, :, :total_depth] / sum_excl / (2.0 * 0.0025)
-    arr = np.squeeze(np.mean(I, axis=2))
-    return arr
-
-
-def load_tile_nifti(path):
-    header = nib.load(path)
-    shape = header.shape
-    dtype = header.get_data_dtype()
-    delayed_arr = dask.delayed(header.get_fdata)()
-    arr = da.from_delayed(delayed_arr,
-                          shape=shape,
-                          dtype=dtype)
-    return arr
+def _load_nifti_tile(path: str) -> da.Array:
+    img = nib.load(path)
+    delayed = dask.delayed(img.get_fdata)()
+    return da.from_delayed(delayed, shape=img.shape, dtype=img.get_data_dtype())
 
 
-def load_tile_mat(mat_path):
-    name, shape, dtype = None, None, None
-    for name, shape, dtype in sio.whosmat(mat_path):
-        if not name.startswith("__"):
-            break
-    if not name:
-        raise ValueError("Variable not found")
-    delayed_arr = dask.delayed(load_mat)(mat_path, name)
-    arr = da.from_delayed(delayed_arr,
-                          shape=shape,
-                          dtype=dtype)
-    return arr
+def _load_mat_tile(path: str) -> da.Array:
+    var_name, shape, dtype = next(
+        (n, s, dt) for n, s, dt in sio.whosmat(path) if not n.startswith("__")
+    )
+    delayed = dask.delayed(load_mat)(path, var_name)
+    return da.from_delayed(delayed, shape=shape, dtype=dtype)
 
 
 def _compute_blending_ramp(
@@ -253,25 +229,25 @@ def _compute_blending_ramp(
     dx = np.nanmedian(np.diff(x_coords, axis=0))
     dy = np.nanmedian(np.diff(y_coords, axis=1))
     rx, ry = tile_width - round(dx), tile_height - round(dy)
-    xv = np.linspace(0, 1, int(rx))
-    yv = np.linspace(0, 1, int(ry))
-    x = np.ones(tile_width)
-    x[:rx], x[-rx:] = xv, xv[::-1]
-    y = np.ones(tile_height)
-    y[:ry], y[-ry:] = yv, yv[::-1]
-    ramp = da.from_array(np.outer(x, y)[:, :], chunks=(tile_width, tile_height))
+    xv = np.linspace(0, 1, rx)
+    yv = np.linspace(0, 1, ry)
+    wx = np.ones(tile_width)
+    wy = np.ones(tile_height)
+    wx[:rx], wx[-rx:] = xv, xv[::-1]
+    wy[:ry], wy[-ry:] = yv, yv[::-1]
+    ramp = da.from_array(np.outer(wx, wy)[:, :], chunks=(tile_width, tile_height))
     return ramp
 
 
-def get_tile_coordinates(x_mean, y_mean):
-    x_mean -= np.nanmin(x_mean)
-    y_mean -= np.nanmin(y_mean)
-    return x_mean, y_mean
+def _normalize_tile_coords(x_arr: np.ndarray, y_arr: np.ndarray) -> Tuple[
+    np.ndarray, np.ndarray]:
+    x0, y0 = np.nanmin(x_arr), np.nanmin(y_arr)
+    return x_arr - x0, y_arr - y0
 
 
 def _get_gray_range(
-        params_dict: dict[str, any], modality: str
-) -> tuple[Optional[tuple | str], bool]:
+        params_dict: Dict[str, any], modality: str
+) -> Tuple[Optional[tuple | str], bool]:
     """
     Determine gray-level range for a modality; return (range, save_tiff_flag).
     """
@@ -297,14 +273,14 @@ def _get_gray_range(
     return gray_range, True
 
 
-def _select_modality_string(raw_mat: dict[str, any], modality: str) -> str:
+def _select_modality_token(raw_mat: dict[str, any], modality: str) -> str:
     """
     Choose the filename token matching the modality from Enface.inputstr.
     """
     candidates = list(raw_mat['Enface']['inputstr'].item())
-    low3 = modality[:3].lower()
+    prefix = modality[:3].lower()
     for token in candidates:
-        if low3 in token.lower():
+        if prefix in token.lower():
             return token
     logger.warning(
         f"Modality '{modality}' not found in inputstr; using first 3 letters."
@@ -356,4 +332,22 @@ def get_volname(base_file_name: str, num: int, modality: str) -> str:
     vol_name = base_file_name
     vol_name = vol_name.replace("%tileID", f"{num:03d}")
     vol_name = vol_name.replace("%modality", modality)
-    return vol_name
\ No newline at end of file
+    return vol_name
+
+
+def process_mus_nifti(arr, total_depth):
+    I = 10.0 ** (arr / 10.0)
+    I_rev = I[:, :, ::-1]
+    # cumulative sum in reversed order → (H,W,N)
+    cumsum_rev = np.cumsum(I_rev, axis=2)
+    # drop the very first (no “next” beyond the last) → (H,W,N-1)
+    sum_excl_rev = cumsum_rev[:, :, :-1]
+    # flip back to original order → (H,W,N-1)
+    sum_excl = sum_excl_rev[:, :, ::-1]
+    # Now sum_excl[..., k] == sum of I[..., k+1:] exactly as in MATLAB’s sum(I(:,:,z+1:end),3)
+    sum_excl = sum_excl[:, :,
+               :total_depth]  # keep only the first MZL sums → (H,W,MZL)
+    # divide elementwise and apply the constant factors
+    I = I[:, :, :total_depth] / sum_excl / (2.0 * 0.0025)
+    arr = np.squeeze(np.mean(I, axis=2))
+    return arr
diff --git a/linc_convert/modalities/psoct/mosaic3d.py b/linc_convert/modalities/psoct/mosaic3d.py
index 53a08bc4..7f97a744 100644
--- a/linc_convert/modalities/psoct/mosaic3d.py
+++ b/linc_convert/modalities/psoct/mosaic3d.py
@@ -10,8 +10,10 @@
 import tensorstore as ts
 
 from linc_convert.modalities.psoct.cli import psoct
+from linc_convert.modalities.psoct.mosaic2d import _normalize_tile_coords, \
+    _compute_blending_ramp, process_mus_nifti, _load_mat_tile, _load_nifti_tile
 from linc_convert.modalities.psoct.utils._utils import struct_arr_to_dict, \
-    find_experiment_params, mat_vars, atleast_2d_trailing, load_mat
+    find_experiment_params, atleast_2d_trailing, load_mat
 from linc_convert.modalities.psoct.utils._zarr import default_write_config
 from linc_convert.utils.zarr.create_array import compute_zarr_layout
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
@@ -23,266 +25,56 @@
 
 @mosaic3d.default
 def mosaic3d_telesto(
-        # inp: str,
         parameter_file: str,
         *,
-        # parameter_file: str,
         downsample: bool = False,
         use_gpu: bool = False,
         zarr_config: ZarrConfig = None,
 ) -> None:
 
     # Load parameters
-    params = sio.loadmat(parameter_file, squeeze_me=True)
-    Parameters, Scan, Mosaic3D = params['Parameters'], params['Scan'], params[
-        'Mosaic3D']
-    Parameters = struct_arr_to_dict(Parameters)
-    Scan = struct_arr_to_dict(Scan)
-    Mosaic3D = struct_arr_to_dict(Mosaic3D)
+    raw_mat = sio.loadmat(parameter_file, squeeze_me=True)
+    params = struct_arr_to_dict(raw_mat['Parameters'])
+    scan_info = struct_arr_to_dict(raw_mat['Scan'])
+    mosaic_info = struct_arr_to_dict(raw_mat['Mosaic3D'])
     # Load Experiment parameters
-    Exp, is_fiji = find_experiment_params(Mosaic3D['Exp'])
+    exp_params, is_fiji = find_experiment_params(mosaic_info['Exp'])
 
     # load variables from parameters
-    modality = Mosaic3D['modality']
-    sliceidx = atleast_2d_trailing(Mosaic3D['sliceidx'])
-    FileNameFormat = atleast_2d_trailing(Scan['FileNameFormat'])
-
-    indir = np.atleast_1d(Mosaic3D['indir'])
-    ftype = Mosaic3D['InFileType'].lower()
-
-    # Clipping parameters
-    if Scan['System'] == 'Octopus':
-        xp, yp = Parameters['YPixClip'], Parameters['XPixClip']
-    else:
-        xp, yp = Parameters['XPixClip'], Parameters['YPixClip']
-    xp, yp = int(xp), int(yp)
-    flipZ = bool(Mosaic3D.get('invert_Z', True))
-
-    # Mosaic geometry
-    nb_pix = int(Exp['NbPix'])
-    size_row, size_column = nb_pix - xp, nb_pix - yp
-    X, Y = Exp['X_Mean'], Exp['Y_Mean']
-    X -= np.nanmin(X)
-    Y -= np.nanmin(Y)
-    MXL = int(np.nanmax(X) + size_row)
-    MYL = int(np.nanmax(Y) + size_column)
-    MZL = int(Mosaic3D['MZL'])
-
-    # Precompute blending ramps
-    dx = np.nanmedian(np.diff(X, axis=0))
-    dy = np.nanmedian(np.diff(Y, axis=1))
-    rx, ry = size_row - round(dx), size_column - round(dy)
-    xv = np.linspace(0, 1, int(rx))
-    yv = np.linspace(0, 1, int(ry))
-    x = np.ones(size_row)
-    x[:rx], x[-rx:] = xv, xv[::-1]
-    y = np.ones(size_column)
-    y[:ry], y[-ry:] = yv, yv[::-1]
-    Ramp2D = da.from_array(np.outer(x, y)[:, :], chunks=(size_row, size_column))
-    Ramp3D = Ramp2D[...,None]
-
+    modality = mosaic_info['modality']
+    slice_indices = atleast_2d_trailing(mosaic_info['sliceidx'])
+    input_dirs = np.atleast_1d(mosaic_info['indir'])
+    file_format_template = atleast_2d_trailing(scan_info['FileNameFormat'])
+    file_type = mosaic_info['InFileType'].lower()
+
+    clip_x, clip_y = int(params['XPixClip']), int(params['YPixClip'])
+    if scan_info['System'].lower() == 'octopus':
+        clip_x, clip_y = clip_y, clip_x
+    flip_z = bool(mosaic_info.get('invert_Z', True))
+
+    tile_size = int(exp_params['NbPix'])
+    tile_width, tile_height = tile_size - clip_x, tile_size - clip_y
+    x_coords, y_coords = _normalize_tile_coords(exp_params['X_Mean'], exp_params['Y_Mean'],
+    )
+    full_width = int(np.nanmax(x_coords) + tile_width)
+    full_height = int(np.nanmax(y_coords) + tile_height)
+    depth = int(mosaic_info['MZL'])
+
+    blend_ramp = _compute_blending_ramp(tile_width, tile_height, x_coords, y_coords)
+    
     # Map indices
-    MapIdx = Exp['MapIndex_Tot_offset'] + Exp['First_Tile'] - 1
-    n_slices = sliceidx.shape[1]
-
-    def build_slice(s: int) -> da.Array:
-        sl_in, sl_out, run = sliceidx[:, s]
-        base_dir = indir[run - 1]
-        M_acc = da.zeros((MXL, MYL,MZL), chunks=(MXL, MYL, MZL), dtype=np.float32)
-        W_acc = da.zeros((MXL, MYL), chunks=(MXL, MYL), dtype=np.float32)
-        if is_fiji:
-            pass
-            # following line is commented out in original code
-            # MapIndex = Exp['MapIndex_Tot'][:,:, sl_out]
-
-        for (jj, ii), idx in np.ndenumerate(MapIdx):
-            if idx <= 0 or np.isnan(X[jj, ii]):
-                continue
-            r0, c0 = int(X[jj, ii]), int(Y[jj, ii])
-            row_range = slice(r0, r0 + size_row)
-            column_range = slice(c0, c0 + size_column)
-            tile_id = (sl_in - 1) * int(Exp['TilesPerSlice']) + idx
-
-            # Load data lazily
-            if ftype == 'nifti':
-                if tile_id>120:
-                    # do not know why, from matlab code
-                    tile_id -= 1
-                path = op.join(base_dir, f"test_processed_{tile_id:03d}_cropped.nii")
-                header = nib.load(path)
-                shape = header.shape
-                dtype = header.get_data_dtype()
-                delayed_arr = dask.delayed(header.get_fdata)()
-
-            else:
-                mat_path = op.join(base_dir, FileNameFormat[0,0]%tile_id)
-                # arr = sio.loadmat(mat_path, squeeze_me=True)[next(mat_vars(mat_path))]
-                # arr = da.from_array(arr, chunks='auto')
-                name, shape, dtype = None, None, None
-                for name, shape, dtype in sio.whosmat(mat_path):
-                    if not name.startswith("__"):
-                        break
-                if not name:
-                    raise ValueError("Variable not found")
-
-                delayed_arr = dask.delayed(load_mat)(mat_path, name)
-
-            arr = da.from_delayed(delayed_arr,
-                                  shape=shape,
-                                  dtype=dtype)
-
-            arr = arr.astype(np.float32)
-            if Scan['System'] == 'Octopus':
-                arr = arr.transpose((1, 0, 2))
-            if flipZ:
-                arr = arr[:, :, ::-1]
-
-            arr = arr[xp:, yp:, :]
-
-            if modality == "mus" and ftype == 'nifti':
-                # shape (H, W, N)
-                I = 10.0 ** (arr / 10.0)
-
-                # compute, for each k=0..MZL-1, the sum I[:, :, k+1:]
-                # via a reverse cumulative-sum trick:
-                # reverse along the 3rd axis  → shape (H,W,N)
-                I_rev = I[:, :, ::-1]
-                # cumulative sum in reversed order → (H,W,N)
-                cumsum_rev = np.cumsum(I_rev,
-                                       axis=2)
-                # drop the very first (no “next” beyond the last) → (H,W,N-1)
-                sum_excl_rev = cumsum_rev[:, :,:-1]
-                # flip back to original order → (H,W,N-1)
-                sum_excl = sum_excl_rev[:, :, ::-1]
-
-                # Now sum_excl[..., k] == sum of I[..., k+1:] exactly as in MATLAB’s sum(I(:,:,z+1:end),3)
-                sum_excl = sum_excl[:, :, :MZL]  # keep only the first MZL sums → (H,W,MZL)
-
-                # divide elementwise and apply the constant factors
-                arr = I[:, :, :MZL] / sum_excl / (2.0 * 0.0025)
-
-            else:
-                arr = arr[:,:,:MZL]
-            M_acc[row_range, column_range, :] += arr * Ramp3D
-            W_acc[row_range, column_range] += Ramp2D
-
-            # arr = arr.astype(np.float32)[None, row_range, column_range]
-            # Blend into accumulators
-            # M_acc = da.overlap.overlap(M_acc, {0: 0, 1: 0,
-            #                                    2: 0})  # no-op but ensures dask consistency
-            # M_acc = M_acc.map_blocks(
-            #     lambda block, patch=arr, ramp=Ramp3D: block + patch * ramp,
-            #     dtype=np.float32)
-            # W_acc = W_acc.map_blocks(
-            #     lambda block, ramp2=Ramp2D: block + ramp2[None, :, :],
-            #     dtype=np.float32)
-
-        # Normalize and replace NaNs
-        result = M_acc / W_acc[...,None]
-        result = da.nan_to_num(result)
-        return result
+    map_indices = exp_params['MapIndex_Tot_offset'] + exp_params['First_Tile'] - 1
+    num_slices = slice_indices.shape[1]
 
     # Build full volume graph
-    slices = [build_slice(s) for s in range(n_slices)]
+    slices = [build_slice(s,blend_ramp, clip_x, clip_y, full_width, full_height, depth,
+                         exp_params, file_format_template, file_type, flip_z,
+                         input_dirs, is_fiji, map_indices, modality,
+                         scan_info, slice_indices, tile_width, tile_height, x_coords,
+                         y_coords) for s in range(num_slices)]
 
-
-    def stitch_slices(slices):
-        z_off, z_sm, z_s = Mosaic3D["z_parameters"][:3]
-        # z_off: every slice is going to remove this much from beginning
-        z_off, z_sm, z_s = int(z_off), int(z_sm), int(z_s)
-        z_sms = z_sm + z_s
-        z_m = z_sm - z_s
-        # --- Load one slice to get block size and build tissue profile ---
-        Id0 = slices[0]
-
-        if modality.lower() == 'mus':
-            # (If you want the 'mus' branch, you'd need skimage.filters.threshold_multiotsu, etc.)
-            raise NotImplementedError("The 'mus' branch is not shown here.")
-        else:
-            # dBI: average a small tissue-only block
-            tissue0 = Id0[:200, :200, z_off:].mean(axis=(0, 1))
-
-        # only keep the next z_sms values, offset by zoff
-        tissue = tissue0[z_off: z_off + z_sms]
-
-        # --- compute blending weights ---
-        s = tissue[z_s] / tissue[:z_s]  # Top overlapping skirt
-        ms = tissue[z_s] / tissue[z_s: z_sms]  # non-overlap + bottom skirt
-
-        degree = 1  # both dBI and mus use degree=1
-        # w1 = s * np.linspace(0, 1, z_s) ** degree
-        # w2 = ms[z_m:] * np.linspace(1, 0, z_s) ** degree
-        # w3 = ms[:z_m]
-        #TODO: omit the normalizing weight here for now to avoid computation
-        w1 = np.linspace(0, 1, z_s) ** degree
-        w2 = np.linspace(1, 0, z_s) ** degree
-        w3 = np.ones(z_m)
-
-        row_pxblock, col_pxblock = Id0.shape[:2]
-        tot_z_pix = int(z_sm * n_slices)
-        Ma = dask.array.zeros((row_pxblock,
-                       col_pxblock,
-                       tot_z_pix),
-                      dtype=np.float32)
-        for i in range(n_slices):
-            si = int(sliceidx[0, i])  # incoming slice index
-            print(f'\tstitching slice {i + 1}/{n_slices} (MAT idx {si:03d})')
-            Id = slices[i]
-            nx, ny, _ = Id.shape
-
-            if s == 0:
-                # first slice: apply fresh data
-                # pattern = np.array([1, w3, w2])  # MATLAB’s [w1*0+1, w3, w2]
-                # W = np.broadcast_to(pattern[np.newaxis, np.newaxis, :],  # shape (1,1,3)
-                #                     (nx, ny, pattern.size))  # → (nx, ny, 3)
-
-                W = np.concatenate([np.ones_like(w1),w3,w2])
-                zr1 = np.arange(z_sms)  # 0 .. z_sms-1
-                zr2 = zr1 + z_off  # zoff .. zoff+z_sms-1
-
-            elif s == n_slices-1:
-                # last slice: add onto bottom-most z_sm planes
-                # pattern = np.array([w1, w3])  # MATLAB’s [w1, w3]
-                # W = np.broadcast_to(pattern[np.newaxis, np.newaxis, :],
-                #                     (nx, ny, pattern.size))  # → (nx, ny, 2)
-                W = np.concatenate([w1, w3, np.ones_like(w2)])
-                zr1 = np.arange(z_sm) + (tot_z_pix - z_sm)  # targets top of Ma’s z-axis
-                zr2 = np.arange(z_sm) + z_off  # picks from Id
-            else:
-                # middle slices: accumulate
-                # pattern = np.array([w1, w3, w2])  # MATLAB’s [w1, w3, w2]
-                # W = np.broadcast_to(pattern[np.newaxis, np.newaxis, :],
-                #                     (nx, ny, pattern.size))  # → (nx, ny, 3)
-                W = np.concatenate([w1, w3, w2])
-                zr1 = np.arange(z_sms) + (s - 1) * z_sm  # where to write in Ma
-                zr2 = np.arange(z_sms) + z_off  # where to read in Id
-            # if i == 0:
-            #     # first slice: only top skirt=1 + body + bottom skirt
-            #     vec = np.concatenate([np.ones(z_s), w3, w2])
-            #     W = np.tile(vec, (row_pxblock * col_pxblock, 1)) \
-            #         .reshape(row_pxblock, col_pxblock, z_sms)
-            #     z1 = np.arange(z_sms)
-            #     z2 = z1 + int(z_off)
-            # elif i == n_slices - 1:
-            #     # last slice: only top skirt + body
-            #     vec = np.concatenate([w1, w3])
-            #     W = np.tile(vec, (row_pxblock * col_pxblock, 1)) \
-            #         .reshape(row_pxblock, col_pxblock, z_sm)
-            #     z1 = np.arange(tot_z_pix - z_sm, tot_z_pix)
-            #     z2 = int(z_off) + np.arange(z_sm)
-            # else:
-            #     # middle slices: skirt/body/skirt
-            #     vec = np.concatenate([w1, w3, w2])
-            #     W = np.tile(vec, (row_pxblock * col_pxblock, 1)) \
-            #         .reshape(row_pxblock, col_pxblock, z_sms)
-            #     start_z = i * z_sm
-            #     z1 = np.arange(start_z, start_z + z_sms)
-            #     z2 = int(z_off) + np.arange(z_sms)
-
-            Ma[:, :, zr1] += Id[:, :, zr2] * W
-        return Ma
     if len(slices) > 1:
-        volume = stitch_slices(slices)
+        volume = stack_slices(modality, mosaic_info, slice_indices, slices)
     else:
         volume = slices[0]
 
@@ -293,38 +85,157 @@ def stitch_slices(slices):
     wconfig["delete_existing"] = True
 
     tswriter = ts.open(wconfig).result()
-    # spec = {
-    #     'driver': 'zarr',
-    #     'kvstore': {'driver': 'file', 'path': zarr_config.out},
-    #     'metadata': {
-    #         'dtype': np.float32,
-    #         'shape': volume.shape,
-    #         'chunks': chunk,
-    #     }
-    # }
-    # if shard:
-    #     spec['metadata']['shard'] = shard
-    #     volume = volume.rechunk(shard)
-    # else:
-    #     volume = volume.rechunk(chunk)
-    # store = ts.open(spec, create=True).result()
     volume.store(tswriter)
-    # ts.copy(volume, store).result()
-
-    # # Optional downsample
-    # if downsample:
-    #     factors = tuple(int(x) for x in Mosaic3D['sxyz'][:2]) + (1,)
-    #     down = do_downsample(volume, factors)
-    #     ds_path = out_zarr.replace('.zarr', '_ds.zarr')
-    #     ds_spec = {**spec, 'kvstore': {'driver':'file', 'path': ds_path},
-    #                'metadata': {'shape': list(down.shape), 'chunks': list(down.chunksize)}}
-    #     ds_store = ts.open(ds_spec, create=True).result()
-    #     ts.copy(down, ds_store).result()
-    #     print(f"Wrote {out_zarr} and {ds_path}")
-    # else:
-    #     print(f"Wrote {out_zarr}")
 
 
+def stack_slices(modality, mosaic_info, slice_indices, slices):
+    num_slices = len(slices)
+    z_off, z_sm, z_s = mosaic_info["z_parameters"][:3]
+    # z_off: every slice is going to remove this much from beginning
+    z_off, z_sm, z_s = int(z_off), int(z_sm), int(z_s)
+    z_sms = z_sm + z_s
+    z_m = z_sm - z_s
+    # --- Load one slice to get block size and build tissue profile ---
+    Id0 = slices[0]
+    if modality.lower() == 'mus':
+        # (If you want the 'mus' branch, you'd need skimage.filters.threshold_multiotsu, etc.)
+        raise NotImplementedError("The 'mus' branch is not shown here.")
+    else:
+        # dBI: average a small tissue-only block
+        tissue0 = Id0[:200, :200, z_off:].mean(axis=(0, 1))
+    # only keep the next z_sms values, offset by zoff
+    tissue = tissue0[z_off: z_off + z_sms]
+    # --- compute blending weights ---
+    s = tissue[z_s] / tissue[:z_s]  # Top overlapping skirt
+    ms = tissue[z_s] / tissue[z_s: z_sms]  # non-overlap + bottom skirt
+    degree = 1  # both dBI and mus use degree=1
+    # w1 = s * np.linspace(0, 1, z_s) ** degree
+    # w2 = ms[z_m:] * np.linspace(1, 0, z_s) ** degree
+    # w3 = ms[:z_m]
+    # TODO: omit the normalizing weight here for now to avoid computation
+    w1 = np.linspace(0, 1, z_s) ** degree
+    w2 = np.linspace(1, 0, z_s) ** degree
+    w3 = np.ones(z_m)
+    row_pxblock, col_pxblock = Id0.shape[:2]
+    tot_z_pix = int(z_sm * num_slices)
+    Ma = dask.array.zeros((row_pxblock,
+                           col_pxblock,
+                           tot_z_pix),
+                          dtype=np.float32)
+    for i in range(num_slices):
+        si = int(slice_indices[0, i])  # incoming slice index
+        print(f'\tstitching slice {i + 1}/{num_slices} (MAT idx {si:03d})')
+        Id = slices[i]
+        nx, ny, _ = Id.shape
+
+        if s == 0:
+            # first slice: apply fresh data
+            # pattern = np.array([1, w3, w2])  # MATLAB’s [w1*0+1, w3, w2]
+            # W = np.broadcast_to(pattern[np.newaxis, np.newaxis, :],  # shape (1,1,3)
+            #                     (nx, ny, pattern.size))  # → (nx, ny, 3)
+
+            W = np.concatenate([np.ones_like(w1), w3, w2])
+            zr1 = np.arange(z_sms)  # 0 .. z_sms-1
+            zr2 = zr1 + z_off  # zoff .. zoff+z_sms-1
+
+        elif s == num_slices - 1:
+            # last slice: add onto bottom-most z_sm planes
+            # pattern = np.array([w1, w3])  # MATLAB’s [w1, w3]
+            # W = np.broadcast_to(pattern[np.newaxis, np.newaxis, :],
+            #                     (nx, ny, pattern.size))  # → (nx, ny, 2)
+            W = np.concatenate([w1, w3, np.ones_like(w2)])
+            zr1 = np.arange(z_sm) + (tot_z_pix - z_sm)  # targets top of Ma’s z-axis
+            zr2 = np.arange(z_sm) + z_off  # picks from Id
+        else:
+            # middle slices: accumulate
+            # pattern = np.array([w1, w3, w2])  # MATLAB’s [w1, w3, w2]
+            # W = np.broadcast_to(pattern[np.newaxis, np.newaxis, :],
+            #                     (nx, ny, pattern.size))  # → (nx, ny, 3)
+            W = np.concatenate([w1, w3, w2])
+            zr1 = np.arange(z_sms) + (s - 1) * z_sm  # where to write in Ma
+            zr2 = np.arange(z_sms) + z_off  # where to read in Id
+        # if i == 0:
+        #     # first slice: only top skirt=1 + body + bottom skirt
+        #     vec = np.concatenate([np.ones(z_s), w3, w2])
+        #     W = np.tile(vec, (row_pxblock * col_pxblock, 1)) \
+        #         .reshape(row_pxblock, col_pxblock, z_sms)
+        #     z1 = np.arange(z_sms)
+        #     z2 = z1 + int(z_off)
+        # elif i == n_slices - 1:
+        #     # last slice: only top skirt + body
+        #     vec = np.concatenate([w1, w3])
+        #     W = np.tile(vec, (row_pxblock * col_pxblock, 1)) \
+        #         .reshape(row_pxblock, col_pxblock, z_sm)
+        #     z1 = np.arange(tot_z_pix - z_sm, tot_z_pix)
+        #     z2 = int(z_off) + np.arange(z_sm)
+        # else:
+        #     # middle slices: skirt/body/skirt
+        #     vec = np.concatenate([w1, w3, w2])
+        #     W = np.tile(vec, (row_pxblock * col_pxblock, 1)) \
+        #         .reshape(row_pxblock, col_pxblock, z_sms)
+        #     start_z = i * z_sm
+        #     z1 = np.arange(start_z, start_z + z_sms)
+        #     z2 = int(z_off) + np.arange(z_sms)
+
+        Ma[:, :, zr1] += Id[:, :, zr2] * W
+    return Ma
+
+
+def build_slice(slice_idx, blend_ramp, clip_x, clip_y, full_width, full_height, depth, exp_params,
+                file_format_template, file_type, flip_z, input_dirs, is_fiji,
+                map_indices, modality, scan_info, slice_indices, tile_width,
+                tile_height, x_coords, y_coords):
+    
+    slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_idx]
+    input_dir = input_dirs[slice_idx_run - 1]
+    canvas = da.zeros((full_width, full_height, depth),
+                     chunks=(full_width, full_height, depth), dtype=np.float32)
+    weight = da.zeros((full_width, full_height), chunks=(full_width, full_height),
+                     dtype=np.float32)
+    if is_fiji:
+        pass
+        # following line is commented out in original code
+        # MapIndex = Exp['MapIndex_Tot'][:,:, sl_out]
+
+    for (index_row, index_column), tile_idx in np.ndenumerate(map_indices):
+        if tile_idx <= 0 or np.isnan(x_coords[index_row, index_column]) or np.isnan(
+                y_coords[index_row, index_column]):
+            continue
+        r0, c0 = int(x_coords[index_row, index_column]), int(y_coords[index_row, index_column])
+        row_slice = slice(r0, r0 + tile_width)
+        col_slice = slice(c0, c0 + tile_height)
+        tile_id = (slice_idx_in - 1) * int(exp_params['TilesPerSlice']) + tile_idx
+
+        # Load data lazily
+        if file_type == 'mat':
+            arr = _load_mat_tile(
+                op.join(input_dir, file_format_template[0, 0] % tile_id))
+        elif file_type == 'nifti':
+            if tile_id > 120:
+                # do not know why, from matlab code
+                tile_id -= 1
+            arr = _load_nifti_tile(op.join(input_dir, f"test_processed_{tile_id:03d}_cropped.nii"))
+        else:
+            raise ValueError(f"Unsupported file type: {file_type}")
+
+        if scan_info['System'].lower() == 'octopus':
+            arr = np.swapaxes(arr, 0, 1)
+        if flip_z:
+            arr = arr[:, :, ::-1]
+
+        arr = arr[clip_x:, clip_y:, :]
+
+        if modality == "mus" and file_type == 'nifti':
+            arr = process_mus_nifti(arr, depth)
+        else:
+            arr = arr[:, :, :depth]
+        canvas[row_slice, col_slice, :] += arr * blend_ramp[..., None]
+        weight[row_slice, col_slice] += blend_ramp
+
+    result = canvas / weight[..., None]
+    result = da.nan_to_num(result)
+    return result
+
 
 def do_downsample(volume: da.Array, factors: tuple) -> da.Array:
     fx, fy, fz = factors

From b9d0a44c535bcf63ed5564bbd4b0eff2b55448be Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 24 Apr 2025 16:43:59 -0400
Subject: [PATCH 024/157] merge fix

---
 linc_convert/utils/zarr/generate_pyramid.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/zarr/generate_pyramid.py
index b5c82051..7bfd5584 100644
--- a/linc_convert/utils/zarr/generate_pyramid.py
+++ b/linc_convert/utils/zarr/generate_pyramid.py
@@ -114,7 +114,7 @@ def generate_pyramid(
                 windowed_shape[2 * no_pyramid_axis] = patch_shape[no_pyramid_axis]
                 windowed_shape[2 * no_pyramid_axis + 1] = 1
 
-            dat = dat.reshape(tuple(batch + windowed_shape))
+            dat = dat.reshape(tuple(batch_shape + windowed_shape))
             # -> last `ndim` dimensions have shape 2x2x2
             dat = dat.transpose(
                 list(range(len(batch_shape)))

From d2c00e8fb17e118380de23aa00baa346f081e13f Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 1 May 2025 13:55:42 -0400
Subject: [PATCH 025/157] feat: parallelization  for pyramid generation

---
 linc_convert/utils/zarr/generate_pyramid.py | 106 ++++++++++++++++++++
 1 file changed, 106 insertions(+)

diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/zarr/generate_pyramid.py
index 7bfd5584..b716c70d 100644
--- a/linc_convert/utils/zarr/generate_pyramid.py
+++ b/linc_convert/utils/zarr/generate_pyramid.py
@@ -3,6 +3,7 @@
 import math
 from typing import Literal, Optional
 
+import dask.array as da
 import numpy as np
 import tqdm
 import zarr
@@ -195,3 +196,108 @@ def get_zarray_options(base_level):
         opts_extra = {}
     opts.update(**opts_extra)
     return opts
+
+
+def generate_pyramid_new(
+    omz: zarr.Group,
+    levels: int = -1,
+    ndim: int = 3,
+    mode: Literal["mean", "median"] = "median",
+    no_pyramid_axis: Optional[int] = None,
+) -> list[list[int]]:
+    """
+    Generate the levels of a pyramid in an existing Zarr.
+
+    Parameters
+    ----------
+    omz : zarr.Group
+        Zarr group object
+    levels : int
+        Number of additional levels to generate.
+        By default, stop when all dimensions are smaller than their
+        corresponding chunk size.
+    ndim : int
+        Number of spatial dimensions.
+    mode : {"mean", "median"}
+        Whether to use a mean or median moving window.
+    no_pyramid_axis : int | None
+        Axis that should not be downsampled. If None, downsample
+        across all three dimensions.
+    Returns
+    -------
+    shapes : list[list[int]]
+        Shapes of all levels, from finest to coarsest, including the
+        existing top level.
+    """
+    # Read properties from base level
+    base_level = omz["0"]
+    base_shape = list(base_level.shape)
+    chunk_size = base_level.chunks
+    opts = get_zarray_options(base_level)
+
+    # Select windowing function
+    window_func = {"median": np.median, "mean": np.mean}[mode]
+
+    batch_shape, spatial_shape = base_shape[:-ndim], base_shape[-ndim:]
+    all_shapes = [spatial_shape]
+
+    # Compute default number of levels based on chunk size
+    if levels == -1:
+        levels = default_levels(spatial_shape, chunk_size[-ndim:], no_pyramid_axis)
+
+    for lvl in tqdm.tqdm(range(1, levels + 1)):
+        # Compute downsampled shape
+        prev_shape = spatial_shape
+        spatial_shape = next_level_shape(prev_shape, no_pyramid_axis)
+        all_shapes.append(spatial_shape)
+        logger.info("Compute level", lvl, "with shape", spatial_shape)
+
+        arr = omz.create_array(str(lvl), shape=batch_shape + spatial_shape, **opts)
+
+        dat = da.from_zarr(omz[str(lvl - 1)])
+        dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
+        dat = dat.rechunk(arr.chunks)
+        dat.store(arr)
+
+    return all_shapes
+
+
+def compute_next_level(arr, ndim, no_pyramid_axis, window_func):
+    batch_shape, prev_shape = arr.shape[:-ndim], arr.shape[-ndim:]
+    batch_shape = list(batch_shape)
+    crop = [
+        0 if i == 1 else i % 2 for i in prev_shape]
+    if no_pyramid_axis is not None:
+        crop[no_pyramid_axis] = 0
+    slcr = [slice(-1) if x else slice(None) for x in crop]
+    arr = arr[tuple([Ellipsis, *slcr])]
+    if 0 in arr.shape:
+        return
+    patch_shape = arr.shape[-ndim:]
+    # Reshape into patches of shape 2x2x2
+    windowed_shape = [
+        x for n in patch_shape for x in (max(n // 2, 1), min(n, 2))
+    ]
+    if no_pyramid_axis is not None:
+        windowed_shape[2 * no_pyramid_axis] = patch_shape[no_pyramid_axis]
+        windowed_shape[2 * no_pyramid_axis + 1] = 1
+    arr = arr.reshape(tuple(batch_shape + windowed_shape))
+    # -> last `ndim` dimensions have shape 2x2x2
+    arr = arr.transpose(
+        list(range(len(batch_shape)))
+        + list(range(len(batch_shape), len(batch_shape) + 2 * ndim, 2))
+        + list(range(len(batch_shape) + 1, len(batch_shape) + 2 * ndim, 2))
+    )
+    # -> flatten patches
+    smaller_shape = [max(n // 2, 1) for n in patch_shape]
+    if no_pyramid_axis is not None:
+        smaller_shape[no_pyramid_axis] = patch_shape[no_pyramid_axis]
+    arr = arr.reshape(tuple(batch_shape + smaller_shape + [-1]))
+    # Compute the median/mean of each patch
+    dtype = arr.dtype
+    arr = window_func(arr, axis=-1)
+    arr = arr.astype(dtype)
+    return arr
+
+
+

From 5589d909d814c509005d38c332f3a2f38b153d68 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 15 May 2025 17:01:15 -0400
Subject: [PATCH 026/157] wip: psoct

---
 linc_convert/modalities/psoct/mosaic2d.py | 71 +++++++++++-----
 linc_convert/modalities/psoct/mosaic3d.py | 98 ++++++++++++++++-------
 2 files changed, 118 insertions(+), 51 deletions(-)

diff --git a/linc_convert/modalities/psoct/mosaic2d.py b/linc_convert/modalities/psoct/mosaic2d.py
index 532ce170..adad8a83 100644
--- a/linc_convert/modalities/psoct/mosaic2d.py
+++ b/linc_convert/modalities/psoct/mosaic2d.py
@@ -31,6 +31,7 @@ def mosaic2d_telesto(
         *,
         modality: str,
         method: str = None,
+        tilted_illumination: bool = False,
         tiff_output_dir: str = None,
         zarr_config: ZarrConfig = None,
 ) -> None:
@@ -44,6 +45,7 @@ def mosaic2d_telesto(
 
     """
     logger.info(f"--Modality is {modality}--")
+    tilt_postfix = '_tilt' if tilted_illumination else ''
 
     # Load .mat containing Parameters, Scan, and Mosaic2D
     raw_mat = sio.loadmat(parameter_file, squeeze_me=True)
@@ -57,6 +59,7 @@ def mosaic2d_telesto(
     file_format_template = mosaic_info['file_format']
     file_type = mosaic_info['InFileType'].lower()
     transpose_needed = bool(params['transpose'])
+    no_tilted_illumination_scan = scan_info['TiltedIllumination'] != 'Yes'
 
     clip_x, clip_y = int(params['XPixClip']), int(params['YPixClip'])
     if scan_info['System'].lower() == 'octopus':
@@ -64,9 +67,11 @@ def mosaic2d_telesto(
 
     tile_size = int(exp_params['NbPix'])
     tile_width, tile_height = tile_size - clip_x, tile_size - clip_y
+    if tilted_illumination:
+        tile_width = int(exp_params['NbPix' + tilt_postfix]) - clip_x
     x_coords, y_coords = _normalize_tile_coords(
-        exp_params[method]['X_Mean'] if method else exp_params['X_Mean'],
-        exp_params[method]['Y_Mean'] if method else exp_params['Y_Mean'],
+        exp_params[method]['X_Mean'] if method else exp_params['X_Mean' + tilt_postfix],
+        exp_params[method]['Y_Mean'] if method else exp_params['Y_Mean' + tilt_postfix],
     )
     full_width = int(np.nanmax(x_coords) + tile_width)
     full_height = int(np.nanmax(y_coords) + tile_height)
@@ -78,7 +83,8 @@ def mosaic2d_telesto(
         tiff_output_dir = None
 
     modality_token = _select_modality_token(raw_mat, modality)
-    map_indices = exp_params['MapIndex_Tot_offset'] + exp_params['First_Tile'] - 1
+    map_indices = exp_params['MapIndex_Tot_offset' + tilt_postfix] + exp_params[
+        'First_Tile' + tilt_postfix] - 1
 
     num_slices = slice_indices.shape[1]
     slices = [
@@ -91,13 +97,18 @@ def mosaic2d_telesto(
                     full_width=full_width, full_height=full_height, depth=depth,
                     x_coords=x_coords, y_coords=y_coords, clip_x=clip_x, clip_y=clip_y,
                     transpose_needed=transpose_needed, tiff_output_dir=tiff_output_dir,
-                    gray_range=gray_range) for s in
+                    gray_range=gray_range, tilted_illumination=tilted_illumination,
+                    no_tilted_illumination_scan = no_tilted_illumination_scan) for s in
         range(num_slices)]
     arr = da.stack(slices,axis=-1)
-
+    #TODO: stack 2d -> nifti = arr.rot90.swapaxes(0,1)
     chunk, shard = compute_zarr_layout(arr.shape, arr.dtype, zarr_config)
-    write_cfg = default_write_config(zarr_config.out, arr.shape, dtype=np.float32,
+    write_cfg = default_write_config(op.join(zarr_config.out, '0'), arr.shape, dtype=np.float32,
                                    chunk=chunk, shard=shard)
+    if shard:
+        arr = da.rechunk(arr,chunks=shard)
+    else:
+        arr = da.rechunk(arr,chunks=chunk)
     write_cfg["create"] = True
     write_cfg["delete_existing"] = True
 
@@ -111,9 +122,15 @@ def build_slice(slice_idx, slice_indices, scan_info, exp_params, input_dirs,
                 file_format_template, file_type, modality, modality_token, blend_ramp,
                 map_indices, tile_width, tile_height, full_width, full_height, depth,
                 x_coords, y_coords, clip_x, clip_y, transpose_needed, tiff_output_dir,
-                gray_range):
+                gray_range, tilted_illumination, no_tilted_illumination_scan):
     lower_mod = modality.lower()
     slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_idx]
+    mosaic_idx = 2 * slice_idx + 1
+    if tilted_illumination:
+        mosaic_idx += 1
+    if no_tilted_illumination_scan:
+        mosaic_idx = slice_idx_in
+
     input_dir = input_dirs[int(slice_idx_run) - 1]
     file_path_template = op.join(input_dir, file_format_template)
     canvas = da.zeros((full_width, full_height, depth), dtype=np.float32,
@@ -127,18 +144,18 @@ def build_slice(slice_idx, slice_indices, scan_info, exp_params, input_dirs,
         c0 = int(y_coords[index_row, index_column])
         row_slice = slice(r0, r0 + tile_width)
         col_slice = slice(c0, c0 + tile_height)
-        tile_id = (slice_idx_in - 1) * int(exp_params['TilesPerSlice']) + tile_idx
+        tile_id = tile_idx
 
         if file_type == 'mat':
             arr = _load_mat_tile(
-                get_volname(file_path_template, tile_id, modality_token))
+                get_volname(file_path_template, mosaic_idx, tile_id, modality_token))
         elif file_type == 'nifti':
             if modality == "mus":
                 arr = _load_nifti_tile(
-                    get_volname(file_path_template, tile_id, "cropped"))
+                    get_volname(file_path_template, mosaic_idx, tile_id, "cropped"))
             else:
                 arr = _load_nifti_tile(
-                    get_volname(file_path_template, tile_id, modality_token))
+                    get_volname(file_path_template, mosaic_idx, tile_id, modality_token))
         else:
             raise ValueError(f"Unsupported file type: {file_type}")
 
@@ -151,6 +168,8 @@ def build_slice(slice_idx, slice_indices, scan_info, exp_params, input_dirs,
         if modality == "mus" and file_type == 'nifti':
             # TODO: is this necessary in Mosaic2D?
             # as total_depth will be 1 and we will crop 1 depth
+            # TODO: in the updated version, it was said 2d mus is not updated yet so skip it
+            raise NotImplementedError
             arr = process_mus_nifti(arr, depth)
 
         if lower_mod == 'orientation':
@@ -166,6 +185,7 @@ def build_slice(slice_idx, slice_indices, scan_info, exp_params, input_dirs,
 
     canvas /= weight[:, :, None]
 
+    tilt_postfix = '_tilt' if tilted_illumination else ''
     if lower_mod == 'orientation':
         print("Starting orientation angles eigen decomp...")
         h, w = canvas.shape[:2]
@@ -188,7 +208,7 @@ def build_slice(slice_idx, slice_indices, scan_info, exp_params, input_dirs,
                 canvas,
                 in_range=gray_range if gray_range is not None else 'image')
             imageio.imwrite(
-                op.join(tiff_output_dir, f"{modality}_slice{1:03d}.tiff"),
+                op.join(tiff_output_dir, f"{modality}{tilt_postfix}_slice{slice_idx_out:03d}.tiff"),
                 (normed * 255).astype(np.uint8))
 
         # ref = loadmat(op.join(
@@ -204,7 +224,9 @@ def build_slice(slice_idx, slice_indices, scan_info, exp_params, input_dirs,
 
 
 def _load_nifti_tile(path: str) -> da.Array:
-    img = nib.load(path)
+    img = nib.load(path,mmap=True)
+    # return da.from_delayed(dask.delayed(img.dataobj), shape=img.shape, dtype=img.get_data_dtype())
+    return da.from_array(img.dataobj)
     delayed = dask.delayed(img.get_fdata)()
     return da.from_delayed(delayed, shape=img.shape, dtype=img.get_data_dtype())
 
@@ -229,12 +251,15 @@ def _compute_blending_ramp(
     dx = np.nanmedian(np.diff(x_coords, axis=0))
     dy = np.nanmedian(np.diff(y_coords, axis=1))
     rx, ry = tile_width - round(dx), tile_height - round(dy)
+
     xv = np.linspace(0, 1, rx)
     yv = np.linspace(0, 1, ry)
     wx = np.ones(tile_width)
     wy = np.ones(tile_height)
-    wx[:rx], wx[-rx:] = xv, xv[::-1]
-    wy[:ry], wy[-ry:] = yv, yv[::-1]
+    if rx > 0:
+        wx[:rx], wx[-rx:] = xv, xv[::-1]
+    if ry > 0:
+        wy[:ry], wy[-ry:] = yv, yv[::-1]
     ramp = da.from_array(np.outer(wx, wy)[:, :], chunks=(tile_width, tile_height))
     return ramp
 
@@ -255,6 +280,7 @@ def _get_gray_range(
         'aip': 'AipGrayRange',
         'mip': 'MipGrayRange',
         'retardance': 'RetGrayRange',
+        'birefringence': 'BirefGrayRange',
         'mus': 'musGrayRange',
         'surf': 'surfGrayRange',
     }
@@ -277,13 +303,13 @@ def _select_modality_token(raw_mat: dict[str, any], modality: str) -> str:
     """
     Choose the filename token matching the modality from Enface.inputstr.
     """
-    candidates = list(raw_mat['Enface']['inputstr'].item())
+    candidates = list(raw_mat['Enface']['save'].item())
     prefix = modality[:3].lower()
     for token in candidates:
         if prefix in token.lower():
             return token
     logger.warning(
-        f"Modality '{modality}' not found in inputstr; using first 3 letters."
+        f"Modality '{modality}' not found in Enface.save; using first 3 letters."
     )
     return modality[:3]
 
@@ -313,7 +339,9 @@ def get_rgb_4d(ori, value_range):
     rgb = (rgb * 255).astype(np.uint8)
     return rgb
 
-def get_volname(base_file_name: str, num: int, modality: str) -> str:
+
+def get_volname(base_file_name: str, mosaic_num: int, tile_num: int,
+                modality: str) -> str:
     """
     Generate a volume name by replacing placeholders in the base file name.
 
@@ -329,9 +357,10 @@ def get_volname(base_file_name: str, num: int, modality: str) -> str:
     Returns:
         str: The formatted volume name with placeholders replaced.
     """
-    vol_name = base_file_name
-    vol_name = vol_name.replace("%tileID", f"{num:03d}")
-    vol_name = vol_name.replace("%modality", modality)
+    # vol_name = base_file_name
+    # vol_name = vol_name.replace("%tileID", f"{num:03d}")
+    vol_name = base_file_name % (mosaic_num, tile_num)
+    vol_name = vol_name.replace("[modality]", modality)
     return vol_name
 
 
diff --git a/linc_convert/modalities/psoct/mosaic3d.py b/linc_convert/modalities/psoct/mosaic3d.py
index 7f97a744..57b8af5f 100644
--- a/linc_convert/modalities/psoct/mosaic3d.py
+++ b/linc_convert/modalities/psoct/mosaic3d.py
@@ -1,5 +1,6 @@
 import logging
 import os.path as op
+import warnings
 
 import cyclopts
 import dask.array as da
@@ -8,10 +9,12 @@
 import numpy as np
 import scipy.io as sio
 import tensorstore as ts
+import tqdm
 
 from linc_convert.modalities.psoct.cli import psoct
 from linc_convert.modalities.psoct.mosaic2d import _normalize_tile_coords, \
-    _compute_blending_ramp, process_mus_nifti, _load_mat_tile, _load_nifti_tile
+    _compute_blending_ramp, process_mus_nifti, _load_mat_tile, _load_nifti_tile, \
+    get_volname
 from linc_convert.modalities.psoct.utils._utils import struct_arr_to_dict, \
     find_experiment_params, atleast_2d_trailing, load_mat
 from linc_convert.modalities.psoct.utils._zarr import default_write_config
@@ -27,11 +30,14 @@
 def mosaic3d_telesto(
         parameter_file: str,
         *,
+        modality:str,
+        tilted_illumination: bool = False,
         downsample: bool = False,
         use_gpu: bool = False,
         zarr_config: ZarrConfig = None,
 ) -> None:
-
+    logger.info(f"modality is {modality}")
+    tilt_postfix = '_tilt' if tilted_illumination else ''
     # Load parameters
     raw_mat = sio.loadmat(parameter_file, squeeze_me=True)
     params = struct_arr_to_dict(raw_mat['Parameters'])
@@ -41,10 +47,10 @@ def mosaic3d_telesto(
     exp_params, is_fiji = find_experiment_params(mosaic_info['Exp'])
 
     # load variables from parameters
-    modality = mosaic_info['modality']
+    # modality = mosaic_info['modality']
     slice_indices = atleast_2d_trailing(mosaic_info['sliceidx'])
     input_dirs = np.atleast_1d(mosaic_info['indir'])
-    file_format_template = atleast_2d_trailing(scan_info['FileNameFormat'])
+    file_path_template = mosaic_info['file_format']
     file_type = mosaic_info['InFileType'].lower()
 
     clip_x, clip_y = int(params['XPixClip']), int(params['YPixClip'])
@@ -54,33 +60,55 @@ def mosaic3d_telesto(
 
     tile_size = int(exp_params['NbPix'])
     tile_width, tile_height = tile_size - clip_x, tile_size - clip_y
-    x_coords, y_coords = _normalize_tile_coords(exp_params['X_Mean'], exp_params['Y_Mean'],
+    if tilted_illumination:
+        tile_width = int(exp_params['NbPix' + tilt_postfix]) - clip_x
+    x_coords, y_coords = _normalize_tile_coords(exp_params['X_Mean' + tilt_postfix], exp_params['Y_Mean' + tilt_postfix],
     )
     full_width = int(np.nanmax(x_coords) + tile_width)
     full_height = int(np.nanmax(y_coords) + tile_height)
     depth = int(mosaic_info['MZL'])
 
     blend_ramp = _compute_blending_ramp(tile_width, tile_height, x_coords, y_coords)
-    
+
+    modality_base = raw_mat['Processed3D']['save'].item().flatten()
+    substr = modality[:3]
+    matches = [s for s in modality_base if substr.lower() in str(s).lower()]
+    if matches:
+        modality_token = matches[0]
+    else:
+        modality_token = substr
+        warnings.warn(
+            f"{modality} (current) modality is not included in Enface struct. "
+            "Mosaic3D might fail."
+        )
+
+
     # Map indices
-    map_indices = exp_params['MapIndex_Tot_offset'] + exp_params['First_Tile'] - 1
+    map_indices = exp_params['MapIndex_Tot_offset' + tilt_postfix] + exp_params['First_Tile' + tilt_postfix] - 1
     num_slices = slice_indices.shape[1]
 
+    no_tilted_illumination_scan = scan_info['TiltedIllumination'] != 'Yes'
     # Build full volume graph
     slices = [build_slice(s,blend_ramp, clip_x, clip_y, full_width, full_height, depth,
-                         exp_params, file_format_template, file_type, flip_z,
-                         input_dirs, is_fiji, map_indices, modality,
+                         exp_params, file_path_template, file_type, flip_z,
+                         input_dirs, is_fiji, map_indices, modality, modality_token,
                          scan_info, slice_indices, tile_width, tile_height, x_coords,
-                         y_coords) for s in range(num_slices)]
-
-    if len(slices) > 1:
-        volume = stack_slices(modality, mosaic_info, slice_indices, slices)
-    else:
-        volume = slices[0]
+                         y_coords, tilted_illumination, no_tilted_illumination_scan) for s in range(num_slices)]
 
+    # if len(slices) > 1:
+    #     volume = stack_slices(modality, mosaic_info, slice_indices, slices)
+    # else:
+    #     volume = slices[0]
+    volume= slices[0]
 
     chunk, shard = compute_zarr_layout(volume.shape, volume.dtype, zarr_config)
-    wconfig = default_write_config(zarr_config.out,volume.shape,dtype = np.float32, chunk=chunk,shard=shard)
+
+    if shard:
+        volume = da.rechunk(volume,chunks=shard)
+    else:
+        volume = da.rechunk(volume,chunks=chunk)
+
+    wconfig = default_write_config(op.join(zarr_config.out, '0'),shape=volume.shape,dtype = np.float32, chunk=chunk,shard=shard)
     wconfig["create"] = True
     wconfig["delete_existing"] = True
 
@@ -89,6 +117,7 @@ def mosaic3d_telesto(
 
 
 def stack_slices(modality, mosaic_info, slice_indices, slices):
+    return da.concatenate(slices, axis=2)
     num_slices = len(slices)
     z_off, z_sm, z_s = mosaic_info["z_parameters"][:3]
     # z_off: every slice is going to remove this much from beginning
@@ -182,39 +211,47 @@ def stack_slices(modality, mosaic_info, slice_indices, slices):
 
 
 def build_slice(slice_idx, blend_ramp, clip_x, clip_y, full_width, full_height, depth, exp_params,
-                file_format_template, file_type, flip_z, input_dirs, is_fiji,
-                map_indices, modality, scan_info, slice_indices, tile_width,
-                tile_height, x_coords, y_coords):
+                file_path_template, file_type, flip_z, input_dirs, is_fiji,
+                map_indices, modality, modality_token, scan_info, slice_indices, tile_width,
+                tile_height, x_coords, y_coords, tilted_illumination, no_tilted_illumination_scan):
     
     slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_idx]
+
+    mosaic_idx = 2 * slice_idx + 1
+    if tilted_illumination:
+        mosaic_idx += 1
+    if no_tilted_illumination_scan:
+        mosaic_idx = slice_idx_in
+
     input_dir = input_dirs[slice_idx_run - 1]
+
     canvas = da.zeros((full_width, full_height, depth),
-                     chunks=(full_width, full_height, depth), dtype=np.float32)
-    weight = da.zeros((full_width, full_height), chunks=(full_width, full_height),
+                     chunks=(tile_width*2, tile_height*2, depth), dtype=np.float32)
+    weight = da.zeros((full_width, full_height), chunks=(tile_width*2, tile_height*2),
                      dtype=np.float32)
+    # canvas = da.zeros((full_width, full_height, depth),
+    #                  chunks=(full_width, full_height, depth), dtype=np.float32)
+    # weight = da.zeros((full_width, full_height), chunks=(full_width, full_height),
+    #                  dtype=np.float32)
     if is_fiji:
         pass
         # following line is commented out in original code
         # MapIndex = Exp['MapIndex_Tot'][:,:, sl_out]
-
-    for (index_row, index_column), tile_idx in np.ndenumerate(map_indices):
+    file_path_template = op.join(input_dir, file_path_template)
+    for (index_row, index_column), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
         if tile_idx <= 0 or np.isnan(x_coords[index_row, index_column]) or np.isnan(
                 y_coords[index_row, index_column]):
             continue
         r0, c0 = int(x_coords[index_row, index_column]), int(y_coords[index_row, index_column])
         row_slice = slice(r0, r0 + tile_width)
         col_slice = slice(c0, c0 + tile_height)
-        tile_id = (slice_idx_in - 1) * int(exp_params['TilesPerSlice']) + tile_idx
+        tile_id = tile_idx
 
         # Load data lazily
         if file_type == 'mat':
-            arr = _load_mat_tile(
-                op.join(input_dir, file_format_template[0, 0] % tile_id))
+            arr = _load_mat_tile(get_volname(file_path_template, mosaic_idx, tile_id, modality_token))
         elif file_type == 'nifti':
-            if tile_id > 120:
-                # do not know why, from matlab code
-                tile_id -= 1
-            arr = _load_nifti_tile(op.join(input_dir, f"test_processed_{tile_id:03d}_cropped.nii"))
+            arr = _load_nifti_tile(get_volname(file_path_template, mosaic_idx, tile_id, modality_token))
         else:
             raise ValueError(f"Unsupported file type: {file_type}")
 
@@ -226,6 +263,7 @@ def build_slice(slice_idx, blend_ramp, clip_x, clip_y, full_width, full_height,
         arr = arr[clip_x:, clip_y:, :]
 
         if modality == "mus" and file_type == 'nifti':
+            raise NotImplementedError("mus 3d stitching not updated")
             arr = process_mus_nifti(arr, depth)
         else:
             arr = arr[:, :, :depth]

From 382181fad5c2ac12f333834259de1e6c265545b2 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Wed, 21 May 2025 15:12:36 -0400
Subject: [PATCH 027/157] wip: psoct

---
 linc_convert/modalities/psoct/mosaic2d.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/linc_convert/modalities/psoct/mosaic2d.py b/linc_convert/modalities/psoct/mosaic2d.py
index adad8a83..cdc424e6 100644
--- a/linc_convert/modalities/psoct/mosaic2d.py
+++ b/linc_convert/modalities/psoct/mosaic2d.py
@@ -125,7 +125,7 @@ def build_slice(slice_idx, slice_indices, scan_info, exp_params, input_dirs,
                 gray_range, tilted_illumination, no_tilted_illumination_scan):
     lower_mod = modality.lower()
     slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_idx]
-    mosaic_idx = 2 * slice_idx + 1
+    mosaic_idx = 2 * slice_idx_in - 1
     if tilted_illumination:
         mosaic_idx += 1
     if no_tilted_illumination_scan:

From 5778ce63e09f1b5c46a68f64e3375fead9aaebf6 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 22 May 2025 10:32:53 -0400
Subject: [PATCH 028/157] wip: psoct

---
 linc_convert/modalities/psoct/mosaic3d.py | 7 ++-----
 1 file changed, 2 insertions(+), 5 deletions(-)

diff --git a/linc_convert/modalities/psoct/mosaic3d.py b/linc_convert/modalities/psoct/mosaic3d.py
index 57b8af5f..fe019e85 100644
--- a/linc_convert/modalities/psoct/mosaic3d.py
+++ b/linc_convert/modalities/psoct/mosaic3d.py
@@ -217,7 +217,7 @@ def build_slice(slice_idx, blend_ramp, clip_x, clip_y, full_width, full_height,
     
     slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_idx]
 
-    mosaic_idx = 2 * slice_idx + 1
+    mosaic_idx = 2 * slice_idx_in - 1
     if tilted_illumination:
         mosaic_idx += 1
     if no_tilted_illumination_scan:
@@ -229,16 +229,13 @@ def build_slice(slice_idx, blend_ramp, clip_x, clip_y, full_width, full_height,
                      chunks=(tile_width*2, tile_height*2, depth), dtype=np.float32)
     weight = da.zeros((full_width, full_height), chunks=(tile_width*2, tile_height*2),
                      dtype=np.float32)
-    # canvas = da.zeros((full_width, full_height, depth),
-    #                  chunks=(full_width, full_height, depth), dtype=np.float32)
-    # weight = da.zeros((full_width, full_height), chunks=(full_width, full_height),
-    #                  dtype=np.float32)
     if is_fiji:
         pass
         # following line is commented out in original code
         # MapIndex = Exp['MapIndex_Tot'][:,:, sl_out]
     file_path_template = op.join(input_dir, file_path_template)
     for (index_row, index_column), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
+        
         if tile_idx <= 0 or np.isnan(x_coords[index_row, index_column]) or np.isnan(
                 y_coords[index_row, index_column]):
             continue

From 2b4dc36c653057d9092b47bcf271be946e3ed6bd Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 29 May 2025 16:01:31 -0400
Subject: [PATCH 029/157] wip: psoct, sum in loop

---
 linc_convert/modalities/psoct/mosaic3d.py | 349 +++++++++++++++-------
 1 file changed, 246 insertions(+), 103 deletions(-)

diff --git a/linc_convert/modalities/psoct/mosaic3d.py b/linc_convert/modalities/psoct/mosaic3d.py
index fe019e85..e5a59888 100644
--- a/linc_convert/modalities/psoct/mosaic3d.py
+++ b/linc_convert/modalities/psoct/mosaic3d.py
@@ -1,22 +1,23 @@
 import logging
 import os.path as op
 import warnings
+from typing import Annotated
 
 import cyclopts
-import dask.array as da
 import dask
+import dask.array as da
 import nibabel as nib
 import numpy as np
 import scipy.io as sio
 import tensorstore as ts
 import tqdm
+from cyclopts import Parameter
 
 from linc_convert.modalities.psoct.cli import psoct
 from linc_convert.modalities.psoct.mosaic2d import _normalize_tile_coords, \
-    _compute_blending_ramp, process_mus_nifti, _load_mat_tile, _load_nifti_tile, \
-    get_volname
+    _compute_blending_ramp, _load_mat_tile, _load_nifti_tile
 from linc_convert.modalities.psoct.utils._utils import struct_arr_to_dict, \
-    find_experiment_params, atleast_2d_trailing, load_mat
+    find_experiment_params, atleast_2d_trailing
 from linc_convert.modalities.psoct.utils._zarr import default_write_config
 from linc_convert.utils.zarr.create_array import compute_zarr_layout
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
@@ -25,18 +26,31 @@
 mosaic3d = cyclopts.App(name="mosaic3d", help_format="markdown")
 psoct.command(mosaic3d)
 
+# 3d data has pixdim incorrectly set and cause nibabel keep logging warning
+nib.imageglobals.logger.setLevel(40)
 
 @mosaic3d.default
 def mosaic3d_telesto(
         parameter_file: str,
         *,
-        modality:str,
+        dbi_output: Annotated[str, Parameter(name=["--dBI", "-d"])],
+        o3d_output: Annotated[str, Parameter(name=["--O3D", "-o"])],
+        r3d_output: Annotated[str, Parameter(name=["--R3D", "-r"])],
         tilted_illumination: bool = False,
         downsample: bool = False,
         use_gpu: bool = False,
         zarr_config: ZarrConfig = None,
 ) -> None:
-    logger.info(f"modality is {modality}")
+    """
+    Parameters
+    ----------
+    dbi_output : str
+        Output path for dBI volume.
+    o3d_output : str
+        Output path for O3D volume.
+    r3d_output : str
+        Output path for R3D volume.
+    """
     tilt_postfix = '_tilt' if tilted_illumination else ''
     # Load parameters
     raw_mat = sio.loadmat(parameter_file, squeeze_me=True)
@@ -70,53 +84,250 @@ def mosaic3d_telesto(
 
     blend_ramp = _compute_blending_ramp(tile_width, tile_height, x_coords, y_coords)
 
-    modality_base = raw_mat['Processed3D']['save'].item().flatten()
-    substr = modality[:3]
-    matches = [s for s in modality_base if substr.lower() in str(s).lower()]
-    if matches:
-        modality_token = matches[0]
-    else:
-        modality_token = substr
-        warnings.warn(
-            f"{modality} (current) modality is not included in Enface struct. "
-            "Mosaic3D might fail."
-        )
-
-
     # Map indices
     map_indices = exp_params['MapIndex_Tot_offset' + tilt_postfix] + exp_params['First_Tile' + tilt_postfix] - 1
     num_slices = slice_indices.shape[1]
 
     no_tilted_illumination_scan = scan_info['TiltedIllumination'] != 'Yes'
+
+    focus = _load_nifti_tile(scan_info['FocusFile'] + tilt_postfix)
+    raw_tile_width = int(scan_info['NbPixels' + tilt_postfix])
     # Build full volume graph
-    slices = [build_slice(s,blend_ramp, clip_x, clip_y, full_width, full_height, depth,
-                         exp_params, file_path_template, file_type, flip_z,
-                         input_dirs, is_fiji, map_indices, modality, modality_token,
-                         scan_info, slice_indices, tile_width, tile_height, x_coords,
-                         y_coords, tilted_illumination, no_tilted_illumination_scan) for s in range(num_slices)]
+    slices = [build_slice(s, blend_ramp, clip_x, clip_y, full_width, full_height, depth,
+                          flip_z, is_fiji, map_indices, scan_info, slice_indices,
+                          tile_width, tile_height, x_coords, y_coords,
+                          tilted_illumination, no_tilted_illumination_scan, focus,
+                          raw_tile_width) for s in range(1)]  # num_slices)]
 
     # if len(slices) > 1:
-    #     volume = stack_slices(modality, mosaic_info, slice_indices, slices)
+    #     volume = stack_slices(mosaic_info, slice_indices, slices)
     # else:
     #     volume = slices[0]
     volume= slices[0]
 
-    chunk, shard = compute_zarr_layout(volume.shape, volume.dtype, zarr_config)
+    chunk, shard = compute_zarr_layout(volume[0].shape, volume[0].dtype, zarr_config)
+    writers = []
+    results = []
+    for out, res in zip([dbi_output, r3d_output, o3d_output], volume):
 
-    if shard:
-        volume = da.rechunk(volume,chunks=shard)
+        if shard:
+            res = da.rechunk(res, chunks=shard)
+        else:
+            res = da.rechunk(res, chunks=chunk)
+        wconfig = default_write_config(op.join(out, '0'), shape=res.shape,
+                                       dtype=np.float32, chunk=chunk, shard=shard)
+        wconfig["create"] = True
+        wconfig["delete_existing"] = True
+        tswriter = ts.open(wconfig).result()
+        # tswriter = da.from_array(tswriter, chunks=res.chunks)
+        writers.append(tswriter)
+        results.append(res)
+    task = da.store(results, writers, compute=False)
+    # task.visualize(filename="dag.svg", format="svg")
+    task.compute()
+    # Store the volumes
+    # writer = da.stack(writers, axis=0)
+    # result = da.stack(results, axis=0)
+    # result.store(writer, lock=False, compute=True)
+
+    #
+    # tswriter = ts.open(wconfig).result()
+    # volume.store(tswriter)
+
+def build_slice(slice_idx, blend_ramp, clip_x, clip_y, full_width, full_height, depth,
+                flip_z, is_fiji, map_indices, scan_info, slice_indices, tile_width,
+                tile_height, x_coords, y_coords, tilted_illumination,
+                no_tilted_illumination_scan, focus, raw_tile_width):
+    raw_data_dir = scan_info['RawDataDir']
+    input_file_format = scan_info['FileNameFormat']
+    if '.nii' in input_file_format:
+        file_type = 'nifti'
+    elif '.mat' in input_file_format:
+        file_type = 'mat'
     else:
-        volume = da.rechunk(volume,chunks=chunk)
+        raise ValueError(f"Unsupported file type: {input_file_format}")
+
+    file_prefix = [s for s in np.atleast_1d(scan_info['FilePrefix']) if
+                   'cropped' in str(s).lower()]
+    if file_prefix:
+        file_prefix = file_prefix[0]
+    else:
+        raise ValueError("No complex file prefix found in scan_info['FilePrefix']")
+
+    slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_idx]
+
+    mosaic_idx = 2 * slice_idx_in - 1
+    if tilted_illumination:
+        mosaic_idx += 1
+    if no_tilted_illumination_scan:
+        mosaic_idx = slice_idx_in
+
+    dBI_canvas, R3D_canvas, O3D_canvas = [da.zeros((full_width, full_height, depth),
+                                                   chunks=(
+                                                   tile_width * 2, tile_height * 2,
+                                                   depth), dtype=np.float32) for _ in
+                                          range(3)]
+    canvas = da.zeros((full_width, full_height, depth,3), chunks=(
+                                                   tile_width, tile_height,
+                                                   depth, 3), dtype=np.float32)
+    weight = da.zeros((full_width, full_height), chunks=(tile_width, tile_height),
+                     dtype=np.float32)
+    if is_fiji:
+        pass
+        # following line is commented out in original code
+        # MapIndex = Exp['MapIndex_Tot'][:,:, sl_out]
+
+    dBI_record, R3D_record, O3D_record, weight_record = [], [], [], []
+    for (i, j), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
+        
+        if tile_idx <= 0 or np.isnan(x_coords[i, j]) or np.isnan(
+                y_coords[i, j]):
+            continue
+        x0, y0 = int(x_coords[i, j]), int(y_coords[i, j])
+        row_slice = slice(x0, x0 + tile_width)
+        col_slice = slice(y0, y0 + tile_height)
+
+        input_file_name = input_file_format % (mosaic_idx, tile_idx)
+        input_file_name = input_file_name.replace('[modality]', file_prefix)
+        input_file_path = op.join(raw_data_dir, input_file_name)
+
+        if file_type == 'mat':
+            complex3d = _load_mat_tile(input_file_path)
+        elif file_type == 'nifti':
+            complex3d = _load_nifti_tile(input_file_path)
+
+
+        if complex3d.shape[0] > 4 * raw_tile_width:
+            warnings.warn(
+                f"Complex3D shape {complex3d.shape} is larger than expected {4 * raw_tile_width}. "
+                "Trimming to 4*raw_tile_width."
+            )
+            complex3d = complex3d[:4 * raw_tile_width, :, :]
+        elif complex3d.shape[0] < 4 * raw_tile_width:
+            raise ValueError(
+                f"Complex3D shape {complex3d.shape} is smaller than expected {4 * raw_tile_width}. "
+                "Check the input file."
+            )
+
+        dBI3D, R3D, O3D = process_complex3d(complex3d, raw_tile_width)
+
+        results = da.stack([dBI3D, R3D, O3D], axis=3)
+        results = results[clip_x:, clip_y:]*blend_ramp[:,:,None,None]
+
+        canvas[row_slice, col_slice] += results
+        weight[row_slice, col_slice] += blend_ramp
+
+        #
+        # if mosaic_idx > 8 and tilted_illumination:
+        #     Nz = depth
+        #     # 1) build a mask of pixels needing correction
+        #     mask_crop = focus <= scan_info['Focus_CropStart']  # (Ny, Nx)
+        #
+        #     # 2) find, for each (y,x), the last index along z where dBI3D == -inf
+        #     mask_inf = np.isneginf(dBI3D)  # (Ny, Nx, Nz)
+        #     depth_idx = np.arange(Nz)[None, None, :]  # (1, 1, Nz)
+        #     last_inf = np.max(np.where(mask_inf, depth_idx, -1), axis=2)
+        #     # last_inf[y,x] is -1 if there was no -inf, or the maximum index otherwise
+        #
+        #     # 3) decide which pixels actually get shifted
+        #     do_shift = (mask_crop & (last_inf >= 0))  # (Ny, Nx)
+        #
+        #     # 4) build the "shifted" index array for every (y,x,z)
+        #     #    new_idx[y,x,z] = last_inf[y,x] + z
+        #     new_idx = last_inf[..., None] + depth_idx  # (Ny, Nx, Nz)
+        #
+        #     # 5) clip to valid range so we can safely gather,
+        #     #    then gather each volume
+        #     clipped = np.clip(new_idx, 0, Nz - 1)
+        #     dBI3D_shift = np.take_along_axis(dBI3D, clipped, axis=2)
+        #     R3D_shift = np.take_along_axis(R3D, clipped, axis=2)
+        #     O3D_shift = np.take_along_axis(O3D, clipped, axis=2)
+        #
+        #     # 6) zero-out any positions that “fell off the end” (new_idx >= Nz)
+        #     overflow = new_idx >= Nz
+        #     dBI3D_shift[overflow] = 0
+        #     R3D_shift[overflow] = 0
+        #     O3D_shift[overflow] = 0
+        #
+        #     # 7) select per-pixel whether to keep the original or use the shifted version
+        #     dBI3D = np.where(do_shift[..., None], dBI3D_shift, dBI3D)
+        #     R3D = np.where(do_shift[..., None], R3D_shift, R3D)
+        #     O3D = np.where(do_shift[..., None], O3D_shift, O3D)
+        #
+        # for arr, canvas in zip([dBI3D, R3D, O3D], [dBI_record, R3D_record, O3D_record]):
+        #     if scan_info['System'].lower() == 'octopus':
+        #         arr = np.swapaxes(arr, 0, 1)
+        #     if flip_z:
+        #         arr = arr[:, :, ::-1]
+        #     arr = arr[clip_x:, clip_y:]
+        #     if modality == "mus" and file_type == 'nifti':
+        #         raise NotImplementedError("mus 3d stitching not updated")
+        #         arr = process_mus_nifti(arr, depth)
+        #     else:
+        #         arr = arr[:, :, :depth]
+        #     arr *= blend_ramp[..., None]
+
+            #
+            # adding = da.zeros_like(dBI_canvas)
+            # adding[row_slice, col_slice, :] =
+            # canvas.append(adding)
+        #
+        # adding = da.zeros_like(weight)
+        # adding[row_slice, col_slice] = blend_ramp
+        # weight_record.append(adding)
+
+
+    # dBI_canvas = da.sum(da.stack(dBI_record, axis=0), axis=0)
+    # R3D_canvas = da.sum(da.stack(R3D_record, axis=0), axis=0)
+    # O3D_canvas = da.sum(da.stack(O3D_record, axis=0), axis=0)
+    # weight = da.sum(da.stack(weight_record, axis=0), axis=0)
+    # Normalize the canvases by the weight
+    # dBI_canvas /= weight[..., None]
+    # R3D_canvas /= weight[..., None]
+    # O3D_canvas /= weight[..., None]
+    # dBI_canvas = da.nan_to_num(dBI_canvas)
+    # R3D_canvas = da.nan_to_num(R3D_canvas)
+    # O3D_canvas = da.nan_to_num(O3D_canvas)
+    canvas /= weight[..., None, None]
+    canvas = canvas.rechunk({3:1})
+    dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
+    return [dBI_canvas, R3D_canvas, O3D_canvas]
+
+
+def process_complex3d(complex3d, raw_tile_width):
+    complex3d = complex3d.rechunk({0:raw_tile_width})
+    comp = complex3d.reshape(
+        (4, raw_tile_width, complex3d.shape[1], complex3d.shape[2]))
+    j1r, j1i, j2r, j2i = comp[0], comp[1], comp[2], comp[3]
+
+    j1 = j1r + 1j * j1i
+    j2 = j2r + 1j * j2i
+    mag1 = da.abs(j1)
+    mag2 = da.abs(j2)
+
+    dBI3D = da.flip(10 * da.log10(mag1**2 + mag2**2), axis=2)
+    R3D = da.flip(
+        da.arctan(mag1 / mag2) / da.pi * 180,
+        axis=2
+    )
+    offset = 100 / 180 * da.pi
+    phi = da.angle(j1) - da.angle(j2) + offset * 2
+    # wrap into [-π, π]
+    phi = da.where(phi > da.pi, phi - 2 * da.pi, phi)
+    phi = da.where(phi < -da.pi, phi + 2 * da.pi, phi)
+    O3D = da.flip(phi / (2 * da.pi) * 180, axis=2)
+
+    return dBI3D, R3D, O3D
+
+
+def do_downsample(volume: da.Array, factors: tuple) -> da.Array:
+    fx, fy, fz = factors
+    return da.coarsen(np.mean, volume, {0: fx, 1: fy, 2: fz}, trim_excess=True)
 
-    wconfig = default_write_config(op.join(zarr_config.out, '0'),shape=volume.shape,dtype = np.float32, chunk=chunk,shard=shard)
-    wconfig["create"] = True
-    wconfig["delete_existing"] = True
 
-    tswriter = ts.open(wconfig).result()
-    volume.store(tswriter)
 
 
-def stack_slices(modality, mosaic_info, slice_indices, slices):
+def stack_slices(mosaic_info, slice_indices, slices):
     return da.concatenate(slices, axis=2)
     num_slices = len(slices)
     z_off, z_sm, z_s = mosaic_info["z_parameters"][:3]
@@ -209,71 +420,3 @@ def stack_slices(modality, mosaic_info, slice_indices, slices):
         Ma[:, :, zr1] += Id[:, :, zr2] * W
     return Ma
 
-
-def build_slice(slice_idx, blend_ramp, clip_x, clip_y, full_width, full_height, depth, exp_params,
-                file_path_template, file_type, flip_z, input_dirs, is_fiji,
-                map_indices, modality, modality_token, scan_info, slice_indices, tile_width,
-                tile_height, x_coords, y_coords, tilted_illumination, no_tilted_illumination_scan):
-    
-    slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_idx]
-
-    mosaic_idx = 2 * slice_idx_in - 1
-    if tilted_illumination:
-        mosaic_idx += 1
-    if no_tilted_illumination_scan:
-        mosaic_idx = slice_idx_in
-
-    input_dir = input_dirs[slice_idx_run - 1]
-
-    canvas = da.zeros((full_width, full_height, depth),
-                     chunks=(tile_width*2, tile_height*2, depth), dtype=np.float32)
-    weight = da.zeros((full_width, full_height), chunks=(tile_width*2, tile_height*2),
-                     dtype=np.float32)
-    if is_fiji:
-        pass
-        # following line is commented out in original code
-        # MapIndex = Exp['MapIndex_Tot'][:,:, sl_out]
-    file_path_template = op.join(input_dir, file_path_template)
-    for (index_row, index_column), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
-        
-        if tile_idx <= 0 or np.isnan(x_coords[index_row, index_column]) or np.isnan(
-                y_coords[index_row, index_column]):
-            continue
-        r0, c0 = int(x_coords[index_row, index_column]), int(y_coords[index_row, index_column])
-        row_slice = slice(r0, r0 + tile_width)
-        col_slice = slice(c0, c0 + tile_height)
-        tile_id = tile_idx
-
-        # Load data lazily
-        if file_type == 'mat':
-            arr = _load_mat_tile(get_volname(file_path_template, mosaic_idx, tile_id, modality_token))
-        elif file_type == 'nifti':
-            arr = _load_nifti_tile(get_volname(file_path_template, mosaic_idx, tile_id, modality_token))
-        else:
-            raise ValueError(f"Unsupported file type: {file_type}")
-
-        if scan_info['System'].lower() == 'octopus':
-            arr = np.swapaxes(arr, 0, 1)
-        if flip_z:
-            arr = arr[:, :, ::-1]
-
-        arr = arr[clip_x:, clip_y:, :]
-
-        if modality == "mus" and file_type == 'nifti':
-            raise NotImplementedError("mus 3d stitching not updated")
-            arr = process_mus_nifti(arr, depth)
-        else:
-            arr = arr[:, :, :depth]
-        canvas[row_slice, col_slice, :] += arr * blend_ramp[..., None]
-        weight[row_slice, col_slice] += blend_ramp
-
-    result = canvas / weight[..., None]
-    result = da.nan_to_num(result)
-    return result
-
-
-def do_downsample(volume: da.Array, factors: tuple) -> da.Array:
-    fx, fy, fz = factors
-    return da.coarsen(np.mean, volume, {0: fx, 1: fy, 2: fz}, trim_excess=True)
-
-

From e66b7e477adff06fadc1647b2c9256cc0672ab0b Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 5 Jun 2025 10:31:43 -0400
Subject: [PATCH 030/157] wip: psoct

---
 linc_convert/modalities/psoct/mosaic2d.py   |  10 +-
 linc_convert/modalities/psoct/mosaic3d.py   | 279 ++++++++------------
 linc_convert/utils/zarr/generate_pyramid.py |   2 +-
 3 files changed, 122 insertions(+), 169 deletions(-)

diff --git a/linc_convert/modalities/psoct/mosaic2d.py b/linc_convert/modalities/psoct/mosaic2d.py
index cdc424e6..5335cbee 100644
--- a/linc_convert/modalities/psoct/mosaic2d.py
+++ b/linc_convert/modalities/psoct/mosaic2d.py
@@ -224,9 +224,9 @@ def build_slice(slice_idx, slice_indices, scan_info, exp_params, input_dirs,
 
 
 def _load_nifti_tile(path: str) -> da.Array:
-    img = nib.load(path,mmap=True)
+    img = nib.load(path, mmap=True)
     # return da.from_delayed(dask.delayed(img.dataobj), shape=img.shape, dtype=img.get_data_dtype())
-    return da.from_array(img.dataobj)
+    return da.from_array(img.dataobj, chunks=img.shape)
     delayed = dask.delayed(img.get_fdata)()
     return da.from_delayed(delayed, shape=img.shape, dtype=img.get_data_dtype())
 
@@ -238,6 +238,12 @@ def _load_mat_tile(path: str) -> da.Array:
     delayed = dask.delayed(load_mat)(path, var_name)
     return da.from_delayed(delayed, shape=shape, dtype=dtype)
 
+def _load_tile(path:str):
+    if path.endswith('.mat'):
+        return _load_mat_tile(path)
+    if path.endswith('.nii' or '.nii.gz'):
+        return _load_nifti_tile(path)
+    raise ValueError(f"Unsupported file type: {path}")
 
 def _compute_blending_ramp(
         tile_width: int,
diff --git a/linc_convert/modalities/psoct/mosaic3d.py b/linc_convert/modalities/psoct/mosaic3d.py
index e5a59888..1b06918b 100644
--- a/linc_convert/modalities/psoct/mosaic3d.py
+++ b/linc_convert/modalities/psoct/mosaic3d.py
@@ -11,16 +11,19 @@
 import scipy.io as sio
 import tensorstore as ts
 import tqdm
+import zarr
 from cyclopts import Parameter
 
 from linc_convert.modalities.psoct.cli import psoct
 from linc_convert.modalities.psoct.mosaic2d import _normalize_tile_coords, \
-    _compute_blending_ramp, _load_mat_tile, _load_nifti_tile
+    _compute_blending_ramp, _load_mat_tile, _load_nifti_tile, _load_tile
 from linc_convert.modalities.psoct.utils._utils import struct_arr_to_dict, \
     find_experiment_params, atleast_2d_trailing
 from linc_convert.modalities.psoct.utils._zarr import default_write_config
 from linc_convert.utils.zarr.create_array import compute_zarr_layout
+from linc_convert.utils.zarr.generate_pyramid import generate_pyramid_new
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
+from niizarr import default_nifti_header, write_nifti_header, write_ome_metadata
 
 logger = logging.getLogger(__name__)
 mosaic3d = cyclopts.App(name="mosaic3d", help_format="markdown")
@@ -33,6 +36,7 @@
 def mosaic3d_telesto(
         parameter_file: str,
         *,
+        slice_index: int,
         dbi_output: Annotated[str, Parameter(name=["--dBI", "-d"])],
         o3d_output: Annotated[str, Parameter(name=["--O3D", "-o"])],
         r3d_output: Annotated[str, Parameter(name=["--R3D", "-r"])],
@@ -51,21 +55,15 @@ def mosaic3d_telesto(
     r3d_output : str
         Output path for R3D volume.
     """
+    logger.info("started")
     tilt_postfix = '_tilt' if tilted_illumination else ''
     # Load parameters
     raw_mat = sio.loadmat(parameter_file, squeeze_me=True)
     params = struct_arr_to_dict(raw_mat['Parameters'])
     scan_info = struct_arr_to_dict(raw_mat['Scan'])
     mosaic_info = struct_arr_to_dict(raw_mat['Mosaic3D'])
-    # Load Experiment parameters
     exp_params, is_fiji = find_experiment_params(mosaic_info['Exp'])
-
-    # load variables from parameters
-    # modality = mosaic_info['modality']
     slice_indices = atleast_2d_trailing(mosaic_info['sliceidx'])
-    input_dirs = np.atleast_1d(mosaic_info['indir'])
-    file_path_template = mosaic_info['file_format']
-    file_type = mosaic_info['InFileType'].lower()
 
     clip_x, clip_y = int(params['XPixClip']), int(params['YPixClip'])
     if scan_info['System'].lower() == 'octopus':
@@ -84,102 +82,116 @@ def mosaic3d_telesto(
 
     blend_ramp = _compute_blending_ramp(tile_width, tile_height, x_coords, y_coords)
 
-    # Map indices
     map_indices = exp_params['MapIndex_Tot_offset' + tilt_postfix] + exp_params['First_Tile' + tilt_postfix] - 1
-    num_slices = slice_indices.shape[1]
 
     no_tilted_illumination_scan = scan_info['TiltedIllumination'] != 'Yes'
 
     focus = _load_nifti_tile(scan_info['FocusFile'] + tilt_postfix)
     raw_tile_width = int(scan_info['NbPixels' + tilt_postfix])
-    # Build full volume graph
-    slices = [build_slice(s, blend_ramp, clip_x, clip_y, full_width, full_height, depth,
-                          flip_z, is_fiji, map_indices, scan_info, slice_indices,
-                          tile_width, tile_height, x_coords, y_coords,
-                          tilted_illumination, no_tilted_illumination_scan, focus,
-                          raw_tile_width) for s in range(1)]  # num_slices)]
-
-    # if len(slices) > 1:
-    #     volume = stack_slices(mosaic_info, slice_indices, slices)
-    # else:
-    #     volume = slices[0]
-    volume= slices[0]
-
-    chunk, shard = compute_zarr_layout(volume[0].shape, volume[0].dtype, zarr_config)
+
+    slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_index]
+
+    mosaic_idx = 2 * slice_idx_in - 1
+    if tilted_illumination:
+        mosaic_idx += 1
+    if no_tilted_illumination_scan:
+        mosaic_idx = slice_idx_in
+
+    file_prefix = [s for s in np.atleast_1d(scan_info['FilePrefix']) if
+                   'cropped' in str(s).lower()]
+    if file_prefix:
+        file_prefix = file_prefix[0]
+    else:
+        raise ValueError("No complex file prefix found in scan_info['FilePrefix']")
+
+    raw_data_dir = scan_info['RawDataDir']
+    input_file_template = scan_info['FileNameFormat']
+    input_file_template = input_file_template.replace('[modality]', file_prefix)
+    input_file_template = op.join(raw_data_dir, input_file_template)
+
+    dBI_result, R3D_result, O3D_result = build_slice(mosaic_idx, input_file_template,
+                                                     blend_ramp, clip_x, clip_y,
+                                                     full_width, full_height, depth,
+                                                     flip_z, map_indices, scan_info,
+                                                     tile_width, tile_height, x_coords,
+                                                     y_coords, raw_tile_width)
+
+    if mosaic_idx > 8 and tilted_illumination:
+        O3D_result, R3D_result, dBI_result = temporary_compensation(O3D_result,
+                                                                    R3D_result,
+                                                                    dBI_result, depth,
+                                                                    focus, scan_info)
+
+    chunk, shard = compute_zarr_layout(dBI_result.shape, dBI_result.dtype, zarr_config)
     writers = []
     results = []
-    for out, res in zip([dbi_output, r3d_output, o3d_output], volume):
+    zgroups = []
+    for out, res in zip([dbi_output, r3d_output, o3d_output],
+                        [dBI_result, R3D_result, O3D_result]):
 
         if shard:
             res = da.rechunk(res, chunks=shard)
         else:
             res = da.rechunk(res, chunks=chunk)
+        zgroup = zarr.create_group(out)
+        zgroups.append(zgroup)
         wconfig = default_write_config(op.join(out, '0'), shape=res.shape,
                                        dtype=np.float32, chunk=chunk, shard=shard)
         wconfig["create"] = True
         wconfig["delete_existing"] = True
         tswriter = ts.open(wconfig).result()
-        # tswriter = da.from_array(tswriter, chunks=res.chunks)
         writers.append(tswriter)
         results.append(res)
     task = da.store(results, writers, compute=False)
-    # task.visualize(filename="dag.svg", format="svg")
     task.compute()
-    # Store the volumes
-    # writer = da.stack(writers, axis=0)
-    # result = da.stack(results, axis=0)
-    # result.store(writer, lock=False, compute=True)
-
-    #
-    # tswriter = ts.open(wconfig).result()
-    # volume.store(tswriter)
-
-def build_slice(slice_idx, blend_ramp, clip_x, clip_y, full_width, full_height, depth,
-                flip_z, is_fiji, map_indices, scan_info, slice_indices, tile_width,
-                tile_height, x_coords, y_coords, tilted_illumination,
-                no_tilted_illumination_scan, focus, raw_tile_width):
-    raw_data_dir = scan_info['RawDataDir']
-    input_file_format = scan_info['FileNameFormat']
-    if '.nii' in input_file_format:
-        file_type = 'nifti'
-    elif '.mat' in input_file_format:
-        file_type = 'mat'
-    else:
-        raise ValueError(f"Unsupported file type: {input_file_format}")
 
-    file_prefix = [s for s in np.atleast_1d(scan_info['FilePrefix']) if
-                   'cropped' in str(s).lower()]
-    if file_prefix:
-        file_prefix = file_prefix[0]
-    else:
-        raise ValueError("No complex file prefix found in scan_info['FilePrefix']")
+    logger.info("finished")
+    for zgroup in zgroups:
+        generate_pyramid_new(zgroup)
+        write_ome_metadata(zgroup, ["x", "y", "z"])
+    logger.info("finished generating pyramid")
+
+
+# For I80 slab1 use only
+def temporary_compensation(O3D_result, R3D_result, dBI_result, depth, focus, scan_info):
+    Nz = depth
+    # 1) build a mask of pixels needing correction
+    mask_crop = focus <= scan_info['Focus_CropStart']  # (Ny, Nx)
+    # 2) find, for each (y,x), the last index along z where dBI3D == -inf
+    mask_inf = np.isneginf(dBI_result)  # (Ny, Nx, Nz)
+    depth_idx = np.arange(Nz)[None, None, :]  # (1, 1, Nz)
+    last_inf = np.max(np.where(mask_inf, depth_idx, -1), axis=2)
+    # last_inf[y,x] is -1 if there was no -inf, or the maximum index otherwise
+    # 3) decide which pixels actually get shifted
+    do_shift = (mask_crop & (last_inf >= 0))  # (Ny, Nx)
+    # 4) build the "shifted" index array for every (y,x,z)
+    #    new_idx[y,x,z] = last_inf[y,x] + z
+    new_idx = last_inf[..., None] + depth_idx  # (Ny, Nx, Nz)
+    # 5) clip to valid range so we can safely gather,
+    #    then gather each volume
+    clipped = np.clip(new_idx, 0, Nz - 1)
+    dBI3D_shift = np.take_along_axis(dBI_result, clipped, axis=2)
+    R3D_shift = np.take_along_axis(R3D_result, clipped, axis=2)
+    O3D_shift = np.take_along_axis(O3D_result, clipped, axis=2)
+    # 6) zero-out any positions that “fell off the end” (new_idx >= Nz)
+    overflow = new_idx >= Nz
+    dBI3D_shift[overflow] = 0
+    R3D_shift[overflow] = 0
+    O3D_shift[overflow] = 0
+    # 7) select per-pixel whether to keep the original or use the shifted version
+    dBI_result = np.where(do_shift[..., None], dBI3D_shift, dBI_result)
+    R3D_result = np.where(do_shift[..., None], R3D_shift, R3D_result)
+    O3D_result = np.where(do_shift[..., None], O3D_shift, O3D_result)
+    return O3D_result, R3D_result, dBI_result
+
+
+def build_slice(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y, full_width,
+                full_height, depth, flip_z, map_indices, scan_info, tile_width,
+                tile_height, x_coords, y_coords, raw_tile_width):
+    canvas = []
+    weight = []
 
-    slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_idx]
-
-    mosaic_idx = 2 * slice_idx_in - 1
-    if tilted_illumination:
-        mosaic_idx += 1
-    if no_tilted_illumination_scan:
-        mosaic_idx = slice_idx_in
-
-    dBI_canvas, R3D_canvas, O3D_canvas = [da.zeros((full_width, full_height, depth),
-                                                   chunks=(
-                                                   tile_width * 2, tile_height * 2,
-                                                   depth), dtype=np.float32) for _ in
-                                          range(3)]
-    canvas = da.zeros((full_width, full_height, depth,3), chunks=(
-                                                   tile_width, tile_height,
-                                                   depth, 3), dtype=np.float32)
-    weight = da.zeros((full_width, full_height), chunks=(tile_width, tile_height),
-                     dtype=np.float32)
-    if is_fiji:
-        pass
-        # following line is commented out in original code
-        # MapIndex = Exp['MapIndex_Tot'][:,:, sl_out]
-
-    dBI_record, R3D_record, O3D_record, weight_record = [], [], [], []
     for (i, j), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
-        
         if tile_idx <= 0 or np.isnan(x_coords[i, j]) or np.isnan(
                 y_coords[i, j]):
             continue
@@ -187,16 +199,8 @@ def build_slice(slice_idx, blend_ramp, clip_x, clip_y, full_width, full_height,
         row_slice = slice(x0, x0 + tile_width)
         col_slice = slice(y0, y0 + tile_height)
 
-        input_file_name = input_file_format % (mosaic_idx, tile_idx)
-        input_file_name = input_file_name.replace('[modality]', file_prefix)
-        input_file_path = op.join(raw_data_dir, input_file_name)
-
-        if file_type == 'mat':
-            complex3d = _load_mat_tile(input_file_path)
-        elif file_type == 'nifti':
-            complex3d = _load_nifti_tile(input_file_path)
-
-
+        input_file_path = input_file_template % (mosaic_idx, tile_idx)
+        complex3d = _load_tile(input_file_path)
         if complex3d.shape[0] > 4 * raw_tile_width:
             warnings.warn(
                 f"Complex3D shape {complex3d.shape} is larger than expected {4 * raw_tile_width}. "
@@ -212,82 +216,28 @@ def build_slice(slice_idx, blend_ramp, clip_x, clip_y, full_width, full_height,
         dBI3D, R3D, O3D = process_complex3d(complex3d, raw_tile_width)
 
         results = da.stack([dBI3D, R3D, O3D], axis=3)
+        if flip_z:
+            results = da.flip(results, axis=2)
+        if scan_info['System'].lower() == 'octopus':
+            results = da.swapaxes(results, 0, 1)
+
+        results = results.rechunk({3: 3})
         results = results[clip_x:, clip_y:]*blend_ramp[:,:,None,None]
+        canvas_tile = da.zeros((full_width, full_height, depth, 3),
+                               chunks=(
+                                   tile_width, tile_height,
+                                   depth, 3), dtype=np.float32)
+        canvas_tile[row_slice, col_slice, ...] = results
+        weight_tile = da.zeros((full_width, full_height), chunks=(
+            tile_width, tile_height),
+                               dtype=np.float32)
+        weight_tile[row_slice, col_slice] = blend_ramp
+        canvas.append(canvas_tile)
+        weight.append(weight_tile)
+
+    canvas = da.sum(da.stack(canvas, axis=0), axis=0)
+    weight = da.sum(da.stack(weight, axis=0), axis=0)
 
-        canvas[row_slice, col_slice] += results
-        weight[row_slice, col_slice] += blend_ramp
-
-        #
-        # if mosaic_idx > 8 and tilted_illumination:
-        #     Nz = depth
-        #     # 1) build a mask of pixels needing correction
-        #     mask_crop = focus <= scan_info['Focus_CropStart']  # (Ny, Nx)
-        #
-        #     # 2) find, for each (y,x), the last index along z where dBI3D == -inf
-        #     mask_inf = np.isneginf(dBI3D)  # (Ny, Nx, Nz)
-        #     depth_idx = np.arange(Nz)[None, None, :]  # (1, 1, Nz)
-        #     last_inf = np.max(np.where(mask_inf, depth_idx, -1), axis=2)
-        #     # last_inf[y,x] is -1 if there was no -inf, or the maximum index otherwise
-        #
-        #     # 3) decide which pixels actually get shifted
-        #     do_shift = (mask_crop & (last_inf >= 0))  # (Ny, Nx)
-        #
-        #     # 4) build the "shifted" index array for every (y,x,z)
-        #     #    new_idx[y,x,z] = last_inf[y,x] + z
-        #     new_idx = last_inf[..., None] + depth_idx  # (Ny, Nx, Nz)
-        #
-        #     # 5) clip to valid range so we can safely gather,
-        #     #    then gather each volume
-        #     clipped = np.clip(new_idx, 0, Nz - 1)
-        #     dBI3D_shift = np.take_along_axis(dBI3D, clipped, axis=2)
-        #     R3D_shift = np.take_along_axis(R3D, clipped, axis=2)
-        #     O3D_shift = np.take_along_axis(O3D, clipped, axis=2)
-        #
-        #     # 6) zero-out any positions that “fell off the end” (new_idx >= Nz)
-        #     overflow = new_idx >= Nz
-        #     dBI3D_shift[overflow] = 0
-        #     R3D_shift[overflow] = 0
-        #     O3D_shift[overflow] = 0
-        #
-        #     # 7) select per-pixel whether to keep the original or use the shifted version
-        #     dBI3D = np.where(do_shift[..., None], dBI3D_shift, dBI3D)
-        #     R3D = np.where(do_shift[..., None], R3D_shift, R3D)
-        #     O3D = np.where(do_shift[..., None], O3D_shift, O3D)
-        #
-        # for arr, canvas in zip([dBI3D, R3D, O3D], [dBI_record, R3D_record, O3D_record]):
-        #     if scan_info['System'].lower() == 'octopus':
-        #         arr = np.swapaxes(arr, 0, 1)
-        #     if flip_z:
-        #         arr = arr[:, :, ::-1]
-        #     arr = arr[clip_x:, clip_y:]
-        #     if modality == "mus" and file_type == 'nifti':
-        #         raise NotImplementedError("mus 3d stitching not updated")
-        #         arr = process_mus_nifti(arr, depth)
-        #     else:
-        #         arr = arr[:, :, :depth]
-        #     arr *= blend_ramp[..., None]
-
-            #
-            # adding = da.zeros_like(dBI_canvas)
-            # adding[row_slice, col_slice, :] =
-            # canvas.append(adding)
-        #
-        # adding = da.zeros_like(weight)
-        # adding[row_slice, col_slice] = blend_ramp
-        # weight_record.append(adding)
-
-
-    # dBI_canvas = da.sum(da.stack(dBI_record, axis=0), axis=0)
-    # R3D_canvas = da.sum(da.stack(R3D_record, axis=0), axis=0)
-    # O3D_canvas = da.sum(da.stack(O3D_record, axis=0), axis=0)
-    # weight = da.sum(da.stack(weight_record, axis=0), axis=0)
-    # Normalize the canvases by the weight
-    # dBI_canvas /= weight[..., None]
-    # R3D_canvas /= weight[..., None]
-    # O3D_canvas /= weight[..., None]
-    # dBI_canvas = da.nan_to_num(dBI_canvas)
-    # R3D_canvas = da.nan_to_num(R3D_canvas)
-    # O3D_canvas = da.nan_to_num(O3D_canvas)
     canvas /= weight[..., None, None]
     canvas = canvas.rechunk({3:1})
     dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
@@ -324,9 +274,6 @@ def do_downsample(volume: da.Array, factors: tuple) -> da.Array:
     fx, fy, fz = factors
     return da.coarsen(np.mean, volume, {0: fx, 1: fy, 2: fz}, trim_excess=True)
 
-
-
-
 def stack_slices(mosaic_info, slice_indices, slices):
     return da.concatenate(slices, axis=2)
     num_slices = len(slices)
diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/zarr/generate_pyramid.py
index b716c70d..85fec5c9 100644
--- a/linc_convert/utils/zarr/generate_pyramid.py
+++ b/linc_convert/utils/zarr/generate_pyramid.py
@@ -250,7 +250,7 @@ def generate_pyramid_new(
         prev_shape = spatial_shape
         spatial_shape = next_level_shape(prev_shape, no_pyramid_axis)
         all_shapes.append(spatial_shape)
-        logger.info("Compute level", lvl, "with shape", spatial_shape)
+        logger.info(f"Compute level {lvl} with shape {spatial_shape}")
 
         arr = omz.create_array(str(lvl), shape=batch_shape + spatial_shape, **opts)
 

From c84b16d535425c15eca616a5df671b8fd21bf2db Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 5 Jun 2025 15:11:21 -0400
Subject: [PATCH 031/157] wip: psoct

---
 linc_convert/modalities/psoct/mosaic3d.py | 61 +++++++++++++++--------
 1 file changed, 40 insertions(+), 21 deletions(-)

diff --git a/linc_convert/modalities/psoct/mosaic3d.py b/linc_convert/modalities/psoct/mosaic3d.py
index 1b06918b..a6ce7b00 100644
--- a/linc_convert/modalities/psoct/mosaic3d.py
+++ b/linc_convert/modalities/psoct/mosaic3d.py
@@ -1,6 +1,7 @@
 import logging
 import os.path as op
 import warnings
+from multiprocessing.managers import Value
 from typing import Annotated
 
 import cyclopts
@@ -13,6 +14,7 @@
 import tqdm
 import zarr
 from cyclopts import Parameter
+from dask import delayed
 
 from linc_convert.modalities.psoct.cli import psoct
 from linc_convert.modalities.psoct.mosaic2d import _normalize_tile_coords, \
@@ -64,7 +66,9 @@ def mosaic3d_telesto(
     mosaic_info = struct_arr_to_dict(raw_mat['Mosaic3D'])
     exp_params, is_fiji = find_experiment_params(mosaic_info['Exp'])
     slice_indices = atleast_2d_trailing(mosaic_info['sliceidx'])
-
+    scan_resolution = np.atleast_1d(scan_info['Resolution'])
+    if len(scan_resolution) < 3:
+        raise ValueError
     clip_x, clip_y = int(params['XPixClip']), int(params['YPixClip'])
     if scan_info['System'].lower() == 'octopus':
         clip_x, clip_y = clip_y, clip_x
@@ -86,7 +90,7 @@ def mosaic3d_telesto(
 
     no_tilted_illumination_scan = scan_info['TiltedIllumination'] != 'Yes'
 
-    focus = _load_nifti_tile(scan_info['FocusFile'] + tilt_postfix)
+    focus = _load_nifti_tile(scan_info['FocusFile'+ tilt_postfix] )
     raw_tile_width = int(scan_info['NbPixels' + tilt_postfix])
 
     slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_index]
@@ -109,18 +113,23 @@ def mosaic3d_telesto(
     input_file_template = input_file_template.replace('[modality]', file_prefix)
     input_file_template = op.join(raw_data_dir, input_file_template)
 
+    if mosaic_idx > 8 and tilted_illumination:
+        temp_compensate = True
+    else:
+        temp_compensate = False
     dBI_result, R3D_result, O3D_result = build_slice(mosaic_idx, input_file_template,
                                                      blend_ramp, clip_x, clip_y,
                                                      full_width, full_height, depth,
                                                      flip_z, map_indices, scan_info,
                                                      tile_width, tile_height, x_coords,
-                                                     y_coords, raw_tile_width)
+                                                     y_coords, raw_tile_width, focus, temp_compensate)
+
 
-    if mosaic_idx > 8 and tilted_illumination:
-        O3D_result, R3D_result, dBI_result = temporary_compensation(O3D_result,
-                                                                    R3D_result,
-                                                                    dBI_result, depth,
-                                                                    focus, scan_info)
+
+
+    dBI_result = dBI_result.transpose(2,1,0)
+    R3D_result = R3D_result.transpose(2,1,0)
+    O3D_result = O3D_result.transpose(2,1,0)
 
     chunk, shard = compute_zarr_layout(dBI_result.shape, dBI_result.dtype, zarr_config)
     writers = []
@@ -133,7 +142,7 @@ def mosaic3d_telesto(
             res = da.rechunk(res, chunks=shard)
         else:
             res = da.rechunk(res, chunks=chunk)
-        zgroup = zarr.create_group(out)
+        zgroup = zarr.create_group(out, overwrite=True)
         zgroups.append(zgroup)
         wconfig = default_write_config(op.join(out, '0'), shape=res.shape,
                                        dtype=np.float32, chunk=chunk, shard=shard)
@@ -145,20 +154,24 @@ def mosaic3d_telesto(
     task = da.store(results, writers, compute=False)
     task.compute()
 
+    scan_resolution = scan_resolution[:3][::-1]
     logger.info("finished")
     for zgroup in zgroups:
         generate_pyramid_new(zgroup)
-        write_ome_metadata(zgroup, ["x", "y", "z"])
+        write_ome_metadata(zgroup, ["z", "y", "x"], scan_resolution, space_unit="micrometer")
+        nii_header = default_nifti_header(zgroup["0"], zgroup.attrs["multiscales"])
+        nii_header.set_xyzt_units("um")
+        write_nifti_header(zgroup, nii_header)
     logger.info("finished generating pyramid")
 
 
 # For I80 slab1 use only
-def temporary_compensation(O3D_result, R3D_result, dBI_result, depth, focus, scan_info):
+def temporary_compensation(dBI, R3D, O3D, depth, focus, scan_info):
     Nz = depth
     # 1) build a mask of pixels needing correction
     mask_crop = focus <= scan_info['Focus_CropStart']  # (Ny, Nx)
     # 2) find, for each (y,x), the last index along z where dBI3D == -inf
-    mask_inf = np.isneginf(dBI_result)  # (Ny, Nx, Nz)
+    mask_inf = np.isneginf(dBI)  # (Ny, Nx, Nz)
     depth_idx = np.arange(Nz)[None, None, :]  # (1, 1, Nz)
     last_inf = np.max(np.where(mask_inf, depth_idx, -1), axis=2)
     # last_inf[y,x] is -1 if there was no -inf, or the maximum index otherwise
@@ -170,24 +183,24 @@ def temporary_compensation(O3D_result, R3D_result, dBI_result, depth, focus, sca
     # 5) clip to valid range so we can safely gather,
     #    then gather each volume
     clipped = np.clip(new_idx, 0, Nz - 1)
-    dBI3D_shift = np.take_along_axis(dBI_result, clipped, axis=2)
-    R3D_shift = np.take_along_axis(R3D_result, clipped, axis=2)
-    O3D_shift = np.take_along_axis(O3D_result, clipped, axis=2)
+    dBI3D_shift = np.take_along_axis(dBI, clipped, axis=2)
+    R3D_shift = np.take_along_axis(R3D, clipped, axis=2)
+    O3D_shift = np.take_along_axis(O3D, clipped, axis=2)
     # 6) zero-out any positions that “fell off the end” (new_idx >= Nz)
     overflow = new_idx >= Nz
     dBI3D_shift[overflow] = 0
     R3D_shift[overflow] = 0
     O3D_shift[overflow] = 0
     # 7) select per-pixel whether to keep the original or use the shifted version
-    dBI_result = np.where(do_shift[..., None], dBI3D_shift, dBI_result)
-    R3D_result = np.where(do_shift[..., None], R3D_shift, R3D_result)
-    O3D_result = np.where(do_shift[..., None], O3D_shift, O3D_result)
-    return O3D_result, R3D_result, dBI_result
+    dBI = np.where(do_shift[..., None], dBI3D_shift, dBI)
+    R3D = np.where(do_shift[..., None], R3D_shift, R3D)
+    O3D = np.where(do_shift[..., None], O3D_shift, O3D)
+    return da.stack([dBI,R3D,O3D], 3)
 
 
 def build_slice(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y, full_width,
                 full_height, depth, flip_z, map_indices, scan_info, tile_width,
-                tile_height, x_coords, y_coords, raw_tile_width):
+                tile_height, x_coords, y_coords, raw_tile_width, focus, temp_compensate):
     canvas = []
     weight = []
 
@@ -215,7 +228,12 @@ def build_slice(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y, ful
 
         dBI3D, R3D, O3D = process_complex3d(complex3d, raw_tile_width)
 
-        results = da.stack([dBI3D, R3D, O3D], axis=3)
+        if temp_compensate:
+            results = delayed(temporary_compensation)(dBI3D, R3D, O3D, depth, focus, scan_info)
+            results = da.from_delayed(results, shape=(*dBI3D.shape,3), dtype= dBI3D.dtype)
+        else:
+            results = da.stack([dBI3D, R3D, O3D], axis=3)
+
         if flip_z:
             results = da.flip(results, axis=2)
         if scan_info['System'].lower() == 'octopus':
@@ -234,6 +252,7 @@ def build_slice(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y, ful
         weight_tile[row_slice, col_slice] = blend_ramp
         canvas.append(canvas_tile)
         weight.append(weight_tile)
+        break
 
     canvas = da.sum(da.stack(canvas, axis=0), axis=0)
     weight = da.sum(da.stack(weight, axis=0), axis=0)

From fbb89d2e61e30b3ae5e6179ad89a5e950c12e147 Mon Sep 17 00:00:00 2001
From: Kabilar Gunalan <kabi@mit.edu>
Date: Fri, 13 Jun 2025 14:51:38 -0500
Subject: [PATCH 032/157] Add attribution for ps-oct code

---
 linc_convert/modalities/psoct/mosaic2d.py | 4 ++++
 linc_convert/modalities/psoct/mosaic3d.py | 4 ++++
 2 files changed, 8 insertions(+)

diff --git a/linc_convert/modalities/psoct/mosaic2d.py b/linc_convert/modalities/psoct/mosaic2d.py
index 5335cbee..34ac4593 100644
--- a/linc_convert/modalities/psoct/mosaic2d.py
+++ b/linc_convert/modalities/psoct/mosaic2d.py
@@ -1,3 +1,7 @@
+"""
+This module includes components that are based on the https://github.com/CarolineMagnain/OCTAnalysis repository (currently private).  We have permission from the owner to include the code here.
+"""
+
 import logging
 import os.path as op
 from colorsys import hsv_to_rgb
diff --git a/linc_convert/modalities/psoct/mosaic3d.py b/linc_convert/modalities/psoct/mosaic3d.py
index a6ce7b00..9aa164b6 100644
--- a/linc_convert/modalities/psoct/mosaic3d.py
+++ b/linc_convert/modalities/psoct/mosaic3d.py
@@ -1,3 +1,7 @@
+"""
+This module includes components that are based on the https://github.com/CarolineMagnain/OCTAnalysis repository (currently private).  We have permission from the owner to include the code here.
+"""
+
 import logging
 import os.path as op
 import warnings

From 78931ce10156e78286fcc8c08d725fe64de1cf1f Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Wed, 11 Jun 2025 10:15:59 -0400
Subject: [PATCH 033/157] wip: psoct

---
 linc_convert/modalities/psoct/mosaic3d.py | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/linc_convert/modalities/psoct/mosaic3d.py b/linc_convert/modalities/psoct/mosaic3d.py
index 9aa164b6..bf9493d1 100644
--- a/linc_convert/modalities/psoct/mosaic3d.py
+++ b/linc_convert/modalities/psoct/mosaic3d.py
@@ -162,9 +162,9 @@ def mosaic3d_telesto(
     logger.info("finished")
     for zgroup in zgroups:
         generate_pyramid_new(zgroup)
-        write_ome_metadata(zgroup, ["z", "y", "x"], scan_resolution, space_unit="micrometer")
+        write_ome_metadata(zgroup, ["z", "y", "x"], scan_resolution, space_unit="millimeter")
         nii_header = default_nifti_header(zgroup["0"], zgroup.attrs["multiscales"])
-        nii_header.set_xyzt_units("um")
+        nii_header.set_xyzt_units("mm")
         write_nifti_header(zgroup, nii_header)
     logger.info("finished generating pyramid")
 
@@ -262,7 +262,8 @@ def build_slice(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y, ful
     weight = da.sum(da.stack(weight, axis=0), axis=0)
 
     canvas /= weight[..., None, None]
-    canvas = canvas.rechunk({3:1})
+    canvas = da.nan_to_num(canvas)
+    # canvas = canvas.rechunk({3:1})
     dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
     return [dBI_canvas, R3D_canvas, O3D_canvas]
 

From 8d55c7bdf1343680f80fa1e37f4b529011c5177c Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 12 Jun 2025 16:52:50 -0400
Subject: [PATCH 034/157] wip: psoct, attempts optimize dask pipeline

---
 linc_convert/modalities/psoct/mosaic3d.py | 930 +++++++++++++++++++++-
 1 file changed, 918 insertions(+), 12 deletions(-)

diff --git a/linc_convert/modalities/psoct/mosaic3d.py b/linc_convert/modalities/psoct/mosaic3d.py
index bf9493d1..b29573bb 100644
--- a/linc_convert/modalities/psoct/mosaic3d.py
+++ b/linc_convert/modalities/psoct/mosaic3d.py
@@ -19,6 +19,7 @@
 import zarr
 from cyclopts import Parameter
 from dask import delayed
+from dask.diagnostics import ProgressBar
 
 from linc_convert.modalities.psoct.cli import psoct
 from linc_convert.modalities.psoct.mosaic2d import _normalize_tile_coords, \
@@ -26,6 +27,7 @@
 from linc_convert.modalities.psoct.utils._utils import struct_arr_to_dict, \
     find_experiment_params, atleast_2d_trailing
 from linc_convert.modalities.psoct.utils._zarr import default_write_config
+from linc_convert.utils.math import ceildiv
 from linc_convert.utils.zarr.create_array import compute_zarr_layout
 from linc_convert.utils.zarr.generate_pyramid import generate_pyramid_new
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
@@ -97,8 +99,8 @@ def mosaic3d_telesto(
     focus = _load_nifti_tile(scan_info['FocusFile'+ tilt_postfix] )
     raw_tile_width = int(scan_info['NbPixels' + tilt_postfix])
 
-    slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_index]
-
+    # slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_index]
+    slice_idx_in = slice_index
     mosaic_idx = 2 * slice_idx_in - 1
     if tilted_illumination:
         mosaic_idx += 1
@@ -121,21 +123,27 @@ def mosaic3d_telesto(
         temp_compensate = True
     else:
         temp_compensate = False
-    dBI_result, R3D_result, O3D_result = build_slice(mosaic_idx, input_file_template,
+
+    chunk, shard = compute_zarr_layout((depth, full_height, full_width), np.float32,
+                                       zarr_config)
+
+    dBI_result, R3D_result, O3D_result = build_slice(mosaic_idx,
+                                                                          input_file_template,
                                                      blend_ramp, clip_x, clip_y,
                                                      full_width, full_height, depth,
                                                      flip_z, map_indices, scan_info,
                                                      tile_width, tile_height, x_coords,
-                                                     y_coords, raw_tile_width, focus, temp_compensate)
-
-
+                                                                          y_coords,
+                                                                          raw_tile_width,
+                                                                          focus,
+                                                                          temp_compensate,
+                                                                          chunk=chunk if not shard else shard)
 
 
     dBI_result = dBI_result.transpose(2,1,0)
     R3D_result = R3D_result.transpose(2,1,0)
     O3D_result = O3D_result.transpose(2,1,0)
 
-    chunk, shard = compute_zarr_layout(dBI_result.shape, dBI_result.dtype, zarr_config)
     writers = []
     results = []
     zgroups = []
@@ -156,7 +164,9 @@ def mosaic3d_telesto(
         writers.append(tswriter)
         results.append(res)
     task = da.store(results, writers, compute=False)
-    task.compute()
+
+    with ProgressBar():
+        task.compute()
 
     scan_resolution = scan_resolution[:3][::-1]
     logger.info("finished")
@@ -165,7 +175,7 @@ def mosaic3d_telesto(
         write_ome_metadata(zgroup, ["z", "y", "x"], scan_resolution, space_unit="millimeter")
         nii_header = default_nifti_header(zgroup["0"], zgroup.attrs["multiscales"])
         nii_header.set_xyzt_units("mm")
-        write_nifti_header(zgroup, nii_header)
+        # write_nifti_header(zgroup, nii_header)
     logger.info("finished generating pyramid")
 
 
@@ -201,10 +211,600 @@ def temporary_compensation(dBI, R3D, O3D, depth, focus, scan_info):
     O3D = np.where(do_shift[..., None], O3D_shift, O3D)
     return da.stack([dBI,R3D,O3D], 3)
 
-
 def build_slice(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y, full_width,
                 full_height, depth, flip_z, map_indices, scan_info, tile_width,
-                tile_height, x_coords, y_coords, raw_tile_width, focus, temp_compensate):
+                tile_height, x_coords, y_coords, raw_tile_width, focus, temp_compensate,
+                chunk):
+    coords = []
+    tiles = []
+    for (i, j), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
+        if tile_idx <= 0 or np.isnan(x_coords[i, j]) or np.isnan(
+                y_coords[i, j]):
+            continue
+        x0, y0 = int(x_coords[i, j]), int(y_coords[i, j])
+        row_slice = slice(x0, x0 + tile_width)
+        col_slice = slice(y0, y0 + tile_height)
+
+        input_file_path = input_file_template % (mosaic_idx, tile_idx)
+        complex3d = _load_tile(input_file_path)
+        if complex3d.shape[0] > 4 * raw_tile_width:
+            warnings.warn(
+                f"Complex3D shape {complex3d.shape} is larger than expected {4 * raw_tile_width}. "
+                "Trimming to 4*raw_tile_width."
+            )
+            complex3d = complex3d[:4 * raw_tile_width, :, :]
+        elif complex3d.shape[0] < 4 * raw_tile_width:
+            raise ValueError(
+                f"Complex3D shape {complex3d.shape} is smaller than expected {4 * raw_tile_width}. "
+                "Check the input file."
+            )
+
+        dBI3D, R3D, O3D = process_complex3d(complex3d, raw_tile_width)
+
+        if temp_compensate:
+            results = delayed(temporary_compensation)(dBI3D, R3D, O3D, depth, focus,
+                                                      scan_info)
+            results = da.from_delayed(results, shape=(*dBI3D.shape, 3),
+                                      dtype=dBI3D.dtype)
+        else:
+            results = da.stack([dBI3D, R3D, O3D], axis=3)
+
+        if flip_z:
+            results = da.flip(results, axis=2)
+        if scan_info['System'].lower() == 'octopus':
+            results = da.swapaxes(results, 0, 1)
+
+        results = results[clip_x:, clip_y:] * blend_ramp[:, :, None, None]
+        tiles.append(results)
+        coords.append((x0, y0))
+        if tile_idx > 50:
+            break
+
+    return stitch_map_block(
+        coords, tiles,
+        full_width=full_width, full_height=full_height,
+        depth=depth, blend_ramp=blend_ramp,
+        tile_size=(tile_width, tile_height),
+        chunk=chunk
+    )
+
+
+from collections import defaultdict
+
+def stitch_baseline(coords, tiles, full_width, full_height, depth,
+                    blend_ramp, tile_size, chunk, **_):
+    canvas = da.zeros((full_width, full_height, depth, 3),
+                      chunks=(*chunk[::-1], 3), dtype=np.float32)
+    weight = da.zeros((full_width, full_height),
+                      chunks=(*chunk[::-1][:-1],), dtype=np.float32)
+
+    arr=da.sum(da.stack(tiles, axis=0), axis=0)
+    with ProgressBar():
+        arr.compute()
+    logger.info("finished")
+    return [canvas[..., i] for i in range(3)]
+
+
+
+def stitch_addition(coords, tiles, full_width, full_height, depth,
+                    blend_ramp, tile_size, chunk, **_):
+    canvas = da.zeros((full_width, full_height, depth, 3),
+                      chunks=(*chunk[::-1], 3), dtype=np.float32)
+    weight = da.zeros((full_width, full_height),
+                      chunks=(*chunk[::-1][:-1],), dtype=np.float32)
+
+    for (x0, y0), t in zip(coords, tiles):
+        rs = slice(x0, x0 + tile_size[0])
+        cs = slice(y0, y0 + tile_size[1])
+        canvas[rs, cs] += t
+        weight[rs, cs] += blend_ramp
+
+    canvas /= weight[..., None, None]
+    return [canvas[..., i] for i in range(3)]
+
+
+def stitch_sparse_padding(coords, tiles,
+                          full_width, full_height, depth,
+                          blend_ramp, tile_size, **_):
+    """
+    Same as native_padding but convert to sparse. COO per‐block before summing.
+    """
+    pw, ph = tile_size
+    paints = []
+    weights = []
+
+    for (x0, y0), t in zip(coords, tiles):
+        # build a full‐canvas tile with zeros
+        paint = da.zeros((full_width, full_height, depth, 3),
+                         chunks=(pw, ph, depth, 3),
+                         dtype=np.float32)
+        weight_paint = da.zeros((full_width, full_height),
+                                chunks=(pw, ph),
+                                dtype=np.float32)
+
+        rs = slice(x0, x0 + pw)
+        cs = slice(y0, y0 + ph)
+        paint[rs, cs, ...] = t
+        weight_paint[rs, cs] = blend_ramp
+
+        paints.append(da.map_blocks(sparse.COO, paint))
+        weights.append(da.map_blocks(sparse.COO, weight_paint))
+
+    canvas = da.sum(da.stack(paints, axis=0), axis=0)
+    weight = da.sum(da.stack(weights, axis=0), axis=0)
+
+    canvas /= weight[..., None, None]
+    return [canvas[..., i] for i in range(3)]
+
+
+def stitch_native_padding(coords, tiles,
+                          full_width, full_height, depth,
+                          blend_ramp, tile_size, **_):
+    """
+    Per‐tile da.pad to full‐canvas, then stack & sum (build_slice_native_padding).
+    """
+    pw, ph = tile_size
+    canvases = []
+    weights = []
+
+    for (x0, y0), t in zip(coords, tiles):
+        # pad amounts = ((before_x, after_x), (before_y, after_y), (0,0), (0,0))
+        pad_t = ((x0, full_width - x0 - pw),
+                 (y0, full_height - y0 - ph),
+                 (0, 0),
+                 (0, 0))
+        pad_w = ((x0, full_width - x0 - pw),
+                 (y0, full_height - y0 - ph))
+
+        canvases.append(da.pad(t, pad_t).astype(np.float32))
+        weights.append(da.pad(blend_ramp, pad_w).astype(np.float32))
+
+    canvas = da.sum(da.stack(canvases, axis=0), axis=0)
+    weight = da.sum(da.stack(weights, axis=0), axis=0)
+
+    canvas /= weight[..., None, None]
+    canvas = da.nan_to_num(canvas)
+    return [canvas[..., i] for i in range(3)]
+
+
+def stitch_chunked_padding(coords, tiles,
+                           full_width, full_height, depth,
+                           blend_ramp, tile_size, **_):
+    """
+    Chunk‐aligned padding + per‐block summation (build_slice_chunked_padding).
+    """
+    pw, ph = tile_size
+    # final canvas & weight
+    canvas = da.zeros((full_width, full_height, depth, 3),
+                      chunks=(pw, ph, depth, 3),
+                      dtype=np.float32)
+    weight = da.zeros((full_width, full_height),
+                      chunks=(pw, ph),
+                      dtype=np.float32)
+
+    # collect per‐chunk pieces
+    block_tiles = defaultdict(list)
+    block_weights = defaultdict(list)
+
+    for (x0, y0), t in zip(coords, tiles):
+        # which tile‐chunks this falls into?
+        x0c = x0 // pw
+        y0c = y0 // ph
+        x1c = (x0 + pw - 1) // pw
+        y1c = (y0 + ph - 1) // ph
+
+        # pad region covering those chunks
+        x_start = x0c * pw
+        y_start = y0c * ph
+        x_end = (x1c + 1) * pw
+        y_end = (y1c + 1) * ph
+
+        block_canvas = da.zeros((x_end - x_start, y_end - y_start, depth, 3),
+                                chunks=(pw, ph, depth, 3),
+                                dtype=np.float32)
+        block_weight = da.zeros((x_end - x_start, y_end - y_start),
+                                chunks=(pw, ph),
+                                dtype=np.float32)
+
+        # place tile into that big block
+        xs = slice(x0 - x_start, x0 - x_start + pw)
+        ys = slice(y0 - y_start, y0 - y_start + ph)
+        block_canvas[xs, ys, ...] = t
+        block_weight[xs, ys] = blend_ramp
+
+        # chop into per‐chunk pieces
+        for cx in range(x0c, x1c + 1):
+            for cy in range(y0c, y1c + 1):
+                bid = (cx, cy)
+                sub_x = slice((cx - x0c) * pw, (cx - x0c + 1) * pw)
+                sub_y = slice((cy - y0c) * ph, (cy - y0c + 1) * ph)
+                block_tiles[bid].append(block_canvas[sub_x, sub_y, ...])
+                block_weights[bid].append(block_weight[sub_x, sub_y])
+
+    # assemble each chunk back into final canvas
+    for (cx, cy), pieces in block_tiles.items():
+        rs = slice(cx * pw, min((cx + 1) * pw, full_width))
+        cs = slice(cy * ph, min((cy + 1) * ph, full_height))
+
+        summed = da.sum(da.stack(pieces, axis=0), axis=0)
+        wsum = da.sum(da.stack(block_weights[(cx, cy)], axis=0), axis=0)
+
+        # trim edges if needed
+        summed = summed[: rs.stop - rs.start, : cs.stop - cs.start, ...]
+        wsum = wsum[: rs.stop - rs.start, : cs.stop - cs.start]
+
+        canvas[rs, cs, ...] = summed
+        weight[rs, cs] = wsum
+
+    # normalize & clean
+    canvas /= weight[..., None, None]
+    canvas = da.nan_to_num(canvas)
+    return [canvas[..., i] for i in range(3)]
+
+
+def stitch_whole_canvas_padding(coords, tiles,
+                        full_width, full_height, depth,
+                        blend_ramp, tile_size, **_):
+    """
+    Build a full‐size zero‐canvas per tile and slice‐assign into it,
+    then stack & sum (build_slice_whole_canvas_padding).
+    """
+    pw, ph = tile_size
+    canvases = []
+    weights = []
+
+    for (x0, y0), t in zip(coords, tiles):
+        canvas_tile = da.zeros((full_width, full_height, depth, 3),
+                               chunks=(pw, ph, depth, 3),
+                               dtype=np.float32)
+        weight_tile = da.zeros((full_width, full_height),
+                               chunks=(pw, ph),
+                               dtype=np.float32)
+
+        rs = slice(x0, x0 + pw)
+        cs = slice(y0, y0 + ph)
+        canvas_tile[rs, cs, ...] = t
+        weight_tile[rs, cs] = blend_ramp
+
+        canvases.append(canvas_tile)
+        weights.append(weight_tile)
+
+    canvas = da.sum(da.stack(canvases, axis=0), axis=0)
+    weight = da.sum(da.stack(weights, axis=0), axis=0)
+
+    canvas /= weight[..., None, None]
+    canvas = da.nan_to_num(canvas)
+    return [canvas[..., i] for i in range(3)]
+
+def _combine_block(_,block_tiles,block_weights,*args,block_info=None, **kwargs):
+    chunk_id = tuple(block_info[None]['chunk-location'][:2])
+
+    paints = block_tiles[chunk_id]
+    weights = block_weights[chunk_id]
+
+    # if no tiles hit this chunk → zero
+    shape = block_info[None]['chunk-shape']
+    if not paints:
+        return np.broadcast_to(np.zeros((), dtype=np.float32), shape)
+
+    # pure NumPy sums
+    total_paint  = np.sum(np.stack(paints,  axis=0), axis=0)
+    total_weight = np.sum(np.stack(weights, axis=0), axis=0)
+    return total_paint / total_weight[...,None,None]
+
+def stitch_map_block(coords, tiles,
+                           full_width, full_height, depth,
+                           blend_ramp, tile_size, **_):
+    """
+    Chunk‐aligned padding + per‐block summation (build_slice_chunked_padding).
+    """
+    pw, ph = tile_size
+    # final canvas & weight
+    canvas = da.zeros((full_width, full_height, depth, 3),
+                      chunks=(pw, ph, depth, 3),
+                      dtype=np.float32)
+    weight = da.zeros((full_width, full_height),
+                      chunks=(pw, ph),
+                      dtype=np.float32)
+
+    # collect per‐chunk pieces
+    block_tiles = defaultdict(list)
+    block_weights = defaultdict(list)
+
+    for (x0, y0), t in zip(coords, tiles):
+        # which tile‐chunks this falls into?
+        x0c = x0 // pw
+        y0c = y0 // ph
+        x1c = (x0 + pw - 1) // pw
+        y1c = (y0 + ph - 1) // ph
+
+        # pad region covering those chunks
+        x_start = x0c * pw
+        y_start = y0c * ph
+        x_end = (x1c + 1) * pw
+        y_end = (y1c + 1) * ph
+
+        block_canvas = da.zeros((x_end - x_start, y_end - y_start, depth, 3),
+                                chunks=(pw, ph, depth, 3),
+                                dtype=np.float32)
+        block_weight = da.zeros((x_end - x_start, y_end - y_start),
+                                chunks=(pw, ph),
+                                dtype=np.float32)
+
+        # place tile into that big block
+        xs = slice(x0 - x_start, x0 - x_start + pw)
+        ys = slice(y0 - y_start, y0 - y_start + ph)
+        block_canvas[xs, ys, ...] = t
+        block_weight[xs, ys] = blend_ramp
+
+        # chop into per‐chunk pieces
+        for cx in range(x0c, x1c + 1):
+            for cy in range(y0c, y1c + 1):
+                bid = (cx, cy)
+                sub_x = slice((cx - x0c) * pw, (cx - x0c + 1) * pw)
+                sub_y = slice((cy - y0c) * ph, (cy - y0c + 1) * ph)
+                block_tiles[bid].append(block_canvas[sub_x, sub_y, ...])
+                block_weights[bid].append(block_weight[sub_x, sub_y])
+
+
+    canvas = da.map_blocks(_combine_block,canvas, block_tiles, block_weights,
+        dtype=canvas.dtype,
+        chunks=(pw, ph, depth, 3))
+
+    return [canvas[..., i] for i in range(3)]
+
+import sparse
+def per_chunk(chunk,weight=None, axis=None, keepdims=None):
+    if weight and not weight[0,0]:
+        return np.broadcast_to(np.zeros((), dtype=np.float32),)
+    return chunk
+
+def stitch_custom_reduction(coords, tiles,
+                        full_width, full_height, depth,
+                        blend_ramp, tile_size, **_):
+    """
+    Build a full‐size zero‐canvas per tile and slice‐assign into it,
+    then stack & sum (build_slice_whole_canvas_padding).
+    """
+    pw, ph = tile_size
+    canvases = []
+    weights = []
+    num_chunkx  = ceildiv(full_width, pw)
+    num_chunky  = ceildiv(full_height, ph)
+    masks = []
+
+    for (x0, y0), t in zip(coords, tiles):
+        canvas_tile = da.zeros((full_width, full_height, depth, 3),
+                               chunks=(pw, ph, depth, 3),
+                               dtype=np.float32)
+        weight_tile = da.zeros((full_width, full_height),
+                               chunks=(pw, ph),
+                               dtype=np.float32)
+
+        rs = slice(x0, x0 + pw)
+        cs = slice(y0, y0 + ph)
+        canvas_tile[rs, cs, ...] = t
+        weight_tile[rs, cs] = blend_ramp
+        x0c = x0 // pw
+        y0c = y0 // ph
+        x1c = (x0 + pw - 1) // pw
+        y1c = (y0 + ph - 1) // ph
+        mask = np.zeros((num_chunkx, num_chunky), dtype=bool)
+        mask[x0c:x1c + 1, y0c:y1c + 1] = True
+        mask=np.broadcast_to(mask[:, :, None, None]  , (num_chunkx, num_chunky, pw, ph)).transpose(0, 2, 1, 3).reshape(num_chunkx*pw, num_chunky*ph)[:full_width, :full_height]
+
+        masks.append(mask)
+        canvases.append(canvas_tile)
+        weights.append(weight_tile)
+    canvas = da.stack(canvases, axis=0)
+    weight = da.stack(weights, axis=0)
+    canvas = da.reduction(canvas,chunk = per_chunk, aggregate=da.sum, axis=0,dtype=np.float32)
+    weight = da.reduction(weight,chunk = per_chunk, aggregate=da.sum, axis=0, dtype=np.float32)
+
+    canvas /= weight[..., None, None]
+    canvas = da.nan_to_num(canvas)
+    return [canvas[..., i] for i in range(3)]
+
+
+def build_slice_chunked_padding(mosaic_idx, input_file_template, blend_ramp, clip_x,
+                                clip_y, full_width,
+                                full_height, depth, flip_z, map_indices, scan_info,
+                                tile_width,
+                                tile_height, x_coords, y_coords, raw_tile_width, focus,
+                                temp_compensate, chunk):
+    canvas = dask.array.zeros((full_width, full_height, depth, 3),
+                              chunks=(tile_width, tile_height, depth, 3),
+                              dtype=np.float32)
+
+    weight = dask.array.zeros((full_width, full_height),
+                              chunks=(tile_width, tile_height),
+                              dtype=np.float32)
+
+    all_blocks = defaultdict(list)
+    all_weights = defaultdict(list)
+
+    for (i, j), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
+        if tile_idx <= 0 or np.isnan(x_coords[i, j]) or np.isnan(
+                y_coords[i, j]):
+            continue
+        x0, y0 = int(x_coords[i, j]), int(y_coords[i, j])
+        row_slice = slice(x0, x0 + tile_width)
+        col_slice = slice(y0, y0 + tile_height)
+
+        input_file_path = input_file_template % (mosaic_idx, tile_idx)
+        complex3d = _load_tile(input_file_path)
+        if complex3d.shape[0] > 4 * raw_tile_width:
+            warnings.warn(
+                f"Complex3D shape {complex3d.shape} is larger than expected {4 * raw_tile_width}. "
+                "Trimming to 4*raw_tile_width."
+            )
+            complex3d = complex3d[:4 * raw_tile_width, :, :]
+        elif complex3d.shape[0] < 4 * raw_tile_width:
+            raise ValueError(
+                f"Complex3D shape {complex3d.shape} is smaller than expected {4 * raw_tile_width}. "
+                "Check the input file."
+            )
+
+        dBI3D, R3D, O3D = process_complex3d(complex3d, raw_tile_width)
+
+        if temp_compensate:
+            results = delayed(temporary_compensation)(dBI3D, R3D, O3D, depth, focus,
+                                                      scan_info)
+            results = da.from_delayed(results, shape=(*dBI3D.shape, 3),
+                                      dtype=dBI3D.dtype)
+        else:
+            results = da.stack([dBI3D, R3D, O3D], axis=3)
+
+        if flip_z:
+            results = da.flip(results, axis=2)
+        if scan_info['System'].lower() == 'octopus':
+            results = da.swapaxes(results, 0, 1)
+
+        results = results.rechunk({3: 3})
+        results = results[clip_x:, clip_y:] * blend_ramp[..., None, None]
+        x0_chunk = x0 // tile_width
+        y0_chunk = y0 // tile_height
+        x1_chunk = (x0 + tile_width - 1) // tile_width
+        y1_chunk = (y0 + tile_height - 1) // tile_height
+        # pad this tile to the chunk boundaries
+        x0_chunk_start = x0_chunk * tile_width
+        y0_chunk_start = y0_chunk * tile_height
+        x1_chunk_end = (x1_chunk + 1) * tile_width
+        y1_chunk_end = (y1_chunk + 1) * tile_height
+        canvas_tile = da.zeros(
+            (x1_chunk_end - x0_chunk_start, y1_chunk_end - y0_chunk_start, depth, 3),
+            dtype=np.float32, chunks=(tile_width, tile_height, depth, 3))
+        canvas_tile[x0 - x0_chunk_start:x0 + tile_width - x0_chunk_start,
+        y0 - y0_chunk_start:y0 + tile_height - y0_chunk_start] = results
+        weight_tile = da.zeros(
+            (x1_chunk_end - x0_chunk_start, y1_chunk_end - y0_chunk_start),
+            dtype=np.float32, chunks=(tile_width, tile_height))
+        weight_tile[x0 - x0_chunk_start:x0 + tile_width - x0_chunk_start,
+        y0 - y0_chunk_start:y0 + tile_height - y0_chunk_start] = blend_ramp
+
+        # add the tile to corresponding blocks  
+        for chunk_x_id in range(x0_chunk, x1_chunk + 1):
+            for chunk_y_id in range(y0_chunk, y1_chunk + 1):
+                block_id = (chunk_x_id, chunk_y_id)
+                all_blocks[block_id].append(canvas_tile[
+                                            (chunk_x_id - x0_chunk) * tile_width: (
+                                                                                              chunk_x_id - x0_chunk + 1) * tile_width,
+                                            (chunk_y_id - y0_chunk) * tile_height: (
+                                                                                               chunk_y_id - y0_chunk + 1) * tile_height,
+                                            ...])
+                all_weights[block_id].append(weight_tile[
+                                             (chunk_x_id - x0_chunk) * tile_width: (
+                                                                                               chunk_x_id - x0_chunk + 1) * tile_width,
+                                             (chunk_y_id - y0_chunk) * tile_height: (
+                                                                                                chunk_y_id - y0_chunk + 1) * tile_height,
+                                             ])
+
+        if tile_idx > 100:
+            break
+
+    for block_id, block_tiles in all_blocks.items():
+        x_slice = slice(block_id[0] * tile_width,
+                        min((block_id[0] + 1) * tile_width, full_width))
+        y_slice = slice(block_id[1] * tile_height,
+                        min((block_id[1] + 1) * tile_height, full_height))
+        block_data = da.sum(da.stack(block_tiles, axis=0), axis=0)
+        weight_data = da.sum(da.stack(all_weights[block_id], axis=0), axis=0)
+        if (block_id[0] + 1) * tile_width > full_width:
+            block_data = block_data[:x_slice.stop - x_slice.start, ...]
+            weight_data = weight_data[:x_slice.stop - x_slice.start, ...]
+        if (block_id[1] + 1) * tile_height > full_height:
+            block_data = block_data[:, :y_slice.stop - y_slice.start, ...]
+            weight_data = weight_data[:, :y_slice.stop - y_slice.start]
+
+        canvas[x_slice, y_slice] = block_data
+        weight[x_slice, y_slice] = weight_data
+
+    canvas /= weight[..., None, None]
+    canvas = da.nan_to_num(canvas)
+    # canvas = canvas.rechunk({3:1})
+    dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
+    return [dBI_canvas, R3D_canvas, O3D_canvas]
+
+
+def build_slice_whole_canvas_padding(mosaic_idx, input_file_template, blend_ramp,
+                                     clip_x, clip_y, full_width,
+                                     full_height, depth, flip_z, map_indices, scan_info,
+                                     tile_width,
+                                     tile_height, x_coords, y_coords, raw_tile_width,
+                                     focus, temp_compensate, chunk):
+    canvas = []
+    weight = []
+
+    for (i, j), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
+        if tile_idx <= 0 or np.isnan(x_coords[i, j]) or np.isnan(
+                y_coords[i, j]):
+            continue
+        x0, y0 = int(x_coords[i, j]), int(y_coords[i, j])
+        row_slice = slice(x0, x0 + tile_width)
+        col_slice = slice(y0, y0 + tile_height)
+
+        input_file_path = input_file_template % (mosaic_idx, tile_idx)
+        complex3d = _load_tile(input_file_path)
+        if complex3d.shape[0] > 4 * raw_tile_width:
+            warnings.warn(
+                f"Complex3D shape {complex3d.shape} is larger than expected {4 * raw_tile_width}. "
+                "Trimming to 4*raw_tile_width."
+            )
+            complex3d = complex3d[:4 * raw_tile_width, :, :]
+        elif complex3d.shape[0] < 4 * raw_tile_width:
+            raise ValueError(
+                f"Complex3D shape {complex3d.shape} is smaller than expected {4 * raw_tile_width}. "
+                "Check the input file."
+            )
+
+        dBI3D, R3D, O3D = process_complex3d(complex3d, raw_tile_width)
+
+        if temp_compensate:
+            results = delayed(temporary_compensation)(dBI3D, R3D, O3D, depth, focus,
+                                                      scan_info)
+            results = da.from_delayed(results, shape=(*dBI3D.shape, 3),
+                                      dtype=dBI3D.dtype)
+        else:
+            results = da.stack([dBI3D, R3D, O3D], axis=3)
+
+        if flip_z:
+            results = da.flip(results, axis=2)
+        if scan_info['System'].lower() == 'octopus':
+            results = da.swapaxes(results, 0, 1)
+
+        results = results.rechunk({3: 3})
+        results = results[clip_x:, clip_y:] * blend_ramp[:, :, None, None]
+        canvas_tile = da.zeros((full_width, full_height, depth, 3),
+                               chunks=(
+                                   tile_width, tile_height,
+                                   depth, 3), dtype=np.float32)
+        canvas_tile[row_slice, col_slice, ...] = results
+        weight_tile = da.zeros((full_width, full_height), chunks=(
+            tile_width, tile_height),
+                               dtype=np.float32)
+        weight_tile[row_slice, col_slice] = blend_ramp
+        canvas.append(canvas_tile)
+        weight.append(weight_tile)
+        if tile_idx > 100:
+            break
+
+    canvas = da.sum(da.stack(canvas, axis=0), axis=0)
+    weight = da.sum(da.stack(weight, axis=0), axis=0)
+
+    canvas /= weight[..., None, None]
+    canvas = da.nan_to_num(canvas)
+    # canvas = canvas.rechunk({3:1})
+    dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
+    return [dBI_canvas, R3D_canvas, O3D_canvas]
+
+
+def build_slice_whole_canvas_custom_reduction(mosaic_idx, input_file_template,
+                                              blend_ramp, clip_x, clip_y, full_width,
+                                              full_height, depth, flip_z, map_indices,
+                                              scan_info, tile_width,
+                                              tile_height, x_coords, y_coords,
+                                              raw_tile_width, focus, temp_compensate,
+                                              chunk):
     canvas = []
     weight = []
 
@@ -254,9 +854,15 @@ def build_slice(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y, ful
             tile_width, tile_height),
                                dtype=np.float32)
         weight_tile[row_slice, col_slice] = blend_ramp
+        x0_chunk = x0 // tile_width
+        y0_chunk = y0 // tile_height
+        x1_chunk = (x0 + tile_width - 1) // tile_width
+        y1_chunk = (y0 + tile_height - 1) // tile_height
+
         canvas.append(canvas_tile)
         weight.append(weight_tile)
-        break
+        if tile_idx > 100:
+            break
 
     canvas = da.sum(da.stack(canvas, axis=0), axis=0)
     weight = da.sum(da.stack(weight, axis=0), axis=0)
@@ -268,6 +874,306 @@ def build_slice(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y, ful
     return [dBI_canvas, R3D_canvas, O3D_canvas]
 
 
+def build_slice_baseline(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y,
+                         full_width,
+                         full_height, depth, flip_z, map_indices, scan_info, tile_width,
+                         tile_height, x_coords, y_coords, raw_tile_width, focus,
+                         temp_compensate, chunk):
+    all_results = []
+    all_weights = []
+    for (i, j), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
+        if tile_idx <= 0 or np.isnan(x_coords[i, j]) or np.isnan(
+                y_coords[i, j]):
+            continue
+        x0, y0 = int(x_coords[i, j]), int(y_coords[i, j])
+        row_slice = slice(x0, x0 + tile_width)
+        col_slice = slice(y0, y0 + tile_height)
+
+        input_file_path = input_file_template % (mosaic_idx, tile_idx)
+        complex3d = _load_tile(input_file_path)
+        if complex3d.shape[0] > 4 * raw_tile_width:
+            warnings.warn(
+                f"Complex3D shape {complex3d.shape} is larger than expected {4 * raw_tile_width}. "
+                "Trimming to 4*raw_tile_width."
+            )
+            complex3d = complex3d[:4 * raw_tile_width, :, :]
+        elif complex3d.shape[0] < 4 * raw_tile_width:
+            raise ValueError(
+                f"Complex3D shape {complex3d.shape} is smaller than expected {4 * raw_tile_width}. "
+                "Check the input file."
+            )
+
+        dBI3D, R3D, O3D = process_complex3d(complex3d, raw_tile_width)
+
+        if temp_compensate:
+            results = delayed(temporary_compensation)(dBI3D, R3D, O3D, depth, focus,
+                                                      scan_info)
+            results = da.from_delayed(results, shape=(*dBI3D.shape, 3),
+                                      dtype=dBI3D.dtype)
+        else:
+            results = da.stack([dBI3D, R3D, O3D], axis=3)
+
+        if flip_z:
+            results = da.flip(results, axis=2)
+        if scan_info['System'].lower() == 'octopus':
+            results = da.swapaxes(results, 0, 1)
+
+        results = results[clip_x:, clip_y:] * blend_ramp[:, :, None, None]
+        all_results.append(results)
+        all_weights.append(blend_ramp)
+
+    canvas = da.sum(da.stack(all_results, axis=0), axis=0)
+    weight = da.sum(da.stack(all_weights, axis=0), axis=0)
+    # for i in range(len(all_results)):
+    #     all_results[i] = da.stack(all_results[i], axis=1)
+    #     all_weights[i] = da.stack(all_weights[i], axis=1)
+    # canvas = da.stack(all_results, axis=0)
+    # weight = da.stack(all_weights, axis=0)
+
+    canvas /= weight[..., None, None]
+    canvas.compute()
+    logger.info("finished")
+    dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
+    return [dBI_canvas, R3D_canvas, O3D_canvas]
+
+
+def build_slice_old(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y,
+                    full_width,
+                    full_height, depth, flip_z, map_indices, scan_info, tile_width,
+                    tile_height, x_coords, y_coords, raw_tile_width, focus,
+                    temp_compensate, chunk):
+    chunk = chunk[::-1]
+    chunk_x, chunk_y = chunk[:2]
+    all_results = []
+    canvas = dask.array.zeros((full_width, full_height, depth, 3), chunks=(*chunk, 3),
+                              dtype=np.float32)
+    weight = dask.array.zeros((full_width, full_height), chunks=(*chunk[:-1],),
+                              dtype=np.float32)
+
+    block_map = defaultdict(list)
+    weight_map = defaultdict(list)
+    coords = []
+    tiles = []
+    for (i, j), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
+        if tile_idx <= 0 or np.isnan(x_coords[i, j]) or np.isnan(
+                y_coords[i, j]):
+            continue
+        x0, y0 = int(x_coords[i, j]), int(y_coords[i, j])
+        row_slice = slice(x0, x0 + tile_width)
+        col_slice = slice(y0, y0 + tile_height)
+
+        input_file_path = input_file_template % (mosaic_idx, tile_idx)
+        complex3d = _load_tile(input_file_path)
+        if complex3d.shape[0] > 4 * raw_tile_width:
+            warnings.warn(
+                f"Complex3D shape {complex3d.shape} is larger than expected {4 * raw_tile_width}. "
+                "Trimming to 4*raw_tile_width."
+            )
+            complex3d = complex3d[:4 * raw_tile_width, :, :]
+        elif complex3d.shape[0] < 4 * raw_tile_width:
+            raise ValueError(
+                f"Complex3D shape {complex3d.shape} is smaller than expected {4 * raw_tile_width}. "
+                "Check the input file."
+            )
+
+        dBI3D, R3D, O3D = process_complex3d(complex3d, raw_tile_width)
+
+        if temp_compensate:
+            results = delayed(temporary_compensation)(dBI3D, R3D, O3D, depth, focus,
+                                                      scan_info)
+            results = da.from_delayed(results, shape=(*dBI3D.shape, 3),
+                                      dtype=dBI3D.dtype)
+        else:
+            results = da.stack([dBI3D, R3D, O3D], axis=3)
+
+        if flip_z:
+            results = da.flip(results, axis=2)
+        if scan_info['System'].lower() == 'octopus':
+            results = da.swapaxes(results, 0, 1)
+
+        results = results[clip_x:, clip_y:] * blend_ramp[:, :, None, None]
+
+        coords.append((x0, y0))
+        tiles.append(results)
+        # find the all chunks this tile overlaps with
+        x0_chunk = x0 // chunk_x
+        y0_chunk = y0 // chunk_y
+        x1_chunk = (x0 + tile_width) // chunk_x
+        y1_chunk = (y0 + tile_height) // chunk_y
+        # pad this tile to the chunk boundaries
+        x0_chunk_start = x0_chunk * chunk_x
+        y0_chunk_start = y0_chunk * chunk_y
+        x1_chunk_end = (x1_chunk + 1) * chunk_x
+        y1_chunk_end = (y1_chunk + 1) * chunk_y
+        # paint = da.zeros((x1_chunk_end - x0_chunk_start, y1_chunk_end - y0_chunk_start, depth, 3), dtype=np.float32, chunks=(tile_width,tile_height,depth,3))
+        # paint[x0 - x0_chunk_start:x0 + tile_width - x0_chunk_start,
+        #         y0 - y0_chunk_start:y0 + tile_height - y0_chunk_start, :] = results
+        # weight = da.zeros((x1_chunk_end - x0_chunk_start, y1_chunk_end - y0_chunk_start), dtype=np.float32, chunks=(tile_width, tile_height))
+        # weight[x0 - x0_chunk_start:x0 + tile_width - x0_chunk_start,
+        #            y0 - y0_chunk_start:y0 + tile_height - y0_chunk_start] = blend_ramp
+        paint = results
+        weight = blend_ramp
+        # add the result to corresponding blocks in the block_map
+        for chunk_x_id in range(x0_chunk, x1_chunk + 1):
+            for chunk_y_id in range(y0_chunk, y1_chunk + 1):
+                block_id = (chunk_x_id, chunk_y_id)
+                block_map[block_id].append(paint[
+                                           (chunk_x_id - x0_chunk) * chunk_x: (
+                                                                                          chunk_x_id - x0_chunk + 1) * chunk_x,
+                                           (chunk_y_id - y0_chunk) * chunk_y: (
+                                                                                          chunk_y_id - y0_chunk + 1) * chunk_y,
+                                           ...])
+                weight_map[block_id].append(weight[
+                                            (chunk_x_id - x0_chunk) * chunk_x: (
+                                                                                           chunk_x_id - x0_chunk + 1) * chunk_x,
+                                            (chunk_y_id - y0_chunk) * chunk_y: (
+                                                                                           chunk_y_id - y0_chunk + 1) * chunk_y,
+                                            ])
+
+        # all_results.append((x0,y0,results))
+        # for chunk_x_id in range(x0// chunk_x, (x0 + tile_width) // chunk_x + 1):
+        #     for chunk_y_id in range(y0 // chunk_y, (y0 + tile_height) // chunk_y + 1):
+        #         block_id = (chunk_x_id, chunk_y_id)
+        #         block_map[block_id].append((x0, y0, results))
+
+    ## by tile approch
+    # all_tiles = da.stack(tiles, axis=0)
+    # def _sum_by_tile(block, block_id=None):
+    #     x0 ,y0 = coords[block_id[0]]
+    #     row_slice = slice(x0, x0 + tile_width)
+    #     col_slice = slice(y0, y0 + tile_height)
+    #     canvas[row_slice, col_slice, :] += block
+    #     weight[row_slice, col_slice] += blend_ramp
+
+    #     return block
+    # all_tiles = da.map_blocks(
+    #     _sum_by_tile,
+    #     all_tiles,  # drives shape + chunks
+    #     dtype=all_tiles.dtype,
+    #     chunks=all_tiles.chunks  # keep exactly the same chunk‐structure
+    # )
+    # all_tiles.compute()
+    # canvas /= weight[..., None, None] + 1e-10  # avoid division by zero
+    # dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
+    # return [dBI_canvas, R3D_canvas, O3D_canvas]
+
+    def _sum_overlapping(block, *args, block_id=None):
+        block_id = block_id[:2]
+        paints = block_map[block_id]
+        weights = weight_map[block_id]
+
+        return dask.sum(da.stack(paints, axis=0), axis=0) / dask.sum(
+            da.stack(weights, axis=0), axis=0)
+
+        # args = (tiles_list, coords_list, full_shape, chunk_shape)
+        tiles_list, coords_list = args
+
+        # block_info[0]['array-location'] is something like ((row_start, row_stop),
+        #                                                  (col_start, col_stop))
+        info = block_info[0]
+        (row_start, row_stop), (col_start, col_stop) = info['array-location'][:2]
+        block_h = row_stop - row_start
+        block_w = col_stop - col_start
+
+        out = da.zeros((block_h, block_w), dtype=block.dtype)
+        weight = da.zeros((block_h, block_w), dtype=np.float32)
+        for tile_arr, (x0, y0) in zip(tiles_list, coords_list):
+            x1 = x0 + tile_arr.shape[0]
+            y1 = y0 + tile_arr.shape[1]
+
+            # Overlap of [row_start:row_stop] with [x0:x1]:
+            rs = max(row_start, x0)
+            re = min(row_stop, x1)
+            cs = max(col_start, y0)
+            ce = min(col_stop, y1)
+
+            if (re > rs) and (ce > cs):
+                # compute the slices
+                tile_rs = rs - x0;
+                tile_re = re - x0
+                tile_cs = cs - y0;
+                tile_ce = ce - y0
+                out_rs = rs - row_start
+                out_re = re - row_start
+                out_cs = cs - col_start
+                out_ce = ce - col_start
+
+                out[out_rs:out_re, out_cs:out_ce] += tile_arr[tile_rs:tile_re,
+                                                     tile_cs:tile_ce]
+                weight[out_rs:out_re, out_cs:out_ce] += blend_ramp[tile_rs:tile_re,
+                                                        tile_cs:tile_ce]
+        out /= weight + 1e-10  # avoid division by zero
+
+        return out
+
+    canvas = da.map_blocks(
+        _sum_overlapping,
+        canvas,  # drives shape + chunks
+        tiles,  # will be “tiles_list” inside args
+        coords,  # “coords_list” inside args
+        dtype=canvas.dtype,
+        chunks=(tile_width, tile_height, depth, 3)
+        # keep exactly the same chunk‐structure
+    )
+    dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
+    return [dBI_canvas, R3D_canvas, O3D_canvas]
+
+    # def cal(_, block_info=None):
+    #     block_id = block_info[0]['chunk-location'][:2]
+    #     array_location = block_info[0]['array-location']
+    #     x_location, y_location = array_location[:2]
+    #     x_start, x_end = x_location
+    #     y_start, y_end = y_location
+    #
+    #     blocks = block_map[block_id]
+    #     canvas, weight = [], []
+    #     for x0,y0,block in blocks:
+    #         ramp = blend_ramp
+    #         if x0 < x_start:
+    #             ramp = ramp[x_start - x0:, :]
+    #             block = block[x_start - x0:, :, :]
+    #         elif x0 > x_start:
+    #             # pad the ramp and block to the left
+    #             ramp = da.pad(ramp, ((x0 - x_start, 0), (0, 0)), mode='constant')
+    #             block = da.pad(block, ((x0 - x_start, 0), (0, 0), (0, 0)), mode='constant')
+    #         if y0 < y_start:
+    #             ramp = ramp[:, y_start - y0:]
+    #             block = block[:, y_start - y0:, :]
+    #         elif y0 > y_start:
+    #             # pad the ramp and block to the top
+    #             ramp = da.pad(ramp, ((0, 0), (y0 - y_start, 0)), mode='constant')
+    #             block = da.pad(block, ((0, 0), (y0 - y_start, 0), (0, 0)), mode='constant')
+    #         if x_start + ramp.shape[0] > x_end:
+    #             ramp = ramp[:x_end - x_start, :]
+    #             block = block[:x_end - x_start, :, :]
+    #         elif x_start + ramp.shape[0] < x_end:
+    #             # pad the ramp and block to the right
+    #             ramp = da.pad(ramp, ((0, x_end - (x_start + ramp.shape[0])), (0, 0)), mode='constant')
+    #             block = da.pad(block, ((0, x_end - (x_start + block.shape[0])), (0, 0), (0, 0)), mode='constant')
+    #         if y_start + ramp.shape[1] > y_end:
+    #             ramp = ramp[:, :y_end - y_start]
+    #             block = block[:, :y_end - y_start, :]
+    #         elif y_start + ramp.shape[1] < y_end:
+    #             # pad the ramp and block to the bottom
+    #             ramp = da.pad(ramp, ((0, 0), (0, y_end - (y_start + ramp.shape[1]))), mode='constant')
+    #             block = da.pad(block, ((0, 0), (0, y_end - (y_start + block.shape[1])), (0, 0)), mode='constant')
+    #
+    #         canvas.append(block)
+    #         weight.append(ramp)
+    #         print(canvas)
+    #     if not canvas:
+    #         return _
+    #     canvas = da.sum(da.stack(canvas, axis=0), axis=0)
+    #     weight = da.sum(da.stack(weight, axis=0), axis=0)
+    #     return canvas/weight[:,:,None,None]
+    #
+    # canvas = da.map_blocks(cal,canvas,dtype=np.float32)
+    #
+    # # canvas /= weight[..., None, None]
+    # dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
+    # return [dBI_canvas, R3D_canvas, O3D_canvas]
+
+
 def process_complex3d(complex3d, raw_tile_width):
     complex3d = complex3d.rechunk({0:raw_tile_width})
     comp = complex3d.reshape(

From 99cb6f6dff8ca41e6d2ca3f9589738222bb970ee Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 17 Jun 2025 14:05:50 -0400
Subject: [PATCH 035/157] wip: psoct, finalize optimization

---
 linc_convert/modalities/psoct/mosaic3d.py | 824 +---------------------
 1 file changed, 13 insertions(+), 811 deletions(-)

diff --git a/linc_convert/modalities/psoct/mosaic3d.py b/linc_convert/modalities/psoct/mosaic3d.py
index b29573bb..c50c0959 100644
--- a/linc_convert/modalities/psoct/mosaic3d.py
+++ b/linc_convert/modalities/psoct/mosaic3d.py
@@ -5,7 +5,7 @@
 import logging
 import os.path as op
 import warnings
-from multiprocessing.managers import Value
+from collections import defaultdict
 from typing import Annotated
 
 import cyclopts
@@ -20,18 +20,17 @@
 from cyclopts import Parameter
 from dask import delayed
 from dask.diagnostics import ProgressBar
+from niizarr import default_nifti_header, write_ome_metadata
 
 from linc_convert.modalities.psoct.cli import psoct
 from linc_convert.modalities.psoct.mosaic2d import _normalize_tile_coords, \
-    _compute_blending_ramp, _load_mat_tile, _load_nifti_tile, _load_tile
+    _compute_blending_ramp, _load_nifti_tile, _load_tile
 from linc_convert.modalities.psoct.utils._utils import struct_arr_to_dict, \
     find_experiment_params, atleast_2d_trailing
 from linc_convert.modalities.psoct.utils._zarr import default_write_config
-from linc_convert.utils.math import ceildiv
 from linc_convert.utils.zarr.create_array import compute_zarr_layout
 from linc_convert.utils.zarr.generate_pyramid import generate_pyramid_new
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
-from niizarr import default_nifti_header, write_nifti_header, write_ome_metadata
 
 logger = logging.getLogger(__name__)
 mosaic3d = cyclopts.App(name="mosaic3d", help_format="markdown")
@@ -211,6 +210,7 @@ def temporary_compensation(dBI, R3D, O3D, depth, focus, scan_info):
     O3D = np.where(do_shift[..., None], O3D_shift, O3D)
     return da.stack([dBI,R3D,O3D], 3)
 
+
 def build_slice(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y, full_width,
                 full_height, depth, flip_z, map_indices, scan_info, tile_width,
                 tile_height, x_coords, y_coords, raw_tile_width, focus, temp_compensate,
@@ -257,10 +257,8 @@ def build_slice(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y, ful
         results = results[clip_x:, clip_y:] * blend_ramp[:, :, None, None]
         tiles.append(results)
         coords.append((x0, y0))
-        if tile_idx > 50:
-            break
 
-    return stitch_map_block(
+    return stitch_tiles(
         coords, tiles,
         full_width=full_width, full_height=full_height,
         depth=depth, blend_ramp=blend_ramp,
@@ -269,179 +267,6 @@ def build_slice(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y, ful
     )
 
 
-from collections import defaultdict
-
-def stitch_baseline(coords, tiles, full_width, full_height, depth,
-                    blend_ramp, tile_size, chunk, **_):
-    canvas = da.zeros((full_width, full_height, depth, 3),
-                      chunks=(*chunk[::-1], 3), dtype=np.float32)
-    weight = da.zeros((full_width, full_height),
-                      chunks=(*chunk[::-1][:-1],), dtype=np.float32)
-
-    arr=da.sum(da.stack(tiles, axis=0), axis=0)
-    with ProgressBar():
-        arr.compute()
-    logger.info("finished")
-    return [canvas[..., i] for i in range(3)]
-
-
-
-def stitch_addition(coords, tiles, full_width, full_height, depth,
-                    blend_ramp, tile_size, chunk, **_):
-    canvas = da.zeros((full_width, full_height, depth, 3),
-                      chunks=(*chunk[::-1], 3), dtype=np.float32)
-    weight = da.zeros((full_width, full_height),
-                      chunks=(*chunk[::-1][:-1],), dtype=np.float32)
-
-    for (x0, y0), t in zip(coords, tiles):
-        rs = slice(x0, x0 + tile_size[0])
-        cs = slice(y0, y0 + tile_size[1])
-        canvas[rs, cs] += t
-        weight[rs, cs] += blend_ramp
-
-    canvas /= weight[..., None, None]
-    return [canvas[..., i] for i in range(3)]
-
-
-def stitch_sparse_padding(coords, tiles,
-                          full_width, full_height, depth,
-                          blend_ramp, tile_size, **_):
-    """
-    Same as native_padding but convert to sparse. COO per‐block before summing.
-    """
-    pw, ph = tile_size
-    paints = []
-    weights = []
-
-    for (x0, y0), t in zip(coords, tiles):
-        # build a full‐canvas tile with zeros
-        paint = da.zeros((full_width, full_height, depth, 3),
-                         chunks=(pw, ph, depth, 3),
-                         dtype=np.float32)
-        weight_paint = da.zeros((full_width, full_height),
-                                chunks=(pw, ph),
-                                dtype=np.float32)
-
-        rs = slice(x0, x0 + pw)
-        cs = slice(y0, y0 + ph)
-        paint[rs, cs, ...] = t
-        weight_paint[rs, cs] = blend_ramp
-
-        paints.append(da.map_blocks(sparse.COO, paint))
-        weights.append(da.map_blocks(sparse.COO, weight_paint))
-
-    canvas = da.sum(da.stack(paints, axis=0), axis=0)
-    weight = da.sum(da.stack(weights, axis=0), axis=0)
-
-    canvas /= weight[..., None, None]
-    return [canvas[..., i] for i in range(3)]
-
-
-def stitch_native_padding(coords, tiles,
-                          full_width, full_height, depth,
-                          blend_ramp, tile_size, **_):
-    """
-    Per‐tile da.pad to full‐canvas, then stack & sum (build_slice_native_padding).
-    """
-    pw, ph = tile_size
-    canvases = []
-    weights = []
-
-    for (x0, y0), t in zip(coords, tiles):
-        # pad amounts = ((before_x, after_x), (before_y, after_y), (0,0), (0,0))
-        pad_t = ((x0, full_width - x0 - pw),
-                 (y0, full_height - y0 - ph),
-                 (0, 0),
-                 (0, 0))
-        pad_w = ((x0, full_width - x0 - pw),
-                 (y0, full_height - y0 - ph))
-
-        canvases.append(da.pad(t, pad_t).astype(np.float32))
-        weights.append(da.pad(blend_ramp, pad_w).astype(np.float32))
-
-    canvas = da.sum(da.stack(canvases, axis=0), axis=0)
-    weight = da.sum(da.stack(weights, axis=0), axis=0)
-
-    canvas /= weight[..., None, None]
-    canvas = da.nan_to_num(canvas)
-    return [canvas[..., i] for i in range(3)]
-
-
-def stitch_chunked_padding(coords, tiles,
-                           full_width, full_height, depth,
-                           blend_ramp, tile_size, **_):
-    """
-    Chunk‐aligned padding + per‐block summation (build_slice_chunked_padding).
-    """
-    pw, ph = tile_size
-    # final canvas & weight
-    canvas = da.zeros((full_width, full_height, depth, 3),
-                      chunks=(pw, ph, depth, 3),
-                      dtype=np.float32)
-    weight = da.zeros((full_width, full_height),
-                      chunks=(pw, ph),
-                      dtype=np.float32)
-
-    # collect per‐chunk pieces
-    block_tiles = defaultdict(list)
-    block_weights = defaultdict(list)
-
-    for (x0, y0), t in zip(coords, tiles):
-        # which tile‐chunks this falls into?
-        x0c = x0 // pw
-        y0c = y0 // ph
-        x1c = (x0 + pw - 1) // pw
-        y1c = (y0 + ph - 1) // ph
-
-        # pad region covering those chunks
-        x_start = x0c * pw
-        y_start = y0c * ph
-        x_end = (x1c + 1) * pw
-        y_end = (y1c + 1) * ph
-
-        block_canvas = da.zeros((x_end - x_start, y_end - y_start, depth, 3),
-                                chunks=(pw, ph, depth, 3),
-                                dtype=np.float32)
-        block_weight = da.zeros((x_end - x_start, y_end - y_start),
-                                chunks=(pw, ph),
-                                dtype=np.float32)
-
-        # place tile into that big block
-        xs = slice(x0 - x_start, x0 - x_start + pw)
-        ys = slice(y0 - y_start, y0 - y_start + ph)
-        block_canvas[xs, ys, ...] = t
-        block_weight[xs, ys] = blend_ramp
-
-        # chop into per‐chunk pieces
-        for cx in range(x0c, x1c + 1):
-            for cy in range(y0c, y1c + 1):
-                bid = (cx, cy)
-                sub_x = slice((cx - x0c) * pw, (cx - x0c + 1) * pw)
-                sub_y = slice((cy - y0c) * ph, (cy - y0c + 1) * ph)
-                block_tiles[bid].append(block_canvas[sub_x, sub_y, ...])
-                block_weights[bid].append(block_weight[sub_x, sub_y])
-
-    # assemble each chunk back into final canvas
-    for (cx, cy), pieces in block_tiles.items():
-        rs = slice(cx * pw, min((cx + 1) * pw, full_width))
-        cs = slice(cy * ph, min((cy + 1) * ph, full_height))
-
-        summed = da.sum(da.stack(pieces, axis=0), axis=0)
-        wsum = da.sum(da.stack(block_weights[(cx, cy)], axis=0), axis=0)
-
-        # trim edges if needed
-        summed = summed[: rs.stop - rs.start, : cs.stop - cs.start, ...]
-        wsum = wsum[: rs.stop - rs.start, : cs.stop - cs.start]
-
-        canvas[rs, cs, ...] = summed
-        weight[rs, cs] = wsum
-
-    # normalize & clean
-    canvas /= weight[..., None, None]
-    canvas = da.nan_to_num(canvas)
-    return [canvas[..., i] for i in range(3)]
-
-
 def stitch_whole_canvas_padding(coords, tiles,
                         full_width, full_height, depth,
                         blend_ramp, tile_size, **_):
@@ -476,30 +301,27 @@ def stitch_whole_canvas_padding(coords, tiles,
     canvas = da.nan_to_num(canvas)
     return [canvas[..., i] for i in range(3)]
 
-def _combine_block(_,block_tiles,block_weights,*args,block_info=None, **kwargs):
+def _combine_block(_, block_tiles, block_weights, *args, block_info=None, **kwargs):
     chunk_id = tuple(block_info[None]['chunk-location'][:2])
-
     paints = block_tiles[chunk_id]
     weights = block_weights[chunk_id]
-
-    # if no tiles hit this chunk → zero
     shape = block_info[None]['chunk-shape']
+
     if not paints:
         return np.broadcast_to(np.zeros((), dtype=np.float32), shape)
 
-    # pure NumPy sums
-    total_paint  = np.sum(np.stack(paints,  axis=0), axis=0)
-    total_weight = np.sum(np.stack(weights, axis=0), axis=0)
+    total_paint = da.sum(da.stack(paints, axis=0), axis=0)
+    total_weight = da.sum(da.stack(weights, axis=0), axis=0)
     return total_paint / total_weight[...,None,None]
 
-def stitch_map_block(coords, tiles,
-                           full_width, full_height, depth,
-                           blend_ramp, tile_size, **_):
+
+def stitch_tiles(coords, tiles,
+                 full_width, full_height, depth,
+                 blend_ramp, tile_size, **_):
     """
     Chunk‐aligned padding + per‐block summation (build_slice_chunked_padding).
     """
     pw, ph = tile_size
-    # final canvas & weight
     canvas = da.zeros((full_width, full_height, depth, 3),
                       chunks=(pw, ph, depth, 3),
                       dtype=np.float32)
@@ -553,626 +375,6 @@ def stitch_map_block(coords, tiles,
 
     return [canvas[..., i] for i in range(3)]
 
-import sparse
-def per_chunk(chunk,weight=None, axis=None, keepdims=None):
-    if weight and not weight[0,0]:
-        return np.broadcast_to(np.zeros((), dtype=np.float32),)
-    return chunk
-
-def stitch_custom_reduction(coords, tiles,
-                        full_width, full_height, depth,
-                        blend_ramp, tile_size, **_):
-    """
-    Build a full‐size zero‐canvas per tile and slice‐assign into it,
-    then stack & sum (build_slice_whole_canvas_padding).
-    """
-    pw, ph = tile_size
-    canvases = []
-    weights = []
-    num_chunkx  = ceildiv(full_width, pw)
-    num_chunky  = ceildiv(full_height, ph)
-    masks = []
-
-    for (x0, y0), t in zip(coords, tiles):
-        canvas_tile = da.zeros((full_width, full_height, depth, 3),
-                               chunks=(pw, ph, depth, 3),
-                               dtype=np.float32)
-        weight_tile = da.zeros((full_width, full_height),
-                               chunks=(pw, ph),
-                               dtype=np.float32)
-
-        rs = slice(x0, x0 + pw)
-        cs = slice(y0, y0 + ph)
-        canvas_tile[rs, cs, ...] = t
-        weight_tile[rs, cs] = blend_ramp
-        x0c = x0 // pw
-        y0c = y0 // ph
-        x1c = (x0 + pw - 1) // pw
-        y1c = (y0 + ph - 1) // ph
-        mask = np.zeros((num_chunkx, num_chunky), dtype=bool)
-        mask[x0c:x1c + 1, y0c:y1c + 1] = True
-        mask=np.broadcast_to(mask[:, :, None, None]  , (num_chunkx, num_chunky, pw, ph)).transpose(0, 2, 1, 3).reshape(num_chunkx*pw, num_chunky*ph)[:full_width, :full_height]
-
-        masks.append(mask)
-        canvases.append(canvas_tile)
-        weights.append(weight_tile)
-    canvas = da.stack(canvases, axis=0)
-    weight = da.stack(weights, axis=0)
-    canvas = da.reduction(canvas,chunk = per_chunk, aggregate=da.sum, axis=0,dtype=np.float32)
-    weight = da.reduction(weight,chunk = per_chunk, aggregate=da.sum, axis=0, dtype=np.float32)
-
-    canvas /= weight[..., None, None]
-    canvas = da.nan_to_num(canvas)
-    return [canvas[..., i] for i in range(3)]
-
-
-def build_slice_chunked_padding(mosaic_idx, input_file_template, blend_ramp, clip_x,
-                                clip_y, full_width,
-                                full_height, depth, flip_z, map_indices, scan_info,
-                                tile_width,
-                                tile_height, x_coords, y_coords, raw_tile_width, focus,
-                                temp_compensate, chunk):
-    canvas = dask.array.zeros((full_width, full_height, depth, 3),
-                              chunks=(tile_width, tile_height, depth, 3),
-                              dtype=np.float32)
-
-    weight = dask.array.zeros((full_width, full_height),
-                              chunks=(tile_width, tile_height),
-                              dtype=np.float32)
-
-    all_blocks = defaultdict(list)
-    all_weights = defaultdict(list)
-
-    for (i, j), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
-        if tile_idx <= 0 or np.isnan(x_coords[i, j]) or np.isnan(
-                y_coords[i, j]):
-            continue
-        x0, y0 = int(x_coords[i, j]), int(y_coords[i, j])
-        row_slice = slice(x0, x0 + tile_width)
-        col_slice = slice(y0, y0 + tile_height)
-
-        input_file_path = input_file_template % (mosaic_idx, tile_idx)
-        complex3d = _load_tile(input_file_path)
-        if complex3d.shape[0] > 4 * raw_tile_width:
-            warnings.warn(
-                f"Complex3D shape {complex3d.shape} is larger than expected {4 * raw_tile_width}. "
-                "Trimming to 4*raw_tile_width."
-            )
-            complex3d = complex3d[:4 * raw_tile_width, :, :]
-        elif complex3d.shape[0] < 4 * raw_tile_width:
-            raise ValueError(
-                f"Complex3D shape {complex3d.shape} is smaller than expected {4 * raw_tile_width}. "
-                "Check the input file."
-            )
-
-        dBI3D, R3D, O3D = process_complex3d(complex3d, raw_tile_width)
-
-        if temp_compensate:
-            results = delayed(temporary_compensation)(dBI3D, R3D, O3D, depth, focus,
-                                                      scan_info)
-            results = da.from_delayed(results, shape=(*dBI3D.shape, 3),
-                                      dtype=dBI3D.dtype)
-        else:
-            results = da.stack([dBI3D, R3D, O3D], axis=3)
-
-        if flip_z:
-            results = da.flip(results, axis=2)
-        if scan_info['System'].lower() == 'octopus':
-            results = da.swapaxes(results, 0, 1)
-
-        results = results.rechunk({3: 3})
-        results = results[clip_x:, clip_y:] * blend_ramp[..., None, None]
-        x0_chunk = x0 // tile_width
-        y0_chunk = y0 // tile_height
-        x1_chunk = (x0 + tile_width - 1) // tile_width
-        y1_chunk = (y0 + tile_height - 1) // tile_height
-        # pad this tile to the chunk boundaries
-        x0_chunk_start = x0_chunk * tile_width
-        y0_chunk_start = y0_chunk * tile_height
-        x1_chunk_end = (x1_chunk + 1) * tile_width
-        y1_chunk_end = (y1_chunk + 1) * tile_height
-        canvas_tile = da.zeros(
-            (x1_chunk_end - x0_chunk_start, y1_chunk_end - y0_chunk_start, depth, 3),
-            dtype=np.float32, chunks=(tile_width, tile_height, depth, 3))
-        canvas_tile[x0 - x0_chunk_start:x0 + tile_width - x0_chunk_start,
-        y0 - y0_chunk_start:y0 + tile_height - y0_chunk_start] = results
-        weight_tile = da.zeros(
-            (x1_chunk_end - x0_chunk_start, y1_chunk_end - y0_chunk_start),
-            dtype=np.float32, chunks=(tile_width, tile_height))
-        weight_tile[x0 - x0_chunk_start:x0 + tile_width - x0_chunk_start,
-        y0 - y0_chunk_start:y0 + tile_height - y0_chunk_start] = blend_ramp
-
-        # add the tile to corresponding blocks  
-        for chunk_x_id in range(x0_chunk, x1_chunk + 1):
-            for chunk_y_id in range(y0_chunk, y1_chunk + 1):
-                block_id = (chunk_x_id, chunk_y_id)
-                all_blocks[block_id].append(canvas_tile[
-                                            (chunk_x_id - x0_chunk) * tile_width: (
-                                                                                              chunk_x_id - x0_chunk + 1) * tile_width,
-                                            (chunk_y_id - y0_chunk) * tile_height: (
-                                                                                               chunk_y_id - y0_chunk + 1) * tile_height,
-                                            ...])
-                all_weights[block_id].append(weight_tile[
-                                             (chunk_x_id - x0_chunk) * tile_width: (
-                                                                                               chunk_x_id - x0_chunk + 1) * tile_width,
-                                             (chunk_y_id - y0_chunk) * tile_height: (
-                                                                                                chunk_y_id - y0_chunk + 1) * tile_height,
-                                             ])
-
-        if tile_idx > 100:
-            break
-
-    for block_id, block_tiles in all_blocks.items():
-        x_slice = slice(block_id[0] * tile_width,
-                        min((block_id[0] + 1) * tile_width, full_width))
-        y_slice = slice(block_id[1] * tile_height,
-                        min((block_id[1] + 1) * tile_height, full_height))
-        block_data = da.sum(da.stack(block_tiles, axis=0), axis=0)
-        weight_data = da.sum(da.stack(all_weights[block_id], axis=0), axis=0)
-        if (block_id[0] + 1) * tile_width > full_width:
-            block_data = block_data[:x_slice.stop - x_slice.start, ...]
-            weight_data = weight_data[:x_slice.stop - x_slice.start, ...]
-        if (block_id[1] + 1) * tile_height > full_height:
-            block_data = block_data[:, :y_slice.stop - y_slice.start, ...]
-            weight_data = weight_data[:, :y_slice.stop - y_slice.start]
-
-        canvas[x_slice, y_slice] = block_data
-        weight[x_slice, y_slice] = weight_data
-
-    canvas /= weight[..., None, None]
-    canvas = da.nan_to_num(canvas)
-    # canvas = canvas.rechunk({3:1})
-    dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
-    return [dBI_canvas, R3D_canvas, O3D_canvas]
-
-
-def build_slice_whole_canvas_padding(mosaic_idx, input_file_template, blend_ramp,
-                                     clip_x, clip_y, full_width,
-                                     full_height, depth, flip_z, map_indices, scan_info,
-                                     tile_width,
-                                     tile_height, x_coords, y_coords, raw_tile_width,
-                                     focus, temp_compensate, chunk):
-    canvas = []
-    weight = []
-
-    for (i, j), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
-        if tile_idx <= 0 or np.isnan(x_coords[i, j]) or np.isnan(
-                y_coords[i, j]):
-            continue
-        x0, y0 = int(x_coords[i, j]), int(y_coords[i, j])
-        row_slice = slice(x0, x0 + tile_width)
-        col_slice = slice(y0, y0 + tile_height)
-
-        input_file_path = input_file_template % (mosaic_idx, tile_idx)
-        complex3d = _load_tile(input_file_path)
-        if complex3d.shape[0] > 4 * raw_tile_width:
-            warnings.warn(
-                f"Complex3D shape {complex3d.shape} is larger than expected {4 * raw_tile_width}. "
-                "Trimming to 4*raw_tile_width."
-            )
-            complex3d = complex3d[:4 * raw_tile_width, :, :]
-        elif complex3d.shape[0] < 4 * raw_tile_width:
-            raise ValueError(
-                f"Complex3D shape {complex3d.shape} is smaller than expected {4 * raw_tile_width}. "
-                "Check the input file."
-            )
-
-        dBI3D, R3D, O3D = process_complex3d(complex3d, raw_tile_width)
-
-        if temp_compensate:
-            results = delayed(temporary_compensation)(dBI3D, R3D, O3D, depth, focus,
-                                                      scan_info)
-            results = da.from_delayed(results, shape=(*dBI3D.shape, 3),
-                                      dtype=dBI3D.dtype)
-        else:
-            results = da.stack([dBI3D, R3D, O3D], axis=3)
-
-        if flip_z:
-            results = da.flip(results, axis=2)
-        if scan_info['System'].lower() == 'octopus':
-            results = da.swapaxes(results, 0, 1)
-
-        results = results.rechunk({3: 3})
-        results = results[clip_x:, clip_y:] * blend_ramp[:, :, None, None]
-        canvas_tile = da.zeros((full_width, full_height, depth, 3),
-                               chunks=(
-                                   tile_width, tile_height,
-                                   depth, 3), dtype=np.float32)
-        canvas_tile[row_slice, col_slice, ...] = results
-        weight_tile = da.zeros((full_width, full_height), chunks=(
-            tile_width, tile_height),
-                               dtype=np.float32)
-        weight_tile[row_slice, col_slice] = blend_ramp
-        canvas.append(canvas_tile)
-        weight.append(weight_tile)
-        if tile_idx > 100:
-            break
-
-    canvas = da.sum(da.stack(canvas, axis=0), axis=0)
-    weight = da.sum(da.stack(weight, axis=0), axis=0)
-
-    canvas /= weight[..., None, None]
-    canvas = da.nan_to_num(canvas)
-    # canvas = canvas.rechunk({3:1})
-    dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
-    return [dBI_canvas, R3D_canvas, O3D_canvas]
-
-
-def build_slice_whole_canvas_custom_reduction(mosaic_idx, input_file_template,
-                                              blend_ramp, clip_x, clip_y, full_width,
-                                              full_height, depth, flip_z, map_indices,
-                                              scan_info, tile_width,
-                                              tile_height, x_coords, y_coords,
-                                              raw_tile_width, focus, temp_compensate,
-                                              chunk):
-    canvas = []
-    weight = []
-
-    for (i, j), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
-        if tile_idx <= 0 or np.isnan(x_coords[i, j]) or np.isnan(
-                y_coords[i, j]):
-            continue
-        x0, y0 = int(x_coords[i, j]), int(y_coords[i, j])
-        row_slice = slice(x0, x0 + tile_width)
-        col_slice = slice(y0, y0 + tile_height)
-
-        input_file_path = input_file_template % (mosaic_idx, tile_idx)
-        complex3d = _load_tile(input_file_path)
-        if complex3d.shape[0] > 4 * raw_tile_width:
-            warnings.warn(
-                f"Complex3D shape {complex3d.shape} is larger than expected {4 * raw_tile_width}. "
-                "Trimming to 4*raw_tile_width."
-            )
-            complex3d = complex3d[:4 * raw_tile_width, :, :]
-        elif complex3d.shape[0] < 4 * raw_tile_width:
-            raise ValueError(
-                f"Complex3D shape {complex3d.shape} is smaller than expected {4 * raw_tile_width}. "
-                "Check the input file."
-            )
-
-        dBI3D, R3D, O3D = process_complex3d(complex3d, raw_tile_width)
-
-        if temp_compensate:
-            results = delayed(temporary_compensation)(dBI3D, R3D, O3D, depth, focus, scan_info)
-            results = da.from_delayed(results, shape=(*dBI3D.shape,3), dtype= dBI3D.dtype)
-        else:
-            results = da.stack([dBI3D, R3D, O3D], axis=3)
-
-        if flip_z:
-            results = da.flip(results, axis=2)
-        if scan_info['System'].lower() == 'octopus':
-            results = da.swapaxes(results, 0, 1)
-
-        results = results.rechunk({3: 3})
-        results = results[clip_x:, clip_y:]*blend_ramp[:,:,None,None]
-        canvas_tile = da.zeros((full_width, full_height, depth, 3),
-                               chunks=(
-                                   tile_width, tile_height,
-                                   depth, 3), dtype=np.float32)
-        canvas_tile[row_slice, col_slice, ...] = results
-        weight_tile = da.zeros((full_width, full_height), chunks=(
-            tile_width, tile_height),
-                               dtype=np.float32)
-        weight_tile[row_slice, col_slice] = blend_ramp
-        x0_chunk = x0 // tile_width
-        y0_chunk = y0 // tile_height
-        x1_chunk = (x0 + tile_width - 1) // tile_width
-        y1_chunk = (y0 + tile_height - 1) // tile_height
-
-        canvas.append(canvas_tile)
-        weight.append(weight_tile)
-        if tile_idx > 100:
-            break
-
-    canvas = da.sum(da.stack(canvas, axis=0), axis=0)
-    weight = da.sum(da.stack(weight, axis=0), axis=0)
-
-    canvas /= weight[..., None, None]
-    canvas = da.nan_to_num(canvas)
-    # canvas = canvas.rechunk({3:1})
-    dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
-    return [dBI_canvas, R3D_canvas, O3D_canvas]
-
-
-def build_slice_baseline(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y,
-                         full_width,
-                         full_height, depth, flip_z, map_indices, scan_info, tile_width,
-                         tile_height, x_coords, y_coords, raw_tile_width, focus,
-                         temp_compensate, chunk):
-    all_results = []
-    all_weights = []
-    for (i, j), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
-        if tile_idx <= 0 or np.isnan(x_coords[i, j]) or np.isnan(
-                y_coords[i, j]):
-            continue
-        x0, y0 = int(x_coords[i, j]), int(y_coords[i, j])
-        row_slice = slice(x0, x0 + tile_width)
-        col_slice = slice(y0, y0 + tile_height)
-
-        input_file_path = input_file_template % (mosaic_idx, tile_idx)
-        complex3d = _load_tile(input_file_path)
-        if complex3d.shape[0] > 4 * raw_tile_width:
-            warnings.warn(
-                f"Complex3D shape {complex3d.shape} is larger than expected {4 * raw_tile_width}. "
-                "Trimming to 4*raw_tile_width."
-            )
-            complex3d = complex3d[:4 * raw_tile_width, :, :]
-        elif complex3d.shape[0] < 4 * raw_tile_width:
-            raise ValueError(
-                f"Complex3D shape {complex3d.shape} is smaller than expected {4 * raw_tile_width}. "
-                "Check the input file."
-            )
-
-        dBI3D, R3D, O3D = process_complex3d(complex3d, raw_tile_width)
-
-        if temp_compensate:
-            results = delayed(temporary_compensation)(dBI3D, R3D, O3D, depth, focus,
-                                                      scan_info)
-            results = da.from_delayed(results, shape=(*dBI3D.shape, 3),
-                                      dtype=dBI3D.dtype)
-        else:
-            results = da.stack([dBI3D, R3D, O3D], axis=3)
-
-        if flip_z:
-            results = da.flip(results, axis=2)
-        if scan_info['System'].lower() == 'octopus':
-            results = da.swapaxes(results, 0, 1)
-
-        results = results[clip_x:, clip_y:] * blend_ramp[:, :, None, None]
-        all_results.append(results)
-        all_weights.append(blend_ramp)
-
-    canvas = da.sum(da.stack(all_results, axis=0), axis=0)
-    weight = da.sum(da.stack(all_weights, axis=0), axis=0)
-    # for i in range(len(all_results)):
-    #     all_results[i] = da.stack(all_results[i], axis=1)
-    #     all_weights[i] = da.stack(all_weights[i], axis=1)
-    # canvas = da.stack(all_results, axis=0)
-    # weight = da.stack(all_weights, axis=0)
-
-    canvas /= weight[..., None, None]
-    canvas.compute()
-    logger.info("finished")
-    dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
-    return [dBI_canvas, R3D_canvas, O3D_canvas]
-
-
-def build_slice_old(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y,
-                    full_width,
-                    full_height, depth, flip_z, map_indices, scan_info, tile_width,
-                    tile_height, x_coords, y_coords, raw_tile_width, focus,
-                    temp_compensate, chunk):
-    chunk = chunk[::-1]
-    chunk_x, chunk_y = chunk[:2]
-    all_results = []
-    canvas = dask.array.zeros((full_width, full_height, depth, 3), chunks=(*chunk, 3),
-                              dtype=np.float32)
-    weight = dask.array.zeros((full_width, full_height), chunks=(*chunk[:-1],),
-                              dtype=np.float32)
-
-    block_map = defaultdict(list)
-    weight_map = defaultdict(list)
-    coords = []
-    tiles = []
-    for (i, j), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
-        if tile_idx <= 0 or np.isnan(x_coords[i, j]) or np.isnan(
-                y_coords[i, j]):
-            continue
-        x0, y0 = int(x_coords[i, j]), int(y_coords[i, j])
-        row_slice = slice(x0, x0 + tile_width)
-        col_slice = slice(y0, y0 + tile_height)
-
-        input_file_path = input_file_template % (mosaic_idx, tile_idx)
-        complex3d = _load_tile(input_file_path)
-        if complex3d.shape[0] > 4 * raw_tile_width:
-            warnings.warn(
-                f"Complex3D shape {complex3d.shape} is larger than expected {4 * raw_tile_width}. "
-                "Trimming to 4*raw_tile_width."
-            )
-            complex3d = complex3d[:4 * raw_tile_width, :, :]
-        elif complex3d.shape[0] < 4 * raw_tile_width:
-            raise ValueError(
-                f"Complex3D shape {complex3d.shape} is smaller than expected {4 * raw_tile_width}. "
-                "Check the input file."
-            )
-
-        dBI3D, R3D, O3D = process_complex3d(complex3d, raw_tile_width)
-
-        if temp_compensate:
-            results = delayed(temporary_compensation)(dBI3D, R3D, O3D, depth, focus,
-                                                      scan_info)
-            results = da.from_delayed(results, shape=(*dBI3D.shape, 3),
-                                      dtype=dBI3D.dtype)
-        else:
-            results = da.stack([dBI3D, R3D, O3D], axis=3)
-
-        if flip_z:
-            results = da.flip(results, axis=2)
-        if scan_info['System'].lower() == 'octopus':
-            results = da.swapaxes(results, 0, 1)
-
-        results = results[clip_x:, clip_y:] * blend_ramp[:, :, None, None]
-
-        coords.append((x0, y0))
-        tiles.append(results)
-        # find the all chunks this tile overlaps with
-        x0_chunk = x0 // chunk_x
-        y0_chunk = y0 // chunk_y
-        x1_chunk = (x0 + tile_width) // chunk_x
-        y1_chunk = (y0 + tile_height) // chunk_y
-        # pad this tile to the chunk boundaries
-        x0_chunk_start = x0_chunk * chunk_x
-        y0_chunk_start = y0_chunk * chunk_y
-        x1_chunk_end = (x1_chunk + 1) * chunk_x
-        y1_chunk_end = (y1_chunk + 1) * chunk_y
-        # paint = da.zeros((x1_chunk_end - x0_chunk_start, y1_chunk_end - y0_chunk_start, depth, 3), dtype=np.float32, chunks=(tile_width,tile_height,depth,3))
-        # paint[x0 - x0_chunk_start:x0 + tile_width - x0_chunk_start,
-        #         y0 - y0_chunk_start:y0 + tile_height - y0_chunk_start, :] = results
-        # weight = da.zeros((x1_chunk_end - x0_chunk_start, y1_chunk_end - y0_chunk_start), dtype=np.float32, chunks=(tile_width, tile_height))
-        # weight[x0 - x0_chunk_start:x0 + tile_width - x0_chunk_start,
-        #            y0 - y0_chunk_start:y0 + tile_height - y0_chunk_start] = blend_ramp
-        paint = results
-        weight = blend_ramp
-        # add the result to corresponding blocks in the block_map
-        for chunk_x_id in range(x0_chunk, x1_chunk + 1):
-            for chunk_y_id in range(y0_chunk, y1_chunk + 1):
-                block_id = (chunk_x_id, chunk_y_id)
-                block_map[block_id].append(paint[
-                                           (chunk_x_id - x0_chunk) * chunk_x: (
-                                                                                          chunk_x_id - x0_chunk + 1) * chunk_x,
-                                           (chunk_y_id - y0_chunk) * chunk_y: (
-                                                                                          chunk_y_id - y0_chunk + 1) * chunk_y,
-                                           ...])
-                weight_map[block_id].append(weight[
-                                            (chunk_x_id - x0_chunk) * chunk_x: (
-                                                                                           chunk_x_id - x0_chunk + 1) * chunk_x,
-                                            (chunk_y_id - y0_chunk) * chunk_y: (
-                                                                                           chunk_y_id - y0_chunk + 1) * chunk_y,
-                                            ])
-
-        # all_results.append((x0,y0,results))
-        # for chunk_x_id in range(x0// chunk_x, (x0 + tile_width) // chunk_x + 1):
-        #     for chunk_y_id in range(y0 // chunk_y, (y0 + tile_height) // chunk_y + 1):
-        #         block_id = (chunk_x_id, chunk_y_id)
-        #         block_map[block_id].append((x0, y0, results))
-
-    ## by tile approch
-    # all_tiles = da.stack(tiles, axis=0)
-    # def _sum_by_tile(block, block_id=None):
-    #     x0 ,y0 = coords[block_id[0]]
-    #     row_slice = slice(x0, x0 + tile_width)
-    #     col_slice = slice(y0, y0 + tile_height)
-    #     canvas[row_slice, col_slice, :] += block
-    #     weight[row_slice, col_slice] += blend_ramp
-
-    #     return block
-    # all_tiles = da.map_blocks(
-    #     _sum_by_tile,
-    #     all_tiles,  # drives shape + chunks
-    #     dtype=all_tiles.dtype,
-    #     chunks=all_tiles.chunks  # keep exactly the same chunk‐structure
-    # )
-    # all_tiles.compute()
-    # canvas /= weight[..., None, None] + 1e-10  # avoid division by zero
-    # dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
-    # return [dBI_canvas, R3D_canvas, O3D_canvas]
-
-    def _sum_overlapping(block, *args, block_id=None):
-        block_id = block_id[:2]
-        paints = block_map[block_id]
-        weights = weight_map[block_id]
-
-        return dask.sum(da.stack(paints, axis=0), axis=0) / dask.sum(
-            da.stack(weights, axis=0), axis=0)
-
-        # args = (tiles_list, coords_list, full_shape, chunk_shape)
-        tiles_list, coords_list = args
-
-        # block_info[0]['array-location'] is something like ((row_start, row_stop),
-        #                                                  (col_start, col_stop))
-        info = block_info[0]
-        (row_start, row_stop), (col_start, col_stop) = info['array-location'][:2]
-        block_h = row_stop - row_start
-        block_w = col_stop - col_start
-
-        out = da.zeros((block_h, block_w), dtype=block.dtype)
-        weight = da.zeros((block_h, block_w), dtype=np.float32)
-        for tile_arr, (x0, y0) in zip(tiles_list, coords_list):
-            x1 = x0 + tile_arr.shape[0]
-            y1 = y0 + tile_arr.shape[1]
-
-            # Overlap of [row_start:row_stop] with [x0:x1]:
-            rs = max(row_start, x0)
-            re = min(row_stop, x1)
-            cs = max(col_start, y0)
-            ce = min(col_stop, y1)
-
-            if (re > rs) and (ce > cs):
-                # compute the slices
-                tile_rs = rs - x0;
-                tile_re = re - x0
-                tile_cs = cs - y0;
-                tile_ce = ce - y0
-                out_rs = rs - row_start
-                out_re = re - row_start
-                out_cs = cs - col_start
-                out_ce = ce - col_start
-
-                out[out_rs:out_re, out_cs:out_ce] += tile_arr[tile_rs:tile_re,
-                                                     tile_cs:tile_ce]
-                weight[out_rs:out_re, out_cs:out_ce] += blend_ramp[tile_rs:tile_re,
-                                                        tile_cs:tile_ce]
-        out /= weight + 1e-10  # avoid division by zero
-
-        return out
-
-    canvas = da.map_blocks(
-        _sum_overlapping,
-        canvas,  # drives shape + chunks
-        tiles,  # will be “tiles_list” inside args
-        coords,  # “coords_list” inside args
-        dtype=canvas.dtype,
-        chunks=(tile_width, tile_height, depth, 3)
-        # keep exactly the same chunk‐structure
-    )
-    dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
-    return [dBI_canvas, R3D_canvas, O3D_canvas]
-
-    # def cal(_, block_info=None):
-    #     block_id = block_info[0]['chunk-location'][:2]
-    #     array_location = block_info[0]['array-location']
-    #     x_location, y_location = array_location[:2]
-    #     x_start, x_end = x_location
-    #     y_start, y_end = y_location
-    #
-    #     blocks = block_map[block_id]
-    #     canvas, weight = [], []
-    #     for x0,y0,block in blocks:
-    #         ramp = blend_ramp
-    #         if x0 < x_start:
-    #             ramp = ramp[x_start - x0:, :]
-    #             block = block[x_start - x0:, :, :]
-    #         elif x0 > x_start:
-    #             # pad the ramp and block to the left
-    #             ramp = da.pad(ramp, ((x0 - x_start, 0), (0, 0)), mode='constant')
-    #             block = da.pad(block, ((x0 - x_start, 0), (0, 0), (0, 0)), mode='constant')
-    #         if y0 < y_start:
-    #             ramp = ramp[:, y_start - y0:]
-    #             block = block[:, y_start - y0:, :]
-    #         elif y0 > y_start:
-    #             # pad the ramp and block to the top
-    #             ramp = da.pad(ramp, ((0, 0), (y0 - y_start, 0)), mode='constant')
-    #             block = da.pad(block, ((0, 0), (y0 - y_start, 0), (0, 0)), mode='constant')
-    #         if x_start + ramp.shape[0] > x_end:
-    #             ramp = ramp[:x_end - x_start, :]
-    #             block = block[:x_end - x_start, :, :]
-    #         elif x_start + ramp.shape[0] < x_end:
-    #             # pad the ramp and block to the right
-    #             ramp = da.pad(ramp, ((0, x_end - (x_start + ramp.shape[0])), (0, 0)), mode='constant')
-    #             block = da.pad(block, ((0, x_end - (x_start + block.shape[0])), (0, 0), (0, 0)), mode='constant')
-    #         if y_start + ramp.shape[1] > y_end:
-    #             ramp = ramp[:, :y_end - y_start]
-    #             block = block[:, :y_end - y_start, :]
-    #         elif y_start + ramp.shape[1] < y_end:
-    #             # pad the ramp and block to the bottom
-    #             ramp = da.pad(ramp, ((0, 0), (0, y_end - (y_start + ramp.shape[1]))), mode='constant')
-    #             block = da.pad(block, ((0, 0), (0, y_end - (y_start + block.shape[1])), (0, 0)), mode='constant')
-    #
-    #         canvas.append(block)
-    #         weight.append(ramp)
-    #         print(canvas)
-    #     if not canvas:
-    #         return _
-    #     canvas = da.sum(da.stack(canvas, axis=0), axis=0)
-    #     weight = da.sum(da.stack(weight, axis=0), axis=0)
-    #     return canvas/weight[:,:,None,None]
-    #
-    # canvas = da.map_blocks(cal,canvas,dtype=np.float32)
-    #
-    # # canvas /= weight[..., None, None]
-    # dBI_canvas, R3D_canvas, O3D_canvas = canvas[..., 0], canvas[..., 1], canvas[..., 2]
-    # return [dBI_canvas, R3D_canvas, O3D_canvas]
-
 
 def process_complex3d(complex3d, raw_tile_width):
     complex3d = complex3d.rechunk({0:raw_tile_width})

From cc8022174dbdff77c424b329deb4fdc0e73e673f Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Fri, 20 Jun 2025 15:23:39 -0400
Subject: [PATCH 036/157] stage: remove testing modalities

---
 linc_convert/modalities/psoct/__init__.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/linc_convert/modalities/psoct/__init__.py b/linc_convert/modalities/psoct/__init__.py
index 7e57f346..5ebd30d1 100644
--- a/linc_convert/modalities/psoct/__init__.py
+++ b/linc_convert/modalities/psoct/__init__.py
@@ -4,7 +4,7 @@
     import h5py as _h5py  # noqa: F401
     import scipy as _scipy  # noqa: F401
 
-    __all__ = ["cli", "multi_slice", "single_volume", "ms_dask", "exp_dask", "mosaic3d","mosaic2d"]
-    from . import cli, multi_slice, single_volume, ms_dask, exp_dask, mosaic3d, mosaic2d
+    __all__ = ["cli", "multi_slice", "single_volume", "mosaic3d","mosaic2d"]
+    from . import cli, multi_slice, single_volume, mosaic3d, mosaic2d
 except ImportError:
     pass

From 39b0e651597a4b2d90d6782aba12a8a84a055f05 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Fri, 20 Jun 2025 15:29:06 -0400
Subject: [PATCH 037/157] stage: remove mosaic pipelines for review

---
 linc_convert/modalities/psoct/__init__.py |   4 +-
 linc_convert/modalities/psoct/exp_dask.py | 124 ------
 linc_convert/modalities/psoct/mosaic2d.py | 392 -----------------
 linc_convert/modalities/psoct/mosaic3d.py | 501 ----------------------
 linc_convert/modalities/psoct/ms_dask.py  | 263 ------------
 5 files changed, 2 insertions(+), 1282 deletions(-)
 delete mode 100644 linc_convert/modalities/psoct/exp_dask.py
 delete mode 100644 linc_convert/modalities/psoct/mosaic2d.py
 delete mode 100644 linc_convert/modalities/psoct/mosaic3d.py
 delete mode 100644 linc_convert/modalities/psoct/ms_dask.py

diff --git a/linc_convert/modalities/psoct/__init__.py b/linc_convert/modalities/psoct/__init__.py
index 5ebd30d1..d9bb1a68 100644
--- a/linc_convert/modalities/psoct/__init__.py
+++ b/linc_convert/modalities/psoct/__init__.py
@@ -4,7 +4,7 @@
     import h5py as _h5py  # noqa: F401
     import scipy as _scipy  # noqa: F401
 
-    __all__ = ["cli", "multi_slice", "single_volume", "mosaic3d","mosaic2d"]
-    from . import cli, multi_slice, single_volume, mosaic3d, mosaic2d
+    __all__ = ["cli", "multi_slice", "single_volume"]
+    from . import cli, multi_slice, single_volume
 except ImportError:
     pass
diff --git a/linc_convert/modalities/psoct/exp_dask.py b/linc_convert/modalities/psoct/exp_dask.py
deleted file mode 100644
index 01365351..00000000
--- a/linc_convert/modalities/psoct/exp_dask.py
+++ /dev/null
@@ -1,124 +0,0 @@
-"""
-Matlab to OME-Zarr.
-
-Converts Matlab files generated by the MGH in-house OCT pipeline
-into a OME-ZARR pyramid.
-
-WARNING: THIS IS ONLY FOR TESTING IO. NEVER USE FOR PRODUCTION
-"""
-
-from typing import Optional
-import logging
-
-import cyclopts
-import numpy as np
-from dask import delayed
-from scipy.io import loadmat
-
-from linc_convert import utils
-from linc_convert.modalities.psoct.cli import psoct
-from linc_convert.utils.zarr import open_zarr_group, create_array
-import dask.array as da
-
-from linc_convert.utils.zarr.zarr_config import ZarrConfig
-
-logger = logging.getLogger(__name__)
-exp_dask = cyclopts.App(name="exp_dask", help_format="markdown")
-psoct.command(exp_dask)
-
-@delayed
-def load_mat_array(file, key):
-    return loadmat(file)[key]
-
-@exp_dask.default
-def convert(
-    inp: list[str],
-    *,
-    zarr_config: ZarrConfig = None,
-    key: Optional[str] = None,
-    meta: str = None,
-    orientation: str = "RAS",
-    center: bool = True,
-    dtype: Optional[str] = None,
-    store: bool = True,
-    **kwargs
-) -> None:
-    """
-    Matlab to OME-Zarr.
-
-    Convert OCT volumes in raw matlab files into a pyramidal
-    OME-ZARR (or NIfTI-Zarr) hierarchy.
-
-    This command assumes that each slice in a volume is stored in a
-    different mat file. All slices must have the same shape and will be
-    concatenated into a 3D Zarr.
-
-    Parameters
-    ----------
-    inp : list of str
-        Paths to the input mat files.
-    key : Optional[str]
-        Key of the array to be extracted; defaults to the first key found.
-    meta : str
-        Path to the metadata file.
-    orientation : str
-        Orientation of the volume.
-    center : bool
-        Set RAS[0, 0, 0] at FOV center.
-    dtype : Optional[str]
-        Data type to write into.
-    """
-    zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
-    vx = [1, 1, 1]
-    unit = "um"
-    logger.info("start")
-    # Prepare Zarr group
-    omz = open_zarr_group(zarr_config)
-
-    dtype = np.float32
-    nslices = len(inp)
-    data = [load_mat_array(inp[i], "R3D") for i in range(nslices)]
-
-    slices = [da.from_delayed(i, shape=(350,350,1000), dtype=dtype) for i in data]
-    nested = np.array([None]*80, dtype=object)
-    for i in range(80):
-        nested[i] = slices[i]
-    nested=nested.reshape((4, 4, 5))
-    # Convert the numpy array into a nested list
-    nested_list = nested.tolist()
-
-    # Now concatenate the rows vertically
-    full_volume = da.block(nested_list)
-    print(full_volume.shape)
-
-    dataset = create_array(omz, "0", shape=full_volume.shape, zarr_config=zarr_config,
-                           dtype=np.dtype(dtype))
-    if dataset.shards is None:
-        full_volume.to_zarr(dataset)
-    else:
-        full_volume = full_volume.rechunk(dataset.shards)
-        if store:
-            full_volume.store(dataset)
-        else:
-            def save(chunk,block_info=None):
-                slicer = tuple(slice(*al) for al in block_info[0]['array-location'])
-                dataset[slicer] = chunk
-                return 0
-            full_volume.map_blocks(save, dtype=np.uint8).compute()
-
-
-    # generate_pyramid(omz, mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
-    # logger.info("Write OME-Zarr multiscale metadata")
-    # write_ome_metadata(omz, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
-    def print_proc_io():
-        try:
-            with open("/proc/self/io", "r") as proc_io:
-                content = proc_io.read()
-                print(content)
-        except Exception as e:
-            print("Error reading /proc/self/io:", e)
-
-    print_proc_io()
-    if not zarr_config.nii:
-        logger.info("Conversion complete.")
-        return
diff --git a/linc_convert/modalities/psoct/mosaic2d.py b/linc_convert/modalities/psoct/mosaic2d.py
deleted file mode 100644
index 34ac4593..00000000
--- a/linc_convert/modalities/psoct/mosaic2d.py
+++ /dev/null
@@ -1,392 +0,0 @@
-"""
-This module includes components that are based on the https://github.com/CarolineMagnain/OCTAnalysis repository (currently private).  We have permission from the owner to include the code here.
-"""
-
-import logging
-import os.path as op
-from colorsys import hsv_to_rgb
-from typing import Optional, Tuple, Dict
-
-import cyclopts
-import dask
-import dask.array as da
-import imageio
-import nibabel as nib
-import numpy as np
-import scipy.io as sio
-import tensorstore as ts
-from skimage.exposure import exposure
-
-from linc_convert.modalities.psoct.cli import psoct
-from linc_convert.modalities.psoct.utils._utils import struct_arr_to_dict, \
-    atleast_2d_trailing, find_experiment_params, load_mat
-from linc_convert.modalities.psoct.utils._zarr import default_write_config
-from linc_convert.utils.zarr import ZarrConfig
-from linc_convert.utils.zarr.create_array import compute_zarr_layout
-
-logger = logging.getLogger(__name__)
-mosaic2d = cyclopts.App(name="mosaic2d", help_format="markdown")
-psoct.command(mosaic2d)
-
-
-@mosaic2d.default
-def mosaic2d_telesto(
-        parameter_file: str,
-        *,
-        modality: str,
-        method: str = None,
-        tilted_illumination: bool = False,
-        tiff_output_dir: str = None,
-        zarr_config: ZarrConfig = None,
-) -> None:
-    """
-    Python translation of Mosaic2D_Telesto.
-
-    Parameters
-    ----------
-    inp : str
-        Paths
-
-    """
-    logger.info(f"--Modality is {modality}--")
-    tilt_postfix = '_tilt' if tilted_illumination else ''
-
-    # Load .mat containing Parameters, Scan, and Mosaic2D
-    raw_mat = sio.loadmat(parameter_file, squeeze_me=True)
-    params = struct_arr_to_dict(raw_mat['Parameters'])
-    scan_info = struct_arr_to_dict(raw_mat['Scan'])
-    mosaic_info = struct_arr_to_dict(raw_mat['Mosaic2D'])
-    exp_params, is_fiji = find_experiment_params(mosaic_info['Exp'])
-
-    slice_indices = atleast_2d_trailing(mosaic_info['sliceidx'])
-    input_dirs = np.atleast_1d(mosaic_info['indir'])
-    file_format_template = mosaic_info['file_format']
-    file_type = mosaic_info['InFileType'].lower()
-    transpose_needed = bool(params['transpose'])
-    no_tilted_illumination_scan = scan_info['TiltedIllumination'] != 'Yes'
-
-    clip_x, clip_y = int(params['XPixClip']), int(params['YPixClip'])
-    if scan_info['System'].lower() == 'octopus':
-        clip_x, clip_y = clip_y, clip_x
-
-    tile_size = int(exp_params['NbPix'])
-    tile_width, tile_height = tile_size - clip_x, tile_size - clip_y
-    if tilted_illumination:
-        tile_width = int(exp_params['NbPix' + tilt_postfix]) - clip_x
-    x_coords, y_coords = _normalize_tile_coords(
-        exp_params[method]['X_Mean'] if method else exp_params['X_Mean' + tilt_postfix],
-        exp_params[method]['Y_Mean'] if method else exp_params['Y_Mean' + tilt_postfix],
-    )
-    full_width = int(np.nanmax(x_coords) + tile_width)
-    full_height = int(np.nanmax(y_coords) + tile_height)
-    depth = 4 if modality.lower() == 'orientation' else 1
-    blend_ramp = _compute_blending_ramp(tile_width, tile_height, x_coords, y_coords)
-
-    gray_range, save_tiff = _get_gray_range(params, modality)
-    if not save_tiff:
-        tiff_output_dir = None
-
-    modality_token = _select_modality_token(raw_mat, modality)
-    map_indices = exp_params['MapIndex_Tot_offset' + tilt_postfix] + exp_params[
-        'First_Tile' + tilt_postfix] - 1
-
-    num_slices = slice_indices.shape[1]
-    slices = [
-        build_slice(s, slice_indices=slice_indices, scan_info=scan_info,
-                    exp_params=exp_params, input_dirs=input_dirs,
-                    file_format_template=file_format_template, file_type=file_type,
-                    modality=modality, modality_token=modality_token,
-                    blend_ramp=blend_ramp, map_indices=map_indices,
-                    tile_width=tile_width, tile_height=tile_height,
-                    full_width=full_width, full_height=full_height, depth=depth,
-                    x_coords=x_coords, y_coords=y_coords, clip_x=clip_x, clip_y=clip_y,
-                    transpose_needed=transpose_needed, tiff_output_dir=tiff_output_dir,
-                    gray_range=gray_range, tilted_illumination=tilted_illumination,
-                    no_tilted_illumination_scan = no_tilted_illumination_scan) for s in
-        range(num_slices)]
-    arr = da.stack(slices,axis=-1)
-    #TODO: stack 2d -> nifti = arr.rot90.swapaxes(0,1)
-    chunk, shard = compute_zarr_layout(arr.shape, arr.dtype, zarr_config)
-    write_cfg = default_write_config(op.join(zarr_config.out, '0'), arr.shape, dtype=np.float32,
-                                   chunk=chunk, shard=shard)
-    if shard:
-        arr = da.rechunk(arr,chunks=shard)
-    else:
-        arr = da.rechunk(arr,chunks=chunk)
-    write_cfg["create"] = True
-    write_cfg["delete_existing"] = True
-
-    tswriter = ts.open(write_cfg).result()
-    arr.store(tswriter)
-
-    return None
-
-
-def build_slice(slice_idx, slice_indices, scan_info, exp_params, input_dirs,
-                file_format_template, file_type, modality, modality_token, blend_ramp,
-                map_indices, tile_width, tile_height, full_width, full_height, depth,
-                x_coords, y_coords, clip_x, clip_y, transpose_needed, tiff_output_dir,
-                gray_range, tilted_illumination, no_tilted_illumination_scan):
-    lower_mod = modality.lower()
-    slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_idx]
-    mosaic_idx = 2 * slice_idx_in - 1
-    if tilted_illumination:
-        mosaic_idx += 1
-    if no_tilted_illumination_scan:
-        mosaic_idx = slice_idx_in
-
-    input_dir = input_dirs[int(slice_idx_run) - 1]
-    file_path_template = op.join(input_dir, file_format_template)
-    canvas = da.zeros((full_width, full_height, depth), dtype=np.float32,
-                      chunks='auto')
-    weight = da.zeros((full_width, full_height), dtype=np.float32, chunks='auto')
-    for (index_row, index_column), tile_idx in np.ndenumerate(map_indices):
-        if tile_idx <= 0 or np.isnan(x_coords[index_row, index_column]) or np.isnan(
-                y_coords[index_row, index_column]):
-            continue
-        r0 = int(x_coords[index_row, index_column])
-        c0 = int(y_coords[index_row, index_column])
-        row_slice = slice(r0, r0 + tile_width)
-        col_slice = slice(c0, c0 + tile_height)
-        tile_id = tile_idx
-
-        if file_type == 'mat':
-            arr = _load_mat_tile(
-                get_volname(file_path_template, mosaic_idx, tile_id, modality_token))
-        elif file_type == 'nifti':
-            if modality == "mus":
-                arr = _load_nifti_tile(
-                    get_volname(file_path_template, mosaic_idx, tile_id, "cropped"))
-            else:
-                arr = _load_nifti_tile(
-                    get_volname(file_path_template, mosaic_idx, tile_id, modality_token))
-        else:
-            raise ValueError(f"Unsupported file type: {file_type}")
-
-        if scan_info['System'].lower() == 'octopus':
-            arr = np.swapaxes(arr, 0, 1)
-        if transpose_needed:
-            arr = np.swapaxes(arr, 0, 1)
-        arr = arr[clip_x:, clip_y:]
-
-        if modality == "mus" and file_type == 'nifti':
-            # TODO: is this necessary in Mosaic2D?
-            # as total_depth will be 1 and we will crop 1 depth
-            # TODO: in the updated version, it was said 2d mus is not updated yet so skip it
-            raise NotImplementedError
-            arr = process_mus_nifti(arr, depth)
-
-        if lower_mod == 'orientation':
-            rad = np.deg2rad(arr)
-            c, s = np.cos(rad), np.sin(rad)
-            arr = np.stack([c * c, c * s, c * s, s * s], axis=-1)
-
-        if arr.ndim == 2:
-            canvas[row_slice, col_slice] += (arr * blend_ramp)[..., None]
-        else:
-            canvas[row_slice, col_slice] += arr * blend_ramp[..., None]
-        weight[row_slice, col_slice] += blend_ramp
-
-    canvas /= weight[:, :, None]
-
-    tilt_postfix = '_tilt' if tilted_illumination else ''
-    if lower_mod == 'orientation':
-        print("Starting orientation angles eigen decomp...")
-        h, w = canvas.shape[:2]
-        a_x = canvas.reshape((h * w, 2, 2))
-        eigvals, eigvecs = np.linalg.eigh(a_x)
-        x = eigvecs[:, 0, 1]
-        y = eigvecs[:, 1, 1]
-        canvas = np.arctan2(y, x) / np.pi * 180
-        canvas = canvas.reshape((h, w))
-        canvas[canvas < -90] += 180
-        canvas[canvas > 90] -= 180
-        canvas = np.rot90(canvas, k=-1)
-    else:
-        canvas = np.squeeze(canvas)
-        canvas = np.nan_to_num(canvas)
-        canvas = np.rot90(canvas, k=-1)
-        if tiff_output_dir:
-            logging.info("Save .tiff mosaic")
-            normed = exposure.rescale_intensity(
-                canvas,
-                in_range=gray_range if gray_range is not None else 'image')
-            imageio.imwrite(
-                op.join(tiff_output_dir, f"{modality}{tilt_postfix}_slice{slice_idx_out:03d}.tiff"),
-                (normed * 255).astype(np.uint8))
-
-        # ref = loadmat(op.join(
-        #     "/local_mount/space/megaera/1/users/kchai/psoct/process_data/StitchingFiji",
-        #     f"{modality}_slice{1:03d}.mat"))['MosaicFinal']
-        # diff = np.abs(ref-canvas).compute()
-        # i,j = np.where(diff==np.max(diff))
-        # i,j = ref.shape[-1]-j-1, i
-        # print(i,j)
-        # np.testing.assert_array_almost_equal(ref, canvas,decimal=6)
-
-    return canvas
-
-
-def _load_nifti_tile(path: str) -> da.Array:
-    img = nib.load(path, mmap=True)
-    # return da.from_delayed(dask.delayed(img.dataobj), shape=img.shape, dtype=img.get_data_dtype())
-    return da.from_array(img.dataobj, chunks=img.shape)
-    delayed = dask.delayed(img.get_fdata)()
-    return da.from_delayed(delayed, shape=img.shape, dtype=img.get_data_dtype())
-
-
-def _load_mat_tile(path: str) -> da.Array:
-    var_name, shape, dtype = next(
-        (n, s, dt) for n, s, dt in sio.whosmat(path) if not n.startswith("__")
-    )
-    delayed = dask.delayed(load_mat)(path, var_name)
-    return da.from_delayed(delayed, shape=shape, dtype=dtype)
-
-def _load_tile(path:str):
-    if path.endswith('.mat'):
-        return _load_mat_tile(path)
-    if path.endswith('.nii' or '.nii.gz'):
-        return _load_nifti_tile(path)
-    raise ValueError(f"Unsupported file type: {path}")
-
-def _compute_blending_ramp(
-        tile_width: int,
-        tile_height: int,
-        x_coords: np.ndarray,
-        y_coords: np.ndarray,
-) -> da.Array:
-    """
-    Create a 2D blending weight map for overlapping tiles.
-    """
-    dx = np.nanmedian(np.diff(x_coords, axis=0))
-    dy = np.nanmedian(np.diff(y_coords, axis=1))
-    rx, ry = tile_width - round(dx), tile_height - round(dy)
-
-    xv = np.linspace(0, 1, rx)
-    yv = np.linspace(0, 1, ry)
-    wx = np.ones(tile_width)
-    wy = np.ones(tile_height)
-    if rx > 0:
-        wx[:rx], wx[-rx:] = xv, xv[::-1]
-    if ry > 0:
-        wy[:ry], wy[-ry:] = yv, yv[::-1]
-    ramp = da.from_array(np.outer(wx, wy)[:, :], chunks=(tile_width, tile_height))
-    return ramp
-
-
-def _normalize_tile_coords(x_arr: np.ndarray, y_arr: np.ndarray) -> Tuple[
-    np.ndarray, np.ndarray]:
-    x0, y0 = np.nanmin(x_arr), np.nanmin(y_arr)
-    return x_arr - x0, y_arr - y0
-
-
-def _get_gray_range(
-        params_dict: Dict[str, any], modality: str
-) -> Tuple[Optional[tuple | str], bool]:
-    """
-    Determine gray-level range for a modality; return (range, save_tiff_flag).
-    """
-    key_map = {
-        'aip': 'AipGrayRange',
-        'mip': 'MipGrayRange',
-        'retardance': 'RetGrayRange',
-        'birefringence': 'BirefGrayRange',
-        'mus': 'musGrayRange',
-        'surf': 'surfGrayRange',
-    }
-    low = modality.lower()
-    if low in key_map:
-        gray_range = params_dict.get(key_map[low])
-    else:
-        gray_range = params_dict.get(f"{modality}GrayRange")
-    if gray_range is None:
-        logger.warning(
-            f"{modality} grayscale range not found. TIFF output disabled."
-        )
-        return None, False
-    if isinstance(gray_range, np.ndarray):
-        gray_range = tuple(gray_range[:2])
-    return gray_range, True
-
-
-def _select_modality_token(raw_mat: dict[str, any], modality: str) -> str:
-    """
-    Choose the filename token matching the modality from Enface.inputstr.
-    """
-    candidates = list(raw_mat['Enface']['save'].item())
-    prefix = modality[:3].lower()
-    for token in candidates:
-        if prefix in token.lower():
-            return token
-    logger.warning(
-        f"Modality '{modality}' not found in Enface.save; using first 3 letters."
-    )
-    return modality[:3]
-
-
-def get_rgb_4d(ori, value_range):
-    """
-    Convert an orientation volume (in degrees) into an RGB 4D volume via HSV mapping.
-    value_range: [min_angle, max_angle] (e.g. [-90, 90])
-    """
-    r1, r2 = value_range
-    ori = ori.astype(np.float64)
-
-    # wrap values as in MATLAB version
-    ori = np.where(ori > r2, ori - 180, ori)
-    ori = np.where(ori < r1, ori + 180, ori)
-
-    # normalize to [0,1] for hue
-    hue = (ori - r1) / (r2 - r1)
-
-    nx, ny, nz = ori.shape
-    hsv = np.ones((nx, ny, nz, 3), dtype=np.float64)
-    hsv[..., 0] = hue  # H
-    hsv[..., 1] = 1.0  # S
-    hsv[..., 2] = 1.0  # V
-
-    rgb = hsv_to_rgb(hsv)
-    rgb = (rgb * 255).astype(np.uint8)
-    return rgb
-
-
-def get_volname(base_file_name: str, mosaic_num: int, tile_num: int,
-                modality: str) -> str:
-    """
-    Generate a volume name by replacing placeholders in the base file name.
-
-    This function provides flexibility for atypical processing where input file
-    naming deviates from the standard. It replaces '%tileID' with a zero-padded
-    three-digit number and '%modality' with the specified modality.
-
-    Args:
-        base_file_name (str): The template file name containing placeholders.
-        num (int): The tile ID number to insert (zero-padded to three digits).
-        modality (str): The modality string to insert.
-
-    Returns:
-        str: The formatted volume name with placeholders replaced.
-    """
-    # vol_name = base_file_name
-    # vol_name = vol_name.replace("%tileID", f"{num:03d}")
-    vol_name = base_file_name % (mosaic_num, tile_num)
-    vol_name = vol_name.replace("[modality]", modality)
-    return vol_name
-
-
-def process_mus_nifti(arr, total_depth):
-    I = 10.0 ** (arr / 10.0)
-    I_rev = I[:, :, ::-1]
-    # cumulative sum in reversed order → (H,W,N)
-    cumsum_rev = np.cumsum(I_rev, axis=2)
-    # drop the very first (no “next” beyond the last) → (H,W,N-1)
-    sum_excl_rev = cumsum_rev[:, :, :-1]
-    # flip back to original order → (H,W,N-1)
-    sum_excl = sum_excl_rev[:, :, ::-1]
-    # Now sum_excl[..., k] == sum of I[..., k+1:] exactly as in MATLAB’s sum(I(:,:,z+1:end),3)
-    sum_excl = sum_excl[:, :,
-               :total_depth]  # keep only the first MZL sums → (H,W,MZL)
-    # divide elementwise and apply the constant factors
-    I = I[:, :, :total_depth] / sum_excl / (2.0 * 0.0025)
-    arr = np.squeeze(np.mean(I, axis=2))
-    return arr
diff --git a/linc_convert/modalities/psoct/mosaic3d.py b/linc_convert/modalities/psoct/mosaic3d.py
deleted file mode 100644
index c50c0959..00000000
--- a/linc_convert/modalities/psoct/mosaic3d.py
+++ /dev/null
@@ -1,501 +0,0 @@
-"""
-This module includes components that are based on the https://github.com/CarolineMagnain/OCTAnalysis repository (currently private).  We have permission from the owner to include the code here.
-"""
-
-import logging
-import os.path as op
-import warnings
-from collections import defaultdict
-from typing import Annotated
-
-import cyclopts
-import dask
-import dask.array as da
-import nibabel as nib
-import numpy as np
-import scipy.io as sio
-import tensorstore as ts
-import tqdm
-import zarr
-from cyclopts import Parameter
-from dask import delayed
-from dask.diagnostics import ProgressBar
-from niizarr import default_nifti_header, write_ome_metadata
-
-from linc_convert.modalities.psoct.cli import psoct
-from linc_convert.modalities.psoct.mosaic2d import _normalize_tile_coords, \
-    _compute_blending_ramp, _load_nifti_tile, _load_tile
-from linc_convert.modalities.psoct.utils._utils import struct_arr_to_dict, \
-    find_experiment_params, atleast_2d_trailing
-from linc_convert.modalities.psoct.utils._zarr import default_write_config
-from linc_convert.utils.zarr.create_array import compute_zarr_layout
-from linc_convert.utils.zarr.generate_pyramid import generate_pyramid_new
-from linc_convert.utils.zarr.zarr_config import ZarrConfig
-
-logger = logging.getLogger(__name__)
-mosaic3d = cyclopts.App(name="mosaic3d", help_format="markdown")
-psoct.command(mosaic3d)
-
-# 3d data has pixdim incorrectly set and cause nibabel keep logging warning
-nib.imageglobals.logger.setLevel(40)
-
-@mosaic3d.default
-def mosaic3d_telesto(
-        parameter_file: str,
-        *,
-        slice_index: int,
-        dbi_output: Annotated[str, Parameter(name=["--dBI", "-d"])],
-        o3d_output: Annotated[str, Parameter(name=["--O3D", "-o"])],
-        r3d_output: Annotated[str, Parameter(name=["--R3D", "-r"])],
-        tilted_illumination: bool = False,
-        downsample: bool = False,
-        use_gpu: bool = False,
-        zarr_config: ZarrConfig = None,
-) -> None:
-    """
-    Parameters
-    ----------
-    dbi_output : str
-        Output path for dBI volume.
-    o3d_output : str
-        Output path for O3D volume.
-    r3d_output : str
-        Output path for R3D volume.
-    """
-    logger.info("started")
-    tilt_postfix = '_tilt' if tilted_illumination else ''
-    # Load parameters
-    raw_mat = sio.loadmat(parameter_file, squeeze_me=True)
-    params = struct_arr_to_dict(raw_mat['Parameters'])
-    scan_info = struct_arr_to_dict(raw_mat['Scan'])
-    mosaic_info = struct_arr_to_dict(raw_mat['Mosaic3D'])
-    exp_params, is_fiji = find_experiment_params(mosaic_info['Exp'])
-    slice_indices = atleast_2d_trailing(mosaic_info['sliceidx'])
-    scan_resolution = np.atleast_1d(scan_info['Resolution'])
-    if len(scan_resolution) < 3:
-        raise ValueError
-    clip_x, clip_y = int(params['XPixClip']), int(params['YPixClip'])
-    if scan_info['System'].lower() == 'octopus':
-        clip_x, clip_y = clip_y, clip_x
-    flip_z = bool(mosaic_info.get('invert_Z', True))
-
-    tile_size = int(exp_params['NbPix'])
-    tile_width, tile_height = tile_size - clip_x, tile_size - clip_y
-    if tilted_illumination:
-        tile_width = int(exp_params['NbPix' + tilt_postfix]) - clip_x
-    x_coords, y_coords = _normalize_tile_coords(exp_params['X_Mean' + tilt_postfix], exp_params['Y_Mean' + tilt_postfix],
-    )
-    full_width = int(np.nanmax(x_coords) + tile_width)
-    full_height = int(np.nanmax(y_coords) + tile_height)
-    depth = int(mosaic_info['MZL'])
-
-    blend_ramp = _compute_blending_ramp(tile_width, tile_height, x_coords, y_coords)
-
-    map_indices = exp_params['MapIndex_Tot_offset' + tilt_postfix] + exp_params['First_Tile' + tilt_postfix] - 1
-
-    no_tilted_illumination_scan = scan_info['TiltedIllumination'] != 'Yes'
-
-    focus = _load_nifti_tile(scan_info['FocusFile'+ tilt_postfix] )
-    raw_tile_width = int(scan_info['NbPixels' + tilt_postfix])
-
-    # slice_idx_in, slice_idx_out, slice_idx_run = slice_indices[:, slice_index]
-    slice_idx_in = slice_index
-    mosaic_idx = 2 * slice_idx_in - 1
-    if tilted_illumination:
-        mosaic_idx += 1
-    if no_tilted_illumination_scan:
-        mosaic_idx = slice_idx_in
-
-    file_prefix = [s for s in np.atleast_1d(scan_info['FilePrefix']) if
-                   'cropped' in str(s).lower()]
-    if file_prefix:
-        file_prefix = file_prefix[0]
-    else:
-        raise ValueError("No complex file prefix found in scan_info['FilePrefix']")
-
-    raw_data_dir = scan_info['RawDataDir']
-    input_file_template = scan_info['FileNameFormat']
-    input_file_template = input_file_template.replace('[modality]', file_prefix)
-    input_file_template = op.join(raw_data_dir, input_file_template)
-
-    if mosaic_idx > 8 and tilted_illumination:
-        temp_compensate = True
-    else:
-        temp_compensate = False
-
-    chunk, shard = compute_zarr_layout((depth, full_height, full_width), np.float32,
-                                       zarr_config)
-
-    dBI_result, R3D_result, O3D_result = build_slice(mosaic_idx,
-                                                                          input_file_template,
-                                                     blend_ramp, clip_x, clip_y,
-                                                     full_width, full_height, depth,
-                                                     flip_z, map_indices, scan_info,
-                                                     tile_width, tile_height, x_coords,
-                                                                          y_coords,
-                                                                          raw_tile_width,
-                                                                          focus,
-                                                                          temp_compensate,
-                                                                          chunk=chunk if not shard else shard)
-
-
-    dBI_result = dBI_result.transpose(2,1,0)
-    R3D_result = R3D_result.transpose(2,1,0)
-    O3D_result = O3D_result.transpose(2,1,0)
-
-    writers = []
-    results = []
-    zgroups = []
-    for out, res in zip([dbi_output, r3d_output, o3d_output],
-                        [dBI_result, R3D_result, O3D_result]):
-
-        if shard:
-            res = da.rechunk(res, chunks=shard)
-        else:
-            res = da.rechunk(res, chunks=chunk)
-        zgroup = zarr.create_group(out, overwrite=True)
-        zgroups.append(zgroup)
-        wconfig = default_write_config(op.join(out, '0'), shape=res.shape,
-                                       dtype=np.float32, chunk=chunk, shard=shard)
-        wconfig["create"] = True
-        wconfig["delete_existing"] = True
-        tswriter = ts.open(wconfig).result()
-        writers.append(tswriter)
-        results.append(res)
-    task = da.store(results, writers, compute=False)
-
-    with ProgressBar():
-        task.compute()
-
-    scan_resolution = scan_resolution[:3][::-1]
-    logger.info("finished")
-    for zgroup in zgroups:
-        generate_pyramid_new(zgroup)
-        write_ome_metadata(zgroup, ["z", "y", "x"], scan_resolution, space_unit="millimeter")
-        nii_header = default_nifti_header(zgroup["0"], zgroup.attrs["multiscales"])
-        nii_header.set_xyzt_units("mm")
-        # write_nifti_header(zgroup, nii_header)
-    logger.info("finished generating pyramid")
-
-
-# For I80 slab1 use only
-def temporary_compensation(dBI, R3D, O3D, depth, focus, scan_info):
-    Nz = depth
-    # 1) build a mask of pixels needing correction
-    mask_crop = focus <= scan_info['Focus_CropStart']  # (Ny, Nx)
-    # 2) find, for each (y,x), the last index along z where dBI3D == -inf
-    mask_inf = np.isneginf(dBI)  # (Ny, Nx, Nz)
-    depth_idx = np.arange(Nz)[None, None, :]  # (1, 1, Nz)
-    last_inf = np.max(np.where(mask_inf, depth_idx, -1), axis=2)
-    # last_inf[y,x] is -1 if there was no -inf, or the maximum index otherwise
-    # 3) decide which pixels actually get shifted
-    do_shift = (mask_crop & (last_inf >= 0))  # (Ny, Nx)
-    # 4) build the "shifted" index array for every (y,x,z)
-    #    new_idx[y,x,z] = last_inf[y,x] + z
-    new_idx = last_inf[..., None] + depth_idx  # (Ny, Nx, Nz)
-    # 5) clip to valid range so we can safely gather,
-    #    then gather each volume
-    clipped = np.clip(new_idx, 0, Nz - 1)
-    dBI3D_shift = np.take_along_axis(dBI, clipped, axis=2)
-    R3D_shift = np.take_along_axis(R3D, clipped, axis=2)
-    O3D_shift = np.take_along_axis(O3D, clipped, axis=2)
-    # 6) zero-out any positions that “fell off the end” (new_idx >= Nz)
-    overflow = new_idx >= Nz
-    dBI3D_shift[overflow] = 0
-    R3D_shift[overflow] = 0
-    O3D_shift[overflow] = 0
-    # 7) select per-pixel whether to keep the original or use the shifted version
-    dBI = np.where(do_shift[..., None], dBI3D_shift, dBI)
-    R3D = np.where(do_shift[..., None], R3D_shift, R3D)
-    O3D = np.where(do_shift[..., None], O3D_shift, O3D)
-    return da.stack([dBI,R3D,O3D], 3)
-
-
-def build_slice(mosaic_idx, input_file_template, blend_ramp, clip_x, clip_y, full_width,
-                full_height, depth, flip_z, map_indices, scan_info, tile_width,
-                tile_height, x_coords, y_coords, raw_tile_width, focus, temp_compensate,
-                chunk):
-    coords = []
-    tiles = []
-    for (i, j), tile_idx in tqdm.tqdm(np.ndenumerate(map_indices)):
-        if tile_idx <= 0 or np.isnan(x_coords[i, j]) or np.isnan(
-                y_coords[i, j]):
-            continue
-        x0, y0 = int(x_coords[i, j]), int(y_coords[i, j])
-        row_slice = slice(x0, x0 + tile_width)
-        col_slice = slice(y0, y0 + tile_height)
-
-        input_file_path = input_file_template % (mosaic_idx, tile_idx)
-        complex3d = _load_tile(input_file_path)
-        if complex3d.shape[0] > 4 * raw_tile_width:
-            warnings.warn(
-                f"Complex3D shape {complex3d.shape} is larger than expected {4 * raw_tile_width}. "
-                "Trimming to 4*raw_tile_width."
-            )
-            complex3d = complex3d[:4 * raw_tile_width, :, :]
-        elif complex3d.shape[0] < 4 * raw_tile_width:
-            raise ValueError(
-                f"Complex3D shape {complex3d.shape} is smaller than expected {4 * raw_tile_width}. "
-                "Check the input file."
-            )
-
-        dBI3D, R3D, O3D = process_complex3d(complex3d, raw_tile_width)
-
-        if temp_compensate:
-            results = delayed(temporary_compensation)(dBI3D, R3D, O3D, depth, focus,
-                                                      scan_info)
-            results = da.from_delayed(results, shape=(*dBI3D.shape, 3),
-                                      dtype=dBI3D.dtype)
-        else:
-            results = da.stack([dBI3D, R3D, O3D], axis=3)
-
-        if flip_z:
-            results = da.flip(results, axis=2)
-        if scan_info['System'].lower() == 'octopus':
-            results = da.swapaxes(results, 0, 1)
-
-        results = results[clip_x:, clip_y:] * blend_ramp[:, :, None, None]
-        tiles.append(results)
-        coords.append((x0, y0))
-
-    return stitch_tiles(
-        coords, tiles,
-        full_width=full_width, full_height=full_height,
-        depth=depth, blend_ramp=blend_ramp,
-        tile_size=(tile_width, tile_height),
-        chunk=chunk
-    )
-
-
-def stitch_whole_canvas_padding(coords, tiles,
-                        full_width, full_height, depth,
-                        blend_ramp, tile_size, **_):
-    """
-    Build a full‐size zero‐canvas per tile and slice‐assign into it,
-    then stack & sum (build_slice_whole_canvas_padding).
-    """
-    pw, ph = tile_size
-    canvases = []
-    weights = []
-
-    for (x0, y0), t in zip(coords, tiles):
-        canvas_tile = da.zeros((full_width, full_height, depth, 3),
-                               chunks=(pw, ph, depth, 3),
-                               dtype=np.float32)
-        weight_tile = da.zeros((full_width, full_height),
-                               chunks=(pw, ph),
-                               dtype=np.float32)
-
-        rs = slice(x0, x0 + pw)
-        cs = slice(y0, y0 + ph)
-        canvas_tile[rs, cs, ...] = t
-        weight_tile[rs, cs] = blend_ramp
-
-        canvases.append(canvas_tile)
-        weights.append(weight_tile)
-
-    canvas = da.sum(da.stack(canvases, axis=0), axis=0)
-    weight = da.sum(da.stack(weights, axis=0), axis=0)
-
-    canvas /= weight[..., None, None]
-    canvas = da.nan_to_num(canvas)
-    return [canvas[..., i] for i in range(3)]
-
-def _combine_block(_, block_tiles, block_weights, *args, block_info=None, **kwargs):
-    chunk_id = tuple(block_info[None]['chunk-location'][:2])
-    paints = block_tiles[chunk_id]
-    weights = block_weights[chunk_id]
-    shape = block_info[None]['chunk-shape']
-
-    if not paints:
-        return np.broadcast_to(np.zeros((), dtype=np.float32), shape)
-
-    total_paint = da.sum(da.stack(paints, axis=0), axis=0)
-    total_weight = da.sum(da.stack(weights, axis=0), axis=0)
-    return total_paint / total_weight[...,None,None]
-
-
-def stitch_tiles(coords, tiles,
-                 full_width, full_height, depth,
-                 blend_ramp, tile_size, **_):
-    """
-    Chunk‐aligned padding + per‐block summation (build_slice_chunked_padding).
-    """
-    pw, ph = tile_size
-    canvas = da.zeros((full_width, full_height, depth, 3),
-                      chunks=(pw, ph, depth, 3),
-                      dtype=np.float32)
-    weight = da.zeros((full_width, full_height),
-                      chunks=(pw, ph),
-                      dtype=np.float32)
-
-    # collect per‐chunk pieces
-    block_tiles = defaultdict(list)
-    block_weights = defaultdict(list)
-
-    for (x0, y0), t in zip(coords, tiles):
-        # which tile‐chunks this falls into?
-        x0c = x0 // pw
-        y0c = y0 // ph
-        x1c = (x0 + pw - 1) // pw
-        y1c = (y0 + ph - 1) // ph
-
-        # pad region covering those chunks
-        x_start = x0c * pw
-        y_start = y0c * ph
-        x_end = (x1c + 1) * pw
-        y_end = (y1c + 1) * ph
-
-        block_canvas = da.zeros((x_end - x_start, y_end - y_start, depth, 3),
-                                chunks=(pw, ph, depth, 3),
-                                dtype=np.float32)
-        block_weight = da.zeros((x_end - x_start, y_end - y_start),
-                                chunks=(pw, ph),
-                                dtype=np.float32)
-
-        # place tile into that big block
-        xs = slice(x0 - x_start, x0 - x_start + pw)
-        ys = slice(y0 - y_start, y0 - y_start + ph)
-        block_canvas[xs, ys, ...] = t
-        block_weight[xs, ys] = blend_ramp
-
-        # chop into per‐chunk pieces
-        for cx in range(x0c, x1c + 1):
-            for cy in range(y0c, y1c + 1):
-                bid = (cx, cy)
-                sub_x = slice((cx - x0c) * pw, (cx - x0c + 1) * pw)
-                sub_y = slice((cy - y0c) * ph, (cy - y0c + 1) * ph)
-                block_tiles[bid].append(block_canvas[sub_x, sub_y, ...])
-                block_weights[bid].append(block_weight[sub_x, sub_y])
-
-
-    canvas = da.map_blocks(_combine_block,canvas, block_tiles, block_weights,
-        dtype=canvas.dtype,
-        chunks=(pw, ph, depth, 3))
-
-    return [canvas[..., i] for i in range(3)]
-
-
-def process_complex3d(complex3d, raw_tile_width):
-    complex3d = complex3d.rechunk({0:raw_tile_width})
-    comp = complex3d.reshape(
-        (4, raw_tile_width, complex3d.shape[1], complex3d.shape[2]))
-    j1r, j1i, j2r, j2i = comp[0], comp[1], comp[2], comp[3]
-
-    j1 = j1r + 1j * j1i
-    j2 = j2r + 1j * j2i
-    mag1 = da.abs(j1)
-    mag2 = da.abs(j2)
-
-    dBI3D = da.flip(10 * da.log10(mag1**2 + mag2**2), axis=2)
-    R3D = da.flip(
-        da.arctan(mag1 / mag2) / da.pi * 180,
-        axis=2
-    )
-    offset = 100 / 180 * da.pi
-    phi = da.angle(j1) - da.angle(j2) + offset * 2
-    # wrap into [-π, π]
-    phi = da.where(phi > da.pi, phi - 2 * da.pi, phi)
-    phi = da.where(phi < -da.pi, phi + 2 * da.pi, phi)
-    O3D = da.flip(phi / (2 * da.pi) * 180, axis=2)
-
-    return dBI3D, R3D, O3D
-
-
-def do_downsample(volume: da.Array, factors: tuple) -> da.Array:
-    fx, fy, fz = factors
-    return da.coarsen(np.mean, volume, {0: fx, 1: fy, 2: fz}, trim_excess=True)
-
-def stack_slices(mosaic_info, slice_indices, slices):
-    return da.concatenate(slices, axis=2)
-    num_slices = len(slices)
-    z_off, z_sm, z_s = mosaic_info["z_parameters"][:3]
-    # z_off: every slice is going to remove this much from beginning
-    z_off, z_sm, z_s = int(z_off), int(z_sm), int(z_s)
-    z_sms = z_sm + z_s
-    z_m = z_sm - z_s
-    # --- Load one slice to get block size and build tissue profile ---
-    Id0 = slices[0]
-    if modality.lower() == 'mus':
-        # (If you want the 'mus' branch, you'd need skimage.filters.threshold_multiotsu, etc.)
-        raise NotImplementedError("The 'mus' branch is not shown here.")
-    else:
-        # dBI: average a small tissue-only block
-        tissue0 = Id0[:200, :200, z_off:].mean(axis=(0, 1))
-    # only keep the next z_sms values, offset by zoff
-    tissue = tissue0[z_off: z_off + z_sms]
-    # --- compute blending weights ---
-    s = tissue[z_s] / tissue[:z_s]  # Top overlapping skirt
-    ms = tissue[z_s] / tissue[z_s: z_sms]  # non-overlap + bottom skirt
-    degree = 1  # both dBI and mus use degree=1
-    # w1 = s * np.linspace(0, 1, z_s) ** degree
-    # w2 = ms[z_m:] * np.linspace(1, 0, z_s) ** degree
-    # w3 = ms[:z_m]
-    # TODO: omit the normalizing weight here for now to avoid computation
-    w1 = np.linspace(0, 1, z_s) ** degree
-    w2 = np.linspace(1, 0, z_s) ** degree
-    w3 = np.ones(z_m)
-    row_pxblock, col_pxblock = Id0.shape[:2]
-    tot_z_pix = int(z_sm * num_slices)
-    Ma = dask.array.zeros((row_pxblock,
-                           col_pxblock,
-                           tot_z_pix),
-                          dtype=np.float32)
-    for i in range(num_slices):
-        si = int(slice_indices[0, i])  # incoming slice index
-        print(f'\tstitching slice {i + 1}/{num_slices} (MAT idx {si:03d})')
-        Id = slices[i]
-        nx, ny, _ = Id.shape
-
-        if s == 0:
-            # first slice: apply fresh data
-            # pattern = np.array([1, w3, w2])  # MATLAB’s [w1*0+1, w3, w2]
-            # W = np.broadcast_to(pattern[np.newaxis, np.newaxis, :],  # shape (1,1,3)
-            #                     (nx, ny, pattern.size))  # → (nx, ny, 3)
-
-            W = np.concatenate([np.ones_like(w1), w3, w2])
-            zr1 = np.arange(z_sms)  # 0 .. z_sms-1
-            zr2 = zr1 + z_off  # zoff .. zoff+z_sms-1
-
-        elif s == num_slices - 1:
-            # last slice: add onto bottom-most z_sm planes
-            # pattern = np.array([w1, w3])  # MATLAB’s [w1, w3]
-            # W = np.broadcast_to(pattern[np.newaxis, np.newaxis, :],
-            #                     (nx, ny, pattern.size))  # → (nx, ny, 2)
-            W = np.concatenate([w1, w3, np.ones_like(w2)])
-            zr1 = np.arange(z_sm) + (tot_z_pix - z_sm)  # targets top of Ma’s z-axis
-            zr2 = np.arange(z_sm) + z_off  # picks from Id
-        else:
-            # middle slices: accumulate
-            # pattern = np.array([w1, w3, w2])  # MATLAB’s [w1, w3, w2]
-            # W = np.broadcast_to(pattern[np.newaxis, np.newaxis, :],
-            #                     (nx, ny, pattern.size))  # → (nx, ny, 3)
-            W = np.concatenate([w1, w3, w2])
-            zr1 = np.arange(z_sms) + (s - 1) * z_sm  # where to write in Ma
-            zr2 = np.arange(z_sms) + z_off  # where to read in Id
-        # if i == 0:
-        #     # first slice: only top skirt=1 + body + bottom skirt
-        #     vec = np.concatenate([np.ones(z_s), w3, w2])
-        #     W = np.tile(vec, (row_pxblock * col_pxblock, 1)) \
-        #         .reshape(row_pxblock, col_pxblock, z_sms)
-        #     z1 = np.arange(z_sms)
-        #     z2 = z1 + int(z_off)
-        # elif i == n_slices - 1:
-        #     # last slice: only top skirt + body
-        #     vec = np.concatenate([w1, w3])
-        #     W = np.tile(vec, (row_pxblock * col_pxblock, 1)) \
-        #         .reshape(row_pxblock, col_pxblock, z_sm)
-        #     z1 = np.arange(tot_z_pix - z_sm, tot_z_pix)
-        #     z2 = int(z_off) + np.arange(z_sm)
-        # else:
-        #     # middle slices: skirt/body/skirt
-        #     vec = np.concatenate([w1, w3, w2])
-        #     W = np.tile(vec, (row_pxblock * col_pxblock, 1)) \
-        #         .reshape(row_pxblock, col_pxblock, z_sms)
-        #     start_z = i * z_sm
-        #     z1 = np.arange(start_z, start_z + z_sms)
-        #     z2 = int(z_off) + np.arange(z_sms)
-
-        Ma[:, :, zr1] += Id[:, :, zr2] * W
-    return Ma
-
diff --git a/linc_convert/modalities/psoct/ms_dask.py b/linc_convert/modalities/psoct/ms_dask.py
deleted file mode 100644
index 1f879c74..00000000
--- a/linc_convert/modalities/psoct/ms_dask.py
+++ /dev/null
@@ -1,263 +0,0 @@
-"""
-Matlab to OME-Zarr.
-
-Converts Matlab files generated by the MGH in-house OCT pipeline
-into a OME-ZARR pyramid.
-
-WARNING: THIS IS ONLY FOR TESTING IO. NEVER USE FOR PRODUCTION
-"""
-
-import json
-import os
-from functools import wraps
-from typing import Callable, Mapping, Optional
-from warnings import warn
-import logging
-
-import cyclopts
-import h5py
-import numpy as np
-from dask import delayed
-from scipy.io import loadmat
-
-from linc_convert import utils
-from linc_convert.modalities.psoct.utils._utils import make_json
-from linc_convert.modalities.psoct.cli import psoct
-from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
-from linc_convert.utils.zarr import open_zarr_group, create_array, generate_pyramid
-from niizarr import default_nifti_header, write_nifti_header, write_ome_metadata
-import dask.array as da
-
-from linc_convert.utils.zarr.zarr_config import ZarrConfig
-
-logger = logging.getLogger(__name__)
-ms = cyclopts.App(name="ms", help_format="markdown")
-psoct.command(ms)
-
-
-def _automap(func: Callable) -> Callable:
-    """Automatically maps the array in the mat file."""
-
-    @wraps(func)
-    def wrapper(inp: list[str], **kwargs: dict) -> callable:
-        dat = _mapmat(inp, kwargs.get("key", None))
-        return func(dat, **kwargs)
-    return wrapper
-
-
-class _ArrayWrapper:
-    def _get_key(self, f: Mapping) -> str:
-        key = self.key
-        if key is None:
-            if not len(f.keys()):
-                raise Exception(f"{self.file} is empty")
-            # Select the first non-hidden key
-            for key in f.keys():
-                if key[0] != "_":
-                    break
-            if len(f.keys()) > 1:
-                warn(
-                    f"More than one key in .mat file {self.file}, "
-                    f'arbitrarily loading "{key}"'
-                )
-
-        if key not in f.keys():
-            raise Exception(f"Key {key} not found in file {self.file}")
-        return key
-
-
-class _H5ArrayWrapper(_ArrayWrapper):
-    def __init__(self, file: h5py.File, key: Optional[str]) -> None:
-        self.file = file
-        self.key = key
-        self.array = file.get(self._get_key(self.file))
-
-    def __del__(self) -> None:
-        if hasattr(self.file, "close"):
-            self.file.close()
-
-    def load(self) -> np.ndarray:
-        self.array = self.array[...]
-        if hasattr(self.file, "close"):
-            self.file.close()
-        self.file = None
-        return self.array
-
-    @property
-    def shape(self) -> list[int]:
-        return self.array.shape
-
-    @property
-    def dtype(self) -> np.dtype:
-        return self.array.dtype
-
-    def __len__(self) -> int:
-        return len(self.array)
-
-    def __getitem__(self, index: object) -> np.ndarray:
-        return self.array[index]
-
-
-class _MatArrayWrapper(_ArrayWrapper):
-    def __init__(self, file: str, key: Optional[str]) -> None:
-        self.file = file
-        self.key = key
-        self.array = None
-
-    def __del__(self) -> None:
-        if hasattr(self.file, "close"):
-            self.file.close()
-
-    def load(self) -> np.ndarray:
-        if self.array is not None:
-            return self.array
-
-        data = loadmat(self.file)
-        self.array = data.get(self._get_key(data))
-        self.file = None
-        return self.array
-
-    @property
-    def shape(self) -> list[int]:
-        if self.array is None:
-            self.load()
-        return self.array.shape
-
-    @property
-    def dtype(self) -> np.dtype:
-        if self.array is None:
-            self.load()
-        return self.array.dtype
-
-    def __len__(self) -> int:
-        if self.array is None:
-            self.load()
-        return len(self.array)
-
-    def __getitem__(self, index: object) -> np.ndarray:
-        if self.array is None:
-            self.load()
-        return self.array[index]
-
-
-def _mapmat(fnames: list[str], key: Optional[str] = None) -> list[_ArrayWrapper]:
-    """Load or memory-map an array stored in a .mat file."""
-    def make_wrapper(fname: str) -> _ArrayWrapper:
-        try:
-            # "New" .mat file
-            f = h5py.File(fname, "r")
-            return _H5ArrayWrapper(f, key)
-        except Exception:
-            # "Old" .mat file
-            return _MatArrayWrapper(fname, key)
-
-    return [make_wrapper(fname) for fname in fnames]
-
-@ms.default
-@_automap
-def convert(
-    inp: list[str],
-    *,
-    zarr_config: ZarrConfig = None,
-    key: Optional[str] = None,
-    meta: str = None,
-    orientation: str = "RAS",
-    center: bool = True,
-    dtype: Optional[str] = None,
-    **kwargs
-) -> None:
-    """
-    Matlab to OME-Zarr.
-
-    Convert OCT volumes in raw matlab files into a pyramidal
-    OME-ZARR (or NIfTI-Zarr) hierarchy.
-
-    This command assumes that each slice in a volume is stored in a
-    different mat file. All slices must have the same shape and will be
-    concatenated into a 3D Zarr.
-
-    Parameters
-    ----------
-    inp : list of str
-        Paths to the input mat files.
-    key : Optional[str]
-        Key of the array to be extracted; defaults to the first key found.
-    meta : str
-        Path to the metadata file.
-    orientation : str
-        Orientation of the volume.
-    center : bool
-        Set RAS[0, 0, 0] at FOV center.
-    dtype : Optional[str]
-        Data type to write into.
-    """
-    zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
-    zarr_config.set_default_name(os.path.splitext(inp[0].file)[0])
-
-    # Process metadata if provided
-    if meta:
-        logger.info("Writing JSON metadata")
-        with open(meta, "r") as f:
-            meta_txt = f.read()
-            meta_json = make_json(meta_txt)
-        path_json = ".".join(zarr_config.out.split(".")[:-2]) + ".json"
-        with open(path_json, "w") as f:
-            json.dump(meta_json, f, indent=4)
-        vx = meta_json["PixelSize"]
-        unit = meta_json["PixelSizeUnits"]
-    else:
-        vx = [1, 1, 1]
-        unit = "um"
-
-    # Prepare Zarr group
-    omz = open_zarr_group(zarr_config)
-
-    # if not hasattr(inp[0], "dtype"):
-    #     raise Exception("Input is not an array. This is likely unexpected")
-    if len(inp[0].shape) < 2:
-        raise ValueError(f"Input array is not 2D: {inp[0].shape}")
-
-    dtype = dtype or np.dtype(inp[0].dtype).str
-    nslices = len(inp)
-    data = [delayed(inp[i].load)() for i in range(nslices)]
-    slices = [da.from_delayed(i, shape=inp[0].shape, dtype=dtype) for i in data]
-    full_volume = da.concatenate(slices, axis=2)
-    volume_shape = full_volume.shape
-
-    dataset = create_array(omz, "0", shape=full_volume.shape, zarr_config=zarr_config,
-                           dtype=np.dtype(dtype))
-    if dataset.shards is None:
-        full_volume.to_zarr(dataset)
-    else:
-        full_volume = full_volume.rechunk(dataset.shards)
-        def save(chunk,block_info=None):
-            slicer = tuple(slice(*al) for al in block_info[0]['array-location'])
-            dataset[slicer] = chunk
-            return np.zeros_like(chunk)
-        full_volume.map_blocks(save,dtype=np.uint8).compute()
-
-
-    generate_pyramid(omz, mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
-    logger.info("Write OME-Zarr multiscale metadata")
-    write_ome_metadata(omz, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
-
-    if not zarr_config.nii:
-        logger.info("Conversion complete.")
-        return
-
-    # Write NIfTI-Zarr header
-    arr = omz["0"]
-    header, _ = default_nifti_header(arr, omz.attrs.get("ome", omz.attrs).get("multiscales"))
-    reversed_shape = list(reversed(arr.shape))
-    affine = orientation_to_affine(orientation, *vx[::-1])
-    if center:
-        affine = center_affine(affine, reversed_shape[:3])
-    header.set_data_shape(reversed_shape)
-    header.set_data_dtype(arr.dtype)
-    header.set_qform(affine)
-    header.set_sform(affine)
-    header.set_xyzt_units(to_nifti_unit(unit))
-
-    write_nifti_header(omz, header)
-

From 516e93ca0409dda004c5fe2f5ba82cf78b3d2388 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Fri, 20 Jun 2025 17:47:59 -0400
Subject: [PATCH 038/157] refactor: change tests file structure

---
 tests/test_df.py                                 | 4 ++--
 tests/test_lsm.py                                | 2 +-
 tests/test_wk.py                                 | 2 +-
 tests/{data => utils}/generate_trusted_result.py | 0
 tests/{ => utils}/helper.py                      | 2 +-
 5 files changed, 5 insertions(+), 5 deletions(-)
 rename tests/{data => utils}/generate_trusted_result.py (100%)
 rename tests/{ => utils}/helper.py (95%)

diff --git a/tests/test_df.py b/tests/test_df.py
index 6f35d69a..b0bd033d 100644
--- a/tests/test_df.py
+++ b/tests/test_df.py
@@ -5,7 +5,7 @@
 import glymur
 import numpy as np
 
-from helper import _cmp_zarr_archives
+from utils.helper import _cmp_zarr_archives
 from linc_convert.modalities.df import multi_slice
 
 
@@ -25,5 +25,5 @@ def test_df(tmp_path):
     output_zarr = tmp_path / "output.zarr"
     files = glob.glob(os.path.join(tmp_path, "*.jp2"))
     files.sort()
-    multi_slice.convert(files, out=str(output_zarr))
+    multi_slice.convert(files, out=str(output_zarr), zarr_version=2)
     assert _cmp_zarr_archives(str(output_zarr), "data/df.zarr.zip")
diff --git a/tests/test_lsm.py b/tests/test_lsm.py
index 76a54c42..063205cf 100644
--- a/tests/test_lsm.py
+++ b/tests/test_lsm.py
@@ -3,7 +3,7 @@
 import numpy as np
 import tifffile
 
-from helper import _cmp_zarr_archives
+from utils.helper import _cmp_zarr_archives
 from linc_convert.modalities.lsm import mosaic
 
 
diff --git a/tests/test_wk.py b/tests/test_wk.py
index 31294af2..40ae3692 100644
--- a/tests/test_wk.py
+++ b/tests/test_wk.py
@@ -3,7 +3,7 @@
 import numpy as np
 import wkw
 import zarr
-from helper import _cmp_zarr_archives
+from utils.helper import _cmp_zarr_archives
 
 from linc_convert.modalities.wk import webknossos_annotation
 
diff --git a/tests/data/generate_trusted_result.py b/tests/utils/generate_trusted_result.py
similarity index 100%
rename from tests/data/generate_trusted_result.py
rename to tests/utils/generate_trusted_result.py
diff --git a/tests/helper.py b/tests/utils/helper.py
similarity index 95%
rename from tests/helper.py
rename to tests/utils/helper.py
index 3f5a3f50..f55e149e 100644
--- a/tests/helper.py
+++ b/tests/utils/helper.py
@@ -20,7 +20,7 @@ def _cmp_zarr_archives(path1: str, path2: str) -> bool:
     zarr2 = zarr.open(path2, mode="r")
 
     # Compare keys (dataset structure)
-    if zarr1.keys() != zarr2.keys():
+    if set(zarr1.keys()) != set(zarr2.keys()):
         print("keys mismatch")
         return False
     if zarr1.attrs != zarr2.attrs:

From 21ff85221b600b9c27bf7c2bee2452fd1bf820bc Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Fri, 20 Jun 2025 17:48:11 -0400
Subject: [PATCH 039/157] fix: zarr config replace

---
 linc_convert/utils/zarr/zarr_config.py | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/linc_convert/utils/zarr/zarr_config.py b/linc_convert/utils/zarr/zarr_config.py
index 6c0aee2f..f1ba86f5 100644
--- a/linc_convert/utils/zarr/zarr_config.py
+++ b/linc_convert/utils/zarr/zarr_config.py
@@ -117,13 +117,12 @@ def set_default_name(self, name: str):
                     f"Output path '{self.out}' exists and overwrite was not confirmed.")
 
     def update(self, **kwargs):
-        replace(self, **kwargs)
-        return self
+        return replace(self, **kwargs)
 
 def update(zarr_config: ZarrConfig|None, **kwargs: Unpack[ZarrConfig]) -> ZarrConfig:
     if zarr_config is None:
         zarr_config = ZarrConfig()
-    replace(zarr_config, **kwargs)
-    return zarr_config
+    return replace(zarr_config, **kwargs)
+
 
 

From 95fddfcc82e3dbab6ef101e3c0645815ad2608b1 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Fri, 20 Jun 2025 17:48:44 -0400
Subject: [PATCH 040/157] tests: psoct pipeline

---
 linc_convert/modalities/psoct/single_volume.py | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index f5a91ee5..68c31895 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -17,10 +17,9 @@
 from niizarr import write_ome_metadata, default_nifti_header, write_nifti_header
 
 from linc_convert import utils
-from linc_convert.modalities.psoct.utils._array_wrapper import _ArrayWrapper, _MatArrayWrapper
+from linc_convert.modalities.psoct.utils._array_wrapper import _ArrayWrapper, _MatArrayWrapper, _H5ArrayWrapper
 from linc_convert.modalities.psoct.utils._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
-from linc_convert.modalities.psoct.ms_dask import _H5ArrayWrapper
 from linc_convert.utils.chunk_processing import chunk_slice_generator
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
@@ -157,7 +156,7 @@ def convert(
 
     # Write NIfTI-Zarr header
     arr = omz["0"]
-    header, _ = default_nifti_header(arr,
+    header = default_nifti_header(arr,
                                      omz.attrs.get("ome", omz.attrs).get("multiscales"))
     reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])

From 536bf238fb27994777599ed949a3c51c7a15e749 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 23 Jun 2025 11:20:17 -0400
Subject: [PATCH 041/157] refactor

---
 .../modalities/psoct/{utils => }/_utils.py    |   0
 linc_convert/modalities/psoct/multi_slice.py  |   6 +-
 .../modalities/psoct/single_volume.py         |   4 +-
 .../modalities/psoct/utils/__init__.py        |   0
 linc_convert/modalities/psoct/utils/_zarr.py  | 837 ------------------
 .../psoct => }/utils/_array_wrapper.py        |   0
 linc_convert/utils/zarr/_zarr.py              | 426 +++++++++
 7 files changed, 431 insertions(+), 842 deletions(-)
 rename linc_convert/modalities/psoct/{utils => }/_utils.py (100%)
 delete mode 100644 linc_convert/modalities/psoct/utils/__init__.py
 delete mode 100644 linc_convert/modalities/psoct/utils/_zarr.py
 rename linc_convert/{modalities/psoct => }/utils/_array_wrapper.py (100%)
 create mode 100644 linc_convert/utils/zarr/_zarr.py

diff --git a/linc_convert/modalities/psoct/utils/_utils.py b/linc_convert/modalities/psoct/_utils.py
similarity index 100%
rename from linc_convert/modalities/psoct/utils/_utils.py
rename to linc_convert/modalities/psoct/_utils.py
diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index e6cb4ee3..d0cdd336 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -17,9 +17,9 @@
 import numpy as np
 
 from linc_convert import utils
-from linc_convert.modalities.psoct.utils._array_wrapper import _ArrayWrapper, _H5ArrayWrapper, \
+from linc_convert.utils._array_wrapper import _ArrayWrapper, _H5ArrayWrapper, \
     _MatArrayWrapper
-from linc_convert.modalities.psoct.utils._utils import make_json
+from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
@@ -167,7 +167,7 @@ def convert(
 
     # Write NIfTI-Zarr header
     arr = omz["0"]
-    header, _ = default_nifti_header(arr, omz.attrs.get("ome", omz.attrs).get("multiscales"))
+    header = default_nifti_header(arr, omz.attrs.get("ome", omz.attrs).get("multiscales"))
     reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
     if center:
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index 68c31895..3900d758 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -17,8 +17,8 @@
 from niizarr import write_ome_metadata, default_nifti_header, write_nifti_header
 
 from linc_convert import utils
-from linc_convert.modalities.psoct.utils._array_wrapper import _ArrayWrapper, _MatArrayWrapper, _H5ArrayWrapper
-from linc_convert.modalities.psoct.utils._utils import make_json
+from linc_convert.utils._array_wrapper import _ArrayWrapper, _MatArrayWrapper, _H5ArrayWrapper
+from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
 from linc_convert.utils.chunk_processing import chunk_slice_generator
 from linc_convert.utils.math import ceildiv
diff --git a/linc_convert/modalities/psoct/utils/__init__.py b/linc_convert/modalities/psoct/utils/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/linc_convert/modalities/psoct/utils/_zarr.py b/linc_convert/modalities/psoct/utils/_zarr.py
deleted file mode 100644
index c4f4ef08..00000000
--- a/linc_convert/modalities/psoct/utils/_zarr.py
+++ /dev/null
@@ -1,837 +0,0 @@
-"""Zarr utilities."""
-
-# stdlib
-import itertools
-import json
-import math
-import os
-from typing import Literal
-from urllib.parse import urlparse
-
-# externals
-import nibabel as nib
-import numcodecs
-import numcodecs.abc
-import numpy as np
-import tensorstore as ts
-from upath import UPath
-
-from linc_convert.utils.math import ceildiv
-
-
-def make_compressor(name: str, **prm: dict) -> numcodecs.abc.Codec:
-    """Build compressor object from name and options."""
-    # TODO: we should use `numcodecs.get_codec` instead`
-    if not isinstance(name, str):
-        return name
-    name = name.lower()
-    if name == "blosc":
-        Compressor = numcodecs.Blosc
-    elif name == "zlib":
-        Compressor = numcodecs.Zlib
-    else:
-        raise ValueError("Unknown compressor", name)
-    return Compressor(**prm)
-
-
-def make_compressor_v2(name: str | None, **prm: dict) -> dict:
-    """Build compressor dictionary for Zarr v2."""
-    name = name.lower()
-    if name not in ("blosc", "zlib", "bz2", "zstd"):
-        raise ValueError("Unknown compressor", name)
-    return {"id": name, **prm}
-
-
-def make_compressor_v3(name: str | None, **prm: dict) -> dict:
-    """Build compressor dictionary for Zarr v3."""
-    name = name.lower()
-    if name not in ("blosc", "gzip", "zstd"):
-        raise ValueError("Unknown compressor", name)
-    return {"name": name, "configuration": prm}
-
-
-def make_kvstore(path: str | os.PathLike) -> dict:
-    """Transform a URI into a kvstore JSON object."""
-    path = UPath(path)
-    if path.protocol in ("file", ""):
-        return {"driver": "file", "path": path.path}
-    if path.protocol == "gcs":
-        url = urlparse(str(path))
-        return {"driver": "gcs", "bucket": url.netloc, "path": url.path}
-    if path.protocol in ("http", "https"):
-        url = urlparse(str(path))
-        base_url = f"{url.scheme}://{url.netloc}"
-        if url.params:
-            base_url += ";" + url.params
-        if url.query:
-            base_url += "?" + url.query
-        if url.fragment:
-            base_url += "#" + url.fragment
-        return {"driver": "http", "base_url": base_url, "path": url.path}
-    if path.protocol == "memory":
-        return {"driver": "memory", "path": path.path}
-    if path.protocol == "s3":
-        url = urlparse(str(path))
-        path = {"path": url.path} if url.path else {}
-        return {"driver": "s3", "bucket": url.netloc, **path}
-    raise ValueError("Unsupported protocol:", path.protocol)
-
-
-def auto_shard_size(
-    max_shape: list[int],
-    itemsize: int | np.dtype | str,
-    max_file_size: int = 2 * 1024**4,
-    compression_ratio: float = 2,
-) -> list[int]:
-    """
-    Find maximal shard size that ensures file size below cap.
-
-    Parameters
-    ----------
-    max_shape : list[int]
-        Maximum shape along each dimension.
-    itemsize : np.dtype or int
-        Data type, or data type size
-    max_file_size : int
-        Maximum file size (default: 2TB).
-        S3 has a 5TB/file limit, but given that we use an estimated
-        compression factor, we aim for 2TB to leave some leeway.
-    compression_ratio : float
-        Estimated compression factor.
-        I roughly found 2 for bosc-compressed LSM data, when compressing
-        only across space and channels (5 channels).
-
-    Returns
-    -------
-    shard : list[int]
-        Estimated shard size along each dimension.
-        Returned shards are either max_shape or powers of two.
-    """
-    if not isinstance(itemsize, int):
-        itemsize = np.dtype(itemsize).itemsize
-
-    # Maximum number of elements in the shard
-    max_numel = max_file_size * compression_ratio / itemsize
-
-    shard = [1] * len(max_shape)
-    while True:
-        # If shard larger than volume, we can stop
-        if all(x >= s for x, s in zip(shard, max_shape)):
-            break
-        # Make shard one level larger
-        new_shard = [min(2 * x, s) for x, s in zip(shard, max_shape)]
-        # If shard is too large, stop and keep previous shard
-        if np.prod(new_shard) > max_numel:
-            break
-        # Otherwise, use larger shard and recurse
-        shard = new_shard
-
-    # replace max size with larger power of two
-    shard = [2 ** math.ceil(math.log2(x)) for x in shard]
-    return shard
-
-
-def niftizarr_write_header(
-    path: os.PathLike | str,
-    shape: list[int],
-    affine: np.ndarray,
-    dtype: np.dtype | str,
-    unit: Literal["micron", "mm"] | None = None,
-    header: nib.Nifti1Header | nib.Nifti2Header | None = None,
-    zarr_version: int = 3,
-) -> None:
-    """
-    Write NIfTI header in a NIfTI-Zarr file.
-
-    Parameters
-    ----------
-    path : PathLike | str
-        Path to parent Zarr.
-    affine : (4, 4) matrix
-        Orientation matrix.
-    shape : list[int]
-        Array shape, in NIfTI order (x, y, z, t, c).
-    dtype : np.dtype | str
-        Data type.
-    unit : {"micron", "mm"}, optional
-        World unit.
-    header : nib.Nifti1Header | nib.Nifti2Header, optional
-        Pre-instantiated header.
-    zarr_version : int, default=3
-        Zarr version.
-    """
-    # TODO: we do not write the json zattrs, but it should be added in
-    #       once the nifti-zarr package is released
-
-    path = UPath(path)
-    if not path.protocol:
-        path = "file://" / path
-
-    # If dimensions do not fit in a short (which is often the case), we
-    # use NIfTI 2.
-    if all(x < 32768 for x in shape):
-        NiftiHeader = nib.Nifti1Header
-    else:
-        NiftiHeader = nib.Nifti2Header
-
-    header = header or NiftiHeader()
-    header.set_data_shape(shape)
-    header.set_data_dtype(dtype)
-    header.set_qform(affine)
-    header.set_sform(affine)
-    if unit:
-        header.set_xyzt_units(nib.nifti1.unit_codes.code[unit])
-    header = np.frombuffer(header.structarr.tobytes(), dtype="u1")
-
-    if zarr_version == 3:
-        metadata = {
-            "chunk_grid": {
-                "name": "regular",
-                "configuration": {"chunk_shape": [len(header)]},
-            },
-            "codecs": [
-                {"name": "bytes"},
-                make_compressor_v3("gzip"),
-            ],
-            "data_type": "uint8",
-            "fill_value": 0,
-            "chunk_key_encoding": {
-                "name": "default",
-                "configuration": {"separator": r"/"},
-            },
-        }
-        tsconfig = {
-            "driver": "zarr3",
-            "metadata": metadata,
-        }
-    else:
-        metadata = {
-            "chunks": [len(header)],
-            "order": "F",
-            "dtype": "|u1",
-            "fill_value": None,
-            "compressor": make_compressor_v2("zlib"),
-        }
-        tsconfig = {
-            "driver": "zarr",
-            "metadata": metadata,
-            "key_encoding": r"/",
-        }
-    tsconfig["kvstore"] = make_kvstore(path / "nifti")
-    tsconfig["metadata"]["shape"] = [len(header)]
-    tsconfig["create"] = True
-    tsconfig["delete_existing"] = True
-    tswriter = ts.open(tsconfig).result()
-    with ts.Transaction() as txn:
-        tswriter.with_transaction(txn)[:] = header
-    print("done.")
-
-
-def fix_shard_chunk(
-    shard: list[int],
-    chunk: list[int],
-    shape: list[int],
-) -> tuple[list[int], list[int]]:
-    """
-    Fix incompatibilities between chunk and shard size.
-
-    Parameters
-    ----------
-    shard : list[int]
-    chunk : list[int]
-    shape : list[int]
-
-    Returns
-    -------
-    shard : list[int]
-    chunk : list[int]
-    """
-    for i in range(len(chunk)):
-        # if chunk spans the entire volume, match chunk and shard
-        if chunk[i] == shape[i] and chunk[i] != shard[i]:
-            chunk[i] = shard[i]
-        # ensure that shard is a multiple of chunk
-        if shard[i] % chunk[i]:
-            shard[i] = chunk[i] * int(math.ceil(shard[i] / chunk[i]))
-    return shard, chunk
-
-
-def default_write_config(
-    path: os.PathLike | str,
-    shape: list[int],
-    dtype: np.dtype | str,
-    chunk: list[int] = [32],
-    shard: list[int] | Literal["auto"] | None = None,
-    compressor: str = "blosc",
-    compressor_opt: dict | None = None,
-    version: int = 3,
-) -> dict:
-    """
-    Generate a default TensorStore configuration.
-
-    Parameters
-    ----------
-    chunk : list[int]
-        Chunk size.
-    shard : list[int], optional
-        Shard size. No sharding if `None`.
-    compressor : str
-        Compressor name
-    version : int
-        Zarr version
-
-    Returns
-    -------
-    config : dict
-        Configuration
-    """
-    path = UPath(path)
-    if not path.protocol:
-        path = "file://" / path
-
-    # Format compressor
-    if version == 3 and compressor == "zlib":
-        compressor = "gzip"
-    if version == 2 and compressor == "gzip":
-        compressor = "zlib"
-    compressor_opt = compressor_opt or {}
-
-    # Prepare chunk size
-    if isinstance(chunk, int):
-        chunk = [chunk]
-    chunk = chunk[:1] * max(0, len(shape) - len(chunk)) + chunk
-
-    # Prepare shard size
-    if shard:
-        if shard == "auto":
-            shard = auto_shard_size(shape, dtype)
-        if isinstance(shard, int):
-            shard = [shard]
-        shard = shard[:1] * max(0, len(shape) - len(shard)) + shard
-
-        # Fix incompatibilities
-        shard, chunk = fix_shard_chunk(shard, chunk, shape)
-
-    # ------------------------------------------------------------------
-    #   Zarr 3
-    # ------------------------------------------------------------------
-    if version == 3:
-        if compressor and compressor != "raw":
-            compressor = [make_compressor_v3(compressor, **compressor_opt)]
-        else:
-            compressor = []
-
-        codec_little_endian = {"name": "bytes", "configuration": {"endian": "little"}}
-
-        if shard:
-            chunk_grid = {
-                "name": "regular",
-                "configuration": {"chunk_shape": shard},
-            }
-
-            sharding_codec = {
-                "name": "sharding_indexed",
-                "configuration": {
-                    "chunk_shape": chunk,
-                    "codecs": [
-                        codec_little_endian,
-                        *compressor,
-                    ],
-                    "index_codecs": [
-                        codec_little_endian,
-                        {"name": "crc32c"},
-                    ],
-                    "index_location": "end",
-                },
-            }
-            codecs = [sharding_codec]
-
-        else:
-            chunk_grid = {"name": "regular", "configuration": {"chunk_shape": chunk}}
-            codecs = [
-                codec_little_endian,
-                *compressor,
-            ]
-
-        metadata = {
-            "chunk_grid": chunk_grid,
-            "codecs": codecs,
-            "data_type": np.dtype(dtype).name,
-            "fill_value": 0,
-            "chunk_key_encoding": {
-                "name": "default",
-                "configuration": {"separator": r"/"},
-            },
-        }
-        config = {
-            "driver": "zarr3",
-            "metadata": metadata,
-        }
-
-    # ------------------------------------------------------------------
-    #   Zarr 2
-    # ------------------------------------------------------------------
-    else:
-        if compressor and compressor != "raw":
-            compressor = make_compressor_v2(compressor, **compressor_opt)
-        else:
-            compressor = None
-
-        metadata = {
-            "chunks": chunk,
-            "order": "F",
-            "dtype": np.dtype(dtype).str,
-            "fill_value": 0,
-            "compressor": compressor,
-        }
-        config = {
-            "driver": "zarr",
-            "metadata": metadata,
-            "key_encoding": r"/",
-        }
-
-    # Prepare store
-    config["metadata"]["shape"] = shape
-    config["kvstore"] = make_kvstore(path)
-
-    return config
-
-
-def default_read_config(path: os.PathLike | str) -> dict:
-    """
-    Generate a TensorStore configuration to read an existing Zarr.
-
-    Parameters
-    ----------
-    path : PathLike | str
-        Path to zarr array.
-    """
-    path = UPath(path)
-    if not path.protocol:
-        path = "file://" / path
-    if (path / "zarr.json").exists():
-        zarr_version = 3
-    elif (path / ".zarray").exists():
-        zarr_version = 2
-    else:
-        raise ValueError("Cannot find zarr.json or .zarray file")
-    return {
-        "kvstore": make_kvstore(path),
-        "driver": "zarr3" if zarr_version == 3 else "zarr",
-        "open": True,
-        "create": False,
-        "delete_existing": False,
-    }
-
-
-def generate_pyramid(
-    path: os.PathLike | str,
-    levels: int | None = None,
-    shard: list[int] | bool | Literal["auto"] | None = None,
-    ndim: int = 3,
-    max_load: int = 512,
-    mode: Literal["mean", "median"] = "median",
-) -> list[list[int]]:
-    """
-    Generate the levels of a pyramid in an existing Zarr.
-
-    Parameters
-    ----------
-    path : PathLike | str
-        Path to parent Zarr
-    levels : int
-        Number of additional levels to generate.
-        By default, stop when all dimensions are smaller than their
-        corresponding chunk size.
-    shard : list[int] | bool | {"auto"} | None
-        Shard size.
-        * If `None`, use same shard size as the input array;
-        * If `False`, no dot use sharding;
-        * If `True` or `"auto"`, automatically find shard size;
-        * Otherwise, use provided shard size.
-    ndim : int
-        Number of spatial dimensions.
-    max_load : int
-        Maximum number of voxels to load along each dimension.
-    mode : {"mean", "median"}
-        Whether to use a mean or median moving window.
-
-    Returns
-    -------
-    shapes : list[list[int]]
-        Shapes of all levels, from finest to coarsest, including the
-        existing top level.
-    """
-    path = UPath(path)
-    if not path.protocol:
-        path = "file://" / path
-
-    zarray2 = path / "0" / ".zarray"
-    zarray3 = path / "0" / "zarr.json"
-
-    if zarray2.exists():
-        with zarray2.open("rb") as f:
-            metadata = json.load(f)
-        zarr_version = 2
-    elif zarray3.exists():
-        with zarray3.open("rb") as f:
-            metadata = json.load(f)
-        zarr_version = 3
-    else:
-        raise FileNotFoundError("Could not find initial zarr array")
-
-    shape = list(metadata["shape"])
-
-    if shard and zarr_version == 2:
-        raise ValueError("Sharding requires zarr 3")
-
-    # Find chunk size
-    if zarr_version == 3:
-        chunk_size = metadata["chunk_grid"]["configuration"]["chunk_shape"]
-        chunk_size = list(chunk_size)
-        for codec in metadata["codecs"]:
-            if codec["name"] == "sharding_indexed":
-                chunk_size = list(codec["configuration"]["chunk_shape"])
-                break
-    else:
-        assert zarr_version == 2
-        chunk_size = metadata["chunks"]
-
-    shard_option = shard
-
-    def update_metadata(metadata: dict, shape: list[int]) -> dict:
-        metadata["shape"] = shape
-        if shard_option is None:
-            return metadata
-
-        # find chunk size and compression codecs
-        chunk = metadata["chunk_grid"]["configuration"]["chunk_shape"]
-        chunk = list(chunk)
-        codecs = metadata["codecs"]
-        for codec in metadata["codecs"]:
-            if codec["name"] == "sharding_indexed":
-                chunk = list(codec["configuration"]["chunk_shape"])
-                codecs = codec["configuration"]["codecs"]
-                break
-
-        # set appropriate chunking/sharding config
-        if shard_option == "auto":
-            shard = auto_shard_size(shape, metadata["data_type"])
-            shard, chunk = fix_shard_chunk(shard, chunk, shape)
-        else:
-            shard = shard_option
-
-        if shard_option is False:
-            metadata["chunk_grid"]["configuration"]["chunk_shape"] = chunk
-            metadata["codecs"] = codecs
-
-        else:
-            metadata["chunk_grid"] = {
-                "name": "regular",
-                "configuration": {"chunk_shape": shard},
-            }
-            metadata["codecs"] = [
-                {
-                    "name": "sharding_indexed",
-                    "configuration": {
-                        "chunk_shape": chunk,
-                        "codecs": codecs,
-                        "index_codecs": [
-                            codecs[0],  # should be the bytes codec
-                            {"name": "crc32c"},
-                        ],
-                        "index_location": "end",
-                    },
-                }
-            ]
-
-        return metadata
-
-    # Select windowing function
-    if mode == "median":
-        func = np.median
-    else:
-        assert mode == "mean"
-        func = np.mean
-
-    level = 0
-    batch, shape = shape[:-ndim], shape[-ndim:]
-    allshapes = [shape]
-    while True:
-        level += 1
-
-        # Compute downsampled shape
-        prev_shape, shape = shape, [max(1, x // 2) for x in shape]
-
-        # Stop if seen enough levels or level shape smaller than chunk size
-        if levels is None:
-            if all(x <= c for x, c in zip(shape, chunk_size[-ndim:])):
-                break
-        elif level > levels:
-            break
-
-        print("Compute level", level, "with shape", shape)
-
-        allshapes.append(shape)
-
-        # Open input and output zarr
-        rconfig = default_read_config(str(path / str(level - 1)))
-        wconfig = {
-            "driver": "zarr3" if zarr_version == 3 else "zarr",
-            "metadata": update_metadata(metadata, batch + shape),
-            "kvstore": make_kvstore(path / str(level)),
-            "create": True,
-            "delete_existing": True,
-        }
-        tsreader = ts.open(rconfig).result()
-        tswriter = ts.open(wconfig).result()
-
-        # Iterate across `max_load` chunks
-        # (note that these are unrelared to underlying zarr chunks)
-        grid_shape = [ceildiv(n, max_load) for n in prev_shape]
-        for chunk_index in itertools.product(*[range(x) for x in grid_shape]):
-            print(f"chunk {chunk_index} / {tuple(grid_shape)})", end="\r")
-
-            with ts.Transaction() as txn:
-                # Read one chunk of data at the previous resolution
-                slicer = [Ellipsis] + [
-                    slice(i * max_load, min((i + 1) * max_load, n))
-                    for i, n in zip(chunk_index, prev_shape)
-                ]
-                dat = tsreader.with_transaction(txn)[tuple(slicer)].read().result()
-
-                # Discard the last voxel along odd dimensions
-                crop = [0 if x == 1 else x % 2 for x in dat.shape[-3:]]
-                slcr = [slice(-1) if x else slice(None) for x in crop]
-                dat = dat[tuple([Ellipsis, *slcr])]
-
-                patch_shape = dat.shape[-3:]
-
-                # Reshape into patches of shape 2x2x2
-                windowed_shape = [
-                    x for n in patch_shape for x in (max(n // 2, 1), min(n, 2))
-                ]
-                dat = dat.reshape(batch + windowed_shape)
-                # -> last `ndim`` dimensions have shape 2x2x2
-                dat = dat.transpose(
-                    list(range(len(batch)))
-                    + list(range(len(batch), len(batch) + 2 * ndim, 2))
-                    + list(range(len(batch) + 1, len(batch) + 2 * ndim, 2))
-                )
-                # -> flatten patches
-                smaller_shape = [max(n // 2, 1) for n in patch_shape]
-                dat = dat.reshape(batch + smaller_shape + [-1])
-
-                # Compute the median of each patch
-                dtype = dat.dtype
-                dat = func(dat, axis=-1)
-                dat = dat.astype(dtype)
-
-                # Write output
-                slicer = [Ellipsis] + [
-                    slice(i * max_load // 2, min((i + 1) * max_load // 2, n))
-                    for i, n in zip(chunk_index, shape)
-                ]
-                tswriter.with_transaction(txn)[tuple(slicer)] = dat
-
-    print("")
-
-    return allshapes
-
-
-def write_ome_metadata(
-    path: str | os.PathLike,
-    axes: list[str],
-    space_scale: float | list[float] = 1,
-    time_scale: float = 1,
-    space_unit: str = "micrometer",
-    time_unit: str = "second",
-    name: str = "",
-    pyramid_aligns: str | int | list[str | int] = 2,
-    levels: int | None = None,
-    zarr_version: int | None = None,
-) -> None:
-    """
-    Write OME metadata into Zarr.
-
-    Parameters
-    ----------
-    path : str | PathLike
-        Path to parent Zarr.
-    axes : list[str]
-        Name of each dimension, in Zarr order (t, c, z, y, x)
-    space_scale : float | list[float]
-        Finest-level voxel size, in Zarr order (z, y, x)
-    time_scale : float
-        Time scale
-    space_unit : str
-        Unit of spatial scale (assumed identical across dimensions)
-    space_time : str
-        Unit of time scale
-    name : str
-        Name attribute
-    pyramid_aligns : float | list[float] | {"center", "edge"}
-        Whether the pyramid construction aligns the edges or the centers
-        of the corner voxels. If a (list of) number, assume that a moving
-        window of that size was used.
-    levels : int
-        Number of existing levels. Default: find out automatically.
-    zarr_version : {2, 3} | None
-        Zarr version. If `None`, guess from existing zarr array.
-
-    """
-    path = UPath(path)
-
-    # Detect zarr version
-    if not zarr_version:
-        if (path / "0" / "zarr.json").exists():
-            zarr_version = 3
-        elif (path / "0" / ".zarray").exists():
-            zarr_version = 2
-        else:
-            raise FileNotFoundError("No existing array to guess version from")
-
-    # Read shape at each pyramid level
-    zname = "zarr.json" if zarr_version == 3 else ".zarray"
-    shapes = []
-    level = 0
-    while True:
-        if levels is not None and level > levels:
-            break
-
-        zpath = path / str(level) / zname
-        if not zpath.exists():
-            levels = level
-            break
-
-        level += 1
-        with zpath.open("rb") as f:
-            zarray = json.load(f)
-            shapes += [zarray["shape"]]
-
-    axis_to_type = {
-        "x": "space",
-        "y": "space",
-        "z": "space",
-        "t": "time",
-        "c": "channel",
-    }
-
-    # Number of spatial (s), batch (b) and total (n) dimensions
-    ndim = len(axes)
-    sdim = sum(axis_to_type[axis] == "space" for axis in axes)
-    bdim = ndim - sdim
-
-    if isinstance(pyramid_aligns, (int, str)):
-        pyramid_aligns = [pyramid_aligns]
-    pyramid_aligns = list(pyramid_aligns)
-    if len(pyramid_aligns) < sdim:
-        repeat = pyramid_aligns[:1] * (sdim - len(pyramid_aligns))
-        pyramid_aligns = repeat + pyramid_aligns
-    pyramid_aligns = pyramid_aligns[-sdim:]
-
-    if isinstance(space_scale, (int, float)):
-        space_scale = [space_scale]
-    space_scale = list(space_scale)
-    if len(space_scale) < sdim:
-        repeat = space_scale[:1] * (sdim - len(space_scale))
-        space_scale = repeat + space_scale
-    space_scale = space_scale[-sdim:]
-
-    multiscales = [
-        {
-            "version": "0.4",
-            "axes": [
-                {
-                    "name": axis,
-                    "type": axis_to_type[axis],
-                }
-                if axis_to_type[axis] == "channel"
-                else {
-                    "name": axis,
-                    "type": axis_to_type[axis],
-                    "unit": (
-                        space_unit
-                        if axis_to_type[axis] == "space"
-                        else time_unit
-                        if axis_to_type[axis] == "time"
-                        else None
-                    ),
-                }
-                for axis in axes
-            ],
-            "datasets": [],
-            "type": "median window " + "x".join(["2"] * sdim),
-            "name": name,
-        }
-    ]
-
-    shape = shape0 = shapes[0]
-    for n in range(len(shapes)):
-        shape = shapes[n]
-        multiscales[0]["datasets"].append({})
-        level = multiscales[0]["datasets"][-1]
-        level["path"] = str(n)
-
-        scale = [1] * bdim + [
-            (
-                pyramid_aligns[i] ** n
-                if not isinstance(pyramid_aligns[i], str)
-                else (shape0[bdim + i] / shape[bdim + i])
-                if pyramid_aligns[i][0].lower() == "e"
-                else ((shape0[bdim + i] - 1) / (shape[bdim + i] - 1))
-            )
-            * space_scale[i]
-            for i in range(sdim)
-        ]
-        translation = [0] * bdim + [
-            (
-                pyramid_aligns[i] ** n - 1
-                if not isinstance(pyramid_aligns[i], str)
-                else (shape0[bdim + i] / shape[bdim + i]) - 1
-                if pyramid_aligns[i][0].lower() == "e"
-                else 0
-            )
-            * 0.5
-            * space_scale[i]
-            for i in range(sdim)
-        ]
-
-        level["coordinateTransformations"] = [
-            {
-                "type": "scale",
-                "scale": scale,
-            },
-            {
-                "type": "translation",
-                "translation": translation,
-            },
-        ]
-
-    scale = [1] * ndim
-    if "t" in axes:
-        scale[axes.index("t")] = time_scale
-    multiscales[0]["coordinateTransformations"] = [{"scale": scale, "type": "scale"}]
-
-    if zarr_version == 3:
-        with (path / "zarr.json").open("wt") as f:
-            json.dump(
-                {
-                    "zarr_format": 3,
-                    "node_type": "group",
-                    "attributes": {
-                        # Zarr v2 way of doing it -- neuroglancer wants this
-                        "multiscales": multiscales,
-                        # Zarr RFC-2 recommended way
-                        "ome": {"version": "0.4", "multiscales": multiscales},
-                    },
-                },
-                f,
-                indent=4,
-            )
-    else:
-        multiscales[0]["version"] = "0.4"
-        with (path / ".zgroup").open("wt") as f:
-            json.dump({"zarr_format": 2}, f, indent=4)
-        with (path / ".zattrs").open("wt") as f:
-            json.dump({"multiscales": multiscales}, f, indent=4)
diff --git a/linc_convert/modalities/psoct/utils/_array_wrapper.py b/linc_convert/utils/_array_wrapper.py
similarity index 100%
rename from linc_convert/modalities/psoct/utils/_array_wrapper.py
rename to linc_convert/utils/_array_wrapper.py
diff --git a/linc_convert/utils/zarr/_zarr.py b/linc_convert/utils/zarr/_zarr.py
new file mode 100644
index 00000000..6fae4d4b
--- /dev/null
+++ b/linc_convert/utils/zarr/_zarr.py
@@ -0,0 +1,426 @@
+"""Zarr utilities."""
+
+# stdlib
+import itertools
+import json
+import math
+import os
+from typing import Literal
+from urllib.parse import urlparse
+
+# externals
+import nibabel as nib
+import numcodecs
+import numcodecs.abc
+import numpy as np
+import tensorstore as ts
+from upath import UPath
+
+from linc_convert.utils.math import ceildiv
+
+
+def make_compressor(name: str, **prm: dict) -> numcodecs.abc.Codec:
+    """Build compressor object from name and options."""
+    # TODO: we should use `numcodecs.get_codec` instead`
+    if not isinstance(name, str):
+        return name
+    name = name.lower()
+    if name == "blosc":
+        Compressor = numcodecs.Blosc
+    elif name == "zlib":
+        Compressor = numcodecs.Zlib
+    else:
+        raise ValueError("Unknown compressor", name)
+    return Compressor(**prm)
+
+
+def make_compressor_v2(name: str | None, **prm: dict) -> dict:
+    """Build compressor dictionary for Zarr v2."""
+    name = name.lower()
+    if name not in ("blosc", "zlib", "bz2", "zstd"):
+        raise ValueError("Unknown compressor", name)
+    return {"id": name, **prm}
+
+
+def make_compressor_v3(name: str | None, **prm: dict) -> dict:
+    """Build compressor dictionary for Zarr v3."""
+    name = name.lower()
+    if name not in ("blosc", "gzip", "zstd"):
+        raise ValueError("Unknown compressor", name)
+    return {"name": name, "configuration": prm}
+
+
+def make_kvstore(path: str | os.PathLike) -> dict:
+    """Transform a URI into a kvstore JSON object."""
+    path = UPath(path)
+    if path.protocol in ("file", ""):
+        return {"driver": "file", "path": path.path}
+    if path.protocol == "gcs":
+        url = urlparse(str(path))
+        return {"driver": "gcs", "bucket": url.netloc, "path": url.path}
+    if path.protocol in ("http", "https"):
+        url = urlparse(str(path))
+        base_url = f"{url.scheme}://{url.netloc}"
+        if url.params:
+            base_url += ";" + url.params
+        if url.query:
+            base_url += "?" + url.query
+        if url.fragment:
+            base_url += "#" + url.fragment
+        return {"driver": "http", "base_url": base_url, "path": url.path}
+    if path.protocol == "memory":
+        return {"driver": "memory", "path": path.path}
+    if path.protocol == "s3":
+        url = urlparse(str(path))
+        path = {"path": url.path} if url.path else {}
+        return {"driver": "s3", "bucket": url.netloc, **path}
+    raise ValueError("Unsupported protocol:", path.protocol)
+
+
+def auto_shard_size(
+    max_shape: list[int],
+    itemsize: int | np.dtype | str,
+    max_file_size: int = 2 * 1024**4,
+    compression_ratio: float = 2,
+) -> list[int]:
+    """
+    Find maximal shard size that ensures file size below cap.
+
+    Parameters
+    ----------
+    max_shape : list[int]
+        Maximum shape along each dimension.
+    itemsize : np.dtype or int
+        Data type, or data type size
+    max_file_size : int
+        Maximum file size (default: 2TB).
+        S3 has a 5TB/file limit, but given that we use an estimated
+        compression factor, we aim for 2TB to leave some leeway.
+    compression_ratio : float
+        Estimated compression factor.
+        I roughly found 2 for bosc-compressed LSM data, when compressing
+        only across space and channels (5 channels).
+
+    Returns
+    -------
+    shard : list[int]
+        Estimated shard size along each dimension.
+        Returned shards are either max_shape or powers of two.
+    """
+    if not isinstance(itemsize, int):
+        itemsize = np.dtype(itemsize).itemsize
+
+    # Maximum number of elements in the shard
+    max_numel = max_file_size * compression_ratio / itemsize
+
+    shard = [1] * len(max_shape)
+    while True:
+        # If shard larger than volume, we can stop
+        if all(x >= s for x, s in zip(shard, max_shape)):
+            break
+        # Make shard one level larger
+        new_shard = [min(2 * x, s) for x, s in zip(shard, max_shape)]
+        # If shard is too large, stop and keep previous shard
+        if np.prod(new_shard) > max_numel:
+            break
+        # Otherwise, use larger shard and recurse
+        shard = new_shard
+
+    # replace max size with larger power of two
+    shard = [2 ** math.ceil(math.log2(x)) for x in shard]
+    return shard
+
+
+def niftizarr_write_header(
+    path: os.PathLike | str,
+    shape: list[int],
+    affine: np.ndarray,
+    dtype: np.dtype | str,
+    unit: Literal["micron", "mm"] | None = None,
+    header: nib.Nifti1Header | nib.Nifti2Header | None = None,
+    zarr_version: int = 3,
+) -> None:
+    """
+    Write NIfTI header in a NIfTI-Zarr file.
+
+    Parameters
+    ----------
+    path : PathLike | str
+        Path to parent Zarr.
+    affine : (4, 4) matrix
+        Orientation matrix.
+    shape : list[int]
+        Array shape, in NIfTI order (x, y, z, t, c).
+    dtype : np.dtype | str
+        Data type.
+    unit : {"micron", "mm"}, optional
+        World unit.
+    header : nib.Nifti1Header | nib.Nifti2Header, optional
+        Pre-instantiated header.
+    zarr_version : int, default=3
+        Zarr version.
+    """
+    # TODO: we do not write the json zattrs, but it should be added in
+    #       once the nifti-zarr package is released
+
+    path = UPath(path)
+    if not path.protocol:
+        path = "file://" / path
+
+    # If dimensions do not fit in a short (which is often the case), we
+    # use NIfTI 2.
+    if all(x < 32768 for x in shape):
+        NiftiHeader = nib.Nifti1Header
+    else:
+        NiftiHeader = nib.Nifti2Header
+
+    header = header or NiftiHeader()
+    header.set_data_shape(shape)
+    header.set_data_dtype(dtype)
+    header.set_qform(affine)
+    header.set_sform(affine)
+    if unit:
+        header.set_xyzt_units(nib.nifti1.unit_codes.code[unit])
+    header = np.frombuffer(header.structarr.tobytes(), dtype="u1")
+
+    if zarr_version == 3:
+        metadata = {
+            "chunk_grid": {
+                "name": "regular",
+                "configuration": {"chunk_shape": [len(header)]},
+            },
+            "codecs": [
+                {"name": "bytes"},
+                make_compressor_v3("gzip"),
+            ],
+            "data_type": "uint8",
+            "fill_value": 0,
+            "chunk_key_encoding": {
+                "name": "default",
+                "configuration": {"separator": r"/"},
+            },
+        }
+        tsconfig = {
+            "driver": "zarr3",
+            "metadata": metadata,
+        }
+    else:
+        metadata = {
+            "chunks": [len(header)],
+            "order": "F",
+            "dtype": "|u1",
+            "fill_value": None,
+            "compressor": make_compressor_v2("zlib"),
+        }
+        tsconfig = {
+            "driver": "zarr",
+            "metadata": metadata,
+            "key_encoding": r"/",
+        }
+    tsconfig["kvstore"] = make_kvstore(path / "nifti")
+    tsconfig["metadata"]["shape"] = [len(header)]
+    tsconfig["create"] = True
+    tsconfig["delete_existing"] = True
+    tswriter = ts.open(tsconfig).result()
+    with ts.Transaction() as txn:
+        tswriter.with_transaction(txn)[:] = header
+    print("done.")
+
+
+def fix_shard_chunk(
+    shard: list[int],
+    chunk: list[int],
+    shape: list[int],
+) -> tuple[list[int], list[int]]:
+    """
+    Fix incompatibilities between chunk and shard size.
+
+    Parameters
+    ----------
+    shard : list[int]
+    chunk : list[int]
+    shape : list[int]
+
+    Returns
+    -------
+    shard : list[int]
+    chunk : list[int]
+    """
+    shard=  list(shard)
+    chunk = list(chunk)
+    for i in range(len(chunk)):
+        # if chunk spans the entire volume, match chunk and shard
+        if chunk[i] == shape[i] and chunk[i] != shard[i]:
+            chunk[i] = shard[i]
+        # ensure that shard is a multiple of chunk
+        if shard[i] % chunk[i]:
+            shard[i] = chunk[i] * int(math.ceil(shard[i] / chunk[i]))
+    return shard, chunk
+
+
+def default_write_config(
+    path: os.PathLike | str,
+    shape: list[int],
+    dtype: np.dtype | str,
+    chunk: list[int] = [32],
+    shard: list[int] | Literal["auto"] | None = None,
+    compressor: str = "blosc",
+    compressor_opt: dict | None = None,
+    version: int = 3,
+) -> dict:
+    """
+    Generate a default TensorStore configuration.
+
+    Parameters
+    ----------
+    chunk : list[int]
+        Chunk size.
+    shard : list[int], optional
+        Shard size. No sharding if `None`.
+    compressor : str
+        Compressor name
+    version : int
+        Zarr version
+
+    Returns
+    -------
+    config : dict
+        Configuration
+    """
+    path = UPath(path)
+    if not path.protocol:
+        path = "file://" / path
+
+    # Format compressor
+    if version == 3 and compressor == "zlib":
+        compressor = "gzip"
+    if version == 2 and compressor == "gzip":
+        compressor = "zlib"
+    compressor_opt = compressor_opt or {}
+
+    # Prepare chunk size
+    if isinstance(chunk, int):
+        chunk = [chunk]
+    chunk = chunk[:1] * max(0, len(shape) - len(chunk)) + chunk
+
+    # Prepare shard size
+    if shard:
+        if shard == "auto":
+            shard = auto_shard_size(shape, dtype)
+        if isinstance(shard, int):
+            shard = [shard]
+        shard = shard[:1] * max(0, len(shape) - len(shard)) + shard
+
+        # Fix incompatibilities
+        shard, chunk = fix_shard_chunk(shard, chunk, shape)
+
+    # ------------------------------------------------------------------
+    #   Zarr 3
+    # ------------------------------------------------------------------
+    if version == 3:
+        if compressor and compressor != "raw":
+            compressor = [make_compressor_v3(compressor, **compressor_opt)]
+        else:
+            compressor = []
+
+        codec_little_endian = {"name": "bytes", "configuration": {"endian": "little"}}
+
+        if shard:
+            chunk_grid = {
+                "name": "regular",
+                "configuration": {"chunk_shape": shard},
+            }
+
+            sharding_codec = {
+                "name": "sharding_indexed",
+                "configuration": {
+                    "chunk_shape": chunk,
+                    "codecs": [
+                        codec_little_endian,
+                        *compressor,
+                    ],
+                    "index_codecs": [
+                        codec_little_endian,
+                        {"name": "crc32c"},
+                    ],
+                    "index_location": "end",
+                },
+            }
+            codecs = [sharding_codec]
+
+        else:
+            chunk_grid = {"name": "regular", "configuration": {"chunk_shape": chunk}}
+            codecs = [
+                codec_little_endian,
+                *compressor,
+            ]
+
+        metadata = {
+            "chunk_grid": chunk_grid,
+            "codecs": codecs,
+            "data_type": np.dtype(dtype).name,
+            "fill_value": 0,
+            "chunk_key_encoding": {
+                "name": "default",
+                "configuration": {"separator": r"/"},
+            },
+        }
+        config = {
+            "driver": "zarr3",
+            "metadata": metadata,
+        }
+
+    # ------------------------------------------------------------------
+    #   Zarr 2
+    # ------------------------------------------------------------------
+    else:
+        if compressor and compressor != "raw":
+            compressor = make_compressor_v2(compressor, **compressor_opt)
+        else:
+            compressor = None
+
+        metadata = {
+            "chunks": chunk,
+            "order": "F",
+            "dtype": np.dtype(dtype).str,
+            "fill_value": 0,
+            "compressor": compressor,
+        }
+        config = {
+            "driver": "zarr",
+            "metadata": metadata,
+            "key_encoding": r"/",
+        }
+
+    # Prepare store
+    config["metadata"]["shape"] = shape
+    config["kvstore"] = make_kvstore(path)
+
+    return config
+
+
+def default_read_config(path: os.PathLike | str) -> dict:
+    """
+    Generate a TensorStore configuration to read an existing Zarr.
+
+    Parameters
+    ----------
+    path : PathLike | str
+        Path to zarr array.
+    """
+    path = UPath(path)
+    if not path.protocol:
+        path = "file://" / path
+    if (path / "zarr.json").exists():
+        zarr_version = 3
+    elif (path / ".zarray").exists():
+        zarr_version = 2
+    else:
+        raise ValueError("Cannot find zarr.json or .zarray file")
+    return {
+        "kvstore": make_kvstore(path),
+        "driver": "zarr3" if zarr_version == 3 else "zarr",
+        "open": True,
+        "create": False,
+        "delete_existing": False,
+    }

From 21bb3e1208ec78378fa1022df4071938ee555f84 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 23 Jun 2025 11:20:56 -0400
Subject: [PATCH 042/157] fix: add exception

---
 linc_convert/utils/zarr/compressor.py | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/linc_convert/utils/zarr/compressor.py b/linc_convert/utils/zarr/compressor.py
index 71d1687e..3c3a3a66 100644
--- a/linc_convert/utils/zarr/compressor.py
+++ b/linc_convert/utils/zarr/compressor.py
@@ -1,10 +1,8 @@
 """Functions for zarr compression."""
 from typing import Any, Literal
 
-import zarr.codecs
 
-
-def make_compressor(name: str | None, zarr_version: Literal[2, 3],**prm: dict) -> Any:
+def make_compressor(name: str | None, zarr_version: Literal[2, 3], **prm: dict) -> Any:
     """Build compressor object from name and options."""
     if not isinstance(name, str):
         return name
@@ -21,7 +19,8 @@ def make_compressor(name: str | None, zarr_version: Literal[2, 3],**prm: dict) -
             "blosc": zarr.codecs.BloscCodec,
             "zlib": zarr.codecs.ZstdCodec,
         }
-
+    else:
+        raise ValueError()
     name = name.lower()
 
     if name not in compressor_map:

From bcc119c629eb67fec0bbfa51051cef4b8d955d04 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 23 Jun 2025 11:21:25 -0400
Subject: [PATCH 043/157] feat: use tensorstore in pyramid generation

---
 linc_convert/utils/zarr/generate_pyramid.py | 99 +++++++++++++++++++--
 1 file changed, 91 insertions(+), 8 deletions(-)

diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/zarr/generate_pyramid.py
index 85fec5c9..9f795962 100644
--- a/linc_convert/utils/zarr/generate_pyramid.py
+++ b/linc_convert/utils/zarr/generate_pyramid.py
@@ -7,11 +7,17 @@
 import numpy as np
 import tqdm
 import zarr
+import dask
 from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
+import tensorstore as ts
+
 
 from linc_convert.utils.math import ceildiv
 from .create_array import dimension_separator_to_chunk_key_encoding
 
+
+from dask.diagnostics import ProgressBar
+
 logger = logging.getLogger(__name__)
 
 def generate_pyramid(
@@ -197,6 +203,21 @@ def get_zarray_options(base_level):
     opts.update(**opts_extra)
     return opts
 
+class _TSAdapter:
+    def __init__(self, ts):
+        self._ts = ts
+    @property
+    def shape(self): return tuple(self._ts.shape)
+    @property
+    def ndim(self):  return self._ts.ndim
+    @property
+    def dtype(self):
+        # Expose the NumPy dtype here:
+        return self._ts.dtype.numpy_dtype
+    def __getitem__(self, idx):
+        return self._ts[idx].read().result()
+
+
 
 def generate_pyramid_new(
     omz: zarr.Group,
@@ -229,6 +250,9 @@ def generate_pyramid_new(
         Shapes of all levels, from finest to coarsest, including the
         existing top level.
     """
+    from linc_convert.utils.zarr._zarr import default_write_config, \
+        default_read_config
+
     # Read properties from base level
     base_level = omz["0"]
     base_shape = list(base_level.shape)
@@ -236,7 +260,7 @@ def generate_pyramid_new(
     opts = get_zarray_options(base_level)
 
     # Select windowing function
-    window_func = {"median": np.median, "mean": np.mean}[mode]
+    window_func = {"median": da.median, "mean": da.mean}[mode]
 
     batch_shape, spatial_shape = base_shape[:-ndim], base_shape[-ndim:]
     all_shapes = [spatial_shape]
@@ -245,23 +269,82 @@ def generate_pyramid_new(
     if levels == -1:
         levels = default_levels(spatial_shape, chunk_size[-ndim:], no_pyramid_axis)
 
+    rconfig = default_read_config(str(omz["0"].store_path))
+    reader = ts.open(rconfig).result()
+
+    reader = _TSAdapter(reader)
+    dat = da.from_array(reader, chunks=opts["chunks"])
+    tasks = []
     for lvl in tqdm.tqdm(range(1, levels + 1)):
-        # Compute downsampled shape
         prev_shape = spatial_shape
         spatial_shape = next_level_shape(prev_shape, no_pyramid_axis)
         all_shapes.append(spatial_shape)
         logger.info(f"Compute level {lvl} with shape {spatial_shape}")
-
         arr = omz.create_array(str(lvl), shape=batch_shape + spatial_shape, **opts)
 
-        dat = da.from_zarr(omz[str(lvl - 1)])
-        dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
-        dat = dat.rechunk(arr.chunks)
-        dat.store(arr)
-
+        # dat = da.from_zarr(omz[str(lvl - 1)])
+
+        wconfig = default_write_config(str(arr.store_path),shape = batch_shape + spatial_shape, dtype = dat.dtype, chunk = opts["chunks"], shard=opts["shards"])
+        wconfig["delete_existing"] = True
+        wconfig["create"] = True
+        writer = ts.open(wconfig).result()
+        #
+        #
+        # dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
+        dat = compute_next_level_dask(dat, ndim, no_pyramid_axis, window_func)
+        # with ProgressBar():/
+        #     dat.compute()
+        # TODO: this exists even without sharding
+        if arr.shards:
+            dat = dat.rechunk(arr.shards)
+        else:
+            dat = dat.rechunk(arr.chunks)
+        with ProgressBar():
+            tasks.append(dat.store(writer, compute=False))
+            # TODO: delay this task, write together
+    dask.compute(*tasks)
     return all_shapes
 
 
+def compute_next_level_dask(arr, ndim, no_pyramid_axis=None, window_func=da.mean):
+    """
+    Compute the next (half-resolution) level of a dask array pyramid along the
+    last `ndim` dimensions, optionally skipping reduction along one axis.
+
+    Parameters
+    ----------
+    arr : dask.array.Array
+        Input array of shape (..., N1, N2, ..., Nndim).
+    ndim : int
+        Number of “pyramid” dimensions at the end of arr.ndim.
+    no_pyramid_axis : int or None
+        If not None, that axis (0 ≤ axis < ndim) will not be downsampled.
+    window_func : callable
+        A reduction function like da.mean or da.median.
+
+    Returns
+    -------
+    dask.array.Array
+        Array of shape (..., ceil(N1/2), ceil(N2/2), ...,ceil(Nndim/2))
+        except on `no_pyramid_axis` where the length is unchanged.
+    """
+
+    # figure out which global axes we’re coarsening
+    start = arr.ndim - ndim
+    pyramid_axes = list(range(start, arr.ndim))
+
+    # build the coarsening factors: 2 along each pyramid dim, except 1 if skip
+    factors = {
+        axis: (
+            1 if (no_pyramid_axis is not None and axis == pyramid_axes[no_pyramid_axis])
+            else 2)
+        for axis in pyramid_axes
+    }
+
+    # da.coarsen will drop any “extra” pixels at the end if trim_excess=True
+    return da.coarsen(window_func, arr, factors, trim_excess=True)
+
+
 def compute_next_level(arr, ndim, no_pyramid_axis, window_func):
     batch_shape, prev_shape = arr.shape[:-ndim], arr.shape[-ndim:]
     batch_shape = list(batch_shape)

From 6b38baea68d61a16b9c9c89d855620b0160840cf Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 23 Jun 2025 13:37:21 -0400
Subject: [PATCH 044/157] tests: add unit test for psoct pipelines

---
 tests/test_oct.py | 141 ++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 141 insertions(+)
 create mode 100644 tests/test_oct.py

diff --git a/tests/test_oct.py b/tests/test_oct.py
new file mode 100644
index 00000000..58d9a1c7
--- /dev/null
+++ b/tests/test_oct.py
@@ -0,0 +1,141 @@
+import glob
+import shutil
+import tempfile
+from os import PathLike
+from pathlib import Path
+from typing import Union
+
+import skimage
+import zarr.storage
+from scipy.io import savemat
+
+from linc_convert.modalities.psoct import single_volume, multi_slice
+from utils.helper import _cmp_zarr_archives
+
+
+# def test_oct(tmp_path):
+#     files = glob.glob("data/test_oct/*")
+#     files.sort()
+#     output_zarr = tmp_path / "output.zarr"
+#     multi_slice.convert(
+#         files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version = 2, overwrite=True
+#     )
+#     assert _cmp_zarr_archives(str(output_zarr), "data/oct.zarr")
+
+def generate_single_volume_data(path: Union[str, PathLike]) -> None:
+    """
+    Generate a single-brain-volume test dataset and save it as a .mat file.
+
+    Parameters
+    ----------
+    path : Union[str, PathLike]
+        Path to save the .mat file. Can be:
+         - a directory (e.g. "tests/data/") → will write "tests/data/single_volume.mat"
+         - a filename (e.g. "out/myvol.mat" or "out/myvol") → will write to that file (appending .mat if needed)
+    """
+    p = Path(path)
+    if p.is_dir() or str(p).endswith(('/', '\\')):
+        p = p / "single_volume.mat"
+    if p.suffix.lower() != ".mat":
+        p = p.with_suffix(".mat")
+    p.parent.mkdir(parents=True, exist_ok=True)
+
+    volume = skimage.data.brain().T
+    savemat(str(p), {"volume": volume})
+
+
+def test_oct_single_volume(tmp_path):
+    input_path = tmp_path / "single_volume.mat"
+    output_path = tmp_path / "single_volume.nii.zarr"
+    generate_single_volume_data(input_path)
+    single_volume.convert(input_path, out=str(output_path), key="volume",
+                          zarr_version=2, overwrite=True, chunk=(64,))
+
+    assert _cmp_zarr_archives(str(output_path), zarr.storage.ZipStore(
+        "data/oct_single_volume_zarr2.nii.zarr.zip", mode="r"))
+
+
+def test_oct_single_volume_zarr3(tmp_path):
+    input_path = tmp_path / "single_volume.mat"
+    output_path = tmp_path / "single_volume.nii.zarr"
+    generate_single_volume_data(input_path)
+    single_volume.convert(input_path, out=str(output_path), key="volume",
+                          zarr_version=3, overwrite=True, chunk=(64,))
+
+    assert _cmp_zarr_archives(str(output_path), zarr.storage.ZipStore(
+        "data/oct_single_volume_zarr3.nii.zarr.zip", mode="r"))
+
+
+def generate_single_volume_test_result():
+    with tempfile.TemporaryDirectory() as tmpdir:
+        tmpdir = Path(tmpdir)
+        try:
+            test_oct_single_volume(tmpdir)
+        except Exception as e:
+            pass
+        shutil.make_archive("data/oct_single_volume_zarr2.nii.zarr", "zip",
+                            str(tmpdir / "single_volume.nii.zarr"), )
+        try:
+            test_oct_single_volume_zarr3(tmpdir)
+        except Exception as e:
+            pass
+        shutil.make_archive("data/oct_single_volume_zarr3.nii.zarr", "zip",
+                            str(tmpdir / "single_volume.nii.zarr"), )
+
+
+def generate_multi_slice_data(path: Union[str, PathLike]) -> None:
+    """
+    Generate a single-brain-volume test dataset and save it as a .mat file.
+
+    Parameters
+    ----------
+    path : Union[str, PathLike]
+        Path to save the .mat file.
+    """
+    p = Path(path)
+    p.mkdir(parents=True, exist_ok=True)
+
+    volume = skimage.data.brain().T
+    for i in range(5):
+        savemat(str(p / f"slice_{i:03d}.mat"), {"Psi_ObsLSQ": volume[..., i]})
+
+
+def test_oct_multi_slices(tmp_path):
+    input_path = tmp_path
+    output_path = tmp_path / "multi_slice.nii.zarr"
+    generate_multi_slice_data(input_path)
+    input_path = glob.glob(str(input_path / "*.mat"))
+    multi_slice.convert(input_path, out=str(output_path), zarr_version=2,
+                        overwrite=True, chunk=(64,))
+
+    assert _cmp_zarr_archives(str(output_path), zarr.storage.ZipStore(
+        "data/oct_multi_slice_zarr2.nii.zarr.zip", mode="r"))
+
+
+def test_oct_multi_slices_zarr3(tmp_path):
+    input_path = tmp_path
+    output_path = tmp_path / "multi_slice.nii.zarr"
+    generate_multi_slice_data(input_path)
+    input_path = glob.glob(str(input_path / "*.mat"))
+    multi_slice.convert(input_path, out=str(output_path), zarr_version=3,
+                        overwrite=True, chunk=(64,))
+
+    assert _cmp_zarr_archives(str(output_path), zarr.storage.ZipStore(
+        "data/oct_multi_slice_zarr3.nii.zarr.zip", mode="r"))
+
+
+def generate_multi_slice_test_result():
+    with tempfile.TemporaryDirectory() as tmpdir:
+        tmpdir = Path(tmpdir)
+        try:
+            test_oct_multi_slices(tmpdir)
+        except Exception as e:
+            pass
+        shutil.make_archive("data/oct_multi_slice_zarr2.nii.zarr", "zip",
+                            str(tmpdir / "multi_slice.nii.zarr"), )
+        try:
+            test_oct_multi_slices_zarr3(tmpdir)
+        except Exception as e:
+            pass
+        shutil.make_archive("data/oct_multi_slice_zarr3.nii.zarr", "zip",
+                            str(tmpdir / "multi_slice.nii.zarr"), )

From ac83ab0a58ddb5b81536a5da87b792a5bf47a313 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 23 Jun 2025 14:00:41 -0400
Subject: [PATCH 045/157] chore: add backward func

---
 linc_convert/modalities/psoct/multi_slice.py   | 2 +-
 linc_convert/modalities/psoct/single_volume.py | 2 +-
 linc_convert/utils/zarr/__init__.py            | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index d0cdd336..d523f80e 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -24,7 +24,7 @@
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
-from linc_convert.utils.zarr import open_zarr_group, create_array, generate_pyramid
+from linc_convert.utils.zarr import open_zarr_group, create_array, generate_pyramid, generate_pyramid_old
 from niizarr import default_nifti_header, write_nifti_header, write_ome_metadata
 
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index 3900d758..6aabbb89 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -24,7 +24,7 @@
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
-from linc_convert.utils.zarr import generate_pyramid, create_array, open_zarr_group
+from linc_convert.utils.zarr import generate_pyramid, create_array, open_zarr_group, generate_pyramid_old
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
 
 logger = logging.getLogger(__name__)
diff --git a/linc_convert/utils/zarr/__init__.py b/linc_convert/utils/zarr/__init__.py
index 4e9fcce1..721534e7 100644
--- a/linc_convert/utils/zarr/__init__.py
+++ b/linc_convert/utils/zarr/__init__.py
@@ -1,5 +1,5 @@
 """Zarr utilities."""
 from .compressor import make_compressor
 from .create_array import create_array, open_zarr_group
-from .generate_pyramid import generate_pyramid
+from .generate_pyramid import generate_pyramid, generate_pyramid_old
 from .zarr_config import ZarrConfig

From 21b937d613715e425d7e60386ce916371d2bc424 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 23 Jun 2025 14:02:27 -0400
Subject: [PATCH 046/157] fix: generate pyramid use correct zarr version

---
 linc_convert/utils/zarr/generate_pyramid.py | 25 +++++++++------------
 1 file changed, 10 insertions(+), 15 deletions(-)

diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/zarr/generate_pyramid.py
index 9f795962..f9bb4347 100644
--- a/linc_convert/utils/zarr/generate_pyramid.py
+++ b/linc_convert/utils/zarr/generate_pyramid.py
@@ -20,7 +20,7 @@
 
 logger = logging.getLogger(__name__)
 
-def generate_pyramid(
+def generate_pyramid_old(
     omz: zarr.Group,
     levels: int = -1,
     ndim: int = 3,
@@ -219,7 +219,7 @@ def __getitem__(self, idx):
 
 
 
-def generate_pyramid_new(
+def generate_pyramid(
     omz: zarr.Group,
     levels: int = -1,
     ndim: int = 3,
@@ -284,29 +284,24 @@ def generate_pyramid_new(
 
         # dat = da.from_zarr(omz[str(lvl - 1)])
 
-        wconfig = default_write_config(str(arr.store_path),shape = batch_shape + spatial_shape, dtype = dat.dtype, chunk = opts["chunks"], shard=opts["shards"])
+        wconfig = default_write_config(str(arr.store_path),shape = batch_shape + spatial_shape, dtype = dat.dtype, chunk = opts["chunks"], shard=opts["shards"],
+                                       version = omz.info._zarr_format)
         wconfig["delete_existing"] = True
         wconfig["create"] = True
         writer = ts.open(wconfig).result()
-        #
-        #
-        # dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
-        dat = compute_next_level_dask(dat, ndim, no_pyramid_axis, window_func)
-        # with ProgressBar():/
-        #     dat.compute()
+        dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
         # TODO: this exists even without sharding
         if arr.shards:
             dat = dat.rechunk(arr.shards)
         else:
             dat = dat.rechunk(arr.chunks)
         with ProgressBar():
-            tasks.append(dat.store(writer, compute=False))
+            dat.store(writer)
             # TODO: delay this task, write together
-    dask.compute(*tasks)
     return all_shapes
 
 
-def compute_next_level_dask(arr, ndim, no_pyramid_axis=None, window_func=da.mean):
+def compute_next_level(arr, ndim, no_pyramid_axis=None, window_func=da.mean):
     """
     Compute the next (half-resolution) level of a dask array pyramid along the
     last `ndim` dimensions, optionally skipping reduction along one axis.
@@ -340,12 +335,12 @@ def compute_next_level_dask(arr, ndim, no_pyramid_axis=None, window_func=da.mean
             else 2)
         for axis in pyramid_axes
     }
-
+    dtype = arr.dtype
     # da.coarsen will drop any “extra” pixels at the end if trim_excess=True
-    return da.coarsen(window_func, arr, factors, trim_excess=True)
+    return da.coarsen(window_func, arr, factors, trim_excess=True).astype(dtype)
 
 
-def compute_next_level(arr, ndim, no_pyramid_axis, window_func):
+def compute_next_level_old(arr, ndim, no_pyramid_axis, window_func):
     batch_shape, prev_shape = arr.shape[:-ndim], arr.shape[-ndim:]
     batch_shape = list(batch_shape)
     crop = [

From d75a4a9161a8225b3a7d6de1def06ec3c87ce483 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 23 Jun 2025 17:02:35 -0400
Subject: [PATCH 047/157] feat: use abstract classes for zarrio

---
 .../modalities/psoct/single_volume.py         |  16 +-
 linc_convert/utils/zarr/zarr_config.py        |   2 +-
 linc_convert/utils/zarr/zarr_io/__init__.py   | 339 ++++++++++++++++++
 3 files changed, 349 insertions(+), 8 deletions(-)
 create mode 100644 linc_convert/utils/zarr/zarr_io/__init__.py

diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index 6aabbb89..14f26928 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -13,6 +13,7 @@
 
 import cyclopts
 import h5py
+from linc_convert.utils.zarr.zarr_io import ZarrPythonGroup, from_config
 import numpy as np
 from niizarr import write_ome_metadata, default_nifti_header, write_nifti_header
 
@@ -124,7 +125,7 @@ def convert(
         unit = "um"
 
     # Prepare Zarr group
-    omz = open_zarr_group(zarr_config)
+    zgroup = from_config(zarr_config, overwrite= ZarrConfig.overwrite)
 
     if not hasattr(inp, "dtype"):
         raise Exception("Input is not a numpy array. This is unexpected.")
@@ -136,7 +137,7 @@ def convert(
     nj = ceildiv(inp.shape[1], inp_chunk[1])
     ni = ceildiv(inp.shape[2], inp_chunk[2])
 
-    dataset = create_array(omz, "0", shape=inp.shape, zarr_config=zarr_config,
+    dataset = zgroup.create_array("0", shape=inp.shape, zarr_config=zarr_config,
                            dtype=np.dtype(inp.dtype))
 
     for idx, slc in chunk_slice_generator(inp.shape, inp_chunk):
@@ -146,18 +147,19 @@ def convert(
         loaded_chunk = inp[slc]
         dataset[slc] = loaded_chunk
 
-    generate_pyramid(omz, mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
+    # generate_pyramid(zgroup, mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
+    zgroup.generate_pyramid( mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
     logger.info("Write OME-Zarr multiscale metadata")
-    write_ome_metadata(omz, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
+    write_ome_metadata(zgroup, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
 
     if not zarr_config.nii:
         logger.info("Conversion complete.")
         return
 
     # Write NIfTI-Zarr header
-    arr = omz["0"]
+    arr = zgroup["0"]
     header = default_nifti_header(arr,
-                                     omz.attrs.get("ome", omz.attrs).get("multiscales"))
+                                     zgroup.attrs.get("ome", zgroup.attrs).get("multiscales"))
     reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
     if center:
@@ -168,4 +170,4 @@ def convert(
     header.set_sform(affine)
     header.set_xyzt_units(to_nifti_unit(unit))
 
-    write_nifti_header(omz, header)
+    write_nifti_header(zgroup, header)
diff --git a/linc_convert/utils/zarr/zarr_config.py b/linc_convert/utils/zarr/zarr_config.py
index f1ba86f5..6fa29c9d 100644
--- a/linc_convert/utils/zarr/zarr_config.py
+++ b/linc_convert/utils/zarr/zarr_config.py
@@ -95,7 +95,7 @@ class ZarrConfig:
     nii: bool = False
     max_load: int = 512
     overwrite: bool = False
-    # driver: Literal["zarr-python", "tensorstore", "zarrita"] = "zarr-python"
+    driver: Literal["zarr-python", "tensorstore", "zarrita"] = "zarr-python"
 
     def __post_init__(self) -> None:
         if self.out:
diff --git a/linc_convert/utils/zarr/zarr_io/__init__.py b/linc_convert/utils/zarr/zarr_io/__init__.py
new file mode 100644
index 00000000..b4ef522e
--- /dev/null
+++ b/linc_convert/utils/zarr/zarr_io/__init__.py
@@ -0,0 +1,339 @@
+import ast
+import logging
+from abc import ABC, abstractmethod
+from typing import Iterator, Literal, Optional
+
+import dask.array as da
+import numpy as np
+import tqdm
+import zarr
+from dask.diagnostics import ProgressBar
+from numpy._typing import DTypeLike
+
+from linc_convert.utils.zarr import ZarrConfig
+from linc_convert.utils.zarr.compressor import make_compressor
+from linc_convert.utils.zarr.create_array import compute_zarr_layout, \
+    dimension_separator_to_chunk_key_encoding
+from linc_convert.utils.zarr.generate_pyramid import compute_next_level, default_levels, \
+    next_level_shape
+
+logger = logging.getLogger(__name__)
+
+
+class ZarrNode(ABC):
+    """
+    Base class for any Zarr-like object (group or array).
+    """
+
+    def __init__(self):
+        pass
+
+        # @property
+        # @abstractmethod
+        # def path(self):
+        #     """Path to this node in the Zarr hierarchy."""
+        ...
+
+    @abstractmethod
+    def attrs(self):
+        """Access metadata/attributes for this node."""
+        ...
+
+
+class ZarrGroup(ZarrNode):
+    """
+    Abstract interface for a Zarr group (container of arrays and/or subgroups).
+    """
+
+    # @abstractmethod
+    # def open_group(self, name, mode: str = 'r', **kwargs):
+    #     """Open or create a subgroup by name."""
+    #     ...
+    #
+    # @abstractmethod
+    # def open_array(self, name, mode: str = 'r', **kwargs):
+    #     """Open or create an array by name."""
+    #     ...
+
+    @abstractmethod
+    def __getitem__(self, item):
+        ...
+
+
+class ZarrArray(ZarrNode):
+    """
+    Abstract interface for a Zarr array (n-dimensional data).
+    """
+
+    @abstractmethod
+    def shape(self) -> tuple[int, ...]:
+        ...
+
+    @abstractmethod
+    def dtype(self) -> np.dtype:
+        ...
+
+
+class ZarrPythonGroup(ZarrGroup):
+    @classmethod
+    def from_config(cls, zarr_config: ZarrConfig, overwrite=False) -> 'ZarrPythonGroup':
+        store = zarr.storage.LocalStore(zarr_config.out)
+        return cls(zarr.group(store=store, overwrite=overwrite,
+                              zarr_format=zarr_config.zarr_version))
+
+    def __init__(self, zarr_group: zarr.Group):
+        # super().__init__(zarr_group.store.path)
+        self._zgroup = zarr_group
+
+    def create_group(self, *args, **kwargs):
+        """
+        Create a new subgroup in the group.
+        """
+        return ZarrPythonGroup(self._zgroup.create_group(*args, **kwargs))
+
+    def keys(self):
+        yield from self._zgroup.keys()
+
+    @property
+    def attrs(self):
+        return self._zgroup.attrs
+
+    def __iter__(self) -> Iterator[str]:
+        yield from self.keys()
+
+    def __getitem__(self, key):
+        if key in self._zgroup:
+            item = self._zgroup[key]
+            if isinstance(item, zarr.Group):
+                return ZarrPythonGroup(item)
+            elif isinstance(item, zarr.Array):
+                return ZarrPythonArray(item)
+            else:
+                raise TypeError(f"Unsupported item type: {type(item)}")
+        else:
+            raise KeyError(f"Key '{key}' not found in group '{self.path}'")
+
+    def __getattr__(self, name):
+        return getattr(self._zgroup, name)
+
+    def create_array(self,
+                     name: str,
+                     shape: tuple,
+                     zarr_config: ZarrConfig = None,
+                     dtype: DTypeLike = np.int32,
+                     data=None,
+                     **kwargs
+                     ) -> zarr.Array:
+        if zarr_config is None:
+            arr = self._zgroup.create_array(name, shape, dtype, **kwargs)
+            if data is not None:
+                arr[:] = data
+            return ZarrPythonArray(arr)
+
+        compressor = zarr_config.compressor
+        compressor_opt = zarr_config.compressor_opt
+        chunk, shard = compute_zarr_layout(shape, dtype, zarr_config)
+
+        if isinstance(compressor_opt, str):
+            compressor_opt = ast.literal_eval(compressor_opt)
+
+        opt = {
+            "chunks": chunk,
+            "shards": shard,
+            "order": zarr_config.order,
+            "dtype": np.dtype(dtype).str,
+            "fill_value": None,
+            "compressors": make_compressor(compressor, zarr_config.zarr_version,
+                                           **compressor_opt),
+        }
+
+        chunk_key_encoding = dimension_separator_to_chunk_key_encoding(
+            zarr_config.dimension_separator, zarr_config.zarr_version)
+        if chunk_key_encoding:
+            opt["chunk_key_encoding"] = chunk_key_encoding
+        arr = self._zgroup.create_array(name=name,
+                                        shape=shape,
+                                        **opt)
+        if data:
+            arr[:] = data
+        return ZarrPythonArray(arr)
+
+    def create_array_from_base(self, name: str, shape: tuple, data=None,
+                               **kwargs) -> 'ZarrPythonArray':
+        """
+        Create a new array using the properties from a base_level object.
+        """
+        base_level = self['0']
+        opts = dict(
+            dtype=base_level.dtype,
+            chunks=base_level.chunks,
+            shards=getattr(base_level, "shards", None),
+            filters=getattr(base_level._array, "filters", None),
+            compressors=getattr(base_level._array, "compressors", None),
+            fill_value=getattr(base_level._array, "fill_value", None),
+            order=getattr(base_level._array, "order", None),
+            attributes=getattr(getattr(base_level._array, "metadata", None),
+                               "attributes", None),
+            overwrite=True,
+        )
+        # Handle extra options based on metadata type
+        meta = getattr(base_level, "metadata", None)
+        if meta is not None:
+            if hasattr(meta, "dimension_separator"):
+                opts["chunk_key_encoding"] = dimension_separator_to_chunk_key_encoding(
+                    meta.dimension_separator, 2)
+            if hasattr(meta, "chunk_key_encoding"):
+                opts["chunk_key_encoding"] = getattr(meta, "chunk_key_encoding", None)
+            if hasattr(base_level, "serializer"):
+                opts["serializer"] = getattr(base_level, "serializer", None)
+            if hasattr(meta, "dimension_names"):
+                opts["dimension_names"] = getattr(meta, "dimension_names", None)
+        # Remove None values
+        opts = {k: v for k, v in opts.items() if v is not None}
+        opts.update(kwargs)
+        arr = self._zgroup.create_array(name=name, shape=shape, **opts)
+        if data is not None:
+            arr[:] = data
+        return ZarrPythonArray(arr)
+
+    def generate_pyramid(
+            self,
+            levels: int = -1,
+            ndim: int = 3,
+            mode: Literal["mean", "median"] = "median",
+            no_pyramid_axis: Optional[int] = None,
+    ) -> list[list[int]]:
+        """
+        Generate the levels of a pyramid in an existing Zarr.
+
+        Parameters
+        ----------
+        omz : zarr.Group
+            Zarr group object
+        levels : int
+            Number of additional levels to generate.
+            By default, stop when all dimensions are smaller than their
+            corresponding chunk size.
+        ndim : int
+            Number of spatial dimensions.
+        mode : {"mean", "median"}
+            Whether to use a mean or median moving window.
+        no_pyramid_axis : int | None
+            Axis that should not be downsampled. If None, downsample
+            across all three dimensions.
+        Returns
+        -------
+        shapes : list[list[int]]
+            Shapes of all levels, from finest to coarsest, including the
+            existing top level.
+        """
+
+        base_level = self['0']
+        base_shape = list(base_level.shape)
+        chunk_size = base_level.chunks
+
+        window_func = {"median": da.median, "mean": da.mean}[mode]
+
+        batch_shape, spatial_shape = base_shape[:-ndim], base_shape[-ndim:]
+        all_shapes = [spatial_shape]
+
+        if levels == -1:
+            levels = default_levels(spatial_shape, chunk_size[-ndim:], no_pyramid_axis)
+
+        for lvl in tqdm.tqdm(range(1, levels + 1)):
+            prev_shape = spatial_shape
+            spatial_shape = next_level_shape(prev_shape, no_pyramid_axis)
+            all_shapes.append(spatial_shape)
+            logger.info(f"Compute level {lvl} with shape {spatial_shape}")
+            arr = self.create_array_from_base(
+                str(lvl), shape=batch_shape + spatial_shape)
+            dat = da.from_zarr(self[str(lvl - 1)]._array)
+            dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
+            if arr.shards:
+                dat = dat.rechunk(arr.shards)
+            else:
+                dat = dat.rechunk(arr.chunks)
+            with ProgressBar():
+                dat.store(arr)
+        return all_shapes
+
+    @property
+    def zarr_version(self) -> Literal[2, 3]:
+        return self._zgroup.metadata.zarr_format
+
+
+class ZarrPythonArray(ZarrArray):
+    def __init__(self, array: zarr.Array):
+        # super().__init__(array.store.path)
+        self._array = array
+
+    @property
+    def attrs(self):
+        return self._array.attrs
+
+    @property
+    def shape(self) -> tuple[int, ...]:
+        return self._array.shape
+
+    @property
+    def dtype(self) -> np.dtype:
+        return self._array.dtype
+
+    @property
+    def chunks(self) -> tuple:
+        return self._array.chunks
+
+    @property
+    def shards(self) -> tuple:
+        return self._array.shards
+
+    def __setitem__(self, key, value):
+        self._array[key] = value
+
+    def __getitem__(self, item):
+        return self._array[item]
+
+    def __getattr__(self, name):
+        if name == "_array":
+            return self._array
+        if hasattr(self._array, name):
+            return getattr(self._array, name)
+        else:
+            raise AttributeError(
+                f"'{self.__class__.__name__}' object has no attribute '{name}'")
+
+    # def __setattr__(self, name, value):
+    #     if name == "_array" and self._array is not None:
+    #         raise AttributeError("Cannot set '_array' attribute directly.")
+    #     elif hasattr(self._array, name):
+    #         setattr(self._array, name, value)
+    #     else:
+    #         raise AttributeError(f"'{self.__class__.__name__}' object has no attribute '{name}'")
+
+
+def open():
+    pass
+
+
+def open_group(backend=None):
+    pass
+
+
+def from_config(zarr_config: ZarrConfig, overwrite=False) -> 'ZarrGroup':
+    """
+    Create a ZarrGroup from a ZarrConfig.
+    
+    Parameters
+    ----------
+    zarr_config : ZarrConfig
+        Configuration for the Zarr group.
+    
+    Returns
+    -------
+    ZarrGroup
+        An instance of ZarrGroup based on the configuration.
+    """
+    if zarr_config.driver == "zarr-python":
+        return ZarrPythonGroup.from_config(zarr_config, overwrite=overwrite)
+    else:
+        raise NotImplementedError(f"Driver '{zarr_config.driver}' is not implemented.")

From 5a28dc8822e30e700349fda25b5474a235f3ca63 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 23 Jun 2025 17:02:59 -0400
Subject: [PATCH 048/157] fix: add dependency, dask

---
 pyproject.toml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/pyproject.toml b/pyproject.toml
index 159fa512..aba9b351 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -30,6 +30,8 @@ nibabel = "*"
 zarr = "^3.0.0"
 nifti-zarr = "*"
 tqdm = "*"
+dask = "*"
+
 # optionals
 glymur = { version = "*", optional = true }
 tifffile = { version = "*", optional = true }

From 22adc214b84dd2e09342f03bb57b62705ce863a6 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 24 Jun 2025 10:17:55 -0400
Subject: [PATCH 049/157] tests: refactor test helper function

---
 tests/utils/compare_file.py | 112 ++++++++++++++++++++++++++++++++++++
 tests/utils/helper.py       |  42 --------------
 2 files changed, 112 insertions(+), 42 deletions(-)
 create mode 100644 tests/utils/compare_file.py
 delete mode 100644 tests/utils/helper.py

diff --git a/tests/utils/compare_file.py b/tests/utils/compare_file.py
new file mode 100644
index 00000000..792c3283
--- /dev/null
+++ b/tests/utils/compare_file.py
@@ -0,0 +1,112 @@
+import argparse
+import os
+import sys
+
+import numpy as np
+import zarr
+
+
+def load_file(path):
+    """
+    Load data from a file based on its extension.
+    Supports .nii, .nii.gz (via nibabel), .mat (via scipy.io), and .zarr (via zarr-python).
+    """
+    ext = os.path.splitext(path)[1].lower()
+    # Handle .nii and .nii.gz
+    if ext in ['.nii', '.gz'] and (path.endswith('.nii') or path.endswith('.nii.gz')):
+        try:
+            import nibabel as nib
+        except ImportError:
+            print("Error: nibabel is not installed.")
+            sys.exit(1)
+        img = nib.load(path)
+        data = img.get_fdata()
+        return data
+
+    # Handle .mat
+    if ext == '.mat':
+        try:
+            from scipy.io import loadmat
+        except ImportError:
+            print("Error: scipy is not installed.")
+            sys.exit(1)
+        mat = loadmat(path)
+        # Extract variable array from mat dict (ignoring metadata keys)
+        keys = [k for k in mat.keys() if not k.startswith('__')]
+        if len(keys) != 1:
+            print(f"Error: Expected one variable in the MAT file, found {len(keys)}: {keys}")
+            sys.exit(1)
+        return mat[keys[0]]
+
+    # Handle .zarr
+    if ext == '.zarr' or '.zarr' in path:
+        try:
+            import zarr
+        except ImportError:
+            print("Error: zarr is not installed.")
+            sys.exit(1)
+        arr = zarr.open(path, mode='r')
+        return arr[:]  # load full array into memory
+
+    print(f"Unsupported file extension: {ext}")
+    sys.exit(1)
+
+
+def main():
+    parser = argparse.ArgumentParser(description='Compare arrays in two files.')
+    parser.add_argument('file1', help='First file (.nii, .nii.gz, .mat, .zarr)')
+    parser.add_argument('file2', help='Second file (.nii, .nii.gz, .mat, .zarr)')
+    args = parser.parse_args()
+
+    a = load_file(args.file1)
+    b = load_file(args.file2)
+    try:
+        np.testing.assert_array_almost_equal(a, b, decimal=4)
+        print("Arrays are almost equal up to 6 decimal places.")
+    except AssertionError as e:
+        print("Arrays differ:")
+        print(e)
+
+
+if __name__ == '__main__':
+    main()
+
+
+def _cmp_zarr_archives(path1: str, path2: str) -> bool:
+    """
+    Compare two Zarr archives to check if they contain the same data.
+
+    Parameters
+    ----------
+    - path1 (str): Path to the first Zarr archive.
+    - path2 (str): Path to the second Zarr archive.
+
+    Returns
+    -------
+    - bool: True if both archives contain the same data, False otherwise.
+    """
+    # Open both Zarr groups
+    zarr1 = zarr.open(path1, mode="r")
+    zarr2 = zarr.open(path2, mode="r")
+
+    # Compare keys (dataset structure)
+    if set(zarr1.keys()) != set(zarr2.keys()):
+        print("keys mismatch")
+        return False
+    if zarr1.attrs != zarr2.attrs:
+        print("attrs mismatch")
+        return False
+
+    # Compare each array in both archives
+    for key in zarr1.keys():
+        array1 = zarr1[key][:]
+        array2 = zarr2[key][:]
+
+        np.testing.assert_allclose(array1, array2)
+        if zarr1[key].attrs != zarr2[key].attrs:
+            print("attrs mismatch")
+            return False
+
+    # If all checks pass
+    print("The Zarr archives are identical.")
+    return True
diff --git a/tests/utils/helper.py b/tests/utils/helper.py
deleted file mode 100644
index f55e149e..00000000
--- a/tests/utils/helper.py
+++ /dev/null
@@ -1,42 +0,0 @@
-import numpy as np
-import zarr
-
-
-def _cmp_zarr_archives(path1: str, path2: str) -> bool:
-    """
-    Compare two Zarr archives to check if they contain the same data.
-
-    Parameters
-    ----------
-    - path1 (str): Path to the first Zarr archive.
-    - path2 (str): Path to the second Zarr archive.
-
-    Returns
-    -------
-    - bool: True if both archives contain the same data, False otherwise.
-    """
-    # Open both Zarr groups
-    zarr1 = zarr.open(path1, mode="r")
-    zarr2 = zarr.open(path2, mode="r")
-
-    # Compare keys (dataset structure)
-    if set(zarr1.keys()) != set(zarr2.keys()):
-        print("keys mismatch")
-        return False
-    if zarr1.attrs != zarr2.attrs:
-        print("attrs mismatch")
-        return False
-
-    # Compare each array in both archives
-    for key in zarr1.keys():
-        array1 = zarr1[key][:]
-        array2 = zarr2[key][:]
-
-        np.testing.assert_allclose(array1, array2)
-        if zarr1[key].attrs != zarr2[key].attrs:
-            print("attrs mismatch")
-            return False
-
-    # If all checks pass
-    print("The Zarr archives are identical.")
-    return True

From 28b312663d92db696c62d515644e15ce4e536e7e Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 24 Jun 2025 10:18:12 -0400
Subject: [PATCH 050/157] tests: add sample data

---
 tests/utils/sample_data.py | 81 ++++++++++++++++++++++++++++++++++++++
 1 file changed, 81 insertions(+)
 create mode 100644 tests/utils/sample_data.py

diff --git a/tests/utils/sample_data.py b/tests/utils/sample_data.py
new file mode 100644
index 00000000..b1a97887
--- /dev/null
+++ b/tests/utils/sample_data.py
@@ -0,0 +1,81 @@
+import numpy as np
+import skimage
+from typing import List, Optional, Tuple
+
+def sample_data_variation(
+    param: float,
+    image: Optional[np.ndarray] = None,
+    output_dtype: Optional[np.dtype] = None
+) -> np.ndarray:
+    """
+    Scale global intensity by (1+param), then wrap values modulo the output dtype range.
+
+    Parameters
+    ----------
+    param : float
+        Scale offset: actual scale = 1.0 + param.
+    image : np.ndarray, optional
+        Input volume; defaults to skimage.data.brain().
+    output_dtype : np.dtype, optional
+        Desired dtype; defaults to image.dtype.
+
+    Returns
+    -------
+    np.ndarray
+        Intensity‐scaled & wrapped image.
+    """
+    if image is None:
+        image = skimage.data.brain()
+    if output_dtype is None:
+        output_dtype = image.dtype
+
+    # 1) apply scale in float
+    scale = 1.0 + param
+    img_float = image.astype(np.float64) * scale
+
+    # 2) compute wrap range for the output dtype
+    if np.issubdtype(output_dtype, np.integer):
+        info = np.iinfo(output_dtype)
+    else:
+        info = np.finfo(output_dtype)
+    rng = info.max - info.min + 1
+
+    # 3) wrap (modulo) then shift back into [min, max]
+    img_wrapped = ((img_float - info.min) % rng) + info.min
+
+    # 4) cast back
+    return img_wrapped.astype(output_dtype)
+
+
+def generate_sample_data_variation(
+    n: int,
+    param_range: Tuple[float, float] = (-0.95, 0.95),
+    image: Optional[np.ndarray] = None,
+    output_dtype: Optional[np.dtype] = None
+) -> List[np.ndarray]:
+    """
+    Generate `n` deterministic, wrapped‐intensity variations.
+
+    Parameters
+    ----------
+    n : int
+        Number of variations.
+    param_range : (float, float)
+        Range of `param` to sample linearly.
+    image : np.ndarray, optional
+        Base volume.
+    output_dtype : np.dtype, optional
+        Desired dtype of outputs.
+
+    Returns
+    -------
+    List[np.ndarray]
+        List of `n` wrapped‐intensity volumes.
+    """
+    if image is None:
+        image = skimage.data.brain()
+    params = np.linspace(param_range[0], param_range[1], n)
+    return [
+        sample_data_variation(p, image=image, output_dtype=output_dtype)
+        for p in params
+    ]

From 81cdef9daa8c45c83d4f9312b2b3ec07f2a4bb92 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 24 Jun 2025 10:21:09 -0400
Subject: [PATCH 051/157] tests: shadowed old tests for pipelines that needs
 revise for zarr interface

---
 tests/test_df.py  | 5 +++--
 tests/test_lsm.py | 5 +++--
 tests/test_wk.py  | 5 +++--
 3 files changed, 9 insertions(+), 6 deletions(-)

diff --git a/tests/test_df.py b/tests/test_df.py
index b0bd033d..7f7db694 100644
--- a/tests/test_df.py
+++ b/tests/test_df.py
@@ -4,8 +4,9 @@
 
 import glymur
 import numpy as np
+import pytest
 
-from utils.helper import _cmp_zarr_archives
+from utils.compare_file import _cmp_zarr_archives
 from linc_convert.modalities.df import multi_slice
 
 
@@ -17,7 +18,7 @@ def _write_test_data(directory: str) -> None:
             data=image,
         )
 
-
+@pytest.mark.skip(reason="🚧 refactor in progress")
 def test_df(tmp_path):
     # _write_test_data(tmp_path)
     with zipfile.ZipFile("data/df_input.zip", "r") as z:
diff --git a/tests/test_lsm.py b/tests/test_lsm.py
index 063205cf..68f84331 100644
--- a/tests/test_lsm.py
+++ b/tests/test_lsm.py
@@ -1,9 +1,10 @@
 from pathlib import Path
 
 import numpy as np
+import pytest
 import tifffile
 
-from utils.helper import _cmp_zarr_archives
+from utils.compare_file import _cmp_zarr_archives
 from linc_convert.modalities.lsm import mosaic
 
 
@@ -20,7 +21,7 @@ def _write_test_data(directory: str) -> None:
                         folder / f"test_z{z}_y{y}_plane{plane}_c{c}.tiff", image
                     )
 
-
+@pytest.mark.skip(reason="🚧 refactor in progress")
 def test_lsm(tmp_path):
     _write_test_data(tmp_path)
     output_zarr = tmp_path / "output.zarr"
diff --git a/tests/test_wk.py b/tests/test_wk.py
index 40ae3692..7e1718e0 100644
--- a/tests/test_wk.py
+++ b/tests/test_wk.py
@@ -1,9 +1,10 @@
 import os
 
 import numpy as np
+import pytest
 import wkw
 import zarr
-from utils.helper import _cmp_zarr_archives
+from utils.compare_file import _cmp_zarr_archives
 
 from linc_convert.modalities.wk import webknossos_annotation
 
@@ -69,7 +70,7 @@ def _write_test_data(directory: str) -> None:
         ]
     omz.attrs["multiscales"] = multiscales
 
-
+@pytest.mark.skip(reason="🚧 refactor in progress")
 def test_wk(tmp_path):
     _write_test_data(tmp_path)
 

From 3d52f2afaf9d10c8413608a19cd6e7afa3b40058 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 24 Jun 2025 10:21:30 -0400
Subject: [PATCH 052/157] tests: updated oct pipeline unit tests

---
 tests/data/oct_multi_slice_zarr2.nii.zarr.zip  | Bin 0 -> 391296 bytes
 tests/data/oct_multi_slice_zarr3.nii.zarr.zip  | Bin 0 -> 284559 bytes
 .../data/oct_single_volume_zarr2.nii.zarr.zip  | Bin 0 -> 728321 bytes
 .../data/oct_single_volume_zarr3.nii.zarr.zip  | Bin 0 -> 522282 bytes
 tests/test_oct.py                              |   2 +-
 5 files changed, 1 insertion(+), 1 deletion(-)
 create mode 100644 tests/data/oct_multi_slice_zarr2.nii.zarr.zip
 create mode 100644 tests/data/oct_multi_slice_zarr3.nii.zarr.zip
 create mode 100644 tests/data/oct_single_volume_zarr2.nii.zarr.zip
 create mode 100644 tests/data/oct_single_volume_zarr3.nii.zarr.zip

diff --git a/tests/data/oct_multi_slice_zarr2.nii.zarr.zip b/tests/data/oct_multi_slice_zarr2.nii.zarr.zip
new file mode 100644
index 0000000000000000000000000000000000000000..ee62a1578281ae58c8a6376149c10a4c86b6eeb2
GIT binary patch
literal 391296
zcmagF1FUF4vo5%8+qP}nwr$(CZS!m!XWO=I+s2&x{<-%hlbJW2UaLE)ud7$Ss!mp_
zs}!VxK~MnxtDRV{YW=Ut|NR2`H!{#G{Ez(f|3%LD|08GmKghxU>9?~qbFus%3<SV`
z?ZF{A;!g_*08ju90PwE^(0LiUxHvgar}o>05Fmuz@`3K#uvxXH^NHKXhDR=>i1Yz$
zx^~`gS2ed61+TN%){u$);D=%I0j-80P|3v}mj#7ken{kjM<!H#!ku6*hEa23uyEs8
zUbvo_b)ORFPz%;Oj(xK9jlV2#tv4$)%yCKDiA&!}QTNj<x-@>ec&AO~Pc3{;(dhdh
zHz%=bFihE1n?b)U145Knq%5$e8>}aTS?Z;r8Gx%9mY6m(yeE1gEU)K3FipH2h1;xi
z)6q3ES-hV6Qf@S~j-a;6x!4(<n`xLaI&yD=I2(D7AWy!Ms~Ieh4E+jR0R{(0_X<?6
z<*y+IBO||(rx`mK9k@r-$jRil8nA*(&giUM$VAzB*rTWLx7ttm(gf=U3Tx%MXE4-(
z_HyW4xn@S%r%L_;{<qcs!>F-OPawuWCei*q|6$bJ$==nW>O@IFp;C&5DoTEmenOT;
zu~CWPpb`||zZV1iFLV4`^FIyb-;9y||Kt?^LHuvG_|FFj_m&m^m*l@(3i5yH_`i)>
zRr|lU`wx_uc$l^GA4L402mBAz$;r@DH$f3Phyh`A_Y>tXFI0(!$m`NrWGo9g{FIEF
zyyR_rvrO{2aog|f=4Z4F*I0n{mPBW5n;%2E$@xLs<i{rjN#xo^INNI?x!0SSI#dG&
zM;D_S*QjJ9ZNUqG{Y|60`KczQGBqn@9&|iTdnbFXULPyOlAAh`D94E64-<qu3yHxx
zaL9=*1Q^a^Y#|Pbmxm7Ea&0Ap#ktfM%zOeCFt-QG=v1P%w#rCr*DH^9>y`ff<lY6-
z+O+-uH=+M^1{mr8&y@Z*=Ko1*8lmLd5zjxS%>QH6|I+hMlc^54hpOmCp7-LVB;k{Z
zlauiD7K|!P;1LKkuLPpvIRPuAr~(2BI8B7gYHb9nE-Fpu4^;ujS?!os{Y|B{_G$;z
zL<gD(`|s<F5Bk!vr<3H#OeV8_9rJtyJ}QweL?R8?ELsumcN)J$M0h9keAoA%zFw4h
z&C{D&v|M7vef%#9Sr5f|O*=?Yos(LJVr{q%#cto|Y;yC+h$L+h6;DAHI(3Zsz1b{Q
z4kP?+T!>QmxD)d>`&08aln!&=M3nU6bH$H{xkpJye|gU=Zx=LPDs_-?M|l$Jzndj<
z;t|VTsED6C#f07CRr;4~o^x|gURea@SX#Fh8D%c-f2_Ede<?=jYqe&w>B=*IrYiey
z_MMXD;z6Et{z|IlNk&~h-kg}@cPHd`ACZg2NS-F@=6W9CcY2UKTj6oGrY4?(OG^3o
z<}=<|GRuE`80KmG;>P>v4H1Lq9VJGuK8)RbdK@JWc6}2iR(@gQW8@GhNNqtkK?JTl
z4yagd0pDDWiVLFoA^>(1D34Pm7azF^_QC=rweAJ?kVH5i<PlQgvxrOv3xZ^n?-S&&
zpvH-agpt7?F%+m&apcYa<yR|bWPC^|ZACv?VD@z61h$`nwP@#&P<2X?P<G-(9Iwk~
z<gjYvC4RDq_*2!L>5ZeqES%-FL_+!7*w`Y|c!>$k&OfN}_HEANBxo)6z+R+qKH7*m
z-nn}mY5V#x#J_q!w&?6(@{;dyG_Dr204ze`e@Pp&P$fjP8OQ$+<?kP7uAV{?GI&?z
z4tz%!qBQG4LTbo$mtNad@2WEr0ZA+CB+KTTkH4y|b`_~L!v5FM|JBVeQ}oR(F;E<G
z-jMOn7|N3nQe}LMJn|VZN+S564Y!OwyO*J5&e{&~L&*rFb48!0H3Ks*J~WX?nTbJ4
z$tdy@`n>R}y;h=?U~N#lilC4Fh`qRI$HQ;O(s=%j8zu2c7lZnE@}LoECs?VJA07(D
z@AE#7^(Ud&n71wl;d4+KdlXXXYMpr{AD+bVZZCbH)<#T^A$GCb_3_u1oKVourM_o-
z(=5jCyR{lBSul&B+*VWtIny;hh#V;+P6kE>9qG&^UV4*2NWA45J%xmHV^xe_t~#U>
zHRS8i2caPEq=|s@@tl{RjvZv*8f9vps;FqQhhZst5*Gj(XyLnf;?UZ*ZD<V&3K?XS
z=6OMSG~3Wi8L=aegBGYS6SB(}2K<N!WrA!YJI__Yk-tpV1HRT@{%N3mnW_tabH+Pl
zH0C>2%b4v4Z%k>~CpzB=#Jmh=IQZL8l<j*0c>Z^Jzn^UM_xI`5`yuM!JSqO?#%zjw
z61Tflr;zzvWh4nJ>4+-~@MJHrj2p?Zf?itgmg3usv+}SE6sB%a8L7F?PH;H4u^$U~
z=b4)Vf*X%FlmQZtW^h`7k<#Bmk`KaWe-t6Dq?)385R~wOOft}+QhX#TgGFd!#|2cT
zykAGHsL&FAH}HN+_PoU}y)}9}+qvf=rSpD!9A_vW7wnOd!e0^*Trc}DjDj!FM~%rX
ze>~%hgJjQ_Ib)vAtdwZ~EBcs{hu_0UQd+wr^pqh}zdxxxKV&DblOhF2dG&2c-m=uk
zmj~Z)@0-JvAnO6`#=A5@xkDm$@J*JR4BSv_Mk>iU=m~r0n)&MFoIm&y6huGzffWKe
zoG2^eo4KW~G8+>_v1`iOO9>NY=2nr1p@S5bXtQ${BH+6I<=Pp4Bpw{lE#b1T!avAp
zSAdBnhYp|es1oISV_H>`I|+EQB}`0u6r@^7hfnP7+Ex&M_NBzu5gA^OIce_jF)EJy
zffpd;{l+n{@X9EDKeaK-f3YTKyHTH%eu_kSww^u3o?Y3QWzlFQDT3M1AoQONKenGi
z=ovShW=o{jxarU27|gY8v_LdBSyKI^4t~x6t&44V4ZkE~xj}_!tjjc2I?ub$?IrEA
z<$8l{l@C8guVXrb4_t(p5Ttd)r=+C?+`$!=$OF6ZmIUyo7$_8O+x0yZ*5|mIX@iE0
zGHfJ5AAav<HcX&ro7xz!LLJk#90?8YV+|S?zIzO5=*W%U!lf{$SA#A)pG<KTKH>dt
z0xA@p^f_eDy%)Bf{j&99W=ns~s=wo&GIr|&5PvVMdA{@{CaTQ^LV6TSG*r)zG+BoF
zU(~q36X;Tkg9DG4Fo28$o&f`fzH%KXy9$y_@T-sdIZ66A?N|q5#2C`e3)mpd!6lKZ
zX}PJ4Oe*&<aX@!Nl@HXOjPJN&mfJ}l_%~!_08S*Hvzjbo1syZRgQVi7MUMRw^3zNS
z&!6#%@0-BDJo}YlHf@w^Op*w~ynX1H=QVLXUOdeouD(q0-raDEopC`3lyd|@m>o;m
zdwgRw`Ti*WSRZDhsYeY<(Q8dxy(lgKsfnt|@3X^Vj9<dNaTbb7*wqDbVGxW^@*2R<
ze|qjw{yzRbG|Fds2{}WI&saZAVaBlnA5;~rG*lB-W`sU1=Kai&kKYP#;21idMM|>h
z!9YU+w-LyFNN~jyrMD;YISJ<Ye7S)crlxeAL*^HyrAhRcL^%0L`Zv~iZ8xKy&#1_o
znoMI23$Xs=CO#8;)aB*Kea90{HCY;#J?MMoa9-~$W@61|86CT4j14+7dzSXfouvMl
zc~N}Jsf(SZJE*&XK&R$dn^7#Z4ds099r|F(DgJChuW+3nZObEH7#ZozfO&)_i~*Vf
zulq%i+N9IKJm$`_LIdH*5ibk=s0v7gyl`7YFa|RXh?Xv6qv>zTRty)AmvPz}I*r*<
zSl$Ko>?s`guxw;0JVeyrJe%|i360WBu9S3E`fcUgN!rtur^*-ShdO#fx2DQ<DD}Yo
zba6*eYoags^)h6q(l8Snw2M*bqHvnwO8T#1#uT17G%rk-GlfM7Jz!`fK91djGM;q7
z&VZbY_nJ?MeK0PoS>jo?N2qte<V`&GTRG_r080Jd3myzxsGvxE`jQ_g3>;m8q<nFX
z0SYA7SZG}mfpH1T`C*K^65lJ^AAdz~R?A;PlnXXEz0k~7$`uILW%w#ek$b@st{T${
z|3aU$#AX1wQXvl5xR{Lx`yvTE+O$t9V61Ed*pD8VqN|q(C%Y{y``^%Cb+q*v&=QhT
z?h;ibAP<YEy6Nh94GlDh>!^4pX%@J=W^KFqY2Fy0!|fO~>U(YV(m74?$Ofd#_Si>!
z-td=oFJR}L-g1GPO2xr!QgY_{q&1$T&i>Uj6xg!XJJ!S><ZTDa$$+^6X`8DhS4;rK
z5Q~<pwE28Fy{hH82k;eT`z6Lk>!Xg=4i;nUjA4-YV8%Eqs@X16(A*@QC@>?eFhq=%
zfMCD@6V$@cNH0N-=rjw_wSYPTyQ1P33jl)URYpk|I&d|U+2RX5>&mMy?zP|L-@f^^
zQ>>bB>zc)|K#x)J8lr~TY}xlA?IhIDz(Po=%c7K03(#K>W!`!MQcYVL7Zmp{aOWiw
zqtty{wi6?G2YpBmuyBbWAW51Zm9rQoHIzxU{d)rSdeq}UBOClfYjc^`oOeiLvy+KF
zpv(~Em%`enCM(1{fC<rLK?9YnEP#x-e=vE>R`3iY>6OX@0=&zQ4(E+61WKq0;%Gh-
zfymzPF_;xz5;!>RFwA7wEKxtKm&Fz>CiDg{ecxz2Pl)L@y9)^Y3J!AZy2{j?AI4tM
z=&a62R0m@fNi2glB~5)sW;9Y__)Y9~QOZ!?7OGC6iKH~=1c1c_b70E+%QjSKA}1js
zP3TPaYeYu9o(0px1KB??H4=S=Wcs=@`1M6Fke46qL`u)%$v`T{G%WQo-r9ARnSB0B
z2$B<4&~hj_pylI0qUnABW5fw4-&8O!<pglVhPdOD15O}?@m|lLoEysodiP}sH^p1h
z3;*pw_s+mSrsQ=+%x|U<!4D&+<OC)1!vZlv4#>E2exL@GU*PE_6rL}tL2-HS=d~2n
z!tax4V<$cuVajA;aT+d9<q3%Lt!;ucCP^Uw-7Sq#vpp?gTC-(cB71~+fJCYva*{(-
z_NUR?ouPBvaD`%<-2m-Z=&9+AVpGpA)Hf7brDMc(+0AUE02o~1*>Rnegr#33Ta~Uy
zu(I0b)ve8%UgxxZfx&4SrIG)gE&U{OKPD&D(K>fOCW&T1C|ap?tA4b&&@G{(;R=Tb
zca`<<gWEI<g{`8oN{j<-5tms5-H+;n`rXo@GO3uLkhMRx@+z)S4*kM9%VXu_4p24C
z8I#}VRobroN`4#1%2k><-o-B^aT`xZgP!8yy?edtXgx&iokW!P!3^S_KbVVDx#5?2
zih@)f5{mgJV)q72(mz~g!VH<ijF~h9d>8WswFnzjXwzTDZ44C$ODv~?QJ!la7Wxb_
z<d98J09m9d)@RJbV}g-x33CpDn<Xo^d>ro9h*(IGfIIb3uY|~IAek~D_?KIyt6*Y7
zpOa)d=$)L&z)OyndFWKEs&TT;h|!N(r@};REg3{HVY~-;iaLl^YA3*;g`MVYAc1cu
zu<eTw)cGTp+fDphNPO&PEb7jh)OsI`23Cxie<kY(D<a!UPxV1F#LODz{BP$pdkF!o
z=j5qCRPMaX0ObnT3p6!E&gVKtK6GJeKF2I^F4_~3I@wu80o5cNoP@ly7<doNlMqU)
zF$zw*6L#UEzClAp9AzOwuv{~NWIgBfIt7#*<l9a^MyWpCrTsYREXk?<4CKl|Fv5Ea
z!Qi9T8ortlXFqY2>UwMJ4AGg}E92=lWbso<MVWe{KYJRP=K+=xNcD5$ThbC>vn6JQ
zgb-MvE1;x6KmY4yfSi2JEZ+2k=+!(73>YOR#hQp?%z4$3FrndhM-5#+b#LLCt{!??
zUSHuKhZUh_;l>(b-}yj|s_w=}gawlj7N;uF+G(~m3b+bZjwuOD&0HuM@`mm6{i2It
zGiu-Y5F0%z@L-g+E}1ad7xAF8&^yrM_#eA^SE$H8wy8bWuQ=1Gxg!ZaQ3{TF4sebo
zp5Tqo$w`3(@{Zl>6-UNL%oomfM?<5|Id<vj5jLg0T^YKA@B4<Nx6qUhyB!J1r};?W
z$-uH;<-hV*<?;yFDZRcQkuXh3t0CN}c}{%biT1vIa3)ofqtJj&`wd7G>cLzKITc6F
z`&0UNWHgi8Pt1V~YKKf73~&f5^&?_WD+s~iz}H*CpWjpmV<<;YP8`^$oX9<!I<heD
zx9zT>)s*=*zv=iyvoE<G*-J(o>f@$n=|to)9+kvIf9_8}Nq=cNlC5!NlpcJQOTVCJ
zw(~6ozu|m*`VjE>f!}>8Gl0xvVa~~So%Z_)r0;FXiccJ!h+Q1GiC;0_W=^B>CT4qr
zjCnl+)*EJTGw`fok+_lH67P)|-r{+(2vOADHuLvv=7Ymr#$1ae#=(h8cCjgdqzshk
z$Y2Zf-=+|=N@``^!R0Y?#+as+>IH_hj@}|a$LWh)Dfa@S;jYzfeTlPO`EJ@ao5gW4
zGHskuEH29ozImI{b1*SB9R*o^8rY(m@j3Of{rJ+1^!Zf3LaV9P6*J@i(2$bQn?(_J
zzlRgx>cKb)!KJKtAGmpVBObSX%$e#v`Ew@9BZAg!V+C!I*s1*tP>J=g_Inv!+~Jlo
z>zVc7;O`WDUGf=f>@t_AgAp@7pc>_3J@`MRG-=k4_Mh=bD}4Lh!vhFh?n24l6={kf
z#9K)eEc*Y=au&25=Qy8-XEX(i;-|z6)cnA1ehW9^{>IFa{W9oCTxQ*+@}!|q>T!3@
z^8PZt2j=`M!ldg58$CWRDD#xjj>Bi2n&b=F)(EIs9#c@0^c&cwgCe8wAkGM%CPvIH
z^YxiQfO@A~3H>x?k_6k1LVqKqaqrDP$$@1wrimjB_Xp1x?eGi&foT+m94lmq^LC-?
zD<xM)9UCtR>kCbQR!m?C^*L}>;n!;+A^N?}pd$&}aNuQKCzi9w#C;*wss6m^30&Xd
z;1cJ`zDu+Et32NXS1CrI5H@G=az6~7SaTWwYfr)uR*V4aSoA4kipd1lo$#=^HavQ1
zJegSi2wNmsIN|3k)g|V6hdQP^9-)p0G})8+?h%*Lz!Rg-6=H`V80xo>>8v)ZPBWjv
zWP*?a(61@i@*S(8MBktAaa#P&-%6oy14Rdh3TfTkXV7O+4I$DWsN)hbQe{B*2HWC|
z3OuE^fc=&eGl<^@%KEIEyn##S9gz9CS45nYo?Q0q6vq%JRv^~gU*XSFEp~<)eKI&f
zc<312!c&O@*MY{yYH_~|#RrcEba^5+Lee%Cb{e(+gv-e?9AIpG_*6IG@!RKKJOfFE
zRBdraibf~mP9hz4=fM4}IFa;w`t~qpT5(0!q$~wyH)tX~%nbOd26;7Z`;r$GZ-3g;
zshBX7l^zEO{%c<$Sz8H<PT5gwJ?zsN$nh?#dG92!d){btn*f)a?t}!s44KM~h>u7|
z0V|ZGrooVqg|?7%J^?l!Z$(;j&$8X*YtrZ0?Qb5wKfY(`9j%gIb7h>&3Cy~nVB!o(
z{TuHl#`G(pcw5#S%`K!HnfSGA-Upe`!l?mP8GvoJu+d0)Vd+K~Jt1Ir;g{s;mHQGd
zXzIMcgp7JBQ^k%@+7+cmP~AY4BsDU8gZAI#fhcGRg@DQKeGdv8qnykGtSB{tgW1T-
z)ZY<VI9`-LDnaQHTlNZTwD@d;DLZT#nYRd>+D<wW9Y&@CD+P~6XpcB|;}$k<cmpS<
z0DCST{_z5(T?AMWa%Q-k&jq@Ge+@g1;%iqZ#KTJncS7trajEXo?!ZWU;e|;Trz~RT
z#ry(xR~SqB?(GkxAh;`y_c4ON*c`y2g0+9AHGllN*Yck2W(Pcb3WxO&qYFdDg%jfi
zjN*a<D%PILMSwYp2$19p)Xz;<xx$|KIi}+I&E-IQmD^VZ@``axs;SMIMmxT>r=V#O
z?yD12RIDWYhOZ&?frEL3*Yw_Rd8a9RORY1W^+G-Afos&kf5F8oaM$0atAVp4f{*M3
zuhxVFJN<m=na3=IeK?VWJV28;+CWc}dLTcN=XwWVVf}>-oe#*=sE`K$`(}WSm*Et(
zcz|n~Hxtx&V<y%l2{B*TFCbF$wN=8lQ~CW_rEjAQVw38?pT6)o{9mIu92*EkY>+|L
zq06{~=41(2MCCgP_O1;X)xbr*JT-i?IFv0P(|P3x;h90^OA0i{PtRGMsPr@-ZMq>^
zy5@O;xRmE1{kmx}V(Oy_ba9aqj46`HsAa0Z_4jPM36gjL7q`hW{+KkRA{x>3hHu?g
z+Sd^=KXzb>Z{!JiV)nn_BcVE6ODgWfVtgPX{DOBK_(8mL2?zLqQkCt+b~n@^IyjAf
z?`H%TLVFyk04yNLh)$3P(dgQf*htpep~nubm7%}mM;zh@Tge15<YBsqdZj!a_EM~+
z?t)p)nUWY04-ZfLdY%}lD`vhRHQCakKaOk91O#hEJ+SZlu;uJ6j{7ezmUGF^#*<>f
zY$SBj?1qL_vLi=uYZHS3g|khlMHGdHu_xTB#2(pzNtuVdxjLkRWk8+Xa2dSWB{4)b
z9a9-`z7sTG8gc;TCw;GQ-<aE9IJ;Qnz}!m{(#koDC+K~Lt-sicEI=E2u_uVjSC#@K
zAkCI$;}cGo6S|6IkCBL6#IUG+*&<30CpcdrxhVZ46jm!9><6RR0+rGI`OAZjGtw+X
zV8rtxz^xB26)Wa+X@Zij=b6nqQRUE@W|U5Q*RT?PnBxB--!;h{jB?Pl<H(t$1MS=I
zlvcAkWEFJ}i)bF4S^Q<}*%cdW2C#;-VpV=6xRUSDh08;5&|_$j4!bWJk<C58PbUnR
zH}*uPz=f_X7AdDNG1NSpSs~Ty^4?(b*})$UV!aD!!#yJW#}3@CSK!_kaYN<?;gov2
zG$Ho`rHd337S2+k#xkHD)uS51<_wYXy9lTi)>a|!LI$F-=k4(b&U;!v@ykE(J-a~h
z=7YWSgza=GuVfP6pIy5gweJ*&gJ&~{v%Wjzi&bHCIqWOW@Pvo-7xw$9vjD2%LM`Cl
z6$G`pttH^lzF$;|ebzO}KH7}h<~7xHEVohT3zih?V34x^9E26X54Q0OX<^5*Oyu3T
zqlwZAe3uz}Ue*mx`>#-dK47CBgmu38NZ(Q^<?qQ)HE@2Anr&DXrFb<8?D;H-_TJVl
zlMbdJtY%;Vd<DE9&JNn9h4@k;-@F#uA!upPQ412*8zMzhsKmGLig|o-F4PB=zp1>N
z>WE5{lt12rUS#ezeqN}^nH2|~E#gGtagQV5rzvxgr2>8P#U$V`Zf*jNC!LT5PqL0c
zx5*Elc;<HB2rR)HhDL77K7|se;65bJiJ<>+|Ii80fE}Rb>TuYQMe7^RzKTD^0kBDR
zB3Csl%BP#?rg(UL)x)MmIk_t(JB(y(wKu+?^`8I=g5=C^-o~1k?xgmq5cWJk1ZUe7
zR#rM^NiY{dJ6EBMMCuasGy#?kK;q*u$JAv0llc4*inqCh+G;qwkh?SikKza)$wMB1
zbbo@CT_Z4JO8EmnT8pRf0(_txJcrl_WB(EKHiCd#$(2|e8+MQU;(|$ttJebax`69R
z!tvKBe}qI}%kVK-!SY34$B$vO#)N6Ga+JPml!IBNu5O%(24p9o2r;gHdJ4-X^2MMv
zz%NAsrTtLggCj(8!r#yZE-8$X73IKVn<!gTLZDc+j0E`bMhJK`q3E_yHEVblR|4U^
zQJ+>oQ^qne%!7P6g$q~+ny@G@Qhf0x7j!0c)}f%EWq)%^`7pLsjCe5V)GwseqU>oM
z43#MGUl`}dButRq?1+0I0lhg4C5Kx7dpKdgb^d9mE+aZ0)&*GhZI#@s4Vx}u6#H9}
z7a}EaRmV*D&@|$LIY47FrczA+PV@v%GH6_uR6G}dyt(XXz8IE9ps^%`O^q0G!Unx_
z!qdn~Te7zj1kg~QXbK8j`1PFDx2D_zi*8uGOXE(`w=*lQU@4Tj(Y_|qKf-)arJtz;
z>8Ac`@P5*Ge>cnF+(chKcg(Bdm~#<Y^q_k({(Lo{GsX8>(0t0MeVm$e($x9}(q6g<
z;vEuP-RhWV(E+--_Zv<J%-e??>B2(<!*I~izUCPob{51UOyhFl#6NRw6vfw5>aEXf
z;%Ik65$#Q;rPbM77MZq}2(v&r7r!+uaqwfM<Jwdu?#+Pm*kj`%Bip=;-|{m|mqk5&
ztzRikWzO{PHiq&vdcnrKTnrJ5)_9Om2a7K(Vt`|wSx-y4td*5LI1oa8D>_Pu6U|G6
z$`R2j?t`AMK`_ew0P7`;gf7UGRQ1cy(&~E~wt~*QlwvG74;iK}#qkI*zjZdZzf1;K
zL-86C)l_1i?m5q>e59l!UY@-}3t>?tV$94Anu~Gu$RK;dDo8qRDw8~D;XT1zkCm`^
z5MGl_)#EbhC4|4Sbd+JwKLFU)i7r;-mULRMv><Ui<d(c~FB}1?v15~tf=L4;FOfvc
z%7xzOhvQCVhtIw<Ux%6RIUkbw!0{t<2e&7q7TXfn6e}y=WmC9b`#kYO3YGw!mGD~#
zyM<e>9UHFyoSO*Q9MzLIB3Tq^W+D`bE!eCj2sa-`>DZ}CH&-J{U3-|6-)!;9R1vV}
zp!D;c75<&urcPgoe(tEMU!LfBvsqkGT8KvGYH=lU5hEirH9v&Tm;(~BEtZo*Qv?Es
zXp!xveRJpI!h=jtCC^|Y7hDIEhHcx<)l;xwUhHTeGEqD0C=^gGPGpPygU*JrF_8wl
zHg^Smr`j-Y!Bvb~fH-wB!b5?;<f*C9_h%jzV>G#T7ttm`(b5~Jf%7`FG1PBbh#%W<
z(aieXzofG`4l|c#9j7=|Xfs)A60>f>6(osTNfC3pmf$vS%|Q`)t=^E1?Qa=o{_0N1
zEMU3upzXXynq>g&h9?w5o)8#rbdod<%h|t(&;*M(?^#S588tOrVswoV>$pgd&Va65
zsclljn}`>t&A;m^?H7qgkL6NR`Q)V-UhG?aD~VFt9C_^&=qZX)_PWtJ^nG>yFn#E8
zYre#9Ix$bq+NMS!BN66_=ZoXe;^lkX4a-r=?y)qCnByig`Y}5LKtq`mHch=|s+hOs
zG@>MGTWt^|{^4P3i(+!vJ~4EV<U|r;{qk{%_UIvNcKvvJIYi!6yVV(_?h!=XV~5U6
zJQ+hGZ!V_xyyJ0;B@)EP5$!Y8!-Jzuv78g$xV3QJCvszI$RCuyv9**Wf<7wJ36E`1
zsG=QU3}H7)h$d=dmJ;*yA{gr-BhjYO^_$pi!B^60hfU2W-1eq)ZtbFz$ZDhy__u_y
zQL3%xil<28oN)EBKAr?ryk@B8$*In4G_*tIXE7v^ZELAEv_!S-#;KSLGL=*kEt{aO
zPk-h^OsQ3zdN4wBtl&#m^#f`3ePP))+n|VS)2)e|l`f@{*_!Bdfdz|x>=>I#Z`h)b
z9}7rRt+@u=&mk#=sa-HiV_hujv5_bdX25wi!*iaXyH5Y^*3^5#%?c`!VzV!-0Uvsu
zMF<X&L1P6jcpd>7a(g{XorPuF0{|G$G;%@8BDXmmmtw9vYjMeQzSp?Q029c_w`oF$
zg#Vs*vUrhZ`GAh+k2_r~X+ibV2uBg4Kin?yMRl(5lrXdvPvhDM!v)5>B@zzi%>XD%
zqx@Ly4<>%=bi^dk*#khd%6n?-v<8bO#>O83+#q0drIp4krE3~QyDNdf7cheDykg3s
zO{26qn;TdL^L8Vg5JUn%IAPHOL<ar)&1~FnYy>w>>m6hxN)MN(;I$dU+OQ>d>jcq(
z<y?|R3l?Rw2MnX{fXL6~4hFeSn5Kq_Xc4|eZ_K06D`phvTwuSB*BQ`KABaSHw*8c(
zOu$@wF>3B((>N_J1^4D}emoLx7FI85KH%V_qn6lvT5GUoqMkb<!-gEr`xARvDjhH%
zdpD<!faDs=RNoZjXRB&*ZDW_Cs!(jbRP-y`WbFg|0nv{l8{T&=H@OhUd=_0ByOM}V
zo)Li4Tn*L^3GdbFXFshC{DJByF;)qw2;yKPo`k+KYTANP@pR-|ggKO#`X@4RT^A(P
zu|HJcCKWqy1@!c=$(o&kk+H&VdE+JrFFxb_W=?F$#bx`8(k%SYVyRW|kOF|H7T#+F
z7iI?%BWK5=F~_zbpBY={dCDuNd5~s@@{LmKoRb%Fa@Bw}vb5aRrq0CAs=lz{X2Vs%
zD-;K@R>kYZvz|yc;smW2`NSs#qv~$cE5tx~nyi`o$;ALAgKYColt`>o9fb?jbBp4F
z6AcxgqqRjSQe98f7!*b;2^if#)1PS{z}#RHUIP?Bkw8EitH!M@QEUPdFdzy=SLaZK
zrYjSu$e}n1c{;s0GS?C6o_BKTA!tvulpdCF;BwGC6$f)GYRot_n23MvB<ipgV(JI2
z3s^>ig=1|cJ{S_K0l#&`(i&PO$gO%)5<o;QxyBF5NhU}wHVrq|sNr;`@4dtRwtSJw
z<r{M^19OouPBx+kjgU(xh~t8&evPb=_TxZ$EMk%>WnoiWWGjIoFIEp4)3+V@EZoSH
zK6!8fY*o0m&lXmLs;K_{O)vQHVLoC67@QhT+oX-=&OvM-E8l|H9oq2JqzMLAz@jtT
zITer51NPeg1LevmE;&prDU1|hGu1G5;ZiL)pAA&L$Ve!xQkmUnnXS5fS$!X6@CfX*
z8`4{9q-B-lDPh!1ngcLAtu?>{PO2Z~C?@(l_s>Vo!mw^0nUC93Lls;<`NW0S{)F;P
zH84S(0KMUr^r;_e!+bVMdTyfJzwp@^r8!sy3i#B3QgjeG0V)X?x)MSay*{X^YYjoX
z&9bQj7I=<Tu8qdG`#4H~52xC}VX7W(jELG+3q&K1*5ruU+5%DhehfnnmIK~FulqzE
z%G>3HmWbJQRX^kL-8H2S7#$d~W!|yQiIFp?74`dDY->bD@*Tk1LmYk=H(tQR9(eP+
zlEn^W>aSC@XVgGv^t;q5n4wZA4*r#b*NMtyqb-4}tp7wQNSh8WK(+h9gOh>b6-yVb
z881X#V$itPlisv@oeTxzC7}QvrP$UeVumfKM<i&ZjkLpP9q2S~r*a(ADwXdBj8H%|
zWH^N`JK)svt_jt49bWHB!I)Q6hO~Yxcz$k3iJ0jdu4WR}8~XOA_VO0E#pMiO*Nq!e
z8Ifpdc<d0>GslJsKU{B|u>H7Zzps=WymLw(H#UiW%*P-Ta{?YYXZuuw>{>fp0exB~
zeady(qOKPPLDfPl^5jZCt(3V5F%}FHF8YdBy<+N0#}#s<M!c|wWoLVLedH6z)xgpr
zkPRxhLIcuz)AByeh6IDgc{H7#@U1?Qj`$Dcgd?=z16j#A8u4X4!g(Pj1~w*~@OKeb
zOP){=RB7?}A8k3XO0!~rQ$LQNF(>BkOWTdnsP>*apky6EF#=G{LlmPg*S=#@b)aZ;
zEG6|*g6LIv4+`2g0jF6B?9G0?V3rjr(+bV(=wJBFI1TY-DS9N=p2FjhSGfSZ9kBv?
z!)Fv;lkIp&30iu%4#X=7NPYXC>Lc0xHVT4SF)>#C@ks|R6Ve68$!b<Fp4wB|NF;Q2
zLhTliGmWVD$9W_?KeY5og>9HYqf&ZJ*?#(d4uSKQ^x!Y-gh`!PBs1cR<-s61DXS%4
zDOvn<KHK2d1q15qH;QW?bj_zdXj4?OR_ux<hSqxZ-Nd6G7=TXVLT}SB0e&{o5RlTD
zX<gvaS7A3z19~gmtx}7cvnYn!BMz6%H9<B;Mo1Ef#KSJA^%?B_iR}ol4_2d$=m&Nk
zsLU>q8pL!K;F6ZTM``tg)l`8oqoZPMApBD0SffR}Qt%v^GO^KARr4x~;&Kjl9t@0h
z&Lf1gCmR_F$)-TDjz^if9yHMdQi9cDx(k)R*WNNx9Lu%)qkr+6yX)30$=yf0rs(2K
zZ_}g(CYdFKdg7j}02iv#iSxJO2DT1ZMT&1IRG*>53YL@jz=|q$gSTw_8?dhf5K9jk
z5p(Um4NWm0#z>7=x;s;WQo9U5N|J`S@U2Y>{Y>zLFWBWiXPUhUigCBcE2EEGh#MA6
zRt3^Q;`6rzvu}e4t;`I=0tOC*;`=$)-zws8U-e?}qH0Z*as|{lVV9fiI9xyFOCO#4
zN<h^R6He?ziL5zG=19xue{lnUw-G@p1FLPRuW)8W)X}>`$p6ZW^)yl6Q<dP=f4;>0
zl!TBA`vDOtMHsl1PIIlFto&)>AxdRY@H=!QklAdPZWq-x3sCb*03vnA;}F!&4lI_O
zCZQ@~%jL^@)cx5aiTRh{5gEa~HSWCva707f%ndz$s+Bvz2hdnRd1H@k=_1JOH~Yus
zT%<K!F#C{e-qkOEJmKVTX$z^+z#B_BWt%@D>4%tY8k!v$5uV^C{HB^#v`+d}QgbB4
zz)3>i#Ct4TxQUge`HH}GJ!X~L9||ZwEhJY-=C9A07D)1(&1&SJxtzh8p#m|#t>`}d
z2#&RC&Lzmv>jW9-k;e<qUajuZd}0cn<t;FGzXZSC^wO;n$2%gxfKw-Yl<!Fw;SRy(
ztL7giHx3oeJlG`v?w9dqx8O+v)s8JmqszNn$021HrCLV(Lx`-bGhA`M{_g~9>O<Q6
zP8=_(NQ7xm&ry26vB{Gz7d<}m0>sg?0kxd;8QMJ%x4887?m!U&Z1E3h=)bFsZM1cX
zszcT$MX@kJgo}ljOw8>#Il<5vOpWa$=}9xQrH&8SF-6c$YIlK0C`l~@nR-iE`b!<K
z{Bu3Pw^WLjkJR3e67GC)7q8c|#JU~#60fy93#{`~PMrD>1Z~L1m#XSabKH8Tk<Li$
z;4b+?#Qd@+i0_>7I8~>Kmd88`oay2-oH-mx+sWc^-NVGB+#V&1x;zW@N#Zv>q2h2i
zhl#$Cm+W{SY2tkTk>W|o$fIqN4T%>M{qwCX*bygf`?bkFm&@L2kYhMG%mMmYp&Eqn
zt~WjyD?S-(IxOfWg*G|+5$WYFS{qQ>&M(Z&nNlT=CU{a(oD}OQhGu|h)B#yG!4|E)
z;<X{87F)Nv(;)a<8EyU_e~`fmo&)$|UM>h>mQp)CcK)uC-;77xjj2a=vgB1CekjBB
zU;Tbd`VD_f^W0y9dmJ2|-i>t=#><>Y%Y13_-;af$c4dTP`M~|v{1JX-SnU45ndNf|
zG5<X`#iOK?GZ+e1jb!;3tK*2;gI$Z}fC`XGr;S`IrWb+!#6>Kc#-oEsO9}-1&?+?8
z#9HQ^T>+5QE&{m9fu%F5|GbHaxC%&KvEAsjhO?nvI^l=59Ym<bql~@hCF`#Am>nd)
z%OjUFN#joy0^l_`ixNSlhi_9vpwjOS1nl+1;eUuZ5OveZD;RLV`+FMCqcq_Td$vnH
zg9W!UNE|+iw1m?~T-Tea;fZR0Vxdv_#Os}j`13>s{|h{whkaf6(&{)v(S}1tV%GlA
zMRz`6E5gVW?splt^`01OBvV^akEMRva=2lj06-!-cW8)<wXYP<z&=L$cgu`Y=*gs+
zmV_Ex@L(IIFA(DBzPSn9G5NqRa<;tHw+BH?tuG#W?E3i<j1dl;Jnk!xJ6*6NyUVq^
zIfbx0*B)h_opgrgm16?ASMc;B{ZDwcd^2kPH_>cQNuvHcQ30m(#!9c>(}u`4tMK_?
zBr}Ni?a8rQB;SxSk@R^v-qG>S`xnS3UaKaUgQB+*{?XNoDB_z*BS=#A^uw9v$K6^&
zSpg2Mt^sD+u%lMm9MqOUz}CYH1w&iwwaI|^pb*jzNk=of<PAjTUKL(cFp>LmF#LG~
zFWj&NMV-j08M}*3PEb$D_}+~C2V85q`PoNy9R9!LwRJ2wm7hd^rj;tBSFSC!^tsyu
zlAM-^WDA<(v~=}384na*IPPFQDL;VvI<~+E`|Sx@`cDPz3pt_kQxNYr8OJ!&el%I1
zrNB)DEy9iS04{0oW>=JTIPX|IxSB1_grxS+EiU-II<}S95q3u-wrWKfTf#!njiS*)
z;)55sIdEIq!p38?dTJ#IM0bQ0_=uC?+!yn;T(tEWsI_`PUW_g=9BK^@Ht3=9If~sq
znU}s;neQKWCOaYF!b7;`zkawcN*|%-?Xcd&)(Y=XMNOjZv!}Ro&Gu{J=g#uxu+DeX
zC*$6?W<fB5gAd@hFlMl~>qji__b)|}Hbd4!+_;F`t>W_bf>o&15ROs4mCjjxE1+z;
z+rSuDdvb8u63N}8r7epoAO@R8?%xr#Q&~(yoj|7qw)p7++z{PWxx+cSv1TqpqJ}gK
zUUUZsKP86G%j)&9lU0TmR<kA+jdRiu+Zb&0lWpX2wb4vWHsBcDlQNMD_B(?eF3@k?
z;BY2!1BHnLukRRcg92ugqj=ID$dFBLUjnaiN2s!Km-=&gm|1%nFgnbFJ0xB@3b6n=
zqOCW98CE7+crZ5RTfPc?#WulXobck|TH10$uP-Br_yd{XV2@X&M0t^d5Uk|_6NgM<
zM3u8NZrz+edqcJ;zM|r#<vU$O`%{QSv*dXXb$pqwvpsX_UeDb;hVhwFJYKYiXQogu
zruf26-zl<s?(vi2iRGLh+&7(DjQRS`=roI;_>ExRFOYbC1Gw<+S1u6f*a*=CPC&g!
z0=oU3Y8WlxU-AQxQ&Kv9M>8m?9Y6?jy4qk=jhywCbXSe4dpzDs2`PMASl*Bbk&coc
zSqr`wai(kAe}*!v)fDibGdNKT?c%l4vJl}PLw2D{pXxzSh)?bv_*GW&Vaq7H4QZpT
zx;09^wC&7!T0%?+!hA+JwgP@iR_7Nx%7a=qhuAYLXZ)kq&o+l@SoIC=87*d^oOR5{
zfSj&QkO@#Q_B32FK*`PxTq9)FH<J_J*^qB$S_}CwN8-s{6e$JhAYsF62-HOT6vPW=
z#7solW*${rF5?P0Irj5oLzX<Yv=oDToErNN>5kGSF;8@G9F!*bU!hO3Z1<5$hrwa)
zJImzW&ATUo+5&IYlFI{3sv-e?wuZm9Fid#lKiK(S^-ZpC+0B#9pV0FhNH^dY2SwXs
z3P2&BEu>4i{ng;<2<L*Qb*45@+Q7*ZuLd~vtg{|CwQjN6AW_Fe1QlDle+M)hR}|Jl
z`$D_1U;#BL#mI#V<-^2!LiK#jbzXw_w1Hm@5F5#i3u8yavgbpzWwlUoqaBLBJ$LKn
z8(vAkK4lmI<&%Uw;gJvA9o(0DMIw-`Ovv<L9a9DDNq5EUyk5g;WF;d5EZl^NgvKld
ztyQ3-Y*ll5(sh#UdGf%>pLLG22<z=4tSE2#$4;RflB9(*@pLE#y2#c9yqTJiUaUz_
z<nkUKr83AH6F=_}ai#!Q=wQ!g6aGbc|K&}JGFNNnlcfce&u{v+5Z+T}4-h?+S*rb@
zn%{?58WCa**oSWCi@?FUV}D}uGfZvYm_Lp0xupK?onu@Vy>@d5xZDdFh4Ldg+G=hH
z2^-3j7cBy}7Lh_nV!aR{Y$5?_h;z2gk-^Mib&O{rdap5Sh{$njjXz$uNUrXgxPf!f
zml_1fu+XRxjZBEv9XR<2_EH|CH}<ohTNGcCwC#t5NDpW`+`VGvbP=GFmWIMt?#5=T
zY-D(;zTDfnU+CzG_T;U0Ni0WQ<6on0i$UJccWKS*MlTL-rtrYiK7C4dPhbh+i_gV&
z3hX(k8!&^?TKok9CfE$piSKSP!Pe2=uiUShTZPFEP{VI02Ym@5-YW}8R--2Zbwijb
zDXf4e3e*ZJh&)r>vNup$Z4iR!l?Hp!wwpA_o$u143Ol?~0GSB(@Kb4r%1wk{SV^G6
z348pYKUmsvVcGMe#Z&q?{8p7bmQ+Oi+%s;=sLfL&Wgvp(!cYgHr-(9&sHqiQ-5cB+
z<UCp%we$DF{g?CO8A6k?W0|%YE-^!UqzJVv!bqO;Gm}d)yEzF-QAXi-ob7`R)hFJa
z>$hWHVsS-k0u_!-2XR1i2~_-uR1=j+ac3Td7!p#zUwCA?#~e4IO!-G2c26>(Z9)8s
z{<n>8^5(ji!^D@$X=1Vf@i&H>Xe3V`wc&1B$ooyH$gg_0!xhcVlavZX9%M0<?`c&R
z4w^YAm?J)%`*)7Pk2b09Qo$3QlMTn#@?EN|$ev~TIeJ)E#?l^s>|d$LCfs5{XX7~W
z41z{F5AMEi?H;%0UiN9xB{%REI$nj#Ys~lHw0K^^RLB%eT0uzpkxdCGAE94_FC!)K
z=nY?7umpRd-g7I3n%5(>I4;C4(txoxJ=TT67ji@RP3PFWbX;Ismt0qok-fb!3C@~&
zFfeS%9I#2Nlg$Iecp1j7;Op*#%BM+|Yw$x3k2%JS>VaBb%$|8VBl65=oN8_(omF~V
zsCv<DYwyDOaLlfZQ^D1<RS6L!u_qg?R0FBboyps)Xl<|o&I9>vfz&TA*X3&wy$7F`
zrFBHQF|`<uMB|qCq}9oebWphCOB;I-Tv3ytTQ^csz48*l&%4&RHN<a23O)1HPK0Xi
z;$aq-)4bqY_2gNB8Yq}p5<*{Dp=<$)>7ap^YDX#_>!4&j4{o`<)gC44{+_y-#o|qJ
zA9U+2hV0o2F$rse?PN+#PHM_wq2dpG;g&nWb&Vi#sL4KCGvU#}3zpIEqr;U2B3w|-
zsO5;i0Le<kAd1hf+Hu4~7)OcGEdM}B5AyeiE1}XfCtNj&hQ)kwq6QoCJ9$L;ze=1y
zIU%8*;tYuZ*=<w6WZXh)>G^p-s=f1=m8XFK7R%OdIZ*Hpraqxevj!(WSUMt_n9&Dj
zrX(D(y}!DQiSM>`nuSKMzBAZ4R%Atw`OQn4fAqgpVN|@t+|y>821DzON%Aq<xK@_@
zH3pV^F`p+s71pt%6D(cdP@)vC{F<9-QYamYm25z9+lZyir9rYV1I=e+6dIH-n3=BF
zHbAjccwl>GEjhrsiLYv(GVZ%#X$+{4(}zqVFyH2C?Q$%e#3cIT<0gM3u3`h9^rB)0
zWcRsCxFnH`S9REy7*9UqA6EQ>usr3T6dSVXP3!4;XMEAQpH<9?V-;YT1$NcPH<xtL
zxD?}PH-@PA#~O}97$7gymK3IvigoC5V$K1wg~<^~yGa}ai?BMj=9~C01iBmMZ9sBF
z8Pbpi`veVvJJx-*O4UoRJsP{Q13TY~F?6Gf5f5Ndi3?d*tJcb_nUb!}X30%1SY_h|
z8b&m2BwBaJ5b{F@LoNe$ss>l;Q==hX`OP^V9R+wwpQc!C_(a&U<NsY;Mf$Wt_Ns7F
zQ(c)BF;F&iH5Q(~ocAzLxN?9YimS1Wwl<6CS`zBukWZ?HcDUivL4N^h(Z=Bg;6>bf
z6R}|j3lp2RgC8Q5%Aaed+6Zbm0VW%Uu15@(v7$W08~d`t+8vNekkbU8pZ&Z7+g()s
z!Fbi{lUQpGN_03URfWNXcwr5lQ_D?ykr!1lz-F4e&Az1*y@>iG_lh)ZH-tdnjU%bE
zAmE~ws5&^(FKZ9(>g~uz3FR>5AP{!D<zdD@tqnVraDjW;1T^Yw3pd-ewGD7*9=1{T
zTF?O(yxMq%+15$npx+rw@`TOFtTEX!YN=}=J;UG&a7&9FQUz?>hLjEf)7r$3B7^5}
zq}VBT5S?-By~8;>ij&as#@Rq%F0^Er_IfybBZ{`^B&?Fx&$HF%6WXdWg00e^)d42!
zhVuFla*ip=F`$wANnFrHO$c_tm-E|#Ola*<Ky8VShk7x(J*xDPgHrg}-VwsusjXHT
zwHq{9tt5$O-&X=jj4pwvn+pn72nY6bJrN51WR_^B^co4($0UJlh)HImVRJnOFtfBB
zn;u)W>+P_Q2@l`bxWoeR$K8730wQF)<~eynkad0Kn?3uH+B!*+v7dLix@(&f(=D9Y
zfnp14C5a}wY~Qi7<RnTSLRg(lg)28gW&1^du(#i%4jj$^hOg&^>n%GJP}Qo3>ZU~c
z$kHj?SD?mi7{`+M6$nf=HaIJ_aMeV&8^+w0wZM53I^Xr}re3vsX7>JzuwJ+JK%T*@
z7Qw%l@Pw5UDrC4@^d3R3q?691F98kQ1LlGq#<QdJAm|7fgA;Ac?>xo(#89n;spNgU
zW-R&!LZiz!<Xr0X>O{0&$L+$GW!&b(sz~Yf)0-hrNBpaH`yI!~1tC?T&*`5|CV{uv
zGqejkB5T`w_Ehe_+woJSwE356lQ1GL{OS_ZEGUXLCw-r1jC>F~^$Qwl3;)#|mSNMa
zGcTGga&XNVZ&!+kZ7mAK2rtQ9ImHI%2NWrBU>%dKaxG98JO{oRFryc8-|MhZ_lm`v
zoQ;&p&5Ot-RCnvhD7qX4HYMy4<@y9FXB@lCXfPh99(!rl&TQusWq}oG|JI?|&K33*
zpoLfUD&|F)m}cf_LDHQ`>L-e!0lur!d`^~Qs!Up0S1#t4muhiX!FxUu+QfbBfSl9Z
z@vNL|E$x`ftzZ1I`nTdW#*F#p2w!7RC#LJBPp}&0^qt3M_Cq&-ZL09KNonH^|EJcw
zU2Of1u>pM6q+kG^--f=p7}7M$w)O3t2xL|vWTVU_-85<K*8ZTy4JqOy+Z=Q6(hzV&
zSo|5nd!Nq=ZVBlZj~H`Z@^%L~-qf5kfujCSp@SP-wJhTC!qrZ3fLS1Q;KaenuOZ5u
zNn7j2Idsp?Qb+=kGj3kog{6a@*Ksf6ODZ=frmPymr^Esz*1Xm_pS$Lr13d21+%$8{
z2cA|D@kpX1MvTf&JFGnY@aB*ri^4`-DsPfw?L%6w2+*Ef$M)ecf2N||e61bSmRxP|
z{e6CHM!)9ok{$-x!y5zu=ZIuG(X^P`-`eQ`k+t{PCS+GHtqkQtWyk9A!!pIplQ^AR
zjaP8`KMw92n>)xj<xXv0S}Sc8LN|L5f5Ry<i-2=8IVsu>JfI!>YK(eoE`A*j=EQIA
z*+`LI#DwH1*$+K$9Duj7QPkx)js}``diAPGC-B~(+aprX8Y~1E^0h6o^&O@v<LD!q
zxoQ`g!Pa4C+`mU3*rDm1+W?D}W3_p;_n`Mip7A1cH$o}WNI)}bW*mIkTQ?<sj0%rg
zY_bvl=07EPbIh}2waCJ*ps#4IThBG1?LQOOt{<{*TJ`6)-b-!LH_Z-Ibe)Kx`_*1A
zkhuFpIUGCC`z=<?KeP{yOPD1nonkDJa%uVn4r+;bKvPSel}rMy@zw9KUtT|4?5&+}
z{LYem33wK*kKo?bZ#QtUK3f{a?X8H($9yc8*+3i7;g=!QiqkhBq6e^dpqRpAUuY8O
ziqIGRHW51j7r=NH4n>M3yBC2zdDzp#MYE1>pI7MDJO=9y;*o{^v0B}Y23A)1d|5w1
zwk_;8Qv&3)?$W2-i`W$)QQA>9IPD@EeNB~1m>PD(-blnYk54Kf%9CszPr7Nd0E;%i
zZMMNhm90&rk8e`s*k2gb>zB*}2iy6aeiZNa9ThDuo#(S?P#MUb<{jG|uCcN#dO??O
z$+@bjZRXVpw?SIEav4C9F%<pPzA5rwu07=o)Duv@01Dons&*UZ?<@sdT{gkDdYB@7
z-W=!e(3_DGd!g9;uyuUde64f1p8Trej(EJpq`vl~+=Iy#iX4pn?Tj;wDfDLh+Ql42
zFy-pL`u><tjk^@6PvXGe`N@|B`po9Q5!tVtZy2Q4f9PI~fiZ2x_8qH|=0ddm_8LCk
zQC^2LhxT_=I$VXQo)kWN!6r!aHoUI`tNaB=q^14NY54O0?}F<8l#K5Q#t$Np0|2~=
z|L;O*26~2TAI}_J)zq7wwv+QbZ|gA))lNGq;KG**T}c8MOe=L#1T*Hy0HFa2E7ed2
zN?aCl!zV-OKC~<IDh`89SV)36id<lp4-`~eLDA0Z@*oz9Rw%1tq3&C4>s^wy-=5!{
zs$F{bwO1JLn(mdho|Y9pO0-H*<E&W5=M(tLn9NZ5^mq*C(E>*9%S+f_tSO;gg|-12
z8Wh=<o`!J}(I$p**^B>+u5$>|g$bbR*z?A=ZQHhI-q^Nn+qP}<jromj+jjm`Dp@3z
zeQ&xKy|{JmJ(p2DCQB>XLCvoJI;<KUf`9%i_r+y4g!b$qt6<7E2}c2^AB`A#ay(bs
zj$b_YkX94O%j#y`HB*&MxcrOF0>tG$hsS3T_^@RV>A#<*n$5rG%)xHc^^E!aj&a}`
zpRA(I>^1Woj2}iHj?;M`jBEFyO0>z1BogeRN!;k+NyuxWNzlI=<9eQUaX$3tN0ac}
ztRQ)NQ+E6t!{=8DzwP3~_xQx+o6E~w<@$}StA0AWq}(@5uyPm+bH4<}dGI=Q*C~Ni
zjCV6N%h8p>(@Q}kzsgf|2}a=kxe40Z59B$FB^Xl*_Qs#X+2q4&RS%-yTpVtZBQ1o(
zYwso%oF&i1mlu|Z0##Nr*BkW)hMA29ta9||FueYO=tn)$*u=bOWQW%b{BXG|EAx27
z5kbA(?2q%}yashV%48TztkXCgr`e69UNioi^X+Eg>NlF*kLlXmUG{B#Ft6ap8uxYR
zeK@|zayY(F>R57f>UeY<+iL7}Ai3CnFdpL{LsA|iF1DSr%+;M9wVUnEsT3o%wO1rY
z5v3@Vr)WZ1k+M;)zv6r|UGUA*EZ#H6DH3=B6*>^rxFcneE6Z#_<04DGcn!$z(sf?0
zAvl=tQ2gh@tqs?cucW(rm?Xu{kP6&sFkguQSFzFD^kY`=<8ELGf$+JBk}Z}p18XJy
z6HmG2p2X?2S?hSzCg*4}WT<qFpctk-7|@JyY71b{!ZN*_s=?ts%$+y7Ryg#06hN(i
zYMweAKi7{YQOL!R@N-e?ar^Vw@SCNU<9`FKtL%+&`y@)q^NEYrx4Rc1Pl*fh$9V?{
zIfDgmmmY?!PqE)qAVpp7`jGbk`2I8VOB}vkDBLsB%58!&6=oTuFt>&=6Ku@`f(5{>
z44&p!N0?@gZ^Mt|I^{`jm2SK)8TCA%8!7n0q~i87d>Rce;&)E~MDc=FG4A${{wk#r
zP&cD&K06@f=AXyef3N>AnDA|)?%GCS?dpcB@p}8spo00(PJeXHkx})C!=DPAQ6?}J
zcsS#8`s$kt+P^K)bKw^=<Q{4Y=x@RpYKx}!S@t-SSq_TsPuh>8sVs<wOBLk6lLQ7;
ze*(3HBrMg~WNJzGbG=}awpj9ec(V&rLuqZq#b!aT%QaNOz60TiknsA7^8Z)f1|1!>
zIVT#3u+O<wPb25n)}4ED)K9dfx7jt`w_fA&)7GjX0k-pAZbA7@H-GAfOAP?P7Xxl!
zdhHy30rls=8ve|G7qS`R(p+rqa&Mbq{DTR)>fK6{4+67)&3PT@c_#%vGOMjPFdc&x
za`9t5?i1PEGqgntDGtXcG4Tr2DesqYyL?mMK6v%>iaT%ineCyzSr_ox#`#=w$3#2_
z`D4+frZuVWq&|b4DTu6atdnB^YMSE*nkxXcpxBj>RLV=3Q0CD%Mc+fs-7V%F#*o&4
zs3@$41CPbyucvoLs<#oC)9xMV&GR4czcb=pE18C+&H5bI0I%tZd`FLg!g}O`*CEWA
z@JGi}Umm#!@7n{Z*Q`}3AV>C*qzwV{hU@;~ciS(iu;99PmOsdsUi9Jcb<-Ssp>8i=
zd~9RU{&mUfzoKo>evyajNEvPpLEaXAF+?D`j9ENlGMC}Wx?~$Ch^(Qr&}?lO>=k;l
za){>EZ8U9I3`Kgh2A0_#w`pyS2MKb6R^~i=_<gNx;j*=;=25%p`7yUYjqZ!BKZZd?
zCebRJDDti^?e7VX*8Q`Q@=l5QtknU2_DA=#et~28_lVEVR+{kxUld&jA6GtS5csG1
z?LqCH{5URd;(yZn?l`{sXvQ|S!lH!?N#^nLi__~;mdWhYls7H0p@<mE=r#S55S$B%
z=yACS0wYM?bX<`OEG5hIW2*#H=RK%lG~u9m;~m2c4Jmfq7c4Nn*#{$_eAthZNP%y*
z#3`+-=d!q)+qtukoO5m2hXDF>vUoA(GXMc^`r{lJpic84#v(_EXy$d?&eGoj+Xko_
z&k4^@Cj2!8ADY^7aCZMhYVSSieI1EM*Hvf`2hY$Ga5a5yalGvmSDw#Q8yfOn+R*vA
z*$2CtGjvVNL&8(IYqIx`r5#g5NO=0Ys(_!)gcD>(_%|X|lTj52pnaBNc#%7<{G;&h
zBcg-vb<W3>2<<1D3gepbHO55Qbc!S;QS~gdmE46?6cpu6*<UJP3&aG2Ek47+b>_l0
zG84d$Isd_x=pQd;M}X#c0>Z5FWcAMM>K8;`UrT<y%9zScw_N^XylrtB1e`oCAEPp1
z*;~1v*r~Q7UA*tuspnNZqS%+CeIYgm{po;rGZ}yZ;PF7O5>%jFNR0@)27nttkRzrL
zt7cXg4%QXsA1(M-15E@%#1?oWiAZFCCvwUAv7pKffw`9%^xRun8_em!C5FX%SW-FQ
zQ?waJwzSG1q%0{F<uJ?LfhVG54aHdYKo7N`bP%(NnT=i1@4Ihudg&*b{2{-B;G!wh
zNnKyukuCn#^&y<+i26<ajptAMO9T0{lXL3x%L=J}b>O&pdwf^Ff9v;5gZq<qcsI5?
zw4bIs(8zYGD5f721@s9UC<QlNFWCiDZ`6U%knTg%(f}4GVFr#4$tvq{g|nBddQrVj
zJbY_It_BuhHb5eT&bD2fVhvI?7zC0W7OJGE%{8yhxnDxaiMQZF-E}IH!aDSC?}}`v
zo(q<<9CD1c#Es}6TK`UR2cp<B<)DX#kv}H_Zj>a*?=~1N{W(;u&sB!b*RziVqQd)O
zF^9lM8_q%EgmLDxz@mFb=K$h1zZPl9k2;*kzMB}|wfjAzStDE}=X-=+GAB`G3nFlD
z`g@qD_=$$8ov4C|{1zx2iM1bP6o^FT&i0ehmuVusDksLltS&$%sTaxTAM3$bq#-c(
z2?e|sj?$)BY@kNwxbt~Ki}eNPtKwlT%%d2KC2Y6Fl-j{(BBzn}b^6k;odIsv#f(tN
z7~o{^maUxIe~9JF1Mk>_I@t2YjF*Qa`}*rqg6WAbYVKU%3kknvxyG??zxvA~Qww1s
zyBF|Y%7Ju$3D~37877^cIRxei183}Jcs%rzXM6gWKdy!`Kk9}F(c~Q<vJUkQWN;^M
z5k+KAN8T&utXAZA7Es~B%u-@l%>>7#t>9z1XDMe}W+xd>o8$~^d(oulK9@z#b`fYo
zX-<}0J*S|?)WXYR&%6$uPnSjYDOLCBsK6KGd0QawmzR5W6$t@oy7BusB7g&VLl_Lt
zt@q3D@IjzRH*e?sB$Rps;D#yxk;(1F^1JzOC`jZ}VQ2`@hYJ9wc*CCcjMqB3`kV*>
zWsO*R@jAWr3YxqrDs?AvA~l0Pc}6_xLb-J>3A#lXP-pWs<lK$%2g>nb`_Zj^0dgN~
zLUE`(LN~2Kk?JEp@Ca2`k3HwF6ygJze(aJ---miF@{&SOov^2g+WACZK%b<_g7(iC
zIk!G?{Hh_b_|<cbuKUB>y8PJom)kI4G1lS}Pxdo)Y(L2aJ;(jRA)_be^Jm^VyQ%aI
zuY<p{MI@b|0Dc&?53g=#!~j3_j0lOT^pEz_L_34BdpPfS0D*gh0cI8TSiQR_2Lv5c
zs?brM0SbQ|RAT~)A@BEd+^6xDG1dm%U`;m_YM>Rc3=MEW61wTAtn*BvoSW^I8W=Qq
zyOC*p$F@8ZX=R@Q9!(kK6OygSVy8Rx<7ZDcG}Yo}zBdxi?EXDem>pP?Hi>X5O#e6q
z0k+K?ys6)f_1V)`PW_%l_J`^(Wpn*$KRC$geFt6pqDDUZn{ZPd1qv?_h#~G=PFHeF
zN=;N*+Nm37H%ACZ`^Jti_g}(BmyFjd)@-J!cwx6Pip?cxNrH2*lAx2#%H2mN2)g5}
zyn*Ho@Li$gjMBrWS6q{L($d;8&O&8#a~eI!gS8ne-q>2tUaul86s~ulFYAF*X_Gt&
zC~K*QL$s<LTd#kd{x6K=*9`k5zgSW+y|{w*v#<!<-q?K~)(RoUZ}s{!yWWySKQItC
z0u3RfZ5vN0X_-m<i5n<_qgVam@jTuzk;nG0hrG^NopbLm`d5Q|b>A@c_d;fiyPxc?
zU6e7E{7vq_ZSZ@{j69!`Rc($0iA1%P5={wk9`LFVSXZkbA~=*7ePl-RZMupyN^V45
zfnz|uwkXN_UXI;KdVG+jHcVizA4_gWK%;+*{x*w>uLPqXbj%njypX(m=jwN`+2b|Y
z&z?4qf)Z>bU%UM@3mCjls?<rakb9Ub)e+5!@v!tDK|tggmOnH*?y4|7RxbH5>g->s
zy(?3=zs5sq1~Bvs4s{;Zd*=2}@n71w2jnv2J-FYb$dX<H%d&*}cqK&jkAp4i0I?n$
zhf_vIfiAU^_-e?_tAR%#Pp%_9S`yoLt78oZQzxn{Tc+W5IY!Qb)0*&A3eTiGqxiIL
zZxtPr4Tu}9?8h|rO7Z7?DAdhphh5R0Xr%`uyzTbHJAZ4swKbE($huFTzD7$$yyO*3
zJAuL$nif50G`pWlB5F8_5qO+Qo%T1y$hUgIw?072pSXv#G9>J_A)eq2-am<3oaErX
zxQRhreK>LMzT=GvR}x-xBp)Frbm^)hmR#qX(5h+@`#@G^l6qzzRkyL(YbX+BnA{Ev
zxgxfxfnr;O8<8hn&zWzAXrUHaFOCf~IceIBuC)jHvGdtvj{?z;Wwmp9<8j@pafS5G
z6aLW7$P0n}0){ef266jdQArl_2hq(DD8OzctjyFG-DK9y%uhv}$E{bmKh^!ZIQo|Z
z^$#;#3COs!lU2M05U1ioUXdp21M_tUDpthpJZ=1dg9=n%kt;9W$vs9AMjPhG**BMx
zLjJT>8a1(!f0e}XqJyM_fFU(TADA<?2Q?63#-eI0AIWZ$sz<%!3y#qa7N%RtYtroR
zv5a$d___f@{F`br`<i2hezGA|5wiHTf-v<-?qCtkEPu$({rxE)y$rMA2#WU&7<C3t
z{fN9{>0vziKIoSHa{uPJKIwl@AY4ZQ%NN;spFRdTIUzg!J<k4m(>-z5Ht@KRH=~|F
z$`+Q^g9`Mnq%UwxR!v0p3GHI!(XA9D`MXY&0Ph%xfHzFCzwI!9tXn1$SA3h`dZva=
zDk1y8RwICxL*8|IxNs_VSwktr$Wlrfol^=7iIgQc$O31^mxL#^oO-n?(9doSsVX4M
zNQEzQ&yii*P@hhD7HXK>9G^^STVl%lLxddsy($%lQ|J0pbH#nCupz<B_0z6wcXnuh
zY7*hL`B<-rpd!^aL}koFp&ntuSk2T=t`@!LoSa1b074}y5YgDDnI2sQOTr|qRvHCH
z)~MN}zM$1nfS%r3ChE+^tR4q@e-X>dnvfEAg`{&U14ePyM*J2R9kN@RRLRHzh_D!A
z=IF~qE9wO3p#<PjfRQ5TOTd`_X6Od#5Q8G>CP0!WJ0zPA=F-Lxj&=I+%7lI0-WCh{
zc_5%Qp+;W{v?q!s5u!J1$aU*>I%Oc)_N$#zV~R-W2eO-$hah*wt1SO>E!oS9O%kx4
zi4X|!WX&`5Ob<S#5uVWXBJ7ol9FncQq$qWg`m2`ocQTp^ic#3*w5A5F;I42<ecI6~
zzL4p;7B2vdt%2jP<v(QXv1X&5$RZzf%OLd1Qu#I!H_MaSXW?B#9yGhz-Z+0x1bFGb
z@h;@?lu_bk_lttsH13@X-lU#*%&^EQ0{h$#_U0ZITh?U4Im}fHIycu*3xVnaIZ@W$
z2A5Gazg~@S5grY&iim%~)*v&JC^-zv<OJ-@34zv<2w9)7Jn%Q~=*q^+h{Dr0d<$lL
zULMvWNJq*ItnRUddU$T9FL7gp6Yu<j1>hI0<C*O_zfQoy{7W0m^lbL_k<_`pev9L?
zZ3Lm)5`mHA!&SG};P)&)!LZuICLSTm6NF_xbqK41tz*#}%vm>LiDq2;0!BqtjQSZ8
z!&(y;g0-<V$m3Ja*Hkg(fG7)~El~?3BnsId5~O`g*Fw25tK#MPq;Jj%>X-(zFl~Pr
zw2^!_(xllMLvMz4IHr-zPit_2i??Pb0nA<^xQ+XBpHAjy@*P|ib0ODETvfLOVx%<f
zkcEN}IX8*Mq(TJ@>cC%WAI^!2p<I(g7eN80gNNlWiNz*D$^?gzl$$jh%cEg&9VV^A
zvFtG2i^^!`y`vhzp=O!G=OHI+u$X(NHr96r$}`skcoef{F!oA-rfl*MK{EUuHR(_z
z4cz$Xow@<g{3hmvNRaWCW~Er2hq<@2QzDI10T#O!T@)oCIe1tKkm#Yk0|mHHaV4Bl
z!YOAaaz?@*I7D0}^^WvnIZH8RLGFZFn*7sNU`4Q4y579N0!O41)ym3DGP#2<jpJl6
zTXYj3oQfE1Yj_?s<H%<FXR9=lVVXT0EcZKA3G@xJp6L%!*D?C_#`hZ9wVf?m6P{-U
z0!H$i;GI9yM|5t*7N@lAtWMBxg;Ghpoftx}>RGx~y?>cL)nGD+mBPbdSHd1ykzdvu
zO@<yN$X#cmHm)uV_;S0FhPTSwSlUrqP_&Wc+nCT4rXokavk0VTo?K#P7s!s8-Zve!
zvIa1i+#o=CNDGV&#ZXkNEfmei8Z(I2heM!Z&fp=2Ea>j5RH|jOP7e7ESjkPf<Vkof
z)kl-wEoCFikt-+3V7!VJM=qX~kuk>vIt1P5>L$E#3$^6@q<S!N1KrpQN(J7^nm!56
zke#uxf}3z0a(u>?%z0vmTkD3Ms{W$8JP4xygD7^uY-T{R4u*yiop1CQ0;$GP*1Y-G
z(!gEFl_s54`c6(mjxXB^w-?ivk)ewn?I7NPQd6zwOG+pP=yEWSvR;V<zJOGp9St-6
zqYQq%Dwfg`mrM}%4GyqHLg^ZEY-LH2$TF)r6YGILzj;b2TPYPWp4lOtgS)AU6@txe
zO0k;IVpHB{vqC|Qb0f9zY0awAib}3A=AU40AN5m5Ed)9eE$BlYhvGwd0Oiteqe|6_
zv<UY|aJ5{KDx8*LihZ0Ltr>6csN!gPU6?^^TZdMnh9;>=2hT~;k!OTT%YHuh+<$JA
z6f43z0{T*n+{PZy^Jkfq=O83Sp!DU)E|7Da88ZIeKRe4~Ph+W?4{Iwo;+_VhRBm%Y
zW;*2!%VuBs<Y4@0pbOHW+$Bw+fQ}c%ql@~wp&hn%X2tN!BZq|o>X<y1_Cd_DZRhfv
z_gYVX%ycuZp~|p)?_O$ey|%)A=yjf$I{_rJ1BG0d8o!L#r>p=9=K*FDPJpZN07NLq
zC0ceiGdy|bW<i*z8^*pDIztZ}1L4F!34#Pjf`io|>N_I`VI9AGvUf+f%=%V4+ngmb
zBi?QQ@;8i#!qY~S)jeU_jSXvfEzO$?+5AIZ@wBFS0Q!?W^eL`GDPbQ2Bgs8_LxoqU
zRpuasD?a0~>Fa}<#gE4yOgY<QQL^<bKP0IorR^6{=B=KL#{`PF*<wEvKWBs@2MsO5
zM30hL%Lw~4Cl+)Qb!M?D+>u_n!)?LI1zY@7Hz$9eLb4t#?OKhv?DJZ`lkyJC0S00G
zA`3tbS7H*)jC-EV#^Dv0$0b;P83f)#5sTu6z35xbUZt4_PaVDf*Q7RMm}LUh4~%9D
ztFv*H5u)_mRSA9uhd}BPu=7KbTof_f{%@2I7Tzheg+`TfS|OP{lF>-zyml~5tB&0X
z%Ko}>zK}BmZC6$$@j;p|QnUTHM1Vjnb`qU;@WA)2>IH9MNK_wEo5A>+Vx$`GAaMuU
z&*L%VmjYs@lVCS+&g3kn72?axxj6|B9>!o3?4pbis|>#8HP#Z}5A=-gH6w3Xx?y&U
zpO`qwQuEMd0E4FKMcCIuGFR&Hm=pC_f^&`0{IP|yf3`E%g-gDoI)O1W)41$t*Tjyb
zd3iX(^!bm83yphQD+jw2%g*bIt}S{dLq8uAoukrUHPQo0t&NzP#hK>ltmuwWklV3%
zHrOaJ7W;F@8FBHn+Bgyk`b8vJmy}$qh!#ae+Q<k%r>k|}Os>p3uq<X=D9p8xHJHc#
zK#IO-2&}MxjlZ~YMgX!znTb=gBpi~w&u-5)-GBXBr3Kur;nl|Gik9OmQv4y|3+fNe
zf{&hm8ZtD1u08Qm%TQ~}19Xz>!>pj<<r7BV5ZldAn&&LD@>J@g<NXZI_5VV?SG6(i
z2wCkMeSuN*!!iyBWSlkl2MWpAhqq@Rcx5ph1miy^d;><4W^w~-)YH=;3pJpTYp_`<
zQa|v)_HN<wm2pn4O&lBDcl+dCXI9g8-=s|g{L&s-%~L_{KUa&In!8E+hZ~1noop0N
z$YV&#3Okgb%6SB!{`XVqi|f5E6`G1^C4s#Z!*M;{nv22Gvc_`L88H34E_&c?$WoB|
z9(y&9>#244EIYg=)g4i~Ij@Gq=1l{RJK7$*9F0cZypm*DTp=!_VbBm$9r|}2$(nEc
zT5iBGO&6^(Gl^s|7QsoEQlUl!W*;)9HsRP`Pse?&JvftCV1%D6b!9Eto%$pBy}9)$
z_9v#h|EgvzX}E%`SZNUyu66R}ICdFDx3f2fB%8%8T&$<v%vT+~C>*2bK2$2V(WY0b
zZImb3mDfX9uyCyX17S0iMM%nyc(m5;vrVgqOlvIPE_cROv)2~dliw|EtP&(^DNGoN
z-9<mN@!McKu15$N5-tWldZyMF6Qw?{?MvEr+~Q~}u-x4U^~EP8d;nA42!I2YzE08V
z^Vt*b{~FcQCvgZ5HLr|B{RwhCrSD$0F0)42%>5$Vj!+$FwUBdUbgvMxb>N!o9Kbza
zanO2a{w6(hsdr5NU+Pqh;o**dWQ55eVnrOhK3K+IH2cYxd&pWTOsaFYrJp#nRW$SJ
zBd)hgP9Pz<Sk5S>eV~yX;h1&wYzQ7S^oF$i>9kM2j%hhQP#6vdg1(HWFG7p1QEK=Z
z1J6kk(TJu~dEACX%^#IPb9tNVv&{iyky#|utKuM%CD=d*?Q+D!L&>^r6YnT`3d8)5
zI*nEBmoS6>I5K8JaA`&T-&lz?^F<laB_t!ymsoUcs8>!NwX|Oqn;&CCnbz}x7H#bJ
ze3HoZx)-P$pAPqorZ<~kl^6yZU!WfhHfN2VB>PfziytdRZ-S4Adw&+-qFac&As*o~
zZhaK~qG-Awm@Uy*hiZtO1UF~?=rj>P7{2I7rJpzTc`SY<s4AT@4G#`Xk4lbNV$4Ql
z8d>tgn6t%mb|Xn1GxXWGk0oqp>7RXt$xzOAJyOjo;Z#%)HNjd|y@Il2%$x-O72-6(
zUR;!r$!>C`H3Lh+C83(|ZuLmu%K|Y-Xsa1#=kec33+GwON75eU&Pj{~y>6TMLk2p6
zo4YMYIXJ8KSmJ#h+eg@~hdoM3#8Yin`SM_*u>Gpso$vui6IDv&f1^Ih`2MF)?@gX=
zDQ~Pc=PopPSDL*wYCCgP$M2)cghFi%vkE|AJMxEC#5D<c{Poo_2-cFmx{%Tv9drdu
z8+Oxup`OANbR*ks5lqi}=G@qjEuk#c^?=@_#tq`69JneABt!t7IM^bf^)2QRLw6ca
zQzK;R$H{6D;cN?gko-gy;7-=<iIpMw;|GDZcbm|eR`^u<>vr=LM~TU{nj|oV{(@F>
zuX8Kv@9+8cw5*I>ZBG2L>-X9J;~sQEx9O$#XahVnQg6dVIJbo6j(Y4FL|oIZ+%BI-
zdN&fp?;X%!)=@q<{GHB*yFdYvu$=iu8;BeswK-r@&Q$HbJQ{{`;X!A~DJgxaoz-8W
z!0OU+h61n2$?et6zo1CxI=pXYhhk&DXlTjQvOi!YQ_X*7z~do>Oqs80l`fn0=Z75U
zX43RK(z#llyVwM;lv0bO{l10q$epp>$~3(=<Ws%7YZdKCy2j)^Ps`Csm+zhmPOsbA
z%m=18`Qsc3o^-K4iB4XUuQg3+a{#7}Vv9>@<hXIWau#a%sidtit75p<=nC^xd55Xe
zjPJN*W6MRP8ESq3Gt?s52AsLYa&k_*ZGMv4xVsPY96u;4L$iWTMyE2Zd*%GYh2<y(
z>uSxA)^W^0>cecJB%kY30eqfla~o~Npj&f1H*w_qLyO3bpOy8GOefyxGss{YyMZiZ
zN#oz{DHoimur}%15009asJ|5|wGA6-7z@Fj$O0TARZ~FTtfo@iHqkD>nbXah3o_@h
zvOlGJHdJV@QqTV_QJv|`$L7m#EV0~Mw_3}qATKK#DXCu+2?k*KD<4L}ZM#jn>G(Q`
zP-EvR_uH=MEM1ZiMY2nm*pP(gV{#-{6cD=)K3hDusyo6@{6h_>OjTtt)xIdPHL+F<
z=)k@lPGfE;+JBOf!Y*7go%B*)KG*Yk$<PWpvTKQ2*<hn-XBl9rZuVZSoMWMy*g7*e
z#Qy}n5wuK4<Co<L(;-qR?9hk~wWY3w_O|Y|)MB&5npT;3lsq$?h5lEpVo1zGp9+~I
zyQR1`u4^C%LNzdA78cm%L#AhvE3SIiVJ*xq?C!)*+va9HkudKO66(9{l@+oqX=@3!
zT_fSL3?y?g-Ju`Pk3?o>`g~vUXWu+ww&fhAsT-U4z9e_*1hcwTfXdRbM!!CrEV&Vv
zvF5g=v&)b!w^3I)g}73%I7>h-qi>0x?Lg&T&WZPfpV@gGxg%@4)ahy_5M~z2F+EaH
zzuf}XEirzd;)eHjzZgsT@JhP2EKPTQ;$X0skd6tRDK=NN+S(a%s-)E>9CoR4M9y&A
z6-H5czxH~Y^{-|T^7K8*0?htSHF@ncd&7#nH@H*@+<%*+9rF-DoU2pS&M=J_CoQCH
zR*kr5HwFp5Q<qxyv=J+TTq)){Gm>2?A%H*Z-kK0FQedl1>X6pr5>QD&{zbBX4MKo)
zv*zG;t{`U@`_Q!qoMdxztS>9=*V)t}(5lg0!^rDkG#ao{!Z*W`YtrHK;NO_#{Y%7b
zD0nkEY=b+m7c?32F>uHQ7x5kIWzKpLtF*DrA}yDi7M>z*DCo<(RLZ{RsMURnBFP$!
zXh~2hT7$J6AU~HJX+qziYJFdccIzX_bt1jtVXqLdC_W*R;rg@o4L$#m$Bb#&L~qm4
zfvqc_#VexZCjS?=CfJ&MHggk+c_JMn6F1X}v!ja5Eu&xPDO{nbM0~RZCIp4adHz(W
zbaNMG;6oMHG&I)})AZ`aW3-tWBUUapg{?umW8TJ*=C?lRo(Gl_t(B+fjR$D*4N52-
zI`;vCZl-Kc@kefSZB--HsqY9CFx5Los-uZ=n=GI!OQIQqDcp=6g_|Zl#B3IZ#*5Rn
zOa`ss+w4CIVR2OX3fEFL%zSXXaiA?S=UZtzC8NKrho#cxXd68m@sPX5>gj;Ju|+#F
zr_;85i+0vtFl!a6=km4?Ix`|WXU9BAtoIfmgPicxw02}Iyw}y5jw@uY&6$!UZFbFw
z^LqlB28Ij~2ZG^ZM#v0>obZB^e*BHB?0_zMnR^c6wt$t-D;8dam{H8p(vFc9gD+ev
zdeSU{UC|+nCnI+Q?sS(Mi0iJwJ`5v17fQ&_FE>I`%qErAfpC@Hq<YAuMW1_k9VvrJ
zWhqN%i7xRD?<Zq~(%jRDX&;X1Bckq-8!7!a&fgJ4&0l|kQs$Iz1Xtq9CLOZ-H-%0T
z*u?<(si(>*q)XEicTNq_(}4CW=eRXO$E>`H-YhvAGxCJX7SnzqyuoFNtK2Vt!@1dN
zyM=pOQF$BVP#61kP5x|h83wJ!bD{2%M00)~eOPf34X+$o1p2aQiJzcrZxW+*f($Vy
z{#*rZ-3(ivtxi{|RxxNe%Yr6!BgUU(E}{L_)RqsrJG^vcY%+X01xj00cD8t7xr@yy
z*%rEn-Qrc3u{J~8z7+hj(+1Dc7#*ouNhjj2mncnz2GU-6i1v7kTL}Hyl-XWwXxbV_
zZG$*35uzbj+!!LBg?=>PAVpT%LQH21^w=1Lv5uxUD~MjmRzd;&b3nLt@TQ}*23PwS
z)Dds>?5Ol!JAz~G=t&vg_j+UMP+WfKAlU9`sVma%BnC3G1K-sV2I<oBtLc#U2ax(_
zu5~LCr^QSZ=h&U!e~{jXsx3V_(U#eSNk>Y9vkA~N{m|YeLX~AQdbZ3&gn|s1CpY9~
z#*FnoFnp@|hsklCDG+Zg75iPm1C>j+65$(jn7ZaoSI)GoQdA$Gxu12JYI;&k+PYy~
zd+y>@DISqj7qUiNuAjG5zGCI(>Go7XFO&z$4cmxkZgrv-F`z7I4X;t?-`dpW(!@g&
zT2X~>`U&eQeS&MEoWH_n3?yMYE4qR63K?Om?!o}v8C({ibn1hd?P-4|H?lb%E4Q8U
z=8AuwF~@R)_!qI1T0#a(4MbVPTe(x|BJLQ}gyf^r>c%fte<H=sDq?fN3SoUEuNQ&I
z8?{Y{B6)0p0{m|$hu)i~p)eTCNX8VhT_rpY-pVC8id}^HYS9R-V;6;8!O2XH{7%GC
zAwwJce_y3AWSbP0ARI4$o&~3AaiJ~<aw2X4I(H<R`;dPz-XGbj?G)BSq;BGd;C4jz
zNA3HaBIxKZJfb$zjW4?;+OvbYHOomJD_x4NkYsp$PaSSM--`E=Ig$@8Dta2wjX_lu
z@ajzo6K&}H8|-~!ZbvcL|Io061vl&AsJ{TSr5aNj@o*kVYHpXthYa{Bc`UyZloK@F
z7R1ARs_WQKSfenV`2mzaOtI(ZG^l)=#^#lLC)!s#F1XY94}Xm`HhY+AZi+r1Qn0e;
z*IIbm$wA``84N^N850HvhDS!V`!kMM%EMce*Rb=A>Rjm$P@bAp=48o2jllLNiNaPZ
z_bc1*68m8hH#@G=6y$9pq*&5xwcKWwz<z1L@@3t~y$m}$O{!Irv?h+C6R#a-x{S`K
z#HJb9R8(L9oEVO3KXtMXT8V?>&aIzGOi@9s%DgDJo+%JN$!}ZwLdF8$$rn>reVt?v
zQbC8~fzbreEr#0`UiFHuo<Xg=saH{jaR9eH7^K@LE!>`4thC=G!cR#ZUT(AEl>I;Q
zKa|_|s@`^s<&b$!NI*=9P>W9z6t*HiD7DgO?B@%GtI)NRqO+0B>t)X&=+5?Ax@l86
z2#ZP9-uH90#J|6{zw7<Kir#Mm{~Mb7f3+_E%P{gEGWUN>JpcbQ|F?xiP4tSSlphEP
z%j$o_cZ~njLXz9->7zFCF2MgvP83K>L3)Kq{)&t~lLMDciD)2*s@S#{1^Y=YrHMvF
z7%t`*N@&%(5+q%tE?6tWW;eDyTTZ=FT4%d#q+PwIY)$4Da{K6a(rNJdd3$;}BFFri
z!^JYoJN3C9Hz7)0shX!ut?k+;St<XdjY|D2>t4FzI;t;yT%p(IoL*R^L0qZ4-E~q$
zC`D4~gjLDRtgJ;wvNAb-x6i!L+a1$lO+m80?nmlyF|P27W7O?pM>$N^wS|_cy4u9_
z(37&Y&O+ym=ifsx&rZ!=*%y2?Xb5^V*hg|S=twa&&XsIxGH-)bnMX*1#`i5*u<_%<
z73^Bh$=D@RV@dT<3Zmy!GAKxP;nLo*wkD4zg3`2=GS4oL$ww=V%_l!!BrZQ8clTtj
zPma*@Eaka3WIr)p^k{lCnAntmcu?{_>zac)Y*-<qre7Rg+(*9Lw~472b#s=|cs+^z
zwV~Uus4;p>juw`EEDJHEGEMc6k|$z%G|a@z-1S!+5N~2)n;RpWK~FN}M?|9kEh4_6
zOH8sjo0?d~FFe@swl=9z7W9(6dG{(Lv92#zGEdgxq>D?FES=gnjB>`WBw*~FcgB$n
z6aMD;tSMoF?+^s1@shAF6er2I3O)*`_uTU5uqg0ZRUnJe?GU%)GERf@uab_@^$jCf
zX;xh*i9?0i)N$^;qJRov@o$QiuqZ`|p`*gu2(zb)+Q?9~Ox*I)X|$oeo|HrERLsY~
z$XY6W{O-G|d1ihdlnGVUwo6OAb{`+NeVrV?$)6hUejOi=N0=H9(D9Vla1E1^>sS-e
zvyYX)_I}}Ax49p4dM>nQ#@!~8ZM|f$)@@W0FE;MRDS>q){!*&y!sY|!{S}t==IvP^
z$djLst9ciad{x?-EqVEoLU&M6HF+wnnqCX5{+2rPK66p2-=RmiPD!a1%{Fyh{g!WI
zM#a6`9AREG;h0=g8JkjvP@h~T8JqZa&1N3<6c_hfCp7OS<X>Ntxy1SLc1O7EiEvv~
z*D5w2c_x3pzs%Nt#3L~>eiAK@#p{#CJbMnAc1vCmuP38lm`Y)B`;RpL0>{Xs#+Z&%
z9@TS5n=|&}9XeZ%%5yeeS}Do%l$7_|6J0+cmFRi-u@;V}p-*3)%^~{a>TTEIWXv;u
zQqAH`{nbv~hy6RXoX(I^-LCik%QcLmT>5VO;9-d|0xm94aPeO)i;^pDs%T2~;y^oe
z()@t7T@Ho%)-r`IR;6$rHUj!;h60-JC68WVi%(<awT+sw(*AW^*3=G2QrqYW$F6vu
zVPq;sw^bk2h@y3{qzgBNZ}&dw>Y#@1p=ZY`ZJy4mu94xlzNVR;n&ZP9$<aN${`=<H
zmO49SpK|@A-Gy>Hrq}fK(35wau0IWY$17R(ci@mY>9LQt6XX7%>p&rHqiIjO^XX9I
zc;Qw|Rr!}Tq196P&5QNPJKx&W_BN?XijJR<=QbS0KZiAfZ%u~2gTIQ&%O{1gQjO*K
zEblW@R_CEkRtG!R)Mm<}@H^Vp^vzVl#N!s%u)Mu!M|>CeIDt4m6i&Y~j@-d_{H`Pf
z71VYSP2lK(_0Y<cMDBLt(eIT3%k!D4aIjy;y%@nzTN<9^x=~%TW!BSa>f6?YPR=f4
zzWX1X`+i=gUE{o(W97VQRc+&CyTDDnhJ=d`4PIu6r(M}RMHNfz4H62Ci?cb_HjAE-
zvfZ4_&R4A#HNyK#bxbc^vg<RsaXR-Y2+?JNN8Y@zPGzJ02{gh>7U^Xd6TTQJV%%?e
zucdYH?zd_D1bF%IVGN#c8=|8Q?{EqJ79omz{9~*i9skT3>vTJbNW%lY;gWtwB<ZP1
zpUQ<DR|f)q!m(}4%A&hc;k>bG>O9L5YcYZ0iDJt?G+&NS_?teVIsrNW1WW;}JYgFw
zE>>`B2(<F+m(PC><6jM6f4R8~0p|DkyRuURVEWkPw0-Jdk}ejAX^Q<mLueX!u}kHm
zzMOKc?H)aovrC$XX4@{|{@p#%$vcEjHGi6wLP$m@E`6SsD{9f9@su2#M+dmq#_C}w
zPxcAs%1*_&FL?1=-6?!TUl=|CRpiUbu$$XZZMQ^Q)C)vo$J*xKHD3g~TvXmfhxGM2
zJiu<_jq<0FJuqe->H8yZ8$O9O(B4)Fk-Hu{gG99PF@S9%BalXQ&5JX*WykojX2IGx
zz%Z%yoUb_|NT%ZYQLW+xvm6890f|54pM{&lqKFvo?3Fmb7pJRX>bCvfS{{Zjq8q=`
ziZ#sSVcW1Iuf-&6>r8d*AF9NGKlu>=8z{#PznHtQA6MD_YZuWeAF&dzr9?(~Pe*5T
zhJU_<GHa+v-&1W-QPpqqVY`GN$lN|VB}xA1)O{%P^W=v=qx|>ohF6<uQ;j+}@XTI+
z61HM_Lfp(d(q%8gtVf~5UsT`3{SP-VzsoBY&JMG*pQXvwKEf#;9OM*u>OCVaA`{Dh
zP9&ayD=IoKgp2c)hQFpJ;5Kse5v1<ae%od0s5MGD;t{VUpOa(C5B5ul&RVX+8ERhA
z^WG&oUFaHn>VOe^>ntuXioJ^c2^RC|?oEpI$rOw1fq-SUl#4Ph3?#kAN$tj<`}a?9
zdIPV5{}6679JiR<AH`p%PFNdvoo`um&OcZ6Hvay&!`e&qi*d7y1ni!jbl_m+M7({;
zax9<mJ!yOCdg{?DG)^63e{&2PeAo~sZ5BOR3?+YuMIyS4r;m}ye(WF6e3S4jWUeXM
z*S)x8Hw&vj7_)Akfw&hoF57c_is=Y_2y;|rm?<J4+mL0K?8Z48m__Dh6;a>uJAN9!
zUE4IQxnIZ^LrQ3o`<mG3q0fGb@#d-q7qR_`R{)=VWq&EuF!8*EUb*bN*F*+&C8h#)
zhgi$1vF7+|BL4DOPVseotj@dsJe;+n{@I$$%o%qkj++C}BFx?_k({0lfARX~%?N*o
zw}SaCEo-E5ah9PiL|q1YRO5mZ^Zj*rLORP1#_Pb$`sto91-UI*%+om~NeWGSo)<Tp
zH|i&qp_woImF(AjJV`3>?Cst?j}gp6Pbd(QVv;s5Gaj{eT<&SNFoZVYmV6-wrdTZZ
zF_6yS{iDmb`&h4sNyqx}AB+8sCi$T&npN(;#4-e?f2l$^rXX%Ax?w0Bo8-|mPoqOo
zoFD#Y>pCJ=2KaWR;&1UUOsjue*Y?`yD*QfOnf?w{xUZOKm2pXy6ycGE)7ngjk5tYe
z*Z1hzYq5QR;|G?n+7m=><%Z!x+t3tr-#15G%?_(YL?syG^+si$^`f>P!y^GgxC7m|
zgY;8E<89hF_<8>n_-lu)c=-IQxJF0nsNQ>o&fF<j=iYwCTOoTHnwdWX4er%O_7iyX
z=m%^X@)7C*Z-IU2<b}k>c3yuyS9pEjn67jUS}ob4gm|V4ROTz&O#=~vRV&ewvgHC!
zU&^=6-bZqlQwjYKH1+PD71UBa8oqAnINVJ%KI?gbR7VXNHatU|hvTqVQ^#Qu75TPn
zChbi_*ZkQjDwhK6ZUQWSBt3)<=W@w!--d!QLzl>(-&Io7zz>m%bdlkvK<=Grh^(jn
zTbxUbH?GlqcUUPG`s8=32)PAA0na^<yKREKz;;mc?6VL!$FvPtedHvUXaL8@p#@x~
zQtL{ILf;4r(RG5nFX{A_Zn(*d8&VIk@N^gUUW<4v^SPnG$@?;Em-qrK;<i}<jHG(3
zS02AXs+Y)U74*&=%=xUszlBd+t-SC1=aO3z;s=ktQ@{-{_p5u4@KW|R;XsT~!T^<c
zJ!oT{8V;NzGEq}cM#8?tg;;SuaY_v=andLLMZ37Y`X;;(GjayMN#_ECuLl_o-e>vj
zFfFfl=-p!Uy(d=G(;^LU^v^XEN9^wmqC)noMfUk@7ZjKKkP86>m<3qFT6pdi#jV0D
zNfKBc<<j!-mXHsrsHP}Fu%8_v9PaRwhOwvyhp;;U6zwz_MRXCdqVA`KE1O^?;Ls-U
z-}ddelj`0$f5^`_VvuVjtX!8@+TF>lBNUIJAHSM8a%1FJyuYI6Ba~(8(^&sQbQ_tB
z=_1ccge$IhG2@yol3^Y<Tm1AW+u#sN#J?vwgI1|~LZTUsuGA{lmjIL^8>LqytOMo^
zQ=DWwJ7mAgz+=0B{$l})_rQfhepIB;EWFB4bj(X}WJIGFR?K3=5}Mc5q^ioW_i<vu
zEbuTTOomD_9I3dGJ{Zrp@_YKAn*vjypRa$p#tXMwRJ3cu9b^}Ar>-Gx6sEs_GKn_F
zqDH?-uG4%ng%X}|$5Hq^g0kRK#V8)B-DVA|LoZIn`)>g3M<I2H+*|dV|E8DcNG2Ex
z!k2(x5QfaEC)yyZXqO%vFDap1gK0=V_O80a!4A#`%P=nokL2V%jQ9uHA0whf<v*Gb
zY-u9A5GSC}!5ZNsy9I||-o!+<(}Y>jv!8Of7%(2<%&WQXa3(V3U0tXbNgnv|gW9;!
zK)i~$C(iIVk8g$UGV9RhNyxQ4(_$L?urnM}iy7QH7YTJs=PZI_={}CFW)po?|M2bH
z_99%fC~jASC=(B#b~?D8p-M+UxIj1Z`ztWd3CdGB@+g@SGz(&u;bf0`sV)HRTb6Cl
zcP7UH5p&Cy<8dA&cRN%(X7Dp2iM?H`#Iy$RKpd7pjM)xkKyjTA>Imrr)Jr-}1hEhT
z^EQ!mg#sq)UZ$Pct}YSgxPPm6SiD4iqNQ$ciKm^+bcCvEbr2QC!dccFTO`M>3&sfc
z(+SAw<P*9kN@g?n?O)&;Nh4@1QCd!i437ENobAsd$SZoVnZ=%jB&w7P{d8M_84%z9
zE@CatLo}wx6H>$4x~e$S<4=M#BMh{)U&t732mcsauUWEer2sj#>>|1J(BQ+sV2F5A
z-$C&8WZn@mA@DKZM0%b*MK6(&e>bPsPrq<;^GC*XUuo3?3F3)klk<5sj{p90ACwpF
z<s!|yjgQ5S`rVaMrg`IyIYFoS)z}etM$$8Vkft(q_*$}oC+zXwLEq9S+7dyJaIPBt
zRn<}hnuLo}v)#L60}CyXLL`f19BCC|&B-9xQ9;>8?U+!^HZhJ0>S6Ec5t(<uCZFsu
zl8pR!5?L;#Zc*+5pqA*jb(OL(NFWX@1pCh;w&D@}U#!gGeduJ>gXebdb!O2-^k>YK
z%EPn(M~EZf93PaejvS}Z_KCM=&5!(h_>{rh<5m8N{2r$RfAg0)0%ma9)5y8y_NIl2
zdzRcO7&JY=wV;-p`;(j!A{Fi#l?}^qG|@E>_Kd!Q*P`CD<k!}D@q+gxvICWxsbmqp
zVVQQQr}$L_;I&uLwwDJ3HDiS_;7F2|87o6BGzK4bM&Pt5L_=9lW!UBUra6ls;GP}(
zgWcA;BPK3TgU|c{N7>nXVP-r<&hZ(1Tbm=*&#Ol}*_BF61PK(~9|^VR7a4v_W}T1k
zb)Z0c)HiU90*QcNyV$n8Gj_gsbW9r&9jP;yn0yw6dfk8<zKuprNlLwqdtrOG^wOEK
zzs(^yKTK-Pb~FnXMJl3}pxI~^oAJ6i$S7zjXtL&&1bbQ8r9Ypjj);)NO!cDgbV4j2
z?p5>=LY{|wp_VWnk%qjBaX}LS#2qH_NHsnG*TY)dpo3;Swt>R8u?s$VFX6BK0<0cd
zz})ULQyY1)GCn5{LvV?7Oz$_g!1TvcA7LLoX_NYVGJ{E5;WI|yHClE&VO60&{1d!V
zDHeJeG-7anVIp}KI<APmkmrjCcZjB5D+wd)&)OId5lFYV05}i`Q7AEbG+`Z#C5}``
z1<2K`S8^+CIA^$^<VWjR-Sn#-=~g=(kaqQ*sl2G)75F^2)7YMBAC3a^%f|~{o|ISD
znBWdZ0kPdPF!Oe-PTbR`f=7>)0*@Z%DbH(=l)Ds^K<`f<fmxcCY&J<^5TlT?Rlvlb
zp>(=qMC9Dxct`J@oH{p2_}C!MW1JNVJHhciP%nxIg|a{`B2oqi6IFunNO)pVMHyj`
zD6t3@I36p#m3chVFt#}Zix?t<W((3EX<>gL$AL5ZKn4M(y1;UR0QzCfW<yPsfvnp&
z-_8K4SNo3zzfC#TYX|1tbHJ?0nkZ73r&udyw?#AIrTV-vqeUq>-wUYHh}J!}aW{S<
z7C`m)C2ADn{+&pB3mNLu{D=thhCKpYC;_SpiMJnBF+|m3X%|IMYxYX6iUt8WY9jpP
zTww|GpBHz88)80CHQGNkGt)(oP=2Io^!i|Ek|tTw2r*)`i}e}<t;EEnU9@Y8-e{6t
zNWLxtC<<)w%pyy2V8GA7q`9)%#1=1tE_+9OL}r2YYjV6T<hN1~?mA=VW@8xBQF*yq
z9_L6oANAH_ly+R{a>mocah^J@O4=1G-f8bVF$5`GLs)0)KqjGR)ui?ogJrv~)Qb_6
zFjI>&NX89*mq|IL14QlO`Noe)s$}FCOM_>dvx(YyMlck$C#MVKcOgg_Q)1cLC4$5Q
zTVjtGv&*%Ce-x3(uw61L)g{-H0Z(Nm+3w|w(o;{e$ah_q<R^HtFMhww%^wg}JfPTD
z!uJJoVwz_xC8pkIasr)(csmTM9K`SKlFe^9%}b?#Ub2kxh1?Oi$90oGFSnG+($&NM
z<Qc#IKd-IwyewVH6ggGPFfe5A`itxdPE{mo%^V)&gfjURpYb$5c(~^<t+)`Euow66
zf`8~wr(TeEAkzuD55XQ-E_%BDoLPSq!Jr447YJMcCm71HfIjTH|6{4G4pOS^EgO5=
zA*8?47}0XwL&%mTZ=!KUmIkg^m`6qxN-WvH!<G6P>r;ntwAN_|hqw$*+$$08r_|6q
zwI@f*3P2=Z4m1!=+s`!mc#SE-N)~6g2rB=z&Lr_P`rzNKC!7=*aIP@AO4e{p0Ak2%
zqlj=$u>U;=Lx7B;fO17YFj&{Z`Kz(9g<DQ-d&%o_(mrZ#i1V=o?qb%FuSsoaqeqio
z(ZaR<Bv%ko<j}`>pEQta#!jQ4g&#8x8(cmytEzR0rfsCH*}z}Fkk&HtgvYbjEJM+t
zhf&Vop374$N`}HCef5vTwmc3=yh&L5FY^4zh?s|6id;0&xViT6Xv;uN1zsbaC7oK3
zF2(s!{XVcV9HW2j#3JNF;7fDv24A*HWj8WZgKoDlk?RmSk4RhbprX6m$WM<WEoZ(R
z(D+-!_M}eJLYk|)6;eKa8-Q0d2g%eFbGq9S&!B&^RYNQFC^dn4%8gG5=%9zvu|#j>
zwe<$kRS2lq^@Q{vb|HOma>gJG4Nab{nxz6O;Sv?afpgN(DVOmbmoGBEx!lNU&f`6o
zJ9>mCl3%WVv@cx&-bSahP`4!uqt8p|TaE`k|2C)3OZ})hLG-Mu0{?2#94yp#j5g7x
z2xNMEa)fy(X<x42;0dVfs%ApyXtOM}6r_)pfZp!;TaO1mKL_ic^CN_hUL#WeC9zN4
z-^khH==;tV{QOqf#yd~O!qY^tMhy8OqFHete<Cf!4U`sRx&$r0nqi|LvKQo_t7&d8
zaCN3~dWifM`0IlGHSbyejArYtV6+ZfoV!(uXy%A1Pn!ODOXY1hgIoB{RJV(Xo>8$k
zn;wvS4gFBA72^*X`VsClLQv&+&L!d+=O5eyJzpe60CAJYOHn41yb1SBt|RbGF6hWK
zMGKHD_*m-o1npY#I%6u!J(B?Oj#d+)wEBV>)UtjTh(b4<j(kx~xe#1<OhNd%Dt2-^
z!?6gDiW|wlA5%9kIp%g{i55cd8FWR%!&J?Y(qZSAD6ShX^tn4!G0J1yy)x&<UKR=(
zuNSO<i$kFol~E%KWBHNo@}y|%ZADp*Conj;|0*no+r_A!W61yzG<p*%>B0dpkVJ?%
zxa*$xVG+?9+#KAQ?iZu!Za=)VTka4qPVJ%jLV(7%<YGQ7PbY;(*MGMjQ+-~2>9S7d
zYRPAt{++tlY6gqW6xJMx%M4h~b%2406KSjC#W%F^L<8ukg{!9r=WU}giKxbUO1VJJ
z-6ltFRs*|VV*Ms47<OM~i1IIksyr(dLysT~^|IZVn9x$6mFO~jz(<(U6Yn?&n4s^4
zq%UH)EqX0rh7bw!csPK?k=U$d>Ff>Y%2NlwoSdkFN4919(h=#E1!q7cxM5q;@jUb-
zw#cz$i8&+kPf=$kE=z_rLgg8Jm++&EYEu~`h^8)S;@wHA`yy4SOf;C_=!)r-C^)Zu
zU=h{k<*^cE81f(dJSLb_2a|NVg<7dqa)^~L)PMoQA7GarO+w5&5z8{gD39N0Zn5)P
z(I6r6;gxW%A7gnRyqQnPmqFiN(%(zX-EH3~30gyI!Zy{X|FPB566LPLV2#J$C&wvp
z=*66F1_CVVWW}s_gz4XV9eI)n0`~3rZCg<+%Y+x22DDltxL=@Q50+2Pq96z}G?)xP
z>B_P%K;%Xa=JSEEyd}VmMglz{k*CL0Br11EtDx9*QH`ZoFU7_Umx#l69U@7*J!jZB
z6QEVrh;t=>RDD=#?{5+;okMUFd0%OYwL7g%==A3w!{;A2LzG)q<3oaM)KKT<6I_92
z521i-)Tmp=LW^N6ewu~S|GFnhR76ed@KUs-(~|g>*GFOyYH?(k<%%Wi*sgg;(kTd<
zWDL^0#`ovri@MbFJAokvYxdkCiA$*A$C%-Xk-FrurrExk>-1<}zL6V!DdE6SM-m?!
z9a=#F#)65)Rbu;ai9(%`Hl;cbp+md=2LM?>roWLi%boD03{hc<(YdJXii>3_O9Dmc
zOch`y31E~1K@9Up{K`C=^s$Yo`>}&z!es5`h>uzl>VEM#(3Z>}eQD~Ap`MPgdR@HG
z*e#98qDpc)>A~f00d1t5B%ChIR`1ZIFL2<1w3Do+ZxH3t#GN5HSWy8{0>3yIYF9+~
z2>>fQ6u3uMwDR~+WfPr>YdzzTLmjGd$On=ej$qpij?CT=lH$I~*c)%alFo?`7`~J)
zA6dsPLM!+guH4fkkEYJU)WV<&jFD4INY_7?BM>CppiNA0Q>6iv>Ip8;)Rv=P<jbih
zx}pY#X_m1Y*OJDy*Iy4F8t-m39<t2@?xO>7+v^Y;U^0A3>;Z{XZ9r%aHz2@9+gE`{
zCkPHOYb17yTG_*qg@G{+;7;-$BL|r+M}lCAv70y3mhE+0@$5nIT}F3|J}^2bhBHVH
zjT|112fH@(puCJ!99haplCYR(Ovp5CTIG6W!%7ZrJ%jfHK}3$zP<J=&Yy(W6u@^6m
zgG#+Ec4Ve6gR)MmyE0D<b)i~Mi^aVBXjM!zOvVw@UXsLy1+<iWkojN$mCE4{94`a*
zJ?xj@d=}HJw-_>!BWUWkLQ?+k7(4UKD5$in8PMFg9ortQzB9Icd#HZpXx&TjTtfG>
zhG>KLaI829#O47J9TBT2$qzZ`1s)o{M1(WpEn$@LJ3to}$Rky{?AiQEhM@!|tQ{CL
z-k3?SWCn;ZE!x2OHM{LPd~-2^{^ik&#^$$Sv$&1P6GSsOT0}m5D68{9M#iP=jd&q|
zIzwb7aM?ul0>fUCIJI&Kc~0#iQhSM=YWWBm?z|P+Q^r3_s$^lblt^|y7RTAGjp{eZ
zuz*Z$5oD!rb8{K}lk1%ot!G!7bqD~?@!my!u#Zyf=50G#n^q%rfT;$l%Cikpoy*Cz
zRAY_Qnlv<IhGDGNpo((dA*nS%_R%&pONr6ErlXbCp^wrZ!pDAM3!N#|<FsBgLO}aa
zj<qk4irjsCB^>?NrD&yMpRB7{N*hxZbEJ%gLr91m*$SzrWY9}Pw75wXQdzZCO0V@H
zay{B^k@BHCfhQ5Qwp%70y*FV}pAM1z?tMWXcj4EvfXh0`$Qi9=<cYgv<n7{2A+wZJ
zr}mc1NXr5l*>#$X{BVJcT$(AbeEoA7x$`v{$<CI7OX8fp9IZ>0Hs&UI>5XvD$Xyq)
zE(~pRlaRF$F|xzV?Fkey6nh>Z9Y$Y4I!nXU{&{{LlA2IANARJ+f~8fQDca|9BzFb{
ziqLio=aOAEzC&yZ%(e<dA3XT+EU7hBh)Y4k5k5YIB;PLhi3r^2RfrZh<BG??Gmq^W
z<9ETqz8~Vw#vXsZ9Q6%*<Y0d!kKBH-Uij(BUkXt+XO5)c6&YD`i;T2(GBRzTj9j}y
zMjn4#MxMJ#M$Vd^DO4^#LUybx(WFUe;_}HBw84U*R=S6t6!7I60oeC(`pmJuLliXa
zFRD=lJsXELcyjcK6Fxf3qLQk9Jj2@vya(h~bM!EVeJuAzf~{-7Dx3f@lmwA?)z%-9
zJl{l|%VT(a3!<xAAtJjFe&3Hn0kab^QL{t{W;RgZB)Tm1r#D{mgdPWCwtH9#)Aq;Y
z6h-MUb?7V+-aUv5+}bWvy8euu!MAXl`bqtD>gFpmT^Pq_SoL0!awcMI{OadL1wJaU
zk0YfaMzRsq)kqn1m5gJfEAtWcZ2*V8=MT-{wavpG=b=cxx-_F%P>e-f%K`R%_ya-o
z#u%~aQnoate6o>yC^5Lk78QA_aTswGg3ZVc_kfSN1qrMcwiop19t0#(uifd--41>%
zQ{YTGYYSHz&;tjfwtCfSuJG#(gl8w+)}VUNhVp#(`PNusg<bNi!KxxFsd^k<BqPP|
z%E+)vKcY7{;`1j`t9V#n8+9_J|B}G`CBK%^ft5E(a`fcWj)m&$bpsMK`w=5<;QV(!
zkyN#UjB*w#-}poq5@K*s8(>@9h!8%McghL@1$@?nJdzYmQBlPSu0~P-0jJH961HWY
zF7|uJM7qLj?;PlxB9pFY8Qa>Y2ys#sG%d%a=fE26V!%q&TMhYN6^jn)r5v2RBx16}
zXK#!c;!{*lY1wVjG}(W0lw@*xxK74yzg`kNEv;nue`(i&stoPLZ~1tB`l`+HRX<qp
z#~zhC?sz2cXu!HYh&v;$oaX_J5<!FD!T73tPAvzjDnt%Fh)cj+g`84kK*f%@lRRrS
zN3S@wZks=CX~m)8eaP(xi10+Ggy~PEPy=<ioKdTANJ-P3u79YDp>lglzONaa=-|Q>
zg&gtMlhg=iV)7HTNx$CW%TVmrxe|pwgwx|}8mXc5?!HnJ@+`E)&WmLCZ9WmA>?U@%
zbIy_B<02Wph3u_8H<paY;<(hL@7W-M?d58kv9s66E!S=mIuaj}Dd<d8IM1gL55-(m
zgq@v0G%>_s-9kp&@o>6o1nLvody2;sy}#YZmzJ=6aYDmcPt9s>0&&wNQ4*aMdM$g%
zgM(sJH1+aLE=}0>{vN*2NLN5Da@_xrLjHh2&sM0Ji4Y9r=gI!0IY{9R*PY;HzNv+u
zPrmV=aii-R+WY$q;bM$*<8#86OF9T!ej;UYHvWr@d~|N6ilMEHTyutuJfD=KB2U+(
zpZT50__F#TN7Is3qyqcUQ$w%%<FYW_7>xDV?rn%`B2@$g4c4G<+1wCGil6`_cXk(9
zZ99L8ub$*IRZTP*1u`UgPb)gn(h{k^cnhVJrNBC$fvDARu}E>!q`l}b&h`aJw;*)e
zli-;u^djvM^F$=Om9LVS!$lUw(2jYM>FI{7Q!z^Kxg3M|s^^g*UMkLs+MD!U4+>ws
z=cdt22$VfFQ)D;#hmfrLWg+5s|Cg7^+?C=02OtJa?(kA<cIDMlMqFHQlqnB*n+eN<
zWZm&Zt~LVs$y1G{!!844cSGQ?0Qo26*t+_V03@-6=*4@Rk8~6A!@Z;4#vZQon@Epd
zFDt4hD%yEJN^Utu7WiVCq67ULME?dLM+_~^b^`}Hfn*r5!YwYt$%A9B9y!jig;iM+
zWQOv9rVWq;ejH|;E=qs+=9M{2ov9xRb<R6c==G;e>CF5%7sUsijD8Vmx;BqU3a?{l
zxnO<N&ZJMfR?c7}Y6ZVW<HR>^Jx-FmCD7wEuL<E(MI(HC$4#Q27ls@K;Dk9agPQ^;
zob8I9??A8hL@%d(?!OxKz;DH!kVmFJ--3O38y__cFh~0EICR&i91Iu%;|c>4b@Q^l
z51i*}h|i!8Rw)?xlS0%X0W;0?*#(>{;s&db<C}ys5+-mFsv~xw9qieAnhTj+>x>-T
z@7-3TZ-|B)`}-zI12>U1NZ)h0(8b05jJ<28=tHDm(_j5lzB`XBoE<k+^kEntWxYMN
zXn%_sX%Meagt;>~0c|g?i(f4~nPHK*d#(~BAi)VdM&kOm!>%_Wb!0BzLO3XfnBL^Z
z;LrZ}7Up;W-8Y)Hek#oYGTu%<bLij2L{3y)SD?7A2Lh5@ky8Z1PjVed=OH>ehtuj&
zx$%q-6Sy5Z9GWxs+5PmY-{<9fRdum&&!o7@q`O=t8Z7>!41b2m<YmBggP@JqCWPyb
zESC!|L#5rdD44$~T4HqfXs1cHeC*Yc9a(i$5$*|8gn|rU>GMQ%VTFf#>l|xum7^~3
zA$J-dH!b(_4(J!}4AY+-ewj;b>;@@1)rSFJIN45wkC{zJ!p5BCW9m^8{mTL6QOp9<
z3_7xlyqCV&La-3fl)+2N3xeC~!RH)AbvUkaGU^jjTtG@+SD5sizxt|hd*3A@t@&w@
z)*nX7!ajg&GzA6uLG%D}`ZI`l8-*;bPLZqfaE7-;olW|=honN`jd-B3x7{lI`6vR>
zAYL?;3!u`CO;`F-AP^9tsF?5`nL&m%hzCMtH<OzMKL=Vbh^BGz4F|U3XHld81B?o<
zw?TBaxWrU}n;mkBB%WF2HN{xg4rIPU`lFHl7zV4**LV_@K;`X(4g;f2B4Z5g3Z=S>
z<9cZyjl#Jwjwei{=f>nWZF!}I%Y4$i@`PyD{!7SFNqm<6@jl_fH*S#O6>-X>pL}12
zSH34izhJ1`pWjVJe(?(#IrP2U+KmJ=y=lo<5#+vm0@r|ojdEWj<R;JxA3$Wf2!(;Z
z#!glGKok;BcR`m2gy!M#NC~3r&v8UwD#E3SrST;1sO&>QA_$E#s%nnFb){Pe5Jfwq
zm=1gfyuLH!Dok#=9_+TzFAu<bK~+{G3Lp{yIbFebNMn$?oP@+!Pr}xLI)}_Q4FBt7
zVb=Xm_e^9*Yt;y?*xuL`+cO=7$Te(07tJ3~wm4M9CiVAsq=9KFv7PP$$Dja3cVA#5
z|AH`2g?F2iFI{-qs-Le-na5Z`a|sb#4*)6RG%h!8Eyxz;H!US-4{%LL;1&bmAz1#G
zkU$BFQxTaig_ALlD_)_(Dp=ZBQgJES@&HvJ5h3b;UGri>q(DQxXvP_2%JD4@Xg0RE
z1;SPV?K&~O4yE#~8JQC60`UBW7IJ&&%`$g}A4Zr%$FHG5WvfZe+OgU9x-UgW^)fV=
zOo~57#rvg%Mj$QUA-TQm8==VOXkoY(9n$~!SYl3Z{vp#XEX~z~qsk?WiahvW`qvGj
zhxTpM6#+|=x+92-*k(WP%r_!a3Lf+MWt4fMw3n;4KZC_+AY1C?w-3?}@lvlERSqyV
zYOpHkWERuE=jn_4X#Z&3h<lJ%0-qV6D2NB*uU@bcSX^75|G<&D4K&j~iPccmI2a0j
zHfcQ{$6p3a?TlTpZD;}SbJB~l&;3X~{fO3-8=e)eJ4vlGsjK=*;H?&oeRt#ePa`m~
z%Sw0OIP9vQ8)Z_jyf4oG`#7BA;B5_-me*qxJP`T_*e$f0^FtryN&wfk@gXlalo`W^
zSCT#*K+KkEdOA0oC!Yt8s|2epar0n-Pw+S;{w3Y?Mu<ckduB~>1r7n81l0XJPI-AN
zdLPhCV7yoP0C;seL^R<?;E){RKVn}ewF)x(IFg=40OXSq9XmooWIuXU+G;QSAUD&z
zN2uk!cn2E1%8h+`j1cKAO!2*Y$fWB3F03~2e<ZwllX~5xzCR*le#2KC5&{240&5qX
zDXp1L-+wf0BQEgi617q5JQ+DCH4*`@&|?^;d11y|gWnKcXHe{>r+|i~@iJnXEvWV?
z19O&oH=%{IAOJ_O;>a3L^AU<+T)^xrsUKs%0d|R|0F-_XTwg8q)hM*XV-A7m2q+R4
z7Nh7k4JWS<#oEuJRiqppGzW}5z10u-yvKK55;8uDsW!$>8nPrr=aIh^GJX|*ZBl(#
z3aKuLe`)OX9VI|^g}T?IHrL5_&2**y7=gQ2(Wv?^bkmDy3uf{y!ln_=8y^zn#eN&A
z*nqB42Bx45e6M_8JMb1d^<o_SkL*cpVOiDf0HtC^dD)Vy7=XkO^7_jVYshAW4@0Df
z0=0Y!Ia!S;+G;3I?oZsMDiPkwp(jm3)#*g~<yAnI1jmB(Y+Sj^aUeDcRETIS;(PmE
z^YTmMy-aGzWZCtT@i1fmnJW~T8b57PH$N$H@h5AA-#%jLL`-cl5l}ydiinPgNFKoA
z_K@||2jRNzj7Av!JJ`k#2)yX&?hT_`$Fn_`+#CNIT@}xn)aa=qn4d8-TtkHT9SkvO
z=n={=v>M&O$VSIVih-=XG4U`kdyQ9%T;AOp1&Jlx@(@J3h<aNQ*SQ-puZ1-Fd8i*(
zV^M3|)f@5(HJ)2bf@mk(6<g8hd%XiixG;uG_e+9R(AJkAD}-WSewzr+{3DwGnUJdt
z)$gU>q<6FhZBt~HzaZa3Kce0-sj?Tw_#HO5rN-WOp^*1UZdMo>rq(PJy*CNDrtQem
zqAMjvjP%X-eS|-CQs#{#JyknT!VRt(1(`6Ukukp9A8`bvlsWfT3quot%M!j~zXo-m
zhv7aofM&yRaz6q99!B&S%~W~~z#H6zCbH$yc>^!xP5K9S7p`<P*Q4WjG7tzlDJB3E
zqgIB@6>CdS6FwUW>o$&3_5d^1<FaB1aSk{#M^xmLP`?JI?D&Wnm8suJ(0PC6odWrI
zsm4EIQrZXTlv2e;LhIkhw;TJ=r9#mnG6JcYON5zMqW|m8pGhG54oObwkK+r#RI>n_
zVq;S&(GAsz8E^=Y`|CLTM>q~8_TbCk(XK88_{oP%LcVigJm|N3QNmsVsP;6M#_jMn
zM4ik9hQxU&A(==6+o4jcIDyYJ8OeE;Al}M1(CRUGF)L%uIhi7I<-BU19HuIY$F%n8
z8|7gaS$(}4e#77x(X99B#*Lxgh92lYz#uJfhIHdQkNaf8)2NocUOi({2fq|{YZvV^
zIxng;_SV0N$^I_>(xisUI}+?Siv`U*@`N17HhG;)ur4xI{e$LA{p=c<?mc$tfABp!
z^SEph%_{W-o*Bv{d;tmIObr*p4dXa0$tM#d^Z~FPU|Q%t)aXyCLTx<<VB>oFw=Cpv
zldo|&ArtgQK=E5b){7;%O7iHQ0-o;9z&dbuK#T=H02;&`(eUN!?i-X7XCtCg45sX0
zZ2$AUJs}i)x=DR>oAA@!agDL(UMak`5$TFAN6B|n9f8OJF$+*XRIc?!Bl=fHKY&{H
z4be%!)nw2Qyg$?*$H(i7P3q5ombQCNT^|P^f%s4hEs@k9yISvtc7M?i36FtLhO#$I
zH8*XRJnL0rBe{I~PE_8)F!g|>Bi>JVMJ?e`*y$jGKeHTV*xs?Dv(o#}2;PENeGr{y
z7_`SDd_)LZwgUalhq$aF7eSj&QjlGaJc<W}bWJ~BZ4qyQ7g%8I+%taQm!^<?>VrPa
z@kZZ_cY8dASAC!eGWAq<|B?!O&mxiV5rDKOMudFMb+b(BtYz}nkezqP1uKy+{^I|H
zHNW~qhVMYf)D8}4cK4AM1%LNA`Z?I!)p(Hr9_Ym`^!HH7QlTQ1%h;X{QE$#(3V}D4
z;JBYpiIBqbu|lY@AS&@j0Ub!3->hJ*mjhHRk;I9JI1Y9k15EkWmm-Byv)qtOWr2jL
zxl;sXbR1oyYqm0A98IVjWoN&OW|-7p>b*N+SFe=4zUA&mFFawdf#eVBpQ}F`Ju`A9
z_27N-&X4^l%RIeYbl&D$MQqot%e;u@ebIu&F`1&8(}kILAy^l!Vlt3~4K_Y3QzW>r
ziTx;W4U}JJA3Hw8A?3E{p6qh0BrDp8cA1epK=!*g!dYX%11A~IOhw1j3@^~nPr>b3
zV6HNs%M3VXTjpyv5H#evmJ&iUF4y=Liyg>-Bz;8-%Bq@R>iP1%AUqb?Crq_G`BFab
zaV8A<UyqYLu7o{ah<cxU-9HG4xCtgT;w5=W$iW|k#LMtDnKOSSV%-|=Y`XrchD_Et
zO#MM#MP>i~?NP?P-srtR1%HK%^nqE6hDrSsw)JP>EQs_zDHR?8WbI3>icn9*SUArM
zR&O+ia9>|<z?*yFcgK^NyySKui;GZTGE6l!<>q>e0AJ?>UyH(_g%~Y3x$rk8-~r?>
zt41l1A+p_xu<698zwhLUXnmwR=pZ_ITTfo3z3Yr0vUzvA<3AeR*L5_h-|rMX{{pHx
z$Eo#rnFp7Oy+$zQpcEo(1_<f^?<xhC<>xS!>i{u6ai^Koo6pNzY{r}=)EliT=&4Pd
z@nGB^{W|2PT|QSX_0GikVJ->~27uPCV>u4oYBn3h_oVzC!lMyx-vIYuJ-RwjaJ7Q{
z8c(5#A^XAmxTp(0&i$be-^XwP>);dHqag%qIO9eRTq47xeM6s-pTmC203WsvR8KnV
zO-8>NUyIDiR+HM_#lJVt9{f;5ul^wsy?SJE|Au)_p?%r`rw9Pa1#0|Ld<P#(>W&8l
z;%p{$XrF#TMEcD)WR|f&H=q17!<zGaFdBtMQ9TK2i7#%&I~w-kl`D-LCuxgJN5aQc
z)vHMKc&vi(AhBMmrpY5!7PYt3INBm?=kJBB+Ey{~(Kw5WegZPYT%lp77+&vej^(o~
zR)hHhpPdVUxVAu%e5!UJphY-AeI?Zo4|w|=_X@d#QV&3l`UA@eg(s7$#J|L;ryfp5
z&7SZV35Le;eMUclcj;7;-A(V=C<)Q0QJ-6+B3eW<A$=qTuY(i(@}s^%9hP5PcZNwn
z{Ic{m#hpSF3IwjTq%2AAaSr%3`u&v<V46Syx<-MWtI@WGeoC0TsNh(k6^Hr&D>lK;
z?F(3qf=hLykB6~%gU)z)LC7rVo1yyp8nE~oz!fMnka`D<3zu``cmh_i9yvMGLy(ne
zfyQj%DrCgYR>y0Neg$Rpzx}uGdrF(KyiES>7ohwkR4rd-^xbIG+yjbS)K*@(v+F&%
zv`=&y(fw_qFu#;&JL*w)l0xKQWc%njlisjltVEs5Ji~F*HK&Stz`6e``^1d0oYcsw
zYlt1u7Y820o|k!gaO#~<8Mmj7;K+)80wp;A;Mz>ux<ij)1){X1BLHHeFMvv_P;G=N
zd9G;e0ZdVWqu!5oAba8KFWdS|Dwlx*U}n)Wl1Qi?2cS-7@{Kmlo?IW_BQ&@d4a2+e
zPMQRwFZL68L&_y1C7k@un-WgGil$6IKS<I=SAy^U?ye^1?siFYZn{q9+yNpgq`Y#F
zlHKGs8syw`wHrl?8V@6hPUbE?SjvgbBE~7Y0X5j{lnh0Du+YcSVLs446L0huGTI7!
zjW-%B_BpZ|75K;|r&8kVIxb02bSiF>+%g79I2eVUsAc2>45H!m^J*09;Of8!AKXV?
zbw(&Dy)o1$L#JOCkHDJ=NKB89h7|g&&Mjg3!&@XS|3AZpNE`454VJ<&=w5v!K4SE5
zQS|yWLaUFE3QqrQo4j)4CcI4P6THr;XS|<|eo!A@w)m$~rPg)rnh9=8<?A=Pn=c&-
zT+SZd&9(A1C*3k7uMGRR02h3?n=mJ8V}Tk_psZ?B6@7AZSUsPac`4oeOikYGOqJf!
z1v1jOMMlm$Hxol66Pe#eRC0m5%FniHCD$e7<&LmnwtaiLj{Z9G&md}ZFo<)JP1>Wo
zsKgh9h)_`LE33&fWat3cP+05LLV*5?-M%V7)$6j&1(mjndr784{m)0YlAeK=2VS-Y
zogA00LPc#4G-23w=ylO;5MhEm5O}d!S?D-PM~S0ddwT;{z>jxXsAvWPgJ+hk_eC8_
z5OV>zvOeIJU|vfd%BflFu^mhtsj_8y1Ff!l9Ji>Hhj#ijn7CT*WxAHTr?@SnOBZ~$
zLD!rv#GxnQ7bTOZt##QUK`!4KxL2xuQCXhvtD641s1_<4Ro7DVjvSq9`-M>JfbG%y
zSz6Fp+{HC_Hur+f#OHeMQ5uhqFkOa9kvKqW1oy`Qa3#=i)3GBOZu0ZFUnrGng)F4=
z>u7vUcffrKaaJw6r?e&;aG4rf2~m0#h|1$i<SJ>QJQC_MF8odU>ML{{4Rl!NT<-lk
zn|q*^UxKx94{&$#vTR9PrjD!9*(i_(`sNlB-g#dlmGU*=i%C!cv*{Nk^5~a?EbuOQ
zfKxL3WT951<>%2#=_<aPiJbH$^xy*k+Z5iqRs*v(jZVxiS`-&m>ScuTZ4WdE*$(ZP
zOggl!bGd?>cr6HcsVejlQ{Plc)3yqazKHojhAS#pOerb$sNGQ!<)e*pOXNa3Yyt|Q
zXX3?j7tM*dHA_j(t+TSVfty^X^HJzfBIy>L4e!f8vUR-_%}Ye0P1R90qVt?p$88lV
zXOFMoF7%v)Y6T{1!e6=AyV1$e_N(T#pap%-MOe#9Hxu1_phVZs%-6891?-bf4sBi@
z_i8TjlyK$fY|N`-HIIs#Sk(&)dqF&x&fr{$;AKlIgW{GXe+!exSNU^^j`ZZ9$yX)n
zyltQ<8FFxqU!6U^e_U7zqih${W0egnz-1@(lFn2eklpj%=wwFF{8LGHr<;kRJ3wni
zxaz3%Auhu;Bbl{fy*X$GY2ybuO9&QceO$*OD^-+{;5syoRM|cuDUHmd?3&9UgcBUf
z2WU=PTFiVuiB6M2oegcLP9SC`8|2DmZMh-SlnZo4pBACsVvpCOphI7JWDbrI88>{H
zG}5FIa>Ihy3J>WJa3aF>IvzT0_Iy@y<TS0s3%eFhfokZ}9W?CRfoVw4C5LPH0#7#x
z7ysm@<UPJ<!?zasy&?)|q&<b*Kp3*Xb*N{uMFn*}I8oqvlk-@KWA=f)b&=gDtIqa3
zZWM9k9Ctr)<V+m!#ptZi>*7WPd3PAJrrP2nDF3|ZerbN`>vLpi!E(iZnTnUW*Ykd2
zua}ktnm+<zHZ(!SXyDBut5lF#kyLS@8!(x%2>#$XPKlMOJ#z4(af(Ad1B!p<3<%Ro
z7a6-@9hN=;-L<+L>F5%8Z!9+%a`yG>#S01g2Apip$8(O<`N%}_AeY!+AyL+mI&RhC
z;?06kde_2?<X8Fr9x`IsLZ)SeZm<=V$wIV5EynBi&_0Vi)8)}lW6vLshVGtaSYUg^
zv+|?+3}>M`xYvzsm4n7w?yPH@p)Gh0N)J>bU5s+71pQ1N0T!miF0NxTK@T!nkG9HZ
zlyaR{+#qd^_-W`-#I+E17-XI!B=CdWHzIjw!f~AmR-L~brX{+X+n&c`-Brlmc5KJG
zc}blvg?i6b+YGOj#Y)y4Wfb)i9*#6rAb^&CUY&n_Ap*2sUjvwOVR53~Gc+4L+Rsxc
zt|4FTbWn2^PI~dBSk^jp3EO$xwRa+|R(EofYoX(8NeQ<ozrM%69_vW|fH88g*Ef(!
zTVNGGo-11l%rSLU<V#_q#7{|C6-b5M(Z6|VG0ZW!0_7D^VWk~;4wf=Y%`mq1Vkq|I
zcq8|`sZ6ZNz8a_~CUH`eLtRYPCWyWcS#YAZo@mGHa3S}vi>5<yXEsz%g2+?=>qF)(
ziGd=qd*FeR@F%u_Xlfb3>+T?%MqKZN(GYVMo4Iw6m0Io;Uw8p`sB>3nN1T5V5tB<N
zisBhuuIF`7xiF*=QLKfxdyv-<v$)o=!chs~$*hAc&QX3XDm;90T^(dXf{7g=9|C?>
zmyOEzDjf8|YHh!fZ1KqU&0hjK*5UO>i(sBdMR@fF-ibqOqzkxDMQG@aBf!&MIZ#4W
z90+0~LKL&d5GN@j>oquM74SzwBES$8Zm&WXkfuW`B!17XXS%EQq19;;aXa8NP;4q*
zl(HDAbHxT&pW5gvyiF8~v64rGWA(9jhWtYDI4HhcQ6;Wzy|;&qv!Pmk%4<Z{EZ-z~
zUyunqtD<8Fo4wV9H;f1{Gq>iN%u6>&7j7}O`m9lf0%mn>yw%t>mosHqjVF-M`Vub?
zc6f~t@*oH>x}OkMdCeK;*K>}`iFBiDO?oM%V~`vHi~=zNQGhuE?~XH)1XALzf!bs5
z^q^xu1u=#hh-}Y+%&fl>TD=xj?XR)UwrKyut6y>)O8TagIcn>*WxY;pP>aYM(NVQN
z0CPh|(!U_1F5nvaEJA6HEP2G%Fys|0a%;I^A;Ab$nq&8HsX}*v>JgJ-0E_!WJ7*C@
z<?_oRB-8Lp2y%eXnSw+zb1faK`zq9JQC*h=hm_az2}b$A(Rl)>qb%|)%1K<ZGL~$&
z_lt5krR8n9I98rgzWAfe1IPn>q;VEGaqCI<^&i1+IRJq!T8i~;T8s6KtHNhDfJj@I
z@BKGe)2(tgk%v3p{-Fy4r7-Y=JdgnmcKhaK)N+vLsA#nuSI7>f7cyjF&*V8-+3;%j
zc+}6r?RN;Cl&FafPbBv9>#bde^{&BdDD+^r-srCCOJfVTIWig%+T6Uzdw{xBEj7%6
z8MvmFd1%FU<!c)DnkF8}(9C-HhQ87g?}xDDLrPem*RjNSsi@;!ux}-Z!)37=wN)oU
zP-e}-^6H^FSHe^1kIZ|Qj!;VsBu1d;Job6?cB=RbffZh85HkUaBynwx(4I#X@tO2{
zidX}MM#+P|#|BML!h))N4}(sZtQGO{PBJ&xAUv4uyKe@;kD3o9zG4N`&~m(vL?4gf
zP)D^7LR^kI2~8iq^1e#9i&<0-u<cbj^<MkrF!aH>L1MWUsrVqn+c*cytM!n9%`@*s
z(hRbWZm`Lt@WgrQexp~Yn0WDA^j@d<4Vr%reJ!pK1vORNSHt+YefSe#!~Otk3DSKi
zcW2IGU!X_=aKJFRwc<<(aLvHM)>Q%<>qMioy0_`xDyY=wB78I(vDb^q^4be(aD>sv
zbZYT5FTXH!Z6X-Da(Kc}zsGbl76zD@b!4wDgQ&8_Nz#+LR(T7?=6JWb#XeM+agjZO
zmy^sE<&y}l9ZD+$f%IIUnT@O94@?>3B!bbF)HAa@DPcNIw7pM0;I(f?4stTuH)c@h
zH7=a>Y*8dd{;V?2oeK^SU1)dh#p#EWw=UG<5RaQ3??WlgS9qBs8HQ7<A*x+tvI0nK
zdb1jmttEujDn4SklY2ztf3Ic_$6Hh;Aay@y^i($ST&oN&$Uyl6_#f85>w|+77ggFB
z99Nk?!)Hj0z4mITi2iu9jqVgruVpc7gBs{Uum_)!J94*=@clnfO9KQH000080OxDh
zT4Rx3ch@!m08d>200#g705LBxFEB4KrF;o=Rn_(Pc`tMFUT#K)gyiJC014#Wcfue_
zNXQMK-~b`ugv#Uq4hbmEgyDiSg5XfmIuAIMK~Sp|R1WyJ4pmT#we6>MsM=zSb8E#4
z-~R1$9$>rHe|>9xti{cH_uYHXKKtz9w}*41kwjF8Tp>iJXrC%XFZ$HoPl(@C3b8md
zQ{Z2g=<fw$|DpeybZw$L-air*2``=_yr}4}V+A7wpUKa6XW}t;rpU8ryddK1vYy@c
zY_C#xUC#=8ooBp52N|Bo$QT>rD>Ad(lZx})J)K9{Gx9s(sl*LS#@f?8dbtZr%iWNn
zM?;plAq#uhv$Ci0lq?G(O7=EF>FUZKECr(I5CSff(ZKUP)1YKVAe79an-T+yudy^e
zdz~9<(;i1tONXPWOcW|v6wuXP;Wc)^ViUnB8mqi)i@mCxhWCPE-wTU;Ss50opNxK)
zhlyoGUn;Pi6TTM|_;g81=2&7Av1~V+3&TE2f3V3-a^ACPzWR=yBI7GrO3#yV%%g;+
zoG2;EiSW&Zbjk~*PgE0$y@(FtNrEV=p{Zy3hc5k7L=#T<G9rrT*J?!^!UxeQrO-<M
zV(b<x70><PXgF+{<5JHWM{G$@rDTtgh$##U6(-L^1@6hE#5SVP>!fRHh>E0ts90R$
zg@rV_DO6fSM(|iN!o1<ziG>AzqAb@<Z7L0*e}A9j%Z=YTnre=5@<y^DJrh^_p%@=P
zK^c}J&@`^5XZ6mB^0UeXF{V$@P8XNZU1G4Z3n;P<Wzi*`DCEa^i@lWBW;sh@-{l!v
z<d~>Y@<=dhMbnlT6Seju$Cep^ChiAP$zt%PRHTSOVwzntPqh2AiXJ^~8nFnnR8EU1
zt7uJ`=1N)y*=I`zKeKmLn$>j8A>2F66Q_~15n*Aq<(3gCk|=t_NMA+;W)t;gGMJ#`
z?4VQW^Dpf#U>4s)BPPZiJJ!i^K(x_wFf=_26Q&gqt;8{UPGLZkEWsR#!z9reM(Gm<
zF*UxdF{3cc8A|pPbUtQE4w3pNJ##8OqcG(K?wMgK<;{=xk7BLx)yjw`@_m_uVXDIh
zmF!r1Etb2VzV4+a(T}c8)(_7GrTu7`pmkvk{3Mku4xnU2Mp2q?1%_6&)GP)SzU&!P
zvqlngiMU>T!1`edh2at<bHy0CGW(DfAL<#O2qJ!l<9#NQr7_|Ng>dKjGB+Ga<|C{i
zOLO$zLZ<Pir!0;7tksU{vO0SPt0QAU%x4yxIDH9)mC+(IhaOl(U)qULfltar)AB^7
z)gux3T2^n)z~f{^(5mQAtn6$m0$g+m=}&k@(Jh6RQbT`51iD6lM>>^c(e-6k(4>;l
znJ?!vz4iAxdar-Mae0JUsB~{RpHIU?kZ|;21K0_{^#YPv))k0HsY&@*1LhU!u_uzg
z?2UEm32DW+SY|=1P(o6ZylBwNnaq{696!M{lNn%ISpu6Cb380cc`Wf0z;RNK!eG48
zrRQ$WV|wS@<mg=;5WQ8i9lhobJNs~<rOPs&Mh|@=ZX(DSq>?4I<Dz_X1+T?IpLI`G
zh*D^w#-}WpHOvwc(@K*HrP9F>o1;AXs!48j)8c+1&0)Recf`)aw06o&C{8Z)zA0Ft
z<UEnD^xc!~3}iPwF<I3*&OXSHnDh|RNm`1i>ZZSQoc1iF=Si4ynngf1vz+u)_QGXi
z8YI0hU88-HZ^%a2NLm2r)IYg5lgXWRq7%<^kGIP$Pe~I#m<1>B57=z}3l_4lgyWUW
z4xE1Fm~l$>4F@W@j1(|=d;7I{%*CNFf+h9oC7_wa4P8XaNA#s2Kt9|G%nZ?20<Tqu
z-^?`d6~e+sdMkZ{PKVQJ*3;?4>BM@HrwUT*<n)uR<j7TF52YVJ%MK<7i?>vAf1_if
zsNp$14z74YgORY+^f=F&AetK-zt5&5i|n(`8MZl>dDQ<D$D@(AJC&$j>O`zZP)XD*
z^I03><}_=2$P|GuokZj!E8_W>OFj&4f!JvQ0{n|-x@Z!?Aeyyl#BXFKF|SeLc%^Iq
z*_6dI*+A4J@7!Q#qUY^!M7(o?BjQ$(IAC4p*~O}MT3rPF>+(Wq4Y~e2INeNeIWJrY
zf(TE<Zry9A>1}k=EIYNysd$$)d8F9<SkXvYV)ALQJL$_*Oe;>0G9i&3)Y2#T&b;78
za%RvTLzgGu--e5MN{$ypRdV?m*Ya9vJ;cr8$$z+6OeGfSDG%G#OJ4S+JDo)yShw$X
zr$7GWr`k0bWRUxSe0F(I5_q31QwQ0UopdMwZCKwTr3((9&r>CXK^!d`YB@^3E5-K)
zcM?2+pMx7N4HbzWjIh~4LlAxwKhpmp^naeOD@&W${3cTa9oNo0$<64>^Bn0{n@LLE
zVJ0gbe{HiB%4bABmF#zmTgn?=bhi|K<8HYPa?)X1mEOF@-QoqqRC4m!;|`toSFB0`
zsxH`krPn!|R1x+n7i*kJYwQJ;^iu<QKw!thevScgbBf|;6q1kkf>!GYOfx%$WbfWD
zv#0ff<LHX863;6JE+!zD8<x_YbiUqfRQjytdm}u9sa=i@Crxv9WPU&zeH<-+^6yt&
zYiD<kDOUR2*PVjCWpY*WllhJp-|uwy?KS;Xa_whszTp{!cUUd*(k|@+>k!gTVJc0Z
za2Gou&AKgf!UB-2dDRJxHN&m9DC+>PcW&IX+SkJrD61=XSd3)4Nl)k`S-1=ub~Ii3
zZ(sHk3zQyv+~ye5_yp;9Qa$73XC=7={o{L1L@yuhIMJ`$&FBa6iOHKDbQAq_rCap*
zpSnfA2yA(GmSfA&Bm&8$DfjHJgPv(<cLB|Lj>ATsGJ`b?U&z<P!soNiku-@u)+WaS
zOc`psf>ng3s)<+g>C3tF1vs<>SkRCL1+UZpQNGMJ1m!YBnUa1;Lip~Yy#-8Et2jd?
zk2umzVcBhNW}D!}ZZgj)*`I7sQoQl9rTURzn$ipUI*ybtbQ9ehWGG$sb2rg14B5TI
zOqoiau-OSnJzXF-25X3@^m2a*z)5<nt%`;d=sfxTOz6B}v_+Dh4LWjQRD%ZV)eA%(
zeR-9fqXH--3~Ay1LRhdo!b;+Lz|~H&#SA6xrYj>r;vR4-J#rhqhET`PC`yvQ24eq4
z_)7nKzZHVymi2C0H;NV|SDBlXzGb3S+T_ag+CCyiD_!@2<HR|4JK6Ym;DlhnEAGsI
zFC9-~H2vh*iyf;+hwj3@4>-%m!tf>gVIYvLfU;V9OK28b0ej!oEXH6|xWbA?4u!UC
zBgExE4s^1G{@y{ZCmaAovs|&-lrsjdvcU(iC;^lbC2s)sIZ;qFHxW!5VvbdEZAeCb
z7P$}k90`klV{emHjE4|!mynl9PCDDJsh+yn&7g;JJZT`->R*26cyjdwclzISo4(~b
zCmj>T41fs|k-b5_O4j|}iPp<Bp0$D-y?`WFyyn~33ns9}`gR1{W?jmfMd`#Nive9L
zSqzBMt8~Tf1nz?CXz}L*w^l(;D&fE(M&RBCdO}R;p+!ykOw#vY$#ntw@B4xnm_yFb
zz%aHz!JobST4yxh_w~L<-R#1<-0U7OXV6F=`ugM3onil(n5*Oo;gu@6<IQUiMg+SM
zHC;}&kr<Mz^tvfc*22DXr+ZRfuu19Je@(-1u;P3`KTj-zN$Ucfq1m2D!xeQg4<ILG
z;>dtEFxVmOI0n)`jV>X(&{GhPDuc@%5F!SK6mry1SS}xBe}s9jG-O3@rUxYTnYkPx
zkVhx=nNB7|*Dr8#|HD~MoI5()sy}~{J9G4OcSenMXNJ7%M1HubQpvx3>`dNUqEYGQ
z&m9BTH@j&!Q}jm8@NOkX1qr1uxqq*{`6^MYlF7%MzLf28qx|g)H%i@&O^0x*(Z&EU
zlOz+-ZO;2~km95W(MvwmJ&z?}E{6*g!X8UvLwXY|hf<|Vs;<ppx~j#=1i!(eIy`c`
zse#)gi#}}5d|o;79jB_~6Gyq}eH31x^zgqpF@HNam2?Qnm?nV!&5u|y*Wne8H}eSP
zCole&o8AZ4yVDcG2`c&gpWNx}^PAFOAx9+_&2vNj2C?%D=<py>u5@>sW7+Oth?2W-
zzCQRR#J&u~pAL-{DlJink$`G5gMJn&WCn*3J19`f7wx!;u(MRmF#upgVpRwhn&U{0
z{)jZw1e+fKgOeRcx`^P}unc3bQVhG~;jlnGgI_3lFF9>}+m_9iXZuO%X*Oiw=bI)a
z`vvDIxsZa1<OMs%v6{)T<}M{K3|A_>>T9P_3&kxex#d+i`+o-Om0XONcoh^$f8=KW
z6~XZ2kmuc1^_XLe6Sm#^oUqk}_Yl8Uxkc&-Ddw9M9%gy-1tf)ZsnFU~U<U*7@kpkI
z*`$yI%mj#^QI?UL;fBe_w7?OO$%a2Jz_P<wC+iOzm&@Z$A@fVf>N+Lg5X2oR?o{$I
zL5$fn(h5`ZH*+0{Ip9kv@a;Mh5q;_iH@(7uqL4omc9BPh6P5f0lzS_%>||tODoMHI
z$H5qt%zh}>M!H{6upyrm)0G@)YF!3p7hS7&t#xCT{^-VRL8t;DArXRYJsxZ+0@4JC
zB6mI46BAsl05dX@tZk8nS0a;wbpkUKd7PqLv_;R!v8gMVq*gk;!l&4Y6wSPh(7qVy
z46?MFXd?QFmz!*K{1kXpEGks;xlZR}&bY>D{U4unl<pA}o}L9tA3$hbJ>GHWJn*Ct
zZsj=uph==uB|p3;*NW6HXnFMT=iI7Si6fN!7vj>x31iF8!}AqI<^+L_O^Nx*wW}>o
zCNb})<lAs-yLUNRY=$RnhWFV?R3ta2p;1S8krku4?6w%e6<G-aZplUn#r`^wT^zGz
z8^rQJ=tz4INd<(=WSl&cXa49TlZWt*hPoV}jmDcn<mrjuJEVW7I0X>qI+YxKjzd}R
zB4LnCHdoH3s8g5x*74@paJoufGQ%mxtAgz9GQw#3>bKmSvSHgEA%mZM#kgn92+4|^
zfd`f%ur-31wAMg^pfd&_Y7TgID_rm{1T4*g&7H^_4Uz!lX}W__oEB-mK$A=ly68EY
z+H~R#Ic-zg=>?B6uSjqL`jNgE3Tp*L(P9T(_&54XC{`rta|ZE4(5TgBgwntI!{&m1
z8Aw0$fiI)On-Bs6U3`%sF?qU$Ff(1McKC<9pnc^@h&s<)ce&_GH`X@&kSF-G4h931
z+@a)|AvvM|gnPj{7};t>oI{kJG~oLPZj$>bHm+S;dbGWheQ0y&xx;P<U#S@eGU#hP
z-0UvS@4(*zt~LiJr1`<Pm!Ln)Ez*S9p>$an&U4;vvwIA7kTxuL0H_+kuhEqrMiEjZ
z@GWi&zgKbt0cU;DRnO!zp$`RwWBzVlCSMNJaSDYE1Zj7x+IxR>G;>4u`o(Z&gd8gZ
zRr~bGZce`!Un%{`O_oX0gFu}Qo!(Avr}nw2ukclR-2b?nZwx=DNdmJkg`?bx+`+Bz
zv#W6v^Pvt#HEf483&_zwl-vg$UK3`Mr7=ZTaMs|*ogBL4bCmG8_1(a1RTlo_a!PfM
zRT{7hM%Wb2@gQ?SDSf6`KHO^cua)#xL=8EjlY)Ip9t(@P!kmpyBUEkgKOY_A>9!##
zoD#m~sv7$s<#U4tO11@eDt-2tXY9IPgBa$0Lu#RrZo3gEZ&J8I$-!ofstqr@&Pv#7
z@)dG7r)4MjoWk3Mr_Le{%NDSv9>tt`_zJ*}W@u8kV01kUyoe~P8}!>}BBO31m+)5Q
z2_Z$~r$xN~{CA9uv{n7@R}h8&>jnQ0|NicYY5%{^_}~8>o2GJ;i~w8*V*P*7-R&**
zRIA8{{<^S1XJ<BxI??<^GAGMn!~7iQH;UtY=BGCgfez`6jQNEPoayAOiZ0AIqCxj4
z4d__W3&+YzI{xR~^P#qq<U#42>?l1UhVZ7eD5M*D^~4P>tE&6-!2_$R{`(={+pJW|
z*YSd-@djO1Lf6RNf!E~;SC!%PrRVFuNfT+%O^yHkkjrI8gowz`-5zVurNvBkZ(N2f
zi11PeOKK5cS67Ghn0~dmDmVhivuEOX%~k*P;9q$nMTloSAWTZ>o@Gm84PNMX*~pYg
z1oLDK$QoFOXN(DOJm(x7ue};GSq6SCz9{^UM}Ox9r$L3uq!yY}ksE~)q&8qMTQndi
zP(>$oBC(y=(wM>{+b809{slNL3UOR8pU<3)<LuLMoHF%4r*Wyb^;FXSIH6YA)0|2n
z@u-3ZkZ$7y(M9ZG*rux`rc&D<&lz+Wj^oE;5}k0j3zlGAFFT)SI1R^>Pr{GKK&Qu{
z^gOb|{B-DldW-3)BDW3MZ<xVeD7RGv)txX(x=+=1B7`$mWXP*A+rAAV(jbS?WqQIX
z7;k1LM(Ub}W9P*fZ#pddq?74KISy8`g$}xL90aWXa9l=6`ln<J^A;1d7DS5_t;>j@
z!X*-=r1MC=#$#~e0HPjL6X}`+9dzB$Q6x*lkHrH!&cbn47e+r9e8aF)Kt}tyM6PZ<
z9>436_`M(CMs;6M*N1?G7nTugDV#q@&c$9Ut-9EX#OBuHurS*MQZ%S~fP!VP`6-r<
zs_pqC!xYGYHAx>+95f1}j765_<TJsbGiT$(1<>6KkN}=?8ZK)+5obq)#K*(hKuiLn
zR%wv#%XBJ5l!c=6AZ6crTTzS7#%dL`5r@1;5yG2p6ji%Wj%JVChqL1&*{{%|5q3>s
zxsE(xX+eWL8FWkoQaFu*X+3QUmUAX~HGT9kAmeb%q;WV1uN#16GD&DCd9=|fTl~pV
zTw^{!)svn%&DUODG?y%rhgtPPdD0M@f_xi-^bYeC2WORByd^q`W|<JzQ$#ezL>pu~
zK-rl=HGutT%1Y4jM+ZdOQOIpHgXsQT=b1?Nlj}sPA;`29p)fOD*1}(+GRxYM0~B5)
zGmtedgPo`|r%+U^M&&jTkQ%N?g}GFvEtugDx_7u7Wh(M@lGa@M!S#f`VI__nMzrcv
zj>H^i!YE8bAkz_&+BV|%+JQu|7qkHj(bA#BUxw;o3Qr?WiaB0r>)t>06GO>FzoK+e
zkEJ;cy1509Un&SmFQ6zz9)sYc3JmCpNV*q%a4+DLN)T5UcGBR8a)%(z+$2a|n{<#t
zR&cp5Cx_evkWjLLO;#IG6laQD)jQ=<xujnQ2-}}Jgfg95I4Y-sAV5s%%a%hbZnz!v
zEi$($eerpam;q*r&DK>A4$*xFL7)`!bAu2&4FstQ+^HXo^&ALrnF3vdfw*cziuS6)
zXXy!Xr{INM#I9(AEs)ium@<IuAo@A857pN+f#1l;k}e9w0Q)+~9qC!Cw-dQ%A$UDK
zB%?a-LMYqZS)h56`8gRQNd3s;aCZ0zoUKFfkPPOKfQ1CC>%hhVArl>esTqm1R0IMs
zQ*k9YV4F-T?}~ON?g~E#L=f<A{UJ1FvOs~xW6b4Bx10eQ8^dOjEkT4H7LWjqLvrB+
zGhfLQLBY`w#GxVSLf?R~`66N^Z1cc?Nh9S~g4o+fbP#viEH)QaD8KHf58ir`HX<YA
zY>UaZ_W!RIs|`9M`a^_!IHD2P!-38tZ!4{p$b^l_!m?#&jo_<fuF3F=vu#@jB5498
z-L91?Y7^I)#@)oN9l5qa0h!N;N|gU#dt3Aip=;9VdyX4*C0x_On_cJ3`vYC)%!=>a
zg&DtdXXfR&Gbasow>}+YDZT7=cWdpx-0549IXM00bR*U-cmL(_bbnAkccyM1ogwU1
z(wbwz*y@KI7~5wYJlnU`rM33aLzA;QT(-+Jr!RD!6mk}pY!xz*t4duavbn@Pq<ew8
zde$s=rg@S()4ax=S+hBPraPTwXM>I)y+C=bSe7gnI>t-jG!DotWaZgD3~T<t|4g_J
zo8rihWGGjTprARH>oP9!fXk*xe^9uuUso;wUlimaB+6CEVcT40<7Yh_3*IBol05r!
z$Aa?7P3a;^hD!da+MVwEft$yQD;;OXAUBl1!R5E^Ug0L()#)yL@kn>!OGpRaDTsi#
zU^cqwpx@qYbI&#i+f9xlSz7M`|J~?=D5ab9u2n8QPy+4Q1<tJDrlUd%)yOa;SIu@Q
zyKWeu&9s(Qc?*bPXv%`w6IHfCosA?_4k|QxwnHLrW4;`)EEo6ZA@mW6l<mL*K92gj
zB-WJ8G?apPFDL<Pqwsesnc2ssch-|z&=pf1FP?kY@nUk7<Hf>r-I)ci*fS+-ovb#V
z>7@7T*W8(9gWZ{B7dycphWhojXF0*Ye6_o<&sXk3|2TK%Z!PZ3fJfb#OXs@=zICAf
z3UJVX<GVuJWX8D!X2Y$>wylL<=8mAcz!d@M@!VjuhB%biyz`|De(uf*?zyXMW6}N;
zTX2Dvjs_q8h|EsRdTd@1&-QzuV<8hxA#|Yux4Lk*Qn4$RqKJU(Lr_9N4#{9**)=a^
z^Pu1U$xW~3W5=0iNTMkY)=H20#`Q#w!5kZD3W;4exX#J1O@d_Ud&j?RC5|_D{@y*#
zyUd;W-Cy0ANk4Z3L;|uoeb?Jt<?Gu@;GvVi7Q~|^(6e1as&xB`ED@QUz(o9Aj2vn<
zJXi$mlzwsHSZ1CT)>$aEcB5_zOul(dcf?v<?xxzWiG`i)J<%`8&Pdt<3TMR=U1Yf9
zHcsOf4bM*$<>zGaEQ&ohi+Hh{SFUTUm6;&zCZq%|gAP1^6n5XBN+mw|WNgHW&=_~=
zJE5-<r%Z7TdxMZEeszxH!@q(YmB=3Cek%Zi*&UWCecwH95w3(V%|lKPN!-Ny!(OtN
zJ_Ls{0Jt=w53CnmRgd(;?~t3Q1G23{PhAJ6{?Gt83H)jXbX$cSW(VhOM8w)<`7yq3
zMrx!3(^=y>7PSX>dLR*6gZ71p4f0IX_6V{qIM_lv2Q8V%hbBsj#^y1-ae+3LayRW9
zWL<t`dMbGxvPN@EC6Y+vku#xlTajN`kCxjxpE<9%?rq1+ITYI@8p|BRt_lVz?YB93
zyzWycYm*S}jqY-TJsc!eV#|Klm3-V)ZcPi{a%;LV-KQK>x-+*eb)&5Yyx9gu?nC%7
ziKP%+>IN*nksG%>*MB4Z#HuydM4eoEiuFARe3H*7n4W<YSucw)1F;8fX`X1e<`tP`
zisZ<s_ExU1*ENF{9|{x@0AwOLmyPsSE)vNFuto)Bf%RGW-8oG3Sdx~+l?gZBwyWLj
z7CwKV={HBo-=i>kyFq7Evo8mPy>pNzLAd7Iwr$(CjcMDqZQJf?+qP|c8q;6f{@Oj$
zx^vFP*?Ts2@7{{2i2CD+%&N?as>t`v_xYh=rJq4$(4?svTROH*Nq_Om(A*ZjGw>Kt
zN(H>7u7(!!ei0;{b|G4}rGB%W(78OwQ0EVdta$J*eW!plb%y?}$8o_Lme&;X6iB{7
z>Vh$k4}uWN8c)@T*EB{8PeQEz3MENW$g=Vk1$*U@y*B+uTA#JQtraf|TW6=Ji*xWy
z`B;*$c#LO>^f@Ki@JJ)pj>*(fP9Ouhw~MC#8%8bdoaSIUCYz|kKk7;8mu$4*)Y$5q
zsm(tWGkr;!h{y<f*)XLWS0qL`r;@1jfHwIq=+&)<rPa&M{c*kkSUo0kh4o!ax^|!S
zyl?{85bMmKVFWaYzyf2N8dD34=P*4{Bc~7PGOTp%qob;@aHSiNH{N3M{TfZgr+0#P
z$iNvGn+;Zp-6Yi7qPDfdE)=69=rxPtLw+=z4)QSv$y2GNLEGhn2S%NR-Cqo-`1%X%
z@5U4DGr@k`H%Z;apvnnFN1hBgooWYhyY%L2(^G5=q4+}qmQ0lyY{ZnME<HVqqLb*2
zS}NM=2akSJQ}Z-@-b=iut9yfjC8K3{pZ#2r?Wdxm{lop1iTy*E@-CENVHmJ6;v|NX
z97+u>Pt}eo`72!EmRx*s##TOZ9QqweT#QZB$pX?-AxpVI!>d1j<h}LW=E}L1WN6rw
zqjc*xee5f*e$Wrn779=ZDaw!y-aq6IK1fR@i)|07DXr8U9~oj9V`BpgY3bkN3Z7us
ze=WyM!Bspsfuc_24m)sdtoZf>IPPK-7cacz6S~`5FAYb#J~qZrhkb4PCChFQqTt<I
z95oWRVwHn_%cyP}^$WoRQDAeo`!vVBHa(V@&9Dv&O9y<8LPINeN18rNlU|#K0;{(a
zH7TW{c%w%Zrd#tjr5NF)n(-@`alQKAd~_fQ2FJ#SEUv#j!_VtJR8(@~Fvkgisr)fr
z1){5PAxA8+U8sn#7955W_s#yOq6?@&A~1nj-MM*`Lz|9(KEg+zEDntUOn@R^Typ0T
zBC5mEpnjsnCU_jm+ie6jp<JSJXP@E$3uIL#xz19<ll&@AZ~R)$hd>uDu5t^R(NVR>
z60&309-^COP9_O!2m*nYxLB{%5IlZB=$34`R|6|9qAL%<44w*-q%pI;c^dDg8z>_u
zewG>=8g0u2L#%FHcA``dj%4wce2Oltz4oYMd2;WEAZs+Y(&jq5v4rSylg{N;ZW0#9
z?cl-2dbXq-F*|ZAAjJF)b2Vj}h1(>wcZsUQ9eLARvrFQ_sbb$O<)YSoOZa{nSvTWr
z7P;$aYtng=NMg@#1gV_(n^-_KihbGjpm^2^1$A)vXD<&dZ_WS*nke_%G2~24k0gcC
zxgHGBqeCN!PJkttu9@s5-^#CYOZ7d?<~l~up!Hdpm89fkWp`OpGKfEDRU_@cxje6w
z0<cEyO$9e{Q9e)LZ_(&nL%MC+6lSGCLi5lUAdATMe618v?26JfhV&Qd4b<Ra-+-Vp
zvpM*z7v!i|j-o*mi^)@6>G9!#2OlIWMZ#hodIK^@>UX{P2yqb@$qs+Phzld*Kfzb@
zh@Hn#Db%;5iY$i?oXeGVBi<3ia|`Wepz*oELEWL_Z(HtZZG9%kZ6AK~^CHk+nhGAh
zfxxL<Jg}BUqq404ycsfCdRDu;$r?%fQHLW3A*n<J`G=5DjqO|XasPn*^-gMpr)NnB
zbq-lEG73o|hV&w%#1R3@r0*8yF`6bcsaP2l<c;T;qAylbLLScG9@PLKvHrP-bawk_
z9G*9M4be-A;?MZn3G1q3GshZs1wj7u?9-Ka?+QRew})aNhzT_(XYe8TYC&-k9s9TX
zyuZOtIdC&UozTVD#(T<Hx{q!Rq(7I1%v8FD&|jb<p|LVvCW&Xic=c;O32TrJ6#)KA
z#f_R`h^0O(E167DS`NiqK)Tt?^h3ff`H9A@I5-*WHV*6dksE6L9lI)~pjQE8fyQ|$
zICGIU@u&P8JPB+%hHjYFcVj#|hlsFg1X*JSvx58)NEP10pC?h)=g4iq(&qk2xI`|q
zEcDW-cH@XBqNaTpVA8`6gUBTV=GFAAYkM?niG)o<5**9=*Qzb<%_dU*;r??BX2kk{
zBv!^ny5XQh;tY5EM=vpKq%aXjkAWrXg8Zt+9ewIZ289qa)IHS5?^zXJMcPyYK7p9=
zAUcw(H5b0I%ALN7<6pplqmgmBM9O#C*Oc+(SyJgZG4Ty^aYH)=;+z{8qXx-{4g>@{
z*ro3WA~E?kv(yv)Q8rP~7d-Y2PHqT%8^xQ3?VPa+^7tMFkWHr1`bkQ~K{5v6xoi>(
zUi5{CZzhTNFOhLXDTHJ)z$fT@vsWsA_}N1E11ycf0F5<CVJDoZdWwZPgd(qvkeWF;
z4NZ_WQ^o1(+7qUeXdsa^`lQ<VT-I>KIi<`bA&~b>rK^-(F<ki>n>!@sj$ZJE*8dLr
z<Gxy3P8-ysN2EAR=(J`VM%<sC8DLhhTfnmX8;l~+y89mjO7E<lnZY9gZ6|NbY&+sB
z60N6#U^+ZnQnjw)B0MNT9tFF6xMHUbiUaFJhUW5LnC(J{UXa2b<6Xi>3*tqT&gtH~
zUHeH0`QkTgGanqc>Sn200^9DOY~Y-b#7~TzIxNCX-dFpwTLgXn7ljRSRnQ;alNKdT
zQ~~eKra}wrmziFPDDCc%_8&OM9g123ZiNPxLGRmQuiHdfnNgeBo@h3Oqxoigc+7dT
zi_Y9S?VRKYHZ?LeaQvXN7Of!?0Vd2Gj!8LPBR^}W<j}y*Md!K-17lonqi`o3BxGz?
zx;wIVXro88Ku#s={3BDI3uxN+QtljkLzRC;#6~X+g7#{b2OiytN6eKgDNMmJp)UT5
zjPn?N|B2vdk(3=~5}m9h74$n!ds!I-W2#5^lI&6y0R0XKs~PlmHwkYH%1Y0EQYNP<
z29}}UFE)cJPlFY{PMY3nwKhZLmLwq^V}g7*T6%z?6c;sy*FyEYPsXwNOzB)Wa9d~T
zj^u)X7ARS{kXTC^_h;X`BKp~Gvk`XQaN2hqCDzmC=AbC9bQK-V`M^A47w_3#@TQ%+
zLFdHT80e}9e;~MAy#R?cg1+Biy9Iu!&6$>e1Lq_&=^dJWoke1x^u;9*)_bigg#E~`
z+50mIo5_i5ilJ-FP5XIiKRI)9%B%4`gN~lH!FT4`iK7IKQ8$P5m{LQU{MW1rM^3{W
zzYUg}QOXqJU9XL^CmD3vmfy^)yfcBUQ<*L>X4|PHWlJb4=@+Q%T2kIw;83M9e0+j#
zuO1%XNqBrV)Lus{*)spitwf7RZ`>BuZELKp{s~#6_a9H3Kh;Y!!{$Yo_(Xdq<JSNv
z?$#?9^%>IOGrOhW$0|}|7Sb+w{^SOchWO3<i>!ZjB*;)sbOG;9j6qjH+m%al$CIJS
zM_Wy2-(g%YF~bP>K(A4?8>s^)?(0QOkSZp{Pi9XcM3SFiCSYK5Gg*>f@gc#D5{#dO
zcY1pXz7(J#?T2RL?W%{UtVGDX1rQulU`0*>Q;Z?+hizakS2OkjasOCBgRRwCo!H#A
zxjRK5Kgl2j*|TISXazK<nZb$i!(j9WHibAA9v$)aPXoGj8r>JakH+e0w5u))3G67P
z3ycFx%|k`H^P=k0%qj!zvO7-Hy&fGY6#Ugu)DGlgqmzZTZ2~10VkPQvLCP1@i@0lo
zhb!!1F}n_5ES6&C-yrE|rY>$mSHZQ>Ca68d?H7uWMT7n}r5>TDZXDGcbGWI)09m&-
zggXSX!Dj^6$2`L%bR^A~%BaT1v6L4?9p*e;F}4j^64O97r%eG+qEZ2EU);XZRPvio
z?0Mk^VijEjw%Kac)JgvmdFaj!g)P7DuWo>XL!hx_-(MkW;}H879PA+tJvUH(zvxp)
zc``y(i<_0~N%SHuSE8C-ZfS~X-~g`<;ZA#$U4tBv0tl>fB<9`)PjPmHlP+~<!?i7g
zg$MpSRo@`#AV;XVq{iyLpr4CPnXuCsQsw#&<KxFdVkc}3$qY|a)Op#D41-<Zk%3OR
z``*&_z4*S%$bEJ-n<<Nrc`(VpNoBHc(IMpT0)NRR^^N?{dhWO6)6CS;(_G&hT!#Ji
zQ>3LbVyw`7v*K7Q+|Wa7TG>)2;FZejSLH!&xNx#hH!jl~f%%^5sXs<h`!7Ji6c3(#
z7sUx6)R{@&n3NXf98ZyZ0#HZ2X}ekjr0F?findsrk!?b=x)%$ry0N)Cb=9!mg2^{?
z!qsxLYWXF3&Yuf8|4SQQL6Z;3wL7lPAaY(kkBx%r(R=S7G6$~71^R`ip2bfE%BTT~
z;jc75gI0SVq{CzolB_<_kj3os#)HFdvWy4Ozr<@b)Z9ml0kE8ZX*me1?J)rcQbHK;
z@GoMsp1S;xiE`HP7bbr<3?^Y(xTp_spWJIpOr2&bz#Iz&N;nNu{tFiI;hkp}RWl0Y
z_q`=3&z24Wv!-6r#0}|^KKsr?Hop6gJn>lJ`L`GaLQhunR{XrJeG|#%*XYjf<QKHv
z)K;!D`d0-{I~FC=ZBh}tb*U{T|LwHpn&Jaj>YDf<_k)f}@n#aS4oyWP!L_c^-cTNV
zN(wz%QuS}h!M6TtS2zXjMWWN+{@;Jw!kmdqP%C8PLkbeb4$EaP9vDX*f~=fE7@WZ$
zqsrh44mgQ{>m$tQO%*Qq{Z?4ypC~8uck#Ep13sgd)T#}P5{VkSWvvPrIQFnD>5?r0
z{+-#Cy!|@>ND~`-Y>%SSirI{cjbWwYZ&J!67^|gYxJ<O4VpW@AL)@5_i7RJ>i7?I+
zBx8Y;*44}8yGJX}B(d>((lEgMH!%FmmLgY5xxxGq#5)E_65y*d%FFpl>7n@57nI-q
z5#S3N4R?iv`D1yq!Xa+UrY71wRI))jo28Fdi)$;{bxYwm(RjhuLE;m<h>m+mtM}B>
zDs@DZ)=7_eJDQAa{Yxk9&b}z?h;hNmnBAg@KK<Gd-=H%CW?M6D<)}ik1hEHQ!MSJS
zHEW?C=I4Z2_BVp~039*==X2*9Ef@+PcG2?+Itq;70~L2OWKyZJ5O~5%7;Hp%ZBuRN
zEip9UiNpN`7lJX9wLl>;OJM-8NNN%%NP63njq@~cHE;LB5`3w82Y%0i+^Db#ze2Mj
znV2MwDj72NK~JDg$|rLaOtan+$;lr4DICnL3x(i1*~A5JEkYeTyMt-K$&S{Yj<OXD
zE}ngRs(3Io98judkvwIO_2klmY{CN?u)F6Uk;L1yL>!A3iXtq&<|SsW%#Wuq=+qiB
zH!b&thfnnlm-dVbch9;@@DRytM78xOcD>b$ZT)UZxo3%x7;TwYFMzJwF%D$|52?Qe
z=F253!ag+bbRp;c*};Sj<31hl9MW<K0#DR>!l-htPnOF1i?(r|zlxibbb<21D@i0O
z($sGilH*4t=KAM(MiPwJ>ENKu82*!qk=X??<wpJ89R#_iIJ~Jy@Td4nRjE_xrohU0
zKtHTeVIK~*V3R{zs$kPkBO}CH23VtDyuk3Abn_bF5*$%O*gjqj2GX@ixoa6WD$mq4
zXK0X$c=Jtz4mh)^<tYA(JL6!btZTx&u#8&emiH{L04n>eNPra(j15ZTa%h4}QGFu+
zq0Fc`wP^+w)2-iOWFmC?@Iu!oHY7}@vUB3?1CM~6cD%W5O4BtYhBja)0XG}5=Li#c
zt^;!TWl0M<>Rh%GrzEC?=gD`mj2%qvSL`Gof`NUM0o^+?nL*S>JU!PKx&O5XDGZL1
z72dFjpYe5O(G}z;vbb%^B$A7DUy1tR!_T04k)Ke|Jv>>V*&XX)pDqvfYZC+ffn?rJ
zg384;xlzmI+orP_Q(395WEw-;8iXq9;#GePr|D1uBT=Vg9-#yRIvNDm1eATE6|oQ(
zkdc4l_B&n&)ACI>fXo%|Si`b>MLJ=46FKrmPB=F%>2Wv<^`G~_AKHpRp)RfIcN1+P
z1WUTlK&2nwMB<TeQs%jM#-*CVBkNiCc9mn!8+6yIzHr4m>LT$Vh)De7tNKbN_G=-1
z>b~23CdX+_?+xok-F$$dgbEDtr13z?{X1yX(ryRH`$O?gO#k{;vy?n2gIx$P+X)wG
z-cI9JMUjhIFqeV`ke?p)6BiZBJVg9hlcb|Ab<%#dMA`{Q!FY}ym;*0Y!>N26uthgY
zTIwU0n(7dyj5^v<o%u}l%|U}gOUJKebDIS_MgR8q4^SIIYLK#eHyTR7bY{5b1}HVD
zzKUG&3l=osEt_taO%D<l167LIi-`^-f*Kf|bK>*az;vFTS!XOC#gb?|N5F#Ov4vSf
zqTHQ@irHObSad9thvo#AFegy;AjN=iPZY1`q$P+g0Ee&TU*fD69V&BOCUb2647bpX
zkYz#@5rONSbm8^1*RHr8rZ5+!*p_Z!C<+?7FT=gT!P2V~1{CD-F&ZxRhRFdV1mn=I
zBppQ4_>B)YSO<nI4<{#}*T^nq(6+p^u}1E*s2%YAP`O`m_Q<I(wJt4+=AJHxYze0#
zyCDJ?ua*@};=d}qaIx=rMYbdOgptSoRr5oHM`vZkL4?A~fq*>%OLDUU#?_TTxwS??
z^r@j^;-LZ{I)tZ25z;gfR$v%y+q8{sV4chBj3idJ-t*kvMPGuVS2uP|Wjln4jZ@yG
zYC&w@B&B?W!Wf3Tyc47Hn3WRsnH%#41(8eT`+#Lrmo?YW8b6AYt4HGnJ*S>>$MBHj
zX&=dxA)GMg2XnYXS*({9N{jO`l$(lXecSN*W{V;20EYw5xLIXUQWsKV62|)btH1~e
z@EYU^4`<fENjTIEh43-n$rHmC1|=3;>E$D~9!B|#k~uD{^c3%*vx2GiXed}h$GO>d
zR0~LqO6pPUw(F7)7Ld=d1aj~Z&d+&)-bE*pKA)hFloi~<k>`dCf^FMXGjVr!o51v}
z<;fXQrJgqI>nFa{MZxu|jm@b+ttJ>di4UUaSC(?9wEUm#GOd&<<G^Ao*m%^6y_6Tq
z`J;V_{`#EI7@~-+vTDG#!LSU^q$!Hp)(OOht<YHz*j~S+J<|npsxsWYV@)w{t0Kc&
zcO58ed!6siKpmE3K38_3#Vj5SahGTp&dx}`Dpqi`hj8`)!=#&E3_(U9D&9u2GH7);
zSUBWZ0?ywPtD&jYpBECFf0on&2a6hO-%~iqU??pyiWl+wf7$OFm%cmuA{$59-E`RD
zse|JGR)74$puR$iwuXH|BpbzNJyaxz=i528nq+ou7o6!h<Jy!h`mtM!G?A`XeWm<#
z4ep$`ACKEjJY9fR%%QD*o4UYSNqR<%V>k&fLv-!v-*&p9PJhsi^3S<^G&Y}Pb%|JX
zQG06|x2M3AJo4~|Bso77C8aU1)1M74p)<ks-C^ZW=v{B;-R@yCrh9krW-Br5JKNLX
z@~Hu?QfN=~*Kj&b5;N`Dns<S}qxcz$>XMH(F9--vzIf5Zj%+Uk1SI5r(k^ni%zPK~
z?aw7lsSRD*o=dqqi0h3>I>qKjIpqz+IFgJRj#W~reZ&x*!Xzd#qG>5tF%e})oB&`<
zgaFSjx}iB)aR7~skF_}WjuQld_4mKO<H+-nQ3OtBhH)S&0>3UZOf&W{aVE(ypY${y
zKUI49FV1w(#7PqAtJPf~ilWd#L=tVj0ZjYtG*^Mc*c<x6O4peo{O)VWE?wWf6>Coe
z{Bmgu`sjMCswdEb#a|HS$F%N--%0i~4BA!^6r};zR;uib$55t)SoTclMOoRXiD~6S
zLHX7u3zak&Zu_pZxJ7AjuuwDs$G-INGXe(}RuP(fb2^h!TQO?Mj*oWBgo*w4S=k^?
z+O<|PqPDm3>##t6MmtAsh>@0CmMm?+3#9YS8BnpUb%G6=<xNu&XWm35k)eC9Lc_xm
z^K#!(u$~2#DGji<;@Hki<BSEH#bL|7LbX0_f=Inydhw7HLA4(})fB|&V&tRuzLf4p
z{;P@20H_##w3weTo*e)SBjAGuLl9X)Q`w~pz5Lwlj2=L#zrZ|qMQdDIWDO2OwM5PW
z&}-7<@-aWvskMOVK&|9}m87m5MtTymAjnw=#=a3yMu2Hu>99(6C^r(ztl?CYNM|HX
zk;!l*Crb(@xQLNH;K9~|d#14GULFnMnSN3fA4D_sS(lPSbD(eWqpXE4-KC%Ry`JAH
ze%i;fD?Y8*V}sO^U&HWpRSTNZ1Fe&Zo8nVSziv(enT&nG<7po{Azx9yqfU(FNpX0c
zYKlVwwoHI-*15U!!=@F)5{9`V3{4nIKvs_;<OxI0N;=%o^!<n`(HM;tM6LuQkA13T
z3nNA6%sg}_q?_|nEU1Pu;&!e{ZFU3vY8nbE;fp4iamvwHo1Xaj(k?d1cJED0jFd1H
zoe&|10H4^ZpSPnhLPnit^2@Bt$%-atM{fBlpO8YOtS~XaXj2rjRU29D6r8}uUykfu
zXFNp^f?GHN)d4fMb<R^7gCcKEhjte}x%pQ4RIVA*&+lm2$O=ptoui)Fa9=ez>eaov
zZ@nq@*tcL7XyBbci%`J6Y5_HAtY~p4RYqGv(vyDLl%Q?Y!U%pN;H^Pa@`2~lXgBFS
zQpt?^YFYp0JLzAmuJRhnR^jMEK+z#SKQwX(gU5IKa1tH7@DGq0c|NjAQcvA327|Z!
z-SG`|OsM>a4uEx%K#jtVix`DcO7n!w^%o+!S(3glYP~CTy*c`aG9R*aEOJCf(rlj$
zbp4mBQD^+H^I2isfg&%|C?~V*%Hu^)8HXelQ(G7*AqFIJY|42xi#Umod<gkn#4&3!
zh=NNvepRw5D7p1f;`QF(K~c5SKc`{A#~$VYR`Cm2Y7z`QMAQqD-^<wi;0>-AhA8r>
zC~*WyQY3B84o}nhpt?>ayb%HxP}#o#v1(o4tgcBo^goDzHhbPxM8}dGODb_I;L;{d
zqy!}-u)4XSp&P}##aw{ubCs;oT#$xibSMN^pKXGi-Eq(8Q)rmRsXLcd^U#EVD8xN6
zjHg&xsw2NVi*b0o71B8rM{FvFBAl+-92&?k@06<B1nUHQi}FWpVvzPRA9>PwXSNqH
zU+<99AAcR7cHhyOlk?PY9K3PWo`&d&{_J@f0x1#2u5T3BUl0Od>F&iE6P`|pe0%<c
zlJY(%A@3(ZvcSi$q`Z(F?LhDL5o@c{?v|-(IVZ|+L3sD?QEkHX;$zK&h&^1%mG~iL
z+mt!r?PmPC1Yw_SCv1=?uuJnIP<8Ywi~|x`B!^|yLC;`noRg&J)8Qg$YtJ&ehHv5u
z!RxV{Y|M4Rn3PigrS&w2HkHDyRG!rAsrX}GEy=eW5llNW&Jc^b@0_g2;L=!#IC$@I
z2PM)9f&Fnu%@fn!7}D@QC1R{a8w0j3WVw+Y$?UsHCGqv&NUx`M8@eF>?SS}q{lBtc
z|Idp5mjnv}@_$ya{r~pD{y!Bk|JjE4U`6SF^bhv$g#FL^VDdF_cXxHGZGZ&%FM#d;
zkdjdeZukC^NQ3@2sjI7rk3sS<To?;N<egt^YHO3i+UTZ35^JP;yD4kOindAY-9QK5
zmZ!~X67wJNGjKBz#5+p;%^hJJ`A4!pjIKdKVz4DHJ>>?BEys7e^SY#&<kHwsc2PLh
z%^7V(Lx@7_B#Z&{8JA^L7VfewXPL-UTm&0XCOx}yB`{|=a5Zov=!me|uOP)f*rA}6
z_Et2~F+`{MMH9a`p>Fz6g~i*-Duxt^7+Kv8*E8Fj35f-iHW;I{KG?c?Fpy^P|LY0=
z_W}J6MDKrsb^qsp{eNrzZxi!h?fl=S=D#%meR9tJy(GK=+GD&PARu=0|D!<iKknxr
z>es#B&slHFhuT|26!{!dnGEFLw~&NFhQb+CU+k_Ho4Jg>dTR$Qw_cii$FcNa2zS-7
z{RhA29FNQ13rV)ic+#l7CHKM{m0u?d`}ps%e8qowT&r1QI1StdMN>DsFO_*mD!{no
z%}$N^$l4keu<Y<N;0)9=_4jQFOyFz8d%&5W@PZ75@W>|Vgm!ws-y|IT$x0)?nN1~q
zlj{Ji^^xG^p!cnd$f)m7yK8sza6yF7<str=Lvn^am@Is6xLZ!GP?3={FsO4}7tg^Z
zJGgV&-kX6*xrCz5%~K=Oh#)EMI|(v?pkkC;!ua@9$yL+G0P2f3`R~U|xB@S~Sv|Oc
z%~x-uVQw-zdPYd%dcRLe$X7Auj=KF?!>(mbVEE*fJRH&UNVxB<7#Z+45<jIQab&5_
zr-%1u?D?cC^RjAXXO~sgs+mdGW%X)lacAA&r`!}jE96~No+PFK%qU}kkWgbiZPz3(
z@^hzG7q(2-jf>}$Z~W_hAM}HD^tXTqrcgvkAKj#ZW{3E$#Yx_%RGrk+{kKTrr1+<L
zkI>S_5dq>E(%I#Ji?FIs{M}LbLpIl>Lp@Z$xU+}11y11kv`e7|Q06uq{{aHfuy_LN
z!ll|gntW5re1f<*#7OWD=v%)ja4l6A2~M){It2a;m*?`3KKxBlKOiFbIjka(7RxqW
z@I`wcQ6>I+O+Ft13H5qTe<;_j?k&C<l=*OVj(uXgZ~D@{XL%GKL0{8;&CWzgWZjeO
zQP0i(FYXnlCZf2%F5?p*F%Di2|Iag*Vy=zE-vFh&LSv%ExK=cQ__}B%rX{1wN9<-4
z&x<xlf8CO^HXf(ddb}%AFFhu2a(!kN&$xUCkm0!g+-rsb>k)V@r<MyZT(^Ff!NkWs
z1?K^@3~I+iBB&kkb6wLX(xG{0t=Ur~M--D7eH>ZLW}Xi-&4tIK44%;>zqY(b?LIuK
zNxHj3o3Z%i6fl((H~pwd9|=o;{UPb3s<}k<!>^Qw-nM9hiLc=Ng!jo>-bupo8n@Sj
zn7jm&avr3Gq`6>Qdn4Z47TdnwMugvBpea-CiAT&I==t;a-!b{P_qa@!<6XH;ZU8Gv
ze<y+X^$ZJs6K<Or%2UXG)5kqYnM4K%1uT6lE9bK<X~D+H(4P@&Ixw+BV~QrnehgX!
z*>pRwv3=e~M0gxNcR8uN^Pq+*j46grZbQFTXdCLWI0f7{_!pG1y8US|_#z|}X7hfP
z=X>;v@PASC^D@^}LB@{f7HVmYceUzlpiLj>>5{d3Yi|JhZe6&GyIGF~Khrge>N}~;
zJUuZ0i2VbZc~^!!h04I5$)D*}wq2w~^4BiCr3JZ<Jy70UhQ%i=_^&JDP&~7bdC{qS
zA^}Y1=-Q-T61=;d&Sd=h3lUw%4U_%AT#2aZNa$`fLlZR>m;|OS0Q^oKWR0=MNlfVu
z%=!;~0onyLjinDB%_6@NFg_)1UIj~jZ1<yaZ!ZMkt&YBG)%d45?3h<l#-U>|-YfhG
z^+C}lJoZZ*H1xdT{xtOVyfc&GUx=&w0&JKN&J1|%mC&4nkj@#!g#Emtw|?)7No{oZ
zyXkhc*GamB;b25vqtxGa%J#^*a<wi*C)=vEq7Mzukhj3~i9S`&l#GmDIYRv>?j>lB
ze)8JTo`vs|^-=Xp^4>=1XPc25?X}%p{4fp3qY{U`4_r&!eMOFH;OMR%?-1tiJ)z>k
zU7SPrWL|wu20T<YddPnobi2Db_h{0xUOh8%NCN7yG6}=K+AN?Y*1Gt0Krxd-NR#0D
z(ISz_Og|%wgD~QuY(t<XMMVDXA%(n1CO<HokJyn--9y4!j`lX+Bplb79NNVe(e4B@
z^w5t+FO=a@iSbH8&p_7}lm^PwK_tH$XXEr3!!F+nY*KIVMMbXVP#gBoHV<K)Gg7&1
zK^Cti>LDg^g5P;Tju(ntHIpo?p@lPamFyd`E&+q@MMnMlMO!QP!G&mCA*0?1+c5e#
zaS(LzgkU;4Is3X+TsZ+J;E+bvRHyt}+66<;z8rt`^KV;T9wj||9U^)gLSNVWWPS{9
zh$n4e2%tVFd}>=q^nCFtPvk<v4r(3k#)9Dk^fZloQ9RYw(E&q@3^Jn-hnQkvSRdpx
z(VX4N6?jZI9YGpwq0+ujD#1=ecXo!&H(mU8<68>Kz43dzrh8l7+?uiPtrTQrJo~!c
zAbGa@yGBVcfmY-iO|A>Rp_0e<PO*2;RD}txa9BgU48d@>sLUbJF8sUgE^3kZ1q~B6
zjLw-&M+~aAJWH<&83ACR+L(##62Yrp7^Vcl-Qn;%qBRYRgEY(gtly!}W23RkwNR%<
zOHWU!!G@1(jN&vN{S={1*c_Y=IboJ6!<|00Jju>}enV)QX1yBr4nZn}4$pvtkxj$x
z-F5iV4O_&6m_I}+?!p7xuJ8TTD|U-lOlOC^3LFTft%rt|yaWLW)FaQ@Vk4xo*miJ8
zjCU^>1Y&`$kZ&QVT*SW5n=~QpP1qxUrX;ysoWmJ$4ZBS9lAXaz{8Wa?c`A$cuLOSJ
zzzM<iqh<hKy+nHy9FEOse}v{IX-#pQgrqBLgDuV6o}gtSQE2z+wPEN<&mf!B@EvTB
zi4}NSiMqmn2t(qND&>T&eN|D)>?I^41k>F&i+ltuK~Xo!5GCuzfbl?E41aQ5C;=XH
z)rD|2dSf2M>mY7rXz`+gr+IhOEOK8z(<pT*iXV;2_D=wW?L<&SZNcfl<PZj&zYNEN
zGCsE8U$K&4cbIlac89$)N+x;F>0^vo(1MIHdj3Q0hSu#+^_gf-VVQn=zC6~=HxAEz
zSV6nLi45C!e`{(X0we~j_WcJsw25uA=RZn9nHzy8(V?SR@i*u1;f99Q#JwlWzWR}H
z(X{y)$YNM(T8vPJWW^1!zPo+34Y8s2B6Zje7q!mN12ql0qa#-`J7A7b<$><RzANO^
z2WOZw_(jym-9ZQsfcmr%s%IAnsL-oW0B;M%Zt%*0P7M4XWd3G;)wtfDu{_TD3{c8A
zcw_bH*hA9?chc~8E2-ev?@Po@I7hcM%N~W8ueF#D*d#nPUIZVnlVbd$7AM95O<Hu$
zjuqCJ2Q7LTkj_1wc%(`U*nNImwyaqLCM1x00Act)ZrJPQJP){b!?3>n#Idjb5}GC|
z(^4`41B@0&<TSye^22|On|4%zSk0ZGox1s%kxty`^$w7GhCaLaG~OxQ^!mfw_>b)t
zkV$oX_^6PJ)P06Zd%_5IK9EMweP^|B0|yZvw4;yStG*DYc4JO}5Q*sP?6Bwa0`Xpa
zLcSiNjRHHOHgzO7M?@%WpGkpau1f=!@ueFI-iEa%zd^dS;BTxzk&Ol&szBDEIg6I#
zp-#ta?GJ)uNwA)43~Qm7Qt5DNoI6F4!!W7aX*Ly%e}xTeL9YtUC?ef8Jh`H>O)v#4
zv4fAngQ4^<M~bDUn1V<=IB##H7o-C$_+CcLTgIv|B<r8%-KZj`ZZ^$ANIK2cMikeG
zz6#F|f-H?K=Wf7jI(Uh@!j)sD4yc^EeHTehzuw7;I_d43li`<ub{RCO%BtuQ?o;^O
z%Nim#&l0$SESR4gn0-rUunPJthK9_MLYplW`~1Zli5HK8PV~k5tc!ZFw%+I65rRA$
zXLsI)U9<<??J{^cddZuQH#6j$swUnHWZFaRbS(8|7HnVkEq&$4(sa00L9IWKc#(r}
ziuwP+zJe7rj0r&AJZuQUZ)eS)^~QGF^By-=*1TrTtCIQ%?*>$T#2o!`u)jdE)ObS4
z->BfnmhMs|Cb4_aimzM~nfpX_ksseysAYA6pJ3t56MhU28EXMG1i#UnH2ZHQgTrpA
z8Mom98}-xz!A^vG)b4fQTFzC|(<N#>ol`z`Mf)Tl!FHv{Wty6rj=7APh4$F}>m6*^
z9bP{2^bZc?XtwBeljwg2LKhof;A?08xqohkJ&dS!sVOHCUDry8M%4&7we7?70*Rh}
zkT$IGROu>T3LZlC>fSK>);ZDeU|<`mJ0p4gN&)JB`*mPmOdJ`!0SnHELH0a?2*@54
zT>H>Rc0wJgn&}A|RX&)~Bn`3puwRAAd{ziSYo^;qt%yG^3y1Cq-kub6`6+3hsn%*%
zEl#kfDD(t^nNt%+wc@;(jZKaV50UQ1dS9C`6gA5_A_yYuLGo_`tjr%ks;{ZL&g?Qa
zhI34sq#9G(!-7B2mXoLApFd=44>)w#KZ0-#OrpkL{b!k6aZ+E5_j@vTY`gCt{OPT`
zsmVq>Z4jmOwr4zTc%|(0wm7zH>n?1&&OCGAc3(Zo@dg&eh*W?haNE%~+f|ELW^e;X
zko{Gmqh|K>+ccdEfEh8At_kcht$+Yd7;n){qpe76h~2-Guu;eaU1$Yvfo*%SUBnU5
z4CB3SC;I!N=BABi&0%=A7$(F}u9%yJU@vkSsdX;jFgT!tI#8GMNkbyOwK7=fV>Bp1
z;M~E(YYO|X;1AhKC~^5%iEa@bb&_B@e4YkmLIui$S}o#H`IE9=WJIp;lTJTn1csKL
z!0zB#Lq3Av;n%M~txTG#cH^KEsrTa6b$|O3mQcALt8Bw=DviRL8#Y!ukHiTM)b9pt
zfBvA{C@Grvtj(ooMgXk87)_V=&!dMqw6}HY6mO}@2ljT3#=`C5?=Vnc^c8r)>kq?6
z{!Fr7w_(Rh0YWyxAe_>g$oLJrK~mW=jjvsBGN0QihLK`kZZjYK?hCX(_X&WVeE&Qr
ztjgNo;YDF>Hkujg(gXD&N?ryPz95-;;ra@M4Z;t<uZxZz|Fjc%^!R9)KF51!i`SYG
zeKjkx@luu8GJb+<bxW+0VS1768HUy-h~wds%S0()F@>G&l#hqr#%ZHQ&gK^uplL(r
zc_P@HzDN|8d9i^NG0Y6N4#F7meYuq`JGNZ4Ks!TZP&)l6P{v{*6mWRMFbSeffS#eG
z^CDq_rt@x^4;$`SDcbfgZ?7+vEnr=`e_1~_bt)>=j*u`dGPB-Qw8OF6bv9eX^e>>s
z(!%UpN6t=kl;n+*jC{2sG{ZrJ&vfTNkWw+qWp5vXw=fTYlS<+C)zBFst;4ff4UO8R
z-JUapHlb<Skhx5;jY$D~P-WSbL?f5M1Qmj*5;uoSxqrYeRf!EJHHOJ3dV#M0z|y>?
ze+vLRTbp_kfQoylPi1qHeOM3^Uq3ixds{T`a5oxWoRncnN-ry;49gA(m0-lE_6x4t
z#K@e+j&b}p!wq+TJ(2>wI9`O^o`W59&oYFK^(*`5TYIJ9j-FnILe=lcj^GP!G2-M`
z$E_Us&2@D%oV!bumvlP}Zif8j-><W_pitMozUnw*%DATvJVi3=h1<1q6q6p6^7Hq=
zX}E07LNb%oS)!$RBYVtDCvR!GjR<&tHmQyLUFj-Fy(G$sy$(a{D-9Gaw?f0ljU-Th
zhah-nZ@r(dR?SP1A2v??%NxB`2n{k2`OYj-OfDigPU;xS@`c!hRsE0Wg27b7qBPvL
zL**#_goS}t*FzJQ9xyfE<yVt>_3o5$zhTA5qFMOZNQiM*G%GQL|3p>oUn_QB4Lz1}
zD~$df7}dZ^1MdcVmIs;NTWMk~Dhnh|lwmp+RdX?6H&+mH2hXuTw+!zW=|yLp=r4$T
z1vJqfc<GAHts4F?6@<a?-oFKsZu$weiDPe|7YAM<B{k4^SDs*DwXYsQv5F7x1lQB}
ztwv^~(lA35qo)v+5yB35RXn+1jpy3;OPuAkY`1kCeQ^i(5H}7LT(Pkbj#)A}TLpWJ
zydf@GhFXKiXn{5ih7h}Q06T?Ye}ldjD{01spznJ$Ev8O|6GR9+8;vjCw;1;`K@x`e
z2cdEc$bwcFjT=n;3XVD2EqR0ZK*Jg)wsJo8>v|>*wKR_m|741nZ@il@M)bNH`R%?5
zDc>b=ut$)&1*%-bn{G@*|I)^M!0E@=Fo1|zMY-#_iJ<NuXtMt-n1OdJYD9fz3?c2|
zdc&$z=R2d(9LM+?4XM(nhO8MSz42=l+uM#aGB<^`do!kiUX868f2>U?oQ{}LM$)o#
zs66uqN;rpBl4}qV0eiX;hEEQ1W4bK8GSmSHO!yln>%$|OK>NHvfcC7JKz6#2IjzSx
zp+$HBd5p5`dOs~~;K2nqrp~B3`49FT*8QW+1C>a8<M8D)3_5zcfG#Rrz28a+0SGTx
zKp-z2xe>;4no;E8n2YD{Od=Bu?%5-#!I0d1s%iK)YuL7TM1dQWJZ0!_CZ0s>n&je*
zf6LKG-YqR}aO;cP+I2A;4v)X+p598-%CXM9oCms1p6)%+h5e_>5%oSft_sYJN9Rd?
zcCh(R_D=;za5iV#wT_+YzK4=_gxO`~`|Nrz<_N$DoF8fyEey94Tuky&C51rKNLLO%
z(Wc_i9wp<rUmkNjP$9S)hVpAp>4if-pVrl_`@qrR5v1x^pmn^8B)SiC2(30^jZ>{$
zpxk>JLF|MLFb}+6QL--8B-kGi7gSu62`hrXZHAIG&li;rV%@q%f8M*HPbKZ2brHTM
z!HO3;D=qZI4W^QyOL{wLP2ooOdO1rXY9fZQ9(5F(y{>MM#>|_#vmO)s$L_~PSyY^h
zoWN!m9~ky^R5qV*=B|*;jX=}2gtRp4?G9bhZs$TvGAjd#uEGzh#-@B<C8~!B$d8Rs
zUT5Z88=iHC$W5w38%@eO@afiJ(fI?$krSF;`kE^CMdu@Ks1Fp$;;kF&7e)q1_tW5w
z%fjP7_sEa5*-pj40$Vv`Zv3^swe}^EHHGG^v15ZjrB&aIC~p6<o93`p<Ee_cd<T%A
z94?guF6mi74)ET!&Lxbu4VdCU5Z*nMU9i$khn^fTBV)88c+6b@LSTH76yUH{ciV6M
zg)6rPdKH^P^1xJdr6c=<F7F10&j}$c(64|y7K=!)nMOz!)KOvrtVSgptcGPwuDB52
z&!){|Eed&r&_g14$S~#R<ayk(zdME_M|7OadJ#&r5T!S`*X9>4AU6j)TE&&Wo{hCv
zjpG{-?a;8c@efdTW3K6j&u@U4sV$#7EEQ=*xuTov)%pNu1x(}Q4n7mkCWMjj^p<WF
zIk$RI)RQ;AJ#uwoNL#md?^k8k+i$q@hiW<s*=~snfwt+Zm9*OdVSF!Sk+Fa}sY6Wb
zat^L{9^8Z`;+{gtR68;lbg#)>ELo)>QB75zJsy$)I4=OLoRtwn8b?B_c?Mw2`;~i2
z9)!B5Q^W{Z)H^6K%<kXX-NHgbgCVV>T30fUJ<F>pES9L<irXM1Ny3cat)??R4|+61
z=lBd2!uC!>X2$+<`+Ueg;rG0h#xz_?L{oYV)_d`Xw-(i&392AA#fP!8Isu`v<JW7t
z2MS)pKn*IxLsp_8q{HGbt~oqpPj{MDbZ<h)#qO_GS8_Oq<C>_o{haPg<B_Da3yJ%k
zE)0DGIf>n|hX!qBI%pFSFY+Or5Bkg~Tp>9q%|3}gVU)me3>kOWE^=AP=JJ3x-~rJe
zH}`{^mSpohuf~+Nk$?}_l*$6K!kihzzmDo3egu=fF4Gi1DAzIHH@jjo3Z3t$sPH2U
zH08|@7ks8o`wJD2jO&<ly}%IFWOHEPon-G;xS;uK4zTl%!-x4TQomWW@t4}EWW)KF
z<R6!~&RBgPlQ1GDtoE8qpHWlnUArrh`kkw8iz}D3-h!H6HV}_Qs{%)i>#q#Bqc;e(
zv8GMA#D4T9CTd0}zK}O59s*8=e&(|w8_YD`5K`|gx@P<3jO`PiRag>R*B&jUWsJyA
zyC}DDN7do{@7;8m`N~f$x5A@~KV?wrgIADb#TY)0C}U+%)3TB^QglE1Ii?x(#@;`-
zd1}pLU|e6rMfm%;sL(ajHJt}~jc_UxS3hGZDawOT<0#;&-+1Mu)9Sxt=M*ABjY`eE
z_oMYlM}!c>aDFqZ1>d_jK>t3Ay)$6s>@!`4ADmrKo)|eAC*s#`i3^+8r`>QLOp5zf
z%O?A`xo7aBU+%&r?$uA<atsUV!>5R#z_76ru&UNE`ze6&Yr=Z*9WAjX&C68p_pUY!
z`KJ%%?>>vgr3^=tN&0v?J|2_J<%5Y1>`OclIu&?+IHHh~O1e{5$e`j6?}!?Hie|Uo
zFYG43XHcBew}sfuyTvfQJ>sB&t3*%%f@@1w68MfV>_{>!wA=4*PU9QAKLh)8rirlf
z5CX>V#?R=p0qM7|MRXp^tTwQG@daR>3(q^XDAoL8j2b5P@g|}e&beA;=tEd8CaD9u
zu_f;cliShNs*NS&8}}HS6c$^<LqX;L;&ukHc#dJ8_`}A%<N48ZgZ7<~Apvk=h>!f+
z{(5J2x{Mt^_YQ7`fgh#=)ncDsv4*wW@lTCzC&q%d9RSlJ3)8aJ+JghWMZ4_t_Wt$E
z$VX>&Kl5Gzz%Mp;j3-<AF3^WAIHcMgwKMT%?-MDo2Ng=j;7M6D@5tzKqNXX|rtXdU
z{nb0r@1M2iRN{c~88Y+XPo3r`Q7)Y@>PPpT(P0002`u|wCQ774`2vgsLpU_<dwfrb
z(%-o>JT?&F@1PnH%DxSB_GsT)F0F3H6N@T%(B@-4x0ChKMOd!`L}@+6y!*xLi2f)@
z_p5j;h{$^Ng8q(9$nF*8=YdW29#ZhL^NtQ)gHD{f+jYNGXY7`Af3K$>`TG<Z*esy=
z;SSW}Y;+PFdqLst#<hvNCN>W-;eRe4&A0{;HC(zTIWwMLjl}J+XzOYM6}lcC;RX<5
zDi;>(|1Qnp?@YTk+<g1+ZbaQu(e1RGe{rahq6e&%ROthVsg1@nL`?=6&`gS6P*GXq
zy{4OMQoPGV1R+ekuuh>Ylr{tM0@DGtsB&|8B*@u)X3oh5<qz4cUmm!X#@%!@w_mht
zxO*SelxQi6Z{qE-A9~s#$g&Zc)#`BoyPA$rhrNi>1ic;F5p-T5w2kQv$j0`0t#V_y
zA;bRSf0b$CcH29<nnc&eek=$$9UWo)!6tS#MSwH?*-tf|@Of<&Y&Rsn7(*2U4j@83
z1~E1|eSznWZ~Kl<J+hx;7ZII78$PgOMbfUgv%St;1z*3d<WP>@nLAV6y=gB3@!+qH
zGOQT&#_Rh^j~OzM9eVghrRdng!ggC^3bUw^tfipE@qu>pfRYqtIGVU!qHLEK^**jE
zcWj*a=d$6jCw1A*ZDHl{pKpeA4S?_;bvA6)6(^NUjQCXwCG6j~^>|};Dm<n;i`vE*
zhEHF!COSqtco^X25>SjAOq@Ak!$no})p2j)lIF$nAHtwIG&kie0KDMENR24H(KjXr
zc%gV(2v{MC4OMsMfnIxrQo{OB{yM2^7caw~J6s1}bvBh-h}jK%*HMOogO&Aph=|DE
zUFG|P$(4<5zbd|^a5eWKXv9?pZ&68>D6lPKIaUWt(9~X?7;Tu3Y1t74U9<YANj`J;
zkzGBCgL_!%gg_l9LHwu?+ITdOqU*R$s2f%Moisl}-h~*2D|}0VJok!7TES%d9ZU_*
z-;@oft%o*&wPc5A*Zi0!VQ<(nIEBeJ_OBk+^$rWU`0o@_y5qwv*F%1c^_9?lykl?1
zDAy)={9&XMKBj)r_oh}d-Jn;9xVA%PqmR%xQ$Qhqp9~wGMvurBQI{Q$c0?Tjf?jWq
z>!-7oyLRm@f<e_8NmUDx+n;Vq_&{)mp)c%+IQa0<Ffz0JQL0Yy+g(&cS{MuTU&fJx
z2;Hw>Te@1oFIOV_CS8imCezHrRM8SKsm@7<UqSMiAcIVH66{^4?vl>n<g>wIvD}u`
zrl@}_Wlum!t~T!9XS>dsfofIB1#!LUQ}J@ONuh!1tZvAf68ktptnu#|4|e04t(?)s
zDfe~Lv4S)$NjfZ*`KDK1>XMo%h)^?sh?`C_Ujn;3d6fUq)Cly%)S{v8zRUWwZN@yi
z_iH9K@+){~tU5SB!R?wi0L!Zr?b5I>YZ7O{*<CXHu6g_iDBY6ane6xD?9ul1@1$9;
z((I{^cXNJ>o}3zNwlus?j$sZe$dM@y&jmrZ36pqT=;WcQWev??+U)$r(5;&BH~j~&
zke*fb?`Aoif_Pbs`7uUQoj%%?`9LtJND9}bZ@`8u?XsYx4&miN-kRQ$^xmpblJw)X
z_sIJ%JMGF;C(_O%$r?un)F<q%8`RpKR>}4z`0XSk$xm$PJzg?X9`H#sNz8592G;de
z9}TbSNzT6h-wc;oi;p8LSZmkP`KOd2RoGsdUf>}@t*C2UT%+&|e%9du6x!yyzhz-x
zxz@3^;fNefRA}CG_of@^y>|}k%J*jl^z|}<fXk%Rb+*~joU1{)=yZ7zgY8~|Sx~z5
zPp&`Dg9^0n-;2#C-}YF)zdFgXaWdqDP^j+khY%^59=JF@1r~V!s!N1^h-0n*T)xdj
z%o8Z&(&ZkjIckdB6+7sF3$9(4gmIbN_5!(L;M{aAhp{6CM#XY=A8ptAg<F)qRPM<^
zI+kd?*fk^B6|VlTn8VmET;j6nLH7N_KRZTG2dPWvwfCQ^+zKr2=lAw+P8+zT8tpiI
zJ-AT|te&Kto-%#)iX#`D98f=iFuj9B4v!QetBA}KXYZVr1h^(nzRf;P+>{6Y{c3jf
z-rwEm7cy_5+XwA<?67&xZ&kI5g=hYDD)~rM+IpHmuro!25x3godJpZCFBh6mRZPeV
z_13X3B|1MBShdOEFLG@_x-xN!#WWy6HsgoP?Jl$-RR$byVj4kSI;5_=@*8z=>NI$4
zoGG0CTU<JMXga^rMI<+4b`_7jPFdv$8c9?n(S?@tq|>1jo&9euOjI&%#5e3{`B=8-
zg`u*YfD>*%`9}w85A{A0K;amZA@CeVZ`1IGVkO>Cpj}z}dc$hmPZ-8`@ez*Du#Km&
zd4^jjSs55;SN>Dk*{gk&qi@v(iyO1AA0JBq(&_b2Wbu9}k`fM>5K`f_8y05C;|m<S
z=tWWokGrTU5y7*<%9i@kNt%^QpB!t35k=(ND+-3NTCqQ;>?s05UJ!h|5a_@ZYj#8y
z^8r|_LfW*RmL(R;*DhqTE$;arHUP!}V*v&&9}1VG+!>kTyJYNl^nTk^dn_d3u$kl0
zOR2~o!5SHV{@V&VF_&bu<I38uQ8>l7pSHNy<h`Lax=5OMF^U}ah5T}HK+(|W-)OWQ
zlU#)vcsClQ-CwvdIf{(~>smD19;1z(7&CnK?yXe^F@OElhrP7^LiU$*cJRE540rxL
zkaFo-5$CFbS@@&-kB}_uV7*W=zcML>^Bfm$ck~dfJ?vl!!U(>9VVD54^V2@Zm{m}f
zNb^SkXAY7a`yPhjrrAtFmyT7X)i3WdOR;@4F6*I^X;pfH8T%Y9<9M_{g#_;bw}~A-
z2kl^*$-#^rZKjZs*%)dt4T_lr_(MrG(~_c6pOW!!d@r)mC@50#i#!LV50-MES*wOi
z^zuB$R*4b~PHnzNUSv%)-7RrAtSW2vnP^8=*ZGao;8uj@9!ZYkj5wHi2fo<)>W?n=
zHF*`fJyx>871VApr(=9Pd;mV+;l7U7!=nDBhP8~mf#<}uZzmhqlZ~|AK8}Y8*q8u5
zhk=UL%?_L0z_NX8g;sz%@XGS^sS@L(!sc{u*?Cl;y!GIx!m6)EP+`1}jp8W#>9ags
zAg!6<YCUzQ!edGOe&>%?Ur8;N-0bXaxB^c02t7Px?*<{_LTV}uz??aoxW6TP1#5V&
zcwhEYVJuZ|T_(FahoE?Ulx3vkOgDq}r6Uw}fKksRl|duGENxx#XNGg2gtny;aH_6a
z4w{`ow}TxQbvr^<@wH5{C3)I>UPI?Nd;0Jj`57aJ%A5)p_{7+Xn|(u0n#<mcdgX%E
z6c5+7vTdRM#BSE}&s^hh85i@DBfgHcA<^`PkYSHA7(XMQ4Or+KLH(p-brZkVWn%5k
zmPSN8qEtSCDd3=~DhsJp=sDLGs<d`#^#~Vudnv!sK>H@|McfBefegBzzW%HT?RDGQ
zAfkJF4*m0{0XbN}dgVm(uV}l@Uu>8;?9hpxM@Xr^e*Y(1w%XsXv-uwvl90kqIcJS@
zZ;-2f{)&6Vwensyea1PhXHkpu7*78W09!z$zbbeE_q?OvK=YK&UK(a*az^6^%PXrI
zI81U5SiC4q9(ME{@+3sDuz$>+!ws&AA_?KJ!Oqn!hmUCOWmQ=#^&DoYizMrwu&`*T
z=P;Aan&wpz00f0aJc@}{lRJQC{#d#(8EQPt!0M&7!(_Qfwj0Hg^hb5wv1MmX>N%tp
z*f7%RabrU?JVCB7kq{_9PMc}N_=a9PY1335lQEt)Oyx-#=~P<RG8xJ7R9eBulbKXX
z!PDtNGNs_@iHm6sH%s?(Sp_fO`bcF~*HC@*>h*gHzVy=6!hHpQJYz1ss^E{anY(W&
z_{(Ny_ALd!k;xW5q2L#@nY{J{Axus`RB&1nI$v<X%$(Exj}T%P&M7zqS50RMuq3Q2
z3XUaoR_E|eW68a!;FD%%;<|n>u<0qqz+Iy%3Oc$+t0EvKQg9TrKT1g%*>h;J!)0k1
zi{iPbLbLcVq219635<%Q@jgosGSfW{J#+#esJAdny@eU-Ei`=DTNv-2!cUTdns(0g
zlQ_8`<WR#*rqkxeAt63s2|gY-4bxDvA)QH^LpmBM)7Yc0q3BLF%j5A>DwS5(r073&
zO)_aDlj@pe`cyKh;Hk{b)R=;s_8S@fjG4zTmd`49{f**Fng%al%6{~gf<K%x@84DM
z*D~gX2MYe8X-;ceUNg;8x*r}&<<!dxehKGzd+^FtomBu`FX&bPXx;OBG%h*1ZqGE&
z+})$`<jV>^0k*xMX$&Gy>b7pPk~7>&IcJDuC)H<B>qv$w=U{{!A%7jTgRSjS870Ug
z!ZWb1P3kr@A@0q=J}K3SH%};nSHPp$zt?LRcdIxuMSV%4djMR_@)fAf>?`|($M4b|
zC?yN4!@XeHW{TPhO=H|Je=;J<KTXrO0nhkT7L?Ug)lM01vG`g#og7amBEpSNrjqHD
za_^I=R5GdD`y~CR;Ynj`OvBT~<d}v}zMRzX@#}BpblvyqPu#jWt>9M{&%AkA!S59_
zAGxC74<^j|4F$gss@>CVV-WN&DmVoF=@%9JLdGoIRd6R`7Ij6#wTxN4s^E8Vp9_2U
zDQS2O_tf{F&SWO^eI}vGEmgGRmMgYly5kn;JMk>uy<8F`B=U+FK@7rs@>4`ovN$s4
z<$VIfhDn(R_rzzw&EUxqQF0k~&&m8>H(nCS2Wm-XvwOXQ8465fA<{v0cG-Fjt1X*-
zB`Urkeaxya2=gGDQ6)|!>B%Vofm5a_!#iO5x$<kUXU5G}WGu%tnJa|H0wnsl>@Ky_
z<1Ar483U!0(gd)_lGJ!L2EdqV1jOgDF{S8|V-sUzO3@|Lmy$#H^jqnqR)CM1#f*Ya
zf8xr^6$QU@E%(M11%I43@83}Hhd|lAJ;hskpx{vQg%=eZ+<5x-o&rBRr{LiHqBbb*
zfUcJnd=BSa)#qo-{2c|ipjdAz_#}u`P>R}c$pM~`6f`7q1QUx`YR(e*I`S2$Dk0l_
z(V`Z>Tt;Nor$lBxPIV{#=%?d8sA%f;KQ{uGZGmEWIANd2E|LyU;oq!3XX(B_7!x4q
zH>qx7lB6<@QZ_`YY>LZ{TC@ZyLXS0r?<q6IuUO=MFBmB!J&<}korZq749=BAhqkfp
z)R?H>ohmP+rjuiTt%#Sozel_)%UNx$W!}1X`Lwo<UM{?PS-~F_Gmq*D{#w?&y`bO_
z!?TYS5-+htxlx7uy{%TxtYH>zXw%Fvr?0DvV7#BzD*-z8l%^ESv5DIXj{9UTY7-J%
zl~aXp-2-^>1^k?qR+T>i_B%?3HU;}ikY?R{S#}Ua$n>Ew2s?puZi*UancW+q1bkWe
z#FS$9KUx;dWqxtLB0Q0FcFdGj@wS<zI!?b@*6n(^EVTlfJ{ecp?t-w$vKiG|L{%4=
z3<XPw2jeV8;=_Mr$tJxSGQg(FkFqegjAN8^niBR?TBYqETT^2)ZAZGc0l7Pt{3(4b
zolL5fUNV_WCe<}#<JXhwn#Nf1&9sK67hfo56#Ueav-heBUcZ=qQdjU-^X7vG3JzjA
zuPQj~py`(sybSKUtKh_ma|%uzI;Y^E>FJvaj?a^~6dY!CrmnipX3ef`<tEriE26@g
z-LnXpad#Hvp~5?g3>}djc+gL(1CP4pM1K!);JK&qE|t$_%OV#@y>~vvXQxEa7YunE
z($gpTI%^3XN`()iaOEwKobn?F$|CgQo~H`53XOkxWWWV9?#C3$@x2a}Z6m{qqS*uz
z!7wt?*nVUh>2XuNn3+zd$2Fo;P>?Epo21q|qN1!HCQh|8Nq?&Na4da3IVPKX8)K&)
zCC8Mnne^`D(#i+TJUM$+7nGlKvkNyBe16(|bYH>mW;5Oc1qaK_zO3L7ZfEbQ%wG-s
z-na?}*i((LaGs~MV+?ILdH327p1GliGQjW951)YU&<?OLB@R$X90n(4WxFvb!)^@5
zj#~z+KrZ<)*%8a$#NSy<w(*R>B<j9Zp%f$e%qN7^3)!|2m7SMF-B;;6n_6q(%5)bk
z3hYDZk;6mLn5;Wnfq4V21zlA~U8Z~H?YR4uDz#z~p~RO-;>%E7G^0u=s@uI{J<h<J
z&3t3OaEG$p6_5prP8AoV-B&7hD#a3?vd2=?<!QUKrQDeRO8L>)wYr)7x^TZ5>BrNv
zSw-cuFJ<puRMfAZ%PihgaBs?7(Cl#~V_v_j;IptH6x^<v?kg7gty6auGuKUH^0vBa
z-ZZjz)Kw2mBXe27L0vPam<Kjq`qQu#Y><E!H;`kppH>rR-mIvGI1nkO>g^_hDfest
zupzEHvDXj>DJ2wFH%=N!Fv^4S-)V#+St$Y)su>QFjneujiL?;Ku3e&-BmS5bE@s>x
z!*~0~pxL;)SiX~nWIKLDMlmR5{8lxW^6{*sK?8u2Nh>*~x>}RjJ4x*$j9qlc$FxuJ
zurxES;Ms?h^^*4AT=V5Q1;1M~p4?XOxvVjNduYQO=WZ!@#W2q(pTa(Guqmr?(=aCQ
zsEqMT;PJcK<G`xX9svkoXbYdBwPX%-=dj+W*R2b?K;$z>tsDYUgjEilTrY`UH}^xm
zZdqU>&dQns|FG9B>n_0N%XFK<8z+BIHM@y?y{)?G4&X#;*<e3bRvPaB&iZ0i)PraI
z1(*pLm@;<8V4adIk-1uKWFf;cgTvBiG0e2aC$vsV;W;-Zi1!)m@mSJKjwy$KELlow
zLX2g+Jp$G4j%(*`>_M%d9scxE;c8wxO|MSg)lSycYv!wSdSuTjV{vZic$<zMBUUku
z>G~ewrfv_NH6wd_&*?L@<NXLG`m9RXo^$sD?Kx=n%QC7?eQfNg>|-OnP2pMpCF(o_
z{YZI~RT~>gi^JAGXk*LjHa1Fl`}Ya!)SpHwru$hi!=vgyY+^e=WO*u?B<mi4ca`<W
z%Ywb!7bKg(w2tduH3~Lnog>PTgiWq-2+upIiQ>`%m@SitnzHb(?}I?*9eCLh>1A8<
zX-$aa-RpVneWxGRF6l^(`J{AvTEWl0oS(m_5o?)?+S|REF>YuAT``TBJHtqaF{Kd>
ziy*5BbPsm&4fQ1#y9?#qY<HUcmb*aV!LqDlz5Entr}DV6G;^r{=%*^811(D(Xs(3=
z9|3@uMf;hbCpSpea%DyPnQsX*jdFf0R|QMlA|-);Kiq#7@4m0bFp-P(36V&L0e*mr
zeL#Hb82{J8Xp49E<36`ZY>tteK0==o;3ND)VUTq4kA<WH)}g^+o@ujdY#h2?n^!4o
zXkLvOclO}Z_s54O+>I9}(h8oMzc;I`gz*K}omBAbV#%v0xOFb`(gkfUWsMtG6&wO;
zM(Y)r&r>fbI2@p?yJvQpmlXU3Gi#hxR!GTxi6q1m8Aa$Gpauyn{kv)%M#xU4zE0{V
z`<m=0qe@4A!V>*t?weTDvYkxU_7H#2-~*iRS1i#@mZ5I4%!j+lvM$w&)Un=4bF<Il
zA(SK+>9CU}%KFIyq9;|UDz4zt6p`W*4xGhFNsBD@+44fh7&pFjL>MBV%y>!}C`ohN
zNNTGIER)o5m~d$gPnXQ`A^i3*qMw|;Kg^sYuiyzo>+9jPw!TvH_pj^B!1%(2Te@8^
zcWLtOWd*NH8aJ*f_!Yw_s?39ZnHH00nAtfsNns9Osy4KUGlm*_kvrob1`a0Gq_764
z(xA}748;YhTv2s3=*}_9tA4vIRe|gr1BxrMaqMdpJ%UK{Pf#I4MOFz>c8k;$ENb03
z=F_CIzuP!QjFfzbQi66idnG3Q9!jiJEPAvga=N5c3~D6o{w)3oW((=G@>tU5_#PWT
zp$ypo1RAn|nKcc~28LzoZo5?WRz@4qsp*$YQybBjULL~J?!xKe`QA(Chv&a|@rIrf
zVO-ALI<L&D{3L85+cw;{ti~n7%)cOuChaSv=^wd}R<@!FY+^&1RJqgLFXM$xY8D5M
zSP95{jq>3T45}{-W^4C<s|XcAEI>Ngb!b_WUk{^;%w8%>ppG#ANJ$njkoKmIFe;Su
zGq~bt5kjV1CZGS?K>jm&(3EVR5KSz(iU|3L!UlIgl#S12$+r6fj(%cRbQTGZpA59`
z(Cx{i|G<|0gti4-r;OAe9g&`)nKFlti8(Q(!MHiQhwBN?9O8QVMKhyudhrEQdyMAI
zdpUi+;ks3QzH!^Wk{i-s@<v&Uw7hxanu5<5Mp=ul3x;`GiLTrY_x&=theqlCo`pN1
z4(3EajN;*6!0&@tt`sT#Bw?0@UH~`KvRqNL5RuFGens?oiNPu+>E;-TbJ^t;cmG_b
zYyFRszfK6F0*BnEfjxQ-;hH8&9DsnjXo>zV5l^@v6LO#k)w(&r??Ec31M=^b#Ms7+
zyK2dj@Ft~djI?=7BHl2^wGM!lYgg`=kWn&BZl{dyZ(7jpIn!L#0d~l79bnJi(J8yf
z#@QD#84bTMH%z#gb!SqaZ+bOr2){RdbwU}ohC_9fAjI5N^_0_wY2DciY3H>vccDWr
z4@2M?Q#C$7k3)1%iXP;+bQ!2*njHcWZb&sN`nX=E`Vy)c1V*owMd1g<oJHNvVek`G
z?@}8VjYA?2{2Q{KO1E*rP?c?5Z{oTKRR0FlejC3}5bIIhPQ0ubj%+c~|7*C*oGm9T
zk_OucW+Sz872M$dca^&kNXEjExXi|-$5T2;X{3#mj&m8%A8LXl^pBm+`{zqfjP%7!
zMvipDm3Pcx{<DB}s;)FIo*(8#%{$hFhG*u_l=tAdxk-I~E%Rbc!LyU*jTdzO5KhR;
zIxK1I1-t4HQ2KmO+*J9}oJI9z6G9Xd_P#*w_hn1)MK=X>UlN9qs6xw7(<Au`F3qEg
z%eEkC7GYt32FIROWc6rXsrj*|x^1gL$?5Fx9*`Z2U%`_$ZJ_-yg{r73kt!Ge0+0Jp
z(^hwXG49_2{50-%;M3IP|Af2@^ZR0IjcpjP-YDZRZmM9QNl9d#FC9-BLkguqmm!5x
zI&TaYk$uH_l1iT*W~bAjl)|<>4korhBiKdisClV0KBUFHe0E5?JCl_mO)qC|>s+*P
z#(d$D4lrhn+Di&PW0*OWE6!c<pOq<EX_nMO9DJTs2d7B}h(bVG(W}7CBsFA_1ymMl
zTa?_usp!t)bEYgT;jT^kpd?}*u81C2MB^6uiKMZaQ1Rr;c`^?m>apo5?px$V*2+Q>
zvWA?6V`iz)mwI1aB2rBSyF`~3Ii)2E8^<k5=4XtB!wUK1dXd{knwky9Q`B6NPQtT|
zyMIx(lPUjC%lFc$@$@Sy6_f@gRpud;K4Y3HWs*))23^9(GgpRi<1C)5;O6Di;~EZH
z3{yeojm(81ylCFl&8Nnsc~$jGHy|y~))l-8)9R{%6OUBY$RL-RgKPdb%em7mt6EJz
zUsfGh6_IpN9awQcTNM?wvH`0sO5WKo<L^I`Y(grQOjy~~Sou5cS6S75^%}*Avp=9v
z{RAv0iav@|E>3qZP{=n?mQ4>$JbwY7pMY7$EKz#OeolF(IXjp3=Sm<&I%EFTK8cTX
zdWb(0p7{`e>11kLWqQWl?^kn4_WhDb!j1ioPQs;9!{l5l`=O-Wv|$V>b<WHTF?_+u
zXiAl>;ggITc~hTn&SlRIDOEMEWi=cofu(a$ra7Z2f;BODK_}<n+Ri9=9SSn9D0S6`
zqgW)DYm&_Vtk5!#fqs%&q_F>MnMHAb-V!}oSwSN(glOgYdp%h+R7l{Ng1S+NyoV(U
zFU8%zEz4SpV=C4{c7qty3)=69VhGiaMWJA7$D%r~Oc#ElPeZy=<=3Fcvt~l}1sg^>
zJH$^ql^L$^WNNtb&17<Kg(t^Snp2GASTdz5sncU%w1u(cn9i!<yuGYi(iqd(vt;U2
zawrbdv*S83lQu7<wfIaI&Zl%a&iJL$5N_6UlNxTG&&&=*;3@M`Uc)n{RZ;NCj5%p5
zxCNq}QEKO!YnO9Zsp`D~&7RBqR9?`XAP0{s7cP<CDEjAQBNkDpsY(uCr;xggY!T<N
zeemm#mxLi8CNs%=7nR46ZzzZA!pfioO2+(ase#x@s<y6(W-Rw{bxfDS=!UHBBI$ez
zzffQPhdQ#lCoL!*P@5D?#{9hzX``l+Lt7W5GPF&L&uMKNn`2{1?YE@IPL3&mMo3W+
zc`;mOEhMMLl5zs)!&Iu8)Lv=IxSk$*pZOap?M)_UYe@}H&z&(f+_;vthV^;V=EX@}
ze>P!QdUocdX-riWya2s=R>3JPrq0h@q*Bx}8EmHnE7`VmDXCu|BWrtwn=wxP!B68<
z9Vskj3e~H|E8ni=Ocjo&-YYVbsVq{oUQyp$S(PG?&beNaTu3-MxeWUKfYM+784KEq
z`r|0-K1mJURSJNu!FuTK;?mzN>qe`)R7Vn*Sx%o?(4Q5-NFakuxaQK`Kd#tgV>CV}
z+5HnsCSMblovOI3^dvQYBb`#ixRW_AtvMrUUrVPoXIw813(wNd<k=y-WS$=y0h2~W
zt@OqOY^|z-Lxg39!}Y)>Q%cWU)I?SCg+*Euu9yg+94(4SN%uxcPJE##`UL3|9Ltpc
zP74*AkmfFRP%&yHpy4j0r}jZdM~iY%|J@F%xcis#JZhlw|Cg$WZVA8T0PylLRXh9^
z<X)^OIul_7+)Jj?rkrO$HLA9eWOGn7zb#rWC<11ulHKE_C6Pw_1$xm8L=V_NHDx4I
z`Q(@y6qiinWCb5HuBVb3K6NWSJimHvd<ef<%A^%MePQyf9@0BLZC;pA@bO8rHm%^$
z9j9j%9Ei`B72JXenV0a~4Es0bTmeYU<wb7`HLTGvm!oom7<G4aY2e>-Ma*LM<J2A{
z!|v`ol;aToA5=1Vg+kEWq97ubzf+I<G4d5<i<Iy&Al**NzoZKSYtH`<B~i)Sjlv#w
zQ~2XoZNXENV`jH0;i$T!x@kH4PB4gDUNXi~sqqs>Bo2V@A#PGo=Nf0JagAd;Nednn
z$R?Ao>ZAFwA*Rza$swkVb9)ra+}MMknj2CqRlR6vc*>cXOzEeepDc|lc)DO-n$(oZ
znl)=kne3Sh3O;RSCTs<trR1QZOvQf*l%XQ{31I}kT@zuH?oGnTlqGtisM^GZZ%93b
zq9uwfB?`e)5%)i(6Mv&h<*$^26}?N{qY(E|iVK&d8AS?%O6F8&6oeHXaSkjvQ3M(P
ze>$UxuLO^LmZJWuTTK?sgM=&PrF3!}I2M#4D`O#@NhQ^Uzf?M#PO5I3RJxE%s_B49
z!@pUcH!mksk~VfKOMOwP{9G#id4<`T8|k#h?1l5$agEt4X9`1Js7=-~dXRM?bM>@>
zo0FMy6$Q^_GiNU;cqx;etSR`pOg5tjT-P9+6i?;OGU$Lw8Fs=8AHo8sq=VoM8<OMj
zhr6R}sVS$(8CU0w$}kiSvli0kQ{+>)w{i5JV=?cS)BoU*5cGugq2?%>HUQ}do^UB<
ze?Ucl{X11zcX+8HLx|K#2#?b5Ri)8z5_B9bk&6+>dN(rZ<S$4rNoGxB$R!i7yY%{<
zoJtSZ@2QL9Lo83<HTC)9)~&2w*GBE)q#plmIOT$=;g<`xmPBTG;_@kt{e1RHQNbs&
z+1c|7ei{hBq~KK`ysF?AGntI$gIO|^rn^Uo1T;<@nDkRsO4WWIvVwxJRMbg0zD^M<
zl{6yBfAp#JOhh{r^lr8!Wm<wFx)Wr=0=YDlB_j<gQ9c?}g()oJhB@LO(iN1S{W7il
zqAYeeURk1gZ}ZidSmG@G4t)b9)0mn(JVKQy)&kDUUK){We`?Ge*K7ZDJZq>9wA7i{
zq^aQP(+BdVf~Tiq`62vleh4?t-#nF3aP!86vsnc<Z=AI!6+Cl3=bTdT>~wZ+M!_d@
z8K<V;`E16zqTpvUnfzr1$Ks!;D)`k*CVN`Ka~H`Dn(2ZYa?}@<6^rkm%T>+Bt72R;
zwU$vIx|rOb28BKYi|M$`{!zF@bo2@2S4Di?pTu!m)Y+<>8W0x=4A?anWuG9;$IIxB
zC^ib$K3=4@HZk8VO9h{Qzb%T<kQNwA?lis<wfz*UBJ4|pj@*l7pmpDw?C4SPdgIy1
z^rS}X7@Ntf*M`w*o!0Q!$gCdJYR1!NHCi);nxW6nUMi;Z3O;!;SJ3d>O!jg?!B4^K
zwiWzLHdDT);8r%1zoy_dtd@#`!`IK8l5qP{h6d$ZWR2!YCuD`LJxYn6vS_w2z7vrn
zb4yruu#J3bSe^u8Ublo*N;@#n6b<USp*2nIPpo3gP~pvz=#6qK6)F%}mADq6sP}9+
zUiMB|=ndLUg|g{>5>$@@oiwqFTBFEbr5T2Ys2Hm%#%>E|o|-}bFDjDQrdW*_atOcT
zo*1|OdVW7MPpusmFJ9Qk(r46*7b0w|q7ZV5vGMZ?o@3DoORwVt=JA|{8`i$GhEJc~
zH>wFy%pN<c;Q4%}aCErt&2oCU?#+Uw*L@~4F{|KI>8l6_<g-7saut$6r(7Da`=8}h
zNHK=t#j4EgB~;u&_D0DLz*&5rh2*IgMX5;EKT4%jhU`KRej25y4wKe|7H5=bJ);_<
zD65qEP+!!4#3KtO5p-wMa!eZ4ce&I(yI)r+7e(=$7^|jwqo^gFN=^J3ockN3s8nxM
zq{i6$qfyr9!``Sx#`3Q6f!6U^5BPLgVM`C}e2=@usDdY&yQ6xC0GB^ER&=jWyVJ`n
zcyHd}dIIOSIy|BGcKfOmc0x7Cv&X|FHP@!kxzpD3LqpE>?bmt8^-!P{?r}XQbQkd9
zfKMmX!-A-PoPGKsZ95RkVlbK~Lzd$#4sEER^vu4@y--$h(*9VXZqIgTR;a2>7TuX_
zgnHH@<%UC>S^bro?i=D6uhAE9xV#7Li>Btji5+TQ6I-0AGErCTXcltsC-nq0&k0rJ
zA`IOFmY4(;%A+|h>VX&yV-W$$ebh=FEz22-GGZt)kFqI+<eo)z$5)LBnGpB)+d0QS
z1jdev;10c@6aLkRy1SU8b5u;GW#t#J0E}(1?oaf4ar{2p*u@grrQN^U5u;P2533vf
zHBKMgLY+rlR<ym*>+I~$(ef!I5_)8%o9J(=i9>FOvsE=!!wFX$IaR}phG9q1Yzf%g
z)Jq8HOALp#dfZX8oaZcRVSzb3RFj{&hlPZpk**H^uHLSLj9>qVEoVZpw}AzCZikAZ
zmNfJaLZ}_0ktpQ7u%|hv8&R|4yHT1q03AhSU}cXs0r@&rgHKVv?|y1oPZ0J`(m(s<
zLJ-BqY(LG*hK1%Qi?lrn&Ek#HfC8e+iMMIAGIfelO9IueleL|q$%S~r52JdNkK?HH
zD!xLB=E@!_f+#d*f)ZrS3z4ZqBkTl^P6?_+8B4f=7_mgXPap92)}q+^tz$6SJkI{s
z;x%>_D7m=VmR*2TbJ2ePDl3Q~L0i182dXvup%_9$^WJ!v=;)C(+;c|toO*o0gdT@^
zw31_#{p)wB{4GnUBR9>gG-zWt?{_0|$_;HOs4vOUng?IXfE<{RDj71=l0I6dy@O6!
zV)qsik&IhU#5PXf7vYCEI|VI%h`OQUVuK#;soesIBOR(mr13*IoGII2z!{6o3q@ZN
zh7@Z)s$!d?VxBn`0Bs_Wq9)YiG^&z<G&6XEq}-ND6ds=>8juHEpw@f$Bn`H7GZaxP
z5z)uCVl>jD&?sQl@5pWK9L84F4tEJR+S#NH^;ms#B}N<SO*fp)h$M^`y{6bD7BDqT
zaBkU4IPA2j73y$T&pvcrkLh_GV3)d{!<FD(U+qMh%TrCwve<G<9L%-B6S+PN138ct
zCM?Yoj!PjyrM@B>OP<Q{r?9_d%tQqIj;X4woT{6n9xCc(IwuuNcakQhvJ=935F7JJ
zs!<5#qAl%aD!v~n)0ECsRgBDIG^RKIOitM)Oy}@*JV+#(2|?lrEWUAAM#ZR=W}l41
zfT?I?>&c~mO3UC(<6E?+r`Y$f!&u)DpIAP+>yZHJxUOBYqwT-V(*}&Rh2i(W37d&R
zByo!b)$;txA~DIgnB&aThs0929?%CU4%QR=12HVNOkBpgU6T-+9|(H&J^uy`PKe1O
zK}It{M48mv<WrDzElU&Yx|AdibsoADv86JRsY=74IlyjohPuc^VIo<l?okSF(Cop4
zw1_E464E?>VRTXb4#i{-K-oBuKkx0ErunEecHIl#rMD-Fhrol)Jh!F-U&qB{s3}Vr
zX~KV@!K;*5$9HrO$~+mng6~T9@gbT~$V%3;7M3F9d~~`oh(uTEr5pL0u_O=^onK$_
z=!4;Q76leJR@T^#z|cl5(jl4iL7}!J_NnabJa>zdHmm*TVjIk@M9A~v;7S;7ZP0Zc
zNIudjxh1U692X56M`VGNpR$BA=RYXPj46$Ty*VpF3$k2?%vf4BkTu<XGcw*lYxt@q
zH#z8@f?F^r>aJ*?64||P+0?HfDh$QwO_z3ux>FIVlX84=ih4o_TiT!i7Al2d$qAu)
zP!e?h_&XvaPAj~7823Lzg}ZkA4<?FuFvV78#2mtg`+Sr$H&&e6>a^-Wj>DQgPvE4@
z*au$~pLW0M_6xLkXVmMlZwc&pJkfT9T3uQ#Cg{Urq@56W-e69lB@n(Fj!F!I|7o?-
zv~n^xJoX-&#%tZAnW1OsU5<;nhhm3I8fRV+rnnoi#a17rrm|(BKS=;{E(-m{yb4R|
zHTY7HjzF1Pu_e+WD`>1J<-Z-@D~tLk2$VU9b#}0bg+@aGu)_SymeQwjF~5h@T^gu5
zSY5!<W%UuP<C9Vr35$kGZ{Yi}gEV>$PsDehEz9|v{y2@CyDM%pM)NlIRTdJRm9=;G
z5ehfF(YD%8w70lkpQD{ji>+9TR^rUF^+LWbH!@vYPUJ@=*7Gjo;?q{N?~?v}#*9vE
zUEqIdGxP|h3u|I=7KLPTgw~!Yk@-b67>8_8b15_ibvMAl?Owz?Pm8DlO^FuP17!y4
z${0_}M6*azzfBu<$ns1^xTh``N6c`cBNV%^o<T2Ka@sX{$W8oSEQ>ww$cq*c?Jt(a
zh*+Bk{%kqNXr^c&+~q^Kr6FrJx+Jp4Xf(q)s;W^w3GM12>Jp+9R4+B!vFHwSkIgiC
zMuc{#ooN(!f(v`XTdnQTDqP@^h(YM+*P=DC4Xm3m3JHS5@{xo<-CBOhYYV(OYvIzG
zkV%e6QIU8QD@KGab7aQC0>j$aFM?>0cW(I^gd-Nldn4chkM=yF_~dvA$V^#kd>vE1
z)D<$c8fBUS(opj`D2%^A>O$-!^#E6Vyh<IpSfp>^6cPYOmG3&D;&78Hdbv=Fi_$Tg
z;{@Lc_;h0+U*M)`&;>Q19jb`J0r!*C?nKr%Ey@%v%6Ey_U&2>9H7iGf7R1i8<;L^Y
z;`0yKk(ow+)RUSex|P@znuRa1=WRmV%IL<t*snLiSJ%Z>!HH<3kPsN0uO%X6T|aBr
z+J#YpUN_;?g+QQ9G6iu+2{^RvA^T~pk)NgINe$)@{RgFv>K=F&7j4TWv4_v7?1rUc
zNOqd!!89c8&7yEWyD#JCEgJWfA$rhcEtiTaDyp271_|YDG1<qxT9zHP)J!s|s=JTK
zz+<<Jb7&P`s>*gDiZPJbiNfzaP$b;ZW(C~q9-aaIrUkhunn^-;L=9M>{xMkYKA!1b
zf+S@-?Y2JxxwkU9CDz_jf+gC*8(CXQ2&B5ZTlG<allt@L!X)nZ*X0tPH+pi#wpX`m
z%W~<$JCJ)Cdwos_q|rJ46M;HfcC;NeG>hX#X5^eN+I$ZFLl+XRdq!*-0Q6)<w>TCJ
z4I#e=eEbvq1f;=*uaBii+SgXetNrlkJknOt8Q7Xo;UP_UhrFiB>NzJQk0I_?EfG@m
z+xQl1K*zfku~$UMewthb$KgMUOw;xUE4cI5aqd$gHa;o0GlpWrcf1FJo|Mwsry{Ts
z5cwLc)z8mL*vVNjprxCrG~m8(Fh4re7;xSZ2<^CDTbM@e_Vf8o0hw>F5c(DpD=y(`
zVaHqFq+O}kTJ1&2?)~R$d{Z*M!#hHybJ30QG6h6vkUJhZUy{>WC<RJFFM~I9q#@pY
zjITzMuOmW10IM==L}MGeze$KZA~X&S&4VEMR$0!<PU3}sf|BC6;tkxXF55kT6RfNp
zO~FdyHJcUb?7LKV9RaV?SXi3eORFv_;^>qW%sD?gJRRvq!69Tgs9}7+CFA(+Smj+B
zH5@Yb2a&U|*T}Ob!GE~YV1}EAQx2<=7e<%F$}6x@+L60ak41L2h|?pHniP>sF(WE5
zwU*#5sf66x5+}9(Y>V+iOPsbvTY3{3*ZgOyt^&HUdl}!VDC4W5RF%+3C?(Bsh6LpJ
zQ=yN9o%0c?e8j?}$PiUSQ7!FZFd=QIaCEQunQCmiR4oq2hT+xOI~5rPr}6(|GU7y=
z`jQ(#4uU&gm12~1KZX3FHboAo=bD!OetlOP#KLXaSVi<S`R`gnDY^HoMq+D?vo2Il
zxcjZVV9I)ZH!tD|?fK<Z!JWGsv30Qod93I436JXr5Jd>uc9|QI8=;T#)q?mm%ERR-
z;c-6T{S9#%ZF4N}=(rC_T>lE*<JTduE|X;copLUqzC+Jp7gfi@-KSI;lM^u(+J9J-
zOVC=lEk>%^ju;*8=j7lam&U5Qi@?hrS;F6?+4>jc1_rcmA*F8^b+vq6?Ip?%%@CqU
zz8#~<XbpT1T8A_dk3x7<eM9*<_v2IvB{OO4tnhao=z8Fnq7JmDlTY=!l*u?)k;)NE
zys^@b@p%S8xjDL85XSlkD;v=j!d$1%6y}x^JP`QW9<1)JiBF+na3LY<?sL{5-tKKU
zOb~;w!D<vTGYEGJ%4!cuRM?xL?^umK4+Ds<8Je0RIu`v$a^_i=`h%t|S`PSj-z8;U
zSqS0$`y-Ubm(C7(KP+v@WqiCso;z9lRF!wVhIL#LibbR=DY#9wt;7sb*<~u=8Jd~y
zK$PyEvAG!PDR!MdLjf>bR<*)f64SV8IMkRD$D<`_Z&E!nmFLqJdR&ohGvqLx5RYwO
zAufI3?gvKTc#>&!qImlUBKE@BPAeqTF189yX}WufnAG0RXvBL@S(q|H^Q^PN`EzmF
z2mLTFu>D@hmtsPl!E~283&!S}z^%hf+UA=*0dC$Ec|1t5yi7#-WEB?4q&iFv{xw+_
zMEZ#pOVU!I`VrDwb;aD|MwKdR=M<CtK8w^hq}Y#%2`7M#sqq-pJxAMe93ihBYnWPu
zj#5ikNqYHXHtobs<#oTJ24Rw#-VgOoK?WMrStl!k^nQuPVNh=aS@YCvF;ag2TM@Rp
zJd82-@w+Aid!o3KG5<5x!*-#^5~^$0bz*Eu&)IFW^<6okcA?iPc-Q6J^yVh-NB{TY
z!-5lT@Rx_t;)L$24WMX8^{!G7;~n)t*mb!rvW^{*$UP<}S<=uvmpW*nR;a|lr3%eo
zmfR*@_i&ZwG14Hq|4Q_;!vLT)I`<5O5i0i~^gIv0wqFD%SqYf=v62X=h=TVER3b$6
z!ppdjJOBzE{!LYgPM3B<caN(f1>}8_`E{TwN68Rj|L=+@KPGpIeNPP0CU+N)AA8zh
zKyB~ZL3+2*^#k<2({r3f>a5gAFwVqM>l6km(6PJ2gu%44+i3}L>+#({h})&jen&(_
zwq2(qe9<k=x7LM#@OVE@A9^&ak3Q6}WXa6Rx#Z||psHyvo_@$S;faRbqa?5XA99yJ
z1C=gK0IC~c{~EkUU4WNmW*a^dUL-?ZoD^}R8UD2Q7FJLfs=fO+c>Uj^Y#^CJG`TgZ
ztO)YP?ow_<4rnDIB%Jz#GWX}x%(z@t5|8G_Q3RY+5e;G#MgjS^qq0!g-B0__f37V1
z1%IN_2nuX@^hZZva22kyvovVn#*eH=49uIC+fu=EdXL4fs|m@S=bY(Dx*gsx=qb}}
zH?g^+BX;xsZ|Qc;=q}$<-GB>i$Em9@`9{ch^=)DycUIKsumX3dtjDWRBWlvV-R}EQ
z3mn4xdeAlGU|$6d;T?6)sy53baut!uA|fbEE^q&Th1w}n^ROj&oKaOM`D<6GkHDf>
zEqq^DszyT-{f|&Y2{y(E^yEpJ!dHpwfFk=POAMbBZdH_YD2)r96kY64w(yvRA4f*q
zs45S6gG`ne#1IgXm=d=W;or(*w#Zfz4-U!~Vf8<?a*Lm1xtQ4d<>uMqDq|~=B8#fR
zo&HXnCG=jM0~XO`8;MSv>vE3wp1W&{3Le&-9-V(^guUcC&pk1Z)o8RGo^aI&Qc$6@
zu11g&6`m`24EW!baC^Bg!WxGt1`d(wl4nl7Rg47dA&A}MC5i&da8>u?ga--`QHwCm
zUHG&}=g{C<yQ(VH)iegm+U0=fFJV>ZEh-AZeJH<LryT*Q4}fCRFk(d~2N|`CDr!zH
z6lEEbl*{pR@5u4{S1c)rDXJEgnF>#oIE;un*j8gD&zgnL9TjglFj(JJZyt>@-dAtl
ziq^QJ;DreD90e~JAN06_2P+-!DR}3r{azs93-zsf=RC{O4A+gd_r9uTxWc35dP-=p
z<g6Ncswm{Eo)WqehD$vKZ}D(#IBgVkP$MsM%YM8Z**p|~CZ<^Cpt7karbzn`lL>kq
ztNs^&qxXT$|4@|?K`LT9^i)i{pd!xhq-8rHd#bjT$V>a!e+JndEr}iB{8?L!lk(ps
zgS!?VF=37Uenp1ByFXqQwIyOtB`WkFl8BA`PT~qG?EEY|9Ed;mmy~>>`J@ZV8%ct#
zqN2OM5w7()fBgu(Q?kL|D=@Cca`wI0Rzi*CY-}bH?sIiux4qgQ9$4%2n{9PqjrYGb
zuMfDq7}XO#cb(;Lwe^9Hn`gr-3hkxg6?}2Gu&fSvZlCq^0k7>W>Tl(`yuYdsB)GS=
zqYm_V*k92HYOq}s>cBca_tk;iikmFw5)}Pe6S1_rpbSM)W=RoH?ZBsG3$g!Wl+}Tp
zrwoGYE0<@T*8AHyuti778>Xo6ImK#Z{`@zpV3U&Z@WcI|6gf}s*$3&n$bBlPkcVpI
zNC8oo(=565G}`oZRSHg;-}`xrWYAPyX?W61AwP|8&3@KutgVKt?bo9UYi?pkqtn|=
zctgrGJ3YRn4m88!=#oCr`(UjzJiwxx!vjGx&pP^6`ABDYt1z*;v!xF3XrfjhlC0J-
zG?964t*}Q+&KLWd$SlkcX<6@w?NxPPnTNYvQ^tMwu=R|!V5+<Cu+(wL+zrS587sHx
zUoPjCL~NTJlIM(4GGn<ur8*ty@yP_6=z%&;rsje$`alHm#MKfdH5+ooJ@whTv_bp*
zirlE>Nm+!`BQ#ur?AsO?X0jwAb?gj&UJ$Ab97Qe?`BtC#6ifkHC;LT>7gWitVnB)+
z3&C7_Ds=i9+gF}jX}ix3j|=Q{b~}MaLh*U06DTAU=M%eo2R7TTKET_KyLX_yx#sDW
zzLIdmA(hu_2}d0W3W+)&GEKBLubIYU8!OI`m=U(Trmu*0);q&1U{bY*59h0SePC%V
ze6DHcf<D6oy^!;Hbzl|L+113%cmD-VbKfZEHoL!E&UJ`bYgFLthzN@V1g1rYtw@x2
z{|zN$Z;Fj8tK^)%Tb3o^H5q3mQ_cM~Id+6C$a=$WRSYu`xhi(IrY2{68s36Md8J1n
z+{KER#wK=duhO_?_dS~3UX$4pI?SR%FbfZkQtSssVO|4Lr8%&VNJQ{NP~2P9TVYXS
zC}evFdS1J!5A?j}d!h>%V#5Qlm-epMO|YguP>%$f(hJQ_G_=_`7+@hEa{_}=BlgLK
z=Hkv;g{APBE%YKQTPCCayOUsG<^~m(qyvrSVrS7c#T8=<^SqU)s_)tl6P|wZmKP3}
z(rD=M=lZ}71l7{;?YN_7GTS>I%?@4hyJfr1*&kYsT}U+VKS{mku>S#K>JMi{(~b*@
z_&06%kp8WrY+<(`2~Wy;A~6_<QoW+prz#31MAV$DL(y;mYMm~Lz^7or<COk}Q%$Z9
z&5b%)l>-V!l=XK?MLn48h!>91Te7WQY=t{gZZtU?41Ou5kj{HW%@e&ru{fkgk@xuC
zf!<&+WG@~J4>SjByfvgBPw<vL0B#vx(d%s#HN}g;>fSSY{lwmZE#pHEcUwJmfVPpe
z2Ql}A)d2PK-Y+Q%aOS!eO;4|Po+<6jy|qzIpf>L|twtU+tINZ-%e()*m0K0tD?X{%
z&qLZTx<h)8+)gO3|AXA+KPby&a-L+@l8S{-LTctqVuM<d%B;~2bpKyl-x}jccAa<0
zW<S_ZcF*v2tH>goWV4G^WRWx7J;Uyq>FOEI&c3{(-Pwh9R`D|JbP`LNncbDWQRK)L
zV@%`(Z~%@2J5g-J>16-dko*d)z<DTKnMN?q13@ex(T^Z-G(bWm1|lGdLOTL-zH{%b
z?p^E0?yyghMb>?sd+xd4`95mYKW;0D7#yVohg}Xh%RhKP;mT|D?=|YCF8yDfZDLEb
zqBptXhB~D}y^r`rLoI3)aU%02N`S63`n~CNIQ~0}c%IDN>C_!7I`|(xCc7aMAD_@4
zIufJTC)3D2oK6i-{M4PEXuCT+o}QTZ59u2s`;+KC?l3hS8W#WYdqZ=d>9H6Z`*cD}
zkFh_EMZag*iygb>KFRWTjotn9{nWAf-mv#=L#lo}>^(M-Ck0)hv41$3bk{ZQe;NL1
z^lI~mDYlt}zrb%mg%A1AU!-+#u+Kmf6h!|$uMcJE-g_~8aBc7&^&6-|zpsLFL=nI=
zu+G`<VhuxT@vi_sgp~hs8_Ml#;lBZ=fl6v|{_%S_N$8LpY^Y=_aNw&tQ^hOpb7bu4
zlkJ`=S7G63oEiL$)+^KLxcA8g^kRQFJsJ1fBDWkDZ%?Kt$Gt4~F8_eLrza=FcbOOd
z?PKazS6%D7WS;8J3{R%RskT$MMs{e;MD}sdjov@*jwAc<>9K3x?>-xkja`J(v3dXf
zSoFOV`M5)})7-iHhwELMn;d5Jj~{m*AGbIj>7RBdkHfsaKn;KNZGGX%Wb)mfzHs+3
zbtbu8cGTou*OjB*=qD)-{LmK{>5o`HHk|Z6u+$ajRq-pdSVGJ1K58brEFYL^I;ZT%
zKwPxMhiSBXdaU@PF`0+VT8a2`MuBDkFdDr^lQNEDU@#Igx(qvuP5M|#sn86LXfB?r
zvZO(W2Ek32%biB+6!swbi=u*<n$p<(js7dGhhw)l{A!YadN3S||45s3ciJ0%N<Z3g
zcp|#y(Wuvthvv~HsNSQE4fpHttLiNdMG)lJPiSQJsf*p|FY5c8Ovl5ixzBXkbIpC|
z8$NK|=o{Sk++%&^t}9OHLYgleKdri_>cWNKS$OzO_Z`uDA@!v9S^de$cPEd}?%AEJ
zr=oifC#h%VSBHb2^ZNoBrU&}+cruy%ioP=>>%ZMpJ)fXXy>Es@hc0yWkO(Kei5U_U
zy%rg9M)P&pJN-3&hw1?2^}nUg?!o~zzNF5+N4@{^D#bBa37EWaL<^nxvN}l%!6*zx
zE`Z4)r@~Y(^!axJu8a}@L$Qc~s(Kx$;FS3;hCuU<z{hX_=Ypa;$uFqi-s`!~dg`|a
zz0=X(^@7vm0j)y4@pLlzihjVZdvZEdZ=&H>_WP$NQ}_73x*Ck9qmsw!U1Jr%(-JnE
z4o&Nj>mE+^ho_?43VP!~+C7{OpMHhg^&-UXdK2A#<6i7E`sk@h2>rdZ6?vi8jV9sK
z;bZfOVL18pGjn0s9hN`TUpD#DcW7e~P9{$iZ<;OWWcVaz)F&pxNwlF%PzSB63r_N1
zINl@CnM`_5KFLlZc-9+bJ?Amf;z*)Wpo;3SU)30EOh0VtUZQ^idP*s55E%C+4CP<~
zAA~rY4epf@stIps?E0P}x&#TpU<RShyEM67zBc*<&SIW*hrclozl9Xrk07Dt>%0~1
zH3nk{9*_Qq_jYf1JURW_F<wSbd*ex4`B>-|o<{x`+SOBvY~D4_c{rY^iwv6a`U1<S
zzUoq7f1<CtsOk>fAwAUH<MHY7Z|X&H+@18I#r1KtSRRjG?RB;NG_0O>wSDqJFS1Wk
zPeT2E3UdaF{wv|I`oSmlPYr*X5w^pG{xMG{lcSFD<+MO1v@cIl?3&m1JWW>P<5TqG
zA8UIOGDpe|!L?(LCMIH`(Xr1Jm&_WAdMOHM2mhtThY?|ekBHs|P;mGk5LjoxdblRO
z6R<?D>c}PJ!|f)kj1K@z{7ZC~3s9>3yw4i1;*pZFro9M#>}@<#x7%$e@LOmq{VN|S
z8M?=F4X_C#Iot@IJPF^Y&Fd3z0{5N`T<`7EiRksR{3C+X9`#~yDh8jXuY1Ms_h=(9
z{GYl%kH=%Z*pl5Ho5na6V>enLg*%QG&YpWZ)OL8?W3zA`A9wY*ps@D-aA@u`Cg;fZ
zY%t7+$wvP)Rqg5J{O%u$XI&%na$4@Lo89T;!-;qjZ9-{BVs?(yznv(q{(we$GTNO?
zj$Snvs8>IDRbNO>CeIR4uBSU3j-yRzxA)X+LOX+Zedj5b)CqPS(1{6?$Pa*m0DMmS
zKEwTZn*trTccF^}fgcpep~#2P`Zz|qL?6A@;-b$H3P}E}!k`RRSaRM`M~NcMNp3zj
z?W%+ijes=D7S+eX*CFalS93A^!jvk4_<Bo-U-yKFEk*}aSLm;0eU5aQUK{!|TZlwa
z+f!n0aZTG-lg0R~wl7<C5!d#`nj>P$-b-%Ti`u;6SY>U#w{FYrd2P>HvSjMjJ<GCd
z+P)_(%hXa_wxng78Vh=DX=P+k3Ei`7X-Rb!7Dy`;5AH(Y;-86XVk9;!&M|JH{sFvJ
z3R`Z4u?83trFAV<#j%>OEo&qi46wGC)-2|~PBzO@<N$#!X`A22H``h;6<q8E&ABF-
zTb(z8f~$q@qDJl@#_)V8#jM|>n@L4V<ygAF0R-P1NYM{Vu=0wue?pNw|DgH?>wJBK
z&Gij4T;D)f0Bucx(qb9BkfT{|Bl9n@ylpw2I?Z{#h)&k%_k<AfMU8%s&CO|r>R_d^
zBOK_n$(u2MyIxi&FNbw|sVgc_@r^rHRo^0MOLyL=?@H+yrh^i-kYP}3P!kzex+XmM
zmL(EizX&Y?)rd-xB-siqIhbpJx;zzZ$R#xSCbioSDrb<UoWU~X47Mp}uu#q*EtE6R
zX9YBHn6O~B0k;T>;5f>)XTdFau8u)+9m5=~v#9({pqf$FF<ABwsAE8}>P7!9NR56n
zS&NPGYYhCJ@pLt?zn+}KBh=TfC0sr&TciKxxRp19#M~97lshw*&<($|tr~uNLvv;Y
z)ta&do;?$9yc9266+ZrvX!z!W*4Il}vg~Mmy*&LKPusWXby?Y|;nTiTh3==V=*#Aq
z?TH={xnF)Lq_$WhLRvo_#|;$WC|9a4Fjw}vB1=F`f)y_LZ$Sgd{(~5Q0V@Xyi>@wv
zx<Ar<SWfL}`F#itSv&f+aAdkj0a+PjR#4b_zDU6aDwdjk)x&^SRSMvodc5MADg{OV
zQN=XgK>gTRiNf0VSG{XOTv!JQgneP2lhxb7?96r4B_ycTxh^4?uU-@NKZl-KxXDSH
zYLM@AxlH7CEGQ?`puIc4Z58)<=)b;Pl$}LA#%a7)w)Ge<Q$w`$7;nSrx4;j&iE;$4
zQ)GMwraNE;An~=^O3>?kEyCtmEdua`=W7wd4FE1xogHcsXy{?nwSsAGiV;Lc!<FW!
zxeBzYavG`z1hIV1=Td|ahsFpRAPkYDDV6Ea?_!K1^Ev^a%%}6@XlDP{GAeK0TA}ud
z>)}N$7n|Q<CBv6vVm78v1!v<ekw>^Y^NqNB5AVOh?O8dTS>3-b>hF<hxwREnjojbp
z*!GM9FmIIP<vhKNjcx?hOQ;*^ko((K_~jO8`+yCpN<m}J9&Ib0JU*1dpb(E(<pxLH
z$Q5uY!V;r?X#nB;q@qd@u=3gf%K<dYQU?sDY3t;mr-sxzro+do5JZMGGH&D8s;TME
z;1sf*wVU7zM4bbU8G)(;h6el_NgaRZRY47k4uE9~=Y7y&HoX24st-rY+s@+1@%u6I
z$jJdcrI^9UnTxM`{aCyp#7J!Sld-Oda}C1szL>>}?M{7ekpauQc0I=h3uU>}#tT=<
zvd`}!_ge%)p~NA71{Dtv84ow&fk=b!#m~?nQ?CJr7x_=qe59Q>!v0kad`FYI&5zU+
zFn~SA2u)K{po*4FNx@2+$t9&KDWLwitO^Pkb+pw~^zCI`BYVE601`2y9hw#kE-h=H
zP<e846a8X5KA#dR+x<*pcFDry%_oyti5D}e)P+^Nm|ZQ-t>DGl!llFpUdY932^%jO
zrQO9kUR*h>l{<LhckKN=Zo#7TxV;>jz7C2Cm`WHa4g3pG`HF_gF@ym05)FnFj^1u?
za)T4aNrep-TD4jst8t3=RcgvVS{v0KA`1a2He@f+2?<5y%wYy^wSm)^f24F3#b?OV
zJ>qP(m{)marc4ER^G-{ZEpKv-OTX^81#z@e?~_aLHW_^-FI~A@;aAzc>w6{Ou=1Cm
zYgZVDRcQ6v9v-;ZzS`O0v2(+_dX?Maz`1@IFG^JzY~w|N#t<3>gBGdRq$Y2eeMFB(
zkJNgg9(9#QO~&QCH@N~%7mVukFW~<Pazo@^4D_Fc@8S9LOp*0Kvta>Pgz4PS^A2|c
z{Qq@o=ouQ1NIJCXeXqgS&wzKF5rY)L<vIBvevN+-s;d>?U$NeWTw?s7KXdCwCpDk}
zlsq_UrtxSOcCIyfaLC<m2jHH&*3r=ckZtyzn|B!VSL_`;SBK?R`>?JWuU!gM8`}k0
zDjWjFyx&r|PY?cOPGcm+*H}MfH0!@Z4lFOkH{)B}m6{ZpGu@2G-ww!s|MOUFX0V`6
z68Ak-Etb-3yYV*7g_VXX2BK!bA$|xj8+Pn1jrBvKP9ytAzyM+lCUj8*v_tYZZ65&h
z3(q9pWl&+bfD{{z==VK7gk~bnd5~3C>5p3TUVQIL{lapRW9>OFs2Yx`wQ{}c7*48E
zwO-S9%k}&%Z7=WaUN%s)`i-Ogy0&lKxpvgl_RVf>-_!PD*{<jqpS=8!`OG^hdQHV_
z(Nl*uO!tD^hD0~NtD-FIoPLx;1}+q5m@YQPZB^|6WWR(|FQcbs9x<ptTvq}uqiX?&
zYwV_wf?iYp5uigR()$t@;*k?T;u9?VkN8-3&~7LUkn7)*h?jmA+#+Sh2o0c`Gyjgh
zZ?k`~)2VI#NldYDxn8-dpSV=6mQBmm3Z?S4wl|99if1^WEA@KAs9}1So5sF%aH(t5
zDmQn_-IihVDqGdEQIq^p^20Q609Zh$zeYJUQX49f?9WkrBi3jS)Qu|@FgUOUr5uVG
z%avze&=~5UQS!VjvRgtV1D1<~%2f!sr&;=vlFM8OSUqh%kEWSuu>3$>BPbSM^xu#W
zulcu#$e<di!Tf{FL#FK-pp0)<)w)2nEc_|ubK!@>_XDn{K+VA@rw&QicCPx>FC-Kr
zeRF5Krom%QBdBd@tXZvA->Pc+_Eyc+<g;(o-A2>c%bnn|u^0AgSIm9vdZB6T^s}8v
ze+@f#tEmo^k}Ylpc2~ZN)!=@RX@d^XpMv-=d=%nuGqb@eCrhzqqo@7VK!vdT=mfg!
z=MWIXK?V%UL75=<@+5Xc;$@BJyA9t1bpIu=<unw!KaJhwi)|)_1Of5j1UsBvg}@2_
z0U$t%2gVvy6{tUP&}hrwS>Z=s+1d9>rYZJAuVT~|t{-*E+Fm(4>>5~K>DIwb)1-x7
z^TnpN7rUjG_e@h)t^GZ1FH5V^(5ecB^LYQT*HUMEDFt^{xMdn?G=v5CCgzz!n?clw
zqepw#pwYH)6D$(c*5A;Fdkbptu{QgXe+K!V0gW7XD%B=?T4>iXP(KC~rK=bt=G1Qc
z4D;VoWa+pWI(GIU$4p3-hQF-wWpig>|IyET{nhf^PF1(2EN--0rqwFNwrQQst=6uQ
zOep%dqJd~#e<kpYc*YMM>|He)7|&OqH_`}Y&w9xS2YQxl86m^1yk+}QE6YeYP=LIZ
zR&HKrp<=@V3OEXV2_SQDEYZVX(~c0;O<;=)Xgt0Gpd^Ce(9w*HMO6o23)*oFK2#??
zqN0MO5VR<$3!s6BNM&#lyuY@zr}Ih-*5+_~p~c=3-G<^KUM|!0iQfVtV9OK%ya8Q0
zYjs9Vy*Y&Ezo}zv^tXm~ihtDXy9r@!O_jz=6$dc7IWELw>#lB&<@j7mH%EVIw!EnI
zA%A@-{nBh9%6`os++H+GSK|44)i~y)Z-+bDo+-%AZL@UcWpQ8IDeRUyZRJ$OU&O9g
z=A}_+Dgb#(&-(>M9m>T5v|koWE)B^qD^?k(gNz!!iWX3VjzR&9WiL>CDhpgDux|f8
z=ou<1;6lcstYOwt;YrVz3XtQq?4OL+W=8*X-R3jy3RnJuc3Y@rO7YcVyMy8X0?o4p
z3hFi+3UrOrR~)pWCNRgv(@M=J&Izf0of>ZW`-$3LqZZ5}lc*>5;^TiuPdaM$=S5m1
z73Ihq3kyB5sykucJB+0aF!)Aw!|1-uy4FtJbeb*Op#c(0t90FX99np_2kF!Jw+aR^
zY>(!#Q(V(A(G{QDPqeA=8x5`@umwa!nA1<!5U^T0{GzELC~9wkR0iVp1|)W(5(1^H
zj)n4Giwg))*u|CD*xRf&l(Sd{hx<dHQ}W?OFkSzr26Hcdynq1Z2B3J7gKyD0QRa$c
zOJ)gD1q9B9_zi#Ui~qTSAGMnlF%9@nP;<}dp%<UOPQ9S)@mfciglyuHv$9}@aMkj1
z+J3>7{!XNKVU^7g&Qm<2qq4x0;otY1=HQ~HMjU+5JXbP6G0uy=ss(<($>jngEPhKJ
z$Nrs}NL^Zs?$QXywq+Hq|2K8z0H7TY0(Fd3R+**n0(OosDuTlhHNtD?1$yw`YbjR7
z|EKdP*k8|4`_(<g>bKG6xQ~f}us8T`^fzF}wI&x0aIH0%NprMT(3ax+f7GC#)n5C?
zn%Bp?kNtJg=*MZC3a}=`W;<%rEsEP>2HS&Jv$%lGz--la7I5Wa(cb1AMA@>+yl<*d
z%keJ!5=g7K0!w_xcN&n1cUT<&>xr0m$%~olfO)Np1#t)k8H%a{ctN6}gW>?o6bEnw
z*HbBs(Jh5p8tke9D%1urDK5z0>X^=cR2u-C%ZNe|)CN$PLIV@$vzW(OCE>xqD8wlj
zmCPhBX$bqyl?E)(+>X;eoEq+-6BnhHllooJ_|j~=3E$ZhTZgk557m;1MtO!CYs=n<
zp+(k<R(T#TYPMbB-IXt`B5%R3Q>%en$9Zlr^835AP}l?ds}}xcKPcK_+Y4-@wN*X=
z0XhTwG0^7QN|yp2ae+@m)<$pX#6^W3_m+o+i5~T9euQog#Y0B(^U95t-5~lg{!ki)
z!nEh;OI}thdibhFb|OoO3iy13Pq4$j&k88WjtoBER86Mg{0bk|?5Bi?&kmNi+0Rmw
z1#$6>(52BfCu+Y(qit!i!=vqRm7bPbEmbehq19x?&d#Xpgk9$>$EI!7uj*EFE}K^4
z%_+545t~z|MeXBk3b1R9E~+1kS`&DpK@J`Mc?g5>ju_N6hx80BCEdl?VsPw(er{PK
zT3fV3AeSB&@imr;9o)pBl*egtYNdxNg%QKhWK6xw(EL&QqtJYgB|w-!%{)S#915#G
z5vYtA&BDRH8fm=wfNm*{smlI6Hztx7UY=LZiALR=-WuY!-CIHmQhUG^k%-M3k0ve%
zbC#5kZ;J(OcUC=NJYc0<i6^za>K9V0W)ZL3O|$6dOZKi&-l3JVaiHz4l%-4NOv;jl
zy8cmDSv@NO4%wvd6nTTW0OyUQSB}QZ;zL%pz{Y>{Icx(y8)5K;ge2Sl_5TzEA9|wf
za@#F6qWcPhFAiMgFi{%#OU;iU@Wl!{2=cI~?ffC15%?m_IT7+XcMJmG<NX?P0u;nL
z1zN`M?W9C!=jCO!(_9ecx@n_XQ8at^;*7A3y%3M(%=ug)Hn(ATql>ZZn%UtN=UXeA
zrVonk)TVj=eywEQZ(S+w8~$n8u)|B*E;sEfW_2nSEpON45-eFZJKsx|v<;7SmjXq-
z^K~u{{*3Rqh;gxKIR%5X=kx(>Apl?Cn%y-%Mx&MKV?cXwee(wE7m%I1P47Mk6waO{
z+*+#YI;HcTppt#P$@HY*p2F8NF>HjdZ>@bCUO&34H#g_t_2RM@SOwtg3%m2XwLej+
zR90iQW7<ttX9IH%nsbuPlD6mMqE|Bf-xub#BYSGSYV7%3JIdL}_Tjd<kL>Ms%0?6P
zX1!Z6{nB*~Og~ze3j0xiHLWWqXH%%kw&|~mEo-~l-m+xT<an-v#nj9hn|!{WGk$m<
zr%^TEDTT`*>SrH=@%}mNt;t)sUIeL^22vj;n>f(}g#J?=;7N{!31p!bIRe##q&mfN
z=<D+LXF1p%JW_RFym1E%=8gi^+ZtH!*avY{j)~KiuQelly>*7K=UO``GWjaHo28jU
z!SlV0yIIUH&!}wJcF{2>*x9<{7#*<eR=pV6tF@xBXEyCK`)0Ku&HLSJ#Yi9Q@}06d
z@y_q}DwgTF8{I9-^l0e2wy_^oTLts}8_s3N*mvx!X2x1IYqzcKrGl)Ro@-DC8T%z^
zStgqYE?U!bZD8vgz}8oRt#^Q}F92I_11rb`9H7G}dn$d7GX1XS<i+Ebk_r<VSTA%9
zBqE_#p!U{KoIEXcx`Pz1*lj2(=No~djd}&=C%oG^2d<}Zh&uAGdI}_p>Xvzr<07Gs
zgH=?TYTnDpaxT5Rq*~r8=S@D7UPqky8Ci|&Sy{^&dsf!Z*_-*uZtb4gi`Vi-5iVOf
z%A20eZQqop$Mfy$c4WWODMTaW&@D&yu-Y*8+!g1Ffn4ObtUcq4X+vEPw4HYOg}`J9
zDfBcxx<jvxFW8}Yp`d%PLwh2}1&?iIFr>LRU`}%Ax*#tF-jais0-vnuqwf3}h(6po
z1JRG-k667A<X;0!kPC`+7^;^XgsvjHbc)>8vEG$_1U^rHryuh6h^am=KIAMJP4s)Y
zOg^3d*+tbfkPkIYoX%#Wrq5(E=j>^NQlZaA_FTG<Nk{K5XN;&{E>k<RXZ=W4A)DVl
zyT5%Vw~#F#oY@<Dkv+4sBO}qk>&+-dp4lt6&1BA0t!Cu5ZCNq-1e-z#lhCbM6wYaT
zo4U%l;j7j;8HTX!I{^i6tO(>dj4(-Qg_3_w?fMT}OkRO~Di@t3+q|<hNczFj10_|B
z82UP@kLbU@K+~qxWE6eaak&u9{y2!<HXwSD^%Yy&_teq_S<=BjZgM%<Ad3*A4oT`v
z_KS<EIG8#yt2JAl91XL67J}8fY!|O19no|qZNx}3Gz{O!W^(EDEBazanu}yFq%-D2
znQ}U#?U}5bF*i%+IvHb6%c~jl{&e{$lQr)T4s(&3?Dclh*t4xt-N@Evi?VKOd(M)Z
zCckNuGxW5*Dy6M6bxvDj=Ywlj_y?Y|GkV!~w#7@d#0~bT0lx*_A!@)wkYP0xv;rI1
zUq%kN#c=o$61cwvS1J)dzC|7T@<WwyDAOYKy;(4qstUiDs+cukd88BurLUsAj6SVF
z@_YuZLGnzCA7haG^VBQy3DQS4?^9S;Mp4r<GU`q0woLw2Je1wfK{vy2ag$y1);k%R
z!a+6@KXsM9z}F46y*x*4Z)ekn-aAvy8M@(g*2|h(X7X3l#-1r1MPHR`huMtbq3(Eg
zWZ$$m4Sjf?Vh+PwEiGB8YkNV;VxaBNeCQZnY4V4L=J>iLrQx$aq}Q58*|{QCu)3`w
zE<q0To2vdk&nd7qP45j*>|IvEqyT{>>}XT@Tde=1_D2c_?<;cTWrc!=YO^5c$td`r
zQ7Cx0Kt;3Ej8O2Ht^)utaJGKghxXk*1-kce4k!CoHY+WS?y+cM*cz5Wt$t?Dr1QpZ
zQQvAipq+3CZ=oAAe@mf)GPK+3LsdTW<LbkhzG)2^O4F)&H!ZUnEk2ORIFa}OO}MNP
zAIRqSvXS^e`MGRFi|<{{8N1vn7o?%ZFUp#w?X-}2T8QJmWy!jhhoDvI=lp(^T;Wyy
z<(H(ChBH5;9;@pQ-K5tgZSMj(r#bT*Ac!lmleC)mDVUM@f6wpI(D$Y)!AJZL2+|M2
zzN=#s>b5Tjd|WW9e3m_|`17rg;NDq|c9-7sb?UO$d_LddN^|6;*5PHb^Yu9mZvF3h
z)drG=uW1{ZwWGGlXCiw(m$4!{b+ED1w90FN2m0}4|33U|PSFB5Ssc{m=(*9Y>CA6y
z1rKO<ZA8yc{hsn5{gKcAw&~kebpNb8%AW~H+{~N4lJzaqy!U0<+BEOCin3+wmTk2S
z69F}P-7papr7Yjj_HAhuj<kJ`X6~-G-=t3Rv{1<{IVySgp@Ub@59SHmcQ$eU09{(v
zIOi=E{a1LP;>2}@y8*`yaPQJKxOYeih9?bmn7OQQ?~qW(Y56(aJI!8zX;JJf)a}B5
zqGspdM|7Q$hP)R9`1=2tRuP&1d{W79$!sKRmd|G`Eo%mik>>N{P%Z6ICFFB7tGYx#
zyqV8X_@b_oOT{nGW<gMpMu?*wYdV+BYsVL)vx850wER)jpcO@O*(=gEZn5}WK2k&2
z3L?9#7m8Ly+b^3&J;5qk`;PfNR`}E2o74@>8~WE$a9O#dKh-41dQ*Su8aY!#-hZ2V
z>5{hhXscj2?5|Vb>Th?NVogs+=xH<l7Fs$DELVUxXuvzu^no1~oEbwsg?fI3bGJD|
z`crL=8c|~+zJnN3;oNC5EUHsi9Nvk~!9Bl=?V$p=GcTX`F&Yh5{Gd<>-*5C~fugYg
zv%snWqpvjI%*(u#x+n4whY9j|x>u0P4`TQ~^;VF}ikpo<=1}vPgM7DA9l(m%d_iXO
z86&JCvzGCY>0B<F)!A&xGP5g}?MO4b^44t`&AR&jnY~lB&FspzZO=Bdt181tXvCJi
zEi)S}*)@V9j%9hbjN}pZ<O|w<Kr7x0+J1|C=1pzCL$S>zZGVZpm61s5h9!tDti8ix
zAwaLQ#vzWc*BI<c^A59zBFE8x*SN5l(sd0Fk-I&IV8_9REod@o2s@-i6l~@;{|lJZ
z_x!bU$aU($pYY*XEc-RC?NiA0{|``00|XQR000O8=WEwm(oOVJoKpY*w}t=!2LJ#7
zFfTDLFfTA{y?t<7S9T|OFYx&B`1Kx0k>CSBfRG@P4-X%tzhQmwLVEt7Z5gIz$ziu`
z2yWQDv?bB9J$5L?=A)Y3Z8_cUhe<XmWztEb3bV7?nsi57n{=x?ZGjFpDb}WwaJRNL
z+S;8N)nNWWZA}txZB2sCjJ4;S`<}XOk6j`kFW$#}=bU@a@0@$iL4YR%jP*0d6!yb!
zFg6KCA0KAyzhoHG70wcjvsq2BJ9qB<{Tf%`e^yjx^9mR2^^&S^-ej3PQ;xEkGTeeQ
z0e^DtFl&P=D%^{0u@qdMO{fmbl)1tb^<y>@Xa+RKO}K%gJB)s-f|&^gF4vmuTuJ4s
z0w*l0Dh#E|iULm-Yz}TMlq{U4WHhGaG@)1t<^(M`pDPYGVIZqHJ=qdo-Gm$K@Ib+=
zJXf2FS=Lpi!t>_J@Ucn{gqdb|uvgn)Gw?>5z+13<LUCAnO<B05s*Lm5lCq+^aCX_y
zTlFMNqbxdltBVI$LRZ~79=NUDP7M#*La!I_ptI7jJ9xkf*K9mTYidYEjSc4Dg*a!M
z$}GIfU`}feWD>loT6u-Rp(gq>37B9OW;bBbT$MW<nUKo^nMSR=sy2BBeu{89p*Ke|
zd0lPla5cUvT%;olni|{)NDh>Qmk-R9fr5C#oW?Yu(O6b%D%lcD176XD2a6FHW!9p~
zl_pE)k?wGcX5nKs5rk)OHfkjdrsI9Hd7U{rewZz*EX7qPFjrElI|`CXwKtO~eDmdQ
zrF#nx8Xcp)NrbDd6p%Wlc6+6R=N6b-w_#whV>0A4t8CR7%~A(q?P-pNufQ31lsTFT
z%s#=GmPs%%43yw(fZkJMBUvV9wC1F#u|yW<AI~7UqG_O|j)zSkjv{mvFt|-1qdEN`
zmQ5UhcV{E;ns8ec$Ol&djX<&!I-3Tvj3R}d16ElFIn`O;+@j7^q&0K!$uLEOGu>!1
zImIT+=T#lV90oNpo8C~Bs-iG<85Rk5?Uag?P*W)ss=4wit1BchReRN?5mx8zHXamM
zm8b>MwQbW!9oJ?^uCnd6S|n6XUsf*9H#H}nfknt@g#zKSWt{_iH`weN1Fmv)5mvG@
zo6Ezx90t}6<uxaAP7{OH8oZXGvuzMEmd}E4!m@Kv2y_-QQLLsdAXpBTFVGtngyxLo
zH3lN&1W*L>n%EE2oClFq*g-3=D^3sm9Rl(>aX3lKB{&;N1Ch9DECyjZ2CRDnrnATl
zAVzkL>nWJ{adt3o0JAK(4mlzA11+bC$@5lO5iVEW=QA6OsasdpQ=oF-a5>fLpond(
zxOQukv135v>z$Q0tvuH*7Cb`Mh_ofQQX#SHm@d-MELYuDhZTV^v^d|?L|RHbdl&>j
zg|`^Ym0;cItS7BC6CfGQAq$0J09PTbmxRiqAb>{~68xw9AS@9OB8#!dU@fKL4NyFI
z<|Hh4l@D<(z>=_F6H?-u_oDcXzz>GY3^bSMS<sp>5Lib6f+zBMMF%B@A`hyI>&Btr
z0Ulr{4IQXA#PDuqL*+*55R>ByGyHK-e7Y*fwWa`0&(bnEsUQRYg3c*{Eb~LKc;Qmz
zTG8O%rKyT&T=Q-jV(zBxkGDGo*Bh_9Zmr;rx9v`$;ElI!_{1A`>y=K&8}C$1yW@>_
z+-}|WrY449)jb20pVyd)`UZ$Fhyo1@@@bgyWG)XjMNcEiA4ZXQ8rCqVHlPekkRk+~
zqzaC@QUkdW86bEvi|ZEGEDHf0b+{jg$K-OFa{v^r7=s({gTW(kZVAq9f~L^%uC}fk
z`nLyQmeb{wt{BF{Y=0oY@+loPh{`}$z~!h$oN0@=3!36l6bkJe=%Yui=eXWdl@kHF
zgDzNWLEhoHRS?bXVMgO-p;o!#jkjurn(K|X3!OsS8*jU|>yH=QdZ*xxyB*f?$L+dl
z+upd%x}CZlmzwhpt!a`%)5HMK)dC3^v_L3xD8;a(VU=mkDImfqjEut~JxavT*h?sn
z3Djyi(3UwgOfSK^I&oCJs6dayt(IXipiKu&r#Z*csG)WB=PD7)P@Iw6e%*KyXR{w|
zuAVv!Qsx|i^EF&NjKi}JW|8Kc{?3!m=!1t&z|!aiW-=x799InP(^6e;qzs>C1;*MQ
z4cu1Ys*vN4RBLxhSrF~^T~fl*_fK!PJ3cA%Zb9hQb1o3NbHXF2-Rji6o7HWz^UL&H
z(41bN<-?%LoGCORd7#NxK{@hf1{UudU~zy@wAwW$0HT1t)I=Oe4n%c&!AhbI_<1kh
zTx;fF>{#|WL;?D@=_w#mAe)M#=cG0J3OpkS+MsBHoaM76ovFq@aa=P%Fcd-3Ee_e}
z>`6maR72_)%|Yv@I}31=8A1jJVO_9CVDU6lD6em4(AuA}0L`p}>IfXb*KM@hl6Hx5
zVbe^R1(pm3*s1I7n%x?a<8H0iZp-m}y9V-es?aVJ+E3G``2te2+$nTicU@j<gK4+r
zwI#b_!k_zLI8mp0tI}xwo#y1>sFXbgHc3%N6uK9JOA9rx<_zJC&%vw2fr9Xo`Z~v(
z!@E3@ArVxXufb`fz=9;u6l^%kuE>K>gZf}8px_ulx+h_k3oVP>x;KqB=03QuI16XK
zIIoGtv<7A#8JJI>GC&6yBR%xWaIEVdDRdqF@JIopit3R9abynW6EsgLun3fo<SD>x
zg?p#yT=ZI}1k64qsZ|cOT;|d8RHbsY;(9l(vO>$Jy(>hm?Txo<@Sishl3go!<Ap+@
zR`A9PE>Pba2bj>Qd*gMmbaihWj_Y^FVHtVjWc+{^Pk`{Dae5dm`jCYX0$~+sVfdFr
zrJ4tdy#{nHfx6D344#3r%JAtT!lf(;JL*}~<A~980c(Y2K~tb6V()>r$XZgn=dxt$
zVKkq~8!8xlB;`D40)vpJ4q64YvARA;vju#js@`l-qZ90z$(E}i6sfL!qpjtX8}i=t
z>eg1f>Qnf7b=Q~Tc6-m4;#0Mn5JHY8K%mbrx&`|u(q7p>&AMl=>V=MN`*yEj+nzlv
z)eC6GQgXP%ywgct{2dv15rluUSrlGPT!J~jbROslwAH}G!=lz4FgyTmDrmSyff9>A
z)*}GvofAm9?*S)3>pF+$L1Cmd@iIuea~R=}U}pi3p-(k!Au>>mpQutb=;AFaZy0DB
z;irBMjGLB5f}KQB*1shoh~k0xM9S&Ulx_42{z<-HO;?v2-g{qZw|0blZ`;1wN_oSm
zPHP@HYN8>8KVI9b`Qs?BK0I*SZu>3_s1;lvPS~}=FOk*t$y%;=?0VfF?{w;S+0b$Q
zajiKd^~ZIs`2<+_7|{56Am=<R|KEo<n+7>UJv;)M1}G?g9gfdRmCy{pc_5+U1(Y}E
z1(4q)+DVjIxH1G+oXnDM3GfWP56w}~TYxd}0zj{hSSMB8(DfmN2}y*=U{7^}?E`t$
z4MX(=2-do;dNT*KrYhbW0g6);ZyePK_r`Ciy0YL?4BVD2Z@jy1Z2RXIT(Rj>rdDBY
zO^)Yldk*kh>;YFxAknoyVW|yty+LC)Mfy3rUHFBGYrCC}XBg`MGCa(XuNUA|OD>T9
zl4N+@Ep&W2cioPZbJ7z(K%EU30fg0wf^5B(qovOdgHZ=2uwnGiH&AcKz~-=3p#2&u
zNK`C<_E<3^VMrFmJ4;GNyqrNVfgCe%DZp2QyMdv78PEqyWl=HI(kDTGD$2K1dS$LR
zk7P<9(aNvE%$hBjSuT-cdK$4<_7NjxsDJ4xVgukZEO-T%ham##ysI>m)@jC7{RS!P
zc)69*LsuVS({Rq|+LEhxG&wG=xSg6eE@~|y{PDd#A^h{<xF*N*ZGqsbR@ek*rvq@#
z{t=y%upJm?ZWFk~T!DBLY#?}|37g;oD2xkWyUuE!a|&)$^D&_2AiTbVQ0)78ja&^>
z3C{Q6@_&J-6{OyI20_>`s7pW^ESNow5e{DJ$Ju}bMnVnh<PS4a=iZMh;|2Ibo7Xmf
zJzWNhs{Ek<&JiFX0%(r$8xX&v7&2i9MrgL+_k*_&P!K1WfC=j2&(o(b0H0Fd2@pxH
zs>(vcCrQ%Sb3Ib+RU7V}Pr}aTT@uzBwLOo7`I=zU*6Fr@|4Z^ya4v-FUDc_%ZChRi
z^wKk+j|=tsugVYM*sgmY)<MlBTrmv<n+L51QfvPsokbM>fyScnDkyD$tHiWPaM#hK
z{TKfl#=+G`qOu~q_J~KapMs;i2`1|$1b&E_1<0~!!of2+QWq$A<cn}sya1wWh$$3Z
zRR8BP(v_UfCXA-kxENI6oBx~gGjcM3+$C_?RYTzyX-y_lAHSS_ld&4OH|qqT50r#{
zyLE(oUD0r_caE@wUx&3Vx^`jDvuQ%GJ>jE+J&?z{s6qT<94P9ciG=HXCzG$YH**%Q
z`w=T|7n(;cAnqc}F_BHwQC#aC@r+frJ2oKZ0Nw&tFM!}`8WrykKnj3(e*~{@0T}=m
zI5*(hzlG(?(cY2!fanxdK@uqVeb5sQT;RaT-vin$VnpDCMNuZOhXBzSI%EP6nl5xN
z<`gGc)10R=aul_1-a?m|6!Elm3Y4kN|57DTfH5frT?yc44%HJ1^J1pNfx7D)q35Y(
zP}ba|O$B`4+a7H?EOo)B*`By?)%C_jVYB9s*FZXjkAB;*%pYwR_Jk*{;8uvXC$4U-
z)AsZS(A6o)_z*~A-O~oB@lM;Fwr!WZvpVoD`11_>bP@WZyv`$R;9onUy&H`8zzo1<
zgBExQ$d5Gn*W|w9N*#gI<C5-9Kzh#3N950zEh+B*hWvpm7C}{1zQ7O#P=<&h9h=$L
zF*^D(7{Xzo+nsDW&(Ot5FpPhJhn9IB)P%17buUbI3J}P7RPA|G?WGJwby4O^#51_(
z?^)$_)nLj$@C3~I`3k7$q>k@7Rqlvo{rZE9#%ovh%z`)GZks~Lad0feqV+tW+FI=y
z@6!U9G4HBEtuEUB-D-Bb<Bh{nr!L2Vg3fuQBl|0qUVvynly?UD0=VpSn6MHZ5y~by
ztSBkH2JiDb=zIO|K%5T|9^^H2>evG4PZ!31j?fMM{U5M=zYCfd5pVNvrT4`)Db_fG
z)CK<-Rrg`^vlqtIr~4(gM#02rBuH)^Z61b~5144EK**<IH2`c8MYuo47z`(9Q5d`o
zZU{ITLFr`ZAQq<-gnFL81qN`@Dldb?bKl=G^yS;0wA#fMOZh0*ZMnW5QK)tH_I&@s
z6?dh(&}sj|zi{nZ?XG`O7ruW165ICu6d*Ww8#Jzo4VXS?j%Gd!WXF|JD7bZvlWcbi
zVj1X7-lz_+n2qE>uvB>I!ywH^K`s2g^cK)-5cdMn{{Uz^5C0q_(?6g+Uw|_oPHT>U
zvkn8rj}pcA6PfTtV8nF{@c;!+WMR?2kSTLLrSKp1({dA8SRLSFfRGPcrxjJ@{I8_J
zP(>1^btWs76+%6<2#G9Qu5;x_oNPCTC7kEV%`&VDA-<70-4Xh=q`U)|B766WZ}sY_
zLR*vmZo7cwlo1<S6lz}hp;HIn%?m$($Dn5(aoL{dL4)tigr|A5=J&Iw(AB6v?Rz})
zppf5{(hkt9ZhO*RcO562Z+9?E=v>GWkwMx3^y4nfr(l(s^B;gWV8xrCN^{f%11XB2
zbp@>17qWzJok6%Xh(7Vh__EC*igN)+#z5a_K>su7q5xvUaJb0A$wy?gTwzBjm<bm-
ziv--_5<~#=P=9OSwgWGe9}eKuHD@jRJpQeEiyM45u6RqItDxN<2V=;ek?c_b6(kne
z%bBvM>bCnsHr*Rw53gR?4B_XIa;<ZvP`i)C`UC7s)k4h`V{%-#_d0jSZO|p&IN-6i
zKVEPv!XNJxS~b@jx7!uh_Qq{c*|r=9y&*PWSudj6m_{;ZzGN3bg^!__M-nz7Hw;)b
zOLzVNA%TY22}~=7B@x7aCqp9))<JV4D`S!x%CQs80qySTi435qULz+P1Hq(P5o#pU
zTJwL%0XZ{h29JF?jY|KL^#WJnzf%alCShKA3dJ|!cQXj{ghwIZV9%h-7|O_Jsc1n&
zkEu0B(JmiHPCLRXGX>m`|1lUDL}}l66Xe`z_GDh%S=Vob{#ztPxNI_a^XdXK1`(|R
z2(w-^!R8fC%TKR&_UZ-s>5EtFTBkN4$H8qb2yeX5Y1RC3*EMVY`5m`Xu;qBd-bjD~
z*q8@-7Jq00UuvDso_wg?1_1mbcrtcJK2)MJ{m%D+xQR?4sPTS+OCcV_-!pmKFSHgF
z1@|JopzWP$i#MmWpR$>tfHlTV$)yD((mw#zTqFx9eepV?3}nOmD8~b+xu<}l|0mw)
zNQQPic*a8V9mNx9*N7qT04fvyQ^87tS!@P?2Y;C*hqU=@ngqiU8GMq)YFXSu0b~2=
zaWfz$v}4RXxxK93xG>aD-d@#CGC#5}Y`swP!{^{P`{8!o-D7^ZJyoySet5paI-R!f
zHP%~g;g8#9?e2Z-)?L5cc5Tlu-;YjU=P)}MXr2LJm(F+E2&-!d|J%6NTPyJIr6uJR
z2RB3*AV%H<+{NazA^wTR2Qi9wKwH#6w7A0gCAb;Tdt)K(`PzU#-nYnl0;~qpibO$l
zhv1DB^Ldp!1LkuoAT;%70T~=^#!)$G(yJtcffgCm8mtK?WZm6i2IIVj(WaMZw*!XI
zw*DL7J^Qz~3^9K1gy8uz@CwIp-iXisEL*-H)YZ_%9@5y?MN-i{zj&_#!VciC&~YU~
zf35=FitXw13J}MSz`GUOkId(56|j2cHggMY?<%)$77Bjc-mVv1&kEQbK!<s^&9wA$
z9k=G%G8&9H1u$X91^=+ru?wz@DtH3#WPuLb;GwWwR=cTZIMetJ5-J6+2oB{Yy3s)C
zZ9vlO9-wjp-q^tXVdwi6?e6JE12X{;(S!wS;0PMcGe}=_R#00MaVO8w37-!GxzE6(
zLWu6*LkzI6GVZr<5b9&-mF9q%zYo&<CN89#cq2S7gtuKlCBvRUb8>(-wl(&5+42oT
zZMn_fx$@@rY87{T%eCDrF79-q3q70xg4Y?_WU~o0lI3=#&N{S>S!=m<cM*@;m9C9j
zduuL3E)>~pxdWKQrG56bY`$ZIv;Y7XS{n6`+hN=+*Xyp0r{?W?bAiC$`2;WKGTNPd
zmSSxiBbE$AjAX}P-ayiWK*_9j)U_}@;0~Bh9sp_DgoQ0e=C$Tgw0<aFM?rJ*_dpPF
z8yOw)CveByi6ecMk)#9y*SxsBSOBhI08ikJ7PAz!z)dUA;U)BAL>aWiC<a!M6@nuY
zU&hTw#E85(j)!-Em=9#jNnIDWZ}tOCu7=ufil|fAR2XI~thK=%k(;8n5N-uNEHf9x
zZ4oF3G^|%}GkLAha$7{0a-q_d8>IC*b0t*)14@zunr0n3>M$6C3lnxTnOUp1Dj=@F
zt&(lFU^ty`nJh^<Volow=SKljauJv-b57|PnCCHKmEbQ>&Ip9VXL&%=J_fzKo#ZO%
zaWIu2+Xx#CU`HT_VhX+^1&M`3Y$A{bD&W4=IiNRbag3%EaalhjU43U1qk(YoN5Chz
zf%Bc5+*=0t1S1#FgK})(8iq=c6{Bb;oiUK?gP2SLzYmZ@V^ojyAH<+q>so^q6XwZ|
zySZC`O2*#`o#w~jY=~Ohi=HLw?4?Y;Q#s1bml<;_X5~Za%NO7e>B|EJ?TRRwCjm!S
z?5F%4(?ZKv$*yU)?uJm^I`dV2r(3D}D&KZZb~m)zbz7ZZgrMKh0&z?ODFVjEc%6b;
zTqT&oq^kii57#w0sM!Pq83S9?{J@gYy!{Bn^AwRn8EyW4mZC<^A>iu}5NjT8bPs$!
z59gO@n?T;3P~%Z_WLV82ABG>I*fg-YlsSo^P+h*QCQxU*1^0ag{vE(r43K*qm@x=w
zX51<ZbwS7dDSW%VDqG$1-n!M%Q@cKu>g|G0rMjrqFrbWa6c_y1uP_?~y!E7vVs=`s
zmW*QBol2!5uSpa>LH$y1o3`ZK$wK895$d+vG5rX2!DXf&iFQHE{Wz@ax?OL))Twq|
zKTxV5)H(;mejRl3ix}RdNF53sLyu(ynZv@Ql)sF7+OzP|As}u)h&@;?20u6p@Fg^+
zDQz*B;mweCiSACy6xGQA^nv~mp(VjP@Mpy`#r$x)95-v5xRrPh3?<P&11m5^X$w8L
z_nX694+_B|RCJ~ZyLfww0{kTfvo1982=1CWk0SJW71+C!J&ExY^)Gsf6c?6jV$~ys
zQmgJ=^}$7}ZTesY+)2^)z(oOk7X%kfPu42~v?$89S!uzlpyg$^SnKjMtcto@@s<|=
zl7i2<!Y{H5I%eH%`P&4*5Z8Nx>F##n3E#i~c-O6VN2I4#*==>bh$09wGUodl>qRDr
z7`&SdS6TSd0}@SePQX2jiAI=|1|Cv#5@h=$if`fSxyRCO&dXr-&EvqVX>Gd*Uf4EB
zam6}~yOnCGmm;wO9a>GUCj9MG(x9WzfcL=N{u%?{WK?Br=igBn;2B_I%4t{#7(sHD
z;lzD#^>c7SnK-UB`;qI-zp={hdPNsM>LE9@(l$lIb3<Egu&NS(U_`}tL+y6E?eBtv
zo&C4gbFAXlE8Z3X7|D7|eyV-^hV>?69k*Snc-#2^a$4qL;zqv3ihBAaXt!=xF0!)e
zvToI18Qprf>M^U^wM}mvRsv9d`VF9{2}C{*1pH|hcf|R2jz2*tMq@8zc=3Id_P|Ys
z;E;r}2s97~XY}lIn1`sGK<8_kLSN!oR#N%oytb&AT$HsUX3orKJ$c7CHtrX53UZ=|
zkD=AYI9dXx@J5dEm%#9zM57DX;NQvEH;e*`EaQG$0Dd&LQ15{|#tu-vone(Zx=#=H
z5tX^_DvC#C{kG6m4;<bCL%ZsYU#W<zSMTN~fXnZJ#&(-_&|T3kc%ZTFuDEi81{T3i
zr{XVyqV1`#Qen%+r9rzrEqBFvCjFdgue7=zE5U4-UGGuVy56dKQ>fZI%pdQz>$Z6}
z)8X$a^4$a)fnm)vrTHq*{!t*^;)3QpX3D%J0PJjkUfa&$78{UCAR4>}{x~TWdegxD
zH(W;NH1;+E^Kk^`6;exspnGx{GRLhpTn{1#YvE<oWC)v(mtTQT95`Ns+w8|^{#iJ^
zCcS2~($4=3*!BUy6-tWp9}m)NDEbojD4*x9^Pj+Ki;lZ|k&+G`?bNQ=o+7B%M5peD
zYzm@X^EV{gTQxt1+i9$OG2H3AT5Fcfa%D@e)qho{hO}06AIi5@7VL`e0O&@&<&AfX
z%x(FE-?nQWflKa|Xgo|7>N!&{Z2cm`<UeYdf62a)1#ets%8w~vtvQ33Py#S>1ocHZ
zL+BC%RRn)<k3B$65YP_gA7OtbtqI)551a#!6G&C@$Y#U83uvP+V+05T<nypR_yXps
zY0d8dAKn1Hb<UFEiT@Y#B`O&TO*U`h3OFtU7`Pqf{LMTlq)E(oSmyj^6n-!BRD*N5
z&GuL$WpGUfcnrmDEPGMf9amiGc+p$8R&y(UEVx!|-;D+D7`1{o?p`Z4{P9k;qPM;A
z&T^yG@Wu<Oy}s>@3uYv@yzvH8?JaM7MK{=zKfZMRhCeQ@3g(|LOtH5E<1X|6t80vs
zpYQzge?LhCJ{h+1JtKly8>8WV4ktds4weIv!{Gsf#v|4TQG<@6_k1@ph3Gn#{?LdK
zmX1un9*Lm4W5iBG40KfjpS}N|B$PiLwl?~8yfNH)rZhe|5Wp*XB8Lo}?z?a5wOEXR
zd@S}F+%3IkJY_^A$d7~<j0l}&Ozt;u9$$Dup7*!l5yN9a=1ra(MyQW28jR$k6Y_Fn
zF&3lA8xO?f<fGwKB#KjsOhgQPZaEw_@UdTbi;LO@?sO{6e5N!O?hEve!2F|;utv8Y
zi%iGl9HWr~{zImsQG7@#Iyo6Z_ahRXFz8@>A{>EFzVM7ofM>u??&Bg|4j56rA0ILt
zi^L{~zR~Cu-nkTuMBulD1Cl~fV=@wvsiTp}FdeSJ;lwzw!~DWS@&Wa0!|4sK87h#=
zhU*7nQ<EWlM0hGTh2+S`VhFgRktTSWv8WM=HR01JkVq2C2qVkW`SA#w|IE#Q6{wVk
zXZL~mxHAmo=nKb2hmaiOQ&UlcXda8lkV0k|=p(rh!#9%Di$$VQc@&LAQLNS?k#K}A
zOc0X$+}k`{=7C<$9~+)4_vzu`0i51gY$_7QgXq*0@nSKCgtHPcvXQ!#h@b}^i5bxd
z<6c(wFLAmYV4U+N+)`DCRl4Q45ev&(#^c0<a%>9z!?%dR%_-RyR8=V&iA69MALbsB
zE5-oo86??oWT0fn4CB8lVn0j-FXuDmVMXa3?16_*j*ai5XU33XcrY~;kH_H_8YaO+
zG4C)IWs7N8c@f|TpQAK?qbY-kzx3Zb+Q;X?@bv;u%OSuRL-=lyVRg))y8;{NP2!1o
zocICHnVO>6<6HWi0p1Wlree_u$u%6II4>HpC{j1#P-1;P5k>X;nRoj~jBbq$Y$Y)G
zP#$M2D3?vFFQ7{@O-<@ioJ1n-B&<Xn)cYE|>l9<3pnSt5q*O#=@NhWd%|rr!Z!mbc
z6c5_vHN<=_5yKdJlqIdtO(LNx!1gd>f#Ju7;Jt%vgcMgi)Q3vV%uj`#L>eD1gZwd|
zLJR~1o*$!k&qrc7yNCl%ijrf9`zw@CkO7(EpOelXY44xUtg%s0Nj<$ob8Aza^-K_f
z<AZ^TI6g6gsZ6D*#8litWH*fuh5sEA-dLR0Vr0r$M2^COkAdvKN-P;PAIgD(7oC6o
zv;6+YMDNdsX22eg8Ok(KJl?~Gq<V^v_s8NSj`6sGQ%J-p@L0;^V^d%Z6I0FKGeL$H
zDTK2YfyHlN4t*XMJnp1ta2aNS2G0N?zOW#Fq#gY|3)K*~c|$!za~tuYz^JFC;xT<H
zj{0i~UJ+j&lnmSsUN&2f#AC$jd~}MfAy%VQJ6J}rdOl?{=tjc~FmFB*aWJ5yW%Hnm
zbnEkvhbzmG0P7j*Lk@>}!ZE4Na3cp^umnG2Y%Pl-1#-Y=U>zIrn5R3ZVD%ow3Wx7#
z&eLh&Xr7#s4bV<#jPP_k#8nIwvuJlP5<wUBbF=vLKLXz)3R8!P?-Q!8=%ylZB0)47
zm&zj&BP{}|7E1(TsFz?Y%C^z6f-*#|X>0@CEckaO4Q~xZ1C@Zv6zgY-pwYmG`0NA{
zeE_V=Mjsy>Avzetq(JgU4Ay9Q0;oL&BDNSYVyMMqs18Anz~MIHOqjS+2VBOS6MY_w
zW6Zn}6+nCVId8!y6_EJN&%boJmx0>+^T9bx-yhLQvqVNvvw->pvx4tk9*M*WKcMB%
zaiz|u^U=xXMjBo=JQc;o7Ku%w;s=r#a<TmY_oyi2M5EM7OoaOa<I4&>J%CRSt6U$I
z#WvY;7#0eyrqWO(j>fPY0w&XxKx4*eO0h^7Supp5XcWvJ!K5B=;3Lt=SVVevNb~Q*
zgEuH!{3Ng}5|PygGSLe>g3pmZh<qIH=lU3s9~8=T239ey;L&K@h~f$!Gp6VzBZl+0
zRyk&bW26BD+NDSsjR>fNzk|hw`Pa0&pvyc6%DK7z`DK>~;1kDsxi$(<%*Q9OxCGW&
zB#NqJaw<;1LlZA$%2B`yG&(gIj!HaXOrSkpj2dA?Kw!C0p{FU?73_-zw3q@Yz+R^i
zFMBrq`G<4%Os1>{`JhhHwr?aVS6v*#-tcS#1F4!g587?gFd`K7o&qo=b$V=aJVJ;G
zVT^|<LGYvgDieAR6tB?IsDmmn8w2dN;Hae*zPSGXDq9{7@V;T3Nleo~WO12Ary}yk
z@pyF7!xu5b@SblFK3fYTEF)C~Q<{|e5{)%ZvxKIHGPskOH6V}?rBHsPnS^x~29g59
z06R*{NR0Zd?J27)p!DOUA_Mw9gUAzUew---oFMYRI(sRbpER85G_WW<Y21{LpP2M!
zX+$Q;{sP39l=e3YpoAbR2#iFt6NVwJb!2?fqi$p(OuSEwi_y;;#BvW)xPp@k_l*wk
zBYb1TB-Sv%_|bLI=C?CtAW;}+2^batvb^!+Bu$MoJ%PXT3^C(IY%(?xp|Y?N9E7n>
z(Fo%{MKlZ?$E6sZm>7o}mm=fi6JNlm{|Ml#mvNj^sCT?)n3ifd7LJmAo)R|^?EveL
z+#pMnlB;1Ln4DDD2urjTHKLQK+(>c&a{+C<7ceFWRT(g!2_)adzH!NQV|-$KT$+N(
zec|y5IQ;D7{zMCitaj|Lt+Lu14)iPy;ay^(3F78d^QMIWVHy^#^HVU^lOWHi&_IB2
zVSz%rnJY(Qlaq2D5g>>}h%h7Rpuk&<k0XzPQsd*ase`1lO5@{^u=9CR{g}-EP;e-{
z5$K=fTw?jqWPEs70@OGzLr^1sohe142r5i)8K$FXzRJnSr1#RX1CdGj(nf55BrFfZ
z(P;yjvk{pNkIO2y@`RBJkJCKIjafP>v++pM!?cm`e+AQmCfpvh@*FdL@<WkLJ-wku
zrbha)f)*Y<6(@%=4~V)6>MC|{ijYqvaX-PWl94)2R&sK`J%uNh!qbNd$QLk^ej<6u
z2%|ua9}uW4$|(SFBo7n&_a&r|hLe5!BVX_sf0F2F!L$Nn=<#aNfbTRa(YWU{PJp)}
zC2DHQ_vey_B+xHK?|mgf0{q0qS$yu&>-Qw2c|U&gez{i_7mv&zBnl<O@jNP*>BEN>
zX6UTM%vk0i;m*-OYCpc;0E;K#qy5j2^%=S6vsKD}u*MbIZQ`@I*~B@LOred<CQsvz
zlhVYhUrcS|2>zQqgAo_J#4KZK5Iq*lAvsMBjyR{fNw$zzIH+UpumtU4sVtbGlsf=r
zn3Ep>KauLA*)cvtA!Owyu#%}l!EI}W>R1&Oe2<dOv3%6Tnjp-8oGUAs%pt&PIKlLy
zqUw}0rXs#_nAT(<3c9Y!3R24A1N5Pb9-OhEs_?nYh6rTvMhXI=gyICL5W5%iJAfXf
zBAH<LHgjvN*cA%Bs<`6nNh-vxRd<PHZf&nX=M+}#c0q0@vc?V;H?K9?mDL@(Zpm&e
zuTqU=jcsu%_HC~$weUbsUB6bPx8g!wzyqE%<$JoK*tkIj!L}j`s8<$P@wzOI{sVZ^
z^D-z;xyXzSX0&aLyAS0ODwdO~A_PcMU!W3ZS-w4piCtKQi|PB$7$(Z7SgbmapCL%V
zB5`Ckrs^tL=1gcTXkrO$0Fyj=Bv%xtZw`xl6~ba54p@#phh+ws^_!PBXS6j2D-<&*
zg@V@BlDYjNFb5nCA)7gF%s4>{#1G5i`P?Gs1}<s!0-LbPt(2;gPBYvJTPEU$x@~iZ
zj;`+QF{H&B({I(}?rULnne9<cFk7iMh|GJpZV<iM_VOMRR6M_B7m=nl!3EvOt*&?4
z@~FFdy(n+#)|cp(S1;UZUnkNtzChLNHmoFyMhWdaW}V9&z#-gF9huiyKZqBnWPKn8
zmH`f70VJl*C36YRrz~6rm@XctqzkOH=9F^teGT|U=|xJjXAT49oXCpBm(2t4uP3W5
zPGgwa*_WZbUU(N(Y0^?uR70)|1(P2UVOdx(p)1G-C*|dvHis#T9Vu<Xq<Y|^AOOIC
zMHTkAsx_w%3*MT2SlaG3QTJ7aN_@V}^xITby}enlA(hHh!;c4*ouwL8Ua#23(iR@v
zNUkvY$Y^irB<EX9t<dG&s@tX;rk0i(B-QObRj27+NijjC$gO4LHa$WVi-O3{LR+B=
zByLQnJ11HXGjv5^2>@(2WSx|Q)te((sZS^sFJ@65g}_Z)6nu``u_4;G1EOPgOq7Z|
zd2u-KB<>#W*PJ+9r&-t)U;)#XHqvSC1hs+}Wln&ACqcN!a<~nMRh{q%4wnqWN*V)M
zA4bVuuuh@AQa=h%z!w*bR|9v71CzYOYVBqa{5b_1C&(0i;K~CaD&efQ(RU7azw+?1
zDU4@_tkc!yhHm^7rHYpI?bNED^Y319nO}r)opq{yaYkWpOSHZ5hRYj%#R0bqD)+{3
z*&W?4&S)1_tN!`+_U&%h8}HuUWPT+=cZ+RxV7xEDX4|q*bgB#-sk&aAxS=b?Z7)t-
z-EM6A*~p;_ja4}w&vS7vi}wRD|MLSTXAi=Ao(0HpUK0b9SA)f@U|qgV8&(Ov-G_Nd
zz{Dn|QikNdpI;Z!WU%JcH05jxI2L+3!LVkT9iz4dz>0YkgS0FeKXgtLy;43nmPIu&
zSA-qI-4S5RMJhOz$(-2C;m$nn@^2)pM;O;tSuu)b{midJ;%F_rT{~D*{<wBDVFet<
zm++HRNIkx&9bqXfL~v8rj0G<(cxTBDUGO#mbkVJPn*er;nJtfKTS7Ga;Qj58dtucZ
zzkOS%*SztaioUbr2k%>YWyc%es_Csge_Ry1uD?0Zu5`OTv-Z}PYLY1>P>x#<NeSIy
zY<bn2<+jR%?Md$L)~fC&JBMyH>}zuNDdie%PVY|`53v2cxF)G$^@4V+*Tg+zW_i6z
zFtaa&8_1ZQJet>vQ{ag$V=}`z%Cr{|SW5xm7nVI`GrxlPMBT+@8N-SZ%qASmVx|e;
z2~5qzay4ZhZ9d!+OR9QNSHeTk`oM3|YjGaX-VVl8oK;9>Tr8#lXt0|HEWUYE)w$es
zW|p7BBr9qYI<{cBof7&2p@GH)z1<)yv6;HEONPfb%~p%7#J1bnTOn(HOBbZ>Zn>cp
zsk@cd<`#8T2<@6S>Behyo0@o(L!D5CwA@xl-|bR=1-)+44O{wxzC}-KEi<u1M*{2)
zTDP^UoGnX(=U!N^k(w3TTMbgGtHup!3T`p3q{ulSUYrAYUxL@qz#mxNp79DxV|hxv
z#mWUROqhl1MFR#h+9D;nY#g&_l{GN~`YV|EEDL``0**6qxdQ*9CT0WC4x3N_RuqG9
z(U~k}ZD7s|d{k7hkiw!x3Lsls1bKM>Xa<#F0I*34^NidrAo&GVU2y*t4Q>0v1tO1L
zy|Q}+59+Sls^Gy6Yt^WKjNWML1gw~n(#hiQRm>IQKuEdD=p41eSR1M9@;b3=G3mAz
z0Xeg4Tf()8whQfKg9zE)R(7g{4*=ZWkcNw;=%GuDwTP4Kwl0X1-Iazy)@k#?PJ<qL
z-F3;P0oCWVKp3PODW!Tn8Zb#VjSX4Suog_9Ll)H1(>Y4i7gM0fhE1}_&M=l@X0$uN
zl$(R+c=IdTk)9b$3l&3YxvP8<gq+%mtWoGxZLWd!nL!Y84DJm|5^accFsBuBnS{Ox
z#9denf!MEa1mI`#j-E+eVEN2RSn9m`7m7?3()s!YPqP8Ni+5{Jt1bPCpF`X2w*2u%
zt5sO>##44{`-V5ZwYtUqmKg1=8+#Rh{EAZbQ;}{ftzADANvVh2ZU6p4Y5A#3*L2<7
z^Tu~>hw3}tc-1wQ{d5_{WnJ0Dqk?AWcH<Iqfw9mMvg2xsDYuaIdo8^|E9Sbex9ZYa
z*}J}kNBqt#K-X0;J_}l478vmQd1L@)gY^SIih2vgc?o!u$q~4toPOLVjsp)vz>y$~
zC)YHp9^RMb#kh8}2fUypd>jYO){Ff~V0fN3`f1l5ElgipE2gkCXe^Uo=2%qbV&{P^
zelWAq;hZmka}<~<R{@&cCMi?+vMwD1B}5uT+;ThADJXQkrVy6W-IPm0>b6=PToCzo
z<<4Q;Ioqo91_j7gm|de}P<^waOFgo_d;K~A=hSAWyG?q;b!}Qt`WA1{Na04ch9jj-
z>bGN-ySiE>Y+X+>sq_je+ogH6xzZ3cL8eH(w2h5+2tMojEjs7go^Wwhmy)b;4Z{h}
zkTe<?76yd$5J>m8fyToy8UtHCjMM`s20O@LzZqnLu;2uYo(`e*0)3Ba2P?p}*R<w~
zIjU*C!!mp^2s|?VoB&`zpT9e}<{<Dmi07FaD+7n$vl62DRwf~Uz2!Rir8-lA;BY{h
zo885V1tbJ-u}dT@RMkCvt+lNpf-fZDHD#|$YJyd+nxy%6S}m7|P;}h_jflFtUXvQc
z)#;;US21aWl&4r>nfP|KyGPz%qsk;IW(~W#j06`7mm8f8b!$B&t;2$SD@jMG#tmwE
zw8nN<Z(pF(ba9~(@~ndtiu!7Clb)-$ZtW6Z+AASOmMgi^b%`&l3*yGE^fAv-LAW!C
zc@>CssYYd<tTZ#omcqI?flX*|U4XJ1n%6dSScQanjptzXTm{+=SrVP0b@>qPfK4O<
zo*TrSXAs=phfm0B+ru(<$(f;&Cd_Zlx71^6R${ODOa|m%RhEG-iTceqfE}))UQ>u2
z?t&`KU}HOV-9_!~ZZ6r>vB*|znX4=6tRfx9?N-Z_$pMDjT|q^@w(PpgOd4KZ>k!qG
zpx9~EtzNl$O&W0BOc6Qtf><D}(z*Z^ix{G(LXsi3QmK~oRJV;SwMxru-CU5$r?I71
zX%XyQEvypxYvxV^-I{!-)x2PpOmTe=qiI)LY`Y=d9&v$ARIVi(MGCqNc-kXp$u!9#
ztOr~=Ob2-eSEcv|+R?xa=%WR~u<Ql+=w)mW<Y^x(L;cLa9R<6L`Kmzg7lGavu}D(t
zH)>_k1NORCK0~Hd3p+z~W6fYTv4G~f;e<0A0+?bjcDZ+^TmjU6L+Sx_p@js})rQ0~
z;<kE4Mn`T{mTj3Kt+ImKp+)4jY-%fo$^L9x>J76(P0>=OTU?O}$xISS+KQ+UhlDP4
zVhqq6wftO3zuKx|+^i;6rT5-QF5TFshc%Sesytd!sxF?rRs{4OqSN+_ZBA4!=#_O6
zByciqnuxoSx`3vnblt6PWBlOCmG%<;-fUxR2L4{XLf!6kqj8N|vH2aD&~jkCDJ2-8
zu|T6ffcaelr2R>dZp_yfShkBvqgc*?>jw+Ynp421_Yq2AD)Nh-&Kd@Nrr_==Fb;k<
z_W@wQiZe{|>!of@Sdy1ll<oH|EZbMCL<37Bbx@|u&HlM^M^#l4KUg`-o03t=3OU?*
zQrRUBzFl3Gx=LY%j%>)+F=Z1qvu?8;l3svO)Rk?$;;zui%XVvl=yuz6tHcw#rJ6+2
z8@rn~q^)8VQl?<01qRXPN=3GmLK3zct=nW!E-bt2^lVXWkY#CIt6m^|)pnN_$o=2x
zRNI8TmaeBvGFc&0Pf3d>RM}l{^|~SGN%oezOjgk~bc2c=sOn5bpKp-BFcKb(xd{Yc
z$;y@r-@>3wam7N$fN{=XLKk+l$YSs^L)|o-psW+2o+X%#8bmYRgPg-qB!V&0W0;A5
zUxqUB#lb9g+u@r``?zl=;Be|z<cfV%3%Y?!5^^WlR#ir?*iqC4Y425Ki{4DQz!oy6
zdq!PGO7w<Jly@svDrA2|r6OS}I42dv#-&2br7DG66|+sJ+}>dqP{o(4wwt2WB{nNn
zif+NZR@SAAupQ!3Bc;>TV)u6I8e!aOO2&3}TgetNrO>|a(uls)SSBmRu3YHSJ8ZjR
zi`cZ)xv^cqy%zV{_JwqLTTh9UL&niqp_ddpELkDw42sM_D<V{^g!$vMn)4;e8o9LK
z(*cvpMi}6+X4LDD@li&81}-IbH^NwEGeDJ@MD+K2W;ptJn9YsRnxCbqouy1Ft^zA(
zEdI$p@L<x~9fWcB<Pyucd%Y$0XEt`J^CO0;0gWk~>;j+!bw#p?Uz71#ofV~>XZ$+8
zN{Ka=1uCRXP-moR7F@;iIF?L62{K;nnk}>|YgiDX%Q6yRA(5|!Nv(LWvLb{8czSn}
z9+FInEA&xHv8C&y>UN5Bm8)}sENirG?9vohs+A>a?nPyXlxMxVCEc6KLQ&AwySKOG
zs$pBVZj-yEw629ry5DuRK`6S)#IDbx=C1(oeF_8|@fgn~RQ{{76#+E@^jgz7hjW<m
z3g`{E^He^;oZ+;Ly|EJj9-1R*S?1DI<^XSNM*)s+Oo4g>J9kpnO$fl&O)MN_&tb<i
z@ZN>RSpd|ZiFS=|p9VJ1QA9__{vB+Q)6Q<9DsE>st|$N!z&Zirt^=r}_L^Pr?<E>i
znJoj5%Zg6=aOIZRrC|J)sb8%~IF_msl^42ZmsT8iTP6`qm;jha#kqBz1fV8T%j9>6
z_EkoAzO}il*QM2h0fH#IO!lqZs$Q$p$qk*!vaV~adyUqLQSIp0q#$j}lXut>lQ@9w
z_!e@H5$J9eLMc2s&)iRbV4;`l3Wpk(<|y>(ya3W32dPKQjOnpMu(bFMASO1n!*~Gp
zGDUpHp3G3UANC?FhwEvuB%l1)lB<MT2>pf^Slt}SAlFph?3t4vJNHr}S<sl&O9&V{
zju+l@mPS8iRzT?5PXm}d$gU~e38fPuYz4T5O%`>|nfe!Au?QUdWt>%T8Ct%J$e5vf
z<5zWV`>tb`rS$85UBjN<z1#ff%9TyOj8jzIUH?8St!~9DQUS-P=~yRSed(6#RTSy#
zdeV19x3220|CAe>)rw!Y5pq{|{HN?y*j~sRZ#DM1esd@H%I3Q7=(deUw@Bj$@*yD%
zvwVZCvg#$-n4|?jBPk<li`50Uzz$GruHw$J-)z8itF|A1+gWAxt`|8*{YPO;fmIdh
zc>-#j1x;c!wjAZFV1?pYYWRe~HgUwlI$F5m8Cb2GgP`P2o&)X!&f7<gAK~(25{Pdo
zY3>{YH`wIGg!XPPm7_PYwNr{}6}9H^Jc0VnL`K_S7Uw|#lIHWcSIl(`c~2z(Vq0Zq
zFonOv61~{1Wg}=Uv2~_ABj4cteshDd8^C4dpUH5f&ai!@3{$RvAl&vlR)~e$ei$?r
zf`#CXUuBBzpWjM#H&b%_@pg-u-teuOsQJ-R03OL@KRQ~hv~?Ko13|drell#Xv{QO}
zo2C{8F)`fj``HwHx?+n))g6`Nt*g83>)v>4d7E{-ahE06liqlWU1QtcxXoPFfbsqS
zoAdhN#mlXBBemd#);9~R(DFj-uHa_ME4sndxh57zB39Y_e=?^rJgs_dB2-lXuy4Kr
z>=;CFk|7MKv2Rh=KgH|CfTbJ`wK1VKFpKm1)St-&dgnX{L?|mE%5V-F1Y6i?10W{u
z#Hn2QIhUOm=P{s!MiLuEUjRY*zp;z&_cMIE8u)ciyCu!hEdPY@KB^<9=0|)}1EJ92
z%tdgw-~T~|7efL1Jf(dckRjNkgI2(4V&pHh+<HSh26oWq3(5jnzhaB66By~%6zQDq
zUTt03lsK>>W2aj?#T5dh`a+eFid<?4!u4hIYO6r{v}IOXvfZ>>-0e!MXR@n=VQ$}I
z^buppB<k+OYG6E5z5u*yIW*iLjI+qAJ7~ZQTQ_bIbgpmf-7C@r0{KmuLWTLM&i7Hh
zE+o{CIRK3i;P@=H>=5%*68019j6&6@*f$C*m~e+sX{Ld=_kx8xDSLY%k_lkz(J9&9
z74y@agSck7ObW%l+zpmVG9KXCc8~0H&DrI++|$KW(M4U>Pkqcye&;S{He^O6kUj~^
zlBL-4*LfOXI^eKl2;ppH8|_N|di4;Sp&Gt+`)*S|z>B&c>1*rBWYX`OTdXiY61QzK
z*KdYbU%Gv_=y12F+qz$MU({K}8^2&A+kXGuO?Iv7NBRtQjmtfi1Bv#7q!1s}_3aT^
zU?SShf1WNEi@KXymsM9y>=Eb(4lodL2D>Yx;2woPz6&2%=QUP5i(!4-n8gafcup3{
zb6LWNZ50<Z@K`kGC9I;cJmx6U9p0SJU}unJ3vguMf59TP0|4jg>b!Ogi=aap?IxI8
zq&x<BKgCk01kxL{u(wh5et?ps@_8_2|Jf?9+l7VH2ORKkCB<$@SZ!|-_Sh}#RS2EC
zTdNHU7j3P#+XNNt3!MeZ5pWx<CLJSVPlAVPi`^m_Z-`rMLU!E?u8dAM+U**R+*n=O
zB5=Rw7NzT4Yq%|fE-6=c@ex|{EHxa!PK*DI<uwO)EPzy4w>mEs2X%XhXHi!GbPLR3
z)q0jXI>2ia!YI=Y9%ha^wLI;RV+w#nT^O<Km^uVfMZD|_gavycSqlruB8F-R%z_hy
z>*wdSUjvCe3MMb_d0->?gz^cNBm<{7n5!bsYTNuAZTozzBi+x_Gv5zn7r{jIgP<F$
zb=gTAmh}a~@5O4TOUgwl2$S%xyVu$ys_e0?B~mVp8#P0E!$l$F<?fP<Y~H?oeQOIr
z@m8uO^I+OLsdX9IsMlEIIvs5lQcDz-1A?=pjLPY^723d7uoBxjLMa&<*2f*|v66~%
ze1O(#a{%~&VokA6uYJ<L$V%NILSXN)L&OmR0etg}_Gy4N2o%)>xlB?*sn%SU%^011
zvIf%mXTZBqF2Re~0Pl<}P->RI-Ulu14%Va{g%9rxTfCW&IUAskKEZT?@jP`|QGAEj
zc>tWMAYbaGxh@7w?fv~SF7;EE=FOmXxtK}np~p%0l-gB;-1!AzHmXDy-R>|+tKFJj
zK%~9a-r=Gq!!gx{PB?hwhV2p`wu;+^jEA*bHpL25uHUAUcb1oL%l)xEce%YHkCs<M
zc-`6xvy)zgj-@>L?#+75q+*tA(DM|wS9{H(NHfI;hB7ine?po_kaT1bHUh$4*l!?C
zI*L5NuI{e`wGlLp!5=;NJE!rNth+suuy^qWmb}iN)s793P6xh&d)mB5)}%SX*D;Ea
zV0T`j2s0*74a{oIXLGo5xdCFrZz>i)rb#_sP4LU$<N{CfeEH|h$}j5xzcy;3r30G$
zIy+cun{Ag8l9YDM-jxn!?G^_7&9$OltI6a%*InAHNm*TIOh)D^cAI+aueG+siVT{X
zTS`Z|K|4%ZS+mINGPLJ*D&8LCtpc`6;9?*_Nmy*iYuf;xcoSByc+aBXmD8V*A5Z{B
z7&&db-&5Pu=lJFcpoQ1VZqcOdcuwDIfiV#&{i76H*}&e7ITS~bYw-UxFmy8-!~XnK
zp8|Mh@lVtI(?P8`Xv*HYJco%=oFCx*oPapTq$4l$`MlT56s|ug`}1#(!DpwlTp5(G
zWj|{FWQHHdKY$@(nran5NfoawtJ~;{@7C(1#8Wj<r?_PYG;0CVL|NhT(`LyQHwqZo
zg@rGp?5#alhD=P+KoXnz!V-Tg4RBwWT|^))w@up!C9{BuV(D^ctJRe`z}SB3ikI%t
zk6X2A+6bYBByo(6STZ#N<e1^6><R1>3e<WT1f7s0hLE4dEU{($13ulv?01m-lqbR9
z5#EHm+)QMNAWe3b8WPA|%>Mwye-0Gx6e^=<Exz5O9Z?T*C!jfD4E3KoiC|Un64}N5
zGA)O_0>7WgCm6>5nVtzL$M$JI=9oXAeHu1jLC3-6Ps)l=eoJ5WtAW?A778-aB)QlY
ztwZb}mG!nevVX&LxzOp@ewWsc?b@>6OfqlR9$-mot5;~SikIck-eZ-AWX?rLR9arn
zMV$%Pl-|IhTGy25J#TlLmw{y_>vrEFY!BWnkoXO%KF1Dez1YVReQP#^fPxZ%XcL^2
z0^g4Hxzz7d!<`d!x7jhQi-+I$E&%I5It?r-U6p(4$Fsy4wwR}8`(iw+-Ql2$b?rVS
zj!(Y>^16Yayp@*?*f3K9L&g8yyjCoN5WESj48xNqbJEN<`|xW!V9Jkrt$ZKIu3#xR
ze-<}<qZ)ezv=N_17cK+JN4d@U|0g?p@pd<*c%8jcth1B!I({_@qMDN9dAEZ#A8w`2
z>TlDhPhzVG?;;pv74M>Yr_EaaxVu+rd2Pb%dNX8wsZ%MK^^@|`POI+vS9RP<*T1UM
zHM`!p#Ct;)#k{fKHiMTGIb7w~WPTw{E$8|6K>sq*J|^=?0$6zt`s9yU9P?AC`*v_1
z{HJr;<}haLQBvyHfR<lDp9t=T+`w==0%|a6pGIIU$uuJ}nw#+P-=CAsYxa?f0jn^9
z&8sk(?;$wjF$~MYqbIFjQ5Bu@P#;alxgYDn;qz*qs!kj<tD9h;ohkq-WtsE;#F5+i
z+qL5T=@oU?)ZJz2O>WyY-IQMD6V;CEIiHJ#R^@&Y-IWd|r1-99rPXSAE@{2)wkp0*
zyP)n$9nrGiAzJ*3Yu73TY7!SK7b<q8@PHg|o2`oLkGpQABgd&Rtkat#v?sepVH<{i
zi&}e8HPL1id;I6LBJRp^&(0y*!?<cFC%aAmdo;t}k`O%4us4AA-q{R)j}daAia+#Y
zp3K2&?{%r2CN>wMZ&gucZ$GlK9N|9bsV25Kzn<5&Phfu0{q!{xFrD9)2ndCR(o$8g
zt)GDr;(6^@-qgfgR{L0`mPH#q=BtczgK@2gd~#mJp1;ypSKX^O{4}^*t(xN3zh8IV
zj_<>_nOXPh<sWm+u0L#>U9;l#@9nUSeEJpUx&>x?%?t~Lz53n8^o2dwZ&=@UYwq3l
z>vsJYjVW2B<2OGP!`S;YO;I1*qG)2obs;Bv(O~A|-_C2BLm=W00RygE#1N9Z$sBEC
z5H|nQoVM9-g?La8{tQ*a8UMQyw3|m|hb;V30EKGWpTcaRWJc!y1ktj}t`Lh#h6@Gv
z*|p{$gWP|BUzOo~s|(tTJHLe>6xQzVz@7h<xA*?v!|~&kGsFW2wL;&l#!i81HHyqy
zQ@6V<gX+~nS35FM>Po?_laB;+#@%i+VT%71bWp2XsiV;>FjwwX0kz~;013C<p|4P?
z6$EZS$d>lBX;G-P<yTL6+w%ak&uPxABuUf4zCZAWKY?ZX5NP;Fjz~t|;qfxOqR7fG
zrU;yqJKNZNAO`g6&u|910({AvCO{6Z{j_H$&}3Q>^Uf0#aFKl)4xm(`n+nPq@in_&
z=C7fs;x~3R70;xH;j_o!;wuub3lMb2n5PYQgyXCSx8{5D)L-2BpRyt4^8NhRalz~_
zb9F)C*ni~an~x+{QvNqGi0<y)Z)&(|cig)zknKw6uDrEe<~J~H1M=wj4Nogw+aDKp
zt5Cb!{<l-`asv}>{2nT|Eoud?+bXc2?F)6MCJJ{uccML2@oOk7`bHbdK0^<(7X%ty
z@#YMS7qYyl2EP@MaN-E?U<oKR37@D7U=2))YHu);3mw~-fJMXaq@tCc_mbI|_j?rE
zjR9%@CARlo(<lS_hdGM8G&g_^2NyIpVWK&~&O;x_@5&;C3X^R1d+mNu1is<*y<vZY
zKM==aW6;@5nKPB~e^O;z`_!uHhd%Tj(eNYKqFYbx-ff%23Vx)zT`})AB5b$ZyNwHL
z*oExw7YelQexX3S-MQPK(8cc?@teuiYPHVY@mk>*<Dw%w|HNcP$iEMNp>4xDco>5O
z)WIdi8ljC)w8!t<&>Nc?AN1;2;xVs&Y&uU>_iGC;B&Vczk$C=MPG+Udyz}}}j*hZx
zg4XcbgU?T&d73<j!;g-gcmh}8vEshtkC9J4A3kyn53)l_B7+A&Too&q%F}>Pu-;$$
zOu@~?MBr;M+hLq--z1g+1;%3oiYx;fj>nBL+D}Q&Qul#!EVq=R+RW7QYY)uf!GmXC
zJWZ-)`Q-=Cl4_|Q*Is=G4_=rGEPe?O?i*wgi)J;z#}1GqJJM&&;K67h(2KJIbF?p$
z=)d^+!Y(J#du0#^ISL4VBd8g@iY%rYj7;sL{hZ0<j4b<~&Ob7<9}hCmz9uNf^T->O
z)u-{`)#~w!Z{fkl6VW$5#Dj0n1Yg*|gXeo#@(><`z)$MK1N<66is<Z96q;ID2`GWU
z7by2*t(maO!Qe2bnz(_H36-uNGa}=oM63AzIL&M>yEsR*T0HsY@kKm%@twC<i861z
z`P}9kc<|243mY_{jgq!bVUdIU)wgBphr(hO6&nLict40m+=IbDu=iuC2MYvxIQzon
zepFV1{Q;`F)kpRX4C0-!0*~tJ_Q&Ii1aZN-&&=ULsdWDM2|W1f#Sg#w8XmlMY4ze)
ziFRxDrL#10{=mljc<}b~s+{WUadu{n?h|0)gEAtM&m@AFGcg$CJ-to#xfTvTD)+#2
z0}SY;4~GVa<g~(aTB&FxK8**5XJ^y*5SgA@dGwT=%}1{inN}{p_s*+$aN^yQ@1CTQ
zx2=n>&_v%Jy-d@pJkj&+dwB5l2(!ugzK5|Pl(w;bUe!Go{(I$Q0FGoXQ*TfS1Tlci
z*~alSrT6?YN#8}^qTJ5|0p-sJKyC*|21jUVOiY9)@gQl)YUT3bL~NF*T0Q!({Q@4G
zz4+d1muRxz{$QObcKl*>{dwf_Tg7+fT7LGe@Ff}AIq_=m`|rrOgT-H<3@9tel26cS
zb0D0wt`EX1&~s<tfW#~XZ%Nf_<2?b5maP_0dMM~N#(B@c=Y-@P?NcoJ(DI<~vFGd-
z%WQ-KT<K@*8`#@rP#vLUt>pN4n3^%ng~Ku8&%=>$isn$s?Jttpyz%PkvlnUPH-BUE
zGD+08FI|3<RMWdF@4rlBIe+vLapT_A(f3HAlBK}ABxB<fZ0RX)5suSp)ZsO84Udl6
zI!3_CV<72LVK5e&#e?A<HcL`Gw6Fgl)gXrAV>6#ETm2*1wn)n+`ig2M0m~pWrYna?
z1}5N+{jwx5!1`p@3u~x1L}i|bC&ngZ<?d7AaD*1`^ONEI6u7MJHx`MluPx`-NGi)8
zUHp*r%ah;zov+iYJ^azz8}!z>w@$r7C(l+EU#F4S>G8GK=^YpO8}!k@D0_m`LO*A5
z68t_`;(0viWvnNSPQok(h7R}SbyS}lJjiCLAbPeO@4ZjvU~w^b@5pBhD&NsqE~kCc
zkL|?Z9^=kynGJ(6J|I~fgPW74+OMz?YGiY-)-z5*wLCc*CWZgiaCjn(2d_*_#E3^<
zGA8aP8D3t9uAaw(rMHg0M}gqtRrgH_v)}jI-#bfYXl`@8ObkuEaPo-<QQ#jxT6{zn
zTOQy4q>MI(3;i!XE1UHs_{sZ_{`w$akcn?2y@3SUj?z#th;^?(Bt@qg^{~J`k_6rp
zNKNBM(*s#qOwJ4G%)ZajBGGfXpSp)646KHZ!m`mA`!j4}!dNfmbR>dojNUq{2dQ(?
z;!}|jhK|k~#w2a1y$rhQFxi%g@oAFg2cr{9WcKbUPQCpI9?XCJ@haJ$+;9H&37Wd~
zVdGJp-|U-Pg;_j!`pemaaycJ<)UxQ+XCHp}o(E+j>Y;<jA3!1`?+-sVCuwzX<N>mq
z@zK5<z4O$7GG~(dRQr-dj_}Y>oJK~&dWs}gx8f$99J+UY?!af4|NWGlHM9w`G09%b
zjKx|<X;pws1Z44ZoUsvEvOcRa>Mpc)#OU)H%v7Rb>X-CR#4u7)D#DYGlH`Xc4v+=O
zMZ?dMcw5Kf7fA-vA3k0t7%+SF>M^3j2mkVcS$e_QwXNI?J#6mTGno|C=gu8_I)|`m
z=I9gm$+HeDilcOc_@UGyy;*Ely&s=nGDbKS^Oh%in2CC#G}gx`H!d{7Q7M$PSWgCj
zkK{u4AxjU<-JAMcr>Fa97x?4fr8X&u0$TlZiKsoD*}#<|OXtf;&i0YIwFX&?gyopg
zN5WF7f`!F7yk|rVl9sbZ*f>slVRB-c6vTs(@ME-rv~XW^^LaeTUpn$0NmS;$ADyN(
zpLYLMF-v4x-#R>xH$G53gYr{~z3_C2x>S96>D2wC;J@_13#2*J6XRcgh!n<s!N*7n
zlnAp34h4r;m>^qVfQ`}2`4EfJM8{ZKcD>;T`Gc~6oF5uFH1XM$^8ncJ3yI*L_0Me}
zRYttdR*VH{(SV%j(*E=?gABzzqXDWOFF!RoGD+&>{NyCHdnvyc4o{M8d^0=|c@7SK
z@Zx0Hx_Gy@M=5E1`LYMLpE#NQ=4&1Zf4p{a^I0GK|L(Qdp7h4=`wjQ2{`lNCSKoft
z8;@TuT{_{7k8M7>zU++;UYfu3WpBLi`LVbB@t&EUr3d|rh>^hfL2o?R7f|Bfc(9KL
zWB&L6Q^WrF2-`R2r`b%f=}~XIH_7KGY22ses`hJ|$(?HfZ%g^(|0|PchVvn|C=&U+
zGVv)vx;SS;NVW~2=swvDptPVVVPx536WRn3`3xv#V(Xg|;V><Vcf#Q)`R;E6Nl7=Y
zWv5TQOP1=jFKrPvD*x8^J|YnJ?A71>b^7Sh-+1RkGDk-~Jo(KtC~fzBxJUqW?o#G5
zt>ozkCeM^<we_k=QgH@TBnp{i3L_)D4-UwL=t_VQFbb(GfS98+F~oYPiPa$6x9{^>
z$XNsTe=VB`aj?&0Y$G!|uDnhbp9~c}6-0xe{&av1k}Gp?AUH~Ll^q=(CrK-ehsTL5
zMW6;v=y4D*(u=2~#_Um|#zPM;ogry_<AZgg#*4M@en>=k{@d#tgvVdFy!;kfxmP#u
zeV0ytVKuc$EB1sjeu8ZKA=WoSs3*;Wj23DV4#<#(fC_{md-*3bR$lE3JZ6=R0fv15
z0I4Z#;By|>A8GI7x06igwW9+T7nk6pH1#sqgp(-&*5NH&@0|4zRyKNq0|d%qBO^L>
z1&NPO$W~<2;c@ChQnn_;5u(6T$(dO+rsdTq%g++@sC@8S?-M9HUE92ftFOHB{&Qa?
zLw)w*!dbH6mtKf(Q0C-YA?-<ma?i7#0Ycb<1sG8>10F9iLWLK{jY;itPqrMyFP(PK
z67{kEexeIF_MeBHe@q?DX&>Ys+6+(hJIPFWIG_Z3`@mfpRkeP4*YMc5PAE2pokK_;
zPQ|APfZ7WW%|A$7dgbEtB$?~(Z@xte_Kk0@zJc#rdhODox5z?$DX~cse`$2^`LE*$
z3+mFbdJA4d;*Li_{mAwZ{V+zp-et^Pn9i(eeY{VlAX+rQ28KWPHh2C3xm8xMjP)^?
z{Xnm#^w4@34UcFv`)EXJ#e>NM(_|G67oJ!kzMOe|>(q;+6+gK2Cdt^P_nx>!0{Pad
z1Jap!cYL7w0Umsv1q}LVopDYq%fX~k7_e+jJBDAgG;Njp6dq8hw@Hu<jC_8!cYZa*
z1OEkvX3Ks3p<oazJ;ufjot9TD7L#f_nKF|^XY25@^YcXTS1vBovUvHu>RY5O-aWJM
zO_Gkw2S(nJF0~R|ARpk%jQ66wPiU7Dd3aVv3+&5kfrD0A4R9W8!6^q|C5(MxayJtE
z@+VeVQOA@3y3|AC5sf_8eX;nY?18gCmmnW&|NYNf<PPM&{PtrMgna7t<u&P2KN6P<
zb~CKLNHlz*H(;H{gYf_lkx0QjdTB!)<`bk{#2&5$X=JL0tHij6``E<H7v>0Fe=L*d
z{n*=utNXA)35Fw-@yG!2U5mxTv_hltd!+XtU#QFw-{(%R9U^sc^p(fIM6h7_shQVl
z&ZUL1S4m?p92|a{40<d%d_SQJV@jW+Iq#1R&(O$y2YMEWD~FS?9KSHbpKHgCWPp+{
zXYxbgO+Y$5k%->+=RnVWQ_0w*y!m3B$QXa%^&}aQ>C^9IX_EV2dHE3nkE!RMKDmI)
z<#^GSS!KxwA6$?aEq>pF*0el&FlXU)Ytte!FClG04Bz)fy4^XXeNxHfd-r_}2^Xdi
z6E($&O+|>cv8mZ9>OFbDo|=+9ld@;xve%(;e>Ekc=w$x+S%RYBgO5*3tRLS0|F?BF
zyG;W@0DzsOX=q3>3bkivc6K8uqSyuk5+{TpJOL6f;77<6Bt+VZH{cm~2P6)F)B|Up
zh@F`=hmxD4MB4G}uXp7yuSoBzzPmx4g5dNG>STHLoQxr=n=^L*^Q13J`B%8&;POk?
zk50mk@$ZzS<B&JKD6E9(Y5V)k**lGoIE!=`pZN@XLVT=p&+1`OwmaYl2)0xN-$Erv
z*d6@*+VtrgsO1cs?m@K&8GRx4_IiBla?$OUJR7zQk5Y@uZ(E7Rsp1tY^0^g^%aVW;
zQ2Vaq6-qW<qZn#k3fY;wgBa_q8eyo0D^lob3xXQ$fiK^$NArsm&TTpv!kKccjun-v
zWs}-FM75&?osyiVkEj>Ks3osaJj|Xj0`82b;sL4xtmU`c+EtKKoF?);HT7|I_<7N-
zZ^FgXb~mB0oZAj%l`^2u{tOOHa@F0WX64jjMGx*=sVp%IBamt+o`T~njL~qFR;FHK
zsU7Xh#fS1o+4e;-TaK<4O+SWE9_sk%y_u%zezgwXdZ@r+slamLz}`C)+AQm39C2WE
z1(R&IKKR_s0-?`Ap(DR18|5aol*#-`fT<-N{p(8}s~m|uur=l8PpYAmP(``0Mr$lV
zv{>uDp2?yJETdH;5NjG@i+9~N#p*?Vyq<?|>(TU=6g)qfW~FvXR9hz|N9Li5A!n0!
zWwNeIRb|2^0b93@Vl1k5R6f~yj)6^XQ)(|n77OoM;os$aIIT1m<H_tejc66#v4Xv}
z_f!mIsE*V6&ypCh&gl#u*o<VRVUP)`s<nLxCd`R*nTqfslK)hk+BW}RP)h>@6aWAK
z2mt46*IK_`B067v001`0000L7001yAF)uSOFigE`bQ@=OAou|UC6OXo1?ou>BnSz5
zfCZpPKfC;pKG?9^ur1TH9uD+y5ez5=A}tD%yS=pAQbAK58+O|%w4KgkW|A}~*g3;Z
z(rzZZKd_lj107_0v3WAH*|R)nAI+UQXM?lT=|<0<v%@nx@!osCuh<P8Tcul7Usc`r
zz2E)r=l4bYjO}BL1=wS4#*V_#*gRwWQO3S-9m8-K{(9MQ(|~^&PqO1aKMPkli=TH5
z$1z@Jil0SH!!-<7oYX57?$ge@4uHI~j_b->b;IRM3p+3X9{M%ib(vo~Ux6#!0Uuos
zH+JOZ=M5L$Vqo_n&Mq7dT>;k(qro(|%XOT0#aXvfF}%BYo3(55uHZ~yUEXCnwPt-?
z!qrqQm6GsmD$7y;_xssnO=b@wG(6j`)td%8*5hXv+qG@h93rq;$*S3|!6FFH$5?Df
zz|WQfWrH0@Xti99s`6@ejaO88b$!)|)Fr&j4R~PzcQ!Yjj)a#T$EkX7*X>p$yp?0Q
zoPg`)(ldVTVr$KfwO$ctIj<Ls@~%Rmkapx<b*E5wBwXE6)h!8+Mx)gY?<w#TPoE5?
zdhqX)W&nSjefi~=|2LAxby(o^Ebsy_fu=A;GaaC>VX;`)VMChIU<sgzr2-sJFyCo9
z0E(ZU1sWMhdB-@zPWl>tg?Is|cOQAlVC;wNq+$&xX5qRDj7ZM|hB<wf{?fu6SW9;*
z4S(F^UGB0bJ7soNp30tOr&d^`Z&h8Vqq^PR!uwWgS)OgP6kL`~sayq+S+lp=Z9K^G
zIhMkME?>0?vcuI%4iDI-vk}09jZ&$+fd`xF<_5=uKs3Pm==N-_*2RO$8guYrrc)|c
z^E8gpNyliM4(qJpL8)8{Fgz%4I#qg&=2lU)>8^C4fY>pCR)sVk1UctHIJkhax7J7G
zFt@g9HT4O04ER!MC_s&$DJ+l(8+;rjslq3;3y3V^F9UcrV3-fY!;S?wGx%UU>{=6W
znZeX#*szos$R3LT>a7TzLW)#`3^|VL{C9qQ28;$QHz=MBLRfLdv-OG#gW^yD7@GAY
zo`aL_UlA*X-G-W&t<`wt9lG{HyUuDtf+lC9+lBlSBv#J>-m-G!u3B@uV&n_8Hmm&t
z?y$CmXCol165c6pH7gRn;W)XxgsahwQdz=*WP!4Tr`>eDAmBlp82S`^@X@&0adud`
zg!GK<<fDl7H6v|w@E{s3N2^5YK($0f>!vd8EFRQBoQPHq(5gTX*9{W!c?A?7@mH;u
zt>J;|)?Fau6dY6-dj?s1Afb>X-8LP!V>tiV15%*qhJ)f@?N_X!DaD%5Q6#2Nnvk;A
zWL)7s)Ryd69L~m-MkH|`)TIG~KJcFmS1ctSt~4TXg&j!Dq8?>F4Q|muVY*1I(+ZzV
zhQ&ZVNq7k$w3>o<1kubmYO9Vf>kHaEf(IGab?H0WcDq{<U*Bxg2i5BC7O-s0bb`eu
z2-WFXwN^6-Q@MP!N|L7rO4TSGfq2kBD^9^-1(HFd(&ad$4oEz$nbi`I3f|95chWAQ
zHMSXbc1T_VB~~J;R8*IQ!mT?roDMQF4PQ`j+&bQyZL2B?)Y@9QL-eyVTLOY4!N&=C
zxvf||3Bc-p)IW`<HIy2bP^|rN6bUWd;W|hRI}6BUBXJWflG9;(PQ%FvT$O}#Je5!w
zs2;R5F89Ug8vHO22hwCr1>IKx4XCh#Q%d8R1YBBioclgN2WU9Q1;psgu=?UFUAC1{
zSqYF*^l{%DzV2Mcwzo(%sM#!Gz6Kvhe8<&Hvq?%P8my_LO2INCDK=^`hjdQ4S}K?E
zpauL)kePtmM|h~zvZ~}rSMX?yZ*G!;a&jz<8c%1jdm}L)pH{xXPQ4FmXEW!tq%|{Z
z+yy#I3sHbSo<*q_oI1dJ{p?V)UzpGQ=4O6VnpOCoOh%ejlu1>>?I!#LTxobBF|F{I
zlL}Xn(;EZCydCG=fVB1%$Ftk$hq$}W1lS*?;Y$Gj2jjZySg$0M#<U<PFd3W$X;;8k
z0YNYZ{5SxpLOpJxYf};4g2FDK8hr+Y>!D;CuIv0I=?>6tuc0NXcwPl?Z&$v>Y%N$X
zKFOj8Uf)i)d=eaN*Hj74)_{ugoolw8YI`5Q?y61C*HDYLEx#q!WEZvbrD#AcOSg#!
z0<0?Unn`cF>+-HPxFsnGcRBo#@D6LOt$7~J<__l)zQ%HEX$dcbr&pG6bu-7S!qa(f
zi)S*z)j>1lq&@$^aS8=V?Tl)x83_mfCJ+#Cz1b{X)XYFB5GbvRvo-vQvqJQMwjg>2
zC^Usl0ENbMP)VSTz$UpJK8gMy7!Dwb^G>fYa1pRmJO<Qb!Nhau4G0SZl4~g-jeex-
z0kmDmkYB8zrdUq`Bk4({aTd<^#L*w@xT}7AA%*!87lCUk73m^XY9J4uD+E4+=L&J&
zbmt_z4Wiff9JEwZ^&Gdh8%(7nygA}FZ2|wHTUWt=dERn<XEVPealR2?C5iLdde-KW
zK{8G;QkSHtfLg40u5Bm1>%6MvXrLtFYoOrPJg2r?-iS(gshTgBJVtBQb{Van23zGh
zyWj{GBz&v3wN>=Sua>LcIH?qqPVjMsJp>5NBy@F)&w!IRC}i}f;4o-_-B*B&W&#8W
z4jMxV6v>M5Ztn@d1*lF;f&NtC#Qb!`HU38$4~!2-ALKTGZ^Kv*!_Dltu2?!eCJ1N1
zp+i%rYMw|RPY?l(|Li~EXMWJlJu#&b0R0e*pRa)p>i&iJfL64idR{zF!RLDjvRTbj
zH{j~po_C*_se2N4KEt=#&E42yjd`&J2eTCQ5W3clrKOC_rByCv1gMquG$IG*s4E#F
zua-7;B)rAeSWCiVn;VV?4+Ns6l7x3udzTU2NV@Jt1Wp8`P{NDBA`g1wJNccRT?VyP
zk3rRHwY<xqHVCSO2k|H1B#A#&7z$!z7L?sBuvJduH2UyB5>;1N5uhP(5T-#i!G<*^
z5FS_E=7XMrJ)}D;>_xDHjW<AUD~(yCQ&It+Qn8-ZKm|{N)IlKQ{wE*lRqliP14$rt
z39dX310GA9H^6)uFN;90x$XM}k?OXy>M6K(s=cc&ZI-e<Zf$MZO^<keLE9r<B~$5o
zAs&xbqj?E$?HC(e63@5JJ>qq16}#;bui|nqtV-`}wAMU0SU)ZTp;>1qmwQ4e=@JAC
zT6)J&(^5y*3h7`_KDv;OI0YG#2HnPxW<s2{mXp>4yuz+$4>tJ*_l#u9PTAfEcJb$Z
zAp9g;;Zgv<07a>wb$bs4X$1*62%<QU!~;OFlF(g)T|-iw016q_o8SlD0_qH*-?IX;
zc6J)#?fM@4L{P^;ptqG^{BsD}V(`iEla4&+4`AS4khibJWw35ocQn1yVRzv{k0#8D
zoo;7$e8Nif1*5AHiG`Hf^duwIZL79~+d=qF3D2m(jHg1?pv@#Po_AvToCHG@9F2N{
zv^rOJy<ysJ#xp|b0()>H=B#<aZ7HAMkjClkTB{`kag~9Al2=z-hO-G*2Y{qOCzYPM
zluolqnykYFgsXL@{uMR}XBF#%#3gVZD(<W}x3jb3?7+D_5E)Bt3E!Y*c3+C~BImzk
z`@T>be!za?Mf5uP6=CXh@GK|5)yHUz4N~0Iaq9sgrh_0-;N^1@so59@s_6-gs+Gno
zC}`kYK8yqYj&{-LbR73nKfQyCLAH1Y(6)YH680@%lHUb`I1GP7r0DV*nBA{w&u3E=
z_pg2QIqLQZ&xlXG)aTmiIYoRXxYX?wz`?V70lc`jir|oGJGD&nF*dQ+&z=mnw}ufq
zs;61wfM%-PiB{iYp?!XKxw$=;X&<1oW-!Hz?jr<;*pVOBE*q@XanFmh(T&YgS)9EL
z3Uh5u-UZQIxhmm-e5<MoI0PI)`w=#d;6j9@(*g{xo;9yQK;P}w<STR>_#+2fgD84U
z4%P-~OG!A;s#uipE_b_J!fo(dZ2?y-DS9hP<6k7goko9L?>OuX#J-L107)DmYsH!X
zIU9%TCV@C-k)|n(tp~s@<q7muh9LZEgyEtdkg5eVeoFkZ(E+o0U@tupLJijtPXse*
zp|7N(18W@z_57>woTv^ogaIxlE<3zy82{EM?%P_oyYdU_`C`D4Ul0KmieJ{}XD@>;
zO&vt=QQdYM{hG;&?RxVL8}0YAs}76RDu=|`@&=m(znkS##_n0}w!~S5{nMnLPB%WE
zGM#d@y7`CViXAX=IdO%_tL2USLj>0YQU0oS)yROYz9`N*kx05A&qDYIXWJ^6FnJa<
zWh*DnUIn+M<H&bXRcjICqYja@cqct$vuRL4^JvWY4*=oGHv!jw0B*?{P-pXCZuqQ*
zlJgsYx^PlNZq^Th_0LT~gwUAQFi!BnwQE3(3PyAZG=YHk1_;XUfb<<lK%Dfc(XoCN
z^eH%$3O@kXG%AU6sbJSV+z+pJ#7y}j&ejYY8T7NWYHj@}Lt#8%s;rhuCD<YO2Q!<Q
z)RsLe&!jT#b=y1RthJgo?@W2a*{JTG*<Q8RyfXoi*ExAc=bgr<s4zN4<+3<GyH+jb
z6YMbE7;UXNo8FB(8`aGndE?oVx-rTyIdpK=Rx6z(I|46lx{*l1J<1T-hxBv-$YO%M
zW%i0Vo!{Kq<nlB`?_e!;aiR;yUGGGp4q<{k!SN?gfYB+$QJU<G7*Ao75QhU&`K>91
zj{=&1J%MU51WImy5<NhmP6g}@oVAd2aK#MD6i7f5j1drs567AHZx!}NOtEeN(O-j8
zci@sWpd0v@M#G2Xeio#(!XE)XxeM_B7L?#c;D&D}%ud#JjbG^#@7>MM)Y|gBSBt6j
zfcHT))@`ct1n3J@^-g5$6!X3`yOy)Jyc5w4hjV!%x}8t8c2A@#!KgT)XFCmrxbN>Y
zv$GS8rT<HLQE4Z);XMyr#r%$UcPXH<k~lHDQ%iM@G9ST<g-G3d9C(V6w0DDTH!~S|
zLaj!t-ka;)uJxyyneKGb9Z6e=-JODWUmbpqxG&rUt!8F2VAXy_oCOyT6d<7WCBXlW
zLC?*D0pdd_C4gBFJN723ItQo-#)}VOI_gt$_2HiXJ%MT8&d+*}4xn{=6NTt7(h+@<
z+i}eQbD-07LK-QBNOuf$-Jb#o<P%~6(6P*~z0q-1*Ll4MUg@w|sgJPkG{ZsPh!oVm
z^&^bn^;BEs03QN;+s)E;3_^hv=dTmu4w{)xPR%6QVK{9%n~d*_$P-mIV>|N1YKpr7
z??e_vtt(D|3P{f8c3O@nc_6b@Px4|;J{H>*W(<ctVXk(%xm}rTx&^+qE9OACh&%(T
zuJMHiM+tBPv)S%f*=aMEYsFfazye!h79xdo8Z%zSVr{F4$(t0479MP~?d@&6jsu}|
z(?RuM`Qf&I4ia)RiJA=58^;XQ0D1-}Pw#>T{3ej_Sc05=HV&6PfdB5pxddQe$D|5o
z8~+K6ff^Cqd^QXhr+|2O5_-pNK#<5EMPKAO3<_SutO|EJjXkGLM`a>|Rd<3StypNc
zDW`3w+FhHHs<o!tr1ZPpVO`2o<u+oRvQlc@$0-fyWNM7kT`9wX@nQ;#L14JnN_P+u
z8|6(pYdW!*gLpElfl`Se0cLDc4%ZIWYm_-lrweJy*cNNG8l~CFD*O?deE3n`esgnk
zM`m^Fm=*=!#)@cW&~<}Bd}2EbMvJnf_(P1NXy{<j=Rpd-gP6uR7xb2ep7{{Ca1Q$f
z5QeTBm@W1xAn-lF@VCI8uc2#DL~mdk%&w6(T)yWtczQ63AEL3Brhrn@nB%yBa`YOy
zjt+X`py4{!`|v+@0Y*y$9WNzj9h-M~&y+b5aUzs!t*f<SkrJ`BuAzzvl8oJD$S^BS
zCs$GFvfM^~gK%EX%%y3j!!D|GtCVy!9Bvc$J(kov>4q_-$5`VZHFGnU+i`GWXQQf?
zDR<6dYa3-TmEvab9=)EnhTzS97KdPmZ*Dda&9$sZjH`fnyiIq5{B_OTjzk#4G&TFf
zgt?`vwJrQdgC_)XG5rAS1qRu2;CsKOE7p^M$slN&zd&@n5;qOUsThsGX*zI;EXeVg
zZ{pJ!=2|nrywAYDo<JGM0Wq4u*#{7ZGswH2O)C%nJO+1s4Wm?e(j(-}VeXegpI-%&
zi#b$$hSRs|5Ca!&F4C&N^)*VXrqphV*wuDf4YRXrd}EU)l*+Y&BXY6K?jt!^uXM7=
zhI+-YVsUc#%(b$*=^(1qHI}CwZl0@R+6h#ZN(pgetC*r`ry!^UFqJVq805b;Wwt<7
zw2()67yMw#p_fXGUKB0}a&JB<BIlFRC=g<11T=CmegTu^m2+}BWea|CvI%s`Kad7-
zh^N6W^OpcS-vtC70TTTLZ2{)orZJ1Ef-1i@eavwG99@lL3hS9hI>g}STlkUZVT5Pk
z;yE0yg5*1>gL^d>1N%|J3~u9p0;QtD_|Fi<kfKKC-}FR#xT^5YsS9qF)#O{w)_I>J
zrj#yhrE2Pyob#zvoUWWx(rwlHzIMUxrkl3>G-p%Ib>vJ@buG0Kkaz8jI0Y`@eO;s3
z@@AGC*N|}Jgjcl-oy}5gO^#M#Ya4P_F1*8EP3S5weP`-Ix~XQ}Pvqp8lP<`~vkNZ#
zf`hvR=r|IN^CA@qukva%>P?9i;g5g^BVzh$HUgn)3V5sTIzmU;tg)$uw}h}*9|M<T
z0KtEn1ngq?IF8eM9JNmvFn>D<)|4x#T;2ms^At{eK<v^O1YK2OpG+x@Nf5anaC*6d
zxf}G9Aque$0<Gua{uCPNX&ADD3Ju~>nwNK2-)Wo(risv5%(Wu>^IBU>kvelD&NeB1
z#xh$%QSb^1Pq=yi8`=tM)<AFEr)i_S+CkH?lHX+IDCsCQA6033$W8GG$yZT4K!^YR
z8Hi>szh;m@*ol>eL1^V$!jhD$Vpb%VWiHJQai>62%HcY@k7+D$EEM+p33Df(C#9xu
zsoc~|FwBu{9Fu`^YRP%02bzflLH%?dL@AZ(6M36;{E55`sEseb3%GqJPP2X1Wk73(
zVRnXLn&vW2nqC9Zc`HF|Zv8d<2j-U_18P|@Du=iOFN9u}52%ttN^S#Li&Mg7vJQd-
z&4B_t8^?T_!XbLG9syZ-5I>JK0`52WiJVxso#o<{()AW^d3jN_sd}lhEQgra%Zu76
z)tgh;QnS0MwNz_!H?<avZtxhvkIiP*TN_WY6F5@@M#3jE9_F0kcr!&hQ1`pq#Y!h<
z7_SI<E$6E{B9V4J3h~~id`7hjW<)+?r_%1kyxc2<iQcp8Ks0Zj1N2+1E7N*wYq>R<
z*2_7qmaK|+zG?54XlzH=c0}ZQz5<7o;21a4g-9gwI1Bgs+3Ufe8+26xSKD@5mGCVf
zbxpw05`CdGVi=hJYYl}3oM5EbuY(A@0+MkBwIXOM_;vo@9=shh;|iMw5letXVkGlh
z@ZVnprOt|fTMxlKkHGQo%qWeS7|{6`YRE9qH-b*`?;}?L3#8+(S3m_BPJrI9Qp?sV
z@(p<;ABo5}PuJ{PP{P|T2XiIhnRY7Ml<*ATB_rW&Fi|N9Z}I9*hu{;lMkZSQipXVE
z^EJniNl>@b%uCv-mC7#PRKQ1Yy@`vBKrHR0YIj<j-o!<qTvfdZifE_S%6l13H(gXE
zyk1Dx<v3y0dLw>5)^cKwOtPlem^Xo?x9!G|rbn1ng#T}UsZ2#!#Ls+xPHYM8Cd4sM
zv1pHFg){8yQ_q3nD~d@UB;j|_z-S4u`td1+fgfg}CyZ_zPHBuKaQ5LZfV{<N1ru-J
zEGz79F(H64<;!sCxi~t;=rDuR@R68L=M4Tni1QU3sK1wZA3Tn4X&1p6aXRwpyf*>*
zvEvwGjtsL23j2BDA_u3a@~L3e8e5GN1gm~E)7%OQUe#+3=4IM8OEupX^h#x#wW6eB
zHtX0KNk_14PDjE^+z6B;JTSx54GHI2qcA7nFF1x#k>IXd>3VGC#(3KBE{|>o0s!CR
zXBlvp13?6jfq(7hHy&l<d+}3lC$hl;gp;p{b8XDAiF4V_Jp36JaEv`W@*Yrd*+?Xv
zj>vnqTie?$c~7gwTHEp-Fp`migcplNUX*Z}T9$Coz0SITqqA~LX}p9bNbCuaP0Yw?
zZz_C02rGLUNc$8}@845Iq*%WNYSh$p$F&AQEn9Qwx_?HYslqYo_HYtQY!sZ$g7{3Y
zfD;~5tOyL%_yG*1V+4CxSNLHp@o>A9ukEAv;h;6Rd{31*k)V7}r`aq9CA`+DI28$3
zn@!e~@a$I8^{(%#hME!Z*`3XD?omp-W=o}=Qb}H34yv($hw4ma#6!<W2Ru><x52IJ
zN_ZvBb|1ULs%7sr1A#!fEaBxHwxN2jSqwI9k7Q~h*c3j98I5j4qbabCz|d55p;s#4
z8kvPcM8v4u+Z2(;%of{jff0{|S!o*3gn`w43^GzF8-qW+ShO}YQDa7xD(p)j&J#)W
zVHEa%01;-X^kq3NDg|)jV<<@zB5VTa#m0eNbEr(=<U{E54^o}ezXR#zK)!j5pTOzl
z4ken7qt~x1&9SMl;|l>8Cn3QB0AJs9L92E7KJXBLeiRPct$cx;?-{$v$pL8_U4sf(
zni>8bkjY}Ij?RE-WIJ0F%kJ>f8aW;t<#K@h^=fvm96(G&)b*^0%#2QRo8qx8;F>NS
zfubO<WF=QFZD38wX}ugkvCp@vWhxV?Z1Gf$>PH}6#QaP~%~<5&sN~^bUg;umd|x75
zXspD;k<@(L1gT=%+;=*>4NNR5&EOs#!j{{>z)vP{iXus#2Gh{f02AhRjE>RpLjZ;W
zzXN9n&_xVGtVDCS--)9jU^4qnkr1$+hQECprQUE_@C@olkg5&_QjKRYLC!01d7d(K
z3WFEy@Z)kCgY{xq+kkhg!1qJ^YgW{@h!WZQj6-RTK&l<2974*?x^${(XHt~-VBq&>
z$g9hCD6%zUn*l}<*AAeK@Sb)8BGip?yXgQ1O_t)F;8{R6D}VyTcs|Ve-^Ewb8|qFD
zksU6b4S`cy;ydLMIi+iMtxZm85Mr(%j;63%2@|djlq^wc#EDbZ(jB%Y(hcxKR~7sW
zD%3#@hZ3Q0vj==iFGK)mCJ#bvh5=tj-BKx^V9kR9W8atocLInxE9zIM;1=2XKY~}8
zOv(v)bS3x2#ng}==V1Y-ljMUy4BUGfT!=pebYo)e=NQTUJqeOdDO3nbDh?3r^elMn
z9n7~jz=~PF4mJwHolXNQE-?>_PmWB1*Jx+E7D+_Zk@*#yQ^utUG(i_%&)C-gs+n6g
zwq=vs+%|*|8To3AFcJVUK+eBYOC?GcY;I=CR9vb0c!y-f0auTz(0Iq?M9-SbDUdfi
zJ9!apt5~^0VXeAR5_hFCU6RV8lNJS-wJk5TgSj0MW>h$xisf1@eBp2b)%iUg^uy!~
zip7)(o<56UF<jko>o}nDCppc>)<8GiLqdnq#{UEe5s!-y==T8G`vG_xQ#`0(QdE=&
z6qpHD8a<%JazLL~&|9zKY1C1FB~sbo>qEFZ5x)-t-*Fgw#(xs%^er$%2Q{<Oae*k9
zBmk{SF^a=4V0r?4em(=VsTgjW`C>YJ6bGtgS(m7iZS@t1`R7u0ol42JTv<3~XH-#T
zS}fW{75UKSswjxHTN_S=l+PL~l^r_TsB%i^tf=d0cssmoGiCJAP|=Q2!vtDb#WJ^C
z>>KRlZ(u^98ek=_-XOrLrGWIoH&tdx@RpNyy)p+h;<7l%+}PNtdb7L`5OQxecQenu
zatYljSWWG~b^y<u074|sf~SDh#;voHAfsulN4v*P-e(Nmb<~je8O|5EB&7}ICs_SM
z`6C^0`W^_?i$I(!K#Dj{pg)ZnXln&1*`T_>1Y8it5SQ!@I0h?d;vCQ=r@&HxECu22
zKLTQ2(9thcSQ4cV^_NjGm>;Chn#DW@2^#PP@PxwGVmM0})MlM-#cg2Wpvt<USaf@&
zP7KfNRDq<U-c6+_#n^;EnNDT4>>ANf#R+w~xRY;@8RF%$LsKivVQF=T6cy*IRQtH1
zs&2GH1T26{NMh2gfDt3X>9p3UrjnPL5R*VDAY_X3c8BCzbqe($DWr1{8*lF9cYxD?
zRlgfI!S-)%Am8Bx0*Y;L`&mml%T7Y9yiHY!dTSlai<vbY2Svw&+6on-FrN=70#>@!
zaK6M)>d!%Lo<QPYrE8~=1e6V6jVlo6DpirA#DQ_LLRj?hee}XHBmM6aIE$+A-vZ+e
z!Ic%nA*SI3T61#>OE6PF#?L@ZTNp=!N3n=?=Fb3`xLYy6$fLGIwN~R6QDMfVBynM@
z8Sx=vBemx5Xl4r3G9$gW)l}(%CRksh4s$jg%5bY{fRlc6t1XpscAfT&&{S2YQXpj7
zj?)|=azl(j2@%7|k$C_!6;Lrz9WH-)2H2UqwKaz*nQ@(9QFuuF2ii)@ahw*~CY&Yv
zGtI23s*1I<;d<l6xVa9>O=K&;btYR0LbBZ=QfyoEQ{WQ(EpTPMu?-*9M8O7iSL9f%
zfKFE!&B-5t^K@kzY&52ZMoA153yit-mkFG<L2}@<cH{R@Vj4)5NpK7-6&wR_$H0qj
z{Adb>z`K5u5Y`AID@?CoH6K&46#bz%`4r5L^(hQzw^dzf{0mJtx?rhHtTSfM>^o_8
zfs<2bNUV#s=60VrTx|<&cE5=gl~hx0W&zX`gn-W?CoLE45Rz+w(k8OwY}6@p^j5nD
zP>U2D-|jXy=%{NrHBxy6gFC`O12bueDsMHgu}Ss>?7UbHkgmi?hMGaANT#M33<}eq
zYvpq2d5{~Wv%oWdL-w5qQKPq<R%;z`efD;Ig)wl;B1GlZ`Z}4V6&68X4WCZ6dh|hC
zTU#ngxeKTURrUvH>p>8v&=+WAfM`RQ&i>y3%OEIx1#JzM*rDS)gTah5t?+nEVc!Lp
zi;C~Ql`t!A#{stsS+Ilk?r{1T5`+H`eU0CyDsr-B4P6%w+iQt1x4;fntU1jzuu>7+
zL%qVSmo>ACm6XVM-NGCfYKu45Nep~#RjREmU^z0zsV*apmUUWPL9@Kd2zgyr&I{sI
zH&pW9)SQpeIDAg6kvK8eC=hS28m>blyKc@E*1cNJJ3^6_OG5T?4yOsA6t8FKSv=?p
zLZ#O_6tjRs`+7VaXy)Q3$UzbPFum2X!hk0;4*CoT1v0c9`4S1W4Fa}JY!ZnS(nP2l
z+(Zs)S}q1qI9AfJfBh<zf&TFnV_$^ELZLCQDil629FjFU<KSFfgmYsdks#1RAzW86
zKF)nhiiHk2SgkRR*;ht23gPhv)5D{zCuWA=zEEA1wsNNHW1$9n^T3!ai42X8he9&N
zG7*VJ!ZO988P7bdN%+fG7cQNX@WSHK;-ZA#T)dfIl<@pQ{<@c{xpDQ<f>%{{<LYdF
zLBdyVnm3od3h(z;-@7m2l}|q2tv&tC&p)qz+bfZK`__sqku&3uCZ^-wdrrVxOZeEq
zgNH{Ye5k*_e^A2r?%C73N5cE?C*eU=*)75A+qb9RgZuqHzhA<A`16YCSi<b__w@K>
zVcsD82E1p(&wDn-qy+yGekXuHV5Vk6q4BYA1Wx1Jo;uc4mG{soQEmgdl0dE@O&=S>
zX%g<&BV(bDa0>Z2O_Q?&;4mtr4{?mp8Q)1C_levuc=8jtuxV@@Jc+Xt6BD?$VB*x&
z@k!E9)6c&2)WdXiDR<-A>&S#lH*ej%K}>jav2csD#ZvCtjT?Ay^KvG?hzHA;U&;~W
z{;k5wJEYGZ+<X5MJosmye){=8!-EGOJ$Ro)>CE$I_|teWIT?nxfrIgpk+BdS99D*g
z58*-o-o5+!@t|*S-`;&Bq(h2A4#d#@{=p$U=<x$;Ijy;%JQ<Jyey9SGWOUQ1Q>Ra#
z!UF|=crBs$XIMj}hsJqW6Bq-_GG<L;aJfV^s?0Z|G{$3yW*j;W5}_t$L4w9!*b9D2
zSPzeZI}ehDRaQNyER(bFE#u&onUVO+=@W#*CuT3a$m!_n((+BzFe}T2rQ6Gd&7~Xp
zrJIC1^I~3L^EHqaJb3HMwS^Ttc>nI*cgR=z_6P4*K8J(Z%BLTHhOYJb*Uw+NfM-rb
zqbH(-gr0;sdic=DD5^-MzkmNAp5C{2-`>4=FgQ3gNRXg1D3+}B26_U$zd+x#?)Uu(
znZ7;vL(>-yhbP0r^l4gL)97O0BEsSK%(2jDXzWKAgG^2X%ihCPM-1>br~!5mZ^31y
z;hUzVMvX}FKIoEh&`!_#PtcqxaNso62#^0~cA}?&`XxpcQjPs!*AKplNKHqMPliA7
z(PY)hN1l2pE+?x}+1%yV<RsR7e);w-3BPgu#`21UFE1|KSd#FiORrzcN%+#s*((bY
zzG^Nl-I4H5-YI?Xp@e_?lge*aCH&^n((d?)WMU>M;i2(~iE%kw2a*`oE(`;Y1?6lV
zAb!tYc^A+Ebc>wh3o5Fd#k;T%w9GyUN3G$P)1XY94*QrIyU-ix?d_Fwdm|&GqoeZ1
z6DLodIwfwTiR&+aj!UgXB{fEi%CbH>X2ms1w^&076V&wB=o5Ryf`<vx_)24PW;i60
z*^2cH-1Q8?KoEE^Zlc~8d&(CLG!B4?prQ5gvBt5O9vZXK@#n_jH{_!TY9e~-ctl24
zvD6D^ANLk<%wNBLO~MxnH*c;;_|nZAg_{z7%bZ_Wkno$&XRn$Pe*5Ko-dhav{?dE*
zN)rD0hn3Gim+*J*mp<^|#+j#{eM-W|!;_J)gd@vMNcfS12M->R@P5z_eG=Z+5C8I3
zXavF6mGJ$bdirHSJLi9JF#z%s5Jk)8p@Rnx9hCQ+JaOXW$=wp;U~pK%d+;|TmHNK~
z0pVw`_DolJQbW5sI<^`(jfh6o7gPB3io(x=q)b4B4!#gXfS{8glpGtQ+QP{xGz+h2
zxU|efQ$NmnmK95xQdp1(Jc=<74IBcU<7=dV%AleeTr<O3JQhX8`0(ucSI&}KbYrPN
zF3-&+AdOJ!xkXY#*U!Cfk{Y_1zCvE6`QF0ayLa&5(+@uR=wpg9KKaD?5D&h3e)jcq
zcn|?SbQ}*t6YvKQMn{f}j7Wt&FhI%(uuf`uNL7^~RAc-51_n_Zh69}cK57NRVDK!i
zVvE8L^(Y`8m@_5S&TWX>6123(V&F7}kY7PRkKzj9#>BMJ2u)Eq!Td#~k&Gb<mnmn3
z(KI`FI~?kTkPHJgk#C1F9>oHTsr%#MNO*#=2fmZ$sYjoBn9Rltmls|qH}VGXEMW(<
zig1~4yq;Yo+qdxC>kEXY<x7Pnx~6phLFqo}@6VhH;p@`P+$}=)$wX{AP9|>x{t&)K
zM?-|K;h{lc;P&AU4+e&Y21sWsgZqaR(%C(JTp$fT!StJ?M28xwxOx0|^!RbiDgpDV
zblsjkd-tLW*L(bY60mj)oCsjN0bsE)V3>2rTGs%DU(v$jn55!^fFO*AXMxig+B8|J
zbsW_9s{mIp^`N223;^bU>G)kx-gn42Dp=wQme35Jn2JuY{?q0|&tG`zVSJCvi%Sbv
z@!;0={1Tz9U|zdUXq*4)CFHJ{`NFju3uF=R+<trY4w*~)(@#JBfR2{lUViWEXgFsc
z*Pr?dT?TlY4C4qBAOqw+92!;*kk^1xO$(;`_Yd@=`=AGvhN_u+dwY8KSX4sw2j>3%
z{r&wIltv=QBIM)`4-W^2$)ykU3X{l#lHI0pY8}j362A0Fz>6}YP~nM&>sNG;$ll)5
z0=GjFV}pp&7cm=?1mT-R9jud=jlLJyJh;RXnN;4J2!|R6fM)}MzksHPBfL0uKRS~-
zeTuOk22PskOV?k1NwD9d@VKsD&o5rb1M`(@Ih4|~^Ur2+;qS`)%JLG4<_8~sKt98}
z_wNXQi>Drb;RQlic>Gud1NHF`%TJl3hYlPWL2qH8zpsCQKAR`e&k~D8`}g+l>mwrg
z!8G|v64m4iy1IVKT=!wo47dmrlQ_u1g9i>C#6c`8q4)OkInY!y0*gNdZtDjmoSA|H
z&}F!GAG4b53{J0*aRHnGnwWn|V1|jPo?KQniA(x~XD}Q$C(v>JVDIVhgyqMDBXHNN
z8ZLlU8hNl$qg-7w$4}^yN%X~%&t{)^6hHmKVnHzC;_{6GB5*dB%`GDP&8M^T#E^yT
zb>WBId$05kR;7LM;KAJwKG<Dn_sUC;UwU0S?8hRZlP9H<&lZ!jM-GpSeS<|QNvZDN
zKcEPE5Z-4waeYX&?rG*=-`@WHb-6AJkk~Wi%@qsh6(x30-7{MdSV@y|=+L3Vhol+8
zYsp(fnVtq@PNDj{0{;V_3I6%Gh6_DVnt^38PFI(Nnw$kBE4pCC@tY!3e>|a&j<R7m
za~J$us|PfI4~O&Xa84|NYcTZCVi(6IkB^65>8JOJ%se-BQkuA@U%!4nBj3|36mBef
z{VBlo-;nU!%U9<YJb3oTwY-FXef8emyAuA9efNV8C46D_@%bAPt{tC<X%dy=)}e$x
za)j-hG7k*wSAqgnI><YZKd%f84a#LR%KpB=A-T?^7b1j!SZCq|33~4y7S_zsG5GTz
z#Z@EtlUGR$hkLEx1qoLL|9*jKtMDi;-yXHFv;yZuZVSt!SWkffYf~7I1JdtdATfaK
zJg1Qg7z6zSG)RU+{A?U;H+W_&r(s2)VvPZ<K=#QzVH_Snvk%9hOUEEi4Slr_?8B*t
zkCB#(zj)=DNATb^&<0oVAP-7`SU2~2Zk|j~{>qI@WV`RKzPCgn#K-Rg597g|xyKgC
zh(8jY&>q5^1kfD5<51i@JTy3b5Zr@sKj6|F7#ted4-y>?@>k>LUa&Z%Iz9XadK+J8
z=FyR(M~<Qr9fc@%i~<84KH!1i&tD*}F$Mn`fY00upZP(8#GdAVAW&dtjJVU9fq(%Q
zj*VGw#<6k?4$z_u;xcJ8bHKQMjVe`fGO%&rO+7RUL9F-y){7sJ(2r{tpE8f9UVG%!
zj{t2vU$}~niEic_P0d`GU%Zxs&zN1Dzi|%5{_flFE-Xm|y-%*pz1c^vzfJM!@p0{O
z(wC!SAwoSk&ml6_Bg5(;@@WS9_Vw>4OEWOIzhA_s10t^K3-s*S`^#Y|2KPPaeH{X)
z@gR){HjHe3FGO0x;P?dJ?QP7%CzZbZ^1CK_h+{OxgYnP=CS<~-9)Xo^#W8~4kELE%
zw2CY9M5)La)$}Iu#0r+yVLu0v`1JiARlSemaud|64Rn1{VyVLD<O%RC_rMoF_SMs5
z5+A*?c<u}yT+J^pn5ZuobJtDMm$}6`iac+={Z8&09(?frU7LC}%s#gGE}7`(0fSGF
z>6irXW*ps7_Gman6DDYNM)9f@rN3`rh^_~7Es&@vL&AaS?+xrlOCI)H-&w|x1&s88
z;bG*si3yoCfXH?qAzG?XX=MfLtpF3@8iFTj4S|?M8x*DGJR+0-as|P-h2Ee7sCWf9
z?Nhj@A4K*z_)KuK^+#}F0LPsPhyD!A&L~?D>lHytNr{3Z?$_>*h9a1KL+^1s{$!M1
zaQcGzEV)6K7H^oBNj~$}g|B!yw|JQ#^KZRVm?!pouxgXj_~D#!{T?2?bbLZ18cYKF
zO%RtHNSa3v9T_A0931E$RB4vJzi}%Lp5R}_&B49Befv?8d-(ja*@L+!WIXf>i8m)E
zCMPF^r_|Tq_e)HQWeIv9(3sJ5=6lk2l5qHlJ{Gb7C+x+Ts6)f(9)tApB=)kvEJ--@
zVgO7&12F}o6S9JU+B1UV&`+|0Z-VS1N5a3K(a5*NMT(;hu-*JoNspfReGs&<QQ`EA
zotl{>VT-?<{mL{M?;AHR)4br~jpgg)MqgbhEC|i_*6K3(mG8X&p8Xykd~_*wi|}~y
zWO#<=J&uE)7$H6hB+Ssrkx@#K92nZKlGE1@KXMueA$+IAlG3-AvM0bfZ&LU?gg@lH
zN&E>1b3bwHFYtE<1RcD`09;1)c|~db*E)seYyh3>B*`jQLFb*pMAIz=)33ZQNx=vQ
zM6rjLg_4_*LssD4madP6&g?tsV?7kljbb_eD3#+MqjLQFW5=c@LW1+O=U#h+Fb0vx
z6*3V^%XbPC-pyZM&XeP~aQB@RiLuiAgt3q3Ghct7kQs|SPVVMZXl&vbecg#9(8|!v
zBkJJr0c559z&PYtLu4|qnQH&Ofgwa^uiw{0k%={wq+0y_0|Wb!70t=;B>C(5&``st
znLh9)eQ<}bSyIk`VmQl`e-e(}$1JHIzJi^kN)Kc|o$7F`L2$Vt;AjlqqNQ@kc-ACf
z@*mJ~M8k<1a7u(MPwS%870m@YG=A!$Li6fac;6sn3%2@eNm`Rft0*gg@n4P4PM!)+
zya0wH@$^fN%#iN7a{ZQhm5%P*y1R4>qmaeI@*?$@nZ15{bqRIe+xGhpDB=0>(uI2;
z;lawxiD!vhA08i_JS7Zm40DW{IT9Q?co=aqw6AYJnUDPgLn1a-2l|IdMECmr6oZ8Q
z{Ks)jX%e=;&tZS7q5Muvpf$FpX(b^}ND3_A0_*KWxCbQ+koON{5v+bJA4pIgD5ZRk
zB*|J}f$$g-iv4Vg>}!Kjt_VDu39%rbP2N^4oY`E12uLBU>EmOTu7NECyYvBOK?86~
zox&zsCQdGlVr35K!YOky3V)-Diht!<iOXw?OXf8?T3NZfyo|WKURYWbiRJ6dUtb{J
zy!+szciti$`1Yd69^Zd5aRD)JK06VLqSs<Z#zN94hon&+J*XZ*qpYiaR4nvr(i|EX
zQm|u}zOTpn-b&d2eRjgnei+%ims-ahH!*cL{<J769zHmH;DB^8{f!}9j4APn+4}(e
zF?=Ek<Vy(DHvSPV05;?ru->?au^&WsQ*oJMhm-dbSgt|*%O;YfJlRiy&jxQQR&xga
zp29LeGR}Nh6C`+`Vf2EH&d^K8zt`aJKhwe!Y%^{q9)I$Y8T1FQ=JWGpc9(D6S|JZ+
z;l>TriZOHP_Iyrc>PsKJwL;h~Jy`u%MA9F<_(TEC%F64<C#J=$QVik@vi9RRCqg(q
zdT4|klLP(zLqa?D?e8Pg3?B9nX~(|afbee^O3!`xVoWGz6Bwx+I?R1BoE}tupu~Ml
zRld(o_HaPmG^VKlL9Zqeg+HMxW@-k3mCNtODQ(%fD$)sTa7DHuKwKm+0d^j1DB>jl
zR6*9G<1C0&z8F;=#4H4;(V1lmAhArH?}_7d)lW3|yvXFl9>87vp|3nNL+009Fex0o
zdF$5gWuYGz3uIBQ6>d^sZ7#n1Kt$B<eek|8EzbP8cS%v+ojR5x>-~6WEPNVS4~X<#
zc+lukoLd7wacIAo#~1`d3xXaC52F0{?+NVfNAcya5ZcV%-aWm&s1P6mIZBS@(ZffM
z9L0kkWIa4!J|DwEfiV0}S5oTKEKWCp9X5Nxu@v6pBndn)(I1P7@kT%V_cXeLgH$&H
zf(`uIxCK`zs5U_rCZ>eHgwuT-t#L%g-90ky#@O#wu<7^qp7dG0m`4Hoj?6s+3KY}&
zfcSB&&k0Ym>8blu(~nJ0Gv@c7G|yknT_p{8<MyrF!us4;yt#lZx^O)|PrP>n^yeZm
z=DYTX_urx;=g#~G=!&m=_}J--cj&UY&}j5A9N`p1#A2=pY!k6)=zwx$6c2`hN6~4V
zRfce42>9>zOt|MB_Bk5@2AhIl?v42UBS#J&IZSQ;%u&EL-Wd*{xC29(J_cBBpk8Gn
zJ|Uk`{qm<u<7S*R%@_wy+(Msuzm)O*DUwwFu14I8OE9pC+j<D_1`i!$4=|boHz0_f
z<ut9xCq2u6Tkybo2*SLv@v%{>7l!K9fLqxQfo|xH{(Q=u0J}MkS-sOUk4`7?L+9of
zt|4CarMp<K2~xkffZVn?zi^eT{mq+quS;k0qkE)CEB2jFKE;F2zB*GN-n}&$N>WPm
z5s-c=1DXhVsmLP-M+vnD2O+>Fs|0?JB3z<9`$dWf3p3I9BopRA3}`3_#2=mg9w;|G
z1~RTI_n25-MM5e9!tW|p-!x&&8pQ+}u;G49NHwTZzF(#m{lHwlDa!a*$3Pbxhk=GM
z2#kv?Zs4}k;FwH<c*p`}O-t+p7=9m~rr8P$gdU=V$i$EK0q4v-GL2JL=F1BUSBNc_
z-ded!!Es?>Aum$h*A`x<Q_F=rCSmaYgO4c*WPbYTed_FHex7~mJ+es;PL4lG=zeZ=
zEIfq=$HvD+CUSgqWQ<UGNF5APsE0l!s?G2a1Bb)<8%k{HAlYC_58#he5FHZu!<C3Q
zvyb@0yzG6<A5JEzPFx1nx2OwC$of8(!zL(e%P%K{sR`j#$kAxt=g{VhOe6KpLAxJ;
zVJ*R8jo=h<J0HfbEpgJP{D(NHjC%JM)ym0P5WI;O_MIk-ifQ5#4?UKgqNA@~U$}e`
zMfS#><vS}RvJ3M$5#!vrvUrIs)t#GfT_fFk-~RM%(xmTy{_$so)DLfF#DwN_<lIfV
z{SrvL@EJ~lp`V~5kP*s}uN)032M&vcT0;tPregg#5#B?!C}2t&;}9qYhl4@HDtIa)
z%HE4VE~9MJaX<VWUHKB!7)2k*(4fu$wM%GrAi91D0u+vw_$bZ;I+Z1lVw1~JLQ)V}
z4|N1qB_k&Pji~+yb*hKPaUnCC!4dp4SEE?}4)yQ>c)`yS=q%C112%tXbg9S_0!aQQ
z*p5hKGHe5yqYoPis_TAc@kaJFvP8FU-WHZVH@_(IJl7Vl5}V$-`Id0&-+S=MD*2)J
zKX)phAV$A_@w0Cesy_J2iG_QF$Hj?JjZ?^&wC3aC32SeBW%R)Cp`+B@R8`~*y8^x_
z;x@d``Y~Xj0k1utn8mpThSdVV>mvT%x0hzwF+`Gaw`{h?<Fr_;@rROQDFcLznnYd$
zBNT$LFpjNez^@;=MH<(uE5>k<9|4`30!@MWV6gSp-)o|GMh_-7r!~Om{}~s{mmftP
z3JUs1drt%MnHAT^$1T*Jkz<n+XjzXv^hAQ@a?a$hUw(zK2<Q|xKbOlRI%lt4&0oX3
zc>YG?JDPc?^x=DNqh5XQ+m%l#clO}H{O6zH!AGg7w@97d4Uau?2@k#kq4`NX2!~`&
zXB503GUda7FsVfc1Y-LGJ-xzpnofv_`g;lR>B0R%E!vM|3tYsMVP8p4C{0oYabagt
znjYw3O^u=&KQ3P2@o6fXYJ{Y#8PX}APO&+JOV&RiTq@H)#lny`g-XELcL)?rkgL(L
zAN7h^ecnUq^I4h_LNl+4fd6a^IaJkV$M6IFzyOm`!2pvFJ)Jy3ZqVZOOJq~7-M%5h
z&D^|c5~p6dlDk5AqwBW{(%XOc{d>YWecP#gEEx0s4{v>rm|pqloPLk`T$&G#hn}XP
zo*xZ`(foxYSV(#F$jAuA7Q;bR9j2Ru>Yy4VuHJ9`co}7QWnf@naFFIhC*Vh9*)OMr
zP)~%}mqVJb#LztjRL%r_q5-j(FZT-v2vH1-rhwQt{#Bf6d8s8`JVE5MR^9~T^QP$9
zb1p%dVXS*VpB3!d+%j;whD&%*B?AU6?3#)zTd~^+&8P$4|5pipVw@d>*eZhlVR+`r
z_{k4I2h8LaFFcQLeQ9}7%*rmzU%N~aKYuNEl`u<F8Kex}D!ohQ?AFJXkH}`-bH4s<
z%7NIIAN`1e(vMDso+pRk!q{kpvdGc#i7}$$*ys`RhRlOORZN2gK@SkW4(yRxxE_e;
z@k`BqoIOLa3Sk8RdAI|E(lfw#5{yeqMIT>N&P>a>FaK^<E=g0fjVBT!OYjs{yW^B(
z42y7u1CI?*=cLtoS{OYlzWo_WKVa~MxUgDk9Bd#^GQ@^yt_>$I6e~(Gm_9avZ5okX
zKn;W^z6ux(&lnncJIQMcuhIIM*Onk|BK10NUZbqi^=k`a=6fN3TTBJz?>>;8!bhLk
zlpMbOo9}*`rq|xOVSGk&yB{XTFT6`UKQ<P95)V$}95^{tV@JuZn}>qRFrrouVnw^z
zyRV;89cB;Cteru|8`Q&njqNz-FsoM!4>o=*z6zvY_xWsy5B;pLYrpt3E<J<5k|nUk
zrBH<yn+}JXm@gg|$v5_|5=4LonlJJT&S7_1KqiL^hAF29_$$E`lQJmip_z1ebQ%=z
z@H85+!hMkY@epIr^qz#Pr{SUB1Mh0)D^tgj4`NprW~rF#r5lBUNHAT^<;dFKGz%h<
zDil^13Bfns`QR<myi1={9;~8PsNVbBCUIZB^VGLL5tF|&6ASOt(Q;_)G)lorGBhzZ
zNtcB}BO#n_Fb@wa2gtz+s)|Zlc3|Hgn#I&1R#%s4)iUc#kW~XT09q!BiXDzoYX?6d
z@lU477sE0#f6tF#0Giq4R3r8ia8MIiZ;`>Sy`XZZ-V}>$Apo#c(4tRC-W~_kHgu9`
za0<5KG*vMABg~0nUg{{^IxJ!-tkl36-!c9*px3`lh9`Irob64RAuI*JI@j?D>t!HY
z1K2kC_*4YZ8@;@6j^dxQHwsHa?5`~@5Hgn+m-D0%Zr*)&S>U<!(JCcNmYvT_qzG>O
z=KCL!S5SB-<q+H2k4Kh>ZC68~BzYH)hC*Y<h+9KPMJ2+K;UNg*Nf8VQ+z$5b6_p49
zzmIC}!hVoI^Z@qmMN8?;0s%E}nGxmWSCoHLV*WF?m1odbV#v!eF~8>X6zt!N^3}vs
zv;~0U7`v0Lv?0K5V}8SH%#X_^m}Yhi*EM8KCGHjA^)ST_{$6WM7dt1*yIjM<9@Q|6
zY_N-6l>ORy7sheL%HOa<?Uu2xxxB=!FrRiFA>QI(Y<uVa(o4C!k2Rd#m&N@F2D~A0
z&29jn>^klr%O^WLkc_y-iy{-{;wk}|iNb|l-tu;rce~y?7GBHNytbdbw!PaQ*4{3v
zUK`JRyW94<64o**^O_#k)SB%zL(F#4t_M#!o2(`m0IPvcO)gg7Dy!+Xw<tY7v*E4H
zjg4fTs<-sF;<mVi&lnZQmT;r9<9bViTk6J6%v%y%Qn9%d!POnM;f>SYDmGKz+TUW3
za{<TY8U5Pp>2xQZepTKTjaI$8f?HeOg5<NU?bhSe6I#aw2nl1mweBtQ#WqD^HL1S7
z?f1oBOh+OS*$I$Vh{#rU#UkfL*~+eky%oGpfcO(|VBR-P$LScxe<OMe8V(yuJOxA-
z9p%CXtxRYP#&P=r!xjDNAWk6De-(*u{03c#ZT7JJH~9<@cd@;qvd(aMPka`btMf;`
zu|BNPQxjJl<jxCt-w3iRJc9lQOr@D=xVG{i7+!k?xw3N5yN(2mY1kMyp?52mI%QV6
zyvrY^fx|V3Dz9`IPi4i(W}9uV+Yif;SgjZpBbhwYwo?+W+BR!Tcq+?ls)TQ)9d1jw
zn=iF%-Z-UFHz?s-+}ZT5&jA;x5}wZ*yeZ**F0bs4v&M~%gttmNn=t{O4V0sShpEfp
zmGWk6qbe`YW-?3;ALh6q*L53x+Lbg*v$fCVmuzfAH@r9AQn%zA=&fxZxLmF6_3g-A
zHU<<shlTgD8DI+{qA6VKvfe7P(Lt~m+Y#c1Bh<glona&U{p^~Jy_pURco8+9fP;tq
zCaSn=$TiOYEY9QFE=QaXJJ=zgjf-SJ$7zgVo*1kFw#3CVleo+Xlg7v5RI2PaV9>9D
zYUvn<u_@UR;RJ<c1=~Sw7I!as$cKy<c11Q6Z2Uo7an2R(Drgy(AHsUgqb3K9Q<41-
zu^Ei)e@JZN!E2y=xP*6A)~$K)^$|5I;f0L4Dtj<qt+Teh^^5B>-u3NfjnyQ)$emOZ
z;PCygI3?R9v>i6nWtMeiceP@a?WnT5S|@ME$`ZcWc1HyK$gInGZAOf40I#Iw=&h2o
z*%D7Z7l=kx2@Y)JtEzmNZqv5q%VW4?@-BSl9q~e~Rx2l8Xb0QMiwEnr3J$%#z0MTv
z4O&(Eo8tDf%9O7;8Q#7n-mm4fR@deGwLtU8_j9nPx%c(O;?|aY5n3}SU&Nvm_M2gc
zPf-UVM^X_p3W80niNsY9cf<WVc}H?OY&5hOW*n)9HTD}ghRH}=q^?sF0pNj%SQ?0n
zrG;TLDnIwr$c>rARo4KH5b6sXSSG0(Hg-g;pnWy4Khw{}%W_<B?6uvjR9yZ`tmFQI
zb@(pp@NBo@U0<`g#|qpD*j)+V3NoKJj?->8S0%irGG<G7w%JX2th3eKv727Y&RB^B
zCEN*=+ePoWYCY$%X2)SWRqwer?~~(%eb&Qqv%;c=BfE~a)Lc|{9W_h&e6%F_Gg?*4
zk{vkcKCk;95H1*${HdyHR+Vtai8(O|$L2me5^giQX-hcT7DvKyC6?DkaC<wly)D_T
z)oSP(aMOBg^>tx-{4+5Vdsjqm3$uhCf@iL<tyV$yj+F`rh@DJ=WpahA13#c<!R`ZL
zTo>n~t`yWc+qvTt{ZU;$B-}IRM<!?_G+J|~U9GrA#l0xT;npcY9C}N#H7f9o4r&E_
z9k1ys9D8a7I}3r*f$J-h$8h@!*E<V56oz{%z%|}k>>DA@!YhN##8t<;C&7Ao%+&>v
z{Uzq=c0Fcvm@SxeWY%f=G7k%EjkIkh+xeO)mdd7NpV~Ih3M&AkI6JDxa*=$%=D%Pq
z+hfsM*<JHkE6tiaQ3>B<JmA57pq5+-H(1r^czTI5bw|QWPJUxoF{$Np*<(>vt$Ct>
zUAw&J+HLqF;lNZo-Z(MfH;-#mjHSHych;Ttb?^Pxoz}WU>Glu8+7fHw3NvZ-*IVn`
zEol=Yj77GkImHeF5dqihF59nNp@o~`uJAhNzmF;g7yqeL#tE7StF(Zp4BVONVLy2<
z{A}V1aD!pU`wZ)BVivrVj%b(+j5sW_cVXewKmeM+-4t-Gp^7^(Ok-6DFe_F{U`YvP
zQBK4!BfA;r(EyHudv4(}Pi!^;%u?Z=Z^mJ~mukE#T_>}mHaVA{T8Z?fIDP8qY{3p}
zJtEqWj5HZ@WE+x{-BjDMJxLSTO|~bQ<+*%Yc11~Vlu};Tl0vzZ-IABrHtLSo{bX&s
zxv5I{26LGQj{-N>y{0Q{!*L}XLc3D_QR+7RlH=q>d*~4}5Ga=d^5xxHw(CmYC0NIF
z5wLVSbyrY}a}dZYIWS{6`Qd7c*=>36HYlH#q_MLKKM#&ZO~UaKk0;O*-j;~M1*8H|
zI<ShWWt~F3P>_DM{Y%Yp&@rmZ<~R*n=bKO+-@NiiOmM|Kcq+I`WoTOAI?((aRtV!n
zL{dy8V~@8tsEy?-xCT3gri+Vy<otkWu!1er!fs<;&i2m2nFUc%g!?+c>0bQbi8y$^
zJfa~Jx|PrO2tL4FygWW=7b{))*%fD1?Misl$>h@#K9XrN?|QXqH)|5E8kIJBoakue
zcI@^c;oa3BoN5d2?iIHj$VsPgYm-%L(phXdY_lriYRdI_aNyOfBjL3*HEl@v4qq!p
zCA{jy@_7kYODYRUc%@Qv<@I_n$mX?cO<Z$*Nt}&FH~5C=8J)<92Ifb>aM@YUC2Bcf
zYdnnsjNy22aD`i*D-0@ZNwMY=%9%;+K4XOf*qvz~88Q`uu`RD1ZoTeE1NV!ns1=lH
z{wfd+djmR7<5pZ`n$Ao?yyJ9^`tjyNSS5kY%h3XH5g`FtXRvHhGo6a#I$!vxlQ3@5
z*715iySO_9xW;!hvx80PzYx8TVTdB~4lWBnPy6pwjQ>Tp7v_uDO6?%-D#jNuN_r%&
z^9ox4T{DxM?bf*aJ@I7~7Rh$ymsQk)V@uPmx^^Mzxd2;sb4$X(x6EWEyyjGzZSVS)
z)2>N)inFxmO4tE)vn}Cvbd^;+S2u6(RK4--iq9J-%AHzW!n2HZ4DWj0VF3x>Y_YuO
zdQ=1DT{wt=<6V#2y?HJS?v3PqR~3H}?yRLdYZBhYz2^iRgY2+ouIE?ttG9*2vfkoJ
z?G3ah+pmjzfpgfl=jMRJEZt%q49oD82@Xraxh-NO{;L=tfr~7d)#DlPgjc8vm@1gq
zknA?2h-poST?H+{ljx~jn}Q%IggpVm==i(_9D_;DAR42J>l6d@7@9XS(U(@@*KnT~
zSHxo&D}N1l6zsT0QM{40h}wq-Y5#;ACXnOctYCY5aF-{wYv|^>-}aGcp<B2sz$$mV
zC@{5^DykAbS1UGE0iWe+Ei*&T<u$cydtfuWmgW^tuA}9c>kR{<o0aeyp9`cVd?TRd
zN)jGzS4M0J_f^(Z8I<bX7=xFs#*9Eo>Vcg#=InS+DVIu~_HeLInuKFcL_S>y)tAu1
zWtPH5PU()bA-@yDLU9Sko?uDx`8k0*eSOv98tRH^EzBBc<8X*2@ISEP3oMOW+5HcA
z-!X6v`EkumgHN0O28#mGX9Rr*6Bn>$ogp^F!iryDg!ke!`;Be@)iDoXyKjc>$0Tl-
z<+@M$DW{gkW*xu>xCZPPc2s#rw$yiUZ3r3<K9j&TBA{3v!G2K;w;DQ_6h(2vN!;)N
zw8?qgQjG_uV1W7f`HC88*S?9J5F=(S&!e)%<$0&AHog6^_!ehd-u5xPzP0s>UAT7l
z{;5?uY`34}hPvq`D7(>3)!Rd;(;5kQ`)LKDs^Rr8%-7s)Z=4aAac?uF%4T(~BU^5k
zS-R@&LgTb@-d0emS}J?nZ>7^~-gaGjkT(Xj^IKrHYcj0~*Og@hMZMFpMzk<*^v1Da
z;rZ3Md_FH1`@_-dsvNwv4KgqLb7J4Gr`U;}A6Q_bV@l)I#CdE;75S#P&2{Q-UEWs2
zpG=OfB9VafAj2!zOkc<UEn^F!Q4EAZEdN;U?UPH0>u7UHHjMNQVS|rQ{5+Zv_nWlE
z53RN^&?l`}J~Rus;Uw+B0EapnAS}o`17ls3{ok?t2{Z;q-M~pb;$hE&68a4F%tes;
z8sqV_TClr=VhOT67aS>gjeFG^^ER!tx44~>aJ$Zf841U|UOjl5=hnD{bIvw#Yf0=~
zRNf4TUPKcRUi(UpT)I+bHCvTiq(IbNk4SjLU=>@!4ONY$CA^ewak<pR%%x+Un1rik
zRxJ}eJe$kq)(o*=nHS*$FJM`C?VJ$IQt5GeA>CQC46u*fdRw%J2W{^-*diY3k1e0V
z+klo|Zt$#Qy9yBgbqicP%hApP$^SpO8VW2-Q}#y<*Rhh6YA$d$udBGUa0>GdxCHDC
zY*{;{QC$&cQ9Is#Y7b%SHYZ80pQu=SIxed8ab6M2Uq6$rX)D-99;dgzLoH&C2@!8R
z8pj54&tj}%$HVEyB>o#z|3wHDD(+CPLc46)LA5K>;ZY}Akm>NK%I%uh0kvq`vPY|F
zJF4S#!ps!gMODI^6{q6$bge`Kc`qHl8EBPuWNS-%q~x`>ECp*$UV6_#*HwL9%gIj5
zmC?hC=~C6}YN_U&ovKV~ujTG%rhbi81Es1uho?hkE*5LW9%B>mkY6d*ip5$`z`;jT
zRSCy{qAcKmk4ez)uHmG=PJxZm7>Z|Ck=%3Qc_93&^7XLI(qv*U@k&H_Pl@@z)Wh2i
zCzfU`9TAE|X_yI9&A=aTx5G7&pXB#7S{~)_v*6J^F@;+yI~^&ujZvV{&@yhJm;m+t
z1GLn?4b;TmD44?(yYN1Z9b;$*SszvU0JF?ccfcAhdBdR}rb<4r+zi_m7vr=#)jEva
z^Bip!Rx$olujm+JXS!Zf*_1E8>P_iH?MgG~DcGjXy1R<qu6xa6x72n~b^uA+hU4jP
zqg>wf^mnx6ssXtNUm(5h?ZLNWLzpiw_Zf!j?UARlm{IYzPb_b!F>e?M7rZ_w=~ipa
zn_!9t%4KiMxSZp}yz7fwYR!9{+7{5<8$Y1#UJqDL%kH*-u`6-qy&*8qdHj7$S^!8s
z$LFxCZ38y|YZP?Gz@lHkHmTckugVryj({6iD9EjMv4Oj6hz|4_6<XcES$_5uQu7U5
zFAIv{5wx*G3H19b!f-2AL`SYutZTGOoakhSO@*j6&0oo`K<N9u3dDSiid5jezJ-i{
z`{evEp?6R*U}M!;l<?n0%@2H?hQP0Lu9vi}n{9KiE4u0g>YjF1)ok7Cimuua742$s
zJD8F1qTS}6)^2w4-KK=EmCE@w2`_KhrGPh1)HR|Ko^4mwz46oFciNuzZ{<6N)c(=U
z(vH;ro2}TIr~Tblju}#$Z>ZIBRKi=hDVT)UGMTNKgcrAJoO{=oRkbSj6l)w#TtZ{q
zk&7d-LAA6b;e6xi_$8osJ}*ux4JQ%a{=r#INd=SocH~PS+BQp7G)h3G{|g^IDHtsB
zqI?o&tG(UJs01Sc9@W#Jc7K~X_ye`#xH%&>;rs@W@fF%_4CougS*!>(v%`e*cj4SQ
zp#NR$mi#TCJr0pZe+_#TVpRuTI-@lHC`R3)aLt4D8^B%vJy5^H|5UrwaVu_TcCUCT
zUUNM(a@W~4qU&|G>XUF=&1O9#+RlJVmhi1qb}J*{c5b86_RwAmY{Y~SJ)5fq#5Qk_
z&t!^{bcJrEIOmP+8Xb=m5KQcn)QN5cJa{Y@OXs|I1O@7mnn$A^=`K0>jm^BbM;Zi|
zsz>TttybK<z8dvN%|1@(Yiqddy7Wc@=nB61UyG|yjdO2Q$7x9h3U13ysw1gL+>Ain
z7Ac`|FKx$Xk>I!~ItOx70RYDQX)&*lHRKpocMPl=1XG;E76CXp-f@0_eGtE&#A$l!
z42GL$pt-e5l-I%D^d|iGP3)cvX55;aRvO=mQ#}->fEpa#GC!@WQyBVvx5a`U_8Rtk
zwQyT9+M(n*4R`u+*q#^|u&zNHL-R~JOTE|%>#9%m@b7lBRF($LcuMSq-sWN-b~P3?
zM1#T-1mbwWcq>X35<3xlj%tCKVc0m1o^=}+<K|A3IkfIQ&*A%9tyVfsebp*CAfRYz
zxlxT$f4A61bTd!&DqD7w_RXP6lg&Kezz$}*(P96WW?~aJ+(skZ^8Gljug*0fxQ2jg
zZVn4S9A}-j|Hg$BD{Ol^LS5YazNT`P#gzMhqv-(nj&`59*ixR>x<n$ptBDGWY=U;&
zY4jziw{Bw`+r7uJ2w0S)L5!=gYhpn!SWH|opaO3Hvs|1zoshe5ghl6ntB9>(Xp_KS
zq54A@Z4q;B*va6zIF&6oQV9%}1KJ9Z19Y%&-zl@g>NRQ}S<mBQF^6Yu+$7v=XIUGu
zGRxE&bqdY4ct`GQzZsxjYNbpdM&#)5+K8Z(>vpjXUbw~{Ntinutu)mE;_PmT(4T9u
zbXqJV$gOn{c`MP4jSVhZ-9@XSzn%(~U9?5OCZ1H}mEYlb3POrsi<>d{QRm|IR%${+
zgSeW9f1X`kUFB?Q)^S$XMUUOqI_;NqAM1>iq|ZOC{0XjaWf7ni?bKbb^M9_HwOUrq
z;_mO*pHGy=SV=U57?Qk-8`6FQ3%cTBOEP$e-@2vnMa*AKf}~AMDUCP~;BOPyI}}$`
zVtapV=>E3}^xZm+6~G-&#<8pTe*lrgtv89N{Qm*__!(_GfisEhb4<J~DUAytoo?#t
zlxeVf7py3}Sl$u)C8c@FrWKPAdx%Dd&33zuz4F3Y>kNo^HC@I=kh7%-_Nb1T-Da0s
z3Yys5nD*l78vHjjv$MJ3P;c%)G`dNPSaLuuYP#pFbvpEnO}@E_Sf7o7%-~=dyG;+p
z*hEe0`AuBG!S*Yxe@c(-G+xreEp#k6b2L4_$}BMYtJZDc+S^Ix`=C|+@dy8ZQ{Nuk
z)S2aZCCd-lvabvVV(CiPGO|H0%Lban3BlJONDL&7+Zf7#`&w>UDnGDz6<L!8OCB-A
zu+VbDq>KGyI<E1|7Q55k@$OXZruq>%aZi``(Y^j>tEj1(9oM?H*0t3$&HhJCcW2M<
zoGZ3T5nrxe*7?qNUf(&tU({}t)HyqdG|0^zQ$ks$5Elqqz<{&#DT*kCJGh<8&@9|Z
zpx$b6az8-auMDd>^wsG+cCF^rh&0dx_A^Ey3BuH0VaEUkAP(eY2J6{E0gI>6KZpW)
zR5hwB@X$aUl@>*ruWkqEaiS;?lif;Uc~LGKQ=bn&|K}#$%JYOkZWY`X^7N{EU98t~
zal?|`h9L|+3ta)>l`5=v3pYEMN(GL%dr1Hb6NdXGi#|`gfgf5+Cf4{4_t@|ozD%Wf
zcNCvmBtU)cW#-Nzd83<~EcT)@LPqdq@#RZ2E3ct(0#6*E9fGV7YeK7$E0J~i4AuIG
zh0Jc-uja3G=n9hXqA?mZnUfvw(Z~#bXdvG!BnK$i00IELF1de$|Fv+)PcqbbLV>nN
zgi*f#Zy0S8--+O06Img-A2L3x75jjLhL(Hq{xJ7x1U>gKaxHj242I&=V3CbkdxYIq
z_ZRkkaiv)5M+xFfrUq)IN4AV@rk?74zB$Y?`MhWZx#PBRRe8=J((c~Ab@mm#?%{$E
zG=(;nnEb_&R0NfM!SQ)7uaSGWTTmgFX<-<^^2N5o81Lp%&|xHHjW*;tp`^0LSg%Wo
zB@00pjR|b87KGEvEG)lR7f5li+a*Ie9rhy~1&HnjRw=%=sgxo(StF+f(BWqW1$Aqi
zxokw=v~@<sS&;GWK^M8%VY;9975YlFgSHy2KEB*VF2tf<{^wCu8jyf)^B!s>Xyike
zZ+}eKL`wCv9T2^d$ufK$Jh79z69;!XJ?oojl0ww}H+Xu4-lQ1|OIB_u%FCu8Fr?Se
zx*2T|cuC6DyI+6^)F`IbUzDmz?-EyS&saefWtAmPdMW_av=Rjl0Fp0LN$76>Lc&;p
zX>oKdud>7@mb<UAJt}N%E%J+urL}I}Cdq|`6((e(9~&VtRY?U)*`MrAbYq5ZMfo~v
z8j9m-5VoygYz=cPVNmA9;GAn~!VO0zD;D3_01ES_@=U>~-T<vC!(~%?J;19-k=QIp
zDL~KVokVVf0d;As7*RMF;OvF~gRdHY7c&7k{=9@nYbI?)o&|aWUz{`<5RWAfa%<)p
z<>P$JmY#;18)qV7tUyRH4@33$=#w(8@+ru9+92Pib^J&AyMnw;$CgtB>v)R?6);SB
z5TRGcT=(`C88YRo$~JSGzQH!T+wKHiGunNz`voMGUEVbMEF}CbV^$<yP}r52#`>!G
z-R0#)M!JW(hFJ7Zw<q%K{f$(iz;|p$_cBjx4tIA8`1{sU>2Smh<;kC86;@Ko4Sw4s
znN8k!%GNgU<oEZlFbsRh+)y0We%UGtOl;$G_f-o>H?)@I6?+yl4Pzs<fp~1wHWwwk
zM(c!6z_A#bX;tIrF&vyfW9qX_kWD}-*77;pOvY!^!g9%I$IDlRH4)T)%$wD{rG#k_
z{*?e0V=SBTTQ4Bo1xiI=n%z8?I*)YlP+RE$-5;c7Xq7H_g<TA=c8zxtHDKuWV3Z48
z^lphTY$w15kQ{B&TL2n-yVM_{U&6iEoujRzthpx`M>zQTvcY?3xUdQWgs|DS{KA4b
zHWrt+#3vP3UZytWav_mmuEV+Rfz{<LdFJMe?mjk#i$!M0BGb3_vdEG6OUKFrhjqo|
zh72TclMR#5Y@7DBM9Zn7B6!5Kqa4D%RY0Fxd4X7h2<n8E@=}cH{S029FYiRj=((fj
zEKV(HQ=rJ(6+zVetjN#kjYsv(ujqfza{qwrW;3v<Fz$YlarbGl8$|`c!2LOff5;5f
zlKeivngHsn8Z8Ncv%oe08=|sGtMT_S+!3I(X?oUw#WEnCi^02Hhe_=ue@6T8Pz=>9
z6|{@R(guio;$)qVhrxZo`77i2f7*cx#s_5KmY=^cuuK!~*#Tait>>$K;>rsJp}4$S
z=##DUIk`K&lW?bkLfV%I2&{Txpsy&zWiPfEl?4$&x45QMf_KP<dqtSaLThU&Hg($x
zMFIiJ;e<~uv=ox13+CPVr@UbFl<r}0S<vb{zbcfDl)*rpB%FO@8Vw4!N&2?=+v-u$
z7K#f7QmifUR1t|E;<sm@+f_b@#+9{Wqha<yU&krM!AW58YXJZ8${5U_fTNjH5uO+^
zVzDeLN8L)VZJ!(qb@IG8`S#o*17Fbs{5hE^KRP41==<07Qn2=ZOW?#9qphohDX}O6
zvKl3ib&-V&G3#7zoBr0&gTIA^{hu+jdznIj-l~0ZcVFoT5z|q;YO`_DS6Ee6-E8vQ
z1tgUeYWA+KGhK(dxwW*&`)tXvBDv)Xr7FTBky3=5&b_$R3+JJhehH4BxriBD*vLCd
zyeP>c+rES%S&T^$BlFaegGq!qObF%|1SGtmBn5!n=qtFz3DK@%lSbhu8UUU?g}DlV
z0ZGEO0r5Yx#Z*y{$0^Z#ChxvhWI|+HX9V%x<|gl?FN}yuYmfYMe^yBpr4W#%C2ExK
zo3K#C)m*$&Rr<o*h*r!!B&Qyxc)*L&4|vODIJNYdAQl-h7%wGH$^eg3`W<CDKj7*g
zm_QEVs0Wj(gS5{^X&F~yJY#A68BepK?xTmn5R4PM6dAb}z2wVi_pENZm)RfCmwd)M
z!%fL?FI0MUwIDvJuTWSP5{iPcy)IW2C_Kf}v!U(Hr;;){pB3B;3`6@zB8+V?MDo%U
z-65e0Sx70ovZ0XjlEvA*R9wP#V<Hs_;}SxZ`PAVSv~YK*xWoa6QCRKc&74#e!PzV(
zwq?O-8?C@&=>g*p<cTP9fZ0<O17{<%V&R@)0E3(myQ4T6w-&IJ<&22Uet<I3cI;PL
zbo%0Rja!X|Wwp^VD0LjlIu(PKhqjjj9-T*V<R*+G!>9}0-KGD`ZRE6kt*G1~Hb5BH
z%q%_>OP3IBj?mkHlO!j|0i_?ua7~#M4)F)TNSMnqCkCpsIG$gMn&=DczEcU$vej#p
z{moV9#4J`|F44PQ&Vkmk&sb`OKJg60tL`EvtCZb5XJ@{U-;imw<l?3*%0NJoU<*7;
ztOGdbX7x`R3n|W6^TA?X;)c++ES#}K2^n4Vya3l}n6e}##K!SyenChUmS1ip<*BQM
z0(N*~(juv%l`C!o_8-mW49AS58y-rZEtyeaZG`{9@*$YON%_?XC^9)q;`v(&DU<-P
zvhqcB{z(YODI_io-;%_=;0P&A0BS&$zhJ(NTUv_D0Mf1emuXs-{{Zs{Sbk(_hodlb
zh%YHr14~G0l_!!ZqF|(J)%X^(UDH!d5HVc`=Tb!n=dq<qBu$1H=`R*Z3KjHA?24hu
zXp!qSFSb(bk@}w{+ymHBZe`uwE0IKRFT4D!eV_LVWPM-XY(av;rR{a5Kw8MJD6m>t
zWql2HoE}VV6%ts6xUop-SO0c0v7P5M)UolBU+maOI{3w86?r+b*kIzCwzd;XyoMoV
zO#(=qZn0h5dTB`dwA{O1z^`ndPg*OLNEFK}g;>-6RlU7Njz<QJ)WEA#ep)9BRzCi$
z2-@V?+1ZpeJ~X%n77Ppj5o!PLe;l#pKebikPFp-M(OZJEy9`DX84y+D`XbJ`7fX~c
zfrEtNl>x50;dG0^e7N=##SGK-))$n>BDzN)C^=WaLNWpvz#-aSAiK!@1@f;h+Q%U#
z(cUh7K>IdfREGPvwzjuQ6(MtRxgdPOg`h)W|IoEsSWd`JQkJ=jvjuK!$a6i_X9#=q
za-#QhVGBzoUotmBHt1MzKNZdj_vR{_!_DV~t1xA8TFl`H1$o77uKH{!!4>u~?ltA9
zSjWV+>?O)(6%NXml1ocmB`dDwu0^nLdB+?UeA_UJyx`9Z>%t&S)-fpy&dn%dAPwGT
z_Ah^>V)B<h?Sn`b=Ml49qMe29rAWQ_EC+3U211OG9{37z^$#MH?#56p%^^7c9AE(<
zu!oUJ!vRJE#O<ZE`IixN1EHtHivk*oq{yjUOhenfjfp)9Jy4uLg=8g)@SQf}u}*-F
zs0@V$49)kVnE1yD6>yX~=wIKZPZ^|lYeMe<C^8)T!De<SLSEchUuJ(@3^=*=yuAFD
z(hij~3VrKko`b@KyHGygTXj5NT`!;eZNBI&pIUBgJT+Fz6q$L4!(D!U;#tBvCkz;?
ziA5E2&q{mDOsuUaOZaRsGqKJDmy`{*tfAs|lC9?2wz9;oN>M^fyuXT}mqo0so~M}3
zOwg7B%p$tuxtOOfeeH`-a0dbqVGUX_P?FuR{{HPSX5I!;sev*iDCNep<r%gj3g8w*
zDt1clQ;HMySicfb)?O;DbpH?sHG%iB+ff6@oA$2q$s<|Gznh_G@W0X8{1m6bF~ASR
zaWI1l!_VoT{~OQ_QEooXEg@A>a@c^BJcD`x(=<5;?JAV-a0~@74Y;^n^miqW(gc80
zgXm9+_HP+47IXHHxgMY;V>7h;{22>w{Y61|yI;8b)+J8ATI8CI*_)ajX8*O=SKzcM
z{?wto9WnFy1ve7`DP2LSvbuYjZ)P7^@;9Ppa$}*m#-e<>@zT8@2M>wl8ibln7MGUR
zBr;!0CKz6sZV9{A%a^HQh@K8Q;f1_Y&U=@hI#!BD%E-0D?%sm67E5cdC~nEFyc->&
zg$u5{Z*^zYQ?O6wFf}Wun?=fyi`MBT669wVO*O^(QFMmk1R2eM0%foMG!U}=u1o#H
z)$lb%;pv9c^4n|~w2(*myj-<mo;wEbcbPtqtez=zQQf5&V#6Xuk@H~^$@?hbMhBS^
zwXQ-=<I(U~w&UBc#zVOgtaKEWc3M4pj~@Ex0D8zjqILX&wlxas|7?>n&23{Z>Q!n4
zi8Y34wsYSI4=xV(zIfr{&IPm4?VJr*ACu_qy=s)lL6_ab<(>j#eRaKjx<9<SsSKA-
z<qNh~-2e%tZ*9#Y8D3aea9AY6D3F&K%bc`-ZRLs17w#7?EXFcY+mXmn$e|cT;dU|I
z#o~rVi#D{8SlbQ>scsJ$=Qoug4hmO$qQSL9pM3Vq)XTMy_1TnD<jVxdq!usBnD}mY
zZyDqlNnyg$iiEK{I+R-3STQWlWw6y)yuI8xVtqaMO{;HAUn|X#LOe5CBKmA@los?#
z%r>vvYK6R{6pxw6Qxdn8HVOz8FnAi@3Jor!nT2~yG#MEFUs2|}@p`pa1H;UIV+of@
zYb@Ul!kUQbp<9~xZbt1L#4|K&@>gTxaa+v9O|Lbkt7(S4BcN$ArYo%|41liK;=1>r
zt+x`i-Uxr9R~p{%PV|7oLW5(j76--|!hpv2Y0}j;=mRi?)e5J<Tlw`C-EV~#{{3D1
z0+#q%`!6QS+%<<Y)0rXb{-x20RGCX>YGNv#wC+#dxOt^~fBeq;>{Pjx@c!c)Q`Y^F
zC--k=totMRckW)Z?%#f^<@(3g{X0JGz=iTqv*z=*TK6^2F0IU4vuB5E*Pb#r4raw)
zap^c+WiA~DFqp0TOwdy1*ufv`KI2DO_jl~vxnqY#a87v$td-5i)+!jc*}9b=T^&$w
zE0c40fc~r_i++Xt`Ww>=u%K$&{<!8<8m2ktWFTe+<U?K4b(tBDJh^)C8U5VeZc`c<
zLefC55`&Ry9{Sh{TN^i)G5U&onidtBL=XDrP^Rz#Ux-oBn>u;q*2j?VxeB~dOxG26
zEE^2(ZBdjjZS7{j=szf|Fo#l87f<rlh0zQnC1fX(>6Cz@j8D!8PX5TvJ2MQYa6Z47
zVW_&HM~|jC>>4SYnHL1lV}V&l_sF+sZ!iMD+nV3Uh%8!jlg7vsd)&26dvMWMrWXJm
z1JCkTR#*fu6xx_f`U1D(Y4!+hLldJ@(FHA_9W(#7wFWy!xb5nns3G-;60-kPQIE0M
zBeXX20{CSz@x?DtfvCVkKjanh{*nSQKu4m$z?r;X8ihOz41{hFpx4mfoS(Ltm&sso
zQtgW}!3FbL&?ZuI!24*Nu`nwr#I|KAypCXVY5trY7`GOfAwV7hW)=7QB*WCP=a6Cg
z13|w<Y@;7Mv5yg5J4Po?Gt$DjR7P-(r_IzTV3+zcV^fT;cyZ>=IE#7U&SDbeNd1Ek
zij(}vy@5Gik{hR5Z!^5Yd_a4P?--ijzn`T{+JXEFR6K4@_*7S2eFHQ|ac9j+`onjd
z_w3p88tVtMjPT<PKu@?#G6p-_AJnP1qWnR%80}u+ZU2yTygsTJq>c3<o*(sE^P@a!
z%<M4y^NR3Ht9;@@QWk(zhT`^x8P1W+9Wd%*ai8`Jfd`8FfO$0s)ECtMl{VlO`2?N|
z_#hTgm!Cn9xOHA9v4*pLy_H0b@8ypj6(I9{!>L||O*@mxj4|Hq6o8R&F*!Cp&PZ1y
z({pJS_2BKr6l?v^!zUR=UAuJu+${zMx^X5r$H?7<R{z`ls$N=OerI3vPJs#8)8O36
z>hG?rs|Ujnq%WY;RX|VV-`ZyJ8)OwM0=C4DckkY_d(SK90%XfwR)=(j180hMC98g^
zUbZy<Ym6?bj2H-@s}4b<c13AH0EeZ=Er_gWKS|2_w~QqCnW}U$1f%W)2(@3Sh%!?f
zY!kFy^UvAoHv)qVtV};$`ItSIUlC^xpDdub6vb|9r{w|bp@xwKzfUnN^c%nK_c56Y
zmch>nwJ&D0qFxys8tZ9iL7d2>Q=Acwr^Y84xh0jEnPla?aD8rq<Na^uAE$wM*+a{K
z;>e{3=Rf2{xH%A<6O62&|LCN(2zo?p&<@K6xtxNA>8`DF0SvESZ2%}<NUxHPV8KX7
z^%LrB?jh;#$-N?*x~kgU&p4en+>rPW8Btk4ztIeee2b(^t71ecDr6$hPTf-pF~dIt
z79H7GPQ9XQ+-jsxvTec^@s(_3L)v0<BydC%74|lhyfn+)mTS`eWIAjm6-yJs;lP}a
ztcWH!lD+@~VTH`j<9q#5EI*q(wvRRG#8@hIMnKn+V-o-q%8pG>Pce9~dEr(*!wK@>
z-NkXBtD9#ZEKah~xpep39frvHus=A@#{F(kGx*L)T5RTy@i*@jy0q6^PPZl4S_WYP
zfVwISFr>&}fYI%&f@(}}D#fGbYh+u1+pkw*RtAtvjkd2k)stXLEzfKnD8sW{c6)83
z>RkrHj>E{x>>dP+rWcps1}iE#*>54tF=C8uEkKu1L1ePQC87nXHO%jla{%Oen$M}w
zedPBUfyf-_rpT^*Sw)KMhgS%d++ovq==46ua0?ENo{HmJofsWU!SI?BW9c!*U%r;j
zh)h$r=F%A<TbnOV$<_G>4{vetVq|{c<0*dHM`wcbY&7og)q2@zyzAFmVz|(ocL@CD
zE?14pp0A$7$}r6hWn6j?0}6s$EEcb*01PL2$tH%zZf<_f!=AGeyj_Nn&BfK<t07zI
z09Q%#Em6I~_%>92g?t^biX-T@(!HgNQG|h=^t8|*!cdQka~YBoyElqfz)Rmnwp|Sa
za(+hy@I)qtA4$rC2xqR*dLS#ci(~b&Q%%sL<6X??!6#E~VNANk{W{3DeZkHa|4*bV
z+IQq^tQ_M7&L_{lX~kwoMv`MA*8Q<$dUUcJb6(Gmm1D?>kM3m3vE_K7c(csYn0$PH
zK4aZa-#cB*TKDHqwa$HP-M`=J>nXp_NxxSw$GR=eZjTkjn@z6jSFvTC(@6o01kUyJ
zJ^QPxs;e<dq__{NMo;AI4*ao5)4a_dPqW3UhCT<o@>??7Q2dC+po!ViSNcwNVg?A=
zab2sl?U(cQdhwJT$YU-UlZgr_fO;Wwz>)6d@p|^5%CQJzb#nU;pto*BnLg0V4q-eB
zrV2He;(>)Zkg|~_u~)UL3QDsrlmxVO1$5|=KXKs@!wT*l8NbNJ`SnW|nTWx>K%qYy
zkBRB@7+dMd4{y#0O4+>!x391ze|qn(uzD5x9^Yguax8F*kqhqyd~dO@?e#SW*iQTR
zG>G2ssI9he3Tp)9-E3$O+C)U_%(cKAi#Ee*Xav$`BZ5XR#qZ1lVld^;Z`2+gLhjgU
zv&gi`JDTva_Bje?z_e&*%77S{JR(yh_eV171>Q;?_38lUA_JQXKai*7kJ6JNY{0!L
z7G;VI2a{O|ka<aBkSiMZdKe3S7mfkR!-CJoA@k<SE_9MdP2axGfd0#B+VZC^yvYGW
zEHg32JZA5XTmTm2{{G|zfR~2Ai<VB~B70-@ia?d!y+1EJRnt%B?@#g7jgL+|20mQ&
z;hTYLkN9bMUF%}s`Igq~=i;ZYsa}xw8l5%u!WB~OETd}+OzbQ2FA9farkw(5JLC&g
zE#~L-c#P>tysEO4Lk#j83%KxKb0oMrDuAPi6usVD1yFXoM3YM`K!m*=5xi0`1I>|5
z=oGd&#U7mlY+0F`5xs6IXfbwLL}1tH?~M+XBNWEkMN$MFuud=!ksryOi1Fl9X^3vN
z#o#CV_jR=TbB_IHYv1r&9W0}_C#F*8rBid{f+Rlaa~FmM4|@F4xX`I(W^R4RAZ9a#
z;yi2h?34M2tks2V?;<l}Jn7QYg0=6{q6}izsWn@P&yEH`g;r~vE>>M<O>MO$W4928
zmgzy6+p7YKj6o>wq4hSGLJ{!4R#ih&OTHhez=|UaU^}LeD};3Szv8Ge_LfZt{d9IP
zyB|P!jWZp(c7o)d)3~FSEC-sWP|yzmBbH}UeG#!GT^6whFu0LB+L^Kufk{-_3GqR?
zz{`3)rGr3J4AFk5U`;<51>x3QTO{C@l+_HL9C}j(esW?aEd&NL7n8{;7Wj}kBmy73
zn7PRIWGs6}2qCif9_JY&a{lp0iwqxGOuqGqA&(a$`VbfLhc#^<ANaI;_GpY9?{U{R
z3C$nb4B;Gg)>fAZH7tSG*0P$j(E!|DMb3&<7#bN-vI#R@L$~8LMFQ*}%5-MKWebix
z#$HqL1Beok?=D7-20Hxd5C<ci>DQB>Mu8j~vd|K_dPw0Ldd~sH4<vyOxKf5c^$L}N
zTVOwh0s(`>lne0*3t~s51=){so&05MyPtE+y*;PC!M5{cIy=VcNp>uq;wUYBA$gAF
zI$~x7ZaR7G&J-K$YY(2xGl=B9M^`>!xjr83;udpruFap|Md;PE0E2x8n)g_oLk+GS
zoWj&QYn^o>V5b=4dhlLZ0v3afT-}ZU9VBf?aP<bo1`bIBeSoEy&EBB?j%z6YPPhH7
z647n8Pdk`xApfb=BvJ87r**A7#N$P4Os*Dikx<uq2Ho}gehDW@79|%0oI{M!JlQy?
zjNDI_CC)!Vedh)2F=Kte5IY1RSlI<9x&s?zkscXhuzykpiUvJOzH*<bwFLYct8n1Z
z(P%qg9Wf`*oq;k>q$kn>8l4_V4l@?w#bic!b;fSw1r+haM^ExB^app-i!Ag{PDZYA
z$}$=79mE@%agV08iYweDuCTejP9p0%XRQzsSCP?Rp}QLDS?HY5ll7R2yBZYoQl;H7
zw%*k_Z2TEWa7C?fhj4HZP;3c4DOP`mGy)Lu?jOm#j7vyC$rOOG2zBnTU~rbfJ{bqh
z#Us*We!oM~whIHhM|sbBh6({5iv97lOrv(cN-CEXl<uRY`C12kO(hXFJrrzvZrj?j
zWH7vxoVSGs{gFd$))b$4@LcM2j}>esCnhJ;Wisy3)M&a~KpdYO8MW@GZ{5w7gS?Lx
zAK$%Q9yYsm>EWv?e0TfBS?m5;zc2K<b-zv1JpOWFad%U5xq`d9-laBK_sMkBIIa3|
z6*@v);8GX_XH;Fe<QioFbkhZbZ7JZY#=9h(ftdPx{r}i(s`@8-xXcq(aoo*CEMU?8
zk+!QwZ4B(TPTuywsfM|AhM3t5=>CSF(crFh9;rA^@&SPzkj%Mn3&l_AphXPO6fGMS
zY2drkA+s#Ifb@^i3gvK2xHG>8MpwV4ku5U)?Qx-K>UhuWWu)Ho)6<iz-05_BoQ=d-
zW=43oCvM-n#?JE2;=}v%Y_ezGzsJ2obDgby90D4o+sJS97G;0b)OPJ`_QLw^s;?J@
z52wY-%KA()k1(ehvq;%XbBrtv@MM<@ajE9<idAx!!K&@bKT*;mY#m=iqCi4Nv}dRP
z-m&k0WlX%eOHn?_DLF~qJz*|Jffos05JM>?l=?>Ej4R|V)mXAY_{IUbV?R%xcuN&z
z((RYQRV>VTcWGJjB-aGJ?TL_dK;}@tIvbwz1!;vSv8-s1M^9k}WoTwHeIDOGGnr!e
z-~QADDy|`O@}t5H4m0jNnt#YC;-k@Hw>f6M5!T;gt8z%w{7mViV+Mtp%rJwp(^c<s
zOChhrtR~|OP}F$62(!MP>GVM8;iwQf$4SI>LUvTDjOn#TujJyoE#D*Q#uq>VJix^Z
zwe-E1bhT^b*MJZRRd&UMb_U%AxjQI{cJQP^$tyEFN~;vEF*OY`6%JW;FmtfS`wsa$
zWreaqM}$wJK^kOqlFC*BnwD0BM4CI?AvIR`#L{2J%wW{7DZLf@%*d&sHzI6_2WQ5U
zgVH82mE?LI<%F4xj6O|%l)u4*gLgi@`2aQ1{>5*;aUGJL4*Cx;5_<>b{jj^VR!^d)
zr)lSIrsis_udkEP&Ej*7SJxQdikR5(5G8A>LvhdObqWZG0C(>G`l@=oD{N(Tkim4^
z;mG}ancXPWcF3G5z9>RogbOV|_68tPC3np5a5;w>hvg@q4P#^P?9{cN*R<P84XSZv
zT8bV}%L5XiDUK`vB-GLX3fb{FN`_E4bW{Z4&2~ongK^!*C$^DO=U$IUE&A+4YGjZJ
z@zN8c<7p<u8=J@oyOcR~XZ{AKZS(Up_gMv>ywf?sh2?ZWi=Dznq|Dyq*O~>l*VD8^
z*a_YBF0Qk2yhR?Vh6Ag*TKu!Y<+8A+D=Qri#-4^S011ztatryqOP%kRG#TQvEm@p_
z$1n4&h8G-fOnQQbiaI8@5`R@`5lJA;ct1ieDh7_d2*ZUi9|QPuS(!o4<wIWQ11+XR
z$4n8#tRM7N$LZ%|guKQ{89dN1cSv^9<3(r7zOELjxkb-hu;Sg}vDC;pzM2>x&A|9&
z$0sJ!Quw)cd;UX?ZXe!C2_?#tqtS5|soA21nILyRZEq2&r`Za=b~ZM>CL*n4qAuF3
z-;MH|vI{ltIzE<mU&fegT+?#H5rIfI>{j(hxdM51Fy{6uf&o%pJJ1MhrR(%%L4yRA
ziIBzM0lxv*_@8vJo|Y`C!jkQ(nmd4|5+HYnndKF_ock3d2v#%_Cq^oazwG2$8Js^_
zBNeK#o2A%>hyiBBh?@S`;Q%ut9T>dW%M^v9sgw}pPNh=<;h&kDNpnPdYfkuZ%_lc6
zJm6^cargc)j-bx!TId)q$dUW_7{yOvtJEeN8-$d(!BxvtdGXqsQZ_;<ub4;Og^@Cs
zTdl8W>sVD)$^3CfE@pyb&WYz}N=-CQdp;0Rzc>ng{6{g7-%-Ia)Ag!m$u1fhLW7V^
zD0QTAZ+4QOU4RGDJ7kmlrJlp8Y!gUsrlY{YuEvuPV6bQe&Fc<9lrQzt5;}w_#3Jv(
zWW}83;UmK1m2GiS$3Kgpj`6(+dvWg<&_KQGjrIWR;+y9$oIc9AS2|^x#+l666xSZ7
zrm`8%ap&geZga}@{TpW=eIFNv!)-~v)9csvbN_aWR%SkH-YxZCX656Uw9Z+_K>bc^
z@hZxt;FsbqCx!iHom*|FXZur8RbA;2Kh+g?I_JR4=~8peAzBP^L8PQ6iZfHM%43TA
zGqJFL6L~eb0BK+h&cH}FJDHfp!v*?61y;CI>R>paQy5%}$M{SBm<80|$(*jhfy=eh
zYk=t1A47opS7DP<AfNUNP@x<+(!tyvC(m8Fz~!0A^w{JS@|)4AX*s}~oXJjI5u1AF
z?p%IeE}z^ST>OMyFn8_s;H4|_%r3vyj?^md^BS>;sqNY2WwNeas*8CK;<dFnL#Z}?
z9gSC41NNz|Ha8Q2j;i$_l&Pq$7PeLf-38Ckr5N)Zx<LB)hggK`i-<Cheh^l{hVli@
z)H<zRzzd{l-f12zP}Co(#;yqSt{b*1v_*wg6SQ*%*KYk5aT2i7Y#~-tVETi(kWc&|
zM9dMO_Ju;hrzAWd<_P@yKEHo~gx7K8^y|E}&yS3aaz;9xPENA6T}+RP{++viEz5Uq
z-p}9TZlvPPZ^~pr^7Zy1epSe?wP6vkMNUTJdv+-mVY8{h)!2xDuomT5anVXHf;yob
zBiB;eWEBA#RDq5sM`TH_ORv3y*rz5=igz{2DGo&URh;tBGUtiCtba44SD=Z?!H*+E
zFMS@C0RV+(pupH;9qs=_%%ai77Oy#K9Wz8Z-QtO;3gMm*4tA0qePV7KX{WIj6E}7O
zL6YwAo+KFt+7Gp|LpXZoBKPZ?>9G_SUHd1}V;KZ9L*ru^PV@V(e3<1UoDUz~m00}l
z&4EYkY0exDp6SO0>Gj^dEQ3skzMG<Jv!PCH<m1s=7(F%^H3%U2s){afhy(UVcU)KJ
z5HC0=53Ph5Q5BG4wD6#5mZD5yJh6oNPwLldgl*(JGR{}RyewV%3t>reJTW<Qual$)
zK-49!wt{rILn>6<;%F0HR64@kJmF*I#90m+Q=yax1g#qW%~M+Ekywy~Xxck9`+GG1
zUToT6S7JX;Vx78>dXGKsL~1O>H0)zzNmJ@l$>b$DI7`pm$P7uF{)58D+zNX8M*qjc
z7xDJN*2Hl(hCVI8p2q_YO1#zX9ebMjIXfEa+-`mY)SpDS<bAkyqF13VUz^KC^?Kuf
zM6;EouvIKSQn<Lsll!+}(*+tCY;6(gZ{T*gEu}NsX!~lw#=SwUs#3hn+!3~)DnZ-t
zK2u9qgf^-K{j0OsN#NYOE=$J9({-Td40P@Aa?e_8xvjn*=e<8u+A5SW(7npxrQ(<Z
zVwGwf1b=fDb#TKG1(Em{;F&Y=6rd{Y=F!>2-mtE{SHb5Wq2p)25w;*m2FEiagI1GX
z25M~GpGb~gFs=KOW9FG*>;8vVu8gFu`wt$?-@k9&zm@I3J!{>6y)*d6>(+e@JYg0L
zj3>7<YQEOgxNDDv5u?`Es&4B=&f4nQTI)qs;E=LjREZUFBCR83@2PWE|BmFT<W5vL
zD(qG#sM6AbwK)-vQxx0s^$gwoYu#qIPF+y!16j5K(BtoR$(V^R%ro;$uxsaOZdw3$
zOkU6|yr?-QOluYY4<Fz~yeaF1AZo9$v6VRaH%ySEm7EdojraL<pLQ4QXpzJ1Y$^^8
zntew&tW0HuQgSjmKF%rT#nE%)65o%Go=&qq-uduGW|ps>EZ!}GWGXwGc|R-chleAr
z@h;Afa{ry|`)j41Fo;i@cER$hbxuC5VdFrSmlPW@Q%@BoOXw5mjF~8~s<6gYwJxrB
zn|8`UE6Q0v=kH2OXS}{1<~UammKiY1{NQpKP@0e0VFU~^2)X}+gww+f>}u(4@=R{%
z-+v@Qjzp!{=Oa4}9=4Vl>zGE0ippnX71$QviE<g10Vv$0!&<2aFrg7Jp_x9tRrlYc
zu(a*XV_ke?^3GWD(jd!lEH%Z+<N2}i8DWq-HF{x^B{wxVer{UmPH)Z4qE4NC`uM>o
z-<P=G>>uNJwrgK&2sK+;S0^Q#&AWvMy2)K{#i>pwIz$ks!uQwID4#|28smd#yw+Lz
zI?~Taz_yTC?Q+!$HM#K_>Bq0}4YT$H6Pu>hFVNr}@30+LWEx<vb@WB{;kMFd`<Wu+
zOfHh{q=0i^P`czrffRIpP`S4{5@>gNXy<O(9GJ)dg@C;9ECI9}#nqIQ0#SHHZ54e!
zr7T=oDLAF(ns8o;vzeyoIe&XNp#K^s!Ebh+`R3b)EHs!)Q>j!LV`e5jnz?S>PoFi@
zQ`Y^lqa$M(>;6>#^!T)Oe}4Ys!d>hBCyNgse^P$_;Cq9Ytoz|$FxakI=t7Q|>DjZh
zxmmu-xt;Z{#wP1E^)=4A2J1Do)zwa?+>bk}bN&djfts4K0DcrZr>c#rY5^M6kl%A!
zuS7yyA+OYH_yk<}Q|Q&#S2+VK^^n|u8&&fV3cS}pTxQuTE=uo@QJP@5q~4+cx+V`M
zBxJHJU`Xz;at4$_(CdQ-FlUW~Ie-J1%My14EcWCT5VN5{oa<q6zrQpdo(psy3I{0^
zt!g)qUK)9iPjxfX=?RX+rYA--T**sa9Lg~F)cC2>lYCH{9Zg^7LdwSvA3WrQb@9=I
z`<#dkymRthu3!fPdjrgIZgj_Bcz2_J#@ta?+hB1cIh~xnI&<-8+*!koV~;`<rPWc;
zYeT<&qa6L#)T=J*sOB<l**#Hs!Ft#K_kyqw91P4b5AC~lISx}?GwkH>B%JRmC>^<^
z76WOcPrDQam#SaWdMd2WCNI;rc^QU4&K`6h=)ZI73=dJ1c90<VhO?AzQNES8??dqw
zVO%dN0Uink=~wo(>=iz`$dTjUVEXgH@$rjXue&leG08PO%D5!anjGs-u{oGX_VCoA
zd2@F3Bj)caK6xN4fAfX;c}{QNK6>;>4=!|nfIor~(zm1Lo<?`mZk8{}j|)|GHBLEW
zM0V>$XOj~ECC*yI%>@A`IMcW*!wI?8=2l6G4#(nkF5^q7&;5~Lf2iA)(mv^Q{(n$Q
z0|XQR000O8=WEwm2yVu=|4je@f{g$G2LJ#7FfTDLGA}Tdy$Nt!=XK}%VIcq#1R9{Y
zb~o4rNr^=Fy|)30lGv0eUP&!W)<#LBHcJ+?*p_3Fl;l;myj<CqcUcXOop>C_G94$e
zC-D-`_$9Ja&h<EzcoOfEO6I+()JwhKy*EAcmf32O*vY*2|DE$S2+2ySMpYDm?t8!c
zEoVRfbMEla{BQ^pA%xNJ?q@>SsoyHshVZZVhwzntufN(0{I?<OTh?E_{$*j`&~P}>
z@AdlK&7m?J=9l~WIDX#fl_5FN>GwLl8_#{&^Dir9NKfdmUi_|-hfFsNrImcB)$a7d
zP@<2LcBh|@w3d4srT5JtyD`^|JS5)O=oiE3@m{CXd3)GDQjG5H^(OgZucp}PcP<b6
zKf#=P{4vcJjb;6=Kf?UTaA@o2NUKr~WtA|TGPZsuw`<Cs&dozyt-0i5t>q2_yw&gN
zb@C0Z+xeh(vya&CtoGuFx3i}H;7OfMZ#90-6j%N8MlTF6HhOOfjSU*E(=Ue~xl=dk
zV!oc!1Hu@K)*}Yj^z!h?ovX~tuUY2z-lg{Koq9;OH{<tqI{CO3p+)5r>9QW#>HW1`
z#o`*hLfhQQM_ZL*Q_^1TltV3z+FR}2GGwDN$BvKMSS?1i|Eu}1F43p)!Hr%%nl$>_
zCGB0lxm5|%ss7x==4HqF{r>YqEVt1K8<R>oc3S7DrRGBm?Os2xXja2nqhC%Y>~o`^
zZ%*3XRSl!TiU|!?S<)2??Y;;=*G^?G({6Svqk8ggeUWl@z5Wwn&!`quh+2xkgWHvS
zw$<*f@_@3^);FS|RnbtRQ*O~(w=Y)0)}|Idl`u-B9AB*D+nQ|a=Jc?RXqG3`nM7zc
zAU@IJn63+=iy1!Iq8o=&4O(o`pGGG$NxRnzTlK`LRL{|J{E1<QeiP|e@*U~&Dx~q|
z(cNQyh%>Fb*y7b&*~@yRoYh<>TDqsM!Mb5i`_M1-L9ZOoD#Zp(eK&_`Gl5X*nsX=2
zGKI~0Xt76oJg@yPM)Xmk>++GL(aopzaV_P5bXJ;tRw>VGYM+)Gy+dR53D|EYtK@q$
zgh*M(FsH}&ORcn{0V+jhu~G~-D`7T$h0eX-IWes1R&|_98fc-C@6^W6v@2nZ&DSK)
zW1x}6N;$ev3FoEEw9&4x2byaooDacFY7yG9PN$sHmd$5;Tq)S(3dh>(tiEvrQ)7=C
zx@pFCdn7TYEF1bco82HLTKPDny30?gUvAI>i>lVzFZODQbK20lmbSAgatM=}8=G>z
z<~pv)aQszm?0)?|p2D81{r@sj+Xz$lBxtk~EdRXp9#-A|Q%-3YU(IVE?HFVL#p%Q~
zu+v#jN6&%HLNgVef3aUjmU6Myxk02ku5B$x;RfBIY2@OVu6<f8=~Jk9h7HsuMN{_<
zaiA0WW}|Ly+ZOBFL{ydU)u)%FQ2Nf6Ntf<FpJ4i8XI;zFL!%|m-Ju2UO^sG`#~z)3
zqjk?pZ*_Hb>#(nBB|jf3TGC=z@&psuq+c3sO>38UucjMetWCOkR;xL<pb2Sa<)s??
zfNndeZ61aP%9@T#mlZAMylAu*j=>?4H3bw{>|>p}Z&Cx!B+p5DcLu6N&pnh#zIJ=7
zZwq^e5mc8#LB*vyj&PxFJWoSyU{6FsVP|r(BSqBvK2)%0St?|;bHwipVu@a<M}^Ij
zA`=UmYj7DOVz~@iq4n)ss)YFk#-Gv7o|j%C=~o#+zGy$it%psvXx?q@chS{4tF{pm
zmc`J*9jmLo)s^Esd$;zwi@MUlqgue~%4+9tqF_P<>Gbo9MR$_5Ibx)$Yj;8;(^|#(
zx+&GTliD?jKxvc(zpSWeyBGD%&Dz~Iny{EkOgAAjixGW#60KNl)F&6|o(g;>LL1{~
zHt6drbhR(J0~Oi*;kZf8FfRt_=1pDK&_Rbwq%r%QZpTG+uiOtOHTWOovJZh?MRs1}
z;<DJ!#Ps+J?Z|yP2epioTGLpnt;r8TqB|2PGuKlxPGW@B&hWpRA<S8LBju9vLc}u{
z=2x+M+NBANc#VGFsGB#lSdD(Cp4QZNHMT|qdwWv?Mo$z07TZ&C!)1tE%`4oMN#ah4
z3U?zEPwJDc8Vdrw1p>HOf6O8mw<foDrMCMwPenC6n?#o1tLJrfN)M;U`~7b3Z9`BL
z)<;_pKTkA0CgHLrwFv}iw7&RPET%6HYGyjTaEYGUdQ<{f7wy#V8`#d9pg4W7LDSx9
z_J!`;tzBKzA2%C|h#|x#<w=cSVNvI!bW3CTSrb!@ZXqdBv?PKu-8mX*Zkt%?QhioM
z`G|9+?sZ7EjmYvXkU=WFcZ0rqpb7nn52c!VHtZ7QaycSd|Ii{gi0&j^!ma5^@l?0}
z%ryK}2|M(-TQx~>Z#k@exV@<r?A1<f*V<>rXBCP3OE~T$i7llU9@n~>D76uvRk=~*
zvz7Z{;$wQq-Fnz~A`4As(>FF4^K#<lA&qNF`;e}_Epu7R3~SE4`8+%Hm^Sq>eaNwj
z4Z=nfbV<uDGbU;?#`UHRC95-2GsQ&PjDUXmIy3TI7;%AUtLSKlHlZOju5?H^U!!f&
zs`7^HoL+IczGCCWnT5v7w<FJVI~+Kw#h}Vwm7eT(yOK<k?3{M#X+3lwGuf?WJ+7mA
zR9x80-=>d6Af@QRWa6@Z>IxlvrM!+En$!IDNTMLxemY{iQ|uO%?H83TE^g`liP^Ut
zGN$W()04-w$RSxc<<mNWVp$JcL|;6nCtssKUaKLGYFQFkg*GbR$N@t8Z17Rk^9Hm~
zT-^ksZy)!I$jXIgrFgk6`-sNa<gA$=(U$GkmR)?hQk>D>?_CtNK|a@sM~Af`yAnu8
zRB=?}-lCK1iiGuanG}_97;&H-4x2UWx}O<aijFScr$?YnG(xUb<?lCzEV9xc<%&MM
zEHjmrU!)s8uF;tff>?74x9HzRNVus4C*lDa?yH@Z&hO3c9|<#Vj9kI8rCsxFW_oDL
zj%uKfic^+b?f`VOIkH8|H?mMJ*r2OlrYG&v9pah%YVG8;==_&sSm`dQ!@Q;6x2M?E
zm0}M<LTflrM|wu1q5LI0iuYzldHEakz5dQ6L(3=hd8WTJwpN?8s5z$kdm=-IREh<S
z`#{#{hV4zA%A~CJUVfj(*ePb*rdjTF8>i4#<ZsY3kDEv{8)3SMM8FVwR2On~59y-Z
z<WPIHUtHXpS^4%?hHsdGo=j_oL}KVhjs7&t)GTC6m1CO41DVZGhGHc@3eV|eB&UPK
zMyRkA(q?%_)0f$hi^YpAF7@!Nif#IAPCv0}#JI(B8w(M3+ubx;$|X#SIrPIARG={r
zpcKmsqmq*aP(G)B(iY)5k>r&aQ;Dp`)qd~qHtioOzFx`SgzV6@$dC@)4J)B^uSaS_
z(XU2b99V42atsG#;6`P($Wjs)-0#-EUiv65Q6~%yAJB|G$BaboN41$!*ZJf6TOz#}
zcjqIF;84N;tmm;Mt$e}k!~B*^CVjD43~_hcZ6oODU8&h><wjXI<*jg@)Iq?+`Lw<{
z83)~fh|*p6=;x)d(Xxga(^*`g4^Bu3;+^F0PK*;u+4p!h{0!Qf@RW20RuhLHp(6`a
z%FnE)HzE2n6MKb>yP|?=iaeF&5MC4Y?uAi4Ua#lPYgi1HTlD>BbsfL&5c#9012&@+
zSb3o37U4tsVnfRX>H)3w8k87^E{nL(*-61w@?X_I9g7s3gkgC~W~?lgZn5nkR*Lkr
z_C_)Sg$(<cxgKOL^uuL|+d%tu#c6XSEBP0g0tN>kN+V;>hVP0q9?)mgTD5eLT!ZlI
zt>vyPp0nkKgBH5z=Ha0B$i6Io2}5&>Q$WDNnuaP;v(8LGpk(Co;Bu|XX{unU=W!Q`
zhIU3`sgQuk&+5tIo&tkdVk*ba*xfd|EZ(aHeP0`cYCD9g)X(cvqjoWjh~Y;4u|0Jv
z8L|yBag@WBGQM-{RotdGBt{?k)4K6x8YInR+XZ>E{cgDhBP8JnW$jENHDAw0=&pHN
zYR??ZU)4tS^n|N0cC`1E1q;ob&BKC7?Mp4)i(YtRV)mI$igTCy5?-mnf2@Bunb6hM
z+ie*l$ZzZFTeQAR54=u$fNWdNQ1~s|+5B+ZPB&x=*l9-F#XlAG$Wtge>DQ+1Zb#mB
zCHz41{XJAe%Z>j#F-Ygl7&0|npyL_hb-L{o;+}^|H|IB?qokL)^AQArE<&+<M25<^
z_VB;z?>%l-78m2->iLf)?QTE++g7{V%W>JR##S!m@r9qF@imIPwEVCA&Hy>1Y5qV@
z*-VfntC*CLom9$MK}Qtt#IVC@O<m(&PasClSGn~dL4eQVXJR@-=TNkyg-L)PARAI5
zDyA;*{|YP)Nr>_u5jchcB$q}#G~=dVc|ddFGg%~I&qAg6F}s2IL$jUIpueBm5ftV+
z25F5#7JT@3S;f3^h)K&TMqLZ%-9_=u3DHESf3{z25~CFVN3z^KE4#P|2an0f!RZf+
z_<jYkh|ovpJe}B#imlp_^Es4mi$ksCm$S^aJtO~s5p1RSf_{g+?r=%aSq-aFZ#g#J
zmDupGBMiRFnLv_KdPdasWE0i#Y8~4vT4u2oU&?Ibk;%j(N^LAwT=)X~h=@yIj6*tD
zjt;FE+||n8h=(RqK1^xPM1}cwb7h{<rN5;C{*$IHWm0^C#VsL0ACk$cP3acX+MHgu
z8?FooWFofHW8MDQBEUu6ZueL?@M!3t?e_cn?O3qgk|xNPwC&%~c=H5K5;t%T>lt-S
zMBKT0V!ls-fpeqg2MJ>7b5@cf`D+p<E0ILlV~(I~Es+I8yJ(iPiC)w%XB^JgH4-N5
zMA(LBsPC_BBNr=WQxCsWdvSTw%zIhP5`D6PWX*&RY7CK4c(b0ZdkbuV6Z-d2om02G
zxn+i2`D^;*(|YPn8fCWitoCEgqwg7iU&O|TV+i3r$?>k}=ZJe%y*_qyF3Ui!NaJi_
z^G;2_g-tED{{DlDT|PHk<eALF7}Gj43Ci+YSz{$Uik+d6eqZiiaj(9)A3D!WO_X(n
z24?7nM=SV-7)fkj&X)Zl8YO>~KK-wH=!gfR@=LLDGaIvPYFTqlll$dGD8$ST0*l=k
zW)uhNUJd_QJXE(;(K_KqH?MmALV8u!ChF{DPaakO`{q(DLnHkdvcR(r5)*{t`gx;e
z(y+KWyQbUgc0TF>XbEiDgqp-Mq2=!L7EYFOh2C{iJ6h=X+dI0UGwpZux+QA(QxeO?
zJ$k^$w9aE~BAJ!qQn(8X55e^qhPaebxJauV!8aN)CrjpvM!y(CTQpIZK{LN3o4zU6
zBE|W}QhSZNMByrN<w(<%wiLJyd$VpCk*xi;Y@s0Xx_}+?075=<x`I(>k=t$h{`dmN
zx!jXz>HqB}i$?VGR0otq0n;tUB$)ff6~@JnHesaDy1jq)Y`_15ArHQH*{m4O??WNs
zn$%p;v*^cM-fbb97adXjPK+355)4(Nf%iI-g(F(vgwFeyb;l7=W<~$**Vg`r)MBNj
zTyH!7f2$FuGm~^>o*>&R1)3(aphTtoU`B+_pK^&s;Y>G#akyU3I*Odp{R?`IjO%b?
zVwN6pWYhLz=u&LAjS1T%(QuuvzOuyu_c|W95OIYXnjDHjJ?B4aOJ{FuvXr(2j`pBP
z2=Jox^BF00Ou_tt#0<#tfWCT9v@p^b&6_5KA~RMK(&4@enN-L8YWwnU)<G_7y3gvi
zQvVtr!zhR&6xuJ@{j$V<E5Xz@MQIN_raLgL--op4O5zg|Z6&+>CBkxl1?yRiln|Cl
z@UWZc09;H=`~ObPaV|na0<2&kB`k=Zx{))ZSzc`h&{X29K3il+Y()MXcM|;}nwb-q
z$Yl-o&-QxHZ!w~gAV=(7M653}ja*{n!3H;Q8shF^nc4f1+`dZO_y@#M8%7hwQCBy3
z$KeR0cwnMj(9i$qu3mAu8>r?P{7Ws4uoa=zcj@P6coG|}?<F~NxpE~g27$1f(dp3=
zyb3|@23f!+eP3n<d5*!pBR$?*?XCWF!sQAHEtu^6;!Zj6IcCPKwvF0|D|F9)TqIy%
zF?z;^BlC~x=d*1S!g(%!IJ{tPj)gBt@Q7wheE5lUK&zGV%@!|O?R|gDq8>fiEmSnf
z@s`<XC5Fk}Yy>2=*MeJrnV6H!dd!l=4w|+oxY<G+R5|j94(jO`Zh(ni=ONJiHvDPK
z3zAqzHOtAS`*E*_f<K8)OnghWY8JoQauyu(!!0jP%_neu|9iUdqZ$sM>?B(L7Q$mo
z((-4|c6&!Qvy~zu2ti(8S#ftDe}%@bcvc}N&@Nsm#V5s4ZQD=a*p}tSp48)CCeis7
zU4C3EdZ$kBPCadx1yD(Zd`ma{c4n!LUMK%9w5n@1YE9due*Z~ofn<4#mHbRQE&=_e
zYs9hPJ(+na;qP@#OU~&jKb3;eA|}H-bp3YXaXVWk{LFH0>mPB>%kc9wkxR8FmnSx$
zcp0%JoBl3+@J}o{LPV>7_NIy}u70=Qb;U)p>bEtI2XxDA@ws?T1UfLzpU@6pDhj);
z>DKChA?{DEP}huERu>U9d)jU1U8&1pVgnbZmUwigsl=4*hxGI1`uT5CkByLuIWM~G
zWCj8(-<6$A2JcK}!S~{bOH|`fj_x9-tT5a%-#18|b;Gs#P_|I`87`hCDXPtX<PNww
zEr)PP_4n_XYm4B07txN>wpEfG#j_H+JpzTf$I9~&jk3$tPT18(<{_3v9`d`3ohFM2
z(wiGyaF#b{Zl`?Tm<o?8m(r7xGOMdMZL=t>gsF^UiSN+U=n_LY;Z&)W;=at13FUok
zKJs#ZdYr7*&xSo&p6C$nZW<@%4NRHD1f8+)_-XU`2@YZu<#+1g9kMmg5O&fRP?$t_
zsJpz;36q4;_T5Xw`Zm0KQWZatgW6lrSM9{Ia)fLfo?j^w5AWmfimLMSeM^ZNU=I+#
z%cU8~OcWNfhgJ36{hIEZwMXCA@1G@U7_P(B_844#b4p(1-;o{3OCm?9JER*$%vVMa
z<d1cb#56}UBO?M!7G)(YABbX2xgTlK%8z;EfGL+Ug^Gp*Bd33-hwZUU^Nt5^@;B-4
zx9EZLEy_!De8)4B2C!Rk1(G2#daUICtN6GpKGuxFikWy=nC|2h68)NmM9yDeYa||D
zA3~S?3-@!GkLXEq?k$Ona?wS8fDhP)k?0G|BX3SQ{}6i6-Vj&fv^k!dzDe9NF@NSF
z?e#5KvD!7v=vM>6Snc#S&l?D%81*0xs<<GE({5Q1lGIF&F=A?tB<RKZ;I)}EJ24`5
z=RCI?bD0;#XA<a5Gq|7p&pY|wZxc>3n+vYIq~%1nH!*@{3yTX$1QCpRnJ>9~8HSRc
z`1Zs`EoF0-3lj524U@7TZ)w5np1iG;zn>8}$6k;Ofz4n$Nx%Gdx&KE&Aeeta6am#r
zaNv%Zp}Rmv>$lwnuz=jGu6x=ADJt1q>Z#OYUPV(2Jlr<J*cROvDSTanY|-O3w>(Gm
ztD3rO!tg`g^o#m;#-&eD;0wx&k7^iyjimY3%zT|<mwrwFWhmxxtnX#vqNAy%MNtDD
z3e#s=bEo}W+s@8rzhE`Ur_3MJPhv%K5%YUVj+g8)^JyBH6YC%Vb$4c*k>BPX5PTOV
zbSlJU#|)d``I8+P!Ddm`1(r&y6u;<`$UmWFzEd|y8i#l2qL()b1L_DzTb}=)gC3`m
zhXnF0D*yXV1lq7;5d5==uj!XyiOigO!py~nl%3K+V1tyu6zz~P&qYb9i=^(>7_xK2
z5sWEvT}|T(W)@z92=Q1vN$IdrGyC@$iuQx&-(s$6eQyX~sn)9X+8V4$f7PlH)>N(4
zs#S+IwX0Q<@HMSyxn8Z+Yu}8QaJ^r`@h$7GTJ6aYaY`2KZ`W!dn)Hl_XsTC5t0!t2
zruLDc2z^R<a5di9sA_TDTD@MsDVR-FmD8yU>ead@$Qw0L(%yRY2G0Xk>n{OeTGk}%
z^|uchB&uGEkf?f1qg)>LkCZ$mES%);nm=Z_TCdltuHH|wj_Q<uu5oJhsP=31LRzL4
z$OH~8Xf5UNBN{}v-ZbQzYA8F-Q+z2}b{^#N4Yy8cj9Tq`4%w=QQSC#0Jy1!jt=BGF
zLwGf6ML5-{15&EjC9N8Dgt>)AgV<pM8ZFU2j3$jLn_R6&C=#5_mQQMnwWZa~qw$IB
z&`7l~wa~6r2WX_~0F6`yDZu|UTm&OEs&5@Jue54`hABHz_CM3)<n^wHAce6+)2wKF
zOgf7|>-m=Cb`G+7^N4#3+x7H9lsEt)71Itxs@DiA7V^}pVM-4m3tAf>kmLwyx&_IN
zAt&x)+c}RYpGJx4(F8NiI1C1|(7Hxrl!a8SEC?-%%j%3jmq62-5V#Al+IpbT@p`pd
z|Hei;@OmAzQH{`d-OwjeI8}T)Gxv0Oh38!Ltz>((7Pe?Z^MSJ_$%gkBrZpS#J5}Ht
zFkJPSQ6ueofwmvf`ATTovf-4mmZ4(IH+c!DQGGqsNF*4cM#XH?0*_UToz5f{Wd>-J
zZ*%EpI%ZbnGrV9XB=OR6pZ3PVMaOkgb5Bkf32G-a4w`QwW$zbT1}(zT%tsc?PFW8u
z%GUvliu2>CVQ)H`NW@>QSHI_^Si`wApWz};hnBmwnwciNwSn`&Qkk`!khbSVSfVg)
zTjf}yT;76CU;8~CgTfI?R9_Dzs*=`U4<)MSvIuag%1gB6U{Y!%BrGen#llsR^@$Nf
z9?qaq8*>P*+8jY~m=@az#87>J7^=$+*QR*7-w;DbbQTwQnyZT62*nN%L$%rfF@&pz
za5h%jrRD8znTSa|O`-)`o@>U46-9ms`Y2ExmvZ!AgsKJSe^t{kLRHHK&zY2+^~vT<
zt<q3IqtQ{>4;(7tL84#OXWo<rTSJ_g(JI!Lv!I(W=?O*<f3I??r<ak1bC*?3PS<le
zF!_c|+q1uE>&Rj47lD3?3)tWnfqruSz9?CP{N!1SP@|5c?H~j*&}Y&C;)mQ5q#hAJ
z`6dsSly~?k)&W>q;t=*^SBsq)unb@9e(h4Jb%If=VMT`=oQR1aJ+g{Gm~rC+0TSUo
zIye|(jNy?pU>5N8u3&3M>=>^gcy`)hC-Y8!rhnvBS_qh+DaogLQ%?YMAQyw&OF7%r
z?nO)wlc>57CA+V0fgawK8E2K`Q%Dj-K#!~g%?soQ2eS#01AN7dnG-x!^KyayFrpDc
zD9(RL2#=gs9h$t#0fNU^f+TLM?Y<x4a{@W~^C%wKQKDLT-C=*WCW%Q=S&Gw?!qRO0
zkN1e<_qjQLuYIN|Ef|EyjJ<8Lur6~5PyIy@9v#a`jeM(?MF{z7wumsv4z!O0c+3?k
z9#1V=wT9n$Gjc9-Zy|Whl5n&n^IlkSFXAvFcP0$EBNCT&giS}<bLU{)=?h>x)#4Zr
zK8g96m<vZ-#wd<6f3-&y@{6M(Poy50!OUZg`Zp^kQB70IiOgS-qEtHT&^qJj%{036
z5v^m4dVq+?qJhG~AQu}JXX_tAlJ1i>iHIFGJ?yunnI<Ws4X?=Dfs1$@gE63#$5P+@
zDI?#@*^w(DsMqSd1x{fA)!EIOK^<wd;sS?q5ES5oqT|~ThL;-kpN+er6Ai@S%u;#9
z1%%vD9dNp-Zm4}y6xUvwo%_(R5e8WsV^-8UPWAwzGXm9Nv2SN`u*OFc3md~#c`F|6
zzP7Pz@dg<3(4yut>RY|+DG)<eEJ?B+i5Y)K>Qu^`S{7*llM#VB78okuo1Vkz>`0st
z-rP3ah9!yKqjNaq@fwND+3JVJY#BylxWO}~?SKhtCyzK($M7yh9oUB#L3O0urSGN;
zi-QF?SAWOo`9tB8_;mV0gpcFlAwkY#3gnXh$jG@S?)O8e5vWslpibt;TSX6rOT_b=
zq@V)Cjn_*shrBAHU%Z=dgr0mIW^=5A>tI;{FI*4TF~J~nr-qhzF<ysAu?cO`&=@Vi
z(ZM*~MFuW0*UBD@aDRh2h&o<Ithg$$;0X>*&C`D-Ri@JRT$OCLC1<sU@M+ICn1`0P
zj17z9T$y<c<dN1IK*tg~e14wCZ;KOVY`g%U6H?D<6B3E|9DtK<*&HF8)AVr3hk-a{
zma8zO3tTIOc}0z)Wv%5p$FUiF<albJ9CQAlWo)I97MdKYCIn%U7zEJ)F?lyJGa%1g
zDp=+Z>CkX<$n4|!w(FF~%%Ihw=<f@gYgnA(i06MTiT;?F^P6>N2;Aenn(%`y2jkRR
z7SLJ`#;NA-(gZ%M)sh8z2`rA3jT9Tcam!PcgkPS~zk9T{Gnqx3jB3^)af$;`(i3V}
z{*qx3ITbUUgCloyb{zQ4oiGL14Ic~KQZWq?X@QrFeM4|AOxR_No8*mc+qUiG-q^Nn
z+qP}nwr$&X=9|SoHM^PaO?TB<^rpMIp68%YmW{g=@qYLEB*+>Gx-B%54$SuPJpqDF
z5KlYk$`MGejhq*<Z+(9~_dxvP6_>~qVB+5i8}4UqKh`!Szgp(e>vH4vl>R3z@rj%a
zA-_>k&7J9B3s8jfsC-^;;l29XdhS=s>8l;OF#zcXT_$TEj@Pp4*khs=NW1B{p};om
zBfg$@Nc#_bTt$wP<H8H%qTCTL1JZ6WzbqznhR|vv^ZEPp`4g1smtM^cxNiigq;nA+
z$V%cj*it*oUlj^H1NvhGL!`aV`pVo~)a(sJwc|ttZAdAEhJ}n!WF{G`JN{{F7Sv**
zQ)b{Y0FoFBlnnh7J(y07O&2);d@h7muVM|Dby&3Jnr>kQ*aG&i-x6udC-&NR#z5;v
z4ZXl+#N0%97~I~EeQQabtl(nXKX@8s<FMN&YOvxo@&{C!tR`&z4ToFvSD#yJ&ZHBc
z=(pCm7@X5q_Lta{hoTX5nlD_NI!lIO&6uKet<a+NHxQC&Gcd*IjP=8EraYGSN33_X
z6TT6IMc|A2b*pd6tpaGsg=D1F_e}LdW+TBTae4L;?gS4^pm%`eb-@WdJh%Oh(qu;n
zFJo56upUcF0(=X7v{|7R^Bi#BpPjIl*q+9!DFy2cSs^&tAFanCoL=o^Qz|^1b~Ug1
z$c7w;*wW7;B_qt&{RnuD)L`o71Iug&I8wZM=HMZ@d+hXn_DFUvkCLqCG2xuvngm}C
zxvM|lR-<~DnEV!qa_p&>%O2eyi}v(&W6YZ7>70-T;ow(aS}^qrI$*P4EI0F3a9qM>
zO%j@M;e;_jA|Pio;le+`ll4eXr}>M?572Nu;F7*sbDi&O^I~yKyZ>|~CYs^eX7w0P
zTx?c%J9%P2X-a+!)L?_PhI_#IbL#z<yGDVFmZ0{hF%!IS=}M|Z@;Pv3*$xaQE|ms{
zC2qpXcl_$}Gc#yGN5BwZ3}rLv`!K?ayjBa&cOCG^u>vp5O973+sZM~|7FcxTpVu?v
zFo=n!bGP|g&c#W<(!nMSU2UPW&ZhBN)ZQQ}`p3)(zuY!ynv+1yF>3~%eqR>NyvQ#+
zBc_0?Ea(}Ut)*v8N=6*l!oe&P_efoT;9`nQZj1ON`j++9qYo4Ckc8YmZS7!Rmdh86
zsLWD9{6@zbvwH~8r-sQehTx0+4}hs|qqSRhR&y6W@dK)~a=V)G=)|eX!Va5?0_h-}
z^xoKj#zDO9X;9bLge4TlX@|RbR7D9?H8uC)i|5M1<9ZwGUb{yl5uX`ML4s|6*Gi)d
z#mJ5*ht#%NmJTVK`ZTrWFF88gtJaT)NnFYY3;}H?qCFJm*2;8;<I^c2ZP7KXPyIMC
z=ldXsa|3sbn=EJ_5ci3BX>eWpIT^UqouTaasHEpA-Cbpha6ePbyetfFT<cD3dv!I>
zf(E44Jl2o=WLzKN2Wa0DJvjt1`MJ_;s-P*2yVWfkJJ{pwf3LVNJApNw1za9=0muwQ
z<#8axdCU>`9;%@^bzvX>IFE?PjFmD8k3gI-Vx`=ko}V_RzDon-B(?@)L8QI}3&Ncy
zbwDj)Af^MsG)8OEUR<<3hpAAYDmUKN01-f$QK`AEPqSeHs8H#vWQDo=Xk@|h<7e>f
zV<|w-9iA-=BbjTAVll%k#eEb71*i<SP-*-Zz^%+|!OCh}rVpgpe@J%o=L5|7J@Vtr
z3ae24l7Wh-2!_{d<WHE42A6C@8_7G9u^!Pm@D&xqANRs@AMMRGHIT<186uF%qsVFW
zKBWj(OxDXdn=r(j!!Wwg;<Wph*g-|6*Zb9eMVSQ<Rq)sDaeH7ln?A*=7^M-rAA5l9
z)M5Re;)6FW=$TrbpKxIW;`@Izh`j55DVBlZzY+l@{ZX7}CWvyzY3~lCEPgCaGzywH
z$hKP*%~I581W^plriFFe$LEB1i^rZyZ6cu@IaT6$e<$QklUeu1Q2{*T?4~BVi5HXd
z=eM^Pf>S@JzYG^c4TuOgK<-EY1c_%92f9RbfI!b0Xb4V+rM}eA#>$jUjS{@ZB)*gu
z8G;+1ysFmKB|RM(j+=m^SEy&&@cA(9GQ93NDF$;on2@{R;<k8-?!80ESKDZ<|BN!Z
z3UPqUU00Q+7j9(;tX%hpEAglJM7@-~?&76XOl$cF6IieR!{(6g#BWX-=bx(iu2t)B
zVEI4lmcwG>U{%b_U$zrdOOyId`$xfJiHxbd$Gr=)mvWh!k)?*f2r}u;d5KD2p?;v)
zred#I(WL6l^T)FGL>eL+0T#_~4wKmiUV+a9iNux!$k6qPw2tVJtsRW1t~fI0T%K8O
zloZIsmI3lenU)fXn0{|aocInk+MpR-QolMm>1H@-*~glTta*~jdTz@CCco%LZ=)Hq
z*TD?P^oVG@x+UMe8?vQewoKB?0fQqSu%jZUiPdJwXSzLRl&fJ(j74H;vsZVKrkVhJ
zcXqwEDV_p{^79l}!pBrzgC|sr*tAWvWz3;WGPLb~QGCs`@nP6#4`OUTz=7KqoIuPc
zN`r|>p<8?f0@D?0uZKJqE)ER$p=~u759Db^6+At~Kji2f_dQV3N_=Iv{D&l<7L{?`
z!O<stIw$+dpkQB<jIb5>ZIdc_2Mn*#AIi!wCaf`Bm&x$8gYg3PL3X4B^|(@$JqAE)
zWh8jxE6sZnuqN1Y>uE_k8s9tdVR-FK&tu_3IvnzlucPIfjG0l-&Nom#P+>;z%^hb4
zD_9;R3g48RHo^1aTNrfWdWt6U{+De%JX>0Uv19e~4$eM%c9Vw%$=(~=u4<eyqw@I6
zF|+K^>VEWSuApMWP3y?>9+?J9Cry<@24_vl=J{xxL_!zOMB#miOGs9mV_Prtvkl?h
zk6uS1+{%IDs+A^ZS1C|H-@((-_QE(uxHcqum54UKDo*^Ni;ixHuvsu@o68^UFKwm%
z`9IrMewc{$`71<bVBywB9L+{H1;Dga61&ues(jWu-57AG*Oo!t`0>(sk^E~O6@&yI
zn6YjeT}2yAbrL^Pppk0dY-;g!_We!)?IVSFQ8Z#HElaj*M<#pJtUrQMAS^rDL4S91
zzXH|bl?Dpet}EvL{?0s+))P4=i9@%zvS|-SAc*x%H3*$5!XzV%kit=n+nU9THQmXx
zcNc}X!O8`tadnlO4+o#%$f-qXZa~bMbLVxYSY|<?)Yt7aDJ%L&pL9XxT7E`$rx!ZY
zo+Y|_{nM;{AFEhWBrMQG#26Uqw<`B+^App7Ma#!pHh>P5zcjHMDf@_A1Xd8y3W8ly
zdh{$H6`FC#+>~$^p3JrZ*by1Ti6ft?vk>x;BEF*Qi%89Bi%>%yYvrofV@shcFA9m-
zuAV}RL$<@abHVEiVVw>`#T$gCe<j;(3XX<)ZEox+U^>@a%l58ba`1u8DVoi`)IcuQ
z&3bO)z@73}Q=7{-u7H%7P6LRVyeZPp;o)LoKlbN<$k`^(Q(181CwTSYjQ9@P68XGE
zV-}x-Z`kz5t|tE}%@x!nX7}{G``ig#>)#g4yGD&kW(Ysw_UG%f59Lu=3n`o~@Z=ST
zqGM$n1Ul=Uz4~w+u`5*|<m0bQlMC^Gd>aH7gSOk3jqeIqC$eCk$-})H8U^E(itLZ~
zLm;YM2i+fui2pu&$+A4251|QiSV#K+-7V4g11HR-n=K@pHaQo_BLhaq7|^0groik|
z)nWr5$rFt)R}Q!Rul`IVlxSQp|9ej%=Sp($q33H~RgeDkHu%SUVXO1`wZ$m_LgXGD
zq!<><bOK&*#>-=t&iUa$#3=}xHzOWG><~l8o+&7(Qf1%;nw;E!tO{u+0qMzz&kqU`
z4uPr3TpO0b(w~?4u2<3wd;OH#Bm*dxLuC%{(6i0GU%bjpdAcE1qZc#4t*y>)!sMYD
zaGb!&9;w*!@aB;ftd_-B$!0;pn#YYB>vk9|AE{{mlMeDNujRX707P#7wfNrS&uS(O
zR%cNps+q5IiY;e`aC+f4M-oIRPY}l(lg0*#YEKP~S;v3m+?a`mk?mCO@2wouiEVqA
zB1;J=*Nwz2LXoh;&0EQZYg+r#nKLU{CX)_4k^^ary?70Lo&V6j2nSb*n{7+0nOXrA
z%P!$I=!Cv3fpc@zp?4PGLTmLJrUxCfaPY!SS)1GRx63ELuZ#Hefdn^)i#^)I&$c$)
z+t&2(vk=@Q+J^HR%A3Ao$&&u&+Q|lkDcjJaYGe_sB&o{u-|s{I_h8#Uw=F34fM?lI
zf}>6b6M6S>D87dv;$8+9*zO4b&SZczcA}+TQ>J+JqA276t$&|&G*ZLP%MB>Y(V3>`
zWJ}2jCu}~%t^8ovSeebLpn^bEBN~u!G<z0jM;F0_L)sSo&Lv1A(&@fLKK^6}w!;H+
z{}*jjmEyuRuR!Udy@l1W#pqeyKC4`%FL&8Vz5r~DkdwyD$b_CpAXh0s0M(H^W5sT$
z<K8OD0;=z<SVbtvA0nq+Djv0hIEzp=Fs<L3RIKf6#1xQ$^H+V91$f)uBK_J2LmTNj
zq01F}o9Bk`;z3*!aCqJ!pFUfp@(MAKc!GNjcr9Xhg2B;xU_)0*U`9LbVLc(bC`UJ@
z2iBTjIZ16zQKh_ayG(LM&^&iiF@R*eK&hUO{fbY1pu&>7&WG8!5CBxAsFFYgEZY+?
z&q`k#WcgCTzc}3TJ$%x-vgQ}wzmOs^@4$|hSOCsQ;3TSiMyM<ZCWgQY#L61SDxVo&
zM0~tAI|Hl?mPsgL$d*=&R2oWSFSht0Nq#)eYv)_m-9pGs$%MxrELt}&e{a&B=LBtD
zj5V}3FE5mD-9s9}d1q<nmKztMq@FN4Xt(R2yBSVZ6mvUxq>Zwc8pSl9Brl&##kzbq
zE~HFZU*soMRa8{}+d1Ua*1+<uj%F{vwfo>|?drr=p(NKHaiiZ%Ia5&E`%q`=<cz+X
z7v3%*tEk%C_gGQ0Kyvp~{C0U_l4BSYn8g1vdTb+)M_py5RFT3mod(8lSc~N=cYB+<
zdJrSY&bGTSmb9V~1_{;LiYqNVifQ>Y6%OWt%wAGQW^&`z)YPGH6|ePe+2yw34WKC0
zy!2U`)MP<GD#eAbU!IQ&W+G9e(rce3CM6g2DU(F}?G~8Ud?|)H2^(!H{)bfhWtS><
zYOy!<H%?n>_}8NJb%-LiWAINQ^-Gd*jL~rEoQ`@tNGI_sBsCwTB<j*(MT}8hFj8Os
zvQE66C1#aQptA}Wf0QyEo*(VWwv?7M(Y0i?)a%tPVEs_tc@-bNqSpJRN<^sBlg-M8
zR{3M$IYrJj&v$m@lEkR_GH=LMC*ebV4xhW+VH@0gR|W!KUqr^K)ew}V9dhE;tYfR#
z>CIKVOBp3xUFb(|aLjDilrFucF<uRxiurla1yskQwF&Vor)n!oFhfR56$%PT?p6(j
z_Y_IU=wU1J^QoUlDam2S5Jf*8muqHcE>u*f9pjxZd+w5?>ps$1;=M?>w7)g~CuROZ
zl^Y~PN$<Mog<`in`@%rl=`-mo)1m7Ankej<`|NAY+okcA*8fe_k9U3+yEt^`Mo#I+
zqgBSZcyS!j{XxQ@VIY`Nn~;>~N%BIUtAoo4$Q{LSEhW-M|M`*V@orv!S3=KSd*SMx
zWz$G3NtMqKq8AGS%Gy#>@ZP-C(XCJ#7cMbY{0XA~;F7_bG=uB(aQSUF_Yo-v(<_ie
z%&H}OpBJ7cCD{o_9owD(Vf`PWlsv@y2;OKVL-0RG&hqg0GhszchlB!O__v`~<FM0g
zt_V}5zDK;l%sSdts@**BE_{Cz0(2M%*GO@LJkX`^tg!;QNU~{49)MejHWKbJ*Fk~|
zS2XysQ0O;PRL8J(J?9`Mf5-ud{6tFa(G@hp50O<jBr|1}hc@X}tzuad0Khw5y9ir*
zuhp}8gn8f}!k<g>CO)VAizii`#P`(z$hmsdY!>v7JC{uf8`3L1-g0_!S{II}SAd(n
zSovg#clHD*$O?Cnp6~z?V9hm9GmHsbNA^$%U9L`exLQAHPHVC!B)JR8B(4iuBN|co
z)5u<ljHfQJ(ReDkQ#n~M{5$uXTJnwQDxdy{&h<KsWC)`45`0)p<ownRGK!S0@jG$5
z3yY-3sqUn_+whFpKOvnI=>k!J(vfQDS{gP8W4kKOA=xZ}@Fl2gBRV$^tClDCxnMm0
zaT3;+70cR;I}H9*8EqXbj7s^`i6}!i8tRPWEodj7!4GTN5qLr@p~9xXAC)kVc6Coi
z!o`va+udI&?e`3$(#qlVyV?(1;Ieqyx$M+>#lxjA(6G*F)#Fg05}zpic>g!KbU~Q5
z@Se2X>9sM@zSh5)XnF3vj2%uZ`3X9FiHSBqYeXRl>Yu-U42?F3WGL0o;6zx(-reB9
zs)wm}rGbNjUeeN3{i?{!Ps*|dS$}az8>y01;eJqDe`(ZzM!`@F{5o#Yeqdjv#Wfnv
zx4Xb%MSxN7Fg6?&C`B~iC$Xs&rlyJ%K-VTJbEp7I1*eaRxKqU?Kr)6_(2Lyt5^;$<
zV5_2DDw%L;<!)GxJl@cCm^|~CxB}}(;wPwToUR_`g}mWXY4)yROT9|T?uoa#(Rg*w
zsliV1hrm_i<nJh@GX&d}i)(|Uf@CHxlwp{ic^1P4i<Npk33ZMM279chao|$oGCZ<g
zf(&fym{y3Yt!$NWMzdssq86pjNr~Oh@=_h#ajxauENivZvILgdqUg+2ev0DRtCccD
zc$2*3Y(_QI)$-59qv1|x-CNSjh3~v~Ze;$~UjEmYXZh;{aTWh*^~M0Q*(!4i44f{D
zq^JF&z8$&V=yeVuh2dY!Dor`{-P}9}p9QwB5^(3z=0+4@+k;5{d%Fx$K~rLaWCR$u
zhKL}r$f4wKDs!}NZW^g}Wf&it5ye|;Y`wy-Rsa&IPx!3BV2|8AdPf<9-hT>KB7#{(
zqjx;&-^4$^QIDKC&hOVP$%&b+vVWt4I0QZcJ5E1woj(+2kvrNmVXf}6bmnwQe#0cQ
zTQcn7I~KkknYh)@X79wb7uA4Z_AD0Yc=cJzkk>|-B45cgLf>0L>{XT}YedGevaGDI
zEnqLst{`?(Cn}7R(jn`3aS202YVtOKNU)7<k*vHXJ2Ot-wK}Zj!UT1pC%74E&{bPJ
zjLQy_nBJ}XC7Hh4zd*8YV-w@{JlSfEn7>!J<?J|WQ4*F3D85IMjFHZ~W%j>(jvj5J
z#dN$i0?keXx#xqbmIdgSC!zYYQ+5I&O#U|}-HsWu=;yzP1E){!1qX;(gXLi%`AFGo
zH<?Pck>BVaKT@+F$w5}J<Ru1=aHX<lE-ZiOKJi<+*m`ViPOnAQI`Fe!QkHix(zu>!
zbA&;q3`k%1pvPcz%Vzl_W8WENU;oOyY%M*I3H+-qWHEd2o$Sip<O?6smWAnciefM2
z`LdztvA*HO20-+`i4#<y;UYh4%Em_N9`|kd5%o&R_fFy_8%(&b^ubs==8Ep(%g=of
zMavr~OX!}6zr$?SYDG|ZPJGJG&&5_1zR-qGkm|?g47{&8mBQ9Zh7Pe`SY9B>x%J5P
zvY%PY7V{Y^z$;D!sdiC5!!93&i!b!%Id46Otpy+fg9y<cu<A``#Jm+ZL%LTV`~>kK
z?i5>$B_fe2`86%BSQVI`gg?8|{m2^d=6lTEGI7!RsWi!t%Ot_(#1*{1;?<2hF|Q%e
z#^No3N<@3*6#d~FiA{u>8^>W2F8)<A8M3yVDr6#B6&Wmx#@Vs;{Llcjs(AY07TaLB
zT^n1e7zmOhLHwsV&l=<dwj6`-4oqHioPcGZak9jQSwZchV4QlGNXu=nF;Cac7z%m8
zl&2JW?M?L9`l;?X-B|Kld?)=7*KMps3cX->=XF!RHGSd-uUcNwa>>~K;lI?%T@b||
z9s12nm(jI!mnNya>CuM&Rk>(~o(ZQpw_Nuu=Rdc(Oo@mmN%!ApJd$Jwo#IV)iwwf&
zM5um~`$+ED`fLXCJE@!22sc|}mx|#p*Kh4?qDVo*Ep^Y)XEkRgN-3wco9bSk6r<_b
zqU_zv;nt?wCR@LPuz9nQ8M+=ODcCSZsn^&m*got?4XYtdYts#p^x-xf8)JpV@;KL}
zi)i>U>Gv<kFI*n(v@hX9H)dGBiY|p)*OIdG{|m@<%3QCA4A0OmkoEM2NvjM3ZC-_%
z7KdgvN||P+_ivl1DcaVhyp1XW>Fc8xi)krAb|nY2WJKz9wu{5T7(kC%<2^B9oB8sT
zbuxRRoDCTKDuJVq8K8zfzxu1Gi;CP5T*NAHHpwaD4z%gry1Knkd)-H=eBo}3HilJ}
z5z>{B?HFm38!4dHvIn3&`ew!nY$~AWSDYi3-$P+=o)l_OkVc|nap^^_!H<4mq>r};
zzl9c@!xuOYH5M4xn>ovHB2WV5u84Zf(=^K6-wgd>8qo1(kkOniKbuu$fpZB=4k7DS
zn&T8<v2B_nt!_f(XEK_wEcC2Tg;&ukS387{d51rjdQX$razREM_a4IeP3iN!Z%J|H
zCX2?aDQHug_~@9z+D?Ce(72qYP*>?fVl(#+PC>H7?bLpB<*8Tg(NWeG<D_w`Lh;B+
z4bh-{!5Eq9{GRM8WFM8Ym4>iT#mb)6nXitNy&i`Pm$bzChnj2Qp-lIr$zhEug+hz4
z#N=wqRv~AWWA!;g0jc-`UyMi~8HeruO1b@H8tx3!z?K4L{fLX!R?!3n@$4aQ^J2B+
z8)8gVPfsUL*&}ykWE(`%kALMx`m9l>rkwFhQg~f~{?HH0v`cw9zI)w0cda0Rw3Y2q
z2-Ys=ghH3GQr=!_-B1HZBzJJUa&pT?{?5>D2Bq$3<M#KIF|rgL!p@AdJsgInNg8gi
z?grbo<I*3M={%u7P8H}AI%UD8>@;oE=U&7>d!?E5N$?7dz@#VS$eKLG{J|-a)kE+(
zHP+CpuYBZ14|s00ujo#aKeHXTYct|UE-qH9+rH9xY`_~ZT#R{M;VhY6w7)j#t&frk
zUV!z9bW63%$nn!_qgY5FDWYZ237P=sTF;3GTsHBDj<e_|-ME^8Yq!K=)8b0$1O=Lk
zAE|L%2nZOvmlvz@3?lcPX0>i-%<iaGtk=?TUum6AB4GMas+2>c-@eUQ_E<7xLZS|s
zu59Yom8cFGVW}P_g0-lI`$FVJc<^Lk#j~dg8gENp($33HX<Ie4H?CjGk=9n3D$)t!
zLdeR*`8Gp15A69k7+^LTN`d5^!=|A70tuX_fsB0diwp&+f>GeVV_{LIf+x2erhE5w
zg&dK>4ZU8*3b`mM=~AAUrs6xaFHXM8F8Y4A`O&KE-k{C(7i3x(_>~H%v?RlVZm*%F
z**1q7Z<)#2&?B?wV59-@7{vK>ZS6*sW3G9bw00zqqX~kp_CtY($Ar~`T>rMD6^7T?
zf7Y5rRO6l9_|I{c8wf1_E4f8bnrp42p>KHKiSpfQk`~OPEg+#yx)(I0Wn)29c<`7}
z$7Ic1h-M`!Xzr+K{i-0ax`+L@97i@~{JWMfUG3%NvHK1s{vLt1MbI_*fc~Dai@=|Y
zY65D&<%n4OPgT~j$tu;#6bR82etv`u^BZgRVe`i;VE*eedsHyOKf1Uwx*qWp)Wn{%
zxkq;;9$^;C&NuF>jJ5hbvYoGt+)EG7B{j7aO+H<evSNHgg~hTCPU7~DG{Ayz)9|uD
zIQ^XkchKzW1qv^C|GQv2!DcI)g^zxENv)o!X4aUkX<0WWvjipct2Z1w(lC(jg+(BL
z@wPhcl%ycmy(>I54d}h)4esT-z@BTnRX2DP$lr#86kS-kaNV@pn$t=c%3n}C*^9#-
z-~KBp^soQ#h=#Id$xz509r`6(I3Ac{VEj|s=GvQ^U{Z>1MYMa_GfwpE4COF%Yh8qr
z{7*y9$5H|M(8Bo%HpXQ5enUq{37OV|Y^;PP`l#Y78_l2Ks1cIi_)rsxOEnz@fCM2s
z8cqhSYvWWA40;#IV<LjAg%C$8)8|rw_DaWFo1s$#ccYq9id)%7oMBK^(SzU=OgsMX
z)E9F7e<^7LDV*wMT?X9RwE};w@9T2NC{*%>fqFun8_d*;?bv_$po61TR;;%ElLphN
zT+pUpB}1rCcaQ1|oNys4fw{?y-NBT9@|d5z?a#K$qMj_&I;nV8p1$z#tg+$50bk7v
zVpod>XzBs%fmd~St)pun+;3;BDIiqi{3M({v6Vu9uH8f`x32tLEgPS)Uo3#V3YY=N
z^u8tSUmZTZ;~HKrnrLmHxkfW|LZA*UUr~>N-3G_`62_Zje9m0o<m88$jVh1?D42S9
z#W$J6&8xH`Qgn#w@3rQ0p}bLQK1;yQDR@G?3Y9P^Eumsmjm2WO@AL1Y0l%-aC*}^q
zg&B^rHWkepya8zzOR3W<L}B9}>mmrqxaJjzLn7448eok7fEoYI`lq!OqxCa8RpcAc
za{gD1Bnm6nfE*G5O=Cq^Bv#lT_xOijGf2N|CXReB?UWskYsPZG^`%66klK|RJZyf}
zHE0zJ>-mUPa?=Vz>avtT{vCQY!(@cW;P;7*>7T>rl<U4}=VjN7cgyCcgzBbL-GP_$
zw>orwg~?jxV)rhkrCCGJ+|rttuN>`OlDryqmRZ=Ias{Z+&Mu}E++t}UBxO4P;ubfb
zR=yeyT^AQ9!QvN#pqz}iMTR-|gFU4C#mH$s33e}>s>jINPprbTFe6N?Vp$g?dI;7O
zM@G4FfuzUg<Y@|s5oZQC?tzvP&adJ*bL7Cu&{ZOn)F496*U%|3ttAKhl0X8>vyqVU
z%(w9nh1RNT&IlJ|{H6G3aemE*f++54&5dw;$HSY+z&vd|QbBxW=g1e#<!Em#+zE)Q
zU}-N&?A^U9K1Y<RJps0Z;A{cvtd32P!EO-8Kx*C>PoG35R$Di;ia8cE>f(g@pBJp9
zt|D`!S1Y!gNfCmbrdh2&DdI9ItI@OVU!1L`X)YJFeV%Ljm(NcqnW)>bs4z$cqNPai
zXrin#o;{?U2}#o~7<fA(p#0T740c<FDY@@qJEA5(Z5i%$^K(*!X<-!}oXc};yiL;I
zJys^CS21qw1*R{AIm4aRVHO5-5K+L6@Z`SmGu2&w$8$@;{?g+iS<FRW=*2S>KGXNC
zrgug0@(Q=v*w`k6E+W-mP%09QEFMVI1`bGjSwEp^78F&fjNgFC)j+2p56UuyWh@2E
zzhQ8GJtygd3+~UivTnAuiaLw=i5qq!Of8lY`7lcK6?n1Zi~8gw!qC?DJ?u#u>SaEa
zqw}kQL3Jqp=*th2nj`F!j!*J$>uIg@M9Phw>uJ=rQdPEWi%eI%gkge}`?Nq6-Q<6o
z`(wa08g_OixC0lj6NHE_>*v84j(t{a$2;7ca2&-X5*7{5Lw@rCC(<dT`LZoXdjY+q
zrV<b%?<iURBKQ^~Bf!F@XRhY5L|vlBG-l&htUMb#lX1mE@gZihsEoWXH|0Y-0WRKj
zGOY4fIhmES-n9l)rmr_%CCfRPpd_rO-S{SOGfiEZoh+|K`l9kv%a)z4@J+W06M&Ud
z1NausKs8|x=9Qc>MpNEN@*-ijY>O+Z0m|Bw^)s;#prpg~e8D2vm*0iFL|{~1R7Vc%
zPFP@ko(($WJCW*+N{!DQH!D{0%U%t+2KU*7!(zyOPB0nJqL=OxtEzNm7=M{nMo`hm
zst!OdGpNg;0-{TyuEfi9F;Qf>$ZzILpDCyFMx)8uf0X~G+bU&e<(XU`U^_9YmX6Eu
z==#!u^OqWJqQMb5n6zN4o{q~8LR&=!lu5D)HJPwV@?J4yNX`1uMP4+tbf#Lg{+PJ6
zD?t?EmrZoq3Vn|;MMenOe6oQ_lf>p2xf6|ra@2;>$iDYGkxc_Q3XTb?mm#%jE(sY_
zi75?3^Qz;)zM=ZT6lC!Vg;ox;cpN&E+pY$4Aw8gw`WBT#8rWW&M9~(U2ZSxwS=UAm
znD0P8;Af_r<CtONc&jnK?)il&r=Le9;D+AgGMC>XV!tY4x)}mK+<%1E%s2FLExcFu
zs?w`S2Fd)2Sy5e_*MuPtu+i*ey(f^05>BQuYUq**8_P<8_Jbg}R&wrMw`jJ%3XLwY
zrb@Q)2-1h)$6#0}Q==KkdlgqeEq0<r$8YIUih6$%_<hB6t#q0W5D%f99-|dT=@8FK
zN_txZz6K$?H72<Rh0@{(2F}ekFJ{xi`_;}o*?dL>v0aB&OvTIBSJZ%vG;eAb9K+dx
zR3zQdUpaG-!KCj$!u0$JYAiA1APKFOnVNPB9Z!M!gj#A(ehcf~tZ(#z^vh52ZQU8_
z4gh5TkWL1EL4nX<eA5YZn}RhHOJaVuH(nl&!R2cXsUEPDrO_Rg+E(8R_Eg!Lrx5@1
zqO^5a8-y}Au@NRz7{}eG-Y+~WQ+111*8gMKNNpZQ<|}@Zyo3$AWSOuk^;f)`0TlrT
z*#3{!gm1*_!QNlXxqEeyx?bhHE*h6|6X|@?0MDdeNuc9ZQnWZIBlcUaZ;&IY`<JxH
zVJR<IG9pStb!NB@6i?(JwT48|MkG#*PdvM9=i!LzqrSrx*yWzd!vsqKROW`<JT~f;
z@wvtPQ^Xz(zMi!*-$xI0OB4)YQv&B+i|hR}SBd_Wr1qwjv4#%!wN0s%qYNJyP!b%A
z>V9Pcz7JOnp5V86t*AY|Q_TLlF0(#TrMKp}W*ZK~>;OrA+)D>?ugq0q<*IPhzaElB
zYv%lP7G<=nZG)GcG66bH7H}yB+!BndTxwG8>jmp}QN|@>PEj-lG;$icQ!a%&=`TDV
zs2OYfDZR8Xi*Ta4)}ELD8kS=@nMnELx9CRAYWU7#XOF_6gt?t8AdQ|O!;cwc4S4ol
zlqJz#$<3SKe1Xf4wo^#_+-euIhLCMhJ#-!6G7RXiL4cYu77Y`j{#_5Um<TNoIG-|5
z8bO-&9?gy(_tIcKi8b<By?pfX>o&Q<V31hScmtz=7nanuDEY58@Px>oXA>$@JAeTU
z+ERVN0+ax?f(m9zl9)gKXw}laDQ=+Lfa8Ki`jK1-vfe^b%tA9`B2GwweBpDrk8gHm
z_WLlc+`-&4=-a2FGD+NzE@cez$bzj6Fb*w3S9YNMx%vq#(3ZwEa;9c91Qv!N^*R+(
zU+vacAywKw4&2pY57Pxl0+c8bf%h<>Bu}t>lvEEWIEg}FYF$yY>T670oka0G*8*dx
zqz?N5(DK7e1`o)w#P9jdIKNg47psuTt>*VoKXPN+d0jYXFzIbSa_d=+s-`M&CSV;H
z2?XW>@FrrpF6%jSUOzmPJ?D{)r>gIv0L;N+(=uq`o$!6_%yjT-w0pA17Xaj?D%ZDA
zS2*RhrGaH#YF}m=Q7GMRLe0LcS*JR|1~m2kinJwvFbT%=%9fM>?8vc+!?;bBrG{0@
zhd~!K8=G6AfS~vA<l1Ctw~vn>dwvJ^fh^U&yz`T8ZU(kEmrYdi9@Jj1D}F*=Rd_*!
zDYhe5Uk1JZ3TgTe4GnL&xib@ptc@@Zd?y%XtxhP*`eeTOLn4gMlf0CBsU_)wC0f)l
zLX-fqW&V3Znt%7;U^WEHI)*>l({G{RaT0d)uq954U~ALC`4H-(k{A2h{8HwN#%3cF
zLp=~390sG;S-Kqyu-?INacW7*4NSVY5X04k`|4OobA8Id%a8F4puB@z4lxo|*uZyD
zoM6tqwO`t-xZ^BYTQ<;XQ?u__$NV)6dbUZ&kG`IcL`x?6WUg@KZ#WvGicfltpp?s!
z?_cHz8uKxi5y7ELeNxL>q|Rn*S)Z$K>acMPq1KF(ivCur_hcl+rI);87cqD)k+5&E
zjy}fr!26;xS0q%{p$DO2Hzr<4^88Y=C4=L^!%_n3_!$W1fAmjJAgJA>YLG^zo7f=$
z1k#kdlD|nY+5%Eg`5HA=L@Hdq1kOg6&F4T$NZd78c|}NP4Gm||5{(Uv!>5PR8bxUk
z5=emfS38hf2E%_Y+LG#&weg$#yhhV^Rc^5T3MvY5-IDViEOe@;Cl<@nu3S;ixubR`
zHjuS&8}f7AG+NsZSxZH%Ud3oo%j$*w|Au1b*y=54UvRjI7BHOVATwN}&$=Bqa96!)
zZCPQtK6pGSBV9cGFw$f6pVQx3USqRezQlqe5M)f9SD<VMGG{>08Fy279&rnHRtnM&
z>)Fd|{f_Rqn!?<jGZS2#0nvu*A<ky;4%BSeRFJQjMNsicTV>)IxAhoL4r5`i!i`&)
zazl13PGn4>`TggRGjSZ~vU*K;|1q+n8Ec&N;_v)Zx|h1TSX@j#5rYsm8B`hjj;ay4
zg{9%#Z`i+V-z+rPXida;EmP%lUtY??U}f4|M6{N0L=7Jh>>{8%T_slq-#1=%_N6T0
z$PD5(h^^(LtZl0MMK1b8#<s-L!j41i?WY-ru1?`N+PZ~fc5(GYs{T{hFgF&b&$JQ|
z@P+HR4i5Xg6|kGx=XM^uG3E(ti*Q)S{W@-%hxNpylI(bF?3|<XoDfgE_}H(UQnu{S
z%eAr9uWpJ-KxKDZI<AO7m7e`9?N+_b3~kEh4V9tjsz137=!hjj^}ntyv|K!i#t3K6
ztSE$xKy*S@(=bDd7uv9MHNh;FyZP0~%5D-V5H{sI{2ePOWMSmQu7>(EuTdjul`6Fp
zDbdE{b~f{&cICWO(9DSGxaozkmRGV>VeNC!Oq>$f!ZQ}*$bmqXFq@!c(;miko+BwK
z9-&GPtgzUAKU0Kpz#8u3XaI%KxUlc611W;$mfKoUFM%8~Xr10{-N-RkYT*9G03T^9
zvx_u1T1YSCk5J|_*KumPHq}I%@tUP&ANhJ;AM%$wW9JG&x$2H3?3rXx&&%^9ieJDN
zh+{wQj5HWgx^T>kPi1-Q;{CuPuNMM&prVJjF(<?1`7VQVgT=86@j>w_Iu4$`8})L?
z^@?pv8T3K1`rtYl9eFVybTpmRvoa)DjcAV;Cu#(}hZ*b1sRi#&-_1#9@^3ZT6PSRR
zL8l(UH%YV4Jg^oVMl63`HY7d2)YUb~i%z*pQ}Qo)eFYD9peF)a3U9Qu)(~IflWq$J
zM!<d^De~CNTr)^IYCT@sD`^{z2f4usP^rJ&9ieX2v)dY+Y-Q|6Nju49AKo#V0zvFw
z5Dx3PF|F=?2B9L-nn%8v7neF7raRO%f+t060p0-$#-&@5=n&pj&D(crkMd10E%t^Z
zDlrr6>5poRJ#DPdjVWEdifsYN#K;PD8oQUKer}qrX8L9{>lMX6k^vyy3#8iba>|6!
zADS`g2PAiv0~R|-5-rypKq)~#wjOg4n=egmbiZ4m3?_QrP<#5{vXJJllA%+lf2FfS
z`=hARqmLz;R$KatOL{Vg)_ok4p$X@LzEae90(d_b$^hxYx@2$Z)&5*|l9KEHs`DvB
zmi+yp<J!>05numJE$up+Mz>u8F2-!-t8$?CP4C)ZGD_Nc{>xnq7bI>NWVKt=-3>?}
za1+kE{wpIa+t3hpRR$l2TM`J!2R^G9)!Z#5gx;}_qMB?%eBTs-8*Ag_8qcKjp<)I%
z5n(e}$3pTxG_9fwUO%CQE~Nfmjyd710d-c3flz=<*2K{EoHw{6#J!uh#(SU06=KJe
z`xR%vO@6pE*rS!TEYO}2+;&YbpRfDU0Oq=yeG0=ydcDfSRQnCZb0HNl^`>Wx6)VIy
zo(G*j(-jqHclT%tn)j~FCq<z0dxFyj3Lh6(W4Yev#icC;*ND=bRk}BF`|p=ADcGoW
zxF4AQEY&cDG0ZzHj=LL*g8z!-lX0n`;%qqN4Hj#lGMNbAA{RCTFF1-nV-XgeXr%j7
z?Rto*KxKVvKRv!AvmGYTd%M>RoG=)G>$KRSGqz&Fe6LI}WjE*E|KFty|5IAOLc;x`
z3w;hWvA=f<><237!=Mdn2P96<Zd$*J#>SU@HeGUP79tN1gcDQso1AjU4wSU;e%}GU
zxZ_kytOkv;=100}p!6ftJBM{HrtG65*#_wC?@WQP<p6sVrE>S%joT4gwF<KsM8sZU
zr@RL{7;7)|1~xJ@lxgQh*DkhZloQVTHbly4y?#w${^kE4k2oNp6U$W%p#N(?{I_PH
z|KIcfjbZ%%z%c!PV3_|81`6o(zw=Pl2_CH&0s;9}{f}oI13e=>LsU0R9JaU%L0WK)
zO~c!{)Sd3Pa3EEL2&fqXu{jH=l2Oaw!t|A}AcBYj0v`c0=>;JY(PolZSbLHJV+s=r
z^~0d<pSfOMw|e}wob3H|!%o#hM2{#A-CZ~9*O6_pr|aSEgO-Dr3D<fyuU5-eU&q^H
z$fYSa;u=&d<KC%>39t7DZ>C*OROSRmp%x?|8HdMJXilKwAw{7LN})3II55UB{ml4V
z?*r504rBEa(WvZDm=sZ3F(vYH@Ly?iik|?b5?G)}mvOChC8;suqaCI%*=ppYoy<Ar
zW|8@u1RN(m-$i>|$el0Gqqyzn+n#g!3Ar8T?Zi!ZU2=Cklt*&tBnn4dxB2)i(earo
z?cMaA8x9mMHPTQRfD;@jmF7}@0ittQd`o(~Y@Zzy`25^|!3Dp_4|K4T!LFSSY5)Le
zgfT@2fY^~;8;HZ<O~FC?jA5UF*btcu=g2mhcCksOg*KU?Gx6L(Pce0QJicKzf)^m4
z6n?7;jTTV1ajVxa`#>}ZG9^D%3_Iw6km%xS3NhNnoL#80Jwrm1Adza%bhncvdyt-G
z?0oGsQ!l||=^8CFV9fZoc%DEFU5Y)}3;gSTHd{R!v!<Q#J!IxvY1Id>UI$2(RTEJr
zSPHt=RN#^vqSB#Pnsgom;ncd}ma7gKtX#41#)tW~Xr@0ssJ#=A@qg^1X2`ycF-2<P
z1DvIglVovy6>MkM4KO=$6dOU*%Y`FyX9fNa>z!L!3FZkfv+-mFl5(fDTr#>r#K9)k
zcQ&f~dz>Dw?RP$|$*7UH93)^exFFBDEc&ejf%8fMl4S=KkU^>bk*5CX;Bes0GvT8@
zIYH0%!IvyvEmr{#`s`Xwoz`!VNr_-330`tm^A?3(Lk*t5ske(zVfV)fk;Do1ZO2i#
z!$ELHlbk1HRBJ4Jbn!+bgO5CO2}MDHEaQd$4JF5Dk`khCwD5r^fi)<dWZ)e%T0!jO
z%Lz8`AM&e#a%a;AN*=+GObc@ztiW!2MoQ0|Vks9LbJa`2O>HR1<I5R!KUjG7st>8s
zy@q0Pvgr20gF%}F^^PZIOAk<#8SF)Vln7_boCd~qaqWAP)1~g4!bOwbPtxCGfwSb{
zwr#{|+60H$8P+vIlLjM8l^Hy009yBU?e#(=W6POHM*~%29EWA$jM6rqXbX+1SreHB
zhDKPcB}pCUB<m`j0zP&(>C2(g@F$QEN~1ro%OK%pO!r};IPhqQxjgVVp(*twGF&wU
z>OXYsBaZ{mni+@*0M|#?k00@$iF?rFykPjR0}?})6)FxG?hr?|;RR$Oh9wQ@`Q;8s
z_H!|7nWo9(zJ+U!s?Q9d(45`=%i77^l=$A3If11?W6W8z7?nUm3+orruisyOJP!h1
z%3)Y5kIMUd7-AobNDL&~x59QwUpfo4j<pht?8O#OPH(D*ond1asMpE7oT2>as(0Kk
z)FAeCcr@oJ@Fsfj%6$kWm$a>s%os}|Zg5m}yz-x<k-?K2G-}?VDx<8alU$Dty}{JK
zUE#8_0I`P0?yj(p>9n!WRqxPhVx*45RR34wsmW>$7qV*#go+Nde5$WX{>aJ!>BL=u
zh9VDA1+|r~dRPQ<YI>k2G@Brfj`AR8+Qr0i2#73)LC?*_8^tc-(!t`UN`C+XW0xq@
zxKC4p4A?SfJlzC6Y=8-N@(Gqv7SgVyL>*9Oe4_th66F=6xKfYEqy6IPuH+p@B4$Xk
zDhXok-80HbZ*Yuqr=Q@;FKaSlaHKv;+aagbXWfFkvW0fo6C{&jtX~>`&G6-(mr92;
z>r8-%U4jRhl$`I3BZ~B8J-9n|IN=ww$Z%RjLh6Fj4leUVB0~ZB6^rWsk7LQ(4mQ+e
zwYre)&@ZDFRH(sk=8*IA<bEk~3<mZvRt94Q)~3L!ABag2Mm-nNQjcbhIKgHwxjjfd
zcAp8P2bKwh_qgGhr%qB_X)7H|;h&<?!gz)<kKB!@(8cF)Q7vQoQzfscgk1H+;~%;0
zm_rH<=ZC-gc<Zio)~@9G5VwON+z^v)h$eqHNF)f*_kQ6`heJfJpr-PjHsF3o_R|s9
z652*h@}_wOARfn<1>@Wc9l!*nX4(oCx*7B%)+z^KZWM`b{t2v43J~|D#A`W1l<NXd
zfv)f6fSN#L7mhIILL@oaQzOL*<Q?z%Y^4gK4l}X0?rl2M49k_wLJ(kTOWqmt%Wr37
zJsXZ|=-jqwH0#Pz88PgVvx2(@_$U%W7vmE_q*2YqD8yaeuo-dK214Z`2Oubb{YT|k
zU*xdK;b2LJm}y2%iJK`53OW@aNZ@gL08HJo=-rP${YRzKI(;hZ>kX^`+Kb}+dwcik
z2tPpPqhtlFmU|<6rVl&Uta{VOk6c>=`XV^(H|_kV?@&N|$Vbn~114&V;c}6|0Rvdr
zA3R{>Y6e799Y#WPHLe)Vk9{CU4(#Y#rX0Sj=q-`aZQH0HGWZ;r33NLtp<82NH@GlO
zB<A`N63Ru_!DAUu*^YeIFeYfz2>Yh}#(s&6c8Qcu%3AQwW-p1sTkF8RoE(Ud5kcds
zfB;Xy&rS|fUrqq$h^awm%hS)o>Io1=;)0?ea}y{oh{vIgpV7+&Um;DW4T5>i(HVCx
zb3!v`xd0-+s!!-3pmumy8a?nwZINBvuB>kIr19m|r35aeIhAq@Hi1>eQM1gSLVQ1$
zU|UE-fy)fskCQ1f;8BT8u?n5(7>{CNMi(Q1_8%p8Hs9&#V|I~Ny+i5hV`74NwjrPV
zN?8y$Zk_;m>jSWzIdm!A6(TewBUo8RpL59XFUOxc-{6fu63=u|X<8YOV<=VCdO92&
z7--TURCcj3hdEi|s8=`?B}?85C@5fD$Eu`)35W<Y?_5-+Wu*LO5;x80Tpj$GfyuvI
zNj@MQkkL?Y2vDDG1nstK+qmmsOkSOt;A1RR`z#7u%k%s!!z(qjpbc>SJo-)O0<vZ3
z4MH_c|FyaF#3&%3#pFzoc=yl+kU15S{jRv05$j<*hj}C?wAG*_dN1Mw1AOC*YB{#D
zaK)BSg0vHba^M2*<NSd51?ZpQfi3IgFH84|e}OJyO#1iEbU-XRQXnTngCYL2f@y}G
z2*I7Zp=iSNKb0HkjXjOul)7Py*#wRAr;^PftzFx;9n|bt`{M%N30u1f$zv{qu;I)&
z|1qh)7CA<zukcLY_X|g`6AFADqGu)Hc-Mlg(1&%8wFRjwR1D?<O^$CeLnf&2G%`wh
z34#TKa(Myts-i}*@)qZOT-j5*zjO;(qe2kjU)e^dhc#Bt4Q==y{0_2V=PL>rv0HZi
zvjO4r!l1MUIR^#TsGKM1#6RE+%J(vpCF=sLVInZuIwqSnnYG=W<egEVbiWVPrH7W0
zE0T=Q07x`$o3^)r1b!iz``hy)h4v3tuXGy>VN6zl;=;zt7cCX`TJXcy{|}5&C+Ln7
zG4T+bgV#f)<4AzMuZh*l(Ef~&=F#u0-yeMqe*eVG`cC;gPVip=97eS<n+Gh0ToHf?
zZvvI0*_jVn$SgmoX39#C3ZwFkno7?vCefZBg--IFP|xZsKe1DsX%^KjWJSC1$5isP
zBbs5J*s3q8Nx0Ijm<B`B4UZJ7-W>@$J*%=vRa~YY{E>kXFwm43FjOqbY4Ny3CqIPm
z_1M9SC@k?PU7&zA(8dNOi+yKg1@z1ne51ruZ@geiL`q>?WF5XQ>;>fA?d-noSvUcj
zKljoouxCrVBX$kqnfKa9jI0kMDJC$2k1NDIxctoEZl|Ik@ow+}wxeFv%3&Xo%%a`z
zG8EF}qNrX@b9PwFx&z`_!*3ixL8-O{cuzne#EB~E7GbuLe7||JYg)jf9Q`d-Te4{k
z@xC8*QE#MsXAku=i=AWSkL5fREaDb1J`k-BJ8cru9Hbxk4AeCkLxkrw!4z9)3iQQW
z*_PC}zeIt6*gHxX9P)H_mBJ0we<da$!A5unxHRIt@H+B+U8ExDH4(OV+xV?ZxGP_f
zCcs2bKzHiG$N=Lfvt~S?FYFT}iW&xE3)&Jwg#p7U?=4?D>g_sb$_F6hk~k71pf8!$
zM-SrQs$D-$T_$}hAkkP&$rHlxsFaY^*arqklIc4Pk4ZqSLs-I}_!If55#p3(p*xt!
z+gq|p?#%#)+BKqGVI=KM4f|}}^b))8)nYsYT;fj*l@A$`8kf0x61)+^)fh;Wo*lx;
z2jHmv<w7`SvHG<&jyD2kC%-4yqY&t2B)6hDDhe2y*8uVn@EV7?5G?}*bM-~Pkk`Zf
z=%sN{SO+$6z}q4+-nBJS#QvT&AIGTr2&_Ar735#^yEwf2qS-h%|9cobp@%q^x1MOu
z6AdCYvxYx7LjZ9G&GuPyMvxEC;e$V;84(X&_Jbt%HfIHrZegCySfY7JmIRKFt}T^~
zD7suNk_2Xf4XWI05>6}Jf5&nr*)mangl^>q9vts`V~fx47tnKLOhJ^X;0q7DC`gBJ
zDEX0AZ=XjtDCCDp%bWQKtJ8yG&=qVTn7%aI_Qjr9+pNiA(SaANeHEx(4N7(d@#q3G
z0BhpX$0OPWLN3`;V*f3nY(klv6sQI9#&jL#>$_8-?73*2M-mcbhky9i5TiJQpgtN>
z1WG%|<Kl~thg4$3_{$kB4aH{rx~hlao6H;90$o@bu;%BZEgKYKjOrNyB|CZn8{RIQ
zm@$Tn_a@V?y$dO|9FZ`Kv%Lf7hfQGsF(`z{999iBMZoF`AjvqkE2jo^c`XeFh~hzf
zfUp(=8p8eK%J8}W#CoBl_yw_icc4|2>ou*&&q7CtAEN~4%)QG^E`pT8L<%T$3%w(8
zQ@xXF&>y<>KzeN2N`uyYo*qy@<GmeDaVlJCy~c+BCCx<{D33B#zp<Un@7%6VcNDFQ
zdXTRWLw69ebD1stj*G_LO>gD5mLaa+AI~km(!hwn&+e)R|Lq_*#n_J3gN}<IK1E7l
zjEs2MJm5IUVZq~JJavs07JD_BDXad`xPY~L^!b6-H%p-%l{twWZ-m}(^l}Xi0<FC1
z#FDG<FWet45@zMW=lDBt{edVjiI_JWieTFZUITP8sfW6gDin>l1n8r_P@gqX{0mBp
zs8>xV*nKD2cO`1}gFG=3cuW#I@QV*z-~~Qwwzn&4pZDhqi~?IC?OPk|S$<Enux^5m
z#t82{4*D}@3qI)lkdj8t&loaJ_Sb_thW%9SitM2wK1#tgV%s~N*?V<*)dj-=pqigc
zFBw5du^GSAUsUlc)MAC$x1kF&xmlw-n*$86RznJHD-<Lw=g)x9v2I%tN8;|&Y8#Nl
zd`c=B!LrLPD&Ffest~q%*{ZOC$I=>|zXQy|@4xfm4*Zwu@()-#v<Mh})6b12%^S_$
z9y)kMOYTm_061O=S%r>Ft}^T9RI%C{gSFee=?~dHrS$!oZ>Xs&W|@>}FbZ<WFQmdf
z7)@=s10cm&{sLB`W(J^Kut(Onn*%wR|I^HAM58MW(_Pa8zn8lIOUt0DXPj5zgSC=}
z4Wzsk5y~j8$M_@JvSt5B_h}|FMWar$;t^5Pw-WCKiTZdG-X&|IT*h_i4{LQuQq|ZG
zO8_YB43CHqtd1SRnFT5|#hNWKwpTvfZAdtYA$(S)1#h)jvD2o2{}AT+l;kV=$-B6C
zZrIBCUjR}-t-qt;U}0IRJ@6VZfPhoiGboP4nIlM-tr=J_VC;V&NDYM>UbVoEK&#{i
zjGvMyD^H>D_-wa0_rP0%dECr@1DHPsTYL)bURVaf=fT41F5?#X#caWapD&s2NZmf@
zI@`se5G*S(5yP)!%D`Y;_glmrAqFhn9G-IF8UA(HV5n&B!EQ&;oB=JV8=DhMo}JA+
z&0OZ@Ka2?_tyc_+wTFZ)_8808q_Hsr8wMWvDk{Enc+>`q^-DlHmw`mC0Y#n^T<BUF
z_%RS<!7=jIN=%(>8Z~QpAZ2tceIUimzJ@zJr$;qB?A&edSJ|+Akkkeaka&%%_ToIV
zo<hB3n^LTQ3-Eea$%G#T{DNgmjB7yVP>unC!CtBFf<@_~Nd6QaH^A1&cc)WlDWyd!
z?b|ZmOQ~}qpy)q9^DT!*#&&lU>G~Hkum|wC4$N=ZVTm-Dbf~vp!lR4pHUXgorYI~f
z7@>B`uKydnbigBAO7mY8Z%E|9HZKSHVxGxUptHPK4D_*7r&ug@)YSXMe9#})$GI@z
z|2ZqS#%VMjaQg#imDd|MmP_fJ5!AuhHn{1UY8lK9Y#-IP)v<<Xb*lNIK9O}+l6iez
z=#X%TZl_3`VSC_4mOkABEu#AnjN>q1d}~^at-c6jS_IgGz>SVcO-Rbud7;ds4N4rT
zUUUya`DPZ#g65qSQy#&&;=+Rb0-hh7M;i+aeU``ji3gxJJgu;?9*<@p0YM0=5&IVM
zI8cPxL7>K6bFdPJ;Ex2<ehyl}z}UZ^$CsW38Q|vSAzV3NfMGSM4p6*Ce6Pp?uHZGs
ziaiBqyx382af0>nAHc*wYLQ>Y!(t$RJfD0Fga`czLvEOKHfIL)cVRX9csXJvK|%UU
zX@UX=qNcJnEx+hcWtv)5-=!MfSsB7n9w>Ou5jUj-v}5w)@cRD*xCGUgI`vP>U0(kg
zdB_i}$Y!WTP6Ez81BMQnLX(`FLi<k~Guz$2!GpnLnKE*C_b*Lh?}C)Tn;oRDU&{(b
zo4j+??&6urZh3fD|G%@(h)dX?h{>78fyif4U{BOXki&IPUIC2<PjW|bv0*4j(q+KC
z<NT<!%mMYTtES0oK~PiE?9~F^QSf4s)dB@CGWb#OT0Wm2!i)JDS7<RTb|Q^8ZOBJI
zf?xF$xIlTkdm9AFuVl++5v;1eG{l2upIU}`&`J`PN%$zVEWds#lk55H#ksN-R4wZ>
zvbp7QjegWfsUzPHXa<7A#mJ!5K^}%Ja6z8_pj}=+kK!3=|2bj*p>(#p6L?Z0PyA3@
zW%bN6z-p*jkXHr{!&_BcvT1R>R&YS2m$xT&JqyqMGG1Jv`g1KUOfa@PC$G9bm61v<
zftPIo*rQPYd*Y4<&lz5ZS6kV$`Fzo3<C6c>z!WMZJ3+rD58kS^fK=6aT&Gs+tMj;G
z5OB3Qay-Brog}PSPw^~xsKXUM0L!NUS`U3oSok0i#KFmqIj}sR%79Vbb<$5;F0;&?
zhCC*y<xNu_2jnQJ-%3AClX;7tQilkBhdTNYq31h}K3rhLp$cx%fKq+9;N&e!A1)vV
zAgF?F0Mq_aSc}KfXd%iYFjVu|zeT3OU@<1d5gpz_nm_?m9Qxlx!)qQl)s{JR5B#qI
zmCt9yJ^+O&kq6O@i-pHE0A0ZQlB}@OP?A$L<?!aMdq$oapn}jf;qTYbB+EXH8_qgq
ziGe$?8`Qv`F4lr#ey6-s?BLz<MxTf6w}i&wuldO(rHC|qe`7%_E-OA=RPZofU5YDs
z7!Ntu?K$I2!I{4jUyyLv{qJPTmSLHeytf2`oy~|#&V<p$WAK3e(cBs8a?_H^bJ+<3
zYp6<fik4Pctxl2-Rooz?3XaFVXaF!grFlGqJOXXd{dg__)W1K2QUu<L2c<7&)!`2w
zYFW@?;%JWMS4Jf9pTuV0&74IYOx=P)=a;kMq#v(@tQB<>3cG1|)n$pBq{At+Dqe;)
zxDA3Dg$J9;iqlW_Y8JF6C+~VOd7tF64>Nf0g1Yt|JUeG^00DPLU`Krmj4t-)89bar
z8w8fz%A9oqmZx8hNtx2)9W7JBel66yiB@Z?YBxn2yc7!XY@yL${zDRDK5a0)R$*gd
zFwkq&SfwR(jl4i<Q(YsQjYYnx1k-wRVSQPhky|EtB`wZ4;Mc#yBcJ1dFso>p<A&6n
ztiCxE<+N`q5ubAyIRR=lt5S6(brujmyfB2lLGTc13))$Z<*cad%naIifS7~g8XDFY
zMN9Uqi7pjiHKe|RYKa4EAdMZ|0)$VB`zf2e3XMMk`+EDF)Rg`fI+}xyeg~2JF9FMk
zv%=Oz`yQ_a>&85KHkf~9io<Ml%wSK!?#|EQQf)zpnytWJoPb)V40!~)KX2Ec2gY|4
z7QM?d<va@<=OIJvw16Z7rdUTm?)&<Db1B|$w-uc6pwU+FUYj>t3f^lluccJv(khqt
zurmcdXhiBT`A&Py-&7LgmS0*owS<G6w64yceY(z7^N5>%q~wulbx#RxdJM>|&alW1
z0Q>B)qjO;R_>}&rluDE)Ek{cwmuqDKu>m~a;V7B9c!7x5X?Q?&1TCp8fXO2{Att)V
zq<pUz(t>*l9qk4lQr8#p`0w}}p0L9+pgEISb)iSat<y80zgYB-Mx_MBn^IU^JnTO(
z5A6@Yviu(@yL&*WU0`u$(M1E84c;oa-OpwUc_5L^m@)*IGgRzBq7OAtRE-rp4~B@|
zST)d+xmMPAucmIkAFHk~b(>U<lhrm;t_7vW!h&)wV2!1cK7495ssnw(+FSL*ih^%a
z7U@H*TOQfGqYtZiljz&Kin+;B3LdR5S9Cu-;+!iu_xzA6c;tCrq)%iES>fOT=yK;1
zMdHn&<IX(br79L21jXmAq+_ic@^sRvIaHlCc5SeV=jIgSOiPm)Hn{Y{sf#6e5B~Zl
zVEavR-2`?D-W<5~ci_(}XosFg#_*23$!7me7MT3BJOB`S`O$f(9Zlo06PP*T>i$_5
z_OiP^hNA&_2QP8EE5dIr&wfjujxw<5nK~WK=NZ$drVI>84F|av6crrGwLrmZwIc5*
zc)ye9eFgVB#lAYSeRd_8tojPh7>zRpUtMdjHWa+nWUQp%QF9P_5?<&v*P>681cHO+
zYDK^HR%>ltq4n82w|(=rfKM0h+~U0l<xb_5b)Rb;mA8CP?O<4A-&61?;*o}X+~c~v
z2Y(>EPSnr&F(Q04zxV(9=Vw3&&t+~J!Vi!<Mh+*8cVWw(gnzLg=;ou{hKcXJH)j~Q
zosW}yf2hs3?Y|q(#*KGv+p>=c_l>`^(?8VeTlSaiIr6(Dco&#<??PWc*y4Av9~c@`
ze+>HdcR;xQV3QSLJ9O=%_5u*uyTC7gutm-OHd>14h?Ki#$Be(P1rAa8-Q~W&=CAA%
zc!_0y{qK7(-U5NOzYOpHufMlzXJe0^Hnxg0)gS8rd&k6G8XgDVO#E;c57}RunKM2<
zC68q1Y#-L+5p*Gfw!i!Ltj)*vh%GOwAB9$bUyGae?~ThoZhkjopUC}ii@MmY-}xW1
z_D#I~v%kOg+qNNA@~S`=p5vV`e)Wg?I4N4;RXFzXG5O({y#p<-*zdraFTlSa`+>I{
zvzN!O0i(edxG;BX{)>HbyP}g%**}K&LF8^X@0tQUeAl1a?`&7EzGEApL7jL7xJ}}2
zZ+|H(2k?q(KQz^k#9h<7yQNDB_P_e~AoMN!dt#`PewKfLh=0>&{}HI<FXrv<Y(EM$
zRr>^*YLW*3)LxF|p^y@fcfW6zWIS7r5n{x?v;7Eq1jfMB{D<Wc!x$MsFJdER#A0}z
z_U^H{!U+6TC#l339tq*w^Y*GOjet*%<(qghSspdWh&c+KZiyMAW5UhT92wh+g{`CJ
z*cL2|ndayyBXi}E(NX25ZH|nNNq=bD9NDr>7Wa&q+tGg(U-M^TKm6c3KW)D=J@-7Y
zq?ln?VhfZ(yNSgfCWqj8GG-97K0fEi$k<k8hgoK9%T{e~jgD;Ds+6E@qvjTEw(J-+
zw{BDL_}0<wwu0~9xh1|w!6$ZY->2=liGA^j2?77!KM==AjC}3;hWS7lFl-o~-FBoL
zGe;1!fb`K3bRtG<#3Z7&ju@i?QPzkt2BPywVcTeI3p$sMZ!x#+z?$9L#^^3A9I&_T
z*^h;ZJ@mi?7A7b5O-^Ftsfnpc;aNN}H8nMHk{pJiAoji{w$mqu^_%wJSy|zlZH#U^
zl8eRaV4=a{NfH<x8yg$Nj<<}Bie<}LW8Il_dHdLiwH+IbZ#B1%i$U$&8W)3dc8~89
zgPJ_BXF`l+(wUf&W0{<sm=eCt6BD{LH8~|ld>sl?NC(L$g?OQhgnS*H{Vnn5C@d-k
zqi$%9fkiYl(@Z`z(=5xU!xL}%3G>bAS;LzPT6Biyp5@-{2P|0C9vwPj(tl4{&m@bl
z1j|rfx3Cd$CL+D#)ujmxNFS=>1r9-XIH*?6vkv~KiveO}K?{OsZ|K2+5ilHtWqo20
zBk403&Y-Sq@Wzse6Cv2&TZA|2793or?Bczv@~&j)E3LX?j>U><uAqk&iwe$JKBy^p
z546vYg7<<T=qPv}&u$gGkH?93+t;*Vmn^cHYM)ConDiMxsPUd0Zh`lDy<^11hvIx?
zXt}S_)rMY}L8)CTDY)NkHo1bQ!e*<Y;I~`e`W*@Xx_hUxd}~M&+;rDB)f25vTG3BL
zevd~A9&w*X8V(ALegl*v4F_oCDL4m3Csc5chdfkpui5lGO<F*iY6f81=N`yY<(mvd
z*P+96f7<_qgKC{3MdU4QjiOWO@KykqU7f^&DFQ@?_l+^MSdf$K#0zf{PYdN&+Bc$+
zEgTHdH`<|pDC~9VnMgB0Uyemrln*Fn@*K!apEdC$K^`?wYjvNky)Z=7jL;a-I3rie
z4$P4Lw(|c&g;{C-VCFFG|L35Ztl`Ccv8bG!gIaeyeU1kK?<j9V9uzx0^%N?|+8zP5
zInee6l)17may-EEWfHJn|4mt2?bMQ0^;B3*hM~S%Z^zpk3SL@Upm?<oI`E=5Xh{uw
zvV14S8B=bbrkgUCwL7RuZzFtbjC^68rYgG;?36hHtLHv4X~oES9{HZPN5O$GhHx+R
zxP&9h3qU^n4Kf8iJ?A0Oh^{6;Yle3BOL!QDO;5p_P1Xz*yv+uzso>NE6I8)1%dspC
zr^O+h;sN1ZIJG1kFXM#M9|mNIfEF?>?&k2a0fS=LK}9-9QD{R^5d?wHpqq=Gc@6_j
zoS#DHjR~-6>l8gf_RJOVT>P6vdYpDgG9?UfGM|ztMBZdPpeqx2JVP@j5#aNavW1DE
zFbes2kLxJpGl%B$3hpw8xe88;O#9-N9H5T8UaSu1H3jFr4zDSAzSF7c#ic-6!+wCA
zTm@&fTA+M=bF~hJN^#Qjt3M)ZSL1wRRga3Wc2hmoYp%8`y0>0)*qeKcFW*vde&<#Y
zC=yD!JxxMUtJjJYsUVvfk`S0$-VhG|NqE9zGr61>E)i#Yj9iR>XuN$`v%k!}rWfWV
zoC67k3hpsrmI@v+#+nLVVuJxw@QqT5uIYXnWN}HsQIJsyN2;;X;u6@BZ%<g=iTRT*
zHJ>HeVlT$CS!Ryx-x(ui5w3ASR^X#)89-GR(H+2s{!}%?P!H8icyMFznBxFbz<b54
zyrUIyN{;&t<G>E&dWma5w@1Zk>MV*l6P<SUW-giN8UM2=cK3n2V`GAd(amoROq4C@
zvYV%Qc2sn7DUY`Lethk|vgH;XdXxw_Wi^K?c%JuaMFlU`dbOH@Gic)|xZ~C=a|jPy
z4ez1JFX4qS+4qkU2f(?;5=o^mRoV^DKPRwS*!1Xfo=j|ukqdztuwbuP=0dRCtK27d
zv0n*VzUC4U;rxEhJt9wY2@YhSxJQmRLAU~mkeTf9X2^dUTO7#o5VVtm*9^Va6<-RQ
zVW{{L1H+Mpb(#|FhW&<YQ5v)dZAFe7YikP&nxnNTiz|4ICz-3@3q{gPDl)aYJJDe+
zm9fb~c;<5=dlGom1BUR|w;XijAhWQ%c!-MOXvc895fD>X2PZPpi8CSM(nO#R@EDTK
zx#-7lvm{>n8}jBC%x#R4NR>eAGtFJ2V)q&r=%=Xnh%m6ZoZ)ukAXZ`F^Kuv^=H#j3
z0qD|k7$_vD<z2PcU06Xj<Usj+QF9bva)E+ZL8s{{_-e8rw)I|bEH&Di2l#E0Qt&(G
z=CbB+mCfZ;Pr;+sW)$iEJ>TQHpAh!6hQp5bBs{^p)7c#Nx;rt5Z$1&$=hNi~s(m%H
z2o#WL*hkY-kqnwNnk<%1G+823D!~eu{*7pOa;edHfFuNBSbIecA=h)ddqKQb1I~U#
zGB0m|bH%*e+nnB!t1r&c*v{;EJf*h&k*F6kWgeDW@(bbShv%dyNpO+DpgjrN?X!m5
z{^WE{xL=CvB3ye6&Wj24IYH5}O-2CV!5*w>7rnmlWw{aLB)|gfYyso*N(5QJ9()VB
zl^W(NWZ$^(V*oWAT|^w!0<S)5#d%R%1~5nyRRQWOW2zzuYPw=?p_mVNPVVrHTAr+^
zoj<7dHX3s07lMU$b3c)A+Vk$1iX)_M-D2yq{Yk&Fd6Y~bH1eY;QoVqtz`1M<Y<@g*
ziGz~M1)tcLi^A@7IuUhuX3Bop<lZ+#yPO}gC(@UESo=sf^y=u(x^oUzp7Bt&yVQho
zQ;&8qXb#k<)@Z3zQt+kKh1FHf?|8hL+%H*_=^9kAs6m))w*`wjQ0}!@rSd7wy4G(|
z2`}8D%gdi4ld#~Y&0FM_kRJOI7JCR+aR>UU99QZE>~Rd(!5c<4gYMpV#*Vj&Vu#03
zMahboQDH@)`wB)^bniiDP|#=Z2flF-U0LqSfbIYq!#767*bOKeYEBq`rdI$+VF-6j
z!_x4gVOXw&=lU4$nd{}@H}JM%)&GWCRZ<J}s`6yd_tmo{(&vk+&&@bl;98E9mMU6~
zq=ImnDe7q5F}d!?Z}DM29GLl#4nmOk5)N#;Ys0dGCRSj~i+)Z?TCjh3q$DkpgMUC*
z01dTt1$3k<a=u55bb<pi%U;Nu-q&Rt;P#B^Hf<n!j8a)EHLlC*l|{O`q5IAglI+XA
zb2W#YhNg>g+R)NJ)r(RUE&a{grmLSbm*GcMK-s({EA|1Uu;8dvH0WkPBB^Kq9{>ut
zlEokiSX{vnGI(`hv*YM5`U;Q+Dyewx-#vvMcL(QCKd@dKL0S}MI0i-FFQlwJKxy}7
zr84^{I{RX*LN}4l5lh^KlFS7QBeVafm>_Ex!;=+R_s~98<i3*6*OCg(`aQm+$Q`c@
zf!qa{EVT!!xm%+CrfR<Fuid__;JzENo`QSq7U2r+5wICF-19?E!BMhD5)Q;bE~Il&
zvkpw$ZxSGk7D(<nueI9{nz$e0kqn1rkCcVM@myZ&2szJVC(}7#1gFxuL7SXHXGz%o
z|F3M>SRjp6rA_!7OKoj)n7qdG3LXZ5qqUFKg~sBdwk<Y!rKz-!9;sK-&zZ}ndFzZ6
zRxZl|rw-WWoi~*3-Kz|>WjAcL2TH=FRvU|JO2W}@H6w#q8TyHwP+>-=l(TmR?|e>+
z`?S--GnqQyjESH;hOtJoISlr;(VH1K2hhqWvWX-b$!~)$ID6D4{v7&b2!ELe(k0Ma
zO}cAD3<)y}Xmg`qbUNC6SV?kT)xw^I8&ttVvbv_H5HzW;r*?}lriFd#PK$18flOIN
z3wy6ey->luC>3g950*eUR06;<<U{2k)PfzAfDFov$d?)m62sL}<Tay68dM381et`_
z&1FEX17%NIW_VfDY-+`3P#U72(zP``C%U@0+EDNg_g8$aCOIeP=dKgl@srw!<+QX`
z(u5Oi`YlBu+%)f`6ufoIytS_2EC}x0QSe({ROu<gxkKyM)6Z=J_hDybZI3KAO6n;j
zNo~qDR>Gx$gd;`ZfyY<UA{tBV=ZDd0S_Gp?A3gN_#M?l|fpET%ma$fG^s7U+RN-xn
z{uk(z{nZ@Wy9tbNOa$!R%yS%L(tb)Plm%vWU>U@%8Lt)_YwD71z1^;;OEz=8r7qK^
z%I@;=?c3^-jk|Z&H&t^#SnsLkytnRi)jTAdUQ;#q{7M)qILL+2Q_&kyx0V4t0M%L_
zwSi}W!AH@$YzVf1@9R529{TFe5ZZ$cWV4H@T-ZccarhmE|3$WIvO!bdQ8q!T*8?au
z2yN?#kHvPQA>oTPpXjSdPAyAcbuP9yHuP2GfVWz@n`r&cor;3DZr{1XKP}>HA9sUw
zxffuGQ<Y6k7@OXp!sHTzxZPm)lWEW^b1Px&$+`1`_!3<`Bel-PMtfD;A}fna4XSLB
z{6<LD6uh{!RN7Fsh%1sr;Hm@Xb6s`=-BoYk)i8N{Ub+K5Cw($SR1bztp?e@kZFVtW
zG7k7V0gX;$I170l<qC*Nh9OJ;k15_3g5H@|qwq}AT~VXBRkY&D#wy=gthK1Npx6Rs
z3SQYXD-{Lz{a)lNI4Fkv?%7f_JX`Xh94a{Ii`s@OgO~`L5)Q1M<kIKy5Gs0F^#)~M
z)kYlSsC~=}5_Li6?mjUG`sSrf0>n!u7Y+bH=bP=)p!q)<;#o!)228!NL^i0#_hQ>`
zEb0;VT|cR9LQ<rrf-mxRRojq*DD?GFM|eA+fgbrSb_-_;BJPyS-Oau79AcA%oBDiW
zy|l{L)%iqak+1a>yczE-Dz%~9@M}vYea?|gE~#^ivc<p{)8`_MMY^Qm@zMrO=7n8e
zpi2#7zfxBQCAy;29N0Htu{@j>p~fOy)W)y@5s6m>n)(vjxacl`5l_D^L+!e!Fvzq1
zOKH3Nb{4da(`c1Y0~AhSTHv9*DNTz+4ReY#z+5V7i)7t0*@iYeinP71439*E97qEj
zC8^dcQju!4NEB%etHlZTm1gEg-G81b;N`sPG{>Xvk7vMKtlydgIsk>@U&`0F(A5Sw
z2|B-kRaXD``2yIO(S(7D&~8vVXFyj3VG&*f<19u<IRwKYoFJmQ9JU9|W>(gK1!`x?
zA+U|+bE>+%5iYb<b$PK`Tw2r*)&i&3(=~akZ&|u#$)`ToHIy{zs;*h{Q{k|;_Ij}1
z(lvh2bBE7tlEG$A*Rb{mujrb9`Lv>IqH4d<8jdaAUu^0cz5z04ID(~>#f{;6mgt5a
zb)m7i3Kb)w0&LuPM?cb}G+^qHg4b@lS+Y-5@LD_^s0uW6#M$eqdEvq>f@j5*e?14(
zbv=biUNSku5jQw8a2m{>%OdJcT()<wA#b{qN#xPlty*tpV3Sg(^EFeBZ`pOY9$%{F
zG+a48qtM`YQj-KdVB_T$UFfyaWH<aVQmB|wYnq^=i=Aslc%lxLDd;;S4j>a)hVVou
zGG#^Nkt{Hf?u`uU94M2>&qK}cWO5$Zb?LG<00ZMvO!Nj6G-!G$*$+?<P|b{d4^U8J
zz;q2;SS&GJ(_X5swslRTX8DV{hMRrb*EK<Lqv+}y<}bwKx@Kviy}F@mXvj;e!`^%z
zwRKIY!Z(Lw^TKdFrE6LXtCdYzGg@HDc9bBPCue85nJg|g4-*^y7(*}J#c)>Du%&pT
zq-$!8MtfseLsuJI*EGl)qr)23E{3|s^GnWxuJL#y+154OT-ji{hF2{*e1@-fnvt$?
zT-S0`4d^=}(G>=V&RzpHWurH>MJopS-R=-h@7BEpL+`ibOb5kdm(JNF3BoQuhuHyg
zu0<}-l^N*Pv?ZR}iKcpa)uFWbqI!SIp)S|&zY{qA5I2>u)--iZD`ccMtRcM88rD=y
z-qJOGL_9qk6jQl0dKvNXB{iprbuvhOH?r#99B8e{yl~bKkDwnP5Z{352g<Moo5Ka-
zgA%)o?DiUK>Y5M~dZufd1X!D{8N^wmA#1jP1)f|=5{xk4UQQN6+CK#EjFGKn$`=Cj
zpsL|*FW%EN;UZaNx+Wa-+6`4xi1S`_kZi}rC~&{kzE{0|;5B-~6>ZbS^@<u;p+Oge
zSt1sqyi{Eo4ABPGXhV_5_{n5v@d()^=(ZiMhMI00q|tEo18qvGwc+IbhPgCEOMbC4
zq)sm%ZVcBmss<%b*F+T5>0u28nKDE&Tk!7Ic+At(0sQV{Mh20p)xpdMVCZ2u{>8M6
zL!{Z9>DDiy(@;jl_a<s0LLJ2J3UV5nug`+Lhl#*uM?|-Uo=fwG2^H_V6}bI1J(6Cv
zM(*g5wA%6YK%uB`E8J`yQF}YJ?E4x=EzTo<NQ<C!`NR3bA9_|um@8>C%Q(NRF%^c~
z8{!a*t-GWJ=9VTpP{Hdnpn?NO4E2*u)@DN-HwT|2%66l9w@(_sOUNE*Rl{cnzSW?5
zW=@~9k0^fT7aLAq^D}d05cV}cTZmXv&v~T{8&&sJ<taMc&77p#D?_f;OGQJ>HY&s$
zzQ4hu((sw~!eDThH#OG$;YPAn*TPl3k?6wWirz@=_(rv;w@afM=dRu^tXDOv!;M5c
zwT7<o0*eiFO%!(*LR}Lr^ah@)$?-P%6<Da|Y7{-M>%CGd(ogb;`O)yn$cy-}Ptc}y
zO~N4<UNw%M7_MXeQ`tnMJz#H(bbxtutG}KBlkwkYa#g4M$LaDS2Fm=3A-irmE@isw
z6m^`M?)vu4Po=MuTX{Dh24n|-tTL-H-nd6FhHd2(@6eR1YFeeG%57cayWZ`}ux8zC
z`NNtBj7D7(c|ga*8oWqUH3^@*1v2}IY$5{To$$yNQ2kl=d?qo#%#Cco9?ld7rDhl!
zvL~-i!lv%YTUcVDeuvlYw8LSIZ>}|UO*2R?mUPV;Z6r5zO*J_%16@PIL8!-7;2X{M
zJ)*oF)RhPpQ^+V#0b6V>Nu=~zP5A?+q!;|bfS_efp%IlL$x64BOO&*AMLE9OSZeD>
zOxpGrbWMLTYA@-U_P|@<x&|aQqq=6WN~~dx7x?{#uHk{%rn-i+<ic=h-onNp9M&|~
znq1dJyySVh2GlG5iJE2<shS-3>ra6YB%bfRsDw55Q4d20XVB9yuK9l>m<ej!CLgJg
ztL~p<gh!G2e+s@hny8`UPY9gXEz7p$Hjr{~L{$eLUj`~PU7*5Cl3x@8OgJROh*_?<
zZV+ll;@4PpQ>#ooB#m3TCK@cZ?x>mq5Fk`+k&gt+J+2>#TD^!5JM+QHRW-sK0Tv8)
z>Lp$6g?w1;*Z(7u>3<JOX0!fQ8dS~h?;|g5H`$D#ltV!9P@Us!u{j*I*GPV%CT_Jo
zRg>ea`w(;!#C@ui-7*Cecc>zU4aST5Nm}w&hDvIu%~@5m)Kb_eX_i`Q(pKuOQrBR2
zG!v|lMvvcBb~gMW;{=^0Vt2*!##&>jB6fQ14Xpz7lYUaF0OJMTOq!b450)ZU)B|fa
z*7`$DIE+_|jUgJSu`$%Eqs91LjXP?u4TcDcLKuxkP!zGP>0IQq&!xeVB+sN1ocv}s
z!Py{<b)bTA-;2DCA)d8a3h5F<@lqJ}2tWU;?8xr^FPQc0$xOL}nFKppQ+HiwIPx&>
zx;-_D+-+y|iF9I}fn`Ztx6}G%Z2}bYAss61ouEO7(~DQxkkCNmT(8`nc#8VNXM$U)
zAqk>;hn_ghkIlpUx@NY(Irsmu+$^AR;w6m7z9b0{1bo=!YH#6L%a_x5xDLvy7Y@9p
zdI}7mRWDRq3<f}&UP9IICA016n#fscG>0|*T4znyv{%<ysB7Y!Y#6GhV5JC^)HYu3
zlf{tgNBUvA+18IF!;Ml~*HEt=`MRc6O0M75HGF~d+q!0xc08_YSi9C3_ST_2R@F5<
z-maOl#xB&DpO?I1q`+1d<I;|#fQ?3VV@_6-y%iAC(_~cCL`BDM>l&XVX>(XpS_?f@
zlZd*1n*ny{h0#S>EpEFbb|eiX=48-E#*h9)zW@)+rggh#b2ga}`Amhy>hbPBgcTH-
z2To!h2G_~|i6I|cbR4&)-`{d+k<0g+1?KXF8I72tn~e1ITSa%p)rg6Bes#D2QMDFv
zRa4-r)jLYhEPK(~tw=xO-3o%cq_OF?!n*`eiF6HG-Cs(hBFeq8CPiL1g?5bkXXO72
z)slzo7lbVoa@ErAzMoArg*2e^iFSQ#4jA-?=N&QRTYYMVdZ3^xhIF{<5pVE;u4y((
z78}wKX;4$w<RjV|&Y{EDCe<~x9j1nK*H|RI;p|qzVr!sl!g#=kTY@dJo|Z@DRGg-m
zu1VFbL2F2n%%K~)Cg`}_9QL;26yv(49WuHwr0;66w>HG@N<JtJXIjJbX1c~n-rbb`
z#v;3moxy<X8oWn+I1S2EHk0!sJT_zF^93*ud}V{e3PygUjc{I10R@9<sV#+^&(S-R
zi<}t`0jp%&LA-<A5gj&^&4iv`n)z4rZqOO((?OmL&lF6aziZ5<2wNKpnHCSi+p6a4
ze!G+6cb#AteA*g1uP)J{Q!8t8?bPbgJ1y<J>ZO=BbastMsNjjHej{7(zySJ^aM=Zk
zaBn(6x?`Cf;q2`+OtOA|`V3fw+}kePpaBs^24=ki%o7OL`$&(W$@RN{>>}-O>zArS
zN8HwmGtdsYzDqWm5?=5~+fg3FtKMQyyC2uQc%!d}%vQXCjw@Z|Jf&lUm%`1Ijt!3c
zsh);+YT+;rmAZ|Jg!@g?)SllJusk#dD>d5G4#}&`S;cNJnmcgF-_Cuu9TYplxp}rc
z$R|ym5e|3|3sq16FK&=f!;=l_X*gReaRraoKsT0fK>JT(eDHh$9R(!{ks<u==`$FY
z<x5v;Ks6D!7dhW2{v0q#FbMuy#y9i&v%n9xAty{=2FC56Oht8+Z5ZVU&z%Xv+L|xZ
zx0HiMva+l^wte3Hsk9&U=xvo!DPoOHUy}^s6^%FVPT=z)iJ6gJUQU=74&h)*Xn5!k
zNz4ynqv&M^)nE5t0X4Cu;(%LG3)4x**dfpeJ1M(93c3h6l*Lo-F?p8icOQezxe65b
zK$ZA^C}V%4H5&QK+uHBf8lLi}j*9JmLj_Tm8aj6`Fx^$ILxoxBZ^RY6vD&8t-3?1d
zDV-pr>Q_`c>)c|s{&4y%O;($Ma`ooLV6mm1YMW-Sp<<v-o@6Qpy5X`#uI9+&4OhiF
zbG}ktQtw!>mYkC6rP*2SgbMDl_EM<eoHW<;)Og!tI++KDjU4GIqiefL?&70+IPdOA
zpN-HJ>8pD7@Q0pd#9J!YGH8MIm(n&lnFY-cOYCQ}HkkvAqmy4mc4hDvrf8CWT1Zv!
zYcf;rx$O3)Co`XNH&xNen?rsZ*nu3%p#DPUY`f)pO@*~VguZJMryj4bq|f?cEA&oF
z+~LLOLt?|(>{RCI3XqGh_FKj0zK&3CwfvThP%iteO4L#Ti++pvzKS`9eKHDS7N+d~
zs7!4^w$A5T9<%43Y59#-B$ICfN%}-R|2dx;Jr(chFA=|@yDb8rQSi`Ax@`q-=ljgi
z(aPb*FdL`O7JIsVqf}kMDCW@^`FxysZ7MH}H<LsMaq?t;po2Jl!Z&m*DDUTaO2Hf4
z^4HWwD<eti6FpJryA6K7@ZWo`Y7Myd+}JSNMSaCyD$-i0{Y*Coi`vtJm%?_W{Y;x)
zGtyV`z{!<gs$G9<-tKP4w1qMSgf9|ReiMiSZ!*A4plO*4#RAz^k0Vti#FZ3!0~+(t
zf^3_ErvL~H4FzQV=YWY}R*y%r<tAaA-9IY*RJ_!Jb_9qwD>SJ_(`gct9D2h>gNAY|
z2tz{CIqI=}=|t<}nRJy@fQ3|~&m$OQex)a!vX58%in@KS5YoC|IzO~XucdQB1O2pG
z%9GOf>l8T+oy$e!<S)-X4lJ;(ui{(rN=q$`Kd>q-brs)YCu4Kh32{SKQNEO{zvL-j
zN*3gUC4CQU8pKk!qk(18zP{}aIaRR)Wj5&h2;UwfX(n&$Vcn9>+CZ-xw-)7kPUbph
z_uaX&->JD3<%F}rtFHDup=^Wr$~E0wTdArMHEXOhP;YKln^fO4hct}qn`y7)wfXP{
z8W6AUn8A{=)93LDsU>fqL0cjR()b%g366^_mnfTB(S3&KDT-QAr2UaGi{w8Om-eV-
zrBXIgnTo|VJ|6ua6nV#h-y8)#Lmq)Xe?M#2cjZp{+>=SKOYsdaFFkmt3bjGF^l2G#
z!h7|7>2r;ZX0fS4P8J8vxC&JHJcCK77?F4@A}tj=;#FF`ih}#SUQb8Nw|c#lf*1Ts
z1>>g$xYDb%RC6F9qEeXVS`{#u&-p!|sweeBTs`!8pDd*GD|jb0d_{v*<SS+hwPXma
zMzGOJk*~It99bdBrjjGgu<y2qGIz<*3EuL>#Xu`D{o2MbQCxAOs+6091?o3el-ya}
z;7rRGmRwoX(x6>qJ*MDowrFa3#N0K~(D@3CLB6UI5Y(ETno2+r#zRYGv&?Z)chl!Q
zkff0g`w2bf>!jc_n0j^okgwzsFovJLDv}kl;~Ch7s8GvKDnvf~Xt4%==wSk3ah)as
zG$T*Lp$S)F5LE9J%BwQ!r9`B*NBQ=tG=BX64aQ@_s(&&Aif$M^6ced+czqVAYytQe
zdnEJp%0egT$;7>7Z{6C|I-cLk_cnF54AQ0=-dt(-BbnbO7e)(5=E`BEN4QFG<E2t6
zA7G)C+63Lxg=apU;uWR+_3%2_zX{xow3q=3PmdU|r#b7jJVU)Vo>Eyla;-H?%SLW)
zNtX#RJ8LU414{)gZ>=9x$Wl=Upf&w9SFh_5VW!T$=5o)_`N)kTcQm}nnwCx)RwQkr
z^Hy}iQn;YttI4*nzsx{u?S@V!w%`o<O`RylXqp?EZmdwhH@DD-jdC_z^=dj?jx$b&
z%gCdqT1GUe&_VdmK;`4?g)}OTzOO$Af>HKD#AMH+ip>8|JOiQ%!wzu0yVp=>1aeDe
z3P2nFTZYW9@^9xwj^#*v6=PgD+rN`WGy9b^UO<*H{V6<o8716p{JzLhprXB?j=I^W
zZ*za0pAyN!%hX?XUA6qF9>2Y;$>LV>&a#Am)(@+iTKG~(bWZ6u7|so~nqW|U3)X!T
z4FAF=PgOormPW8l=5noIm83rlb58xZ?4?y%NL8f%ljFq&ntpJx(~@W`<imDLX5)FR
z*4t1>Ec7`ji^|~0Q$weKp;kooa6;F&`g)iFCrO<erWRQ`CAMGmSx>>M#i*~cR(+ip
z`9^JMg$C3stts}iXnBK{VoOVo*U*+;jfF+Ut_q!wmsghF8u!>RFm=_dHgtq0<7>)b
z1Pi^6Ns}*tc*azXQT+lccb?xmW=K;;Xe0G&KpNN5XFx<ntv?V?Vv-$rCXT0_BnH0;
zl<oT4^CF+C$d!t|VhbR<3K_IF{t4<S^qNS3MXt+le6Z)|6CqF&a0nteOS*hJXqo)j
zs0`pWJ$_3~V3Sr_+Em(HHrF>L{N#GjK1L47+_Ri$1Iiyn8_8jyD)0Hq7H?t3hK1R=
za%;1)UQvd1t2YRAgsac0yrN9g4QKV}+|w059_heay4V1F*8OQ*9AHMDU=E$)g5GX!
ziL7V?2$nmknEQrr^c8crh)=m@?hCL0=Q#0;eZ|~;8uf}Y+A_Bk-Mo-`iS*hLWd&Jn
zF7fz^4*87pu%V<~==GPBw5!6#=<5(z&~bI<f3Lv<Eq9`Ux2o+RuyI0PGkRnYc(n{#
z<}@$}SaQW6P>q{JuP*%f+BI}MN5w^?u+M-&1S*NN9&@1iQ(SB|kNK4Fu^D*?BwR~*
z{Ym+iGrxOTX5Hmv1eD=q-e!rE47AMyF?9d2@G~vD%PCf=nUXQ~=pCJclC^L7>so>}
zsXxrV$TnU5A&7NW|Jn3eUi8hLVvMXr8yi|Y^8s&ax#z95T56@5A*m>9XTe!`a;^+Z
z9ai3ywoJ;UZDoU`YK;b0Hb}6NT%$^(Wi>0V6Wiq5L?^0Q3w=W;u-RDfO%3lfeM=c9
zi>?=$%J;SJMKxv0_)Xr?uBXWX@7Gi>oi?an+Q+mMg{Fe%X*5imW35FN*XeN@zG>++
zIMk=wC)FE7rgmZFO&(W1sbF1nFJ=~D%SS3KHS$0Q)k-~jIXw=>aZ7q2qv0}x_Z_cf
zF(5~!9Q<c!Fy{c$eK?Irw5QXcN=(D<e?_KiuVXTCjI|Kn$Zv~plqB%f&nB3_le}Wr
z%ULvYKA6L=!XP6t@I>Y{!BZYfmzld9RDN?zDDm<2$}MG<lvl$ASGn0gH(;ww2L<+`
z(k&hGyWDHv(&o`7ZHIw&*Y9+a!%$$eXc!7!CB?or`qqqqHFOBF*=O3TyVY6p(Wn3|
z{Rvq6l2FnQ6r!bgUj;r4f*|j!fQ8jw+YD47LwmtDY6?z6KVMVuB~Z^)xKJ5C>4EVU
z7%$}WVo`c$79wu2yo5$PFMT=pmHQqKR4C1*z~g-#&Xe~z*CCvi7g>1)?=(5J6uc4g
zqB{(=;;s(8i9+7jp*j)wXe8lw_vcmkA?B340Ze}q?b<21!CUolR5-e5%wQVC*`pw6
z-b+bUlD(QkLc0W8e*py$egUB%w2dc$e>^oOzoUoW;o6-Su9s{NlFQM|B@Y8OeipA!
z_JI^Rigt1i83*zgk}0n-bFr@?SgDz!IwCa;+B8tpsRgSgjTYJqD|(t?ir>-GWSdL0
zqTriRV?9vt9&Lnb`j^_Yx}@XVXxuI4HQKpjQXSdK;&~a_da2!5%2#zDS=%AQ*HTJ*
z3SK3Cpoh8Q`GyLREysZ)8w!p}nC_?V^OYq%El}^{3LZqDfDDJjbx>C!&m*daV{z^{
zDyEC#<||WJTK82Mg|*1NKu2K#%4?dWKx*`KR4^D2s|s$j{~*4wCO%sNMxpvTocOpL
z#w`94-bWQsEU+EG5?b}kDwB5{&px_&Ot^^R;F|mv$!`2qOb%#Cq-dAf=kOTLBcGZF
z!-LUOBI+hldDtyd&H;PDI1bFY>9J(C&~P`x10sXd-m<r3ZZuVF6$diVv0QllS#7I|
z0cqzOI_S!46qyRT@>6utRo>7}EADaSCB3*n!nT69xl48Q_(IZXYk0L^<VgiLs%@tG
zsWk$|l~;9gBdlq!YQGwVH8q}<rr*&)-{lp+nxiWEeiY}rqUJ}74OJ2Nys@S$T%X4m
zRYe|_tpAA$s=J~-H>_a<8jlFoUGXSCd^u26Pe-hmKrJwI1^T`Qsv?T`#^PO9YcND)
z1+3tKjL7#)UIE2Xq)))4f~T|Mdo%1P$bp~59N9VXjU0ksQ2EwTyPlW>l9`9)&ZO<`
zxA8Lo=;jE9>CcHwW_w|kF+3%44L!}o*Qt(*eC72#N*?^$4(6v1;4S-+yZCr3{XnKn
zRw|KyeME--Q5v;$SYNb?TBzS(QA>sO`AbV-YZx-vS#9fB!pNZ;O<mCr8%!?%-{|nX
zu3*5M<I3H<(Pz8T<wdv8R&^kt!&g{GJ(t{IZ943*NLLM6QD|@YK$3=}Rqh8&lRzu-
zSJVTAe2cH<$N>>J=tpa9-4XSp1wAqcgmipJ0Z~+QH3dY`FarV5iEkEFg~21Ys$T(5
zbkr+=3$2*?fq}=DG-ZH}Ks!SMh@w(Sg$HyKd7EVMd$@Q8eo6%#p@%dFY5;LwpBHK9
zVL#7fE^1hGmch`At1`-2WL5uQ4wcT|hh@D450{~n>+>?Z`7Zo0C>Wvm0Wq{BK+(K}
z(g45y<pa+!RZuLvu*JzCpp*xW$ec)@zfY#z`%eiYW@LUa57zzmJD6aWEZGf`D#tLR
z6Xu#4!5_@WG>ShW#njlCOu@BnY-}s0m@4nwx@EgeEw#g<aV+eM@7%Ljq;uN4>%ak#
zV`^gm<b+7)G%-1$QcF!vPRevnQ<D=DqBMyqo*0?CK84ww#7A*4!_$<^<ux@uJ%z<j
z4*Pp6_HjE!{$}E7gAl_|$0C@HuMmSDl_F^rvxVstNn1v@ZdEqZj%{0Z>`?Id&TY0%
zE3`L0zH5(yJ9~ERKcL`~&c2CB1&1+DO=<Y#)RcnfCa083d;#V%`7N+fiJhC86nUWR
z%x9;jrl-`6%JlTi^psN46Eib2(?UtVJGD;EFhoABm=PP<-1dnyU)I=&ME$rmwtc5S
z{rEP8`rYGuCF=L@-Y-$_>~}<ZFGTYc<^+Q^m=vFEo}N!kiVxJ0Om1STPSS-*7#=fH
z00z}!YG!(Rx=xNHrqJPL7KS*3S-TF;&L)%C;r)l)ds8a8+TFZxfcvr;Ge$-}2SXP5
z(ZqM6w{01>v9LG3UDF0t13a)-4RFE{14~TdhcNN$V3X70%Y`$!#59|kOF-q(#MHNq
zdt-HiY4s8_BsX^x@i>F|+wO%iCT0@Y)!}6Fo_oX?j~t#$W8n+;AN|ZjSa@NPoqp;E
zM*V3_(_0=fh!Oj;b)>vyBxa6E(jK+8VdApgHhSqEfFbX%3!Ltqz#+qG*J1Nc;#WgN
zR#`ObW>hHqe5Qc;(?~3Ja$<TK$Xa}kV48u|IECTL(-?R?3j?0TF9fF!9u(i{E`Mh3
zNG6Mg)5jio_!04`;HMuy`y3W(uf6d4>sa{mSKfL5z3-pHkDxXZkNw_^{oidpe0|g)
zF;ncb?Pg45f-CQ`w(Jlqus=S&XOBiaej^%o=Y-spNXL`n6VX#_JacjqmwzrX0Y+_N
z0@DmkOifQtbxBnOJx$e(`P}5>--*pRIW>cnf8^#g6sAQ=zTC_Vegiz2oSmITq@~<@
z<P0Corst1hp?Kn<1@UF)tLL7&Z~+T9-hAb)x3IAM;kzHakA)9@rr8u<Bj-Q$kN5}Q
zH|IC;`^X7`UvnYzB5$BE^0}?RnPP@1Sk$i3m?iSd?cY8|_sINm_C81MihW`Qf#Pvf
zfWG|&@y)Ho1k&%!%+v(16W~(Q)04=XjP7`10(g(noykoi&T!=~V)isxef)y;6l|6$
zL4>)P>H5RzM1sv{$}UX)U>9DOx%aSp7~kvV^GC&}tH1EsM;;Y(4=$I=6)e1c<Bhk)
z+~5E3D<6It3m-O{&97pX!>@k$fy{EqKX|{fEZO1vH<xQ~e3Bjh=eY5xZExLjI2R+`
zZ2CIzjS-V9!?Ggdkn}t{vUQu-g<H*?BH`Y|&Mh(v;MAUR2RC2N+1GstB-F!ThKvIv
zAPL|NKn7{?krM}lx*TA{4v8HRR4|F(;+vcV&X<^yq%aMPdKx#!Oaj=~%_I_l{AT^3
zd)$M90&<5_N5rmt<o*Zl_pos8@y9>=1Qwou;l<0B#i!eEzVp^~K@<G_uQUWYzWU*Z
z9|%(T^84=#;`ng6aq~TavKw!`DRB4YSFc~WDzN!{<?>6PB$wA^Li!82lOyJ+wdF{8
z``GAKOX4zajqR{yasQ63yO2NKoZPkJz=Xv5)c##lQ;3_1{o-8c<%~eaq&VyupU+KA
z)pM8@pIpTq0(2DvGY|ChsctTlgFSRAU7iO1K22bs&&<G<#{nksNAN25UiT0d?#n`R
zEIfAX<Z*_D@~JaVoyEfI)t6s-84F)rzWK#B1?0mI-+LPiZ+`IM2k&B`vAq1AK*k5J
zz46u!EWB5J_4;dAxEWMmdPU$exLlF_Ts(iFiiH=SId}f*C-C%|{iT@{`PNS-OwcKw
z-h#O}Ro=_(u$y##OMClPd#5_#-A(OXyA*ui?%jL#>im{__w3jCEhqQynV3}YDQEB0
zw1Q7f9GIF?QX5GP*vxs@%}>k&iv*@KiH;}};#0qP$v2OYmnn2(%S}z!FW@I%Gv(<-
za%TD=`HjZegKjdRUUT@~BZm&D*F2ER=kf~vg#YNHpHuM57cO2@cPZtoufO@`bp?Op
z-S^&mOTpj#%6sp<qu{kKFTZ<J!Ee0%*3EYn{N`&{-%{uD<>lbwD>dEznRAsFb^oRF
z<>wW=a`D3RFDUpkm(Rbb57a+*@m%ndf<Jiv{L2>st`_Dm#BSSy`)?fh%-DycAoWMc
zR>9x)?J#!<{&rxmJyf`mzajH}9L&jEK#Zsp!bSy_3@mS&EEtE8a0LTXc~SABa4Z4O
zh!9}>9Mbz>n_j@Pjx6ALc4qqH7^rD8$$MsIgu*uK9u_ow{oW(FL-z_1a)17zoM7%>
zV2j6v__}=d!qbAeUwz}%FTR0=SHH6S{xTL``=If`J3_L3`JFG{6qH(f^`_YD@4o!}
z>w>J`x_tH}LCx1or!I@fUp(`L^MZ)aJ@wT2G8P_v?tDeO;{F#eSI=W1{qn^sO8K%|
zJzrVC!pzI%XYzLm{Z3+J)y(YL-g_7T_m=kpPPYpQF+#TQ6&X{_{f?NC<4~oaI+Ko&
z24#_gR7in|`oBoa-!{1-qzC39!4J9F^NER%jl(v%Dn6<UNX=$)Q#0Ks#K#(MCXgQx
z@?*v!5TvlEQ$V`YH}Nfr!|8hx;(hndKbX1~(fh!sKl`aqiNSpC(ZZvT;yBNrDW4In
zp&DE-KaYi%zWDa5SFmv9-Q{=Rl+5DBm*0_Cy?RsNuyN($>&Pby%g>#u;w;~Ix=;~q
zFP93J1-pIXV)62eSU7(EnadXiw?1FKcp3|bE<b-!@TFumDBXvJ>1z4$IUznSTzE*Z
z_Q@}l(ld9_jE7m-#MrW#*=?Jc8~ach%>R*{5}zYv$9_yN+qHAo57-lq6cf&bBM=T|
zG2jrtGKwdp<oyhOsu4uc2QtI^Bql#*52xh^H|_Z{pcMG^2=ME~!I>G!&S&nqcUBb>
zsd*Qb!<&a5csO^j<m~r9QaCQe@#BjZ7azmIb7x*Cl>~xcxbnQ1e)-kcUls^{@r$p&
zArSoXTd&^~eD$?gUwv0H;TN8NOVDraxu>oOBEA09qQqzU%&E(-V&U`WOD_ttec;8)
z718rt_4yZt&^s8s^xSblq|aSh6oPT;%*)5_!3BEa#iI$So1J*(u-tW%^N%KF{@Y3S
zzUhe}vcDk{+5o<{kzA&{8!V!+FPp#=3^FE+17|Eog|I(Bw;Vt<sNfukPf88YnL>gF
zCj9fjaajjAF#-FN+yIVn9yFt$pU;7keH6cGHIM2Mpf84qPE0H7Y;tCHMjL9#k)gAj
zvo5HB(vF*U(+N5Hne=B49TX+^GoL?-_QUm~i|3B##U%Z+FFbw%M|k$aYb8N*=PuVS
zKZirSdgDq(v?;xF<BdRc5WMrnH?N4&)z@CUfoQ*erF!|@w?wlS%a@mHVj-V?=Bgm^
z!s#a}LJG2{PF)VLkiT&5`E!D@gGxm#e*(1a2jl`&9!cSQKX>`Qr08(UJ9l_mTCDSr
z&#F|!hmXw&ttpx9ZkfA2Idjj{B&u8|C#Ggl<HvRRx(ZB{=Y?Oo0Mhk8BrIeUaagO*
z8pPb8EJ9~AwtcVu+QazR-r@Jg_S+K^`m5iQ_|?3LN%ledEHI&oN%<^5Fd$*Fdpw6W
z-5jVL<YYQAP2e@tWd2HG8oyvYjqC?j?a=g8O@3@*Dw&?1Qm>i1_x{ARdi_l9(L?&{
z5$>@<{)mF-7Av3C_koW*bM;(7U;e-F#&b_8_%m1DI`;(yfBN;e%TFly+1lGzo>B11
zjkn);Nx@%ytM=M;1%L6CH(q{S!7sdU_3En%{=|zfeetS-Km7bluRgCo|6P9J@-qs4
zq;&D=#s9CWvx{vbNe(b6|E+&y+Oj3i^fYHki4r9a#S!&K{ZJB3{ZSMth7>7Ae@97>
zY3S!DLDorFE3#<Ai#2TQA;uo=aGSl{Vv)lgF1Z|nAP<*^gaPsx1cy9bo&yBQL-Lm7
zG3n~5qLGL7k{?GiJyX@y)iqsR$lD96=`rN`QsGG$IiJZ4b<+I~PX~460C7N$zswx#
zpy$9k`gNL^Ylg`+<eJA%Vkk21RT*)nf8>lajmkf*$Pmka3i*Fmn82oxaR*)iH^*Il
zt{E}Oeq3`|#<lCto+}~v+bs^qoS4E2hrC6O;Ob+SoEB#pYlEPO7{Dj7o)%{5F~@-z
z)*X;6YnUKgmnr64Vmf5$UdQi(Le75fsW%B-?&#6Me=T<p81`n`+)DUtUG@y;yS(y~
zZ)Up><|s$u{9$6)?vACyk~C1o&7%X^V|FXgPfzU8=Dhk$I_#HchifoNsh+OcMzwOf
zf4Xa%g8jYSgR1>;b!U4Wtmjpte6ak~J~Fa(x*><_?!%L(@<P7q9$Lbk-Dx=u=Bed~
zbdR;+$!;IqMX;|!x9_4Oprax5_&gX*(!5+gF1=m|9x+Y0<Io{tjD9MnF2eP}uW^Uy
zDVL5;XKmC41>}UJs;=1m9x;KB7<V16L!%Wsk23QhR1ot3=N-F<PFZt0uid9@+r@n9
z5xKj~w;wjPb8mg%CU=*qZl>AX75^pdRG0}tFHYOSlvU?nfI}+-g}*QhTsJ&=vt4@<
z?u(NTt#^4i`OxisAGtYU5Z6W)x*EQ9YSr=~_igUQx{;feYC4KMwtupcM4mZ#zE(iK
zyMJ8SN4|fwcYcZd<gD`MGvqHmtz5iBes;Qf_8j?PwRBoVzER$MRzaT3ENyHekK~v0
zIVzxDJjy4K>+7d$QRJS=v#d$?yIP30(|yIJ0_5bgF4L>iLl?siJqKZaIm1e7jLFJ>
z4xF^rZ-)vHXw>YYYZkc4a_TSh)R?UN{R2>k|1g@IPP<0DEC!_aUI_=q@d*?K=qhVM
zC8X~yhQeztaTzqd*=DQd&Fgm+dw=@-cUo-Mk+(i{YtXqgp$@VSf(nLBC@Ukp^7=2J
zNS!Gha>pMDhvs*^WiF=CTHPro+5auRz&8lR=rv39aeq82dbcm);dO{$^dt;9hL5jw
zdSpjgel{Rymd4Jrr1U1t=ewIz@L}R|cP}T$!cVu3%kWpn8%G<m)%oMi{SDdHy_1d8
zGx_O!KmYnIwEE@K^vk#Mu&Z+BMEaD~jm3)ehBD=)wE}$TFK#SKkKezzwk&7$`pVX-
zbgy`+QV781R#xXa?D+4(tYv$-EYgRzh<SZ-p6zlJVRrqA^pu59{g=WesaJ#;p20Nc
zP6*2Rhyf3JEoO5Gvvybb;T&G6H#xowJAN6ThzYFm0Cubq&b{;2yqJ6o`8gq8Dm)zF
zax<snR$C1o*fr-p85QEUu0NDv>ic(F(NMNNQqjaPMOGaU&cBRO!?t2UI|Kr6e|g;x
zfxrj7;3xfC5LTxeo;Yk<@W3*R+Cw3>K;0!QQeaZJ2+nJPEQ^+WU^mm1UfY~`D*Mwx
zd9A>wmGY$gG<sS-2M^^aQ(e2-lZTZLN|*A%Z*S!;q-VKOS~!<MkJ4)DxwOvJt>lHA
zVO_4yT)u%jTAV&Smw#SO&Xzajxl@_BqJ0%}WmdYKM@A_*W6MV?EG$WDyE32h+7erw
z7(oYgysw-5pDx?~(e>IVrjSDK0eI~gTK-<p{sJK+7XKG;TOiX3o)>s9e-C1HN!nxz
zQ_aNe^zW_(4Ck1m3szR%a{Na4NDgrK(_!H!-E8?s9H5&VciL!xzV5tFev)>psf7k&
z?cR;HhGWxmPo)8!yB~Aj7`Ro=Y2*A0OX$}9AVh)<)zJku+A$?A{XPVG^&Qbu|1|Q5
z-)oXlehBEB&~N`al-1f9#QB?Qsu6ZP2o}`Ptj;iI!sd1Z4ST$MFz!eD<UiS38lvFD
z$?A5Nf)mx1lSAaCo#IQfyQTHg)g=WFR+ld?kRN9jk105DJTtdVL5rhAqD(=E7paNr
zIr0~au_LnUJIV2#B`WNe8ZQkZ?@mQC)J}cAFG2Q|$IX$(I1>#-X#C-Qoq+}q`n($1
zU0=OT^k7H>xCb4y8Fu##LSZd<y#V=0qHn{d&W@nmw?%aHJK)b4A^AJZrA?@I4gI@t
zSGdWaWUkALv|e}Krh=F3R@419GWxf#wKPWHd)HeT4IW~)qfuiY-E9P-v^E#Ro3J!h
z#xYe#C@4m0%T;@97Q|$qGc3)iFfm2KbEq&u#h?|db@sX(H$;;ioiMoEwCAP_@{O2Z
z+(A|gtIV#SzRY|v#_;_Si!8R&`y;ln5ot&6-QJs}y7bobo#Hg|<ni+6D)P!scJC1R
z*;@Ye5_z?-{NfGrtwQOPmO}333rDYzKVL{~og+U;B$g`3cN2s8HA=3U3vQ*6=hEi(
z81lh%s6a__9n(FtUgVwu{{TnMgGNu|y_nzQBd!@-*D!NT)8k=?jzSH-itt`<*#(Sj
zTOfu(7p%^!8RFM-K`qn}%dX~BcZ$zq3~<~PN)<Q7d1_i{+1-4zrS%`K+n0KDM`73m
z-qx&96LjSP_aHaaN8CePIM~Fwrf@vo663V+t5xp!0~5ReOJT5+l_Ct4YOfoGx-5(e
z#xPZ3xU$}2YV8Z5?NDCjmaPz~quX3oS-Z;8ST<C%8Vm86?}@u{nw}h^_l;tN@YDN7
zp2&}NBk!KiCZ~|cN}Kap<jd8qr6Tgme&K1ER?e>GP7aV?<#VT0i{)iLdq{e5mP>Dv
zzC6#)7cVKhF+H*TjEZk2Bl&sck-5$y>1lXcFLoghB#Z^p3vbjn)X<B7-ldUVc)3CS
zKogz~qsPXfCV35Zcx~<zL+gQfe4_hvC|X^WRWswa#qa^iLL8EXgk27r_D*OFBbc8;
zbzysFSVy9F*`q$z^z;pRrFQP_2w)3Lj}qv^77Tb)e;;W$XL=`cG4Ug{FnqOiNQjR!
z6>}XGA$Ss#_^i0;b+N(}6052-s`ivscneEng&#=Am@FXaHHH2#m8t=0ilKhgE3<J%
zrcWr1GX`@F1yaXKx<WjeZFE3AH9t%p)=Espr;(?oCu3RUE2VTSjePAeyG(p{H+is&
z{3Jj7j1126^z_y-DOP53`HU1OGc@-C`DQvicT5VJ4CI!P`zL)XVdS16J)@HW343B6
z6@{CmC|oECb^!SjT3Fd}>G}Py5W6DO;=W~z-yH;Zx?4O+#k5m}<TlQIu6iK&{}YAY
zf=4E6G6`QF%B-gBwGfU7xSZ)w*$nW}k@1_h!Vl@Cb!=C$U*CF81~}kZI3h!<d(3&{
zNue@+Y_C~s4wbp0x)of7z}#*(3P~1@EHg!Mt5o4haVw1qPr`{*6>$eyx6m3`LQtQu
z6zOrO9pc|vZNRNi$fz@^C=@ap%5w!>8)YHwZxjw)iT8PsdrFZpiskg?ddA0*&o6Wh
zQ!Z?FF))}wzOWfi5YO#d+Z1cr+3c-SY^ItIZJi=NSPU*zksl<x68p&4=6vxAEzo|V
z&lf1RG~~$)k!xo1X^J^%er{>Rb?$G(S~%Akxoo=Ss&m}Eck)nfwHen#V11oZ!uIZj
zE@4VCFpm>D(_&%KR+-#mzpw8I33m=sd&J!1_h48W5a!-#xu7Bfk0(OKm8S!*E|zY}
z>z}-y{^o0J*V*~#&%VKSUF5po5kCqUS$ZBh&N>H?n?l?aOX5Nq8uD?sDj!3AZ3=P&
ziVR!K4QqxWWl|M$6|>0NbhnDdi-l>RlUS+`G9|5a?QhJv$&63M1XX2W+~Sy7s^og2
zK3vu9S@w+uk@w{E$pPeJX+9N2KDD5Y6OSf66GO<OIU_fVJX7)>KSjQiH_k4Q?=2dY
z3*=8{_3RPy(i6|*CRGTX;FB5T9T7e`fSmjJ5Vcd&wE#md23`-dxvWX)h}sE%YHh+6
zrR?NR=*N0cCiH-Pkj2VnkGI!iLmrP@E>-Q7X*?RQeIJ(A*#vZ`wk7`R3Q~FcgjG4a
zDT~e4{Jp>b_S>_ce4B#?@bbGq`_S0T`SNEkfAj%YmS4Qje?_|;pOwN_w3~CWhsO)Z
zyHz)D#|%)`29e-a*?is1wzjq@|6`}T$yris%`i)<(&1MA5RUf<zai>YsDf5kMpZFA
zP#rB9D)Ggo03)6q95j%#dEZnwa^D1tg^`<MY$Aeua9E4?A@3hz(-v|o%98!a!%>zU
zr{kmA<|6V`jPE}~zBR!Q&ylZ>^X*gQiz9qt5Bb0VAI(vFdih8cx#;}icH~Uge2i)Z
z-?5;ancVx2!5VDGh>+Y@XxU+x_oSV=C5vo3WkmpS0635jBQD2J#E+Ypt#ceI!BRB-
zTW}dYu9~mU<#;59ikz6YLctlx+o|6W|1D$jk)}}jM?d}Lm*1W@$tJ%0@-JS#$0lCA
z`}z4xZ2Hyrzj%Fx{PnAiM)~8t`QF_VdXzc~&?9DTZEh45gr~}CYip~5Ma$Gy<*`Cy
zbnC4ocBY5h8ayzoxREQ?DsvN$ZMBm+C`&nuBUf?*(GEJ#oHrgq-Y!H<ZHffg6sg06
zpUn(n63<`<B=Pk6*+K-9c&q?hBB4ck*gBPS>+fdeB=X4~ZFPl&Z)zpVVU3$SyN*08
zI!6|{uTz^CL(bc^;m*cg3%g)*A$*uN>Jfw48`#ULAgaS7pl}3hccIrGKoL`L7Hzvw
zpEq$xuvMidCYJH-klgm&;f%Oy*Y}_%xBN|J={W5yothPb*s)g_j+?!!pMUt1uYdke
zFcfIzcNahW?1#7^{+omMXRk4J`sLBPvkT&Hu0DT<{B^bX@-6ao)JiNN4|;v=0py0T
zcOK*#_o<CqW*$>jkgFZzOhK;n=QwfqT-l)G-HVk@jgC*P^!bpp<j{nPTpu;!RMfy{
zvZ(>&fetoFe89sdMv#wjmY`Z`5zZE=5|ZW7G9$?QbS*oCe8A93G30|@R!UG&10P#V
zA)oNE=``|CJDZ$F?)9-4RyHb&0e`X^x#rPKd_M5TYg2fH^)v(po8{C|hwo4wq*-+H
zbs^+SVGHh=kf39mQ&?GO$i<kDq9NUbCJ0N2-tX;^p$T3Gp+6AH0%eANEe?3t=ZbrS
zuK2HeVf8B4{_3VItpLlu#7G0neB%EOC;e?`HTmNYKYh{Sl+9j!{o)5Nu-QAuPd`7x
z+c~W6yg5UDak~GW)Z@d&!Fy7ttG$h5sx!Eg$>ht(XA%ojPmqV>3lWpVH<b#u)8k5H
zgI-db%(|tM8f@%Fh_m(82$j0iQ^TVc6{hMp62r*5JJ^#U<N?k`Nvu7L4U$;Hj15dv
zDLtk|7f3yr_9Xd{&&L{SqoqilhPjrVqS_W*OVgGL6P!)YH`Gsy(fQlC79Ars;M$ml
zoN+DEP;b#^7}mmIanGS}4Ir*?A7V?*hxSAqJb#!%+93yU4t%H*@dOm$7Si7ex@!L_
zS8%!<*MvFHg$6i-c6tt&5>TCX@p}`5tG)pR=!1XYC(O$6ef{ND<iBp&5ATc1GCe%=
z)j@d}8$0xBXP<;Qb5VM+jJ$MN{A>?-^=kbcDbdyG_G?m#i@ojRQ{)@v!ukrGXLW9Y
z9^P<qHW8!iuC2~fpYE=#&xc8v8{=^jz8Uk)^pkS=S&G^j;%q8P=Mlnxf?RYstMF0C
zp>?`1#;jEmGSi0B)E-Tnr28G!*bLc{2~C@w#Xda)0pfB@<FPrcxz?reVX`z_(}u{>
z2(kAENd+{`uVca<WARIH`VTFY!501T`$CBKV2`9;=>pbzMYnDSVgAYmrUEKs)qO%Y
zpz74Msu&lfQ`yMC;q_~B0Qilt2oZt)+Abqf1K;2k{9NlzRel`ck6@=QR_5zp1U#59
zr<GoH>zFXd*FFs!$o1WW(RSqilkJ5da_h3ZHHLileD$P=eCuiM_yGAqac=Jj`P2N9
z4dR9DLNSkgs<5#}=NZ~gtqmfN<O8K4<W`uKhLDFmEHjQg#MsCz9nY9qr1LP=RY5L<
z+W8Fm7}Lxxsy@j0VD=-A(RpIR8cZWkh-rEZc}ioW;~&r8KZ)Ec6l)5(5N&uEIb&L&
z3%RO^k<#X(rz=9n)vBuwuZD!%@3_-zyMg!MWy4n?nQsFTftn_I`39^c1n*u5{BL2h
z&?1g*GG$T*ul33_8&}+C$w*^e{NRY#h60i+9HN8QZi@fkFr{j&si7B)q3~H?kEzsH
zznGrUO?0k(<UQ-W!3TB>MtpWJ;6ZMbwnsXV_ikp=RMIh7oLZx;dA75Yn@7mE=CW%$
z$Y;|lYZ>Hyn<E=D$h#MOJ5P{z2iSHTxv8;K5_v>r)(Qzz)%?52CmHh{G=#}ID#*tf
z3sQT=7#o^HE{=&!G?ao(Mv+fxY%Gj?P7EDXL`qna5D8!BT2F$W4`+b^<SJucFK#VV
zH-6=EWP~8@$?b!L<o;ZyVoECx3E7lP1F^NbCMFAZE)9eUpgbZ>>-uj%+Nq2(*M)p#
zt%W~^HxJ(t>heMO1CN7^Y??Y~$oG0b=F<EhP)h>@6aWAK2mt46*IJAO&(A6q004<5
z000L7001yAFfTAKFzs4fkQ~){{?AOWq}J}vIim}!+0}0EE`y|*>7EOOiv+vV3oA&B
zq+vmb$XJ?^t;7{0X(cchaoKIz;(^P;$a%7ZP(+|8C<GCHvAC%>*;JX>gs3Wcps=ZO
zl~NU|T&_@ra=7RFPLI&VO5XAmrfO$er@K%8*YE%Szm-x$DUk&t;>bfQM3&*`?fD{q
z(;;FUC7vi*sYChl>(BrCnR!Vm$8m(84!N-6IDcTXdz-jIIj`yqRZ6s&b54(5s+8KG
zbxOR7qe3Y)c==u#PGd#I-q}~b;;B#vo*dW3A;Es>^}KVii9JNEk>L~`5t*Q(oXC{4
zRL{QqN*$LgmqB99y9SyLg}*`uos?|ivC_hIPtAHhR8fN^JWl*`g?>d#CeU^5PYPvK
zmus&B&wXQ{lnO<Mra%!8JXOz$rTE8C-kng`c=@>--LF%+q{9jnnwAoF6WH?3O#l3p
zY^FGB5#{OA^+Dg0FFjvJstna;rBqQWyrFdNej|F{Xi<k=RYy{6BDAra=59J3sKOdW
z9pPN4iWTLK8EoQEyGWg@;m11eFMG0YL&<Yy2Yk<!(Xx&*I0&aoI<8jqEKK7>gIM(-
zg(_>g;mi$Q)iU7gu#EMsxM85;iHsItngBkIHUv7-I6Z{FMny{&zmOr8V6)@8j`O1-
ztF;WCx#emd1vSt8X;+^MeZmpw0}qGg0N44qI#hNEjhxd6B%H%~9p|N{t18!(lC6jk
zQ9U&11@KGVuefeREyC!Gr~F>W-EduhfY=a6RlApU@o7*r3@SPvgavV4hANPr7I=|<
z4s@J>IKu@UPvAtY1UsqSIvy_SSkV`!_y17K6S&{tvTjIc$~x8+9qoi6ySQ&*tIKfd
z$x=+*$*r;O;X0xDD=?Md;*{Ss4vh65$_f}Q3eE<rD?GJt2VA=a59))5Msa>7&|iKF
zYZW}OAN%MUJVO)VF9nx`xJH*7E?lt8Cc;uY!*$$>^mL~rNzNw3Gv-glo`&pa#mrUk
z;d)36*GJT9q+~58b^O~yPO7+BLbL@)R(+&<DYg)VpoG2+DXGC+<-jvx9fEj%)8*$U
zDuwG7!_-0*SKeTu20B}a{_^Y3|L@PgC-HD?@BdV`@1C>}Ewc+(HVE;d6dH&>#Bz}-
z1?&n4JWYo+O4KS=FcmbFi<<TWS&_iNsI0(66`YGwB_fz&A^@pyLz9T*Vq0vXTp5#<
zO_wFHE-NR6x$NSoAqZup&!lmTD{?hA<_0)*Rub*iai_1wwEkk@3KTkB&lD=6;_mV^
z${Q7(lf0)S<FlqZY6^0NU6(+K0&pzrHwX!$iYSM!q9~plE5Bl}73zljx?D7kJs>a4
zP(*1n{<y1LcZS(Kh#eL&=^R(xYYS<`xci*a#vCPGZ!bBkOk9qHCi(-Q)R@u#wQ!I{
zFqU$~RdEJb=mo5Q04svbU;w!XD=4j5oEij{c9%R81->mwv1Umi7NJ165fBM0K!Qc3
zTa1B7k2`pLf73t`_j0k-Hcp)ddH13|S^U5vEGQk1EhMD?#MV$;2s?CKn88uD0wC2z
z7&h#;c!U$uf1Bq56@f=_;5S^ym^Eo@1lPcC700kjCh&`ZQNczyRGIb4vJclau1VMj
z*Ny2;%youq??U;4Yy*Lw_I(AbKmv_N!3)4*!TQvoZv#fuvCg5irAmRV0MTfWby6z*
zR<bFos;B-A5y)_MUrC-y$G4wKNX@|Nqfo}gstCOnp#lsAtQd~DSMdgz9=peyRWMAQ
zMI`Pf_(Cky9k>UDyAEdo!ov;NbdWycB8mkUrw8G{dKqz6^*1shoSAMLOh#y{Zq%)c
z?>Ul`+hJ73XanjPjA`LL_emm+8xB#LV6Aa;<}s?_HBHVKvs$bv;uM~}w4$$G%B(#l
z>79tNGNUj+Ssp>5SqEXHqNjCnJJJPN{?@|853n~`Mm)L`&+dd!NMqMQ^xAI-6qhO5
zh}9BtS4C{XI5a($!M=>JAi>IJjgy3hYXd=-Ho6partKSjTDEAxE-gNGWC3UW-3cmy
zf-gRZkU}~{yC^P_Br-ljN{3q$HX$H{%BF&f%SdKe)m_t_aNBZ#N5_-60bI%$a5)=s
zZnsJ_9px$#h~G#m@+unJKuEXkdPkNZ{Dw<sq|c?KJ)n6eiSK9&*k9BvftHp_-$78q
zmg{KBA<8N7!ypR<;^3`JD%pW7im?2Mj<?`&1kocN*pW2o^;pr$F>)FLSw>;5OtTlb
z2}jE9qUDB~F7y0K;ksv8X-I=edEDe&lSDo|p?#ZcP6AMHlp)nPtwp#XuoNW0k#Lj{
z12$3zeGMCd-iMfkO0<gSj`1t3Gi*U>W;(6?EX&Y|8zK;-5Ts60;LN*<v@PP`2AICQ
z3#bL%Ogu?LhgthQQG%Ia=ua$gV2hnPo__{NeMHfaIy>NDK;rShuZROyZ66kTyb?S)
ztQKLpG2b$t#1ureD2u-|R^fYuD+%EsiFwG}W&RyRWUVh+b|*t5^!`Q)W4d)aAM1WI
zhmT2YhllMRHu*<r+2PYb^`BtY*m?~%SPwfvIDs|dE!70CC}<P#BWu_hRej4~!wo+B
zFW21PnNNj>v;bAZDTvXa`Dbtu2zd<T4Qr4QK_4H%Z_UCF$YDSL(b9yxkS;fqwvdYB
ze69_tkUHN6x2DOPQ|qTe>mwa5_gQd~et^YfgbBvHI!Ia_=;MR1wi`j@xQ<it>(J6L
zMga@a3lR3m4l8F=p&z~n!yn(lFDi^3$WccFYwCR1L{Wrv`K0%(<noBqipkw$8%Zr4
zFv+QI==(@!qywpO^eFZ^SktnhkQkDrKkHkV4}Zbz%fg}iT6hwC9lwrXi+2%u9zX?m
z<4589&=92#`9!S^jC^#dt}G&q_?wUzj{A7GZD3t;ZbUpPrZLXX+JaRpUS19tHyH?T
z9#2|b69d@tP$!>=zlpZaCw=f~17D`4i|x)<1}lu!3HL{RK9hePtm4CN>k7<oR_}L9
zx(=_)FueLCG<hko8cAos;6kXTZeua1f<vK%ntQsebnz2tRm^S3O#}<@E9b_$N^N&k
zy<9v{fZX^rQdTsw3qW+aZff~<4TKi8e7o{W$LYlT(7Fy0p`%A2#(HaNa+B*B#I*G)
zND7W1ykrnJJ{}|;6{?P;;19$t%w&-~Ml{6iYY`D)7fgYM7!3<{+uC;J8w~8SmjhXV
zglM62Vu<{<{bjDh-1&U|6P*Bh8fy2zgY(N@HHv_p<!F*#NL@eQW+#C_MORsBqmQG7
zlP$QUflj{+!!PhjXx)+2MX9K+<98wN;|LQu#IOnfsYEA0kiUY=Ptb>`g>eHyce0X5
zI$<?2@;Lgne-nv}^Jv;aJyTO&L_NtxO;&l|lCnIIrIOD}6)wsH4Y5%5y;?{ha!wl^
zfsd3F3Z2=B%7%w_<56#6OSJsq?!Y2Jc*wUDRkQvR9td%+T)czX0ii3F62iD!*aRmA
zh*UX&=^0BTVC{og+{J!BfYs|hz6Me8ay65?FPjXV6v^angnu+xgz%R9>#qb|K|qFp
zy?7duGzNr*&*Ruf&+1AajY(Z9wm(KBRI}z`R>KQ*bOdXU)^zkFa{8An<*Zy_UvebD
zB3q!)c*j+O2<?e;W3)M}Z%9CLKxUQ?wBkTZq!Jb;OPnBC70d%2mb5$hyooys6*nJ6
zxI8askhVJ@CMqxRfhY*Nb_SIm<&**Xl(FT4@;EvnXU0va!mr94o!BCZvaB5QNxL$@
zS>X;F#X4S0skRV?zCb)Vu^o8e(Mymbp9ie_Hmv0(=#vXy^w)xC<Q_}gaUKHaNxwmG
zY1eBvVyHEcfbld-*&s2kYFW_6T0URP&m=5{$q?th3Z@Upw%T=4J&@#K_#Pg<!GZ$}
zTC{W_9<|0rRo_`oqSqsjI|#qXaoFLvRhzCdU|9sHaAzWw{La!T)QKwl1Y3`yw;)!T
z)U`}{&U~&i5T<R*h~=8U(Ls52*4uhz=Y&lM!0O)HMkDAGwu{!DR&D6yIYsLd#6=l4
z7$Am#WHA4$fId4M18J`#D#S2b1@t|7+d>E2K-&H(T-;6D-G?~t#|AJ;lnK^?P&pYA
z84nj$gM{}sOT+<NYJHjv#>ba!y@Xl60XU4h>mEyyYBLg{BTDDZU=Oa_CgV`maS}3q
zv*YGmm1&doT0YFT*R#jwo(|jV;Ro-`ecUGR;xcKh(zolFA$ngx%+%3sq(fw=k3rU7
zm-UyK66^@7Zfl8_w<+vTNQPevEVm5nlNPDt9q8dAQ)EZ}9s=TB|7NxmDpB564KQVR
z2~i>amZ|*;NiYICH|->oxs@}kt;#o}9vU|h95G9#8Z)|p{&Xrzl%rOw<jU<66Zy7^
zL+052Jx~$F>$(%GO=xRoe{=4HQz*21)V8nh0`?U+0wYXioga*JH0IeN7Jdq~?hg{K
zn}t)~167tWR{8jskXn$w@bc?rdo$U2yptVOi5LSHf(1sqi%s-?%Duv28MOm=oStNn
z>*KJmOqxJ`*zQCou|boS>BZnWH|LlZ>uEnW`<+j=;F`PJvZrzJwFKd7O1HSJ?Gw3w
zP86KjKfAw`D0qu;jy}{f$@-5AC#0?TEhi6%yqT<@HbV47!B!A8O$7*q@M<_pH%$^-
z#y;oZlxYN7;r@O;cOui7N@fG`FYpVJ5WiJQY6!bGgM?;_-o;@*M+}Fd=HVn)6dF{7
z4hTDuN``GW4YM#6SmBu*2Uy*4`J&(!2S!w8p0$P}<8XXf%Q<(q6&;)1b4t-;`<$aE
z+lq$U=H`yJ*T>EH?B@3Rc;2+!vkh=D8uKye5p50BzES;AM>6I|bJrg81I4GMsE$K5
z&Y8*c$BytT3(qJ=xp%5$md~bFP_4d!HS?Few>RMyr0U<Q!r6;C584CWw!r;c`7R@@
zpjC6?QprM}^ZnHF1u6L^`dOtG+a2(9)nV(7jwkWAi&#obWtDx5U*yh*2uDQN#W3Rh
z0HK#t>W|XP-IT2Ri#>bYCEROSGk3zYvKLElXG%7-=1v^Fz>eJ;=7Vul6+4YLYHV*U
znZ`G>g`8<s#ZI!@#=3+(4qRFE)$G=;f9*&H`$@k5&_r$v3MMC89$y^5WI>Vn!nYBh
z1q1+yri}Y?%DyhJEdjgh-{RNB@81IHZ!Bur6WnU27XOmGI^a(69VI(s2Z>-;_xE^8
zF1*2pCT_d|S$cJm0mIN-1O_?Q<8ubFqNGRfEPWfLdSVWwob&(@v~ADCh+Om_R$KXx
z&E__AjGx^0{zGllEVw53W_x{mE4O{msr9*VTPs=D(Y#Z&@TiXdu}n&HPlv~JM?LQ>
zaZG`TK-a%Xaenl6LhT)D5t9nc*w-%W*@);8$CIvmkFu;gdYv_h<O!8IDv=Gy4z}yv
zCF_BTtHLRt?;CWu5z%lv5-2=OUI4Qn#X`;BggW84+DT~nmH+{kbDgA{Kp7e)4UKN}
zlUF`4;ne)nCZN9Lli^vzY3;AAkqhnY?C3+`Z`w8U<hHq^bL|H3=x?6hQ)sV`x766N
z_WIsJ>%^Pw_05I3_gn26n{d0Ab#%Y)$@F?)$7^MM+`d34Yl}Xs$~GQsdjYz~`D56H
ze_u?shoM^+bbMg9j-M>B`C_LSC-TEM?B1h8$w-OhO0p$R_Q3u=OoA~QBk$M-^Gpzv
zZbS%4bg8ee_WX@5VnHQCGWH9eeC`y~YvO%;jTCRnJ+!@*U6)KmX65AJA14!$o6I{(
zTJ1?m>qIL&cBM7g+HKpm*SeF~d2Vj5_2#LHYm?}wP!BFw+KyjggNmMIX$cP|Ox}>_
zMkAmQpAr^5-%cBF^w(qtXjJP-%OV40l5vQ>Ki*NWj4K-8KEsJY!xZuXO>ex;znSmv
z)P{By)=X6r>qVRZh2Md-F2di^vP%D({+VI`Z=yMzq}|M_ajh?x0al+cDmIn&zT?_d
z$~VTHFh9zXdabq1%#O+mkYW?g9pDIkT234lu#hpFZ;i|9{dNj}a=djC(Y&e|%G~~A
zIB1(?kCub>1@WJ-{d>&UQ~f1u1}s(TjgA$HZyv*<1wCTLG~WO~%9L7>ypJovXlQmK
zm?35lCVTV`dpXi8li$MDRm*HR-*ilvUZrF3{%FD$87<q(9G<c+kq!)VRQ7G(&Qy)H
zwJCEh?G#n|7F|!TP@f^EG|}AnlaAz(H?z>qId&i?)J+}Dk4^AkqP5vP&4UBAJqJ$k
zpyjlNT6`}NuFjvd7HK{7{&NTHdx_TgT=pc6RJa+1o^G}kN{3G{2rh@>-zakoJdC=t
z0QSEK-hPcuXg71oj%pDW6|y-ZhV3D7<2PAVeLG7uoc%^!<fV4TOcqV1uNZ2K0yGfe
zaRipgI0sEd&JunI^xht@&0zb^e7gYqTj0<Y5<k9BfcaC!rgDeGsV{&oYWCyMwOYCR
zJ`SPrs>!(n<0o2H<!!3<eu36FEQb%Q#zEu2JBLGBrIl};<i*YLz0!I=lnawLNjsdc
z-z@%Ld_H?A1>95Z|0r_K$(NfcC8^Y_dR4QlBjqk+vZl_x=&Ghlt90r*T;z7n&vemu
zJxg>?&-t$Ytl^~7Y5}h8&|R5@Har&fEXnoQqvid%{LuMsd#&!IQ$NoXno8@gdG^|_
zWj#HM?NRSgZ+?*BRarB%?iz&GAKrhTr;h95q)2CGe(E1Gt0tWbdX{wANL)0~JCvi$
zE5|Opo{`wx{J`3Wr_LwE{grv(E~UoerJ0VOXI3>AEML}}wIcM43|%>7k1m^9yYE&C
z^T0FvpMC1Q!dwZEyE;>v?#j-i)z`{JO|`6Nagr-tHLs8uqxX)nKl8cMrB6>C{H~St
zdrv=e<f-#W_L-;B8Su!3V^W&VE?o$h%7fT8onM~oPHeoT9`@OzzJpWy?Y8-6pFMP)
z-S(1ao_XrK=i8Pwxgh|W>oUd01<NvNsMGAY;^O{9>m?8Fy>@xB=?l-@KFm#*zwpxT
zm3GsC=brg<|2&(1%08pm6zN**T$?F2`vw<v$kn)E-gUS3FR{B_F!NNkE$kCV*DMDr
zOg?htlK$lVY~Nkal=#qd_kEqh)+N1g0W4vbqFHP7SC-7*2Z`OWsoun<x$V#Q^X8`X
zZ+U)z8~0uN)bc(naPOt9zTU6!=Dz_@O9KQH000080OxDhS}9^Wg_kw}0ApVO00#g7
z05C5wFEcMN?R@!j8&`hk0|?$nH*{Fy2||J;fdB~7H|!bf!G<lv7Yyq%BypNxnq+~b
z34+qd18F4!N~>f_k<u7>rNHH>gp=MMuv-}~=g1Z|n;4j&Y6?}U&2q9;yZ8~C{spz0
zOfWe%%x=Z|eHSEqruHugRI;Bw@Abob-}Cc*-3_b7X+@|DA!I|pp&)b+S{wZcJ=cwp
zY_lK-vY?|9MqmER=PRE-{(O2GyQUHOw4=j{jeK50hb>n0tJ3;cp-|mf`7KGZB4<Re
z*Xu7K7Ysa^hB<H_BCv$zuU+&FC6q3t(^n-j=gCw-FVxvkMXn>Koqg9y6QPj7aXdX8
zRrwk+Uz_faPU;0`I{jw@bYw!W>rOs{Q!iACd<JKwkT5u2uUG84m^nJFVzIlg&3yHw
zvserzev8dq(9KYh&yYsWkeES7g<^u?p-Q5X;&39INQL<Dgi$OeT3@JQ{Oh;!PbVu0
zr0ae3`y#5{EOKdLyJ=SV_32`$SP;uFL!mUs3w9l)#RheZm`D#h%;(YJHY++E#qei<
zV2-bE^gk-7kapI0`<-N9p<Zy-*+4~gRzigUqIlZrbQU<Cu7`A;<9Z>H)*0^C(-?V_
zN+DFKr&(_?p(l8+Qq*<5$ghfG92Lv?niyVG3Te<{nlC3Et@GtXDk`oA&>?_duSC-f
z9Y3z7(=ReP)uAcWQoyRJ3ONBT<WwoZhvOk9*cit{PG?ByD@s1U)_Ql9bU{z6FZHu|
z3#c_O>@8j4*H@xyT9~vG_9^g?id*ZeL~&Z^ONB8i!~JSBBYVKu(&@rgbl7S|uT|=m
zdOwq(y=a;ymmr`*Fkf3_QAt-4YI?ViNg5T?D%VfciToZ|Y61L@&w^FVv^pMvO@kzv
z1w~ag{YaA0)=HzQkc>Z_E+MZ}viKsflFENVu76EJhMow8gu+czH|>16DqO1mT7?Ic
zB6t=~v*lKt&Pqj?UqUYkGs7VeiNGt)Xqw}Nf-VfnUr3i6V1DpTI^P~yuh_h*mcTew
zRgb25ZyKiOb2<uW+7}6h5{WD55J>$L=rd8IVjp*?X!`L5zo4kd*uhu&$iUZvhFNCg
z6sHs7!i((sXd+Z7a6Ag$qH{bA;z@H{uNTrP#|vPis=%XZmE*8#H10VCnu(_0VZERk
zHOhJ&YH8eissakF@XipZAi<|3ChcTXN;vq~2L4eARklN0FVYR1lDFe1%fC6NrD9Ef
zc>>i#39$p@ETqNGLVCTm(nP4j*K$g)RP-pv)1d4Y4(sJR2J0pU7>$BSF*!Rhc6b2}
zzVA5&j;UAfGFz-eCU}wBzu#`+py!aY{s!rJQYuY7wv+Gp13Cho>s#)I{$=mcB--BG
zkzL0Tv_dGHgFtvJX-D-$5e3mv@C*0~fD~{9q(UQ-4ms->O^~n<B}4qWj^Bs*z#-Ec
zWR^6nRfYNdD4Ln}CZlPrrcoCDt){V^_!1aV1|9R)5v)>ya92#gKP^9%rI*pMuR7)n
zNz`bBw$P2<qe>{y&_iS;4HVbulJx8*-X)ElShe9M4LK1q4cb)!OQFlIS5TBRz<`~Y
ztiRwy6^z_uhzdP!N4hi%MxKU91IqyEPI(pBN;FFTrDmL7zh1zvk{Dg66iP5t2>dlc
zrZge86rlkYhpnEk_~;Mcqin!!LzFdr`7fXU|EK?R3nG6wh1zSe5!3zJpdULdMak>1
zV&vUuLl%gx=yi0&Z?QlM{gu)GNBU=n$BJbsB)cU%?o(iLi}h!c$6+lY_pc29BgH~K
zKO2C-Xw{D_C27K8L9!=eX|q_d#qGCPGZyc!T=$Yxl6+EWz~``j0du3{@Gp!2L6g#k
zJRz0r{;yxNYqzwK-Azav4*2^XWCY1CeF2%_OGGaI5PX15^0f>9S-K%5qzon<e<h(`
zKj<6Mbr@ttN$H=_|D^xVSYUCbr@lV&pQIc8Ug?YDUg=LFWM8Y&%WQve#kfz(tUo@u
zD3$sq;VVCsGVqlMPm+QE3l=&ph4y^;gRe~eBc->yy|?dAdyXkKtEJ6`iC6c-V#g;R
z-x=(n?bqz!AC;j4dxr))`;IAl`nqMAI9f-WwY{A<8t7d1Qi&5W!F9iYSv?S{eGW_Z
z;^bFnx~z;0!{=u2vB>b?fg$4adk1>=>?JdH+1fffp#jDulLh#sFZziGQ)T_NbZyE@
zgaDIXn)>Rb&nSaKLqmhF_8wD)Muvvztb+%KhiR~ULLS(+pGMN&c3Wo;je%{MQd0V9
zKMN15AOOEqwtjWbf5U=BdJ3V>HHazYRwZFpW!V%|C}8R>1|14DbdGPiWYx{_tR8UZ
zIWC(;qx^`%)di)(1&D}(8Yi5HQ|prj-C1wp72pUhDhT|W<CKyJVxvAHJkS!=#!13=
z)D{kLRm=|`LCF(N2%;QM6?MCqA8H(3P)%Az2}=2xw4PT&My!gj_Rvu-2;vrgb*g}z
zLMqK*wOSR@Y6Jot4~5iSzKF=CuIG8VV8}9x3Hn*6J4HQ|h9z^EICLy~A$vPf^eXFw
z1fsVD29jwB43fA0NH8tV3K?85K}az0FCiEhRN#2AUU4Rb0`0mXi>=iRqxNV~!VthC
z9~Vr1bJMlW1ygb5-E7pMh?&#mZ=fe{f>jMd)>8%9tV1H>q|m6!)fmS^TU&aF<J;M+
z&BfWS9LR+@+fC`%ZWqP{WsVSgA(22WWkOr*5p1i_k`>U>R-K_o#a;;00UobH;Tq*U
zKCKo6kJm$}RX-)5xGRda8Z}ekp`tyJ;M5fe>mKmA@s@P{L5Xi|1sdrdIuy*NAvm)Q
zZ=!8J#SV7qJAAuM5DDL|#buiw<jb!SjxMash{c*h465#qb9_^k^FnnvmW#!N38ZAZ
zPzq3Zohzko>WDLPkeV|c6->R}V%v&N#Kv%cL4}Ivv=eN_`K}O82vtPgPyyyCcz+$~
z<SLsLov5QqT_W(PVx+K9dmcI3t>`R772T96{y6#iLq)D?<>3GBrh@{8j5Ib#apxLx
zj$gc8QRBND&$?unjpORBzJoa)Mp`w<aT}ym3&#yyv)ehI3*csx<GVY%J1WOrs%v+L
z<FQyyt8yHN!$qCrPQxfvI9@S}g*wOUs9xdt8_r6>$zf8lB*ZfHdRpc9v<pZ!!yQrV
z^q#FiP)ol@J010x<%tc1<eD4~e;bW<T2U;8Qz^WMbPqo+x64YfjB3H3bkjlAAd-V@
zkP_2^TI^YNaUd2m0vz9IG~znoT~_p#y6ckn5_l-GiEXxL*l1nd+EMxFaM>OV@>wjF
zZd*6UYjzo@IBo_&r($;3PTs|FRacR~t8!D;IBpN45Z{WDu;Y4&<3(K$B{&XcbkWZ7
z5Rhso#|vt-P~mt5O7IH9BOq~r$9jP0B$%d#fH1@C&!7?5>A9F3i^bShm8u3GhCeRK
z=gtMSU`;;RO$Wt-<&?}XmNnVra#G}AxomJe7YiCWF29g&1fHQ%J%{xMQunfTZCAE8
zVO_A?H)XdiyN6Ap?}m1E`6MX~YX+Y@I;gs$9IwJ^G>VTL-->TNhsMFH&d5m4Zc?`z
zQ{oLhxAg)V@35j5n}%#>bJ$awuJbvHhEX*6+~j0J;GqO6I>o}_!x!!hL9xXb9)jEh
z3x~NsC_(@<>Fgs)Ei8v?&oO*guk7j^H*>k1$?(Ty`u86gTCm)-chfOVt)?~kwXray
z7=CR`lgpUnaxh#KxM2i?2FC+tvx+%hF#~3Z<2&&!<mUM1HkR`ox7o5N%W)lrDh-Zf
zattKqhjJ<<=Fj0kj^pl~%FeD>kIS~BGCb1E#pUOagTSdUtVT><OckAcxHI8&7Q`|u
zNLM)yL<2`T9)%J$%5kXibTJ+jWalFM0N8}4G5okKYkQ6=8H8Y(0fs&%<ew-FLo-7E
z&_%B_t7W+%HdxkzVn#y?2gL@#h=MJFgD)`C8S%#u>h&nOU`(rCX1%%rIfwR+`k@?-
zOek1&Vf8W#b6J~B=HYBxcIERt%oXKYN<?GGBb7SGo3d;e9B(uNTU#8@V_nWtd@Qo-
zLX8(#V$n3%ibzKZC*=qvv7~jqz!OVh8c(N1j2?8kq9VBBY0QJ`8x>R+u^2*VDkV~Y
z*}yrDt2;Z}A_c&Hjpnc9r*A7cti^Kwp^J{u1BSW9uZ27k(D}8Xv?iN#++Q}HWgc5C
zhr?Cwv9Yj*<QEujlu@vSYpAMmJQkA;nd3kt8<^wjt{dwd&mxyC%kUSnSvJ}c31Dml
z_z@5kw=z4@iD*bGvy+-r0r1j*I2qbP@m+obBqLis&vDp66LTCx1Wk#vGl;fzaYp8v
zR&|c!>FGx&Nfo_PX`MXjp(4j?sak6u*ACth^Q#a+#7R{McpX2Rdra`po*Jy6Y5YzX
z9aGbSVU1r~Z8l9T*4%97OtBX&hMF8FvX{m9vLQqQ8K8y)Zp1V#$VCNFRO6xoSq8;$
z6UVSvas@TrVvAYZZq~-}Y#zCU2m^X$r^0ayxVx*Ll>mmE3ctjUVRJZV<hXS=8jX-(
zl`a?B#vG69T8n0d&AK7H0VrGDDNg;<(SkV6Eucz8jEBmh-a6(5Sd4F0A>1;`>9=iW
zrzRAr^nj?c)dGd#XW8SAl<;>-Ic1l_FLtqW&_P#JoR6kaLgyQOt&EzQkXH=LLLC8I
zm2(`A#mbt&k4>u(guJg+G154vY*xcTt+hymM0sEY5vp?BjFp=P$17X8iYObh`Q1$+
z92d&wUE<cq?oNJ(<J0weNSsNB?I}~tlLJi~90zv`m>hRw+pe4A`H-e^r9^@z3WJw{
z>pAMBl;=zVxNzZJ=9f-qB~;}8s;7Y&bAPSrMYH9{P{-|Zd~<up)rtoYhYgNbfX!4G
z{zwf!J`>162Ke(%Is_^xBgQYSna)&-UpkEnwr-Axib1=b;|2!G%ke;?X$Cls&1zNP
z5P8ZP!y{Fcf{5g#oI@)k4lB(tDvL;kwXharxIZ9gp7H=!Hyf4ju->fOy_4rxZD%((
z#Xi-%D~~yz#(J?XHj#i}!||M9#9E6rx6B;Jw{|vBoa38~pi9I_*&Yg38SdAerL5<S
zQ-|pytT*H=6m_8$RMAbbb*QF@R!EkR^EQ@(ApPt5R)uFrEr^0ao*fGnbjb5a9hVfS
z5cS4CbTa-BfV!~7g$$e%JSUh6^7N{tDwew7Ef&3&9u#;G7@!z$28=4ln`YIhGTa}F
zm9Ba|kjr7M8s$kmT-IdP>oCwO-VbC1F33A^P?Px*!XeWT?9HWase&P8fgo*i9Kx8q
z&2e2$)dZ_EfX@^;4o-~)0}BMUOr7IfJNd0Gj@uC0%nGI@<5-j9b~`rh9Ea-DOfX6j
zf!U!pV(OP`wHjB93MoS63X@fJ+a-)IR&5##cbI6-`{+F4(iu=dAi#YC(p(_GuLs7I
z<F@WM^~~GAZ<^&8{ti<+#<en6d%>owLhWg}i3D8>HgT-X@m$m3bO>alX(%SlB#dOC
z<tn6GjytqW)a%z!Y0C2fDLRZC*G@n-xA>)%9rvyfYaR%d5T841+uRmRQpPo*hE&K*
z2zBPbrG=qEO&<_y(|253g79wYMpi7%sA@4mz(ciEs>sz~H*tuoLAS#nA#R|XB5DEA
zv)NiaqY>gf1LCw?6+{5EjK7}1pE(5_Mi0Ex$r2;^h{T}lrr;1}16)bqft)EgN+73U
zkw}`FGiHddimFACkmV3cPjg(W;#gI1ml&`Dj>|!r=6iCQp#?KPpE!-m<+A(^i}aBH
z!$BVDYhh#r`JqlNi03>?Ie-HJem_!otGZj{8QbQjO`PM{vONEcM{32IouA|2L@^{D
zE68D^nd9d&fd&eg9N*eSh@4HrlAqfNZ1VG`SPZq2l3A;TQ+!DYd*-_yMTU4R^Cj(K
z*N#YW+q>?a9ez~|m8&8p$`B1=;^ZxrGK{a?mHt}@Wubr`=wwN-(a;5RAR&%36NjFe
z@}4FNG+D;>2XuVf;}4jnS&tv8vz$jsA-QPovM-vhV{uzs(PUs#;yy73vt_b!#4@uU
zB@E(+-O#57!ce6Quml9fqQMf7->9KE&lxON<roj?!CWXOOmoYPD-}VEvzu8?jQx33
z8uy$@$VFuEt8l1TPl&kC%r%?*DqWB3B0+4as1g^mxlNZ%q-TT-G2ToWDMQQ?u3?eR
z@YYr?$MHNAL?Uj5u%T~pTmx;E1uZb32<A8tuL>(`##(y$k)nfRnE%+pvo^4k){4zW
zKqNdfBYDn%qH<<Llnvl?yf+X)cF&odi36e+qCo3gQ_i$0lI~!os84e|DC25S6emVb
z7P|tc3G<X60iP;!hM=X&8fOT8%^>HhsWOzXoC(O)sv-D;5om6S(7dy~yD3Bj)uU^h
z<D{(2ay%j1%dN$RK!HL9*vyG}^uSi5!DEw(+;JY8@)f)-7`z776ywYj*U*&blx9>>
znBSAHY~vPR$8Lm0SpiI06Xgb!uC*G+!(mP4<%6S+qD)yo^y@lucwYlQ$_<ck=Wyuc
z=B`d|q%dc7m>J|H_n^ROu<VhLee!kF%$bsfnU7I5gi+VbLQzn<?&$<}F`nWN8fa?b
zEX1}Trs^C8ANp;tqNT!G?IU_N5yp^=XkZ^!Kr5}&I}kyvDo*3Hnx5l$9LZ{&<5}Cb
zEh|p%T-z>jN+%;A3;fK`FjFadMl|RT>nQ5+H*#ph1KUJ;<40(?+ltOtwzKZaJ~~F(
zX~cB(X@+Yxv!-#}&{8SP@g~}8V2<ZE^P8K1_gK-(SPtzc=m8~+?KOEC4fa~mOgLOK
z<R>Uj9zFO|;AH&V{UTIe@Tb{9$C-M=4DfMgAhYHH1(n_d(lF(fN}vOiJhq^K{PjS}
zLauNGN?qO=pb=*747&_B@xSvZ8m@!GvoE(rLoWX1()EaE10gd8B~=m~=(i#z23e(i
z5RvXDBDf}}rr1@%nyiJ{RZ6f{)A&~Wnw)vxGZVm?&c9LF(L=kte53NFEt}<6sd9c>
zW%#?>NZ#c8iW-@}gaw)gh?7m(2$U8)GmX$zBOs=9ZSL?X-`#?*;xncUy;kGjWXQp)
z#_@{FwZp$@#-&!Ui{r9Z3syO9+D$V>@q><_7afEKQc{pvQbWiJ|Jd6KVNXlwJrFf`
z0*D$?N#L(K_LI>hc}T<qe2xGf2d7B+6i`GcFl3<<KvXNGyb*HqV--Cy0I~(W1agCj
zxXL~y02O(2l6BPV1zZyyu5@vFkaa-0-3$)W_3TqHuEu13LA6{9hQ$S7O<Ik2Xkodk
zi4IbZX}lvB)37W$;(Ajzd52tayLHilT|km}hi==<w>ow=;ln#DMHEVl4p|O|gS;aY
zg2XF2LZNu5!8@|qye-c<_WP@4{QDD%9!`bBtK8;7TLF{V+<s-#Cfj5`>!>u0tu4_}
zOW9MRBLzf0B|3~)%rIDozgEkvw<?@pg1$ll^MejHE=TU$@Ns4UYIiAf9R5!ECGt3&
zZUX&2XrV(TZ1IsHhdlmV4nGC|4Pdv2q^WTr-?1vjNef*EcBbvEb*Le`iunSoCPXXV
z;g1FIj7LG$8Y(j{iv-Ix=%w-iDpZRF`DF&sjG&kgL-4Nh4tGw+EfHnWZbf_%#@Vb(
zbnIle^D6IX<hNbhq9dwLV<EeM7OTcY2P9;@A-<!c$15$@kE=V}^>GlF%fjUl6wlm+
zDm$)Sw{WfPiYw3Y7?L#}V4yZH+U*=CcVq=#*5D7v>-Bo2&I1zH+z%lbgF>3^G#~&0
zAkQqINeGi(5(p))Lx+llG>;SdmO&o!(8de|LQ{XjO22`qQy0$OfZ5nLK-Kk|UJz}y
z+2rxitVDIpmlZWrX%RW(T(#QThM^fv9`SHFll8o7gtan{P6p&Cz8Altp?=SdDaWc+
z9)R5@Iu3kSmACW!3-j4cBqq-1^V^tzVQ?2!8XPZLrsXup14b^#SFbcejjb)f`@o2{
zH*K2-xE`wz9JmiS?2yBiW^Su#d>{;F6Wp3>c~>_=aiM<MUQE?^hrMXp?V<y;Q`Wez
z;8f{Vk0?}s2r0(zbu>yZgAOudUWk3z3!xAQ9EjHL1&2X7&`GXj_c(MEgaM^-pTjIg
zJ&s)IhS!n9hsb|quM(?jP5e9E><f$OLE)TArC6&}g!43I+~-jO2n8`uQB66RYB@<W
ztQlo~of(wnM;!oXK$yQM91Myb1o3Zr{0L>nJPL>+FaHi7w7r>?^Ze>;Uf!0))%B(!
zhj~ZPnb3uk`x}iC_9#1*xZ4fOAu)Pa--+`W9l@zGglKw|Ttlr0plqvHCyqHl7UQ<O
zI-vl?jDdbwthDPowu@W<kuAl8s6Qs-=fHSswVKRwh;Wc~uzHmANhP0$aOFl|u!CIz
zwag?yCYV3F0x}o!gKn_oCD%lW*OZPE{@|Z9182!qPe^Ew4`L;ht!wBYm=^qd(h&f!
z`c_lZV#Y&idl4O>`ZO8>T64j)YbK_|=Ae?(s)qR#!$CDD#&H8kg2wTjW&|}c9@*up
zz{6o#j1M)zeL23pyQ}VSTn2a9<T%dDSm2dx7RelU=}t7=nm-tf0Zzz5D1^4C=R5(4
z3X0t+y1j2<O~d#A!-F^#4syH!xjMx0?B;eh%kkX?cIzAur%YKE^T2qM<1$b>f)jhw
zwCs};O1+Ni^|Od)6sEVQ905Y!klzP6rR0P3^R7?A8^nX4$RSiNVE&?mx-n>M64-?Y
zuE1XUKwbdifXP!7QS`qeY8{`HO5X>iVr20|v~sQLw~#d`gEnll2>T0yEw<u+ITp*c
zawq6T6UirRRI9BHO*fi;;c&&EAv$tpU=_kq1EJ=lSOWP*e1{7%eqMCAwzqe7c!#zd
zuZS;?q+EK`&m<PY=!i$zcJJyc4_f|89Q_7_ol`#GZB@DYIhz2&rK^?iviY5CRxC0Y
zj<ptP*Aqn%P3-of9X}q|M6#v#(s+jmZ%;u`i;&3nvR5Ix2>ha*DFaP<3DxuK5dJ`8
zWp4z$MIW><uLB>Gi88jyRk=Xp2h8<!pebI6eRkN#9C%nj*BdqF+7iA2bg|jQn3F?8
zciOS=dsW}~<B23PWTTn;5K+1bJfT`PI63uKQEANsna3`-`kS>xD#rUGhFy;Oz_CdO
zE;n`2p=@oTX51&H#MmZ_o}JCCYe)2K=h0?X^w?@4dqwnsi<dRgQvv^K%?7@iZOsPB
zvl-(({us*q8;|0SyBnc%yk8~{tBEV!TRFE|TxpoPVThh$F=3jmo|Mt*@f)$yw>`jp
z;dAaQjJ+w9z6A*f$@D)SQc#)tU$xV#Boy@l(}Su?T$7pd5q=?2{tmgy;vrSldnAJ)
zt4AswC+yx1SqvS9nE4l=GpKfRe_&<Hi)lf*DwgN8*<84_@E}4hF#$h~HAGLWimF)j
zRD+PeT0JtZ1x1gh+oQ7R2}8_j>0UMvWW-(Ft?qK&`(4@0D!5NxcHwh86;&E2$5T-%
zT2I$oj4!9>bnXH9yluPXrg1Z*2SkiOv2ZJSZ5aVsbZpv?Y!e;%{EjWpvRVWRlJX#5
zdXYS$E|!kTlNYT`g=JZ6${!5wM?CbC4-4g7iQ7`?2fhm+>Of$BI~fCB^z!8KKtR7l
zpZ@?Z0YTF=Gj7j0NOrm0eKOM!;T>b3${^wOlM*?rDEa*o_5*#Kn~VSp%>BKEoDF~<
zqZdKFulO7}VgmM}Wo;tXU3V5-dx#4TD`lv?On#7HKxjAFL4v=km9`-zYqG5I=bFlp
z24sHBV8`|fdFY2c#e>WIDIR?*P99L9>$aiezPIFj9-m@|1>59l7=DOgDGWwceuxm$
z46Vu!5q8x$KSao@c*n(Qp>E_1emI~6s&Z41-MFf%qC(DRv$jo+<6O)XG}2xy>VlR-
z4l4>Ar{IsEqgAaM<ak(vKMd!Q@<+#^68`Tt7CbZW05zZWlDiXQAk;qxp<;)Z_#sqM
zz$B3F@nf^}+q96n0VAe~)8U^|2LDS4rFt%~)<#mQ-)xY_w4opaA_+|ETNn%<|2LLm
zQ|ffR$WyN>hf@iWdYf1_L`tq|T9x4r<BQ{-B&y0OGt8-DIHe0J_e4ZC<Qgw=ws0UP
zDETI2D<K2fhHQC`yRhsMvM&Su7vs%@p_?4fHIOcJ;zFn;`_NW=E5z|;plJqpxzKQD
z_IPGoSzCUamJ0_Xm92{VDP|7jZbXflgFlhLP<q<UV$r<FdS$sL%dFQ?DV4nt*|)Yr
ztdl!YijagafIyV)k^nXUsVJipLasniL$i?3{tM-Vke=|i?>rPwf!u%Xpx<Ze<a7`J
zo=-wSP~tBkc|q7~JZ+)Vqwh`vx3>YKM;Cn#ocUXiUk;b<c+S_SRTMpCp%#n{0~y@1
zO>m$px9p}?HZ+dQMp$Q?7>eMcp5l-1mBVJr&OHi<cvU=hr>gOI>!1$;5kKhj?`-3r
zdt$rW6?Nx*);rh@5*FSY%NYj0DulQ7ILGDP?cE)YgW_`HI57~~%5iU3Tsz=$9M8LU
zwz;22AdqS7p|}`%xh2Gh>j^y}o(06@W}|qL(P%aej%Ue-;~KfA#&E8)X>bgvt)$W)
z_<)71dg%)QB@BAF4lzw3mDHLyrUS_^-zTaXmNILgpom{W(;g+KgCYMtf2L6nG;%y>
z<xKp2>TC|05B1zn_;>E5lgCVK<nVXdnu4JUmibz3#Z+Bvxf+Yf{5e33<g(a7SWAhW
zX|);`^hiWAYqjUZGeu?bD6GE`M@Kyh&bzkpN9@T_APruBb~DrGIa@bSv96PWV-X`*
zF7v0Ta-n!5AnxXDqHLbuhKX-ga^fyeE}%D?;&EQxy}QftY}SRc;<k+u%!%h!^kT>q
z?}?JfTSMYG6NroC?MHg+^HuErV0#C`0liyvfk!?sd->ouoCtk>$m{XAS}z}rIGxTB
zeuHdiWMp`l-yj<v8X6kr_~70>`wwtj>g??4=XkrtVr`?i>actVP0*Kge9{J*kjM)b
z@XxH(qgY{-^@R1yzmXoj4)NE@$>pWRbEx~6^5WZXhJ)m74foU2Q$ErdI}B?gjbXAN
z(iqym|G*$=*n4{V>B}PRZEZI4vIu?Q$3k8{v7$-(dIv`I^^QM~N>-o0&6?Q@D<GfO
ztzUlr*b083e0=B5t(z8D!PQ$IU%O7`QrD6T^qsHQ-hKPcH%Y@Y?e|ZTh69!~PM0z`
zNZtoIrtFnuJAKQfyS=lci@djDwV-}4e|=_BddYGGzV4UOHxGF%Us$A94uN>A7LW%>
z!(#a}%dubcO4IYom5)AJzjUJKm~!iS_R>`{{ax)&`X*`I&~9D7L6^C*m{=r@<FCJR
z;x*DZ>hbtIRCJE<@iEdku>Xkz2T5a~cc6cOzFyPbL0_){X|!3X#EuVmEkPt*Lr1I_
zS-XfHO{wJYInWo9$9jYOdqVmt)CiW~9{Q$?gr~pqPRk!EiN%Gv`JaId*OwFO0-60<
z@=_v68aJ<IuWXRUy<4|$-6f6e#`PN-Y0Rqe#d*?rIfz44_s1q+3#2hRGB!pxuzw%?
zA&vgt{+?c{^7am!jc%Z=jj8<l%j{jFF9skzL*bbj_;OmZS|^k?7}8d<9)q0xl?7i`
z=I7Lz`CHw`B8&5?LSE}xT9}V7ky+Q5mX_D4oG)Fva-F?-xN++?8FNRwdzZfYb3Oaf
zjVyijXLc?&KTli7gWr7RRq{IJQP0r{HyuXYh}!MGz5CdkNWDG1-94mXYj1Dko3L4|
z)PSv41iNudL8q6#o@UL!KM1+Eq7V02LU#E75eeIU4hxEUK??98FDTMCXPDu)_V=7J
zzc4?OI05@xnx8ulvqlmN%31Ov=ltB<GF@D9X?{6LSAO~8@_L%KwCk7BS+WQH=GB{b
z=rH~EwY&Go`mS$WzCrbPK7KBKfi#|f>A4r5Ck^M}Lx&HM#^B)KLF%7-<UNv|Iz?v>
zbqZK!yS0sa2Sg7j`^P3=Z&TnQtI{>g5$l&zQV^^R681@=GwW}$DAUu^-P6OPOb7YU
zDAU^KgtELaKezG{>~keP6Q_Edow=|~8gXTAmF^%hKfAb0x3|1JKhIk0Yb%SZWTRKt
z*4Hl6VK=UPl)gq*dgrEg`(x^Hckk(R>lf3PuU;aJH{O2x?YF3%db|_#9n_K0v5`^g
zX!{N@J00k^_cA-}=x!G(wp!_XaS@+%92EK|4x-f0iI%OFDs-T6pJJEovYdh8ov_W$
zuPXE>%BAIn<;y?oI;N~G&L!wtmgnO0YjmTt^GUW*RheI<+e<9O;|bbYQWxXIACt-X
zrG-U0?BepuGPU&d#mkp3l7^POr4h9&x%>AY(3fp*-oEuQmBATh=KML*@ICv?Q`0oG
zIGqj$jetWVgG|}`p4dZ!ad%IDH(9yTX0x@m(H)OZN>>mGfIoIv@Fj@K*r&kuIy&C5
z5Z~Unm&gp#|KslYZ6&$7u#~(7yS=!+y!H{9ab+d3PS?7)xUfRw3RDVn%M_WLouy%L
zX*RAVm}t~_hAgOy3)CtS%L%&q_4SLFn2fR;*R<=jmD6wC&k-5j%iY#>I!s+(U8R#h
zkB{STkj5d`lP(w2_~_^eX*>bO&NMDd{rybi5S!?>b;y2EqU0Y)8M}`JCx~Bty?t+3
zNDSzvflNY{$9MfKWSi)TH%`E=XBOsX<8*5)D{HH4`zy&c(nu^UsVidF3F6Qf)C5AW
zpd-rS!i<`D86DX`Xn85VFwdGR%ZUZ@CiezxXr7N;TU}bE(_T%lT%*b5-rbEHjm^1-
zdj25|gV(R#pk2Xm_^sDT!*%Sa`v{HAW1|jY^Nt~8c$K|-<-Pkd)YWa>-BkM)WM$fa
z&qvd7S@x2bIa408Wu@H)e>y=BvNRx3yXore==_?+KdZRho})*IG@gFx#pj<T!`_OX
zdi!0{m{V8cWKYW4(rSW=Wqoy#Wt*j?xdoy)|6&5kUS;u|x<KAWS5_8h=NG89R~A)u
ziG_oCRV8MUTw9u3VL|cgN6D*~sX#v7xO1B{@_O!Jp2fc#AJepZA`&@CgTN7w+jEQw
zWQ@7Q2w^HL8c6#O(5%&E>+PfQ&%$4hEv2AD%t92$<SbS8IjosEuL5bIrzZnK8R+X}
zdAc1UX8Tu!@^@f+BO@c7U6h76##zRna??N*!0){LP0~1dW<D09Ua-2lLQQ4;(#jgm
zXsc_BixgQ(T$rO-dQm-3twTw~=V;!Jtjwx&#A8<DvkN3j_}3HU(b8+lwM$otmhWA=
zc7sNSPw(CN<N;0RAK&_zrt`PXojwzxi<<OKvMla!Fd8y4GRVT@;J$%D#z#7Be4kbe
z%U`8QA0=%W?4b{7bhKmmVtJrnl89h>Iy<|Fc}bb*V{Y?fWq25*{<BW<9V5ddWa*=h
zu~Dkc@x$)JPO576Q^9FJZ3W++d5dtR<oWs4_ysy_X>EO(*un9YwMF7lOW-|JI*Ga2
z_#&Bcb}mlChhrJN;)OU121tMWV0C^W!E@-^@>-fqdn@}<_G3D2E~n={A=7N!yL+25
zx3`t^GpA|#n3|mO65)=Fqx&8zo#70XPCpB&_HNt2S6+rD+?DbKOZJBJGCFEGPJV63
z?YFj}pLjNUA-41)bOU^Q0NNxN`Qfs0dUX3pSeN`GBM3@y2w@{5AhHOE474)g7$y&9
zj*hv;$H*#N6E7U4q3-EdPCxe))vU4-4U@+F%IeY_X(U&cX%dMnFAxKAD+{x#l3*sa
zFh_bE3mKp(3lOFk$)t-5aq5`L>Ux5O^s6_nZBV=UICq~>jBEGq-l2keS2;IxhBVxM
z54R+sgQHYp!%*BS!yu?3GOfL*UE0IkrHu*7LL>#7l1gjTjvVc!j8~Bc1|*0+BuaI3
zazbKjXLk3vJv~E7+sKJd^4k=X)VS!cS&RVJ_c}&OvNtk%Xl$fJ65*3m;|{9)iRa(+
zPO#t9IH|sMf|$X=;_4Dhx2sDl%ncLs37VcFDo{;gXLECNEGfm~^RtXZ&djP8cx#^J
zu;kqO>iRlM+}E<#DMPt+_mev`THm;Pk435I%$XVL^b?a_TB!I($MBP&>7l`q5o%fc
z<w07m$i1D^vVeh2(h`7dPr^B<k=jb@9;K(Rzqj`bvVy*zp59)%7LY9|vL=B0KlTLn
zGs$5Hcf+XMc{DNtMIu<i@nPbD9&#`(A*atVjDgFJjE#;!ZFUrx!%+tln0xvgUJq@Z
zh@5-tO)9Vi<R>Pu)#NG>m|tBY&nM1;a1t5fgbTB5KzwH5f=aKxFax5at#gUR1hKm0
zeDZRV@xG6)X;)ct%YBl|QA5-3-lv9kN;#ua3OnKVPSd&$7Rl<3;o*afvxCG~<s|iV
z^h-4G3=r=9OD_%GN=H{$M+dQ}{(*j${<}KbnQ66wTxkMqJs|z8GBganm+ge2U<jl}
z*9^j<Ek7DAN!}!w8VD*&>jqlydi=w~ki;#SKbK0Di4BMIki)^8+&%RyE0bP(_srWT
zsADEpSt+%&oMf30jBA$Cym<xU6=^J-pNmsk5x)TRfHcm}EiO``1hi_IhP>tVm5*5U
zb93X)Et&uyKFohg#d!bjgB+7yZ0-W{PLLmU%CXY3;FKeSL&PZ=-RbV=8z7cvYqQ#T
z1hcS8rwvjY5s%W{*VjuKLthUxsTV^zPn^=xma%)mBGF$wDvW>R7zUd?K0Gqo4c<w9
zMS}#m5;-cD*-;a=Oc4`}IGm2LFD)S9qn@X|ZpMRNJ#p%d*Fo4{Aa#BjqPaNt0Qa0<
z{RVPb(f6NQm{a*Pe+%bl<1^xoiE|LzI1U1wpXYcyKC`sQao}DTlN`U2PGql$H!1Gk
zynB!1znlLw{~5<`>-Ti=P-pbQ+4JW)e#AF1F~RX62+~6w2hk1>as0qu>A(Sw_jb1T
z^onQ1Awjh9M_4oO0nh3NUd5jQ1sjC`$gb(`XzvoQsDP!4Yy8AyJq~N|$B%x)WDUY?
zNde(rg}R^o@`>!1=q*I_;qlSok=MIG4`^CKd)&&{*tlctPpGJ$oS1eWV^V)5eDZbj
zGd>#&3(Km?+2_*AA~nn<2!J%1sOM&s^VC#lpqha|<DXeT_aUb!7nYYYl-|WJQlq|c
z{qhDaLLc0@dyg99?>>0=>F<)pP5t&ATDycVoIXvn>><ywV^5L>IX<Gl-7z#cG(uy;
zzP;kNJGwe-o!zuW60DUJ;CS4Z?C%!|wZFH!ub+iMuw)x;S-2@nrT^h;{ov9?3B5N7
zA#ch{ANR>f^row0gx<)(UZBj={?<>T;6oG1k+JcyF;wn83M}sFiKAqtufKJMo#ZSh
zR_3YGuC6XFvAjArGe1ijv$Het8S2Kf$|B`#3vq>(yve2bDjj>};>tzJi*H}O#*VZ;
zyLJ2aebV^;{ZAf#pR$rW@F9)hnJDA4&Z9?;9H#Obf_P3c)WM-4rZY+Ex9?#p1>bG&
zpkWD9lL4mD1&+8e0BnAMiLAS`y^91whZT=|f!`8|{M1K(Oom(5FUk3me{>knlH!Oy
z%;q3Lko_PIxH0)bo>BZ=kXnX1HL$vI=h#?hH^giRew6aQc{29q8&ouFON_8Bt*gtF
zWT=ZXDmAV7xfxDy=Vq4X8DUXYDZyP@V5eu-k{4I0u<oTdu2MqsnRf3U<^12vefp3Z
z*QJkd-lELp`L|EJL4TKO<j^=j2pk?_2Z09;JaO;<3v1o<1i){#Wg@V*zwj#Ez5P8s
zgftBFb<<=am0;(n;-e>1CCn`7X&_?KB*<We*dXK^a@saYpY$Vl0!tPm4k#aR)aw{3
zJq7k<^*YAL<4B&Tp7%|ZdcgS4o~QX#NhB8+sV%H7$Cp>ghUemQOVs$6XMyaq3TQ6A
zFvnU8Dy;~TYl)>rMqI9~r7zNxhTGZOH!0<Rc<&Sa0h#LI!%sh>W9B!~S1-{CyvGCI
zc$T(C9IQZ2lAq2Qq{HOBb~`x^^4mHx$z`aMyV%(ku(AP?TKzqp8SJA+V8no^m(X84
z8t2x6B_C9qey@Lcq}0DmqS84J0sW(+;9ic=k_4H6hztT0io^d8dBA)QK@V#4D&x*W
zV`DG(5bO0m`;yPY4EfzNGw+gea$_a2xU|gdd|g%NS;4K$pP#4HKYn43?qO|SQ5e@)
zQD^y?-|9T$cFA=5`jxA6*qz(AKc<xI(@$~_XeE8`;e$_Up%j5yoO<x#sYxHPVE@n%
zc_3@wfrAGQkT3@|AkBvkTPf-Fw*xivD1E(sJ-tL$a$nED0JWU&GU3o4M*2<P<Mq(G
zV+19^UET%zz$ENU0u3I3poA=wQYkq>f2ayuJ_IHVfA_%OLtbU<(39hi6X00W&){i#
z#B(+lKT8jNfW|JbadD_LW-rgg6&iDr@eA`LM5wU@GneG-Y=YI*msi%37isI}#zvOZ
z%*hA$?&zP;VV^yG@Y(msOjn^kqJnzy^!riDVMbkt4-=Pi3_{pY2KLzP5|K)W&DKFq
zRTLZKDte#>6rLR_$^(7u1fi$1qo;>aFAJkynOUEstz`E)Y&bP3UH?(*N5Gx|=IbL5
zF@Y})fVIfrLK*Tbv<#m1dk}%755a2eD^li%AJX$H^!vogtRCf%>!{Ne20^{_${Q~q
zr_n`SU^fcZ=a!aef?B>XAEzfyvlqA<EyqtUuQ0n&&d}pW1tsSe$f0xc>iXrCD|FOt
zh%fBC;oiN656J|de)_%dF}k~P<ti&O-7h}#{4{M1jSbU-hUDG@`=8iPhjn*%Q4u(7
zDC2dsXa2oc>F?|7@29rY-z!lHi^r!NmRBUmadSSU4L&wtu+($7be@tB2D6$3GZ}!b
zPqJskhfAX%n6e*yYQRGRH3?3vjwGeGe|QX&$Gq$xk{{t3B4nTZN*B~1rT^?vj`^lM
z6SSgu^YposQ5J3z%k&g4nV4H-=h6N}l{^)+JQqtOiPl$UPMv2K7gNG46V9!?O_7g2
zO0Qg@fl1TuQlWkClU$w})y;?cCzKYvGIKIU&x*#59(K{Q=>rgqD4*{Kqalvu=qUXS
z5!8ELrKh{6vkL^}-($}NJ^r39`a5G##AN=G`WZWI&sYdA9Tz`5_6vHi0r!6h?lnN<
z1lj%nLKyN-fi11D80H`m$O^HjWc3j*1nAXeWpo7ow1XjyA3DtLa814Z%8M_M#+i9l
zr5t?;>g!9y4i?o#R?jTX&n~dj>m?|USpZr%9SbW&j<aW#5IfCCEH7W6V%oTVExW-?
z>h^safIfZrApaRnk5@0HskyqJpMI9Q{Ltv|C@p*T?6L2q1$B2v7d@0yI&J(`MOS-g
zJ4FU0nTBlzSdv6bA42kZ#WU%!l)g`Xw#`e9xgI;@+?MbNNYepg>Ic)3CL{zVhU1g|
zk<rqsTOx@bPm^CvoupKu^m{Pk=loaXejl!QAB6k#Bq=T<9`Dg7-v9xAGxGjBuTx3P
z0b^RD&b7RpND${*T!8GxL=smND%81iXHOGxDY0|0cWJ$>s_HpP6s~`C<uX0_yMOx*
zE3Q9#@bKYhoLSyuOzEB1!Zf*#A95U`dK=uopWW~vr@K@Vo$Vb&NN#e6r;|BmZ*Ol8
zU1Ps2*#~H=qobY1G#13k-|@#YUX#Qp5D$d%<ICW010<UfkwCFiBK7r{&oNf|Z6E*^
zKfOhivHC!Y85u}Z<|Ij#Koy3`gD9h;C8sAz&g_9{_8e8*&jqHvlsqZ3=TA|hu(Fz9
z2Q!NcaY~4m<H`l<af{0Nvy5_{KYf}KbXB>aQ11EB>Uxq!zB@N>u$y@g?(6qyzRQ31
zAWzxT-101oj-JV5?6&0S(BLpVAKfd<ln^LgUEP!_Dqvgmu7|&~Cxbjnzhv+4qdBp=
zi{3G#^#_U3gi5!Sz6+d+e6WSg(M9Lrc9xP#Uy%63C8PVOEmBD(J=C)BwoifbWn}bc
z9mgCaM6jfSL=O6^g~U6DP!K{GvQJW-kf-O!BdpFNM-MrVle%*H#GCkecJ8peOivP$
zYhZOO;IG8zE>LSrT$p9nrk*>)#5Xs4_B=H^U;>MDOg4Mv3XNs=^xO0h%>TVl@y|WV
z#?7nQ8)W}4y&AwTkpYhJQGVZL-`*!kAoCCOAc&Y9o!uQBFw)VPsr!^(FhqKW0Iu0b
zY|WDKJ8VFBU?-&d0QcEi*^p#emVohCj(|xC|D0B!-W(Y@VFOwBPXW`q4kRCuqYv1=
z0|ZasV_1O-M*&e<{_V!-@Yu*G5H{<P$jC4`AajG266bYz2rx{3c@sla%m4)&bBuxk
z!nzLopPD#IMfb{?^N|p3EiNr3h`}XS)x?}ig}5-gaGuCD5}%p5K-@`<pPiwWx41aR
zBIKnj7uV@gh4%5So6H0sJa|Y0UG9^6?8GN>A<B-VUB?cy+c%>_2Zz}0n*o`f9D;#S
z%L7SvvLnRao*u>~WT~J2CZ)fly_E9spQ4;{SW(<f>`~dfZ|}Z+<ZxOhpGPLhAG7#>
zP)h>@6aWAK2mt46*IN9K54W&w008R0000L7001yAFfTGMFr>YEa9dY;CwKsYlAzbU
z(32o3LRY%71p*)hKiY<6O9%G#gMP7ZOR`Kq0>g9L4%)J0+K!!T#Ukj2(`LHceK6fg
zMzgh(a0<!potd5v`;SSG>~w>jJ2l}}GBcX3ty<Pr%@nq7Z7rszx`ws2l~Q^q+TVBX
zIZ*HB&!sK$;ydr}{hj-rgJi-=GPa8`mSX?ur;JVD=^wtq*#G<lV?WB;W;V;{XPlj^
zo2HpfpJgW#Np=B`S#vKllFX`SQDAB~K4di<Rk8}6rJopXa8|0@^mAR7;qw`*QhAmN
zPv%UPEY?%>^C>%pqC3Cz^FLh3+S#oAmwR>hw(j1}+O{4R9cOJlEESC46<fnAc&=zT
zz!eS04_9y(j~dP^oVyCn=|{mm*B!w<*Y`XH_kGXz72NlI;VZa{ZdCudN<UMq(|{F)
z2X?Szumg9O``2Y4-z+_7X6-Ncph>Q5W?M$dXqg3r?=9tQmMIy1vuNONuELI^H(KNE
zgf*6A<w}KR3gwE;_ZM;%o++YPsmv>VG;XoEr(CS)dkOS9Q|4};mCn1a`w2UdOtOod
zdz|m1Ngl6bx^Cr>818wV@5OL~B}zaLQ1r>D%yr|koXrnow9IH79~oFh+0M3dg`C~O
zG(n(B_D^?HL!*DZl*_hg5f&c$M$zcAIfLyj8vM*$u7b5*#G<nHzN8$tZ_ODzLp7~J
z*{-nriaEEHDb%xerDA`QkaHm<WaGKef=?E5ZvQ|r=dqK;dguvP{7pRPAQVBM)`^t~
zU#-*k10fXL6@l+5IMLVD>%RxI8ZGhHusUuOKp(!hkOR@m0Q^b%cnWmL+O0E%oY^wU
zm^7O;I4?a71ehiv{}}k)Dx&lRFg9I6WnKYsfdM{N1R@#ma(}6w1-E7&O6JDF1a=E0
zmDZu+We?oV1(V$fRIU3!g7-0_YL`8tmMII%-0vSR)NSx;MU_^tS~o7m5=H1g6vKlc
z3_=ATgv~%Gcqmv?!+}93P;ei-A{4v=dE_ztE^0nBTKh}6bbntFzxESRfwvqWJb`8R
z_ZBach*rLuj*-#YSA;sTP4i>bPZAuSC|x$eF?PJvI-awYcpUTzdEieJ!9w?!4feon
zncFR+aM?qr-d7Xx`k*L0HD8XVdfgCjSHo>!s}jQvbXm{3Ud0~a${pd#uW+GpB6#3>
z8i%3fs<mJCEI-usJ>Pah1s}M4U@3SA;#dl92_Y1`9D4l8;)3UT-mf#_9;5Hv<+Bf<
z4+xQVt6nhJ{?bcnVBGxPPASBuDVe1PJcIp=*1lPT5pHUwI;v&Uf0B^g2o8M{d}>3>
z8vPm?9FX*Qi9=8F1*s2!Fxz$?mgB$VLYQ2GNjU1b8V(NjxPnvlih^fd*UKun3H^}O
zaPHZ*uJ3u=R&dUNdIk5vKb{`95>|Bob~xa=f0u#%bba3r{TN>MT+RwFK~4MqLR^Z8
z_<?E_Km~`gRc^r=SXMO_Xos<Zr35_yMT8b~XlX6zt%pd*O8oyAtO>b&WCv9O2QzRm
zv~D?Vv;Bo~D$5cDqyJv%Vj2iBUr0z@Xtv%fs;aF@kreou0vhlH)I|S%(6XN_mR*9@
zJ+Qd<NK$t0@_ofJF(hd}o7>-wCy8f2t0oCe;VUf%jJjOIO_$rI(!^<Kk-EvfY*wl1
ztdCNy+JX9!%FFVKQtdz`GYfU@2QH6WL4R-$8tFpeN#VNomlBUqC!T9p8QGdkwjT<2
ze++jAED#DFSk@qn;bjr>`wDevRv~;<3Pl^JR$(Z@P_?2e3Z4^vt61kye>`raXt51U
zvKCAsDP5B-Lmp;Gsmu_v$(ZEI57~D5-|dJcIzfiDBps6UA4{n#+jc)w$Z=LKLMfP8
zS1A_`m8u09qq<5dNX**`ZdS5hR>8Bb&9e%gh0ZWF9LO;>+=U7<weo_RRLU#cPZckN
zx>@t9s?dYp(v5u3RBI9XQH=yVfM;CS_gyNRuDiC!y|1vD9axiV!z#XPbJxzQQrq?I
zY+U+sMT9QT#BfgpLbZAso{I0q@SNBB8q5f@Lh(`DWoZ5M`0UHfVxgrbIT(b4ftsWf
z3`Q!g$p+5IT(H4lFj9d+Pu^%*M7*VP+GO7=<WjBO#axQbL4r(pDVO0n+G#N^Edh}d
zipw<9u@)|;Y>3xoh?bd-Ct`4zkxD-S_JCVz|FNPOXspqet(e*%5zRmlO#|Ca$MABN
z^hVis!Q5r;vG)s?!Pchz@3e{VOhxrFH~WlCGDnpP#6=likAFZ6>e|}00-apVpe($8
z9fA!<NtxxcklujTx*u!@7h2ggsPv=o-XL7c=#;r2GX`n(ym+~A@W!O4SLdu5xN5mU
zl+m`M-ivxsM%%fJh%_3ap6F?~5K+`qa7Xk+Qxno@GTo2mIF`0e;eZW7Z5JO0?fy$S
zoo?-ixcv%Q^<$tBNR<BTl$<ok3cZ%@&yZp?i=dX7PAOEv2&GeshdF#6NFD6B;;AfZ
zRy5-ym>5yeHY-}{vOMc5Davu4D?%!GB|Ad8SJ922_qnU_0H4R#a8OD6Ign1F{TAU>
zg!X4d;D&*MLqbNjKJ>+1zX)oJY&yha9(E;=qBB(<_^oq=`T)*C@N4YY&LmqLfR+3M
zva~*cN%0?y;Q@Ib3NAQ|y@JCV4RrkwiZax2A1YJ9{m=?@Kf>t^0tug9$nc)?m3Xc_
z-pgoQEM-JyX~Yxw8SzS#(L50~n<CP1&|dR|u)qnLSDa?k(f&$PIGR^rOPN*%2q-Ee
zAF2XgIb*b-luZV=uV02s@>PgDH)D4{M{Zh<L<(+&nM!{=9@E7nR#2)K)K_$b*iDsl
zy!A)<%g}9HNlh6#5Z2TW*t3N?e0EPug&Pb!jR82wo>l^Y-}QO}G|=3DNI-Lg9}L8Z
zOG4%=53lTou-SDl7z9H3rU+Y4h2q87ehCx=%6^3*RHU+N76fPz!ygg@OF=V?S&pim
z0h*f{PIy*uh^>ee9D>@56dcmr>nXTsHb?cF)}X2TX$FC%;AJORJ~-<!XlfC>5L<pf
z3|Ocvf9SbEs62v@d?p2larSj^6e27b)u#{2Q?MLFlXa++NGSgz(=~ZUwX&j2(^0KR
z4pm4gE%<u|)IRA1Gxayp;~`cd$0?nT=V<WbrMd~mFtz7`fXUQB8MwsM^MOmIJer)v
z-!0Z1gcG4^<iJbSkz5lhTQANLT<FDFkY~NP0b{<e78eZ24H5%bFV&kLG<Ez36pB$?
z=n2QI=s41Aa#zD$%ht}8>kVujN8_3Q5}flGUiJ~h6)pw=0tH2=&_|%4=Nt}3bM6h`
z#VUBlYC3w28L0F~qa4z{q~Sc%Rij*l#aPnOebgNEG8#Vcon8!IaC|p-gq<W$bkJWZ
zmOYzy3m4&a*dtFg@J92t-PW7MCt*~*SQv6H`&HVDfGt*@9^x53@(<w;aP8@Vue7H(
zxKk@!W1<NOh-06Z$Z++Pub=5Ib-T)&Zwf3kh8ygk(0<6BpTiDi)9GJN%3vU6_Giew
zU}p@rfS8lbzEpu#v5h#s31G8y9Ag2j`l^ep={0p+QppB-Z1_`-Q1Fc4PE*&ne9MaA
zPg^}^sQ@GD4MG)Q0K1{4&A`cw_%F12!q<Vvz!`B8c+S&qco<U9j&R&l`!W>cm&zh&
zy*PUj*1`7`Dd<^8E(6-fkR4bHFebrSW+!CJxxxhtF_86~EUOO!p9!@mB?f`hRC`qc
zl!&9?gC;mj?NtS>VzC}T@eks?stfS!t${2&dERHvW9;5KV}gfxNN)UNgPqJ@@Lf^i
zYCJ^RT<yIf<f#=eAo$?^^Qw?SoYBS{zq^r#z(wyj+P-krh8_I0))R%Y=e6L#`~3sO
zI)jl9ejzJ5j^~D|ea~UdNVSiI6GaNX6p4%;uLt1~YG1PTq2#5j2ID2TIS365a%Ix&
zKj6WbTY$UfKRRarHtmO6c2;O@-gL80X2j8zOjkubj>CQe3Su-J@rWhXbF}W>>NN*C
zPFh-OYKtLyoQ*7r1L7!nFo0Jc!*c<fC|-gF3bgqNpwLD^m#7G#I}=&oS8#;Ofv@1c
z$45aLT&GbOCOliH!E=HkbPd?<Vma{oCkqf_9t8g;u9pR=b-&rb3$$=^XvNBCJm2*c
zDm>5$F(quPisLSMV&GQvY{G$_WjSQLUbtk1%(CR#j-MZp?IAY4fFLte#45wd-aiLc
zP~BC)E4sUiFDj$RRQRr~Gz{<meRz#_wxSz}Y_`JH3|+IoRG_^gyAqco27kYJiG(YN
zCsG~+KYMVtPQ+~bO7{xEw0v{X%qWeRi&_sNs(1PS2uJxp|J-0-EnZC1&tJ(+fx4MC
z(<)r2AU{>O=vQn%w$9dqmmN4Hx6FJps0eN9Ez9TH1qdV7)y(JeW=2yoyCfV<;YudM
zG~9(6(iHYsQ>Z|@ECfGSD2FclcHvUUeJ@m@J)BZ+RHwq<g^y+T7m81Dgp=Qkb)Q!;
zUA<T1!%x$DHJ)v9uJ&a7Z0m8__h5yWL^fUF-y5mfihH-I=c}fOs=U$mkB87(Z}T83
z*4sZJ0xehR*{sb2t!H7|2eH~Khdz6J7GBQ=mgWRZ6zWY&SkB)lWf$?DVj(OOHc~6W
z2>&T%*X+MoEDNiJ&}}eaBK$K|1zZ~3-P8Bgo<1<dE*Em5|GOoJ-X18e%;61dcCh*X
z0S)r6O3+#Tj|xx1kcWSz47u;Ip3>bg2?IwvD`9A9-w8f>PZ{R=7LU4HigPkOZWX{~
zt>+3*Tkn?5RNp9lC7m|aHeLlxrtyY&$Jg6zV&FBE*?LJ>L2qRKnk>?0&KFG)Xu33`
zf!@Zepo*#B73O%h-hK->aE9OCp2b+4i<s8sz~y_23n1no7OJNPKGz(IGOcSadA6%{
z1!T~xcz59y4fhc+YIuOyS?in-4xkG-nPGtAWgg27Xh)oxW+nJo#%krPS$k~uWy?1G
zP==k;Wyj@53UvoV2Wq>c$@^o4mz$m)_S6oF6Y!?^3Y$T|^(;(<Bjc^f`k?1Dtq0ij
zt|WVI(Cal1N^matDU(i2<P1JwQ|Tmob&y%=S%;`JTX(wiOTGJJcyHe9W)wVQZgshW
zcf0U(6ub);uB+e~L}^^X$uKt++_IXM?tj3XFjR0v?qQ(dLC8X(;rI~>jzA@#`n!|t
z1z4BCVFDk8szF#+Vc9)N_PT>e!Z{Md5hM);F}xgl><0xnhksCfy(tis{!Uy)gdr2E
zX+}7l$4$#Y&@U7W8T|DP+OaXSmF>7E!CQXe^<aRw;-$E<$A0=yVS$INx5Or?Cypr7
zSCepA6Y+CA0{0xxRPah=05uWA!DGIw;GXNkbBN&;aGZw2nj!Fyr{D$sQsH&ZywHD1
zwSwVQ>nMvsYbQ#5m^M8@-v25Ld&To$(6f7!YysvcJj$r_a2>1m24!}1AHBcWU(UI$
z2WIQ!mN@@F*KjMA6W2gN)^a9PffaCPR1o@i3!H)9Y@%R4#&W!#$TE5zb`Z|RAZnJ_
zVSHc<KFrZ18<PcY#GODD)GH1T{K>dU*&ek1eW7j!mYaQ7m8ZmjXH_{$LeCzxgj470
z5@^wZ>N8<1FB79@dYNcZ6>})0u5O4A-L7tk@MDSVk{&c;q)VFk(9<QbpOF}qAWmtH
zN(B5gU1B*AvsB6Xfz_L2sd#$O)k3#$-N5y9iwgHEqw(qOW<{59m>FFHU*}A*%-sHL
z!T3qDu*_KK44m+PQ6zx>6$CMDaxO7(SgE+d%c^t$_6XzB1x&=BV5Ec(m;FKizk{zD
zCX<LIeK@K=imB_nA+IRv(vJH}g*xqqyVv4k2m=$E_yY<86jwlc2c9kn9BWkILzTO_
zKs1|vMHN_<@O(XzHDHxO8D3Z(W)T7~P}AwT2yREMeb?%#)=l9$y<cL_rY>*>Zg12A
z&Ph+i><Oo${~NQ=kAbjWmPk0X5cHhhTwEGNh;i#8YBmRpacSL)F!echgo-Ooei6*c
zBHvZTWj^2+iwmqd7%1Efp#27V<PaSRH6_H3p+=g)Kb$jKr;0hw{<k6m(i^m2=z4BB
zA*%-PS%bLh5#z>vvmkbJ08RI<oCY|3(1eV|^Ak<07sd0dH=*`b!Qq8ovk76HkR<Ol
ztqE0sU`5tI)u-2{x+BbD5n-{g+{)Fs)DA4fnW|YOw7iN!1NUiH8vOD~vFwNZ<ylg!
zL9nH&x&y>-Y6KsQ66ih#9B!m47=R%MssKbu+z;;-V+U$%Uoh_LcA-CTbvsn?b-OxZ
z#(>r$<s)Qvp=_}`d=`>F2%FGnajl46538w1to3A}+_RQ<&(=}P3F1nJ>&<}qmgcGe
zKG0p=7Bn*>t_qsbU3T+@rtM%LqTXG;4<cRQi7?V?a={g0FQy3KgJ{GhBExzEEhrhM
zIVz~|o}<LJT*<U%iVIQ1H0#x~R?p{ZUFop(e4(E55cuihlowV^g*De=)`$$;<mOUb
zu+TPZ?O0nMTG&`LH)A=d&$rEud0oF7ZDmybdd3Y#98-7FW<{uiAeDv#q&WZvR1eK<
zdLyp6h!S4n0%)l(igjUED!!gELM}H{3mSN>2MT2-&fg1i!dGC{KNv|fa}=d=gFEfQ
zRR$?*4lYY+sRzxb6`o-eFnhluM9+fVi{ZVD6DW8PZH?ezZ;K5S-0ww>hP$FS@Dv<I
z-Qx-_gym`YK!DXXd?18Sa9G=lr{I-Jm~|E0LnJEnxbWRA-H&4lCx(|ptA7TLJ#Eas
zCris=laCjEB@|X9)EdLc%0#+trkUxD*4Pt{f`??3^jOViPmJd5WFiHJapt<8kc*6^
z=HNyBw+aZN9m|jB@GEAoH_$UTfmOXCv)QvWX6&YLG`!O5Ij)BHdLdWvbhGDG)F^3-
zbZshhcvg*)@R*%etrA{frc|p053&gjw|z6A;I!*vOZd?R_@B)Rn}o0UTDLtv-<Hne
zM15<sU2ESL!#OjzxPnJkmstwl%m#d*;Db~)>nnJeO4}6$_sq1N)&1CMGaJLp*(@!>
zw9TyjzAP<gZ59+><KXnlrMRtYS8T4@dXxjB`h=tC2|bp_!%)Jr3y9hW_e<aX6^jil
zCwAWJ4*kSFec5sPRv~Bge^7*zTPeO0WFq1GPqN-Z5H+I**fFXW^jbMY&`ox(fUX?j
zeLwCB_9YZ?SFd=&=bjqE<-YA}xa<2u!^2<@Xt)EjuHXW0xrPf@a96<xu5Y^v?hAZU
za1OrK<JvHjy1s2Wfrh&Shw1(y^>@P<gc7=YVKvpT<w3-a!YhI3h5m)O)OVWxsI$=W
zRc8xs;P?tJZrFdY_*}pS-o-f7a1lD#Dg^NY7F1LS;)cxEp$`{>iVkr=xU8yQwmtS;
zN_qOX#pme-`)|j@1)WXJFm@UoqloT;k8B0^;i9>k@dO+!1s@DT#SCDQ0rNCG;KJ7R
z{dC3FjLOrdt(l6a)4ZbK73gPM!7JJHXxyv~&Q@^SPL1YC?=93k%ce>DyIB*A{JvU6
zwsN<(N|x*1TyVD*6CW{*t65rvB2c{zLjEB_StuVz_2vY=)l{X;p!G(<SS}Q=v1SwD
z>3SRw^&Bq~sdxxlH`CJ*kHfDNUWc&|DkP(Kp}q?Ja^k1m!WHJjga@(wA;NjSh=2;A
zmKxhdNUiWycFoomc)(`=KNRX-8u9s$m7wy9FZ8MeoQ`-^h%E2iKl=`|1g5W;r#bK)
zOEF2)2?jcT6-_qq6_Z2`f4T5#hKbNotvIaMh_x&xMo~39A5+229_wx#irF`E%-RF-
zo7MJ`!`kYNtGU(N+*EH|yKP?ERPgPMr43WT&GyoUhMVnZqpjeJrfAnRyz9(w#PDa^
z+}TnuZX>p|p<di>G+DHzUPEqxl={W3X@!=4LE9Y!1O0-wCw%?#f5GDP&igpMm+a4%
zC^gVki360<;;NVHWjoz37cSfI7;OFO-A<1ZQY!s3l#%pm@p2`VPG?na0`FH!ximXb
zfOC<y`5)`Lts-STnuW`r%RQApLq6*s%JOlU-ga?$;=h@F*>d6R#zQW6h@~G=`+0Cu
zL$#kY7<iU`{W2K1%}BzJ=lqT1vkL(NreBwDq%L}4U=8%9E3AB=cTzomyKs?Afg8U*
z%T@Rv%B%_zs5f}7YmPELUEA~m{XV9W^>vqyXNUTAN^`*VJF&WOf?hP*s<TEJvYE(P
z((rlSG&Ov2tGQ8A@M=4=SXJ-V8Z|SD->qHbd?UQ2s;@RS*Xf-mZIbaQwX#1(O3Gxb
zI#<qSw{PlwR-WRv-YoUZRqwXm#Isj!X?VEKxQ6G~*)6@fmtSA;#NGPdZ4I|m{FZ{>
zHdl2nUip^EW{OXz0MQ(^dUHi3H$8LHzNK@XQsVZlRmGdBwMM94!Qbk1sybo9+*}lK
z!bBZn!n6R@wwAi45)|GOyr<wj%j!7_j^J*fQX-%v`oB|H6qKR$wYb!;*tV-mIr$7_
z&+dOz$hn*$hN6VKMK5c*?g8?Ir^-R4^_zt{b8Sy$YdmZDJd8&=4`1OymXqU9Ahrl|
z6$bG*2LFd8+Wqx>mE;j3k_?qB2QC{ZS>}NV?xr9Fp3ZK8&DW_3i1OHfLQv+rLMQF|
zp*s+x)CxqQajUAsbQ(fW^bgXD6yNEoHd`!+VhYSGaBIH(aJ)lmvdnf@zt!RGHJxrC
z*39+W3ZC*hET!N#SJ&)yUEk!Qp>|X~)>w;oRO`cry{3~uhR*F#%EVBFRh=j^tUA>Z
zyjmTq`sHDjokm0}TC8vxe*Dl;`F2$?93|PH_HdMx<2a(K)Y7oUO3$F)Fy4|aiy`Gx
ziq;ba1PjBe_!n^=8`TghzYWbDq4L{?YmPHi@F8PsLj`y8VW{8>Yu;^CCk}nN!Ph<A
zjd%0rO<PqrQ*31=6KgQjUNw~lTfg1#w9w>-+fGC8teds%sutFE&0JJ3ife3RL+8iN
zx3}~=?Wo($jNU6F%FrA1)*!G(3R1XXsAb#pd<Cb>BNwO$JZqrdoD1eV!RRfuH_(zF
zSa;PeB733X!V7(^5duF9e63kLcl3Hjz^0G-aVx<fehpI&yw-`?g{CDi_z9WN(hQk?
zJGIda9sSm-+Z#ml3O>wOrm5h!H=^!P!OdtRuag5-d37bF;J3{6QPMz|Uu~$Q()t>^
zHPmmphQlz@2{R&cI#ms){1gRupo+94tVNyS+WuH6i_Y5GBk>F5h9es4Esw*7jfQ$b
zwAOGM4fVo%t<iXl-FuC#v9%CSr<NIGjYfmDSpEVY*VfW;dw`f~Uk)jM2wki-)LZXx
z4JuL<Hdvn(E}*-Hqe`6yKIx$yhs8smSXgt`oJZpk*B~yepTDrSh9}+384lI^`<&p<
z7cb!Ba2OZL{DB1$z29K=7)#{V_(uMsv({L1RJzHqA=p}MgUYvWt?Zc1<y*&#mu}tS
z-mUM(2)xN{`=&zRikVtj)dX5enYR?YaqIT&HT^;u!*>*Xqq}XkHKA*)wxM1zM)R$Q
z3YVPu-aJ>Yvj<&gY4kd~7wUKBIdLOLTXlY51%Xn3!goBKg)c(iigdQyAQU>=ZQcr^
zEd^f`gG^hgOZZ+|UGgQ1Rpltw`CfGUEIai%P`ob8TPteD`E{OJ*Q|5%mZw>8*tj`T
zuGL|qT2*i`ozN^OI#EZ#a}GC(bryA^p?W3OsB)bX&=^Lnp|Q9on9iLJLuM4}YoZZ0
z;zs4QJpZ%8C6>?U*W$O+3;BG*c|@^Ocz*XRI5EtJGXLTvb#P)f*H}&zbB#NR!Zq+E
z3md;+cH%s$H(HrlgR@HVx2X2L5bS&z6>JRI0C)XMcAEHc&EYIxXW&3qW2X~iiNsFH
zli(v(DzC9ba<;q{o@cWQ=so-eJ4HEf4Hk34%)(lOISScMKF{=$hb(l~RK|g`e6ZlL
zA;fOPkzn_sa-zg=ZK#|mn2j}|oHV0<0Hd$9QiY2l!+-kyYyS4_TRJ8F*7_}-aJ6!C
zbzS9-mHF!O$=SchoK?Zrl>l|~oNJLc7w02=#?4vkZK-#~<se)!3m5XjVx73vg3X<7
zoN9AnWusSJj~gxA>MlXTZCYBb_3-Sa;myd-Kd&?t49CbOH&*XvY*h2r5!*z=5j%+v
zuMV|F6CI&6W^S!tEG{rnb^O?ObgGd;?ZR4>T1e=csIKV-d>Y1+?=IG(Mz|(=ahDy~
zLajVI4KY&M+{ug1NR~sPm2h{BRksy<afm@Ryeg`r`cd^Rd^_rJE&JPidt1R5yHE-W
z-i33xsq33HQ^PmS+UBByZ<=g#QNba`?Y4rqH#auT5q!hc{Vc)^YxwqJyW3UpPS@mm
zo)PaxkxqB0vR#EsYviKDx~S|3iqpaLL!j6qf27g6r+{B?7D%ZxJi;BxtU33L?~^ay
zA>oPQg2TeKUzaWvtZ~C}lohQ)Lsyj*#j}W%4HrX784=aQAI`$5f#UcRSqIb_6kj4A
z$x+8zQeG<0wZne1v7!&vY?|{?=V2KEJ`*mk#42%m!MRzzr5u~;stC1XQ}t47+CM@#
zT&-&VNHjWC?KgFXk*+`NK$~fJ#H$Jpx2^@n1oDgFN2*j*hij_T8FGVsG%QrTU+1Eq
zD7?H0-N@DZ_4$tAo2uuf$k{a2h*o!KW)$4tggsaAY^`GjfbUAON4Hr;Zaq!V5!8XH
zw@WfCNU4nl;cSVt-rNa<r?*#pJE)8{aZ=f=-aO)|L?WT!BAYVRwo6%X{=XLJoq|_U
zTO4qzLcLWK4mk5iTT4rp-s^OlOAhUU(w>Ub{ps=9*8^v15XxPXqjlHm={L}?o6PdF
zY9}V;2X;civlTy;QgA=vX0r-zAv{;_*6Wd(;(>y9{YoGde4{tWbTxb{YS$FJ+MZwB
zR`6kWlMfYqt<$Zp#qbv!aEOk?OLvCLW*(X?6Ye0uJ;t4r`D^6vgloS+P7s4_VVs>V
z4;eoNYQtL*E9~?_6_%e2MpPA1Bp(EXtj6xGJFt?&^VIg%dg}IV`6QfM0{%(<nrJ`-
z+2iaU2m_xfE<hO~XgF>3_m{v)ouRWVtAiopE}(B5G(3H+11607=hX<x21aW!>U20g
zv^nQpdgyI)bAui{v)iU-_0;^PBkKgcww<MiC9i8+^uSU*XNw*>JTy1yA!K%2_IxW!
zaEBh&IfQ{8R_EF9HXasI?F=pC{3>sAHd|j2+fH7>8$&3HeEDX+KUt{X44p;@f3e<(
z!n~Zd-4J=g#RBshjq|_+%ZJ|WHCh_W^ZZa&3dOpR;{sV8(0ls)I>V^5WqYmVgF*8w
z^nk5;UaaM5RCt!`fkM4O=APh=6Rr_F*Xf@r)=jv3Lju=06A}sCcC^W4|67Yoa$SiG
zvt*IaxF?I66_JQ5r%hi@W<zA1B?)N`wq%{o{F1py4{M9Hs49^On<YC0dpNWzgmq3a
z=dfprWqdwSpj}71kb@qEWvT#EK&-#QX>TQHnNd{^0kuM5-)Z=-)hcll*h?}@Zpfc1
zPy?q*D_I1)MAX3SM0}eb1|a#oT*+p4ejp)Rj3p#nSlx6;57iV4+w_nRQ*GIto57F}
z1&5d4w&`JoF<Y)})!SyPG!<C=6`IOTTdbsH6`QZF$|^VQn>XbwY`(ru5B6;@FPHCy
zVvWYk@&4Ij-E%;i7SU;Vmfb`C1L79pC})3ryEA+=_C$x<+g)v+w@u#N)Co`9=DZ5e
zIa{3Xsc^f?_>RJ5wqdsQo=tb2)znGUXT<z`O~>e)8)ioz_}H%LlS_56xWP3XN}21p
zJnV9z5448Wj+58$2%f8g-|9v}!|kqEyRDB?RP)2z%JmL!g+h6QYvKBBF>*a_>+Hl!
zZI&Na@46mboBDtc+uD^#wA;}rP+%EX$BRp;N>=w%3%I3sLbiD{uU!LCYn$2ya5|Cn
zt_Y<FnUuALCASLjLGj<m@m5&13TNOYn7F8_>~S@MZPZEQ)oQ1s40^i?+qcl$juw>{
zkZO15b&SoIYJ-GowB~0_y{nhvl_f{PQ(a$Z<G$K4*H_dA!s_knimtxur3efgnOo&I
zX3MK7xZiKHn>TN+tb7?0VEyL$>P=06+qc&B=2IB<yI9-WZKtXtsqG;Ms>rrj9d7GW
zGw{$h)fV5vHrs5++sv1@*+zRqRo||)YnzJo7Hh4?3YRxg+E%RBhMT5JpJ}6wK5Nu&
zZ|N=WU~4|o=dQe7cfi$lVb2s<wO!clnuE037M$lxJ)yP*+nG$4>wWlccYZ^`H``k^
z+J~ptQSI(Za`u&t`T33ccpGm4bE-WU`y}lR%K0-lHrl4zVA}33|N87T*2%E;hT7)q
zvPGshD68A>hT;*=-sT+zy|vB5yqd>4l+(K2_xD1sw>fX#%HLeo+niqBycy5$x!d8*
zThf!s*3JByx2E1sMAhwTO}(|qZkSv89f)w4NW}0mPq3*%eUq_hUS%9c!2Gs;r@@7I
zfF1iIcK7EGrWwnz#Q*DJjsG7%zm`ip{&b<7NYq#{2mM&Wxc{FjXN_f}Xq>0x>1M_F
zCaRF$PHeEs->Lh@#$!gFpp|+e!4ipQ6Q>v8k)hxG-|hFDQOgvK<;vXOExPk4U3Za7
z)E+O;#S*AcGT413dAG#*1I547;89F%E|+{91{=dAlK*=D>2fj&=iX>Bbi*?8)(On}
z9b?11+w8B6pHAJmvt)dhEE+#CXlo*oOePXPG47F%3F_kXa*`gTPjfy=kXc}>g|7R?
zyXgLhId;b^+?~;18+;E<@aG0k+@YntW1M>tb6D9^%q96TI?nR0!T0?TYbhK3uNIBZ
zOgdjjYdm8l#_zmi^pj<yW)|wn<XAHKbn<jA!B6TXZyTTPq;;U@zfBhs$;sr-*sJ>)
z4aO6ad{>O0BrswU9k(#Y{xNC+<js^MRgzDRoz5hlU?Ax|i5ugFCeDwI<jGk|@{DVz
z=8V>1HST{g9^D1d(bB<WxC@|Dxg^_Bl=XOa&ghR9jlVroC^Pnx-E{p$1sEmf$P@ah
zhks`LZK5O#9AcwAvqtjJoWZUY6N&M}w`c{n!O_W`<3*s>_){5+8+-?rw6kdZMlznp
z9~o>6e6XjaCy80ye<hyb8KZ>>C-)cY3C5Die?4{@RHD=ah)Oa+CYmK52OHlxRRU*x
zb4LMK#oU$|keJleyK4LtlORTG?JAA>r7@>U@>Y))nCIt49}s>Tb2Esp`-|tnAiH+W
z0@>G$Ka*~Naeh*>#E*@i?x*R`NnCIudId~94Rk(==B<UYk=!|JuteEl6UD@5mTdQ~
z(N5(Jz86axE7FB822bJd#W{Il3~H<!{T(1ye#vMjXQgnqX5<iwpHVvH9emy)$@<TY
z|2y%n8hhJFCGtl9$a_X|2k5lBm{{3u{Hqj^=?qYj2aak-3(E;G9<caLIPr<G)(eGl
za*VwJQF<&!0$&2dYA#7*Q2hHziUzx8{O!R);?8a(ks@pm3c=?)FnmR#^P15I_pUr#
zGJbjl{fx(bpx|BOrwRSxKO5&qyaE*LJYytx&l>$*1p7Hn8VkUn4}y62fLKpr@Z@ab
zXM18v_ygm{-r2;RUGe7DDT+JFiDWH_<xYd+mfp=JR~{xFMYlj){{%1!d2J<2i4|u2
z*W@Xp-cNQ))SWSIB+eKNZEFX>5<7k<$yiH}R9^v$qYL&=jYQ&~8h<-RU0yYo4`61g
zE5>6<@Qk5`*#FOs7G0h40?@U8POgCMo-<a)=8R>OpL?oEs&Z$%clR?%Zj1(g_yxN+
z(Mo_diZPD*<5!K=_?(fDqx}#FEXTaaz`2BKo{Uk>M#wA}HzeiJa7W4bSsI=1oXaGf
zSZRQowA^Lz>^V9RTaaTtz85G?%q72>kRtrEJpf}?{r%;{pC{!c&nF8BHe-Cs?oIYD
zBzDD^zEdnD64S<YCQ*1Et!@CRwPa$a9*iagJS2*BFxXh~bGXxE<Ed1N;w=1?Dz-kB
z8Xp@whZ!wD4N^S~c73~KoJ&eE|G-Ek!K}L~KoLad$j`AFSdf#1j`!rMZzS`H)&Y&o
z7AwYd{8<9*o4RUj9HaY*t{N*4CVsk@sO>PEF)&#IxceHafo(Zf&vv|L+`$Naa7hd5
z`W))q7>}j*JTydqCzNe#y0n}e!w+Na<UI>XxsXC`yl<eB(j1i7JyMkaFXK)YqfM11
z<rUMzdK%A>;C%(;Ovl!>pC)}I<)Lh>fXkNmkP`WkB+9u|K@OidRFdkppZcMa6L8}m
zaAmF(Q;9y4V6q>|(XSbNOxyIb(aOJTuoFKtTJM%(5!gp%V4j^+vjyaG@Yug(`NVm{
zsIfw<Wce?^HjA=_l^lDP*y3bvjLv7I5{WUo=<6EYKbB1Ni?bKTlZjMH?Z%Fe0V`@Z
z7SChjdq?mw1uu_}wG#5mBqx~|8&kW#=qs60r*BgIWHC3^AERHthhH4%;$@haam;p)
zTHF6=EE6`Xkmghg3xI)P_e&MT>CUG4xnvk~^EVUkQH%fHV5u`e%{PqJU(gE6#X58z
z{eQYVp6u@})OU_0$9Galnof=FNK@#ycgI+I4?XNpr}plb;o;sLhDi^Z{prj>dN^qA
zK5&R04rTTpJWNsM;RE~eH@|S?pmB)y6^<T6i@DqpusE=G^q@hd%P2j3I2Hha4#_Ui
z@{sJ}(1HC2Nk%gJGl%3h!lC{9j01A}<iNf?`%U?j*}Z!YP3oGlE1ljetL@pbW2c;X
zdOS70lOA@ALA>O)2|O84@HF%*c%@h}{_E~LcZ$*nfhsgwdrFBXChtn_tQ0P&mP}%d
zV0QxJd@;U#2wsK3e^4$XBtMo1v0#D6Q_1o1+Suv(&K+aBcF}OVca87eO%KMN9i~AK
z2lnqeC^2^Az}_Ph^pHJlPRI?M$%%v6Neav-4^K_Wg-lKzot~1boSdE<Jxx!d*6g*Z
z$w_eE6YNxdY6>9W70%n#)Rcalo|>GRA{<XnPEP5Xc$`KzWi|<Ai;q*2Yy}^uCMn$j
zzsF|L8;1HR4MoLMvi4LfQM@*pMNd?HVUlhu0b!0FJvu2Tnmv5@NLEg7;?TjvN95Dt
z0|yS!O0ONrn5H4Cnfv$cmkhLbcY2RxsogurcM+*_JNubZJ(U_CrvdN)g2|D`_-7FA
z_vUhmpPhy-+qZ5w(kX{--UqMdVOT*{P&RfysPZ~-^=ZiM=~8Z-URmt~Z;$^)5<`t8
zVrJOCV{G?c$-R4bni<Ko2lgJ8tatQiX5y$MO7_s?lqAaJ(dlVoM&S6EB+m5oG@-SA
z?AWwg{PeNOc=6e(V_ABtvx&*63ECC}&L$?PRyjLCiX)rFM_M5;cyuDh*u+FOev+3B
z62<_@#;uMXrRy80MwWKn06t3a+yqOOa})dk=7YLfNiL9Q)X}8mq}(Jk3)fH{(=7+0
z7jsi|;TE)ed1|VEaIT!4x{)AuL0j2odE$t?JCWEWd-%|ixW}V-iphHD&>@MdYX=S;
zJa|ANzyO6MS@#&meo5B!p542p0PNVcbLS2&4c_>8iahTAMYyWagJa~ICdTO0O8?ce
z@x)n()&64QXZu0SSwt%Z>1M*=0Qny()yLt^jy;|@T}~%hwNT#+Z7a2unM&-C5_WLs
z*d8fiNB8cCbyD`gp2J6D!8$-oJ6)fioFHQ6>(dY!IrXVy)5l04Fc?rVP5b^6(=(IV
zK59=)P7~39^{MPpMGa;Y7miFEouHw!VE?Ra3!kmEZ+2ng=#hy&dpDQ8A$8mYiXkOA
zR4#!06pX1Cmhf`&xhx&h&aw=CakE&SoM`2W%S1UK|C`BE#37QL33f0yL5=|egjRC4
zoIT2u#WMK7C`hJ)>OU~MjIl@^d^2&XKAAnL_z^VKPb9pY{VKFZc5+&B;Ph0M^uuX-
z5oxrJl<G&b_>UHT=;+~C96;hj5|yCv!2?ooGy4xn&A)5^Zc_@;`0gEh(=mm|c8tsZ
z{&)D4CLAzgtKEr2iWp#dUotVCjy1hGme?uV9vV-kWpCMZYQG$Da^H@Fl4er}cTW&I
zmM1c;d?7c@XXeV&(?5xo+_9NyqUZAD)G;V9>J!*3Lb@QNS>mh7X>v)j^n!P4nhYm9
zRsiGgF4m_fj%KH5i}o0Fm*j<sBa<;N%uF7gIwrA2Pcu@EbJ;9ax^{dLaxZJ;rl+Ql
z(F|vx2uL&3b2HP&W=KU?Gcz;P<MCW>hIZl?a+Y<RVzHB!6|dZ~PFlxf^=w(Temr5>
zCr-p(D6vOr`M7m*1}%Pu7Bk0B<Z?91v79v{$DN+Z#p6y*$7omp9Z4gVC#NX+d$MoI
zI0ae*49XxfP$Iwv=^rUmlkh~#z|(<3eF_XRN!Wk^kvKE@ljwoo=}k?y_7<Qc_+GHw
zRBKnEeq{2<6jlCF=5Xfdq0#lKyZ5DyeahK^54&TBzD6}YZXQ<f$$dKy>FW`uGrNyY
zDfskZBRi$wQ`tk))4KlD#Ib30Vt(>iYpf9ehVq@6o>J$UC#OMt)fU8=npF8ClPy|f
z%K$nbE9GVoUSF_KJhL|;tKM^LYQ|E-<fkXCdsP=_a+CKK6#PMJs!&$&vnP+8xnEzW
zYR^=v3jXB1R^?FzpD)<=pHuMX%lAI;n1a7>f9WfaDEM=a++VFK_|xako_$oopLzWJ
z`I>@1|KvI6Y2D8=Pd@#Of<OEG!m}Fw?82oN=N0_Lg;(6?6ntUf)vqlm_=StFUig~6
z4)(%p7hFA`3$HG`sNnM#UV8pn1$W%9J@=%7pL_0wr}TWzKK<O|dR-6J=Fgs0@H3A+
zarR*aFFbngVU3^D4_5Cl>02<0mBMKS&)r)%byAc6#68DnG?~HEnuOV7xoLGRZf>Ig
zQ1Jqpv#fHcNf#bfjx(&&R|*$kHIJ%NXhfDN(3O+rscip#D2x7+MJNk--z>bGNof7a
zKTF7-5Am0a7p5i;O--qur=}*R6xSKhF%DUGb(Igjx|^ChHaQt*;Tn8@=^})GQkB<_
zq3X0s)gWbXOr>fZpFVbMM!`=(CFB&mI5T6}3jP%<cdDe|kKbdJA6D=eil-iVQo&#S
z%IT-RrtjoASG@4Lf?s>)zWUn=e%*cKt!oPY+2z{Rj}-j#SDtzQhJt_l4fn%k1^@0_
ziytg&_|?V-8vf-6S3dew!N2>-ho5|^;9q=t{rYtU|Kj>bpIq1QPu{z(>woK$4?flX
ztbFpxvc4ha)9WkCAM1-6KW%^dp@Lt(@%ars&l@+|D;oZ}zr6CHf`9Ad>o@fLS3dQx
zuPFGZH$MJUkNb)L!6*7=nos;sd_B*PKDz#~p8vIv{ZBs8mlJ&8f2{le`c?mfs|x<w
zTkpNCZ?bv*^>4g-Nx{!AdS81+!5?&Ac~)mg&prKoP1Ec2W6pzR1-BnKTh1$ZZmx2#
zPTe_nPu@DN;MwCRr>FJpm#|(_3J$+~GOMrdtU!OUXP~T4AjEjGRGyw{nTT?&0(tt=
zlYc6&3np!U3<`RZyo>3{*2`e_17(A*4L;s7iWl!aHa#=*-T2~;3OMf`HPU%2caOgH
zY2jYGa$dn3XHGx%qJqDFuJU3-WBkQ)jrSD1U4P-j5ocU|W%*kQ{-y7IOXr^dVC9PV
zfr8&`f7JPbg8%NfZhZND1@C;T{q1in__x3K))!wW_-}oy{rTsb1D01l9dW?*8y{=V
zYkzWG-*r`A`3Q8^9Ppt(f`4@F{SP#U`B$!7(;W8Ul`HSOr{GtbSKoPC-+tA+(tJa~
zU-7>2#!H$rym#JM&=UA&v+<0Azw?Io^%oWVgE!vzx~Kbp`_1Mx4ZrgBtD3_;_{N)8
zHT<Kun^!;3lJL&e5A?dOzkh8cf!E)AZ?vw@-g)oFNYdW<;Ny{`z5nTlT9W<ipIyJ9
z;2&TAd|Bh|+9%65bpLPppMLnhg1_?7^{a1bjdS(Gw_Z{3TH~$D&nx)-?&AD81<ybJ
z^x69q{N())pE<4IGqZ(z^nG4aCr?;P1Cp`cPwv;HVmUk6da5Wlr25AZp5;op>DFsS
za-NPI`<s}NPmtSvu{bk*+*X?P+=<*hB~6d~$;x>(-p3CXoL96ad#3v8M+*M^*Pi>}
zTblo_)j$7I!GEy){+F6BzyIx(?|1Z>2=VRjcQpTf_q!c^7tR-7eDUR%T7!P^`L{J+
zt}K7{d0W%zI=E5O`{U)0-q-x}At<Qe-+2GSD_0f#op-Lh-Bj=^-rEhWX|8y0Hr~|m
zuQ$G~HTpNc{$^A2<=ftyZ)rNc<uw`_-e|m8*ZsWIXuSTag1_+k8<$^D@Mm9oZ9(&^
z`%?Y+Cl&m)*Xj#TDEJ$%y!w)+_gjmLuW3GLzV_N1Zz}lPjn}{4&~nmv?ajJ^zxl=+
zZ@w{tdyTK_e%^euq3bvCtm|KS?TxpzoLpP<8oK{?yl;3KKkr|;_TC2yzI^rCNS;5t
za`n2_JD-2_;f>F=zF4{5{w=MKKKt~GZ)-iZ^677Vq2+)1`WK(+`F#5Eind6X-@o$y
z*A@K9H|wu!OZ&hD_xYNF&(`=O`u01kQYqY{;M4Z06WYROr)Q?7Bz)?tu}^#-V?U}!
zl$xhq<Sy@YI?CtS=yv#`N|Z3UIj<5Wc)QJYHbKql+WMBN+iBn0RPdWyZbv68du#LS
zIzjN3$yRiNqq$<QYWPZOg{|rfrB+r`I{Sc|tLwU-{O#3H-&C{KxV@&c5`-8EoeW)#
zs-tX$Z60-W_Q7_yb2lM!aog0{3boCyxu~)dHaFX*O7z&I7wY=u{Kou-ehc4iZ?*NE
z!;72qHJ#&Ow&yq7Be=;%@XdKs!#CRImWK0omv?ne$OiA}i%*@cyO*CYZ7m6XIcRNu
zzNgc!+Zl6ohOHefbvN|5<`&!3^SqlaaCwv6%|*dNx}*7QEN!(le5=csR6@Ygd@rNU
zZ1DMRH%@Jw&$Qbal_p@$&$s8*>-P56{O0Jm-n`jeRPczk`L=$Uzt|S)W&Yw?)OPe~
zBd@x-rY~T<$rl|@!B_b<Ti59Z!|wV@3}09k-IWLBH9?EFZY{3fRMm&;VqJINzBO#<
zVMWy4%qVy^>J4;mL6k^j2Rh4PdwW~MgZ5^7OToSFe5CJ#ZG#HB{w+6=(fzNsqlT^E
zw%1{LJ~rd)Hx)d!nle)go?<I(MfbCAuj}lE@YcFeSq;xN^7@2Sz2SI{qpCZcMG9*<
zac58A8XKDJuJd7hKp4+lpK`8J(yczt+->uYK6t$ej#KbzyKQzAyxV4MQ^C9K?nYam
za&C)_wytkF?b@h+VJ<3o$INVV1&=nDOx-^;MQvNbO-NE#!8gtMQ9td)EeTI2+4E+1
zGd?&vf$CkecAq{1-({OB&2!OQYU||FE}k`<*ETjc^$FrGBu~M+-NjM;c6)Q9rr?|H
zjd^vH{snWMbw}N|m-MiU^BZk_@_uony{O<n>N3o8q$b-u+T2uXax)WcE~?Pb?DEA$
z1z%k1b-N0_J>MI_MXkHoQEIieQ5&kmCQh5x`qOz7x4Ak`a(<1QXXVSf3u0(C)K!t^
zZ{@jydg~2+w_^Rad29W)-YqcAbq()&>v?@gqwi!a{pBm0W+gGuQ?kUCp6bm`EnHXd
z6+6#T3ck9sdQ*P~4LEsK=k1%TD=RAseruiI)crR?c3YjkxiA!bP0fCx<3v@J$-g-q
zc898ZyDB!e^|63$F|WJdsCDKwe0#}k>rIWdOuI8YD^Gbo87&Tn(yrwe8of;?&d9$c
zEG8Q2ct^wHI}7!w7n%BYM84!RZDkf&!qi7-+THY`wn|&wgwBb3N^EkSjXz+HK3VgW
z)sFOmn`lF9DDb7FTC=U;yymoZQoLZknb8?>roE+Yq18(@d+MZAXu8e#n8^i8@XF{e
zJr)Xmr>50wGEd=iu*91RpW)I{rl~lKgB6v*wwBnIHh7th#rFItqkpreGyQqD*42~g
zY;SJsOi0c!cYRV}V}4Pm3wGyCb9C|`!xu+}wwE!rp{>HeXcP<6tm%HXm$qsemz!Jd
zUpkSn$n`wC-R-W1ce=1=+Q4sj+PeQnwW?1TESUKQT?tEe{O0<4d|WVhzDskAIg_$-
z6((0!ZjRo0u7a&s6nuS!nHnxu&6O2}%G>L=OrUZJsH{4ThCF&^*Q-OGZ^yf$-Kse>
z<HsdvV|r1uoNe%c#apSqQ%z)LW^Fg}Y1cJViw1$r0q&`kUDxcIa(lVLyIiLJMgbR1
z$}etPt=U4o*6c2|<y(X>=*9WNZo-l&!EP!HBqW_(8hA31*xvGF`fW42l$E`0rJ5<3
zncGf>T&7-k-GL`Fb2Fas0y@p>hw&0JelMi{t}TUK*2D_#t#_OA&7SOMiFM_m(4HG|
z!dvt6OeXer;abSVZ!jL{PU+~q%vSs|jad$t+tph^AbRqt>)I7L>s~6I@M|<{-^<4D
zLLC-XWJ)hMOV)APrYW<_=WFeGIoc*`n=<*B&$r`z;_4RLmU+-(%j`&`R_8ZOnM>Z?
z*w~c0((Mh_rZn?~O>=XTrf6<2)~LVorg`VF*=uZZvprvv`R{zQR-@%yt8Uj8O}UIU
z!MCZuaw^4V3iZ_LDqEo~{FN1!E7a|EzP^r+3)}hpEqa~oIMtBG;N33E$IGdOaur#z
z*+|QyUfrdp?7A27Y**sNbgEmmIPcyRT_WDKVTM<uIIln0mO0w>VM-;%^WGwtYi!rB
zT6$PoY;MU>pgVe!)E4)elHHo!UPf{OnMaAV_9k3cdRSzg`5HZR+7Xkus%~<VOC0g8
z%=#}^(QR>In{V?L%b%Bt{~$7kkK}x#PBrSpGmokrI*@R!3P>yiRRO<TA18=J+@LB%
zl{jxmCCiKsBFK?)Q9n_<COU{r<oll???}YM{n+lxQQMn~+Y%!YNV_e21De~L@@dnt
zGDOsCrt5`0S<OnMOkeVrAKH@1!e*vP*eRP!Dlfd#?o_pP5j^7h_GVt~ERKvO=bNUo
zI_5UpP*$hb?QW=ZU^TP0F$yji(<#+prkXmMyHIOy)ReAj!%>e@jTcs#eJjq_e#%_8
z8#<5*S)>o8g`Mv9=x*c1+TFD5?#7zdvtU`Fjg2XoqfObO(~b0T;12LU>Ia%@O&h0-
zGt_~U!>el}IPWrjd{{I$*yvDQTda-x;pw5CXLTs_;kkN*akbv>IGd5S6CDQ}qVM4!
zR!1k=h&x8diig8dKh98$4(*})stQ2M@GO#rx&uh$>sA<Fl@fcE47R^e2XLrQ;t4u9
zqsODk-o31sm2!eVFng&gF!-0clYX*5-*A%~a<fQh$Aq}8zA9&|gxN%5^c@Am>gbYa
zTE{QXqinDP`LgJ=_Ls_>B&gmoO}HJ2m{#*98=bBbLDW@2X(g*}<2_cly(sWU!C{;0
zAg~6B&_SI!6m1>sZAQ*0h~2DKO&#oQ@<kb}?w}m7ONF;7kG$QM$@a&}=3>h%)VDTk
zTN^5A{Z=*F9^Et19p#x{4xy8`M{#b~)b|!t%&lQVPc5qD+xmV2=gwDV-vaY&^P0-+
zcebirCF4KsWQXdc-onu3jfdlu{$W#JjxbXf^O=TD-4}~K)2aT|$kdm|m#agzr<hyg
zm+7zzdrkgM7Xapai#b{5@O^*|`}>Md4;{xbDP8VZ&S|kCc&X21#%!)Czjc8Q!aS6S
zzY~bj*Zb`Q4P|2AncT4TZ2mIwr-;7;jfTk39mRBSLjORKu248imzqn4iK-tb;%~GV
zpL+&8GP-9$Fq3XXFB&XWS^z6n|5{ztKqnN{H+|5HAv&)Z#RM^<l`G>~ilXgkbdI#k
zy4%WyobSzVXcscfI+k|TZDA(#wd_kvzJ_mZE_SyR96E3m&2aE-SHZz$9UUUHyXLlj
z@wT+sX4+SW1~xae%fHk#NAM+U<l8rw98>%JUb`#wW)p%>M}-JKsyd4s!6?>px}AiM
zorXbF8;%@eb4?%M7wx6S2o6)BZ`c>2vNnPbowcFvXW0HF__m{UebtGEBZnKBMCco+
zhbwLYM4u@VM-c}JmMA&`if3Q^;$leEAG!NA0tTM}Whs$@5*m*|ueA0QDE;$dRCUBK
zzNg&i?>_?`nI$#kh(C?D>ClriRNK=S<|K4al622O`jsj!kb*lKzaw-Q<tiqMq`FSR
zjtX|PV6;wxfm_GH&tPM4BRg2gMJ!n?R|T_*lILd2RjC>2PJ}4xbgIwOowimPmc0sJ
zv({cT)wdAzdd)3u{L*IXZUn;EC^FgD*y!rWu-oC=UHvTr5rgNt$hWt<sy7PnHB(r^
z+R(ivx`Jz_i#C?3OF9tTY_}5%4ksYg%s6CKre`Hm=C&rQFdavebyzijiQG*`&vv-R
zM&uT2-Jv%5j?)>6QGJ*T{hbAS=L|M0GfP3((|HgS_@ysbtoA1<Gp{Hi4m0MA{&8ZG
zeWYrR0sq53<!2t41KEiV07VYpOSxgFI$gvRVb;!$%Qw2MBw)$-J2^>}7=3e&Zga`a
zQobZwpD13Sn<a*Olkv1pmdN~oOCvG-GxhbR^wpim>Ef2Jpfb5!e;HF^7%{6r{ZNnh
z5GV8xf(Igguu$*tPSm+B`KfGfvd;<^mbSJww$w{!-xDm*j*#o6^;f;Z_(WP|kmuFW
z*zIhN9H*uB7T4btvDw`ish-aEVx&a9UTsHdtxATTxum~A!U>&GKcbesE0oo)bC;@%
zBdUUWci~P|a{>7Wr?K*fK{7_iGR}i+JYAC6{Vk(JM<UHxqxC3>%nSsKok#6sWl$2P
z0^~IKi8&xY4H1ILsM8Gz!|SQ|_76s><oo2YN(Nm3>cn@>g9YZm0{sW*R|>yc<JA3*
z0{H<)=m2H{3V(c#zG)7&$)T@Osj^d;St|!-+C@YxQC(-Y?o_Kz^>4;vwF05W><u)&
zKsIUugsirnicfTwMMPge8&&(+{6)A*Q51ilYdz{jqi?L)UhMMi_!j^3^Cs|qN`BRb
z6L5W{K|Ng&roOQVjL_5@0o6_BZfOT>sm=9H{}54}-aB!EfvMjN3^(}5VRJfLquUo8
zvHeT;$wbajyGWvSq+qZYOT?U%Kl${WOo(TBO8=Kf8?fZPz|VP5XFmWhLICy=T_2He
z?8r|$2aGta3G`DbQa&uu!N;T}2TzPkmyL1s`NF%G$W?RV@7jn3W7wZ8P+kQnL-Ko>
z^k?f(fiz`~q`DlZBvnbC`}fDG-YpQ4A3+nMTY_@(OZ5%}uj;4dbsG_T9P=O!>OT`_
zY7hIn=@J4;sAl)kik^m2sIpX{97V0S3YXw&b+*4u#(p3}oHqK_6T3G;ZPsBU)CzmF
zCo=>kMyTy9Y2TUF@f{e4Ve2uhL$0nx`iu_D?7*C>@wu0N8476#i{>X|M4g$FW)ITw
zVp%2^(>J45`wM8#)0lo*a@(WDr-V}#3pC{!Fzy_E7YDHP7<xWil4^~Y$S1PtPK>=o
zAhw%4Fn+cm)0+Ex%DG|fcV-P%!bB(`EC&LQ<9P;lQNUIIlT`dgtvi6eR;3ur4?fAf
zd0s=!6D65aD>DpJg_k1u-r{?5MiAQ^p+7}778>zSl>Z0;QU2qP$UTd+w}Ay7Dv`df
zQzspjz!gP^Vw9%obT_v<+AZiJ^1mQD2x_0#`e{*&^pLn~Md*k`Yu6d0RRBJp0Slh3
z<c5CyJ<`J=%N8yX?$wPLMr*QS@KbrHn0ygT^r|#5gtNU6c7BjhK*v|0$65!A@lh*y
z2TrWCQgp-sC36(Z+)p|JIKjG(m*SHXuYsCG_rqkg4uJ^v8H2k}H8g|X4oQ4|iUjM$
zq7)bDDbPW$!}$CeK0`mUdq@-@X`IJ+Cz`<Q&}byR<0aBf#|va+82QCH%JhS?bB3Ie
zN`Y9%MC}f{Fbk?4K;s802gP@G#8!lSAeCV?WX}~Zz)}jKFIi#*I-rKt^&iIKCqe(0
z(fKo^W2eYV2WBSbNYxvC*zTAyN_4;nnC2XlVGk1z??U<W<yeEGE6I~|9PvIS8=s<M
z=vw}+VyukR2(K5&nm%5Txi3|gE*pG-)WdyrZU;4-K1W%bObN}7j_47xi{t=K18}~C
z_3w};h)A`(2Mm&i+b@msSAiTT8r1l08HmtjDWw8oX_YWWn5?$mFOoxOwEiO<aU-fv
z03G%m5f@8)5+CjbeMp&|rWx*{?<KDw_@o|Dcon0iXW=!17{3MF_i0wg0HihlD*nAE
zJ;i%5%KiAai_T!of|DLXwMA5$qwHsLNU&l?CkrP_gqIS!lIhxyVrqv$g0G@z7a@c{
zfbg3Lczr_o<j&C1UsOK<CE~R5=<4qk<8y<+Sf5VGyfi0|upu}qM?;7iBzY&033U!R
z9!6)!BzHsz$swK);SqP_$gf3bB{X)?A?Os5yB4+5MPkSM!15NUlBcnv;}FSxnDudV
z3-))ekHwypNeXd}zC#box{TglA`T)X!#!g!0Dq5RGJ7RkUBHAy^q0waeCQ7PQf+C>
z@#!F{?ZSu);52B>7HOBg<jL<OKkXl3kqtoS!A3{O*7P5vy^3f!{Dqpx8Pxwe{>@=R
z;KbI``1c}OK~ZwJfUUD7d8V{=iI}Bzf;2o;y);K(AZqj<0vp_mDs|}8Cy0B984pR}
z+)<G8j40E-12jTK?4}t*nUWf2HvWF5l<Xgr=u{fCK#^u|uwTV!Yaj}K^Ow+1HQpSN
zc;n-x3lusJzq4Cn1O|DIj_9GrGr;sgvhbV^6rGihj?v#K4JVL*f3!_<5~w<vm#1%G
zy&>lJ%n^1B{vdH$zd}le+rSzEZ1y?&K7~$BVP?M;>#6<^&=HR(!*&s?(s8*{7&oF!
z^lFEvK#+e-B>FwH`g07kR{T8>v7@bk(SMPQ8#_nN9eoK}l}(aV@M}_WCEzu~mQ>^P
zHdy{reC*XI$wQE>15#VWb4kW3iqFN`q;&?L&*AxMQ3`&G#0i>)HBt99z+Q~cu<?^5
zPrm{21`3S+cZi1xdo#e#*YFow7t5FaCDDCO(!gNEA-`Xa1?LrD=sbFc<H8Qc)`F8-
z7VKB%p!qKY!%vpvQRdbOd2!@r;*Yn{`J0gW=V$5bf8%qCUzNz1C_agZ!udD*q=}-)
zv-L+M+SrY%@y43Lj>J+U7yVV3UBoe$BHG7&k;2^^@fuL^yO`|bB`Ji0z9pUSMpv_F
z_5dj`#8dnp86P2hCIyyJ$1SsH@-qHD3V)&XCCn(yQ0sK;h%q|i#7KMoJ_-6?fmp*<
z0_Z)DWn2eB(y?1lXO&wgW0B+w=nNxCHy%i4N9JJCUPQr}lJr-|rMAd&en3hb*!&h|
z@D(&z1Z@SLA%AQic`(FEZvcpekf2M!i25&pcU#{h*)2*Q>EpTo@5$-AM#8p+g}z4%
zB(@+u7_km!c^;KI800PV_uZ0|2A;+2uyjHcpCr@rIR-h3rB#4V@Ng?YqleEJ>>KhJ
zE;t7!vVVcxP3Um)lv}wu+KfU81f%~Us{82c4fOp4Z9Wl;088Y?o>b^QEHgCG2<YxZ
z+W5qoocMS${+8*-=O}K0ZwT+ofRlkJmyX|}I~QI3J~@CT^fO(?I?32flP?1P?e77O
z*<PuECF0>ALoCT>0kI9%pdbheh$ZQ0JLt&|KsmKi^eayalf)c>cIz}5?peBmKpx7Z
z*p5y}^Y0YsurQYS67dz*d=otbb&StRSA{)_zf+*)>u7ia^L?x!S-C$2b4ce9e+_ej
ztLn5IEaY%}cupQtgr;Jd3hZAV?DrrFo*?ntLEf|nR2k$*VSx{zYKVU6ICGX9S&YSF
zQ^9JO3!TTiLH<)5)^OSYTFw86UVZ$M`nifh-zdd$3<2d2!#u&tRpU6_;6E-AgT0Tr
zA1AfeH!%un5hCu~yRjx8k}0O^3=k#3M+A42;AHQ@oM`>e0fBUg;w?I?N**sf&b@hq
zKTF#W{}GLT1MC0W_&jurz88DBRCcQUKS$L^(d?h0<Q)F}x6t))bDi((io@+HX?8l`
zDP7Qi0et21bO;dwMV*l;%3z*P$4o|EF@JzU24KR&=Mt%ee~Zz669uqe?Aa2T`>3jR
zN#q7S`x0}1WEKv=*T|XrMnPId22O1KAvp_V%Od_sL2^gyet;h?#&pb);bY`Pw-(7E
zYm&k)KpE0K43qM_ztP%5)WH<!^Y`%gYxsMHyl?gw1$mg8tzvvQT~b9AN)&uT=SWZe
zfp~qb=P~&2%}Hh0I$t2H!o(FxTY$5kjv0p(j?w>dj0x#ypCT(uilFr&pd{?4!O{m1
z2k_q{GocRmKUTaz?;twQ8?g^X<a<}j0PR8>()$JrbO5?mk_T{!kNOQ#imX9GwT{WZ
ziJr)7BqltHYKXd8*C8|uD4U=S5=^~J{=hi^o+gYJVu>Pm6Y(Rvca8=!q^co5J56E9
z5lq~YzG&Pl2u?dy{7^~SEV|-D5}wrNqm@|O072{t67CBnd5;34(~(CD@pTU8it?rh
z`eHND|0m>M&Piz}{^Ddz$^DE-LvlEKY#C$!BmDglu|OuiwnMtwqV*+h1c;9KMJC?9
z>67s{>5d3^aIkEhzf?Xcsz(AIAw{I16m|WFa1-ZdrGjVQnIj8fuy2D;cFzLQaFzd`
zzOF5}jq5zGWXZbNA|y+;#N7ozQoLe!0bWE()O96M_X{oYW)fs^DX<8z5Ws*8RZ*3+
zV$6{$#WZQFcH=g7GVMc?NgpzqWSVB$?n56ksV9w-nReP2w;lCCooU)mdYQC&=>Pra
zEF`;bHACUx$L`rZ=ltitob&zv@y6qf97duA`x}@wrijvAmd?jk__Op$on^04XU6FB
zG&*b-6}DB$cA#O4TnpJhrJnqNy)#%jq}Odsvtt&#M4EWs2z6S7=IJ(i&?0m-Rocsq
z2>CfkS!k10DS*&NkdAozukZ%PkLcSVJ@PHN?eM3V2J86P`;h-NDQ$K_8nYMBN0S4C
zYxfZAlY!xlTlHGOckt5{3)<`;{`&}%gZ@+~0_rZG$}}n--r+f_Wf!l?khT`akg`D-
zO*ZnzkSzlHLAi}aoHtWQ0rlj+cMB`nusCyqJscMvFV<SA+m)XZZ7(l5kjkLB(ikIy
zX^@`urpQXeQ`4UUGyE0(M>7^~)CxU@94|i(@zDkQ{qfr1mo^GV{g2tur+4@~bzrue
zZrT+Slec8?;uFpzdHe)2k<=PZX=>~9F<y`Gzd`!WPR4|{ysnI1B?n0PAygqO=bq@$
zFT^sGzm??i1nHZvV+ulFQr~#xcwKg~zS%%edx;l-ISL$o1w+#(w@cZ=OcL_;!$w5@
zm<*cwDv9@G7o>Ga$y3!0&;z@m5D#H(;3Is!OLs3DW7snt`q3t_;P72$Hz)?0F#gXH
zEZj&rQ^#%M{fm(QzOW^2l7~tUC;EXmwcUuW`E6`f-xs2cEWeQV69Wz<$=P>>+ej~h
zofE9vIrQ`Ag$Mt{Cf^GqK7^&sCtlJ_J)t=|^ovcwhV1tZ-bC@?h!X?&*aT5psD=*=
zv6M$Ps{JkM%k3;gLdqy+OM?9-r5}xaJouzxgJ>j%i)4)Qp9rBRUHApzJ1H+EMCF#4
zGSH+RCP^79B?hh`Y4NvI`3DxS-FxVc57DXDOkP}ke1k`o`h!!^(5&^pN|$&d4UU(I
zLxWHqG|BC6p@4&r-vpzt6K((t+25y2lbpi`3l-E=P?<JVhW$rWD?-ITC#IjWnVBu5
zbWw$UkeKG!6KoD#=Ha9pAXdWQWQ!FUa*}{!z3*7;clpS7F)HM+a*}9e`fHX;Jtwg+
zWSRUQbpT!QA{hrp7b_^mq^rPpFoYjMa3q*5yc5)dOJKnlqyhO)bny*Qt<nKgv;o@W
z@36{1SCECn!l;*6{G7o7L|7|S$WHMvo!W(F@hrAos73KEtWXUN4Q`W*X3$n7)u=b2
zOQ-1mSLxa!7~~t&qbf1PSLqXajtnm!f0#csm%MMr*%9;5o-s>^Sg`drGR6jY2QB1j
zBA1o&Ig^(Y{9%Y7Z1EsB%r(d{tPEU(vorRXJod*8Te$BB{oj^O@;I^OSD_&O1=ENe
z9dwEP2F5=^mHdn@S%q;)lWhfBc>op!+0x1nt<+=kpVtOA2)7Ep!|@7PCSoCJh}dV0
z`r^rx6?Ut@BXD+8APs#_W_pHO&xQ?_3Zat~aP1VP2hrflJV$Pz4G#JxnQ3Js#Gd9?
z5(wV{_F{18N6!gY??a2b5-x&wie%QGvx`E?>y*JcjqE6FW%|rei#K%9te+ER053Yh
zLx89Bm-P1@eg8Q&&FHs3pqu`LI;0<?4$p79SO>6w%@VT&lLKa(Ptu+oyx}J#uogFq
zjMR!y1pd1CsmG5WuZe|x>cgLyDf;?&P=G<$l^aryq9-tJr0rn<D{722KfDPK{uXqO
z_g^qU{+eF!pb&IE8G?3{T6k1uw2BCKn7t=xuAS7dw@hKQdM8DT{c$l9R~t47M9At;
zu-!oh57t3UA=Wn-B5l<dY4krfc|}%%CA^H(DN?-CgT23j!%x>@{TRN(ez4C!n5+u1
zt@zk4)1A;{_6YVtpt-IX!iIXQXXomRn}kt=Q8*z2^^_g)=$idwy87b|5eRb9Qk3ob
zI?h_xQH@5z;jqY<8VyI97?#)^X>Ld1Y+Flg9}4+I=fMjo+&S5QwSdCAGv}&HD12}|
zz5EUeUwLq2?RQXkXYJl2rmVcZvicB(dn=FLU?AV?4<0S^UAOK$ym=Re>x*};-$r3>
zZhr1M3bonV>>LW^%51d?{FhrTm-!7#rE<|_)K|XX7E4^p6$%cZlhuNga~!_R&8D+i
z+~~|?QsTx!I-lpui%z=WaH&*C<?^_(SV*VDjaer(15#?rnVy<PVJtf}ei?<4nW?dh
zC?sc+V<X%r>Gb#n3eIF|Vg`?!NKR+P<5DxZ0zbq>1QnMGxpbNzm(8Z8Gq`Lxn@!Fj
zUCGS!RFdz@CDY@RqE%Dr>1k1#%wz!3tESRvC(V~-X3_;7gmOCNmQa|@Wh!Ovypl7=
zop*iKSy({fZmn?rCJOf}r3LQthn4b;WfUIFyUQy~x$Uknz;J1)^zc3k^UHI~JS>@|
z`9-ez;;dU>sNkWA@nOy(YaBa%h>@G^kqGA%NcFWew{)OzzO&uv=f2sOI6TZXpF1|m
z^*nMW7Vn|(<-66@chPODufO*$x9jakZ@lw1H~Nj$mDLq4EiK<$#>-Z3E-l}_#g{GK
zdi^FNYZvY=EHGuEa$|OZFQ0QO?hP)@7aey2c*DvZ;|*(Wu~Nm=)j8J@rPM;faVy+y
zj#G3|aGhMPfH9fQIs(gBamKQaz{=K&BTilx-LWEi{!X<xS+4Mv!?T5C5wBG#rt{p?
zVj+{`S_{Q=hWW}V&E&vW!@1&g0oN7_)5W}a@N|yHw3JF_icFybD8rR}mS4#&6$F0N
zbxTf>8|gTOtl;ZHCYyGco71`Joa90$na4xY*^J=tQZ`c(m%F)?Ti{F*&eR0nq*|Dq
zD3q8ji_=pj+*V4CyRKlf@e;GyTz<M#Wz2Cto1aHvA(P9`iJzPbQ?6HvHyC_*d%n2H
z9Jq9=A}Dv47jH9D-FdLIe22xrg9n1m+`G%SW>L71FuD(LpB)}N&YW}m>cts;jr-O7
zP3GIRd$(5KW?ou*_%0;P@Y?FyBfRp1hbt@0(M!v(-)D)lc=N^`X8-xQ%5{F7>cVV|
zU#BoX@A4~WYI9j0uvB?2&3&KESJO->CyP#vn>FcFaq;ktiPAhCwK!f_5beC0n_J{Z
zUCoFtm>r)eR(Rx+7joQ_x#LCdH^)6v;s?yQ$0`mBn8MjI!?=fYBl#=}S2GhCrc7kV
zvP?<lM>81~OZkzE5KFlWDV~fYsnau4eAoDi(Qy>6Tpl_%%9M*|&#=TAyK?#BS#izi
zmGk_p<kaXD6fP%|lYH@&snoQnCz+e!M@(i*nKZw1p^)d%uef<JTdL(knFp(q%eXZ(
zFq<yb1Z$>K#aY2&lT)QCm&)UlMRaDhmYi`aeA!$om9L5Zoe^`TFq0`U|C3y=xGeR{
zZh<eZx^7;G>{_|%l)1E6t5wjW)d#m|g!!`7`^!SN+{jHA`Sq4=Ucbdmu(ERhjW<}(
zJz9Ij*y822)pwYMZa;jm#*`a(mX{u|ELd1vWbrazxh3^UtvH|J$0p~C86lugEmkg}
z3#<JLwPUCFGRvLqKg5DDKikuXf;C><$NF>skbC$r3TF<uXL&3p`YL1G^O^4AG!Je*
zKAmKiNcCPCX9gJCfBb3^g>y%H`C+Ler@DrD1p7~SoM!}g{8ZN|o-Z9I;zwB;w;ky{
z(2YXp{+@weexCtrpbw(3zgI{vqu=bswRgIDJA2|n&UMDy<0e<s)!NyG_P4jTc5uTw
z+S^;(xYeB<oo%gL>gbGhv_WndrqLm4=;-NA#Kez%efvyt!~TPVcv96oaq?I{*VcdG
z{HY_{n2{@&&!BL6dUA@JH<C%EnEBFqhoxDnkaJSZAC+{*;X$p<<jTxCb2G&%i=JA#
zAZC}F%@&wboovow(OD=KgqSUt@}j;X$wwBm1&7sfs#3^{c~>jv#oW9;S1EISZ@j&>
zwu0LqJz8DicPHuc@BugM-tz0q%Pc_4w{9(=BSsc#H<$UUv#xvN7B|ez-{kh3nky`F
zn-AS^lW`Qxo0UVIC^RqBI`*QV7w4i#*OO8wD<T`zrLrb6d8tP$GRs=TEJZ{vpq9Pq
zW+>fiSJP-mr(nRy8Iwo8J2DVw28>5dgPEeUsjb66p{2RGjcvQ8)^IyNH{7DPve~DT
z*%twuM0H}5VMWoSwqo8P<sOlFw~#<2!cW&D;fO9uVI6sgx~lY{Gb1S8*=SfE<D_f4
zrmT+*Y4!9aDIH0!Bt!}6ae}lH`qQ)}@C-&Zs#urzsPwpSa8EQ6jRg0!G&cnS&w6WX
zb3l)DcD4lx0GbosMw_H}>>ubgCB6IjiNpPpe&oXC(<deU^62E~RY^}JbGaa(z3NnJ
zL85}W%4{VF2(Q$tr68d~p;9RngTxHQaxMs@&%16ms3%{{XM=$Ad?A+$5?T-&=7YfX
zypzob*XJCvA%g?~4_EIkN&183dy7FJ`u&?XW`h(WH>++rNI)=F%FhM~82a4o_1A-x
zAeG#0H|U?a+`{1?Ma+Ub5%gQQHn&febgekw+!!QOm|O@_f~3^5wZ=OAfZJHVKAvq<
z1A5!oQ+nj28qjrhpBB({wNnpxBCIyoQ`Uslur9|pp{rP%^u}VNNF1oj%#=tR7~H86
zV`;&gA>*LDQ`N|)Kc(ubCeNVJ^dM4zh^i(d1(2;!mFOy+F4knE0Fqc)`!!V+`PUP~
z(d!JV0~??IIy0&wP(Z^!fgdMdJ26O1E>fd&4nspxlAI$INk09Tx>8!0xVwKH2mER@
z!E_l29ByuI4$DB`=Jt-(W=U_e`ixFV?-@LGaKEIVK0k5kf~1pnotlyKe5I0eB)vF4
z=j0{5FuUMnB)w3p6`g=yA%PggLp#KllAd)k!S#t$$=hyB&J^-9S$Rn0Qf;<ek#{Y*
zPNpF5y6KQ9CFv=$a2JB$@Z!w;qNMMg&EE>1t}c*aA?a$Ze0Fa@pQ**vfPQLTZw%=B
zD|;FPdOWu$plj`udxGn=rVEXlr0e=&Rg-jGwNy2rH@0X2T~i~Pyq<;(aRj;wkd2Bs
z0#Wj}amEl%S16c@x2SYwyTREh_3x}lRZ;Cz@dF`yM{E*2t6deRWm3&Mj3_Fg|6bw*
zm)jXG9@VfMZ*L?KtaQYP^RS44d{KxPAePksV?F2C*EO$&5k7SPE66FOY&Kq_siNyU
z@B}>-iMB=~^0=SYcC)=z9{1DTdnnNz9N2jJ;^E_xKAucoxGL#|LTP$N(n;hMN|Iig
zt5sY{C;qCslAdvk<-DXPOHM8&>C>*0%1Zitax_(xbT@f5TbA_E<VbN|(g!lrb5%)i
zakC2}lCCe5vVD@Sy47P%lCEBw-K$Ev)>CY3lyt2nxu;GKpKVkFx;EHYr>luNT~*tj
zp+{6r(4)GqTM1QFj2H%Jn?Yr8fU=#2i9w0F`5FzXs(-|Njs%t#FZ~0H05HCWNB~Vn
z0?;7&fMtsqfT)h;9MwlY>!vP-cmX_QKWC<p@lGAsz^|Y(xMH0J8MN0RUTiTL@vmbA
zT?JZ-gwalexCPhs@v0Ghc?CFB>ow%E(XTuw7$VXX3CjlW-P_jGEE{Z^@s60JA31z<
z-vLR#dgaQQi;|wrW~Wn<?p7=1VBjmWwOTM>rAoO@FSx~gF{o$kYPKTj$EL?BB}q53
z$y!p<n+uK;Frr$iUhWJACRgi;1Os!T7^x3r$A}sXn5rLsW+3CL7SJ18gMoZaYmBOT
zKv%<cIyzd`^DOW`<nM_w%3lYNOb6~?*`5e_SV!DOli7+<*KdPl2($3F7*wW&k++uY
z88LJME+(M=*bjIX@-H?*fgegR9EaGcg}6oOr(c@|AdWZ7u%_CC)Z=)S0c?$$V#jE^
z^_qr^Zy#-B#?!q4GeriH9+roOkrIhE$p&|IbhLKJ2KNu_>j`Gk*>mSlo|g2PRBj@e
z@fFu~s**lmEmY=$dNMPW%fW!T+2S!t50^_5iD0H?W{>O*I{JLEOAk7_cO()FjJEgC
z(}B@DpAMwj^vuA7>jPtlXcB7JxK_4+x3M!uov%NG>lgbthe2!r4zUjE4<Ss0bIbAy
z>o!u;$T#|3F+#lJip{oow^+NT`QwL?sB!~CH;}6Dc_@0o_;m^6=ZzJd;H?A0uRnv~
zKSu+izqNq{yvXyZc>qXv(wmQfsf-Z5dzhtoC9j7oBBPpyQfQ9JNK-Tt2~vx+ckB&P
zjwJdH7zs%~dFJBb6Lpn8Gdd9{vqJ7%N1zmw&Vj&mP|xIIfk~nE4L1i$QEfdyCWxem
zJL<|$)v%=n^t)z<!2b<Ys)O`5QhSe5dk>ln($_s~Zmg3#EE1%z2Oxb-_j=HQ09;`^
z1sEXvh{fA8yf%L68el^LO}`JA9oBR-vt9*wxC@GH9rAukIKJ+^N<V%YkB|5Of2Ref
zAraQds-qVWNPGt2*vE-cCeWH3cA!kgZ1~O4n*O9gg0VRq`S)$y4K1ymO)au}tiFS$
z6?D&`k=DRMQ?1iY^=@lD5UzJ;xJ#?sDtc33W6<kvhN##GX>Xd?@8fd<Y|~))gP(vP
zj|#R`fEA3LLvUtcyRKu~wrzf~ZQHhO+w9ot*tX4%Z9C~Cr>jo=XP?@Wz1L_Bp1~Td
z!TUaS-`5puB+zeoRe7@?3ucT*Xn}@T%FoS^ZBNLK<+S$-quAc3kB4y3qB-923Uay&
zns<((_Tj6Wi7wssuZrb2e$yeIrXAcP5ZCyMQz=gL7YB*bC=&miqG96Hs#{Iy3b=mE
zd$cs=7y8OGBby_kqyBn7L(J$!O<9=EbHN;25A_-A^gTjxd@ke%uqFn$k3`kL0=PR|
zY&+;lvWGaB=2;%V5)=vTM{Qh+2xiKaRL;IDsqn#A<$<ZiDg*m~ih)Y1D;kv%uE7g3
z7we9+B>q~C8DfH#_uOUn;Jr#0LnjKDL*ENq<%jCUY~C#pJz4c%J&-Fa*Dsw@_B`S%
zc6Og%l}X@;7$1fZNH~NEGR;1TzS3K;zj=!O5A1lD4;Cc})0Sc+m)ad%;%#T!GxY=h
zW-HtuPhy06;qlRQe@t&{*yfbso=teR@2&;6Z=%*)S>Ta&^2EJvt=O-!Q>oR99r^B6
za8&UK@+1z4h6x0*w6f~z+_8*0ZXlw*b!xFaQqa)&k@rZ5D=`sKP?-Uy4NE4jvp}D>
zhw-CpMHVwnW)|f$sFPQMluwXxD|jRiaY?+`2(ADgvQ7#hm34ECg~Ne&oOP?`0vmQ?
zuRt&WQ8Et7mK0aE@OfMeXUd!VG1Awn$jtFuDxYcyPB{&`Vm*8fUsxM$X2tqi3u2&H
zrHlvh*Q38}_`hu=6c%^c+$IR$?CzW(t&pT0TPO;oc+@UBmJ=9+7RbuMZK6*;6Q++?
z98{F?{0Hr@mLO;*^r*BKC<y7z7f<V998mQvO#)98tF#Mm)+bP|rUSHIm?orn1Hx<Q
z-&bP*`TQKsAUoF#Yrhjv1t^n$R+1>0SpMLmQuUAYoc-4r<Q^RC2I5Q7ylZ`$2mCa0
z#+~81c!nG>0;yWjCuLzYvtUKl3X;w$Th@>*iXHkLnRsuF#XFTF1yHHU#YkT8VvBgF
zvQ=Cp@M94f{@gGaoUWOQtj4PYGSKR-G!vN~JkfcldPIrC!Pl~a@M5VLaW|(o`1CEd
zcnPcQ0z@{ke6h!<DO;z8L@}kP#=7IaWHJ#}v798<T(rc{3&a8NFnQua9jKMCUPj~W
zMJI;-=HO_2A41M97depe9NO;bus#Q98$URpt<N%g>|h+dzAoZ14+%C%GPoFJXh|%e
z8fVevAKpZ8t`E9{&&t^rSe1;UtuTQ(5(XL{BCmK-+_Yu~e)JX+6!;<-3yVltav3Po
zSOJ6*{GZQOWH<>ZW?^Oh2!ai!ytqaIN_HK^Nt4s*4}XY|Ef?tc4X}T%f)30(M30~*
z2`EmWQd#RkeLdlD=I0)a(kVQyalzfjAJmnfYw{z!!<~jUVN1j6zI^>BU~@8CdRYoQ
zE_YoL6voy4V`9XDNJq}7%MpeFcchsTm+r486O-J9t)1pbL7?Og1o}Qp7On;R!=2(h
z5KmWKK|b{UK92!NTlRq(va2XkbK_XrHo^rWS3eXDc|74FvHnSH)#vEM1vuLboOobS
z2_H#cH)z!ZdzpT`PBA!;OQZV85HE-tnUsEOLv<+tw;Rm1V|K4eB3}qHR$vNgu2u-W
z*-w?Ie3ID7!nE0?Deh2OQ4MmQSPJVbs^tSd+iU!STws_38jwM5VOW7>pE&1j6zjC&
zQksBFqE8*n@5|6<G}&HgjK?Vy=Scmi%)#;(59V~;f}_BeP|g<~c*)37|6K?IpFLDQ
zO<yKfH;mCtM+&Jl1}4F3aM*{R@MI4tstz2%2`?HTS4&vWOyOK(1*NVRXe#c9_D{u+
zKH7E+Mdw>6x*n1I(B#kZ$|7|<xDn_p`Wxl$Uod3c5<~%nq&bEQQ-9eb-TPvHY>P<Z
zC7Hu4Zb6l-g~YCbvb!x3zLh|I6f}7=ZulO8U>CMcr2*WPhr}UcN>;)A!gp&*9F^FD
zb*zhST7lyrf7@rIkt7wxn6RN4^jrF~;9`j)L}Kgt<yzRGiTl2xp}1va`k*1{mDn{b
z{}2}P>Z83`9JADyLyU26<k0hXjf#81qyj|8vffxLoQhtNLc-1~)iGnC-B;fuTU<Z_
zZ6Z)&aS?ocM>EKG)r?2dh&@?umDK15r&Z(=MK=Vi*tLsjfiJ#TBG{F4m`ep1i4G<S
zNm3!8c%nu}O%WPI<}f%08!auJI{y%0kD#=Oitoz_8xMWlxk4jBk|mu?vjW{GK5%UR
z0LF?#yD>}ae0mWOF{8*^N3rp4_Q`15^KnN)Rqrse^GPnWtN{(7&Vbq5OEEZcIVY|o
zSm6`me#m=Yf2skR3`F-p=}o(P<?woGBnNl}QJ_H)xNJxQU+KL8KFO@EKwVe>7aYyr
zr;+W2;FC9$<d^1h6)mV!VKzT3(hgW|$wXre4|w`HSkDvYIW7no^GJ~5CW+#{rkN5$
z^f-n-NT9!psUQ_yi)RAY@X?oz?Su~!I*^>5oahk$274?uIRiwQ>Z6UN-7D>fqXSgX
zG>k&!T%f;CHxK{_iO8IAkj!JHVb@g#QyrG<12@jJ$*7#k7Y*nQ$EXBUMJk|A>UUFZ
zux3sLPra1v3OpMIqYA4LP-~NnHB=KKk)zrOXMU_us~J5s$gZqIy$(}P0uu~Xpu-e{
z4kL(eAn@z^bQc&TvCA;f2~)xH9%_5P0jMz{KPkLd3~pl|SQ}{JQ=CHKF3dDdja<mD
zwn1NRQn|O?0v!DkPTo(n_gcK~-EoJ2X|xL0sJ}1qNbm#UWA(j7%M}*^>;kY4a`>M`
z#B`q)OuOByAeF!?Ay$H`O!uI2Mo%0yQA~{BPBvE421D<V9}<jBtpmY0IwNwyUVm?;
zQr)E9ENgi7PyArc;X@QAH0MBiuooxuJSULMN7YfXC@+y5SlSII$cU!J-YEPd;y>U*
zIgP=&x^Ztt{Wl;)dHWjz-#%Lh-t3)sqHsmt6vmu|L#wuSMhf#^P(U2PWb^$H!MuoP
zGnO$U{0`N0Mzjj_K_F#?-EIt5pkYBRZ2t@p%fe~drW?QM5r6q+ht}*;UIyMIeqo9#
zEWOGMGCl^?kNEMPjo=sqhv(plr>7GJ`UQIWL5$3RxT#(o5XWHJb)(A+n;oj{G{5D_
z6twmH0_mCIhz3+AcU_ryvuVl0sY7hihb(lxo@um385uA#UEMkM5YF%3HhfSN6VZI+
zWti_~eE9x?YEe6ihWTvW(`#q;8J`Wqd*qz(`=uPa-`*?3sV)$;-kLwQ*xR4kw6I7g
zt96C567)yX3@DPj{!sHh3@TaB&Zp__IS<%6g`(V|lX>-GGA8mGg~?8o`F;|i>^rj_
z_lv7caU9+YlFprdef+95v>i@|uAPaF_};$TDv01VEjFQL@;QAyO}TytY{=gw_ZVJg
z5eW__b^zXZt}jCKi;N9d2KsDaNz<G}+93E4{whWsKgUiaD!&cu-_F?cl*=ZR)Z~|+
zLoDX--x-Q(M-In`!@<MQ!QD@^oLZ2a8Fk2x%4jjpKCGeD>=FBhSN>7tPnM^l-}?~|
z3*uN6SK)Vm>LUHtChR~lgy0dc%&_B5g?t?Uf)7^9b~34^OSH3K=m_r3VbK+FwU<Mu
z_k|iX^+7d28C+%X5g!|3di<m785AM+rtdA8Vml%(KZ{?~BaSpbY@z~6_d1e^6Z9-T
zR%}j=Aq^87B21ymfk#o(vH8}+1;(bLg~sl2-9@5KUIYY2bZKAD!FOcGk6ltQBRwmD
z-2v$&tK<mDXMd@SW>w|$L>50ti4z-eOgXWQ^&Fc#ji9g`P=gZ(7%J%K!@h+s`03>A
z-+zEsoeEp|O#|6~7fJfE!y48s(i;5O0$PHPzx}J@%U>SZz;uj_C#-V@ko}~EtHd)d
zJ|ysnaSs(C<157QPS3e4?3G`#ggXucQEL+au<W46XgZ1*gz;`N7%u;S{zvKt1axAv
zrVaG}JrMuinHX6anHc})8Rq}R49ovwhV}o=Kmncp`yK`vesFzKARu4i|48Oo8JQWG
zu65oMOf}qk+b*6TI;%f>F7j&4JG;E`6;?K@EST3vm)gccfN^~|aBU^GUNYsf>+%}n
zHe>-FOc+9g%sLM;ih{uYpm4-=#L&7;VB|qik*S0v<S<D{e}zlPppc>$-+Ntlu)ZUh
z)Vr!Ldpt5+=H6#L(%0%`;7vy3n3KFtsZ9{}mUJ{?J6t9*PY=+3u)lGcX?3h{#?I-@
zM>wXzePa*PrEttEqg5;(?D1r^+!p(oWM;z8%XUs)4_?@Mb2!~lO=9T(;*UA3;TkWE
zSF<6+0q)DRqYiJ+46QC~qsDN1hS{oyIa#M;0@^fZr^ce~FS4~zWSxRAc|M55wG@Pl
z9XKRV^+3hP@Y>3MvGEV-U_9;1Gie>jX0=m@!*Fa4((s;dUKuYlMYV<L!WC~u5mI*|
zV`7a?4v&c$k2=>(?}1|Ok39^_A)v7C$oMwrwJT{kw;fVGVtVlWLKMw(t-ElYhI*No
z;{DZ@8KzWIJw(10(YN%3hsi<7n%yoPd@TYrs(-*2XA9frdcdg7?`DuI?zENu*|x|f
zy@c!5%=NII=#chyMDek`9BVvMtXY6P#$VQGZ;Il(G}=gChBY#yB6dL8KpFFeWjjsz
zRt(&5MV&k!YH997Q|xI7lTWIfKdPPs3JAS@`^w`#&gbGSG3>;T5EulrX8}h8CLGK=
z;IH9~n;mHsVU_PVI3==|ZP;X<ZT^*65xCfX-nhwZg-Drm=UGlwzasB#lA<$=GO3}6
zcG~eN5;dfmrz2G;R84$N`GMwsrtHfXGD0}+<O&@gWs4I~$SknR^jfZjR?f--;W|``
zZ7R1BW>r@!y#=xw_S_*=vulbZ$C&}EC`{$GjtDI0Sab|vhHZB+=DR=iTfkl#W^II-
zw*M366oDFmL_5ST5aMF#j4<tn1hX{C3h9wdBvG)NL(bn7+F|avBsp>z*ju+BV2@s%
zS>>53m01oVqFt@1%T3W1Nc;H4R|LXA9hM^EM$|u6-tJ^cF=}&IBLd1=rm5DM^2R5I
zuEm+{R;y4SD7GcS%0UgGle$e-rbb?t5T)&lfQ!4=C6<flF|CImSdnm$XGK>V62<JV
zIq*oSy3sCZ(%}n0RT;bY@`kE3Tv$pB7;{lc73x~#HL(ZHP9Lh^S}IhY9WrFUL2@-)
zX{%qysGEkbAKiv~QQ!9lb=JF@VnquIjLbPEL@M0XP*fpeu|;-4e;wn9E+TBMgx!X^
z0~ZT&2iQ|FjzdG3q}T7bZS}<S?YHHJ2Xe3|MJn!NP22Y2z9ZBzEc^UZ9&&iVSqUY`
zLPzyCe$ioWOy2i(=&r%T7ET{spzzPZ)f*dYGrVA+<jzsl9d~N<5fvYvHOYojmw}nU
z!D>c2IOZhM$W!iFajqw+by<y@F!qJmLSmhxuP;Q`A-1L<O<1Q9yO(TyIhor14H2ay
zYlYC>!(WDYkQzMjHip5QTuuy(Q!{1bwe21p0;(JCBg0H91M!M5QZRb6;)Vf|Wsnd#
zLMHEoRUjCdlO`TNidXubQNf4R3Ju-Hx&XS=2PTEC$LCH3iixh>jjMjvg;f>D2<?dL
z*%`Jg^VhxrqYaaVB2c2!WiF`;n>-NNiFuj^ucNqI(^ku-#t(qp9!OVYSr(4B7fop>
z>L1-W-bPeK#c#CITR~C@ld^=$z?WnRI!J&C4nflkW8uSk4Z~@&Z4W~L!5cFT7k|nY
z>x|<}0(Lzx2X?ekH{cmgic!@$1*W5!l;1B`Kk0~^lc}of_InseGjD%6CW~$iR2hyq
z3<t~)ZmOLl{`64Sbwq_F5O?U7<9=EsaZA&nh7g2US~2-`h=;_-Upvfbk`-f7$wNG(
z9lNMgPzpa(R~C(s)8+6W8*c^}#R>5)v2m^6Y2=sI6mN<ngowkzABfl{R0!khL~IN$
zAjc2`QGq5r$np^0!lQlN%KUQxlQWl$gA7<124Z~-s;j*!r)T=aRHKW8e*NkYuv(Ge
zH+u#O18gr`_|6P4wK=~=OfWKJu+#_MQ#MZ0Qj1X$c<jA(tQ%MLf|+AUlefLF-X=GI
zT_kj-K;Z55@zQx<|6u+mq-^~R^q`}f>IGqz>?P(cz%<f7=D?y55^Oyt><={N_}si)
z08K{Dpjjpt`i}FKneW03x|x+KfbqUzz6um+Nt7ZrjK30<faIk+-ZHui(HJof|Jm>{
z10?`w`53Qa3Ov@?rqJ0Mx(}q9XlKdCh`Xu3f=c5@AbbJwaL3J<KahBG7<fQw&|Ah^
zq<uF|w^FrH&Va7ng(AB6OvcJXw0Wrc{19hT%^KWF?%ugV%X^lFn#Vv`_r(2*AQ`G&
z-36uZw{ugea{6ZdUx~DOuSNo7AiT>-j#)(3A%q!G;(WcV7(qN;oWJ;23;V>%LW4^r
ziDlrmed4|h!(f$gH*kDx3!CV{MmNB^zSO_+4{{ithK!(M8LIrGWakp*tx^#CJ8N@h
zyVPANCfcB=Urtr32r@BIf)HOMyt(|iW%IaJeF!9seKbkcfRq2B?*20CErmKFNAKNT
zd+E+JBt{rDDF6%7+$E8=Tjgs1;K}n~M!GB3ILa4xqVj&=H!>X@a4@6!*dY}_;m1jz
zDP~TeQB=1dir<|pMV7}vpD8e^h%{U_t)DaVV2yi)Mu(fk`end`@v6h}G}1&*LqJ2+
zW9Nw?T9Xc~-DTZ%S)`eVa<oD&KEPN;@a@(ix2dwS3r39FDVD)6u9#@<*M1EH!V4J=
zy)+^Zi<^khpG2oNBa>5gWc-3TMXnP3Pqy1XVoBHmjq`E+`BFSu1D<@mDbcE_`SjG6
zZlB|iXL@&_B5>ez2SSmhwDO3o^YGUZQ3H6>HZ(yn;<ym5F(FxCr``~o3BS&heAN=;
zvL=ZUA+MgV-OPXy5^~4>P7SJsZjau8bZF_!#wE=R>5>NRJ(3ZM64HUlF9jIuFf9*F
z4}CVI!)7T)EZZ4#o-!F@zI3jdu&tf@8vW*CVvfzjS#&eFV1;8@!{l>2qWfnN!X6$b
zv>gXVPTY=h6p%X8GwsN<1<w&b5}y;obDGi=RZdC-5h)Ora1<ovHerI3jt?vV%?YN-
z1v7r@a=s6=X5AC(-xvm@#waOf4!h)o#87$%`;txRPb1lIk7U+pjS=xDBRZ0D$SKG=
zX2jO~$)edpxS_lu7@YGcB=s<fS1{^9J79Tdc*jPo4LO!GCJ5(P57{eL636+5cvQ!V
zaOM(klY`g9BuHw%MLS46bN`CoIjStxa5@};IU)^`_)vEe7|d;EMYWM_wB}EbqID|H
zpfUhP5SFwPzKanSfbR(Kh)C>rJGr9_w;iYIa+K36<wEwgSiQ_#rOt6Xg^k<ch+1zy
zMgGg5pcfDC7E6%dmD{dRh3WVx@+~e)gCn(7f%XwR4Ykb`rA4BBn)`r8&`#)u@I<_H
z2gNp+JCa;y=yKVte|2Dnm0i{vp{^TM`o>U~pOgqi698fJ2V?>v#mfwN1ZD;za&*tK
zX|lUOH~d6ceICOUQv)kjS)UkUYy^IBcbY~Cb6-)2U+NC+!6%F;#$hyCd$0p20(Ajc
z9r0xt`vd#Ku%-pPCZZUY6Sc*t)y&|$uhhju;m}uqj2lKNN6~l~CRku~4fKQV<O{-y
zRmG7QnlzF%MDTABt=XFxDoA^%g$p!#@MR1)HYKz90c^ObhTtDhx-8Aq--zjj1TFG|
z?P&x4IkUnOC*bS-20|Y&jqry5+K)gwLOy1*<x&`x2d>-&g`Pkf_Mp137|vex7>jzW
z6MsR<)~m=K9#cfo`zJHR&-U1L1UZDjxDmFsFRF>zF3CB_`9V}!&HZUJHLrjv_Cvhz
z8BAWebUu<DIj;>NH*JAk2+wRpp+_Yg#0gLPqTiAAvf#DhWd|1vsYoRXE*M!VfzR2)
ztuqLfrJ%=ls&i?=>4`4xr>Z!%jM|}UxVMK`Xq?3N6{wqax5OeFY#umALsA@lc%_NH
zfR^MOVpus#o<a&ULqyr-M!WYP+b?&7=NH%u0knc*H)i2E>W77|B*1Wl$NrB0vZ&@j
z^+MWEPJshju!sVY$1N}@Qy{yucl8h@Y6*Le>7he3p-Z;h8>+V}1rJV7J@IED7NPg_
zJSoI{izXRl&_|Z&>C}aeg%~6GM!f86FmQ)DI5A4WfdOZe#J*k%m9uBhe)p{U7#kT_
z=_PTV#O99#V&qXPl36&J?!SOjr27Gp`7SWf`!llY0~TiMR1KNy00AVI)M@BrS@#Jf
zE0*6057pc~bfDj&q{=k05wIxq1rK<;Nw>&x_QVfu3yjKY+B|PPnJ2BXL|h!2HhY;j
znheF<n$B-veygem?nVrIsRBZ+z!&e_o;B?f(x4=2tNYFrSuC8O_e;FrP_#eFrHk#z
zb0JhQufq%8bP0KX0MVzGr1ye7(-5roSY1RlhOs&Yn6kmxn`4ViAZ%g?<gVmx!E(lj
zY&DQ*fZ+hS48~LQK7rb#nA&2uq9a@;Lr<4krDq-1qNg!OY)Wad0u3`m6a{4e`W;ov
z=6RKEy5U=Snp%V<kpU*+qOq*%L6kfSa>I|PvG}HT`nAL$3N{z~4x25L=nNW`SyhF~
zo1X#UU#KT6fVmX6Y4sdhrOoz(Fr-Z+q<*z5yax#<D#B5~9k4$}U;bdXK>-qU<nQtb
zJw|pAIh*ot?=5iHI|po*_8^MbND)IzoKnskWQ@7JbT3$qy`Y~_YFV^Fk}beo&9drc
zA8giY=12ZS=G~V`2Txxq@RBeeu%b&*D&vsT)xDNn4^1$0?u8`~C<4e5+?Q-4;UHom
z=FL}D^yfT6YZYBEVDU7PZd)&F{<mO(Rd9?jJs!|_KvP9cp}{fBHbuDA6S$9=&XX{a
zjy*;)=@sghJQ@m9XirCO(Kw9kR#N;o*qmQxR2&S>1e;V6?CG5V19<U_l9_X|MX7P^
z9%mDC-}*xCNR;jyV@PeF;PBPJoVUVIr-f6fS=k>w!z5;m){UigOk%xuoer3M7byMd
zTb4igd-E?wfv_|hE{IqY5%)P#iBOGi*qEedpo(?67{l$mez=fNqjnWwhy5_L-U`In
zHk!O!M953Z&-7UtpH39iHFsE|E<q$AX~wS%W0ejz7vZf`Mhj2z>lE;7eT4`J{rN}p
z<cj@+{AIj_!8!alUMN?Wf#z(r0|ox|q;>z|N|{)~T{8D@P`b1>Qqb&ik%g^ySYQ3F
zKm3_~w)=yIud%cfYC?5i!U|_ayRi5Hq^Rb}TLsnOe|%HIzySU@0@I?b@JKr(#|gu}
zNtr(v*TX;D^5<h%2YQ-6Z4En+(o&K+FXbyT3Wp`5KGw^ySuh<WHuHg;e~HmtniPP9
zeFJUg7FPOlg=khA)-@1Lep|YBCsu+Mh<F(mtO_JVXyr0(COeRc6roiFvuO=9_L#EH
z(~sJL92~KbCjY@?G}AYrS^HvUjnFMMXW62n;9gu}1G&Zl4Tk{W))NwArx7SYCJqV2
zs(1y|m3(erV3I?&7sTgv$54vhFmQX1R>!>g!t0JGe{SK2m7JW7d*0c9Bey5l$VV-8
zH;lz(rQ;w7+3cGS*I3FA=`!22%s<_1Z=yJ0QJl`PScyo)V(;rqN{_pIHHxN|fTt~Y
zg<>R+F{^Gz<Wzn|st^Gxjgaud7JD^Q+QOyV>##N9${xJ%Rm_`PiVt@7qc;_6o5Zf+
zh-Q-VMqPdnu#9CLQal1GCme&oy^}<6GGM2^_TxuUIh&4xflnM6Jvm>;mN^f>cP=+O
zJs=$N?gozKQ5eo9ep~JrD^WJQtW-L1BQI(pB{~=hX*e$s_raC^y0S{NSw_snb-aS~
zMiDaHOx)I=K!6rAM#7B&BBf6VT|0*nwLyONbh==xD5TPlWO2JH5nM<2%gH~xtb;c0
zKNGwdpC(jr=uWPIJ5RA7D0{9PCXAqsBv<ijJ7Mtzl&vo`(^tM+XL{B4nPqMKyi>br
zg)Xg3Ww%(->^t8oN#8nDcsZ5Sg=MjZr%w|N?*m@EW21g0D|Iv2)s%&rV#Q?Jx%oH_
zP9L`whW@}XU(I!nsx+N*JO5$^D2dQWAv1fcTI(mLKS@l8-K=B4!)j!bCWuPaCuRjv
zu~mk{VaE^*?yu7ZpHH84W$Yhh9;o(5Mfl04zliA!6XaaXoH>NCCNeTz`orLI5iJC2
zretZ@?*}MX{NP=J2LEW%k1~mg2ZJ!8?-1WRpb$Xz-qstlz>*y6=diMeAu3ps9kf9v
z54e>Xe7XyM{zBS9na#ltfJt%Ms1dd-=uR)8qdUFPj4-z|>P<INv-vjcuPGjGo|f-S
z;(_i*gM<}KnU)gbn99CG%&?i2&>|dSPw#{p5X0wIsr;>h-&+JO3##Y{$yPpD1(q^r
z?8mCjR_gEL9gkh+>G*5qo>%&&%|>!^ntw(zhk)XIDI;C`0~myRJh26bCbFN`Bsfg>
zZ^iPsytG(W_bG12nZBlZ`vK+M^!A9~YW6sYpQLpqkhxltwjdQn^!}rOP*_$40xQlE
zYvJ6Pq_l@Q6^6vuT9x{QFKG%=>XOg>_3pvnwSR<o&5zu2ZI0y#Xmo2CBO2&m$~MO#
z1T7EYO^X5x)>upIt5@GIyFa%90!n^wbKE9*Ch$Dog*^~TUT7=V?8+>QFWL04cfH?y
zQ}&F$33D%DxA$YPuZPk8h^WX8VlVSV!JLhg;zHE~<ywnA;VtQ6MSAE#8!Xg>RyeT#
zRI06HYIg`-TY-mANqcltLU0-4nGN_!P(_ty{=>8V*XF+lEYV(v>8b+S3ROfyXySLw
zOJ>4*A<^jKI1bOSN!P#uP_c5*d?iAbw9&<vOS>i;d~D>L4h^4Fy&HEv!|z7H&<UEd
z?*u5@XI;*?Q-~ZEGt~aVM}@=MzC1cUXF#}{2VHO;r2aunv%F^^6TPEQdnU^CBar5N
z6pfeXY7~}IyP9$t^_6<`TD;8B6B?moQf8z~{Y9Udq7^sKz~Y6jBr`k`8yKcz*=Oyf
zR(nBc?xHkDhA4~i)Uh&Qa*e}b=>X-j07;K+GT0?0oS&U_ZPxx3&QECvGE@!S0<wej
z75_^4!X9w=T7l7T!7@B+^)N=E-)Vo9RI<|Emax-l0XBMcgiTL?IKS!2Q&R;s(W4jb
zr-<ZH4sT=C&|3tx<h$4Vc-;u3SgnyApCjcCMdEOJ;iUV`1as{xvYPA`U8#}mPDmCL
zQnzy8_^>Q23g~R@=aa?hyvD``twJy&LXMIoh$gK<w<wf>61tvYBf4rYB3AeVy%s^*
zR5daddTx`m7qYHOoDg@w!Xhih5aCi2T(w)LFN}=9a9zq*iEB1^sw$%nFc!Alfh?u-
z3_)_mXv-zozAIhrLasPl7;*`WvZPrUb#gshVinw!ZalUA&K&qZu!l>DDvjbYAkRK`
z*(mgTk%@$Gjx8`p-AZO7TdJ_nzILNNQ&K723T`5q{c;}x)?`p=Ixu<m1hc?Y>2Gg1
z5Q1I94Xh~*F4n?KY4@2_^tM05YRQd=l>SGoRfz039B&7i0~I&#tdzJ5?IFryu^Rn(
zIP}?6dp`p3{JKW`KNfnLa!BE&tDR`IXx>O@ItvR1+B(<B8MirO;xQUYB`z#^l)B1r
zStUDxvH_z1!D;FfSbB=Az9sGqf2Kise8c#lWqK?tMZa+u-Qf;Ls%=R^^Glv|gcRwT
z_MY30lna;zEUX`OZ3kwEMq|hj5zL_~z|UfU{7@EEgv@LDn0r25NI@EhZnSY*+%Y1n
z5}X7A!o*$lN-qYl*#VhegAH<7bISkMFuF=WX(lageW+Vw0d-ugW4vNmhh1e0wv{C5
zC$GB27Dh93|Fk;K1W%J}7)gVG{u!bC7FbHGW{5z+B?w_t4n>ER{0AH9CC_AO>7ZkC
zYoO1aPjBiD<qK~8!-YD;q9<5&zccos!kW}^1gsJ=wS^Koi*G>D?AIJjbPS60L@x4R
zkTT9j$uMq)cJlm5wNFse>i1B)Yi)GCwY8sS;~5m+*12%g1S>c&MOk&Kt6vVoQGq;7
z&^wB{pN<jUvPV+GhoaU`1x<kt{-Q?CS=j>lo2aF^IMIr2M{};SG3onMW{20Rbt{2w
z-Z2k!&#fwf4c?XraC*-`s#O5d8+9Q<gP{V0R9C+>g<p)?_jEj~(GeiaC2hFjPmR#)
z@Ks5lW;r&}@0in!7r^N8At;_rHRZW>IQil~C<5rIV<5s_tmQIxV#L!F>cJg4ro0u&
zmV**}c;c$G9ah}O)#YR-uO|80`kh#8_HUE$ItZ~um}Xbq&*(F8Jkm*ZJs`t6(*i}J
z83_7obwh}7CaOfq;BOSTW_iqPsb&)H40rw0L2E<bY;H1HZ>A;i*~!P>BzDm$)b41M
z-#uuLNP|XHVhTP>2*+?;1{Iq|mejmqtyK-*cU(3IPY9v$Vl()ikj#2&uSJ4<Up8&v
z{xeC!o!)>E{z6T1gs2M-4RSqx+j5g<B7l<A>Lk+`2QcIPL+=s%2wrCkmiliG>S>sO
zhSp!c4W-vq6N*{LhkN&Sk`QeUjipug5SLY|L%8g9sxj0pu*{46oL1Bw%4?MzOldmi
zSl#8S-C$~kI4r?1IUS;v{$krYlB=(!bMY~<R)mdK!9>JgNOKt8{w3vKp;j~E>(Jwt
zZgmVfE7UY`r_DPIcDQWii1i!ncoo$POX$XnKJ01YEryd(u`<DrFV74U(u-8C0p_(t
z5GEoKuyPS`HiER=&YgFllZS6w4-(`t`-G+*m{(Vp2J*4bIgSN$ONP8oMI#2(Lhe~&
zy2}+?tRsyTT>mQUXC-Wb2%V!d7TIK1Yc2C49UlP{L8ljqxo{Q34C6zYP9~Fq+0K#v
zNmd}1keNoFVtQv*QQMT?H6S@U3~Bj_1y}(lY;8thOM>4HROBiIFEqHODK(N$nKZv$
zwFd@5L7WYxHWs*hL#N*>%&CTu1UxD?Vbm2kfS!WM=1Yp2l_jmm1WM}3dK^+KbN`r9
zY&RJ3r+lS&HO0j1#%Q@qeXuNz_ijN>b&}I9{ez|(p4#x1Dpqn)vZ)<7%x{&WJ&mcJ
z1rNz5jp5C*r>QFGcu!7E3<WM7VJ|+)KrSY>dOO!rws>g7hTemI=F@HskYH4c$sRs_
zVjJ5e4D+?#Gs*<Xcp#|YUo~C8)SFb57fR{0hRbkfy~{q~7aD*(&UrXrPmXxmvgi!!
zaHL9q@`zD#t0u=vqi>g7_Djq-NsCmePNSW+3${i|KMHKP7tt%3voA5!OF(Hhdiwc?
znq~Ax&a#5G^extvr}zyRRyL$;rd?sYw7rzn?-{9IZ4Olp(EUUfc;W<HuT2+N913x%
zd+5g72uWvyV6fVZCAU$UB2J8I+WW0`ry%b(21Y%JGOR{xz3$2QU=_(c^65qHzcX)J
zH`|^grfb)paHAlv?oG?-jXzG~T+gjsI0Q9Iv@D3{mLu6~`;zaBT&tYY#;uVWhWRj0
z#C5oLB`ym<S(YEfKdF(}-W*7S`eZ7vK;ri5FP1rmjS42SR6I|mW$&0s2Dl{o$}Luf
z9NC!o4HrdqRF+F)(uVWYyx^?(_15R4OlbT;8DFz6iH;?!U0)ktkL%g2waXsmD<B`;
zDGl<;H00$?uXnKIEIu0fD2g>XeaS6*b{f>AcF3x(_Ey@y6et$T*~cZG!dZwiC?;Af
zAo2NKzFQyjdkUe!<0U|`Xl^eY-u98K<9tb#?c~ruE2eu!<gKHkOl%{(WcDBk9*||a
znssC&<uI}So7X4eBD@|tj}w$F_nqB2FFbg)3+E!zH$7&^P<ox-5(+g6WT9<l722Uw
zSJI{}ON%w?Sn#aPV4&kEjEQOWwUzQ*<vhKVP4kOq+C1IPO7%brb`;5GBWI2xW1?`_
zCf;JkeICvFAwhE}hs7Gwg)yxRm+@sp4tz_}k9EOfg$3SC#>c4iXl{-5Y^`#6Pw(U~
z<ftsmOgru=W>@w6@Cw4b4M<^ZWg;>?nGZ4VOycum`K1b9S_sVM=a1`dICXn=uQ)86
z!d&W=Jjvf4ffVahL;mxL`#(C3VF(M2K1?dZ*4D?AfDoIjB;x|QeF%&@KaSFd+vemo
zvcL3U`Zm=fF6JH*fXftEIwjpg+}61qbJ_(sNYLgvOkt%XTdVX;>qCx;vC>dA59nqL
zx3KcS9NXZh%AJ$bfrQoM9Fibx7dW`kiFB?E(C1HSc)EnkO?bGqH-xxPXZY2&wOVRf
z+gRhD1g4Tp)|yZbmCiPd?3@N|Iiof~&!m$fcvik<?|;1Rrd5K<r`wy8gE1|lZk~-X
z`@&T|io9CB726imL*w137o~^e^vP@>2eQB2s{Z}<WcO+1(MMj%2Tm=z)VU}Rs}K_>
zl6ou+-fTZIe~)r_MXST4yZXzK!NhKE>o>}2sOQ21szbfn{ji>~&y$iVG-^4Mc5_o(
zp$tERkJi#Kb;-->(w;vh2pNY-reDL|1Ujz1$`59LD9^Q6lX8t+!E`%dOdTH13Tjg;
zMb1vo5S*aW_Z(pbJqvFz#Y9iEP&3m!MGP4_X_Yfgs77vbMO$>c1Bzz}t{|m?#JUcX
zjSSV7NBgXyGLy5V2m#m-YZFwLu`D#q>gw|X#UrTUHT#=ss?zz84eo>ktU1p*h5!f7
z#96MUaToP~R~2zU+|nuT;o7dtGU~>!Sw>u3Y?}ZxeL**gLOe1^MJ98@y;Bxy*+}`v
zGlI#H*RDvuar3S^>Ry<s0~yeSDiJtdw|r_`Z9|X!*M??yg$bpq732k}^L*myM$s{K
z3YD=%vbjO*cxIPT5JtJZTn;tq<Ip&<y&{I~?QMK(`iFV%!+23;n}3HZ6ge%E>P&o-
zw|?<F|A#uc(opk``nlg^0UL>1OZLh+`m<PAos)~$DQJvAC0gbt=+J}E7TDkm9tn*T
zWYwSaGW47j(vinpW$Z)9{HhOj=;qX{a*%B9NXIC*d3e&_q<~nZam)3ZX^n;UQUy?|
z@J91q9Y^{VsJ#oJid#H@vw}}{=37pB?>q!ug%JX+5U8#Jd6s;djy0E7<O~bW6Cr`N
z4-fYSz;=jk0&MjW+0H$~@C0CX^Cn(CJ9{Jn6~?hPDsqmW0Lq&uZ(4&4l0tN7<D_6k
zoREMld<e5T-8f<~+@L#jh1=c=jLV%xL=*Ty8rlM4k{}6fJM?6mDbE2fu6-m~pB?8m
zah1b)YI~FlG}~7w{g1k~hI_vDPjz{I(t=u!FG9<|siBa&niVV1zbafhu}*0I@R6w7
zr7lfanEL$witR=atQu9fouKAc`hg<oJJ!o9$8l;exfQ{%=|F&<MS9Z!p98Q$;OtIX
z>56&o)<wl-+8_+*l$Ce?gx?)O^RrX1u(bEadA~Y?C_T4vl~h@&YUvK(P&>Wj*J!l-
z(KMKv9X8SFx@_t{3a#wVz;HVaT8$-0^H}z5#g#}?yk>c+WuTlx<vYD!r!DR3=jh}L
z?R`Swej#Cw^(7?Gs|#TaPr}uHTJ?u(MAY?Bp?{SYR;WOLkDC}k!r!-!Iz6&Xa1@zq
ztYp`~AM5)`&R7`iRj^Va@{Lc*IMVJ2xAPbhACRR?AiGhxJ2m5hd(_Cn3UQTal9uCe
zO!y}n;f=vGwwe<kt;6DZ(Iez?y3rg#lQHlRf|(TU-#A!<4%|iBy}3E8lA`y!U8tXW
zniZ~G>|sv}i0msYKQjJFKL4T>@zRULmavPiV7s5-B#>YJ5+)q_vY@qVI^pFY9Djb!
z+_>UA+5Kv)sJ=8`^u7J@PyBai*gc_14Xt&N9Yf;T)F7j_ErWQd3ulsiiQ!XC;X_gM
z+6X%jW9yro?qWWv9I|oKx?BqzHITvyXNQmq{~O=!PdK8X!?`{Wg7L!E^g`G&mrs4c
z74;SOHpdokEB5zj8d>dMNF;3Ae}C(E7xk`I^=Vt?qbg~jqdno}7~tzIwF$UR@YezR
zx$fJ2)4&|~LHtkL=l@1<xVO@!kPv`?>hS+7g2VJLf}=H+qN|4eBmeqK>gGu{KTiS$
ziuF88%A95Ubp@W-kSHsKC=6sIP?29cMkqDT^Z|)pY#}$OHrT$_SqPmMxN!a<irZ-b
zWUADsMYnx{hF-cs+Ag5)b_*Ky4OLb{&TZF6fA{hAtCtnNX&GsQmL#gXlgJs=-|h;N
z8$h`z73(@Ou5@V{I(OGCh0?t#A1^K0d6HVAKiCQ8@aw5_H10Sfb^t8t)O6&d0aou&
zt~ChSczR)Gcn=jbYg+)d&Y+7-GpfbHbS0XaLj}Qe!j7qDl57BNm6Ih>*$8V_YGY&y
zPJ%2Ae#YNS7Hg`;!B}5eT?%LP1IreDmEGBv2!7Tsx6NN+bV0l?N1FAvOz2@oKG}KT
zkGHhehnjJ&Def;ash%fCis6CK_zd=62Bp-d>yo@yl#ad!AY|jU4*LmZJPzdBgA~2L
zbT+1zw#h_gXk{me+^d@x8ERyWzGZjVL7)rymSHgtau&nIEBo+wyt-E8a)ZcEnA#nt
zJ~(Wdl(acTd<+p~-KFe*?FSErTlrFgHxKV`rw*}zyA65vLW3_2x2#pgFO=eU2hSC(
z;NYja?!o-wm&0ejJi3&E6hG6kC|tLhe`H*bOcuiR5ZV2B4|;}V_J@MZW&-aZA4-)s
zFJ*6DyxypX15U3u1%Z^$xI><1QSZ|!m{HZIeS?*mH-pnrc)mXF*lMTHH;LhhU^1&w
z#Eke7<Gi0=nlsLaK(sybG-=q>4JvQYeGdD@q=kjZA5;%;LUu4L#aebybiDLVd?7kG
zgQy8y8YJ6^6G_8u*d?pk4ip_CXvSV=0yU$Ai4$#K`WRX``1=yl-gaxqKNi22brYHn
zY}|#=+~g_0ymI%K7;k*U6<@@cab@5L7_tAz4{OZaACIQfOgxWp@Y2Wq=qCpr%8B|t
z_Ly^#Ijq-(p01k71I9ZIu3YvxiD8t9F?aYco;lo<XQrX2(V`KR?cPF_!w?AuK~!|-
z2&3jk!bqabNunr4S+*<0D!WlPXnk9*5Zs{Bw`)UGN&4`<XJ0uXsERdx@%s2krEU|E
z?7@1-8(+LoxWI1dg8dE?&)xRW8_N?noS*hG_yLFGlc>SzCwOLUTF!O&m$^*~@<|OZ
z9Jo0ZVs{%D^NWb)_YB&B0H_wO4HHd+G1M*bB631J1kpk4qv{m`Ac_1cs2f#9Us#z8
zsI4oTmL?TRHrx+RshCl_179L;p`Xh>DZB?bh2j}_A+*o!Xb3I%oeln9Szz`SBL|}2
zVs)ulouG50Qz{f2Vo<m+YG4-$N2`8Bu$5s9Iz2`<dGW~z5Hl_asz6fqB!()%XhH!Z
zrfww2#XsGj|4B@`>_Rx>P7WOE;lpfnffqkil;b$f)_V#|V0NrpiG0Y`iEa^VwQe9+
z$HF&6{1!;u9ce;SglvLH6~^VEvgKAG9p;B6(cX1fAAD~0m-{G<ZfKG<(?_9ha`6vb
zx?$C1$+uvF7`d34r@JqDgZSwh%O^9~1y>V0NO_&GX?uh*+60Qc^>g!GiT|y3T4bm2
zUNXl^*6=dTU=qwsV2C%t#8HzA1{O-nB{0|yG2Xq?^af_zs-=A%>3W6Kpe_2^Y#z9}
z!Eg+jHOWl1_&2iq6x+1f0p23pTD_U~WCW2CW(-}hk`SLt0USmb14*I)#DsZ_COXDJ
zCI%v|ie7e_Iav%@4-Q6R17u^Shb(1~i3aighn6POEb)5hs3J378tyIf-MAXPVX;R&
z!sqn>HrT~xz4`B=M0iQDh;=wlBZ0v^v~L6qn0|EvYAyTPtza?SOh?GnNh&go{BRTx
zq!1+>R1bl?8x0E}82wQBHZ*NCfKqrtFQtXC;fXb3<r9cJ_)7%0B-=1C<Nmw3Zxdaa
z8U6E_TPAop54b{2Cnm=m0Rhr{p-iaq+VP3&W?r_YTEj91qv00QZ)tcF3C{_LQ1a9{
zi2=JK^xQS!_U)*Ru?E_MF}>ki(vH!DPtnRZEG*jema!3Ol25k5fp~MRvn0Ks!W6ig
zt;}oD(cSyNFZ=RPK@TfZpDLcbpw(cQ64hXa{PiHEzw{YM38f?AB?zG+>G@;E2OnZY
z%bI0r!#2Tt>pDjA@Akv`yXFip=nPx3qCE@W>|pzX__w3(AjbcG8_TI|eO2+Tk!jo4
znvE{=?XaNH8#CunH>gg`Q-EH%Gp76XQAQ{n67-g47(SH@?e8VLKIGedgmlHf{wdBw
zH!^fxUy>(P(n4H#xXV01JbC3vgT{RQ@(HA!0%1w!y&>>O>J&(qKK(slcoJ61o+#x=
zB^X7}$MW5vs)0I4a^P1%Y?PoWPXWV7^|E`E9yBr3-@cX4QCos~z51dzfd$CI<GnnQ
z2)1H-@{uFgk@Wt0R*}yhr(IP<%tDel$jycG#s&NPN55ACFeG-ANVx3>-_OM^PYT~;
zk-b8Gz(JumHm|7}fs6vZ;-6;HSYMXuNV?$XINJ<oqFb=luwX5i?a0%)A}sI6NTwr3
zSJfy5*kLs`AkMm)Lh2I3!afU@{4__Qav9S;p$4MSQ4YU}Mo(P$CU=vq=p9uSD4aP@
z{1GI8Oa9ir&1CZ#PSlWc1xaaI^?wW&PTCWW`DdVgCJ96Rt0!cW6)$KAmJ!cIWwZLC
z2<4kMB)29lExiaV(UuY4;Q<5p0@MJq_BK0Z(lU{rl8Cnxuh1D-5glLLCz!pvRYLgj
z542Bo%HWQadn+KqWHY_$Z0=-(^Jc^#+%A2)PFnOw8U1PXe!wES4A*HwB}534M{;Is
zI(~-~{cC~L-)Mh@LlCMpudQUG*>F1;l72mhQ4#zpwc`4G%qoRIOQp=LQ-Xs0Lyd`5
zglRb2D<0<X<SL64PqwNN#tT6aHl%4!AX;fP1i>i|BHa%4IGnR+p90EcX)vq|!xffl
zYc$2to0VSsXpLFcW}?`zC?MbMhmn$Qv*;M>DSrXCF=~AnKlC**C4Eg|qYUzyB+0(c
z+n%z{Ax4#dBhf||Z0(BEmlXk;VWQ1WVh=SGo}N{~)|e&Hs3ryyk*-KY)dj8=iuD6F
znppQOtQv0`E{7_DGGk~f?0)s6aJknHM1?x${EOBI34<Wj@zu?iHP*j;<}c47sY+~_
zj<Axo^k>&yEPJz>Akv$O?f1@rc>;(#;%jp>m5m_BBwr{xhjV1QJpI_&KMz(fN~0jn
zN*!Y9Y{5YM)?OSIY$xJoObS=Ul7`-~;;^s6*Q6zE^6WgGHBY0R!Zz-3Wqv(6_z)m|
zq01!aMDRBr3H6ocF}^7f+!TK>A6%1F-ZADM&>S$)aLscz!Za_jpmU(8=P*8`FeE6P
z`2BYew|X33(Dj~b+pBk@jumAmp{_4{WO0E}Zch)An|*2-93T9)AY1Ul#iHJ6C`vKL
z>*Mo0<21utTCR}TSb7d<B;)}`%!U~AcOYn^q<g8W3Q(xzG4FuqzX6uK7|ywBxh>yI
z^A4~+zli5X_|>)t8uevC)CCNvi{06sLy0eiuf9d_`^j+au}`O;&`7#XHKwrUOxC9J
z<Y@&yxB`mwDFa{ax;Oi?a|#)o(17>#%k`Ye%^R_OmhPmHQ;z!*@m=;Y9c?<&_JOQ|
z?DlIrf$=y0lwO~;lO&@gHAiMZ&gpV3LOIY#sAW<XFyyM;oNsV2iZvc+Hdz?GkY<fi
zY_#Oy)*EZRLJ|8{oREAO`rsoqA<SfMs^Q;vkpFQF`o+krIXB;zVhZOv*$46XjdMxR
zkMm%5$K^qx@qCPEHUpKq;encr#x3^;N{Ben1+=FHIz~bG(mG>ifS@8sAt3U~5HsML
zE)rrnd(PNJkcyUM=E0(1upqV#f<u_FI=j`@WI@F?c}Qh=wVJXURM87tEPUTj-9=lU
zHuVWyCxlMrN&zVY5WTl_{1qJlt<dCW4#<S}3A@9u1*OXHK+mS#ha>a5Em^ROEFiQT
zQQe3JxUZ+Mqajh`#a&Z$F)8e5BNV(zmB1+Au9kLc9WpQv<M}DRW!XmRBgfYTeD?_i
z#NRvau0#HgJ3QTf?0!J!UeZS2y~s{!Y@E<JO`WGrc^~SYlk7#0%HH9kzRJMuHu!GC
zvx)|;;*Y|p`o%ZcanhFC)jpAb5=xhXIa2mJiEj}0<Y<#8NTZM9&`&knmtKA|?Y!6{
z30)NRpfKlPrhb)^dY;V9`RO5jE&AxRsBPRX)$ur~JM$V%Pw9a*=RRKJDdVN&Ojl7g
zrD@Gs#NS?GGR<_gdz~EbrNf9I1sV6Z2Mem~;Wao^0M^vua~cOhE5yCk3vH#;4jU~z
zqFZ_-#v0zf_HS#xhZI{L%oxwwr8-zBM#1U<S7!&EIiw;|Mqn=_CZK-{NKt+Cr^c6+
zYF{}4gO=`gGT-wVW8PMuVYDovO#~H6N?uxs?nwJ(_0-Rhv*-{vJ*PNC@nY1;-<}f(
zK~0TGOOi?Ka4tQ>%B)RA9>h4bOk#M$pEovFydN3x3F(to=pRxgh1~|b(U_G>js=9`
zL8M#;U746r-6uVbz}1b=>!MEGng)?-$e<Gj5@m!Az&W>=K!1?ro+(l>{)KfKh?3<X
zo;VRCY3*OL^Nsj7gOnyzreBC3U&6h|lAQU}cOmUg8(0nHEaN@D?)hg1y8goU$dwov
z_bzBPWbme8yV3o~6sBEp>yyQ`x-(C|HbXrBF#RSe=b6Us*|`%*lnBpw4@@pLsPb!5
zQd*nH!<c$~SG7oG)VYOqF<ba{bz(NUT<rKKW6rWMdHsmUFaMpf_D_wK-`V~B-!6^n
zAD91Nc|bt7>i>0V{MRJ8_WemAlW?<8cYF2CucU*vg^=3RDI&L1@KCS|32g~<Z%h|f
zgtA($>Gdq(MZdI(_zhQG3ddm&C!0VO(Gwn`>)U5LjIHDJJoNmYxDGnY5YnROydf&l
zzv0uTwiPynuH=M_YY{XyI(Chn>BIPslYoN!irJ1)vU*uFox!;K+5P&^W2e{TDx3~Q
z?Dp_Q3FU?Ao6RRV&S@*Gf7P~!I8ZLMbMUH@Q}ZMLfFVa|p>x;KA`bUU)4zJ;gI?+u
zk%c4iDd`v^CEA~GE~{kJ>WISGm7i3f>>OB5isoEhv`04%Q43F+r_@Z8oR8#PHr|8O
z6OB8LL;*oTGc_~V|I|J+e#;}N%OCY+5PK#Wo{aOWoo?n0t-+ed3-GFmMeB{_LUEoq
zA*ZlNnoxo~f63EO{3f{T9XwMZK{()$@UF#X^4H(FyD;Td4B3M^*#R=|01&{--CB|I
zdMj4x0h_#g<>SLv`kK6%;rg&lw^O`Oi{A5#FTaKSOZ?LLGP>k6BBDukQ9>-qNs16I
zVkoEx@!gW_{LYFk>B$x(p#(F<R$0<pDB4!OEwc2?+=@kI(P0Y<!GVg$xA1H&oHKll
ztS4SUj1!BShv$P=F=N&Ia;NhRhyV5Sf&Fb-`=N!OKbk-HDXRpLe)jmqeH-9@OYT9G
zl{5}>bhl1S_d8rbRhcpEXfdisa#nbVt2~)tflGPtMcIMkyi5LQ+VI8fmv4We)dxgL
z?}UYucDMt%gZ{!qU%hblJ*T=WEgL<<xzW|4?xF}~l(SgEAWM?#zd#$^xx6W|#G(bO
zv_&#PcS%x#0|;l0ug*vb`e_tx*6RTvKFI4R8HF)Ggx#AX2EhHn6mH?q;LDX-{9Cuz
zS>&dYEWX?mTaLn)%nLhyFQF*mO?1I%+?3=z1rAMekySBYb}<GnwX*0|v+h~lnOFG{
zkdfRm!_UPfWe+N!cf-1Bfqpo;E(p&o`PDrK5lCQAeTdYxVo~zw+BXOBH8w2x=HCC|
zkb)Y^m4f;PN{a<g-c!IlN5<#0IGp@{0AE0$zjV_fr77v9lhdf8+sqj^J5N)}a!;)C
zW}D_I-SR!hBl*WFaYm67RpxlxZbTjDK5}e9CqExYPDstlsNFaw<=ZQ|l@viB>1N5&
zT+&UFMQXfB%-EH53P{5w-63J*NctWndwYU@$L?$|b$*T<2cUU^J5FpG6~tI9N!<Gd
z-Od?nb)JYEhsL|&Tbs_bR>$Y;@KX8f)w@@&Fm^@0d#OEa%Xgn}<J{yG-R6A!vmGBa
zV#KSr><J$?yYB^<$Q~8k_!*pZ_H(2O$o6EBWkn&N?br_B$Nl6^M9F~jAgE9h)HrfZ
zRb=-%{He&sboIP3MsPUl`@s5u-KYzIh0lytW9$|qwBz>&Y`{hp{I)nB$!~q;1``F#
zJkR++(p`td6G<-}hjB>{JTIh*P7{wxI?V%`SM&!RkL3#8orrjHI0d;%`fdc4R_*6O
zFLIPGNW3^;l`nWN=Sg5xqDtIW8cR``bhsDMiq1(w0!fca9+i^rI4O-Joz9%uVI^AI
znGw*+lB99?iR#RPFfmJcmf#liSe~Ur0NvzS#?jSVw=R%#yuAMWC#p%=<;z#DsKwlK
zrzCUlD|qQj@(2xI@{nab%OpL6qn^x<eIk$j4!^)JDtfa>jqZ~cA(mC?id~vhyW^k2
zM{*D{7KYWUmF*w(4Ti?whlBoM9mm*!52V{15ZY}H;UDh<_+i&76X^#5VbVl~VOTP0
zB2Gj{%0!}w22wPxmog<93xWr#L}mtax|8!c-644zNji;)BSqQtShow-AEm!8&iIKi
z%EMf(;bx{XCC)b~tLVEWXM6Wo!(AH8t(K+XjLlEWi`CMUM9!hK=7{XDtzRVINW$`w
zO2araSy}0$O=B>O$7dv#(MHn;1=>@}eS=)jl+yE7>&i7r4`UW7eVq_1Q%1r8+tv69
zo~EROWs^*rVo{8Z4*YZ4>{ynS89=<-M=R%yobYoB4}93AmoHvsq-~7n)*TwG*#jFM
z4B5DG0vtOV4q!xcG$tK?6ZEJ*h6!lG-2u+jXC)iqhYSRh;fKIUy#PPpQ8N5MN{`3*
zAqf}{aoLD*laVbu4Yl<xv|K00S-n{l!N9f;_L~xi+~emM67G<DE)Z_<kc&?NC}at<
zTqya#al|mIEaC_!HUS%O0z%6@+@L?BW+c{5Ju~+3gGtR2`P)Sp$FV78RPeb+LJ|qi
z+3eCK{BY$)cI^s&xDHX2kX+z_Q@{@#JSl8^%K&{xQ=5<jU<9lz%LJDhplcyM6$Jh#
zrgeiLaNq-o#l%UB>6xAnzJG5Ib}x-9G{*JwO~&l5-5<gk`h7ke4W^9~JFO9{*YV+u
z2V&EkLCGg#g}%wdYAsF^>Y{91l2eYuc9STA-L-dlNnr<DJ_!r)h0g*rNW@zXNT8B3
zNvV^<`^|_@+m7fyxo4kHG6QUdS1y>G=1jcISy2jslmjqEAsMS64t%g<KHcs3B;jO+
zhZ>nyrE8v9lqm0zTSUC-G3F-Xki0M#ClEVe!}#G`d3YW7;ZrtjUB(ZG=d$Mo#WKxA
z=odtp05hPP6SCXcg(#;OleV2@>^LZX#=sK+t`TdBLlbzAw<wyP>G%+HUmK#x*<9_f
zpxa{oO64JN!37u}3@RmuC<|AzGctbfmOlVBws331G6@AMlbleTf7eR6hkGnjir=*T
znDRmhEGUvmrN8bd$*R+$i5a4DUT{2`R+^kT5D_4!l#Y*gd^+2UJY33*Bac>k7mBU;
zY!n1&27Xw$AU;&_%*|27cb$M!JZe_N(u}M@nTsX!33pj_)VvhNcwv^aJQu@C0A;br
zjq9hfwpirKwaZs38!qELVdrjO;Sn__)7_pieWq)W<2{HgLH<NLVWiDolTVvnKg0)R
ze~O<fkxzpO{k~#M>tFF(gF(L!O1;}34pBQ{H$y-i7(Rf1Pw>MC;H(hB<q1c9+08)X
zaBN{_vDi5QSgnjPf`DF_7-X3Og-F0NF?dM$uu}Jl8&n5Cn3;pRpSVC$FRcU=&m4ll
z0Z8pUx&`rGoC>kSx@IWU+>M2<+MzXmq~k*>W3n+K8R#M|lf$xNU|h5kp*<-XRmb9#
zJQq^k%gspO%XLaFi7{8&WGKX&v1{yx5I6+-V(<jEpCL2@zU)HK&c}c??83HzAy!~n
zu8YED5V4AxW)S7fgu&2UoFVA;SB$CBZH&}G+&;oOirEH8F}e_<k1E`Pu)(Tyk_2G6
zD4c?4Wl*83TbK!MGO*&x`rWV$g9_YeZdNajlBDRPK5<^~77nwMAzA78o;68gfdo1C
zgmrsqPEvuzvzb$AwG*e6i%6qfpmH3WWu=sXTUO`B+`@Imr!oPaa4qm>oQPp&FieCl
zq^uAEu$_2%(DC;?<~X?eIY!;<IN<WN8<)kRm)h;D(i)bR;&3M!X><&7vIj~Bf2Jt%
zlK{B@;Tg=)OvZK>Jc$>jIAi<VxpQbG5DzHLe#IYxs7GW0RcFA2B2O3_0<#^PPfnA&
zLqf=?aEoR1(|7Gm64()1)i814+kHaZNtPtl$Dpu;F71<&n*kwbz=u!buoPy&l5!$c
zFDr&rh#(t+M-uWedB3ovm5)kKKn!y|0Wo%-k}p7>L1@Z^il?(!fLLPYT+Ccf3WA*5
zU^(yU_|_yF3a4*DJSlvA7!aORPL+E?$D^ne=Vu=}>|Dpc;g;u6U_N9pm8_le)FpAi
zMZjGlbdH#T{9~#r7=y%xbd2#%4?U&pUPb=HFb?C&weeE|1`M+Lia|7#_~C`3KWJsd
zS%A&AT0-2r5J3&Zw1a^d4{Q^mEW4!0gc?r@9$1wJu>#?eAOoxv8$KkJ;5aMGO0oM~
z;LeE)n}x+HNe}pBuqo!|t>K_Ddp6;f*=J_u0s>EB3#DGQ1rxjisxml7<^W4u7lsME
zEzXs14mUTeBWn#dTWEnnKN|_j_|!_Ia!1S)Ff#-D5rQq_NWiP#;^(e0DS(!+AQGkG
za3+O?ND3RDOo~d<6T&*pjO=%t7TfLmr3rtIaPfE#q7h)jm~Nni|K1>tqwNc$O$K5<
z05K0+n^n9w>bHi&3Z91(q2~p0EtIqNoNb&2rOgUnNTp4(k_d%?JjxQ>W>&xj7EF?)
z(mKY=O1o(0_Jwdav#hmTxdObhL_^J3U$_D`98E-^I4MdIF(!%hVPQn_Qpho()UD#9
zprC+%2>AU8-K;RJ)o+P|GY3N=^wCSoP(W#v#-7mS8A+e(`0lAg_c|IsMYqP=H?pkq
z3?aiU8PjKbDA>saqYwD!1qiVKFI*8{{6Wu8(})PTfIu${D+NB<Hdv*>J{}eyFJL6y
z8dj3!Y$7DfL31kv0Z1(>uVzk!=7I^0gu0n-Qiy2Qa!VroodvH|Z*zRRZMy+m+42Dp
zMi}$>t)dX&jXfmO|JH%f6_R<R7vLJii^(7(fpB#$26BwXxc~}_%*@Immt@isoHDmM
z7YkyhDzPXsUMVV=t&paZ=8*{h;#n2jXXl=8i`e4IMUi}fz)x`|uz^^CYY7Q`aT|;i
z(D(oa{6g1<z?moexImuAsMIdN=sAI*mN6EpdWfp}tPdy6C*NEUcgVm~Hj;PC6A;Hx
z-Ys+PT3pf1q$ngEJp9C!^du-JT-`-O#H#2M7hI*fFbB;VO8NkRjY&HA?t!G+5dQrR
zM4XTeOnyVIZjHEFy&ywAQCv+%Jd^Zn!inO_<lqn_9g>$^U8qk8i4|8YbTW0lKj39c
zUGE3Lu9}Ai;7lYv4OuR^ZO+CY?4CV!cvxQgfShc2gQ>0X%k+xcV(83LTG8!EG4{L7
zV*D9^5%$;Jvo3)&^E-+e$k62bB|g>r#&qTASz|2p{^+g#=4fE?f074PfKb%dgThq@
zm4UBNqH-a=$Ye#LB&HGw2?AI01p8a=*h6=^**V*?_=J64);M^;B;RL8Y)F-GG6+3!
zC0!@)DFDURtJFCNuKvQ-1%d#juGB`s_)OOhvhmriCrZ=e?iZ^o05dN`bt^G~0A1Z;
z^ux$iR|X@VjE0h4CV|V<Z3Tqi)fGc?*9>TQirfi|JVsNG&IBjN{d3njdHx-ePA}Il
zN_xqM=Uhn-%&;sgx-s^9kfLDb1BYR`e^QOWTYou1B%5*drolF<lQ3B0=!M6?eeucq
zq8P=CiJQHnx-)Y#cd{X`FCp?TB=?D1PBM9IRZcJ_O-K@0^5U`p&uS@I1ZAf7+_y^J
zm-OMt8uZmIOn=Z<GI9s~Q6}jngfy<Co9@Ii)%emf<xP)Ygh8z8HnC|IvTg&}ha1Ry
zCy0{ETwd7@0EM}v510pmmAn!zlf;tr&<spd(&NA~lZtLT=J-PA=MQHNI~-KsUTbGJ
zhVrdey<Wd4-%2lCKcup11PPN>RgJ*o(ymP`_GJ)PQYPis<&8B2W{xV2;8WE)&|qFL
zrqW=Z0(c0DTNlMBYcjAhSrGx#A(?y|tewj;&_gZ=TUC<)w=Fr`g|uJRCU!>wo0n&}
zS*YUEi15j<8g6I9>8N8{qy6SqK+J69@-K<2b)Q)oXZMjiV2gV$hd}L?iav=sE$<VP
zKIE~mT58iT^V|&N?S9U}B$T)NCWs-HxBHWrJ=}TP3e&KZH3Y~zn5k+4mQ^P5t=Iy)
zmvkC4CzW)U#n)X)zu3A)sie1Cl&PA7nMSe-^Je4dyB$CU<KUHcGZ=rddp7bQxc}`6
zxfz?<kPO^pCExQ4#@y_ii&deM_bmmD+#MAPO5i-Q3QE9Y*u<LO+U4?&{rGMY2f;fe
zS_h$9$XSL#Nk$T=iVVV4=|cj3RRcugS(dq<tc<!OMWBq@<(64WI2e_I=}P+0Op=K-
zV*pPs%^2*$QU)1A`l_x)0nDfZE$(??qV7N8JS5#V3vzGg2|gNG#jd;sEi4|$x0pxw
z)a~ev>t$Q5a&U0@;9y?I09ciDz^<gKV>Imo^s|Y&1fD){D_ycfN_IO<lkJEzfM}GN
zUxCPzxug4*gyKQWZ80(U_FWE%(A!B94Ye$f-qijj!c7|R-RjmGTmVnxZ8+y~pl;6x
zmTApz&%t=Oq`Q1#S*j91Acc^0X1SJ{2Mnn+B^^+LCF*kCG}Sa2Pl%d6$VjFx;X{%I
zrkcidDV6k+#H3X8C<@iGC1{Ug2hy@^qUM3{Rn>MPmxoN!ug{|Ll%!v26V{S+a3U8k
zN_xuJyue`viR((b3s0ct2e@Pv-G(sj$6yf4>R#dK=pUXO42FD2m&8~Iv4Vk`gO!%r
zYrwofiL4C0xyTA0yIj(Tq$H|v0f&%{l*}g9TxQ^L=JVvhqMXO}I62+%Jyzya)huX8
zb2S^pizsQ(3y(4Gnw4sCYy7Sb*a9iTU#&na3`>tn5DTL`Dl2e%Kg&ZV$)#&rg~U8_
zP-KOqdl1njk`7^SlvebetOSG<T79uKyjYi`GYC6w$kEJ;@>tSQ^8-aU8B?nsvcto}
ziY~7jK=KAzd}VJ~WaZ$NB{2#Vu*~G!CG`?h@f@c~DCt2N2VBxeS(2&oql_0rX-0*c
zWpA&<m}JCKiW~y^Dus;_vy7=MnuKw5zpT3DVVbI9U+Sf*zF~T4ta>vzjZ{_SaaP7$
z)iG$2uw3<Wm}aiVLv)h|3PDW>C1h2PTZtvBlx#xWY8q?DV);9(Mv+63(wUs(#yOXB
zImyNP<$7Jx51%L3Pf0rD*JY^|g^0<N^q4|ItZJZ3>gEBSd;J1j*JQLL3zT$TxHM^6
zhKlDhch$66;TDCYL-dmk=k%l)NqUf3maN1!O}wHDld?2rHPtKQQVAw98I4qR)C*Hp
z26fXYPLzP*=+)w25ll79q%_Y}H8ll~r^=>~6y&C)Tbzfkq`Re67HV@r5-3>$x+bCG
z2cRdNuM1(Oq+c7}xTXqPLwfP@6*d0w5_J^+CNtH#vk3lFba@AXvNqV_(e~p>4w2ax
zmMT8Hlqn%6fbFu%ybCTelZr7KOtO)xlTBPp)z1LHxuxpBmX#=dgyS^lDv-oniIFB@
zqKeqDS?02b=)Kg8Oj$Q}Bd=8O?3IzLAT9z`PNi3XOgNQfFLgYs5D`wVoI9N)o;w#<
zNzoyW3RPJe@FG{<B2CjsPX8ohmkwh|zjCG3YDxO_Yb`F3)y@g~Vn@{5q6#UE@zVS*
z0-ldQY0{jrzpC&&3FAa!|C11J70MS)`XjFJc{0ezNO5mL2(5e+1Qv?>vgC={RZ!AE
z`Idy|t{NW)rK`q=pjApbZd_6&Ow;qqQXx5IRddE|yE7W5_lZ#Zoeq)6>&MiICF<Ep
zLY&SXm^6()Sba-rPI8HTk(Wl1d@E0hM<qRnFj2V!_f%P)lJqN=Ar+JKJ<{fv)I59f
z%#m>m!z%i#>icnH4C-r_;rM}$?Yb=J_{CttC*N2WZx$`UU$xQ%9I>1cQiQNnD9(aX
zd6<NSR-(oS5$B4|L$2n@ONd95M*=1EBpsYt6iYfyQ?<jUbM=nS1u}Eene*`~Pe=&_
z!!jWNm&VL0A!stfx(@-!L}#lInrXdV0tw8=t2`o(2vyBYG;(s)w{;^scTQy~H)#E`
z>J~dBoR^XgKF=&=?!#WAm|uUY3|!Z|by<uHxHXaKjBT~Xf82R07`Q=DG31w45=v&D
z0=!_V=?sz%E0FZ0^enY14?MN%Q!)BoNe8Eut8TP3%2kH8>p4+WB~1^dGg?t^+nLRx
z%GJN$iPA`R2}U#uWuMzq3{X)`?a`8`Zoqg(50${;J%`EU50k=3C54nm`FtL*Uey=}
zR(@Hv<MDd^@-?+p>cycH<XCCp*Ny4o(X&r6;uhuEN|5Hrop2?Rf$OS#G0C{8L}<D}
zC`Gu-Ou}Wp$XQ9M;kPwQyz_@NjwK(jG%JN5NJTXf&7(-!h~w?;NxBn9v9dJ>{Drc$
zbT4+)cqgS)=9P9Hjz84#nF*np4A`PHoWFJHken*jTZc2IRxuqgX&K0YK`VH;%uAv|
zu#1;LiYkzEs9M}0ORrv69Uc8(4`Riv{L*qYZRQrryn;!<rI|uh$#yzE1c{|9ndBhL
zK!#Rj5|mYj;z3@URQS~l@m|@XVV=rYD5#Cv7mYw3a-kW-B1)?1VZ1j}QpNU2C2fx?
z+}n$}Hy<CHv692yUPKNLCH+(xpHj#MD@BgNiIh;aK_1gX6^phnlGaeof2m}09(9=n
zazeSi0Ab6hDF3m-H!~=Tc?1oPMB$j3kvU#L%pY)hYv7LDQr;RALB>m&x0jF`sh&VD
zPV&5>e*m(1Pm*cmMN|&obE3UHNk@Us)a3*0UyirE*_eVq44pFnSoLifcwsDCG(DQa
zOW2C}^d;ErB{|u3@CB#T-2<7CNZm<*BXJb{%JA}mYM5Mn^%e)7U-ip`xxvR)<fev%
z%L(w}KwVz&$tVjXJ(~=PqGuCGKvlzJ!MM5{iOXRgD=Fk|F0WLcb|BJImm}cy=F*`K
zoz0YVW&kyk&LZl~g&aAhnm;W)F0X9tuq40N@f}b*Dy8O@r>^t4csRc<-?~KU-l3#l
zyk53hMOT+9C=HB2zV|e@`epEMR}f@&f)=3kF_GOD{n1ceEAc)XNyQls`b^QSeru#s
zvT)eq>KZCchPg5X8gm6lyHSX!Bc`8uA*IqZX*5e^))UY03mJ-}vrwg|QJ4lQ8_GGI
zhcsc1O<@&1W|uC>km;^-&#xl!EltR)--6d2!*dzd^MQ5@<Js>SL|0<?>Z77l{|7%q
zNRwy;f(1=GqiyYLx~^%2xa95~y;j5apL)Gk6BR72QLEQPc}uI+YPu*Z>hLhqzEG=a
z)u`QCU9V%+Mf7-MQKwd$YF%HiX}T!<YkG}nSnp$G+lRGueN0ZkS~?c2VKQyYujw!d
z3qW<4wVF(?*98xHy-}-pAoaQq^PFgEq|t5Gh~B+`-_=M;?y+kPrUB=TMx&1NtSm1r
zui!lE>+5UPJn#+91EM+lsByG}tvi~geOqhWx;AZe{FRl})s+Kyw}TJXir~LjSFu*4
zS9cK~GYCE3tP{EoY`<sW#6HNUR<FvBT3rb5#BNQ<XR8U@K_<-(ywq#f$LrmuPUy1+
zxfMjCLCmk|_t+>n7&Qe!)buIf1nj?F7gbU?ghn0swMlKPcVW-8XRtSRVH{iQz{cw^
zg`?dAGrzIxH}Jt~;CQX)FR!hyt-ycSS{-D9%)bCft-<WTT1{Wnv4f*(&ht;*fB&ib
zZ`$J5L@x+|^H^MH<D#}Py?x7=8a?23+{7Kx4vL_+TZeN`wG(~~PQ5yyI&f7NpLF=H
zCMuUk?*eES{0}uj*9e|EoGz)?<mu{oruS%5-5B56Hm1!UYzB@IJ5OLfR0cTk@f&(g
z*!Q+U-niAQPdB>F2KK})E;JSv#=yfGKDeKSmDQCc)Im*WHL>?+eOR7ozonfpgb07O
z=f4@B>8qRm2l36(QWqq)zp-VEZ?ktn-D^vWxU}6f$gwV*jIP(O0;hyFYp2QGaF~EG
z?PiUg?CpaDKo7{Dk-KcIM(pa$@yK>-qygIB-mPnO4H<+D*Mu=lo7+B!tKJYzH+t8u
z*T%*c7z_MC-q^i8VTfof&BnCW^_LeH7MD=D*FdMmZtF|SiwzVI0S<9DwsF<yXje6(
zb`nl+463#$9ys#$)|RM=zPjn71?2Ojadl@43>?<d{$c?HSDUW(fV&O|yw@|v55Rw%
z?1_P6x&@r9cMP^8P8E*x0F)TO<9Nr1|3=em`!x-aNt|sBHoH?vtN{`O3kI!4>$X8!
z_ku2I4Vdc~Onwqhw%%<njIHke%JSm!3L!6Rcl#@_(N!U}#zI}_(@)-lhx#kV(MDU-
zcl1R>x_@Pin{cqC2P?w!V;H}&4u5XiEM)g!wZ^`^WfQXB?BIR@z!nx!DYijUkAQ`Z
zk9A<Xw!v7}U?)!+>^N+fQAo0udtgA*J36LTJ84Yy69S8b-2<H+N5cXr*cUbcn`#K4
z1cj-IzSp+_a}Mh7Hdt?sy{iMt`&jqF(n5V<fgEV}_-iZ6tKvKt0dZD@**x9@*1vDO
zRB!9dG|s>@Q)3%WrHlQXxL38a9~h?>+uC^1a7f3vy3zRsLI6Uw-$B9L347{-QrA+}
z!3{i$rv$+BBhu3Lt)@18Sb`IK6n1<Z`@Ud)2BxmDJG<Iv4gEWsfkgv2VZA0Rps-=u
zLCD<gA|EbbS>wC7+HoI2tyUEY0PD69EFSFwSbV7a7#@6G4qIMmEH24f!p7PvAaq4<
zEH5ufx<OpA!)*i*Tm~=_BG^@Y7WJc(YWF?k^jcd>KVs+%wsJ@JEa+rS`<%F_YXYOa
z%Cg_pF+TIYu5on#HlpdjMq6V&IBY;Q@Ega0$LWXB6-__dZIY=8s(<jyU0Wwpzhl<)
z(D;*@1x(ps!Dl-*xLLFF80fyH{~N(L3>01yFjlWhCotdbsLlPZy|M^t`eSRb%{94w
zIQ2%ODw!Bl6V3J&<LI%jG2Vd#cy|vic46V$+V|BS|JESOJ)yqr0T4NeefrLAP^1HM
z%h<O-0_~1QHVkqLA|q^|KHdaZGyV{a`wfuYXL^7sfU@Id0JG_>@D*SQh;uBCZwK}P
z4j9EOJQnWppkp`m>DxN?Vq<E57~IL~+R9V|MgCB?IukTE@?QA&2Vo-iOWnDZ{TgI~
z@D)I)_9j^RVHmOo8+*FfBuBjt$j5M(0^>7yoa~M+O7aUGj21Y+00l?^yw}N}Y4;$A
zf-17pu!mKI1~A<^Ohl?qP#6SWUq1o+eM8p<e7)2`rCM4<r?I}eB1|7#0R#cUm~2p(
zajj>({4;Rob`OGsWe5)RSJB~XVAyy#fXW{cqSihOXM?!PI$-_}1MM8_=c%ulfN2nC
z-veSAKOmSk$fMf=9GM1)yZ=l_8`q4Nw0n$C*Si4SFzJ@@F0HMRw-^T$?SFg;{3m*S
z5N_{1OAE`(8)#%r^kM58@;b1-0Isbn<iT>4j-Vxs?UVN6;%{oN%vs+yj@}GX0oVBQ
z2DqH@b{AD%JGfu_Hoo3!0s^Cz+lIc5Ce=alBja{WBd0rX=%+C-`Ojzx&hKvRfUf*G
z=mUEz>`X_~I}by4x>)xIao-7AJ+-^d^|24f^CFxt?;2-xn4J8fV36E{4Z9U<_aT$W
z(?-YG*|d!_YaOA+DKbD#8ZYZx#tt6o>Q_K#kSQ?thvCRiZ{sloL+{qMz`MM(3+SiW
z#-EZco#@7y8mOyQS;Y8vyY>=VSaSpL;p`$D`SRxlW*OuFw+k~b!VadtC^Tm-wI3Ke
zM#uQcN>^haFtjdA_^fSc5G;|+p0R(ts~r#{TdLSQvyR*A8mW-qN1EDma3IsaJa4dn
z-?ItAKZMcn%?V=%1UB6TJ4NAqtY<gs)31VNE-$UDJcmIFdL@ia>Wkv)uCa~tfj@!0
zz<vOYU@SZjYR}FYeE~6D)0T{%ENmI4kx|3OU=CSb?rGWw3<oT8A5~<<7Sp9GAVq@4
zg6!JHa}bN_2X6zyAHW)a4W`IWc8wi)gM17<%C=CBak}L%HXxe%3kVg~R#&R{0xU`R
zUpRfxzl9zivA=-NRD0EW{tFoCmiE~dO?cxL_~wr0EE%5!F9Q&FWOudkmqECYmV6El
z8L*52((S_zc65}$dE-Y~TfeFsE_P;q@Vs#Vx-k7N@U-6nxIXw5koI$3VZfwb0s7dt
zK|9V^?Z=iE7nheFt_fh>*jP6<q+fwJaCvFovhu8vB7ErJgb&Wb*~nV&(a#zBQrCF-
z_KtCMtgB5=8=qLl9*;`3KHnA0YTC)h8lLZ+!tL(p7=UaWKi2!eaNA(#f!PpF;(6mi
zkjW7Tl{x}2*a8>nd<{<NqrxC7)=d~Y7McqY<3a->#?R_^`Kv3-E2|=GUN;P5Lwu?&
zz-fp!H64$!Cyo=>AAhFz8cqJ+#{Mcu)~}B7<wZoeZLtBe4vO=?j2a03G<-}oV;}g1
zxo*)S9sYfHQ-2xsWNLiWa4vyjT>`~5!0YMS*T4aep8+GF#%cX-%#$#Z0X1^KU9py6
z1Y87ruG3s1FZTA=S2s3rFWOyzwcB8AKLKcbrEmO*+=X%d^zp7>duqHYcGyX}4luJ1
z@f08=s^N6kHV&5YFT3<Xseic&c7*qb!vIe}4uHWgca8m9y2jN3eBO}Y`vn;HG6XGp
z`X$)?S3yP%a4<TA)C)Ca4;%p|zJFeC`Gx@^#^9ZO(O{njSg{eVz?9!zosg31(I<@O
zjIN;pay?*d)uw9zT5ZTF#{U()Cal*yX&iwxuWCIF6ypGM?nht?0L3Dn{bWx|x3%Ba
zggt1tc8$}ujy~0l@!zyD%y_AT`C?srK)YKTj}7Nmkif0Lw+2%{YFlS-g}@y&WKrZc
zE0EBkHG+0;2+vl72%;{O!>)oOeLR4Le|!`Fe`H);ZwoBg0Wpq^ZDjs?9fS|#2qO5a
z+DC-fnt~S_e|{T+({EwG|F;kZPgmiE+d;l24gtB=4tC%?zt=OaTHA&Ld2H?7Z-nEx
z+OwAz$nSUdH{kpYLKYxkUxq*j16X)zYT;_<{RTuk4RRA)9Q_ccMIZxB85<pO#?#w+
z2ub=GLjWne9fYyf6Wn6my{<vxdPX||0p)jK<rm>waCp;W;JMNo?ED!RdOK=>2I;{O
zoDVYr&fkFNgeW}rJIxig-vuXOL#_--(;}(EDj@Qy^QylRdU*sdcX9p-X;R3AuAYSL
zlV@=^cmW_{C2fi^5I_<fmGGe$*@JbA{|3kqlpTQ7kB-BCzZLkr6J6&mppFf8taDb}
zDy%d_U=4<|z9s|f8UzFgQo!{yH=X3suNv$>;QqETb}<e<)f4!G9)xXGj+8tAmUIk6
zbsWwRC&81|^euGpAQ1L<Hk`-!(`^j3jxZk>gXbL&;N{~OiEUt@{`au-zw9*^$WOWu
zi9k&LU<31!^%d-nHrN+$GT)<b2>T^Jk7D>RymtXv0yg>`!?_*U7qSC(Kq(=igSZJa
zl>7)(i#;PQK_HoiII8w-UEB{~mRrY58&Ko#!<!c%kAtuAR>!Z&6cS_#d6_9fR(}cN
z<3)m&vA!W3Dr62TiwhzlZZyOd6v+K%5q<;K0sijT67Ghf(L**xeh+wk2l9GB#2dQ)
z+;;)cH*Ad3@R9<O$@*gLgba@V6Ug<#HvZK`WBTJR)}(~3V}M-~*Bua$u1vqx^;b5G
z^)<YVK?Rx)Zf4{kK?a|LReyUMpbp`!4-qH)ySs&Q=?NShLuSIj9spx)y*}LrL~Me3
z)yLqb0P{eVjIKzBz&C8;5x)e+^kdNT#`wz+&oRuq0KNAY@N$8W2OD?W>+AS8ZdVL*
zeO0uKzx`&Oj^1vtzeWt%L58+>0qymr72y64rI-*VXd6>UUE6`kmVBoVfDG9N*?<_n
z!TtvZv=4Xv8s4xWV%2L6yyiI}U~+74y$GprqcQ)T5CE^m1=$!}$G^`D$b>3*XZP&-
z;==NZZ1FX3x%Jjtlx@_f!tc&`{x#ty#*k?c)Id1V@fYC#-vyR;Y+xH;<qk}2p8<P^
z(`hWO!G@0EhE6sc<KtT(EeL}k5eIB0p9ZrbFTn0!>EV^q;vybpjh%+!fEVD18w;3O
z{H#fDeWOq}2!I+l-!5Pf1m5vKb}e0V{}g?zLC|ykVc*amZHs_hGmX=L_DsX{2ruyf
z9><Re<--$&^Ph@S2G;k{HRyz#(eD-j49N0m2jcEm@WN|h5mg_P2h1QKC%y$zOJn+4
zW&p{i8x=Ox8Hnhmp7v*-tHQIp4fN#NbAO4qkVM!2ROl&a-KS7edL1v`VB(!^$Rkg0
z;iaD~QZ$e#`>4P~8!YTI9e)WpS;Qo45tEsPX}{}lEH139y`Gg%RJLbqiD>*?$J^TY
zTQJR6!FhpXPWN8KOTL;?4%GPn-tqDNP^)^`K`}U@#s@JpAzJ4wN`FD>$np}z%ax8G
zG@M<<%uckJzskV>tnR(bWkO!G2KaZyl_D0yO-uFJPX?QV`47|dH(Q&knY*>Q*{|rk
zd~<X7P7&3fWurb<{o#4S!&o+EhGm}0#!TwPk!nv$XEcsvdq*D6BGrbJM0<4J4niYS
zwIR{ca|6}plz8U6O(doBpBFgAub)y~GB<7vxoY*fIJ|PDrSeF8WM>h(NhW{flT9{s
zZ>)$Wlg<86{WyWUx!D@Y{)f$0t5wwx{Q}6cB=>%|-<qgOTgF_~O&0M<q6#CkGVxU9
zaF&{}tQ_uw5DsNw1c;6**l|L`c~crANucU0Zhlj<nm2EeqcPjtlk|4`M*D^;_Yx;{
zWMy@1+_YO`x^jMxw1%7fgR50VhYnh*G0ml|*1XcQ+3(LAjyGEawNY!>C#q$_#J^ji
zN}&m1^Cpk5B&yWou)~=w^?0#IJ=NGbn|brj%W#&cE*0i_T>bO|vsj|KRA`i@*n6|A
zlg)D*^Gy=9Nzzb%w^&A2dm}dNvoBSf9BvLa`>MXW$y%z3wbk#BD(2o7^!t-}=i_kR
z`RFA@n9E=Ah?7YEf=85wGo{4NES|T9r8Cb{En0CDg-TgV9wkbNOA-f)9w#wV<2h)t
zTlG2_J9y=D)3N;!Zw8*gA1@kitQn$BxIbj7pMTIAwp5?L)gQ2l>gOK}h-@piJ!{<T
z?!=}ys&?RjNveiD{9Tp#4x&6#&0#S~!+Ez>JY&i{%OqlRGc+UhgCu@QSuB5Y#2D9K
z?OPSkuRqR4gTdgDH8FHF9FB&nX|F%(t6wJx`jeshfrSu%gh2JFm7%Bl*JjjnX7heJ
zI%nNW%~Y`-MtQ9I>3HhQ8_l>E=kp({@>rz$^2(qLB;w4QJ}b73@#-s&4~7HAzEH6~
z8S&9b_M{Dp;Y7j(8}Ny0>5Z(MDMjDQQ?jS%o;Op?WYi01o>KIPMXKG)q-iMIwCscs
zyYnR7b7wR8<1$GSt4gTB>NoXA;`7H(jz-0B^jB+QXf|=VDy9b99IC!vk5EhXnax7{
zeJ90G8qK@j0G?E@a-5n@s2JVzB4w#LJIs{@N0&0Su~$1_1WU$r_2^lDVueNViS_Eo
zQLI>X$oVFZCc&!(UsHAL!RpSOmx$6s#bXNMQ9W#Xd8GQUJ<euoPeC|uH-|*_=B5&S
z{*Uj*l<_~RcrkP8CaQTbO_N*-J|@#<=ShI8*`XA?ld{7@g$bZTiqlzksZ<>CoR(5L
zuXbpNMGdlc^aB10j+gv!UH+_%Cp+zq?M5k8O}%?CuhPjq%IKlg)#%W>u5>tvdB~NS
z)n3!>fY0dhgnD`M$c98AnyX*l@$x8@+8WbvrUYCbrq4gGpf4|}q~FvwAf|;x@aTI_
zn&5FvzEMd%Hs_s#aTL$?6ozw)g=&)8Ybx*f+;}pIO_ozb3_b)6l!7(J>#rGS5cuy4
zPl_fME=C(unCSv!hDZPW{C}PYt2pl+3lQgNSlgFz9@gkikrqhu%B@-*59=;p$2+a6
zQjI}yRlU~5HP?v?A`BK4%o^6<tNLTTjv0-QB?_$L?qY<BKY4=1HvBi1^s%yCgEwlT
zmWPkHL|uV|A3toYu8E7B*F>j3l#zNLsBPm@^gN*3Nl0}udB?wHSJ$*!{j=JM*XB@m
ztpSnvPNS}Wn%o7MV^eqa_E{bB22K72ODrR6GKR%;T9?6U1Mg!beFYy$$0B|m=&xb!
z=mFzLYwafa(J{=tzYdW+UTco6&SN#q1|QbMy(<W=-jMgMAf`rL*7G0>Y{+upV>*_X
z<$WyP>WJ$T*d7*aYyY<zBQC$?yCQIfcVElS(GFyy^4_(NH9;G4_4-5WC-y-)vLfpv
z3*rQ7SUne)0k){$Hap_l#s|(Jk<jiDN3>L(J*N7yIpn72lg77<c5MtSH@A#&(}pC?
zIDcoowkqy}ea!mxcahdUo{A2+uf2uWY&%$NWdv(0cK5Lb5ctBn_PUvmL@MPYANnWP
zPuO)0TPz^`Yhp(M5p_>ot%C)>U9Hy8ry45Pf@m`Fu>zpIUX>6$FxPU)mS4jgv)@{W
zTon|xA&L&7wFfU$M5B%9L%?6QX^fu%e(_SlZY+V`i96BPPWw;BXN)#p0~7r{>svzQ
z&xjVCTGgJ>5E<U_c2)783VW%E+3ke}IlkrB7nbXyJ>_*mcxO{PeICw|*k{3hi1v`w
zMZ6u7SslpXESyfGQRy`%!@C_@ZwTdCT&U~clx1ms`b_8b^M4Y_J*@1K^CF9FcCaYZ
z{IEgxZChU$@3vp8FE1?2(@#(kt^4{}{shaBSc*K~h1_@gsSau{Zo2CO8Z0g>8Yil@
zjh{Xc*do4s9Is^l9d`GC$iBS+8u>!cUue{pL_3F8VaHFu`x|&|_jzm$5*4MFFb)3w
zpJMOmpI`upL)?PA{=1`38Pm_dhVYJ`9`n!7(a|?6@A3ZtP)h>@6aWAK2mt46*IJd|
zhN5mg0060J000L7001yAGcPhPFzvnnmn7G9ANH!dW_N49RrM}_MJ*QF+t|YHOjmc;
z6aaz*2w>iTEs~3GjUqshAh>8MDaC4F7sH_>N=1U)!V31W6_Ko1$C8gNS+c#ql*KQS
z<tQ17Bx>QZd>l)*a_l&Pl*p%(`60GLSW-@C#SyjneD13n5P(nqg3LKP)BWnz`*OeE
z`|f?)u?8Kb4k)E;RW6je6`%gbNU8sRRVmN2R9{)@{FdiAo~Jg|`N(s$8qGb&@zg8o
z{M_?>&)-nzJ*BO_|ByQ8Y874a9nbNVx~k6gePxa2j^}$$u2%aVUY_Ayd|8{>o@Z;d
zHg|mA!G|G6wUv5Uor`Qgx57D|d-fOAxsK}eJq$g^ihPVP?)!On?TW*>Ws;fW2WSuH
z7)S<~Tb}1Tc;yPVg|*uFXz5PhuGCs&d#XFaGV#wIM~<D_;T4BJ7|S|0_qbOK=Bfij
zEZmcYZ{RWCz_KFS#_ySJ+YUyX+x*ek8oG@L9VhJjx--IB@UF5}-Rj`P%{wEd54mb(
z&8<`fpd1R_${GP4`$v)Q>jQWxSK}za$02_!jsidj{L$UjSrF?Oz}oO*{26X|aX^US
zn~(3S=oh1(TAd~6NTBjPJo(Yc^YShxv#|(!gqfX}BH-r8FybyT0=5|F4wkup3~UAl
zPmbC*a+MoJzEkaA;|m7>5O3_}y)kx5_}LSz@OX%4m5Ys3`!Pv}4_EM}7r8mMsE&?-
zOML5FU$lt~f|;mxl?`AX84>U{0RK7&Cr39&uMGP(Hx44P3BI{)Ucrp}hUkN-REL08
zHt>zL`x-FL4~&5;pahHOj*k(ZC&z&OB{x4h#`2C5<!Df2U?u>_JF9qI=mx+-3#l9M
z#7B_xmI4%m<`aJa+O0qnwCFa&Cn96U1_Dv*Bo^)nwD!Wtj};c+VSiYQ?qk+NTq_9n
zigi9xp6uobns1u8)nQWA#0AN?+69tMg1nW-*ZU*js5%*Pkkf!}7ZA^H1yo&t8EoaM
zGh<iXJT`Rf>6_3eh|#i!$EPr?hkp7D&<e<?SN5HEtJCP*Une+#e;K3lUIeTGyVor2
z)y4-0ySA!*uI{dZK0yZnF5q3=9CAcg53#^%$T!E33t&RE*}>3<2wd#v1c(g3Km*v+
znb8aY4JvDG<_AK#5kTgF#ADSD`T0yZkCOyY1ghgC&<P+N;g>g(b`dg!axAzY;Q5K<
z=jx*qSKT(+0%WlW3!wGLGp_1^`qqXZ6i|z;4*;;8$kn%npa3k8)Jn)<{cdGo>|m2>
z(ht;GQr}%fTLl#ORhOGt$9F#uM&wvmS$NCFzaC(J_qwa%7u@^|pzcAkI4a_%hi)|h
z%>ld^JU>GoQTG9IK35Q7VyxT2=e4o$lp=*-38a+#7JPp1SfE!O!0dUCLI5z#53fdG
z@d%UzQ2=SN=Bjl9Db+Ekey+1j3+E>~NrV^^UAf^rNzmhpA?Y~L0N$J=&91Hji{!@v
zt;3-qB46Kzxd&Ju*jXPnSgaJ+VXb2WYp$M<3LnH%XH1#l>eCU$qHvc!)2#eff|j30
zoC5@XGeys#mmnfQMR()L=4F7ZIuioku1MiCLlW5-k147?IFbSMzOf)ptpd&X3Dot2
z=Q$PF19;63ibQg&3xqBpdkj$Ak9H8F_8?9J%qOzZSD<FlUkJ*}C*fQJD7u2Y1lSUR
zTAHLOc{xoJ(IK1#j17XM3eso#no303uKEDP*9ta8-l+Ctv4D@G4q@ukU=&|Xz=scD
zi)XMPuxmv!C3n9Mi#lQU1DWJjK6(eaO<{=MhtPWsy~vX;KHp~a2t*iP;lTNQl;a>d
zm%_Wc2jAAmeLH^$Waj9b8)E8)hVUIt3hfYe4+|EcR@9@Ei?@#`27!+W30s}#5-|sG
zDNLZTC1@eM3#R#Scm=eFUh4HD=iEx8-;)!7C63i~kQf=5m>LmmN%|VeEF~y~Tfx8N
z?A0w$q@hU&l#b|Kpi3a&<|~j-LF|LTRw+35LEJ%+y@>Tk;9do6R*%JosQ}^}l$C=&
zbQg<!FTQv2`4f>)oCa-Gw@yd}0=j;Hh4q8nM>hw}A@N|~ukWUK_#uovja+pvs23oI
zM&S-ghCd8AsrQT`sD~d70g{W<($!-iPRQOs-Gr|}b<0TDR;^61t%DHzj=mGp`3|fQ
zXjbdk;2DDX5XK2|jahpTb}@+9I&yvv?c6FDK*@+Vf{O|zO5(h~=F%cS%VsEqULC-|
zhcOC;lJ1Tpo#f6i@^y6<FpIJJEiaA(h@I|vH=pB$N5Qf&UVaSlxqm2}sUVs22LS}A
z9^n+C;xhUM*#A-Vy^~e|^rEt%Rr}biz7ual`{y0JK}tGAnRpnloB~X-Vf|4I5m6=0
zX&6F<Ky$e2I0k=gJO}IfF&ND#x8t-b$T1=tu#Fyiy=34goDA^_NUImo@ADv(2SI|z
zLa`_G^CJ16x$QNez>{wx`l2|7AR({DnqPxN%s0w~4ov{ar<+D1i%2#3-88$@gevF@
zYoI-lchy;i9C|OcMIT6A#~VjL3&*hIJ~sI<0Dqn;dtxNrDU5m-nFOP5kRt#g$aZxO
z>!0G^Gh<Qd75eM@$$;k|cKqrQQJ^!=hxFbD2t7Wg9FgH5`YGJ02u7G_$d{fak?BW9
zvij<X>;}}#Z5+cJw~-LHFvKlbm5Wu~j>bF4@>D(hM7Oy*$1<)^gFxix`&RpLJ|EG1
z37|i~A2g>Zb;uj}9Y$b7yFt3H;7NXlb9iE*dPA6YC$X5>m^KOokoqejg)BftgWw1z
zgWk|;9dH|h)bSaxs#axl_|8sGjRf`8vDmHdhA9ld!Gy#Jm$8;(#LF2YymOFhPRr<a
zkSx?-pgsp!LsMyP|G0=+2vK}LDw>OyCdPk)5AY@)LIVo|#n#72)tB-8Fgu-sZ63hT
zQ|>C|?|MkRfD!&Hs;B{a$LP62>kP{t8Kp*BK{WpXkyrptHv+=G(>-V93eW>^)Gda#
z^@Cze0ArUaEkqSSLtKIK5;59=7<Gv%EdFX}7M}k~Lv=qA8s4Co0^PzoqM(VeD2_tp
zoDlO+_5uuF0)MVx&Zj~n5ecg5oRRNAMfqr9lsjH@)t%Io0EhQ!x4H$Op9!Dk)CUic
z21OOX<_UxZei_mrhOi2B5LXA`9DE$FL*eU_k-&fqRzarbXDK26ZaDMkZFC@`|IUcG
zHkKBxO^p|HDDIYe9!my<Dl&a{9cB||dX#R%WmiL5s!u_;-87WllYjEF=y%5i*0~40
zzXHAgXd|S+Se4fh!3jtYj#$y70E(1;$&m4QB3_2R18_Nr+3y*P_E3Zf`Nf0Lb{mbT
z%Wk!amEJ|P-YlbnO`ab0V+8{~4b*x#FMS<kH}*qBI}SW1TFB~%tEuy6M3Mfjq39So
zKcb=zkkUG0v_Q_lKn71fibXvv1}Mxc^x-zi4P@;x|3X~%UXZOTZiqI-Q8B*+*44fE
z`@)276D<a!kLDH3uc}9Hm9{tDyomyeR7~0*%i9|2UF`#T-F?ZeK06W+<P*bPxuSmC
zHxcc}m!MG_8ah1^0@l~?HgSGz+)rtj7ZB-*I<h)n!mvu|eb(?pYkUw>R_vQQxe{8+
zSlI&*34eD;|Akn?;J0Gnhp~iXMmOn)CdL9e4!Lm_K-mJCpTuflOe=^wbr+U=zYt*G
zA+)r5iAKWO8enW=`(2}*s(m4z(_DI-3T-TWpZ7pigwF%m(E)TOY>2nW_)hAykO85&
z5sD>N-3@}d>9XmCHB&~bgLLQv(BV<2<$aVCZ$PU0F&qWB%PH(t&<K1{TH*zeE?~(Z
zWeR?PrjJX)Cuc0+@Fg?mzAfODIsqU!5z^MU1YA@<G7>J$-66TuRX&!pMzX>3zB!Ri
zQO@gl+s#)&cF^K_1w+v6JZ=OZJtI&bHa0d8q;*7MxQfq{iEyZ*0Y-AwG#b$c(ucq|
z+70BUK0>ks)L~aEdM*!$b_21HeovC?{!J*ZQ2vWxnCj{X)B&wgf(HN#@Pu|(=Sl3x
z89@NcL=yyaFA0*G&Ij!$H3HLVSnbu5nAtUgA1jZ1PyGZn2WI#o{Cyu-V=y!l<v39y
zB2N4daXhgXMN9k$)_Qs<d#)y9A$&2r4^70gQePa4!>uS?egb2hnTX$#pTyr2AdcIy
zEUM-8iMSqIVtyhLxk58cd6!-F8GNQHph@ONP#!)U*+jtrjMM7us1LWo#7ZjCN%b?M
zenMNPRC*K@zW!7QnWBFW!d3femIFq95@dwPJdKN*Rx*ec7Vmz#-|wL;!D9DeNGSOH
zg_j_qEshT<ci2cgePSZ6xBA~O=ZR2uop&z_!x5`0Y%C#b%guiY1V{4$dRlC*hwz*f
z(=imHp;pu*+#w)IpVX#z*a&>sK)G+ck-*D?(1?XQ*TsrdkpAjdCsCT@pBrLNS_d}{
zLtuI^{e7`+eVs7evI@%ijS;<HfNFizFY@0QZIyusExc)+pBJ&Og?r%SY6=xtxOqRE
zVZ<V5tR~Hr@RD&p@o$y!9a@Y8&?&LHh0608FnkLbnb?M6C&lM%KQ$H#5X<r~_O~92
zD9C9t(B7j9_9687Val6tH*C}>HT4C2|2abf8uA1#RpfapLF*AJm`f%!@xwGvAot*;
z(Ji4QCQ<4;fxqfOyuv+2UaG%OJ2rrKbY!is^&c|m@ZAyBA=J-kG|w2F(-uT*;3dLH
zh4!=v6@WD$eERW?uY>~KtTujrQq+XdR+g31QbGZcZeODO!{(j}jahO4auF=0A(7Mt
zqmjgtr>^is{X@6KvikgFC_q$^3GIph_T{k&sDX&cisJT=@NPEo5fYSw{Z$<|L|UD=
zY)qRKW8PH1Hj!wapa1ws6qlG;HyJ9-??NYdB>EtD{%7$0Z%(jX9jjLkpPw`IsfD26
zrUd2_gPw_an(zTq6aDa1pZ-W-Vn~2roS<){YAE1&29aFm0=z*uS6Zj(6}%3YwI~I4
zh0d0R!~~adIuPYnF~V>d+r49KTy*k;YuXee4wSMq0_a~w#_4B-g<&?m5s5U*A(?43
zlYGR`g~S%u{e2^GxJ6-7aULHtE)IU#zebVIK)YjtK3)2>wEkcPsnet{W9U@J3~Rzs
z{pTYy`M+d9Ni1k%P|+4XL-*iE;62891SdHEpBbL_0?6(m6`F~k!zB&0iJzw$;Fiz_
zIOWaZl_dx<F=6+m_9fy}=r}fd4ookS45Ydg;H5fCYe7*7vMl6N5$Ku#-GUq(ERDdU
zlXi;6FNDdXq)LD!p}h$Ty4#qs6n7%LPm<@cD_`R6r$ajIUML!!L8<(-F*&Paky!s?
z48p`vjo=qGbDV7cB8bhn{rVQho*x(*gN#a_Fa7423d+^N*pM)dAuI|$vH+cdDuT8u
z>83N32;%$xnw)kd)nUe$fj^`CG{xI$KY=)zmr0x?puO2LF|qm@aHGiE$VkK{oGkFn
zl1%Id=+i_DtXbiiS1?|=l%a!Upg6QoyO89kz|r*0)n6Wof|qdP5jrI%#8@2#S4V3`
z#Bb0PZ@i?n%O)&;kRAy%WBz^6BF(A4G7;h;jY}Zwd-!{vJ}?Xz03MnZ&O-$eSbb_F
z;8jB94dcV&r#qV8+UU|Np#*$9eF(+?91Mrsa2OVrkmPI<#X;r5Gl!p?@QB3;oWw-u
zoxo2Fzk9wDODHpe4Tkr?uW4+0)rrKDhmlUIH`n@^`q!g5D2-zQkoX{=t-aV60H(GM
z2*4TW8n7PDbhfBBY0J`mKP0vvjWFmKHxzctU50|OqjjTqNf*jB#7X_gV2ySn69af3
z-eK4nK8{4h57URg6OF@(iTg2#_+83Wv~?p!b|CYfpU7KifPKfafHUG&!65hx^c3kl
z0D1oiko02DzjBbmFwo+d;1j5gK#d#?;75rAt#Cy-ah!N22B*G>dA~H0BZe(FGytGP
z&plWNJg4vjhEcSazZA|g9Vb+~CCoOTgVs9#P8ii--4H-b97a*+OE2++P-`dk2cn&v
zL{H7hRHmdwm-Vj5QBg5aKRM;$L54eDGCt#k)~0cG7y%M>L8VHW%J$Q8egj0%nLI}2
z3}+@EH(LKT6Acg_aNjx}{_>irbIk)OaSzb(;SnCd_pGcn<E(s!@jeD2Xv+oF%K*0i
zn}h<OsSmD2fzIy>Banz4&b9B`413OPSo*fW8lp4tgb;Z&$&;=8s2m^cgpAStN(lJE
zHzs^%o<||D##72zKnbz%@4|VS1hGePP|`+LYthn&M>8MziAOxl2VUw>w_%FZt3?`k
zMZ6G@`e`ZD9B1W1iFHscdd50B6!8>qjGa?-WkHmNW4mLgW3yv+Y}-ycH_nZ1+wR!5
z(XnmYwkES?&8&HwIZx+duX?Dpt7_Ld|NedpkzFA{yvfdlFVIFHLafo7Q#;6KrUMJv
z6pt`!Xf7P#TJWH3?k49$e9QR!jjBl`72JqU^!7Hg`Wvy_Hv549KJLLL*7rByTq$E2
zXa?L$P-g5aOmnD$asqJ|(3s_Kx|&0zvjV*<sLT~~^uGig1%U5`Ypt-EIqxVH4Tw74
z*=zvJPI1~T1giEiK723hAXY@8Um-arRqbnK?2wEzC+#~rdLz3w*rdo*-<WH319wiI
z5Zz2+3Qpdnf8H``9@IJ{_=-^*t&xd)<q{suHqk54BJ@}A0LUA*HUX}{=`gwLuNQMa
z-z)!5gO!qEDrLWK=M?q~tlS$)7(QN~Na8^%>I-Ks*#l<cO|#UhHdZv`fDp*Y`Iq$1
z*RC+G-@7*ko6HV4v3v*y++lkvNCa?@AVZ_@9QXt(vCh#&@A!S?&tBQeegUrORj?>)
z9L1STe_<3*LW_>&8Wd>9sk4uI8Q>8fzvTwyOq&Ga;|c^lt{8#niHO46)pp~|XMK$0
zwGSY%7_ExWnno3?6{(jnxKMmSljV5sE-70cwty#R*ZX1$kd+^d;mb+biO}kY*XgNO
zOyxaWkv$)DUTI=6-9B{LBr$~O{pIQYzGl<QEwcz;3c1of$yIwZ5(unf&374$%IL;-
zN91jYWcWQg2*xX9b{4GDxkps+w~M9w!;u|Msdi8e9D<RnxP9A4hAG0}vT}k)7BOx;
zhzJ&j9x>6R9x|_C{Jk9a93Zw?zxg$<J>cZG5&X2cqq!Kat%d|!oFMwZp&y0d4S%?6
zfYp?NR?xr<m#$`wQaf*~t!(7ZXdhn~k&r$*ySTWc4X4S7-28%89kk=-WTEVN0_B|?
zCS#x0^Y;(|CeO9xddcWw--NQoE9iO~P<^*GC{y$~P1w56v<RD1@=ib%DhI@C-39d1
z%f~ZUfFFVC$ww>T31?6e$pO<1iZibrQhKHU@<3m-V5Wd~nDku{2iAYMi;|lJVoby$
zb^FL@dCX+tklF3VB10R!d&JGe&$LC>u8;+2vDA{-*FPJezd)kAO^4^P7y&5eCp|Fh
zzr(WU<_@A!(LiWL`vAF(AfC|OvMEB$%NU5m#J{peQv`iU@R>&~-O>2L!=Kw(&?ThN
zdpDfRL1AuC_r$_iFqt=blJ9<SMv_KOYn~;%f~4mIjN1CmDW99bKvoyP|GJVSak}u@
z1i9u&Uk35_0Akw3cH;~@A3qg_!3S`BXbFERuoJ}1Io5C}!*U<(Wd4h%Mxj<9*9j#i
z&aR1?Qo{e3mS}LwDP?!WhHYwjBqS@3+wV$XXTujR4U=HNf8NnnE}08N((Z1lg{*F3
z*bWZkl!O8@qf{H3*VY4IT-8B3AQYm|(=O4a!7U4^N-XE_4NB6}P#S!Y=R6J2Q_)t)
zTP}~>;JZ8rV6@D%LhTz-rMN+33a_m}X3Y(T+4UG@1v`IhI^L5vw-IDDxq^uGLC2=z
z6|g_$a3I}u*>4qj>Hex!bo_R1V=p+BlE5qXDC1&R;0+GxDrgZH6~@Z0-=dE1Fn5B|
zv1;R$pJsU9l(;YXScR)JqO{3P|4oKk#s&{git23eg~}dBb64Geid{00cqrPIiknLB
z;*0>A@-2X1rofEwgNYN>WyEVKDuOH!#&e9Cx$L6Hyc#j{_!^k*X?tB4@r;2J(*(ju
zH{Gq((rODB(ZPST1bWS^7|oO7*FyK+ut~lM*p~i+IzT!Q3_d#7^L8gA0c*jIyO7xR
zA8<5EpQU`JI$c|J_k-|!l0XByMY47=!`&x<#hXRxk6%g^AsdqHdBwdmG;qnKT(Ag{
zD|AN)5U4}?x!JwA^wNb|q0LFI3Jv17Mvl%wj|LtKsA0nts?(r@P%B$zW?ykqq$`kz
zEo1wgPbcNZHXVkF*j~69w`6^|8+v17nS*ES86?!4G@J=>&T&8L6ynJlugqfc+p%V{
zAkkBxXO!yIK7Qpd>W{fpyB_QTkx3?Ue#?=a{>UL5nF^(l3H0-!VP;P(La_9Hxzu@d
z9H--4v2s%38yp-+qda679XTR0(i8n_i?om?!G2-dBW!{5wR3VSlS^40L@{-^Sb2ln
z3(V^iDSE;|2a-fBgwr5J@!W}l9uZ`NWwbJFaD{SMdW6wc5axgrVh7>{Zq^thU73SU
z%RHBGMBt<3Ku%pb+25PNudlnNoTZ;<8wzgS?I+#~Ub0>b7ae;u0aXXMT+50np9y@^
zqHb3fuU%H1^(Ur|JrH%9J>4!yw_bFD*^l&-4{dLcLjot>@LHE^;!&u#Wv^^S2v?02
zlRm|pzvd6jewNMYJGL)gTb9qAXhc6$W&e1B7Z14v|DZ3=Ur(pbxi>Y))+B%@R5{98
zdo5yK+Mp1*jOMH}732T0GxxgI_AQyeJ^A%y>atPBUSpPB6XYdr9kou&q>u<C#}!R}
zfJ5j-n#$a&Z6oNAR12@9ezK5@=g6C0b=t5kbzC&7-g>c=7+ace^Z3|6`JjFhI=?V=
zSzmxlKo%81O+siF`l*4{a@ymiiCFEc%}pF$>b~@o|IGVr7@I1Lp&hSAlYM84i3Gla
z^HR>^*sIur{o|73YRKKNT$~ZKMmYCf^b8b!)<S}X+h##(Q+2b<aB+rD%1gLT;NUEr
zn|7pW@ohnK`;fX;59uzecm406SNVqJs^uJ0%gJ(1ig^RSDwXYOj3n~Z%6ZFEsSwt1
zaz6S4B8==A+C9u%3Ag?SRYGhQqsw&bl#03)n=!-P(L6y`w0pYS&?IWK6BH&&#pGMY
zBlh70a>JT+dkDXEJNVO5!`x*fRSD0nG#i0DPEPXv?oefs09(L`?QL(SrvQC~m++`J
zGro+HqxpTqP|jA;(?23;n<E)3=dP71aQ$)al1FrU*o?fD_#e;$pD{&S#CA?I6)tfn
z2k3X;Dnyx!a|4R(IoalOy-wHsz`@HBWYf8U`Ck(QPPKHhcdWo#nYp6Q;Jdk|v*oGP
zN6wqZtw(cCmDM-al9gUBvpG9716tSo;xN}YX|snW)tNbmk}?C@`z(PZW{}P>GMZ`J
zM+eDyJX#>W1ff`yE&-~Qpg+bvX*7p9Pe}Sdj1;-_(?BArx}KL#2D3Ikhg>5uMNNNy
zGt(WnuS(5|1k>m_K;PUo!8paS6e~SSjn`n4^3YqjlONoDs=$g@+@FNA!=Fgl#WQL$
z2g_Iwom0+oS7#+L3HO<V`n=@Xq#q=N-of!7#5S7peQ_T>21sHroreoT=fy#8K>i8;
zgKa(FtDrca0%Q0dpcAMkUp&{Vd%E8n?cRZnP{fgO=)|N@X!&WPQ^sbqnn3*UQAE)G
zlu*QX*I8h(x-(tWc98?YZL^wUkCsxT8*OCR5At4olEu324DtxZY8Mk+b8N9hRb)=3
z)x%4al873t<Yhd(#^q?iBis|QBF>8kyG{BPM(@Zax#KZ`%bN-*R}ZyKZMBvqgSDyW
zQIXZu8H_d8;32xbe8E}joc?KtQO=q_)Y<2pz0?0=du%pf?t<vFBqCawbCbSk!x636
z(&YgpgIhYRujd)Aa$FS(kjoj3lmTcNt1@$#@lOAWkN<^I)`HDs`>qc(m5C($H=)BD
zLOr4L0eas9NRutjVUB>dc|y@*EDkWOFIAye4G4A9S+a~E)=%l$YIxI|ws}mzMaO2l
zST>DqfY=V0*Y^J&w&{X946n~%JO=~6=_3uwj(tk=z-e3X$I`E(Iwka5$=ik}0gc-~
zUEN&7JiUTX(pB6P;(j2Fwmd#YX*)(hZiq*ztrv@cP8MlxIADB>1=i(&_Y4F6qRomD
zo5_gw2mE>41#-5F7JyO}-Fr6TM{!z^=S9%&2sdI40i`4EXr97lbUIDSe65f0#-Y=^
zV>Gz!ImP4kKwKQ}M!szN{RL@4>Hvb2*EO2OKj_^hF~{l5qputSoWCGeR;+!VD6X1r
z&25N|0*S9<8HlY5V@}*m1vesms?x$Z^;-0&8d+q$1%+Dd5Uj|jZPSP(FPb<FB6!c#
z1>Kf0e~(um|J`NvG>E75<A(H2O$B0&EibK1W$=sUB~*~OnnkaU$0T=D<?lr_8FM|-
zi(J8mwI5C3l(dmLKb)qwY+@j@E)6+6r`SfP$@wHJhA%sQwvZ~X`Eh@PCcg#XKQ!ZC
zx_i=W{nj7gI;(8>))l9OO(<4i=a57RQamo4SDVHRgDlOr8*@%m<8n`zV^IsJJU4Ir
zHh<_`(EH1@Ffru&q+PtHcTg<w%N$-=HOgJU3MlhYb)lfNaK(3UG|FjPe<Xe^asOUa
z<uxnwMYXiE->~Znd{W&s#i34f9WxyRG-fx+Xe0emZ62>E65U|Y=AvJF1nE+c-t*Qx
zO-^fM@D}`IwIyNhbND9Y+{_IbbsYxDkC$cV(B)eqdBuDot&n50O0o~W(O_<HGv82;
zP6J0is~hE8k9d6-qS-B|uE%Wsa%>9gq0+$EiKR;&V}NV;4@4mGfUhai(md#j&5?_I
z5pW2Wa3|RFG#}D0-=lRKp2O<Z6Ro#cK?xdPf2dp8*=Di&(I>y_JPrY|-oS$(&2d&7
z&pr<LYT-2nMrKskqYFKhbU{aQK3W+1g8gJncE=_xV*zQ{%5*Bx@K1ymPS8FM$_dr{
zdSq;4fnGka<E$1M9EjnFjmpZiQByO?rpZVu9203w9iFeVa8Y6?)?BNK5L!9sy@eP2
z`XQ+X(W`uTqEy`G_If-&CwVs;jdYr2R-<>$=(5`DS^cfQ)tzEp?m|3-CDR#|2`5r-
zzJjh@dzq1*>bq^q>Zaif^l&s=yC*H8V8-2dy{cVanaGKf*$*c1Q|>o6w9=krmKJlq
zw=Y$7CE7a)5vy;wKEI-7);L!xj;ieEq(93t2qH(@gZ#T}KUW=ybIuVg3%h{5zSaP(
zXLT)NS@aa5n5p^{JinCTfc``_=V*zLZEBChbf1yTTt}?Wd-s!e^VN?Zn%2(L2&pPf
zWpLde+3({7&Qo5`Xa(Bo+3ozk-^z8b=Xh@#RBpQ7L|4N$w(-n=zGUrzVzLgfn!v5m
z1eLB=WV+g5E}c{)>!Bt;=bV{~Z6diQpj{+6*EL?pX0?iCsU@HBD4HziQt<J(!m_dA
zW^1g?n6PPMtc~SfYz{ap#**Znj`}MQ6=1T;NoQKIS7DD12+@e!uVX!<Kz8{mL5+EZ
z*!OxcRJ#LY>=ym$Aw9oA@Za+GN!i3g#(nc{gzKm8=5-%snC*GV8uXFwt&IAD0?jsy
z(#HZ{GM&?7(y(5AgACBNgmjTSdy2^$FJ}l;99eC5Q}id{w;iFiSNb<WivZ!n%QgU=
zV=2dEDgLz|cnZ^Qpx2lf&Mf1NV{~d9salpI11IuH@@UUQjo;`tqP#V=wyT60-NxYw
zw_8pZB@N4WOb=gwOr<&d&-7D2aq;<CMN4k3U<IgDLT2f#UIbKPYtKHV(`LUou3UBA
zw&Av3O~`UrWWQ+Rph|}=b{GG}lZ_Qnc-h#Wa^TcXKv5py_r0lS87H_)AI14aYcG;_
zQA)-}MzJ`##u^T@@{$b(1j3?D>%G{q1wlD`H(Pbg$xueQys{xy1*g9Ht@;{+G4fmM
z9HPzU+Vj0hddE{vY$)#YoKh_E=mxF`e=lNbZgb1bLPX6z@2OccsFKD4a`i>K*C>4*
zzK{!@G>O#+Ba98edO<mOkdL3Df_qH#72hUvS2g*ITC$3|F5(-rPHo9O@jNNx8?`hi
zRI+cCb~UC2LuA0Wz1B_0X)Z%HIz>kDScS}1`715KLoGy!6z^PiPneVp4`O!=hGts9
z?c|AOJUMpsOi0Y4rPlne^3x66<DWb<q9|ylxwXfEJec%HnWrMlIX%FW`*$(2zOu4u
zvwCJ3gForK7{Wg&0%CV9e6}s<GGQ`(3VVlt^Aw*Uz|77ML;4#h!XY@<S3a8mw4n6y
zQ&WAgA%QqzA{E6m;RYIX5@6ONyn^4nU5YeE&nF6dQ&aHw&g2BOG~S)WlOk9Y)pLM_
zBv7PSa__BJQ_Tdip-`;a@+p7}Muz7jA4cYt+2Zs@>&J3HmOVV5Ma&CSWT=D~4XwJy
zHt3v<2=ri>PZ@3b*gUlO)b)00W@pe!g{J$U|3P6}-6H~oV;1%lfkf#X`|mhR>B<aM
z3Y-R;xon~6X4EJ;*?4Dl*oeJH=cIufy)S>r_SxuCqf5-bw@*>6$H;KP^UD&U{5I$%
z_qL^y%M-k%j=`S+<9wE<VQHX4`@$IVk@!4J?9kOjL_Yp;tZ&ruAClA!qnabk*tMPr
z6!?)1n&}0-@}Wr3@}G?}^-Qn3yQF#7M>q|x?}W8bc`D(hnpYYh3t_OT8$q>te?8WW
zxz?XoIAOrPG{p5}onpxj7tH6_M(T{sB(g9p=LlacF9WBzaj`8aoIIC-6Ux~pK~t-G
z0G`9r^6X3zZyoFFb&DS!FFb6$)g!Pd<@k(2il_UO*r-}pJg4J!Q1Tt`vOjSAXjL1+
zo2RpB9?|Rcy9;9zOzVnW$0}-(5A7ALx-FMX3I17s6-4ee@l6X&H&Du`TCe^M-);Ir
z^Lj*g)j4+F<fcwAwc<=1b6CYi3OF(Ha~9k~?ewVRTug1`4P+HD@RXtm-WXGHR#P0<
z4*ZpHQ=E<;LRlEkUf20<-aou}nvgFpRJ1v#Yftw<Mit*4HJ1J=r^JRtxx8w%`q!4j
zwPPGT`w6^@kx9LoTHS4)EL94zkK8QuY${}`ur`P6tB!Q9Kr+*G;u&RIb2gF)J@!tv
z9r@#e<HF9dajSu+#sLqD+eis1^y99ECt>zUi&A^3Yop@?Bu(zENY7o4M_I>1Z!Y^f
zw|j%cu`=CR3~aWD5BQ!7Sl#(mU^*AwNVk?{5~OZ!{Z+VW6@sS*aUmCOx_C}@Yn4hp
z1*u5@A)irfANzVy2B#o)cFbr@P%t>-!#kPo3;zz#Egl=3lLzXuWqYS1Bu5qNFY-hP
z?X@C1H+e)1(wYyZv~iwl^Oh_Qn5rX_!Q(hMX7v`)Cj_*^L1g3WI}vAQn#*jDNC)J>
z@``F~)19ZBQi{cvPbqihbedcS8|<g!z{NysqW1ha%i#c0zoG}Yy<F@JEH8C^-LY6C
zK5xIe;R;XMe&ZX-%#xc(pkam@vg#C&1F?iCgKY9_ycIhzdP>G*niZQ5Sgc4*veV7H
z=PqTiEb*4Fi<oB8o%JvN$tEHp1xWQrn6f;4m?d*FWH~4Ig~Y9PB)$4oJ*|G!Sx+ey
z+x#ZRsyFSxvY9beEWY>?VT#&ZzXZf=*hxN6g1*>HV6j*`<3z+wy-z_9o_9}QK<ue=
zss#x1X=);9fnnc=^MOro+6aSSVcEL68?NGTZGm8T;%2@_Y_Gmebi!7ws1&E8`K}3P
zQweux=7n|tx*Y0xU!R<v-?~hn_@@`wD0p*jV0%{skv`EgN2}2gS*y_xL@xMOd#LA^
z+geWYubz>KUCAp;66+LBb!1A2W1!V23!&%Z%#6P>As3SHKFP)}U8vv8Lt?nD&YIES
zrAd(ftj>Dr!2y}8Rtsqr2o3(cO7DRAkV_z-QBp@<>&mn&tfj_~ko@m7FZwAKYSR*y
zE293H-bgasc~eGs=RE4iJg}Y7HNe^jk$f6WU5DW;7(3sfhr3%U=56d<IX?neOE>1T
zfY83K80FdmgJriGJLI`?cEJYP7cs|SAjIKR)6#=IJc-xd*@vRKHCwz?=qZ(@6QK8@
z8{FL?ZS&wExR(&Q{^j4ACkVu@33=&ZI?-~Sk^c2uzhgZ(b4Uih5s9l_BU6^s1=0N?
zU|ehOs>p!nCT8THYPgYlQc>x0{w_@%RUJdxtq_BpHuR1t6R(OK<izGldC3+xMrOA<
zY+4q;jzH9(2ha@5(e{f?<d)Vt?%(@Ui`1&rG%fD9A+^L}l}0<t@*y3oYFas}rbeIg
zpk3kz^G6XX!`l{Z`arLP@KA1!Fe%6#Wm<BKPYjBBiQZ7KZo#xY&~z5=InRvtg-43z
zxl5jIjQa&UXM<%bk!BVMJd2A?M=Tn9RTHh*WMjmN5aLs8#=j_WYg_wv8gpZ!ZT1)t
z$ujV;H+1o6w#>QGS?*l4(p$c9Uutl(yE|XtV9<$?8E)Y2Q+QDP@h_<i&g?D_9i15=
zMmaaKJQu}tk<MiUn-5tvuk(klW?9Z)-F&}OcIPRUMV2ywANOth-*^L*BaX_E(l&3v
z@!^*f*zR$^g(TTW;Rwv|{a(K2q2-m&DH<3@KjV!Or4l8GU+d8PoOY6%FTdtA?=?{2
z_z{#%F^(M>>;gmdO>js^jUCx{yupSDok{NWP)M_Aq|Obcm#!o0Z%D;>)3|Z0N_u0=
z&fq#~ANIVZAz{8KAAy)@*%i`Jtd!{EQU>*?d)lvW5-S&9U*<~PyX##;u%CvAf71#J
zZE{zhDG)y^dBCB<W)SO_e7L)2HXz%iOilF7qz&F}nqTvD;4;@sNpI~0ag}nQapOYo
zZ6DEg=`NkJUOlOqORaf0pw~!?E*-jP{SwlVz&}w~1GOTO5n1*Zwf!UCdpiN)n)Nua
z3&F{>*0I&<Fce;}HH!c<YjSnPIKAb9tbwtND51?kY+V*DfuD!nMbv8|UVZ(Y3uRW7
z_u1T`bCihLY){ArUGLnpkHzu2r^oilZW{&S;ynAR(DDw#W_m8)?fgaZ1@;bG?yJ0F
z$)6QxNa(f^(_OSQ!8s6j86fT}H+?|JKny?XfGm9t^R)RleA=TW)DWWUp&;}rH?Eh~
z4ZgmVX0-WG(bOz^o$dRQblown`S;#3v{I{-57$3Uff5mw(JC}IxeeO1H02O9R2oAp
zcwMHG9h;5u9Q{x8QdiBIc1P_7@ABqm>vY}vU{Q!!&IJ7Noah|g(=Qdu33{17oGc^6
zltReGi+{zt*0$xne0ZPyoXdmUz&K2^`+Oc4I9z9B!1hZ6UOo1Pqwlt0^IJ+XYxMV<
zqYrVRI=(n6g3Uf{CGtH|^+!O4?#7o*ChnjD$2}I;-`5noOVnJ!{|Qir{p-5hh#m)}
z6s8wv-J-sC4EH}<&b%1{6xj4(N&ie3u%1X5zj^PZEIfL%d<#T9ZShiK(&>DXLmT?s
z{Gp`q2Ej=k(K+K^QL;uED=o=`%*fZuc4`G=jtq~a!5<})`^?R1QM09I5AajIM6Ax`
z7*Ci4Fe!{F|AEZu)a25Y2?5a*2Ogb(Y3)1TZEF~bKYQ3frE5sFRnjPrnA0WCDQTS!
zC@GB|twk8QXro=}bvjS98;pJ!=+l!GXF|U?EG#bRhF;N+HPK1yHcw_G2xb%W^;-SN
zQ%vN-&<O^e8h(ZUm<}ZYGOA`Rlr$JZ-UqxB#kkh5a|ZJJ>5r`S&sO**tI_2@2s70^
zY7~QP9mdEQeY;aJkJ0{I3r0Ru>t;<~b3R{ABD*YKO078WeV4gK?9hE?R(^F;(SV4*
zK4pd*%p+)L5l2I^dd61W^%5<gmRPH}|759#^hGypa*c(&bx2H}e~P?iJn#qML<Z{t
z@%{ribxC&c+Tx{>rpT_Ij4y0Wp(*#%l_ac$7B$N4Dq$`Cr{oX_gM??NBB;rtV195Z
zNJ9~x)mx>~WEwvh5&T<{{LHh~s*d_-sj1T+=fn%R2hN-M^;GrP#gK-bT$mr1sBqLx
zOg<B5-pds#Md{<a)=Z#>%0>jjNP&up&?~bT)tB6kZ^a41f`x2o3XXKOv)cwNTl!5g
zX%4wWa5mn+<M*k#`I_4I*{}Xx2C6@_8@HmwQrZzatWEX=W1jnm{@oJ*?SuQ(e-&@x
z*q}UEk^D$7m6%X~wC-$EWAe*x^z4+=d0VxcjDs%PkA9hx?lfGvdy*`_)AOQP=F}}S
zZT>C~X`hg`TTRHo2E@dyR4af(e?r&*(Qcw}*r<(7T_CaDzrc-aSr^WC-f4;KOD@Ho
zrnD>Kz-ES2&l!4cNoFBf4GZB7;l8Sw9%u?b)jpYC>`;R*!Q9+>BEI4JgR?A{t(RQ?
zaD<udGVO4(ai&Ed#OIDc%%l-f%f70Ed0mM)mNkjb&zChJ>zwCL4Rv8$lV%E*M<WPw
ztYjb!>oVZCgJt>`V3^6{A2)_x+%1INZU8>WLs$Oh{x24#qje(NW$z+EX6~6QoXJjH
zK(BNNoE`}p=e1qx0g+1gXlVQE7IlZ4c8U&s(%0V_x~mh(1|6ByBD+`!ma;&2Q4>Ln
zKMAXZ^UCxX+Mi0r!BNS!^L-lLC-etWy)DB}{ZO<WeKp(L?iBm2>l->W{Xdql>OMBI
z;FYOwXL)Q9s$d1HK;QiP&(@w18jw{!L+DmoZYVl(IS$IuKaO2(ZfX)Z%uD5s!M||7
z*atsEKYb!!!B-lsi{~=;VN>DL5R}Y`WjgDf#?ME3wlKEA4WtNXzEV0(YEx3r)Rej{
z!V7m3y#z;6dPppRX+uWE;ynqQFow_XUe_XJX?iWVZfURgCHiW{O+r<*4eZy+4*BE>
zvQE_3m6l+?L?Jo`0!*gxdSy;5$XoGh!u^Sp{8zOo#h?YPzU_9i=vf?V)AVgpCW>GC
zlsKsfb%;{y+;uy&;Gn`cA%(-nF5oS#%lfL|!;c~+%w^#^yS%NnojrF{g$7UGb6ltN
zS{Pz!F{S3Ez4v7u+arK`gWSl6M@aJ#r^`p{f2;ru8Sa{JDDK2ff7tt~w+N^3d30gI
zdI8ubMTdOlS@A)t>hqIwnYa9)vD$D$>AyniK@ur}%Aa|9=^sMSl7>5r=y~IbB=W|T
zw4(UMT@qWIcdR6$)g@430}7bE=hvFxotQ~opZX!J$WS6kpjxherFu@=J*j<qHNw`H
zOcL{HiYjmJm^OunS|XT(ZpLcZpBJ$w1fVk+P+^!|x=^R^cAR^bY2m}NK-q5|+bg1|
zrLIo7v~u;=VB@UGI%D;jgQdxgnfwABBQ0i-(kb}q<jehvUNu|I>I+A;&1GtgbSF=t
zRx8WJ$v|$a=uL@1f4hC_)xIOP_Zj-`^n1s%LVHK;5yE(nd}SIBY$K&AW;8{HNvzsW
z7QQX!aN3eiEl#hR4D6s*aCDfk#1$iIK!yxf`%ibnCbMiiw)qODV9R0nh{fDQw9N)E
z5Y9BJKDrwzM;@U}_aJJPCsuiE<ltU>2YOXLYLbi)Z9znnWYer8`fhR(SmANw%bu%>
z-mHr;>VG(nL5%!|-<%!)Q<g+vP2e|oMNbN|udlvkodS?Q(0F=_vVDc2l$6izVx>%T
zEAQ+aHR;{xqRTv_^QF9P)x7!lwg9Hhes5{L?ClrF*TNzG6EdkINoL+*L4<dv<v@36
z((-ErNnvbG*+=;}4EsXA+#$WOa(g_kkQO?)xWO`f(MVNjS3&Bizrk#TPCCXM0X4`1
zcs0O8;v8>vX8NVb-x$=;=ug=7Ux<JCbd$!dU`JcOfBjoX(dbbb1d|!g5YrQs$C@CB
z&u)b@D~D1Xn;>MWyO+3BBYyK;)ciilmxOSJDMk$}tMIi3X;7z42j(SGoyw%aRX>7P
zUX2{rVBRhS9yggpxofIf;wVG9pwdk?U)k3~G#&Y_k`6uZwa1ZO4-~gXp*uz*aR9~%
z(8?EBR*F?tPy<O56Ma&YMeMZH(9zVI*-!yJ=#2(3Vl;9oH&w@eZN;Od*tQQg#OzJ_
z8F^Q_Q}U)GH3&*gOkX=P*rxofx^RqNMljS@QK{+E@U>u!^gXgn6^5YXzDBZrikpF_
z3n^oY7T`EN&@~zpx{0OPe^6I|brR`y>F#m#QKl;lE^8T&1s+93I2fTBcTki0VC)>t
zwlW3iDjyDH2Kj|~*(N{l%sen8ZB0h;6K;|x(1E~@o|m+}dRJ#eZup-bhl!1(>R%Ab
zwT(w%DcIvhrCVpP=2()p>i6$?uhJd&O(mjJv;xe9egQrDaHq-_vO#zLsiU?qQsGfJ
zako|Mj-rv@r)OBSl^>F!8JQuJFAi-1l1O}o4Y|-CnZDK{nWTk6o-m8cHt&2kcfd|*
zAxRbYuYbVnK@m0#Z+>vQcd3Mq?|g9&qt^==pd}^d>7H2^uF6tXHWU}q{GcahHO!*J
zfi_cid<sZ$_b#WCY7;id%qpZ#e)4#zLUkB1C`NUl(Uub(Vch;mk^N9*!pMep!!^2>
z8rHCsG$JKt*_5Pn09EUxjz=CRXR0q{e?loIOX{2qm$4^NtSHy_N91Q}=59YNS?SEE
zUUyAk#vk&q{&J&r+3>7mI!Z>szrmeCBt#nSbltQIa0}}Q3Y<(&_(Di{ri{Y^bg>j%
zykJN^w$Z7x>*LQR%Ywn__{8Gkq&#3ssda&1NRQblng>6)%*j0Boue1THCi;UzY~${
zfCw^Q&9yP5s*bn)*`Aij(r7{)=Qcu54^JTir>zi={y2i3)O<mukd7kHi8OUi--!jb
z@`al};5=_TI)qYS*`_DNJ+b~^_F?GQt<6;~E#GiVjPJ6I<lj_4D3&Tgx0(wM!HU?J
zCwB2TO4m@)zW%DyB@LM^nkH0>Tn4cLw&+@QT|p%^l1VZb-yN&FQQSd0IEzO>-nlRQ
zT?oYrzW(<CX=F&pvGF#l6(I1aZHL4!PFvuPp3Oz|a~tuwm29~rWdiZW&mI4YAhy)0
znHupGdK}Fe!*<Jk7mez@4i)Ze%=HQ+gM;#hChT;3lXk)Tg^B&)w~yWS#(<X(T+Z?E
zaf>M{81M-HG1nBQu9?nTD=A{S%eR{#=zyv3`7yna;2ZM2{NekM!=TunlM?+<k#pJZ
zb5pXOa<+LK(}Z4rVh~^1S^nj934S^4eo?{$Nu-|@=w&tc3u~_XG5WL#;mW3+2&A$j
zm{6VR)=Ej?LHFs+VdZg=XYiBtiHOi`<|8k0MSfkK$y5A;&k=|CpXd?L>gv<u>F;E>
z$IuvZ8!{2ICL6)SPszmz<Cf)&1f237ei&thw_0w8o3`+c@*#>V>}>%MnM3btBsz4>
zps~a)5=W%hEZXaJ(3|K7tjb>q3n#wlOM$58oZd?c$a@RXuZmAREbG#j!1vCb=${KK
zoZv)iwGLMSi@3t*dM!bUJRQ-e8$F-OPhxV#&#d`e<saPDZRM<<$EPljA3p2l&3OO5
z;@VdTq<TFXKWzX$(aXYTe3#|R2edh1GKRT8uMcaJJN@?4kHEvF^^ok07Jc6NapxE=
zd`dGl-)Hq~gxZQKQ{9@@3Y#N>u~*x5T1rZW5#iB3<f!#4e7M5?CXf970k8hfO-Rj0
zVZSg@Uc+Yj=%3}<y^!j*s)V27Pv9Ylpm%B%(e^1Gop-hyh)-ynL{AG=$YBi^F8Ycj
z`Z;&aeQ*~x#cLniaOz(H)6Z3JzUHz0(pu$5LxPjEc3V7jVy8^zSUhLWU(8g+RxSqu
z!?6xA%|cE?o$m9AvNrew4D!a!;i*2oA9)!5LF*Isse9wsmbZV7x)YrQHaiR{dPV_j
z^Yx&R>Q`<<+h4sG_}0?Wy*$k^OwS^41o~VoiRUG@?U^W;>;2CQhT&$-3G%Kyn~32>
zOXt#;F6TsKU=>TPWEgZyZiz3q5|^=^qo+;?Z)?y?>$E1nKHgJHld7AKJx4y0xA~yv
z0*=p`Ee<Gk8*{Rn1W!qy26v{to)>|ox85IW37P}IQ|Q6CLhN%@cQEps#u??@7n>tg
zu@-2u63yndi;fB~xi_hGkX_lQh&M4nnv~&oU*&1aYTDQGN4=Mh*uLIDxR2H!9A7Wx
zc{^A!`ghE+u2aMj6UMQxWUvw+E2lzu{<@?(o}(^Mh>D7a!nC~NiQ~1)oIB?=Z@Py{
zyg$qJ`;nI&*GY##XNxtuBLa4|HFaB^5bo_&1^iTCA#K7a=vQm6lg1?Y(qnqH6+R6<
z4^qYLv$c`Ta|1(27-^k#vlnoFVK5&+gpXfOYj6G0=bcGwe?1P~huyC&B@+Iw_dG$C
z@<fH!6P2ibFh2p;unE7B4eKG^MCBxn5ABgAnoTboTp*ttcD*i(-Ys?AowgHR^hOWg
z;CI4K&#4Pe+lh}OjmhSuF#@e8umvJ~%_TlwP2g9gJaSe0mQuO%LNcj13hK0fV7TrD
zsifS`_Pf!v9sGo94P6;m;UL?%L-UO#rj@9V9@9_7R^kfV+RrCAkk4t!>-eKj;o~E@
zBh=j6%a+2ikn_gLevVe;a>K3NfunaKaXODXCv2eFt*z0+B69p!=Vf!2p*X=gJ~8`L
z8wXM<9?=UCeaYk*$U(n>cIj@=nr&r!HAmgyR=dxpZqKN;3x_RX*!Wq+veo5-qisUE
z0QJ)t5PkXW)GL?gVbm-CFrGAaKz#Aw?kvP+{h8Y~;Z%oDIv%W$|He7#L)pPRLlN(<
zhcRcJUhBk#R=GohNXXaSxOm<nl-TZ9-J7*3I+o?OAqIR~OIovJ!q?aaCjzyDfCz@(
zhQuJcyzVB+p3sMnf%5QMBPb<dD{_bE=Ec;LTQ7a=-S^xOdZ-)Te;vsijc0se{dY??
z2*{z;k`~DSdZ51FnHawtvKjyH80P;+49ou`hV_49{>v6!pVviAz!n6AulK)O#90`b
z8JPf`9!_}b?v$<(G<*iyzlAVi)i5MbSjgaPf1{CONXB8QoCtLq99v2`3)>m+0M_D9
z9&5op073-M4W>hrqHS|H4>CpVEU6PLS^p}z(qvLI3wj}Z=)RU^8dmtsUClmWT+Yt3
zSBLhmV>V#TrT|w@8*R<=BavPrm_E(fPaZx`Z)H%4|3FCEVMu7WTE&K$03U}T*8ym^
zjpmAjFrUp?9SRRRDQ<K7kfy#mjk;s?Iix$F@g=L{clcqfLynwX-2k2@K4BzJxDcM`
z3pWpxXmx8NkMW;j*5Lcxj`)2LlYm)Ah)dUk#UHLQs66D?=x5Aftc&%3Zh6@an|hQd
zf8OnXlJ)MtSka;DG&lWSyY>D<Vn$Mh6kC6~2nA2ds{{myt?!X_dHJq4V0B7K-q{ao
z3}ZfH8e_<AC%QFI*=4y|%@2*y)Hg>bFb5i9siC(sGEZ%yv}57ar}Z@R9&-6!VH1BV
zZo`NHY6LCfw(*hQxgU`Y4esH!Uf)s7*(0-Umy+EBPe>}oE+grT>TGtt^h^lZq8okK
zr%SFKRL}J21ASEMf9HW|{OPu<r#_Mu@=;OFY4#5%6NK?!#gha8OK<oT$z)%Ckt_|&
zctbah6JQ39X@z96tEN1%+4s`)snwf+o+_H;*;}_sKFGR@t_hN{R#(qp-0i21>)&pr
zy$ONi9eo8#`5AoChS@$M4&SsE7_sc6-Xz7l=Ip(Db-b)guU&ItL-m2UFXhH^xXfo?
zXA82o=&txL-!RYAPkj5!CG_(g#EpCa#xeL=1H+=PBQJ*4W5x*01ua=M@$D@6U@s_p
zaXqbcG4bbJ@`s{%edA$R{&{R6vwdQ7@97!XQ&UIVza3mDmKJVfnr*uw)5FR#MgM05
z)raMDCE}S4@B*#cizXI2D0aV`RBR2fSuF>UNfREX8tCDXlH^iuLA^I}|Au8~<!3rO
z5l*Zk4~Lz@`s=sWFeWz&0(0Hxe0XpZTXq}ZlY{ro@)a^dZ&=@i-+|pzD|$8)-qY~i
z3X@`lVI3aobAZhl_)0&{q?PQ0O-uP<|FDPbe&?{Zoo83is*`xrG*nyhHo71zGCG1s
zL)MlCMnlxa0jyr-wuZ`7kPoih7C7JT@}vM}j2Tb1d4&0+pwIGd+E}vn6P!uvp5SF-
zW&|#aKPQOA1(y*BHi^2d8$razj{tU^uM<U*F*MfYKS*X}BFc0WW;Le(XP7(NhCh^R
zqS9F4n-o?R5ujER+O-3Me?{7FWE#!g!ktr)Q-D)*K$aflIlo)rSB=B$9a~sA(?^DH
zKT!b!cMr=j`|>8dBS&%+j}vdiT?1);MO5IIOC45l)4)ZQ-@Y4E5I>Pku%8Sm7s@X*
z=+wTP2|lKR1K&U3HMLI{Om0XT2E^)u)^HxS0lL}HXoFj@a~mgiF6hG&a6NPqt6@wN
zpuHJz)9A=s9H=%lmfJsa_h@;V`w1-U2zmJ~;$>F;c$^RIyZJ)<Leo!0pkjQ6UJIN@
zV%O4}t@VaN-(!-RGSSnCHNAlgwr``<P|<NhG=P?mpys;7jGz*?Y`{kwB028E9E(Ok
zl0KF_++$1ER%`>TfMzeG9(zCqNma^Lt=mnqx95)&ZIw;^%y_$^KdpKW2N}EDQSsux
z+*Y|CXhhvs$x6};MD99_grfrii}B59pPJm-#0^~OQELKgNz^Du#rE$j_(HowaE5iX
z1kI8N!Iqd7&j={O@^5TM5KtreZqxO8tl(v<XN2Q{lDyDAK<mGZlk`ynKVhcrIcof%
zC_VXq*c=Ms5$`;K&FtllwfBfy@faAOO|H=8s`L}B8C((c(C`R_?v!?>s4~}Hhh%Cn
zAxyxsVK^apx8;Uy%MA%?*B50|a}q+X875qc6rG}0n}2zTW`glT3r$&@PRTup4<juj
zsn1BC6dM>pg=$>{7!-?r#5rsg>4i)CYE}MNsvi(+v<*t7M3%I^2Z$5)mEhvf&Yd@=
z^A;3a&EF!g=*h7J4URA@Z|W|vTmRyc>$@JBysayyfxSfl2x!Zq$<q=Nx9`O0E+{~=
z?RztWVJ+c0n2bCo|8OXPOb4n)`)00XV~2SNWI)oa5d-XxauUozJ&FuG$lx3yo3MSH
zUCafOVP^?cI03$+0m@E^M+QeI(;0z1_%5)ql#>UzFk*Wp$6HVfAip;YAtxy&@ZY1s
z)iWUo6%5s5#xZsQj@mGC_d1zzT+1o?yHEX2Fv~P)jIPd4EKDoT3N(>jsi6MNd{^B#
z%K`OZE``0C&<-_*rhfanOfb5%`p&##Zr|jW^(sGHOnE)1h_$ULqTANGi-kAnm;1}@
zq85G%iZ0s(t*xAAf*}5rL)Hav>$#JSxIMLv(y*I9ISg@nb_G?MGSN&~BK~nI_PSTY
zaZN@+{-`PL=|9D3GO}^wNky0DO7InzQVApH*CH1WhH*8ng7N)EYT5t6G`ktND>C*A
z!0k?F`M#u&I9AGtIcCZj`1jWOm)<>5w%_ekf!2v55F7I&XVWSih@w0y#wtO64*HNX
z%~*^{GOte*b3z?OYMY>VCl1c!A`=Vr)WrWb3TaQ$!FUHwz0ELqmk*mj&i^2;wBYqz
z0zFv4Re$~nv4lkE*XTND8FPj)M^jiHe?UT$^U19=uMfn&ao-LZMlCiIfE9af)aqmq
zf9)hZgC^~iD`ONtEj6knjBF|IG$@!#_K=?{!fZ^$m$Wn)K)TFrsj_eok!DF6MJ;mu
zTYz7xqQT6WA*Vsw(yS0jO~MtgVXl%wN-(Ca^iRU|(pk+ixZg<~uBe(TO~{RG^6T^p
zu0dqt$UYyQACM{oVr}ME^NSdOkNp$u_BRr^q7WnpHHbxA#CFI9l#E|~TYJ4=6innF
zONB))r*S$f<%epyBi~d<i#m8gkLiiyrN5Wr^_^IQg5?SN!+viYeCa|VZj@B08Hs+2
z&W@o&2oi5thSfjIBFv)OpK|rrFE<fxLkEy-o^l4NdS`M&FA~-Fkh|N*{{T^#5f{j(
z$rq}JM&zE2<r^p6KR!vAm9FSN*Ck|)fn2jo$!}g<v$lX`naD(;Cx*9C4jnbLzd(Im
z+w!LP^fs2hiz>B^f^03Bh&Z^L_za_h^%B>I23s*fm-?h|UWj)Z-INetF8MNtf{6}U
z8gW6&=A{FeasR!-!UV`cG>Y3Mr=eqP2~yBnZlwB7=#q%|NJCigMgj`d#G_fmWhr0q
zM#>3mz>^g2Jp&;$nHMybDoEKy@Kyj*)!%(E4ku`XVwzMf#68-1RKt1Xnk7bGrnR1*
zZ`&?p(DoJPJYPq0PSWUPm#~v|2IVd!tXk1eSMMG{M;0E=$#0Bsne0R^OPDS8o7s@s
zXLUY|S!LN16~$G`m5=i-XZ4@TOQl;^0<fN$-qrdkq`<|prGRg?@msG1ZQpBesMvqz
z2K4}35~;OOxjaGFe%|jK!v6cDZ2(C-T8lrnhwUipuU@tISvN;RxblVrOUW%a<ua5%
z_1P!#(!Gur-%5+!h~|Hs?}i>myfz$^E$Wc*&~bxT;V)KZLelZ*<3Lsf7KFT=A^Af5
zr!M<;H=@LPBskS}EStgYCx}0Ons$R3j@Z9J!E>WTv^$S3${@dL*VaC)SlnSBm$gH+
z?=vi8^<w9kIs-Bxix*qSeEbP9mSNa%P{4D<QizcPovay~tx+a_zvHzAaC|u@E#RBs
zz=>f^saL909v#4JmHz=(RED|{_w9P1G%8T2R<@g_(k@@J4ZER?R;nH&&H1*eV~jaJ
zE1yp$)uSo^496h?sa4`g5!+IAV5^F1i-(vts^~^gS8Hf#9Ykt7#fFJi)Qj|#rrzwe
zi~rqAp}c76v5@o&ug!5Afv^z>5usDS-|t1NyR4+q3rlRvQl*l@B<L{97!zANq6|6r
zrn3*VSV7iBC;DKNxTAf_f{RiLGB8hXOk`2U*7HbA@S$vKZCG2ldo4(BLi=q6%m-h$
zaHRyy@yGnZZ@fLTbeeeAc#%TVG3?+OvIM&TFjamzQ+8W9A^W<v3&yoH#EU)29MOT`
z_g+s967L?PPQ7Xe3Dk}$@yW{tZ9tpSfp2+te~KW@zwM9wU=~~%ob#h(Q232-|HCF@
z#81T{$vVsrb7tPa*HSv20_t=GSV@w9BfCK#Zs7@eUK%-DuJVM-V*2;KBbWjj-HbB9
zD7W5VPL|6+k!N2jyboe}`$d8O1GFal2UEQ)+$#eD-adka2+pS$>Cg{??Yh8rTjIFE
z=~=nI(^THR2tN_Kw+_?b93a1-@Yy&AN{$&U956mFpg}v~6;V+-OF;~wNoeu}O%YP4
zTCpxMS?$5ptBh1m-}iL=UDv@l_pyY)h4(FeCay3B(0O@kh%E?@Sy8fACalxy_B3SF
z-`V_=PFIp8NSR`#<HWE7DTQMYRBS$~Qt!KztDyrgTD>HfDaltoxCJ*F)3IwX)Z>&C
zqsS6ekdK>R5^HGF#Y%F%sLtqVSkVsl7tQ2{3FdS#hqIuZRKeR;2NVRaLv{5rzyTY^
z@D4r36{N>-?#v-4rn{YF1q+Yq0;nWN&x!^&oBkv0b^MKeI<<q$4G>STlAr9@icA%@
z0q02u?P0;_MvG6r;5{fVh8b#xco>H7^u)kyJdJ8e!=ap>v?HNh%2{3uXTtY-Iv67k
zB$h?q6sSKl!t2_<F_3WownIP*jON)JIPc)((8C%E9S$3nrf*-f@EZFpQ|e-PuDk2Y
zL7*@Z%jIZ(v=!ize!ME%S9mC?8Pw%CcuVVl13}q^2c(E;WvFSC)Z9lYBq7p%1Cyj~
z0Tdh>q?~yzddOj*Q4JBhyTXp5@@d3SMN}KI)iZI_qsh&!R7xpLR@LDU)U#Gh0sQ+Y
zCA{e|YlT<lu6Zbt8AJ)Oe1e%~%$FN@+e#opmav^Fxt0)Q7oJG03kH59M%NuF=)I)5
zeQEos>EL0bpet>xf@567D=@2kc8Tfwdok6%Oc(;Or&YN+3?c1n$~%|dEq<6V7wnhV
zLj*E`T*DF*Dcf7obVq+}VD`!>l-gd*SAJKDC8V)P7oJBE{5*i(mzIo!I9)Iut=^Ph
z5WPh5PZ@C6N4j4+qfR3;$w=gM=qY2QMrGc9Jl7LNs?pPxgb)ur?KJQuKP$sNCRb<2
zb1)EXRNw!F`==N!{<|_%JP?#HOvlZnIU&a~33gbhYGDyRp#v+Oru(EhOxzUu<DcDU
z(G8*!X>^MMiSjdn;S=646d5AdAomzsW|u|o=X-=nU?rrx4fxFkm|Hv7B#gnNm?Cok
zg%_$LGI5vV_9t(~U<;{?&yUcMB1aI_7kyI6UhdaHbd^HUo_X$#@6|1^(O+-yHR#fC
zILIo+5eW;(HK_vpn0nLJXV9b<T~_v*GgpH4Ptm%9zE$`6d4TLmz;vu?W_$nk8$;D&
zY(Cy>{*<}^-GV(gyg_4pLxp2skg@l4%)yuJdtb|qo5s5h9hB<7gail1$Hs3;v}H(g
zp(sfWgkw*us?UM%VcpInGH<g3$X#VTCJsw|@a<BUl9M?ueZ78LKjKeYiQ^`1>7q!H
zO*5LdY6onZI#Ptph@?(}(?h}W4z1Cfdy+~ySU9G+$RDsT+4v&>{V0!f`iRA<NO3No
zoO}=&Ky5Gy0)P0xUt8P$4uy|qadGnD8d9%6_i3N#Hf)h}>;Ie)*p-G!C4Hyn+#ffa
ztWki@)lbFZbSW)9BhW*}*EX!|;VkmBdf<)yu~+2of)oj;d^<|}Q<ik?{*~hN3)Zo@
zpgiqZk&jGQ_Vl!ZOm{*;xUg#k+@+Q<{<Xt~Qdl~kEi4wdVicX@tb%Hzd;%(89-5uw
zz<1W7GB7*+$XSABCwOrFz;}QxL#nGL<$R$h%Ax6;e&;Q)eaIl(#SrEeDs)RTcL+uT
zR|@KtWrHJ@Q*b5(@;*vXubx*x5RHqWeF6ZLFPOOEnttT#<_>o(7wg%bx#!k*$^V=M
zadiymVsMu#0OsWet8z*ld#;Mjl??XEnfw%g?VWi@g{`EGBWxbAAD5j2x(57W71R8+
z{Zn+h_G{jmMX5P0*SJ!@9F}|V%|yKEwE)TN&RU4%I!pt_si47h5grUCL!<;>vy#zL
z2&A@ve8ZGWNr?m#p%1n4Z{vYP;Y=t1g0vvDWH|1X;;(xTDWWd?2x?~)8`z~H?!ZJI
zzTygt2ECgtptcyARJ0r|j`Zx`8p34{gL@V+v4hrTGO3s#JbO1d%RQdp4a&5A;E*42
z*!C8?EH;y(j30Jd#Z?9G+0b7T<bT;aY_ZOLQ`CGBCp-O~y4deK;59>r3_#+1i~3$-
zc1mCIPjRLU55GZs1SMsAohnG4^gXNF%eD6RXB5sOmZF;z%juV2RiaEJ)=L0+k@Vvo
zLVt-M-kVgi+$9gAwOc<Sq6A-Gl*W61iH5CuWooWjZNSPeE~B_4Ii}ijptj_29ELUQ
zc^I~3B^8+g^lIrEJy)I>ZUw10yJkN9r66?(4Z*^`Wx&x<14L%{8kCs#qvR{YjAZBc
z-?>=>Q^|a)#Z=++4ehX3SJKwSTz)-<KUsO*@jNOQC71COkLGYzD@Hy%y_f`kJOpN3
z{76c?U?QH-N%s&+^hdNChpgAgM(E?vE{un+ENSdB3H}%Ac40^oUNcjm@$3u`J2Q93
z0zlA>LG{4wJHF~m?DLr33jcJX>IMRcS843!>;nTA^QKdG>anclfvYLV9n;+|`Vdzc
zx@B$l&g>Vcq98tIp5zV3eTOblUvRjJr6}_*!>1fhLjA&+WWQ^<xFv`J4?abynX?MF
zyu`jW6ZpKoyf%bERuU;{Y-yEKFn#qi=?t_Obm=^${EFru$($4M&HvDA+t)}c3zqqQ
z<H}@H)Q#)NV*1n3FC^4$8wUlU`_XDCE<jdM0Xu(Q7wn#v_27-Bm%(|8>aHWeiQhk_
zliMmcvT1KOjjiTQ7i<H70#KA8gUmL8rEReG`4gYvSJ*a(e!of5Rv<?QDTq5pp3hjh
z1S}CA@s{H0uJn<&VGVOSsvqoqCIq7M+S_@C)KNp>e274P%J+E>1rBgVMz3O<#Xs&!
zIgohNUo5O%M$mL`HHp)`;3prs*5yGqS<CYir8>QMCd&deC5*ZFrta*wA<=%nO@@B>
zxxQ`!m>;-F8Y>~+>Zn#%Dj0{2ven{gs;CZU5<2ySw+Z^(QKMs$&i?4;{A5Hxh@I0S
zk6WgfimMntEn8lbrLQ5k$85%$u_h7#-_+6VL9I+tFd0ycpzwz){0{(6K(N0S-P8qM
z@AWo|0xyP$Rus6ZtSE}W>zb=21+J?LNqJdKZ*5S4d&R{?S-E7Z?v|`*vOx=oN~eNj
zkra^mx4|cJn&eHi?_v5kK(I6rFp=jm5F^j|ivwWG!zkNGVGMXF>I4jaDe3`mvvG}q
z>`%iV+eDuFIZQ3T&KLSHvCr()9e59L&cs`|0tF}7o4rnL%Wdyb_#L?(c^6B4=vV1*
z^E752$qzw=RP$wrIP61Z{{ZSsheR^hY_jFpmpFB*wJqCmrU;H+18HBkcl)?oBq2@U
z$)!ez34EQdXj=kzRzr;ifiJKkRRpfMtRnZP8xhSFc%`(^ka({{>#KkxojYJ1_`Hr*
zHx~#=o*-lD0J+gyU#_f#eZ03tS2cm#baS~P@J*^!iavg}5(<R`917J{0pBQwY^;gl
zxE6{mtqa`JH`XnId&Sn4Cr_WGt}SumGTX<)U6geS@<=h?Q9y$oroYBzA9Q!Og68`f
z43m(`_kaz4QVi3X6ff53qFiI{5?G`8(>(Zv&!u_gMziqEF!>*lB|sqz<hiHNyvS8Q
z_+=`_TG<<0Y{_c>>P~(~ZMNoF@(I|MC7*yX*RtfDD&X3=WMBG*XD`~`uZm}}mTg-;
zV@t8+Gxmz^qI`BQv05n!++Na_^%GoKpIg?buRCJZ)IzA$KSoA(43L+Yn@n^fKCabC
zvL|p=aTA)rnciV_f!kzlg$X=DwM0VTkpv|Pi7#zzQh_gNT1XN2CRwGrz&AHm8uC1i
zC7LV>JlQKM^15nLA*#fcq9)H%QhT9Qfm`ZkWJ}<dx~f_7xk3xnlJ~#4Xn8(f@H&{Y
zYC?!jmcc|%0i8-Bt`aK?-HRZz|1G!yDBcj(bxY`zWAz;_>(~?=zV3bC1MuB(g%Q_(
zUqbn25nR!V`IS8hxJCkVUAVR|06YMe02d?Zb@=_u+3MCJvE26u_^r}*!<JLgZWoy=
z9>E1m+m?@JEm^^%xhqWW?=7m#lcb^4@&xWE?mCnEw>tHfz*pB7mKA|(E$Yer9}(A)
zQ%$K&0@Cz0H^q4tDj<ad-l!}QTkO6_?9F9)`@KkGL*Q-N*_52sRu&Qw`B)V#VGF#|
zBP){Q7J6>QzwAhPmFO$SeSTKfHZ@;W#LF$BRV<;PY^K+JMO0QoTF5s~*H$%M(}aG~
z^h!wTElPV-;+8@dCC&(KTLNcp%VGle+Ab4%4&3bS7b2ST_=+>x19sypjMBmH9|4`;
z{2}^&^dDt-v7z<h0G=b<tzv;#mt+c-MdFwX&s@X8Qg%u4&ucXkS)WBPInZ=~J$?kb
z0~8F&!v+7k7;e6Re2GEm5!mTiuHc3U%~U-IXW56__?=pbx+^tud(~>U<r6d7b|t>)
zZpkNhRnlt9nQ)og5%{80(>elAP;WgX@Q&y9<av^%mX{Rx7VyZr#FJE01-?eqrDbV3
zn7SY>kQGrhIny3h7d?U7jF#m6+dZ}*@6$=zuDnl&XiMTe$81H?(Iusoh}e6fv5{Po
zSB)%dD*{*DWg^e6Zmu?Z0@sS0^`yi}F(mC?F_cUy@@_(#irjxKlw?})RLQ`8GL>w}
z^LraD%M192GSA1u-IEv%{vxLOY6S>BehdcX_X}bA3WR`nL5YB~K)`O$dzgg98Uq+?
zmi)C0a6R$39=eT$CkasF?92G^D5ez#a2rh7{xnZMVBt!0U$$zo)<XL~?eK4=x40Zk
zeY@?-DQ;^{LXf<yZ9QoS8QO5QqNLywAxgsE{dDDVM@~WVk(=BQFgS`ThZA$HM0=VX
z_;oCK?}S$9vh?IOI&M#RV2kb6)}pLI_ZFEYJvO!;)VMQu%@z)10iO7O$y{gJiYJ{{
zucf=T^yd=VmaJTNk}EAoRHADenkOsKwbtsEaFp9Bp)DCW)HgyhzEP4?m8Inkl{Kgc
z94aBQoVi&ERf_71Vic^9409UA25X3;LYw+#NZ<(yc2VGq3B{J-kEIn`mcYHWPFuS5
z9;23U>oJpPK-BMG?w7Bb&GA%284J;VN%36+6R7+OP&|PJhQKbDe=c~r;wS$pdY558
z1pWE4m2MaO+%@o722)}BLhgo57L`tTJ9ic=y1vm8PK4{UH7cBlR;p)Jq$5^;P?LU}
zt2%61x-qn*NvDH8>ad!?`$?z&NZ=jEenbVX)jKK^coLM&s=ya*;?clyBX;1_fCKDF
z9JYlM1ge={0jG_e%H9BG@|f_Gn7iRIaVT4Fc=A$gIphWY6IpQ`VOJXNq9g2zqtif5
zbyU08lIm353`y>f=qp-9;#!4<q(iLMi&AZ}q#BY6W+|yAZK<dd;3i3Yflwh_*BWap
zJt`e^cO@yWYbBKpiQA=BDh-rvZ3PMj7gqgpLX222+d$^U`b!bC#OG+TVgST2S^NuN
zS^gQWbm#m`7Y*M9zZRGAL|tmLoZ;m#yyOj?o&6BmMAFq1Q5%aN?hu+|oiu!*FEg#S
zG)<CR>XpZYwS0LjQ}w}Pi$@37wR%dE;ht8j)nqvK_~D~eUxZ_i$<KZzQ(fHbt#38_
z(Vk{+B;--OR86RgGfpa16W4Hf(+j@__P@x`&U2c$=13rt>wYUEDt0qjP&h4*H59H`
zESK!ao>{DWc3JS%nqoU54sn)s$umwu(=6db7ekw_@S*i&NRtkh)(C}!2UOOQMewh%
z0p+EZN)_qotSc*eOZsW{sx4hsyR+JAO9#kWT3Zl!axuYOW$ZwS5OO2E$cjnUs^F*z
zDsXAbl6@t-Y-KliB)4$wXb&#HUh>IFW;3|Z1E%A}EcU%v-W5#CnY_{k)dJm9;Kk@z
z)!5bE<~v)sm_)#3<(bYdmP8_0%JL!_>tAi-T`mu8t<n}<E^c3atcflfn=X1Cfp5`u
zmJ)dK2~$%7f0$xPSKv>yCsdxN{`kowN1lfyAKS8vhOMv2{a5T>N1h+f-m?M6=9yIL
z+bnYdn8e}jHG0+Qr5yVRF+&67wq5Jl-aa1(?csSo&euc0xdT?I(eu3S=NHnqncZe=
zpTc)Wei1w0_AJe|<w@L#?fCdbdvWtAtgpAl?#oGqZVG%U6zW9;UQ23A9f8-1>dKbH
z32VrEtkb1VO5ilrY4-)r9&flkfwxkt)aAHQ_LkbqNB#L}Y3`~j=|We?g6wWuw>z%D
zZMG%5n;^8bn3!j9KE5F`ADX`a3BN&MY-X_?iDg8WlY+-VkOQ29C6!n^2b|P>5j4q9
zF(SeWyRqydHYu^aKD#v|*rP<A$zUwSwUpJ2WWNT#Z!0DG<C0}p+oUt(z<vCi_L4M_
zy4C|{xpvXleKodNPl;s1WA_0Q$p+eg@IVOdjYkjJ!<3NPN2`&ZjIkfItk9;+9yr96
zMyORIwLr>2D>*{Sdo|(+DR)vm;t26{dOae=*(Nnd#y_4@vqcyc?vCZL@_u`!3?UTz
z*CK6aJB-QnoZW;_vwIs=GnSWYw)Y=Ja<sGR$>bhQkTvPEtbl7RlcU;7va~3Zsd}>0
zm&wkC)~XA<ww}-)3;fBW_1;5)KO*#zOs3W!wjN8bWL;||pUCsq!7vMad10+1uj?|h
zDckMr#icD*UYB*4@M6OBufW}?fx`J+41d8DnE==0F{mW$vp~HR=7qN7+^@mbw)c=z
z{u0Yk;=GFvH4-+|U}^S|e4O)3Q^8beguAylxBB(I#<u%++VY6wU-_KI5^~~}l92}y
zaiba#Ot@R+$5!fzNLs7)Rn3vlOE=Y;+`Xc$%cN^<%i3HJcn@4rkwUK~fH&LHYXj~P
zmqmB03QDFXQm!{0QX_H<t6yyL7r1l-K8(*27)+k?2(v0a+wg@vr%BRrEJmyX!+6&J
zBk~mv{r@sAfuG}e{?1jVty<FZY=OC7lUWX;6B*hUJBnA5u{udI$*Y~(YOOALSas<`
z8S+2ut1`BKOhBf5(=+{`|G-xc<p&;lJn8RTp<795zgD%yg^CRLD|Um*ldrEV3cD7!
zyEn2g*`Dh;;t4$17I%cfH1JB%Pr-D*QQ)gC-KZbbG<T-CA!}kvMG<-SaDK=uV<qQk
zxH&Kp?oupQf=L5?WBr|<JtKQ_H#$l3hzir5Wc5^Cx}=n7QtGvOON|ITLG6-sZJ)Gz
zHIb@3k!(ezqpGxs)E)f=s!PWfVs7a;#~(Kv*&B6-k+y&7vPC>_hIvo|^so7cfOc?t
z0ZM8zUDxZ?gfasyLK2yRN4hV<R7~X0Iu7&v6$`FkG5>Ed!EP2P7$K4c%WLxT<TPI)
z5Gn|(=YKtOlXW(>ED^}Kn@M-w@06X|Y*a*}Y=eTD6{cbH@fur~rdI1|PkemZdH7K9
zM6dq<c1A{7q~rn7#Lf#3A3YX3FSZ_#hg9Ibx~ujCzPd(<wC`<Yxgzbmr)gSXr>Mqk
ziCbH?+@E=tE$o-yafekB=mC)lh;;4%yX;7FpO}oIrHT6`YIHu!%h_<<ohC9^9~$m%
zn*iA?Ks^3l?tB9T^4C<~b9qo#ABrohb*<l*PvG=D>7lG^WT7Q+eVO%E1ilby)4IU>
zEq9X&{K2BT5fKyjsO@TE;ySM7%86UGTqfMQMeHJW1dd%k^0JP{oSMY3(Ocp*yXWJv
zcnzzV3H}7T2A1ky$<(b~lLn00wk`68IBhRkp3RsLPuv!{MxGR<TJ|OE8)9v7tmk<_
zE|O}lOtYfDu_ayN;z~uPahIq@gWRG<iOfZ6kJMgG;H5QIl8R}$!xp5`O{5-rL9&o&
z4;~A=rS%>?kk7)bhccb*YMu2>nRIMuNtulFmcSVea;A2W4z?MY%)I1zZBM9IFh@o7
zdiJ~%CcDA$J*r@HHV?15ZO}gN+zXQe_E_W6F&O~eQv<tq9`w{z*rSe>TH`Nrr{?1+
zLcTU)qox_W1Hg#IOhfeg!?t0FcK{fsVdxS!bwd|8Y#DNY9X5mgVcQhAsq4BaaMRGE
z@;q?ta8%$?IA>JgQ4{_b_>dWm4GVn8&`o*%s6H0lXH=gs<@txrQ^9qI$4>|MGkh`^
zlej)VIxhFu3nq=p=NdB>UXb@`nx_f^hxs`^Bk;6oq|XX`+BA~q1U_#Xqg3GMOvAJU
zehubrT;P@o0|Fm~2@U1}aB-gn-6XrRWdo3ZM3UUoG-3uNzMo-IC0j5|(d~aN2D_Oe
zQ)?RC0kJ@!WRY5?`JenS9JXSH2+s{8W}1F@9yhv5?lkNd^OIKm<oMWT%nxo0MhyG>
z#ZR+IGS_j?{7bPr_WZ|8?D>y1@yM7Ni}n2@%@|ekFT`RO{b#~cWC6q?lCF}0yBmoa
z|1W=b7=!cJG2l9XsgT!`(OsE>ZZtK&9?USX8x48R^cNVfA+Lx>iW}gK#dYi`A2#9t
zKlUFQ*vZsI?g4u@hK#Y8`Jq2Hq))_RVnU+k=~ztUE285U4O8I5bCzicTrclW1`~KP
zHX|nRnlWykPe^>!IG+<ZT&XlA@SI^DotJqS)5y*XeBLmVC7EwAjFFPS%Rmr$o;*-d
z+-KY*+C*IcCExJsvF@J2J~?4DoGX9;KbHwQ`l*tRn^*ya+1F+$4FrmSj?^<jC%=iE
z{6-VI2URSP1!Lql@<Xic*9>4iCfP2Eh<Go5KIr8)N9c}he5A`WFgc)rn!=t5xG(J7
z2Vw!qx?>r*z*qt3_(vh`kAN<T>b@JnZQ?K%$w$qmlHnAJ8u6HUg69u!M2$i$COi%h
z=vYj+H2Q&y0j|%?!Ttg-A4-}6H_nV$a(|;}UPuT$mNYIE1pdOPaZWC29*!BM8G(bk
zn3lP{(?E#x0zYFI3F&yvf~?9#-z3PUxF6)hJec)NRfh*P{>b;W^yafL&sZu+L_wBp
z%Qs_KjcojUTfX@Z+wzT=Y|HQN{ymU2-s$-dn(~`S&4198e*=U%X823Fa1x$royf&U
zh?Yi40YXmrS2VgI&^4gW`#j;q#ppU{>mfrVvf)XFhD9c9*wmv#e)fu=ZitTM<D>NX
zGzeEVX8NLkJsK;;Vj?3poIG#FM3P)Th6+SKlYK#+TR%N|!jwf4Cydicaa1g0oH-)!
z@fVD9GXg(0YAnc9{29|YD{<Q}tP27^X_yDD3minx6vY|wQH=16F7La6DGH_d6Btw}
z@K#!y&GR05@^d}(rtG0Njb;XT8A(C+=1{Oe5&zd(=eweHzMBJ;*p*FSJ2F6@!dpSx
zeD{SMZ&fj||Fb&)cfm{H6<(%;dRFJ9ngv4#{Rg)=kwxLpUI%*`9sKH9{%Au$qe1a#
zgUzw*^+C`-x|r8NJp(i1&&Ocwlxc|hh>l-2WD(2IiFrepxLrs}8b?njPDtwMQ|4S+
z;EAF!J0+J&QpWt8z^9UiZ3+BT+&niU>0lc61%c-cBXvdK`+?cAd!zvY^@3?#%G<4q
zapSn+N1i)Ti2#{~eIJ>x4k$<nY{ek-E-!|{>T=L8;pQn`cKG)i+bPnqFyZ$)lZ@XI
zjYW@eR)XsaVIhq3ys<sp+y%c60Oi!oO*1xP7}_pBXg-ANUdSjG+(L>kQj~Qgru*w0
zHw=&oL+Tyf9Mq*gGK|4NfrHaBG$`;vaCjs>sK@moi4Pa`sKjIE^<jypuRX=5?U>wu
z=yWk7@#xvabX?#gbFq_$1)e!!%*+Y=IFRq83<WdB%n5<dC(Y9mKQ>~Xllm?Rmg<7Q
zVK!ppvgG4*j+Ym4mm4Xk<$;eu6E(y4!nEKQm|%~S!Pf;NMZbvuIoQV7=fBpxzUOzt
z&18^V0l5Lg6r)!JZLy<+w`bwV^KkxAIL!{MWA{yuiN?l^buFxN#A7Dl;GHQjI^<Y3
zK1@Q{vr%Knc=1^tQ0l|Rz9Eqt85|xS927Z|!Dw`7P~y>e^eJu)2YBqpQ#^M&8k}eL
zY$7V~s9ii_2;4ZEm>U=P_!)Edgusu^87HR%e*Cy;9ToU=(VRRc@KYIc?xesc66U$n
z0*}Xxd`aNwxQRkV%twG0ISq~#sB&H8Z+K}a*6Cwd5JGD|o8{Wie-VLS_0OZuU3`%a
zcEFketP>sp`j}W^2=Zs<aPTI&BC)?xeX01lrgMyExpyj8@3w(iIt;4sC^(0)?$HdG
zK;cDncV>f1MC^l?UPbc=-Z(g>$G3~b6IjO~I+3}l4-F3vF)`;u(ZNBP$0PZ3(Xqin
z5eyCv&kPNUAZjpidvH($QG=7O7()UdDxFK|0@q6uCuL30{xgaBBLXj;GiGJbc$^wj
zMS)KqH;&2LpP8b0<ha1+bH?<vz`?AYnHBhm2@Zn5;lV}{GV>b7Ztg<d_yghxY-ou=
zHt2DfH{^7jL$o~IUxW!gFABOT%-X#iH!yTQEjku+yt}HKg`JxN{#%=3+}TT{dHpu8
z<o~&z@$N)nI2PH-Z-cu7Sj=%3_CE*Y+Lia6ZXJBO<{;2Md>5o>mv086&G)nAq2XcU
zgKhqs&jyDEhXg+k4Gs?O6YJ1}gLv!v3CN>93mkFoz~a#06G4cXTZyQckZ9@b@liQZ
zv@l-~c<#*D+zEjnv(4!v0zY=rI9?F=iKE6*Nr>4A^T?Es7ib2XBh&j0d+L3E6k^z;
zhs9A4iH-_#`*Sfavve?VQQ*NekN}Ja1+&wP`s)Sg7|><0Fnzy(<|o|EXZ>=9i8s+F
z_!y0I5np)%(}zP5d_4zfw>>HFx8H{SFM({Gg6rK+zZAp&+W!1wG)|g+WX|1(%cwKC
z5ds-RVMG!mZ|p+*2$9dQZpPl<=08|;IBLiT15(Io1)>b@6Vm~tn8;N34J8K$#dPe`
zOMz7EO92g~v`pVf2WLBZYHnQM<Ma8GlFKL0jZH~n9JS38k{Cy)jpKQNpO`d`ODUQw
z7?USuDkW`9O$+?c3+CzL0*8QfYC>KYeCxPO^MHNs4yCb88=WSYJHlJL!t@qQ1@h@D
zS<x5vc3j64J~pC}=do!a?{{XSPQvywqzd{DQ<<PEo6cnXb?C!>Q+AAg7ei{)T8E!D
zWt08BC#LI7V3y`*DfsJeIRnra(G?rZ0ujImh&;=0KQ<JN8dBH?K}-3M6_1j!{G7gT
zpC7W_*f%sjxKCKreKC7zpS183H%Eq~B|mxN=%~Q=Q+xiXz>nJb85yA*JCm516nOD;
z%#xAF5o%5r1b$-Lm^>=*xx>cfjKJq|#?+L+4;?hl$#T`$sBtPIBPPR0j*1|y`COhC
z6;t$DqudVo6^GyOOH-Q(F=KJwy5~omDVXouS>7zoEjLCcXt*zBg63+nFUK2)(D>l`
zFIF#df4Ql`$zO(l5g^v{eoGlv8R=j;fF8t;TEgA0;5Z9cf8PS~?ch!%4&O{yV?d19
ziD&tvm>?a(IV<Qxs3A~a4GMw`4(fr6HW<weN`mZr;aoJpPuxsOSIj8gEFF@r)tNKr
zP6q@j&R-Px5qq4TlVvEU_n(jxUpzBfJS^~|cI@bJfzJS;=ARPElCD@fW1P<l+)Nl3
z4@wu)G!Kc;HjGu@gywn3LaQJy*ep#JWwUgiw+W$I;T<4xa1gp&wY(FicYvi|1#2?P
zkK`S=pwFIxIE9<!-FdJjM>0Nn6u<CKHclJ=W#cptX<_=YZ#qT}fmY-ds`$z%^qxV7
zburLwZpV<OTgaXriVmBa?~oZoLxZ|7AkiU|Uo2r9iZ$obH}{#v!9jmHp}H?~-jEL0
z(9F%^s4zhLr*B+1Cf~7n^6Wxc;78}I(oKOMo-5KT0x!;IPt3~w&x{|Pl>47e9Fq>$
z3>~q~%SBGhm=lFoH#0@!!Xbg12aNKVbo63I)|8Iec9^o=zstQQ?thKI-_K=uDSmes
zx>`AIyh%tjU7~N6C}R4WyGG=jX_%?JpNZkG1q!2Ryb0EwH#wKkiT*lFyICH(@CyHb
zF8Vfi<RE+x^Hdmc#zFqp4{qPEBE0#RSui8RhWQ_#;T}}CkOS{(a4_mGwQxr1mUCDS
zT235`4*i{oGm7Vuy3`WKu9c*g$Q-_Uc|mHY!{_I&Naik{I(Av&N2iWS<~}@iq$su4
zk=eo#shuY04;`0GKRX|vy(sWgbEZ8n@Z6Mf=Agi1Sz{r{|BM+0BhXr=8KjozgkLO#
zO)=nd{{7x%P%QX@k6pmMnJjOtA<u{fmu<k!j^EGPMH+z>Ay;7kQr3S*3pQk7(=sO1
zpU0+Ukt9oiRcQV-oZx@T%bsPBEucpC12_sr^lN;#Q`*;sf0O41t@}4fkf?6{(KG%N
zfB_#CnWSj5kdN<c#?we9h#$uX2L(N%sS`07_r(sEiZ6)gPv<V4IV0yiQ=WfC&ilm0
zW49$<Jahb#ocD?8$ti(P9+@mi<urM$I3cah<W#08t;NZ?7c5Ed)3Y&KD!;->V}4xT
z&!jOY^KnMfC`i81O=HB6@#ArrFSN?LVIJQB_S}=^@kz5FUKj9FpP9*CY(#}PACp{Y
zX>dxh_015Wgyy?x7)4?{+T4bg8Qazd{mu#U3)sI1)4U_=$2mwSG+X~21g!K9m=vn|
zJ&*>_7PBrt#U)zIH8<xnH;m}eu>Pyh_@-m98_&cCv9KO~q^m>2qeD_YqWdQdNe{Dl
zG$XC|#NiV`TzxKc`r>N>r<n`$cO^Y?=TFK7-(!U{r>+TndgA14N!BbDj~$hH$`eH}
z>H%IXN_=kez>!k|KYwE6<S9wN8FMxz@X;CLM35iN8(Aqg`lvB#NV(bl6L5|FxSL=*
zQ3~Ydm-4)Ym`5gP4xYu=NTQYZ-(}ZD8PSS7f!ur+Z3j&AQ8eV}zrB$46EaD7<X7SM
z55eZ(%OnTyLCl94YRv8HSW=(^?I2LxCSu4>F$-6S4+GibgY;d9C<bXV4dFWk?LuA#
zhu}ZyPl4|nWLO~Fm*zW~NSRS-MhnG^@N25sV|n|Cz^~0r-INmY+U&X7djh{ObD?@q
z;KwH~EJ}%*ES|k0CE-|+o|_i<iOK01N%84pbCV~fS)a55O3fcl6(j{O9vwS8Ej6DN
zJ1#YAf*QpUNh!-X6j17bF)AbqmrQPAuQ%`F2ijn?hE)jvpaqzR?ik-cgF;u}Av?a?
z&v;+u&Nhz$OTvZQ3rbVXa9JU3|NX$2>>)>Tey8AGp8En@6y|-vUz=t$7L$vHAT{K2
zhBp(K!`;CQUmF6)e%LUk6@LZL7z$RtV*0*dh0ciX3s&eLzSrdnAo$TyxdI3zjRq@&
zV+V|3d7k2tL!$!E9xKdE2>jAaz9LuXUcWR~za{WnFQ0$ECh*zC3!l6!@Z!Y__bv;(
zcxvJ0S&38oiY4%)^vr20@M(Jf_^iO^XX&I|={q%3IDACl7p9VvCj@?WCT<l4erP_H
zPskO<61Wj^9wyAOU_~`<#>C1X2pl*EnBnIEBEcmU;;TUnZg@%M#hh4M$OT=%s8)Fw
z@NQolHqrFW10KP*w*q&33MY#Jr+~)nq7$#&<?s0HZpYlhTZNbb-tyI$F>IO_cL|#5
zl4ihc&u3u}kc)y42E;@DU?HYs2EdGh&b(?2?$eE55f25#mCK#csIJS0jmDEtmz9f0
z4~_~v1qNzD;1`chESwkk8?(o*l?8r%@$75z74_5iuDmOkU-R!>`_`PmGjCREQv%P_
zFI+z+@!J<~&Ir74?b`V>0zYx-`pJ^OOZM5>X@QsKj!hpI_?fxPv}BSCbIDoB3`ge2
zisN#5_w-0oE-Ra}u|%*eo-s${T<N1Ul;Ivi^A~;R7#s02+*|qiR^R4sKMVSEt-c^o
z;CKECmKY`Y`&G=Ry}re8b6=X5-gC(%LV_`t!ldk=<Q34yN76hS2yRSu#26lleWdam
z9x?P-Osq#EFQ8|6I1NDpZSYJVutQXeHqe>^vw$Zb@B<76v>qNk7?cVO7mpp3g1`UF
ziMfoxPoFt_`GUaTq(?6=3cP-P_WWsq)9S(%Dd2^77jI-GO+UVKF)wNQ(c)>jWS{=l
z#q&jpFI~PeC-B_sx2{|k_~F{EvONE>%a_YikgZeHmV!T9Ix<%h`1zTPeMT<*&mNqT
z*G-(>KQ0xKadvD>Dmr5pB5Ofw;}HEP8C)R6Zii?5%q&;TUu1dKh@L<igXMiT<$FTk
zc*+ClW%BKdzKCN(uZi!?!7hG$6C{^mpgT{#?)Lk_Nf9(Y&$j;f>ZlQmjXbwY(6hOW
z$->ict$iteO<;>MR%rYqC3z1ux~XIPuAz_WhG^d%1~*8TtK^66gj@}eouwzo1wM6c
z^5u&Hf8*AX>RST;;Ks=dcLaXt`q>k60x#XXcswWY6R#}JWCVWvwL6m%Km6vcV_Dhu
z^d=~Fffw&o=#;<@zj1rvlHC8TTQ_7EL*Z8W_HnuYIeWp9=RbAwr0iBWb@JH!S=q&K
zvM?{ZDiWtMdD-<4J3XF|)dI%Z{iCufz?d3+T2_&a$!Y=Kz)SfW$vvR(kGb;YeG1r`
zT>#JKZ-6k*fRuv|+)bqYhFy&P?&Dg@A7_0R2)lkq{RYpUZ`$RrbH*40ml>~Su8o@c
z*vOYV`Av+NNkf)0#LQ7y;!rTn?pnrYu5+Mf#=y=OVkvw9_x?Fb($%PSbIkZ-zp%o%
za^v_5;-L!H?Axcs`Rcc4?!GVZkMEp({l37zb@R-XHw9ijUzxfr@cGisi5Y<(oqqY~
zF-a8q>XD-Y&z!4HOb9%4<yLV*;@4g&o{%LF)#^!E8d0p@I5#bs;gw4l<as8qojW6m
zJ9YVNNnUsUOo`4)e9p4vd0v=3d{Qt~AvO!wz80I$CSros%~J<Q<t&=Tv8N=C$Bcl)
z7?N<M3vL&e%rKZ~J>@TF<ox9oEC}U>H-QUU;HWkKGZ6WYbAPWh7Yk#;ym%PjQC7?G
zoEkZm3mS5p`~8O8=E3Z>(Xo0gcF8C9=*R^_)}f4ySf=FA*vLd|L^44vAJn;+u_I<s
zw=y<w29K4#6$|QIO7A3O{fk+9^VoiYXWzJUdrlI$cI&<O1pZn5<_BL2{O+x*^=}FM
z!sT-Ly1<X0x;je*K7RaKu^{lV;?-hG-v8mn$#H>?oOro-NaAyMCNlE57M3Oo0*_y=
zA2}@WgO_g}KPs8xMrHblz~^2q+s9?yO|4=}O;EaeaauCt+$lTI1lgHsdq&`i>EkEm
zbw^JeP6wJ`4){UN4^58*Y?9d@6Z2LuM#w5A(yD&`g|D?3V!Z*Ev?F{;4fAdPE+bNH
zF%ZX?XubuO>R~ARfADgt{aHW9ipjSeI_Kc&cjJD@MF&B7qwc>7=J@1qkHkLQ=@WPI
z`=%sfY~n#IV3O>+BO~&ma(9E9A1S^w8ZggnV}HOrH$Tb5C9yvE(3V7*XubEwDS^NI
z-a8+?Bk=FMR(tO|0)MM=een$`c~j?RW@SreaW*fBKAM|7D2u0JnYo0#A0s_K7BFY-
z+zSEI9=>=`-lslwH6!m+r`3E=gjHH9%HH1?eeH-O;=v2AOyvcBV)3>unPm3nZ7P{(
zwtQn!GL?O{d`y~`d3rX`K-Q_LGtzt&P8LgY|KzEuqtXnHUYr^ql}s{Q9DQ0WcHpTl
z85s@C1y7n!iw0Rt6@sat&-&j|>EhQ~=5svV(ftBLYV66yeC{6Jbz3k@y3gO0cV+*?
zUr?oA`vG86yNj_JPkuD_Wv|6P=^h;U?|1mO@X?>7f+@fE2N^lFBTK(C5tnlC)^ASA
z{=o5fKDQ+4@{LAGD(mB)zFC#>edagb`OYhnHQ2Yl+mL;OwJY};0)O-5k#o1D#T`GC
zkyAJ}vVU|;%9Ak`=rhAiNVR*-j3o^@h307HDV{hI;KqUJK%W^C_NWoC%%%O(gVASR
z84vK8*R!Ki6z1zE4hTGb{*_Zj>8YH#H7h-X3-i|}rEyv~Rhg9d!l?yI8k-AeXG&+}
z{%0pIUJ&@H^69b^orzoLY-#+)u9OOaD9l*<1G*#+jTlm|m^=@Od6$O&rJn9bKyiGJ
zbT!ZOXI<=tO9-3u4wj5f@Kr=IpY~t23EaS6@9-b6rUe4Ne*>Jd7r1Aw$jgvof3(BT
z-L3q|TwLb#{_xLU*)Maizw-x6X@MW;{EK&w%UskC+aJn|$j$G5@U7bdf4BA8(rdCm
z_p>)Y`B32ZAARtn-w^nlA6)%R_VZSc9SRmwrbdl~TmTuv^;?<w(8-ky=8WF;-&tmo
ze~IQYTLqReOi`3$#>Neq>@pLRhD=JDsZ&N!tW&%c3yO6nZ;l1Y%IRC<vUo5)d-d=E
znS7fqpOi~*i_@28<OAQDSvVn+Z<puK2P-%i&&;1ZBU4Og=FeOe_?;`2D~l4pQ@M3T
zChK0kbXlf`5;reR$?L|ZO5-xAXuOaeHJ_${#&F>cy~Ve}WEx`o39u{)Amtb@VT&8Q
zopv{`2jtzfF$^CGChbN917ZI*mf#@c6ei-a_qU6B`k<*6tdo*@DayXQFc!fw<5+d%
zPydWf%J-do{inZuO}_8s2P?nzy1?&#+5SO8;GaME`16kh{{0U>{O~=2|KN+yKE5yT
zPuZK_m4)x$EFXU3ErDN77~^u4csv>%jtN|c?Vy%JkLvP$Em&DDR<l9(!IUh5+xsoP
z#0#vR$pDw^H_Z1He<3}VGfi<4bL^NAtl=h0MsV`fX;YqDpRf}#+4*XnDrN+Jdg_#Y
zQFakbo;r0~zEo!F>|90Qwb^rXR|Wn?>C)+%z~8@m<Enhv_usrxyC?8F?_PWLj=-nB
zdF9sWpyRf3PS#79)|uRXxrDwyKN^$W5V(Btq6j4a3Gm2^FcCX5{#Pe(QFbDKFlLmo
z>v5Fp2mf<m|3#B+xchdN&m!Fq4#)q@d-mfo2o=#;sb;E?tM>7czuV@kh97<Tsa)$U
z{NbPc-kXAB-}<M2_FEszZpUwb{oRiR{>8_?^__PF{_W3yvvp5)LH^*|pM4<k_Zw$E
zeP7`39Zg)iDey~1G=4}*3a-6N$&E&%LZW$DS`=IOhNI1Bnuo@87l_4J_J*Mk8^*6H
zT!>5^;xJ%}5z`cl!pI<jiU2hdtS`kfhEx&8SkaKG!^li0WVSXnRXQP8<FB1Od3jOb
zA5P6&lN0ixHGk<XiPMW0WVZRit!ppKiE4fP^1b^4|K!tG-uX!2uYY{w?mKcF;k|43
zWY+pX_2!LPsiRL^Dh7+i2@qd-pXTV(=Q1ExmFqEcdHx!}u9gbZi@-GR@E5^>qrre<
zUV#(v*Twxw#<wQ;9*+TBZOQn-3xNs6s(&-Aa(2Qh^X}hddGQ4gdzz7K^|=?!(Wp?(
z`pucLv?0ZR`q887;{HDR`uBeCLxKPHZ~e&+C8Mw({L8PtCFkWw?XNx%_-Eg{{yjNg
zpWVoO^sd0$2Vy770teL)OAGwKus$qJf<8Pv9H@R!Br>b6NBPHZw0v0~){RwOugX&~
zyjksg+3TjEo1*!_f64zYn3ib}l=r}co6kUmm^BQ)bN~A21Wk^L`qv}p?D=U?|608?
z_1ZTD{{HEyH}4Dl{R{T%4+Q?<8&{S-75KM5d*h=o1pXPj``MQQfAGcYpMEazH$Ja@
z=iBmSBM+(%-jtuoyz}bIrv)B6S}Bf;HxC$NAP5CB-ef?b?vUS;hQ&=Z0qWr(uS3HO
zKGrwk`hw=K+4+3&*Fg5>uVYsTw#p*kU`wnS6D_f#1riHD{f^k`_QAoyy%vA1-1WWt
zjijtPPF$S0Dqo#<?K_KK$rrAC|93w67w-!E2aiAg&4$3g{Nau7e<1MB?-sxOQ0{*`
z@x~_t|LxIO@s7Yh0zN-1@CjYlM+9yFD~Rf7jLxnb!_i?;ksjCm3O$&SzsTa6MhU$p
zFpM84qU`W(cz9BPhf`88If;CHv^kKzX(qBUlc7!-sg53{8Ts;+T;+7|QPHz6m)?6#
z;IGureDc1)-~8~#hYtk){&(MLeIfAH_wIl9y8{1|-EX($t6#pl{}mH>{j2xbrvhJS
zz4e{91fH#a^Ui|6M~+{eOv_4z#F4QPQK`_qkwZ;j=pTq`QS=mX(FfnCAItiyuK2+W
ze7inos4)L)(gpEtLFFxAoiQwaLmwfMLLEC8`%2})LH6dV1J7%FpA#?1*gZ5D9Td|)
zII1UP(f|0d{j(W?U%6FyZ9y{qy~7{MHzq!+Wg7BzkB{c|*TtJVsy{k7dipc@ijI+y
z@z(|ZDQLH&0zamk0oh|Z5MJPh4iYZe0UZdz4m`nD!c06#WbmC5_~h6QVH%hD+YiBq
z8p~E;(qg9nXri7KENlqW+8?4%1qZ~(M`Qj0)mU*VlMt6pmM<*G7e`Lsz5dPf0xy61
z>L+hVS^oY<pG#T(;Co*LpSJzz{#Os=+c57ozG_I>zw^aspUVAf?Z)@y^jv=M&X*qv
zJp1b1`c;9C%-ueok<&0flaRIk#^|^yqyoE6ikQOK!juK~p0H14H&DF^vvSt|f*HXy
z#3*`|2{0eHOpmV-R{TNiU8O~=D8{!2?*;u~=dP2T>P~gfc7D0-+Ov^8;x;0Kdj}<V
zMD@X-MIn*U5AGNEbjmy|TSD$+Moyd;`27R1;w^!HH5MC}O60SVSVF#M^W|79CRATM
zOP|jo8xLoySjDfeitZD`)Q4r)12!efu9RUTD)53nj2)}`Fpcog1FK4hjlST5Z(>Dr
z4s+|F%=MUIn6aO;6W!w5*gcYlm^BfLS-ydYrH=##B60T8@o{m<{N1HnvjRW&d8;A6
ze_Z|S%a5eWd+pUvUV9+$+b@4|=L0E2AAj-Q`|_#T=U;s)@Yg^8=r`H|zxc_!U)&dX
zX6em0$^sv`P@Ni=%#c49$fz*}PbHdux?_d-2q}UJC<5_k(JTPx(=;~L6#U$080-O9
zk!D_eG4x8BSA+BBdGH!|1L|L(k8#LvK>gn)2>F^c^hPphKwVi&lr-5enOdh$#A=GF
z_8uk$-cLU2_XO^-2R0M<n)ASwt4Ax&1G*q^)q6lUe7vk%59u^XBD`chrX8{SdYjR<
z*xhw&ZC9S&axA$R<T2aw1nzkLH?jHq-k7u7pSqgu5lOP1<JD^N1+v8MJ;j}##A}XI
ztI2l;Ii4e1n(zZR@~vaG=Sel-;g_N1`)TpN;7i%;>08S1Ejof}nGK%&9A)ey@nEIp
zE%{(uMcr+Q2kU5y+KOC$W<7UP;44~*%GIwWm+<}ZeQI0Yn*XAyc-el^uZh<ittIQ~
zBk?-kN2!O8r^M3T6ROIKMm%j@5|Ku<WJ}I+a<vuA@>+;7`Q`EUa_~iRk9C+_?q$sN
zB#v$9UVt;Xf0*tl#I5G`^i|J-J;XXR!>??~17TAfh#y@f`1%-T+5TL`Jp#7PqdQaF
z$XQJSC&E`FK8Kn;!9%100?s1QL+8k$YQ3i~CFaQZJwiGwt;IQV=w4rA<OwN}@#;fH
zHI>3%j6_t58#Zy1DcoqM+`5AsTaPw+3^zItOOA^hl(t!$k`x?ewfT8yk6LYhk#<eB
zT)t(IN6doV?=idXd3-n9OW8J_fp|3=Pd-=k9DmU_UG3Sn(`&+6ZJX5i?lt^sGMr0!
zus3{?KY;_BULvWuO?GDe_W*+txR0-wwg?$e4&oOH^SFvtWm_%F?c#H|l~xBXRc<Nx
z0aG}AA`;T@CPLZ<OW;OCTU#KwQR=i7@lng9<9fL724Sg1|B-wB4kGxHE`D=vuSPWf
zpdDgq%l;#4r3K0#d3AG(;cjJ5tGKwB<t{LP4m_*FJia$$ZN628E&d_3<`6EC=I;S3
zc!c~pIp~+kU@BxU{|F|*_i<sl=1!4^C4M3609lSJpOQoOb%ki4vF71Ay229tf@>9(
z`8R4e)Qt|`dejIJ{=`}@v`9<HCQJie1RJ%DWIu@;4yiokboV-q2b?8bmeAm+RGHAE
zg9o|wwI{a!<my&RJk>+5hcv$DX}zAq=fHXVxQ27kR|x`#3cWf!N}0eg(7Rxh68Qa|
z{Q$o@NV0_*J}9t=<v4Q+Fqs7m0jI$U*oEJ4!HQspZv%%(%ayGy%caVps-<mEp9N`z
z3Cd^+T|th$mt5^MG(H=VjaF*`A7-7l7Lg6goefRHyW4WK4ZcguskhhR_$q0n9y=&7
zBtcT^bv%*Q@>Z67`fqk9XAPz;M_euq#S-&L+-fW`egodROBp|vw?&W-?ztU{A%PB7
zZL4khQ|4K&#pD))r$6L>2R$+Y&-_y|&P`S~p1JR9Q{)U(C>Cc`i~mjm5Bx0ud`LyD
zaiCf!BvkatK@`2gw^|`3iR^xlYDzuAZ?vbYn``(CkCW;u3Q6^0QK4MM)r#8TqWYMH
zNFO))i6rH^qUTn~L(VFl27820uC3IQNZ4}Ae*A><j<uosPvo#IE#+@L?ALpEeey_6
zp@75G)oX;`h*JaO<0~nALm|#NS}e!ki#d+J7bsVs-E8JE#zn`&ZxE*Mp{}*~PB=xJ
z9G=U3#B#Toe>1MuYWqC0xY}ryxTLD}$|m1UV=k$4f<`pLCu6w<vVj||lHEaZDKBi*
zxA5G=p;ik=Do)>9!Hoq9lFrrTLW%ODEw)_e`*_R+A%mk-8|I%g2-7rQNqQSS&GH{<
zvC~GKQ)sU@HFzLU6O24Swzrzc@PiuoX?n(NuM5N`g)BODaf^T2@i4we9o$^-k;8u$
zPoa$|f#Mh-KaMLzNyn8rlDS7h3j8sz9J*IjR7K_Yv7)FdSA_{h32~uku)*!XGK}!q
zD5;?&R~2rEt1?jDy0*fP>gn1hA7aUnz0TESMPvNoA2f7|%D?((v(iGUSD!@4)+4@i
zX@mHDWYb6dTD9a8m1`Q3Og^dMOr?4$L2~2=n4bdtPT(iTr?bFZU}HhGmqCJ<Pw6(7
z1^h5Dvcn<#FeNy}Kz}1!Xm52j(7)>%P!9A&DN^rnvJkZqYH(Hu3FeQHAX`4YJ1wu>
z;`F9HuJu<P+UC!t!j7xBvE;H8zxkG1viak*t+ft6AKO}wta7nvC4F1rH9B=)@p^T(
z?9<!p5N>M<Y@Hm=#<!XW;Z_&A6WPK#BV#Er{A37U&$%-Tya3!z)|BzMg?5jTVXQLF
z#YuBdwn~7i1QZ~U`#<oCocmxeeyXLz4+ipOps%`f05~tCstVWlA=tu=BtRj&d|m6N
zz+8qxn%)F_B@_x3@zHx)NXLg*!rz>>p^(lwVoeVfIZ3G=stda5D;xZ*jSAyRQDe4m
zQtPEsn{!q#m3s2XpLbQ`M>#2$;?#C*U%>G@gk$(E9@lp6quSH*_$hD3@Ww3I0NO6$
zD~mFi{3%=QEsKDG*jm?+ws2#1Wpx=hR&=KDr>sXdC?{8IeQ}ZBPsd7aaniP&hv>tU
z6V7Aq7KBL8;|H@kXb#T#eQS{ul!D^$`MlG16P&ViWzDDT<`$*CqE*%xgsNZZbWkVJ
z6$oy)s`rQ@6g=xBgyLdt4FlL#H<7)!h+3WeGC6=OyCV}PWYq7wz*li9B?xwv0SI6J
zoMgg3)BF;TP>J|2AyL&o*D_@wt1`C@#6-bQFR1t?G@z&&`YB#Cg#XQPJ90R#!OY$V
zNY%IwxTk4itEvHWAWM{!8aha+cm=CvSAb7AXCRAkMkwi8k(-_xP1d<K-0UT|NYxiQ
zYkcZzJuAftK(t3mLF~u18h0=q!d*Z9eR!OCT<`I}*bY|-6QdBPWGoG=jxS@SGyHu)
ziA>d{F!@ao;H}bv#?{ZV-CIS4R8W=Xu1s}pwX+(*8wFEKI6o{}{f_1noh@>szf$XI
zoKdx8zvWZ=QGdaA`RctAKFn5+wfU{PAc3xL;62Jc1h?My>B$mX5qFjxyiW)#F0RQ<
z+F3+nRA{*LPU^l@B53Nrjr(skxL%sG+DotlXl2bWr)qA`R8bo%SU*)7P2;10lczS7
zY?*+P2KFux6+e0hf5bBdHH4p>Q?VUUiJ(|(Ar<EYNTYGm0p&tyL=eVKPGkd+bg&um
zP&1sVBDF&>NpTHdOcO$N0Dl!iq2{(sJcQr5D<W6+=-w>o3KdiVoZU<6$xUCGHwY*6
z<FzHOys9ZelD<@HjvqJJk4cXUi%0tC?5FSxx98K~t>5M!?gDe%26k6KNw?A4b7|8^
z`>zv)SO)0a?zr5cE5R*tqtb}jzCbbs96C<eRT}Y~xOM9Df@XPKtgFkZT89&MGnriQ
zmD8h#EsB&)K6ZV#XMy%>72kDdM7jo~-2%=?-E%a$=2O{XT4P;=GM(g>zqPr@oxOX?
zdPxX3TUprhRXTH5U4Khe6s~{@ib8WhJmtZj%sn-vgcPy{dQMeKdGURtA(Y_e9JVjK
zT~IZiu_DE|Iy-O>Sb;Bu6D13z;niGO-~bx;*O*}=dmm*ST={{4gYgjd#NnseRifkz
zAq{KzIFD_^J_i0BC18hDV1OhYfT>HW6(0Q%rZaB!9x}GZCG&A9VsWCvTt4E;n~*1u
zxytwY$r|5>IW-JO4uPD0oQu13DpLh|`XLtthpvUeN}FU-{3ZQyw+rmnaktzy+F-g)
zTHNnc*s9G{tgR}X#R@>FW0|iP+?Kl*yxx@7JIgcVz^Cvh(6}UDjlNV@wT?(GXvqg`
zRpvC38rc;1#^ZjfB0~S9+fRznU!x_a$b3VOxGOTjVyy>>7i)1#3GzLi&SqQUJ<<^=
z0VJK7xvDCfs)`z8w67r<=#v5nB6&6)ZaxE~G4pYi7g)wbvk<ni&Sij9O+iwXj%Kf_
znx==I^DC(RD%(Ps@Q*6x%OH{3jPn0i_wBz?WqE$L>|3_4AJi?EU$>qvy8zeQ1>JyY
zx_u4q2d}O+4>LAq%H=L&`O&rk(~M!jRjp!Zx<hYS+3YSWMGBI$yR4E)*wrY@&PG#6
zPBd0DO2`k1$m0hhD+)hE3M;KNJ(+}jKi_kXXLtH9h$YPNsk*Q4`99D6em~!cLu++0
z)UZ1hGOA{($29&8F5eR}0mNk(RUQ3j<7v}?>dcU`H-Cu3qVLmC?e%UOx}`R4NT-je
zt?hwI=IJxFh3$Shq@d*=zCONrU+opyk2G6t3PrSU6-0d{PZ7R4Kd|uRJmVj$^RI8O
ztLqM|udnaS+xGhQZ|1kv{Pz0mZFQcljg8l@)x1{LOgV21yI-pNA-B|4_p@=_e(_As
zKihsaHY7prAKA7@l?dcEw1{01XpYA#568k1&N1@j;cJCIsNa85*}*F;Rla>D=fn3O
znO78Yqy5NUmGfhHZGA)`G`@aiZ^-%W<68xJ9%6;4OpI@);I1i#Rr3;;G^U7K7%(kO
zstq|3c(eH~u}oT|M`&dIbwmTYX_>~~2ux|ivMdROm^LlDCLS`2q|8ligmed70;B3?
zeQ)a58HJcW>Y?*`$XU=_i80b5hU4G!@d9hsInS@#bRamGT3;d;A&qAIgpVB?(H(}k
znx9zGDjbk7u(tJhr}tL4;#QC#PoCKu5;is)(bk_F)VhJqO``rzbgWW&sJ;3`&}v{f
zKTwgh8lZr#(kkyL+)o;WoPura;8VPlTPI!_cw5}f*6Y{yYlYi9v^Auttv_{#4SAPl
zCK8r+xuI3cs*%Bqt!D%3E;sVS>sRFbMxn5!>T6#-zrVGizHgRn1#bIP*EY9QJ#MM=
zM1czz9+sZJQ1f~Hk?P3yY$LznP{6iLX_8Ib8x<SzWZ%gLBN?Z4CJ_eM0QWE;1rD$@
z2X{<MlOGP~8S;2dT5R)Q)QXB(^E3KH(*bDWNaI(Ob%|LFC*;Nf(4XiO9kT5v5C<qK
z)T_sc-QGf{wIsP0)q`M#3*>4d1Dk?`kKz|hvSY?40yTJqte2&_G(=2Wb#Hj~cw|_S
zDsP9&>V=@bUXCi9<W0MBUpBSN4nKTYQLXeyi@Z|&Qh78W-yfojS2&*Du4wz>7q;nV
zKtioRS*Y)<+oahpl*#)Zlc=nftu0O6h`v$YR9)^~MqaMY%6WU(e4*x_ja}J#Cg;nv
z_Ug^#@k+#2=P5tecjli(O2b<U;JNf9D$WxOmFQ-3t4~VNp&J5Q&8Qj)*k2&1U}T_T
z*AAl0DMrh3gaoSiPLhjWP&Hu((hRwQw0drSRx46+ZC8~0V3|k{F|3Gb{#(vwfa?b9
z?^qzYSQLdhdJ3o$#6KNmR_XvwKzie7k`qqg_qhf?N>FUTH8m3HruhA2&Z6ZteyNL;
z2GhtWD7g*W+EhIthQoyyDrH1JK5MJ_!hrVtz5?Hkkn^WfBO+Q}_0}55f2(>)0JRzj
z3V$y#IzUURx=n1;l5VRc333}G$X(jBDay;)=7zQ*Q(!Vzo(-#ZXfN$qO|?TaE5GUG
zRW>VS)mGyL9jw}Fl=GYRmP9DGO9NXHp?vKA!(mf(V!9vMlpU8`wx6iZ%LfZh>ehnK
z#q|>mo+b;~G_tWZ3*6h*Ku2o3JC!BDv<~Xx&9x?L?ajmmOq&uj0AnRcCjCgDaFTm8
zzH*`+1vn%Gf!C(uj5=0)9~lsF-tes!;3!Osf>@v#>c#IRL}Sg_WJp^BMo&0}$|wq*
z^y<+>)-vqPLr$j3Mj;Y@A*u3wxKdU)@8&bRqA-~^ADO0VLN~1E?M*rV>WQ9L9Y88t
zVW%?)iKptlHd+C8y_$#Qs$@*G&XMyZv-Y~W?#9^GmYgq?hh8W|>CEhv#}PSSv0j=l
z)v7)=W;f*gP}wf4Zgv~%>#r3+;_Fw1%DT$9YD|hoWM29=AOP9OD|3-o?kYC%Yjq-g
zzr;9dN|Rh6;e=xAY7*6DsQJbk0<J$SJJ^~@8Jj~HFNhNES~|5S&AG0ehoBRG3{&i`
zO_M^^j^fwn?CDR(1sKNl#Hg;58T}oD-&O!*K%2i&Y@my`Rh$dUFK)xcR}{geGY<Q1
zJfzvbm;4}NtyaF_B(dypB~y_w*yhtpSw8!dq3wK0(qvOJ?<<--(l?0*#Qdx0B~409
z`juwCK<6zAgQT31)!mjWh{*dV@f?<JTYfr3rdHAa>DEU1xB_N7K4eQk%WP%#N<rM&
z=<&#7YgR2wM6YbAW$8+SyMyff=7=OGxhRxWTa2s_*YdjX*91+E$Xd`Gk>tI8MxWqU
z_n)X%D_qt@&QkRsk=Fz8Le0#ySr1^gx>*dkY@Y!^dg20*rw)IU(KQ)`SWl8?WEqC&
zJ$BB4pi07<>c~4Ps#SGi9cO9cUJ8MjTeOXWI)-Wu>7{+-W09Yv|BBC)j_Ac$JY6x0
zEAewr4I}gT0iQLul`$Wy<n%|6?QNOIpS^FtG-V^H=VR_@N%h9bo2BQfcTFk!JTK>8
zJ-@H*G|h^ZhIg82Y0qEn%%efM%+=l=sQ#~bZfu((aEUnk!rp$Z8j-ymdp)!vyF?6`
zS7et6275x6fubuzDlp3Z?a|y>BhyASUx;(F9Ny3XE!-lm0c1+C2FB+YePKTrbkiS5
z+lr7}6)AYB_LJQMM4y}USx7I^&ks1)o4&9Q2;=x>IxaeVouMPnkvG#uM8Ax4^^;Ru
z1lC_(`ZUPB{y`E86Bc!h+MmQij;fXl@umv=8q$@Y(qY<H#1nsz3{h;G7_E?39C6hN
zmbR?SW69E6c4Sk**OUEltMurSy}2b--=IA-dr0fSZ1nYZL@BJz;c`iV-9NhjZA3NJ
zp!M2R4L4|6ln|2mJ=$rlv|f3&qd-j(#n&n$(nS(u*j)metBR((?ex4Sh}7fsFb`75
zB6U@BDP96FIuhNAt-x|waA^?%%w|WBoK4ipAR-8eN=*<DMhzL-T6Yrh!%%`#_aQT+
zfp}|Sl)??ma5XSf2xLq;e2+}o?jZVi@LFPzsyi-9JbRFzB@z`;(7#hRdWM1*2MNj{
zT{uj3FL^kI<uJ11!83FvY2VY2t?JL?qi(WckL9Q3i1AqY3<DWGEOXwoj|$dPsdt`N
zHlHbTqnEF|QmgSizwuBxEfqZ)c`oPkk^7Y$Ge;hbYI+Ji&k!^gnC)Yt(K0D^fPzdC
zZ)-#GG{u^3fhJW%^mbJgI@>i-B4c$D!9Kh@`lJ@(QmiKx#f~1D6f%Tpg1ieDd?-C`
zI|XAzZkx%A0N1}Q&ebwnpQy&u{uPb$qBgS#xJmE>-Uu|%_q%A^0QbELjOuRYijY>k
zmT;7=>AwKDQMb^9W&%FGiLVyV#Q{}DKF8$*g>w<(rve)xVmM4yB5gY~U6oE39GXMU
zr(f#Y{~<rk(nns(RF0v76?V&`)+?(oR4PZbJiDQ?BucMeL?6mclInZJ*t*?J_s|Kq
z>kv_M5S9;Smwel*=o?E+@-O4Sogvz$`N^vDv=rTGM)<0Zh^Se>-1NJOr-_x%kQ0RR
z^r{CQ+)zruNe^XQ+JUI6>Q0`e@Y%3Vp>8ouc48_afDk)@O@I;w?4xgTd<+NgFX-y%
zk<cK(r|?$Z{!}zIW{|=&q+yExgO*?@E&6H<!A<)WO`JjQIy4r*V}1ntHXB2qcEkK>
zoyY>BFiRJtaoN|2<680U{lqYO@p?R0FdUXGirR<COJ5b=BnAl~Wq|J3l1*8YNr68K
zNVKc~jAN`UFvcJ$gD$|&VM9qEISX*+B*UEArx|3H2!>*ewv?#YamEE6S_UYzaECsm
zKaTM>^pyoJ@+mr#(5{jmb&Pb%xT@NJNb=@ov5{!=mq@##|It6~KXRwNkYniEglMyO
zbPgOzXZbWvWX5VYC5a7n>&UK1ZLym;;ZT$={YTJPC_bg-E?#GqA2NRSU!socZC5oB
zgVWAk=(TzYGv-6&O#Xt87u%%)pE^W$4dAckBqxqnPsSu{EHWe!e#zG^L`f|r6HRv^
zBu^s{AZkoXTO-j$?XzGFumkF5A=lWT`5rjOf>scanAIO(BgGcLW1P})4L!{n5ue*S
zp`QlBWeSCfw*dV>)TTrK0a&3YktY4u6DNZe0v-))7^!yh3F&5k_M^CCsM+N}$}`<}
zF)pAA5v~AvMGJDC2su-A;+=y{Ho=}u$mEd>>Fg-qj24hsM;?-&KZ}tMn*k`ktN1b9
za5^TSS2!5jl@MqSU9nK4I*9`Cn9%WO7>U|d&C=N>={CBejKNp^`EOdi7ZpnH_XT!e
zwNFxXcU)+@-ZbMYbEM;9Fif)HAsOJn)xOSJ6Wb?1;3F|1rmaCvH%=4_X(&EogvDD4
z(fkH(K3ozMF(L<0699gU(+n87QiAQNc9kzc{I;B6tkP<_pLv`WOs_ySv&}_UagjdH
zr9=}+2SwnY(En4ckjbg7&cx5@hGpn2F{y1y+CEEiULr$v0W-CQsOOCe=&#PCEO!x0
z0wrVrV-SLlnFstA5vOe)+8UXxwW0*O>P%%RcGTZt4MN;7k`VO(H2_*GLzR)9^ZhAy
zja}96k=&(!Ou{PK7Q)ont~BxFU(>RpmkVAKkj4NIC70Sj7SIrt+=!}0_j?|gETVHe
z$3|1QPYQog?f(ght@h`<J@vbAur4H6=!*vY^Zu}*e+9g%-n4FN$kU}$+ee6je#MB*
zq}I2%WgfOk{x|edoG}H+;EJ~J3Rl38tA7rgpY)IpEWFOk0^WTG@<|sCEs%`7OOs1<
z4oJdYqH;T!Ai?|Y)eGYBi}&f=&HSbm#!o0tZBSegN~rh?QC+|o(MOUyvW%@Y%ib+@
z1`Id)mjf$>wIsM)7XY;ucP{Yb-OWFznL0*1rVDz>`O$U5xNYu+!mlP{TpFphq)`io
z?F2?e;_X0OV_R+sX$t8(1!qEh)*`r}NXN1jcku3kfFv8mEdbt1?jINZLfzZVsE>#X
zMOO<vfPTi$;wP<@CWI^ie8=i?iVJ|XnmIxKPo&@H1dJTk=oo$I1o%0fh&a6Z-{}hn
zaAgw@UJ@vOT78;(R6+L^f%pU$v>UguAYcb`@BxaSC5Azn7Pkn!*s*F9PY>H!JxotF
zB#gh^N(Mf$$lzWYgc@-pUY#4<8{%^Te@kouw#3^NbdZ2nge5=|*ncM+s2w#E;*E7C
z665VczP)hE08W*`)3(U2vOOt*y4#Fxft0YKZ_)MElY#{xC-pQRQsC3FrFkUH+zpxM
zdz?^$h%G+o);QKBmUhsCe<lt^d3BFiEnfZ@fUg({6Q?0T_-TTn8yWq#$SN8>!(nL1
z7+(JTXQFW`#WKuV%mREJodC_Zv*0`I8v=aEB_2wfN-_YGjXgwCYt=S^1!>QTy~=76
znsP|S)Y-3LaMWV%$8-}*6nD(Is=p&Zd^87L;5aPbX9?kxnCxRPhjYhNA6{yuWf3ra
z7KkzEWDypdakv-Y3gN}bKD^2TW*hd!t4%<dqJMyB1-fLh8AcJGlEfFs*$&Y6wSOXX
zH+J!gK#>BdVk)^~tE&Ja#q~V`4~{o-Qn17{_i>!Pi7I#x#{s_&MXSyjZ^%_O(N=+l
z<NNeXBOr*dwv1nfbL|F*BMeGJIH9`zb3_hs8Mt;SA>^@+oS-0*0#Ky@KJ3RU{sdMd
zh4_^Q6t3yT1z3F)KQ?9r8trv@w!ffH4*;qg?wNz%5xca#02s`OB{$*>)B=#=s#D-J
zL79@POKuJHdo6Ep&>vH@B;gp7fkgr_jgb;@Br5Enn4s`A*<cRdp;Posu9B}%oFE4T
zV)h|i7Ls^cM+%RCD9u*MzCnXOgV0D^#e+$KrGGQdi0w9W`J$-#T$V)}qy+6x#6GGv
z!W$0#a8jLc?K^2H?h&7*>3H%m*t+3$$?u7nO#|$I108>n=2juWq<Kxtu&lovW`u)c
zfYuX=4-5>MxBHoVV!i4AR#ASYb+C0hMzZvdXcEpaDz);_Ez!)rh~NTV^&TP-&;;v~
z=g2}ERtp0ghz$vF#eWm{xOSriNNA*6&C?iuAog1RA^8i75S#xh?FnLRCoQ=LI4(=%
zM8Y`7Xu%+afNUZ`w8>@C&ZC!(STy?&=>9>7-zSX_siHOn?+gA|0=XCn6ZeQxhbQgi
zGHDJixm4@WYc=gdZBMSgQEzVIOa`~haC>;v?rCZ7M9QSM!{zmHB1Ob9{oQzdzu$5N
z_h9gz*9`8(;2pm^$f*M<zb6>t?7BclFo1#I-xcs9S;gzO{K%{EdHr5KAKG+Td@)qM
zh*1|!b>Xs|mba^m^NDHHi4<Y0vrD94bXitcmq@}vnT#cdUi=`N#fP0A`W0P67b%~}
z$>D}l$jRX^#egx4t}%{S*54ZqR<&p@IPiYF2RGc8n;YKG4|VO<g)9cAbJOF~7@WIM
zxNw;hK^Io0W-&PX#oA3yX_&fKdhjJ@MSXeuckg2G(HDykmNAI0%+7p(L2zvL@NNve
zhevz-NS2AbTdj@dyn(3Ci(GhL$R|jHURhp|!_^Oj$^--J`pH30`+Ze|h=^8IMMpI4
z_tQh9y}qg@YF(;YEKASo#k*v39srzXL;>0C^$JmjpSqlOa00nrqv=jT)JCVnXu`d@
z>uYwoG3YRA+--cfhQk9^$ORf5?G`^sOHHQ_gOFRtqS8!ToiBj2n-0St;715{Hv0p-
zrhzV(-_N;neybG=v*h!(d-*|WIXb};sA9sI2l+pso{L58BzC~1r7xOXv(T@MbE4Ch
z7lKFX8ErneG$02!IzO@_+4wZZ2YtaFB1kR}KiI=u*)uef?!zE`X6)Dz436b4oj=1_
zMzd3sobWh3e|hd27`8CKyn;u%w0h_E96lK@-&&jJrM<g)hxs6W>t=!TrbC6RM>rwM
zKRmrBh=DJW4f>ex!w13lY5$&LOAL?+<Shnh9ndWcQ1NJh1XE6TPJyxa|2p=N^kxuF
zqvaU$GJq89`owQl0sK#oLneTe96M^6)(x6g<K$6`rg6&WQmdvpn|Vpv9a_B$_tsUT
zHF_|xbZu7$ud!1zd5!(`j#kbDHEKK-ALVbVZS(Re{Vr#xm(v-2?t0`rdRvW7{!-TR
zG<V@4+ufQO%UYf708~v|od~~p*O45XB89YF)t*#HvTU(|pOAk0xHlD&{QW3u^9TKY
zdLX)VcyCbfP%!>hMAWtH9sFp29M5%lbmAnJ3gpHv<@1xc`I+(j9E;_|rP<jWo?_v~
z>?KiMa-*~~!zVa-`|gbbkNQ_{&z!)i!k1T0r^Lf%=MS-t^BuVuhlu8qANC6M=iU8w
zw~vqWhT}mWGqg7t!P+kQLw=u-Bd<T;_i_re7kKbqKRZ&`DsiVnUifyrF%wEcCDCKn
z^zi_k!d+)*J>UG;btD|sew_)`66wy>k=CveuwWjeEEc?(7F;azF8Z)e=x!P{;AuRx
z@{MZ2>v+LC9h%`*E8mL8s@0l2LJRAT<~E^)>uX#cV$|qt?S!E2YHaTm&t<i`JG;b(
z9qnBfKfTq}Y2oQDQo~X;le|im?h`6Kty%1O*Mk;SBSpX8ASD$K@8^_MvIjmMK>{*~
zTzGdNfK>QgcjE2cy?nCddnXQx0*B#K7e;u=&X45^6Z`-d^K*-=o%7S5&qIQ<lMAH<
zJmbiX@>R}4J$Pen<unF+7FT8uvc8&}9%n`1KY#HAt9|dO3-5O0sH125gJQwo8s6&{
z3%++>SdO~;0$ynDKp1)ZK7WX$m~NKj(<$DzYkhE1fGZ5>0Z!p*<!Vn(*?;rqpNTX8
z3M^}eYT@XS^Sr4=;YWImO|iU<w7fdhzt)<{xoBPMk?Bf;TnmZLwbeMBEv%yT8nLXM
z4RtN7tGim7+$_+R$J5q@#{nRPSZMt4NyQ5j^zVbj72|Q{S|8Fdu_{pLtc^rZqj=UA
z2>PH#Ng4%ZdgBNBb~8OP@11=2Z5|yxpSy^Xh@~@yg~e(9+Qj9RC03J@i?`-^Ax3YM
zmnJYcx>{ZxWrtz;+U<{6H7`$p{vKPIt5frDvj{HCj3w|0xyv8y7Atac;y_5O!+}##
zxgvdbH%pIC+m}oSliCn1OJEP#y=SDCeEu*j4!Tu#pqjWI=mDKTo~#!^HJ0Sfn<uVc
zn<R1P5HYsaeu!1r6RJZtlu_(Wgj($0M6T80s5Ow!*skk!O#aTs#->&#w%gs>fy;Du
z*k@wsLV&h|)w2mv+)f7(e;6rJ`;9Sjhyp}b*fcFgHzU&9)BZp)6VC<1d&5DjLnM7L
z!S-bT`=^GOEGNb;jWfmaGjnrnsOGQUUI2Nsmv4N%1Uj9$arbj3^Si6JRxV<YEUhe`
z$DnuZ>fA|Y{MF?gXVv=VmoD@(br(-Z1a-3uhk{H~-{8z1so?fcgdpOv(*eI!aFId3
zP=mfuzt1PkL0~UDuO6^`w|$V9zj!bqN&DunLk>rs$Wo`^$c;DfJ&CpU+L~Ho^M4Jc
zVbnJ=7hA0@o(|?&kMRA{<PDq!io+Sk3CeL(v^QX3uRzyl(=tJ}J{%{j5eoQ`9v$r6
z6XsmkXnJ2F&fGS5bZC&hw9$!Cu2@)ESS>7IFn4urUYLxlcjnlLoW6N$_7Vn1?yX%G
zRQz&nlBpOe-I_kdRJ?U<iC4wHa;?CZ@XfA##Ki)+<paV2@|{_T3l{Z#I2REPknhk$
zH_T-0WYtAhqu2Jc_Q?5yZ?o79`U5GOT{I@$n?HvGAF6i{+qP(<i8W8H!%0;85mBwv
z&|3ua?P?J2nb%`NA4e%VF2JWafs*JGK*|`1gX`EeB1YrR0AA@$c$0L^5E<lLZ#W{z
z_I5lSPhxO>aCneqb8d8eOc>ai#aX6S?&=EjUhd-UoAXSh?7e$}NcNXs=f^R~+`GHX
z#NJb0yU7XMp*ySB-eR(?E?wRWYTcL}7tH6sHhWSScz<F3uwX-fc8+cE($Gw=<UZg2
z$)F@^e3ZS)9a_D4n~|r6k^HWO6S-Xut+t_|p)cprYwCr(8qOBs_LxnQWbK|V_Go<o
z<Y60JJb`^DZdf9^^4JLqwlbUvk_(Y*5`fK)g(E#2@C+prY1UR}j}Cso(ZcxnS>Z@d
zE?-`r;*g+RVj5-h<;pak`dsPn&$1dEzW2>F7V3TXzFOs@_ugH*&9sW#TVCU+AzYrm
zGbos@u*`vp|LP2kS2Q=bFeIuz{S)&U;VAh(F7*9fviyzfhi25H{rW7Erk(=xbIs)U
z*URjLR%flTOM&V(H<)b-!p>v1cS?LxUsv%i`EgfC&_)vP2S|YlV1b-J5D54cxJxh?
z@T<n0VQ#{g3x`6%poBMw6U9_*|GVjU=8!z@<M)qz^s$_um>j<}CFiG>SLUYWeBnlU
zaZ+IltlnEx%{52vd^x9@I(~5X%Y|_{fAs6S*HoeVJKx+{o09YWU*GuZqMYATzEM`q
zA-iv`E*(@D1Pd$UeG0E*a^^%2&Hsj)Z~hA8bZIv-=jt6=jV|$8n`>*F4U&o;qpsOh
zz<y?PTZaM&>}a)iAd9_SJD8Y$zgGcw5(j_A2`C&SXrN$_eq_JlcyGA3Pk}}z;{ET+
z6O0@g_~48}JRCWd&&&BsGgDWm)%?xRmlWdRM5#10F6S?O@%7Av`u<nziwYxo^g-p8
z0?+*Dn{V#U$@v3cu77b!&c|*(xN%&8PtM<*M<?OGMX5JGB$??CIW`N3CLClm8!5c3
zt8LuH!q{BzZf6;6ZRxPsc(xVGWFCDMMYixje4K-YozR6u7MzCqm_QJ^zK4j?4WB3(
z4o6}*%X@vh_i;d%J)Ajtj^*&|@TD9p{ke-XEQfib0jsgeJNFh@MdiPEAZDiSt$#kl
z`s|xOyv-VJ<eNVfG2Y3$>$l-w{_Q7wb1+m>{WOtlAQo`mqsMa9I_etn?e==T3C1k#
zZ6VW@^LflJFK*P|)$SE;3Y`4n6fjH9qM9?23j~6G82wNfdET*bDAI=`2BMKPi+lD^
z%H|+5cWUVDS-$Pu`8+G#ON+Df!uP#-YZ3RKEtJ=<vTFGH_diGVQSRZbd8p36d;32@
z`cBA61kN>)nyi1nsW07HYm>v$;N0b5ljL<7ZJoly^0>N00O+&CLo8vDgwIZ{%s+((
zL-zPiEC*%{z(?8}>K4Z2!0z6?Y#={OMfV?OtMX1}m{r}S)5p%S7M#wHUuNRZFD)%B
zVz97My0-M&G=Fo59qi)MWT-(aq|>_LZ0=k0=nlgrj05TSUGRcK7CfppB5ur8T}kE`
zGK-xs&|W*1Oa}theeql`-E9bWn+S(`cth*(p59nL2B%Wd1MDVE9^U^xv(v%{N6*iE
z=azoSFZ=c4A8{H-wnlRrKW`=v-C5J<Vv^B4xkPy7bv3d_o^IO(43|#R{uxEkR-0FN
zsuVfFQ_cGQK8`!P$r0xbw7tX~Ov+4mu$N;NyEhzt>pQpd<|(qnbEpq;e%R8NrceJ<
zJlBTgeXvuf(*ffb%{Az*HW3i)YV^nzZgY2vu+3|ASg?Z>m04noCLQqEzl`U?bX&pV
zcdq&7rt7ahrQqf66{PK*12fhALTCgxncZfoDcZ>Lx}~P*a5Z|`<b0QBS4XEZI2|6#
z`&$}>f1Z&k>37-JW8{(lD3NO<AE@Dhi)4<7-11#AKu3oh#p{Xh&i{Y+^Cx1{_WuD;
zO9KQH000080OxDhS^?Fr_`Wd!0EANj00#g705C5yFEB4K?R<@M9Orr8``#@+76h;h
zfFOCm-7P?Z0Pc48_8`f!E)t0s<VmuUIMA1s+Od72O)Hiq5~ROs*|o5sXeEl{<dE2n
znNHK7VLD-*SY}f<wiAm>niEG!oQ@{r)^0PMDsyRyY3vl8&a`xGp}*hrF5Otxe~@a1
z!rk8P`|-Tb$M5;tf}SlXHK>$w)cJ>$I)G3A^j4+*vZj>pXcZ`}76R9(X5g-?g>~h+
zj^n5mTy%_Ttl=x3ct#!WIIiQmN7cMG%FFb7I@;0N$<$&;<1a2QCJvs60&R4tOfk?e
z$i4WkYU{jND|JrIdqypJs#xprDLh{f+*H*&3Tx5$fT1G{ja6-^g+%L2MR+3dl&*I;
zp|gw2%1KqM3))*(^Z1fE4KH;Pj*2y;#Sla4C~+0;N?dIQ>w!)O!$2#SgT-qO_Ts3k
zg#`{BILeK^bfAIf>z*3q4vKQ0mk!2U!T>(?N4lWAD~0(rRno>OVZUoH_AZ{ikEH6{
zc<#pKmvE`m>u#G(Y`C*^qSce1@TI%CtQOYP=GOI|{nYB7==C_lc5l1alH0a7d#!B)
zLTq-ol{%*8JKf$+w+ni&E7fh;j|Jm+rVoo8h&<&co*9a<;1HWuK9`NlW)DArXsM39
zYz%}cobs|!ZV>m5;m2%Glz`Y?h_8v4sxVN?ydV2Dx&ca!hhC=e;5Z&E;ErMZ*pI;`
zLeCW9z*YUxx~sHyah`+oo*Ku4_}%as{_O|pootZg!;?Oixi|8z_JRJU54Ri$6YUx&
z^wLtp%Sut8%)Xe!U3Ng+r<7X~;%>b>rhJfQvEw@@FAI%&t*)^I>~+;<51%?}vwgi~
z$TnWI)@p5mnj55MZ=2LyTy6Jy+dPi#mg#nRK=?n7NQFs@1og~F;${1A%8u#_wH^YW
zE#iyW0~+|)!DItsP>Q^45PXvL)p&E@W`kfBkR#iVTRf0x5T8NsT`vNofl8pQ#s+5^
zp4OlN$&aJTMzP^O9G!>9`z%${0<I5R(yMd;<9PA91IYk&uMNzDlM504M~3W=6UWU0
zemwwUW(V-pU@X#+&eS^^@~P7T#LzWE<X@R!OrM+gcELIuAh25WGACYtTsx(b2xG^;
ze(C&uq)Y3i+KtQnu-R>Ik~f!yAHz;p^)`k2pzfxnez(;Y>aVHoR+nV0ul2UuP!q?Y
zCbqZDcH6S;_I9tGf9&E!cpzTZ4;Co>4pt62fG)~wdMQ{sTZ+kDUOHxXr1s!AM!mGS
z2#&E7R?T=FYzIZA3L1Pj(eSPYIGW)loE82yp-R+24BLpoY9kG3H3+n@WhD}|V+u7-
zl|k^?e6k=W-*=!7TsLzTAy`<^-q;GmD0v-(&t~w!j7KEwEa$<$frNr5r@9V)2dB<N
zoo_l$X)Y@+cIIB5JAYn?`O=#&-yr{WYsOM>bF-CGu?H%eWook)nYY{Pwr(<SYg?GM
z+iP!I<<Q=2Z(D+cj%{K5ZO|S!iRfh%J2F_K>6v}l^8!9kgR`q);H2}-K(7}T^p#mp
zB;`m$q}~O~VI$zU*b1+Ln5x-RvU!os2~cf3)+>RR6>F3*XwYeFeiWO(6X#K;z~jEX
z_&kA`seUG6(N1X<Vt)%(u?THd#I;$_Fg--gU~UoS1OwyfO;E#!8BDl@$p;|=**#$}
z2X(goq60MnA?Tm)+<4g?+Yx%6JiBp1NOQp$s}pv5##p7gxt(i=R&QHa7&L9Qy1Xsf
zZe>XnY?HIhOs&%<XDVIe^%>9$%HQ09RaZy}FysIg3KkVLyp2iNBiJU2mX}o;3D~cK
zP0?n|3zvAN3{nq+8y+CXc-Y=l46AZ~v`i&QqcRy&<wj7T<4q5nBYSf&FD+x%B4&r0
zFe6qSn54lI#H=o?U{S1K9FhK>TEs0QAUT9v4aFUpG3{Q_3p&+a_5jXE#jCuODcV<P
z1W-YxKSk?_mHmii*z}G#FzUXjvk6Q8K&lrzCoZ|Oq8&|5UDy(RIoI2<{JPWHvGnbk
z)=n<}n=NC_7mSvrZ@Z;t!cM#0YHz1_9Dm!qPAdxT?Y7&%7CP+{UV-+Ky=E0!*K{;W
zfDEY2z?|R{ST68lH4fD7TSa{JGc$TXc?ER{7ONo|f;J~z1x@b4Fjag8+ZmE`4}POg
zfLd4mm}(D5*@XJ2Mxv3`7|7pWC!Ju|V&OQ4Cv9llG&F=;!^u%Fa6ui!=;QdT6G)2(
zk~)s>esAEgHhXx2Fb!kY+Uk{Y{l~II?r47)m~4O4>EU=zepwxU7OGL5bY9*X<t^3D
zPV1?cw(n3gPC-3lRJ*(5+3P*CWlVm(YmC{<ufytX_P&3;)oSI}+pX4i*IrMywv~S>
z=%&s3BU{_s?e@QwTSTGJLK&Ky84zYKO$}+^gdEqgSHS>v*y&gZkhxGPK4`A>8#u&4
zi06}FZxAmV=RUpfsDlMq>(q&<X|1ZnX_^3}4#~~dpk+Qz@h%uEQ>N|0*(6xT7-k|>
z3u1E5gnS%iY(!QAEemuYe{fXjAT`7h0B#6I`I`?cr+`qd%tY@5W^^6>^8;AsY+%w5
z6bI9v{D?XPIPuVllJ2&LxrbSRu%#1QciQXbr5CqNe!aJIa>v-~K}-3~vDS~uDR!Vr
zTHPb+u$Oh3$yV1S;X`deimjiw&$Zj#t+svcCQ$TLB_4C03G|;>vN^^P%df8u-{jsj
zjtOlY{ZVyTXMK1wq!a^kk%NMqgFtYQBLzlyf#(t|fx9h1(kaaHMhZ$y$oD|VQ-fkL
zcY?Y@;OevZok#KGIIs$SJqe^eT=UX<a=S{j(7+i_;*9kfTqF1%1?`LA1|`_TQvNKc
z4t<ljZu%gO^;TRuSof9>z|t+P-xsc_i%^N?yYAel$l5j6d7vk}9dvdcFSSmz)NHY!
z-n8RiR6F_g&CQLAJNfnA#m$|~{CaoCfTQho5WTl;uY1{ABj{$(gz0iU+1knyO9Eo?
zY!6VXdP6v-kB@qH6auh6I41#)B$GFZUK4MlFC5qB6O6UsWp_q`Xs`BLSZpd(v=H{<
zlVY$$@$l~))IGo+X_eu7hBM&3<}|SiG|F9;Jc8e%y6~=RRzSZss1<1NtPz4_8Q`B8
zqrHns#@l!k&~^rMn7$XrrCA4(Q1n?K4OtUc-8k^Gfv9sI*te7pK@V#^cb<Cq0sqC5
zqK9{S-5Wbr51)8x$9`(<Y+tl?ZfEDBbt6E|O=@yjIVj$4s|$6!n6%red7`t`-fnMY
z#9#x$tsvsV)C$-rObQn39sN|Ov#NKjS|^>L9G=DEnz8<h_I3;N`sitoh=V$X90L~u
zw?L_+hMF|;tQ!G-bwSTL47(9ik<0HeJml07k$5lrIIcjgq@$34K?}x=FyARpJ;q5v
z;aVinA^i!Ak`Q&@8U?-)An~)J%AtDa>H<}Er|J+Q?*(^(Sd$iTMVw9o2tlPi-!acw
zFYN54jU0eI*WM(mSZkT<JDWNAc7P|~lN!^El3q{!A|Zkp>__8HyVu@QD|%sd3l>el
z^p9ehpdFD=hJVY8G{HFHAk<ffy;t<S&NNsNi=1tU0T*?bJ_3D~74Yp*Y;CCFt>Bl8
zBv8+Ta3K%RQz?B{byv6!z(H@|oHI`fQatA)0bDEnknI`pCHxH24_P+Av+5w$^EO&D
zoX}oq_!Ra~y#qghyR(Pz^dz}*HR=HK`hMoXXZBTrPxJV`)Zo`4(AQAu-X8^BGZ%GE
z!1cba3X7dBt*=|C@YK?YHd*xg%9e#<o7)$@4;3~q=1|P+n4Cp7dpQ*Asn127?&kJ3
z(XOYuac670wMB#gXw($Vmk!pwE5niAsCY*-e3v8M3e?k8qMljkuOTpDftDSjH+m}f
z8Srl=(d{vaJWioVeR0~m0?~e&pndEXFN4Tt#G(^1VW>RBpa7+v+)4qiKy&&bl^>Y%
z7|!kOa3iv}hVqL7g!I*~Q^rXvb)JNLCkg38>iZXI!-5jAHLMjx8fqOk_#s>~-*Eu6
zpy`WIr{uZ}bu4z2cJv%+d0FW>B}6Ux=fw-#x!S$3DOWCE-n7tnld6&-h8;`NPHSfe
zKn&vD-AwO?qt@$nyD7O6oU^rU49;-B_yFGSXr%QjfPPJHJng*zw$#Jc7XbC{(slg@
zo_7ocHh&m<*VOy;9!(SGrT2q1i{hv0bN)@kFNPg>Dmz0*3TJf*r_hF*pbH<j&t*<i
zJTe7cEa3lM>tJMWgW}H0;7R&X#-~g}H3+!nKm_OX*luB@A{Isfn(nxzlJ9=knJXIT
zc|*0^5ZZd;z>J3vYfx0bk#o;Lv!?$zOlIBmH^ZdsK#-Q5>$UGHYpBfir%tqU!(+NF
zbul+Qo7*RLZW=0*chg=^S_Xto0L5k+!FJlL1?}wDqomzc{uACSURc0_%m`?j6o(7M
z1;mtN&beRnKCEU1BmG=VsQIv_)&B&?p9%D}w_A;wVT-%;dVU4FSYf;ckoT3@n!Z-`
z7{k)(02v8;G<!pgstZF}CJ~bQnCRG~_a&KV%qh+kETj?jN&u^F!-Ma~neG?ifOyk2
z<Ef1EbgVg5?@h$;D;@!LLlvUoi~qe`Uxj*b|G=5k%D>z9OMXru9LJn*2}GoLPs#WF
zRY9AHQ!+a2IJnpOkcF!b#?Th7CUb5IS-9xBj(_u4n7eP@1i7Ws#f_Vw`22m&O^|Em
zE_82#VnAYJz7Lko&gTCE%bPuW-OIW$R7`5Z4jkn6_7~(1sK{7vl$|%q8PGqo-1dP`
z;sJ`FK;>YGn}=DtG8F0b9za<-sNaYJwGOj>v>IvkA!u@ZyrZtOVS3U+RpX!Xp1w8I
z#`mri0IwcO^fR7!qi+Ue0ubT6^ImqoA+E=jeIU27N{i_H8WBUkjnNS%&<j%Uz|o9Z
z`)ov!z>mqidIFt28uFAF!Sfr*T#48nYv8A`+N$<TCDqTrzE3q}&ensa<y!&TUWET*
zu23ysfaCXOs^#9LmtVBn+qAFGiCWn?p{&L+rY9OF!R51Irv+uxqS^wgAjYV}|FEG-
za-&6ORj6;jE<lq3z~yqJcYSzaxHJOnsFxY(`C5ar@0mZvzx%NAf7z7CYsx?kw9N}7
zhPp*u;-`x>t@@x1LL%+&_02(ndRK8e*{$(GNR<z=9`@A37^T?+il~cr%4QmJMCM>@
ztr~%xI@a(Cj5-d|ZH8;T49{A*>1pb32SAqrY&ZR9VF$|EceqiozwZh-oCy=ZBtrtA
zfZRYHezeSJkFF=GWXJ$BQSemeMjZqAaY@0ezFb<eF~?qSr6ti}bKyc4#H=OVmU*e3
zz{R^9c1*9kxk*@Nt~NTYwvAxsP#lzU8{V;DaohuyF|Jo90OgOr!-!ai*noS{%Ja-@
zC^k)rs|Q<Jn5kR5^=Ht}PY58<1#(fL;A?Sp4vy(-@Ad9f2T5SisZi__R!tv_z3-};
z^R)KbDn~UdIL2Rz83N^D6^?7m)bOdzGAMrl{K+sK5y^w01X9!zWARI5S5nOdFj@ss
zOS%Z^mcXdX5+i8j9MnikrF4c~>A^@4EYybvgj(!e0w{5WJDrmIGCy1}Z6y}63r4;m
z)a`E9gx<h#o7Q-m?M-s<YOmK8y0?1SPAKe<z8n7<ILv|2#v4b){Q<(-XjqJzRvUtq
zw4odDXAF}UL#=-dDgku37Yn=rowDS;;>;6!f~bt%;E<lkV**zJmo<)cqT#J~LcKBu
zj91g=`mAGp$YcEL*zs6g6Jizv8~9OGE8I2i?P?4*053*`4>1{{|I{k?>^hVdX*@(1
zh|v3A;h=v#!IuP@!DYaf?CalI5MS3VL0enHAbOpu#qKvd%RBv&d#AQuEImoboM1A+
z00BLf4n_~1cTf6H4U5(3IAfcSpU++BHf*YM)3r7&wVhwzG21&k`SqPmK#-d*_vVSs
z&D=hz{zl+j1xGW6Dtdrn!@r0{_6-9EpAiNJ4d0Cme`Bqey7Cz)Fz7E=f2k-igfftQ
zoT!1$axC%p6rfNdjm&N^%%L1SzCu?8-pMHOPD5Yytv^052<R0hX1op3@C?AE`dk3I
z1FLPk9wRTtHt0qd=94jlmeD$VUuMOw>G_U>k1lnjtIbTFM0qe`T+a2GO7NX*MnE8y
zP#ly@4h}m&jK12?3tsxpIMIG~f9NeAkJi)!u5t7$5;MQpezCN)%$(eH|K!DQQcJJB
z1fOKi20l%z*XGPSn<;#i)|Og=qVk~>_JatYB1QuZU|g0fP*HmQo1`CblHRpxFPcOz
z`z@QDFc+XP1K@%t*zhg%4F5yK#F`5A#smx+kvT@1B%VvWD|caJ`mbl{I)X6!Vtq_W
zblu#Z<l3pO&uL~;tYHXnH$$Avb|m<B4(cS4AS+0E9TZX*?Lj-~`{}^P>r6xX@Op~#
zaQb`+MSv|!YL-sm62AMe3LWTL-%Xjban(fFQLbjzPbMV}afq{*{g*G&TwOPgVrr>#
zvDG_qQFO?re?o9~Z&O{g#;<kJP-9@fYhL;`toV~aOmB;YI#(g$26RY21`Pq&00rQs
z|BgN`IGF*mFOYH`BfJ0&=I5eBJK23ia&O5YACBWn5{rLl)RUgNC(`H2-Yfm^6K@lm
zT~#(32U;x`!opSJg+=e^KMxD3(t~8%Iq#^p22vFw{fsZ14D~5NYBv>+=IvPLFEg>G
ztSW-yeaJ@G1S<R&d_Et8H`Cd$<HHvESplpHrw7_v(YhV$3&(WvkR*;)-T=oQ4%e5W
zb#-ahv02<zr+fJly}y&~cJHLswckA15`DY_MI*G_^v#Z?<>|m#VZ<BEqC$+nek9cC
zrzNdmJ|&T0FZ~yZw<0^kDt{06EpY8`#*bfsBdX^`-`b?y_wo!5`~WAtjr9HfNCGxA
zTIyqPT7a9>IoyHIDeqje#ISJ&@P2^?dmayb9*)tQy%*g10vz>YV|8r(R;&S9dE+-5
z`kK;1xhr%FS(77tzM03(KF?TXx<uanH(?;4*=*8wG2{2HW&p3fMy#%{74rb#s(#?4
zb41O*m%hlBy6)Ooqob~GmyW2zAH&sl?~6CC=0N*0@Z06wLuswFO&&4>IhmtjzNIcU
z#QXy$bE-_MW}goUV%k_iqhY1Ik82%=*2(@FtG{3awpqYjqI!MET<51F>q!@w>nwx<
z#0-6mha~I@QbN|V+hT8hZ>Y2PdmkJK`k{bdxJNYSh6|-I8i|Tk^x}?V^1-I30mjrl
z4eu(G!1puUo0UVc^YBdcGpfH^#BM4!c1);1_58jVZ0C8m>k4K7!B^-o0`t0>9!q*m
zVn{{s<}=0q`?baLBX#@*44yl#!u8Fa>tIlIH#qdhOG=#UrS939FDWzM-{~y_^r|kr
z?Ur!nz!Ho`&FbxD!|EoQdotpYn2G8(=4~@>+7R|N-{3amH3m-{b+x!4TOwM^{(`#f
z8?nVQf6Ryul<<QQ3~ELvdas3K*BYS9>oC}xfDj(=UMS96dn~qjNw$+d8%b0wTNQ@a
zS3T_(Y-kuT8tfjEotN?BA-diTZ{rXS+QEY#Yrsz#hgCbilsh$;^!yW^Vcuf^DmiDx
zi{6(H)`ShOUVKW}aBg*OqdRw$&Vjpi@y11)wjDeB#qI?$L269xNHS84t-#<T@fuVI
z;K>TjSd+T%t9gV={LJ5qY0p`a5r|l`&_iM;pQeUCMFxBiGl#sN!KU<A8SraZv`#(&
zVkg$hzD27}I;wu$@g@vA8;M+J;4gLZRN!3ud?<lRJ?kAEoY!W>yGlC#572H+KbJ?}
zAIAfaGT)Pi*3@uTy>gF@y{RXpq6EN+j%_-}FmN>HIAg_+=T4(Qge5G!hQFU(e*9AD
zk5qm2Lia_VY^JZ*F4&~__4AjuUb3Ie$rqJmy*-;&RRNQW7@CO^7=Ub)a!7S29LTJ!
zTDAo*V8MX-W?U)Qu&SAp1fN8c+?76z$|&hrBxXg?qraQE6y_h*8T?Qeq%Mxchw=A4
zkj({r{z;p<CY3jC0sX;0;415L{+uKhsy5k}{ZBB_0OtJN#5;FeBve;S1u!LcFrs}2
zu|bR7rC{l3v33^h)OzuYI_D?z+=W@;r=|9G?YiYB<LftfiTShj#`m)gA}>Qy3nG9}
z;y#~>az=}#Od$I$g2K~*pB=@LnYPy;kqLz`$NFJzRT1QTfMHHB;_{_%T>%-uT3zjj
zh>}n&!btG<5$mF)KOIWkTTKvK=wqSqUP_6&9e3`<=SAq&zM4d64a+X5roIx@)?5vn
zsdOJpq|QcT`rNH7L;|x@aWwcdfXg+yMt4B$n2(=pcu)Jgjn(e#k}`$GjxskGDqURl
z&74m&di7#=i`vRd`?%@PLPLW9Z>L77M0E2Z2~2CABBCslGn$NwM^aOgJ`4TvEYwOt
zf{slafM<P!hLv~IU#&CE0lo1bBQlSxQ^qPs;@l>_4&<FogbB<FW`75D2GumKzYl~e
z5VBG!_JhUVg&*Dxr3t#EgBH|5RRQ5XLQXvdDOKhzI2PQ;2rC2qS&11zJU@;tE#dR;
zQINhJl$M)7Z2pUn>w9&rv*FyZfr!UXp1eFKJTgH$1c8-G3wmS=Sfzw(u)@<)yZ}N#
z=a?k7&XTzu%=MnY1G;rgPmHk~WDnJk)r+_U=1*4=R>XLECS*p$7KyZKc<xYaW#C<q
zmdCK~2l4mYcwoFCg(uk<#$BY7VoS<8%nbWX!m;Sdh}=a?>VQPI(_aI&W>#f455}dp
zMvQTSTIu^R(mSxRl@L^ck)8Q=a{Z|lKU!{`f9g5Spn<>9l3FFkq(vsyJo<j>f5imx
zfF3O3_;K<B*sW5RqjlBMoH;1X2e^BfcE)TaYRYqWnRjVOl$W86bQQxN67Wr5@tw@2
z;W+(tno)Lsk}XNVi?tE`F;nNz+p3T0jCX<U;+nuPvj{<D7C*ZmrrS})(3aORN&1sm
z_dOswaRzHg7~z_T^~z!I>5+MWTsRZJgx`t1Wf)rR|E>3BU8iDs{L&>i$4mM;93S8%
zy<EWLEGXDV1$i2K)~t)_XPwG0ma~AB{(CHb^~{+6$6`R?cKN=GXAA4(8c>FX0kkGJ
zPEij9z8Z>zVTD7ODBnZob|TR$4ugXk#ehlEr9`UjTq*r%Hmxi$TuV3M5betVAuMdZ
z8e|^kZanh=+PV3>x)7qC9%$I`;jE1WX84U2Uyhk#g-kJSGnhIuWJAZ<BukCfRb4E^
z(-U<K+bafr!Q1dCRlmJDd-CPEKU9bAr*T*R#8pz^x%+qi``>Gh?kf~k|HwjTa%^&9
zFRfR3da7EXA}SpymqiS#rTx<tv0|0d{<8g4p2n{X8%~v{^4q2=<?<B0tIG70ty`Qf
zSEr|iUkS8-VCoy4K~->y10#!_(kP~unak65=IK(!4q2JnUoJ~wR0aICTrQVbAj&B@
zQBt1Dyjn2DV9j*Z_+e+dTAo%Kp5_lu_65*uI9eYC4lgQo4^~#*Gi2w)S}WW~!rere
zxm=OTD@;|X$jsA_5KK8eJ)MdJ(@3T`S1?5<beihr2PgYtP`HZ8CX^~VcCyNzzKKcM
z*Zyk7?yFL+<a8`gRjT;J^4PM#tLgHzB`EE3Fr9kg+SF8KYD!&I3*2k8I)&Aw0zH0k
zUWfBeDplyaId8!~AoGq_t1@r7TCP^@ycL}Cvdyyv<%~!amW6z$X5J&V_tm5KbMymB
zfy-p{>X05OarCK?vWy;7AT~+0%nHQm3Z|0yGPz>fPW0cg8^8YQfyHAjfkOw$4AlX(
zXG*wlaQfz&OZl3otJP{H|5V|r)v@wN>tMn1)HF{mC}qKEYOqde3je7eVg#8iIDr4H
zI?64*ffMd^rgD;0CuO2Um6iYG8t4ONy2_P9vzC-;bjnjDvF4qrsp-<xYcuv2gFX-{
z*x&Y}^{Q3_pxCpd)@Y$rW&E*H@dNI!98}2ciyiKY9N6K6+&VV38cF`soT(+H5*7Sw
zv00Jx>}}tVdBE6{`8@r4QsyZi*i)r2R;L0hOPEJEOz2pVBQY}xIJiTFFKTX$WGg|D
z{Ez@K2OaqBGf}4u{u;XngsT*kFB>S24OXgLcQrjjKoxVUN;!j2K~f$CSN)=`p#xCC
z!Awt;%nwa)BXIRdv`#h{%GpaPR~W%{O2P<9Why-ruT}yP(4Y)Q6^l0s$d%L*FhKeQ
zMlYA9p4RiP8vXxx2Fsr?%_J#K{LIMWdbOy>D^^EUCx$Ee!Aw`BrU4vMHZxH&U12U2
z!Z<xmPRj0Y1XIMBuUa{`6%4HqGR>S`9~vmZ-B({#hoQU<2tRr0qj{QRripdFB0-vj
zEB62HK)ZK{(N8}Y2VQERia==ptDtYSSoF#aSx<~-DGsz+sa7SqdnVzHUe@K`5Xbz3
z<9*1Eht-WcXXW6Wy)xdQJHhcf2TBzyxK(vI#{bT8j4jMuo~}$was9M<`PF>4`z23p
z#vQ0PH83!W)7Q>`*p2GQ_&yFBOlO}9x!(?yait<vCNG00XeYSrR}J?a&tSN5Xzl)c
zG2C?Dusbfp?VH*^EnH<@4zX#d$&_r3VOT81;Qgyc+P#w{G##(dubrR4P*Y?3hdiqG
zYSpaC5TsizsIX}2KqWo<Y7M%(`;nxekHL<(qmzZgS24!ka@ijdCa;Qd!(f%nV6bwj
zT6vA#?0(ccb|OlK$G&p5-svls-NJyk*cq?P9uUv4T$u|*)~n^9O0Ij2=dXD6RY<|`
zAC88})YS0@>Ye`T!sNgPp4wNvt14m3YUQrie*6!D!E2YJ<<kCvK^7^NqsgL({O~Lo
z-D<f*9~8aw8jtp0do)TW_pbQi>U3>?@eNpc-@=n+U!L3dBbTaFA3yZmmxH1)Q8M8x
z=zUcRCJTJ9P<v!r2<N}~Qg!Mz=ku0Lw5mpioB`~3|Ne2kqH3!LZ!PWNWA0lvW=pR%
z-S?6K2S>EJcWgx8=ha{g_cQ9=>A!1vX5VW*5a?YmTvfwEeQ&@-dnd;G*-B6hrb`pA
zb^q?spbz4|>W>W-p2JS`<mAN2Yu@;D;tuGoaCLm#8+g%s)sGtzpj~f99p&~97Cx$8
zt(5TJ6^O}#g=c?W`8!QG;M#Ak!Dn?PpaMtDmCOP|a8E9~t}m@JfF)A<!2AIKIlr+b
zM`=m^)EI^gE%pX@#W!7-^peryzQ#5PUyRpX0%4`j73S$#v9i4{ya`H)I|-q61GCsX
z2f#mm#40pp$;}&bRv7~md(U)-V_kfBzpf*g#$j2#?Ig+y4Br?>T2)*^|AfKQf%+O#
zuUH4Px9MZHR!apaE6mhq678pjyoh%=$ISgU{^9HvFs;(A)^MW}rC%u49wtd0aT5L#
zrsrEi0&V)~q72*cw-n3MHyp5?7!s8-dlK)OQ)7;jeI0I{UV`J^)wjqJDK<6Ltz+r3
zOx9+c%n*Fwu^Klq9<l%k)GY9<#yQ&<|2IzhPud^@8#0)|b@(Ck8EEzGhTutHjqoqb
zpp4AQB$v^dB~P*4WRM=b84Ht=oArgP9db))-{NY?XFf0NNGAtPn(sTMIcd)-FolrU
zd+g)rlbosv|6e}TS;nk2i@6k=vW$8h6nipH+k9K%0NLajj}c{75Wt1=#phvQo<WE`
zQZOiGxpH&rVy$B}TW36KU3F7x!uuVP4S)<2c<d0!;N*{M41Wl$c`&xwbQU?N`AB-q
zoM&Ch->hoTo{0BmjEG$~jMQab0u~>wF`LFn4PaAWLuw>SX@At2gJ6_Yagnt08B@uf
zx-t51dvNoD@U^y5=7V3Ca~5{;PoxjcjrQwnOujnA9uxQ@)dv4)p{8G%@l<n{e*8jS
zxy%^V6hp+=e*ik{2Phgj4f@zvW;!Ot8`8DK<RpuKn6VUQB-d$45PE82NkV!o?l56q
zAyTldGGri^4H%}tW+cXy$l%$4R1^MoK>z&V60^Twv;HC&B?{(jU8R(MCnY~UY~A;4
zhB-*zEqzBbol4(1dYIq+yhbK{eN31Cwulj@*M-s!17|iQgOcx9!ulm`Q?dS8&+&2A
z!MF1=M(I)FE?B9xkk=i#QO;whyljYJos#7hp&i@Bj=@uAZk+`LOu`4Os;yJ^%-YCH
zI)yR!l5%YMfwrRyEkRCpRk2r1NQJ!~<=NcB2uv(;1}A}=_Su<Yxk>dm^G9(ieR#B#
zm!dL$rt=DPKYG{!P25k63Qg2J?r+($1m{aq4kxkh1aj021HICW9@fxG`fH@&qnKxR
z&C8C&s}N5A&cdQ>)nMZENL?z5(-Fy2V~}zlm<ep++Cb-J$MWVbmyy3nN*+bFDp2uk
zOfq@tQW`FaI5ALc#`B6UJe&<Nph40PV9Mb-=+%fUJC2+JX)2@-#m5KJF<CXicELmx
zoh)K6qhpcH^$uVWAvs9B38Vigt{wrKzYd%L(b3Bz6dV>bS`h*f94SL)n37aTOKTFs
z6gyL6Or>lO##Zt{1*dPMdS@dY#yx;JhRN=4jU*o>7U2P#(t=vSw#YCTg3-II2(M`m
zlyhE8A)2p>2g|G`WvwiuH0*~uO5-(?NNthyhp;>Gpp_5Fhu@1QZ^x5$GK39^o7Y9w
zZis!lJI|xujcFcbq3D~aveiA|8cY#n;;Og6P3v<r-qV8lchA`R)D}y9C7zTgE?Iao
zn2@M>B>c3kEMev2;F@TOl+AH01;Kp`bSXw3NgiBNP22M&T|?9)4i6hUEoFP`W^PuO
zsoMz&4&-dWN-M`!k(i^Rep%W?<!O$FLQak*JxOd}I8I$2+juT}hdziEJeDW&3-LO2
zCGEF2Z~J*^E8#%dq5`#h+VYg}4hD?b!|)^q#*c4?_|4XBHKLnWDN)JIH*8Q&Lf7iY
z$Sq4eI9pjhlP7B`bsH}GG22SSzMmAMtH;>uleY?J+x3t_-poUx)R%y#B)wo*6Frd^
zt<mrfCYCcFkb*ntQ&N^XnS*qsS>?kFgU<+#VrZ_(yACq1IwMWOzqrem(dT8Oip=Qb
zMX#^7(Y@?LJj*Ag1Ii3j<TWlZak_C6*O`wCFHwI<ESo(_wk?llgvDQq9i&u(M`D1E
zlJ92+7H#4Dcp^Dl3FzO2e`B`ZT!PwM30u`z_S9$qW<Z(0+5o2E%I~lkM0MDI2OYxD
zD@(|Wk{upqdB2+rhV|q{J7#+%kBjF`o-t6nzvHQ+4a=`=!T^(zuW!}?s%eYh;6r+5
z07o=Q%v1u<8-`9igmaWye-g@asF+3uuc@zwF(tH{DdIsG`fS>EO-LBrNCMGI6Y$0;
zEYMstD5*gkhNdcDn;r{u^7=9_Bb`_U$g^c8v5%mPxt2R(=@c_#dFL;gov7p=p7P93
zF>{Bb^>^ifp8t#mki+awiEPX^WFI845KGEfTfr{AY_M+6{%shbhVP5k%BKZ}*sV@y
zte2pYTs!(ac9`RE>RhHf2lDn#{aH`#zo{xBp@3q^C?OPeAXDg_x~+KPMhmtYPeRxC
z*}bG7Kf8w2zC7RP?b0>)7O^K*@jT5+ge!Y!dog`YnhXPi0NF4D*V+CgFJHkr*=^@r
zn_&i@u)O0oEW^>9CivcGl?erkEf0ol0=>*Gy_7a<A(38awku>aHGvuI$b(W+bF8{l
zg}SxHPE#^a+3CpE$=-(JXO%xuky$3nG>rb=5(}#dnKjemcx05mz^+A)X4JX?%+ql3
z<ZcCxnYlDdWL`J6tM%+#0VIvjA_h{OYH=nH*K;uLoRDwQrZUv)Vi7~>ASwuZ*}@cB
z)3@VUF8s7K;(IFMgq&o7W(>^D{MaO;j>PGQ@dOP&xBU?4bnq0U@kiKe66PSwHhZZ-
zTYRK$9%lOPeBL(e-|%C^W)6%(3qX$eB@FV^De*}Z(+_Np9=3*s04puzb!-PBX_pZH
zWz4EW>0)1orU;<mu*!6#DF8}Z3h#`ihTYAc$ACY<1EF?H?9-&8@HX$9z^d-0<*kXu
zm2OPJIwvoA?vHXii6cHBU2Zqe@Qgk4qD|Wo=%j2JqIo_-Xm!RG8~59+O6KN(fU1<a
z@99`-Q`9$MPQY+x%9b6gC$P9r+TylM7K!7$EDW1hz<@Ra?WvPUThJ^!%yYJ8lDSfL
zg=KR@zCUg22AP&;o>0V@t?ulZ8hAo_F-3It@gZy}yZ^t5jH}<r2-JceWne$?DewyG
zc2p@(kyE<Lwzk#;`CnE&KhFXaaJ!4)N1Hr{+;w<Dc-FQaQBnyiU{Bd*u}Au3i5EiA
zV@w7LWj|7vCS$@$Rm`h%C>Z3=eK>)`fQlb!h&T(g5esw@0dMK;#AhUw9M@@j3%`MN
zPMsD`P}8BLfXyHfX9d@nY&EJF1v-W-H=wLcFo_Lb{YE4ji~W@%&CFp^9=#{!V6)*<
zM0YpQ!XJh3c>vckX6#3Dg+pinAxa5E`s)_@?Qd`y*!nL^l{oxdF%;}Z`<!5Es^{k;
zNkOx)3D^PBH)mC=_-gAgd71w$FZ%^taB_V!8RyO%3r0`bEGx@&9<$&{y_aTxD7T_R
zbt$`&_eVJS`#fk-#tC&k3#wWOpneb6eu~H2l;fiwr2MC>_rZyn%^b$uYduR9gDj8O
zZgMK>bRWT|?by%e&gKT9#yUKEx;#O9TA!7|csKh5U*$qSDP=ja)CV#N_O&E`tA(WY
zSK&GPM%Sd<l4i`8maNCw-9uU5XRCS5kteO!!_#8c^k;L!Tp%}NNss5Y=&tzYTNebS
ziOOe3H}9*2HWwQu!pR1PJN*C^W+;VLDzEC3%9@G1mF}BXmeLg}qW8t3>V(cSySty2
zXn<?J5_Npma-^e+_;ww4UuT6`+9W(-6$iG*V2+=Doi)7*fQ3g2n8fIgll=*69ww~A
z>*udau>LJM0J5qW4oaygSh@dLUh8r&$vx3Xx=m8b%O?O}ZpXMkk9!KIq})~<p;>Ul
z!jim^fbFV+tEpR9-RMZOn$!Za<WB-xEG%;3ysB<@_j%4p%;NJ+5Pl@@(9zi_E1hi(
zm8g*WL=Q@TyDdr{YpnA10qlZsSz^m%Wj4mb5*%+5<yuMSzLw_c|0nxG8HV@hScrJi
zTS`t#0WEc}YR6(m)kIzaK%IT0VGDZBuwDT^(B4LVpj59mQbN5<siUB&eU`b@J7a0*
zPw!)%i95{-a5MiLN2e9eaD*nY4j`sx8M7eL2LFK<9^`p4<nULx@^#v)!=S`NtWS~p
zZcJb2b1bA1TL`Di9I}ONzH|*uu+*Nir(PFHL{QWa%>v!nuT%CUbXJWl>LudfdmdtX
z0W3gU4aL`CZ!zC!z%BCq7cw`!lzkZHU??~$h5i5!lcQ|(kf-{$EYpo_k>;q>?X!Mm
ztijWDl^$E*(X8^FOE=?ZX&-w8!dl{L7Fe4@>>psjq+TP6U=)L4IKD*)J{IeJa5}fj
z>w)rWG_3!ajeXMCnYL}IRy6v<xt9G3>wI7<%HXD98{ClCj%PuH#O`jPfqXQ!#Xywl
zr(^q;A@)JjHF^-gv0r`IGVm_De5>-342b9`y%t3z^w+lHG?fV0U)h43bjDgkDUvxZ
zwUddjMeFdLBV)F<6QTz$I7ZQJ=bk@H-;Ot>2Sj~c?ttp#W??<K5k?}iKMSRf%$&%p
zSgBjt)k`3oHP|x`R>@7&Z#1Mhi=G+lkqLm=#4lbYH?_p}T3Zgy6*Z*W1zY2*Wt>y;
zYAwA!vmiDvo3U=FIYd8GDpRdd4pcTP5q~Kql5QuT8ZMJE`Z+9NKF3?Po`QU`64gyv
z!tYBhA#OfSQ8;GZOL)0LjPwEQs{)8{59I0su6ILu15Szkntld@oqZ^l7jE1H8CaM^
z<<uS)IojQ^OqC8Rt%z)s#(S3de9Sthn2HRlQpOEQ&Vqf(gi%X@KC0)nDMI;C+Z@Ci
zMxu4T>Om=0)Q2%~Q$irw!9-pj2JP1%X9*UhUH3^y^+AmKAlrBwxWKNo2OEh~qC}``
zSOCV&enRpX0_oE~YS>5<%e8Q>tgB6z@V#A^_k4JgXx*V3o(m#XG+j7iV8-$IFCb2a
zxGb?TypHWMKCW#QmRifv=&^?7k}>{mT8Fm4I4fUlLD){_qavVwW_;YIRH$2|2+33L
zx7=!2zxEK;@Fsc(I8p$DY&l`T$b!~X0$ooEc{94{tj^xV?*8*G!;(YLmSQFT#xrbn
z@@}?0kJcqrU?hx`E9(4(9_CRCN~A@1Ldrk`zR(9U`u->{CSjFR5-9aB&Sj486FU^z
zsb?|vV>U1%h@KILQP$eg3tI^V8ZbDMJ;=tONK|C@n5|T$h{~ZJvs0+$SVElYoedW8
z+w$p=Z_7JF(mkO_8GV7KxGJplN|U@<g&fQ604DQwBoa@n*oYOw)64ISv?_XcC5MZd
z@>bX+y+rAyX51?}7pF>@FXV6S89aSA-@Nq;1u4#F@u)0#=t)W?cK2yq_*tvmQ~3Yp
zk-Yqlj_N9VbR+woHVTH{U{0;{VaL8=r5Qi$Gfr|dB+mfo{ftJQhC+Xmkd4A7JpdG=
zk=z1xa*#&%n-+NzJiww(h6?zWmS?Q$RmZK9nlb2N>I`Ddg|=paxf+H>KUrsLffc6K
zIa0SqA^@72kI5}ch@$`cuVbkVR_~(v#2S8$c;hkr0K1lck@4x8z$oi;KNPVA0kbx2
zfZ3Ccq{ZjGluZKkasZ0V8?ms(y7gwMN@-jo9NAlA0Y}7t>2JiMquISI9ynmKIsszL
zoEAorcdJo55}QL&QDWdivK?V2f8oh^UOmm)?qZEEPzdB5KEC-t#J;Xy;ztGmD1^U)
zoA0+b3(e`wq`3aO*wx4KwC-@>hpX=X|9^iE|NF0&AO0^;O9KQH000080OxDhT0^=4
zQt5>N094xm00#g705C5yFEcMNRK0s}TW5AB_yGjpk9(nqB|bsOuq5yTyp-MDHr%%P
z!F~OJUo=~?9kd@;P(xCKqyd7|%7Gk7paYjpJ9b~hjum?C*yz2f8SHeYhr5+cac8>?
z^q^`AHOXW!`xh!zv*FhLW3ih~2K%U4Rwk`I=X~E~vQW2tb?*B-f9IU<`>xj$^fETU
z81u0Uf5q5I*xKD->~G?X{oIMgViv<+FT0m<7Kp`Iu*b_@vYbxL8Dol<1<aUZIW9eB
z#bRZbZdox$(Dj&A^k^@^zH;mZ+8c;5Z$yuE;O`~4iSs|QQ(iB-09!F@6pxrSEe9_4
zFwu3(s<EiTJ(?P;_jo_V15UvK@Dz`*P*2T!%5sK@7>IF?9&n1ju<2Ov0RIyUd6?%3
zcrHskmcm)ogdLVu5RYbAyf^YByo0rb2h5miBEd=zv00y&JvCmf4l06N?<NzH{4%$@
zrLv^k%_ifLo^1LPNtbR1n~tQ1Td^>gbXDC7?Fjlqu~bJ=GZw2_@@U5?m))bCO2vpt
zddufiTSN~mS>c0FOz`Z0u}+0}7St=9THl;mX>?fU2D{heW#=nlR;i58Ueih+gu~w@
z`q3>P((W_EJ1TE2vNJiRmYVSrZ5gRl%HZrQ@P-X)xn16B?XoR)#x#tefji9QLb{N~
zjdZ~(Sg^5JtyVdkGxr;`aTZuyuyBXjXzVu{xDmu3Zm^)in4lPfvbX2#Ik=%F)npPj
z0u~>RD12;QDUL-04ja*6LkEHeV(nP5n&)gFMk+B9QEH>}rW11<=JA{{QJFgM7M`M4
zd3-3W#~h|=x)m#qYH%GjVxoqDl7tnmMBz3{Bw#V0rh^8nnrX#4@YJ3#sL`>g?pVwp
zR%*whCU-b5GtXJmZ!`>gQpWRw72UGURC@NVUBYKKo24cz!N!tZO2D45X_cEQ@nWaN
zTRTYE+EGI+4jfH%OR8XcVlU7Aw1q~1_sDfpDQ3`NyW891COctf5#v*-j?uvlBh~H1
zaHA70H}Hv;ED%55q>&DXiSs@m+uFj7uo~Lo^sJ?LsV>e=H7d9Pd@Iw7wGIwiTu6uQ
zlXRBT@Z$`)Xg$VGn~afU=WaI|AZ*4SXQ!876YdlZG~j^SjP1jj_z1cE25htM!C8i3
zWP<d1e#h?@FKQ=kyDOwU9m&B<TQO8Kr8pb~x$!_0ja8|E@Ocm@vD&DvfMo}q+VP0#
zfXO=C3vy%;rRa$=ey_p;bKqF~a1;ycWvAAo!KJ+skft}PTMnO?qw7Y{H*{Ftdq%1C
zfH!~}Tel_W9fuw**;G|zcy8QR7(`K>HRE=vPQn0XXePx`U0|dz9^fY(Uj{oW(P80O
zIYt_?9opU|_Jfbz+9u;@JA1S%sj@nn0y@Zk&17loAY26cR%lnHBhw)7FiAHRV;z*L
z(M$=Q=rB86p_^NcSVL@u(-v7>&bPe<7LJD<s3CP1uaH2!#EnX-krFb8w<WziNT*vZ
ze2o45yQ6bCw!FN|mx&{Vbd~HoSFJXx4ZNUIRH9}T|A`M;#Vzq}`$Ahl_WN`j1An;T
z_wPBRS~mR9LKHqUuhh`Mr=z5JF^2Zcf?$iaDV-!<jDopO%>~NE84$h2JQ_&xG}<X2
zgTsmnm~-uZ(2)5EY=F=2@FQV}IiN+go;fh}o;h#|u}-YWP$yIkL=87R7csl4QzloD
z2!_-=v90RBLkpGUyo=hO;~cb;7+6lm<8fg$YMb87ir4F8>AOZHe1IFF?XB$)?b`B@
z-k5wpeU1)xN-8Nictpn_Znr|M5FNb34|ZGRBU2rVxEQm#WW%Oqm%?;9bK>C?Nv*;K
z<=~)kKxeUSY1Rj!)(%||1RSShQegRbmcn9DlrC?fup0aO`wii>m($C*Q7yoaTvXK}
z=?1FcBNa9gRf@AwGYBW_-$lNFGho7ejZDVKAcq{VV~02dQniKGt_|r5`!4W#4lFHJ
ze0WZ&>ELBqbU~?2!(HI#FtAy+5Cw5gYYLkN5%!@LpemvkfV`FBJm|)~=aga(9IDR;
zI;;oe_dU3-7yqGZAnhse)@5!vH7_u`?KFwU)#YG_++)JF1t)mdM!yz@xZCW~)5c1r
zl1;DDO_Ur}SdeO$P(^h$%rz|+V!n`wc=6p<n4GFTs4nAWI^8ZOcU$Si3?U(P+vg*$
zTB#Ok1FLk1`)15m8Hv*<sTHE6nsL?;F`*Hr$7zKdX%T>ZTOd!`I%ruT(!vB&>*#cV
zwfNRnQHx*{Pp4}XSs}LKL#M48m_vc{hzYK_3Rnq65db+Z%m?=Qf@XqAf-Cl%JsOl@
zAB1RRggfT&6YS_FyEZ9}G7lybf&10w!T$~e-^bu$vmi6L5jb3Mun>276bS5T5TXi%
zJ}pqL=|DXPr<|Gx3-rLDU~`~Q5J~wleEd_9oMjmRE4F$mRCh=;P1Y?FFY1G=Ap~+R
z&hiCekzlXHi*Biu6#7<<mzor!99FM)@d^o+PYQ1bcH0pixwX6Pqpj_&o!uSsVU7hB
zjEAY2Ajc4`cN`Ye%mY?o7FtNi=i8<$H&{c&PG(h@wBw{h0hhIzEsQK~$5MEAr^AFS
z(+vpD2tJq^@QF~^2n(gSok*w<KQLOFDJx7)9T;*p0_F)14FL<HR|IsZP)HY1Kb8TY
z;x)l!s#T$+R<+T9Ert8%^~Qd2LDTmewV<Z_M$x?N#Xx4!bLKXK;OggiX08j-l~i8g
zqaYJShX7uj0zjii6*d+{fbIY;hY0#8f*>6nZj=I~4o8oI!Fj-RYo{WCGP>My@qQ5Q
zQ?ScFuW+DR+z)~Gdtj|6Q4b&_$9NYUy$>*v6>OI%7;vXS?yzmC4mr`Xt#Y!oWV0C1
z%ra;<N6wcMEKVlO>Lrz;#a1U4Mq3WFK&?PTs?Uc9F8lNQst|sHv_N6L=#tt9hmmbz
zzS|<XRSafOkTYV;AsdX9Voem_Qbl#@gpX7sDFhj7bcA2DTEew%`L;x)W+^7nYYFfG
zy;9gZ5Wp5)7I}gL>!5`X3RV(bN-qofff&)V3LuQoSON0{V_byL#-m`nRWir`ySuFE
zEXZC2kjX)Cbr5+MC5LLn!LHEYB8Y_GL;}1ZJaqxg4E{X|R=Eh$7)OY64y3WPfLB*)
zFU={%AjMX|u)eTTJP`?WY92V^1$4YAjG)J&AlQ&*cAIh420(4vzQOT*dgLT4<q6yJ
zI4_eI1?*rGV1Wojp^w)~j4UNqkH<+~>2lH_sG_DDK8i~_Di|RJ{*ce2>(qUo<qS#1
zwgvQHpoL^sDi3i1j;t_cAAnO*mVi8rcgPkh$x6LUwvZ~Zgz#Do-YB6Ma;aDtfCRbJ
zgIysa=JSaN30PTR5w+b`6GDt2NAds`pU@xzhpk2t5m1#aL=f^8(Eo#3tVeXKTFhw#
zb*yjjmisJ7aKXbC6m~HT`)li(a(5|$Hk!#~K(2rvc-}AIBDXoAT!&3Z5IqU`%>sZa
zJ{KixB#5g-bwDeRLRfQRWvl1~eG2Mmgi7%qFh<B$oZ2~X#SESEu`tN<He6}|;7{>h
z@UWfQ55b(u91@-$0IT_6o8HrB@O_liQnQ-`5kNxJ<hlk~Yl$_{oVumB5NH|X$VEJ}
zyMk8@mL|$B+u5eHg@-}{R1PMcL_;{Gy}gof*#@|CJTGtn2wQKl+M<?oQYlERK&O|$
zi(=9MsMQfp+$bBRrZ^F_UM8NMR1+U2$2tuW67&`ZKIJ#22EMdxL1z3*a;vJ^PPEaj
z9)R^7kXr?YJQy*JMyi2=1Pl??3+Y-w)2oCQ3q=m8;_Z3mZb0+!*}(oUJ>;JO$YR18
z*e@0%xA!tAKK2ecX*-|K)7zIhcgloXqadk|qX0lm6qyKs4%4HQSSqzC5C!+^5bSPw
zPlJ#FznF+<ai16Bpcf>$4%-3rw!aT1Tg!qt5y<j%<aRR2;D5~9bK0z)3yJL7u6G%w
zX%^=(@-?w$Tp*n?lNJf~rxK+Sx0@n^i>0I?hJ4$EOm^`{UJP(5xwCw=K`H4HNSl+5
z8H}W7hQd5d#uHAb!!2Qu6>`}CK|39?)eZ!1qLiCXle}Uw*%5fF47n#gmr*gqBk%H7
zIxU^507@=iG~2e_rh@^}9FVW?6o(?9BaosHU~TM6gtN?w8i<p>2>7P}k+F_Y74$5y
zAJ0bu4a@;+FGf9{qVlNcJ`gJ-L5_ycx9z;0e~#)OfKLj*b@nAjwBG}_8NeK327Ks;
zAkVdVlpqk%Em|nbci@^Y5HyXIzuSXV6NT&Z5Fm@Ez#fl)ZN}lhkAY7Pfn9HbV=a0k
z=gVc=aYnpUaLMmkwk--S=l3%Swl51Yv2v&ENV-)nJ297TCmk;7;L6I}E!@Nb21$CO
zY;i-<)z(frB<U^Rj=Cf1Tdj0!N79!YtlXCLuGO&WK&O&g<@O(he+Znm4C7g<oh@yv
zJL)6szITCrhEcH$w~!Yz4hwvs02N8sK?5GvAcb{GB~eRzsT7B&mS^!8WIJ#cmeCBO
zQ=!7uv<bMj#UEsWUN3uP8{CSj3VIVzc}ddS?R?u7be*>VN1C0E)3M&7y-&jvROCrk
zW52pDPXd>{oR;)L!AhqEUEvE+9a2<X3p9$kNPrbVU#dkbqI@$O0i33=7sIdQF*E)5
z9z0hmLa=48Le5#{^OT{2b>BuC9R&r6U?~ZdP+_-FlRT&^7vZQSP!$%XDpcpK9&z7K
z;5z>d5tIinv52l8w2D0)c?G<5IcCxA%u<P$n(`HV<H13fAIWa4nH2OurRa~mVsN`$
zeo-)`V%J`TI1vZLB$)Dwr8bk2Wo9@W?xf@;x3;#_EkO^YYbz0x?Wo&3l9LU;Rh8!$
zrMOy_=TwYTr{i8L%~N4X-%Y1fF6l8)T33u9kXTI8I~~jDNIIp`hvH4DQoK(mliiYg
z8LMN-+dkc>7=|S8?1pwj?p;GWyY5vI@i=ppB;SUgq+<%RE9nNPsO4TBu5U;^0C1)k
zEViJ%g5|7bOYo#nL}BKm%3>MB$iOMQ7!5F1jOZBy3xYP>#Qx77x-z7@+%K-Iuvb8+
z{5d#x6f0BgL#!@-iJAb8-j9jWoAXMsh;X{L4j$rXkR_c0|33qW4)dblk7D6DFKUvA
z%R!#tX3Ex|`RHDDlG*NC8_PbH5pSXMdhH4A6@yi*%8PPu%#Jzo-7O9=-nETxlDqUW
z79w4GvXpcs)Jj`n*JiLtrMf(~tX50X^N`lsK=1Rigqkk+{Yah)l<!`c%drZ0iOw}P
z-S1^d$engWM{w_?nKGP)@ohne#6H%Q^iBuxo}^>-$&vJ=-Q*=nF9EW&U3ypLO-VN_
zr_+&i$RR5YN%!sS>}*T=L95j|ko0z`lxRzO9&jI*^xd7%j{BU30m<m$bAq-=I-v9Y
zeL)WtYCn$X%V}<504iS8l34d_{0BNPu&=YpQP3`?&MS|rk>Gx?$ATTFO)Qg87)33m
ze8q=9%2(b5Mfh{jlLhn%^P<$H%wZ8z;bTz@WD47WV_pY!jAM}+vaL>$YuGQzN2%b6
zury}zIn9hYb~#pqq^r)W2?7h}SYnyVLEK_xf-pwP=}<D%apHt!04SCSl$zaG$wtZ|
zPbLtbg&kEq_ZGKQQC(6)yA;1e>W-*mdh+=_%59tkV;IQ2zq{rgkfAEf8x0wHLZP&(
ziqHd~>8<(2j?=x#C_Gy+qg*@@J`dQcTNdHjjH^w%Bu};LOs%_7jyGd&RIJ3x#$h|7
z(`m?d#`$f~f$b5|0t)k*X8PM|p1;jPJ#6-rofpj^NJt>wJi<cw1Pn8R*xUv1QI7Sz
zXgO6eEfX!LKpNcj1@IJwwA=}qxm6H56`qS;XzT+x5&Hs---Q$v%Q1}`>=Z=8Cox4B
zb6Y#`N3?JPrP>1^I~AdV0%q?NpT)+8sB;%DQpZ8pFqFKEowUvp!iX8AHWMY^R9gpy
zI0ByJUQuG{@E{_XACpR;`-oY;?WI;xx74<~vV~;%tVUI~kP@X>J0a+h20jc>tCMuB
z-xfP#yv`l5Q}6QPB6z=8v)h$>jj|du<RyLK3Re%iQrqgTq#vYP=>thGS>cK$=u6<9
z(+?38c-g?VoFrEOt4p%Fv$gA9r4p`$!}2O+@QJe1rqq59BCKt79r;AI>NL6Rhn3W3
zQ})B^3}TJ!A(qR{jwO4D70!=q7Y@L2goV`foe)zXjDi#B+z{vbA!&2uxwfj>wmf&+
z$9||?s2G)wt18_tFUu=mz|#1>I7?3#ijZ=o(On=6vC^WmsW+;{uQd3Z&qkgA#c6yj
zx{+)F?4L(KN%ow~9`Qo?<^d4#Eck~d5G;pmk1G&Z(%=KQt}CAKoWfI4@*LCw3&ItK
z;EWVToq3^NkTd~4DPBUrF&lZg+imjlzw?QXqA{4aC3hSCW}zy%&Ml+s_A9MU*A)`r
zAjqLi-mUYP<a@GPKUA)=)#PsXGu?=#8g7@9?f87|)xx`6Ud`OuQQ4NHdor17+PyoZ
zqw=Yqs#KU%v_JzOxv6gNZf&_b+KCy4tD`Z@WU-fPh`oBuF8Z{WySA0=ie|3fZ1VqI
zgCw`q<?;%a)9tuj*G@O)RNSYu8mX|PhjzC^u6~1<x!aB1+v9s~mp0#4+qR@{;ZM>l
z0ApO<*<C7+ehvQoucM$E3@dN55xrWavd&h-L?5#M|9Z$dG~x@9m(g(qWhdIQ9QSs5
zNi81ND9jZ9Yl5Xp?RijwzeOBTgFsOW&7miOpiujzhBfjCHqDgUJe=Uc;?E1%ZU+R6
zz9!%lb%Y*f<mE(y)$4yLR3pUwK9AeVww<ObUk~!QPRDId$4W7`_3b$E*kS9t96w}J
zw;WfwE6heWCdu1Ai|@K#<AA9lN#AWi)Ry#i#d4aG-fpmr)JTQB5q&v@#W=~DP;0lf
zdnh?};OZAIcgyme0B4!V%K$z)hCIoEw5u#n!rHU@VBAi2-S+_1aa{2kG497MgT*^i
zc@7#@%2nA=XxnY%zubfv<#Nlg_Ke^|u8UIb_MwvaNc90zD0Oo#*;JEBdr9Dpf>pJu
z5{E299+MV0L{D3oiduY9)Au2m!{1e~#=!oT3DAM-i$NCrGmn6`ccZT)A+b)rC;_Uv
zps?SYBX7_tVtPCax_28J>X^A)1jq3;xPJuTZ+Qt?b}aq^#U9w*0?kRmE&c%xyMO*^
z2he^Q^OY$xS!%1v@30wwgTKW?>B6$WgJz=MZMP-e0Y*EL&Uw;`xyL(AK+u9-hH%oA
zbQ_?mE$J0-J%*(3?xtEHN#FKuZ}}uW9o|W&B|YWaVO-D?yl~DXJ9f8Q7UY0&YjN&6
zW8oAeM(!97$chf#Q>SdXn$YdqUFn9ffBYj2l&BEVd8hV<1|hj@Ie#hrUb1PsDpTn~
z)+geSZW!^_9H>AAy(Q(u7z$c$PP`jxaXBQWUjOF*o=dZ!Wo3dgrnD1@wv0FzeB1EG
zBBm^*QmM+rl(k=omrBj13{dH`m6m`60!~fQE~KqOx*#uBs6zC4*bP1`j?IF{ztS#X
ze|G;PLQo1XM&Q3u)9?5l=P5*kT`pTdSd}!v!7PFLK;DR6rXRH9&p{#H(82eBANe?n
zgE3-k%X>y)2cTW&D5<%KP4@*|VfSOjI%0Nt(&68D&g58zg=FVH!<#{BB69F?vZ>SU
zVvRU#marg2oe!`|(T&H(f~flf8n9?=#6j4w(sbAs3&}R<ZYV7pqb;8p!mzK}$u?0O
zdyhc40jU$#sr;25WWgCTl-^CZu)QA+Gb%xu4(I?uW6td^j^BW=n$rSm?b{L4hV(X8
z6P0o5N-a66=s;DRvSr}Gtae2+Q>;>sVFhcq6%sYn1FI!2-?kGXA7F+hM!&SNu}t;y
z5I}6)XoMRnY8Nt;H*SC|shyzIKp<(p9yO~LWV6^Uz)={Yc@40F>e5RnVr&?2HJXEP
z5~PZzQu|BnF_g>vHUoii9iZbXi0G#v(w`z^m;on&?bwfX5Fmik;#Z&p3viV<B&}HT
z`u;*7cB|*Khk3zG%;~&ays6#hZHqw~@GHo9(&zR)=cpRUW7NY@?&cyn#uFu8rqKjW
zK1sdsTqVwJQL8twK})aNu`GILwbkMzPY#Kl;9WQ!mYs#zE+r=!wZYDbgvJu>*c4-e
zWq>IwRN{nmcAJStO;?mQ9a|;sUW!4|0kT@ME$rZg%_d+7x)TQ_q{3#mnUGz3m32k&
z6Oczo_7XZo38yNe9IEb!2BTSF4Mq>)`12eu7+}R;0Dw^w2^F;=6x!Y8qWcg|(X%D$
zB{8@lZB^5hQ!OtSL~p);RV;dhDhQtn&>;JLUID-S^C-5^L4|@rgL}@Jc{^{D3hnJV
z&K?=?tZ4sq@V-tgRu;{USP>gg*(ez}!&dDQCYWCXY>Wel2*R~5&4VsngrmT|c@jj2
z{RG>p+EnO0x18||(o2`@gv;I-_0`Hv?8nXNYLorloN48owgWd`>M$(!hL=)2W+St=
zQ)$sTYWaNILf!d6n%LH2yE{}N9;`BpT2Z`Nu9E?zz@+dPk5^M3V`p!-xGL-Zz|4v$
zFn4V=Df+@)p=Ty$msDwvLqMSCZ-V|)$=PWpMGc$B+etdO(~Xm;0|t!~15+;}^Q;C)
zRf>5BEm!AG?X+fQGLE$e2k0z#>nCAIDHD)+ly0#zw;6A>(k<%2S_cP>lo;uiNYGFp
zg!bqlBTLKRt?N`@uT~4x*Zm4a@bjqNXn=5)zh|d0v!(GCZYG=nO%fR|HiQt$osU7L
z*!ex$uY)$vB3$?@4aZ#|H15Ryo({)G)`H)929LWJ{_!;cfj`FN5o->h3dKNFw^cqi
zXJY!_{)LCCz`m+8?vb&p)Q!d4?(k1YPP>xsIBMCJF|FLhVV+jq=4CO=(==ETqN_Yh
zjd3{&bLpTGHew=G-i2U1CITJjyXl8TLa%Obh1~MDk<XOsGSP3g<9mKtQwV>P)jV5~
zK%+p3lO9gL!{%Pz+DS9t3ohd0j*DCYZIxWWUhXEFT^GCAO*Jm*kU6Re7rTL9atCud
zYRPejVLEEUO_Q<s;z+ouI~@S~FLMh(rbHR(gH+m0WWn@zT)<m`TQ(&f3|J;KZ<r+(
zuh)MYGz!r1H<}54P>cqHfKjiDsH|h<htfMpB3MnsqJzcao-<T^s8Z8-LE-&jGl*?U
z(%+0>WkfJx)J<|#2U}zThra=#{IPlLLz>_QJFM<GqZD^_G0p}QRnsj8;1BjfAZ7TM
z5YTbd9tCtev+ox}Y1Bey94$A;;#^IL@Ex;6YsrCBS&S3nO<N3{>n2q>=%lQQMsUtZ
zLIz5Qf%j%&+#*+Z#i%O26B3aiy~8O0Kn^Op`g;a%ASICEHzMHt0p=B{`;-zsKdk!1
zpd0`ibfBp=lSvA|$s~d}8X8m*LxZrsT&Krks*P>UvpLZ1vK$9iYKmx)EIF1O2w0BA
z#2^*$v<OgiR^}%odTW>cM$2Ku7a`him#ELB?=#+~d4Kg&f*$dBvsA*dJ!x!uh2T}w
zMJgEDG&WNQ??0>s(yXTIg~Bhv8?adj+jF<EO4Xo{t~d6vf4Gm;0zhl}-d=GuY{pCQ
z2cp8EoNJGsQ@AIrgK&!=$LHr2<^hNApT~kCp9@&UUifEsL8<-WoN41QAl`$a#1Ibh
zT)J_N#L$d4>(o>>xRoT)TCt=MtyON?0-*tGZB>qrEQygjysO4KG>XaoO&mRC$Vl&U
z;VB^mY?G%vIM_`KKxd?!6p3tEwNwfR=*P+;xHB=b%Ba8}e1dSgBD7`;M~DbvG@D(a
zT=Ax=V)V#0A=&EEC{8djF;d7b#Z`Pxpd`yB6g6`Is8RsvqJ4ECf@`@XcVZ3+QH9Ks
z9-`Bcg9$=AyHY<Zh8V<<*|RbfXd8{<N1Eb+7_CB@m#k47Nf9{Ex7FG`nrYklcAM<8
z08kz2X>el@cK<FKsMc;rXpCHyeI0>+eHFpc(}sbgG#rTVG=K(FNBtLIpaHD(jA1Dc
zymHZl!?z%$7yl+2DAzcM`;X=oej;L)dD(G_ILt!@her<!i7GjULYfm=G3zCkpeP9-
zNMK-Q#l&!(io@5y6O?Pez+zC7cWVTfngV?Ra*t7rY*nlS>NIcr*ftI4XthF?Xd|bY
z;Fiay3Tt-kvQ4qL(MX9wj)oyeHG`^l$XY|&s(?%uPZG>9A<BwYbEz3eL!Q%{D*JgD
zvL|N8k)io|NsN6^?XpVIKc<$2+vt|mGCr`LEMvz-g(R_yr!>*oBRy5&W11dP`F$Xv
za=B~Q2&o5Y3>emJW;Am@Xs~@e3&&UC^@D&pFJRSQ-`XxdsZl$M@LnM;keit<q~(B1
z$n!07<v#}q-#8payN{!2!{Ff8be=Ds*KiPdv&qni#V}~>WjUQ14kO`zgE9WrJdP+*
z*dM{}S%7V~<^$#82{;jQh9>g@EV1}Ch!0k}O802i+bX%0E-%h%3i~0Br1WZlplu6>
zwl8&JNpx>Zv2vG2<#oz2hnfbvDXT#u*a4vu0BWV#ie_3n2kH)9T3sHbHocit#drlh
z#cG*|Ug>ypa{+^wB4#TcvMlBan<*<ToM(d7<HFY_m@2oLNy3U}b9HcxP2pqPbw3F+
z5ihmt0_9<s3#AI!lr(|^+Cz#CLFI;~H<Pt*gY-Z&yhfRq80llSK>g@FN~Mw*(^q9Q
zx+@F;bu6OXV5c!z?sjV@wF>|@Sw*JOIDCFf=H=J~v_%4rH5W6zT;R*HdR(Yh)9&mQ
z8Z9K#?<x(d1;`hu@{5rRI5Z*i7c%8<tBJO3Diq0GzX=f@3v{=z4ugY)*c(^^evnEz
z7eGsS_jxa!TTdiPs(dW2j-TW1#2F*A7nJlSc)7S+3|B$R<s)%BKBHZLY_RLdmy8+Q
zapYOx)+_GSI!>~~WlzMYEk`b-A;h-iNr2s$`v?}!6A>pthWZRdG|-8vWKA;>R}=Dz
zl}gH}h?AZ$j7mjT&MOv+XgGv2Y{`=#fbQ<f8i?AAtFi`Sl_2+!*Mh*>EXfBbsdcyT
zueTGAkAflEYCbP72GO=&aygOYT{*SrLabzSDKwoYYkgor;IeJ^xl2q<x@Q5{b0;LV
zc<qdKfrYI`L$boj=ehq-;QSx73y`5#tIrE$9%S|ZGzV7zm>?$R=#^CQq6RQ`+qWh9
zU;3WE76k?@!|!bYcCr0bkRZ5fHLR)x!QeKms@ny_0Zf7p>cyhQK6Ber;Nh)I#^p|_
zR8P2ytGtPW2_YTiKZS_%O;iVr{ukgBicuY6oKMs3WYGp2@^iochF27%d>)TSaw5NH
z`MIlkrBc%6kdy4XI;59*%?lc4Lr6VrnUr1q3zYdUqff+=%o2G5CZ^A8X4q(i<-Dwy
zwzyB-mN`aR4ecJtEaCt>IhS;`z^#I$HxrP6$vnd9pn{2pVW;9Y3<DJ`M}->f;K1eY
z&UR>5bPbo(q}qH$G$%6v!Ppbw^LuJO!DVx@6i+ncg3WroewWQ%Vt&g}Z83BPIi<EA
zVWB_3&SEm&Y}#&m1X#pPfMW4vS0+F@2gQmkl}gQ|&@^2IkEC6&tgc~5e(_x%3P~<^
zV=-QqTn=U|!#JE6SNsc{m{XkB0<88oRO5d}(*f2!0by*1w<1sMS$odM9(ouYBeN_X
z2D=hCNId!^4kQ1uY&cXQ7nO+#&FpYHZ?~f+T*lh_Z8qEMWwCfXPNM^+4t-V;QrF^}
zI1Ck7T!tV2A3QSyaL>Bu^xO}yLbbn)XH1yOh2>@bEj9%^e~?J{^ZBEK-i3&#O1jlm
zyN;k^L&Jk(BLGBR6MH#0!K6H^Y?aF~ah6{06yMN(5bHRp)OoQt41g;Qdk4Mjx!rBH
zeGJJb%^e@)@%OWdAuoHaW2M63<47N0T2{}Udq7-EWwk1Bw5UXs_#Z{}REMkD4|XcX
z0YB=YOQ*Jcp_Y8y5_kqxKG0rX<$g&ILa^AAbU-9^_w~S)l}eIcZ~N7}q&wApzva@6
zy>>#<IRr*7>7YZlCFy0Rsxe7V)&cd(SIt8rDPJ{Nud7M<stv<xh*v#nrqeC%vH+Bj
z)dgLz?$;jC^nz9U3&{Q0$ACKxBN+TY#erBmHROSiT`gmZ+S=tCv{zyC(bozEP_dWj
z2r3`*fDY~jNB-kbW_1py{29Rw4_(edC@Y@_(N0M`kL#V3;^I8S!D;QaZWm(yOCCDV
zZrkm=d~lEI86T7v@LR@y#(kl9TP;a?Qf0}epz9DjAJblQjB>0jp3!tFPFddeHK)V5
zWP|B+%4J)g1yJ;s_B^<ejy%a~q|>|dq^<2OpDIt<-c~~)Nw=BNkgQr-9`va9vq?b)
zW(#f8E0tn+F2HUFv>a=6tV(KEUXn3uS6;HSrG^gVCF`9|*}c_X8-TN<@9*tpf-W5g
ztpa@*8w`o9lXHtIYrn*B=LxgzWHQD%HV!*qx2u_qb&sH{d+kzP(s?Oqb4hpVYKb4x
zOZBd##}lPQQ_|~s$fG2k$C>ROpKeqR()Wn>2cI5>_Xo{<)ycQHL#jCr5H>32I}|p>
zPMqmb5Ie!gWenp1K?nG0HRMShz`BU&(rI}Ts8hxeJ0VN1;pmBARBu@9lBQQ1wIk8R
zs+In>2Rm!<?;_WdK_e3keqZ$6AV1CL<v1U!b~obsGXR+2!;X09AcW$oY|h~vR!a^N
zDvWdW9MHiOpS4uKeN;Sp8IWyBJ~~&Mc2~ZV&3Py0(ql1Z$)_$?iod0qWy6Zu@|~QH
z6HCgoARlrZml3H(tRm^Vt<XV8(tTUoK2_3pAno!=x*Fp#_wEhPxMy6_AuDRy$6PI}
zKc)pLJR4aGcP!(-ClB(fFPutm%QMTqtyWl`*^XIuQ_?N9-OdX-0FRRqy^-O66?rZJ
zzdsP#*kp;gw7u8jsz0BQT54x9RYPd$3mMyLlb+n8cN4|an%RZ4TwP};N4)F}J5egB
zCulDia=cwy5cE>J?N1Q>#FCv)l+H;DR-0wlq40xnOIiqysxh_Kf`(-o(u8r^TR}cq
z0SESovp@&_B4QdDD-#q>?KO+Hcv@Z(&bK=9u~YC9k1ggkiw9F`i`W7KkEig*bx7QQ
zJog5c@vRdcdc$h9rfPb|D&7-Wg12n%lCgl&p~HLg^)|dq;vNqf(|AZdmzKul?C-On
zFfzyvc>t0&6`(|(_UfHd?J@234u|yrWofuhrxSC}jm3<ZG*GJ(GaN~`I?f^80J`PU
z!{J6l(tX>$){dlaseEfk(!*?fYg^JA@lvTR>Hg(Hy6Rph*|nv^SWHza=h!4Zt6|h0
z(q3;Eok~SM>-Iro*S%JGS8Y^Wr(}2Iu2ZtwZO8AvgAv@{m-NE^e#3QQ07&_spzEc0
z9PVP5>{3bIrS2FR*EN+gPSp`-1#G570C_Z%Ny*F-^W?P`Ad|3P7S78~_*Ln=?0nwI
zlk!h2CDeN9TXI~YV;hEa2|Nu7<Bnr&s?Cx+o)9~8f=(kw3u(*<i~lZ?%z*bc{)0Sw
z2XL-C+R><VjKfirmeG-PoRQfO^gy8&)OD-sy3YpqPhp!1_V=lNRQquRXOQh#|Ccz3
zdKB^?p>{udkrsIP;|0ckJ_WzYf4bholtiwRQxj8D64AmTQ!X7hrzN7Dnk+IsFewKl
z1AThR9W3je4@}_n2kc4W0E0>Hjp&n;H8_6iPsukc#U5RsnkcflXC~pIpAeS=Q{3|=
z9j7e;aq|BW41^>nISK!q6iz%aS@T8VvVc`ipAMb+Q^BY2KL7mpxa8lZwUvukB>%Fj
zYgclTzIyd)IxFcbSCbc4T>9$wudYk_&386#x>Ee?v+~XzN#D3}tx%Bk`EQ+j;9HW8
z?>!^wQ{&?kQ<8p6QH~swbaiNGXjIaN1_%2GBz<t8zrSD72L}5G`z3u~XmDV_J$@KY
zmUIPth~m;m$3})Fy~pSC^&DPja8O=f;e%0gWMp`F<i8U8Joux1cfX*CMx6c3?8V=o
zde17w(KnUaDCp7Xf<86%nCG;&HmqQ|ZE}KUe~v}u>I>Q1pf(erH2>OjA7e)Y6OXd{
zdN?S$Hw>6BisFY06umUZ31p9>*;Jets+|YDnw%7qC6wB+1$qe9J7>;J&CE=T&eeHM
zzhBp6vb+3)SI?i9N$^^3HSIRWGHa_>RwVuEm8<D1lD>N7qIpHqH*;4ro09(iJEeEt
zm-IX3JD<4|CoZmC$+*X#j)dpreU)Nw)SNhZa(qH2jz`DF)Fbko(V@YiVR;S;vtQB&
z27CMaCB1*BZ*V};L9T-X?(rbaK|$9QKW2nuqoX6g!$QEF`~_g^^wdWp>4O7@M`SVx
zQez?&zx$IV*!27>j~4Jef*oRY{<hcSg@f4dGC2onMk6^DalSqL8>i*s<fWoYBg4!|
z_=zDLs;=OaPMkPg8zf~2Oyf90u+}$e<QWe{zz!!Tcu$xHE7x#XkvD422G0b8G)?@w
zk3IY7!;9?9H!OX5HFe2#C1!R#dv(Q4k5|?*S1wCulDV9^WJ+g}OPi^bq~F}gZCsc1
zPv86S!;dB1vOXz)D(TO?{>sbeC4KfxC=`;JZSiRIrSaqU96up@km~5j*qA(L7=$$>
z&I$Av0}-=-z&AJ`OAh^my+Z?XnHVut54BX+$436MaB65+KG&(u;?(G<IW!EvKVt!M
z?dsj1>K;#B5v~q+7VzT82^x$wwx-~WcYZ92*$sHDDR937z`=oNV7f*I0jJ?avFSO5
z`SVKc2psK+qP?*>$ch$}VlW(-!eKU3Q({E}U8$YZo|y?wP5TEa4LrT@@R_ho51)S}
zy|g6L!_{ndEi38S?CQ#@q~}&HU%o8qnUwi@TGBT!U%Ip+>F-{D>*j4q-}&(4Pj@8!
z*2f=x@PVX1wDinVZdN~aDj1lN^hvaENk4Y<*wLesJ~}cqGA!v}G(&@u-rwIlI3Vf$
zy*-EY!9L&6prj8B^ttrF5D!L7)enwP76*n#het=nPGqPF;vO6n`+(cgAAq<<hN(Po
z_pg*+1c0xB1w8P)2h7GJ`sidgEIJ38AAksTAk>NkHx|Wsg!OhUBE*QTdVU0FOzSwA
zPhsDK?J+PGFRo#*aCGXq9&t?_gP;%OjR#;v<h>eDdNgx#dS-I!UwOzQ%$(7JGtyH$
zkof+?-;ti;;_B+<w4`U(R&(o;p3P*gu1WgFl~iig^^O-)uejcEGqaj<kN@E2?RQF&
zzGHo|^SPv7e)pZ5*CqYzqmMkOOZvpj%*>ReLo}Nhmvr@r->*nI7}fBQ>(K`K2VIZW
z--}ad26}o12BqH|^!ePq=3sx{pnDcxVOXB!SF!sxJj50vi#<I(zhL*F{RAe9gOT$P
z{f380NOv8@izc7|*8`dk9&cfl7A~0L^BPEH4Cu2OwLi&HN9Sp71w}4wetsYJk7+2m
zz%&Laib&uZi~X>zM};?p8x-RxamH~$jL1?jG&B8Q2F{wHNBR9{sAcig<@Br1($?x)
zW<86|i?u6PR@SL`k-L25Dw53g^rcH{*i^ZgeszU*-3BYXM(2I@&buFeL|dPh?|gm-
zukif(X6AJ|EI7X~cOSMSG3J`b$H&L-!H&zQqKu8uK$*e8p+UTGKLmO@qtDmd*H4!l
z^!j=Sslz$w>+Ofgo$Ko#9HKEZ`tV@!G0jA~@!!U_^&mSE(R+HpW9dUfzhtMq#Q~*w
zGJG2tJ~D#6=CjE2zd39vGc^a0P4XZ3iYqiR{4cn?N$v+;V%zFDF=w3xBea;nBrYZ}
zUF7f=N3`)&#9d54DPGVOb`GxLhwFh!K>VMYdKWl76J0oSin`E0c;$shaO3sO%=%^A
z$gO6w>$tIU^~#l1qFhQ}&I&ePUL$T4E?vp26E{A-wsCWdTJ&Gm^hoZu_1PyM(GnjI
zCSP5mcJ5T@bZ~}?1qI9_Cr+F=hOCD7AI1Ss`oKW#4bbNP!M*{c_xs=v(3b{!`g-u5
zgS`X2LKG0->E^?zuA(UpoE9S=2k|Gyazq0|lm(1Lf#+=Y?z-|$Km#_f20S#yQ2jM7
zPXw$5mZ;i4&ir2!Gyk~<$5@I5H@Jea8@RrR6aR5NB<k@8CTgCn!j6GK6z>H^$9~^T
z@ZMmcxBskp_VMq1m&VXNx01f{DsHT0FK2VOkp&F3Dma_Iyh4;qsWfTw#-+=biRoLp
zmFqWg<Fl=|Kl&Iq?tJ#ym!IRtYwvw@i>?!TJpSN3ZcGFMQ<JF1<F)e<a||MZpLht)
zc>wo=^7i*5?*<0@`iXY~y}(z&G2fuO)i;PN59|Fy%rln*)daqw2vxsdjHv|lH9!~a
z@p^lDB%Ae#$=a}{4-OVn$lklUa?6au##+GhE1XKDzG?RL_4f5X={XD0bvi<h0y$lq
zSyec2x;7FGOaaS*oihNK0F_M^5!>RzQ<T*}WCm}K({gyf@Hw@9IE6uUFCIltKdb4}
z(>Raf-tfYi(>S`~vGYGzdK#bf>e@;UIlHuRHFXtPuzEF>zDnY_a#=7x2RtX{7c#4B
z*Ky;6w+ma;sQ=u0|5J1s=DT0)?0kY7kFKm=d;vEmBa!=Pd?}=E6BD>`d}4fJ95;s5
zF-1Xf^htXLo$c$RQ4Rxr13oc~VxVuZM{f0l13|w8irw2sD~h0<gP+!x`uh9&YVg!O
zJ>DKKmt&M_C$zu-T0L<49QbJ*@1l{<U_Ri_6xcjAL`UYu{I_cwtx$pxvo<B7Cz~a~
zfXhGtN{c1{XNz8(00pVz1VjG;)>69{DCZ*P>}+Uu_KCi;<^!=Ozx^Fj!b@xEOSrL_
z&2DUv>R!Ekb&dF$P6_n}WzG=gt;?%dNvq%4xFNOry^lWph&YTt+_>^-`NOwyBmDde
z#<y@|9B|GgaTpj&96oyD*ok}4Squ%cc@5CaKwlpydSHP6II;-I9RN9S(0w!yaIu%1
zvI$PPua}HqU;vHatUfYQ%xb2Bzanz<H3&YB&~Qx%149wLf3WtrCU|>S7yj7G=8k&A
z+CIRyY@i>(WN}0TWZ46poRZP+v8eFUfLYKzOmlR%3+Sa60@J_fxv!`8W2L6Q>7V)l
zFLkd{TLy7F2I4pdR)7hEH)2jt2d1WOiUES*$hXd(l@NUC!o}q!39~nH*K+HUzM0Fd
zZ@Bc;mG!KoZ=^5hvXZ`eIla0j>2K#Yvo7@i;GOrk-jnn%Ke_YS9Z4^L`PG+qBt7wV
zA@{nZ&wT6tXh_y0#wT%snemhNOiW08ulmQ19Fb=svj^l^D5idSR)0SVt`F3@U!K(q
z{@o|{`h39G#ex1lfoB4PHBaRHC`5=6*(Mwtg+H<z>!VRT;D1Jj0a@svA)DHHxYxko
zh=+1F<sXz48p>&+al8rl=6|fw<nyU%z#f<?gUq7yVq)@RbLX)%GWh|e%Ybv(yc8l6
zmchIb1iqeA_%k3~2pq-pISLBAXAXomGd(31F*twfzPVFD3Bn$G;`@(2B0<>7+Q!ut
zNq=i|V`Ed&uV+_tIhVe=w(dg7&C8e9vWF1!>WT|JZ{ECl?S`b6%jFL~mh`W_`ueM{
zB)xFwvrpXw{Ql%i&$~lCC+@p9I4$Yp6DKDoB>lwkV<%5YI>h6#5jUAeNy)Y>nAePk
ze}AQ&M~B`g(7fsE>Fw!}=l1sY`h4!W@N>_FFf^utB;k*g<On3<Bkow+pObeoM&Kv&
z@d@}%%6uFzG$8WvOSBdMipGn{u{+SRCu({zFYm(vJrKuhlUP@QovUb=3xTOy9>~^%
zkgbodg290tagH$Le>Ge*1byA_M{h&s4S64X$9r0!DM(Ktsz6R?24+Kn8C;%HfAH~h
z6mWlVDf=o7eY#$FYx6A(D;ujD1WNVIEaRHFxwevBr$PC-D;G0a^7ET3S5~f}pMPiT
z*3B&n!#kgTTK<gO;7@+?<(Ihe>ej6r<UB)<eCOL5xxwkl$#EP-Gma7Ns9!mH6x<fF
z^iRl=`g`%8{r$BikWL?)(@YRTpAX08^gu?9Q3I<^eKgb$Y>NO*K(fD_pg9EgNdwK5
z(b3T{qClcOgc}grG1dUo`5g`AG&+hmn3!Ngnhs%XT1I(Z7sK4YsfbbqhV<g^&cRO1
z+yOi(A~WYxb7CeXi~i#rY_vE(gq|9w70i_4mvFH~aKLmWfL+DKd5k`bf$6EH54bV+
z!0C`!^6RPPi-{-2W_Ghc!Tt928|&BJ62sN6tzTXzbd<|o$x`%L+qkldl*R1IMT`hH
z*E82|;f`|Y)&~TwzW!|I^RIB@z0dA^N`s#kUw!rEX9=~Q4uxh(4DdUN8}~pEI)NLb
zqr+p!IplpH0)eKlm)6&WYzE{47DDp(^}-*LzqiNNi=Zh7vgq#<Fs#3i0F^$}&x#tj
zx6!dNL~f8)50P{LXL(5$xXkM4m~eFL--3+c4*fWQ4P=p19(!?3xvh%0U)+q642p|5
zKT)JvVgj^?QZ*G*g?a6t%zIuFbDoc23VjjI2!z1|=D|&}$LGwMQ)dD*{|036t;e3b
z{{eici&r*YzeoZ8`t@sX;l{OVE9;v?$zGzQL0`+_4CmF2t7~icLf3Pd4T4r5-F&O`
z0d9Qx$%mg&;Q#uoFTeVl5WuaQZ_!2O9(w3I=O`<y-HDjvCr+Li$7>upq8>d;N<1_$
zgqo`G*Q0^{;uP?{x4#!~(%B`U=V6E>MO`y{z&D|FfH-_Y?Ex_K6M`KA^~Y-jMsYSm
zKgKK6a$xpPA>Hi(rs-n}`yoU)03VaUXuTKG?Yln{z!tG7F4*TQ{%e}zh1K~f;OL`S
zVG4f;oSi-gY4NI3d>z+xLzY*-b1C4p=0WdS0AUs$i^UCQMa-F*;LP-Uz-CQ<G<+5x
z@rC5oXP>9+VDtJK!Kck@Yn#X+eItjyAiH)cyMeE_vUX`zK(EcKS%R`#Z*SZnH1(PF
z{zn8{e`0_B#ZPeK{X3sor1kL&7oL9xH)c+Sf&skj_;_(iGf&_TFFQ6iLO2$uO6!28
zbPa)$*$<gmAG$+8SiK0XfZI3?7+imEANis__SX@!7j&D_hoOGRqR9eAM<9ID7RHr6
zv;~jH>+y(H^stU_F$xa>4isyB|4H#I05AX72til&L`1lj(WpK-g&-Cj9yoNM1axvJ
zOr67(6hVivb{>QS=E3#%_Q3O#X8R*Dw}$_lk=v(Fp9_V+-+NA*Pd=S|oTdq_tgc_B
zF}oWZ*=y*l&Gn5d8##3F>z6mOWV0)|%UR*j*K(JoYk%wQwGAAJn)~phTcvmDurI&1
zKBMV3pa1cf!nMEt*5*289%t@9H?Ij`3(AEXC&y2YlTSH{RXkM7q2hm}^^p|*NHow_
z#HCQiqUdQ%aQf)ZYoL<-z3g8?D!>7z^w%y%%%Q=d!C{mP_>s|3ydFq|atlm@MWv<~
zC090%D(&mVA}Dx}yy8Wesz*F^UFpT{1OS|xbR?K4Ow{OncnWj=aP}f!k3jY_IWhSZ
zoWcHRUR11a%@bTIlG`CC^1V58_SBi+Ec2c<AA0ziZ$C&*<kH&fuM>yYbJs|_v)Pr+
z4Py1xb;0T!c#Sn#{aMMb3RZ&+peM<_`|gc*-lM}l{p7<k>G)Unov+A`-}vNxixRkp
zo_*>W8k9N}n3<U-o&&2fOVdxBq%}Mv$UB^GIT(fL#^2DWj9<%w3*<oQ#R<U!#VGjI
zTohQHkC?;5BSXWOWR8rC4pW&3;%txakjrY+#8o2w;E(i^Cu^9JMc)KY{+;r;9#IyV
zt~`$G74`s+?gcY})VTL4?~g=%nnfuK1_y!BG%zQU<p3_Nt6^(!Vv1I-!xRpawU<F?
zFTzfYq6-@MklCpj9K}9=?qQ8I?7|POe*c2-A)D*O<=ooZCMool)vVz1=E_=D6md4P
zYwJ1M%H?vKczEvi&Fi-WRw-NWl_@rU{rS#Uq|nxvpM3cRZY*V9TOnD7w6l>jT%d(X
zc<;%mdGz?v<Hu^~M1Bp5T$_v_hM3X<eYiGwZ;k%S0UIE1L!Dmg>+R{qvDy&6^nt<J
z>sVRfTN<EzoQpBUY7ubK#lOTZ3ornb{>agzM~-k%E$~_=Pm;S*@2;btR(_+*d2Y^v
z-U1)bQ&8^fd&2Xhz*J4wmEzQ#J~7FoSkA<`nOIcDx()!3;`4K2-4O4a*q(vd>Bq%!
zk->rKX$DSu?o2dv8sGStr<USRk?Y8AWQf5Vz&aY0p1pWQ)O*%nU0IcRaCVh)<?C2u
z#*M<Y&CMIQ@xeRql*lW8ap%q*V(QoSS7P{nW^3bJ!YlKS+%M(>fYHrN3BNH;uWVwB
zBnL94j`>BcroWdW9aX~m*&aFM{$7woz=t6Zw633$=icHHm;m_(6_Vcp?$`7oV)@u;
z?Y4%+qrpL35#EFA?RkDV0=#)mH;=;a82XwM_nbIM2G!HUpI;St1lQi-N9U=9@~a+n
z+^D@%Qxi`xECT%!?9K+g{s`EOgY4rAfaS3tprht{A~Y($cu7FRnli7?o+|!&&O94^
z;Ou=xFubP{7vhf+Yp$$bObdU#wt@b7DR&i1!gHp1buA~f`_-$fLc6b}Aw8yo?Tzfl
zDz2aY;f<|=SWW!Pk3RX33O#@P#n)f`Gu(K`diRc~_&m>FTB0x+oDN~d2aKBK02l!4
zPhyxncI?RU<Af=O28M^xdH3?i#6lr`$Y~$2+J~I-Au7ZJv54G<Pw53vfv6RW3QL$L
ze}fg&p`sE&EI2xbQ;BO!3(Bu(UEnA=njXB=v17-MA0sq+{P>BJ!Uy#TA4G+VcLKz8
z-NSg#n*gNI%fCru3ntz}otOb-k770djX8aCviSGdJf3&Ea^@5u9_FP)XkN@;JQdMr
z0$89uqkn7e%wx2+<Kxf2^2DM5;#bx-E~5juy$Ol!ngHVK>zSM=8(+<=p|US+URtH{
z@%8jdZj%U^4I<or>*jSbna@A?_yd|uQ2pWyfyh7mw7f&+aQ@W`SE%3=JacbEb9J8T
zZRpWY;B`(MKY2ndKs-831!0}_@wd^(0tm-7fN3GaTfj%4^q_x6PzU>cfTa<tfb;3=
zqx1T4YEWPCzXiX4E*cnScOwu~AsNDnUpyamb5Fg8jOjT1Xqq6(<pfSPt<7SNdiPJ1
z+TXniF!8@ZalEM%=f#q<MIDRIk)=uS=<nm4q8Fnk4g#5^lmUCjlXwxfl*6E$n+ZVl
zqD9ru&Y#l=92(DFc;a!~NMFvH1jaWvHU)dv*Rn$OSF=}FR|Ha7$w<tS%d8So&s|>u
zSV@Pyoh=jyD}Ge^;NABKD}HfDF#YSV?g-Eb2y>nAdqkhRAFFeLlQ<y|EdK=BfIcx^
z`x9`*%CX}T^7Rqq(^)UeBC{f-M(k%%KqS4s9^fK`R%Ss$=@W4;La8jiBUsPB$A(cv
zA0A=9(M+uJ58Xw8n44F=nG$HQ_&ZVa_&xB$>DlOsj#EDHCC1siSy19PA;3n7=d}Rn
zc`d5}-sZ21`FVuV{YZWxLOzCJoo_#C0-I-N`oY6QBDx5mPd)R(Q%~Z?)yr2eT@=21
zbA|Z4xv?T$Oz!Hc2%DK~dR46Zy|Q*iw5zgfnT>0rS+cqz)+~PS`qsOIPQLi$(>tFM
zpTGWG02fGPZ`{U>2Os&?Bah(*ss#cU>;(aMnGnmTPMkPCJ|S#R85$f@U{fjH)Ukqw
zi-fC@+c-!CoQv0UI^eCr>j2jKj~e2cgcd-h*L(YLf>W&q0hnCwRunaSWE4UvgoD2p
zgEc9U#N_>lQ4{_A$$tZn<Uexc=rMvj&qsxlV?9h@>z|31ZE-9D7y#$BvcQ7E7v=y5
zVwa_eLsUSe_30U&)yzOJ5DY%m3!yC<(W$cX>@!b4O@;eQSJD@0(%R;Fc8#KEVRJ(?
zq~2OzBZs1I=5W4TcI|4Gl1$v7@Vc4H5*#<*dF$5gcX8v>kE~CL(_enM^AiFux3&sG
z*%u#w<jJQ6M4S!;$gzNDIVtfu6`mn7%|^_l{;{Ljvx2x4#ne(Pm<@c!B<M#br1xH;
z;085EiW!W&2yU=xSOfo4TPJ7KM<pAO2-mQV134Gu{Uf8`kT9>OoQnEUUdU?hJ|ads
zoPY!fJ2Czv{T{3fc*Q-4{fO2nj|BElkv;u$5U2?-_Ay+wTEi)9kbpiGF>%<~G$!-G
z(7mUqeR1wv_dh^=su!Mn=6OmtuU>lHBu~4RU0Ycb(RF<t8M}1t8vb|ATwmQ3s()=`
zWkaa`M$W~K*K!-{ZxKSjaqDdnUhjPPiA8m;FTeWoYf|)E@8AC5eR5=p@4Z0bbv8Id
z-)+!Oj@L36UMI#e?T5terHFa#_|bc)H9I)iFRD~10N}unfQ>klx`#(1OIR(zE;Fr|
ze|rx6F3!LCaa8nBy-`wp2-EPxDSQCl{}(;ryTwj>wscQFRv51+{55a~N23U>#>el%
zjTBW8-7hLJ9`c+z*#9%e)t>>}p*A^HQ`j4z?`jyw2%6I~@Pp*Y44poGAL3&3p+~+O
zdk8mPI)CBi?-RFEmouW@npqW?FuR(|QXZ5AmJ<6mu4mT;h5?`RR+cc#wRJ2eh6C4&
ze;dhd6>i>mhdl4+ACv{BfAaYkBJJFI@7?!F(Vtv;dYJ?qJbmvO0<QpJsAGjm8|X(s
zGmitBy9f1<I@5yBzFx!?0RP?w4wH_DQFp=euu|BA7Qr8lq9OE<{$sNbi!FhEO0dxH
zV|DKo=2x{@%^b!$FHV)E!6RfSIpM0YW?TG8R3ATCI}Y%3jMo6ccs-)il~WckYUF8Z
z=Ffy<`sz&_5)9fsADFJ)1a~q!I~#Zpu6$OT6Yl%5$K#8X*}wYoOUWM)cT=eqZ2Rf!
zEBwD`Ca`*)YAD&&b>UsWw~!nHIsVJ2xv^5%B*tFb$iBTvGPrsD?VGp6?E2D2AD~ys
zef8PS=U<C~2c=u3k_gaGKliNQcIY%s%pIScn4m)L1p6g*?#-ho#*ZIIZVyAgj@(9N
zUetiq|2ATJu;o`nce5}L>b;;XdOaRo7{-e_j@1^#G}L5_nEl{{`it19n4QyoJ>q~K
zAHsdi1VoV$xNc&?7?sZDO{~jeMZc_JWEr36M{v`^=2cX1yml%=cH^s^j*zC~L?rxb
z1qSSC_{|`<L!r<qdc*r4c;FoQlEkx#1o_m97n84w=J(Z<sH|+RWkfM+V>6c%qc<S!
zq+QuuHY+-^unR39aIFZCbK~0jjT<PUn}r)CTDr!1_d|=k`JGShd`3X!+N~Qmsj<it
z##5A!1>u=Oq+H5;V4^s#=_e<+s+mW|CyrCzGN}4T39b8T--Q?YKO&%N?4P4jdl6%Y
zF*OPFAQbmt7)4I@cs%5F0kzcr1V?9_3-pTx(|gfONPylN<WIdl>=e27zte6H4-exQ
z4==VLE=7gE7>z<&1%J?$W2Xay46R@;IiHo|MWZxKfn)x!V2N-hF!LUule1^eo}m?c
z79UysE+s<Am(DLyo`2=?>n4TGl}vhts!iGK>L$VO_3Jru-fykvu8^*-U(04Mks_~O
z%jHCQWfSzA@Zq($u3r<M$hh_P))ocP@`vS5$hUm@>1R7s+gdGLf16<8gWp>;sLm1y
zof2^cyeGy^99gHCCnhGxDOXa)$M2yUZohhD6#cl~)6d@oR%-M3p$momVFVXT0Y|+M
z33##p=B=**R`D>uhKq-reLVoyYv8>5dTJLnklpV^Xf%Qk!z=ek%;CX-p<xWKgM(N{
zEZ+N%EFZ-Bn9FkNEJGlmjP3u=cQznE51a=s9JCxkPw<rdzS;u(q6Af*c-kOUOTT0$
zUn9M}n7(v{c%Hc`GXB+U_8LKw?8ZicircxjHa0~Tw7Ib=#jw61VEVP|*QB4napUa`
z5kud3@3yFNee&_Ag8T0Sl%dSj+{kXwUG87}?&5cGV>&oXm0ZGE<18FO&I2|_&Yw7W
z+>gifDT?g#fMY<<u6ugeztB9Mw-tzl^!XWvt%E=m9m%WOc`VR+hCQO$2kzJ_+jckx
zsa7P_4D{A6g0a+Iiv)b^W&~g+xbE{KIH>l|=|qKF*cJLUGTIy(86Fvy1M)x+ld=mL
z7{n6!Kb1tli-VZF?APX*v*FXHQFPyZ_>mY5KzL<oX_*3O_SM%-V)`}n@(PUtyRx<}
z;^wvNwapEo;Op0}ZBX1?-@ryhI0uS;T^zM}ZT-5a$^eOEbnE8Lw?#(u;YaTfN-2N#
zMVaaYH?2=U{*d6(<ttaH=A}LO?eAb)M4y~xAyByAiX!rTNDG_*oNJC9KXKHLNlM?y
z7!Ae=^stY})r@HY_De-0kjJN@;Nl+wMeo5V41UJr9q{0>n4EwtdyDHj<eI+$s8S3B
zs3U|N_wpX#cyT$R5A@X*Bex-F4>QJo*K?nVVH^8SaQ(l<@gIQ^{sdxjc18>I^It_|
zb_zbH_TM4L|2HvFVe%=)ets@p;Nyp*i%WhxpLdtdZ@1%JcWQLA-i^7-?DJ&BlJpLD
zSVz)R<xZ#Lt}|4&VlKUdYllmE1vU?lk2%a;fOt1tX|*KXw-sVr?(+LQw5>{dcgx2Q
zB;C`lJNuGe5AGX&_xj~>Og^W9tDw7N{Ah_JhdUkju3KqqXV-n(gPp^tX|uz{q0a9)
zw&lKUhGq7H?!<AcQE=(OV1~JLJCP{aaw2poP7|SVct<k7S9jO*PZ;|_`8m&*;@q~{
zl3s4Aak-}9OUY)unUwUps`^WkUeBvMA?bOC`{jC3FZuJ_pBHns7vrq-FbffjnPr9L
zLmpV+mL(su-BxYe9Y0X0R$V$x;5wui(gl~EuBKi3p5wRn+@Y&mOs*9TJg%^cE81AO
z?6}9%x~#71RINj1HvVz8{dt_O_>Z&jtB14m@q?Fwerhquj7QjM<Rz}!;(jtUuBy$r
z<N+-Ue)w(DpP8&4kGI8;<Cl1;sk;0utI4iAk=(Xm^YA+hPQ|4=UFY!Y3`V&Kag8}0
z#}ETqo@`h~$DL5$!6mrGN!wwI?@D?IIJ4tE*zWdj$X)zvH`F*>#>?=h<pY~tCu7SO
z2{aauXlVxed$?{!rPHxGa>9RVk!e3<zI1w5l>;nd>D@+JvaA$OmfTUvJmX}fsJ?A6
z$@nF!fbu5&2wGOd9lwGflXTYxx9jz~TyESfl@f6|UH^RCF!BkP9yBb!q$lev;oj6q
zs%q?z-mWJly~*=_`NfPUcwR205x~jt+%NgD*XD<UE!iquM=n%w&`75x9n`E*agX2I
zvoeytjBAR=+=W8ZRzcDW7VMF9nycsvo9DUwsK!HEY)gJqBb90}!~N(&GTAN5Z)fZ`
zaQrpS>95LJS^JIZzWd3C29T@rvjPSD%FZhmE=(=fk6prf+7Hrf|5yBYSNH1y`1I}<
z6_lSLK7WOml4@KPpR<UmvBR$paHmstzr?`t8^P{Z3Odf=_a(q8V(!-njB?D8^rZuC
zS@QPVtPyrUMxcgv)h+k(+rFKUJe+TDZOg+molZCIUR~wBwELBcdb{bqMZ>UILw?i1
zsH9S~XzV2DtJQJ8T95+Wt<c=4sU^-^>UYFdVw|VluaDHb+?Jo{cty?I-2HS%et$nG
zdGw0E%Jwtv(-f?R{Eovb8P+gd`W~(q<i1oQq2?vM#Qp7rq?cGQ<9^>G?$~>6_sb4y
zvgFdscC+bz!$U2#6YfVgl5L2Ik{-`HYSWcvFynXc>rdqE{GqIP*}YDS9~^#tgLli0
zdwdX=k#*_I>4N04zMKZHgNvXuP$&HInfT6z*|yuN`^@SN$jy~RIGl37Rnm-?nn_8o
zRvQiX%P#myL+g+Z|B|0Ysn(7}bgKXv`zuvkj9=VJ4`w|0;SQW%E3_W*3Aol@zY?>%
zR{2Gts2v`&D((%OPRtc*r{h?zEg2Q(@KZBJC)RO~PlKAc59Bjgc*muOc2xJpcGPXv
z{e($pXJ_|7(#P8>cduVhF9-LCKC{$qa_b>s@L<fT#-ZZ?{rtyO7o`KA)jL*QpEG@Y
zw-qXgL1>N@J}~48A!;{iyQ|`GTqQ`-{Ta)WYt&rGR|^?;ji3B}HIsK2INIMg_9T5T
z6ExhFge>lN+{KMJPUDyKdeCt4;`7r>`;8ztS24>=wcCC-=7Y{LH|FEVzEnw1w$;3g
z5t5~ZT)zddgWqaPH>&4@wI1yy#!4(M=W|t3orcSk)^2)Nt_E|oF28LFG1{^SR4;=U
zP1DMnOwR!@SQfQu2qgvaamhrzR1%*a+ikUIbu!&L;P-1eR>IG2Vp#<PJFOAbC<d@7
zf{S+|=AFfF2_41RwcyUNSQL+o@5F*%6j?;2Ya1Qh1F^r-5DN)UX=b<*tI!&SEoO-o
z33nPsn#vO)Ziz2!9Bgg-h_bx}ZXP$<9mAo8P%XYZF217GwrN2xGi6!gQ-_UkN_?!)
zKv+Wu<2N=D(^v5GkD;AgR12`ej6QC8+b-2h3DFF5!0q5S|CaU~%a2KTu$mFyuX8e0
z-X<P7exogx_VZ^l7A`ZJ%QO7cGaa^<vFJ;wd2a7vl2fm;AZ?@@)eIeyv=dyFb*Z@I
zd(yV^Vl_8g^(W$RekqZsuV!<L;g>AWF17JP&q%Q2VpZ34x*-<wvJS!rv{E2M={$Y0
z5JKfL7S@;WYf$(aJS|rh#IIP3RRKZ#wBBlfJ!;G$G)r3t=>w^HE&PIvRIY@rCQ5R$
zV3k9zRK-uf$YH^>c$>spR-t%5u9u=lmvAuv`7!%FT>eE`OtRbUCgnO`(j8rB#4M}w
zyodH5fXEuI#R6D3kmqeRjPR~pD=X9rhuo#Vw|2HA`NGZ)+jZ%&-Cgcp1_bJFxXWZ&
z%MI6HJ4v<ce&Yg{Buq&<t^*X7bX;Ds;u=0Kdmz{KN@2zbwi4QLm*`3{cLA@ZHY=6n
z5?ziBDBoR<jAv}uxnwepJ@?*w*1qLF(_Y)(&b#!sop4t{=b4Oi_&pA*&~O*C;zlEr
zao^3h_x2>+Ze$uk*GW~4H1YzWuUc~Q@^dUnrnd3h4*1C_&>7*cr%WJnTdptf&pY|N
zTu6S;VAh_bmpBKfCg_%vj2*6P&(pg*E*&T9OFDSZj3Mdx&8cN~{d)Yowxq*WIxXlr
zXzHx?TaaKhtYxvcnJhI+@~kilNS+ni3H^UveS2^m$9ZS(0|Y^km>Ghv<!d?QTI6DO
zF<eQGLd7C_rIDpoY{46mauA6cLs=&tiy}BAj?9{pu%K6_XqBWvi6sS&6&bF%OKl~V
z!Z>x##5rkJnZ$=X#}4mNm8rVi)znQcLFHs0{<$jNU4;9-ek`w!EQvt(yt@1A@6rAB
z?|1X2M9-)0;HwbxJrd=J-z2Ut_Q)3|r`o+Xr!go-A*noxFc+Rcs-?af3*399!_?RF
zW@{~M8c!~+%#zzb%`h8Px_#Rdd@WwSq~4OOFE_83yaCLux}2A68PSS2fVrj35ea|0
z1WI3&o3j=@V?0?dM*^C^I33NRa%U4IL`qDL%o?V*LdT6$H<5ry0OzeE-=u^#gCXq>
zOp_K!XtKa{TsZ*~n)p&mqErv0sZ3lg6<}JY617XERHc4HlhTO@wbE45q&G03nnOG(
zouE7=B-+CPN#(?|9N+873EAjs(o#aqFtC)d<_3YZl%NFzp?*O02j$eU0ug<Gw%+ii
zp<J_0tgJ~>NU1c1_Ufv-IwQ(ao)Q^XG~3PAAl_(G8K2N*Q<kF?QsXqlza$a{7jzeu
z=G#KmAmP^*uV0tZj*C%(DDNTUi6}=HvED$3Qp6m4*03?UjsoG<KrqFdc}NM(jpuPA
z-d?<YyVbg#Vf_Y^tF$Qk^Y-=Yq$MUbgp!<C;h?!nFw)8Q`*9+eI_i{0sUQbZ)%6pC
z94I27T&40WgWO4SpxK4TCro0IbCpwMZOvK}Y5vPF=UQU?W}&q$ac>{&mIOX*#NZD}
zF`&Uf{HPWLQVCiV{)+OJ<_tV3&!?XFhKJiUmeSPH-9+kf$4Yf6ty%!_t|(6($CWyh
zdR8EHY^<fJboi{)*Trie_WXt=(Gh)^RJIyeULf>1O<l_xDC{_p_;OC#x!*X|a4k0$
zq)DsYj%`e@LCpCz0mq1>Px8TPNDSL+H$92r$lwgcgF(~LrufQQvpE2)L_$76WT7Rw
zW>&7LAVIZUYgt=6Ay_h}7r`mwO97@9gyV)n5p}0W81aN!c_IP5=dmL;C52`uYz<Ki
zuQ1OC{0F*@sR-eiDedsWtz~2iARlG!vh&~svVDVec{$HeYineMBkTLER)%fauc>jL
zrM;EG?_xU{-s~*%r%VzpDu!)=Nwm<x!}UA#zRcSzA&4g}m6jK=d^G|U$J`dAhQl9R
z#|aqLvPu!i220$4GLObdt$=xnEsyBz18QlYGgmcn!vhFMn_2|-*~rwdf#aGcZO2<c
z)MZdZ0lGfZsgr2Tfzk<oI7mp!Nm^Z>`Ee%Hj~dfpRxKp2c9S+?=*mIhaM#W8sHbx$
z&~gHvK|)-I5zftZ)w<6?m95C*_{=NTEaTZgG^DJ-4oh^36%!2KaRYJKjvF>otF@VX
zY!OSxocM^4@`Sy#bb>NU@a59-GG~N#0><Zz>^H}aY2>(vuPnCl;2$#EW9v=F>D*(W
z8CMZiS)t5|eb1&~GFq6|+lp>2v0d`ObDJzHD~&wPNgh$(Bbd@jPgXKlPb%C?w!nu*
zCwc+Z!J42Nuq^IsFSaPBwmt!Y1M|7H)oz^u)e?xA*gg#Pyo4Prjy)1EPu8c7ix9gW
z3=MW~J84HfHl#_9GJn4p2&`SW!P5Cx5=NB*mZ$Bo{SiMP0hf_L*V*U=Y3CSBJB?7r
zxZwDdIo@fYSpj<(bQ1d#$7}Z3*QUKv!XEEJaLq8Uov>Z8eb5N3@4LR%t)u_!`#x{_
zO8J&I%M*H*)|b{P&Z3Q9o-|3D6e|mDBrW1BAYe(FjQfJZWVG7|eat3<V{z1Mr26Gf
z`_d9++$pz_8HJ&UgY)c6@#CdPB{PRJ`b*$(>N?SJOEdtB$R-2Q;B?u(7+Zw;*iOBe
zmT;Vxyh6bCw`aSAGI-#!<q_PBEY5~!D(2d3XE$an8}=*$d9$>~a>VFArmcMbI)0G9
z?yqC8W%itfa}#r<N1L@a%Y1|AtA!mn7n7dFfQ+ZLl!rN9pfl<Xn?x{E*{C)t15TfA
zw!9L98J>C+W~d8sRLY(PL(BwYP6PeTqb<ksEb$aQ(pjGI2uQgbQ3ul+e41IBuq{ht
zz|qqXtM~BTg!BkQVAiar!*2J}Cf6US@3>60G{D>SdEcphCim*n3C<5m%C|WFb{FDa
zJ|%hyr^Rk!LJACMyNN2Mh3AME)2>KXe4pW04R&H~s-=?L5rN@d7svWcZ#HZgHV&dL
zPEJO23V95!R-V9>o=6<kgW=a5dB5ws@>t+HO{pMKmNWZ_6~DW*CN}Rj#wz#`<q^F6
z@H7nT%4f)@vb1PgYyIz*A1+%1;=b$F+Q5S--OQInSP-v7o}_$>z=?E(v)aVgN~Wk0
zRc#9H!k|>E313+2H4}09v_;ywC{8S*OFBFqqGU@xz1{K#q<geUOQO78>y?_4Zz6FL
zM-t6J0Huj?2q@D)y3}6kNZPYjPbZOlju&}?qs&b7@H$usnB%&nzoS-=NM^_YJOByz
z>Nrj!dCy3=*8n3>3u1AX>a`_rq)pYJA*rw8hN`-fg0Wujb1%zGt<J9)ryz=*m0JP6
z3r>;@C~=cU1eDFtoSdSq<_pNwsTP}P2AWL<mz}AcN;R4W!r?~{?(5<SOG`_Gun;FP
zhN|#6J9Iw&h?U&)J_9bo$(_Y^XVEx?0D1xx8T1O-Y)p}U|7)bgqKq-rARCjXtlM6B
zb{ogmUW=lYH5o9kfTj?ByJvZ8(r>@M=B<<k;&3#3>$*T3j&G8(+<{E$>#E##qLJQi
zN*pV-G$M(+6Oby2?2^`KOKkZ)fnpW#Z6vctI}cCT6dZQsG|i9^WRm<1<6-1S7fyPF
zJOaXn@3m>!INfVTt)8e2dKQs!1%){)0|h(=BFiDLv2?i+<bg#J<u#Ag<ceL=bEpg;
zoSv14>!%|NJ^sUNzanvTxnI%rtVqTcpkn{bI8B@FC>0;&>%^7ugBH`Sz)Ut>(s|Rc
ziLcJAa%L9@8WiKnHEY&8!HHc=&mlW1#THpWuFY^7Jc}AaRn-s{iFPVTz1i;lNrq1#
z*Yzdwi>l_AC28N1x0XsOLzJi!d{w|qk`Es*o1paXszBiUQN`5t@GZmCw9c1}FCsr0
zo#s^GRN25I8Q+8OwDS|NENk_ViDGMkfR4XKR?5r&Gs^<;dg<0855x~l&wA_ref;&!
zG$wNXHfv2(CwwN3jHr@H(NWcs1Z37g2?tU?L~Wu;eG;{FUCzxW_2k?v)k+1)NeCvn
zEuN3y<hv`6v|thnHu1!xhm2{xmqeF&2Lw_08no2XQz}TN!GRuZQS?&R)8%S*;<V)|
zw;E{$0geUEmR7*>;Vk*3wB2L-C<QwL``;5tqP3perUFT{&~~ZBCT+H~L3tX1vnk3o
zNAq1-?)oYf<vy<9it-sSIP0Pu{IlBvVHK>$()!Fj41w27tor8|l)gzp%@|M9W~tTu
z4|v@kvxOeZG_J^SNJYLa_EZCuT=x`z)GY{hZi!cT)`}-z0kS%y@^bJ}GpbRH$d^!j
z{<`uMIzA42MZt{Y@TP%_8nK~}pQ0iA*uH-2_N|-W&vMAt<z-a@ucp@*RrxNr+*<Jk
z_GDdcqyl>~(sfV5(dwmIL2_Apg;GtRMA~Vo)Y2u#b&DpFbK8rWj=;X1=_Pc4VOeW8
zdo588o_bA{aJRLZDq(QFW{K7WM<qDrmkc{<f<y^i!5*zOTk<Vnj^x{E6j_=m_rZM0
zxBIE%OU7^A^)*K_VS0WfF&s;lT9a?DIa<5P%cr9hFF(jSBUMvfT;2@2ULqe85HAts
ziPlZ!<29;M`8ffuAB%F_kCWwb?5ho4Zl))~)R?&i(XPjkC-+YyT@c?G1Xre7`C=2n
z%>@A`ovwoOKwB-o2?eGNPX&Cz0E6_q6{P<#%d^BbzPLhW$qL_;Dt2q+z$iLLop<4q
zH>ziFog{e+AGn*tcnS<tT;5SRhAG%D6r+tv&~2-$>u#3gGRJYFD`8oKR8z%`4n!vc
z{M2?}pdC>jfP?D{U|gvupj6LjEiV~BuX;UQfT$L|&eN4MmPd6*AguOUg<d3XYSs$0
zDQ;>PN`;yz?-gnzvOEIy)E4DduiZ`rSahr1iv-@PS1UCI9&}Nk`T=NF+Vc{RBl8x0
zLMu<JUgE|A(>G}NaVju<dw$nx3)tR>)``UW)l)wWB*wQJ$EqmTz>)Dqxzkm<5@8&v
zCSrMg7knL29;mUaiE^-OG?35HJWZCXt|p)Vc_a@M#bvKtE(>5{*Qc6MY;~TgJPndU
zDaTDNHreohr;4oe_f?R99)i0biF$W);Ph30#-9;5>?>=Fj~R%FT`mjA;zk2vVDU0s
zO72Nmbr3n7gg-HgH2lw%r`Hf+_CK=Az(_Dd_Ax|*H9{|Bd0W~v8MM)BClYVmg28en
zBr=3L8ZR$8bbsY(3#ND=1_XpxmyqmUFG+NXG2bR*VBTwmX8Qt1Q!c2ro<vhF6iU%?
zvS(YCOoNCddk9XA9d-o4R5VF;jj>D<1%x4hXQsc(u+4WugqwJtNp_Dh`(6KU6VnL<
zQol;F?B*cRy@cOv#~{&ZK|Hl<_1sugxLvnFWrfr4Qe9N|jTx%RihkTzyP~4e=y&_F
zLTz*#4f&|p>8rBBb)!KAbt5&F6`rPRR8$0>6Aa#wI=UB#3JApG!5!sU=x|<PLX7iw
z1~Pnj){Lk|E8i0L;j)`-O_4H(TCIX8y<0(a|6iz>MDL#jmy)JS^jwDB;vvhgeAP|(
zb4&EM-}&_lf~Oy=C>uYAp2y8U?{7rU_xoUhq35?Td9MG3F;GaRLlB??eDBEln=HTD
zBUa+@tL=6~5^s-qjF*6GDIU`!8$%Q4NE>eKeUXa=?e)B-K>seaJz5i};1s<aQQlV7
zLP?Y-C6)F>Ib7YdM0x6YQ6S2#UPK&G?(`DN66JA3G+&gff!FAZ@&NouSCscO)sfdj
zyx!}H@)#oXRFwBU&+Urxh6?Vje14rYG*P}vX4I|__x@_5FU1}A(xlMDYF};0afuz>
zRYirG)aV^COA4A4<$#o|fs8w(O@z=)IeM!=a;&(n23;x0w`VQyw!D7ESN(M%WD)69
z46{k84Z}KxXIA)H9z9;cRo=F@oZ&Yi5viOnD;BXV`80|gL!u&&L6fL3wUqpOgJFOm
zn=Lw+?$7vTX?h}+Uk}2>R1=uDRxfHb-^;Q~Y92(<@)f0a)DjH@=f!J!vZ4jQ^mv65
z{vDWOLfTC^SxQkt3*xR)yH^;IcQtFRk-Vq?KT0i$is__T01dR8ePYtQGhN+4r*a;r
znnedaPg6%rMMd8U?hInrbyrvA9dV=K%Zfy6=%O2^y_D(&p}=Cz_3#z&3z-I2yuX)?
z;&!|4YHGIv{gfpcyWUkB@jg*A0}@mhHPik2YJVTevkJ`r8Qc=9UEi0txI`n4s4>AF
z?J&R>s1ffeQE#;ik;Ut?#WwW}+iI0`>nZkN&GuuhuNq_=tL^g2%IxfZQ3HCCbY+c)
z*%z_~9n6}n!PO8dYKl;U0UkyBH;2;JZh8MGE_5tVLGlr|z1z1v`G}cy-}hyWS}H9s
z%NoYIC2MdWzc;AyJjWV*Dw6fe8l3R*Y5$KTqN%R^ewJTTYSw5?-VJUyrSk4ttyF8u
z8i+?*k*rCO%}>^V`tTfCqtloqvL;D=uQ{mEU0NF4<5{#NYB2j?uVGWC<@!&{mb+H}
zPAg)oKj@R#)nixIbiK6Smo;5q?GA>|Q~M294uwwaimf5j#&e=N1_L#CWZy|sIl9xU
zsRlzh#42WDKkg4krr&R@@>|BIx@5J=b$w&Cqk@=$=u&CRb=uW?!bT({ZMV6N*fs5u
zR{OZ19q@WB0sU_#O)?J-5^eQ#R}cw+y!oQmvO4b=b^s%(iCUyhZ%I0ZW;kNt_9v|g
z1^@^Pe{P(?{m>S7Z8@!o%{aHj6Ob-ldeJ3yS(PLSpg3p5d+ip=r644LZ+OoDXP!in
zaF?m(YLbd!9aN;?Tv0kg$j+IyX67}+F4aarrgH4MLP0In#M7G))JduZi$GW<2n}5F
z4;9<>yKz^1D($PTDhXY>-N8$}e%<3f_wH%SZ|F7ViJh@5%?c!+ixp8#T;9O6Em7|K
zR$ayu5Ui<^F9xKkAt@U`nEErKkF~}}-!M#w{WlwSs_VqLDS8p2R~cJCI2g!h)&p0Q
zoH8?-8rS8!8fv^M-_@_HGxA+sQkUgO)hVCT>o#H;)3iV_i}1v35po}la1uprF&eFi
zv?M)*mFPW5fN^4GX257ePpqAgV-6oHnRFnEubu%7K$~)8L5DSEAcT7%G7!S_-a+(q
zsZxx>e^ogH5rFTD0589|n9qxE^w&GYI5SHuGRvP^wCaCUF?FZkGmuYQRYfO4FyWO4
zk>JKTrNcr&2)YXEJQOUcBc+n~2#DYZAD6T#k?a|6>cm|s#HxB{s7bdk%FTH7!{44T
zN&MozGRtQN`yy8nqki0w8~*KBbsd=(71Yn-K64VsB5Nw9Nke7@($w>15_KQqCV8S@
z)m43w6=*gZ7$IrlUsg_gj;C9%^GozdPaJWHV}-GCx&aeP<?D*m-BfkOV&shL$6c9i
z*yy@5JbBvmyMLaac+!QiuPdmcEyO|=OJ_-{IdVy@myli}%9~)j<l;F6?^G_HJE`W$
z4TBYL&6DM;bjg=XaPY;6T%yMfGO@&G)@rnji%vDly9iTg5kl~%nA=Kg$nL9FOtnEL
zjnlVEC3^F5&gJHV<1SZdPhe^;Z>6SRy{h~oDKe(&03v_!`gMPOU1s=Dp=92BQmvIr
z1trI>C=^C&1=-M2!IOIt4n$V6W7Ih9ORj9cA9p2JHkc7#zKJ&cMlAOS`tE99G}KiQ
zS(ErK@%XO7BQ;eMm39)lRP<WW4}V;Fvf)KqLuMy|wR7bYz0{NJ+jY$k#21)dl{`~<
z1cI=xSh93Li-;`jN0Y=6$;#7-<H)>rm--^F_~5kG#V2thK`kB}R+#~xW_57rMNQ>l
zm{_}WxFw)|OvN^U<|6YZU)HyrNOCtuQPLErLo5hXlL4K3w;|67S%j>}gFosjIB)V0
z3nnWH777G(Ylc&k=#an97BRsK`-Z_5yS*!!BP_Y_C5A$V%M6kC2yVcy)qlsZ{TbDt
z!F}=YudCpwfnmly^KujxH#R<2I$G6MTeMW@<QR$SA$Vr9)Mop(o)x8R+u7}EoHbSJ
zgC=I1gsHC+mKr<t&nM=HmnJIZ`<lMSh+^loAnuB--85C%_HWyzT90p9e{u-Ppu4&i
z`FzXWPl$)f77H3!36JkPtH?vmHYuT-Sz;*k8b7p8wT92>$1S2+JSid3odkD6=kTL>
zW~%Bn61EjeteB@g%y<xe;18=Q4cLBXBXGS2PmQ2_my~E!!>#7&wij5q6Hcr)&m{FM
zEwR|kC~}GO511vhE9|x4P*V<(`~i#>cur=k)_K<`w!*2Z?cpvt!m!|o@f2jtXph)W
zU>bP`&&;Um43bq_$cKzuVr2F+jGXpxzrGn|;YcwE|7*pbL2l_65%PE2afQ6Q@iT>F
zKYl`OwF)K9I$#%?;3)`EYBftOvC)Jc$v=QKZlv7?-;g!aM&~)>3D422L>$ne5Ld|q
zI=x;?mtyN_RxFR(VffLIo4g)9hgq-(D>m^o-TI+8Zbhu7JU*qiqMk3$sCjLYidzFc
zJP(F~ra>w`r>k~eF`kIsZXAoxNiCJ717R+cE>oh4rk-}P;NJyt5=a}9_<<%5<V1QJ
zONLOL1Tt~1>v)cwz%gj=_|AUV;9!rF2A<g8G9#V-HMpr>Y)O97m8JC)@;KEAvO;7U
zo(>`<kN1FI*^)ZC*#aLyp7WYBk?s3X*=%_TA>j2o|76%0lSC&n%n0ZfdEGdjf{vG)
zWlP|4F3GL5RwrYe#(n(0;7@hk&ImqXHk#$%r-a+sD$Is?x=?Es3XkX5bzneL12@b5
zr2)RR=Qtt>Pxl>HTJscip)30UOo*T?Rl>io;x1#7wB>n(gvx$a)wtgm_oylvWb#{D
zpUVF41#Tb@N~IROT&7vKnoXJKsMSiICJj5XZJRWpZR2zdei9YNpRxMN6K_FxFxI*i
zTk@F^1XXe`Gje@Bk=LhcU`ZJuj?Ae%-Sv_{%0OQysccIefQgVw-=$Q(*QZn)?4epI
z8Tc`&Iym*<t*nu<C|_T(ye0WP;K+#YF)1$1fj$p^f};|CU~pcgH>x~wlG*x0N;n11
zfD_Jv`NWfCfk;cGbX_v<-dtW@7F@9=_+|GQr@E_Mb(L><qhpA8xLNQF3nf}8{ArFo
zpipZT3NnMRR%*(`MWmxoWPWUFr84W<1IJ2kyHhtEWOZAP<%v97GqF0`42WrA@(5zv
zxIyd2DT1dXL^43!RU372ukQ8-$&<PUx5?uvNwX;v65X2Gl;vr&l!zSN>A;FCk#Mf1
zo@8;hQ;75iOx9GDp9UTQu^gWHVLI_g6BDO(jYjRyi_y|ly(dSVP|K5NHJf@M=WxB(
zqtcs<13efdzs9aAr6&fR)sQnG&|Ena(zsDym#MmCa{HE)!V~GbOx5*>p2%cb8ctVi
zj3ruanXgM*gY$uyF)8zPJp|AJYh#im^Shulg1`%YA{5Q7s@(<0wk}DP$s);%TwD6H
z$`fF4W@ksZcM)#mUg3s`cp0VA4>?+Rsa7kLgqp6E!XKk+P>Ui#=mO46Drsf{Rf}cv
zPTYXNO_sylb%o+iQ_m5K+p>sbK;+?3SA1Q+;fmwNhs<uh^TLGfl6s>r4mj!1vohb+
zbCRA+r-fNrlUdueR2yVxJ4xG;A`y5_>PZPo9XB0_N;;74z$K29ILGT-gL02XayDS9
zoXpFGNl)bSyEGZRx882KlImOybUL7D@5T)&>3+A{Z3t0p&_DmT6Q`q@e!3<^@zyQx
zrVzQ$#xuT@xK=Nchebhegf=eBGVG)`VB8ier`vc4d5lK~cvb*)4EVV_qb+P4inMc2
z#m-;9p1*#D4Tf1??c^p-<<*j!|D5O#q;8gU^ipY@D;B`je7IC7l*aPx>7@b$4$`hc
zs365Mv3jW`HLb7t(hjP92o~gdE<&e_)0Q8*+_D`qEiZF(0)~hrju>i~v#w0&hmPv6
z%C7C!iDa|a`u&FNS{+7FDh01ennEeiLei2W?X-LP;9P*N4-V#}4rrZ0<}?{3W~*@=
z3{I!ex}yywBi7~hR-oNcE|zD>>*FX1WNvdkY7LI!HBu{<l0oaFFF)V+>#MSSX0=OX
zb8lI6MJB6zH(NJlB6?cyHhh^=-R`wyImHE3p@+ewOdBS+@Y6^SPHn@+^B~^;;-|5D
zVX>0yo`WmzvV8~#ScY>6ObAPUCaciTtmG!;C0@DAGH_8zuq6hrBnl;xKZdx-5Im|i
z1j90G1>75mJn-J}^qiBXl>5pc{4uA%@#`vKdBaW@&!{3MeUye@z{KgG=V8o2gOnv?
z774<d&49OG$KpPLhO^IcW1ecMd$h;%9!px2g%>H+b;`nvr1PL*Q{74#)r{&SEW_ID
z#+^mOjvL^-v$RyV%adur7El)FfDC8>PmN930W`br_1H<f>8_8drDX_(>U9<YslLk3
z;4RIp&aks-C69P4aeRf|y3KMbtypzgmTt2}er~XYO0(4re+nZ4O5DQ)RG7Ez9>y5G
zsK=t7Vh<6gKDl=Sf}%d@cl&=Pa?YZtT#lrQ?Dnr4Q;Ye<ud!r!4D0!Xea|e^5TKNj
zNxfG1CeGO-FlU>!+5?>6zSWLMxT$O<UXTj!+KuB>W}d|a;!**5lD>2oend}&`6|?O
zq`8i?jsXRYF0G~-bcOF@s@;W`AS7G`qu=GxzUlhmSB)oi(jdBs>(gFLb(!VZ4idS7
z;6el^vzT0%R<10Eppc3rElpdj8jnJBP-pS}emm%PV?4k$oF$KeHyW@6j=grIYQ81;
z)nkV`f>5p=>)o#4ORsAKzI0dZ*2SiMu`%_W@f=xO@=u%)*+0v-S~n%>@>1EGmDxWK
zA$z*W{-JH=(Y5Hp1o-&KP1b9Lv+(~OdEa=7of<rqVRx~_SMfC6(k)A-F+s3CBZ!rk
z$WJOyb?aTy7oVW6uBsx@2q)uvN{Ey3sZy;}s_np$E)+}Q`xO}OLaij2VM~Qptt1{!
zn@PJhNMLdtL99KU#=dh8Cw~S{p2`#~ceUQHi^~%{xhu+hpfhA@78p@KmDj6Yw;@uk
zz;qv-czU%9pMQ$?t{T@Hu}mZIAO;&SD|ef^D5n<fNfPH+Cz?#Th_yiT2L#ftBg)Ng
zfN5M^h-6nq-hm1)?#sLbn5Z&|A*y#>`4+41YLYa)-}f56;B{7g(ifQsvA;@GzBM}q
z0r?)b6}Qt|OF#S_2*^wH#}&J4t)%{Ye5aykIeH>@voUG7$+s|+&PKJ^B5yFI*z5ha
zxB~367l|vv>8hDTbj4s4(}BDM7ZN?O4}$ZkE1ynd)py0cL{9oO4v*8(33>mK$A0<I
zhX+a7volXW^^};}7tWmdvZM>V_?yq3y&$<<&VBW=BuAY;cfLI@%D*-@KR++ZFU?)N
zAj{`3T(~I9FT;<6>o1&dUl!#rzj*oTRZ;%t>({&`$qDoA<r{BFn!?xL>@JA%`k80H
zI4#Oc$7=)9*TR7V`}d3T-G#k-3j;br_#?}qSe7e0cWoaZ5U*|<5U*zQcX(hJs=tKg
zLHH;rhhOft87J=N$be*o<7eW5>*=9vh7rBxkaCsPAmAeYunDd}vH*^Ghd<!WcrhX&
z88)M2?Qr%6_?1Dvpz%TGOGLVwMwl;rv|!Uf1jmn+aHwjJDeBnRBN@)_!I1cekynFX
zf~I)5il3a#{0Pr6Ai0gW+ipGk<u9K>K&o@Izv*z$I_Ilr8G6)n7tdZ4m|y2Pp~d;L
z=Px5nnt5riqZrfe^YiEN9MF}Em*&}#qs94ln<0F^`r=Dn2DP^Ay~>HlUi;RKZ!sTX
z_T_6=*u(C9V&*Z1{Cm)tJaz<s*u8H*2No<)1qmzmBBkjudk;c?VZE|*=lFKkxY4a6
zqrB6H7+7=>M7*Me!;?8dZpDZ~woOhWuw%$OTJV+S5&Mq)#L%hG!5BgePPS%;j0B8d
zV+h7&NDLm1kYVQXC&^tInqz}gUV!2ZOq_?vr?5YVhS(FgAU`GNLfbsTP_mRxzRE_4
zZm-%Z{=re&vu8ISCB}d-7$v0fV@y5_v+ZO1+;4o<`7(~p1xFypo;yE}h|^{J;`s{~
zB<R=tynqHfe_@_MgI$`ta2}z-7S3I~$f56EZC`ouDn8(?YcGG3f!}}o#+z@m@#x-I
zy1~xMoSL6M%K$tL>(P@8nrv_BC}TQguy+iVy|9<zv`^Uk_U`5Du6tmV3jDl}x?{(V
z?fl2#ty@R2`3pH@1>n9)F5Fr%vxFQp;Qxp+8Y<Od21x=k^gxA^I%F6iwVBW00TKke
zCjBgqN<Po2{cu?Ftc^oiHV(x+@)%;CZZ<~_8FNU-v56r}k8b6_pC*FT8p=y~L@4_?
z0?y{LBN=32+0KPY!tEFHq*M{p1qro=8GhTOec`#Y7w2%)=FeR~j-+GL7thZ#T+{ja
z^Nhm5zI6HgWyYQ~e_{SI>+r>k^Orcb=9`z=FTTQldiUBZ-$dZMxwqfC@zyfCZ2py3
zUS=@K51+Ar?Fr@>{=$97E3B&z>YOzWL}d@}eC&Pv0oign(jrncAkzj;lTDx<IH@6m
zf@3v3SS@D50~H&3J(Fd?g5-EH!_e_In<f+;H;UQL0ftSFEYHOuy1lZ1-95w(I!<rO
z=a_mL>X=a3$stA|OrH>4{9G0JQVt`q{_w~MPO{OhqXVqfyhQb#EanK@H@;)X_&9=W
z?%KI)7d8h$`Erc3V-l&DIT^>jqR%g%eeTjc_IdmK`O8-rFV)5N71m`hUcPYoYpg%7
zwl7}cef-LmON$5%JGb0@>D486*>{#+eUr)et4m9qCg#liB~Dv%@1u=}86<V_=&_?5
zsdpcpG#Fem<BQpgT9kD(LjALNMmcVdZ|A!Y!&?}a>am3^BKLBhRM7YZLm~UCW+sC;
zkzgti-L%YC+*Q=?6y%)L5b6&6KDaGojOQ$!D=QHBO?iUMB}Ee%k{C^5ZYp!sBw6&(
z!*S#}06oKcd31#LGQ<C6UuRTBPt$D`d*`m5J9k1)Ps4QFfx7~^Z0FOWqbUe=XLq$Y
z6y96mJ$>cE#fz7*rxz|=zRa)!yO-Nnm`uKY<<g5>iC=y38dDMPzW&M$#&z`e+aA~E
z7hZn3%kHwCvS%2d<k5TYyPK239MT!N0}_->-eKb@?j=*4P8^kcaSuX8s35}IvFAaM
zI58*mEmQ1vhJzJ50<9I~#6*QLQBgXy%G5seXokb{(i)VUtYaVow`a1SWErGsp4r%A
zm_!D$_&DNm<`HKaQBiZ1h2c#@!^50E2O0Vp-3+5@qXYEnjY$Nw{S_GDk*YnueSCcU
zM~E=HUFz&7HV`ELd9;6*+Sjn_E`P1f`fzz+;U(5}-+k@cHyMoacfNIFnL*KCTYifZ
zGdy|a@<k??#~*DxbU*%Z;Aoj~07gK$zj7A$&@<4`O;tu7wTDeR1&K-#vuzg$>24H=
zt=qS23Nu<Gf*CTG5BK5Bei{K9>63;{vINXk=2)h_RXItHX8K!^9BYAqoMjl;4PFOY
zk{+1E4pxxrI7F_^S(NCLkK+a$`YPE^GIwP|MY+mAN~?_5G~B}YEsFV&LT7G<zx<Fi
zgGUxdnsfJXD$1b=4jq0i!x=HzOxvz%+IFteHr@lJewb@wdud@|aS^Y4_vKfvan_a_
zH#~;C?Y;Z0w^)z<ruXVK=5?HW_SrKGg8RrX{vwk>v!K&r1wq_V!-3h|Q((yad&#+q
zLeFvf-kl#Z(%7-Fu~CNfpQE3uAj~Svn~$~{=$WB(nZ-<JWTHque98cqP}#^FRZb!s
zz_z;;a>ihU44nt6;1*;uIVMaBbtlm%WhWFmih`#wAXw<Daf9v2=5Wyh!R?2T^krBO
z{toEtl+a?LXDU<o8gqoP5Pl<bYz{2%{{2kFDPxMFvMYCTALGLz_@GUbNX3KQ`*SG#
z7xp`Ezy8(@6q7gK`PMRX#m>L|_G`=;c%*&#IR^cC?6Jq{pJsFR=+P2~j)&=qw#MAG
zr*qPn2Jzd|VTjL{7+qm;XQ)=}t>fd{RdzBKzMZ*ENT-WtS;=gIP8$UQF`icz9;jsM
z!^(@9yK<qDWy{DVF!j)3_M{1lFf*ZqBPeGb9dVy0mGA+iu>q5w%^+WNZ8G!qjPhsM
zQkG8PNqxpv*&&rD^5ALbe#{pj@*!xI&7hejhxld$CKfy5D5~7hWU9pxnE5uu3I`AV
zh%roY+CYKV`o3}%mrCKXTxSc%7PZg4edF~-y!NpxSLbYOX65u#4Te*@|L%JY?z$c<
zGIB#a8;<m2CqcnH&S(OrcO&+GrVQTejvX8_c<U&miU!;KtI!EUFwGt?LG?q!4^)+p
zD)`#73i8vCF%Y{x!bp8-lJyv}DP4vBB8NG1M>sZ#OFH@7QROqFoC&i^r+!wUL&)+2
zS9f3l7OJN<ZyDV(@)}1FLQwNfa_Kg6r&~BZ1<tgC2M!!$ULS+Kz0)<{WB)SNVsqm?
z1+xc?(`O#N{}EJJ_x@4^`N!=&hf4>!Yw}{XxF<YQg-KT^AZ4(*Z(sOrqqqmui>>Y6
zy=w=XcAJr*oU;ldxe45v$?R38n6iM6A4LvKm@@lNu)$k=P(ele97qUsTD8h}!O6A?
z<1`KTAo)7Dm32<b+=m``5WK#rS?J{a@gku+pz@vydKut+bWRxyL+CDovB=(49N{W#
zR(gOCRBavGwrvy@J-S&SSX;Jq{=d!$&B@{>=#4*My-_G0KCt%@#;emgh`|558SuZk
z7Yv<Y?k#}QF78I0XARWeP6pjQKCUr)lLa3NRU~}m70$3is|>mrS~saoRX~!SnPjhp
zc>#+3HRum;6*ADo1qE-IR5r$pOh2PML?)DllW=_wijYt}hs^0!j7GD$;VcHM8P1AH
zKW%`^dlz^X@Ny&_w2>s9Q!Q;3*u|Y4Rpbp&#-JOD2f`mz&@ygDVsj<jWU>!k*lTdX
zSlqyc;_umeckbGa^cv>g-NZ*g_C44Epo{m>KQM|KeWzlN?B26u4BwdDs%~Ln7J)zx
zg5`21i^QA12f}?W`*obW8^5P?Ooj@fbY8C(N$2y}TvK^TnSfE9L`p)1mcVP;Vlb+6
zWRMPbpx^t4(D-kI63NpS3>Ks1AI=;zN4B7UHVjQho<wQi&*5_*B+#~R$BBMmALlB8
z!Tqp;%89iU*(pf2ia{I1)|ol>b&LX$196k=vEojc|Mn;hJ#%OB<2w|l)H5SnhO%sY
zKRnCF_Y+i(TR^0<XC{^YC?nZ<4%~8-U03NmUuMJ%ALVLLQC2>I@tP`DGj*zbfb<)T
zhV*%b<V>XVQaV>*8oa}(P@XpyzzyHB1wzy8U0CqPFasVE!~@~GReQ%y`1`M+kq}ff
z@Nn?!zrsQBVb&CL+2OL%(OIwj41$ZDJH}CJ#vokcsM}-87z@3#TShlCk<CyL)01Fg
zUmC@)swozt5p07YdB@1)wsJm-jg<KcFlS+8-i1DW2AbZv2Wg{0^XJ+*hMA}I(Yfo)
z84Dzn!|*x}E^sElFjUUeO{I=4zYh12Hy8sV5(s?9K)%x9VPp{;9mQk4o#UL#1u10S
zH^BL%zh;0&4j%(Ced%NFC$`un8)k8c{0Vr0^o#JkV^vN+vQ@a5#p-xgEGBdm-mq{>
znd{3JGLlXkZ#u7hG&aE|SQdhHXw6~=Og%C<!v8=jk!kQl#%Bs`JBgn@hh#oVU580H
z4^OyNwZU=QJkrU5K)%m(D+n@D#6MeQ%UAmlxE<rB-OP{uK9@)Q)X=PQ(oZ3ee-FA6
zX3LnFvE)L?aU~oDi=mun{Cgj5GT0n>fr$|EPt=q=1S-fOO}-@bJ80Jro-s0XNO|xf
zo<NojL*$4Gw;5(`h&%&@e+t(coarx1UxFAj3m)Qd{uuj#El$zzL&HJzP>Umr2q>44
zEy$PzuJ!v&XHF_FjUbO6O$>YAf&Kd#Ks_U5V_Jyu_SC@XhJJF;0)Um=Y4D)~cY%V?
zJP0$V{}uR*b|w1}$+E1c!=MO`E58N*!j+$f$3O@+HX(3)Kxzp65L%I;uYyEWK&602
zQcf-!8S*8V-V-1WpRX{$atJ~oba*_^mzi=bl*)HDCQzjy;VBGdco*~vp>`#cQ<VjD
z`p{6f_=~{C<c&FKHO$63_>1HLP|3p^XIaC;?J(%zqHKNzSHKP)Jitt@hS{aerMo1g
z3nUFO@HdfpHitJh))l%7e_U4{8iDzs<8Xl`_!Yy<X3&KPw*ZL*^7(67<T`n)$`r}f
z95`7aeAi!9LFqq$rfw1=`WI0A$)q`yze>xD@h2N12_`5Mx&s9GLG<Hxe$O5P&u$1A
z8Mold7K<@*os^Bmdz@nM?y7z0V6j+4ni%AK+jhru;44~~L-;<|L$m}>{iWkzvp}^S
zuVg}^d>s^jr^-1ZI}hLhR6u&b7=pHdk1bXfaOr1=8Ee*)%>6;q`a+fA%p(^U!un^~
z(kA@`f?SGb5?Rjw5&qL*_EB&RUfK@QG{kKeggNFW93|v=-;694N?2m5_<Il#bzVk3
zBlx=snxq#G9zxH!I2u04D5c;<aN$vfUPe^=ni!owR673~4H6Q0=d-y-^2eswLgECd
zG4dG$DGELZZ8`wDTLmq!-(Xb7=wQIrxuH%Lmog`jo)lWQ89g4xAEBOuG0n5M%EYxD
zFlfjL%oikZX*18)-7=g^2y{dOO}@m5lu?^3fXtk{2P5NQ48HyXZ5#b7=$^b}zS>en
z>C-gS_Qit-8G{sZPaH7@tXPcAkeh~$jf>#QgG`-(ciazE_oF(1PwnihU{jwmAdsqq
z+ZO(J4A;SehY%%^&%xDyTY<^f`K)2)kvo8Mjy^IBJr9NunOVWi!<3&yZd+Uk%oyfS
zwgaIOL>5CNlRb)t1m5!ncs6>$=O-B(F*cI1EFP(#G94cN5w7TU7QjKupkK1_Jc_Bk
z19Z#yUxE%Q?hii%KLGjPnIG^23_$2^upbXi@&>+-dJxyUa`{d9V-U)9e#@{k7z8uc
z<i~KjWMPgYsr3ou_o<)7)030RhfjlqO~PmWzTgCZuR4u;05l7B@rTfbBQUP@drTz<
z(M<<0_^0X=3_moL{YtqsWEk~1E?2S<C6mxCe*l*DpUo*BecHf<2c)#zyg9_BhzG?m
zet=}~_nJs%xqBB(MQ~64O@%4<a2Je_UNyIjbS@fFSkZyag`YDxyU|{l6<ZAKhp!sA
z%ncrKCRAZ0GmEcQl#PS%=)IFT*+}-<CJ@xl<Z&erN{Id+xOp0BU~ym|ybT`$1Cqle
zHFFBw%?@bQJn2{Lp-eWD$KDH%gD%Y=X)k&AxYBVal+4Pca`NazhU6eXo&bIKYK1X&
zZl=iMyIV95`LCcc#l6VYu{V4J-sz#=_dIXV|4`^xaGHMwy@=;vknW#kg0Zm;Vxt&2
zg&-iUGUjT6T&ZLX1M`chZN7dSyy-H!0H6>XFea}c-P0sI=N$t%by4c<3<O)5&!UYZ
zd`ky3({@l#v<^2k;f8+)qy8>@;^B(&NzQ<aVS<(I&A7q@?U)`OL9Y6;p!7q{3Bg~u
zP&E(iM}|^dxZ8OR+k1pfHhY9omhzPo)clzrz&Brqx%4+|RS0z$w00U-zEF=p4)TVB
z1XGmW2krR!{V??31p~UZ%-o_5^Dg1{arhlsXF<=B4dkXqC;Bir2Q9YLp@g&W6bPyM
zCHVJQ6CQ7X;vXK_@}o`1>>*H;Y|jFzsoBJOVN*F99#)W%V}xF)oC5W6@DN8ve19C*
z+2tN1S9G`@bcOAsL8CTKC^>LRXaUqlt}_V&(Sx>c0#|ph^39=RoV2fo%uQdYEPyJ_
z<v9fr(lAmq{C`wa>Nzlk&s7=oHd(B4BmC?nOn<NsodbsQ!4U%mYYGOKE=(fN7GqQE
zAP@9^flj*$+662}jtm`Rmez)NnUnA2hv`q@{vB+_oL64VPh>VSxJ3KJDE<*y5lE?X
zMAAm6imJ(Vho5n?x3O_I_t@YAJ3qt~OX&2@W0Sn&3CrYUYrgr<!sw$8!9X;Ga3(*(
zd7Mdc0$q#`q2)+QjRZ^(u^{~lvYNu!evpANI0XM31-S%2rVKKDh%bwVE6^>QFcRvV
zhLDdARTf5ua+`+1a%AtaM<qd8_Rh8-NG9C{eRNO7R>r{LXVh;;bWV<?fJtO*>fv!=
z3O4?TzXzsG`1_!SZ^I}am{dO4Kap908SvNya{)WgRC&`LudrA>JXd9-82&oaMM0Y`
zpu@};bwSZ)!IobeImQR;c!lo`{Ur+UIdo0nbHO{qkZY*(pJ2c?Lllc47vtn%VM(|o
zxM66X>0x^ucYIh=^utG3Q;;SS{gmPs;t2!3@yF=RBasbg{O|<y;9gWFxPtfva2}3=
zSA0mh`W?{u`_S$mN8Pa%2JkFYehH-PaTu2g98WFt(4z8<%}3ed&Vv=`_|BFJJd@r)
zTM;5<B@X-$w9Z09hg8tS2cd=dbdGJ|Knw)N&aM`>g(fINi0V)mK=|_w(J;P>2s3B*
z?#|B*vve4@4j@`r)gNU+xwH11RTd`7*~Lwuk72~FFkW0_m(TR~L$Aa90+ZZ1fIh~v
z738@FMZFaX+iOZDSB7_i4ai<qnGbSS>1<~ygy`A60bl!kbs@u7kh6Jkggy-q_;Z}8
z->=}#5UvzLXpBwCcQVI{!yUU~ZyO!mx~;=^tJsnuMD&O6G)D>Ns`de7SjKVs)Dcd7
zhWq71as?Ux+@ti7>G}YM9v(>1cPg317nO%Ml~ED0)eG#JJUAq5YcQ7${}!gvNfYP9
z1ehq0JhBA$^`Rbq?tC7d_3(y)g9=_K3<6aR(5xzQL46rHN6E_-zQ~PPJ0ruPX%x57
zA6FLgn?bn~^57;Isp0=;Scd6$EB28iM-CsxhD;nidaQis`zt&L<NpFsO9KQH00008
z0OxDhTK=laK|W^y06o0`00#g705C5yFETGMbiE63TvvJ~b{e>RG+%w2q)0Zpfo7AJ
z1pCb<^=j(D1L{%|^n!XwQG!HGt2Hgj%{M4nGthWE7vmm#;qmO;_Oq~_tqGjoO|X8<
z!tw4Jv$1{Q>a7j3c49b{R8Sjl6;iiqtG8UKAWrPSae4B8|2e10c`Q{Ff&V=2Isf_J
z=fD3Qie!d_*e!&x#4~>&#4-A5*cHM*A;fomzgqPL{_GGZ>wWswe@dK;42dgMpMKdV
zVnZTRu2!We(f?;fW_U=X{Xi6-r@sCan#bxGRee$%w}!;EKF#OH7+&_Pa_DB+_hqDz
z?u$qvCWZ=WpZ-^__Qg;>CL?FdRsZp!v7JLA=2@l5ezo8K9L6SNB2tQZL&YhYy8kbQ
z>M>k=%dgUNYv_`q;l*@S?kvRQaFN#F_xpd%9p9?bG=7{rQHLQsd}lG{i30U<eP8vW
zUF<59`+l$^pLV4vyw#^o^w)V5A%d3jxa!vrcG3)<RivE+R<7Ky(!f}-r*wgyb0tFk
zM`B`ck;c&4J`t(iL*i|$#y^C)Mrgys1>2w47rQS;_Taf<s2r1f^XY1^FHfu3S-4Ip
z3#*S{s$+FJkZScDcfDS%hE@L&Omi$<^=P|<`8@UTL;rWxWL3iE_0SJP{|)XI3-;4a
z33uW^nGlwX1+h|04wYiT0eY6)btfjGdBVqVfhM#H!aErA;@OxyNTc=?V{-p(+UhPs
zeIy?fyJ?sxq(cwmcM}q%$j7|>Me1^>Snl_OI87yEH|yAK_5LobC?;vNwCSw(m%c*?
zst$;Y4$`e&5GRIkl>5rGLVCn-37Djl&R+%k`mX{B#|cMvq3rhqJ0A-oC0aqWFh$7l
zpNfDsV{#v@A=po+aIkpA$8rA&6DsYJ8pJWe@4g(79~M}Z2MdZ+M3e@^=?9Dyql8Uw
zv`9NF#>7D)NuQ4RB0b~}hEENNVInHp>mC|$s6=xdp|wT`KQZcT(Z9QB;1E$nNM}gU
zaxBQuQ+Cj<_S2Fr&<FJ#roS{ilsjlRbq}i|14QQudEf_c2mN+}{zh>eBlJHpLX!*7
zrJxCelZ^BNKQo}`2Rnf)`aMEhJensy^5P}xa*B?S<`FcX*oXPf5=qj6h&j9?G!MET
zqVB#pNXt7_1TWF{PZqF7dTP9^_L=}y;)f{kO1%6h2Y^@VF%CAPS@z`9Asr5(pOyoR
z3YtyY^mk8*jx9+5r%XSjX+`NGXtf%Cd6-WvI7GdU7YQA-b<m`D0M9-{2t28_N5~=q
zCW;d~2p3p&uqzi6$BSjRPwS6)BQ$7l5pslD2-!QS2jLbd3M%w>H_bCbuma9~2cANJ
zcnJsmT@p+WsF4VqkZ``pl+pJN1Eru0EHBv4Y*|v<iqm5c)6Y9`Ff<#w#_4C`c$zV+
zK4r1E1XG4eToSw*hDwaaM2VIhFI)l7`oEyWX-MSF1QC-5z-qMcCuxo2H2WUf)V^HI
zJ4bC+k^2OK`dB!~688@d)5=K#i2{D7c?cdnLYppwWz{N~R-XYA($A04;f_M^f;34i
zh`o8HJdvbM(IOF1u&=;V1|aQ6@HqPS7{Ss^?nF1iSsHT^qJ(-qL5l(doCWGYW<!;j
zc!U}<IhH+ggofs6N4seSbjBe%c~xov!4U_D6D49DZx3}JQJWNnB1;yZ2#uISz6{1A
zBHob&(H>HyEFZ)1(lk*J<Jp+EGe<;LVzLKTh^0tLiKhyRK=wdJc_~^rVZ=+&-`#|X
zgUn!HIa(WyJx#w)uy&xabpA9GjTllmmj_Esw&F3Ufa2L$@LDz&3@bq(1>ur93;cYt
zSf>LH`%k5C?8MDAS^-HnNn01^Xs!Eme7Zoq+(m<S&=ZK3q@*VjNrSY5ERnt}s^bkR
z)Zq{-H(r7_R*JC>C4PgHAg+js$7!-dv<li}01>|XED<ds1^ssyp@4~_#K{~p0_pHr
zkfJ5*&Xubngp<6?$ZkN4Uo4UuyiQWH@6`zbN2ry~*|W-uK!H$~o>;?~)83>-lVPbi
z+I?jfYJMNID5|u(GPNf2jPc-lUTuPQ861J&CX_=2ld^&0j0q^7r)ak~XsXj#FAc`A
z2xuz1O!PCBB|5wv^Byazz3nH&mWr&Q<YC3@G%qB=6~Y7r7_qB(1hR(oAK4m2ZctvJ
zDH*3n#|V*xeXl`FxlC(}uqG?;^I{%xr#wv@BhONor)UVBgRp6Z#6coOGv6jj2(@yZ
zH+_LN`W$JAz`-n+=;<#PnU|mh=-i;C>DdKZo<;wTfT6HZ`C^fYN1OoRzeRg_jU<nE
z35-X5V>GQplaN5i@rn1K)r+8T8+fOg2=~D;8g_<898~8apiLhm*bQPXI&hqb2UaGU
zm%GlgO(5Q(S&u1Hvcw>|lu?LL$m3V2BZ(6jV8H=;fKB-2C%#o+WeNEL^--0dE5QCD
zNS)^2sVoTAQlgC0parI((jbFKGkT};ED?hJC8ipIqb5l~k`z)Hx|?Jc>o*d=V+Ejw
zG{F!vmy&+8R_{$Lht5UPIe5pElEso>!ie*<5l}b;5paK8^AG6dAaraV=T4ooMMWZX
zs4}S}dXRu9Dl17Jqo;UjHdG<`PTYxkDdH!WNrQBucd_J>)#m=`Q?OS^zo?V+YzR!E
zCz38+wgB4~OWI9B<8>{WcN6Bk%UH|T3rZYgp*un9U!{dSsSFGVAaRaX|1>QO^5q&9
zOUE~o0}&A4oMi$Ij^`EPUZ>w9c@`;<Pu^}tfr5xz{1o+hsl=OQb44i8gGIB}B`y*U
zG(bsVEDj4oiSd9Gk@xHL_abq@Pl46x5VO>uRH8>B42F;tgl#$^@ifTiQR@6<`UObB
z#8E{X0qatTG$nuKPO@9PZ$MPjs)*G2C_o-xz7q>(KsV<LiaQ9ObO<C~NrzrIqU^^Q
zuvmhnkRfc7xfy&XuT+bzPJ!8v5Ce%$N{(o}5(|Eg+K-W8a#$%H?@C#TR0}61F3>E_
zt(f>nB{2O#|K*)@wkK%S)GJS@{VHtB@4$)Z_uZ!>&ajN6U2#22yjx;Bjb?3uo(WaE
zbJTaT#A06jV>+{wGzoD86FZbW<S7Y9UIrN|!E@SJp``}9X{kGDJ2&X>6k!F1E=m7@
z=JQ5rA!lHG(i|k`fQS$#xA)V~v(M7(N5NWoKuK1F0oa+OjyzARmpNr~vIg5ngXo0C
z@6$|)0*hy6Lkp+)8`SU-HKg$fWpjFl(RNjcJaRlZI6-Y`NXjo4*eb8Wwi6X>jEHW!
z$fLzY$S3$uBrsVk2BbX%>4#vv%#ta1gGPO|LPkecDZA$&*jbE|B$?q=m-}G=uVjXX
zepFC030g?*%rhA?Wj#WF9fB3m;RDjwRu&qw+zAEw0v(T7ip`8*mDc+!6}5>fsb(@)
zz_b$P+He6D&{cBc{P5M3VsKz428%PVENl`K;wYpw#L&z1pcqYZM%mMSF#+#Id;{8n
ztVs~pHGOW_d`0nS@CQl&icun%1kuO~N@FNfllb{Wj`<&_A``T(Sb>p4Cq*RpGhosp
zFE*fo@)a#O$SM@1;R0gN02VNjgeVhcV_Dc5L=p1OsP$QDp|b<$c>fG~nO(hD@K2PP
zfGrBJG>i^Xdfrij|5rt&Wg-w>|D9qlus5B%a!g8Uu)LI4^!a3go#OuA9%QCvS+ftw
z2fq?s1Vnb;g|bqwWP%28hhUh(Nt4(>s=!i)mDisa6l3?awRjokv*HApYT}EEsU-pj
z_X^7BgF^fwVK+tOx(kz@P*$0jF`_Ha;*Pc93)*9w(mumcW#R=N(lPuV_5bIvKEaCg
zZ-tKMKhlu_>j&V0{SncEIIm@VN%dks9KPT;2o76`<e_(oD4v!BStSJ#ASnLx3KtUE
zfIQ6rE7}LfFY<UvD+xZQHSf2eX-eD&+a`@ntWInS!OMINqxM2Ub$E`Ddz0W}ibdcy
zf`TDwyqI3>sgg2@#%Xca32$Uy1}E85gNy$mL2k1HN{_i(&^AH=LKP<03+$$MVXlHf
zsN>($zpv7iq&)ksM^1F`P3lbcjQ8`@>(^<z3TUbT16J{&_X>57k<|YV{Y-9z=W1hs
zSS$D!)Onb9g9rUK{RZS6B!}ZrP8l|Ev=Q`JfvpAP=9w-8El9u?K%i+<bJWosI{?8b
zZ0y^#k?)t4YJHu~7zzjm-*I|~gnFd53E2H_7nJKq(lbaAmOiD%r^{@+N^ui0q~FY^
z-5_2d3;F>4kNlOZebNzqGCN3k5FX@nga^zI=?FFcZJO#13`P1o3d0gSNNs!R*<}37
zgbqw#W6#mgZ_vMBv#TX#_2Dp$1Q^w79CI92VhqGDUe#LebdlpM5}}9xjsCu;#s|Ms
z;x#~yioZZO;P0v79pyX*7pd`=G)o@7LwmyNZ@{A@)#B0dc~3L_)Ui+hZ}%&;oPl?6
zyvW{lKwRLxOGH$K=yij6JeIclERjsrdkqE;R!vGwM2qa!crR&_nMhc|Ac5sOs{C+R
z>fW;@J_Ojc9$^$G<w0&7qhro1!zLhE;+-ur?*!kWzt5GFEiggP`9(Ukk7-=0#9|_V
zUfd7KcRMDDbb@2l_B>49+iY~f2nv1{1PFEd9zq++O~)x$S@=XjkWl_Vm4|f*LnBR-
z-clOgBf~m4pe?Q;qCYZ}#W?7;%z*_Kg0RxSEY$!e_)nDBe-R|0#BZs<k616!;SeWD
zc=AUfQ*w+8@1GXfEo3<g$^74H>lP9mdw-&UAPnT`Rlo1|!&eim%)s6rY_S8d&6JtX
zvIdm$8)y0CII;kF_Ltyma$!6lB!UzBh@g+t3SgSRyLb*%L86|X;C{A)2?26bV%7^d
z4YeijZ)j{n1$g@2e^6#%@HkAeB71WlH6myeBq4lRK(KI@bvQo6QodX5zq*6Bz=06x
z(F+KIAbLlFlg@;81=oRX2cQnkJC%yU4p|V8bn=Lg#FscKKs-B&c%1hQ8hSL#@g<gz
zY2|u(zX?_<u`9-b1JE!DY6<sDlrDyT_*1)`VKGD`A`~}ybUq}rNg>o|%zrAf<09eF
zyh;M!%PNch?}|!Cy+-pttBh2!QDRRU!3z2Fw+HT4P%0_Q06#x{D;E4YgfMKGab>QM
z^FyZaZWwF#2yZ!sH`oe)i6<+wI3VE?yk21GD9Ozgr@%V&`@bc4nfhc%Fzv}A+7H@<
z%ee$&23l-{HtQomhPe<fLAY}lOiI$CWE97w4+Bm79uNfPIL+-bPZqCoF#VfxB?|k@
zr2mm{@$d3%9J08A;|Ra{V-9O7y^he>$=gh%5ER}UTFk+6BDpTUO@FT=00h5G1f&(t
z%@A8>l@LY1?B64prnnD*N!ALG{MKC($-z)oxol)Si)=xK+Lmd=qj^LQ)F?7f#aK@5
z<V+>)e`y~sIbz;lkWDd`BSCmt5e4ien*Lg~TJ2Q7g&6i&ERe+T<ZVL<i@$=a5=AWi
z9HI83GRNl;2SRW~yhqa$nRpfWE<~~92+BXCzyEcKMTM6vutNY7UHn_va2_Fv!zNEd
zN)b_!hbcX{c)tVRS~(-ImO=F1&(Ji>gpVTqTc&^GpocqZ_lUT{YU*-anydq*Z{^Ds
z{yjLKXG1VJ3U3-3Rz+V()ssj7N0HW&|Bv>~*{&;=Lth4YzDx?gWCLNO=QGMPf$>G&
zI|+c>IFJfEKO&jqa0APE*hnx@vMM$qqAI=zFH9aGY|_z)m#J@={(cQAg^uEJ+Wl}z
zg=E+vA{WftLA-oINfh?F{y~YuKIq8SH-a7rRW%gc>nmFmfoTq(3hj}BABk^;jx#eY
zLZs}ZLmbb;p#J+jIJO*y@?X(>ze5Xrw8SPhL=cJ0YaIOjR!osaw#2atDah3vClaaU
zc%5tlyhFnGv8)nTBP2jLdT8kYJM{l<Hmj9hzg=YaQsT&<Ixc~{>A|nw!M%XhLa2(w
z#03KH)X_i0UymuNE01YI8<AT<7O4C}N!?sLc9z*kz$JmL{6_>!mz41h59cfN^V3Qu
z@T6zqdEyw0%1`x5M6x+*IGBU8Kszq8d`IZq`(tgkzDN_?EU+a8PKRN{2G1@XHva9R
ziroC24tkH`G+54;i7G(^(6xv{lR}h#USzW=xC?jjxZ)@=O~b~OhGanla=uIg<+teI
zpgN91MA6cUq@?#`RfzOf30E_x^ZY>Er7>OaRVFc8U}<elk!vE)sOXV*m1xk(^Cp-l
zqUz$TD!U~P)QOLkH4E<HV>+*xpJmKd9i}%C+C3$ODX7rHIRw+#s0qHrW*u=31mZCw
z@RQWImk9GB+}E-q)VK2N6MMu7@JyjJf*m@bA5jm2ZzB=s_}?qq323Fm;D(}Vmc%w+
zg3u#j=0B&^P8z2SVef!R3rs)KDRMN5ot2E%=!ic3B5nx4M`xACd=!CE5WUplrQ@{T
z(`YEuqsWq%^R&n(VTKR~?4u3spbZN4+LTWTO&rno=pSmCb&2}qAn%FZe40>X6&CH1
zx>Fcd0fGP)8SXk@TArhRBs@LRb-*r*74pr+%j$TU*~kg@ehyLs7l$g+3!|H3YKX@@
zQe=b%!?e~DIenS!9mI77!iEy)yOmdd3k;4V7^lRyQ(obra2OoyD6NB(1e{OIEh2X`
zFO<~f1D^Xzfen3jSf4GjC)*dWgMXu>yq0ewQg)jJD_k6yFzltr#3#ze3vx6ltB@h+
zkb}Qd8vy0Abp$5F70{5nf`c#akxeWvDNCLsnvlmZdFllFg(BOHa056B10^#Adq);j
z<nq@Qmm^Hvm*d)VCG8+jmJt+=N!TvmR%Rc27W=dp0O4vWg^UXg*?<!&h_|3XJb31|
zj@c1`1P8JpSYmmQ{#`aLnZ)JMvI-0B;hT28lMZ%k<1C9)AVj^EQ^E0=ihY64AmjN)
z;=iFKfJC!IfjK2>fG`%X2X*iQ;p0+KD=^wZg=1%={Jfvesq5d9I-Ykx_dHzIk{FI2
z3<5e>W*u_BasLAm#smOkWxu}ZeUS$IECe78hWG{{!<Rwdy-I8Z|BE7Sfm=Y#wYQ*5
zOqh?jFM}Hbrb2`R3~^Ki*Q>!Pa6y&@7AxC#fE#5K;qJ+U1MweV_diA0em+Y-+)_bu
z4&afk<w2jr*8Dwa8OUe2m9moOg)m|KW|1kL7x+B>Rop56tWfWEyIb<fnd6?&f39SN
z_--<pN+kzr10(cnQs<<klJtwtNlB%Ulafm5oRlPTQmAiI=cHg%O6R1E(0oaqlafp!
zCncFgPRfYRNhv2s0+BDLModylD)~@S%1CNt<cE?{Xzr1Rl2Vc>dhkO@DJhebLdzK$
z(Mc&OnkK1}Qc_4t8PQ28SPb817s?|^b(>w9qQ#H=O(eZzNW3|cq!rj0IGP?oF3JdU
zQIbjIqKu?CsJyd8`(lpYn<s?Pa`ad%AgRYD<#54HPV9^Qq!`@=jF~)?6mGwgm^npW
zaXRHias(p+O(Erk5X-?MY6Llv-IqlE%R@OP=@e;f>`7&rBvqD)3WcU1L=iDeLDhhu
zkzz6;ciuATB?zTrOpZ>$<d=-l6Q)N-MpDUNi~{j!iruVZGpT>UtA9An<RwCF>VM*7
zn>roLNa|5e!ufGYCT{~bBPwZ!5McAsbCStz<;%kvfw6y(Fq{%c!7DjBDV<S5NQP&$
zpMJCTjRm%5@=20|d=g6~IIt9eNYi;FsUMd|A`tH$#-&wWaV$wTu`8#7@j8n{MsMSy
zgfNXOj>Gx#$cWgTXJ*E5Hd01tB|3eC5I6=b!UKOedjyQjD?rp81n)up{g~ttc>nM^
zJP16_KcL>phm%K=CV3=fl1IE`9;eK~W1`UnhzLuEv9yP;J!wThCTS$ezS$$dBPnuH
zhC~fRT1pP<=(kQ5Ntt93TpB^W3X6R#kg&-WDbcfcsZ<fUOIgY=5X8=MI`zAwoT3DC
zTcwLAlNd=UsfW`==-JmvW{jlX7~-U=hm%D{bg~FXbjd;l=OCbojlktNj5}A=gL4u%
zS48J5>`~bq9My}fa2PlM(<V8_4MXcm+5t=y2xJ5yymMz&ESjkdSA6O=6ge^}1pIzD
z83eaza(|g~xY)wPQqHM+MDZA|1^6)cQ>%kKA?4q)VtJwnqJXo%t2oF8!2!co;>7^Z
zIv0f759!pHRGwBH<y??->fXU)`+(;ml|0~KYQ&UwDsz$T6F3R`ay$X<+yn6-83d{p
zVjwBT3!jG+7<tp8b2!5BG_R27z?_#-2_c*dpc6t6w}4OxtUH_xl1iCm5aJNx8CHfv
zS~24OtB_OI9{W`sf~ZF&gPg`#lMDjnBR&F)HW*TwLL*-BY<lGX*nQ*xa(oab(DC^P
z2_Y3aU)mG$K!%uSek2cs=`>PQe#S$2AUJ8Zk|BviS=nXT{2&d4WixyNu)BAntQ=;X
zELM!$tKFoo=|S*k$(MlAJETlOk;p%s2cm4s%O&8ZffJ;eN9ZgeaF3`g5K%8Hi!@bG
zSwA`pWMq&9!pSHlWj-H-UIPuD)JY&G)HSfosw5DOXO2S>oK^-sl0ca6qj`>PA_)X$
zmY3GPl)$496&#{H?a8T2uE&%Gjk6bHI@}#$Umv<d1^t7eTZ~z_3~VKFB8|@fDCJqO
zh_`8wrOoXa*8WiXN0M&?_NgEe;xd>ifVX^`&hbvJP68q|l1M|F99D+$b0ngX1v0|f
z2u~CS*U&gN&Ktlq2>Oo{!GlNwc?aU1nC35s57R^uqWZVgjd)Nj@x2;nzB%e5z)&wF
zBTJ<nIx3dX%Y@GWk1UV7&z!oWfD-wkG!PNXDd~#v?}!pf0iH3+z6N0t55Z+WT(}b;
zdXnxOMcj9n1JLpaWCg5jZ=wi#fgwAVQ$iI?Uji;>3Y-LzGD#rv7(Mq=S>^u>>5%h7
zNg!|tOcF>^C4p#Xj!zPdT;}*R-<SPR3JCiKNYjbtm{i3VAXkST<bdEhGe8#Hp|ZN;
zy2M(XI(?jHryPXFh6<u{7U>n_fTTuPP{(d4EJAJV;0zEIkULoTfz%Jal0J}wRd=3L
z&U8wV2VZFE{Ew7(xxm&YBAE!}F$WXz{ZIl3N3vA{2oYmcT^$9``!Ia=($70+qX%v)
zZxjf~6CM55PNt(l3W%32<1uswkQnDw<od_ufZ!I9qoIeC_<=#--O%^p<k5kjS!sW(
z@Pj!ZyH#XN=YX((nld>caNOB_dMF1(oP{~1l2yE~(B}1m1kn0rbCxvj9#sB$WroP;
zU5;3@c7ow~NZo15_*vF?$bP{!BYe0YPW+JX<oKfK;lvL~#*9G!3;JFP`MwumSbJVx
z2?Ut9ocKYQewKcII~xmr2eeLoiN&$X-TDF&rgT&rERQIHV9|<yPiVSI!D}lkh4XN_
zM??!)#N2SF0!=B@9Vr4nDV2YxuJhTxis)FjtxXKva^uPhI{#6u?4dLdppIjv2}rje
z$n(JNph$2}w+Cj^Ii0Y_Nu+sB^pJ<LBnFi030_DhafcOLD)KFjj2N#81|5<J<Yj$J
zkHocMWrA^5?)V_Z42d4Z7g^00D%%4BC(k}L>-HTg-%k7@gg;mWAwr$&;T^g?$ny|S
zK%pyB+#4^XN69-ckEX=2yiy+M_A8`_M@U{hPb>R;QCTSnr*M4XK!vljeq4G7Gx-O_
zL3RgXhA?<pwg-1g9P&fbSWqFn%e=Y*e<-g5B8VyQ3&kJE>j+5saPSd)m!hr1l;^~b
zA=o@WQ{<yZJVMew1hfE10+IJvagf--sZoe3Bx%`?0JGrz!;1GgYL48FW5q#k2ZxYM
zZpSXg-pFV8q1+A_fL`H0o7^GB2FV@duFAFiAgv?$BWWGGe>ANlg|rUFtWN6?&#BcQ
z*^I+8`;<9n(mF`Z@RdDZRJ>Yb)gpJ4^i>@0Luu=;D`FD|R9Icck=T=^lS1m4%=3eA
z;Ta^g-27kZ-|0MS8ldUnln%a!Isk%vwh;Sq86EPWj1Kv4N}NgTom2OWeD##4_IoN`
zFZC@CXLLk})}mQusO$pc#R`Lzj=&_UA5g|fkcZg}{SRKh$ELD}Y<J}QCCkdLz^-;_
zJ$h8#oC$a@r&KnFd;y|1Z?ZXvlimh>ft@TRJ@`NiMHW5YH)#L2@((9+5M?5}`h1=}
zz7ftY!$rU$FdR`^;<Vyn0W<LtP{1mzCdj!ModCi^-yuZe?FZy^h;g#YZ?V+id=7HG
zf4ihI-3oj!Lyy=;dWu6|hy<+A7<~(CGCI63&?-Nl=X3yEGJEIqisxXr>>^DVyNx?X
z6*bp8Wc_s_&-%%`QAv;7+N-$)%&QVQ5Dd_UxVQ!PxlD^0$*Q{tL}y}UrTZWkKVM``
zEJ^#~%Fbl_^1awYNgQ<0gc2-#KcXV#!XS-9jO)lQi2RghO<2nZm2JUZ-J`Tq5>3ny
z2<JbP#vyUVF|1v4IP_W@h`%T*=`A_#0OJSog|q3@!U1ii9=;btI296x_Cw0WTr)gP
z$oyVjQ7qDcz}2?O;22RV=%ECTWQv7;r1Wt920adb$DS-Fa0pQM0hOR3ac%Vo#{pE3
zgflqCi)@n0VV%J-tk?mrtndpe-2YGp2b(T?m4oL&!9$#|(zMl8A-mQW3+i>8Uo2?;
z;JZq#Rf>Gy%{h2N-$Q}(V`ur6H~6P)$Np5FPa2fU@)mja=Sn}A$AR$3p8SJ64xt1W
z(j~<W(!|G=fdfIsS7}e^9Ja@h8jOG)%~7T&{@=t!g@mF;s1mQNvN*i`S{Hq%q_Q|N
ziscbEN5le|FPuj`tPh{I5G2)oU7#<_A-fRY0S_aP9XwZ5_h9E#Knj<XI0Lpb3dKRr
z1}+F6&e`D9L-=(jXG7f9cXqHB(MUFfWWVyPdYMe;Yy?iB&cVxf_7Bqz55|I5?y!I(
zW`^@~1o0w>4y2)wQWyJmvc@@%vc@Ft{B*Jg7RD~&VMvL8l~-wM`-utlOD!Crz`Yw{
z4#psbSq|$gc8}odbuRcbOc*$p8gdVFOrA*3kWjU7K5#@ol%By0-B9my@Vg|BX**S?
zXmI+*UNTXiEpV7K`12yd53mK1N{x$!>>XvW;^G%5I<GDz9!}5j#&miHTqRQKo~HSL
z=mO~(;^i!6%{)lY7?C#+du7ju&Nz*0vm2b6F~S#q7ggNH`|BdVSAo0?jtW4Hjvyui
zdpby0)O|Uu%RRT04t!T##<K^%?<^yVL!^;goQr{sJ&1ZXAE0fJ<ooN$TECZ0{j=i-
zV|a;9r(%%w!-ed=g38iAsH7C5(Yi|pa{fm%G5*P&fm<iWNq{AHXc{_GL@EXultgHy
zJA4IcGBAjd)1w~pI)F}CTJgM+)DR`dbDVg=H-R&dL*SA3itKuF=0y@-)>l=?G}xz8
zddYzDex|5XFSI?3Fy5QcOScC}7XnF8WFUI&;t%9ph)eL_Y5h0$X^hx+=wx=O$eD*5
zb41nl<dvz<sTWW24Hu%IKbm`?OdOS7&64Pww8rzw`()!J14cbmRN{s&DV2W}+@yhj
zLO=f&b$b0jpKrl*4g!G!8`Dmr&Mw5|Bl1mCCXd29c!wuv?-AkHzbvVXE6|ihDio~E
zf$E(c0fTLcd}N4KMBOcY?Pk&~NV4&bb&-yYq!|aQo+6~e%7S4t%w{gBKP7TG{+}x-
zAD>kO&Ng4<91HbgnhFIW&jQgd4*VWa!AA7q;45NiwobN%?u--$X%=9`htn)r^d2dg
zG>e$`&+{rcm%`ayPyqnEN`ZhkM|FdrE~=acyqkfH)X$fcNWuL!*>vJsfmb5lp_%`v
z$mx#!+63`|m)E3SE$T!I4#cyF5(n;*<&;yIQV5^I(}9pdR1>!iSO_fJD<zdud_Z{(
z9M-{gAOd9nkQK3Vz2ISaND4xF1!CCjyyexk=g!g~y<$W{`tMa2k=~W!AiaX0a{0FM
zcq*kqdIi$_5!fXw6_FGHq5pY}%HfiJ|40Q3C9aXgLFLi~Pb*4iNwuF}1yJW=-z5`7
zzx)KDTQ0I~1nvlQ^ulAIj7u@`hq)ift^jTzEMb6{><aiPo=Tb}-hlyrR0&NEcj6I$
zN;H?u5}l3dkY}7#D6YiL>M(mj5zdHeM1Dnployz<F;enLsl*q*y=QB+gsopFt4ueo
zvUos2+m{F*r_?!m&*<xUSRzpscnIDvvY`-wRuJ0(4g8e}v#{Y83m%0hjFo=9ppq<r
zh^!98?$vyEp{yJ=c+oqwlm36I7e#})vz#4`I~4hHiCM=aS+LQoqo<rtK&pdNL_mbd
zw8zyHE)R+-!GdwA6D&9@MJHGwKY_EJ@vi!~dcg?B1rjVcWd=s~sLG0#$Imjd__d+Y
zygDnLT*29;Kbcpd;mHz<D2~U2bdWb2xvgZzBRV=mvJNVN9Wni`1cFy1NUo6IhNS@&
zdb7aSAP@lFtJ>ImIK!e;Vq*`xll*okwf$W|1?3R5PU$q0Atfy2A)<%>q!lF6Ebt-*
zVmN#h2RN1Dhtez*$Enu=%Icj=WD(mchQLcUSr+Uto>aGqe7Er5mpJq>c+<_e8aq||
zU1wRuyx%NwVj!~`TN6bUo7r=d1cc77kO)xlCCftz76?dU&nok{pfXLMF<w()XO7b1
zcNoVA1uzw;FcwD!i%MnU_3{Asd*D2sU?JfcB6<avmt!<}<=P?Ec9H{nkQfDygs3Y{
zA`iR>4GFcQ%t>GDW9#&afw}he;vmI>GdwUB@8P_kR~dpZzIPP|DHie&*(txAS8tz2
z^rnSshu;}|R%9|0h`}MP{J!$(y^%7@evUd~;|WD10ZBPtH!faJs;eGBYnS_!OowO;
zw2A5QT^_L=@<;6agRF`jTFc?z(W1#%tf$lIv9Zz9NR;0DI_FW`enE)uR{g5)KU9r@
z{+Lo9)TB#&z=$vVzA5yfZ;GGCi|*gj#XeA<LM2wDeK}OPhUy=Em35(BiyB73grO{w
z5K*lHbwr+waNaB%twTl5n7VllDe3)KM3)eu-_)$EIDHQ@qnOCIbS)8|j}1mfg#E-i
z-YoLf#Me+eqN*}H?CR>Sm@eH><-m_sIZ}Nv%Wf3V=!exWsfT&Hi`PQb*-$&6A;TQz
zL%E7-_4m0GvJQu}U8rBkC;GaEo%N?wvagJmm3{?bTX<P9tcGfFLhe5t?icDcvVHtM
z1SG-k(iHIi|EV$ooB%LXNOws7Ug>nD?5K(s^|iJTZGBD|f2rr{a|-Z4+|LXbMPMU{
zNl1rNFUo{oc>o!)K;zC5UIG+KS}=vii9>MbJFF-Use*VdS&%Ik9KyR9LcLR{xiy|g
zA&vd{Iw!II>z%3q#~~!x=3P31>NkZh*|ArJJdw^1G;ki*9(5%}ZS@ePATA8?`vJ^a
z2TEnXFL&l>;T9`{bf3-G11Lg)7-Edn?%r%V42JO{u1=ESj9<K5%vB_!%!*fWfYonW
zoMP^WUMgRggu>2eTy5m)T6;pQsS~KrY_?pfs*qfDY|E->xEl{wdb&CZJTU>6=Ri)q
zPYwMurruN(I`qm$nx*ciaIH)xe7Z07JK~7c2}fNq2FQUUV~7iu(EkvuI$XfZh1LH4
zo$7szh>pf0u>>|QE`;EN9#q~u-xTaq`pnyf${2^Zd`q6MV8l-Rf}5?wd0iv~sa?kk
zVAU`*Z)E7#xj7^Q9YDn9(z1vgVWq)u$K`}b=dVf`b~@i2VzjKayK8G2U9uJTS2Vh6
zk!Uob;kBOFTr%jD8#8eYpIB|THw@wLM$RI<+R>akX6B~d$Z<ZZGX(ery?q7dJpX%4
zC^QBJ&aoVwDvQ1ocnyqmo}g9oI$8a|gBujitl6z^RgkZ^Q(s2x&_=Yy7ZfB3yoA!n
zY`wsoLdk<f1(whWzrS}Ezx>M=Id~(MuMtH_V|owqPmEZ=LG~vyQ$oIe+NE|9jPskf
zk03dmtiyT-1wsC9*!dL*Ut4Z%*$04?bUkiQc4w+AYu`vn-*GhDUuqJ0DENvmSEPp9
z@oslj!`IrA?Ntrmve%~DRV}kQQXea*_jUJTCAbbDWk>Wmssj6bzk+O77)`c*Sr<{4
zqqjK3#|1p_q8}2GIR^>0%;V~Yq95RehCMlD!r>}_afFDb&Zva{fsznN5J&1L{C(6M
zf!%V1{$?SoII@m<7a8sOBlqsO)|&9TkC*g2FZ{Y1b$qJuMmG$@&Oh9bO;2r1+iO*E
z0=STFE8`p7C2XgnanyBN@fO36Pt8nDZd_1ubYf$5qpfSTObdH*!stPJb<M!tt+jAV
z!~LqP`Wj9@`&A9^S33i}i5zjh+%IY48}?*I8ykC-aUqT?<;`!A4wY0fmAHx_d7P48
zK@^W@42E|_IbkruNoSJy4E_F7O8m0b0S^!H<M<8Y5`O0cHo#GBCk`v~mc6NqT*u%F
zk)uoEoG^J@QHOUNd>}5-s!jpHN0kc@;2n{}#VfMf3H^OLdE2X7)19u~cCWp$YD(QW
zeytYK@Nl!Y+0yWd$+#^wd~3BUHWYknYYp1WVX!^jUNaSQrq?EomLtrsO>6jKM}`L5
z)sFNBrx0!otQS9=G^bFnRwo{^YPthBPOv&S&CY{)P+&{JiLReS3iBzxO$7gftZ@)X
ziyy_?O=RV(^!wmh6&z&2jEGi3-41wTDpVI#^}QSf(y+<GqH&j1+Ezc%(HU=yblJ;V
z4nZ-qO9}~(Y#yO*x<N+#f(PF4wK>LvsN0n=lwtS_dw3(=>4|PfZ!m6$!jN%vsTpn>
zcp_mfX?U9q6oc@#Xiu2_TXZG^cGz0ACk$dcU3<-(b0=(XX?S1CwqX-j$~8q7CvewU
zo}3Nd&DE<Dm1^~03+Jm4e$@%b+m*XoT@zLRRi!cft);3i3s&|!A_H?n#Pe7C)iqz+
z7BHC(>U57IT%(25RtEtG@>uGqo!0+eL}@v&0D=*OB3y-WV$gZ8Ls<naAnXdnVZn3k
zXk3Nm+vo7~ab*4?CP0nVf~pgQgqsY6KcXk^7x?Or-w%Qrf{0v2UuI4)Ex=MyNg2?|
zp?sZ;o=zy`1y;dVw@6^MwVrItm6;8->&t#EI;+7;mJ_kG`m}wyWYlf7+v;v<_?A6k
zYkRUj-JOtK4exf^Tej(6C552j)o`n8tRF&^G}ez>4ck=>Z&dy1zJ{-hMd6xxteLiN
z=1Ii6zJ}ALItETQb;r!(ue3sQnAMHoNdBrnk*HSHQJ4L$XOkTn&iKBz%&Jw}@0+pJ
z>8hEtU!AB9=IpE*0=epktKk41PK1LsRPCxifNz<3P@nBQNU3AUjRhhHd(w1tFBZ6f
z6>OmW%AbQ@#+N4da1%`S=Vw_?;9!3coIa}E=O@Tc>4ahRdzRXW+zQR1RJUw{gsau=
zgjq0$F2!)RUL`j1zo!-$h9Z~0N<<QNG(U96a@9wD*>10`4h*ZVo6(cb&NeHShF20!
zrK#aFy-n9p%$mD7v#Q~p6?e63up?G&vp6}u)iv1MvbQ=N(|>D=5TZ{yobDLPb3<Ep
zG&~!2{Y4FL_B(D?!)?EjH56vs>(;zMin|fDH9YjYOIrqB+gLHr^_v?5%Jyrv2nUq6
zF`!i6+E^P<LoXbxziQVWP-M4esDZ<PwjissUR|@o@Oyg3iD<{{#9xhUnH3PcJ6J*6
z?+#XA$G09Fujo7^u=eJm83c)~PH>RuJ+!O+Kh^Xea;Y_x&g_ab3KDuKG`J<sq5v1l
z{8hWbX;RD6D4`<`!{B<Hgw$u`eRis{^S46^UEONeplfTb+nzQIZ%?jHYj`)@oHTa&
z^rkgnc)MwJjUZU7MY=}*Ob~qH0$Wc{EJbDxDBs?0RW>&COB3<1w-Hw^b-mT|Tds!7
zh$SoyZ^~vbW8l5b%}~SJ89#0txNM0v4c}T_wYwVLwLA8fhIh95(;W@(bcwPIyd8!*
zDo}R2-gy3nMn`H-y}s;s-EBR{5^~!t%3g2G&ujPs+1m>mZb^IDz$fhK4cja>wB4qL
zPq((3u7*ojS{fNIge@60Yg)1GwpnXjG|k>R?nK7yxl?I(yBZ$W>@}(3;p|4+>{;6O
zs_Eagx*Kf`pN_;^rvJ1fYb$13&PJkT;8EE$xZbie8FOZGNrtQDxo%`*O~d`r8a&sZ
zNvwvZSnGz<t{V78!uCynJJIcHcy+S2)i>~oO*w#1WX#!It4=JL@Jl_MkpAFgeRWVA
z!MAP_AVBco9^4_gLxKi(cXxLW?hxGF-F0D+Kp@!S3oN$5-C^;^{oT5+-m5!P-P2Wb
z{^&WUWlndW?_&m+vP}j8+NRPYoWf0Yx2(qU^Qqk}-#LzSa71hm?q(k!oaQ7={*e4_
zMQTIG)x%G$SsXf-Z6n3i^Y39YDneSa+-91@Ln|8@O{w)sXQWV}le=Xi-<tcTJ>Oj%
zE^mN*4Is=p$Ma)-B}%Cl?N=j(!YlCj7VYx`5W+ip@F+%P-mTHpRtb&Wrr_b~(L%#V
zgX4>R{?i-*x_g-9M>8^VoFJyu$<#AkBEwAE*<S;GrNBdtrXxBsaNBKL?{>0gnE`pC
zu?QAre&yP!?^>e~&q+Czoh&pdIU_E;uUWvIbhWwr=lxQD4l()jP`rts$ip)ztJdqS
z-eFa0FH*FbB?G|MIImjS4tosaLvNgObPDVCGj%ZamGbK7C<hpzHT)Vv<@UE3-x#%q
zjb$@garZbp)|Wx&<~L@}8)?$zUxArb_SW7(oUHa}4Y%fHCD3NtjOw?RqooUsP@?m<
z*|bAmPA3wv@uFL?6rPIt_L?Vd+Psiljp>pMllyT`(AUF7dZNSOsyu)VT&lH!*=t#*
za|yLzJqV*2H32TtBO(p_Xy?zpJ6Osh8p1d)-kOmYm7`rJY4XoGXMiA~qcv<>D(6u;
za)=W<g*fuPumJa3o}<>#=sLxPqm{2+jbGTnPUBJD`0pjJHNvFA#aOfrQOeGy_5E0>
zzQIke0I#MQ<<P_NSjWC9C`!B}1^24sZFYMEXc^*mMI_?HpU!oT05P<LHC5g7n-pNn
z=<W+LjVJu-nU@frLAOeuVuD4u*D0W#bxu0!{RS)!dTRXMS?$@fg)Qbf;}ME*v;n90
zMXS%TyPI1oFF4gE6?u_F0g*%F8Z#akRXQsg;Iktg%{AMS1}m?cp(!HZJTkEXno|mI
zOC|KA`izGw_jo<RN%MfGnH26U+P)Inu0)m+q4Xf!Q4O7SVvQhLKmIFO1;vHlwQ~s_
zKlUP{86CNY*KDfkH7m?jc=I<qIN4IyE)yHXhe-e++4Dad7Z)uNB_R2jEkq(rv`h-(
zxpioEf4)rG+^xKsjW&#e2LNuH6k6j+YL6J%nfRH>JNjw%N?zd?)_Ep@S$3WwM3-|;
zzM&q?+DBJj-VWvt09aZVpz1*Sqr<=xX1`g2x=Wy8kJDi1Vl8m459kKJg=k&xI=lg@
zlXQ~x(%f-k#qG}z(dT`xySWKR2yG9yfYi=4+mH93-1CpmI)m{{b$;{OSC~xy+W!Tu
zg4Q$Tg+(;*C&`0rgF=Oz5!iSKMFp}Sk!MDE<V~(0T17Wd7H~)PByO$(ZdPmpRL1UW
zBY5!_S*oDpi_P2>P`9bo!JY_E10=y>6QVFO>pbqnSN`f*!lv+=Ph8Jt2YWDGFycLz
z?Av34ZEFTKRSek07FWd9_HnPd5qF#W1=N6zxXuI3W>Q@nc!}cQuR2{f#}bLmXzQQZ
zz{=0TIYfqT0ewYKLZcXNv_y3Pum<WPdMttKUrnlcGNR+y*S3(<o)r;@;}WXC@MMFQ
zVRzD*Whv(lsMiSu%r)40SFF_$F{dy>4zpi4P|<`^NjuEiX#j)v9ev!-@6htvs<Sp4
z+7Tg#S{-=AzW4FA`-eM^&w(4pSzmV^EFT<#e(vl(+<L10#?Kx<O5nfV2@ikIJ^^ua
zBNE}IW7hla;QC(v)xpkjs(&Y>t)~v!nl#lKA&9NVX?t&mFCIC;3nK;1F{=uaksc74
zbsj6m%5Yq-9Tsz3R}jUMElUy3wk#O7kLdDfcoO3#nR4S=t`seP(cAtE(+zdswP<O8
z0(-v}ES#@Db#q&BP5IAxa;@rE+s3=K0)b!hJkT;0d)geiGAt&=-A;%<t4)@3dZlu2
zQr+B3IW059mOMsE7$m;}0_AzR@LDEo9kq{d7V$mAyZQobgp{T_A!n-^lck!2r^X~)
zNn~J@HAM|>k}NT-=N4O&ITMeW$`xhJN3@cVGStaGbmkp%+(;B+dfZ3{k$G=_-`H5o
zM20szE3F|J78=0xATOp=y*#_>Hpqc`d~wEFV_&6I+1eR+^hqx@aG{s(e0Oh81*bkJ
zHACME0eQ9swZQh5rs@wt)w7#uE@VZ&TuM$}KY8aE*8r8yWlI^7A|pzCV#tw9aE?7-
z9f#V%E#!*!@apBEo3mPP*WS)2aGFE<gI0%rZU<7r^$PT|Cmyojg)p8K<n?uHaMf5p
zL%XEm&v3<Jw;iVs83BdTcSp_SkSnjlKy@iAlvNI{wq^Z;@@sup*K%Qp-9s<1fJRHV
zWM6k@r5<Z{Y;1{XMhF`Z9x;)~0w$X6x7xM*u}|O6#f9d0u!0sRsQr3R%85)A!c%~p
zf7D1TJ4j6)t-=)gjw`+V7RPLLJM0yPDg?{RusvIj%4q;6f+*$T-hNXYEK?5;&1Slb
zEs!IiP0~yIDi6!7PI~Ba?!6B`f!Q2eyKS_B&egb^PCWh~FqaqLLNcz)LjcLoNr99P
z8x=SaOw9YCRUBrg+lxQc+guQjJBk-*FFVwqPGA|_J)ENbSyRq?s;n;f+=-h2ey)ok
z-&KgU51VaOe-!Q$us(1A1gxpnJN`bbb9{`|<MjZXS>boc0}6%}S|HjW9`#4(E;_1c
z64EYvW<#)@=Z>pq<L>TL2uW^*Lh&#UOL}HO4kt_cmjOH7-O+bs#tx1qr|&0|)1C^4
zb+sFr#Yx*+zVh<$DfM;Lf-J`juGd<ZCZ)yy1Zt7Sr>&pAP#bkvGI8%2(Eiq5YnWK{
z)d}u)z(fAb05R(>YgueBv$+t=o91PS4FG#+j8D05sWMA{{`KOYPu|&=Pm_EWkAgF}
zBC|^83wfi<$UEW2cORdBYVUK_m*_Idk+^Giqz4?iY5~^|9`g?UEWa?!wr6q7(S+Aj
z<huT#OT4Q0TFmnXSmjt*JSo3XyF^<%FmSQ-E*?)9bNKnHS}KgMcK3-?=z1FI7q}@#
z1zek@?gyIq+?OuN^&M9|PW5cKyURHR)bC;Fw(t2Zf0y(0VYkz5Z)t`erC&GmX;-pw
zb>MH~ySKD`VS%9Lwva+N;P&uH{H9tbAX86;7Hj#~<K;AhRuF}`S?3`!r$*G|?A`&6
z(fbu17HWK!kyd6lW)OdQIJ!8hF0<d1E<tVlzE|Ui*dL2Ttw`*=1ZE(%37NU(uWaP4
z6O+7%X63th{@M0#T__giDwG1PtG7N<-odF3>+sf1yv?DbV?w`%>2#u$Pz>)oh?@m@
zJVsMKR?SYcxSVFr*5YI5a%K{z%T;EZr{ADZxj2tL81;ZE@dpM2AQt=L2`35gh|udC
zq=NK1Fi5<7GGN%@cLbL!Fb+X+E2oi*6SdZH-`)NhCa`>CxX~*A=xDX_wuquNY}|1&
z9gl(6*|a=CV4qQgmNlADMofKq;}|q^_LR}B1@ZdL!WqbM?9?{t?N!swlevty_V+!R
zohvssH%r~}*KRIv%Tlczc9uLHx?BQfRf1(#@`=Uc<#Nd}T&qSqBm0Rgs`|Spjq#v<
zRl6&+g=Q~VMM%8bhk}Y_;WkIMYsE~gBfIfXtmSZS{=&cw$MN@m^@1tmp?DPxC+|ll
z?ksnAC)HN#g)8!#Yecm2k~|}JW`Pg-6_8e?qdl+gmnURlQ>JyjuT;!_WfYT0(lE!{
zR>$R2%Wj~Jj((PdQf9g$2%T4cTw-!;NMT&Qbr(=>!Ffn$sSryQj?2!Hj+BGD#=%Xz
zVQn!)=6DV%W}3tV2(zqMj;^>@04#Oe1vI)Wbk8lSl{-qGHxp4j@Y@Z<W%d}rxUpNh
zM^3TB_Mjy=iBkpsM%HW~XCvzuCHuMAoR;l&n***B!{4p7ntp*JtrM+p@W;BE_9h()
zay3kJv<h;T<=p&cy8c~VSiCG3X_h?}y8r633)ml=Y33&A1AgqrXBrYPvjA2*KJHEy
zYa4;G(_cb%*bdX1H&V}V%Y7$@1Lc^8Sdu(yq$pPE_q|fZR@rv|3kTQVobL5%q!wD+
z{n^db<MmOjR)at5(xkJq<g9tl@vv|L8`IUtgWaW;hUS3=O`@~0s5u5fgUlN=9j=qi
z8w&1vc5uu(oOQ@^|D-LS-dl=Wad7tgcxhh0RoSnF1<?usZII+q7?07f8AYsMpON2B
zXXpd8yGs=n86MOlLr|mbYr8@zJpCq(I9OT+^KH=ZdfRU{t+x!8dG@$0oWkdJ-_e=3
z3G#h&RTj7m-Z_jYvO#`yY!m4JwsC{l?pCn<uYctP5bGG!`0int#J87DpS^J2(rJc#
zy743yv7M7p2BY@ySP1zcm`0JY+lhI*Hr4KrSUz%iW4t7OGK7S;-7tdWFx@fhlGAmr
z6REXrJ()1M@`fkJ@`tIXCKn=$95=glQ@DOL8tR3-o7-aRyhI(ClcmMf^Di$;OO9Mi
z=(1*xV!55};G}MkgKoPPkEF+DoCBr}M!uO-RB#vIWM!7;bg|ivJ08$RUpisyWjE&W
zHr#rL5l7AWp7vuLIk4TL`2Ntieh8SGr3h-V)$I=KTbW_8(Tfr5?d{Y~>u`627@#_E
zI-9w$+aCq1an={Q;PDQvMd)**T?8tj6Fo_Rx#r85%=JJT>zEwL4IPptD?FfVOthdC
zp>fA3APKW7^R4(CCB6X|%(9aZ8@pp`6!^YN&y-OKUN-2Z_Y}p<?<c%glw@fBHD$Xj
zu>9z7q+(5asaHhPlelK?J~p=ZjTdE*_oJV1-;DAGK`rm|ZhHezIMWc_kXau;A-6!y
z2#@;ybV=daMC@QGzM6<@!BKl|Pa?U0!(e%3Jt_z1s%l-Lt<0@Ao3lnZ#ZALyi#vrV
z{fk(=wYS(UBQjbdt)&B`^s8hUF86t*nI!irt&Npkr-R^BVbGxG$7fPO_I)F{dHGj~
z$*Qcqm1fl%2JbG_l#Piwwd1Ip7+a5GmGQXCx=IJBuIo{qtLvD#32Se!_T?N3zGgTM
zpf|Ob2S4jdtPtelVYT`?<HqBu8E29|fV7XLeU}ssBnw_&JkM_fIyMs#&5qs51E;$8
zx#w>JeBMA3^H+&ukKBp}7^n|?OZdTd`#7V2+S42==SN-5)?#tW+xJ>@@&a4-*{+F%
zEOt#7Plag|-y<*IFW4bC%K?u;<NBwvRDx`)L6MGhv&#jZEoXD@t@5OBex=;}xfN@_
zh~o=~Z&>d>k&bY!Z|!IiC@7OwPgywlyzJw{9h7FTuXngeyA1e9F`HeWr%asNymxYs
z5;t74z0aK4L+fXNewmRCJYy2FDEHOr_+I)4xg7{W5^vjL0Ce-!xk+rzy==$)#cC5g
zt(8(PYg^><>5%YH6#MOP08vTtI$~Z{L3m|N%Co>QEcx;;3O$NNtkpE?t0~&1ggi#n
zVvKHj@EnLJzg@EQTd2hROS5gOefA`(>{9eVVT=J`KT~uzG*cqnT8m~wL4!o_vX$?q
zMccgWb9|+NzB}~^l$x@kIV);^)NcNaKfUY2tzJTxQo}uqO}#I#6>rY2l)(D6Rnn*C
zx5K1-M^={Ve4etm>4PJZzTjWp4EA-^e(6aM-AljFG~zEDY9M&yhbfgF0Ko$g6Ks5H
zQA#Zo3|RA!^V(QHWECXJKe6W<Ct9ymoNC|{@^I0x7p>RqT*_&j|1_tztidE_m7v`0
z@E2~`E?&}4u`DQlq2(p6&2bj7+I3(CqFe6?-s4(5oiKM0&RW&hZ#c9sKQ&)C-)Qb#
zv9T6dbyRZ4Q_xiRqdYd6hB`E9Ec`h20+&xBx(cqHw#r~Ht*kUFxDMhGayz78&*bMT
zW1Zn^K~icyjojQy={fF4JxFyzvr&T6iH$gto>o-lXt`GF9i*s;$P{4dUBGBvZl>zZ
zol2S!<;Xt&f#zBx)%^tBq#x=fkOWMM8nZ9<p8#Ja2WMVn0ub<NbZY8L$2_?(!x^%N
zUeq_Rlt(IkC|@!Gp%SL==&JI55O~v2I3Tb=RFj46_}k_8mp^krb5OE|?1vk&auA?*
zmfWj4HWrrTyw8C8U^zd^)%o+~Q(GZ3N2x)_Km9pbY584*Ix7>`>0CW+pWAhJrOam6
zzrrfiin6X*pB&#jAG_imNO@o1d^Q*U_m;NBu&$*GJBo);opjrW;=oein%!8v6kyeU
z%AM;*P>x$?;oQRLPYn@Jm`VK23w77EBVx4}bjaDNp;@huXn2^7w}X{t;yyeM-FTMM
ziJ>`l=m$ytru*G!M+}S0ZJiXlohZ$J-H`!6coOqgwb#Cm7aUK85s6S)J>jAi{H<+$
z^Ob2RP<u3T92{-E8z@OzSR%Q)%Am?)SZH)zgwfWWxJ9oxJ@&!bRcY`?xQ+_a!YV)X
z4CBITXlnP*sxG2FWS#JN&MWTwU`tFRqg51;!gV;jIpNa?S)M#Em5IU?*yi@V3Zx`@
z!l^BB7U2R5xw2xS&8Cv1R3KlK%WdwDyiCzLXzTWi=^PKyaxa!jX6Ck@G>W~__kdXm
zFJdD5hWd8yPRQDRwwYtykY1hieZ(svZwh~H9B)S(VZ@4e&Z>2rR@-pLib2+aZRc6N
zy(O3bU;IfOxQrIuDkxCR#rC73K!pwSNEj8Gf4f*7SC6!)9GVwXX#>}4-Dns)?OK@o
zgiucD&x_Sw@qgU2*1&F)Y|4pi#%eFA>s5s{KZ{{6PTzFLKOW*}9cz=$fBN<0E(p;w
zPF02Kp~Urlrk)Fv6AvFzwnbnpEn|jmYLMSxy})7KnhACLpr548N;kaSN4Qu`jGqkK
zB^yP9@+7KoXFj^a_gNnaj3KB?T~Ys(WDgRSy$!h$b?b1);Z7{27vrh8vVq9$9Z_?h
z40R!4c>H=fr4G@4@eLW}zF@M=jK9?7ImDtnPjV)L^1Wv0Qd)DGD2r2q7v(zaI7~K^
zsau0V$x*zBof4usp$4+*pFbkBxY~R}YUy394et1Nk%lX7&AC=z2Tg&-txlhJBE6k0
zie?CM^OV^s>EVFrugq@?%++-577o%dd^BH9h2uz(P_#@7i+JM{!Ty?oL-Mgd$$uqz
zE4<mluL4C4xf%Qt(_%Un9o8ZEnjp`Y;FbnfEoj45l-!$`pe<HZ*qdeMSK+UL*6CQO
z?aj__W$niNUC^;%>0&`My2$B`3zn;}dPuP~oITfCjp;4zw=p7ND%Ao8eGS6*iE`Bp
zSn2K2xr(>~KgVb^alh9n-VQl1kP45Ix;bTOzM_2F=8|Ua^&9_$jx(NAsWnzcMGZHH
z#rmMZT3X_bfFya>MeAJqLn4i}@e7ln=hq~<?aB`V;R5ua`!$pN+}4|SJJ&5+*1BFK
z^GZrfPlg*h#d6I8*x9+HXUf67mHTf2yPrGLiv;Lw^(>`vo0TRLNc#AfY!t4^z8a1@
zbVbChrY*)qL}oR1R6%>?Yb=N4Ia?UwVOh9x3UC>{x-F*r;pW-pv#zZS8>1O446JWf
zeZijDSXe5LCzfshX8aK{6dbDdCBAU^QDFIWCMt{bgIUDWqP3XW7p&+d%k~)DCejvH
zLDej7L673e{9r-P$*4>n2+{eP>O2wBR6eOk`n8L_)L$<^K7~s6b;Li8OTz5EHcJXF
zVp1)+=>b&tTnl%H<(MCAN}{+&>9|-)_(OyrTqJ+OO_z7;%V9FTi_2IW`=ut0Vj)P8
zurr5@nNku{<&q^piH0?aZ5<cOk;atZh1yphy-MPeE42w|c^aHD!dDJXDCd)RQ1RDT
zp=};~-NDU`R(S9NX9@71o6|;ddMvwJ+QGha*$F4(EI%;&(3^_IfvtG0o>wH<1GT6*
z6rNK~7X4*<Ph-YZC8Om2xeI5z_~JUYazrac23Dikan6W0?5mpo9WdXi#Mrf_4cQo9
zC}|5bLf+3B%2q%GwU#KHew6FjJvYBr8-6lR`ix_Bnk*yV%dSVmXm;;A8N;Wbl$-Uo
zHJe#3WBHf)riV{1J#Mt@V#+Ts^-pc)@4(S+O+ckid)j8fXl>NAO#wwwUjZx!Q$InQ
zL$edbf@(;4o9h5x-P$L7sL(rH5o0BkYkV(yqU5Q3x2Adt`Ec&<=PFFr)d)smt1f$E
zeyF#ZL|-Xy?iog6jp>?Aa_P0-mu9sgf>!=iZlN5-rwb+Xi)PxHV6SKpYIamyT^K&U
z_>W@I*2PS(G&1btPRZu*Oc{x(QVZwiZ}Zk#w%-u%8~92Dbd)~tSEk&s<-i82XtICG
zYuHBXkc_Hc>9{=9V=AU#ptAV~w5hgaScb#0`3&lRzz;I2a9I5u_~a4>@=ig{398<r
z6LU*A?rw0{J55H))>umSY;6y-T0D;0CQH9+>nr0d=H8m#=PO1o7b0wGG}JYa(Ec)3
z1z(i^m-6$#!0f>&CHr^y;eqXzrx)XuPx)OM9Y2%5xR#T&g+lJNoqNTsL4)1YfG@5Q
zC<i_uoS%Q^x_4(TKFgee)q5+$GELXTTuwfN_o=@JvN!PkSP@F_j*LV2$1YID@eG<u
zFG1$dt<b6ckQZ%1x1GQ|VOMS}@LI#gdN>nhea=23J1;0EZG!-aQn+YiyZDh5XDLu~
zCXJMY)Tlv_G?eYWzU&@P@KRrDM6%hWFXvq%aahVyikP|-gMd_bZA_$%$5-O6mf=A!
z2Z>GH-^`ECrA-Qr%C*L7L*41qrI?VTc+t+KooT|Br4eI{oOVb-Md<#^(D>cBv9*{d
z@Tc25BznVNai0un(EAas&+$6GST+@ZXHXh*;dQ6f(xwHB<FSe7xZo1xYU98w_=_X?
zX!K6}b;>f@ZV;J=POq4b5Q=e5(RjB@2w)T}|F&zjAUcH4Abg|={7%r&w6(KoT#i(c
zrHw+=P8o?C$`_+gx#P~okwNo;qKV|&iz%Et!N81=d=~f;X&QIAFWM)gupC=Ld`K4A
z1?Zeqz71lW%a>UduaXl17JbN(O^-7_=n$s2jB#?Gp|$q@kZU~-!jh3xDN*|ecfzaU
zO@k<mNiz@>Q9DP~NOjJlr9Q@#1X8L-ztVv*3RWwMy}V)It(Q$$^hK4QCsU8r73SUt
z>H@rj(<FsJM!4TRR3kSgp8^xm4=B;Mgw>S>$9k)Je4SFP7foWr%vB_hg~V;c<f4<~
zs5J~ITJBJ7tEL%F5Oxra;CuwBjVKFkQ#VqLQE<NV>B2MK?bsMm=L3ldM`GLXOZs&a
z+P&ZH7TaHS1V`(I@P+Mx@5PB)In?c7sVLVWeXh$4&FE3zS_<LC5Hww~MF|y4+m&mj
zPpl>C-jjDl6{}+76RDFEP+k2LO-rCm!1Ar#36M-fZyD-PsVW>SXp|Br@sZE6TQ~Uu
zvTM!8I6!2zcZ+L0$Gss07{>$_Fe)dq4>=pr@lg2F0Q=m8c6&WF7Y3Q#Y?Pv|WhIkS
zk)veu;K$at<`Q7PzG{6z^ttG0U1u}KMrLQ{GE~&2C;R!(rt*)R<6}a#K&*aSq$s8u
zC5hE&ro;~BpaJOwcJAn`{zxbN=jU_EbLTiqnu6tS>+f$wOHJBDzqSWjBl~lxdn&gq
z>SaCf(PL<KDYx8t2F$8^tbS6Oqeup}eKramRHVd;CbDGzil~D-pk*yc@6BB<8(U1$
z8}BPN_?MwaSDzqT@SOOOzQGNP`MWxeSAMYk7YAvc*wOT86&u$xVan1?kNR)Y9~6U7
zKMvlsGIm}$jkd!a8M9<XU<p`21FpB6yNrynGethTf#4uSklyOz<Bd$&3u1zJF@bS#
zpAA>BFFNB%sj>|nx0u;_Kb)%m9=C91Yv|!B@6q3+?a?3HgDws))W2eojxZ99E&VBN
z!mXsB59GD2;wXeg6hbbf<kK=$%AI+-YuvS4U<Lylx;)>n<EKJW<*E%;kwx;A9Vj~+
z>fw2=F`|R1{++D}fmLMWZ-^nas27Ssm96M#TmOE*ItN7N%NG{hXBq07DvtK!K3~VH
z%zyWF$OPx{@9@#NTfZKc?19p_Kao|J{Fcm+N6VX!sxSJTHl<7+hVpbaZ$|=rE*W-%
zi4%v8ol&w4C0&nV3tog^0!hNUztX=&>hEk`v3*ulbJ^sQq+hBT3wOz?UF&ZD9XiWj
zjg!v!E0K+aCM9UHprZIUINVK29ZF&_!m7!i%t21E7W-jBym~!sQ}#+nV+wP)OvQ`D
zC}ml%HW8~@DkvyQd?rhcE-wyU#fquSRWY)Xtuuo)i+8zRzR%}`+o199{5UjG_9@es
zU*GP72W?`_>}k0ndJs6YuPWRZPrRFhD??i}4#VeoWaNkP=CL!B$l8y(UCrST>dT*A
zo$>qT82z81rl{^$=>Q$EN&&DwkC(iL$L&;Qcev@R!_AuaJkm&*AnZL1T`8De{*<vo
zt>E<ES-=4$zf*jCnUu63V_^<|(v-P-A+OdLK8nEf<Iu2GzK`s0I-?qe-fHMs&-1Au
zE%!_4ov3|J&89xJ6}%%hHmqJKBU&;(x3nthcboYgJ637(t18w2lI(V2Cy@v+O)Ovv
z%O9kG=PC;PhHl$gBpa=ayQg6R+V0hMrmm^JIuZ60NXuTqQbXtsto%0RXfRS+I_AwG
zjw926x-(XV6SQLv4qf4+&Ooo^n8ir@!@i+JO-AE7g$cEI*&vlSy1$sSYR(4c`(DnV
z;B&3@ULMLd^b|wE>)wwm5F*0@VBm8A+H2*7;Z^`z-@?QGpU8)WA?h*crrfN4tXV^~
zI@LuyJI<8Uzz<6S1EK_~4#cbKUG^Agp(_f5TbB{oZV!|sp>d<uEQ7otqp`~Q&4KEd
zLdenS!u^#>UtjEfXwByEf?DTKrlm)C;hpH_2l@9)oAkCuhO914;yA0@V++5mORA3*
z8T;v)l{Hl|*}hA6x`Nucs-kCJlRz~hfkG+lU{9rVIV<voeV?7?$0rn`z~`}rgPL8m
zQ?GTuGXu2O&9%D?2Wwco<#R6v*Hhrpb0U|(QNjAd{yGbqQu!a%hZf&bygy_QtLxT`
zWt)d6``Tw@FXc!Q1~1TVK6ep8jUC<j$z;r`k!!8!uzJv^_wk?>7gF4t3u!4@5ldP(
zQDqdw;!M#XDc>yEKTHwJFE?7hx(X{8D<z-YlSKPnB?I6TG*$-pd^?%x^Gfe*6@!9h
z0tjL>_30v%XciC)8~Dver00B(_7vj<eR^;9$OHaG#}d8l&fBSJq1kTa)c4gvJJ$Qw
zx#;_DRIYxP2X{DfiEz;OUCj7l6g`y?6TJ)ryiV7^=kwOAStKOG-j@R^n2)yJj2^D<
zl*(q|_!3yT_eE`Yp-O!Tg&%o?$VAFSVlI@iNIok87QiwvJ1oDh4=A#mm?xL`ey#|t
z6|8ra%{2oAHTM)6H$=tpdDXp7!4x+ah^hThTgk+YF9<H0xC8+P3yHi7PSlJt2Gd3#
z+s_J-?%J*|QVwR84A;d1h0b!P_54nswtTLdVb?q3AYe5#o_E80PWdi!@(&_;Hr1Ef
zphD=KQ||_m^7C3wT_V@h`kEg(QT6NgRNfyJH!iPJe|M$dR%b!}uV$gMb8Hn8Go^~a
zuirclx3Az>Wh}PgP6-8HH?8-z(e8ddH6)gD{GHE0wTjQ$+V;JA8gRIzkdjhhC-E0_
z+m@?dDW;pM7BKi~JmkR2%BozrE0(~G^4H0K=eVnf(vRL|f5<etFLU>zNJ<@-slF|d
zXqbLBnq#v313K_-qD)O?$n6K1BqG4;W7<bKwz%>?e+;Ev*R2EMB<7Hxf!9^~6oT~|
z8G+Z)R%A8Su$qiFE>g|kdJR3WLvFObpy$IIJ)*#xo9{>Y5gVQN19>?_fmf%I9lD<k
zfkC3)Jg>XYejSd1*WI?yu=Qs_uj@*svyI1dAlc3GbE1=fG1MsM`QLE`QGWOJRCH-X
zMSiv-9op014rw%@`+Z0W1DX<EeYtA+D~ze?{nPf&d!ejA4x7y?bsqlAf&}lOYb8=8
zLfDVP?NA>nQcet!Jt^InQm@=0tq3NG5{`Kv0`)C~dS|#A%|C9{-Aj7cZaNuE;oP{Q
z<2w$@H(DZwo0lyE;gREzeI>*|scm*z(DsIWyoD+Qc{|veKTVUo9+*NVPAHPZw0IDw
zR$`=1PC`oKAyS@^%b(;jfdX4z&AQY<3wmRar~%o+P%;XFpfqSfdu>%ryZxfw95+*s
zM1glJX?ISxu#w3-z1{uO)lQEqV8n*)TDKqgy3gb2Euhoy&T*AH?CPL*F%LlWlIF)N
z`cfPL3UIxfYp{laUazf;*x4>$4?#gEIU8T4-FMck<lhI+Gl4;ggs^QuxQd$uTd$x9
z-{IeGPQJtOvwVX7f&gAlzF9Y?a`Imj+m#ee<`2l?AM}B=R6EwElj^&lNkj54w%tlf
zETybWCu+ZVTxJc#{l!i!M`Rk^9{H$5<c2zvo>D?@B>u5}bPhByAe3Z8%YDgvxctvJ
zEA*Ys*_XeLh(?%#8edEm=+puwurDr3^R+ZOC*5uicxBWQ;$N}?Jq6NumWaknl}NyL
zvWW$r33lEBM*I$qem$4RS#ec(7qBu;I#h09c9%a<i7D`+RnV#XSRHYTt+K;TET;RX
zu8W?Cj49z5#&4)Wm;YL3l{e(rfY&Q~Tu&$9^78fha}3eDG50m)Wr$V|IU%Fp>+|Bb
z)z;JYx8sIudIhTl${PxlEO4*q>%EC+H)}mX8%Wup)AcUV8mQ4LY`4N_;oK;@_iDk3
z=<spHY6E70_R78Sx?nVS?iBc_^_mo1P`lxMXM-ksVR<yRMHKjSSeG#oI8wjb#pO8l
za+qgDf=1rE=)1D%=H7kZIq<rlhA~C-ln6YBX0;X-(T!^IUJ2cvBLChoQv#FDi9R3S
zT&V4m(3Q*ax8(0_1Qr`lUEF&WFcQMtoJ8}<C$73$Ec49vj3#nC%Ez#`EMLrDmeqE<
z{vN9(6dfd8pwNBP=YCPQ{8BhlAWJ-uE$}?F6!licIJ8YV5IVf$;r2b^hllMHncrq5
zS#&9(&*cRKq|<KIuB)4LZco<?;*k}XW>%BH%S5Yup$cePY+7u&|EL+LZ(pPgn%MWW
zivl8e=((Jd!{_et-HFej<$B6m*)w$Ie(GWZ8+O-1Ga7&wmsdnDrYB?DZ=<*F$=gh7
z4NK$Qs9%Un9VQpwJL{SIs(QN!m?I|;=zAS_8?voobY6~urlq@d<UtS7Nx%YsA-|F7
ztBN}-CqkQt;m5nPpmL}YFz75+v<@nIH>@P`*d6hDnIW2WWDOI2d3ZBQd(qVtIOwEr
z`uw)xWp=Q^7KZrJ@Z1B<7%vDoDTmJeWeYml!a#dUX;`(lhK2jJkoQzUcM?T<U#cSt
ze9q?VQi$>c?oxPB*JI8$`fgvro-BPf%yz(oU5hxID|;fdC{n>dW8%kLp*)fim-R$!
zCHs+dqroZeFU06yh=TXiDZc1^!9;>@wiwqerk|PV%@K@EvgG6(TLW3X{L}&2x?6FU
zEc;YvKM35B6X40*OM7@NX!V_`NCqsRD2rxlhngACibvBRNlUe3gTD7k@tCnWV*C4A
zy`GqbY%C+QhUQv%d36-!-TfX2RR|G{B9mx0_Q!4#w%!A&nD|9+VneV0*o9yqhV39s
zXS6K=bT;?K)*I&fU%hfb1E*bh;Jxogt4_S9!A|Ert1!ar;YV|iPd$@u6=x&w$-TRa
z_QCOVdf><+;g%Zl6lYY>{1{9jWP`-V>yGvOsv;ae5$WZ6a)NU7{$_EF=GW`&?aE^Z
zyb+qjq81Xcy{!+~ReNJ)ZRrc_aAo%aZ)tDm<mTM~oE^Z<xByO1&<+B>vAnKvcy@x|
z^-eU3By5wb_-#Sw(~Jb=X9a4U{E=CkMo`Ev1YmSkEs_xEZ6N{4Q!qsl7s(KhQzwdu
z5ur+%!n@^dHw}5+F-^DsYS(6GJ9l&0v-katR-&BFG~lslh<4Ord-!q{b;;`0VHiWo
zw!(*o$hKW>`o+3e<wL+KQ+nEMLs{a#pH8$G7~hocl9!R-fko!JKOe|vW!NRpcc@ie
zk><9Lv7R>Te@$5S=TnDsjnaK7l{gR8v$?>0GW#}0CI%xLwP=}s$;(ZRuy&-<8tw1w
zNlxIvoLn2<rH<P5XZZf<gVR>hF~_+Op6t&T^bxVgFCAIuFSqpjX7tUjp_^{dbGvi3
zMDc-py?#h<o?nBpzGnO0w;<kv6Ci?MOB?1YBqFePZ3S`NF&uL)7}PYW&<F=XY!dEN
z!W>3+W?X#v&PNns0~&}t2Zo#>U?2rz#)JiT(66kC!UpylKc7e;(4c?+r}Xm)%Wm%L
zsj5Imu(j6McC&E-MoXk>!ltyUh!>KOC^Jq`V4XH|2J$*1xmLeOhiw|s5M7#Q%fg2~
z=UHnKY=402XOq=}KjCY4#!eZ$`N8BQnE_nF)i9ThFEAat?7K^NuQ$&F?pi=A?XxJ%
z2w~llm33wMW$?h_C~9-0?MgRq^G3Dh4S)rp&CrIlK7lVg{i3VL99%FKTSb+L_TxYT
z>p^3J+D%e2KLq|VuAJjDi5%XPIn8tl97El{q`IudJEiC>oXui-#?CLYk%dOz+0{~!
zfSI^4#zCj0;UxQOt(fB><Uy%%NQL-EVwC8CjHy3PLE?g2P4CWy$RI%-=$COPz5HLi
znMrgJA2HWrC2#~=h_(I&d(#(BbpMKt4GD<)^BFn3pvhYoYQ>x!{!(6yD7uY_K?i*i
z<DmZ5r~23W<8fN1eCdG5o@!Mp{H>0}@kgNo>|jv1sff`R?=EM3W~?4xeO4y_O3g!$
z5b#mFCIU>~uC*`_xM=@@j0v1T;kYrj`>!w&6f!eu5p}m-Ck#+JFG57&G`4yec^0Q$
zzXjB*Fadwg?d;y8ng|y2HRkQ{B_Oh$4FRU3TEXdJg$gQMp+9w`dVJO2v0y4H))XSB
zJ~ksnLNp)+ic?5|o(~6ay&$6k-zwv63!qIe<85kOsHTH=!udq=OI0H^K@PL7$cEE8
zIFp~b-;Fa_9saib(iDA#!F*0uJ^D%E!xAO!>==oGZ0S~iy}jy>_e|)Y|DraUvZTwu
zXIdXIMK)IXiWeQ)7Du)6JvEjL_x0V$_tX_SZ`G)9+;%!D3W7;%O1$t}iGLT=tD<-^
zrG-Y;mUQokIoZFPI5DOvet&k?R9<4G1R>m%;mkUPSgE{msI%mVz@JQ64*O%(>fmLW
z{R*nrhQH@!YBOt8JfY<nk)2m@=!b@%q%0z9cRkn~q1GA|sW@sPlYN(kd-B0g2piB_
zGg{X6M_0Mn!teW;L6Y4i{N8ZE%}hRP4bTJk+^9c%H`yZ67yIgXS$ENs;>8n1BW<zC
z6WR9#ypr_68NS0McTMr!3rNgMVY-o*=ktM#`qI+`_YW75{wq7Sk_7s9&B%LwWFdUj
zQ{VVatBj1jLX-?6QKLW#*l-32|0{MEpJ3lR13tSBw!#-=#!y82)|I^*^5)*3P4szf
zx|<A_H@jHcar#Zw63NNhs(fzrWXQ%gZvR|}I`b6pIdsB*Cl{kwhoq^yGctZM#!hBu
zf1hN|L4%B`LsRCT?L1pBv9;xpe6LR{%bfU2aN?Uk4aqK!Xc}H@<n&6dJN5S(jxH*!
ze=*lH7Zk14$}HsXQ<&Op(f&bnOLP%~bnVm+jgt-+eBu6W`*s;3TJntJA~>aubDxjL
z%gQuC%1rCuU5&X*DL)O8eR_ySIPZhJz#4#UU0{%r$Rl8?BjwI<Em-IN=HkLdyKSGG
zAWQ?@X~W;bG~TO7X^)aEF-Xw$AIlFCQ>MGbyzvtu(0fUisCqnCy_7YR;1)?Vyx6}#
zoC7+VVo8FDrVrh9N#XAuI}q^z<-O0Lg_<qm>ncd51@{p_zTeKva)3VC0%#(@D<=4?
z*|8&qOdKtAPgBeu?pQIbunlXR9IH=d<9lBT?_D*YFQYd%SdTV<?_Ro|Pnb51K(Fvt
z&4Dkz7lJB;XZ#jf+Jev5_tzn#ogTh3AD*rAbD!f+_ytw`Xa4FC+iP5uF8@pts?}oL
zY#LTALFG}cZcU*0Fs7wPGhHFJ)%vmh9CqD<P6lvYaeQYeSk*Ds->E6?<5(BXOuHE`
zMS7@Jy(1uzuydFc!drtd9LP1^r3?4qk;)Ldo-v$h+Hy71_%6xVl^62^+GAsPPnY=l
z4lig!tn}91<dl7BWm&M}Y+!8qdVZeE+0)$KA5}B+V?<=b?=iJL@K!i31OB={ToW9K
zNtFFd&Cv(I(Km{4xY5|-`n=8BycQkgb+a}-Uu4Jqwnkxi@Li)6+(28zDJ$s!w?MC^
zxN}>!3MagkI%761pMnZw_NHUS8Um9W8Gc1=zmGvr^9SCgJy#|sY{v{l%l^Pbzjv0d
z7!f_ZPw+wfB3x*$dR;q@2$r*u#6VwU5tbKUPc+M4BX)_!#$HOdhBC%Ytfn<Ijdw=P
z5QTHN4OepALXwRb=<ON&>(<P`-?xXE%j-4qJX-{)=mqQw`;dApN8^5h{G?>FM{?dW
z7||>?oz9bEj75A<7xT|5IY)YW%GbZ<U6KtIFb$53r}*eItas(58p)saq*p04e9DQ1
zfoU;o0Sx&53k0DX8<RcXS^YeL%0s^41BZ3`kBzrrP<EjO!0Fcbfs1zwP*>~zAXUDJ
z2>c5znsEt9L^UK1!7UHAdp6V#zTG586Xbh*KD!X?5`BSNw}EE)L&bz%c=g9g`z<r5
za;!1kPI#KTBH9FNo%JhbOf3|Cg^p#%e+;n$C>XpI_q*M7L*{Jj@S4pv;&gvwl3Zv`
zzEi9r&>eV#<Kn9;wjOOSyNCdxpK3r!_uE+&62nWIU8V8}iN^0dA%)niC`Ui%*F*rr
z2b7&TEmy1|e%@0%5mX8WJvHR2MoGT<RIn%j2rkl1(dQvza|jH8J7pIgC_wdjYJoQ*
zA?-nX!&^=fck2_AJ-(hE^b3)8Oc27r6ms#qR`|7f04O;dgjd=iH$cYL&m`7E{;coK
zcPk=sK6D&khB-jh5wU)XDa6GIGY#E@q`+a|BLf9QoX-#jGXB(W1j?TCmcWUEu%GVt
z`zPLz;5^OygEBTTA`oeVXkm3l!A%SykBG{Jvd#ryPQDMWSDg*PtMz`XhD$R$9)Jg7
zYWC$h>6<NKs!I$@*24ziJ5zI`jn`jT5>#SRV`r`bXLm(>1H*!UJ0bk*CUkcleBL!_
zs~hH9zB(bq6N}{3+)V}od@f+)`9YbU*7hSr!Udv-w=B&4IW{V@T5z5lUQm6F-~mpr
zP=HM}?|05sr6`sC-~^7%Ed%#wuqsYny4Mb|da7=u*Hn&m+Mk~&nrLelg9rdav)0jN
z0;%3*)(Tz%hg|=(@s*?f?UL(dhg`Y!5eTnSeiQ)9$iP)VQZzY**yu!3{bVF(^@0r?
z{5{{x&zWbqF?OWSBJraXCPx&C87t6es{Fhwmn`?kpihJVp&(GC!pl0LJE@}51^<jt
zN^(Iut>aaYJDq$t@ANzWJ(Y8w*R8>CFCynl*2E|K?fY#h@9A$hP^oLRSCO5a3%^_j
zuRS#Jt9hJts<T1CctJuJR>Q!(IVN@2K>wZJZm#)3Q7PnnQ&9J@=XSwkPsFK<rWJe5
z8s=2Pnn`9l3IgA{a!38?TkURhD2G9<6bl`rH7Xa26<d`DqdCK$C$6iXL@EKtCT@S&
z7pP(up)-K)?gxz9F`)yCd}VCB$r;o^$IT&*7B=Hj4O`)KV>a=lxXUP;g|*Aj69b|Y
zTztNgb;`udF39dL;=R@;61t96o1>jv*AIwJW_g``LNA<3{3rV;`uwM@If69qS#MyQ
z$&m(A$1d7@bb(wT9X{&ni=WGXy&{k(6oH%)J-;VXic>hRet1b;30dt3a^tJaL<^p_
zs&NsS<qQu%bJ5pnJC;B?><SaTJOFvBda!wu2lcw$VcQrDv7IS9`xaix-+4$<fRa+8
zyslcu3_VI2<flmI^n%6oxD2I0K!#>43ccY$+{d~Zc19mAg1S$1=P(UhAtG-!G{qRx
z8NMf6j1exq;}d(65{80|@;1H=lWEXww@Yr=pfxw+wFLL9x<9YxZ}-0rjn)LA(fjIF
zVfK~A>5;PH#23meuDacbiK%KMnfA@?9_+oI%zACh-_7leCrEamyx!2c8_jRz*>;Wc
z=VodZ>i0U1en~uQk`BW@;ITM-g{HO{veae#wVwR~iY&06|El{W5vp6au(jsatthLJ
zAyxO?+c5G4?2%u)V9iCE1jU$&o~^c-(|)(0T*Hp#+&VIfT9Jj`WV6lIB%efn{pEsU
zhT{G?D`50r`~%8p+&^0pQL2iLY5Dhm)ow7K#f8-s8iQ1zx^Kw|coeXIyAK2{lwfc(
zx-Y;eIlQ%P$ZVav(|RDoHNV{t#BSw7eUG>|`{MT5SR4&77>%E=h}iAFQP4;9KAcq}
zH{hKSfk&MHeWBOKTW&tYd~$cN?as8K{Ta!5nvWGb?64dkPv&o1j{lBHvQ-XTwCM3>
zf@c+ASOM-Lw*@!Agj+*{XSPQPlvKhIJsW(&`7A1C#t4-f3(7ed6|qv<lZa_=54T{#
z2XraLovV__=K=h0dFARpwqeg1!N~rP@Q+H~5Y`*w2e`Av=lIF3UVR>)zRm&_mQ`s5
zHI<{l_9fBXvWv$Q8xUWhB=KWjLKA}JXCfaDkJz#sYj}FP?qB(Ln^Pq`Ha8{5(iH`1
zm<QVm4ErvFr8+lDh1H)QajvVapLTD~owiBGwM3sgk2I2>5u6mgp8rh6Kd2|xSDCkX
zim#_WMM>kn#0FHR=gcf8LXxocpEvR{#>SU$T+CnZc{g5z{K>pN^S@yH55>;A|4{6_
zvFiNa3;wP2Mz6#6KN9~<!Xw^SUh-dWKD;I5|46X<nz*~Wy4BPpy!-z}FEyJUy52-2
z-~T_NuC69N9=`@Yg?>eiI1`cl>(j_E^?S)7kv+n_&6K@;R@)@z4A?HPj1Fj>9Labp
zavLO2{_Tg1?|Fw{CK(9pQVS9p#Fp4{mkS!E+?dp*NT-s<|6?0TP}P*yO4g4iviOB1
zfGO>;l-9ysrg<+NgO-N`{L!R)UA7o$kKj}Fr$KBqWbM0mMLzf;?<@SR=%u5{@_E0-
z*Vv)zc4LW(x0aUoE0VFWyZu{CZ)+kY7XmG^L~1>K?d(QP-a-4H@B81%`uHDJeEnbQ
zYW!;97f$u=-H6P8a~A!VLf`Iqf1g|fjkHr>M|E<wtj1anJO>>Uaxk^BU>b7rI~h-Q
zI!w;5qq$#^K6J?t;8?6;NkF5E>)PSa*U;<4kQqH=g>q8bU8D+nJjrxVD(d3HPo^ss
zAPYy2ivoL^{i23}eSW8Pejt9ovo`R<Vn;-ZufuoYuv1JiE7(&xrsaM`MFNtEyC#x&
zUJ+h`ZRyvDAo7faruveI!7!YUJNhJ=(62wmu_LSaCi+eA(65}et0Sc<rFD{T#6PKg
zya~OA9u<$ALg>3;&~7PP3E>KwIn|BAo{!+OeiIImqeNDS9masx+=Yg%RF=-V);Yxy
zubs;*A>Y9ypMJ#e9X^sjUGkSr9EiP|hgDw6wlIbxgKp=GXud}_@7vW;nQ+T(P-J;_
zex%MJeo?v6KW@>nW_{vRPM5V<7jHuJj(_L8d{0{Z5OV0P)1Vd#442N$fy(O;(#Lx#
z)LXSK#H$-mxxW`o4>t4Fa`PQ`*N!e0Js^kU3Dh;ta1Lps-@_G1+@oj9JEbBx-63$q
zKtCHO!jG(QfzhMyZ91c&W4pjUphvnL1mvpq&y#5$bTEE5*2j%Io)iw{m~iWIx~(}S
z-$0oGV_MPS?>rRxBXk6!Mk<vy>X8kt2L2Qc0v#wuUwSPKno6cFtd2wJgZgC<6n$eT
zGt2LCYMD-2WIW>HpT{Ji*!0H+-La?NWpFN39*%zf#mOia!6w2>;dRz3;*M`rZCJ!Q
zn<VYd_fb*&GrecFKj)m8s(<KXk{W3Ly@)RFXG+4*8DV6>=6QioiyUa4#$nU)#w7o{
zm0){MGWAYbGPCc^6?Fh<O#$K<O(tp=^UPIbF*B<=7I1*(pda$}yw9}LYs*;_y>AE_
zwAC0<QFZH&Um+aVuy|2(qOu;|(C!QtC?QGg6N$uj958{8)Vi7voZ>ksz0<rZ-0l0Z
z*Qu?=J93+87wt&9bhf7AtD3lO;*=VmMO$IzIKy-+(M4SuxE`kB`R{zAOr3q%tGbr@
z-x0=EV^*I5`3}Xz#m4zU6JMOmDRyyB@F54w7#g1mQy>5>672F)b5l+yRd41*1$JR3
zqU!#F&+cyeb*xxuhB^CE6HZ=E;rq29Kl<YJ=hdqYK7WkJJLvg)lBq$c6iNOt^jY0(
zt!gK8YU5uGoePYhuOX*(Fi*u0g%A~5Vdh_c$)kUX0Xu9dJ9+tFB>b~MMB@8C+H8%7
zt}_0I%TLvx9kV^`I%zBEzM7X;;b(9!ug}HNEA=x5PO*m*(_c|sGVzxd%jMUxEsgVx
z{h0b#X)yj4AV%6geN60=288qEk-DdX=R!<*vdj0Rq^M4sioWb?99vsu+6>QLOf*4(
z+CQ6hua{v{(hcFnH(97(0EJ9`@qF7l=H5cRx;a~?uQ*a}?2?)$#6v08FNEXzEUzn>
zqW1ttTb`|bEzwmi1ej*{?g?dn_6Gz8h6ZY)BKc8yP>_^w{6@`?zSlS;NVVeIF?bl~
zitL`dULf7+Mm+{!#1NPG$9mRPC)2?KnZ3p}aOcW!<w#O+8?6uxG$Y>E?x<Re*vO;?
z4UlSZZfh(ZWr)R{Z5kfsULMKM`qZpjhelH|Cw3<G&@UL2cuIC9YQt|Ly_uB27O-R2
ziguiy;3i?R#PAqZ^H}mE{PD@SxsS-lHq~G?*Q|JACvC00+9>OydhJ_e4CksRdYc37
zYC-+k1LJzt87YrbIH!-`F{6HEP`|igDIGnKW-Y5htZIF*h$8SJ`Ut1~r(4<4&vnIx
zIq=aVg^J@;+nRe{-ydo<FZ+V<akkh?(jUpyWf?nZD(&L@A!A)jMQpjk!`CMix@ewt
z&OzUgmI%<AadBg!eRmZebpOdNk?*J&#MhQu=3?y-OSB<g<8W686+25`_kbksMR?7s
z7341pMit8tY}@5a_%CoDLZ$|5$vJST(HUj<7(EV2K`!|0{A0uO*CxVS+$x6eQ+gw5
z0n<0fYDrU<DZh+tKOD>+w~Lnca;@aod)KLDFkL_Un-P{sf(v^-e}W~h66QG=VnZp2
z!X3rl`;Sz6PJ3@}6#eY+1hQ}s{IEK(8cxMiz^HBtUaeFS5}BH0ojqe)1XUdFiHU9$
z7VNG3&{5zxi@H21JgQ(dXb_#?ps=t%O?x=>(6CJq7SE-p?NUG5-M%1{t5`Sb(mL8J
zJsW|fR{;LXZL_I$$R0hO`k$3YjPg<p{+p$z+nJ5Ff(W6{aBa(t09=kfzQg2@C~e(A
z-yEr^qR|HGItu)S&vNe?+c3vIcNHzVY*9HaC+n4Py4|IJt@xTTfeY4HW+VAS#>Ua9
zYPJez%tVO(oz1w5y8<g9;a<7N#xvuCZeXX~b?>e4yMx=p6@NO<$5)pQ+=N&S6-9<P
zSxCYMl}+q<4%Kn%PXzRyJzrNS$&oi@jd*RJ?hkEmtooSZ&S%l~<mCMdQ5aQysBp~-
z9CY~B&5_tk1+N3Jn`Xcz3Bj7sDfz5K8`WN#-Y&Vw%&i(Nr582bzXrbP*#Vskjv5C=
zF<;ntnifLWq6H!yPTFZAZqVN%Db#?wMAr-Scc@3I>~yC$o&i+`fzdPH=5SJ<ii{d`
zcgSp#Z2Xc)3A9$C4j7&lNu_^oWghJk=4P4>v@T?`5uCyUn$&u!aN3t_&vVFQe^Nry
z(ILTopFBR7NV$|!W%!<mg&R${PXPw~$#^~%roJ0LIu=~rbRk*~Xg};(K^}6A(H2QC
z`2Bw>I}50&)~=5a9Wr!xNJ^)4gS6BT(ka~`jdV*6EhXJ8jYvoeNS8<>Al=}HqSq_l
z@4oAvwT3xs@%(1*{ong}&N*xLIrAoT<q$WbX+Vs?dD;MxUVfp2`sm=@`E}GeS5s+0
z`K({#n(lhQ+6E4Zb5jT8#Wc2zGZNNk(lBNxwHmp{{J7|jM-=Bg481m?rE`-(5&~+v
zpZi;}%ihPPQz4MzW#qw|6bTjQfUb|SIyBz#E#Y^roIlIlR<<J>))=JdqCK|hFYRk{
zGWcMs4PMAoV{&-}8HvKH(mv^3$OIFAsC2arIZ?$_Gtobc+RBlpT7<p4<k3K+IFIjG
zbug5DscZ1o;xOF7s)ZDNaV-#0gJ@e|%gyUUZZt$-SybioQoSN>&d1vCNl^?4&RD(G
ztOlxP6*i7rxtz8V1kp}Ef)>h{DB)m0h!g?7r8Puvj&q5FzBXC~Asz+jzQx9Q&-#>*
z-6GS<81JR<B(orWjcqlZACWlzM#&h%Y96&bPkUA$Gt#-1-kTH2Gu8wof?i47cHpM)
zfnXz%u=oi#x1y_%<(tKc6i?Rh+NZD4DhUGj$6mf->}H~Q3p-&pnORv;-FHQ65^Fi%
zNi9b-vUYS-M+Kh)>Bi=7n~;W-HUO^EPeH>t_I}MaV;9XDy?p;d9)>a~fU)msst|C?
zp6e)$28_PhW>8VWZ@tJiD=Y~<V+G?{^G+<R;b}2jmAAbBi`f?rqe7{fc3n}OWqbx&
zMC`RshrWDWBkT!ofSNZsp%KVkyH<_M6a7MZbXsazKwwHi(ICzslg>`06@<jylby+6
z&KGcgewf-)WE5s2(%FbB&-n(Y-xp!L46*w`4A1H861`28AI|X?=gw3umsR%2ExYKV
zx&1~h^~rTr>wALi5qYa95{2Y`zEZHZ8#CwUkBuIoU8{Pl31TpJAp~k<SS~<bG4S1&
zPal%1NhoRU<4igW&UVV6p0i&J&aKgF?;7-aRTh$3k3=5qqoD}4ad??HyJf?P-@)MZ
z(uxeEL}RB<<L5h1C>6X2#?53$I*6GD?glhT)p6$!P|wM~*Nq95_w%@-uUdaTYizR8
zbH?Si|4#4i<cpCbq(sHFTq~~Z`WfKb8&E8kHsAW$G|gAvZD3u!?wsY8Da#~E3@Z{d
zvv<6`S6zC>DlW2%O~qg^BnBTCe`NpSwMiDzA&;!pC_-+btAfpuhI3MZUzQ^AMfiOz
zn=qq-dO_PL>`?cjiB~Q>Z`%+i4W#)Eii(oB$zM=WO4y!ZQ*%3n`|s&=u#;`b0pTjk
z8V4vl2pi(4T4V8S#o9IvQi_0YJQDl8o`}0@7enIUGwGP}jLX`V`1I>9&uBu!DhY4x
zJ0lm$BWIp0tRqO)vz?c==whsRNPti_aY#)^=N@}Di&Y*eM#>W*5nC+^2Jg#2V)nFU
zQ!(sx(OTya029|g>+L98!XbbtQQ(o8-*Gg16DIkT6h2`35VFiR7o}~(w&WQI+_h~r
zNZ!B~U6TtuUDSjt+&Jbv)fs6GdzqL^Ix8<2nIm70x??-Q?*I4|kG9WY(<tXXfm+w7
zMTn+*<8ft~UVSGc%fiYX6mq~A`Q%x*m`qTTn8aYN`ckP`DIQ|>$j9o61y$#&Xe4?8
z%RLy2wtaEyj7a<!;F;xf5C6tsZR7*B*Unm&_?YvHjSzCaw5=T;xk|2cX=pP6BTiiU
ziLiR+*Y=yX1C^F4>!VgM@Ef?LZ6udzVZu(3XCYfVjP;rC>vqP6@LL77e4dd*@eC;_
znd1Xu`()u%f{buRi5-w0!t00TnT67#`dMnhQz&Xs_t@7y!H7cw9XnqY6QnGBu6L&x
zK|>VCDFt>!?7h~2Z{1;~;VY$wVq8{k@yIYyg_Q|<N_s_;U9X(&5!$r9;+Agi3DCN3
zpIh!+J*3G!Tg}}_<7@T?AUr+SzFH#gQrwk_og;pGbOo+eE|l08?OoCEBUY+B2yb4d
zye4uiyZ?MNJ2kMLp-61PAx4?Vh4|GMPUQ{*IEi}K`bUZP10YwDvJh=!Qg$%TMQ~e#
zA!8OOWP1^zJ0UxWa|5wc(BI3qxyO@Y7s=_bM=fB_AY9_r%1bD0Hh*l4Jx6x)`MB=4
zu=v_5he>GsK^j}yMj~X&4u?yO%F@A@;{4-7q!=ISHg0rAey{yy${EOOeimBj6)e!_
z^RMS8pn??&l<Q6Pc>I_oj{EwXa0{QQn4-d4cHuZI3rN;U;^d)M=*yj6l{d1+@<1(4
zPp11ZHV@|)>hL~JVW$bot-R!9(*Ro6^$!xqiJH)K$O(gL6|vag#JS%5miYpF6_5|D
zLXMv~BwccqOgs1x=N_EB9i5ChQ#&cxm|rVYnXz!>Q*jbKQ<Voi&Z0#(@Q6OPVXmWD
zXI@m%5P7E}xPXD^%J{YHdYvl?r7*99h8rJ2kX1qd#Y+t;ZPWza2&5?ik7h8=IDG*v
z(P<ber~aji4#+s(0S|ezKY{phfN<#LYD~KbDzyq_Xh74ER)?zj&WkEyBI^oR8j$#G
zJbimhia4U^gPiL~PCbNJ$-<<|al+FPn$crFzBj`8xH;u?30giJTHX3inoM1~)OJ(p
zkaZ#DgPANH_+9lyJ;FvLxe;P5gzXRHIoDZStA+)KA7KEk4@}ms8z_Rt8cH0E;>*Fg
zm8sdSB{a{emkB@ycr5ww3`u2VFH)2FtR+fTR}$MvsdaO0OjZ26XVI_MBsK`r^~MrC
zAmmh#;i7vaC0@Vy#7ohOOz+WbQ%r~0go!@Jc^v%eJwR;~i2+q;u5?f_QW~^8J8(Y=
zr8%ZQeJaEH<kB~#ZFYyYCZssLCwGgC))l%OCeScR0z}?E65SMSc#mGlh07+&-a;{V
zME~@_Q-}k4D$!BIMNg!gT8-(U_vAjRVTzMZw@Fex?o(A3m3-gFRr4=2xC$a(q{njU
z+3V?VIw!uGn%{TQkx`JzXi9ctWSU-3#kLt@Dmplb*rNjJsVDn_Up<zxmux>W3kE+W
z)pHU#V!+>PI9f53Y1er$dP0FTZ@}Jf=&j9#?UES_;lcebM2NPpLiaNuyP+RVBR)Da
zt?Z+>c$`<LxXo~XwLxmb^Qm_ux_0hD<tMvU#ijZWcC2_yXUi{wN)wnKaapp#`uZ77
zp0@XdBSXihv?K&=gg=U=!apnRtrE@c%}_2jj)=GloX8XtPQcajkg4akAMo`R{-mQ2
z(zhf*yTb)~qhbu6^MTHss+<$E1=-;FvTciZ`&-HGA=DK<h%n9wSG&J(?J33yEiK*}
z&6AFZUO#r0LM<kZB+Mp~7gnR};>XJ>J%vdUZhwEgz2{2Vyb3zMT|KhX-KBBTJ^V@A
zN^FbJaP+4q53Pw%++~M(T#F|prm9HxM^J*|@B?vanueF1Vq$BEv&D@g{1E6UTL8&f
zI9yeu?GikTk|hQwirh)V6AIxaN@#V-Mv0`>_ADFrONWj?TzDz;2;%4`6bfi;Orj)6
zk$j%-5|Vj(CA9st#MvZr3E96kmolQTtpG}Td%)yQKK<SAR_P&RjqSNr1w__f$pB<T
zb~ZmNI_KripQrb{$XR!4WnJJwP6a(b@aUxV21iKXH;(3DnndwucZB0x8|*1dPQSER
za+*>n%4LIAe8*b6gGlblN{x8pV+5PGm|Kv%7f#uU*5o(s$*9S3@mQ2$nuT=H?g`T;
z-P|W4QcWy+ijr51j$~5E!^GKfA<_6F4*dmOX_d!dL*%LBcJnZIhVV&N%Pp{mF1Z6o
zzB1P|3nz-1`RmGcA|rK(?!=4Uv6}iI(aX3#oe04iqh2p2adh5=r|4bKqS;Lc{%8)h
z`5VltY@?qNKJnIWz9%$pQp+=>sEpby%WojZaBH;j4@}*_1wV=6E>}_jDbAIo`b4`~
z*{EZu8bkR+UjSV2ahZ+aSC{fzq<5o-q>a-@LL{b8Ks==R<<d(n3B`EC%v>6LDwX#z
zV%;9>+%rcEhVP9|c6Q;U-C|8E?Twq;S%-I++aBu?hjT0GD2%>-YVs1*nbX@^tc8Wm
zKNI<jmW9;So^9N@%ITF-z?eY1*#xZ2QH+@$^;aa9%R!anvGOG-ZQxd-UU#wwagd}f
zz%;&YsqMPXLK@w?>7eEzUog~6tAG+VsDyXz;$entel&reu;~HSsT*eJRCZ_ekb6~~
z{|mt@B=0LVETR`r2D|iCJ8P$Gy5%vQUwTG@%`>i9w9Zc`SL#|)T%rY?=+p+sX_rmR
zKNT;te^fFZmGzcsDa!3=Av~T`|1$ZCP_ke;h<UJRcdX7%hy-Tlu(%IK&(4#Pm+<lG
zwUC5=cFy_6n+MVR9E8Ml&#G3qnZdNB<oJyOk;f3VF-ISLV97rV7@c6O$E3bNqvAC*
zvA}ePoeCGJ4xp6dw5Kgon0KPES@{ydI-t)OvbiGV4)Y9;C*#BQ!_=0W$D^$RWk(}e
zbpqWh;dVQ)3?)?c%xf7*lLDkFi~}#DJPk>@7lkT&!#vpBCE<!_h!W^Bz{khT)fo}x
ze6OtIXg%4V<%>KCGhC!KJWP+)tpqDt+a6oV1tS@ts=xCf+>x7CCDo;)B%ujWjJkrb
zXNZ{C^h;2F()I9(SHub<W5`ES+ch;R8-4v9S@C0FYKIAiBM{j%Dm_Oqo<%qjZ$+S(
zhu1|&3EES!tSifUmG)k<;EU)jk2Q-}hBK(VE^?RA7~;1Hc)5J~!f~Qio7-UJDVl8P
zt%XOL=fNZUoR{rgg?Kc`urlJ&Xh?4hsbctPRZvz5eH#yRF|y*{57%VZd0BdUz7Iy3
zE-*o5<1i}K=ztZy=l@p3<bIy$OEv0ya<I=ZL{7G79*}Vby5<v66a*B9N)R_F28Uu#
zdQ2WeE0!H<MNEHkpoigYAg9uiIp-tNmQ_FPr4bx3W&+0eTgbVeXx<CyhPbNe4ICzP
z>qUJ#LT&ckv|A4!BZ9ATtC)aGvnUq5+^rW|h39D;oO(ro4If7@NyYisM}floh_WH7
zEV#2urE0Yf(kVS;E4-70CJT0c5yTq<b(iS(Fh)IE@+XAeZjwUS$Y!RSEb|nHuy&EB
zNpEUK7O<s9m+X~Bt0g|iD#TN>-_-$k$d0;q(Lr^EBXUJDYh;Q5jTDC~QeHt)rGk^y
zB%-mdbe^ae^7{&?4?c)T9-v8B6P<=B+Oa(we;Daev}NpPN*R=5iLc>`kfPcuI($#t
zbcS9oSg57r(^ih)APt{xpWC851_Jkzqj~oI`wTl-4VhxlR>_7mZC!=Ah8YqRSd4IN
z!g`qIoEM5!?FJl#3EB4);1w0ama;B$m=)RuDm|p*o~uGCXkyn}H#cXOia2}5;K{^$
zs+oD9)xcV_NIQU2(nNx!R&0k8Xj%b0=FFXzz5x!O!>`Ndj^l&ZEwHBr`#o(mSyirC
zpV_}#{b2e5ZLkQ;xrVU&_~3;-tE%*ru;=?v>NuS!>Md?|><i4J!5B?@@7|wM&vHEx
zKCh-RWf`z@h+A;rT<2<FU~PtmIb|VO%4o;oCGdOCH8T)hB#C|cavc@(*c;41GJvT_
zvCT3})&My5evaQf$`dT*m4N12wl4(Lc|nlXl;Y~7Q=H7E?nq98TcT;N<c)Xuw$Qf2
z{u2El^SmzA4dBv^ou<}au$4*QoQU_rh6gAt83z{PK|y8E!`oy`&q_KZXfl{1w5;Sc
zy^NUs^qGQA)E<%`Mo;e%1a<c+hd<pJl3N+^QZrf?W8^+{e*S%je$XyoGII8u|J)aJ
zA(k9^i*Y_Gl-$(fM158wDr4!~j)Hx(YOmL?gur`6Sxr%I=4}LsUV(B_CwubN8zTd~
zJmS9k)3v}Cy7B@aK|LD}Z$4E89SsLbplYoT%Yp3(4&P-$rVnybU)^tuj5kyDIl&Ma
zqAH5<UL=|4Q0wBH9T7<RbZX6W7<?E%u2%WnQTn1A7S%}F9!Qm7u%y6V-#<KzD%?{<
zKjI6l3KV=-3{Aw->8H4wD{qlm%Nl~X)AJ^=d@rpko39sHK^EgGoF;!By@W5HG-d%~
zC0lF;cnDz+i{n<kh=0$!$TO%ZT<RpM(r#r}v-<d>$3u4#MY@VI4*=8}=QfXtT(cE7
zFD|o)#ko^q(&9diOEzva#59ih8C2X0;6*>fJgUagV3Zi|l2R-G^GOu(T9_Q_tXT;;
zLAJ^g%GN$DlRf7vk3743yIK#gncAqKKU73-4&#Om;ki=4_Vpj?wDhHwCIUx&RPZ_d
zSw^A7Nlz`_zf90)Gv7;N$QIEa?9{_YId#?{SP2bxMy<xr{IVt&9lzqxzTF~yrL$O^
z(dWv(CZJbIapGO59cU;89Ahz(oj2-fHyFiQW&CKlFBF#J@3_lZx6De-_RbR!M-aO3
zC6u3U7^^XFWpGf+rHpqvx34`jbC(X2M?8NXf0H6gOK+fr28^Sf;A6T|G~qAf1zU3J
zWA<pzJX=QQ-pTAbgFdcvfxAt{yg32wcJO`y6bF-9C0Vt;bgxc;5Ujxl>=qem(NM$(
zigOiv6PrD$pn5}1+#-5<ZKb@%hnRk_K*M)8&+H~fw)1}zFxbekj3UU~F#?QF3B49B
zf?%p+>d@YdfxirLe?l;}g075L8YHpu)c;J4JHKHV%aZX4_*@nzHr^P1$WZ`3?(vbR
zV1H_@au%fHX>zaT7nOx2rIQNIxNO1fiA=a%<|>@(58g~bT#jz?XiFjFK(9}P<~f%M
z>Y`g><7OF$VI^x2Py5sn=Y<_Iuy*f5t;7%_nDW{W29I@^Y^!J)xj%7s@7W3Hg@5(F
zL|ME*dTc{!Ef{{XbhOp!nJdy$i?*1SLTXR4-U#uj#>Oy9r50I%5j{=Yw_ESV1jYz)
z`dXxefpJDji-hl+ZRvBsghM3w*3zzIGCAolqmVNrb!{rp<-jfUAch)3r~t$2`P7g5
zJ`&CJy=RjNwrSoWDVwHzlkGv2JcdW*{W_!LBSZ0Kz~16GGw{-3C}`|u0$+U3k-@ct
zB`&1Bx22$yB3l)C?Wuq&cbthO7``I1FRLjjWG!l1Hh7C82*D`+3+o33-B4^8X36fw
zu5JVPeu5>HtfH~pW&EJSOo%7}i{=#SW9zn)_BAZn=>rB&VkrDe&d%0G1wlcKskadc
z?=SsZTCCW2=&&2(OvvKzF~fo-TUAsCrq&LpVn0y^NME0dmloJ_NR}Mn`*vPFWZX02
z#cm?P4`6y|!_&Zk#;49{L<2}18p`6Au!AF(_t_CZUjYR=TWl~7Y-y*u7FP)J#9P^6
ztNL|_;SAL?<Y<0*I;E^HGzlR}PKr5mtcUL8AR54`$k$s9y&6!yhzv;tf8}w2cJ_{D
zfwECTbZN<WD^H1@>in<^w0^0XGocTmS25oeoz*YqSVyM?UmCj%1y169o}XXmaM@6$
z$vLctv7(Y;FO3l8gIo1nI#cNaHm`~c6yZIFA#X^+W)UbZOIQ}_(-djnZ4l2{q{%<z
zI24lB$kDr*HAG-y&Zvc{yttnJs-@R@w@1zh_A6=<ZddG+)V``=>DWY>wfxvP&O(C+
zelia(5>^M%L_eX6r&L38GZy$EN~fKAgzgZ$oU%KTe0+@qedJ=+FDCBBia#}P;}cgW
z%1%)%z$PhoJfWL){fN>kA1_<Sq_2-*)b%t!93kHwSZ8*q4ef2ddd#_GSoS{Z@F*qN
z8N_+GL<G#voW{od;+F@@Kw>yQY>$z>)dJsKTe^kRbwFiLUsMf@Wqk7{K4+{>?3v*)
zA?LliGX3h)_?{h@9OLl-PP7VdE){-rrqoA$%+Uy0(V>QGPqI6icVT#mTAa*a9?o1T
zTF);Shbr-HgJ53{c<54|R8&aHZf=3hYtDGF)m@CYtcGzGGhckdQ9R!MvWpGr9Hvio
zkmZs5;HwQ^V6d(iZV6jqm1+Xn?ibv$$SB>94^0)>;B**lX%c)ZwRAt1`wJF9MdXkR
z1WaaN+j%2z9}1gC1$w0xy0}$Kcd5RH=&?dkVt~3<IqO>XMANavuZihFaW9<DB})p;
zi!;gF&FB|dXNd*VB$Gq}*Q)wu`cxV?oYXaRR?DHd)nQb-i>G3<J(6)s!bj5jco0|{
zCxHcDP(XfO61n9Y{T4HzG;*&Vq_>wcwo|AnY@6BRo%qx7s-GJOY0)(9JEHUkY^Qp~
zwy05IW^P%SyLq>f;mcIkl{e<dFeF8`K{ZSDHzrFx_f+w_ZpeXmH-eHdaDtmdKE|vO
zWT0<mpQ^+SK92Mp(fE9ro48Y}2`#hC!r+V~1hW!#HkLjyy_9?pw`Tlx&8Gg|EE$2z
z3uv&Jar)#Yve~mRrP6q%@wsjN2iA4GClRII7FnqXEHA??G@A7&9<QKQ7zH_6@IUQv
zS0^-<OkV#Q&^8yo6RiohyEbi+O7Xo%95d|WzUN!XoV8w2!(8z$<mL&C8B~?Q2z1o=
z1$E79@0RdYSU7!+Xm)$8>Jv&#gYFl_sj%RaXi6ZxS94NsL(t7j(O2NGUaMYIs4xJA
zO}w9U-wk&tA14ixacO<!<<`gqa^!JyKF+mc;BViD8_`E8jVYozDAWKajUg7F09eJP
zm*Z$GeCv&cx~Svao0tOAmiXt@$L5o<oS&VQPiHDJ>OCzWe+?7cnp62KVrz<R>hnzH
zK+$f-;`orL|5nbGR5s{=`xopK@QRn41IB20$_pjYYrU#xFQmm#`t;3J>E(9?^YrXO
zP&iqwjHCMkpArqqi56B8w$lPH+?zMwHVm?(I=f{LLw+DdCC+tHWE6EBv^*<+Ey<^W
zM^!}vK<gP+bk5ue$6^@&piXL%a^bl2z?ej7hY^jVwklzu(mHYzdGo$!O)?hzsxecW
zy5q-eidYASIMo1tKgI_eY;hzMYp`blbz=U}mFZUpVf6X>Catgbuu-2@<xLy=m@vOD
zBu0J^sF`cXov{7#*oI?66Jy&K$<I`BN&=OqH@$jMG;KYtN(u3zM@{@0?a<WrUYB34
z^CNk-IRt8#QkX?}%+KjdWD1gxp`Jpg)3Ym%b)U@<+na9??9?8QN@RL4%w{YId_<we
zV(H};Yv8pDOAwPtc=QHBe3-U%KCY3zD1Jtz-@*pPHeYAjEyyjy9KALBjnY8r-u5;}
zIi)ihu6W<8MUkl_HUqq%KyIx0Q@f5uKVFBgPZ5q+U4<NB`N!C1)dUr2ytL!-URtaM
zeT0z~x^Uk)Tg$ep*C%r#CRrlWemyo5y-8JqqxHy6^%*S1{A-Po*ztQz`TOd|yKtnu
zeJcdlv-Vxqh38$pw!zWGU$2^C1xu#cta+F(F=zB#cS8i?jkjaN1YNpW?M=1TQ|T_0
z9he@z?p;qHinTedIv{lK2aPbRJU8e68opNeqS1Vmcm4chGenn*uB+AO4CI+L?UOgn
z!@7xy`{+vt-d6`-TMUrCc;D$(;_6h#{&>@=^!28@33$`ZV{K;QXvXxTxye&S&Sr)g
zsric<bOR%UrHfhE9D2??(xHRAi$<8Q+%m|A-n0_wA;bBCq+%^S(*|ShJVvLaz_8Z^
zds6vl`invR4ktz(?h797GkbxWOQpCZIy$3yRPt!^YdA%Ar`=;1bK;L$p&a`DUp!&o
zwmx-V&5D^S(EWH3{mEKb6wff<JclsRD2f{)NfxgZi8Y*?gSmX#$_k+vt@mwSq%M5b
z@{@z-9<rb4u^Kp4tZTOj^aP6%`UWA@>^){{uo*puximBQa1{&Mv&KVZ#<?r2;N1?*
z6$hGl*DnlAPvsOp%+{iDV<nUc?`wfRND;=kXM)QY;1=iM*4moUP4f3*kmxQdL6~br
z4bKz8O9G}~q}4=-veFW1p0#Pzt8K(gSTNM4J<--a$dwB~LTr|KpdDkT#P^`(42T#$
z(<?aNV9{nvH2Y?hH2f*Q2tklX>zux>t!=bqh@i2%Kxk~$l7?+k<ZjZcIN1kg{vAA|
zA)|bQ>T1?%kJLzHSh64o*Q>8Y{Hc_Do7Cs{y&oBE`ASxVbQ8}BPb?dH88wrk8>FeH
zD6iL6*oKBot|q3!_}CRODf?}hx;7t0_vRk^MW_r~JaEr+dL?=d=WTsIJm03$4KifZ
z!v{0eOZkg8#LvdA+a5ROS%O@@n-b`~dHq%j-<sE~BBc;Jn2~P2TMQU(c+5jDUB@p$
zD{&u@<;dR%j%ThpQdAU21EKlr%lAc!h(>LXY(W#1G)@oGdz-9sbBHQi`^-NOSR4g&
zD&!80gYfGq7y*pC7L*2OWsY6ZI2cXXp*@KrShZE}VR4eg=(JL)Sw9Pucc|=o-Q1ab
zWZ}9-#QyS5M_x3-gr>-ir&>3~3-?#yGKc9Kks>m)m9sK4vof=?3X$ULp#zkG$ESO+
zrtm-xdmji4)GS{pB&4q>!pyU2kL^%>LVTC?0rvy@gM9d`L}72{2LvQ06z0uG0syNP
z6Pn+5e*F2?{&%~f0<MI=?R{$${55{<U&oW)jA!`|<ArX<v;OP&Z~b?-+c$soZgy|y
z?=PQjQ~OY=%bVdwsEiw>zKQj7tM>K3+5Iuw??Q$iExx!n|Hi&~{SJ-ad=#UbslAPp
z?Jwxh?!a#ilegP9?=Wt}WBJ}G`2XwmJHhdt_`72N+>H6tO0}=rcjEtvhk~M$qw!{}
z<c;^=dN_Y>)xOVvV&5wL-y-^5ZzHI05&f^2erJMzFn>msKqhs%%y;9S>0P;t|6-Vb
zId?0?N8zXrRB8a=MDi|FBlOd`zd?WI=y&fnZ)|^y=ijUPcLw?CE%RqYs$yFduLJ-9
zJoCHGvHr#U&AHo%45M{iCO82A1?{`gW$sVs{s#RyM}M!O)46YR^!Iq~&g$O@{P}Oh
z-=q0oHu%01zt7Zvx1sZ$VEfzLhX20S+-)=dRiZxMiGQf<Z-&UJ_-FpPvWtFVcPsm@
zf4}E6V&PVUf7k7Irs4<l@5=qojQwE#UAy0zvmeaw>U~>zxjoh2aytP476W%nhv?&N
zJU6v{cLt5f9V(|P0|0e_cOiFGi0_4PQ$Ba0RvmI4T~7dj^W9yDuizG9`xAn<?yCDL
z2LL>exC^yWL4LP%(<c4P(w|lLyAI2a-=P0h+rKmLPPfc|$r1ez=D+0V@ek(D9MP2v
zFOM4n0N%xSMR5Gfx4(&SyC#G~4-L^_0RSOXcOjdppCbGL(HigsfNvHOL*2Vj%g!zI
z4>`JwLa8ga0suB!??P^rP~YYLPdQSE{RZ9G`P)qYUwL)-!TgsTfqyXnB}a`vm_KvG
zC?f!)LjeGIh};!n;V<9*kehopK?)Ta04OE83mMe?6yXmDbp9DOnHd210=f%<J8z+X
z$Wi=4V3svM08n6d7XlsMLjNg88*I=wIl4jqLymy#x6FUZ5z7zezvM{u2lHo+bopFB
zf;IpEfBRh#p8e(9A96#Cm7cb+0090s>mA(BW6RBZweQ@`-7U8w`~itJKqzel001g8
zccHeiTj(EhbY0jhEO2u&!QXrr8hirt-O`;L-92;u{g}+s0rTUgoS)~8|LaUp`8)9s
z$IEYq?%tyFQ;KR|ub<f6<K<odeqUF0-roB6_ZqtO@a~;3zf3*<i}^$HyBFoZAo_Kf
z-!IXB9WQR}-MxtWg>r5F4gEd5TlDS~)h~4AFZ9M$nD3zr0fYd=Kmb7YGtAAn{{xTv
Bj!OUl

literal 0
HcmV?d00001

diff --git a/tests/data/oct_multi_slice_zarr3.nii.zarr.zip b/tests/data/oct_multi_slice_zarr3.nii.zarr.zip
new file mode 100644
index 0000000000000000000000000000000000000000..2cfcbc7fe021a220db4c6bbb1b42b41d2b83e78c
GIT binary patch
literal 284559
zcmagF1CS;`w=LS!w#{kVwr$(CZBN^_ZGUY~+qP}{&42E@_e8vidtOy!RYmL-JF;@^
zl~Ks0APoYF3iO}t#Ck>Rzb^jY1Mt5y1HHok7-#(di8K8Vaqxfn?JUh)EdLJ%^1u2}
zbO3W@{0j(Z3=#+k>L13-(8-C;%Gus-N_E06m;tft0qySz1(BuKnfs%fs0ECjHI$7>
zD$j85%69THCU?bR_-_oRrn)<gOHN5;@IP8S?titP<8$GR>H$>>&0s2^d`Rhj@u>9&
z05mD=MAHd4Z68Jl%%kWB3L&8>+x;;~V&FJ9BwG-$moYi$W)oWI8mm|xX7YUf&1?71
z6Tk4C%a^wv*J%J~Na{h%gB{S$Uy5GSf@Hc-(8D-vlaE3dI18Pp3t8*fqgC(yrP2Tx
z#v0SSC8jJhonZ3QWnnM=yYaskPiiD=EbY?aqca1}BYPVM<c!bjx;S0BQ)3&huc-UC
zn_b-qS(w2;s~b<*U0Wft(Sr~7ZfI<b@IONvyX@ZaN)Ji_GA}}@R(Z7u$0xOOh7s+n
z?!GVAij&iQZEUbHXd|iEu22*5Iz!*YGiy-I)AUp_q1*$|#Nw(0Hf(ywW^h4Uj$tXf
zs)_+Bq%+~Aby}`)((ms7ceX+QF~LZ0{Qu$VBVl!c`X5)@|B40XzYzb2tr(>ZyTRYE
zzBlS3ezDDZtyb%GGKz;mNrg(~?J81LpC7Q6nt+OR51<2M0)ptes7m18QIvl1r?Iq3
zt(u(+apNiPB$;^3dN|?OuyPp<TS5>cf~kV5oWy7yXLL-SV-9iO#Zv<!5JTCr_frN6
zYblpK57eaP=N3Psok_Ah;+q4R$-uDG=z67$?=}iaJTbg))T6VI%N9D)?!GvwoOu9m
zQEY@WCt6!#2t5LY$jd+{VSG4%=Uvh;?5{-V7=%`6K9t=oM?`tvt@Xul@9P4;m#d`a
z#Z7HcJF~7&JOczvjwJIvoAbNxC0EYD%`vPg<Gw>xgHN))8MLs26^639#`fY04A+X=
zG9F{SbCPcuj<#8xBW~&3!zbq|^Wp4kvM^m+uV%FV|9#Z|qmloN`v0WE|Bd;dwD?a-
z|CNXFf6VmXsQ=FOzcl&fRL#P~00gA)ul+}p|LGIsznwwW(_AHKX2DG;9!CMvpx`qk
z;CEpFk*t*vibw?!1zyREo~+Psl{2Dln0arM_*kW4k^q;4*-qdB62#l5A0IFNOHS|U
z+?)=x+8kzPZk1h721pSY;J|W0E~4Lv8@)N$7?32d_E0Q595Y`#fsy2=mJW<*Wb6yf
zY3XO%8&@d3e%c}OTgefh72J0G$b0OX#&(Lvgy?@<zDm@k8y2Xe9G1ws+uYx!U2`*5
zNSMnU#j-zCtkc@9{qr5$2F{-+4s)z|cQtQOSE1je<{~b>Y>89Nmq(=9*vjEEQ*&Uc
z9uLP;h=LxR2h(c`n>I#^S19QS;JH{zjbN_ejE_RS7K_p0Rhwa^?V)`uSe2~3(Vuwq
zBVqD^0S(@t5>J^QW8!%?{M)-f4MUwn8@#P=PVAI#wYXpIjV^gEH?K>1lcAHe!#}Dc
z=I`bUJyx}zKc!iSLe{Kk;yw~TF08*+-qoLHAAH;de;#FM>X(m_zclW7Hl_XQyJzqF
zcY&?^z?V~PXB97L9|CuDo1c)mRJ`X}Sphcs+3fqW>xYk@@(DWx`#rrX*q;fpJ9+@0
zT{#u_V$<eW*wmf4TQlO;TY<y?4D=L_&dJdZ?0#Te*CFu}O_)Om7~L&gKnwqDkw_ZB
ztK(5$oBnt7B0!36f~B_B3bZzJ`U`M6_ScTuzxLyFY@h{l#DS>&Z{8Wk^F&X%)itg1
zria$i(~2h1aRwjuy5qWwP+{n<F5ovG+Hyy*>C|C}#@<Ev@D=uhcg^Nb>1hbCdtO2e
z{UQvv!b!x=&+pE4gjf=Piz0%ArZ9)(TxJR>XS&X<L>GvsI6j<(!Qh;y0jiI)+)QeF
za|iJrTRHPHj2C&n6M;jZUh|)=5{yD1WodZ{8HRNRh+>r3J149rF!85$-(9!VZ<OV0
zO`oIM)<2cg3*QqUb|o`t;A?C1oS?+4PhXweSd`0}qCWmIFXu!{2t0^JPU~77-5=K1
z`!mmZ!w(`eIi~(;A9aSlGiJ5x(nZ^yLl}I&Aoa)^OrxIt2$Hkv)WG*RoT)nc?q^%|
z4R~lRnGO_OxP^Zj?!-OA4U0D7_~}gLDwxX}O`U;dF2`dGZ*ui6x+5w5nKL|o2&KFE
z5zwxR;<~EVUlRQs!F(uXl=v=gE8yEiY0_Kj+FJ3g-Z9qY_^s%cyYETH`X?83Ia=K@
zd4=}u7%CY&^6}U|PqJE5?O&FyEu*s6QpdJ#TO3Tuj6Y5L<IOj*-P(Ksc_Nsp^`O1}
z|L$W9QO9Y#sGKD=fa8rO{*Q-yst0b_VMiJnTi#mf+X}R1-^SLeng$`+czmbXddJGE
z0|`ku7Dk}O!a0XF*cOk(s`oK**!;JRk1ad*2bHq|JVy2JZ%=E_z0uL(FTm@u(;QOl
ze2e<GEIboh9UcuR(IL&;k~%MK&y25=9e!?Sry(<+UUw6o0q@g(ZO>?9zy?T%#c83e
znWu<`h$4X>p9a4Mgs$cjjd}97bn36wO`eB)6e+}l(2B=}t?b;fm8jwzT(hv&vo`K#
z&E>Zw8PlCN>evI8O3iK+FgC&j&wVbpr=W9w&2&?)?(526^G<11y;(a-&pCZNx@3d%
zPSV~!y4H`AS>@5MQSEGVw@W)Qo9r!{Ria+bH}7PAZogj5Y-CqTlmI>ai$a9wK8U5A
z6pp{^y*-@kBaYA<%$Oq35Ts8o+K0~5i%aT&g|$#1oy@OSkWfza^mfcNBJ4P*)Vzcy
zpCdc1q78>&eX1GyJKeq%=czXH+0W;ftm#_)*|oFIKft`m-Zt4c>f18TEQUYZW{E7>
ztTf@inri0|!2{q!2qcA`D!0%Nn8v#{g*7$Dh{jsLmhC<i`$bUQ>jNqik1VJU1$m<C
zyeT-@v%{HvdQp}#Q%jR>i!~TFjUC@awffzC=GS(kSYB6Gn~K&Qu6@V*iPxvW9F+4l
zidSDH-FaYU&+pl0^bv6)yWRSqWVbk4A1H@47(Qk{nhxh7Y?a^aXsc@PmX9h<&)VJj
z2`1k$rd()9TN6q8aRVXQXOFqOaCvo|Ds&VoG%QyLP%EYpM@Jn^cM!VGS6yP3gt_Fr
z>$<69t$v-B6|@+?yFr6&ovz^S-O{ro6Tg;~`)UyUbRD5+s~}zL<_LP!+Z9hot!v0T
z%=R3L3NB4#>#VPdf6Aw8gZ5Mc>u|I3#t_ET?w0Qnti+&2d0z<F?mZxHQQOv0%lL$}
zJVle4OX3A@(r$pVDQ`k<REKocT~B`)0h-8OPn;JIoN{r0$EP%dk&JffK15YncCMmd
z;B&f_QzYCmrKZ&9&Qjx=ab>%UD{ore!JgDc)K<Fr<|ygk2Gsp3;VaG%ZP8+d-nyvl
z*%;s3p-Wk`3V`{}CgZr~>@Hiv3wYCR#(V(qA{~%S-v+!G%<qKx<e6nCmi;83HT^B7
zhch<t-n%Cw@cn`b)aGxpYn{fI#*4-@a_qhOIA^YIA9YhSmF~XfH%hOKgR5nOPenhQ
z{Xxq5@>Rb2l9?%`c|C~Bg1Gy*ePIa38NBFV491K;m)FrB`J)nSKP9`iMIowH6VYQg
zV3tld<D6}LYh}>X27dM<cz<)8i@&7jUFuU&UZkr&E-532G!Om1Fjk)@647nMFAHA%
z`M7uohvgILbOUl%HmmS05n9Q(8uZyA^K5vq(``M93`#zT<RZ+&o<By+CkixtX}5o@
z)Ei>^O$jDST<o(}cb!0QtnRzD3NF0<mB<&yrg1%=d5b7ulyJM;b*;wzM$zqWJ}z6$
zD=(fmQBbI0YHs-XGiXTY<4c_<4C=7U@AE6RL(T(PyA)#%*5t(rImfW1YJ}CbuQ#Oj
z*T`tXRn}1!7DEn(7flFkejm_L|MhV6OlUoqtAzT4SANJKdn&EbPnL2+7$SFE6PaJh
z1bP&ZleRzxn;0SbGW^v~V=$l+Ri}j6E*M8M>7tjFEFJb4(Kyu)<r{OmGgy6VwZ)=o
z!kX7PuE*F6M2m<x?l}m-=fLPd`}_Dn1ib1Tcw+I%4~X8Z_&xP?<ne06uSn0SA?|Pk
z_KVntC!XN&TuRmCC#iVBqS2Gt2>x9CU=O;Du-EiPyl`XOLhel8XXUn~u(rn9d*0La
z<l+vcyQUO*gOqzQ*i<Vo#TQb8kc;F$m_qDPk!_ujK~A(^qwI<y@#|S3T%TY7uKawp
z)2h4hK<IJR+3lwgS)ks)lqL>{jt&!RXtHzC+KojnEzfC=uT*K7Cfyeq<DCILP~nP=
zJvV6o-+zMudjtaEb36HmVp0lAr~&UFX_dG_>K8f`(-ryw>BT2M+|6N(HHCLd<cJf_
ze>_K77D+q_6gYW-f_Sy_<w6Q3C}tHx-+$Y+t4%6cx2{PtnR-}=RCn;v!f`SM>jbqH
zRwBG~BFp*4Ht1yL1TYu2?@#OJ7sUaSDGVJHG(^)=f+}zXNwQ`ys#-cg7I5?Tk52-<
z<C;`g5YHiz3Y}{)P#xatjcUbD<mkLIJ1o136o$#R+Kg1n>XIfKCu5-9w5<&9ZaaqE
zrI_#yD6Jux=aT@lRz6e`7oHt4acv_YbZG|{=3y#0`O0?`n4|B%F4QKh{Mp<HMAy?s
z)W+m9hR9#+Q^R-Ss-r`Xy}%(BB;o`i&Q)_oCF#|Go;DlyAK5u#kQnlY4u~B1l<VXw
z{q=;78rbG|0JAvy3Yzr*-)h7TdGO8TAh^p<%rKno8hBF$ex4peSc>vDCq7EY2a_m8
z?wf+b3<~({;5|O^js}{P>1gP$L8hGJzJCY~HhN8#BY-|Np;eC?D4>owL+4_ei?ulx
zttqS3JAd)@_bNWC6gjqA>IWyLm%JAOuyS}ez;}AfGWJv-IQ`-!Ah1N6d^JnI07>S(
z_ICn+nsN5o%});F)qKnklfv4=!}Kz^o3_F2xJ+kXcr)I1ovPIuH6Je|DHqs6sHZs7
z>5?TsgsAIKW6;Uc5<D^*KbUiHnpUJo-zAnzAm-k@HJ?!XLL5jyUQxtUXsU7*2`MdQ
z+PUicQdl(8KeG>vxtco32H}soSqLH)NGr8bH&Dw3RPm}N!kj%2%KETV?7Tg2W4FKt
z)nU!CCSn;bvy@=*DQ*(PlR{m9?wVepm&T8xfXc=o=z7_-;C3whPQDV+s76`uu0|cN
z!NVWm53EWpbx+{sJ1GoV;rkO4lGSD81vi;pEGP=hCkCmLbv_Mt<Qfnn%Holq2eEf(
zHj@vC*$OZms&I9L9uWyV0m@6~S#Nnn?@Uujw$Lr*VFD8-5l`6L3^2KNf_%|b_6B<&
zBw#;(w1OLXH1T};)HuTF<7n6>acac)bTn>F3AJbp^Oostn^P3G;?rOv3;Y04&l#>3
z`A+D;X~tt)izwgxE7oYhakK(#UXL$0k*yF9UT49t{is<6tmZ2Cy~3pM12mbxGuA*_
zueLxbANL#-r_3&gr-;&VtKK;rz#9g_jAJTTgO;HVYSxDtGUSq=(^loN7Juo_x`ASP
zL6tN5L2i9%s)5&&A;5BqxXP|^4Y^4T<~}sS;r;}%(S$fumU}Okbb;v21P5;SrGxHv
z3>!F|u>Cq$+@L}MmE}`yZ-&X(9?5jxoczRjv;!HK5`elNkF6k~bl{ho#BSEJCWFx&
zU=FL{@jRhOhb5uFv$}_UX1Y3NQK`VL4{>)&zXslA46w3;km`OWpUGyw)e%IJ<ASOb
z$a5!?+V+pDH52HlNPZeDx88e2<baGjBtz|wFUoagKJ*vN4y|e-Ok^cNYHSC7N~SA@
z1gA8jhxv#v_RMc@1JBqAplK~Qh#B6WhE$;-`x5VM;PIA_xHc9cN4j`ObqHxe>iI1q
z*lTs|z7<5BEQjQfm1q^U+F2HvG2xI<pc+olYGlM*)8vFOq!gxZvxX4XATe9*(q}`$
zk}9SVjWW#w>wu>{*`P~NZ!YD*D>Azs90e3(@wxpxu5m}9=t!IuGTcvGKYPw%VdW<o
z3I$7C0gr~%!7KX%1(s+D+wl@2Db)@-fGcsAdgw>ny*=t(fW4ERoQ#ye4;!fv4_{1P
z#9xlA9|N&mvTXhHD0i&rHGEl>I4Zk?c5ry6>s^&6+|qE@G_oZPr;=B(Uw-U)Dh62j
z%{B1KMR{dWS*89O!s(KgDUsh+=O&zi&~t8|(ZSC7p@k-!iN-9WBhsFB$m_Q0jXr)K
zBC7CM#<F(1YuWd(K?;hN@{8ZRDB={abu`nm+w!WS&4o2DyP@RHdOOCx_apaCZ~Y57
zs^QujiF6EwMcfyzL>n7;c$z>B`ilBQdWp^cLd=a0jprI4-Wa9?Y)+(R(K2QS^(Q~2
zbE*fBQN8s8AO%|3;6oy3rEC<rrqCa^xX~>QaE!wH+npZ8S`<ahiQiF<pPgNcKsa&Q
z$))OG93Opz_hRDhOdsZsM(X2eG;g?gZO=tGFMGc<T_;l<R^fgJ>ze3UsD7uf9m5qT
z+%Zw%1>dRhn?F5D7UD|N&TYvpMTd@&{~i1NWAMg%Pu?41@u|&JChSB~vWu+j<`L3D
z$9Has3u@ot75QR{4m2C8o=3&1)R9-@5B{em8rr|-rER>W9_*EEj6?T|Zu<<QyVx&$
zdZ{PE5i+5HYwz!so_Y(nwzkJ`NslR7U-wOf3*O9G<`SRq=+%how-w56X?iui2bS*D
zS1V}(#;S3aLV5X(GCci=s+D$eXkeYqdrz5~#h=zMnS{2K3GA~Ri^O!5pPTF9r(3y+
zb6g35C;k0}%vv0o(*x9kFYjsJ1Ag(=x@1>?rQ4w^bXQx{whV<_5BZF<&+YUH+q%7T
zr<+mnz*Hme%yvg^M=JaRaS=8b3*wUEbZN||1_4f;nJS`wz;M3cNxtkkvz8bGQu$0q
zHFbbn&(8q9CI%P25nats2Vv7+e*oEtD2v<aDis~+)MSD`quCo*D7P~4(M8EnYucHY
z;T2U8^c(w=bTUxTfkog&y=J8id)aZeNK$%KOVrPd3UzjrvZR^?1|DPgGvy$yH@>H=
zc}(bF^G$zO=R_Qd%IRA3HiU1QFV$J~EQZTt<Fu^W1zO7z>*Y5weTQOg4`AD{^lj@i
zN|=H46I-df!D!~XpIJFL?!As}Shg3<Q4TtR>|=ld-ToG9;!&zCiM27K<b7LZ(}=45
zXYOwRTdPW1|J1-<!^XirF;ocsyb3CvC@(`8o?_9-{G&6w=<CLt)jPH)HlRxSW;zBB
zK}{u=#qI|ymbD#q;--=qo~DL#48<n3qiQ&JN6}XRA{1Xa!P5QD=HiC@<hJuHv;_T}
zLX|wPbZj<_rw=h2y#&*S$zET>{idoDWGtK-l?4M;qw&#Xo2~CdSzz*LtKMn?j1e54
zl^IX-P*Ac{?DI`zD>g=Qg#9*}bWK~k)a$UlORHEaRwA~+7+M!PmP&;OUQs1x#k5CL
z6$fTP{NX3u%$E2|R+M(!#Dhb`#9hA6&DZ0t0DcNgywe*$%7KpKUDnK{Enc2{S!@bd
zI&9gA6ho)(fjXFJV;C<gMhe>gu7NiYMi`{>?Nkn17HZWe*_KyHi(i|}%ahjB$5`ed
ze-YncFHPp*-!0cP7{`x&ugzxFTJ!s|<NgpwF5eNy+DDS3T#H2w*}5o^$gvoW`17@E
zW?*w`+(iO88pgEmh?rpy0KXBQf4pA=pZBP4gflGnJI%YBd%d{AhekpGW4&Ka<;eJM
zrlu4M$fnhd*LN+yX~Ty1j=)Fhp8w>uXV}<J!BA3>F#}Y=hqa=!B#O9uYh7_Bx%tj*
zB~9AKoaxSvb0(N3#7?(Q^Ed|8!cmDBKW0SKuHlD5K;A~DFDKDwLWiv7+hDLnJQiQ+
zyLVrY(Pm7uwR$Di6Np~;J=?H<Q6b%#m0ZhZW<uc&$JX(Z&#ohg-u{SGVWr^$O{QU$
zmro8)WB0(O$@IFDq@~GLlF*e@*NiRlL{<sk2~vRc)kFRsK%TkxfWw?T|IvDi(;4)g
z-6`ku_erw`R2oh$Fdt-O2c88z)5B~3HgT*3jp4PacjCf1?>JD-C(3Kat`~9l#V1|v
zLwELD%))gtEjap&Jrx-u=uL8#!9<(6FaUxxuE$i{%Q=m{y5;i{I*uUs+1%-__KzOd
zuL#jcus^Pdc`7wvoQdXRncW^&q!EMeG4SxmjU`Y_P1outrCSE(N^<r<H<`z&vQz0r
z7*6s&tJQ1CE(b2XagF{OrLypn`N#@~wa8j0#->$Y<$;R!$k?_u2ijIOU*{dA!f`W)
zX)O*NTh*5Ze{g9uNly9FjbBBW4tI_}c^NI)D!aHJYmC=uwD-#>^bu))c;mFKXf{|?
zwdyRnf`Cxr9adF5BIKyo^DZ&;4Bcbiaq{|KuRuMaY8K&7Lhv&!YrOpI%G)ro0M2%y
zV`}TQwZc)HY%1l~@^S^vy$VJbpAHaSACHsZXD(Y4!sEZFs$~Xb=!xMNw-VT(N-8ii
z+m$vfV$@m5l&-g9BMv5gfN?zvR6XrwR+5x#G+3Lw(<i&<9TijN8cgB^ScwbtXdi!_
zZuu4D9v6L?pw|G}glFghpG7Sc_$ro;h!djjkc`LIhvM3uMNrtvw-$eC!PN?NKO!kF
z`YEC<_7l9AaaBFdKdA$ti@cBoNNa03Td3(eJ|u00Go?RAA~x{0Jsb{8<k+t1D=LxX
zN4Gt#bkN>uCGzwuIHz+;U(FEp%O%7=6y&RXYS6ddq#Cl#$Oym0xT+l9?aZQrURcP*
zN)r|{%05Fb$}Ej8eAkSI(TByBoQ5wg=zToem-6XfyF>EsNXx)mcjUt%BS!UAk#VCQ
zEL3mPURi^nagF%3rhP(tWDd;;))H_Q;<KsT9FeiVo2iR*?Y1hEMa?BQ)RUMVFH^%{
z<m*nXj=0E*I*`WhJ6VPf-TZp-x6hY@S@HQf#X`+xP*9$`!p!BR=A|@?w292_T784f
zboMG9oUSbEhHwbb#o;mgVxpvLDezWauc{Zr{L5!K6!fjq06qd6pNba~7mPVKOSW<9
z`1cXMXg=%5t31uI7oQIgGlQis2=HCZ{`9Akq53pG5$oPMS(iBXg6Y*Zsq7WXhEId}
z`ExY6!`h$j3&*jxwjRgVEwovgpr#e#8H|Gjb{^!m$<>#rhuZv7I6aM~nkY}I7uy?u
zb5bTzk!lRSCGzSRMtO@?8}kQ87UP<sdv{7T(K@M~HK)g}u=t5+_#q`i*LUc(xbivk
z@8s!?5XRg@LK|YkD!`?@`TgsvbWF7NoPAqM*=%P6CRQCr?+2>4-hye0+2~1hI|${*
zquz8IPXq9xrn<h1a~jSLLt+d=ztMlLGG|`~)JAJfT8xh?f2Xm<L8yS^5~0D=psu|_
zl5YKiw4%SeiAo8a+zMHCWMoHblCLtIeUMHJ=XCs@ypl9Xgf&X|GCQNXFTM_)H1$<a
zpxv%{htS6gX;X?SN@UgNxcheD?x_bDTUDd`Ia=?ZRSjOW-RLXd`cULz7R_s<wS5d~
zJXjY$O_gWolU}W3%7u5Px|4jei@K@?`x~}?p6+GlDSo-JyQSUBVj|N-L53x}bH@q4
zf9b^G$v9xuG>-Hhu+!5OGB`3lrdWH~xtGW*u5V>g6W2yMhH1CqX%OT}{$MsQCFmZS
zBXvg9(0*eIPQ1PN(vUMdkMW-V@M)kcWK&#@;!t3}ffV!DDamk&yE+Wa1tJO7qnVLX
zX_*{c;$qK_8QrSXq?zUw#x@)ez}91EY71PX4s)7aK=80CscO<QzT#Fh!<qU>k8iD#
z8g^Zw>;YSi_Y{UlW8kNxj1dQPH$Uc={rt@&%x)p@K!Xx(+zENBVYT6aB$6;CMY}*r
zdPY$Zxm_eu!qU`**Igrt7l7aRIK0v@>9X=@6;w^RMba2Dh)ObIK7hJWXU7BIg}`2W
zOOx#Qf>JpDRTzdPHyKq5^Qyz8=bhh9sppUVTOa6VQ;7%aTp|~=Cx4gAOVrb|2q%ly
zB>JU5L_oT)gGMHQyAuk2{eZjV3~?N52LShSAl>|&)?dT2IT@g}WNN1AJ%+0%MCCAK
zqMkYY6-a@bIB#w$Lk$}}gHD)167SBAe30-NzWBB*pjl`2c}N$`LsG`sG@b++NnoZQ
zYVuS6bf1Vz;)QdEP@C4~F_4Rj7BdJR#8w7bB>b^jy+myCd|o<Ky_sL*|C~?GH8Dak
zqSE}U2o;f)q-tbv+Uct)N1ad%f5XXC^I|(}Z0Z+Rj+o!r^7l)b4qzVlv#AEj!7id-
z>kL*W2XT7PUu2P=Tk;YFx40p({<_#SyJ1C@l-(VO?Sz120<KnqpW0eKoaK)*C}s;Q
z*@o8u^Y>Xx?pQNlytl!{Ok7q14#{HPoK5*}+D1MUv=%sBKOkC9<&7z!U<k6k+2C(n
z5<bT~n>lrPgbyyRr=n{%8rNYceEL64Dbw}e<dK(;2-^4c{66s%Y0SHnoKOMV%le2q
zSY82aIQvt4yW`Ocir<SP?S|E|sr?g;OI#iOTAXYBW*z;koSTu4MTOAX!jjnqhr5CP
zjh1r$Qp-ea<c5XQBpr6zF(C=m<12L7@&fxipe6_KOyLnn85b>1tu0PiRdY_k7e7hy
zh95Huqxmq1FZnqsgyu5zvjgoxQ(A=3rilG=FUo473pKkr@(KC5-M@{$pUeoeYYd<3
zM}0Q~S?o^p{&F4u_*m$YyB9uL1n&iHsW5BT#DS_w=&{01v~HmvgyF4oV4KyIj@8Vh
zoBSYDi+dddd~+gv*7#39FH8z>t(}fps(FxP1$IjlUJ*c;O|Av42NU+V$d__K9Kbo9
zpYl2`!fv0i2zAyIm~F(}z%2;$ojHSPQu0tL%?)vsxHTL`Ssn)tgE|-dv9KMRaIMVw
ze<foib!^xeJmK@;4P^zbH|WHHUz{^LilAh<{t<FYY#{`<5=@@ZSa}_-c+9V9uEw@8
ze%baUH$#rJ<H!z2xA7A-2$2JDrS;}%J)RF*q$wleD02TKl0m!Jf&?M!1_hC2(zRo-
z7|u;;YfP;V{;mzc<fwIf_)C(p>HsFDx#1$!+LD0Zd^e*fpVXu)&Q$VTdj0EOUPDu!
z@ay8jBGiJZ_3BJ<MPQIKEC!U}H`J^<c^M|G56Uhj;PgEH?bii{^Y$-5@p3+yTlsX^
zSU3yj&l}&ak-?V3&@!SObq+r0S4vY*%G(Ph59z;`!FDu+Go^NkS`jdsOwg=UeISA8
za6$Uf0O<qfGW2xfKbw2el)$Jik(5^u9^b&{vkl5L=?9pTr@bH&3H_{P>5&VvEH8q`
zJT8}HB^Maa3Jo>wh&~ZVKR6g!m_geeex@l%l*`EpMng_py&fxM<cpl3iZ~o&+_;Rt
zM2~d*#h<>ti$8eVmH7E)#2R}PlY+@Z#x_=7nlMMB9Sh)A(Jw*$d|c|TQssHx501S@
z-gbJltXtW(wO`(K9SMrq1x^Kt@0Y6cz)LQU!i`)()IQbj=X?$l#C4+U=*S28Z9MC@
zPoQ!?%t>jL<!TXDIpVE*uH)`1-?Spf=ksFYK8lZ&LEf0*d3_hsQtitWObg%HUidHZ
z+w!Wzt!p@&RYctWE!>#a(+8B;qa@24tQl0Uv?tWt5N;P&b&c^)ouUYpU}luA{()<;
z_;@?F^1dCAGCSNv#g{$J%{cPvwzlq^-EuO(K4F3}5BR`?LIy_L&i19Dz3k<2bUhc|
zuq?UqNzuYJcK0&#D-{MzFN&b^al&8rf1i)rr!oRye{B<ZB?c3`Ttg~C`Ljr)P2O}7
zDsf>YE)^>k7w5uM#;h0YUp-4Ho5T81np{kX4@(??czvn6$akR=ky=X()sTHfC~L=(
z%i45ba=`r32+GGG<n8-B3V~>8-Ro8_(>OWznrKG)yCCdc1$4~uH&tUxa$uufvhC#l
zt>D3Pr8}r4(QbRE<jrd?-MvFIxObd#_{oaIG;fG?&VaWi^>Cg0)IO8_$Co&Y((h&H
zWZ|wUS3t2zOP#I6@d|{FklQM=sB|C~1b<p6Y*0kCi}7OUqQ_b~G3oXbFaLW*@gm!u
zaPC&~7Yx=Gjk&|E39q!V>v!?_;}rUO^Wmv7E%eJ>BYc$#$?IraYky(A;E}>S<et{F
zTIeA{MmGS3xHMo^6)!WR-~EVB9)rfeJ!#ydD+%ZB8IMZ3&D`Jpx~mo7tm)?C-JbnY
zX}sa=#5Y&mYmAwC*ri*+OMIQ<duF@OX2(mZJ4C|^us9xZce2vYCD)V>>2{6Bqc4{{
zvLcr-8gi}7Rio10%qp|<pzo}-ekCf~$Sf$1{VfiNwu?U6@qgVNFqq3Q44EC%qKnI@
ztokY;)J)=XDZ4&N8y%g7>KsYRbbuPcevDfftBB@D9BmR`UZ!T3P`AN&L$`;POF19$
z%#y>q`#T5OgFl04m;}R(OqqV^xw%~kOKQ56j)?R&LvFk>b5J+0sS#YYwe2rsMuiz|
zFQm3k#b1l6c>XwPQu#eREG#OqP0*F>u`f*RdkR{d>5P0JXHb)_pqT}h^*8Z>{+44%
zjrvn4NcAGyY|EhLUN+Cg_mq?2t3AER+NqZC+%>{pM^vn4cee(YkJ&srBumB;cL~`u
z#U+cX6@@0T1XCEt)So=+dg21S3F;xBd~$@BZ-+6Bf4rk^Sa>NE?Z<=5iqZ|vO0t8h
zkdD5m19`)Hh(A{9llPoQZ$&>{FyqP2uzD!h67=>9wbfABuQ9iQ1c$3DEpYl3eX5}Q
zR;w$e#l=RVUcz2>*kWUY#hr2Y?p@5d7>UbcWqW?9v70=Dl`&>uzt@YQzDquF?2f7R
zTWG9)eX&Cc_r6nttjRo2ygxHD&5jJkVzAdS%ac-kW;K@KR@g_+K=vfuC9D0&e482n
zmcCT*9(`)^g?5zgq!aZdWB2>u)7GLG^CZ{r*>bHtKT13N(Tt$|SvvAvEI-i95L)z9
zNwaoX?EWda*nzOJ@!P${-Jn_w2t;i0mUk;`xZEY65i3Ebxi#;?Ix+dz-!9gS>4rtQ
zGg&giyD5x5R%{yUvjg$+OI-Z1*|uRFm}+{=wsL%9DhN>O;51Z&4nhyi&UHw&wAtC$
zLH{<1R|?e5CxC@8Fzb<VadJ4&jr4tfKQHUrF3dT-va)M)#(YTKCqQXG1r6}dS$FwD
zmL5c(gPU$~1(h8rtfzHX0`>Ap-m!%a9fyO<>=oJMZ}x7vXQ=rUi~;i;wT&$c6_b1J
zoye+~*O&>V&3v#ln_LhF_0=Nx@jg=hy|<AbTZV{IS#1d?CeGXXr)__YjK{YQtQ6}B
z0QMZ<R2A}f%wSuL4o-qE=VzlM<Mxm9x~B5o?H&=eNI|!2R>e2cc{eCrYS}C2M~RUL
zd+;U7^NG6KPaWBJ;r9-wG9l_fidbx{9cuw6B(|O=TFc#J0RC}Iq9W)dBa*f@u&QnN
z^1WZUF4ntB7||tL-zHB+T7Fr}Y`4(qjjSN1?W>+TVV9OO{4D!A5Y<7KbDxIf3YsG0
zPeu;)iMMXA*RQcf*$a#EweU(x@lhaP0p<M|#J#u(TAX~B_d)pJlnXsjH^16|d8u0n
zqj57JdlJG!pm^5cE1Dkhh|3~WkGLoK$+;JTBUt#j$Dd${<mZ<eDLNf7<StI?d<kzy
ztfEU4n_4{J{#IWgAo23oa;fr-c`nqihic_RP?{TV2wuBD{A37I1pwlCnO_+Oi#?X1
zj}K==QC2QB{*Y!PR6|u|e}kNu-U0`|ztJXC1ICc|xGaAstN`|NSOEt76hlwl?Kfqn
zKmxglRN3=2*e**{C0$kE`%<1^Dnh518zCnB-F|P5y9Y`Vc)0C{dR;$-sMYPFJk(D7
zE4^W*=)p2%VyP1!y;d=YCko8s%HSccgzl2JfXuIK1yr@vxRGT4POnJIZ~*M(ub8M+
za8SKA6G9*1%v%L{<b?Fb?(;oLy76tD+NbLBAgl@lprj8CCcjt(3&oOvVGcIJ)@?k6
z)FZpq5p#=w-{1;Y4WU}xD_;#z%VG0EYYbp1(0eoJP=OWYvhGPVF*k~alKb~skZy#Z
zo7IwVYYJTt^`tv9oOZF?7wG%ce%CXz+L+)72{>RdK^R41%z?tK?)lMA*5T3_wdFww
zM|KVte-D(^<vIGpFTla>B>&!2bxshGfvc`vvPHa5Bg}WTuY=C;`)xnqS5#t(C&1b~
zAastXG)EqJ>kxukZh^7E^n=wp521P<qWH)QGKXol8U=wWs<BK~Try=Fm}Q5bNw$?}
zc^~%?QlZ!xX695S8C|*ln_Nmn5jLhS3n+hH%yvTq5(1jc2Xt>Dd_KA`J(3S3(A$+2
zbyyLe3;Owt2MR~w?xLBx=K2(gA|M%upQo|$T#=oa7qonp3x7Fb%t^DM@=%Tv3LCV?
zQXA;|oWB|DbP>2q8u+9oL`eTp=XY@_(2gy%%;~VU(yR?B%Oz82JkOgo!G|Zd!%m1x
zGv>5B628eJp<oA8@L<xn10IC7<D9cphjORpQpn&lzt}1H8AXmU-5;yZu$(Ozk6JP*
z2&eMD%~24DnGEZpd?G`=WO73tS1gbRcm~ZNuQ<M8_}2sx2@X3i?DFdMoGrQdVa%v-
znymdp#doxK?=DzrFu<+AJ#(?ZXf$#%UP}x8LUL$M>j?FA20q=?v)0O46Ao>7yJiTt
zlr!6cIN(BihMTN!zB!_|y%LC0_j2Qd*+cz;I2*yLb6h{^t3urs6=%w@u+t=6;YYEd
zTz?0yLfU>qpKS=lA?c(;u0jnku=uytH+-T_5-+4F6Qig{IAp>*m7?1l?GK%fkDOU{
zNOxK-4Go2<bhlZm{VSdFirGyM5NScGL*cc{m$+r1^DE&9%HI~mu+IfAs6LIcv=YKM
zCGm`*e5%go3Ldl_!y{mH8mWvNEYaF+$Y?34=&_ERN<-<YsxkE3{T*1x`OO154?xDD
z=ofxz2@z{VYQH2ID#P_S6B#FJKVj}_b^+a#6S}E?CN^BE(H`vS^40_^?;psv<#1be
zB<$}Z6lvd^<s5!oBKz$n|Ma^!DLwZO{3`WF03h$BGpJs2xw-1fC?qYbAhT5U4MDC@
zE;<!Ia6frf`j!a{Q|m_Ec&$sn{CaRU2GqA3GUJFQ^Z^%3tNC_+<Vy(ad?R043YZf#
znfBWit*uJk>+(P%3<M@~lKb!A)VRa4TQ6s0PdnNBxt6_llBk0Y*tRtgHrX-fDzBx0
zEzkj$hh0W$bSgAWwT>kwUk>$4(BqT3zF*<+q^swK_E=+Lmea?rpA<`T1FVlTq)_yS
z>b4?#Y|}qxg<7rT`(oB4WSy&Ks!Nm!EGj!5`KPsLW|B$2F>7&O-!=*^)hwZ2lzbfL
zEpt(OOyHf))@hG{7KHlsGW_8jqqiL5V18l-+U$nx`tKPp9nBvtiS0o~A6|aZ8>v9+
zrHW+yKt%BYG;_5)jg5@va-T3DqVQLkw#*>!NmNFEjtpf&O_^Pn%1K<Fp5yAzXA;^*
z!jEV>oBKrv{Qv#5Zp@jD^X-dX4fDL67Ur`uUaN>o4UnMhiR&45;aSlu%i|@inEWx>
z>LWN|yh#szIFszuH`9%0fYla|A`|aum;vnQCMHP0_8JqSF_o6Iay_rFtEcha<8VG(
zxi65W<x$LlCe2{=te%B8vZ>wIP)exe(e>Z#YG~T{?Nw;IASrRW>g#_wlE&oqM2&6W
z$IWa%uB=iJMzx~Idk^55u;eFI!ejXpM3O_o;&bkt`%-6q>OZ+6d^hZ6ej*_qM#?Aw
z^4h%9rhRMXiZG0U8)DB@gL+RV%tCxHrTMXY4}QFyn2XTz^cv<{yC$4QPuiHD)b*#L
zS573+eMGEEjpNQA-{-*_>a=`-#eZW+ewt`8EL9)r&sjBI>^=aQoVwe~+vbKlLp?9v
z)`3{u0M5>(TXr%r!949nI1$}z@)q2w6L|5fT(I;)wA~!)m@|B$qNw~zkSkmJ5t)Kw
zODXF<Qra(t&TM7!{M;&RV2EQ>)oG<<az9bo9q<-P0V7$1xw8sUo?35Rzf^Kj>&DIB
zkgVr)dZ=|R-y-+stZ{-|7N)l22EHz)s=el+Pca6$DF+VFJ>q~1v>)MN(>APM$Rdnb
z5kTcU)Q1M#VWHThqu=->e=&{#BQUD4YIJdkIn8ctn<gl^sdGf)iljKIvzy>MB&2Vm
zJ9Y{(&)oHhZ#OGCXgPr-&Aqb{KlU)!*{pm4@uW<Gbe-PpblK66^6^2yKgAaS>aJ*J
z06rW>YCGmSHy+PZQ1>+dX8DOADvR!RX?U4mH!nR=`D$;H5B^}Vn$GA;84zH{TFM1r
z58CnU#;$?rUIn+`zu!=*Gn%|cZ;G&F)}9mKrUgs)jX>f#55PZT<qE=I;QME*pYuy%
zobO^nm_u9q8F^g~X*a9anfuvbiErHt?j|M_!m|gl9tToVJL@;mwA*7vvao&`*`q3R
zIxZ?{O7f7Ra`l0}PxqbD0vTFw_atBzhh6_F1@|MOJuYmSEHKwClq88yAUpXb!Z#t>
zV&h!mO906ek|Z=!msl872@FT~Sz^9SIuB!?4bF?fe+2@68}7Y%OTK=e6_2ACN*YnS
zj<Lr7>(2$Wn(OajB-o2^R&$Kl$g-;AAMsX(d6g_H3r30yBI->-LuWRwQ$>beAOxfL
zL-5pbt&wIMm#Sd{t9^;%U6}+=j7XXtH=B?^vC(OPJM$cWxjskQ*`3jzS3xK9E?1xv
zNCCQ4boQFeRd|LRuL$5Tik{e!u1pAtA{NNd0dtEkt>Iy?-RBa>DVK+G7=VME@owi)
zu69fG<km4m9k#7S1<l&CT~#&(lbAZaf`qy5K*68V{7>0oR*I_!dj`Y;@TCZ@Bj|u%
z_h>E4Ae<Zfu$gbqxSEv*Zf9emmgSq115Nqb;;RLMyQ5*zigYrk_n`w@ni>mHUG1X#
z-cnoVQt;5*EZ4MlTCG=barQ0+F0NF7#6WXBw3Mj0ztFhZ3VYW6+=Kqc9c=Y~G@*;1
zz^QzyrI1d}5|W&_XAM5}?+dq*|1f3|5of3vthmSnN=rkKLLy{iTc!4UKT6lvV=aI?
z&{{`>R-2-@mMDc5vTI-w`Uq5Fer8Ud_XoEE_KBX6t?H6aXxc1-K$iLUQtZrRpyzMb
zb;Z?DC^ekJWb?smFd>DOUF*^43~bcGQIJfZ_c!aUi?j<Aw6sW)@|$|i)?U#-|F}E^
zAv!*yU=JuV0$)lOt2<o@V&5dtd>W>2@j^yFz&b&R?urIZo&;t*gc*NyXLFlNSUPP{
zi385tU!|r)JcQ|@v6Ey&x}X?39?~|1nrt4L@y_EBAWGzEv#hxL1k58}pLX4!p6jQV
zl#YHN{<qoTe;EtnOEr^}34wsl|F!=%7BKuX7NmP}Bwu~}+&Eg>$?u_i5jn*jQEHK(
zMs%2yG+U>&R+vyrCp1Q9Sdu8NjpHwbji-`QPRL~0XpW;ZKKC0`Gn;)qy?sA@oN!Ga
zw8tI*zB%e1p8R_0Ic0Fcf&Lku;vq&{e+eA;FYSajVFSTRw@G0BY^>gZX>9#jY#hPL
z4*1>A-}dH3YjxSLN(~K?%rRJ(&2}imeRqAjQ9+uwT?P9!y=&t4y#1+qc%F4H*ZRQR
z<SWOtW}O)#Iht(LHR|ld-Y#OUOUpxN|GWA9bm896V(A*8q-Ja-Q=Ww=CYIl2k~O5y
z)BSVRwQ8Yp&7g7iW!9lvRbEzGx}JP7Hy!uls3ig=HtN*OE=KuwMFaM6_&}euMAprJ
z^R@A}<i7WJ*CT>{BiHNnt9JFqVQAMt!aY|nPLUo2a;G{i_w*{FK3}Y*&9xR;gTLOJ
zNMaeTLy?I~f0O;4Za=723IT_oZT8vx<u2USJolsW!O-$YFaWLx%#<(%^*dsRen#zg
z0h+33kq*k_{ff9Vf{cYNu8)sZ|DMy`Hqp^a-As&bhD@5H%P~R8Vx&#7QdXv&twxqT
z<DTz}g@lBr>@1(tUTV(R2<I*JlxL^ydYMzq^$2T&+XY^$%FlCIp}U9O9DwS8Y-g3o
zmO}w`mG|pz)<si#UXh>*C*ZRxvv5BIVaqFRT&WAX{f*OY;eZ_@j?bP&Z^dYrF=I=J
zi-qSZQ2h0Mptz!J%UHczY)6I~1~VKyo~;Bculi4*)&np1!j0`_L5-W_ThmkT1U(kQ
z)d<2GKJI#`x(m5yE~9PvU-zIeDKq_SW7M}3SKm2&*e^!`aSuuxFQUnY@Wux_YyYwa
zj6IiEEy(<;k#~e(bFpU7yQgJEZd<wa>GqMjUgw&<gA7_zZK^Tzi4}P_&)$a}ymxVx
zia!xX7AIV2)gLcoP`zHjaNgfa1%q{A%y^`6xo-?MVyUb)wlvPt^M_yLa+A?C>770-
zuk{}ygW(I`836Sd_*ys#@61Z{a>w~=fMC%2RCm+NL31H>b~v=Xn?H?q_4UNHB;<wn
ziJn!H^6beQ6WT_s%_Ut%wu4QU&w`Yy+nS0|J7WaE&5u6xX}^r;L;YMmwm->ADLUR&
zPN|iPCGMw-dQ;4=Q*CkmAbFrzE2<j|DVRQryH}hWv#xzqc$%Eml|MC?1!->XaBPsR
zkl{Yjgh-swK)6ut1BJNdy|XTy96OeP2g;tuspyt5>!!i7w?8mDPt!cBO%tq3U%%ty
zTBg3jMXI@wb@6=0WrLVLhHN2jToEo3(Pi(i!QLGQLhzBGw)m$P$<vebiu-+;Tujb4
z9*5eo{9Wg$e6|<iO6DARX$--JB8B^tjlx8WHEVa?0Pj~f*I^MhM=$DEuEw?WYE5~m
z_E^0%TpT=Lb|`qdax6_aB@#RJ-kUy4v($oyVkKLel1s)yO?~^>F!+hd^?C!fZG~PE
zzS9+L3Ew9bEbSW$o`zqOxr6m!1Ze|BkS+@b1sa4N)3=G8C1S^S&r@3w@S;YG4PTXE
zp=LyN61H*JymZ59iK!q>)G}6)HxJ#2EbrrRpWuVN^K<e+={?o5qN?LE!9HbrMz%%$
z*aTa1Im<<S^nq$e^Wb|#C*`Cc=EyrRzA}0$aMoacqnb+v-`AS-4B(;OSgnEXOtrA`
zq0!9ltpU^7#v#UnX6RkCP(tIKpB%5rUVJ}tAr>XlbQjism`#|@SEaOqf|wt@u8EuD
zV||>`G|sd5z_FutcRQC6oI^{vsH=%K#&J77`-`T><0w`(bS0FdGh6pkeBj2Zy@i=1
zw<RClGV^LAwOxWY#frVWt(8hNRz5-UBGb$>TanRI(23X*X8uT<R`X}CZY#8DK)F`m
zU76pKwMmY@LZ?K1Trc}P^%W4Mp(@7sT*vQ?rN8DPYF`K>u}&_|ZJuo-^UZ=D;2Nv5
z@DqK?@@GjEVmiZEL&awP>^5+4mg(gH?DgP-$FC~p>oSEpUwVBHMtg-{7D^*wy_{ad
zxF}tM#oq#_Vc-@$#?p>#`=P>j7l?LS@q}!G$}jDEeBHuZw#e%@72oRqETy~Tjq#JZ
zy&6lF?`cm}_tf{=dQEHC5o3rDO7vC5!&uqLPlh>fxf;rk@b*DxvE}#b)Ta{DW_xhb
zCxd~9+urrb;o}n5;)h$-fmdB!&0ksj_xf<P0+>PZmJ735N`)mO8QSxGFy-xA+_(0Y
zgwVwI;Cx)P&?v@xx1W+WztguAnaL(3I|_V{(3W8y@%HSz*q%Zt#gf;|j9iA>okhip
z^BCd#KYI6U2P3vlO*;+HINdA$Z{Ow+CqfNLv$rAJ38(a9)b9}L%Of1GJOFV|ra6uk
z>1(M*sIz=^9!@{!I-^>Mz0T}Gv<vzxa1vVPcYuHLH8oes0LoeDL>v)$Z8M&2a7z!`
zgRD??DFJU!Wh8H<XLZxg%vdVJt$qTEp@THNSnbPmaa&~Q&jW%q|4PqnwVu*K#hRDL
z(6Ye<;2vH2Vl671wu4x3LH&%}$&68o3YE7+BI#CRE4+qV6^v=^%{|J5Dl2jym{|Dq
zmF)HT8NQuJ-DhN#sG!2Kmi;n7C4d-|Op65cDX^Kf=Y}|b_O}yg$L#>m#7-z_iSO{q
zqkd-Sdk`K{494x%MHxmv6O^_slnd&eK|VS`MHLB{w<D^akR5%1b{~tofWbO2B+OY{
z$fFgZW+*dIk6V_j_I}tqCVA+T;iQ;yt$PmCpn2&Mo7v5~@m|^bpLYD>Nn><h#7-jo
z$1!WrAU~lP``gQ`w7HjXZ@#{)<KMkL8vT9~R?v0C#^_9nd4T~}e?LTtp2$PcNfa^>
z;<L{9l(I*0+97u=4d)hLjbHuM^`11-QnA>rj(ZkcpnBWO2&QMeGf{&Rvv&xw@5)C4
zC>)`YMGMI|g*M?1zkSRx37^I-N&1}eEh!u@!vY&M|8Vkfz(@lBg@x4Yo4l0p3jSMW
z9t+<&<L3ARVWt9;4n55M+=uXSwlVFacK!6=&WlyJ+G5&cq((`c4f3N67Bd*fcDr|o
zB~fsAa)UuZM?Hgcgy)bBX^fi_8iXOnX@q*R-Y!5+TVLrXgw|0uAk*BzMIW~32-@&1
z{S&f2QczOZ#<iTb40=yg3%P1H$PK`+q1MC+LSy#x6^BcyNY=PwT5MQKK%ST_PPb4g
zkc&V=&oL*RYyg|gq+Gp%%RS$Lc=5>ywf_o3rTg<o{$%%~$Si60Bnswt1AMAG@^0pD
zKVFd@kQu(fqh}J9nAmrESJe>wA#=8?^+r$%7f0`A{eE0J-yNQ^BQK)udA7|oyuQ5M
zIH_hCC33=i9JiRv(8$Bu_eAj7mnvfgaTYUhW9xrwstld~cC}0L*_Psth#jCIV`y?c
zR0kW2Ng7fuVi7Tz0EkOYWJXep*Y^mVvr8|WxzRarkVNlW!Dh%k_y>qQu#R}otuf0O
zo(ZamjJPV09nABR9ped0&@s23z&Mbk)15R(=>v5vIx^(>n~zDW<6}=yt5KSmX?;i+
z1s(jC$-ZJNpRNa2qK2f+Z{e|IWih+L8i7W$cX_yTGWdT1uQ83(d{#=8T1iNRtPVIC
zAZH%s=imf?Ac#%;!Ge=8r{5+P1sZ=jfDxS}bLRWnuVVo%>koF*6$kY!`#UB1;n}PU
zL(>vK)UdiP#9wpw@i&_v1%TdM@4|n&*>Sb@e7MNyWnT(v03I5+_pOM$%Ul|F){r*<
zZ#dX?El(M`A}M&>io41gowg!mNI;6==M(+|4i}kT{Lc@X0o^SWFd_W?O(}?^&OBQz
z?E#J(Y0Yt98@D3wF`EupG|v4JQ--W&EJL(=5?tH*<GF_h^~h-@HD(v_$@(Dvg)YYp
ztrNW$#9HsO1l;WpM?f;k*fr=727x`*%|&S7;bB>E5{;wBZ~HiUyV;J+r0>3ViGg&3
z1gF2b+=|oTDhX7pzqA6|0A3QE-6%z5$rml>1vb_8b2^yt&VmsE5uy@An#cn*(R~wm
zI4Y*ScWXWeysMu4LX&{p&Pz#a*!+6Ka2y6LO$B~Bru%^aAT>(`BzVTMi>41s8!TFL
zyjHTFvu{LM*QSF$@K8*lQY72`xkOo5S6h9&AqL4Z`>iFei%Bf>*Qgg>Il>3y7#Z$o
zHE^}Xw$B^We3{)ZkD4A`pVl<kKtcUI<4Sw}+*y69zP3AHFy}b`e2hF6QdJCx_YW6`
zq6AH|b1BN+rSAnFSS!6xa^kp2HH0Sl56xUTO8#ah+3Gzz!Don+M1YcmB^6EC8rq?=
zowu1zQ75-K|2H~(LS2=+t1Km5?>SSP|4kg`XW&8Eo~tX-?4X1cM-WNQg!w?j7UT&(
z-`4-b*Et1e!bE>Mwmq?JPi&hLPi)(^CpO>Mwr$(CoxI6@wN?MU*sa=&zU#j2I(^Rb
zds<ruLaR;H;X*JG`<6BB4D#%ijd0}c$W>O%)K49!7Luui?e<4JRqJHsYAV^VasDAW
zOzAUbic0a4$>H3Zb(}Ju^32hsLbmyZyDU2GuU)i5)d6M23ZF7D2*0;0;gpE=L#rW5
z1uz)Inq?YVQ6`|e5mnrB{H?Y<aXn!Fz^T5OnH|O6(F>T0i)1S<NzzTj*muP*Hz7zT
z)Z@&Q-<s}W^=cj^y`G)$9W0^n3IuIN?!v5BZObCuO6zn+h#;*?fh9k*MM2SP<kw#O
zKK<5I<UzcinB}2o^92bZ>bg7cqv}4bh^b#y#1m?M#$>zm0a&-jpJmI=+YuENCI$NB
zO;1V$!2X4KOTc1J)YsjORoadHNbbPS&aU&{_A+(&?U>^1QIPEy`pyZZJTv1=-g&jT
zO8Neyk*llI5GkzZW_XMFnz^uNW(Y#Fr&e>(J3r~u4MeJqUt4iFID7ZmY`qe+@9pwx
zpx+zYSv}5tzG!+lmY-Y_?*VP_KBSuDlc0aoBxDcu<m!G}pnuMexpjDZBO>{*`Pa2F
z&NUB*i8uE)2Cs8|5$slF3!ac`6+*+JV<-7{c2d!MC3t>R(4b>vd24iMl*sZprtwiP
ziik_HcJqagg<zMkk!<k#-w5wM(u6D*a6vUP)nEY^F3MGCH>4qQ5_}=Id1Rg+%6!wH
zU8XEkQ&G?(J;`>n4ece(&DXOg`R+hx18@M97P15tx`GYO0Bc2?`1gdh!g#hrDmHez
zo(jzR_4gd61`gJB!+NX!GlfzUZ8)IU@DnvnKj+IoiO}b3X+>q}VWIKx>4I=%<A>0A
zMlZE7E;N)Y5Sy``MtHGAnrWldKkrkXPSBVB3qPaj6BS7&)%f+2u%xF6=rTIRVGG1C
z9G0Z=;y3BrZsmb|a9RK7Ogg$_F0Q4g^K;dX38ZU~tn>5cZ>(v?>6}5;BOhCdL{aIq
zU-iBG8j>~AYq^EIr9HL;Wb?PjZ;X3AXN~G{o&l1KI*!Q3S9*KuH4jOj6qW2U^=|V2
zLyn}s-gnB0{DFkD?tjWnLyIp>XvKa0R_FqOI{xYkdU`G?<MzknRW>P3o4Mi2n-wZZ
zTq59#q2jbB&M&r9K(<EeMr1U-(y;e?X<h=w9X9tm-%i-}qmqJF<?Hr~ZvUB0%Pp!M
znQCX>u0PA-SynusE(dA8zw3907Vqit+ku4>S^gR?%2d`wW--9yY+-v89;=kp5~(ix
zB)%feXbzg2vf5h}rmxWtSwlAUAB9ut(=){umu<FHC#M_=Cu2xO^7mTF*g~6)51CfY
zQcH^cxuR7Bq)Pd)VgOPm^$d53Ok1)!;o>o3O)1n6)a!-jtvB~2+or`z!EMz``?61K
zd9A$P6k8Exmh8Pju9gG~?s4TgxI5KOOz(_T-dL~YRemP(k+9}-yW7#U&{(OveeV%O
zcs8nbRYSSGE=;s!)>EvtZN-YOykMIEs=<y19(jxl&)NHRj>b!CWzZbL>5cNMaT?of
zOM&epum3K-=WgR++I9Z&{wO=;VGFrA=fw_~+27C!Te2(L;er{^yC1$nY0$Q?Nc<#t
zq?`RfiIWI7Q}{v@#vlu5YBeluAA#A>fY-X95d+lToe+y`)P1)k<3Z(=N)8d-K}pc=
zSI&yN6ILrH*m>?=DK6cR)Xj*#s^Fx$hd2ABx&plYcV`lMJWQ85z+Vq{WJre!QBq`J
zvu@&;Z<h!>(ILD1tiA|M010-(H`u1Zb+~-|v{0V8cmAA(+Fg;ZoU>JELzmLamL3aK
zE;b3&l@H65-5-8vn!HS9ne1bW^4F6hN@!t$m;P*~EP7L$|ANECX%>&YJ{DDwPPr(7
zm9kn=jX+NtW$Q+W!+HpQyE2RbpzcSXn6czA*q0HkkASr1gAgoPQQ2ZW$sbR)&{k_G
zC!l!2kY7fq1}A-_Wyf%Ya83*Xc2L70piGkaSC_+?Cqme0sDdI%eF<k&!4t!ebcE5P
zqB#vKNLrJsRQ^A8FtK8tT~yIiE)0ALatZ;vV5F&5Vdt_#Zs0WE$xQ^pV;r=ht$QID
zFO9ciB+jF$#6(0+a7SLhlm0hYcJdt|%dN2EjHgAF$$bg}yp2wA=gXIvND)C4#g*gb
zB?kImAO?^!1LzruC8z;8sV=p~VK{B+k%G_o#aKC+CYc#vzbn#{RIVUZl^xL>51pe^
zeC#V8*Bm2~I*ew<5vp83*2n!}aasfiZLBn?2v(=71-BP`Vr+5;BU#C2#(Tkj%&Ms7
z`;+{Dr!N5CiX|<LC{BHNK*~aj!=an&5+`ZTD2(8ALjosCDtC*v{av2EaxoB|yg_AL
zd}Y=^)cD^R5G79{e>zt-|5!&%9Lo0<H>AR#Ry?P0(^M`HTc$a&-T|EX=4392vhMJ`
z-G1&{DIbTEBM+QQKFR_q+9k}QH%5!bto=!ZZbYOZN|MuFSiNRe<OLx;u}3PoGs=$(
zX3&sN8T|$AegmWXgH74fXOpRowix-(yZS^`&N(+ZsFowO123sDew+uR>3;45N8r(P
zI8w{5z5o8*FU+>DRKtran&L^H4S}>@?kr(&*cn_RwO*c0X-ue38W_1W>A@>aANis7
z6x{x(lZpYcxNu|%Ay1k`5iN-!B`fq4nF>yflgXq%s6h=Xe>R9slVS->g&Lbrl=S##
zssge$zH!|eXT@k@(0kLEGe>tY!uS2yh1?rP`Xpbhx%cu|lXIdPWR+o?k*-6Z8<a+{
zL+T7b8hXg!ri+-(?b4F#Qx04L6l=9YYD^1ucl%HOy~ww{DytQ~MiG}-+Fpmn&hwj3
zOv~XZ^1?W1uxh(;*rfP^Q>^`lfju5$39HM&B{4}`+=uBR#-6FeHnfYBmNYd|=}z}p
zuF{s5p&J3$k9ap_b^Q%cx{QxVE);*E>%%)yOp-6A@9tF&4MCGqNj<>fmlRvZmI=Jw
zoe0+5&a+v6HujI|wJeeq85xkLDb}De6|f4(9c<g0JK>@B$@!NK(n4AQG#Ls1<)FxR
zPyj}!ycVWt=UE6>!<Ju)qA(06+$hzw_(@SkYATliuc#pMKo(K>7v`lQM%=S9dBi7h
zF5Emwp*@aoW@}NWpCR{Cxm2@?EGt|^-#!0IET@ixEFzCY{P;r#E=yWM9T#ql^5X4k
zh#6BPHUgjkIsv&P>ahj-i*6Rw@dTqU-ef8hxp8lWD1u1Hkgz!sRZuQ~OYajT9^o?i
za&T8Q#*OERb1Lpz%KvK5ZJ^6jt4!ttdg)Hn?9aXi&8L*kA=m`ljW}m{M45faQoU!Y
z6_!jx1x`p;LZzSnBSdjAgx!yI4CEg<SfA(0h?A!Xql2kn8NsnXij-&4iMkB=B;UPB
zT2YzbgGIZlT$5fC(cKuR&Zp?5ZV0hUrbF-FEI$Z_i+THt*aZ=q?pwPW3pM#5;i7rX
z!ey$D=}gTk5)@O_{1o|zyCgx5+)K_-11=1KO9n8lh_wwc%2`iXXH6eazAnsM7GI-D
z)Be0Ea$>)LE2VPbmqw~_Vb$;tvzwx$yv`!5K!99PGb`zS>+#U(;pOR{(PAMr=wuo&
zXzyaVEg86H9<-fK1{7QUPn246lDE|&A!gEAZH$pPS&~L^*&D=o_cQk+r_L|Q%KZRk
zK2i5+v3@g`#`1F|WBv~30j~nQo^3=+Tve%2A{b_XXu`Gkp9>*Wa7uS<i^#<}di)=>
z-EvV9{K}D=HdnkFTG2SI$hyAF#S8GCFMoev{1gb6yqfZ`lhoLpdgi$6gT5W?8VGNo
zgUVN$lK75MEq>^xx6$<?mvg6ATcrp+>!v^qc9)GnlRMD2;Ns)NNp)!w|9B7I^TF}8
zHp7gaqYC1tD&peI&WB?CQ{pb40}GVohvtTMSAv3=$?@51HGHB4wPxbt0&<eL#&R_N
zSOSzH{HA;N($d24zZY+d?EtS;faNG~g>Fg*KchpJ=Y!HSNqv4m{KRv`+D!+Ns$1*F
z!^a7z6Cvi=R$*AVOp*p;v@{w$=_c6;?EGx8erVK_(5O+(j8|)eUKQkwUHh1B+Y=XU
zUk!7&vjx`Pj@NjcbZ<4Ec37;O-fehnUBS8j*IUV6@#3j!Js?oHFFd^DIrIP6Y5lJ=
z;2nvizt2$+h7SsCALTBrqb|rr3;Z}%y=#P!F+|Ms^Fy6?(`U-iCIO!a4lUag&IwhW
zA&NdiBQr#wal}D-3u*I{lY`5Jgyu0Erin?&2~i{7H=-WtjK5DiQlRp<o1^|>2AOWB
z0#_+bKKVJJ>8T}h2Hg-uBJzx1`Nt8!&3EGqRpF>WNv8J>ZtX1_D2$X{e{7$9Bsv{v
zazm;i3<4x8zO2-!H}i||LK&oii_|j*g^&R?5J;X0jVcvOa72;;DmA-}Loj1CYCG@6
zz~OioGEGSfi|hkR;r?Eql8s?Q(Wl|aaDDt&Oo%%*iGIS6h*FbT%Uq^~U~v@>+rU{v
z0jkc`4BRq~^zC7UV2ncq#mH)Bg_WIDgjRhbn^_6EL#=NE`y3tek?RK;4XK8!%>7Yr
zqLok<W2b8O2J3Us!t7lwiHh`te%~Rv3ar=^pb=lz27xFJZ5&dE3O%I$^B^@_1-rJO
zYwDF3;_?UrQxKV}D}vVG))YicnPf)Y@xd`Tihg_qG(9!kvlb6EB5Qt14r${gekm%f
zNX4Gm1Q2;3N)oDxi{{)O=3r5PI8UU}liLx@hC9=Qx;gex;-YN~+j;2m4UcEUWSNuJ
zn_8T1g8d?S5D*_`l7Q$r5_X?d8d3Qseex6;d4qAb2ctDAWXvn!QT%EOm`4Z8`9*Db
z77Q2Kts#Q4A4uIrMgnV!^hkW%2eC95E9X&6U%*5sj6jDvOpAIG8L~|Uu+8|Q%cnY3
z4$2BCtJr~dnThY$GNvBIt~-ezpggf5!f@w}nTH<l4lveJj`d)<i&E@7p~+|QZw}{J
zgruJWgRlDr4`*^UE4Xzn2C+`G<ARrDL<X4KRT!Bv7~ZNEOhsx@RJl>-)HxgDKqSiz
z3dkFg;AJ8>t8A(8podvqr6`T|9dAO=mx3chR>4m*S?wQ(a774X=?9XT(mj1sKq2c3
zz+R&WhtTexfRVI)RzudHqq=vAda|KumtbIAxs3ksf6~cSB%`T~@Z%YRlibNjN4y6@
zBZy{*WQ$zj>wO^ZBeaH-J<y6!a_&t-iq)SX$5dy9fYw8N9o)Yr!q_Vrjqa%}3s(;i
zGC-okcIP5@56UE$tx|pWbq7CfdbrUT{ShjG;^3bZZM#lFna_ee<Sm#$15NKYmrnvk
zD{LbI&DG~j9ZL@ze0ul%^P51ix*h}zP^_8NiDFiZ!Z$0#;bHXg4xNG{BvQ&CvP$JH
z-vK@i5JU;ZqTlEe8}&@jC*&&JTa833u>~U~D&4{!(MhB-Y6FDrA0^$@8~68$)8l6(
z(2q2EZTOs<ihaAD*f8`X4ml<2d*(ui#`pF2LeHJpqG|MN{m|0))xMv`FUy_0h-?4)
z$4f!NO+3AVp-ayhqaAjOe-$C-q3^LbK4+{}cgco7j~G~_CJ+)gh|4C!6Kq=cS4oCq
zi~kL?-3v%lQMW6B;5>0t^oJ7rN|DYWK--LkOM=)5Ud?U?HWbQ<*yEY6o{W%$0Cb#B
z14jW=-6NLCrJXbT^igPUywuoE_cG{+(vA!Q8nhCwLKvf%Q$q#I72@Sm7-HubV*!-r
zW@VH)1!sn$&nfa9k%wX3Z&JBs2qxW;dz;(w;3Utnw$|CC0#~HLN-Nst;+i`qKF1vy
zAi&$%KJ`UYNr^#af>bl~S}U4uPK+#2Y2|Fenhoe8Y_Au~6LaL1cz#H30%@=P5wqi9
zW8>JL-Tzq}onTt!J@afY-(DG`BX@G$pqWB?vz!d-07om5(n)DV3)Nt3T%3zlVp-#f
zeDD2Q*1k)SwJRx9_^rB^>&5ywCk$IXt6%tQv*9wq@{dAivX|6Ym}sL?iVmrR);c@f
zQ~LdfG<Y5BCIF8`xd;W}Hx0&IO_O#$M1l$V={W0xC%vki`Cb1-4(ot75>Pk;<Ixf|
zigwQNE5Hlk$;#5F03<r|!fVS0K{2S^K^<m25eQiG2Ax$#=dV}M=m3e%QO*rId{j;m
zD|mBfhoTCW)sTr;*IHJgm4wMbDy};u$LXeFxYksmyw3_92=fHU=UEBrjOT9)GVF*D
z>%cJLp@X7`4=YHmUJI+`0%VvS;gymgylhB^g?*`!HN}nPO+G&|T$a`}L_<1_R`^U5
z3o#VF>i*gtqF<uQ=DNV*rZ6Xw4>A8z{;q|Gr^zps&i~lyXMWKi-+O!aE*p4|hBfml
z#VNc{kurFDiuRczH3GslXCDm2Q<jbsJKw8-;Hi7YJ7rTNfzjnFiI`4_;uKNREGvuP
z>xm6`Cmh)^AnLHHB3w875u2{cpbpxhwgALNA709^s5<Q9$U_N7VEcBN=K|8%lbuj+
zOlgGo>uY!Y4ZAH_7XVi9@doe-B{4gBu}*H9OvHWWUuA#r#zc3+kJ}?z>VbDxieeO^
zBDh$_m);4+;U8sq+KEsC9+#<jp$?_%15UYerI3^91S(sjEt#8TQRk$WH35F!Xc|=#
zYmX6Y0Y(R6hCchE6}|2<mh7nAf?)%0DJY-V`KCsun#qHrav~6Gf6b-O24jT8y4(Uo
z^<+tatUV&)(uaG$QEgZG)Yy<Yo=7%$-CS1S>lF;B5h_w+d`l;SI@&-irT#8w_r8rd
zO_Yp&fSl5tRfm|6c8PGJ3QcCiQ>(etFm^h@fvqOyg#1zRDc6}$NCjns#h}Vf$OUr!
zJqZa?^fG*|O+InV`u9l81{#Yw->aqab>Kyk>!8<cMYI`Iitz)cPLt6m^CuoojQt<Z
zhd^@x&Jd7p5I;Ah8Tql_F_~+u^tSY^`Sr!j7-nzp2mF7?i~m>k`aj~w|G10)Bl!IP
z?fSp<ki&b*bM8$4o%nD455>X!zx9ym?rP|YO{3_fjI?#cQN*T2)TDZuGSWfRQ5ec7
zpu)-(PjSSsfy8STq{LFN#PVKe;v`s6$#Yrk0CyM;NRO|b&(j=!=b4+F-)zpeKDXJQ
zT38+!_)x~d{eQ#%vavGb?Dp#nz~Ugd&kaqOxJCZBzE$>LRmXU$Cs^v$d`fSAesa+J
zJg?{8?OXc!+WoFctDTW*5LEaO_-y!z*hy+~iN3wM=jgSD>iys=Z?|}<4E>8gTL{t%
z>yI$X3D{<$IR48GZT??QmJL2j@f&l=Du!;n24>K1B?6-j0<Lww!91x$4J4z9cCo;_
zGYD^$Ujf;(<#}Biu&c)GN{zQdc%Fm6%aFu|TC>i$aK!%orMLaZ53oMwM<L#FLrvgE
zHDG^B%I{qS-hE4?Va^4fqAr(lVoiro#h$?g)cyV8gZ<dB>uwNhy@gT#u+7vqx4>|0
z+BYr_8@ky^_*9jf42|)c*_H=Y*&{}>SF1fheITHkwiP4C*K*AL$FX=XtwGsdtJZDB
zOTx`UbjV#7*mt~<NOYg3TF#}gmRg0y)Ox?MEzk2|<flrwE7Ghx_N(cNzU~iJjoZCL
ziXb1SBC<#fBEOf8|B%x4uwBM(e%{-Rwp!b%uEa2PH}#TFf3iyV^C+ifPcH>zkWyAn
ztD($p5YEdcCGGXm%PPPl<$)m<VxzryN#wY2CS-tRm6yMT#`8vgx`6W1+=pqBjm#f(
zS#KmU)-J=p$8<)Jw53<qCyBwuuTC}K0m!sNF8(u${U*L=Byo;+uKpw^``qrnJ4A4l
zjoP><$(=mQsm%DYrF=r|y;1F2yZ5oNi8n5|Qlk-^WZuxo=^*H5w}Naf$T(%kKFmHt
zh&N75O<esrgDRLtMWFu_JsAz3Jxh!7B7fZ7{_SeS4ChIa{Z#5aR8LYUP;S_khn<6k
znM;{pVXedc?#rOu_L_&^z4u2xuJED}9*_!NwDFwme_dWlqTI602fNxZp&+hvQU%mq
zu_N%je|0gPh*n1;oPpla)hF)!tUZn}f6j(q_JZfL#j0lOKUsMExPFlB3{?S~<e7!W
z0-AFxQ^fdml)vCLW|=*rO!f)4;0qqlyGuF^xHpM5>#E7#u9NVfXxnuZqlyXbm~#Y=
z5!^jQaJf$`TE9L?{KZI#o<7g{Gtz};(L11S;v@l|#&}_Ex4tNUU9p|>#;f=Dqos0G
zh?g7u78w2c9P9tAzBC`_x0knNZmmfY=}lMdSP<*nH=WHR4f6iV_+Dokd5<O)l#y|U
z?BX%9WSjCj?Mxe1*ODD&j?42JCP`tPv}gO)%T+9&`bc<J`<d30-ga(L+zrpc_QJBB
z^Sc}~y-lVw*Ppe>h;Eg)MTnth&MMWc&ET)gbUG-$(zVAp!)zJ+JZ8#~jKk7QhuU>s
zfMelX{OW+WBwm{yb)F^;4WFj8z_rX*A3)ufMps`E_4~@NeE3cwmyaU5ut6C9_>M}$
z{D^;>c^Ax!O49Cag^|>?=Jq5v-5Z)q^EjRI`ADnU-dS9JcP&YW1_NtkI&ZU%ehg+~
zTZ~xw)mt3&wt!JF^f5(7@g4^s^D<IBun%2ZBcZ5vFBdz(@IW-qO|uyAIl%Av*pIl7
zcw3+CbHmic&<UI4-%j@I2d8yMxEgS89f|mzU&2|5fd0*&!K1~$_Ttz-n98sufo!*e
zXJm{uOvvfoJy@wC(6Jlj<bDP2!E?<)uI7Jj(l=}m@kpeUKv-LW^bJ$4O5HUc?0$2^
z|JC)8wUrJiqmBD07%EoF;_H7@)7i42o-i<5Uk@)7wq1JUrMTyv+-n5Y{B*ajM379J
z=L!HIc!!;*WKkd?*PJGi+tp{LcUwODU>=`1cn4v?c&9sw*FT*7DTjAb%P*<Yn3(iz
z2I_3_0O!;5C;HI;JVjq#JpK|Mn>AD(nNxN#&412#&@}r8z90(}J#^W03-)Qxx_3^(
zE;qMS`(o1&=tgGXAL^h}Jif*#;Ek@lDzMgNv$LXc!gQLAvuyrFu0Qq`kgnRDNL^Fl
zG4=r4yD7cpnCtC-k%udTT`zD7^LyqEAju=$x$e#4K=O&Exd%r&@xpg0JA26c`5E8a
zPIh*CipJ_Ki=SkE<ddY6xk6DyAoXvaO`QiCs={jWDBt7>m)~nfHcdsFLb?E{VuYhM
zD^f*fr(EUezYJvNDg~303^^MeI1E<VH?CEFk%i#7plYFU1IKf3|G)WUG=inl;P})M
zYtbjVnh%FDmQw<1yHmiXfd+$gBHmLx@W*+CBkdf6QOs7-oKtnW12fyAPFFrxE@9XK
z-;sxA-3!<|&r|p#uiciQG-qEUL4rtV!%o76`?Xb&U?4=2!+E=tELWgJQS`}$#tLYl
zsnhxoNibW7ILMCl>^1TW6y@ZoV-s!`XQ6MD@8`>LMRU|{bqKV(X+^G!tR3LZRVS)C
z#M`VY^MN<L-@LT$*L^PXV|rZURJ8G@W|%KCAfb1zpl#F?ZrxPXY8Cg}t};k0LZKa>
z)V;Go51HXm_k+fl<51)P1uSPUz!|XR(S)B*_o!d*-l-RkeP+CRpJ3C!9UCQnoFgqm
z`uEy4FLxGFb81$yE>fXF3s8&nLn1-Ta{fRyAa$+ycD)1s_D^>8PAz@?#oMH=m%G~y
z)H<O%(+$t(HR8dTLgon}w$K3a(%d6<O$z+`0`}tf&IcfN&};Rt>G)f4m7gI4nYIlo
zvw}Pzo`g|=PeNeY97qA-B<!BRzruz-E)6sr&)(R_=F}oQ`XThF@gQVbNg)|*oAxeP
zX`Xo-o^kB7ck~xg;LbSKo7;+ic)HDT*MDk!6)|_{rb<V`Qus$(C8@3lnH_gKptGOj
zaHSp#GyW~HLh|<Sv8i0?S}AoXzOI*E-5M>4YsN%I!TOwk?vUTTSi0iT^4z|rxUs_7
zY-D7<?KMi#0>&W3wwF)moQ`E5q3!pS{e=Z}-fr>yQGw?4Fk~!<X(0TezonzTH94=l
zc`13HxzF3aAB@%bN#)(EmXffZ<WW{slzC#twgEaq554qxQ}S!&D{Qk7lCYB?^7bu9
zgjWgSV9_9xW3kxGt0<eh+I`aq|67Dbx4C0+#yYj-V!Xw7d}GD^!{l|zfP~E146;D=
zXsexnPoSW*Bf@-mZ|nKyAHK@BgPqs_Ezm5cZ!Q5}y<Vmt-qKfs`LttOLbOESzJ@{r
zNO<weuuqp}8`tg^zu3(F+adVtfJdtL7*x<cW+9mS%tdj9mShyh-f`$m=S7gX-=uh|
z4P@%8d<-|L@P_7Ndqjz)J1YmNdu{ge+pmLHtw`59a_fQF&bX*f03vp=B2H%RY15&8
zv*I&GTMdviy>rDc^wEL1|8BdNY(rELnMT@0fZsaO(A}bY7z_4XCqq4HE~5g~W4NUf
zF5H#1TJg<nhJV_(8jyH7rE>ejPR=92(R^N|i$5;FT17p(>@}y~&eBpUWVMk`HMtSK
zjQh{1o8ZOt)L>~IL8I&Am**5OasQ*n(*BXT6#(oQPSQV9EN2(h-ivXe$dmMXWn7j#
z;{gSb0NssY?~Q$1fmHx%lbCQ@%Ry;(uUJ%nAMBeWSc#tYYPS+nOpOSM4|i9480PW4
z;Hu7ymV~s#`A`8lAGxUYQyn&ld|HCL$nh-YEyQ&B;=8>wwKf&zT#qXYQy|SGDOjse
z-s^_FYFr#H??=lA&}?6hK^M)*b6;hi4k!%-HC+^O%X^)4zWBFF7FFPvMnu!=6iNi<
zD#N`U$#Bi)iJtSw|JAD8it)Co(LCWd>K|kN=$HQh5VJ&iRre2753DryS@EKH1i$jl
zf^}GWo9ZS?#I_z4EZUq6Num0#ytb<6-!g<IWcaY4^ya(S0;nF)H!8mMV23h#Ly$vL
zU(cV5v&eXVfBXNt#C;idnBc9PdY<`3Hu9%#^#*T!j~%GVB{CJ||BA0X=EHdYbmSlr
zTyFiLcu-q%Uup;H#&l()x64=?>Z_VMFBRF)rUMZ{K=D8Yf!NSM+4H-}Y@G7PF>FC`
zKeQT|09hQMGm|^3{06LisU7IOEbXc}oF%aOxZK1Pyfxg3W5jRV)l;hM9Ewbu`eX?+
z4r#}qTtj{LM%Xa;)Cnh)GIa{jF~&-109@oU+4|G<@y0c7p|vHhkWkKN8XYaP{A&op
z0xYw0L&w)uBOEK}tu-NBFfGC~cyi^qLtC%Nd@E(gGbs`r#UD^=P;XtWJa8M$k)N|~
z6mS2>R8AkL$LmBnPr*k42BEiIj*N-M2xCf);JY7$?b=z+2}LT}^!thQ<1hu_bzUm<
zvWf{7HSb4{Wr@Cxr{noj$N67n7U=!=7_pEc+_F*NS76;y(!BOIWO)=?+qGE%%#Jcc
z`>D-2!e}z(rq(EcPS*|68t%|Sjojb8AzM5b&I%5BK*KYK%sHKcboYSld1p97KTB}c
zrC(2n(5Ii|_u;G~+B;Me?C*u93RD#-{$FQXr2poG8u2+S_j=ZJpEl$VVY-`k*}B1o
zb<S+Xr|pr(0I(Z|>YD79{_G6x|I~SUATdJ1tA&vi|GBN|aHeTGYb+|bG~(JgYZP$y
z<Z}nPklX&7t(3v^bQa*^rj!&ri)bF+m7lXhPdik?t!J#8!Z$=$Bo4RYWMr`ZPJO9&
zLe*nx6ClU<alK@BHg&jt5H-$=>=|f|dL9U!14O;`7BIyQs*j|(`~5Ld=q=97bViz_
zN+L`ih8~v%60R-;{LWq#+G>6k)50)sQsC&#{$yEAlk%xN|IKBJIq392tt%f}tAN3v
zbKh~&`7&#omEg|V*b8>3z>{0;GjQn6@MgL>typ~@w6&E|!`W3)GqPank@fca;-{x<
ze*4aI;KMqVYB!q~p@<P{_nlN{-=bahWMMrWsppX(ulI5mw3}2bo~9$<3DDdblxAL}
zr>B>Dr?_N<Ifet>4Zp8U<W20iSzcs89?a!;RF&lymvid<xmaq?#nVK#<rii6m9mKu
zCF1XACy%5f@v1r_66zc!LIiFyDQP-Q!^LEfqzhzAAhKIJ^KogCXw-lNGp*U%I?j^(
zt=cES*^T}ZUZe<;*WPC0$w3MkY9}L+qT$|qf=uA*PXjjeMVDpjiOQdRT=wE1JxL;~
z3pkq&$GthcXJNwnt)o2OggNtfa|yk&FDcmB#n=wHH6Gv7=PfZEafb1_eaXs9()Tp%
zF4Ul0cio5RU*W9pfCDKY+^88H@fzaaanloKwEj4jfxeR>+Afx$S&b%fhv3mZxL&g<
zH%L5O^*EU8wM2!h9c|lFf$l>z1AkRw%-QU4o?x%W_7FZgvpUc_mDerudJA!yechi=
ze+loziH4Ksv|d4{W|xJ3bv@e*Gq`&)Z=KNsz`cVZ$+a*Y^@%47M&0Yu6Dsx!!*5K5
zKT#6rj2K{vPuuzi-h2h|-8y6(LHAzYI3!ylmsp`zRPDV|%h}F4dY@a6Zy6FUsQKcx
z_sKo?$;iGw7>(D<2DX*IM+%!l+&l?`9jUx7u7Ly^Lb?LtV|j&kz~YNou)=XIsL(fV
zHcLi-m_MAz-*ojm1?0%p_Uy6hy%dR_*G7rePNGKUIf-LjuKXAE>*`N>JOybEAY@R@
z?cN5HaqmqOgOU?_wZJx^^FcBI)(I#QyG!#WnLb#chn{|6$S2!3E#MH0S;<7*1PQ?t
zB1!<+jg3pPrlK6u(L+7VsV~_v+%lv|L%~laDEQ1`6x&tA1;3}r!b~FyGU=)|@2L&M
zfOwXhHw=_O*SQe9I=^tavQp+8!)ov4`hG*Mqv;A|-XvjqzcQkIc1y(Fz;!urL+78{
zbx6w*w>Hl<&7u5dE^oA;A6#F}b{~Wu(Xyp)xilkC-Sf@IuM{Q|_BF+Yg2m5znG?W{
z+al9PLgwgEW9y2lQ0@s*pABx?73fCj8c^X&yx2>C+lzD+Yrx$Q9{2?f>iG%v;V}qU
zpY$=B$M}stpUf!}S?lt&;2!XR=dslp&1$wAMkm@Z9Uw8VfYcKlB!YWz;s0I>rv%>l
zS%OPPEI^KKM%62vpj}v*wnu-0eO1my+%K9H_*Z4av=B&awKp5aQ-nN;S|~n9RJeez
zoNQ@;4#3)cbBC?&`+R!jj{a|=*TFZGo&DrakVpCF=<`~`S{RO<QkUE&_m0aQt4$8B
z4_|4X7)9s@TmblBE=;gNWv~l_p)H&*wMYIj!+s5dQFWj$*xaUBuZVUxSZ`(Yq;Xfi
z15dkt91lL>;hG!Zaw7o7;O1jYyuN{R<o~`mQftWk_Ql)eM}*S^$lYxO+p60l@-Lq5
zC!UMQKU~Gkf8hO-zq=n?ukvAXZAU6Eov!5`V_RPzIAuaK5@bG|X4ThiPSB8`zT0T`
z$pf>p*-9|R3b{oChW#HolRLV0AMT%Sl6;PX(j^?EF_}FlzJUyeFi$X|;2PqEz9fty
zC#F*cEsH(fgE>UFF6^a0QbQTk*6{c45W$E_)$(70V!vDQZRmd62<UW;_7cOoZQCOA
z-uiXl2J%Fh4RHd=-~OOq;03ryai=wZRr$(z>KTgr#ea^#1LkG1Y%^4-;X{LdXFM}1
zOs3^uIb`{VEJAXx2XPXA+Hq0K1bBgY^>3&+Xe4(0g6>d#rwD6FbU?=#j@lJ_Qr(=&
z{|Ov`wk|~h4u6Xolx88kHB09MpBU>~wWj@-Co65(K$D&4f;5Qo696TmlL0!+7C5!I
zr*p!0%R1@?yh0UN3m<hRO$_7o86{2~8%Z^DkZ8&$NfEhVXU+yVNVP({#N4!_0pHXI
zYU2kEq*eogGwxE~Lg5$}!akX0!ExiZEjOBvDfQI@{Q`>-<vI7$+~|}$Vl*8Y7jzq}
zmg0}io}kj#Nflf!Mu+B7JoVGb8E832Sid(wi^lmYAEt{dcJEV4n%2LdZ69v1p76VA
zLiEi2_1T_<VybVTFHKtH+{Xy;Ws*kwlQlGbZU1c|?WvA86nWb@>lbYL*==f`t3EFE
zZ*#c*cg<jA{R5Yl8=)dBHiwmeZU`}nN$vaj1Yfs8#&eQBlAJW_a8&t_5#6bjJfU<D
zH{m6xo#16iyDUOAzCV8Lc=Iw=0JII|1-`~xciCk8*0vibjqv+-H2Z7>KT(a7_z>0`
z7T#|kgFxsk^C%9hm?Oign2;>HZ;mFpVugEL++zK~Po@tSx>`1|w58{^1+uUz<8z=}
zq0@Cxck-S5OE5LGY<kr`*R$VBb=X3*qV~E$j){;6lJIr=z`7;ZW*pbTI5Cl0I-3Yt
zqduK?P<FP5=As_hW@MyHRxbU~bN78^gn5o^8lln9Fg*5CkNMf>SZ`u-q1vD9+^Sg=
zU;Nt6rBGEA%^O`5Ch}MstP0ifS#(>cMKtZ7J8ZVh{CcGHeH{`)TAb{lR^L+dY-}95
zny9#6+UEFQ-|#XAoM%zV%GgP7)%xVcSc1>gp5g0dqtu>51!H!fSrM}qau&5TB*}MT
ze4oo8YzEousf)wn994t2yd)TurE%L{RmOH%;Ni~qRa2@}bR2=#zvol)GxkrU<;f&o
zX>^`U2+^djlwx~abP0<s^*miJiaa}oUtT>aOUcP}pWaE8tk%OXS3~xyWi0vvT;D?;
z^GfP8iCkY@MjE>+yW6Y*|2i8SLLvm8YMr)rQ?D2|=Sx+cNcgDw0hWR?EAOlQW&HEK
za2fpq1K`@{K{nS-s5jkw8W*TR=&2@x`W57NlsSII7T&CYwZ}ISd|bzaGeEQ#T_a<3
z#bNuRC$nhn4}X1o*S@&}aMfQtsaB+dOXX&5X&B<IcTKhC-uktQ%?@>-xyyyk+`9Na
zlgmg{Be|d{2!Lc?y;jHhkaiHxe_ldbH<Xfx8XfRFuhSj)kB@5xId?C)-Q{cbadWrb
zYK9OA&rwY*PH`UBmS(yr_?OjW=P765)k_1Ah`u;$*@|~A4XXNbLDERi$_N>QZQ+iT
zML)tlo5=GcvY6`rX}fG$S`f2Km)stBt^d%~o*G%4x@B<li$x{rdokTWUN}Cs{iDsq
zDzw$uPqwtb6na%9i%3n=Hl0p+r0)0{VYI%O-{_ttJpQ;v{n!;A;xULLNxl#`qpr;-
ziP>qN>!gL<{YA1*Pk+LkC4t1nwYoY6GWDEP+g_b)><<~9gHB#R(Llyh3hUtFd)cO>
z6kN3is5KHRne(_9KUX!7_MZyX^)QCR_V~3Xm_;E_@Lw&3xFdRP`XURE&P)C3#^!{?
zE2pRO@2Zb}FYK@s6sP4P!TVkIHq6n~$Kdf~pmN(lYuK~vp0f9M*7*n_`bg2o-A>8t
zL^nAD?$cwjL*W`B_P(pPcsW(XL6^)0uBz?iIfW~&J+s$Y=C#FOEBS#&t-Q_@Em<o?
zOI=~fVdgaKNDOa>)rr-qGDWExXJ7BP+ojU+J5$F9=vsOfJ+eWh0QzmdAGduM)l2wM
zMx0GtEDfkM>NgGhaWY<!6=Rv*75si(IQ8qz!xv6Cjj3B8taWon?W8qN=)Q#ZL1EM_
z*$<Md1qKo!nIn<|#0E-Iq+;||<)=9J#VzhE@>s4+=hJK0J@Ne)-k$jJ{(+ue#}U}Y
zEGe)dn)!nR^5afvRd>AeU(w|HOiNQ%s}OO`0P}yb?ZfPN_<NTOPU#(Dzud#<wgRh_
zyJ2V=_>j@Up%@n7`qOlmnLV#VVsY!q6}RYx=!ijIf!5_VyPS^WMI4#j{w`Q{gjf<H
zQ%rdR<|<ZJithdTkH6s<%B8H!s-l89E5JQ#Gxy8@LjSYxlNGJNW`oYSrIdg&Fp0z9
zp!#Ch!})g(^}H-v1>jAPe+&)3(F@gd0jgm^<H<R*j)%dCGG{^dt3;41>rhOzy8j@#
z(;p6&5$vL-sJpz<y9LHtxi@}B8k!OgI|cq@Lb>0vuqqo74vD3hv~$?jQWZcZy)-@m
zo_g`fR4mxgeGiw4pzH1{Z%7yP4(;T(lc4N@g$x||zlrzbv**fp>Yd@)4>Y}g`Gl^r
zZ1eLJE=qIl2>Q`6mW^2UR+*wvJb6yk0SN4iHJj~~yIt(e(yl}78{1TFI+<mKw^U5$
z9mFhygj{DLewL4YCY-&yhi^n2DD{7_?dI_v=#!p*UN`7tbyU-!r}mK#VlB_2my<}r
zCf%aq9g7tuyGAVP!v@Yk(>91?gJ_O7N+&u)@qFn{l#G!-k9xBsJjsB7PO;*n(62&W
zW=k~+S)4JiV*g9gkjLI<_K8iLx8Fg=ZkZn$I4&riFL-{bG4y-A|GcL(hwX20Ad1+h
z<rG`x701WhXU8TLNyLm;Q(;rMyK?T3uJkG1>b;>`0Qwg4RD(S?NuvrZ;{Z{3h<xn1
zGAN)vEB#DrVB3Ju*xN4YL=Bx?+L_>CZ-sCpck_S2OAx<+2oy~uo=sWAPSDvxNGI=n
zvhhx=LNYuE28r&&NXWSSXX(mco9C|o@RtX<c5?FadZhl^LInr6j!5>QXyFRmx_yJQ
zUj}Z>tBGhrEhg6VI*e@)v!~sINVyEVp|p%k`Y)oMwvmuWRjOcgsv2;|Tg2!<v}`Er
z-kfP>4S1(#xi$6y9Kj4#`AtQE=_tV{k~Lv}hs+Yc-g+bMX$htoPU?CSo5I|MSveBa
zz%)210<DGW(qC#qbD&(LCP5_GLCy~|d9lhW7(oQ0hp7q-!MD7h<B6x9Xob!p9FX9x
zfB#iNK@23)13NMZD%RH>g-8;j&jPnv=+hKQ%6As{r7NIwIN-XCM^RWvT1$$GowJ07
zjy+f}TmvAfbVG?tScCOH+Slu{h4`3w{sp#zC32E)*1if(mWIMX;Nm*ij|mYNGhhzc
zCg8q7L7YupT^Yi&`(ipUiAYb0-wd_XY&=TD;1c}i=s@g>adk0xFq{ek(6y*Xvr(tG
zA`x8q5b!FFWMlo8+D=SLioWpy&W&tX#~!e|n-UQeYhNKrE(Z=QVQ;{NE!Kz)yfIgJ
zmu#u2@b0iB!$F8P>J`{ivi}YD-!Er$$q5)|eY5)U{$|vxT0=mJko;Yq0Dlfp1&#a|
zE~SqRT8pEM0KMn`Bn-q1JFR?7iIy*8Qh#j0zk$CXQP{#ToTlb<&7j=p>I6<G59sl=
z^+J)4SjJGJAwK8iT{)`gbgu6~d@f3O;+IJ*{zfIF6-DdhoR5f%XrrhE!?7zX5%FGg
z!60^~XEA^nqofDkq7Fu#Uu?DlVX<5mI^E^WuJbbzDHU!L9RzYL_PJ!apF9D`;jOq@
zRIfYJ0}=v+V7t0n<bVHb06<Vtfv9m#q{BzoQ;O<_$vQAb#9}{p@i~5g7-xspUdJhd
zzd`zrJ@$i)T}g|?+Z&A*Fg%F!?Bv5%AhN7UO2}kZC0)uMmGw~e^k}{xQrzB<=8+Hs
z7vqV)X5KD1v*~+e`5<Y&AWrlO0=29Bco3cG{jv2Qf<Rvddcqa&wrvS!bcABQAzTjg
zwWec*jA1Mt&>1u;*1>a#jr9&?&&1mKO}0O9%0jOHrYj{pH#h&gH<O4b4DC%y_V|>t
zjoLdxZrlN1_dbIMu|amEgm}WZ21%_?x7p<nS^gcN1xpJZ=!N9sK^g>w*YQzRO6OXF
z9C9y|s{$JHk;4J@W6lFcE8cE5sESbvyDM^jB>Bh1O$#+jsCXWVU&g0$r&(ip<>dDT
z%aUg%l+aFBMzG0Xrm=hEh>l530TD<$=3P@JSjdgAO?o&@=bIm~Nysmcg>TG1Ase;+
z3t;J)1uO%g9+Y7T(zX6w0ew*W7qWA2oq`Y!1hOF?On;HlDP+gqO5&<;tE%O7mpn~O
zipw*8iL|y^Ur4L_$b}D90L@`7TR_OYiJM7;qC*V>gE9{u3(#|29(oRR;}?4gr5r~1
z368EsF@eKz=JIp-<B@`8@pfw;V_HIU=2?C11p+<45p<a^H4SAWBBP_DtSl|x=eF3_
zd0lsp8Isb=B&ncjnMnV9qy9M&E10beguFaL(vrpRQ6u;#Kh*BUJU&*A7*IKhoMQWg
z%(~(Xst63=aUoT5)1>iCxS}=e#T;wS=$%^G*vb~kXlTi`Y9LLNf=lYd8@7e`9Yn~j
zeg=BK&7L6a-Zd43^?3sFZ2QWWK`@l~EL4N{)JIR%<afj+uiEkV9FC+Ker_!NV%$5H
z_TVLa8^$BDan4HsiVCUq;}MyMhnMRpBQmONOt9~w_W&YCAw2lCsc3PquBi{~Rsp25
zTHy-%k2Zt*XmdV#J4+}VF#iIruX3`ftusJL7G_O|`HRKtF~ZS+p5+6z5SG?8h<5sF
zWbcD>rpRphn|sTpvbQND;!9ra5ci!6#YITk;3n<xZnR(sM(qhn0E^EjT#^(7oHbD_
zd6!WiIUD5r`cIeXo+~HJv){~|O|vG7!Y*jFV2to=g;07Yl<`p|ds47&q@vu^WaaYw
z(voWvFSH)hURwVFZwIBT(sOXlao)nCvw8ZEiPC%Z0@4GYiJNolw+v}nM(7|+k?RlY
zimI~_ToDA;(mFn`j25@<-;$LEA1kR!?*Nai7R=MJ;L;EC`wccW%cCB;FlD6qBGvD|
zX>*8;b0{HWjbk6yX;I{l5<PlnLAa}{T~d_c**<Xs;hlrqdk2H!-MMa@niAj3Hx?EV
zV~PR=5F%(>P!!$2yMXWRCbA6G(P>%}U%(Nb>jUD=U5FL-)?BF^Hxsc&%$j?fw3<<%
zmH|hp{WQGhbP{*c$n0aT=Iq=Yo7-<xUxF~hd!FYrXTT?VbWkB@f}V6@l@Mi4Yu#@G
zPfg{^1@DeeWz$$X?Aj^rpLDj0pO0lv`eiWy!|rY)>1bDX!G1-EUX(9PoE6D!i`Pd%
z?Rv-fZN@mDVV6yY29dyEb^CQgg|W&$F<Y*s*GJq}>hta-Y6&M&@gvsDKzHBOI=biM
z-TD}YYMJpC$u{y<;{%4(JZ6(`U-T+6eqNXmzWPyzEaxYeuKZ|LE$&IfG%KofDqU9)
zk67{%MXDo5g)7DT@C|V%jn#%0yGGxq8=cQnnU1z9npym6R&e0;q21N~R$hPp%U^!}
zP6q}HbU(Y_gM_fx%Qw2VTn%;QT#T+Z;dC}+eTAYiw__@eQnEA3OU&w&G73KZWOvhB
zvODTc?$p>7WdpXeWaF-JtmmzRF~224sXmGNz&y$)dzkyzXfWR7@t5IQwtf3+yZzm4
zD;k^?!r4}AE@)niYg1V)iVxuVIdU-wxZi@PiCd$+o7Wf-9;uK$aX6rjM?WKQ-fCki
ze(|l%*Wkit?>Av5&_>lVeXjB_Nwu76{SQFsUMXezZ3<tuwf!vt{^A|BQ~;mkP3nD%
zXP~<Q&H2NBNLini5L^8vkoR^a-JOGL7eKAZJ*iI54sqM{sYTmB>^5h@;K0IrcMN>P
zH|6RdNI99|6@izfvocknt;eJ=TbWsL)r6Pn0D#5Ru^?v+P{ws=Gv1W?eclCp45&vd
z$_hM+xXW8!K*_$++1dFwr^m1syi;k~^&G&g`U2HXU8iTC;Dfv8fapOgR68N;I}j3d
z2s$c!`akbl2|9R`TmVMgz=kJZ)JE^M4xUF#`XT|?M)Z)K`vMTsKtm%`qh6y=qf+B-
zV}o7TKq4Ly8`9ic$TI!pa)i+ImPeJsvfc5xi5DEx82zR5Qr0?A?OCUAJS$l}*(h5)
z6+~mnL`l=kriqiFB-VX&vAigT>_?W>=*#QY#t`mX)?r)SX1Y8GIig=hhsu+7Q?ZJ0
zj<yG>3Rj7FMP0ZYGyLso#v_G4jKcleY_FrJi-WLVeh*1`x33TUyC&X3=6KIE(Sr(e
z1T7R;OMcsNRDdPQ<F`fmMkw;hzxAaamQ*r9m4va=VAkx%z{pm?U8=22ZW5;<E0fsZ
zpNLz@!GEz_20N0!jED|wYU5vHdmP=G`M3O@M6SiPa-~)8k)h%RIn)I8ofb-d`B^J5
zFd3(AV(fNXxQN|yn7Zpa8*p?v%HL+WoZzt&xv#zG*#@^c3+Ksq_$BEdGW}<isah~%
zz15x`9f79o3^QjL?ImD3rYt`2b@Nv*Ep>y*`^fAmZ_$yx|HIV@GxOjB^zjtc^7vh(
z;lV#eE-%}<$;~7GG<Hqr{43WVakew_*f+D`cQ9#g^jc5OR!^;ml5}KL<Q+fqRoD^Z
zy?0}0<K>g|G(fsR%jGcZGbGV8k$rqFq^C#|lTH4+=eMy8H+iSmN2{iBefv}CS2;y<
z`eswCIdI49jDpQD2cy;(%8EjbgEYwMV^)}h_f+c~9#t9+Ek-09dRJ|}(E&F2&^^dz
zksD58#-ZQ{RfBsr32>%RIadi4nAZyv`lYfW?Q3)3Apeb_xURi%Onx0DoqB2%x|vxd
z588v4_D`Uv`>CSs+hfT4E+VZ+Cw^kFkA7;qcVoH4hki@I4kBfFta4kIAo2P+EU}cf
z-Mhr5m~HFPSWDp<_%1G}b&qqZjGp@>_Z^4XoDau!QGK#(@V+KD5RNaS>eE%-|1d7E
zf8Kf3np#TUYuK769A_>pSAS4T=Za^-TZo?(PCv@Bxk}*Of6FL6iEa#&l3kFBKoUJ?
zFhR9(Rw7He%f8rJ{14v=5&e(<caAcD5(wHr<8JgN>z?^~_q%?MrEdfIQ!j)X>^lc_
zZRO#+<-=vMt5qbvbkESnidQIc|K7BD+2n$ul(ZLd)zKoMnLigwFCvvd&>F}2bBJ(X
zMBG=;UhLpu+$ZV^obVT%NT(TeqFFEK*?KLwPElhY6Fq8eYgfRS5E*j%N$?1x*_0$+
zZ2NtJ^bpI)bn41dBzeW*a`1qMLypw|5tD%k?JqFGwhu<p6fpK70hue@l>uhRaEzyX
zk{P$wLLM+|P@rd>4;D)sD>D1dU_!1aNL!rL<pn{g8#ONs=LMtgNJ8A0g;4_J3aB)t
zRZF_Cl%h~~1sW1gEzMeM*=I{QzRnq0kgycAa#Pn70iHY_1vD9%{XFMqoP*L^L9aLk
zA-SO`#c~xDi7=Z)w;nlU=F(n4l4&c-u8Qy|Sb|o4_=#6zxu0d@tM-2y-Y-~_!i4Ki
zEIWUYS5G}!kf~`9CR_^$tj~bLGb&IiWZ$!pO+u%N33pJ`wcNspOj~Q~NQKDgxK9l1
z9F^eMDg%-;MwA-#{<T1wgkcaP9aVyv^OlhTI|h2fFrJP8A~$F;<3PRYZ|KZW+j7b4
zf44Qn3k1aVr6Tx;AQ^!n_fRPB85h@0bP4q?Y(uNd1WL$Id%e_bD5i}t1n=OJ5MZ9o
zHaYBzn_CMQiz^Fa?-+|Q;zmMH?^q}SKX=%UF!0tnP{As67Fd%ZAe8uxavteOPBVpn
zThm@HqpzfhcffJY_Wts7P_J@P3lOmXJNm5{;MyC^d|UqvT$9>ohWhH(M2*lLHB`7J
zBU-a3A-oddElmrgx1{`jj9G3{-;9ZE<^VL8FPA*O-ntn=?I8Rk5Y}2V<ZU>A4i)X2
zjTL5Y%M8q{9*R{hw0-!6g}F;&{Ao7E9P=x}aGMO5ZgClJR08>M#2rVf#>i`rPTQ9p
z%gqk|X?8<6yC_Y>XEI=^`xi4-(0SP!5(O<1D2{vOugmdrVfTu!4qf+C78jE_)&bHa
z)Ug!UutxX5Crlv*Jf9iF`d7n(<q6ZjUZ4e#u2qa6ADtIgNV0vSA&`6bjr?o1DE`Im
zkDLQWk<6}9<u@%XP+i%gXT2Fv=XfpyJr78GYMGGoH=qZQQ5L{9ZX%wrYu<p=Qm;Qc
zT4`hB>l=SI!vgcFi4l?lYd^rZa3Px1EF;*^)AA9aCP*1p5&3JPCAcu{`oQa;=_wk)
z%EIy+kOyX@A?>1XmwWX|B8r3e6$=Qss;bDa{ug2I6f8;*Wo;hYwr$(I$F^<T#yz%e
z+qP}nw(;Mdp8oq`qI(|dZAI0NT^Sh}nJd4A78Nbxx2-fv^Bf4?{&B`l(FF<b4bVPv
zb6^DaGNN}Aw@VW!ZIT=|Q*bs3mH}?~+QNz8CA>qWT@;I5-CGVfdjmFWQLr9ZpXO%r
zp7(@xHy8!wO)GY7oX=1^t`*?vWISgld`*n3t3D5l@&ruP4?nMF*sp~u9bCMUBf7VP
zRlshGe%E;$c)}e;^oBgML<89FbrIt9{vP&-?s9O5u7&%4_<neJD08(F)L#Z}-r`7=
z{s9#|WDTZC@?JVm%j8f)<ZOJLti#m~9z7a8w^xV7zzsvH6?_7<Ln76>cbD*)*6tyq
zNdp+tj*DP1S=Ranl%Nmz$B-4+VI>oi1)`%#u+lA0#f54Q6WvXah?GoIR9EPDj}rh0
zm{f-gaR<Cf3dsC02BAr`WCKSYG8DlgoE(*+r%C2{Of(qyW&n#|t{u3+PXlzvPr?kT
z6YzN2CUE-+FH8PuZ=b7+As4(m<8zENFXwdFcdwO+Y!5x)U=mK;1b;}Z*Uj@G@?((J
zug1X-yYQg_IQCuQVQUVc<!rED)G`&+hh~4sC47nyVN~HG5h7*V$Hfrqtp?fT3nIhk
zKm__|gFxK2Li~wMIN^mkj{q)#Re&B4M`5mNgp#TY{mJc_9t(8o>7V`LRqh$M14n{o
zsL=B6%%+OQ-4{=P=0)W-(EXK6VEe_bar&rfy6JgIT1&|)K!R>i=$jIYGRBGZ6V6@W
z>Pnr6%^F|$9Ei@&N+6WYSz3|<_&q}6Xd1v~EpGywA`+5o-f9I1DGKQa9Kjr9i|ze}
z!T<c>RzJs-$hwA($hkbgvoTVjolp5T05?_X1~ApEIwL@P$Csf@$8ETmm`_qvOyodm
zD*bn+UqC`g*bNDhR$n(zt9nxv--``GTUY4%$xzLs>O=4p%7TAe=fJTPOZgV2pMjLc
zpBwPFLVC0lS?Y@x3@`?9PqH753}*?x5DCw_z)K_c-#v2q);jI*b=2VbbRF<Z5(HOL
zQa-Yiimvc4a#2V~RF7zcq$-{DIW(T?_?U5!TzH^e83lZ|yE&#YH(HZKZI&4KhOl%Q
zERf_B1hwwmPcnLd=jIYAkY%(u*=%4-uN&q)d#t<W!@Qk>Agz039sM~5^Nd!wA1N)n
z-vfU`?wj6<GNQx>KUqAUU(WN7WoP=hPh#L02~c4$fUi1W+}r_zhiSr#Uf?Q^yj?34
zHC`yam}s7aUQk~?PH5$C&<r<w(LOey)j`<$V!ge%+Au!birRv<gjN5(9-p`h1;}%F
z;QM^``Hy^7r2lsM|0iS7Qn+24ks1IX?BDa>?)?8?ENXbLB-yRySWHxk)|w+OSE5km
z$5}HMiblvM_*m2j$FWY0kbEms5OS|K)~=^Z8dR;Prd1i?n=+Vwf6Tnjy5%_KesZ3^
zpLWdp=*+g)o~{G>!H4yO7%;5Ks-JmaNMG&VoC9K9&Gg1q%kP!^+y-Rf&{XbyyF{c#
zMAi||jNPA74h)YPp7+b`AmbKeF|D|2i#oxaQ5@5`_?_Qj-+rt}u}uXkzVULT@~_tF
z`Mqygw)On16g-{(KJD|>319%83~#n-9+&R#co4Z4+%9bjyNdrp6K?oi+eYSQ>=^RN
zZG1E)U6oq8%|lAce3;w!2`vq+6_^gp)O*(Z()SvqJuyPG_Bz|C1X+K#yOqk%(vz(m
zP#)5k#SSH}wF=*?MfWfg?5cN9jz418KP}f|&?f!fd|0R2wE1z6ZRf{Q*P!m^GLk%V
z-?z2Qua(q1uj({knAq{}=@~{1^7p<g9(onMuik3!XX~*8SE`{wkHY(*yWIWdNZRRE
zjE?-|*vX9dLQu=-(r)+1y-vK~OQ(5td@<k9U`~x4eL+3;e7SfCwQ3I$hp7tl6C*)T
z-F+|)89~};J#p35oqC@^A<(ASw&RV<uR)Vi_@aMt$QJuD5H4T6=hhmoW#X5`?-8Om
z?VX|GG@#S{QvmUyyC5f|O0x5F)T6`5c~+i`wDs;S`80LHOHXOmDXe8s>gtD)SNOWB
za`8AqQR+7@xzoe9%bhlVDv{OjkG=mWEc_7Vcx@nAa)r766x-`3>CK<}Q(Y8sr@AOf
zc-<x%?w*zBJO}8Qxbf;r8lt({6xlmWx0^ulJB1B)zY1NO)X@~#)%a4wi*w<8ecCi!
z{+ysj?{iz}(Hpa4qy3`j<F?`)T{+gZrF>i#%>Ot)Y9H=dHFeWn<u*$@n#b{(;VP1J
zxZn2kl@m6gadhBQog$h{OeZ+ZX^+ft)9xRhkT5oCE)YC^D)*+rS4k(scnsUR52bSn
z8}(fmvAP;mMsr_eVMvFTT|F3|lrFxu;kY-6+?Q;0q4|sx$WsY>ruI1_3f-u%<a`e)
z)Sy;~JG+IKe5zSHC{{ascs3-0Y(CYOQp|fp^MgD#P!P6eu4Pr@njP^5RbT+b@wsl|
z+e4NkyJVPi#EN?!nu0V|!J^1=2=tAgX6bNGhhv}zRZB_ao7m=QfF(bp1q9@j@8h%N
zFFj{uV1T1vIYfNf*syMnh8eC2ZoQBO<ck379+Qz3h<XX5E3)Ch=~}B6{u(L9iIVN6
z&(koxZi1?PVG%%~p&pU>1~LcJV-Dbx`=P#yJ><D8ymK7A@hOZU6!j+)C>0zbG1?f)
zfP(LbwThs%I`0EMPvztFM{6!JKq4H90nyrohPF~{v@YDcNyFt#mHr5KT8u?wk8}|h
zN-<|70GwQ1#?zBx?bJf#LJtbN4G)SDH@>0sE?x__?S>P6Z1CK|41c*Z81@#b-%YQP
zRQUQa8i5thkf1$1+d>l~kP8*i$RSX_3UnwY8kVTZAzWNhUqKSMLcq?><(>rFlX@tt
z2y#9mw@?$Ikzl&W*M1Lr$XgSL5fA&YLusu}ZXD}Uz#kN(Qw;@Hfh9iS;?}xBYK`HV
zsSJm7tm_MNS*IROztBB6*_;N%NfV|F9}pp`x331)1kDz2KF=34wz-8C)vxsdyX+#V
z59v*$*d$LiWtRm5;+hyoJcE>VFPOi69{a+Xs1_dLY`Y`Co7O+lxm_u#{cY);FIcw^
zGumDv+uQw6HO@;ASy@4$n6F157?0ibwSh@6D&(W{XkwMZ67c&Rv<Mmd+sED;f1kAo
zJJ#@pc005yJ1{Rww?Zl8Et^~X9&h{)+13qn1Qvg&5DP8BJRcga07*(h9A9zF606Lu
ziz^-ashy2ExHHIIvH|}WLBC*;H9j*S&B$EWaPtcKaCIy&HfZlQqANPtU)w)|&{p)W
ziMk!o3ryW^5nO1JQFHAl0|_*0XmU&hYQ(YV^!FaPD|J}tBMLI(<iK~qcbjosSSj5(
zSQaa2Evp^VcK2)j&~REDOCy=JtuncvhF$MpfL!RcZfqC*X1QkQThC8pXb#-E14etb
zdqC8VO>xl(sEl;4^jFdwx@GjX@;5%YbL}0>YEPjvIc+;p+f74R&BZ#V$k<v$bQ-(8
zhu?}X^1HIp5q!HvdZwB@iA_$;l4zQ{3%8uUGM2nL8=D8QUp^E&*tA3`zTb}Zqb?4a
z!cfMk)tCap7cZ%?$EReZJWOJzIu&RR@d4L<s?ckXUn7;oaQAXCvg!OtbDM?kpW8Fk
zJE@ykH`XP))3TRie|+CXZnsNQLWjZ^BI#vnO3_|%<wC||QvcM7?lPWn@Sk)p=&ye*
zTSa>8$e>+lyfjWD_jO73YQMLaeEf`CS<aALZlCDy4D8Ko`#kGEZ!kUftNu>fyl&H|
zczw=<PRG0Qmu9Ts?v*arz}fybxFF0%@GHi@7wEJJS4z|9@>jx2S(M>qG3YO$knD0M
zE8c$Q<?ZMVA8Zjh%44Ee$S>D7aJhh}^~+^+e`0i7wJrYGe+b^PFMcbBrE)uOnfeU*
zG)F~*n?~-q{ag3EiBl^^F>(3PY*}fhr^GzY_+~iF{|fdFVeCtWyv&4B=XUs&ppMLq
zloZSrE?YpVo%$NDyJ(|JZQWl)W>IV1$6!YG{Z@86CLiAZjCuvWgnBveyU*8rC{<e!
zaCIDOca;-hmegulQvPle%?X$YmeK+{MKL#hSk=3DUFo(YX)g71q^^dHM#qMGNMT8c
zHPL>buJYfRIXukm4wv=wV-?i5pFe$2tX-xJhLNU7hw|a1gpCC?HBJ$KDbYA+lS*Bt
zJ?wai^E+3(|7n(W&7OSMAi1*sFb8bj$aImIcAd6vzi9C&NuT31Sv6B#?LAM?c2j9^
zKdx`BASpsbh>O8ND=u`YapsBKau_PXI)Qca@vS&AVd*}`1l2>ubSH53W<Iao(Oco|
zx(c}jjbu5TYXxm(F{?>;Io7me2)UA*{v_V?rR3pq91{LIP#n;DdIaioY%Q?QMp6`+
zIta;&ys@xBsxN=4==QZ}fTU^vnyC)>-b6z4k@6;<IZWnMkqy6AoR6$5?8PwPq8tAv
z|Kv9hNrJuDnk+NQrPi~EmZ}-nFYz>$v*W~jS8~zJ?x1|LDkG@g`RWo|5RW$dT9#|6
z4NK7=4aITl0=O<&;Tv4V&gb|Ab_so@{^hQ<`rQa&Znwf8HzbNBt8$;Zeuop1-x$%m
z=T(dF*;>F`T5X<9kDC$Yz`sQg2lH|L?BYgRVg)w6u1xdaX7T1F@sa!4!Q5VttS%06
z%MI0yw&MRLJkhDUUU0+Q-9UNpSUF~)FigkYGt=#*O-LjRY7kgX@`ELCj*x(m=HcE$
zbB5_~hp;c~nUITw9{6E>nJAA}l0w*n$Rjc#i)EpUHT2z`>bKD%{*_9Pn%gbAL~rxV
z>M2@vwdH$XpZyvQ!?iQJoK4Dc)85#K6fS0vvgc*Wd9gA}5Bta)jAtC}Ihq*F^^5k+
z`Q08kNK_a=j17tiDpGSX=f2ilpY+P{T<2|Scb6-=yXcTt!EgELvlO0(RyK;DCC;V{
z-BNT)zTma;Zn+*IuI9jfs=|DD?Jlu+weNnK@xQoyVEz-n*=KB&`o_^h?Az#e%~(2J
zN4Gc7@=N!N-$Q|h-r9aq2mR}>q_cciaI;w2kIYq2ySDf48(I1y%Uk|w3o#y6l)B5O
zaiMEL=hU~cGG(XtZiFo^ehO^(-jVW3DmzSZIrQ|;2#)NZ&CHYz{m8MHBpbXPev>-x
zv3v8NbTOmPsT4sv#b!id&Zq1%h}%I{5(kXkD!A|47%pbY$lowBsmI%9^OUDpwzfDo
zJ7;epm(o!$f3Fm9P-;oO>x`el`*R(ts&7BVN}X<(&^h7O3CgF~3G_j4&88swzU{RN
z73J!|=W+0|?;vHxwMg&t#{F#dU5;{5JEA~GXMc^Qs-a2ku$QT%u5niw9fa3mb7WS)
zj`Jy}#fLR5i^Yk`#zdL$nZEPVIal=leya$M)$(gO-}F%9WS77n>MfoNPNzfF6~;)y
zQ-sBxibdx6&SLyFZHCKmTd}IIYM<WedXSDC+q-`%;9J)jIIh`T1!B!)#$OJG>}-6x
z;d^p=#kQ)`I?ES{2Sr!WXw_r2-Edl8rUE{CK8Jm}cCOY6Yt^Xjq^sNy9Sd$1p~-Rl
z^ai=GLnjIHI}XWL*NNRl{-k+7-UA%bnb`M>yKmiUC#65vZ>@NN6~DK@%n=!!Y@|48
z2qd-vfEPs#$q=-a$lZY>S&c_vq(u)qsxjQ;3TBHuu)5Upw@e1<We>@IGEsc#0$iUM
z$9=w$>CAV5t>Auz46z;7o3|nr$W9VKhg>iVCBYM!QlkaV?8U1(BnZ$kP6Ju~P^B6Z
zRXnH0b~W`T!?o>*z7{JadaK+Qwjc_i_AQ~@)4gzU?Z%o2`h^v5*)VcXYT|aCB**-i
zP#*iPCKCIg4wL4(1SqHpN*fvw^wYFNFYvN8UWU8UBHZB{gY`lBT(LlVX)4PnD@)AU
z>Sj<yM3*_{C2sqO8Ae-T0O{eeEnz*6d?;nA|DH79r8XPE$q2gai_9+4|2VLJ2B9h@
zJtC%m-cY7BlR)}n>xwXHl)ewC9C7p6xDAU~=Ek$Y_=Y-nq2p#*1lY1}IFoo=U|C>~
z3PW0{f5G;!vv)JW?<X|F_RoE@-KyCpfg-Sw07-&rgz<(PJ;k;bfUMxs3g>D1g@_Dq
zHN``g8sy#4LS3@6<RwqSdv5=seJkhQt&bzWY+6fk^u}BbJ!oo0k8l$EE&+y20btEt
zbOqETMm3ll1JASy3SlUP$ofu-Quwu_a^#>k+2-ur;Zczy*VUwqe1zz{bKeZsP~qPy
z4}e)JU|^ti5t(Cr1T!=ZmCW&EZ5`llW*{hsx<%vB5Y@Yog_dNNbRM^H?NfYUp0LR$
zBhAFCPqZ_cJ%4OypL|2Wy;LH-StK)yM_PhP9GDgdgSey0ey&t`l;Igy)EbJQ3(o?!
zD|&pB-C||h(`4xu{2jJbwjZn;S}5Et7{yY!dxDY~3f+ZJMu@&Ugu%oTpLp;~EZ{wb
zNhDz}xIJDLlDnh~dgy=KNbfc0OtS{<!Dp)Ae#iak&!+l`KP%67o&Fh*2>GUe!?8h{
zsN&A}vGoLZ!{oO=0pTDUbcqjw<Y~2g1q`vE+wOdTu%K^4DMIB_%bkJNb;~!t^e)<1
zs{9Oj{}8sgba*X<fGGIYBE^==2P}Lsx7pgjaQOz6)%SzD%OU4EBGb@fOIe701(r0*
zn##&2RIsi?tg*XZOi84Jd`b=es&8Y3OY=&u!m*a!r^*qY?#TR27d#V^PIZgZhfYW!
znI=+K@fVh^!nF^8wbSn-wL(KcjvOSg()St)26umxfgZPS+GfHgVmyjb^m7VJ%XCUR
z2(D?7TE+mjfW(r(K7XQ1ms)cCfU7ay5p=nn4&ZOJ8IX5vPE8;BOKa1BQiSaS8z6<s
zdk`x3576k(eh_EVI5_B7p<q0E;pa)9b!xJI0Bk;VwCk^j&NRy8KO<UcPZn@EoTrov
z905Q}oTWxE0^osrM}IFQN`#g<NDe_E1N!lj*2ClBIkTwERjk;30AIKBi0@o?ik+tb
zwtRoTy^z`H->{E$w~Qf00N-$ZFdVzjk{In?&R*CGS|Os_?siyf4;pM~twsDqKRUzX
zfRmC~(OizMRt|)#7$Q&Kl&BeiPI4A@LdN3}qW+ETuM{SziAtpc{Vy7NoD36<1sK>)
zA>Qq?{qBLbK!*+^^cF64+c{WN%q+o7it}9+on|N*9sDuJ2r>&a*ctE->+zxfj*0v-
z0QaALy=kp(fo-MJDqkodv!(oy+Z1(T6I&v0;1L4Jd$v69D_lhg)gFE|?XO?nvMX<>
z&xeD;;F5wwc%ez`G!%sXQ@v;oN3>>=O61Kj_(mFW-o@A|E=dxILl6kqknmt}S-6GM
zWZSnFtV7inAhvc&Zl?YA-;_tvqVv-;bgGs{R9VeKl2ujM3@b^i3I9hS6Yn+Xbx=fh
zon`odtD55y@F3`&N$k)_uXjLgWHS=CL_k*`E(b5CMGpWhv*+M)U*#G>@+OYIKXmJY
zv6J$$*}SC&;xHf1M?L|eF<rydYjL(c()o@+(*s_U@xIz$YQFZTyX<A8wby28t7h*D
zGtoXP`AXQVO~;q6b3*<lus^eHk)iv0_<E{4b_!qDa7hy>k7&m7_`4z8sEyyd&*3NH
z+L7$h%-+r8e-2|)wl9oB){Rc#TJe8eHl~W&#=X3HudE`Da<Vsw;Bq6GcB-?hVp1T_
z^T)qSogA8IWN0~$)oV?w!hb5I`0p;z-eH-7el*z-0kN9eCp0tvT3WvtUgr*&>(Wxc
z`ZD^$JzLQ}a_c(7s>He((bJ*}d|e>^O^ODm)RvOo(pjkZ`(73lvJy4euNz<vO<MXu
z*^YNBWnm~hk<ck&7qkmq)tB4}odaOj(KDIy!qZ8eku>irRdJ1?bG;Nfi<Xnn`QTRL
zCEcw~foC&UN2g7vU%RxFKwXhAj-4FI`p^a)vg}h5D=Y`9c1eDoAr@IXYx=hH*;w3Y
zptPjUe)Bv!k#Ol3;B*Yty6`U4sS0Oi$sig_P57CN&%>&&?$%+seRxRRs(;>s+l{Re
ztOm-oE#4!a>=>1~B{lt&i=nNe*{fCB;JnBIPK~^qTW4duc%6!VfmVX%`dmHTN^ckl
zrc7jVA72lSFRMdaQB4n1MJlIK>GMqZNN+6r!<V`3qT{pry0Z}K%63ghuAFm@O3Vg&
ztdOKBEd&(>0(Lbe$2tw;hh1<5OQzt=0|(Q&2WLdAz>EqDoN@2|VWiEyv%BW(Fm*2I
zl}S4)ZFD$yGrr3*@ne+P(Eew&5B)GTlllHaTZK8)9OtR|ekQb%&pz<E%Rn#ZT{m!3
zbasCgpV+VkJmyxOX7?O;*QRx{H~qtA3})IR$Xr80T5Y?B!WQB%F}z$s`pI3M;!rN=
zc>4>d9aK9?MkszJ7lf*^?4E;5Xb63UAom=#tX}>pPoX{Bechjt<;5LVWhVrXxXrn)
z%E6}GGiLp34}|k1VoQUX`!amChWFq^jalg*&)R$4%52YJ`kZKK!nCIn+aZ^xulq>P
zxYmH>HUB5&ncHG^zCaht7}W518=O7%I(B+dVUSK)Tg(YO`<4C+W#7#XZpmAK7p+ed
zBhtIgvtIDXr$^0DLii`Pb?hQ@KU;1EjvlfGNBc{8rRFm42==dCJIjMpYNspaRpgrc
zmiuJ`MIr~aACfehsIi^3Ch97Yf!k$5q^i%QDpl@xNAjv!8s!5|!1?e=bLq24DA?}U
z(D^&qR0$Z$wwK`pUzhsY&3o#Tmf_{!6GRua<78lN5Ss>Zc`NNHx*#!d{4Ddr5FmEr
zA~Sr1?=Mt&m&I*f6cg@NgU3`JO$8l`wfOFHj)lYl{B7r|z_S>#SIU^tnewcev7a~x
zpd0xPVeUIgBk7Ss@Gzmnj>{$=WW&kWrQ0o5ke>bPBbO#E%jmR)pBG#gF_k1Ha2f_~
z-QI}@l+mwv4Wi>WT#bb$t!=n)j3*Ob>@1A6Dd~gvA?%uE7ZyX*ccuKeV_)UlmJ{po
zMRHQpHs+3Us`JRRow`9z(M4JO?~Plz%Z1l{Onn^|DPp+c9`1Wy)evkqCwhL&REo_n
zJ$P2HFYbRpDc{)?quayXA#qkJ#PrYED}J{R-*r-{kk^4l@m}a1FZb^w-evO7s9BEa
z?Tusl=#-hxqt#x#ln-aH_{>L%QtC4vx2OvT(%*jhj_Bo|HO<#XY^5N1GN~AJ&1KR+
zAB5V5I>TB5-96gP`<2?c&y<2GK#SYFT?O!`6gl!*boU7mh<}NYKirHyq2z1vWDFr^
zsg4T|5*pq4_ZsFwo^P_|Fm-lee%tro`Q5E|<H)Nggut)wK?t&g4?I6LJNdz9MQ<<9
zb?`@3We+8-N*m<dIZ2>6e=h`h6zNnD5Fn$1TWgxQKT7m2|MnRhkLs%EfAi|$^VoJ4
zi|Tm0%BQujar7)`*K0f6OkFqEc<0d2&AAkd==q&xIV!&$!ru;L<lsysDs}AoS-aN$
zZXe_B7gWFx^U`pXLi5A4eC@b8v>EfztGQBzIP~&Z9T+i_v3YH;t;>h>xSVJ|elPO^
zT|Guc*RJdOY6i{v&GKh<ykbtyu<LmDECyN_879SJ{Jto9y-mI}waN({hBAf@D;k1x
z{<Q&z&FoF*ek7sgCk~I{%pr$|2`c@;42>I01Vi&BGT--$0aRSn2k(A0v?x5cXGtD=
z))j~F2IVgbs48u7H~2=Je$)=+_(z>D2xHwSKzMFgBr1cbNzSx$9Qa&WA$NXk;QFq5
zRzEwoG1nZ^&w=1h0l!h#SBkn%_?YzwUh=Xw`~XP@X%d<W+Lf;x94j%$!Ajxno0F9Y
za%J-iO{p-MAP7BIl@}p=J3wrapa)rH$ruKu>oiiVC4b)_nOqxjZJwD)wp~r%M7bGd
zwSbDYBhp{?$P_8_gxXmB3G+wl{16L8R;Febq`cUj7N1RK>FdOfYueThyyKZSV9$A}
z#H397m|#c|es2!my9tS4PbG{{Cu13sz3yUN1(6=oI3N0#RXDZgRZ}^Q^v|cko#G)J
z)uaaYyCuON%_j`b<3b2yjf3KBXn7h~7uH6P!$C4c^pINviFmdt@>9<QcW%qv2enCL
zNn5B7CjQ{C?ctFgr$5#3AxHAeS)v6b(di<i60x<<(5aiz797vNyS%}s4>7(oN~N1>
z`E(58!f4ropoR{U&**JDM3ze8O-YLGZ7>FJ2?KvhKvEgh2S(D!m6*7(FqQ1B3wRFg
zpdS+{azk9k%>za4?dJ*K;%+IdwPV5`oUU47J3D$tQYzxY!Ig#|JxBm;uN^@XbkyS)
zbhHDmjlN4_IU7Kq1*||@JzcG{KBxnmL_l&S;RBqNFx4Eih^Xc!fXOwQYcqI577aj%
z!=Ubw83*N=^$Bxqe{J}>xX-Amfa}zFnR=k@Q;dpowjmy7_E$bOwKWwhXkV#W0ffk*
zX^SN3=vHrzEg&9#A!)J=!W`4e4KuMR)cXE6BrrNLKf6Z+WvT>VH7Ts|Gr(#gAh@!H
zl(>&~HG*LE&t0$+d|mL~yPc6YZc*V*>9r9-;H)5K?Q!HtdR<9#-tu$3NadkWB*fbo
z(p-@uBe3}vqjb?;#AMH-exExjcun8@j+^%uqG=M!7@)3&@Bjj!=)A5V%asAah^GHf
z=tndG`vp(lvn=z@1Q{n)OOUq>e`<k>!DyqDqs~gI+@A@yd0_@hQiA<{s(K*97q}<(
z>7Xbku)Bj>sJqC2Q!dG0G4jDkYWs3iPdf)OXb77NPizWz)B+mB^-*cgyZg6&y1qL-
z#Dxk-+!yAYncTkol$x6r_dD?Jr?vTvTL3)6muB=W<9@oRx28vu?R9_}&~og+f{YRd
zLG4<15p<a86qeO~XdAF@{5*6)Zp^U*)uT9PI^*IjkPQw)h!!rz-?>(8#SBhMMkyX^
zh3PdsXo%I=`gQCJQ=cy1n6qif1QbnR90E;029eHz2C2-XvrHM6FrTiLaHT5bJ$aII
zK{SMGI+1|aKpekFPJu?#NOz%PPhPm7$anB>iQlI$Sdx!^4zV}ktji#bcblg5hT#xU
zk-;tw86gIJ==cSg_6-}NrZxcy;I_dsyo0S%sXnp#h+r4R87G`5hL2cOMf55O|M;97
zQcDQ=U&tho01#474VRv+=1EFpCS3mrsn%&|#)T3ns}19@oe*o1<8^KPieVF+Ev2wW
zeZ-b<ii>;BIHWD`XAd{4J~|@{i!Hsl)**_Za3$ivVLcTL(Y@nG8k;<5feNakCN5Xc
z6j&{liE)yz#O&4L3&uVE(^7dxZdSt-#HL@M)S~LYt)Hvyv+!?%Q0@9+qiAvs=jh5c
zzHX?dC-&Y@^GCptxoxqAT%&;oGsYyy0XPww0J2TMVev~b<P(xF;=kv8KZHz7AG^Fv
z-8!^t#5+(0w-6TP4o#Pycjo>5V019sW?qf|jtUaw4(#goz~j!2ErP$m;<c0xZETZ^
zW(MK{Abo%>mXl&I8%{g?WD440nW!d^^h-XbpaqgzDKvA@R>FgjoI7H|G$`n8qlBjL
z1&nOLol^X8R&q1h6BBK1aSY1L%JRcDO3utI3Xr%8#uii0-W^mQm>?;Sa>SyxAs~~q
z1xc7PxdN^dc@|QEj47WaIPsi48ATFwgvgmDq&mJ)N;S!=aSgn#IK`VtaCs0nlEq<v
zE?M~7w6ZbCRk%!d=&SrI{g~|-w|{w=mNXfseh+Q0`Z4E-ew)4WjMB7gBm|_^7WSK<
zM`rE-+Ni%QhxcIRVB%BS5W~5DRZNy_$o%YA6fgSgyZ3u#+hLAZDBzj0kSuLWl73uO
zT7N9&vf~`Wl+SqCS=5W{97bDw=K->>P7pqrO-KF00+nA#NjTGBg0p-vZ(mkuq?)<Z
zw=dXV^0$r!R}>P(YR>CAeFU#&U?Y=04nG_e?^lc+GIMqBj`Y_N>Zfy`>8MGurpYwb
z01>0g{OxAqrcdn@u?p0<|J@R`D7Y!L&T0Wg{ku;mnj4h@wu_`jDlHW{BYwN@Y2&;<
zxQgpk`{4F0k<;ydiO4QRxA*wTrjt(1XPilP^gS-He>e8UGmz`wBOI~J#<=@x9D?O@
zo`2)m+$m5Ez$9(*0&>bowcR3Zq9?08ejovNLW;#kwy`nkX%-DHFbkqCtWf|B){5hs
zZOqRpRhr3*^5~nQvJN@>&FJJiO3BLN-9X%{N{EQpdD?D_|9HWB*}I^u@ts%c;#v~p
zWl0<B(>aC+LAZ~Cb^^_dw~L`IKhAWGe3IGGGmk8C^|Qfbp5k3O@%VgsPp@b~n|~bv
z6vpz=^skV8v#J$ngp^5`PUQf&u#)<+-?D<l&{u1>%k@~LS$DS;YMe<wdHy}2UnarU
zIX0Uu$x9bMR0m>JMx{5UqbMDW<1G=Hj`k}9YQwW;p=M<AM%P*B3j3sqk0HgQTE1?D
z1eda76C>RMNx`0~pqvy2QYY<C)OEm={BYq;kEG$KuQ`tn=L3O3&s;AFIZ6F~eR3wk
zyLI;n;0VIuf6yK%$BQ<TOk#&P@0axHYW@zn#bG|?tba!T^jSvT{4FPg)`v+HNqUMk
z?yo;Mg~w0fcS8}7uQwmBkymojm3{}zoEw>{E@Jne68#ljgewVYpHo>jj)GEplBv_T
zKB2KYA2oF5R2kYaKO2<Nl*k@CQR-({|C-=TrhK~jBpo1vK}q4e8*sJ2@KBgPh6~=)
z)_f|@N6D+qYyHAZqRjN{aNH_hkh6i-c^iF&*e4r|T4xJuzvhQ;I@jZTYdCWBkc#J#
zfiux<=*FZ}Yq{`;HgkZd6V*)9kkn7ymTG7E(!W7|idO+rQm&S;z-o0o@1bSIS&JWY
z^pyW$0fh%|MYuYKRJV)eH<{M+WIkXE^Syb|2a^<Ygm4<CRx&sKZ0<vDdI`t=axJSB
zW$3zf^@0Lx*1V%x5$|z-gCM`H;VJ=Gk-u+9j_gD6ZMNx$zCfA1kVv&A{nC9xZAtB+
z;%N;)f$LMyO?E_l$ny77A-yCtRST%+j-Obx=m9xPe1~_1mD&eA<j^u_(uNjFWddG7
zr`{-e<x{)Y_|YsFtN?sK1gOAWLlRrhYCGo3`v&W?ZEPw%)waOCg;vWKvr)eb-Oz}C
z+aN8Hg0DGMceOmfo^1wa6Y+<`-*-SMDBm=X-6O(YIPb~651A#ttw)%GMD(X}pnQ{S
zZq`d142(W%`MXjRrT*W#^YZ>~V)bb~Y_c5C4Rz+j=oWsmw&7C|sCg6H+RZ~AC-Otl
zjKB6M%0L^_a2^;lf!&ugOb6ncmfa&oLRmHwo}tSq0%P7m1>a}2E#}S0czN!R)*CbB
zg>SuKSoI<HjVNYO4%HO7T0wkCvqFKZc|1RLK+RL_(<F;aS&s9iRF#aRjey>ivl(7u
z4C*;&HmAN1<?O}QA%3}BryTdC?bV98neJY=4kl8D>z9%G;TM_B-EjNiVyl1auFqcY
z7Hq<XbgDN>%iT7T)QCeqPW>aQo+l_&cWa>R{H)c8j>gvkSIN^k6l<=WH$$GER*TG)
z>wA+jnX{>zz#8v1+`w@|k_;iwX@Jb>->~j)GaXhqZ6W+Ng)I%$N?r`ZOE(i+Bhxoq
z#98~i#~LR-aVJ~aFYeC?*NYfu>DUHD^DTsy+PdOq6T1&2tMflMT`7(i(_M4OZqOjG
z_{HjWw=0f6wN~*o@s6GIyn8XUQb(Kk+Ym21)%nT8?{FLne5Zp#Z<xw=J*yFNJ2@<E
zZlAxt*emRu8?EsPD!BeF&meDxcxwu@gT?L!#H{P#v(q$+3T$c*6QpvroVCvyAD$La
zZI30j0nym>3NwhM$jEVFOj6G}Bo%kpOSJ8K{qvA@7xZK9^-a07eKRM;feqRs@_;>*
zJxCkvs}HP_t|@RNaCVSaXJ8?pY>2VybMmH;?5r#6YszQz^K4Y4Y;2Tc`GbBAo^W80
z3uY&prlwr{L7xxp3BpnWh_UqV_;!*)>rRR87r?PhW#cn~3Rd7!7yIsfQ}Ci5i$MJY
z3W3nSWH4$xuv7oizzo&Q!%?dawDfvNmOUV0V%w*JUr){mh{cdvQ+I4XN1Iwlk6TAI
zR6IYX;Mj^o^7LN`k5AanKDOuNsT4xQyV%+xy&o-ARlZ*O%!CxT<F=b7!bqzC$XfH3
z6z-Z^StA<!|J=}Ri^a(%ff4CrBRsw}au#^-!x9uhS(lc04!^5qs%7HS8cnTpD>FgZ
zErIcUUwu6jw||mhqsZ-w6xlseP;iYA6S%ZG4B%-mh%oDNfFDkV#yag$r&miuT{8ux
zH5BV~h0ir;nDn0k^Z-#y`}7eDOhWG=wH&UYQ4XX?G2r4dl8%arQj?SokC2gwQajT!
zW_VvuNXA02I0O+5w%vh%)tz$T&V6-*0v!8N=x_~bUn&;k-G+gfqzYQLTF3xOHYi)=
zaPY;}x$KDL`PvdYd#l@P!op&hZMxXSQ?1Fs22h*~lAtJoo1Cif?jEcWb+41)9Mtfm
zUL^eTu(Yu9wFp02Fi5%xp?byCtIb(N4iWQFUG60W?i@zz2hGg@Kjw`p0zVO>1^NhN
zpe87E;H&-3U8^IMbDbM*H~EJ-r@zCLYeO5e3I>@TIr)nu=`KNv$^%>eFU|eeMacHS
z!Q49Oc+JUcApkj|Hwk)m2d+D>cYxB4n8{nMjHm733`}Se%aLm`Xx+e3e(DvGktgD7
zi;ku`N7zvlOqA;rx-Nl*p$%f)Ms^6A+Ad)P(3L<W^N3ACJWp|S=_e45uJS=avMe|g
z_ZnmCEy1dxvUVm&CK;5rb5hhzvhR;=+~_eyjsMHagcgseA<R&l4bT^-xdj^#>D3@H
zpLg_{2uW<c0iXBU7fag#7Ze`Nh*ugj;`1`j^_qn}7p%m3r^J9lu29nX`uTc#O!_)z
z82N9(QvZ)0-Wlqfl=LA}8;J5OzoKdd9PR-SJsQnhl3KGoG<@KD=X6k5tQ|4lPEas+
z1mQT`(Hu=oTzE81%f98~2OtQVsMjED$D$i-fv3&}Nrj1V2a`nC`MC={soW=1*s}{M
z=`5yG@q%LUPi0Ds7J!FgGa^#Yn4*bhV|dq@3IVuiVmc^fh&I=pC5Qx+-u^&Gd<VW1
zp(Zq}+ErTwL6cGdJ}W5_MgJ<c;AGX(ncrgl6WaMU+IdV5CEK&ZN}6dN@XYicx!4Ah
znZEv^Ro!o((gs?JJUHZqH2@H+4o}3u8i)a$#=L;${-J&Z&0Bd46@*Vfh^$Z{QBd8P
zp*#Z)<<wS_3AjX!4Z^*Md}6f@#h~aVt{Hp2ClkYPWB6fEG6E}tlss2$MG<*!0hNm`
z>;BX`2x@sZC@URa+5tjR%{tjZF|1rO6$_?{iB9!Kb~nI5*L$!a%=I@4)58%D!qi-f
zXBoRFiV=uTQz(ca30GKsggKoM<jy(3%p)Y?`y4!2TX{5XOSWiN!^(cac-o&YC8oB5
zvJBuXU+!lmkHnY8L;nlC6Mn~*k>Ly2p0BeQRx*EltTp{F|8j0U?r9$^R+4pq-m~zF
znN!yHdcqkyG6yqGTpnxQ2?6)mKpG<oGrV|Aa58bffGoVbxjM+cIjD@8jS(s+dbfa5
znAULMcVd$qIETU1q?iQ1R?eB01l(D|$V(*4KICWEZTFTJRz7%x(B*xoEeu=Z#DUSg
zY!aN0n41=X#Yj;7RcLFaMV<m&4V71D@^>THHQ5~^C_-dLhy^4d9UwMk=b!{PG5h#J
zV}GBd9-UU+s`pvizqfxyNoBj8_P@R{Q*~H-p{~UCQBvy$Ot*mI5JK2L0QXUqgke1F
z2hf0IkHK6FG|Ea;spgv6;I>MfAeT@DW+4ku>#uaHqVB>eC&X9;0+CVfF|)d%<{g{b
zWImVUC+^3_&R1UOM$cd9yc&!ypQOz$rB4VH?{PpH=IR8vh<tQY#gS&flC4Gv*U%!L
zo^Th;GtI4LA-N3s0EMZq*Y5fMXM#2e00003z0v=rXaA@3R;Rdhj~WmFU<U{Q0Q&z?
zcp5l5(pfs$*+wgF+71%H_}r?A_{KEVXnoY_rB{rBl8YA0JCrA>zQ1BF)Hy3P-vf+{
z^6_Eps;Yqg_?rdBUL?}1G+VSh7tY`HNRj=4Sqmi;7gi?gvLysQK$xz-&Q6Hhazw-6
zIpz@eSvu1v0ydB-{WxQwu#)`e`$0)udFl2w+@03p6W<vPNh5}(#WW~p`nFR@;ELk<
zqMTU7T({DZ^bEjH<|=ma62wJ5^`x>Th1A274?h|BB#aB|;Q5d+2p#(qG7hd8k_UM+
z$MLr;_s;5axc6<5-_u1#BlET<FfF}??~giA23--R1)8j1xK63lmo=R{8ga}k)}{En
zNeKf;=?kMv$gzx1cY%|Q*)}9F_in?iz0u?qW6U6nXAVEOS11lvuH)G8%dP4m`v2T@
zu>ZH~{~NXZzcl~NEdT$K&Hqco^nd@~|EyvDUo`*0QU8xo!1({mQU6cX|5np~zw3Xi
z>c3V0UDtn(JrOGi)?ZNo09x_?bbbHV7a62IJy?`~e}8dP+ZR~eBACW$%=2BS{^d*-
z2_aP{u{_%<K%z2YFfSG-At_KABZZ(4eKILQC6gv)OT3s!r!bB%@#o&^^*YUVpSsLk
zZasSLoIc*W^W?@l)gVy;fdW(j08jvDz5oLF8WcBz0Vt!{e#dH^y!~#5djj&nf7e^W
zzkmHZZsmR7LS@xI7eyGQZPbW9<xy-Q`o+V4=}#_K!CwDD(g?Jj@pg%!bFsS?JUKmu
z|9aK&$#8t0+Y!i>qN2EUOIt0&QHG)_{&;wsaqfKd6bt(jckT9_yF2JbYeXc5cQf>0
zt0WPs-JU2qHn!Ls-V#IqjhC=^9y^Nr{hXJO5ihvrV|MXEUS)^mQEl+{8Yt@X@~wWL
zYi7lT%&*xwE2ie96;=?gRXl7*d%FG5?VBMk(8=)bKj<FiJ0B~$F`KRSnVr3PuW)2|
z_{X!>k4CjTpMZgJ(%7yXUMaOix8nVnlWReGq(MUk?W*mm8bx>}tLOi8R*#-riA9+-
zVmWLgF4lEHG|*-DD*V*xRU3`&;@*BYUTAVynl_T9`@Uw}Sc%uu)>h2QWlc)~_o(Ju
z%;^T}=;PMRa3NR8Gi?0`v)?AXHit*|YKDkxh)C(F?MEA&!HK>waa91ep@HqR3J_OL
z%e(|N=Zauo?{LvN;_Z;heX<ok)~V|$)M)!Xu7(FW_SziNkrb!%?J5~O)sn2cea9j)
zINl}@zVS5*_hV=Beij?yO=`@TKOvEewwdajLyL#HEjw8L(ARFwL`0XoxsBP;NR4YI
zo0%Nqn6Vnr{j8&W<D#ac0TjkK8+CP-2hS)0J_KVJU#?^cN)<Fe&e|HYkGi_8*lVVD
z_iLfdJ+XLjh{;$Vn<<Dmln%#CP<Axaipb7R{p37~^R)^WTiwYVZHgd5qRYasm2#4C
z`)GZP&mON?U8a>QmMiLZtp7wCm>b?II@&id*qT2|U;U)}(YE!T*qQ43w~_X)6E4p8
zc_M$FJ~Ya+loH=|9GT@#(O={t+#ZiLrai9KSr$0$Y*O<Rps0dXXM8iq?<Cv#qjj6X
zc;HhQ%uQ>m@=6C1R?I)9W!YphbhhuZiM-GO*WP6EXJaA5@9-e$YdG=3?pab&-Vrh~
z)D`%}#H!V%xAH7|Q{CRn(kMwdyk;POg844I!~lif*u`+Jx<jp!&SP`FRafgJ*~?d|
z?k6n<Fw3|WyQZj;T8Wdbv_Q{AuHtx1*MF?}KBeGl1RXZO6Q7rh`lynsl~4V7>g)q(
zp)xl_CZ-EJyGtQ^cZcuwLMdb%45Qn*U1lpZ%9#G;gtW!XrQ4zcUy`oFEuOidsy9ts
z%cE8gGg>zAs$&{D#b9-*(Y?RGhn(P4^n(jbfq&vwgu}xCCy}I!x(C1{UiWRCR#FYA
z*ItH~i{|gO-m7!wkIwsJmB3T+kF}bt+Y^+yw9<M_v*{%qA{H0k+3qG<p~Tw*ODriZ
zg|0wdn0RiN$Ixfdbd~RhU}OqBmM=NTXSC)kPf(qw9cbKRE=!uj<@t7*4|;EyxP~%c
zK=!knlqzd2jblp~SL6|-BK>td34JTOr-SRK^bh?wbXKyL2|sKkvyaweS}M~=;;}`C
zIsbQT-)p6Z7{7~;(R;_U*NMj=Kbj&ox|QSUV7@V4e<P=Jwxd%-VX7sTYn?}#*MNcC
z%MARZ+7sA<IXhHjaj%uOB=CB>Lu?{22&(G5-HShgUGt_MDJfVwI;t-T2_>C*v#gb`
z=G>1xDSERy73<qvby?UhfVG|-2-TokucXX*#7+z>V>@E4X01ET&>Q2c_?En$X;$__
zeIz%LB6oHSQ&1|cruUDE7)%xHGaj0Y)!EKLc%6qW<(ImGT<fY!^&abto%3i)JTEH{
zaLSrA)-sPrV#(2d!K-Xdqu~)OS5xQf#YLM6u&ynhU6I^@rg+5<efN)D2i-SH(fKO#
z13OvPug9{-EoNETEs;(8!Ti=0)5c2HF>!LDLl^I7p5rrCGyW;7Gi0#;Uu!w?$vJ}T
zsBSKYYkrWHzfTQuMyk6lhu)z5KHYB9fsg9MT$C@h#1uc=I1d`|O_yF8(>I^rVIMhy
z<Ek>Pk>XE#g<Z5YXPX8?Y~z*o&{AYle(M{44qE&oIMDBksywllO&bU<%c9&JSc~^p
zy&$|oR+s*Vx1f|-;THu0hgYJFm9uS|ODwp}1+P5Ekb@@s3Lh7)<lnM?CPv!xe_ce8
zAMr}8ws^$&B75@CQ*7$v5l~a?^*+AtWqtuypAI+{S5{6yzhk88SW6U0&0bf}a@4az
z+hcn)E<Buu56dwsN6|8uHTuJZ0{dsRpG7|7-fm6aF}m-6vdv&wW-{B*3cjDk!Hiw#
z9lz*3IFfhHDpP)DreUut@h~+Cr#kpjQkpHAvdm=kk}S+$3@z_FI2IiBg7~q~-wM3H
z*K<Zte%iBFN1;m|tEupmtxY^!z^qYKx_Ou5PEyo=oyzP4yZGsv(49tWfNg4Zzs;Uu
z*W>FM4ZweAeX}{P%}s#mdyn)JkG4mEC+RoW<u6&&IOMXBF?%6;w7@E%tMqIOE2$_^
zvib#bqc8(h2}obN{m;{<z}UFz0wgf-A^0r?2M!Ec9W9mMmsNlQKZ5jse1!0gY*9;o
zAt3(*USknP_A2+U{6+mkj*?4qY8Az(bdt`Ru2gbD{W;5HA<8y2ujc(W>b{Rz67p`_
z(){Zc@qn<`F}|Ey=50qhMLWr5$HX=FS5pUyj5MEBU#cOPr##H*1x=c^rU?E~Wt2PC
z66?^J(Z4%(?;tlUh4K%z;Pbl`#aax;lfNJy_y?)Tzh)B`g1zfXz<3y!e8^V%#rVfZ
z_HimFIEb-484`oOM$3$wJ+?Nc@16!b07`#|u?+`_=K7Cp{QZuGz~LK?vLk$cEDgzF
z{zA2)e6uOc%ev-Fs@_XnYbz|uBSNgudD_jxst1a5girK$s<(fwA>4E9h;YFbz9Zn>
zDo@_GZ#tM`nCMA<tqT>4+$rv><kI<a^#%5xe8l%jm_dz&!sw9?O`?7?B}$+lB<~{8
zPccW>RDic~M?A1yQd80n#gy$uAC3+sf$AqNx4+gWD0qUd*I~9zVHYl$rO-tG08XUT
z{0=XwrtM@K!4DZ8Du6Us9bq*OZO4=OgB?E*;J|n1>8`%T1EOb+zy#`6hN*FqW4E_D
zM#DLp#SO&XRVqRCw`H5;*t_NQjYm%~p%^aU);G}ZX-X&4kNK&nAW_7o!G>8MzZVU=
zt~5Y_-!t+pvwk>v{yFq7!{I8uLd{)?({*10>ft}+Sc&R3;2cr=VytD9VZ27+0$>4p
z3qO9=qH(Bj>&_>(5>r9mrf?to??wS7r5zPKRW>>-DX|2D8<sCG{Ivx+Bv-uYT{R44
zicpiq(W4RLA8eDZr?>#Um~Jt7D=Gsww&}KvvaD*RD`(Mu_g`2ZMv#o1H1VGUEW#g@
z3aI$0N8oaxn;(O?8*tuP7AfBXSZS;q1XBG|ag{oHxP00}y~6Vu`Mt8dFosIl+LW7!
z#j4xqa#p-zwI~C-_NM|INkLOmh}{qnT4Qm_bfKW{8|^>0d-sJNt>E)vzJiFC`&kmY
z2VOHW_qyuiSz_@KmYyETi&44R0TK*5qK{ytAG<W|#$W-Cd7r|6>~14_-%0ngU_#o@
zV6Sxd<<gO=&i_%%^tYt*%2uyXe#QvinnKGQvN!}w_CSU<IM0kmgE3P{!#QC6sPo-W
z42;;R>>^FGO~k7CN2B0R*4gt=D4&=$dcIbGs;~v$10~0)tI*3FzmuC+TVX*OHIFk5
zs_t(01Tp>)YsxY*iKrLzR2V1Wbc-}c+2<Oon2!w67D~<;J&o~{^(5g!0DIjC55}3$
zihKtx=k9S%`Fk>l4~T<V@7mYs_APny0FObT_N9<AIaN*%#@$=JWd(i;(K)6vD|P)z
zV{$rCQPkYVXjsu(YQrcL361<n&*6TV1f7I7c=as$D8m4|z|#TZ^HMN@16jTummX9d
z(`qmmZUcbMJKEW@f2t;`+IpMOrHoCB;1M~$FU{@U`6;%3GOd;OQDPNx3kibpVh*3M
zn4|}Yc^y!e_pD1GzF2hPcZ75906Wr)V+fyEyt4*$Cc~wx6d5SVH&x>L`+%>|n_2c@
z3}YiYP&qR>PPyc0xM<6IG+xe$7e@Og4ZQWI(au8ECTOqL<G}(BVLXTLr8UdXTk;L)
zfO8BZTRj?`LGG<6A6Pp%(D~-X&aV)P%;+>(pp-@4>`Q5csqHAb+zLP9M<bqNNF~mj
zz5h%}l;C}rwD5da2-tn|>)D93n_>jjYdl}#4}<u`9pbf6zVDaT6ax*%t;MF8eWO9|
zSB$kIS%od8(0Q!WFP~J<cFRj9JmJ?q+}R$uJZ)G7|L`9+yASb%^yoXjKK9yQKI>X)
z4TMku$=ob&FKS(pputQ;<Cw3__8X-!7=nU`2K{5%I)Nzb9PpysqAvtIV!;`He1se*
zaA!m_iAL{J64ZOU{d!c~SG0Fv{@6ZABy#+%elLB<maHr@w@5*)&s1Og@GXA7Ij`#Z
zRMAZ+?O%p8MjE2LBdL*UWfg6`+6<ss!*&Y{{Sk2Tj34emUdJGdt%;z&kBRrjejly4
z<aynZsLsa<${qihju@?&2Qh%&vzWSVKrMxIe<%=dFT@MqDh!gK`i8~cZotk|0hIx$
zQJn|(TS!j%>ojpi6b0l;$6HI=n6SwhuknpnTKw`0)SVHvfF2qNKFS!x@i{#1>I_D<
z3CD^;6q*VmaXf~ZT^z{R5Q1Fk1!mFoyOB!!tzsEkbJOES(N^s^e$Y@rAzpbm`6XNE
zNzJ*D96T(YDfhQ#SLP%UT!akCyf`NBgVqoOgTQ@>kHCNs3e**kq-vhgafkDoAF}&x
zY{G@Z<TC>35`g_yr0)Sz=u@qF;snM~EK~)Gq%i4*5eDFDEkazIgavzn-sKq6{Im2Q
zVc69lI?Cf5A_+iTWgJqE6ipbz!q=bYj#$P*+2IIeegzDPLXz6DclrA{+GtH(yP1#A
zTJ9zbj~K76k=Su|UD>7a3?0prGC`v8`*&p!3(1mM!aJ!k42LxOCMIE1{z?UO1$_L7
zDybWx?eR#Qj0jjMUrqaaMRI14`~N@+unbzf1$6tRm1Qw0C;}(U4&>4`T87a%WA*u3
zt&^ni?&9RK#S~20e`>q{6ZC3Qq!B8GVlJCDA5+_C2#`BQ1$)`e_`NQthF;z(3ca|(
zDwteL{?TR*j|%MK+<)b!v|q(&$A4!TR&SK2@RJ}<&NZgn%)5TW*dQ%_)h<!rta)PH
z=)r1eYfGo#C<}b|v?V2L`#%6yK&ijak6v3f2XOs2qi0GGz9+@LI)D$`)gSx>p(Yxt
zI%8{1RC@{cS-2llFTHn0e?aCBbK@Z(87cLG-0S*)kV(!9Q~hX)V>l%I3?k1fz&4O>
zA}Rf@6(GFF7b7B@CaeTJR)W;^2qDE64p2t)+Nz4SO`KvV`2R_Pf;rI>w!JzB;1BXV
zlQ@OMiItITz=tPX4;Lu}r+i3l<~SS+e*HlKPOA(fEp>kwGVNJg75Mt|orNZ~^(g2k
zmYg&HZiwqe&tT!gvC5U%ceZmV4Z`_99tQ}j@U7p6@x$XL`l90SPp``Ys`}48E3|*P
z>E*p{URL&usl*V<5c5Z8%-<pL2D4d=nhul?3|L9GjFTmgpe|^h83#Qsf%=5KH+4zc
ze@Tx2{OtSRK4hf0qD^w4Xn%@II;>Rnt-A^QqcV-mv+VVhM171=)SekZbO#c2cLwM{
zh>g`?=F>sOreWw^!s3Q^6Oi%^rliha!Wv_4g@g~GRpyBMm*q;NS4c}fnc5&+uS9i%
z#x^Fi3;q}cZWqNe!KRhh0J~4ZhhOwq3fdv4#F)~5;DK=l=h%-n69K1mU)+x&!S)P|
z=vGr-xZ(iBGs9Zg;ZwaKu1ujhr0-OT=p?a#GQ#jpHJ)wEA~R7AwMjvKBo?Xu*8t(<
zNTurtio#K<G3Ry*d9&n!ab`IQXqe>HM8jQLs1qa&{t%M1M3*xm>>3k3RkHXB7v(^z
zGooyNX1#e+rpq1p>*B-?;Rpj@i`W64@*gJnbf>qMNCAFaRHF!qZ8ogE2mzBM)NfSn
zK_$hr7GeDOF6gK!FtNzTJ`JId(0ks*@SMGYJlW#x-V3hp`x=AZfBnT{<-kD#Wvo)V
z$<lHbIqz-ymzSL0Fskt%IFB%V4_7-uw44n3Wb4n&cL+?c9Tv8NOg2U2O~L0ym6Ckh
z5DyM_gh$;;<eD<MAj6%gaUL$=@J)YdpXg!iw;`5w`%!V*VVS8T^C6Z0SqWWa*{F&M
z2o&urVKG(E+`eP@C}^yRIR07mIp7ns=$Tn~&z&IIKDX=Wcmlq<Tl?U&koF%zP$l3-
z7Eo~NV}iOL!hdumTAyqd>E*K4UB1@!lfhQ23Hd7%ysjCbE#`hl6gPnlRQ-ZTi2oWF
z9X%}!Tw+6hwlH2ZYhO5RY`YHqRDN%cJF2o|8%t!Za2{5~_4z=KeZ0A!;xD5NM|Wab
zk8ot}>L9q!p;*kYA!!>h$3+#~BSfGb5uv81nBLI2=FGC!C4IaO)Sk(9tnaxv(ENbQ
z;2Dsq&cT@ttQ6BP*3keXFtT!c)83r@T3&1VI3ZUoz@(HIe*TM7vGXa;rM>+}Ubin=
z{GC=gMC}w#7p%|E0AHTJ{@?L6cY*bX9C1|pOTSRH?^Sjr>(>`Qtod)`rq#@@U$x_o
zS1v|8x{@?lVYmr<_XNfBo%^SsPiCa@9NApb{b9K@Pn)Bqo>nOZB)}Bl^10mn&sED<
zazNWk&-Yq%?SPrh7YO-{VEUg>V{4{kqw^)*+lD>o-oK9BFnG$Ncy{toU;5J+zdgV9
z$gIOKuBVoVoA_<}bhjY)%%6;)(M#tA%g~eeQbV0>ar>jXE=n@4zu&yp+rdUX-&Xx&
z*zcbv?WebRi(hxtRJFI3d#ssSx8;J-Su4FOf0CyPJDiUm(JTDvEAlq-TNQUTV<<v<
zMOb*v@}Pr<pMPL%+}{*YmfYAnJ2^IfSdkO7eEHO^eJaYk)$-qbSv1st=_q|?wDQ-o
zsoEuEQiJoyH36bczMi{fmMI2$u{*V%H#zM|x{Gt(^GnyKn6T;YrLz~GWGHnB!k6xr
zSlg+Src=fba|Rcpn)NQ?zIdWP$+%?mdy;XrbMLEA+h?dv+RydxvR2{R$~KVO_A{i6
zFSsMj3S$DFD~f4*gr_OSjl2T~+Zyr<UEBwqdqu@;jqTvgh&y6kP28<k<`d5@@{`BU
z@z-vNvh9YIZ0z3Ly+R0_zvebLJ3Hx~5z*ta8d}#4Pgh+3<hSq1*~>QG-7crf>Ys1x
zZhcDE7&5+AIbgZ<65&91UwW>~yx6a_)Wrkw|98^3yW;mhM0eNT-@GOHYhq=|hi!Fg
zxX<->IoLjL`fC+em@>{Oju}RiG;SYpI1n)DLSJ<M-nV)`*A3I}zSl3aMn7~<jMjE^
zxTo{q%v$RCJv-KH{Z><R+T-w>`PMfE4!MiUMy_~DBH|tutjn#5ym9{2O3$uW(Ss_P
zhM7ud|0KUs{tE3#dVHcU(R=Wh<+p=df9;P`6efJA6TS=R$2g|vGPXJ$|D4Mv|3?1}
zYK+O#KmR9>o2lFt6&wD2FmA(v*tdQujVC=C|4kRB+<4~wD?<I|t2alt+>T;BI-8no
z@!sGnY4Wzmxi#zVO*0HCdIw+b*!s12Z8hzm-%wI@Ri~z8Rf&5PW+h=!!*&t$rFi{%
zD1KR4U6f&_9)q!WD@m!Lu%ov(eM-s1chC7#lNO#YRs^F+sFUSkK}%M!Hbzkr59A0}
zIG-w8wjx@vMbye{cXTkfI+PtmUh!r18{1R#eJAt7omi;p9zA-+`PtdohUt{U>A6Ea
zA2we{rL4<O3-vv*((~LF^1AGxV<#*eF3&8StkZR*Jb!F6|8=4_#w_n$kO*+4m*sy7
zFK{@E%Q$@9;#teNFif6(YOYIQ;9x_%iTD1BMSBb|DIF1$JM*5t*7);b$f48KSuo^e
zfeZChNep{_$W{1PW$DUoFTN`Ww5`IN{l-;)I;rK$v{FxhTH28r6K_H@@)^J3v28Hn
z$e!gvV`<w5+f-N8YuBsOanV7H2s+p1%oCD#1_?vGo(0eDoZ!_yB5gd`xDrDxhOJ5l
z+uNCjAkqc}djtxYXtYKX(sO}iJPuVo76<~NCM<ff0$W64vPsFENSoM<rl0;-z#XPi
zyi+#wghgVgvt@>9v>bmVfi2;D=6Ked7~*{s+1yeePmZ_0=$tOLL~KcD!~XCRA@lKX
z!562<5Imb`B5<z#*M!Zczn7A%whvW{O;o=P{XKEc&L}Bn4>Vc+BKdCvYGcS<!MjD(
z$Q;8Wk_wc~(9e)$oem|l$b(<d<gcRVzep6%DROisBJ3UnKZdqJ-oxOA(~sx*nH=t{
z8Sd3WuN+1B*~gH=Be57)&Nz+kGz!kq^rNV<^$MbADr~nMjqY3++QCb15(fSp$t?-i
zZviDO;8Gt+6)bHx$@Q$wN=D+Z3znvXacK8J!FvYkp?CPf9M4db4A7nzz54f_bnwZ0
zu&DW<!-TU>iD~YT=y5M+G{U5!NP!AJ4*8*-hpASUEAW_BXifPnSvNnhnCjaP2hJnH
z7c;ZWTQ5k;+dxpcN)CmjTYyb$`!h7A1P<>hf}beZ8H2RwIe7J_K!N+z@Bo}FMy8k7
zOieZBm;uQ!g(7BfA488@6mvx2xc3rSCo!50Pc%m_Qkcpz`Pjkp(~7#Alq)M0s~UwJ
z(|z`XTo?85VrGvw|D=9*ct)6Eazq{&|Bg=0i&4lgd|up$#q&(J_7?W{@-|tcOt&sa
zqocdvE-AmM1X4$%)v_UUPOOp0Yg+J18T}}wg)|(>7N}z8-MXQ`iD|(d=`7bmWi!Rm
zANZq$l(1>s*i*k;I!LPPWl-Tf^OiXv=b_FR%?o4BbHd-UYR9P+df$YI53U`akAa?K
z3OnUQ-+YkMC49H;44LU&yKi}j3q(51Kkh?+dx@*=08M+6j&s!fpy9n}BW~Yy`wfi*
z(IWYGfduR456LP;E*yvz0-6?dI{4Hce_<;7GDWiYgQj=L{`UKd)QL^YbZM@t1+abr
znwkkY{|z+u?*Q9K_`TzTa&uoX^6fvVd2%F-rd$qWTIE6+)Z|KZXfw!Vc^+ruX5nL%
zQ}mDUF)4Ka;2S<oFnH>W$cEH^R*aZsLphU-Gwj;cr8Jqr2;=Y+y_=fMj*LkriW2?9
zJAL^3w7PBftTE@GBZx9S(wt2*VpODu=5%KAwM8KVomNAFb$q24zMD@hJ$lbf6#CFq
zHA7kX1hN00SyLZJXV?_4+bw)j@uClv!z*<k#QNLs7sb!8PT~#g%mDX@llNL_IE)+-
z%|Nx)Kg=EFOr7mk!Fh8G?-`)<D#9~A2QTALbl$^{pdM5;F@SZ3iS$7}{?%Z76G?xb
zMNfqj+Ywc5yr7-bFdj(CR)-Kx;tU;b1fS0Hy}tU35Odd(EXpD+k>ExE^SB!DHyt7H
zP%e<!-eCGK;k=o>dXWz~B-Dq=ZR3Ue0r*~QkeQ@!zL4=(!mI>O`_mOz-+7|)II%z0
z7n<&`+1`$#jnm;36|G{yn~e>Rr2;gYMA_Ew3Fk$!j^9Q)q>M%u&^LuRXOi&0#}J_}
zoYNdk%^PAeHAj&PGlIDulmfn=JI56-04<DNE5l%zWAOD<)7ln9Z;EH9;7_*igr2m|
z3Z%OP0A-Sq3n{Ao1tkzo%saW`{1R>&LcXSwFU-eJyfex3*9AVB5oF2%yqs!htRKAy
zB)gMC0+0GZw`_^3Kj+T-hC_g89MJFe#f1d;hL1C8>9FthxXX+?fzZ61tN6&>?*$d;
zj0yUbvPfQzag*cR(|Dl8OxE_B3d|xeenDsUUJ>whCsBIr+VOmtub^|PA{BJB*q-T`
z2v<}4zYF;5x=}61SK=v`nD#R>+`=J{sbDsn<770^D3a(;E`fNXpyCtE%z}_gQH?)f
zmI}4!L!_FuXBJ!kE#<s6y2$^9il2ihL!xCo#%F?ZEUFXqp(map;xmriB&zDmgNF&q
z#>(9BE^|rcmi}7<ye(}YX<qOQnlD01w$z&XP#Bz;i*SGt?38ofa0FL2vNH@X0&ToA
z97!V$Pq!lhJ*b2Va0(-H$Qnh3_akgrnX?fudppZx?qP~1AgAY(ykT?752DN?m}eWn
zt&JdQ)5eAFGbq1#@;;K}_&+=#rytqD@f<SmZzFng_sE6SEr_BWY;PnEKR36(L}2dK
ziCJXG^;~yB5Q>usy(O=<Xhcg&|MaCYT<U!24<(~Bp3v>$<X3q}wwXSksygUHC(olM
z>@UIG<i&yZMBw^nv2elfm5lMz=R2Q5%k68Ii|NX}r9GWIkZ1l@U||;l@ps6!!NgZe
z2r$D<Pr~XN(j<4OwIBzmhl+CwQ&-Fhxx<JfN#iS3W=#xe=b|K+12diu@+P6H>uLJ@
z?>8!mW|O2QGfD!CsT1=YIifvN<X*Epp_%FjUvpL5_uV8>bc&`6eu}Athb1So1pFZ{
zrL|Wit@Q5=sBmGYGr`SradSJ56uio-6D5#N{S^bKt+J(`399!@^*<=|Onk^0fo6jC
zTp_0dRNP1B`P9bG&44UXq?rH<%Y}-*pFWa@G-3^?wMw)ap5N@O0|)L>db;4~1`5D2
zf+*Znb_U~{3>SPS=}++s<osj_6!8Qy?Sv{yv@#$U5R+p@OFm5x1T;7ly$*OiJ7Z%T
ze80C=8C?L&nKQFR=El!WMS<M;H26sMlGJAKzaGXLGZ68GcUllDTvgDfUa;#S2%Rfh
zg8yeOi8$QBKX^3(8>rT6B3h-QBz{Kw#lQv%IX?E+=4t6Z^m0k(MIU?2yq~0#r_~V;
zF}?zPA7E%D5U)p6HG_kOFoD5^f1r{vYQIyPkk-ZV@Dcn|3%E&~t>!jvhq-OU029wr
zIidD2yB3)ca@(MCmi_3>ge^3RL=HhURPGsgquau)c)Xe?+>`@#n*-&u^sq_cbt$(P
z=k=hw0SX!dRi$rE%#hD?d%Fnecj0ap^m$&;JH_9HFFKw`Vm8r|Ggy>p#Ra>XCEK!g
z0jb`eUWZoT4=HK!O+!I$>^%J)7HF{8d=ttQs>w70p&=!*(A4vjc7Q&7VHVXV7VQUv
zQ>j<0+8O&sMUzBe4676;I2!{MCIj38ggcM+fp3kQ$q>bh7DC%<Nx2amAX)|$wetp6
z*McnO+9`yVED#-^q)EzZLGal;-L?A?F^{Smqy&0Mxrm}5bcm7Z<N29tj7#I@bqcvq
z1my7%db9{LahTMU4^i8%(QvL(P$?*sBiZi{@L}d3Qms_z(2azR3eoQg7_Uy~<1|<z
z1!Pl#8E+A?mD}^93~=o=mps0ifjBea{{W0P4mWkj%HcGje@w+i{ui5(cbX-_zhF^9
z#{}uvTN&7|c;L5be<53`fE6xq=m-!+DoSrao%*vzTj?L1S11pd$#~2ABPtPHpIXkM
ziKzEuqB}GhTPA{!4h#RP<H-yjL#YUYKg@Bh6{w@9NVBtGX%-wN?Y&Bg_OGoJ!QtMy
z1E6#BGQ2Xoi7~}%hJe?w1qF{8H|IYlO<aXF=25kUqEDh4^XN%a;~rGlFj2XT=y?RH
z80DNh3K_%mZG?&K|1^_9M$87~<4{RIEqmwo4&F$>VtDr0oiYBI@xmKWB6R!k$8QK#
zj3Upe51aPinV<iLkPIcq3lK#m_;H?FKEmJ=NRH)Y(ApW|Y$Rqq9Ddim65^zZy-0xg
z$R;$p6#}Z}MV|1BFe<PP&Y|HAVT^<-MJZ4Rd!f4r*z^|U-!2M%O0Z^BXcH)zVk~_N
z-*QGm208YJ#6^&gvKWyp!*FAW%uJeW<bF62xcpUX*19?qWuFS3UC%4<0RpzEdU_{d
zOLn4Q)e9?#nD23~vx*AA@jl+^E`pT;+kqBXYQbTs1PP&{g+$>(-wSB=9lVF*06+uo
za>{+ejb`&l`ASLwqk)aLpkNkhBL})z0)1`+UrzBlN9&;zkN=v=WRL`nUhZ&|6i%aO
zPeN)Z8*ABQ<za{u51r^VlT0$EunMxzEb@$9duT&1H)@=Z;*j~Dwlc+x1>WR7m;};h
zL|-9v+}jud{m61I<Nm5u82Pco*oirFS=FNROhF?`*D<{8-gO{N>&k)*Dpvg<07cMl
zu{ontNEpNpP6D16wWhH2T2oise^}2>RKw)rK*%EmalI*`VaEu{IlJE|FDQa+jCLk$
zuHHv5K#UGTqq$NB{qh6^w1CVSMxKOW1uJ%|>i&N}LTMntJs(%i-ITY<AfR;g-05(K
z+spXtb)K|_Y>pO9*YpQzoALpT)|@azC#&Vy{@;qxInFp+&w2dcs)%i`E(IpOW(Uj%
zg;v<1>`)g_S5f+JuLfc0TYhKi_ODS9ezPjXZN%g?|9()CdNs3u=Zyp3XenL;k@LA;
z^S!+<qT*vt%Q1y<Uc2*we7q)bZ*THrU#q%ZjeD|Msy#K_bCPQsGmn)Wx%Ocd8V`JY
z{o`>8?%MV<dt35aQg<FUdVlHTvU%%uR|5xT>!zotlMb$r;~WaKdyHLw$yjsypnLgX
zY)&z-W99Os>{CZ`pBA9Zeo!=W-9tlP=Cy|zww=uKhOOzjzqY@%4SAPlW8sDJIk|Dh
zCG_eyeP=LoY=3;zX?bE@k|MEfc5b%N$@(ePKyhRIhRdc?QDat4o5$|(shtb^4?kTs
zT^Be2oml!1HFhv{pw>Am5T$19^i*QaSo7{9KKI>X$+&fh^ij*EGF^7U=Cv+{u}_a#
zEcKzU)%n&iS#f4p`j3z8;>438@GC2E*z$|<(s~=?6=L_Db;{bo)q3Y!s|}QU=!+Qy
z9LtJmp!-^7lUTXa>hn*vW5(%KHc<t@?##lZ8~aC}5M8*MdP``1zpkoYPCT5^_0jX+
zI747*`%+&=$-&!hrFY%%72KNG!mib=Dw_avvU=@#3%jI#F3Z6y!~X6n&91-H+B%!;
z2Yi%0o^oTQByVZpPiIGC??Zv^?(^133kfMr%AI)9vFn-(o_}k3^%@&*Pf~Twp6X!!
z>auOSaYu8XX`TIdf<pI5jInQC@rsy}Fml1$`pkycJI)Af+efkua7k6!D|)kA{qUOq
z-nO`Hy$ctf02&f&wiL&3>a3@e#>dC^_x1J0d)4)cGg_CZV`^Jf-nl!N9a?|3vh`l%
zj#G#Db+;=m+w+>N_AS+MoFNw`{?;j}+Poax+52(jid#x{D{gf4iJ#2Zt&59_k1yri
zUR2WCNf{9Bw7pQV2UENIkxaD7=#9x6n{q(UHOINz^+#FjCIg4Tah?sHS+4ZhVq^U1
z!aDxptL=j-vT2F{Zj>mI3XW!c;s?qAYz^(w{yvX^I{!NB!orJrXDrOCRT69@to_9*
zn;tDWq7|$qj@YKQ@66sMnL&<bs~<#s-QDFJdwg$u8nv_U@7Y}E;n;#6=hn3{YJ6kY
zCf+wiq;y=7JJH+Q=Pvd<wAs%p@_NMKea|Dr;|}SJG!f6{rEy(E2IQoFb0|V7K@L2&
zOsUa4JCJi@TWzLA#Em5t*zAIy{)n~eCz694Ep2s@7l$se%dTav_~mROEoCBbA=KS}
z+~@m7t=GkQWwoTOJs`Q})z=`rdJLC=wY#<Ao`%VzcY1Gbo)m_LAC+9N`Vc``wl*%*
zW$`5aNZa-X3HsmXO$ACM!`Pq*w-X!QH;$1b`HX<}_Trarg)go8JlqFn+hZFq1f#AS
zau(=jc1YV*lU(_G6Y`B8_6b_qC-?MN*?<ij*Schq7q)6`%+Y<bk#^r`yTzV$VIQ5m
z?S|+>vATEOwF(a;X9O6dSKDtmn+t#Vv3wVE32N0PUHv`I@ASCn+BL1q>F*3aIkbM*
z{7Fi`Vv%%Pmt%a%LqGBZm87sLXI&c%syYeI|M6aTG$Y|7Mc}@B<BH3B2akPP=eGJ}
zna8ncP4rP7yy{-ijioo#M7+a)FML{TtYdR&n_JJL5B7gtL*0*R9#|-UV)_$yLX_A1
z)9RY4D)WKFNV|fUh6@6)%BIxIuBQvbNK$RSU1_!Z<!AmQYMp09kW+H|iDYFnO0tgr
zqXWC|p-92n#V>p4k((Kd_uzirUX<Le!?Ienmf-wlQQxnTI~R||hU$*}AIhJ0%y!Pk
z9Njw^zSm?xCmGYR%i-bS9kWU{pH25xSnXVNqOWYvAVWZA5|{Ojov?}qt9EN$8VvK=
zKI@5E*DgGN<k6;9>jlv>qH*>wly?h#NoSg+ZTuGHk4~9phm2dU{4q3pbx$eiK=N(_
z*2+C!DGku}<$Q|jYS)d#@Nes41Jr@9fG%Abr#!FVB+jAyDN;uNJmP(uMM{fed1k^L
zB*PC>;I)8RsX!%EgZk}A74nII7kR_3yJmP^QYZ|Ks7Qq;X1EHX)x&9_<yYQ|aUy+^
zXS$}guoESRI2j1<V?E+A#dzHdT}q~eNO=NJxFyw6$+;C;Q#8qQpGKUMxjIro-xPPq
z#e5!#Iy)x%Y-k!XhP{7%y?zfl^EBVmAhR%h%X%++)xW`Q?QQF**HVsVf{Y0<%BAs^
z-Kjot#h~Z~9LrdyF7PTMX}{AF%?Ue?@}>~}^B-9=RNwpOWN^loS1kSwW^JQD@P|!z
zLS*z}@Z*Zu^RSs0%~(SUK2N9NM|d|O^cJUn(6=9+C)&?w;eAN`R|0_w0oi2~F&gD1
zXgN+{GnCN*yZuR&S%{6NIOan}osh;&(vQ<%^6RHNBnWkCNnqZ(a>&tMJqAVI5n&xY
zTc6Ch7*bvT?4Oj}35WPoo=)?aZ)W(F=Hwe=(B}z;5)busNDSj|aJau?N8q!*M9<|j
zWV=%6GcjWYTG-fvw6eq3AgG<A;Nng&xBx2&W{iB4^OJn(&l;iJL6B`msg;W)l~4w?
zDe2cdnL`T7k@8+#gx6L>w;SIKK|A5J2@_XH?+Lx_I3y6S2-stL{><0NXC1rRd2kKW
zKDvT1tUd~ot|koTK}VdG#GuXRIp8lTV8aXpH7)!nC!anN2!smAk^c5gi@Kq|H-eSX
zdqL3EmL@qs#F>vFPb-<8?2Obg#DbkmZzto`@vEf(`c6JnH4eS4=!X;f;k~8M?N=nn
zj`k|5qk`!)!t>q07R+!{#k?(7R}fq$2;oDk5>sNjI)z4SnexUwY(Se0`S`0Tg5fk6
z@^Oa0Ui?`~mRGkyw^NU8qmYloq5@<!B5Wjyiha^y{ZlgNQ5?jF-CZS&k8;5PO;QXy
z)8HeMsGl^^a)0_97&*g~ms0h2PoNw=3nkt^AU%%gxrwBk6W;Zc6h4FOONFb)Ny9zF
zHaX2$0!Iykf5gbBoI8$bpb75y;|?nXPk%8;(o!{Nh%!4zP65XUG(I4!eI&W{+ed?J
zRs00)ZxJ4{3XeZBGY&>5Q2YGJMii!WR`7R%(eDhq?ni|d!u@$P;}SDfmR6oQ_sx9{
zSwZsL33tz-($-HTtUu>Rtep{cl9~4Yt!OQOIHVM2x^N!TJpaI+>qtk8zpsj#68z_0
zX2WA_oK{+b=l-gbKzZ<^Db$2NfN7h6Dz1^t=4st0jDSaGz>34qgcCGtjRsz|gkYJq
za}&CK$1g%g6Dj#gHz-D<&*=`LBW9R-c%Ryvq-<}^aR6bmDTzGPn3Q{WgpoGI{4IkX
zcS7-54+BNJsnPO4$|#Ih$%MvF#amJFUx;q7R1E)ig+=qIT(-b+Qn-kK(Pom8kGDW~
ztG4|>=KRyA_8?b(fsf6|S+xFR{(vh6Zi{1VkIj9i_ILUH8;1-(`-DT5(<nla-zThR
zqh(DV^j|kGXupCP_@BRMlL>|t)WRlje%ZAdUrWWe1o8{V=o)w`@WJ1c2A>n2BmH=J
zXLts7L#X6$Fds$oyhQ&Z1?IY;5DE12TcLt()dG)s!>MxAgjDd8he~XQIB=dn?&c?C
zFyro9sFl-!@XCe{ClDnU;RFug?k{*KMUKBN(vtnX@YCkld9BoP<qPxY4j<Sz&D$)b
z>r6uE2FNZJ*7{3j63`r={KY&M>0uO230m72%|u)A65tuh{v4_Q`nIhTsF%}F#1N8g
zCmtY`O%nq~g&XIErcKb`H+F43TQI@Mo(IlyxKvR#l`<k6VsrnihGm&=X6SnnMo}1v
zk_)jl@v5q%?rZ^9gRyCrf0Qsw0aad`?W&LaevWU#{BcJ9W<;A+o8gDchNU_Jyo?^u
zzH}XY>un&A2SxE19UZXkK2ofCUIju~AqA;&(F8;Aq6QA5F(c*lsbm4}3h(g;7B>{K
zdmy0kyXOJYM2BFjLKyrT8hf}Sf}JtS#{GkaZo{cM#I}#cBzzsT`bHKk8HUHcj|f#p
z832p^)Q%Ejde{+(ZyXl2X30_f7u~i$6lE9u#|)15y&2&RkV2ZK=x<$^ls#<vwQ1q?
zR${k1h2LmyoB=P(zOf`wEX*`l^~e1%tLS!T3QjFoaDPL}v(S|ICMmH43L8Ymq{59J
zD=`gKYbY`nDX5%80XULxi!rjb5PCg^2Aq+C9zk2w@v;zeilM<u(Pf(eiAhgZzKK4!
zb2FCJ!Vt#$(2W_0D+HWtG0-J=CEdFjM~$Xg348#%EzH?jKmi3M$&l@-Fm4J;?>RU;
zg_=a;eN)~l85<HccKnh9rT*d90x5iyD}3PyY2zI^@J9jdYX>h&`M4>@hh_S6R6sNa
zo;>4Ui}ttwl>ywILn-8Rw?5c6UM>n@OAacbm-O*YJzbIfqx&VZ0NbFeIaU>lXtTeP
zhOJ-Uws@#=dOHEXaT8^@t?%b~hm7}%Ct|)2`-;Rv0mPUHu0A8!K{GcfXWmsxQA6O_
zqAMK9+>9XFbfIru?%~xcJmIz;-c8au8!bG3ti_z)0ky}%AzFA$Gklo~CnrxKj3eo=
z*$jEftgwb?dohrl%;Rk>f<>V~J2Y1Uy__0o2mNNqQ?PRGoal2uR6R=0hEm}GIr!0A
z1eq_8DDOrWgCGU;pKnF7wq1pQ@nH%%Y~9l3scrPM1IXqGXBA;}%m6Ue+^M>DcFM-#
zzcJuY3!G|Jn<GUK(g<qT`hVkm{2YTgUnpliSVy@;Om1WY0ZQPW8Q}CUHW`Bk<!r(I
z9%$b*v6I)#tqP#WL&w|szhwdl?J<j5EEQGwOJ10}w$BJeZvxeqU}CaJ+H@a&xPPr)
zukeov95O1@5~F@|GR}chA~#sK5EM-d#wQmF+}gazAGkTLw<>M%N73?k$=1v}$B&J^
zLC1C9?0oZVHglBlz`6~J&xDkV;3qybKo|BMK_atZtGW&|a#d;R4CCyuu$9Q4XWV89
zmafFSABFob!$<s?zOeQJ!M4F6Q{$gJ;EHC*w+Tt1Ntxd!c~>a?*)XsJj?ITl9$>?d
zcLh?W$d{*ik&`_0IfmYpu*KB#h0~5PQR^ZUM({6-H}yjcEamH!x3K`gzB={x#(=s-
z@@H-X{Q6;YhWh;H<?EA?pLZuk4#cKu&~LehNCtgPgE3nul%9`}XdcKM5<_e`v-o3&
z3_g?#;S~8&Mk6up+0j4EL>%uQaP~O-DF?!uF`v(7PVoaC6=`>QLlbiy&|#&i4&D&#
zI*6Q5Y`Vbrap5{cb7}>{jLWbF1j_vF2Q@4}F=49QAY`g?P*4d*A3nZbWV=OD&6GVV
z+M{DSo`3Ln64>v&`j_=kx5-_*y<W@a?W_$ldn^s&uwG#CeZcf`gT`*ue$)w+X6<f^
z=HL2>{hlbLes7HAQHy=R$rbAhoxE~F7xf1eS1Iu=en97*-3wNsdY!ndzkKX}<Lya#
zVq2t5U;LR{o}YuppEvMUoc(8&53Fpkx0M7t7MRyQZ-{cbb~$9tbxDm6>QI^cR*yAQ
zW%||qYs)qpoQ^cuOe>w}?OX7bFa9LHoREwkP)m4Z_fkD+tvCOgi`p@>#G3MaL#Hp5
z7{(ggwiT)?G`C+iQd?q-F3Mo)-uaT(zQ6sd=?`V#TVmwcc)j(4{Yx4@=!d#+WN?iv
zaf@qJ?d~zFKhCkChZp(wJ4UN3F9y{5lKwcpqR^|aoHUHq%u%7b`Ji^#I=g9(A83A(
zQ#Tz`n$I~jFSg#*s8T_zbJKU;$UT&C_NR{i%HTTFC&!fdDqfnRTgP$?Is!}ff8(uS
zY}s+MIrl|n>Uuk+BT<Jk4n19UB%uTOv3t<C?y7#|^~_s+5x4l=yFM~BlCar%MsLF&
zi%iMeM32YS_Sg?7VKTLGFPU6)PEUh!y#9G+*7NKIL%8r63r56lAriZh*tH{$YR4?>
z+ifn|?}#05p`aYtR5%4`U2qkPPt;lGEDrapGhaOzd^X6|BqUXjhOQ_kXy1CYB<a6P
zAM)_b3+G>6=daP}+Gk(4>r&qD0$^#BXLjSQyDOJlF8@bPt-74m^|V?sTQ{9_u)yh>
zgURG4l}*R>H-}u-xSkqv*ProLjM=_EH^kbnZ(@3HLDhP9s60iJdF!B{^0u{dPm#%Q
z?l4#NhTS{k<}@nl*0PO7-0jZG%QUxU{&xxR({R_^74X9|%Wojk#v^cGc6K&$Y$`Ff
z<?8tir(phyY?C+lZ9edl*N(*QjI!PxaoE7b5*zdQ*5l2PrK*h@f2W4>npyq8ftnhc
z0jDnr73hl?tL^f>P1qp3!#{Uh=ZXDr>`q(bbZj;6CS4iz*A=w;WUPsNJ1s(T7v2xR
zCFSKgUDMMyko@6Ra5d>K)%e(KOSCql5*2}30G;)^p1!`(ryX_cih<o5wapDc_)=Ys
zQJved?F|%>GlsFNRxLp033jM47JS`<8wA{rknLu*N)A``)sA7aF|xkDy5G1S$5wqq
z{am;lcrbJVJ<IK<f9H~1m&@!$pK}%tvp#4tkXUCFm9c9}de7(LClMF2x}0^AukJcp
z=7qY@(Bqt-p*&2#k~Mb1(w5Mc^PQygd7(&d`m59yjfdl++*--kU0PdqmMy?&{O(Q-
zFpOVDHy%i=+QP20o?h2(zqTjdE2{ul_qZc7@nQoOYq`e!)on+asWI;HL`^xrTJo86
zZq>I7AJ5cnS`>p?s6pMj9_NO?U->6$Q$>3!F6c7~0qdMcmAfDDAAG`TOv=tTj)-<f
zWwa6pEUxW-mceS>rK8WV*ENa)-+>9>CUM6TPF73W&bJv!`=3$`Xhxj<qp^usBtEej
z5pGKoZhNR4{4cRSygDW3sQz`s<m{LB{l?zAmu_WKqrgqdYamO=5*=_7Tu4>yY5DC>
z#ZLeB_r*uWn+h9Wd1fWNP(EN1a<8)$x4(Q)^l3??GATKG=?8Zsjb%A!&I)qp>_xlZ
z3hpdP0`9ePYb0FPlVa<2aYqWg2I`VZ|M$3fWS}85{AeKB`*!>FLH%ys<gy3+bFE8y
zxFHth`PdK(`&J^3fV+E0llh&yN&>eYG)bATj^XSch~1VNGN2U1-Br6+Yjpft_MNg6
zRhwl2sy1s0mx`WT-LPmVRxN;OfAUrMjg^w1wB+$7!E@uCAHl!sOq{)lslOuh!KKe*
zD0RA;jxObY?mc}P^kMpQpC}k{{=g_BK^3|-HA<W)+#zrxHSuQ!2S38bF(l*tBts(@
zofT)0K-I@#(bJ`$f6g-96}<RgMJP%fNmfP*sOkjI{70~NAW95Jur}9ib`!jq&$N-=
zKSg+Dng6Yakj+MI4ZS?Dc~ph$1z7|O4mypHt01LqZZd+~1X6^!_ybn`$FD=x(WbyK
zM){#BAQzq;qZxlQ1N5<JqukTapgE-y7W3h%)uV#3gY{-)K`^}?<YCMzv_r&NB;^jX
zitR9^0_kCs(>R_5GlE<7u-4!Vz<Na@zxoX|JTnvhVKZA6jH;?eBlJ)V?sI#ZXWld^
zENqk0>mf!XG=IZf7CZ;+74zKYX!f=&obpLk5iNQ0*c1PZy+n<%o8dnQ^uH#aJ01TV
zAQ&b)SY0w%MIJTbesUrMWma}@O|RndJ^}zZ)8Cm|*>BUoM3CH86o{E~7PP$QeJIb*
zgjp|$`nmu#USh^#t{YN6myLW%)m`yOBn2p9X8-)C*|igRt8Rw<L+I^gdOOd2iPCjA
zXuw1?)3@Cxyc~ASM>0)hopte%`&V=ivjn26aU|9KDGuP5UIVqjy(CQ1A+sUBqg`xC
zG7*Dgk;uhR?F<xT(t)s^kcQjERC*T;I3o22w8fx~7&L2vMsk!fXR~0Shz%?Ip_K(h
z*~ow}bsZgffDOptb@mYTH^W>Xi*3y3sfemB_Sul2+yQoQA%ra6Sar<qHT0j8P~C@r
zXz`*=<J`w%HH376<0$jUX@fkZrVFdR2SoWmo$$&TF5nMzpR?y6f;cqMp4h!Z!5hb3
zKTi>ulO-I;c%p9%dtY8|G)gW<rQd-3c!2|ipbwmcIYM^To^ixm3WdxHX)=gm+6SG;
zy$W}bCO(aeY6RT=De@ct-Ts0d6#j<-I8{Q-wwi@@2aqK1c`#s&M!)SIBQ}xn^qO}Z
zT;3@2rJUA(lLaRxd{xcRU`g<AK|~wXH^|q&Nq#y)ui`fM7>1eK*Yydx%m^sd9@YpQ
z6JbH_oDa~BQcuF#8t@xFH(ZB8n@vQioN0pc&zZ-jqPJYtNv5l|fB*#Wc)k!BV(p4F
zR&^t3tdM#CTB%ypfwEHgL@GuVCZpWr6<3Mjiqao9peGq0sAS_2IFJ=_M2=KEB}K99
z2Z#-%2@IxfS~%~MN78Ua7)rZlg&&RBbT`t3m%r#ppy&osKlZ^anN#S_4p&n~8z;h;
z$>mDstsuV@Su%op7a7VpOVBWY?#BnN#I4-#YhS>Xdo8)wgixI!;FH2eeH-~3bi>Vr
zXsD6S6^k6I>B|t)T00-n;KdXIrCVv`D1UT~wyI+{W302<%u`n0t~ftN7ZQ}GmNXC=
zB6+o9QO@2!-+ct5^;-Lv%=(B9D@w(rs3v<7W;KN`7NrxJ&q>@S=#Byrdb2<w36GPO
zvcogXGxX>Dp`Be6igCak>PK!f^yLLq&<QHQzXi}nHH;gnVbldie?6_fQX{_sx}8sQ
z{WxS^5$sQ&F~QkEN~LhvAOSZD2|IbZnMlx(b<`U%093s~T^}q#g0jWTHp0fsd0@*k
z$hcD|>=4pZ(hEMKh6t)8`y%8vL)3}#phx`@9vmm-AtDu6wX!&Y8EFw@BAN!@VWmGf
z-_3v~AwbE8DTheT&;-?03S;nj;|Sws%^!FySI#^;5r5~NR8YYrza3#T5tC)e>H#Fj
zM2=Ju(CDi~{Dguy(J~`^$`+js<o`A|lp(s7vX0?0VwAt&VkdHIZ3#-)ApH4MAUHh4
z;0}_xXJ4}F)$@?g7AW&;P|Yh1u2vhWp@)#C&o_RBIQHH#t3FiO>web9eiyv=2E;UU
z{eKOYi&Il)0>y7~k&lItPnWL7nZS)K6|hxe3xbfx4ItxmX^XZ+*R>D@=?<c%vqE?!
z+{;DK>aMX`Km`dZ%C^eW3RT4LuvHfZ3Iq@mxhNHR7$U?F$ZPo%&dfQ#GrwlavlFeb
zw|@(oshV^oae`r>8bys+p;ebhz(KRbtIv*KV!N|G{2sWO;EF&=W0W!-+8x5D&z54d
zIfzQ6Ht7{a2^QvQK|j$00WMuR-WCJ-v59dw@sP3?IPspJ2Ov=ilOKT1PNMf0)bBwV
z;Lf#vJSo9P@Rb0gL2<jmDL;2GqdD*+UK@V0=8L`lgOZ8-^;(9XTTwt6==?90vYZ(G
zX{=A#W0mg1pQ>x*QgxBf&v#6@yM7aJPzy^iyhT$IV@>zr%z{20V;B)-uPVy*r}~Z~
zwrR|)ZOb#cCMUxGoCjzAu?ju$PV!cF!~zTcAdj^!{_4Tv%k|Gt<`eXwouSQBZ&*aR
zzI?=Y7I+$tt}YPCHi~7}V173o{+m)AT}(=Ze~>T-7v%Bo3U&@*)z`(mG&ox(R9Od~
zP=i@4hgQOnGY_?(f#smE9JIEwnP*zxD!dGAt{fCbki>ZZjz_n1lwjy!MrD=1zEg5k
z$L?ciXUoeMwuP70kk+elJ7Aa&O;Yl8`}i`=5LjhHJH#B#0##(CsVP{{=;Hb^4l^1-
z^bFOGHNO=Gtk~*jbr|j2bRTs&fyGw4QoK=x+8uK0-rA8ZwHLuRR^Cv^dRD?+O0?I)
zRtw|kf;mY`N-BIB<IM_NqkeJRx4*Wu0hRt8bmXtXUxecy1tA7+mI|U*_L<&WWV5=p
zWDicGcd4t64}!<Yb#i{dV6K+D?xDftNbWv)Z(|qgE`@^Mp92po`gFInH)QU%m2l3l
zEaG4*##-{R&4Z>p&}|IVAA(_-%#e!EQh$>CZH~MPjJqd6U{W4WGeW&w8hg{$Yg3Dt
z)lLa<UMPD*j+%M?bLgc8SlkbD_m@+QZybR0Do1Me5oF;UBik)4i$CCrR;GZc;5=Hx
zKGWkI<b1Gw&v25r?8t`IsfFP?W!Xp=m_eEc7;763-<VcszFWudN-z*NQ-Cvi^9F7e
z^<>Q{YePE79^y2E8oS0zLA(&s<9@L0a-a>JsM^Rx5ACr^REq1cuyv*U3g8K1e>xk*
z*}11=nR>Nl3eKCs|MbA?{y5bpnchw^f~WC7K9b?$nzjiRWabg4k7Amtdk}e}sN<rP
zqbU!Mc{GBa$>HrSPM~<Hz-_x*L4*~wQ!|=i#Pyi3on6pbp8q~Kff3o)d+q!>{nv8o
z$ypxZnBwhuSdntocrzAgI;~AjK8O?IKm3@99lx<moxS}h7na|koiHh6`cVh2uLn`}
z(49$LchdKoMJh2S?f<?8Zj4moT^hAQj#=tJY&<7GI{_Z{Oh7*y$^25gh*IYV!0Cy1
zWU-kyhw`KIjEzpTy9NApEWXjJ>+y5Ur8Da=p6spZ$}he}wT+KqTQ2R22zd4R5pT<t
z$%>?}n0Y%cQ%HPw&+WOG0g3omA!Z04KJnhU-g*UHDY6&=cPnhjkxpMgbRy~HNe~^(
zFI8fk4Cvc|rQu?!Dq<e}ZUI@FVwD`W5<Mc^gXJ@p{`x4L0h6C%nPw^D3h2?$8M#X0
z^UZu!5<EGE>ZYi3kxW;@ELwqS(IQ1SDEHHweg_Algw+Zbcj~pIxu?{%L<Jb8=;Cz#
z>*R6A4{L1rqjXv3w{1Zer#IYN*q_M{m?p#>&PY!mmp}&dFKLGLp{d@pNj8Cr5j?yP
z<2F@lXuBkO=J7d9W*LDEm14pndDD)yOjCk2O8S{bdUN@Nq-2KTrow1F*i_AL){2ag
zOLS#}9>m$$2yhJ>1&t42S|*Go&;^l`+ByNY&O=^i(B>SfBd4woR=*<{i*Q0^R$pVg
zssoHRKlL<^uHkoj1!&uz3w!$q$zvCo5Ad#mXCz+1b{trke1Fv2W$Uu3(y0IC;ui+w
zpAj`W>FSJlrO}Gt%EBG!#!sZZ|6ZmYR9m}QYE{x1d?M`zq!*TX7V5iNk#P|v{Om|5
zG|!2Uu0JE_1uT~yrRp7+rB)R7^&)v{X`6AaoisR+o1&dBhinLIe~{QMc~KG{%K7qf
z;T%I(@|EL0^>FE0I8xvUxkVukVq15**YONo;E?Z<d3w*Dz5}E7dN@ta#0ep?EbThw
zZf))ElLXPZ2_OAS$oM}{O9KQH000080OxDhTCm?Jn1n$90AfM_00{s905C6OFEKAL
zFEC76c{G%7^nb^TS4{J&B*iS1%2%o(A<HaUl`L6`ltHppRCdP9con5Il}Z~UDqC5i
z>}E<?vqV`6Q`xePeHb(I>-Wd+oZo-XInO!Iz4!Cn&%O6^o<|0C2L%8M0077W?&biX
z_HU)40RTdE0MIJhCFcC^#!pY6+k&#v%*O8?rscGHQmwb;$Nis&3L}>)+Kc4BRcQ8J
zT6yNj=@6S4-0YA{q~O|*&+K<~^{?Ll&J`?lHT+;KUbjSj0zL!Pz)9KlXL0HBH#stj
zuVvVGY*faxQ&ecOUY7U%n%LT}NTGjE32H7c%PPx$(zoCVoCVv4i~@b~9q1NJ`k|te
zypNtcuOy~vho00y-QGjrGpxGB2#&jPXQicQKh{o_w(`IWT=FC1=FGB=Mz4`QVL`cz
zerMh~tT8ak>T}Q52~Y?v9L}iJBSsJD#eaK#4OYrim|sgpKaow0XWv+*aD}^rv`fjx
zMfn=fKa{r`Ct@1aI4lhLPv^Rda~FS}?yZnyW;gpeZt<8R8YDy$S2Sw2=SyY-BzGQ%
z4;s2UIGos>lCO7s?$k|An#-VGy{D?u2dfob+><(o99(d%8<|`G3()vMhEIJNYX4H-
zm{sqzzLmK)u!~#R`S8<7gYCV)Dr@~VbuzU21Oc+;pCWy)3RW)nxR#YX3bJc{^rX+S
z!clLBFJ*YOAyGX^;b4oqEkr2R*{8{r|KPlqy5cqzqiKHf^K8QHcx5>YVaPGhXHCuH
z=f2oWMjqbZi2k5Y%kI@)+37BOYEKYT#(HEwyKkLe^0pP6RaouK1jbtS=DmWw4zGGI
zoEd0T_^i4)>441$nt#?Z{+Pk*<8X~$TFf#$gkAH!!T0#!Lc~l*<Ik~d-+Twvqv6M)
zHG<T;b;?~_pw{xN;&Z~iFZ=c`&n76a(N$GFqMxTH795JSqZ2>fO`hGU>{w^d{bXqn
z?__yyF{b8aP2JFiZ|wuiXHw`6tH!jA>ups>*Kb<;uuk^$$<3*&&l%h?d%9dRG7=JE
zw@@k~&&as#FxI~EXja2>#g5XPT-8%!#f_e-@p}^Po{`lxXqJoL7NpaA<(FOMC*}CR
zEfv!f1*AFYo>S)?vYp4aN2|u)HKzZyz#g)-zkf${$9~KfqpzpNHa0QDw^#U$(34NS
zohxZ57kx9!jY><?xPQPV95l-Du?;_d2qb9$>oYgEhIyglgH|-{CH}J&HBT}OdgQQo
zF8s?k$J60E?-?s^WhE;AEehquu3EMANvw=p-NuFRq{-yOussVU<yBc(l?M*Z-49CN
zCWj1VxNEk3IeZtotf(d<_gPC3dEO1K=IavnZIqQt85du5uIJ*~BXJ5h=b3_`!VU;W
zqbxB0yptytnFv;lqXaF89$#sJUo{;u!(}uNYpB>E+&s+TIsZHA3dBg56Hb}s9oj?#
z;zrsbFcTT)&G)jlL!oI9uLOr4M3Q68YAYrX0rF;oH!<>@$#Xw6q=BCQ5W&XHbLUaJ
z#!$UQG#kMZMNHz4z_K^sYhS`hwNUT^>b75J;v$+kckJf}I!(lB#t9DL0>((d`CtgR
zh$Lqh;DN408O|3(PKI=Of^X=Qzug!#%cYu5NtgIM?hKd_N&H>_+mqDFVZa9OGDB^J
z^}iyeAHimIiJ}FWz$n*HYs4w<V<@Om29Ta%@Y+`qlaHKxB(KKjOK6`@&T|E6DEZ1k
zs-bHXcV?wp<j3)SD*?|16q_M%nCD(8giJLiP|5=Cqz?M6wwGUyT4V|4D-^Z+FDz{c
z<7du{*+53!r;lq(ImW~L8p;0WjJ<<lML#C$8|bD_&eI?QdUCY956~;9*G&nJW>Fvd
zy*L|Y<JS#Y>Fnz7MslUxViWHm@rhyZ$O{?y&r6^yowyAnqPoJvMz^B`he$L(7*`GL
zorfx(h*)nr@JKpd5E}uA4C@ezl%@h!PH-Pa2>z4^B4#*~ark=NvP~@fF0v3x8JV#X
zV<ukc{o#?+`}PuoFRn_(X^`l0YH)oxXI8qk=MXHjLM`%X_u9*i&;kkW97Kc^X}n`|
zdv?1_K_$H<XC8dD2+lM6miU)wHrubE<)I2l+5>LHx5W2@p}#?=C1Bn1_AN<sAi|?v
zxVjVl{Y`iuFs!bn?Kp-a+7jwP=>lN0LXlZxGEA5BU<Jx=1Vbi#*b89Z2n6C`pflvI
ziSU3lBIq8C*>*PtE!_2$mFy^8%+Q6*=R)~E2C1tIwBu!A96fn%J$Hs$425eFiT#i9
z3*0qT11NzE81;7BIAk_~NZLR{h}bEfK*Z%R^Akj0;JwVnqlFNv2>Q?pA)QEhchv4V
zUIX7tob4iwq|NYiLEbss7%ub`s{u(~#@~b_h0@opKwf>KneYdffeqx!MD!?@VT3RL
z?1tPQxA4JBCxk$fF=w4J4HEFP#VC%R@=c%U|N4vXLZ9KAmUs%2-0A1Kz(Yac-bixi
zZW84(i7N#tbk05;Z5efZk?PhD2V07ncDOiiM5vuXJsrihW%1Cd&p@DCn)e7|@}IJ%
zFw4fUv5z8UsGWDBmH{w-YB74~%|EHGD+50a|BO8Mjh8zu_Z-%H120dYfFM7)c%7}E
zzypUQ*1_|<X;w%XJe#iG`HaMEJur>nKK;8ir4b}zp0ZQKFG5)O?8o1r2oV)O08%@k
zol&$=#NL>sMQ7h5Dg4FpKSdEf%FFweLl<Uwui8T}%q5DA;U{R2Ox*!5OQjyY{eqJ4
zya|ltnl$&((xxxkCc?TC#go>pgJE3qS1XV{&AS%pX&u4d$Y4jXn<YV!qde;{KC}#U
zzGs$qLREjboP;5iYXM;qM=8RMl|pkP(B(2H&qj?x$t4eGYO|<qODI7TvX?>Uzk;J*
z?jB~CMKNEQvAaR9dEgo-k1fBCCnn5)Vr+@vj`3Y}fb<GPT8bxx0?TyHV~FRETmC5V
zp8<&DJo3_l!j_&`%jYeKSD<ky&3<9c8h_k=UDm}hUVlGm*#<uQG<i2uKnMZK-{RO}
z5U(x<8bA#`()$;;0EA=&!txzUoVf|Q@&Z(r0zbHb?-xQn9bu`!40Vec*S?PqP;k|z
zdEZux0N;hy9x%!)ivNxOx*lO2|JIA*uLCek<lorHH_`?tKfnS`flx!d6ByYKSPm3<
z^8?~)^Fh&(|77b6S^oQtk$0`aY;IHZM6B1a>J;j;+8t<j53kR{%xIQ(U;vbogchbP
zMP`CbxbV4qi60l(#D*@y+Ea3ft`#|MkTwXl7?Jt6KH|{0W-$6B?d=u@LF9=083rE~
zpvF!TLvKxiNXM9v`hgLU^)){Nn3aOZ<RHp!LJ}VXh_C?BSy+lpzLw!WHWCwr?NtB%
zN!P;xN6(($p8#7xq`#alZ>A<MIk#be88imDj!{2FN2M<kEMTi}f`CU8@VwxDjF9;s
zWt>pD_WKdXdgSy7Qt%D#7l9G;R96Q3hlKjUf+Tz$2^{W&V%|e8tJPX!!ht2iA?Y8)
ze}?0Q))hXth6s~XH8bN}y74?!`(qV?|AUE6`UqN_9y0}iClL1*+4VA1bzM@CiIGqk
z*3sqfEqqS3s3moAn~>?|%JmCjd`}uN;1;xyHxSQcxyGme1<wSx(}w?pH?5p@uu?*f
z^v%(7@igueGlk76Bq0l;(4m|*Z1pZUx)7c%UP2<Xm@L|o?*uqg4^>SQI@YnRr@#&g
zXB)2y8Uy{$Kr2t82q8mxAL?H~Ko3xC%)fP#zt(H`ytj#w!VFNmB;<-HM%F~&h?&sK
zaRhn*{S06`VR7YAdtuX8VoI(V5yzP3q9X<KP{c4890U`VsZHINTlOvkY73vv;fKv?
zH~DNJc+9bUzrc<Hs5~sM7&eW9KdY`&$bpyJY$IBlb^FOc;af`EC5YO@-`vX<-jQXW
z3p|n*(Akbvb`U-l^9aLODTVV4%*8L$q!-kS-5mO6c;4`)8IV!{T^hng2Ga7zRlA_|
z6OdnPD<IDiyq}9j@j;rqDxOv<q{37@|Mfgo0KS{#;brAH=w;f(PmuB5BNj!edC_Fr
zPMwdjYFU5FQ6JVi3de|($1a8jw?hVa;7&L*Cc>t#8fyLyg^<*;a|1p>ENdpJ8VAtE
zkz3Q?EpX!mRSUmd3o%b@pWlWbi<SGVAV5vq;`Pxs-@!f8Ou={%{Gk?#FZv^faFIbK
z5D^Hl#`2TXcN?c&35;$kyrqms^Ssn_W-0Z!&~X%THzCsc$X~ny961f_l;uPF=(N%3
zi>gGRfw}|{@8M&9VY;h1DQ|61yw{-C9JJ^gdsWC0F&1%+W?@x=&cH8as&W0`97gNC
z*zQ@1d872y?Y+0&wu|tA5}hB18K|Hz!1+k=N)jdhG3JUwsM7QcVR^5sd3Cx=LBJ;V
z)uEP;kJWTmWbmfqvE^z<zoJT#_Z1NLpG_ZscTRrUmEW%No9wgQ?lVyJPrj^c3Oum>
zEcHjA!+9<EtP|UG)ib|Z#gY}vZz?C>Oui4#KG+px6JKz>EP%74e(Rg(*RccFFaLJX
zU-RVpt?0vKKSJJ<kE2=Pm6fl;>0?_jmKrP0SpM8|sb%%r_N@k>mHj~%n+E09Ox^4c
zxsKM1$tZC|se8yLtH)mx2dhuF?YX3KFigvOEck7s(xK<h5fO(Hu}@bJzCD6AE>HH*
z%O0K^GhTTl<FpZ5&IwMw@#X41%Eymau0?;c(tUE(RDm%%u{18N>I;77kMHJuKd`>=
z*u$Fz*W>kW*u_~s+`m@$ewzJZb|CR(QbZ8^t4iuDm1L)?zPNchk$T8!(fh%A6UBRj
z)$)I;L48FTPXG1Lwv{7AQ469s9X&rP&rFK`IeB&Su@i}G&qpmSs-B4lx&kY-(oApv
zzQN+|)Mtj?vfY{E&^K{Pn&m3~=13naRf@fm_%+5r>4}jy@_3g<#%cSnF)vNO7KTnA
zuyCu)NY3%LEa9jFiRE*rhOcIq{+pd0UY|}x$r-!H>b45mTd!VPt+`fR&UU>gN?$Sd
z5O4*07WMwk<ihuCQHAr|yo23hq|O@SdUt4#kCjW}iBIQ#<BV0%1%%=+=B5tt_Kfh{
zk=MROQ4ZTvw6eW*-cIw3SdTr;FU0F*_^j6a2cUek-6c6)dETXKmpASYs%jB2Qo6IG
zz6U%$HR+`_wiukYd1B=8^sv3^<YvXor)K!SLYqZ_LG+3<^r9$2gC2HE`*U;wN7pJj
zj=A0hYDso8y!ES69Kx8quu^SJy@w_9fSdZ}`~M}$t+=|SGa&UBvjzoY$V|nvF`u5c
z>Jkfp%_#Smd0Ev|1-bQZuePUsq`hsKswIS~6|8vtw|>}u*qi+eRh?w%!ooD%9M(24
ztg|uxnqIuIJVWbQY(jS9M4vPy*Iz8n9q&=QUQC1w^o-RyKgW4GuS<||x^J)lwc3S~
zHqGh=<H8<<T?#EFnBIcD%L4l2^DyRm#`(L6dY4oT@}0Z_KPLc#Z2I>V+>g0m-<MhU
zN!~k%rDx{$)YlJzw{))`2QMh#+O;=iM;rV*;MVP1tJcS`hj**c2nw2UI;#~B?{60K
zYnTcf^(YFmtW~lS=`NQBu<enFeK+{uZ+#+g02|sIc+J2s1d_SGG&#*(*MVKmW)*|{
zkJ6}$y_Z|SLsxW^!hnJ{P^Usja5+dZH9P!V3@C3<Q+Q%X9^L_y6qdg&a2;jjSv?TF
zm&D0}Uux2b1l3v8*~3KT>T!@;2R|qc3?72eEs|Ya&LeD;>u0$5A;U(D>ukdlXL$!<
z8AFoLokmF;KIsJnh6E{x=o^o4Pv5EldDQ~GNs!GM!jN(Zg?TDZLGC9Dw(DWJW|*iE
zN0|)2kh~L`0>mCW{5Ru+e|e#YMJ@967~C{1`l4um_y?F7F$VHyz>ndRxY;c*6U{^k
zA|hHcCXp&wy9e}_M-RurGLRW%OoH&5t9o5-Up1(Kq9V)iCmDGsE?MI<%xJVMTEJsm
zQa|c)KvQJP1wQnHOtOjKR^u#ZKQP0T`-OzvPtS6Jj5o;dndnty#cs@d#F*aqEl6-j
z-1j#~;4giqKS9ZR7jC1bjB96+<z>_QsFnSu3XLr6FskJt6#W?!3Aa-@pTS6BTj4;A
zsnK<qGnW-0Ua#zOJ4*T25TXU&{DPMqCMh`L6{KcbZ|E&&H{mG~R$dR1+z9Hz#uLcP
z5u_ekPJ`>W>`>EpndZKeLsoCUrh=Z3=fMed+V)WKiBSZ2Pw7-r$X`aS{|1LA^FOp}
zMzs8jB<S8**Z*<}&3ucI>@!cz4VjbPYefaJ@b|I8draN1XTHi}jKYm|>=2^9hH$(N
zlvy-U4qVy4e}ceWAxt#k{*lhK6&W={BEAjuR?^Y7CKDlR)nZUzOb7-d%rv(f01GV~
zv<~38MFljQG?b8^k4FcJ82oG*(6z1&D*F#a{xUe#Iis*M4zR-WPtdpni-ZIbca--!
zk|RLL-~IvpcGcUp>_YOUh6nt?-+T$<`1QP~7M~gS$|byjdsbciWFA7ZcxO*TbAMB6
zw~jFF___P-KJcp|Aaj`ug7^$DZC)A*sS6f*Ow?Q;AQGa8J9gv7e&dZMI7+g<;L}_G
zg#(R-Ey!iaym76Ni*0{St;7^}CMI7GWiLtt6j!68UqQ>1d<Z(f{A!$<+qrigI_l0m
zNF9Z4c(I`!A{S=Uos}w)%7^h>O<1_TAIW_N9w=F2;pdn5m?*&~A?;tXF?auWne)RO
zikxO0`y}EhFVjpx<n|ZDrXBvNgud8xSMdpC|AKYa&l9^&SeRo7;4Dx!W_f~#J*^*F
z*DHjW3|sqg4eJ}h5a{y|i>nRG%PYk$Mddp{)e}|L2lR0YGCRpYoTV4wEe*2>;WpQU
zSRWF9G!$Bz1txE31~YyZyj=qe2{5pKk|H5zoX58;gZ^QZ!f|RpfF3bZv-OZgN7tDt
zKi~U_M(lKxP^PKOhOKHE!)Bd9u<ZRvW$Vu{!IwBptgw*NFzFNVCO;^x>46wsAL=4)
zN=f{q_@8Ul#-ZpzR`LvG6l-4$Mns@sA?MBCaER&i1#}-^5n;8BxaBxSwYw&S4J3gS
zSQQFI=z=_LSOqQQwqVg);3kmc{gbupjH}ULKfs+PG#5g_+b{x~X<7&yAYmLK!~12`
zTxsu_@Lz<uLEA-YI|#;V)7THCD7VEQV84jKm%td0KC&8G$bV(Z{Ud|Oe1(CHaO5Jd
zFO2eM9hw=Lr}_~uI3fw-M#_@7-$guhB6w(-NeJV2(o^}9P)akRBVv~M{~JF~fS^fh
z8Ay>bWD~=b)ehl+vlxvlFy@&VUtO&ktMU;CSU_d#Op+R;ByMm(dNFbcx{qN-?xLcK
zsQBAQP?a43U!yzwV?thT?hIC#b1zMYW-~X(e*vMt;@IO+EAYT6`~qj&XdiBN23Cn(
zSR`=Cd0|VuZC~J}aCpf)3Q(Tr9(|`lRL)rhQePXw6UqOSB`Uc47%p!;a`XzG1|eft
z*J<XLS=6oE@RRGueOL4B^ATG*|A!Eae9daZ|8xT}lCwCCU#3Jg5q#?hNGP1pTBec|
z(oKisX)yB$*n4?`W^)<henUB$s2O1t{(PraGdH&E>H)c7P@o(LyoVm@OaPs0P0m1o
zP^GgMDqrj-X}Obt;}XDPi79-#1Qf3)4re+qQhTAOH(W07?7zOCfse#12jXS-lQL@2
zcm-`dI-cBO&n2WSGcO8I7aKv^jEpHC)N|iXR8UkW^GS46H)2NRpArJiSFtmI>lLF#
zd3yot(ImH~D(oNj%hI&hxCeI13MF9zFzeKf3C?XZLD~`qtv$o6N@5Z9CJF0?J20A(
zDr=MCnR62I!X!t&yV839P4<nC7$COWP^hK)6z0sZR92$VW!X=mn+@<`P~N-@awc(+
zMb@qWuSL{2@7p#tVHcD#gR-2WN^xT=KSs7hG)Paul=G*yD%ar7;tCaI9tK1O(9-aM
zR`||E-VzAMFQRfG)D%b(0og9(V7$uc_sfs)fHO|mGRfoUpqY~s1Yj>5JqSfZsP^VK
zy8uYm>wN$|FDyW5v@sZ<zybdyK-|ggy6IKNZWV02%4Nbi@JyfR1Bq6TBN|q~vieid
zjSMR(AjFTY+Au=>QZ&KJeHJuN(Oq9#0>p>k9F4@!Djq}w2!H!B_1hQ<GY%z-S+P{S
zY!7tcDMWftB($&+!(T&M@ECozE<G{2=CN--c;<KI@=I7tzUmpIAHnZ19j2=)w?~Zg
zFstSPqm{)sOaK5Q;L__sw}GlBA<9N7!jF?&Ty+%R4l;H7Pw=mx=yLi}{u=Z5^eZjb
z3?WAim9>ocA<DNtIN-EO7*3?TZ%~7u7$hilK^4AFh*~$yXbeJ<snMs&Zm5#W_1`na
z2@wEGlPD_6zZ3F<gXJxltO*{hm<UgNdkO!X1SBEKyl)V-`U)&_MHVb8T1yh_foH`a
zU&23BU?NWm$7}x6OGGk|2vyyM=uSAny-8-S{Fx@RlFg%7^z9s&S%Pf;>1zL-C#`2;
z*(QQ!t~D4$i&bYf#$ks~r9-Wy$gh(q#;$%-LB5$VQW_F!*AE%tW!GI@;w20r4M<NX
z=q=iQ6o3BQ?5_oA>MQiN5(*3xP`}LZtIUS8NX${h_01B&w&C$lI)AJa<|<#n%Z>ry
z2j3`wZ2qtB-PXz}ymV$#$Fw$*IUhzVKZnyOB`MqFLmzHV$@9{dIEUVVxNA=MvDGB*
zJ^{d25Ilh>oqdjdJn3TdMeLZ2StuuJO(=h;0y%Z8s0ajnAn9zlaww=+NWcptKN$*Q
zMEr*swHPu#*N7+N(6p*pccH$)sz^8zGlx8$fR>jLX%wC9a#b_3#YW73g3}BnvG>8x
zhw2tcgn1N3#G(BL6U+pwiJe6<$W!~3??1t-Wss5=P`VU#jd0;Min1S8<YSoeRMZ&H
z6{|5p7pz&}F!W*OL4($uhh9gxgVO+iAq1Qtu;oVPu4@Qh7K0|=OVZqkEp3;s;g<Wb
z#8qg0H!jrj6P|shD4Pn)zPu&(Qc8<kAg}`l5QZ3`kF#)eezy2d#3<6P2yPAMvfw}#
zd@&Zz>x2Sv=bPHN{68XsRRgk!JeAP$BwYRp0n#hvCXkBL=D(C9S<M!sr$O2j;yz6f
z4p_g&gfDZ)S+BlTStmoK|G`UAghYXXCjLSg#Ppy9K%tz7u$EYr7VA2Mv>i5``~v>?
zx%=@wT_gS|UrF-hzi{@U38W5T@21!^j-%eofcQ6lI7`D=*kA~;HVMXNOp^2LY~>|m
zyzw8Ja^TZ-KP9aGZ!FbU#2k)>klGQcTrH(h+{1gpRddL*WOOjtlcci-&AfmX0V$CT
zZS>%kNa~TT|L^TDJqs{y>)dX~9j+bJvVS<@7m~U2+l!^{)3R4bzBZ<<S}eYPaa#7e
z$*^KPCUECF>%E~5-ad9_{ax&e^jRg>=<zs4;lb7>xm$?MI2kh6mA(J@+tqg~Iv%{U
zQ;e0#ktvWdZaMkR&4;E>R4c<dL5d#RkUvZ>@71K$mG{x--c~<ow)>vA_JxIx&mQCJ
zdmg3OYkEJY?v04+3hO!DaHwYQ-yhOaX@%tWq)BB$uB)^rA=je=Ka(SI8y)^olqO2=
zu(Ku=CHz@1r@PwvM`tDPU2!XBa%<?C@)hqQcLwe`ck97})yi*ezkAyapZq+Pt$SkD
zJsEsw`<Uoa>3PA)qu29&&MVay>KR)6O!Tj~<8A)4cQtBZkvHPINwiR-#>SrBc02jw
zH*4!2aqmL>B)w*$L!8?;nloghdgH{(PoqnvZyNTOH6J4DjuNWaDt-xWmYy{@!j13#
z(YyVIK20BC&f-cAMilHzH>6hO2XS__pFH?&!-d$^ih*t)+Lq(Wmw&2f=;UJlWbV(;
zFF#(k+V{Eb`ImjMA*b>0rVg5q4!;wbFP4f(g|DnGE=2TQX%b>Ze;75B3@O&+bCfhZ
z?(YtGENx{(s!q%wo!lw;0&2+s#$`*%?d!6q-@SEiYxYV}ITxXbok=~I|0U;)N2QI$
zPUva)$j-o5Ws?0(H<Hnut8YDDv%hk!wqfNo#X*(TRs(eh^E1OUO~WlN2C68_on>AL
z*_3U!UGduQ#WUvAcel}pz4mntGiHYO4l$n2RC$C%;-#M?47z5=an|+dq&d;Kdc}>~
zJS*O;8ZR((K@oknY#dmEcVIgAmqmSCd8eL#<T9=n9VYwZ_Y0YQt<FZLZ)bJ;bh^wR
z9Siz=($Dh23Ezd)ZLH_sc8)5id=1~eTeeTGw^QfYv!2zrT5nN|b5|dStrMSjS`EZX
z61SzC&mVM-kM6kIGba*x;q(98-2K_8j2v9mA)Ts7$oE)gOiHWz@Eha;pVryWnTAY1
zDM_>QWN^$z4~?#BgyHo4f7z!RV-I6v3l8TU6kTZaa=v;0+Ofps+P(L6zb74XaCoDu
z)M+?>wDIc1*0?_%z<4y8AhUPHWfg&Z(jJP(9lt{T^Q#)$d}zD<8gIXs_Z{h0&q#Mz
zaiH~G&dZcIy6>T~7>#kXlZwh@>;=u5)fV0aa-SRgV&A1g@httTYVBlhI3q<^S=Gmo
zMofws4^CKM<Wwd@PucFXTw`|E&eO|`B5(9&<WA~vrA_52m3-G%x6^hUaT~k*)BH}%
zuA+OWpZSUdCtou6IjB2+e3rWV?7C9Wz_RhukAMq_rlAHp;KP{P(Cr7t0r-s6k?T*_
z`QCDrA6k+hIf~vAw64~!tKhNa>g|d*qBC{AQ`Wyt(XTFlvtSdyC&g`^yeGncKr|`D
z|EXadh)$kcn7pfT&TO>js@`g6i-i7b+0a(SHyN9|---^0e6Jhzb=sGn`K&J?;r>$N
z(tnPp-uX6y^RZE>_59=S-7Lm#o!)f+&)|~!6EIk1ywUEJ+mjL*BeY9WvBwMWKI*B{
zmq=E7fF0v{=5*#Ur`=~&)NkCXPDt*)Z?oE@JI$<@QUt^HqV!aadh@RL8_#V|yfEE2
z^+&{*G+94Ss;Rjhbh-G<zlzY(MLthb@=U7`qkk1c!)e!Xt!qx&?|J*45++;b@y~&}
zjmPZ=cuJn2i?PjvxIfUEV@Z22>J|TkrNrYC0<G~Y+|@4cEq5N)v{cDIF}pPnF4WEr
zUtgezmeUto8DwsLZ8>;&;^P`WbgiXQhrik0#IWxVygIB(o6Srl5%|7^DoIH7;-`wg
zP9KxEF>=zPLSK$1>>M1ram2YKwsb)M{EjoEeJGC{wF9lch1fj*XpGBl{gsyTE!Xz!
zUim|5?dP4^d96EB!N#W`&R>uD=R!@r#<M~_@o_`3!OweiZSit?&b<9&!E%)L{bOXf
z(f{S*Up=vv)Mh?Mbf!wJs&C<6otP4D!+un#C!WfwsHW^u*qc1pez)c1nZ9UW_gn2@
ziUmh6>*U^Vw1CeSZcduyn3jUXj~Uu2M;sEuj>o#~M>##emTfkOEv5y>*?;s5tEfJh
zr@k{2VYmHu*z~QSp!|$`)=Rf+wli0o`S#auw$YAwwE03UtbffGy75(gXZDUen_gRa
z(=aY+$DG3mN4*ta?|!sru<oD(`*I*kP-pNc%H95($$idakA+lypS5pZt$zDT?^R5~
zW@DFA3u01b)TIXPjR#QMdherOIJpNOfB3BWT7V7r&d<25uW`fn@{4ZYXZ@UP&u1;K
z2LIb<q{RVGTvbUt(Vkf3DQ?;H8c2F^`D!9~##Z-cdeeu!tP08*f<pzm#PhW6>351<
z3Xb<3Dhgiss=v^FyC3c^9l7JQDf>R}0CR>izUBM$3yk?@_C59p@wYIw(}m1BCJsuN
zuX`8pJWJ71MPnS}am~`Xq~%5MmcZF5gMINGXK!?FZ95x$=Fwn5UBXUJZ2tShZ~j=#
zhnk4bJ%-|*(Qiuee;CsE$vwZQwPBow?=_Y$8&p?haY-*^Hk+xK<@q~w#jKluI@b>w
zx4jwl*l6fz(v2-jQ*YJL^<3$R-;j8s;K8H^{!DPvg%8V56N_SW?l`w9={Bfd$I`x2
z2AFo=F=?ZFT$CRNDtX1V$LxK3SM8u`*kECyXHS49uwCIG6MXCX>egiw%-`_;CEKsw
z&fF{45(e(|Og{q}k9)5Y*>B*7a}KG0o;Z8YapTj~;o&RR%9&B_9z_j_N;hPrj-ia_
zXYD0%2YAnX_V%m#-kNk>mI|qR6pJ4?h+b81Xv8?5eOn%>(zSX04Z@alX50n%^_tv>
zp@Firdpwq2ZL=LZ4b4GYsc4**H@xC}BwVMtzu1=B`gL7a9Ni<O2{C-D7hqes_oA7e
zoT>VS1Cv`%raen_9g@=nj(r^5@J2hOR`(G>-)A7)mR-17uHk#=niuF=<%EWvsT-eK
zsXD#Rcs~2_3U=O}mK^E(Woo{)6cdqr^s-U@yhZNFWS3Ojmn-#Hb4w=Nv1W5g>t{E|
za?WGXhhB#n@3P7)k!9$A*`uS=jw>p%Uj2FfF{#^ac3+CKYRRYU7{|j7{{|PFslr}^
z^9@-eNt1Wng5yufq_22;NEN6#8PUI?jWx=0;TW(!Z#<fg>0H^Otzgb}>VLw?vh&`c
zwo<3&HS@L1l`j4BI=fTGHr(5i@b1>?7l+C|HJnW_sKbuKJHCz>uXyeGTs)hT{;=ha
z#*v{A_<Z^Gukd7Wds|PgR77899L<PnkMLbc-RC41e0odz_2AWsCdRAdoocR+C4_66
zls2OlgX~oVS*h|}*q$5Oir4gP#!Iix1cf_3c(|>vbIV?p9fvc`&wV^{xGN9e`*-&O
z<?GkGPti@+w*30T+vlTEb<&D?-pOt3ok@V(Jg|F%TGO_c?xX46nV9y2V5$#o1$*a@
znDv_+Hg5ja#wu`@aetX|YkG^Lc}ULTG4yHkqgok`<_E@FkDV*NHZA*oR^6Wz&P?BF
za^&{=gzy4t*QuAThk^{}DiZp3eO@44n|iP1{cE}6dF3KSWYlZ*?$0W*sQm#u`G8|;
zoXlNEtAu{zTzT#6x%SzzvioEEvS*^Z@D~8*tCorNe4_fyZojMgSGSe`jf$PQc2_M`
zG=Hh{nsQ!!2fKdXF9jbSJ?vSVHCAw%fhrZV5@^Y_KFotC*xc$`xyKgZo!jOlEobNO
z0=M7>!x?yol2=SZ#+AXZri!+4F#`1&RW3n6pRJ$tsxGGnTEji$rb|?iWl5#@fT%#i
z-{Z5cyWGZg`#$D2l*K1k1Tt-7G`6~Qpx^=qE)~O`pMSo%J8boP5NK*M7KY@@Tz1^8
zpth{_8tKWixVhNC|Hf<lEd!p0-hwNEE(dE8Fa0&>UM45of|2<<d}<<)cv7P}dH4Y5
zpxt?{BgDjeQqhyBT#V@ucoJVb&AVgPd2tGi>O&YTRsqDB0T%t4_{2IUiskf@OnDk+
zjVgfwM<#Wd3kTwCmVkqn;1}6QTHy+GaN`o!aHI{6A;pbC1O4#%w`U9iXEy!tPzUd2
z=P7fp$(=KHe<lEKQqoAEEfn@<{d3IYl5>rlg9!W}W<V3a32Tc9xWd8<iCY7(v$bn(
zX!l}_+jc<HQNKfFT021CIW?ev-Of;Zh<<ZBckud7d-g1_3*T}oFPzYVq1m9{z#0@e
z#JCRDXfaePU*f36!0tjyC$g3prF`}YNqL@201%l8T=^hwSf9zddsz)_gV&$NJ!L2x
z`YEFM&tdys(4~SF5Y@f)kbJCv@Ym~uPahR`pf2?m?)JmRIsH?c>$iGiXYZd!sinBW
z%%Aeh%C=Gp<?>@Q;QKe;Xf0Xa|8vY6kU0`P`ky$ZGt&Hhre-HZKH)xuVw=5ke66(J
z#sXhF3|8F$-%cV7BO-8i8c5Wl5xYR&2zDL36e(sI7-G<GzC-$H_}V|nzHR}WBL=^f
z!3m}T{b^$6xiQwwVQ>LXmOyWE!IdO{el8o6bzg!ERR8z#QLt}x*wz>38K5q^v4(*)
zp%-MX*|W=7Xi<p~RvyW@z)G=&fU8Z`agxVjK;evC;3m9m>*6eb(iBNODz=DFZi32P
zI^jJ^4CeVC@Z;NLE23JGS<(`0gJ%-q#$giY-7(<gUnup`47B6QW;NxC7j!||06xI1
z0=&A!<>0yXVvx&!Q9{Q8$dQcLtbN$0{}o|=@29_8%)t~pzYpJS7{U=_Lz8=XgENk9
z!5x&L&sFlFoBwmW;Hd~?W0F=4Gs2m%rccR-?CL>2<HjF~*V--K`O&I7GQjkRyw!M)
z9y~469tk+6uTWEFgNWEH@3RPa-pOHoN1_^`^?9U>C>kNIv2RZGIi4nXFvTM<2n}Q{
zBN0ksaGWUM=aK|Xf8ky-rS==|PCNBxJ1ef8Wi&cM;lwdC&D?JIynL32aV+5y_gr^+
zY4wCym(z%qXC5o*VI?6L<Ih%{ONz0q`r~pqqZ2Zrk5qT}f+b%Oxx~_-S)Ocr2lU)%
zt`-2#No+&Ib06$6I@OOTbnG5>ou>}Ls^1xTRp9N^?^3=)vnA2{sF1mcTa6yP3kMg$
zOMTF~J2XmGB;iAU`jy8<ZX^5cnv$|RSbHmy_IY+&%>2}Uhdj<vqKq!i@rP2p;7Tjg
zdtr8Pn1AvJKgLgTX%}zdaC-o<|Dj27W(2SX&+Y+5=A<N@P=tT!1*{s$&dQ~5k`_SX
z0!{ctLffgKW@AGqzD3Jl35AzWlDU1zuTjYG=OU|3+p-OQ_drVx@L0Q@NhgGTReAXm
z6YcSY{4%T#(gpGOs~Viio$J$^e~kc(QR1Jba?TLBAsa0EM&0wO#U49ccRp3xY)xd9
z{N^qAY;F2vEO@l)Ov^V`y$g*`G4#9+>9^zLyPrdw{mL;9y2!eC03AuYc|*(%JyU#Q
zk)Vjz6wwX{dB=9jN>{5BwU`GC)oK}>>;gq0(9;dMMG(C`xZM)U=`%l~hyrrJr>q_5
zyIYodH!niufp1j1Ud`}3lzxmPsdphbh?$pU>AV7i>Y90CETr~ce-=2@<oEljkJmQ4
z!^`Pi?~$xOADT}=BzuYEnAeATN62)$YGYBf(K(EZ?+)*3Qb#bH(Fn0PAQ-of%Z0-`
zp_Nn-q&9}!$bcd`CgtQu=XgPK^2*{I{Q1hQGH~K6I=@bvjz1Y(O(T21TSk6NLaMKM
z@WBV<KIF#C)jVuVIjdw5n1bbHn~Ze(Rvd@wvqW4c>};7CrvxKZ?u0zA3?~^Q8Hn`U
z_Etf2-|YImt5fbZCk0imaI`V$R8l6mjmljA;W-C9SQsEvsCy<%*j<YVp&1-Dqi<Y(
zt|NOlsDvPe?mVIcZXtV!Y<vID5Z0Y2aGL^+XILlY5eKZ%i{}fxuLut#rVJgK)yAL?
z&O&c2B?PU#o--`pd1`4onM0?zqzrrUo?L<Ytmy9P;6ZDVP10&D)5THFt}i6>$A)XO
zk=qjsm(P(%_%$XdP-@jg^v5nID@H!`Sv_3xIjm)fg}=M(`oNR@=r36*97tlUqA9PP
z<p_~Ozu*UEoJEv>Z<TV;Ea*1I(!vibv#9I^?)5VJ3&Y$%`25Hs%jzFrWaWJ)!Ia*=
zNN48YJarNV(KO+pK5Vd4MI!sQpr;R|d<Zh%!Sq!@HILmP{c@SdL_cHPuo&7J9mJ_I
zJW7!!pG$c-2^bvQ9>j5!QoBtTU0<aLctKF%qU+N|njRc#%qJUC_mgQt2F^0T1MVGx
zuEa`cI||?jtu(G{K5QRBxJ{@0y*&||zDpyQONfX9T3|6}R}jf24Bk(Fy+t0K=mQ^b
zl!DCn!MjwKWU?{)|4N71F;mx$1Lv3HT_OEdYh0l!>eS}2dW*KLNnYKVD+V70XK9(j
zn0<XR$mA=0fH!R9R0IQTX-7VI+s8Nc0B)9b)$<EfjK!nfVP86p+y4`K7sO<3TF`U@
zY9X$ecflke61)VVx%oBnYW-a7VFu*|d~h6O*}BH{T$D$5?)w1$UPR8kA@g~yFwGyO
zrcs$vr8SZ1HBf-uj>P5|uP)lAd`a_}%eF1X*LTR}enY{wh4IB){5jlqw??@m%UCrv
zoCaJNY!)!iiXC?sgu%*#u#1%1;JN%442EA0AeJJIbr^Tcd_8RfDBch^LwP7!hadBV
zHTPrlw28IRL-78V5tcsO>)@>rqEx(80}$tVaa+E^G3obALyxRz{5g+u83_1WHv_eH
z>uA$Ky~q~KTH>0(h79C0C-zi3OS<}Z|E8+LN3l;80w}wW?cF`P|4IU`3S5~8Dc*pS
zYr*Ic>2NsTWsu3cdmqjV=Uz7rct+!V{g*%p^(~K(B&Mwu8_I79`^1bN5_3SaT3r!j
zIRjSY;P+n~M`Wd}!C<`6Knhe&67s>C5v!}bmQt@s{<<jsxF(H@yi-P}@03CZNwgbB
z2jydD9_@YE7<}=X&!CloNAkZk1B;M*)0A!NZg^1{X55SL)9`qis0e1%Jt%&01v#_^
z>5_}gUJIg6&hy{NgCv|yN8i0w+U)neQyi^(3RmP3Uodz~VIXbWIOt5uXoZFNjBGdX
z+usl|boPQU0Y|yG@qFw0{!8y|NNN>TRWG)f8rbvbNb|tS?~0}<vsj?vV(3~|lq>2C
zD(BYMYYu={jqib6=IaqPzxZ{H7sKKT&wJKt6QMWl7Y|fCbGG>sGsHT*tpsmyhd);O
zwqsz2)X;jHnTQ@zH4!B(C4Wwsnj7ud1s*>;fFHSc%ZWXWP1j7llRS6ItLM)I&nu;V
zo6KI7@z`}A^4;LhLVeF;seX;>>K}*APo%wW?d>$22aCpcd)=`uG`0a<cG)Yvim?Yu
z2e#f=`Qi|{Xv^7`*Q2*+UdOg>+*<bu_hGT+S)`fDdiKOj7_Iakd8nsuOggF7R})3<
zf6#q3Y2#L(7vl1=(UFWD)~92i-_~-*m7~sS>gNZ0WG`)vlWEE^&|~gUGm&wZtq$ZA
zwjVUP<B?`c+s9tZr8=xDUHzYG7}H7T<9UbM1NZAU1=ss7<vSZb(sYzN_hFyUnrA+o
z4H?1Oxrg)anQ^BK?#`Uu)^~u)p8lfTRC|~3<DQAH)?iiVq-aPwDwLk7LTLmjt~6KY
ze+@WoaP7{u@%>f}kGu2BZHfl82mvzjGRf!j4?3sLW@?t;k`A}bu6fZhpyauAgUDms
zzKi&osbf`>lMLOcDrv{0cZ7V`y2E$lyZVyXewzOQ&N>|$FDK3KO_^~M&Ho74QFnbI
zL~D(lb$?!W-a@L^_b2=txZu@CkJ@rEn^*q$tLwO`>^$B3moSrkfar84NA-XbH-~k@
z{iu_x`^xrvr_F7-)<?{DKYAXh8B!5bJsebYuDD7v@y~FDG-`^m;=ckj*N0%or2oEK
zr(8ygZ_nG2ve<tqr+Vu;96X{6z;*B$nX?V+JSy_-`tmQQuF1DHd>fM(V}ITLTBEN6
zEwlXYo#gIYhHaDW$=!C34)|ESNgExmR(Fq1Oy6cAdTH{vqfdNBx=^#u;|^yi;bQq5
zX()>@(9~wLwX&Ktm)ROiu|hp<Kj8RWzvc^Td(D??EALF4?2?s8Cl}7VWBt3M^tIVr
zUgNyK`UXDe$kcr8?3lRq^+9siPIWoW{H-%*-)sC!rTfa4ZMx4Uk0lnxX!xUR**{+8
zrMQomE{k<5)ua_sQ<?U2j(SP2>(kd>$NIks;ct3<Fd}d~v!`~pE#TNoMRd#=TZ^$e
zM^BXtvTtLOk9@U*Xa>E^9cOlm&OYg4joLr9RQZv)b~5M=-Pa=9-)W85ZH6q49Fs^F
zbmyft3u5=AFU<Djf;Snfk8iarQ@pvQvRdb<Hqp`VS4@`{p&@(VZGf|poyqR9WN>T6
zz;3q$nr&hF`yA}Sb;h8}%J%jq&yJ*Rm+fg<H0_#`+talO{|MqCv45#|<4ep#v%M}B
z*{jB1Pu;ubE)h*g7=3+x;wg`i@uLH1C-ba<<T0+?TWf=ccvP6Sdd3dFV3i-CCS5?I
z8auNm^VZ@j9q{sj3yU^$SDo+rEglxS=jh~WoqpcwJkx&H@zvdJijRj^(L<gs>u$sL
zMc}0s!pf>YBB?~}g>C5`vCa8c)9nc_`!cZ?tPOr$m)$4Md?2FV+%+E|#!IC^k=oY5
z5x%yRL<6x+cwx<t&^3M?S8dyN#jLrJ_I495p-DGtVU@>CylYK|bdqk`Yc(Ib4`uDS
zV$Y-JgzH;M+^iW^3eee*f>(bkq?3~qQig72$L#jhEwk+pZ2m>D`_Uh*0>y!Ziy?YG
zbHDaV@=7Lq#FKQXbaY)6xsoCFU$IBLpW1f2`d=WIXYEdzThIGfGgV$B&)J1|EqR9A
zRap@=dS#)8(I;M_*DU<ru9)yn%UkaNRpp0wn*Q}2sahA7Qkk!UXIt&Q+c}vZI+XwH
z{96qRog*pEV|~$yuk>R6?6$!~RQ2@q?fS=6$wI!z7(V7{#?0X-i5qqsz-=m=f8sq(
zpO6r%<$)ouVXoMy`+uL&CLi~O0Ge}LD)`V?OP=uz0<-~km<`|qC=2*+cPhl0^2I9w
zCEV;Ovk3wRB3;JnteR?W_<;)eOUe5i427I2HqqKJm&!=n3g0y>H6be$nAs$)(h@B*
zx1zZ>83c~k49gncIgGe;Lx*M{qeW&n(p|=6HQ)lC(rTbmAzTgu3^9Lu*9`ygI<#;v
zxw99ccF*&OT54mZ@@9mON)HBE4W|{-7T{i-QSf${xx{*xg`W*&1e7a6@pd@CUYb~f
zT&-XVrdfCf^r>o><zeLD5!~`>FrpH>Ki{(y0VbrOc_HlP9c+;+bp4l<UfhTJQ=k|{
z$z>m<!0GEPQD%gB6t@w<22<4%x4_zc@xw@abTlf4td$x$#;g56=iebJj3)Nbl^yWy
ze3bl&H}Ks~aHs`g>~2E#7RS$17m>+HmL47`QP#n5aYi%n-8OtJwT2!bI)~huM``eY
zTXcYE)H4NX^+y3c$nh%-AWs6FhlonoOF{&hsDtZ!sJ2(53N8i-@RE{C5P&x7!AAb3
ztg#CV5Q>QKT}5bd41=5616Y0MHJM7D#5G;|JE%HBWzJJiGg=mLc}0<V%OrsFeVdx*
zPmtgPe;y!*x_`sPQ9?RweyMKQ;Z36q-~~(E+^>*2fyO?B0=XON$t|b(uH%3^UNCUw
zalhO>yz(#jq?B6*<y_p@1Se{Ph_nliN`+h=;F%5mLSzokB5@;emfxXk)Qgasjw~~e
z{3s+qvTYzJfEG^ail=V2_k)NN{IXeSwudTf&w5h=mXL)Z0;5Kx!esa-YD=PV3xX0$
zh8kjUfTHMDU^~n1z)H1qE5@He%!BX)&3~>vkbatCW%faZ3;g(88M_JS)hrJ-o!}kE
zpVY<!q8|wEl5$B8s3hX3Eg<{ElwEYr9y}$Y2O&Tz8EdoP!t>mLCCtHOYw`r@>U@xL
z%X*Ta=y*13k;RjsPRYnewc<?=Me|BwZ#yCQ>nG9#ZFbj;W>s50;AuYW<2}bHq5G(F
zlR9}J%=3JI<^+FZH;OsIW1!JCA>70xzv4p(jaAL_g#1wG6iTu=NDr_)o6V9x3?eg`
zUzn~pf_qtAS5T`&hL_-FW@icH*v+G&Ya{crm8MFd{bwZam$-+2K%on)15MCxG2fsa
zPLcpgqm?6w=D-B57ALsA&c+7{_SYmPIc=Uto{zIuDZJtjc2gPL=LU)ZV!w*SR6@)A
z2K5%Wm@uML3b0XX<&rAHPDRqmF=!9R!XRmDCPu4QQi8c0g}T9+peVu{`~!s0^BNQ3
zXteDw6Tv!hMiXY)P@;<^L~(syG`nI|B4#+hX1P~}T_Nh%6~)0EJGlOoV4PPS9sosh
zb?_(0kv1_<2Jd`qFvPQ1MCGC7Q=j0B+zR0O3D%m8#H2J>pU(V(*J%1FVWmJfCjcjU
zo`)nI&a%bpNLS{~aCXwdz_pW5{5Wbo_OLp>T@D}f4GJa&_>_T1=Gg$)OlCTsP>{cz
zkC7#FNC007pUX&{=J#$pjFmkvt*v}jG|ewE&p`aUL$U&(rnb9SK@CHMd3;w)4~i#b
z*v(>rQ-j<&3LzFAM*`mCSCC1{Y8fi`acVZBAiM=%e7p+2){9WqsF@mO?qHrI68Qs*
ze4Plu^uMR%!zVEE>L*s+<g>#%p@g5Hbdwq(m<Q9s;m5;V{IE?kiP;JbrIIK)nl%18
z9GN?bh*@4eBw8bv_8BT)MgoZ@!`0wtYJP~aix}_Y3`wTN!^P_#n($v|K0eUF`Ufjk
za0z^7JZuNX$TiaCtNp+8fY%=wdJY5P&EE3_+JwyEQk+dK=vL2y%cp57Q_xE(sxV1P
zi>C+R$$5kDgC(HJ2d<Qn|EgWl*fc|!Xq*5;(JH}x(7_tm$W$Tk{6;}q5>74jI@#uy
zh{c_w9%k_41F}g*S@4;5%M;|{BKQVEJ)Z-g&&z;;jrUCtAG@*Um`PlK#6O|AL*vW9
z7-d)-!i;%|k@*m7&gKT_z5(5ue}2Nr=ji_8KDD{l1isKdwx>8@WSQfFcLn}}ja|rU
zw?QOMw8X6)<Z_OVB1J<f#nS9&AdPn)w7^G-z({Sn93nK6L2ivx$Ma!rMgW127ye$R
z%ELm|y8)2bt$CDu_*ay2`Bw;|O6GprrKEN;bq;xFmSJ88Qala@V%5G&HQ!@yIO&JA
zJ#O<dYgv8`dY(7?xmGHvi^~KD?79xrv7D!`f$J8S2t&F#<MBn_#$p_q&<34`(Uj3i
zXzy{NcbMQ9d{!b|nSJgNHg6Z+`${GeKhFrD^!NmvjRJ&Znix*FRt-Oe<`<DI!bMU>
z4Tuz&0xe8d;{vKfVTi=;vHB;o=a>_$Y%_{S7>8v#EccWDO96mxP7fMv_YJ>0^vtn?
z1@z%%*XYH+yp)en$9`J<Ev)wKEg}Owx&ydCC&OYGJw2>s6TGpTp}Zs^bOb>zE(Pz&
z$`JzVT2RN4EJ1A)u&SoPPk1##I*IuJelQ8HT|#yZLm}C4@f`1URECh7`yh@+**AxB
zQ6*;7efd#3Ifo+ur7X-)eCCmCCv1*cX1Kzjv)0SH$1N^R(*6*LdWr#=bL@;4XNrxJ
zvgg;a8{J1~7N2%1YD~Ebh*Pd6pUqsx!I{e&6ms!Ghub2V_fyno@I?lD3Aj7-LksXJ
zhCW2W-E_ghGR`j%invG!T=o|+x6oSrenAnsOsbxQPE0rB2Xo@bk$ua&iE(PdcAK1)
zZIB+EwT0MOy_^=5=k#CkXjMa`xmpVkmbbt=1_Q-C+x@cRoC-~V57yY_oO#q>W^%+{
zWr3aEp&4sRam-mkWJ$1199YB{2*&qD439wW3l}deQ>O~x$A#u0kKsbc(`rJw%lN<|
zh$Jlh3sudq#u+pzS9;6?*J!_!_!Rou%t?aw&QMc^s7CmJSm{6zUN)bkbs1hF%Uj&v
zPx8fw-h$7kcmJcq4wEEr^)>7v>)#U8rd>i&AE9&28(hZ4cB)$hYy;H^TsIg#oCLIX
z5QohWN8{WXhG#eLSFrR?Ll8}Yr!*Z~_Y-q=e|fai5v<^U0s;d4{jtiydjuP*{lM;k
z@%H0}ED*rr1z!#NLE8fo_5<iX;LXk-9N^vu!194A4_x+va)du%#%Uf{I@1U6N(cr9
z>-vFf&1^ti*#{HJKDe3tz}*3s0uz(36xzNAEBb@sQa$LGet!T|4-Eb~ez5TqH?L?1
zSVU_fR6%>J1Ni&{{_XkIItW}jU_{!%0Q7yEIsjbr&mXEaE3E_c{;)n>dk}CowOMh3
zX$Jv=|NQR>Z3jSMb2eWSs1E*h_-)q?fPEQ30U{}1AGr14t%11v<pI9yUy}~l&jTno
zC~44v%xiNH0E22baN>jGJ>VaMgF}5GesJXvX3Pg=9$4)+Aiw$n1pPtq_F&Q<G?e}U
zP5nU-S%-mv8>4@a{2M>useys!`#l)2=>wGd=?8b_yf*+;PaxR&$-$7{v;t-Sz?wSf
zUG$f5Z)Mj(6!ZT#VGp3L1LcixCF)=p-2-`^Gr9?&9RRDePej`~7&iO|!sly_=5qS;
z<PHKxNq&K1ojQo|Wx)nAFVfFkp70z1>FppuF?&I!Kpa3Totguq4l0B1A9lt)aP|P$
z0eQa;K=+dS4~FFXKxs%YNU}ZvYm@*0tPhNMH{SNa&jW5``vDI7VB#Wt5cKr}86Rw4
z{R5=eu8?5R^#Sj6xA2_j0)vnfJ^*49Fz}W3;K?6w6qA5ZO9KQH000080OxDhS{;%!
z|GQKG0R2?}00{s905C6OFEKAOFEC7ccTf}G_x2_mvH>9*0VN74pdu&=2ug<p!Acdd
zeJoLtCMvxOB&;Y!5fK%U5)cIyq=*U%k_ZYaB_K^|=p7=x=jHqR>zzA$XLojH?>*-{
z&vVYXvuM;q6ae4=0KfpNb^t(Jzf)EQ0EzWW>4WMj`+qMA(t)$@)OMWUS4NTr`n9qb
zGl;cP57oB^_i9;9b`k7${ICoRw!Y)p{8m*pFp}dI6?aOSsv|LP*Yr5DZ9_z|<JAh_
zg{{n}z*D2=sCz{BwWGpT!^p1KB(y%-V12wg9B?^lRyXu<ajoqAbeY48f93M(l#U(z
z6!WGp>6p!0p^jkZ!UO**g0ATP?<DItD;sx+B;S*{|M>j1;+EM%bC<JdIm2R_VV2!D
z?e~wl{J6ZkE)v-M@R$bXt7&bybF}}NakE=J@6Xz;KRnTKynOOnTK`{G-0iIjgUpS_
zPkG7qQd+ZV3qtn)1{|^=?7C=QR&tyi@q~BG>8R`W16FH(^Zn;M3<oVHhu$^*)qS6M
z^sMc+lKh$-IR&v70;=WmVDVq_n+`9sjP$&gj~Fo0PdR%te!YsXbg-4Hzf+))QTa>?
z_?N})RdW$|3~KF@`9N$n-E)!p_Fr0F{b|*h{w<yN?}hnVPy36UE&EuQ+JRgPt1Vaj
zCHBDojH{F5hc~af-$eUgwb;7XGym-4+RIV?b;&&^IX~G3g$I~Q=_WNB_W>4Z*6NW_
zDnr&QArD1Xq182ZS2tuZWZE>He>h;vOwqvuq4$48Pq>oCJ$4Q1Xn7{@*7<PFdr!@{
zUxl-L<B!2`meXQj&;{ql(RpL~mfN9D{>W^(Y)Eg&Ei%_Qc}ACuzlEGdwhn1UzPK#)
z)Yv7ol)um2?tEFj+a`6pQ|wDu?w`8<R75Q$=*ho??!0SJ&+q?weBJh%uGH_uJ!c29
zE*<R4a!`I3abUn)!_0Ep<;j5N??lz~szu|kF<EnAw)=63(!TpO>VgG3O3^jwPDABI
z<JJbffrh9awor&!H!NhKv@+5auQgO!c_+}3cUP}{Jy_|dph2bM$#)GOE4+0v7i_H3
z{Nq;eJ5l-FJ(({{W-Q-r*WCZJk@>Ls(|&Vz$IAsd4!crNe_VWmcNq=XeRyLo{kSwC
zTY%Shlx!1`iC7b2CIv!?CCUvRV%WapW>s(1AJU)Y=)dZEoqvn<L%rPyOS}Bn5qfW1
z6Iah~Nb$`>O<Z-HrQ3q_t=ow&FA%hM8JX0C=d+}UYAKF>8pSnNi!Tpt>5O{#<8#8_
zOkVVyWcG<qPLE+U^r|$*>D26^GRJ@>YkjBkHB-aE?sxf~b(@JZMk@+m=#(`$fG0eY
zF*ug$iIFlE9?{cy>KWARvu9qf^Fyj^_}o9Lt?lmsiNzSPIGtZHwbVCQx!X@PBBQc4
z{}m4am5?U>_@m9AM4i+a`!A>z-;Zp3qg(B~#<yJAd_B#;2;b}SF`+1aPr{wIx&zsl
zu39{^X?(jSO5#<Sm&_j%E;9{iW<5%L^SFN7_K53MnZy}|<uZvSi6ytFF+;Ax@wB6w
z5qm;KQ&adh&XLb9|9w%??70@}DfEn!?RuegI=bbJr}JttZ%^Oh7nz$+^grlYkh|(U
z%M6p<w1J)6Cwc+!4t=Vl;aULvc&AY;=5+@Zs9r<MJG1BQ^}2V(36GtUx}aK@x|+*2
zi^_Z7Uj3jx=`v?rQ@(%9Om6zyO#IV3DGM6z3Fpl=zTOl)H@!_q>M3v*d!2h&?Qmt>
zTDQ!ZhaC#L^A$EMg@kIYotiRlkG(i$S`+i+y=>xgM@7(t=ev;ri^*}!m=QOrrf6rd
z`64E;RboQt_+C$Ci&>8h-;2!wn&FDaj(6e?1$b9pPCI+|9{2Q=-5zO*{Bc7WDezc$
zVxvmfr2ZX;?(=6tW4}N79PjkN|4Qe&Ywsyt`uxihkmiarH5j@-k2*gj$(z=|0qdL;
z#rqaostuXWVWy*fv!jpd3Mg7y-}|E{&er&*JT?6gBXlKP$NYJg?ktxV+bl2jGR-!J
zt@T~bk6^c87aSRd`i_jETBH7bkN@^1vnaD@O3cgrx~+=7nURrQY0Tb%#mBARO_t48
zjAN}-3-Lq|E7O_=J(_50)R^ezzi!CdUD@w+I6!(`;mRZec=OT25nq}O^6A+qN9r|>
zY=f11mFMesB3Gm9U+h=9dkfO~PID5sr+l*6vevMHCi6FD^Cn+D$xlQsws*_-iNwbB
zcw|MLDNF9c#zZXw*`|Zyf39@O)FY$F-C^Y$ua8b_cT7z6D_m!*P`JJx@^x9ib(B2r
zJvqzt=jeNlm^%XjBjzPq)?2623L1mXAMZc0chF<U)1Ec#d_mGg9mQ`?_KUoO*tDQ_
zV&$>7ch`=*N9iMEb~)1{c8Ah+TaCO(;@fJ~LtC#6Dt+AjHauxTY0jmI^(EfP(p^^D
zUHy`7RJQ5cgvNR|sd1N&-;QR=9YQ;0`c<Laa0cnCI~StHpjDZ_ZtKb-#Fnh3to|Lv
z=@>`*-<Fd<tX6*wv(5QG$I;fBS5Fd0OUQpeBt6SGe^k|aJxev!wa9NPK|55;T$qS*
zNjp2F=n<<q+<3zA{O_WU!P$*ww#%+od;MR2z)Z{MXn<!#jWxc1Q_bII|Ju^yh%EOu
z=Tl*wTkLW7D^9X@g9qNo{uQ%r)X3X?7)a?7+nIXe$QF+Ixrdu{EcZoVSB<#ruK(=m
zrDdh->`N@`PyF*lxdw64&A3&er(rE|JD>;F4}Ew+{;?8?`&DL$?nL<nDec;<v)^w=
z7ZMeAcX%1Iqm22X(0k(7UKf?(sMjN#oG`gjMc+<on_cYQqx-!BaH-pFE2fMwQ@n8u
zxnOT8=wd^wLZg-L&3{S3ywT`n_jhl;$@N2XOm(8;jb?N|JoYg8fY&x>>sI;Q*%^{1
z-x(`~NdQ4WzQ24a6%Vr7lUs5>M4jY4F5FAX5U3m|$f4Pl+grq~7=Lt%kDimsH_dTS
zJS#!QCCcQRjE3%>J?12<txPrjPBE6zvCOSZ=9AVa6T&jpd<EHw(z5G5OTvZP3GK*`
zcHNHOXZnBDz7~Qvb4lagRueG~3o;LcdRH2Ms&o29d40iv@roGv!Y=}AX)6BeqFY$y
zrS40d8}?Z~`=2vkDLnaxaQx*@z1RE{@8qwTcSfLaV!M{{lUv*RWd4>I4Ot3=Y{+1~
zbP%%&O5dIX_V+_Wqa`EQ`G97hs#>y<Wn5b7bEt}?YPkbd5c{C#%16HSm`pxXddG_v
zt$kZmPd@*aQK)`1;$%YI#O1W}{Vxovcbru?v3Ui3A>s-6IwC3(HMGg?h->%%CFPw9
zld9O;VVO1=?#dSQGTc{GuQWp)x1A<Oi1@Z+djLg>a~!qL3WpX7L#EC_LE->HCQOYo
zA`rCkh#_(%9>OZP`E_zx>EMf=N#OMv*Y0~G&vgkSH)%pH!Yt{bGh9Ev1yM1=m^&o?
z1EFdoeIgTB$nuGSmzbKbK}Y}Pw-!#{j%vNsBjjRlpIS{_#NWFnBDNXi95KTJCq3N&
zLb5efb1$sCL~kfVpRu78vI{WCoiIG|F))bAo`rw{XmX16q?ZR7w5JHAHVGLKk63hm
z!V>)vR5HiB<Hq1CEU|;atizKw2Mbd4aSZVmONNZ5Qe6c*{QdV2zO<pORJVH&6c-Fw
zpw5j9JnEqLT%tVm?&BA11-AWj`8lQ}sAyv`uqr_1DB$)Rt!Aj#oyop(mPF{sVz!KM
zc4C>3<v-|tRVC7;xd{TMZkr{kj&K$M_7?<L3!w!&h%^7%aY*7_`qU+%>Qxd=k4<iX
z;4Cb7TN9SNXgGBEG{tNj3?YS;s~tv`m|7uLoEMM|&+tf}L1FE7c;-L$(H9~MNOchH
z_dEk`UPIjs$+hW3q(4G?9Uq(rsjgi_L*nI84zU(9E`fyB$L&AePzB!oK>-WMh!H>*
zhzk9hP<$I)YZ*x2E5eBXMH=#eX0k0Pm>O^XZ&6^AO&==k%rt-SPZz-1G6$%o;hEta
zwenl<kc+E^d}D8`Bu^-8<er0*>;&q`7YLk!Ge697-?xA_$*x8Yd`QeTgmAL41r(Wl
zgP<6JZp8+SLwkgrDI+4)TmW_&74|-bDo93d%INqpkQ^Bu#9Y{uUT!R78bGju$pLrl
zW=O=ARoOV*h3AyendJ@l^@jXrA05B8V{JSLC>1qFzOu-eYU`I2Ao$g15VhqCC?5bB
zZWCd4w|_?3C|2%1fqVy&8oz?s^StD*J}?t^3OW`-Zs*1f2`QS#$M}rqE~DoJUs_f_
zbod-avpA67t{482_0WA4#jJ*j2Mt^NKS&W{4f!V7aEy@kjojXApf=ACj-z}7tr%oh
z?+BQb9vG9-jXZ4!n_$=1A%dH4VYd~y(|jrC^Sl<ZPajZRUdu+(uB}RtM}eOMLgo_w
z?4#9fRc3laVOX>m86(n-%7uU@C?LsftECsgzC&me`HRYajr><1BEv!6EJDP3`)M~a
z;6jo!+Dbi;_4VioHCK^(TkT;H!7M|oC|yE)m`unuwEBt0VmA%m;;Hl_=F2qZDt-w=
z^nk=W^p;Wb;Q>oP#W%F!x&QVu)RZQ{q5%|h88Ns#32~aBZ;J4Z257DSmK9|^%@~}f
zQ>xVKgAiJ<-RC~M+&|x#${T_%T|zkr&8#J<u+Zk2dfF0OGVct9Fl+S*x8lgaFa06>
zZMVTCc4ZC;Gb0gtW|DS#0??#jswuX#!QIVtIbXH*M<ODrU-2tbN<?ct!V`5h{-bJk
zOb8T4SOY3=I~Ls0ugoNKsj>Z|$QdUFb>H-9$~kxFPY1Yb<?c^}JVmo!<8~Q1;f>rz
zkv8b-6X;V66lAX^D79$R46B2TK6OIqzE|*!F}WZIR3yFfB={}L7ES>4Rw4I^;BLFo
zksQ$UYri+O6=jiwbl#)g{Eko$8pS(8%p=s(HNKMlbi;9~($f%*=KJ^6;IUoe4aLaT
zV4?76qMu|5(i8Mm52uDU$^qGCbf-xwL!Zb=x(_DDf7N66z;^=4M`8_gYXYs3ilN)(
zC3ATDZv0-SMHWy96BPYvFJa6YivJ!GlBt4u&H~sbrs7s-xUe05Hwm*_kicbXv_G>;
zNZ<R*3y*$Fsa6(AM?mh%&SHGQEXcCfqbcoXQU|%6vnZ``z)geKN#DB`v|gVn%~_`a
zwAqSLJpzAGn1K(iz^v4%_!4+9#{TngA=v$m%IrWfJB>0^+`3rV$fN|?_`x7kZ90UV
zIYf=I?ABwfo`HT*d1Hv$G8;95VyzhAyeM(|lTggdFxK096=Ehq!Omge#|13yE2Lxy
zi|GsZOwp}mm)Y0_gw_TAtRoX{ZV(TBcY@;P2q)Ko$sj*qaO2IrUqEWrrdGVlk0<}A
zZdASJg#~)JCA}>e@ln3k_mB&Q)g#On`O6dF7+x-SO&IsvJbOpT@dWonI!bX_o!(6-
zf#Bjo%~SAlvM+66CuQ*VD46jc!kr`n2MqX!=cr3$+He5pJ&fm*)y9lkUJ!}#O%rtE
z>4`6RamECSn$x7uzZpbmnFeB}P$lwKi?h^#W&SWN0AkI9WgT7w{WX-8ZoHBWs_($-
zlhD_j(CrP$6A;R0%JPF~6D#^fxSoI|vS#TkXcPXOq@ErXVtlFEX6_?L?VvtoB4g)I
z5^>FQnyTH%wG;zZ=sdH3mp#FQS@<DCt5WQ26y$BIIr9i^8DsfVFw2jOhQ{^P;sP1v
zvq<7Y$a)m|x|<2_TSG`8AXsQX&|ji5&#fUJp`uTaasj279wbm)@dbvY^{%>kiK`Mp
z(R6(N>$rM)+IxO4i+fT}dj*#6p{xB9mYDu$<NZr~9~%Ugg_e!1E(wga;;SUdPeMHP
z^p0;>Zjhp9k`=_t4r3(f2=Hi^YCPtK#U}JO+N3vCbAEpGoJ|@@+zedWluD%qGRvo#
z%11e+U}#R3Tm$q|fM=p8#H;X=dRkXIQj<}S`bUFT+7bC+%1}93P7n42rs)fi@8^?f
zuyFYs@NP;J3$M|u!i0FVY|aPQJO=fW2hb?_5+uknqPxY?Sh%Mgqt)ftApfCkVGli~
z;~IG!V4TIpH()7V#bR54dwX@R(AnjUn6xrH`4?+z;)_w*4^~X8I)PzxJ}miMV-p>C
z1sA@raSfGfM;R;|4F*o4P9#upmzyA7u{1dl;8&5_$(r8cb6?_v+0%wfv_LDRB@S(p
z_FKU!B9La0pvTV+<RLB$g68fC<g;*z^XbSMNbO)aIX3D7TX(9P+EPYDw+UeBJ+=7I
z@YQ*9PlZk5XpVxV3mTP&zjgG<K(NGxB5<%AHPc=Q7HH+t6hEi;!t7xS&&{uD+$9y0
z%zc@_Jj3eO5<Mk|f}xUzo<fcOz(!W`Jk$9Xbnpw5{0@A}0rrd{Wf`%MKjqe6XeQWd
zdmyt{zoh`4*_lVy{|r6uK$e>wxibd1(<GH&S`?*o(AN9eJXBAXuEq|Dj`I*xUL3F=
z87#tMe=wuZd^|`<*1mp=FTdr`2`9zlBwLL{L3{BiW9SRQ$lyt$wFadfbRT=GX|Was
zh&&0doIs)GnN%z0dw>4V)rK<GsR=rE81*l^EZ8l443+as$jC7O4!ngi?;ro;?p#i>
ze|QTJT<~XlPSdZu2tis#i{wBCe(r?O3pj1jRJhtkV~q0u8`(fRqi#BY#qD~QX#eJu
z;^#B_{xOSU_wJJ!j`CXccoeZF^#!k8h_HU@vGt@7T6~kZXVO<)?Q!arHiSD!51wTz
z7{q*qF70;<V)LI@LHCXZFsK}ApvOtxC_d{NUUwTC$RXqW$t!*otIud9w*;ttol)&5
zb{w!XHVD?-^W^o4#g1^@cwOa$bdmkm7-gIu`*MVJ!Iq76tm^!}d9QoFy<!iXH;)&_
z;~~ZP5%HbzquV1gcer{4SlDXi9ZfWFT*_sfR9_cnvi*HXeFHGf>41=NR`6TZtqV0E
zXU#LIh4Z&Vzi@BcN;$Y9krfX;d@9&cxoKjAQ@tSTQ+;HB<E4CwEo=G$*x>KAB^DKr
zdWxcM9o}>z?1s2~oAmM#3cK6V+3szF^od;;8=-snboH4i>mS$5ueIR#!~pZFHBv?c
zS3hXpQZ)RT$KR-SiS~?dbMr`44;vN=6*eqMt<WhGHBG}w6E?4H+dj1Bt%ov*5gof6
z(i>P4JyE57to|+XXvREeSIL3QBt~+5uPYdS=aJP;KaAO)8>;D%MDf$nzy;PTfm+c1
zN9@FiOG{?@QW=8%t`fg5U#nC3C_x4Nj_5h?);liKImEEts9knOW&ZfPzNu#Sl95f{
zo!6V?srR$T>Qn!Nnn~y4B2UCB4o_Z<j7Z$%R&x`?85{lF?<!vX?UB`)?0d~(4W{FV
znu;Rhcc(0<t%fB=IBUN(?{?OXl=ySJz#?B{lKU8N3f)<!;J6^fuF9O@A#09%2NQEl
zEv(ILkIzOAM;y(;Z#k@zUaxca))3ZsOQk;Jg|#EW&Oa12q(lbh`QMna^=~$}-n5sD
zQ;dvK?)BdG-=D2MA_)V}h~M|trNvz4*iM0bz>Al{ms+vx#~Tfm2}6{z`Oh+Tlx!7D
z?hhSaao6a#*#f}MThtyq$ulJX;$B51+~0*5mTt|ddN<bEquAS+X6^b|)$^T$@~wy_
z2o89-DioG#4H-nAsn<Sh@v1+uIZ)3&&8rvjI67Fn+dr+<$(3Vy6~w1Wp4rf8vXLh7
zsq$#qP5U>7KP3{a_;sfp{giwL$F`!XzE$wl48m0F_SJojQPzKZH80g3Wh?f2!@EZ+
zshf0!qU){h1Z7RCeZ+6z#JL)sou02-UVHKBws?J<gh_v0isygley&C<AERqpF0&3_
z85&4EP6p2u9`)KwB{?c>`F@9U+-bv+OPq6N(rtq{{$?#=Zp}`1NzCgi|DKBCLB}-H
zFA+W_N99fB?P$m3HvxzL3Fk#SyFZm&u<TEK<msWSK}Z0FKoIj|a!dbt*%LvG$qvTB
zPa9Pp{CMyjGK-77@M;Bk%)3)Sv^uH%6U77h$~Ww#cr<=tykT4BxrWoOnzzDI?9onG
zH?))DM3>PDyQ}-hKaZ#<o`tqc4};rj!j9V4iIWTS`Gc5LluoE~j{-yYr>JwUwY{}_
z;ryDyvJfxC8Vot>q-~A#t#obsP2Te+sB_StW46U)7BC-<c~TY+RGL;hZVqNjVl3{<
zNSxYurMppbPeICp%13D#Q0(?zW&#inBvk5n@PuwcsTHA+-IXGgKILE`@%roJS;}O@
z!OpllM(L*RpkL%QE@GIz4$-WQ9F$vZRI0MTrTCngPd2SB)3)5zR*i8j^78wZ`bHHa
z+JD_!^(76s6g5d2$Od^fTfdvmVUS=UC73rU=#4M#E8KUdr=ud^X0wm(VYAU$)ROx&
zPuxCZY6JVpE!FKCN)zZqSb@wHkpwi1R;8cmZS47o_U_-3{6F}iTgo^1_msvAeqw&I
z+{M4AGkb?Jvy8dBj7j0Ut<S>R)x;OUE607SCY=pDkf6u<&|07Yt<3VW-p?(L%I~T~
z(K}x%r!zQa($A!@_s(A{zG1)X^11|UkJ^JiJz$b|##Q-7)t7`+(mF_T1Xv3+ADt<Z
zj^R<g9%^9M@%?{CE~1@D%jYbvzP)BsVD`IvWty=7dUnlJZX637emryRs47ehA3+6h
zcQ8kO?Yoe5;H5g->+37SN9|&^jk|for9%!Vl>zVm{n`Jf{1snyztfkpq&<%~lZ`%y
zQpP2^KM4T&L@SJywfe4hr8QF@q1$As|KUG{()j4wf}0&qZyTSzK5#lZ|KOazgp0WS
zj@pBIY7vQ&t<M$?eN0I0d6ZbQo3}+b=ilY-OWWRhUzPcQ<ID7l&4hWqZbf#RM8DZ@
zjO9r1cW&8Kx^n?@SGevu;XD+ypfmht-5U1~us>n^TA2Rfsy{bY@E4|zb<QspCjGKm
z1Wdn6w%%hpC#D9Ww~E@?@AM<8ZBZ2~4w9Tc1mrl21fUZ{a-}YsW_gMg6LqV18k*g#
z%Q|Ti*=LfDv8p)pvume(cI6FT$ivlcxU}-dLj&&fS3P}lpAKvd8JhFf4F925Skv_u
z1*Il22s6DZFOOz!<jDOHJQ^bE-ic0CEj;NrxXDTM*s18$zji;O?lk90@tQQz+SPlu
zj_(~1bIf~LD0fJ5<Y?HI%tyq8r2PjJU_^>d#cfxT7RRA67=<K?6em*t^6CFOs2R7E
zT?Gu8pUq*Wp&w)A9vrFxV<gwME%Ghr__bZE97%wvnT5rKK)2J@q7*5ZhCGr|QuE>Z
zP85^ZwONmM@TygDDQH|K5iXGujk5aV!@gMz+Gyg^@!^iHw0vEwL>0G!;pdxe_M2)L
z;rxd1Xa%7BGe~o%DRr>^{oq@cfRq<kF0@X&!{M6xr+55IIn)Nqu9B@x{(_N)w2?r7
zLnf~5tAO!mC@YPD%n@$xJaG6S%Af%}e1u%-u*4jLotEeDSmWGD>L`LzS0fAzp+s)v
zP;$G;?b~4sMJTWe+9fr-Q^2|s^jS`P)zFEs?_EJP!eMiAyxy@wjzzFQW?Fy&Pza`e
z2#E=U&t>|twaJ1MU0`Wr;j?jOa)6pN;=?$t>nj1IDpJYfJKN?NCqSAZ&Ulo@{b7_n
z9YDgdHf!rYd$&j?$aa#H+Nbe^+B2oJX*^KP`leobPDEiaMCb__%L{K6;R9Zs7mS;4
zBomaDfbfaKk0H-peGt&dX&D1=y@RoTbAzalLIgaBSqul{LhvYJKfpp!e3t-nAi*_=
zfivPw8}LpU`1ubZPbh9qMlp_UP;fOD3m!1Zf3zSmO<j1e3vwUBPnsy=W%*YCw=R0j
zoX}|SCsTEbg%^XdqamP_FK-zf^%n32d3y|iHz>e^K)v*2lG(D0z^S?(S~{53oQv8|
zSEBcY#5k*GJI@SHGh^K3;|oDnkC5gMVLm(ad>~E((sg|Ci{P-%f7l@Mqn{wh7r1qr
z0^o%UU!e_E3$)KY5E42MSuhIWgwic5OtpV3WQqM`1ko)Cgr$usN}J|s5pjmR4a-4R
zbTXlxGIk9Pj>ceT*ML(&xnuz==i;JxXe;!440%B)&{V1#W5rBTam#l(?hxwwZ-nuZ
z3?!ntBt12`-jw)SNH%|zLX6eRRUbhS0@c)f3=`=<4#>I5$<?LVqbC_VuXWIG<RK2p
zs9Pr?vs^Jbp-JM1H&y!Mq@BaH`dc5Z%#vFe+B2NrI^sY*X~i81?l%9;xmoKq&Il{L
zcxCWp2e%CzgaHy|;W?Q89G-I{Z@-zHFpGLOj=I7}N^HsYgn2}Mf{S*{z4RHxNN^ZK
zOPr^>B)QBc13{S4>7zlw6@MNaAk;st3f?P%N>ygD^ad>MoHtcS6Z}MWV9DZvQn+%t
zyo1zEh(Nwoy%y5RDsAm*{sM*>ZV3O8BmoqGsZZoGk+xO<UkakF{Q*K79`on*R>EIp
z>IjWCa5tzJ9R#$GGJbv#I=lhRHeuErcXhFVz>5owtXeBZW*R<xtaQ>HGQKT=Tg(Bu
z!54`qpcFDr91EmPF}1BBZ82d;uDKBJv^0O_3|TvV&EpHcegu?^-Fj=upwI;Nabu?F
z194;YRb<CgNPi8hoP|MKOz5i(LC^0}OeX2$fk6A?4GnOizTow&5n!>*K4I9>1Yt(V
z_CfrFQP5volTxnO>PSsgs{k=8iX7r5IMTQWGJXoNA{S7!xl+q%RLmp;C(ms0jgj7p
zv&wiusG6YX9_AnN`ZbX>hhqICiC@tm6x)_Dl)4#k&snP00b)QEQar5d#PO8RvRp_s
zJdenWcXHLV|4cDr*p%BvAh+?GTPhxy3sJidG5<j{KgHLpT~8N>NVztXOinGbhGyvz
z;yaAv^$Yj)PU<y7e^ww1>r0drL*7s5m<w#87tE3B<0iKcBMM((pGeCUfWSXXk#j*K
z3BQ(^7X3k1BOv{g!O$G+(iGKAPLE+&&Qn{qAy+@+*ThA{&opq=QQwyEePn=Oh*Ml%
zcAauf)l<riMwiu%a1_B~J`h9|1vHj``DPTqjRst_?wF_2^l?AZ6wxcM&DgWdyL!}~
zK&qHG(2*I+8#eJB(8JZVaMh~3+F67aBW@Oc?c0X3Q4;13npLX@WGxCabk)Qsx@2uc
z@t@;-ISLca@)Mka?J)l}t;T>oCgeB2Sr)k+#IBs+u0ayt$bHkU&y577;N?jqh)f8W
z<T}9ti||+?qTfQk0b{_N%jAVdBf;<-M`D5=7b#@>j)U@tDSeK7h;%#HDj;{ApSeOA
z#w^{_6K3|}4ZW$%5h_!j01P5sW+%*hnA*jlND6aT0fNb!5Z<j7+n_B<0scOkXT&GX
zNnmo!!~yrIHfDGcGB!;4+yBhDgWWd$D&v&ZbTIbztS)fm93fPFlg2HY>zmC8GXoC<
zpqQS5M-_B_ZLNyq1Q654-PJ98)JJD7b3D8myxeL;58kYd7f=2IN!)M{0mDa-@KZs2
z5kvkq3a<_N>9U9b(iEOMEO<GO%Cn*n5_~A)Lu8r_C9{RxUWcn(1hAYAu9_W9;OnM&
zO$a<cyIBmUN90Vy`zENo53qKbo#qdax&hrm67LgAeV+st7B04sR!#?{1VSZ0L)0>1
zW+y(hXcG{xN0i({Q1JzLQ(dEh@4D!UOL+7plyf5ZZ8=lU?Ty3d5gIP$QI!x~sYgg8
z62BGTnNAdDpRN;3X#9-yTo#6$hgJtuCc9A7S&H~;@M#*5D~Y51DOS^;2GmHv#c9rC
z7V6G2|LHjWVlstzj;z*(!_9&5hT6ej=76C!dhOcW9laqTt$B(%aDi$@5wA1!JI@Dw
z=E36>{f+k<;LC3ePZJv=Uiv`vaa~*J(0{PFhp(U+KS6b>!kLZpO9eC9+^mZ|cxDbq
zy#->rlf|Vl@ibrRkzu2l_yGQ?X&Pag>NHPxW4zA=lXpRW|1!?6>fv_5_cCjNMy}M2
z6^&;!Pp=<ITzwp;Sqtr<D<?O}zq=sZHw_S)QJfOq%i3a)KL$9>13It6CQ)OCwCF%V
zWg8;$jFsO*<aIzB<yKG{yZ+Fnvqq6GaPZza+CU#Se}QGJrbhf0;&xah1wwm^ZV%*q
zqb$^u%Y&a9GQSw&;vsBy)ZQhKxunXOWLh=RfW`|{C)xK8AUci0cme%5OLqOh!MD&g
zFk)QE_pPA8@n8P5doO&bZr5*&u+@R|ufThJa4QB#@TKw#L3EaI+}A3G2{8U1v64A-
z6(0b7d*z^0M(0c;`FQ4s72%2=;g}F4`2w0hO5v;cYEOt3LC3Ql3^VV;YN!zezsHIf
zL}MH9=X(r+e50Wk>!r>==+{fQ_%DcAMOhBu7p74bwt>_~%T&g&VT<6loH%X;a(xAR
z?S=XNtIV#?F!LuKE61CKOwt3XCLh5UCykW4SPEmP^m`C1<{!YS2ee1|6>ccPqbT&n
z3H)uMHxm#FQEl{68+l$9!WV+5%TQn>-7sks?-y>AiIiNjs=Sie=qsqDp77<UtZe)1
zXu__FU(&-F+u~~U2t#Ab^?C%{Dpa5gyn&d*0J|7G$VOK*kN`&^YulejR?r6AAM98u
zV&qLb7HHK6r@PC1IczJ0BS+!PhlYI7IesrJc6>X7W;9k|pd{7La$W)iODuSXE<Z-+
z%y6%DgP$`?B!CRV%>0m(HHgG!BD)RREjvrX*#B@=?#tUtJe$`JVw&muY$7+|<`PdV
z%ly>kFJqbY4SP1DpJlXj9{17>XM*DYp-M?lRD1~Myn%aS=su=J1KnyKO*qz0r+K`t
z1S7TGc2}E=4;UCto*H~c!MseEz++lgyXr}pDxqj@Q43e~GoI-Kcu;_zoie_hACt7$
zB_Lv&DSr>xJBb{>P9smz3CkRSZwRypatIKSc2CHLZ_aVqIwgXr2_$NkzVFfkxHLp=
zNSLELk~IVQH^A)N6`FPk?@K-8)C$TROMQT{+Q~u6DN)eD@cIB|pDFZ29kBnSy>;P}
zS4?;TwLA-{#3qz_$DDgVu3OpPP>67Bh0yr~pV`>~d}u4e|Ix~#K7ouSVDwZMyI2=@
zK>GBdj3HmE+wn?t8-jx5p8-_e7>lpAdmu>7tdRt$P69XyAQ>_Zf$#moU>jBu%oxJ|
zjlBLnPovqjgSBNVeDoX#cdZ}&&tS-4nwelI$oit^wqkgijYaenV6+f2K3R{}9YH7>
z@aGj;%1t&|<uDeM38bv3uE3$c1P9>lqPG~tPyGQgv`lbY<$$3cKNHRDqt{yn$^tng
zIXahVSp?R2z90cO5ie`f*v#t9h}uig!E_tI!y9mt#kHG-8gEosmrl_03+jRHkrSt!
z7*&!Q`z1;c<2NJgxWx!OM`*woC{@FA1|OcM@76A0-TA}exXiE$9t*j^w}uLapqy<=
z7AOwEO$?Z7w}u=Pvg*_+x21{v-8ry!zTwbmrGG1Y-(^t2d<+Z-B4ln6AFG3A29}Ay
zYZ$wRkM1wMH2(*xtVh7dB;vi54Iv}^`{Eb@Np0i&(>`6Q%F07^dkRjN4TTnitP}5>
zP$_|oo1z%E-}?aZD`zVZjnm|Nq%~jd5A%-<bKd%rfo5iIj4mM<9Xd}U*s{vjba9vQ
zE2uw4`Fgm@Ahu~BTs{T-l9^zI*^y@k!QZ)19BHLiza`#x4QOF;2c~cO^8l2ZQjnVJ
z7;2JCD}<JN*OL7CH$vELhMe(RjJ8|UFB4eg>rdOQR_e0NJeB|Nhe-V|z{sZsMH}9m
zH=e-S$f*x^UigTfyT<=V7-<#Zjj|wfZ?Qc_yp39gq>PVO<CPYJ?e9;z$INH(obRfT
zk6wCc|MEz_{qH9)|Bf7cv^FtU89TGXXli<4ZBp6}eH#5AdR6b;4d3h=y>4r>qmvii
zOD{YKhTEW#OVhbQePpJT{r=UA)dI@wp9}VX{*cF0gIZ5x->A0<j`*5HS2mU@w#x3P
zDdkGf<sG{6AL<}$YuzUHj+Q3#hyRsGIQO`y&*w0mt?mqE3=CIYC=t89WB>b0`4Jm}
zWbDFzym^_)lX1V;dblWQs|g<MbhkO|N%+z3V~l;kP7?`h%RP&|1|Jk;{98;rjSiIa
z@#=*}O)sa0I{W$jtd5-0fC=9!-OA`Q6;<0xk2);n6c440mK^T44l>)gtL#u{N0;Ex
zcF}=LQvEj~4f2m}_Iap9IFYIxb5P~-tIWvdrGLi!pNX0W;Qt)o&(!B1Ig`G9+2m@Y
zUqYI^Zq%Kh8f_*K9>~u<1IHrm4yKr<eD=1iUf=JreNcUQe_C43rQ<v-pTYcX)MQeH
zQ%3Du%s60DeMx5V^(LLoMU|!d%87Rut}IssXWi``Dg0`)l($<ivBFzeSTX!{`66Zh
zT1BI^-lv*uo1Sp@a@|UNY;W+`so)*hJZk&Tq;_TRb4g<_^$VikdQQ8%i2tE7lO{L(
zr1*L4#G$iOG%JeE{Vf$DXN(SvQHmZ&{0ql^syuj4Bd!nKlpA%+!I#j+h>DjrQ?lCb
zR_z)puKerGGbOuoFhl8+r0WLD@1|X*K?e7)JLIGv@{+nL`tiH|{wN>o|C+Dv2n!y4
zm1$ucTm7b_AZsgn2+--@?|z9XTi5&2O@ohiI%vC5!^EI}t|2+U(z2*G*SGzk%2Y1$
z<u1|J?XJNXrR|{j1mW(&`kV`GTU-y^<mwgfY96Uw0n#cA48NKD<z3)SOVBN$bB0`W
zWgykxiF&KfXhfuxFWVVZzbVxuP<oWAbwd2vp|#4#a?RT}Sa*Hftgc-7dhgiA6T9}_
zzmI%CT1K2*m9%EA*2vxzQ8Dqgp8wNgVSCbiz@*gs%m<<c`qMkHY;PM|$#|U7Zkmnl
z_UGvzq;K4PdS{PE+_kKTbA1^n`xGYSC*(Kl6msvoL%uCv<Q~-cXBP_30X1U}Z7x(F
z@Ao>EGIu4oA!<#w^U$%->wdDG*X--QKIoKYzQ5wIWb>O<Me&)s=Ad~X_6};|_Snm$
zzf=zwhn>5AWq<D*7HhftB>YQkk8`ydA{lgYkLlH#*p>Qxm+ZI3db7uVm7PqrE~N95
zmJaSV-W5u?^DzDXd_$yu`9hpJ{!8V*ipz;N#(Z{(gig66PXsJmUy>ycyHxG7s{1;8
zIJ)=Fg>9bYW|W>B9!X&F?AF%j63-M4*PpzZ=BjR4X*{zjSL(y|_d}a6L^`P5$UW{6
zCHm;Us;PVz$#}&~@{q05_U9`ble)g$u)H3=%j02+M@t#Gr!%mH+wtG|x4S)eK0W{U
zen)B3#lwkR+T`()!y$c!9+V+y=^;p`w@{UEvftL?Q$`z$=QTwSC`{f=-?k5|rri|F
z_lZe;<VA17*Uu=(P#gCX>Wh%mk#dV<pD1O|&`N7}OIs<Kw*#oLAKU&qhz2F6(VVUF
zhop<1ZtnjW8{ll`v_~=OP?zZ{UiD;k*=A~n?o730Sleq-9o}#AobuqtJ(rU`)?H&7
z{7a#Ni0F0XyzL0WuA1Kr5Pls@PTk2pl((!z*lm0%F4eQ_Pi5++7wt!m6QqYd+6h;P
zLJcBR8PUCKZxr5IqZrD4R{h6Trp%jMcT<1sb11jD!fmUp+1lNoJMH%k9&_2@o%SlT
z>cmm(!?LvF9$@N*Yzf8p>1Xc`Z462^?Y@(FNyZ=6!w3Ek%aE_IB^Qxx=LZ+*zDqRl
z*>S^^5;Sv4_?a)Ws1Pz%(P=y0Zcp5CXp8Q_-A;F#mR}GLZCR2WyJDViT~(&&5jPrV
zPMMQ<W#h;RGcYl?-mEOD-ziclJ9#@RY$q!M`GAq#cJZuap~Kw1w9>B_*|PHuHeWK8
zwBlsL6Ju|=#K|u0*wXKSiWaN>wwbC*d(tPyBWx-=(jBQkMp~C0qmT1BV+xROMgPRF
z=8?LfhpPJukE=!h7h0$P=AG{`l|!PJ=_*c99%-Zi@n=fDe<a}Brb^Mo;ZU~4^)SN=
zkIedBN1NVMi@25bH%8^ev-b`TX|CO`PwF;TxmFU3Vz<^=vrlqdE1T|jtNk_cH*UK8
zapHK}XN4O_H@n+8DZZ21&$9D3Ket;s?!Vg&n8$a{$Ntu9+E<JT`gQ4le%tHe*85<S
zPGMQ+c$4oA{3pYj(Yg?WC2h*=i{PpUi_Yfz+&s&jURq4V&51zW%P-=Up0e&37C5w!
z%U$f@wxB;z@nGNWOupe&d>@!pdAK0*_?4*cWxZn8Bb&{y*tq}aml5o29=Gg$;b>82
zR%_J&<NEoN=3$%5v|9GML_JG8k(%00EZh)7Ih%p6tI$i^GY0R$z6+0#zoO+snlCI_
zYRox#&FQ@9JM}-6+dNEMs%kbwTi-bu4L8h?`VQ|MJ6|qWx2S$k*`wA*b}Dp}Vwa!V
zGt5VMYxY?g#hmoBRfO|p7TyZ)M6_kjV&bH1Gj6$XI|A1wXW@TZ*uONoQ0N_U!CSQ~
z=6<EMS;>L>yo-HOFQilTr|x8^%RVHS?Ry}8DI^QCDw<{W4$f|VUZ|Mqb|<JeDRbXo
zuykg^nGFx@qPq8MJbPrCk$L*V=J(%SJ8XpD`MXb1+P#n2`^Usq<BUFrs1zC<sIc?7
zGEdTtCSJXV`4eBH`$kFT?BP7##hLr^QmKX>TGhGtkNgQ?Q%9AhtO8oF{DSxc+eOc%
zdQy!FwaAudysBMA#%`;a8Zh&YSXSCPsa}tK!mxAN@yzZ@oyuo#16P91o>$?&IZ5oT
z)C!bk8F})wlzJI{qEl~O>;nfs`jie_OnqR8FQ7m7vg7@T32PG9oJk{{J-i(k+3Qku
zMD39{=IYYF3r_d78jtdnJ(j&|n19%=-5q|E_KiuVE(hN+A99AiWNJLe7=8$k@&F%t
zjy!Er$#cTnhXr%qqGwopja@=rOrqr4OYRce6=3%YV*CH9gus?BlAi*+FNPj)LY`x$
z&)MA;%T|cPZPL}M=OL%XpA8$hzGyKo-8V)Zt+22Pdh^1q`b1>x7~z9)M1~eQ$_p88
zShnf&`^9bj_9E{w!=@n2@!$`^I@~q%?!4uhol|}zz3Jy>_oD}*4!Cpsn)+!Moc7RS
zUGdu&Gkl6S9h01?c(QsWFr2%`!|ks2*d<uK&^OF0bNbU!WeIw34CRqDQy#bd$aYCw
zsOgRXSZck!ynI?5!x9Qp{3$_z<`CVzhopTF%}swpAe`K{eK&56gcD-##X=#*K>}4@
zpdcSuc$&Nb#0)JL6clX+zIe(&rv4tX<;PA!VG7HK{y<ER4fK~tsVBtjqo|#QnCsu(
zJOhL`qAoP^bu^LWoWvPgj}>INwsg3WCEo_6+v+56w2z@;2tYy=Q;+a<LfGrgew$JR
zcBQZ=|KvO%)IvK;)t@7z=jyLA{1$1?=4nbxR6jBi7#&GvSe+hcU8aanPJ=)4pr4}%
zfW@X>R^~9>=BYBvKy)QiyrIgWe}$7=4IL_^m!0ndY4;boCzb(02#|>}0(vCGwY~Z6
zdw?zy&SnE(sZVS*AXsTJrchQ#cZP)=I7v0u4~xkDHi%;QK*2ZQ1;9XQ-xMm!_3eHt
z8D8>O;#j^t5TCb<$FO%(Gh0v@<8;nPuxm(+?ljDI{K^|m?70qo_k^CFvk5m+(RsrI
z90!^t8Da^Qt3kDK-UJ$G@P<Xlc+-SJ$J3DESC!Ncg4%?wdg0k9-9fxqD-?R2teGW#
zLO_-y7~tL+ou1=zd}(s2YQ!P%=QzuLjlmk{YR%F5;Fx&*mI>G+&_8$ga>%sq=}9DE
z9#|XHRa;)+uAb1=o?|!PD=^4yCJ!wlZMWx8ZpsNTx>u-(Z#+PV)0z{i`qTO{<%k%+
z^oJOxSdd!Z1l39o*g<L6T5`pH&BQa$D$X&sjRU!BEM_NNEmYXm&OJ<C_%g~y`E;R5
zC&9&Ly2TX$h`%tuMp~hJvnzL4*(KOujpnycCkck%;sg4?&;W=wLT6_qNdbY?72=-}
zb|HAUljhb6a^|^d$q?orh2Q{|OrXAdQ}`NOG5s689O~Io1nosW_ZrHAfqC?)(s?=?
zBmQm@(Hr?;NPFqF5S$w|1tg<Hkgb)V@;vwWJoVKn2G4PcAz>gw5g)Sk{7u5huCR*r
z*|i|+6w!W=uC|02neFjfsFQ`!ZXok5#2F;J`I4lqgb|<ha7R|Ve&_<jBIpeVrcevB
zg9$!B`kL=52`CEX%Trw?<wCP13O}OyDn-y0COdn5nPKX%oL>Wqe(&J7goua{&ePKi
z+(#FoMOnapgs-~1?1jezZi^2zI0$)Aa}Ey_;>kzYbIhJOmP5WIg$DjbF15i_3El7+
z7UwY(+ew!DPU*AHfw9JhnWC5h0%c`ME|?PpX!`@VC{!KrR^BS3jFM#)Hp?>4g`Hwt
zC^N$xfDuA-x-u_|K6a9_!g@ObnWp*Es&oVu`qXb^AWkBnfzH<1z^T2V3Pc*T<ak+~
zUJ}~Fz<9d`HEx7$X^Yx=0_w6tJ$p;>1#Zg%{F;Z*OZ*BBEOkKvm-fEL$J@QfY*;n5
zv~LwnY2D&Yl~&-v&)*<HcS0}bAO>e}f-M8BEBZKKKd!G2<^2a%;iW;9{_yP}x7lSN
z4c0eYVuW9Ve~^K_u$=KKt@<yLwhV-~g6^M|I5n%N=oF*YJUHf`p5V6w?B)ccH9k-Z
zM7tn27ZyFSZkd`n12ZP@$2Eb~X9UEb+P4bQ2LbDRP$`6x<zcvxTE>yxM+9no0N%3j
zj7PSIx0UTT4&e>N2n5PsWnD~e?qvKJ1u74QJ+tga@%7$21wpjXiwg(Sl4;Xso<H6n
z;BEo5UZ@e`FOb5U#z?@!C7}SnrXstL=lE%D0>%0IYMClx<V3ZrBn^?pi<dcKFM`y1
z$l^h{Lyw?Osmx0QT(u$yn+Ks6k<W7|LM;-pCOuBC>O=IVL6fWSt`ot4S}(^S-Y8~K
zKW0=&`x;#iiApBagO|8lft@~pt!@!?(A$WR)r3MpA!hC`)ru#m%<#1a%{f-75rSOG
z(~n8ViyNc(DkN7tFppQ95msygUlxIEd(_Y{9thEuN-Ec^_I4rR=C%qRZ3z;jyv_nU
zatMH>>ia)@ALf0bzVApUiakl^@9tp^&mkEGa1}*Gq64xYgun%|eoP>Lm0SBEh^N#=
zO@j@8K`Wh5RMtLLKaZ@mN|sv*Ca}LiXTDC*Ysi&@*Jr?sT!_|}0jSNRUd~Yfg4U&2
z4sV2gN!H2j1JfCc4uohkpf!2LoQylG3GAAsu?>bk*IS^ND@<Yk0Eh2S%DlG$<wjNy
z51{Qf)0_p|CV|spfK5rwKRrP1eNx34d%#R<=OmLe;60*WP6bAp!c_uO^Tng*G3_X;
zQ;?T<XbYLx*L86vY68Xdw;Gx!$E-n{%5t!-aC)%;Q)L?Q@uvpyhn8qmT{T=VjLjgc
z9itHa;emEX>^zJq*Sa>3yn%rgh}Z@mnWJ@6hR7>0)3Sck9eawV!Wd^%xH>JZ0o3>r
z8ajougG}uc*+|z%a-ThWmLzB|^-Xw%M<c43KXTKX^@nUCAew{lfj#uK`8x?nR6eJ-
zKq>_HE;Klh?&$#xZ6M9Ue1u_S^uFf%Ge<zlJ2yvVg=6yEY~CLj!_t<Z!@s}{i$dQy
zAfTCr-(5Ke6+==3VO>mC0F2G2i0`e0xP$b4pJ4n8ix$}D!V?Hvu?KdYV|6!kIEOD#
z+83{{Agf@a_7rQik4_jz5+YZC1x`TDH(I9fqVgSjPwbrSLgRdCJ{T$*!WjnX{dPuF
ze}OOR^|tN+pa5I!36%x1)ui&p=xMqOKcO|hy^K^x5|9c4!Mm!O=+wa&GPB#H2CwaP
zF?6JsKVs{P<!ou9cVJd@bBh)LT>NRMNEZF|B((f%180BKiDr`Y2npz?^IMSAT6tK^
z4aOBupd#iNJbkr~6x;iT0u{d%PD>tCUIdxHgPq{uV(Zs1rX(n4<@OvFD_lUzmN|Y)
zOd}m!IqdTSL^ucFVD~kUYW7lVg6hwfBd<I)<mDsZg&}`02rs$>fXS~iLmBPdjO^Rk
zEdagAf<LD?EOTcdEEONBEE2jkKmfk@iA2AIIE~)?ol$Xn&*TG@e|`YGfB32_<Yl$U
zV1zf{TKM<bsEXn=9yp1jB{0@xSC&3|L7Y;5Mlon&f#OflV?Kkdt3cr*5UxiUSOd@g
znc>#{CDR&V><s51>I|i!5TcDk5w%BH^wJQ)ixql<XQ{Y2^D->>NE;90ebRSQcWr<?
zMnO&kgG1T#4IsDOLYPy!nFfU1b<Bha#{m8q>^7`ROH(cMB@~L_K0(ZD(6<PdZ~{de
zV3vU^?#ydfAa`_2AwK%$22>X}XJ%gW=SU&Q+@$d$j8*y%7@8H%VUqSw0SkwIa#=rt
z+!G|hpkwqT`zpXI9;E@fw45xkM3QjJo1njfT63xAL)GURQQfWdVi=ey?dyN?3uL~B
zn2kafbAmZvX0#I)T#nH_N{fM75&Chm;1-19A_DxxMd=f3Av_kJH7C^bReLV{aLk~k
z16ea9ScR|~_QMYRQUiZC#2`~)U1I)%3zMzLsb_FHfausn1p@-Hp*j$o?nk)Qgxc0X
z|NEblEWij5JnE(Uj!su4+YHt2G(V6yZ6tkj^PkgDD5^&<a|gMq?U?L>BwY-+`or<O
zuiMw7Eu5lkd|VMH@n=?mp@Z|)lQk-OK+92MH^EGK)d4*Ki!kQ#XjI@UU7(4CfiP3#
zU66i=OfguRc2NoL5jn`1VhrX&(lcE3_)Iu>7R95wP3!ZH`U6XRni%HLiU<eD(A^mm
z)dlT4vH+ex3ItPzoGF1+E7FODSu&p{E(ctMj9by)bblt$d=jS(v?K5o+?Bep5)!6&
z^UyD_>+Cc$3cHp@W;Ffc?RYw7m<l@(0!}pVPS43`+G{HTh^ShsEi_SXpM-KFEY4rG
z2>g+WKQO{JN{&q{eNc-+E>?Y)Yea2i0dHzR+FLLR`|mspr8dF#UFK7sdP@_BWcv`4
zS^8}$B9I3MSQf*~dARY0NFlVp*5F7Nq&0`)|3b8bc>l&(9nj6ekP#4=Lm5o4I6+Xf
zKjGlHZotW#*K&Z$E8pc4k9WHn2rW35fs9h|%4c_Uh`Go`@<J-UaD`U_o6IQ#i6}Mq
z2c|%Hfy(Fd1jmnMD)3NGXJ_;Fj!pqUJPTbr<Cf`PE8mRr_kN|TQ?hGgmGgya|0-UA
z1Q(<!`&+FqUV}WQm{@I+BdV$T@DIS5l}H-AxpR=jo~0b7h_B(rZotHzj*oE60<wJ)
zjA~~&u7I`;(9|3a$PBW|BDmSZds{)SC)5m0*0CZ#Bbr#rSIb~LyDlN$r&^CAuR(je
zz4Kah`S6V)N)iA4u>y6SMN$y$S&i+^jE=YEauUal2Fo3NTHnX>(%-9_I-V4LiRUL;
zlNQttx+KrWJs;~j=|l5pJH$qLX2Q>_5#>2*unz6qKlXKsNeNW7iz4?6yirjE_N!~#
z>kVa>woRR<NPk9#ykX8!&qhCiA&l-o;iZ+#;JB6<tnOl=)y{^G{iw1H;{UI~YL92K
zf5YF$gNM?diLws1DZi)`r59l*oxG(Ia(as;A{3SLX<JW9QYk8>m?9<RkmM9wQIcwj
zB4p%D+b}G{etkaIzxVaWbzk>&Uy%Z%sA?SHk&;h;3IBojvDDscOIq?k)ETv9djw4u
z2-w~DMC3VByV4|=VqkX31ABbxgW>J7efT6j(E*=rG2*2o26Vh$qumj>`QzCuiO&M&
z=R{)%H9ogQx#`ii-#Z)I23kB-!=PA*1qq*QQwX-9vC_5g`$~<bo-dhvd#x$Pa{tz^
zC%tdIn0ljZmvVW0x9t**YKs=<!noEATW{ySc#~e_pT%*`a9*T&MHFA$wyBzJ`(k00
z>q(`1{+Rd@X(qQhb)El)>ZJ;rbkW(0YbW*7M!dp&e_Rx=>00~VXZ&vBd({svk1x0N
zG45&{YF_=!V96c+IQ9j8@-EQ!;p!)?W~a?g8#i!u{Q8a$l?8|VkEz(~xUH9~yl3o%
z%spnVAat<j0<L<4@uWle=>5vcmZ79h+l^m`Q?2@bUT4Wt;XT^MMYnr-E>992{NdJw
zr8ZC2tqNM3cqk%%ua}dLjcHcfrOn9Y^K#)nJIB1%EjbJGUYm83_vtw8UgG(exTj`5
zb!MjM!+pa5_c^oQVP@qgYMrC@WcaKuUHspFURG^S^Yd1zpL}loC_jIL)u8V6kFF;q
zA&0gVuPo79w#avk5mez*QW(>dk$DS!X7Eop`IE}_wV^(T>DfQBE<E#WCOz9!kgw>e
ziIc={J$7JJ)?wE9B%2cGezAFe);;A=<mrd`<D8Hsrrm0Xj7^W_HP|K%y=64))BUq!
z=ygB>+gZCP^VaQtZ{6>o7VQdOr6k|1rBs)^g130k20i?MZuX_V;!5Y2-~GWx7XlX-
zQ0`SqZ+d8Dj@r=La!S@N;auwbncw@{=VAQRwS&v{M!r!kd1lY@urk-o|5)u7kYJgt
z9<qo@*nIA0t%5Z3&N=PUf6|bm^yrCzy-o|58zSo$*5`I4{9g12P0#J{#c^};?GNQR
z3v=8SI3GwK;-tR5Eh3fZxv9Gf<e2kO^P>lk`mT04n(LKm;-S`jEHh$ZZ<=P=y1<*2
z#fi&}_|po7=Pcr>Tj8Pmvh2j+%(jTDCdc-dJ3gDUEmsjPVVf0)|8MR#$?VUtw~LpS
z$+nMbX=|VE-unX0UQu<>u6cccIstcj;32cch?sFS>-NXE15;^rCO*E2_wThY<D9r`
zU+cG9?RUb1;H4Lr$MDUi0=~JYza)09C%2iz-?@5ZRD*h)xz^z!dBpdoZB@#>f3MW8
zpl>^+^w9r#A=X469@qY~G%DWm{v<yu?ZSZU{N5XXgnkkGmn*fL8Y=To2svcvMJveE
zIX`;m{rfFG$~RvRjpyAL@E6B8`VYEaAV&Q))U1H-(!8PK{pHYXZEw~ZcFP0EaK>ip
znY6)<$kxA>Q(|D?f2>$N&DgcN(WzBG&ZN4L8}WAc+rwFJO+vkO-Tc0#^bERMU%GH0
zI?K!2pgmCc7WxT!_x1kT|E82nl#|}POe`wlO>a|-Go~!oz0(ZaMd<8J_}#hcAF%aO
zs-FMT>>8sFvXBL7kGU2W$8esv7iDX<YGfv@kbZK_u|hU<+B^?IUabq;ANAnZkMiFg
z+Y1fW6rFw1XmqQpsKj9yGnU2ej-4x9`m)UD^D>8@Ip6o}Xh=4vEOt}B*prr1*R<TH
zgJ7^J-t_GSZ}UL&Kr3s)KPx*IEZKRv?n9Ze_Wlp&-i)^`ud_%pKL$Tm-i2SU+2FNw
z!{Ny3+r@{Y8*X>>!kZJ*N0SbCH260z-$~e<g#7Z6HJw=f{b;}I&h-ykPG!k<sDCKT
zKO&v5EJ~73c#WCK`4&*0<VgKS!<*l7oen&iVh!F`ZF@j+OWko`C0p6kbkaTB+Dq&4
zy?rU^o>pF3$%w$gU3=F@yVJ^zq=_^)_oHi$&b|@RqnJbWHqZ6iaQppA-+W-4>0aNA
zH%$17_`W_+yD#5ME_Beo;ii1)L8aRf>%}hv)#sTjPYItWLI)Mb!`}&&11AHrt&4Z;
zZf-1@v3ugU5gac*@cf!C+u3V<QBDc-B5#M+;*^&+W1lyru5!I|dZ2&xgydwagZBF}
z`uZ!lx9#P9y^9Mon&aW8=1-JAORf=)&hlG}>vU*R!M5)`7v{4r6|l~=U7j{$gsd@s
zrC%KQBes8!R`Q;}HCu0a)@fv`hZuzqtoha7yL1NmxNGU1F^QjkV!)_>0{t%4BIDbq
zMU|5D7C2zZ(e6bVD&zEu;^nrq_^AA^5e_ML7B|7BT1>n>(}aLm{desacUla%=4Or^
z*-r!pJgRJx3Mx?cwivSPDFU@)tZSXRvg4%LiEw*^&0q$X_)|@r(GNfU#`sdhG%0=^
zxZ(Z74-k7uE2^7MI|%S&Ofd=$O>jt;5L!Ij_*!*l2twJkQ1ZVrxF+3k0J`^%zAU^j
zp6<{eIl|Lfii2ACnY4w~%AbecuLK87A7e~08}-DfDptJ5N15Si3Pw;Z?~};~5m(2<
z)436Y^3ij%2(H%3ua%%tK&6sD6@?l=uO<=oMq+EYM2fD9Efjplo;*hmu}5HvTsO%g
zF1Rr|IrE8<>NzQ?V|tE9odFqCSJ_<;=n;i5HKC!d>e&R7@1V*qG__-qz>a~&%qVDC
z2*@W2U-}R`U|dd14DeQ~Km47+@Y1VqSwWD#5d$Dqq>6y;(8wtS^l}urmf$4(Qw_Wu
z=2g$h&xA^%Ww|@NY^Ve+mizYfN@bUjYB)1mSE@a)K>tppy@E6Uw?BhXa}e=}6YAh(
zm#to|slq%vh2l}zE6<OlQHt0v8t3}rnB*-|VX|W^_=;>VL{yv5>(@!zMV4f)j)<ct
z7Gu9EiQ5&-v@B99g?n+KNkrry-p2JedF{J?V--h;y?-=}-Xd54N%{PWX<#1>1fzV<
z`B<{w;aI#(3)oU*b>qNqMj@XDyG9`HcW)?#h_X3zsLV3?pU5op5liw|ja&r44E(~9
zpuJ$`lQoFLbSq)-T)~P6erX|`XyF^*hpDXjP-H5O#H1Vacz=8=G>#H@_K=0sxEP;@
z+N!Jt(MVj;tAOhmbwq*FxXrfd?dast;u&3xokMgdK-2DH+qP}nwrx$4i6(aPk8Rtw
zZCexDw)4&T&bjx#clUO0dQpqsbyYw0{K~h?jbymU(v*H&BhY|ajHY}3uLsnQXH3a6
zfp6mpmkg5giEzq4&=y~mS}6(OPlc11OZ);2KuymJ=}te1TIjycnoNAAYb6-ldoJ#_
zM|T%oe~t}2sR{#v`e_Z!jTvSXJym>;E38c+<I5hL!v?y}5b29E=@Z;SB4e$E<y2(6
z??`6z(m3WOU;+z?mDI0tqf=PD9HPYKLD`2SZpqzXC3)h~BZhP{^%Y#>fa^BYaBf(U
z8Yt#R!4?l9Vhm|Zxx}Pq1cmKaWeDm0CstpJWL4`pDecTfBgAjIR3}GAPHyaISMan>
z3N3WTz1yXEs$47SJZUCr98O81vbTi<-O^yl@M_6dvuu;Ycqu7Wm68hZNp&^ZLFKux
z&~T_Q-^I^?4Jo{EN}(@bqwGaIJ$92dF}QZ#(aQ>0lYn=Dupg9w#4`VBkoSM)YP8W5
zQOSw$#%nYrjC=T!-lAbgO9_{3wjY`TVBg)D6q}$vhOoiib{D48<tz_GvrK$SsmM88
zowQ02xV}OkNaJU)8WP0aN#=^$b)(TTsWF|FFT$A6N;|DV1I22mDQDKm=AAniE+(4M
zFpP&K8oeyUS+}#iwT3RZl40V=W6XvWvBuf3D&Y{D{drFp{eHfeDKarl<=A5w<NL@|
zlM%X#yLUzsfM#*rYKPW!JjBwvHQo0F75b)Qbh7*MabZY&|2Is22UO#@=t-{jir}Hy
zAEW>%)R_UvCF%9v%N>(0>6lRrm!5C_0Rw)p2MnUT#KQa6Auuv#Wm*r2UV)L}UjMTn
zqCAL7>U>xWmn#kbZ>7B1oA=A-Xg>V6%#WJobzJBzHgoixDm!Bqo_Y@>`BEhO<q|y!
zoAnT2Uk4KvLAZw6#pJ7X-2BYXxHDSIhjru^*ECAYRTq-woj7p(mFiGS(^_`ZCz_1l
zMNTOfWVnj>Q)r&HrYBI(9{dmIg`uK&u@-W6%ZRaiWwC#9tHR<3=V!*g0(9%+;4%u4
zHtc0Lk|=o$6U<H<;R2a88-l}aA>4bENW2!B>3+wVAop$tC~&brBYMJ8N0ukzQo@jO
zunl0QchBDkVUH_xADr}Z_NLB;T9hlu^kVwzMR>5vtOVvR9ii;Fd6R~yFv#z(!~}rl
z!eOw!;sS@x-1Om|*6y##Ub;_doZZ2o%PhT27M`Bg7PyXTQJ+6ip?46A3Gm0t92SBg
zY6G(V(-9)owWVHm0D#>Ao1C6-ga|!8s#acnHf07jvH+QIA#Z*$Th0lUMNC<hs2V{o
zu}IG*{g~q8T6xL@L*NnqNlNm5sP2Jp*82qHcgMY=z<bYy4Wpo{1Sp|V1LNP?SmPg5
z^HhcTNe&HSr4|`fx=ZCOEj(cHU`W~!bVGXhAaxC1NBvOdQV@4;v%<ar3YGg@WEM?r
zz>+`nq=K*~fU6~$;Wdn!Bgg_ewmAVRg}%&_nfTF6I)Y~<YTU*Xk8pntMYQ~kjDg{Y
zl>VEuEWjFL_I59@rk>03_AD_WZ&pPwi+x#y7h!lD=?Jq-Ux<+1IDwE2sNXDBa8??5
zm2Xs7n{j1()SBY#qRxF-swycTn>MS1xD?aV`9O-CN=kTO-6)&ok44p2tw0YhTxMyZ
zWh|fq#GGVI;`CyvUorS3AkYa0OO09iAO@5`E@GZ?#*;Qru~TItnrIL1?b_{h3?_VL
zaTu*mS%qn8OFg2sjD&oHbgj#s3@Cg_ZBIV1!EISzwn_-=mpK>j7U0aQ0-r~&3H&BN
z8ly^3c*B<@iLO4$Cs)&~xNBfp0BnQPaM37|o?J&s^K)yMIDSmmj{Kb~#wR0)FyKs5
zIU1qJ7|J}COv8>{x=mo(Og3-y)ccZ5e&xlD-~4g1FbjvfJ#(a!jkrmfMr>3cgM^rX
z4v<7;Dz+G^RLol6h1GOG8=A{Jt&IVw!`E7XYFMXj`{;&H%HOXf$J-OYM|X$5n?Y&{
zU$@wEJ_bC0LZG-u4gVWHyEz#6OE5l#KTwguH1)heaHZ{%CeY)?f&Z^e(cUo5ZqD^C
zv-%P4Y<=3{TMfqdvflP`6%`VwBIOmfdhI?#8u`h%BZZk>Gv$2^pvQwoO{ql=Gih&M
zf!^o>AdB?p76}s*vQ2&L-PpJ|aP8)i8*XoiYV*8$QEdqU)!de*_9yxtP7f7T(k;OY
zA%tICT|ZD@aE-F#imfTJ=$I41ExOMZ`J^K4w=Zn+b%FMwyfKI1u5RU=irx|o^9UZ5
z*klPeG1(pijPSXJs;NBJv#_yuR0#$I>Q!lb$Skq}g_A27zF+<gRTnz3_K)P9dzd0%
zzR09vnqf&|?gpM@;LKqyC|k51t#4S|n`d%5tcLGGJD{)z(0`{SeMDk?=O&eet|-$g
zLoj6iF9T@V_6SFgc5+zB?fu5yYezEkLd?rgNE%H*bd=Kjn#x*DSEZzs_YcN$ml!gw
zR=BPW<o6?zNj8bOClFZWV@=V<Ma|Mzj5O!imLPvN+1$5CnBw*y?TW_OK{d{@jsXWF
zB*-aBOhA`|M#tJ-(BS_@#@1sC3E1bVmKHiD$ulbi+qRG#QXCu7Ak$7F!!@3zipo6j
z%-<EjFb&jHEKWTz8Oa5;4hGV<f`>6aM?w&ys{wYbgK&gOZUXrTlG66(v!*up7}Wp@
zeEy>qzZD;;o5HVBq_puovWbKSVyuK#5~_TbFZ2O&5lZ4bqH^V{rm3kp{xXUrU<lGj
zHS~d|D7%ekC#Vx0q2=;)dn46Iolz#8Lprl9>h3f~3%g9%-?rc?=NqW~YKH}i?p)Mw
zuhtxMPeqwA4GE7`t2(p8*$2hm+AGPd)?NC`I3lN!c)F(mMW!s6h32+U#y(2alU6W>
z**(#Fm>}7q9{{<CE&Rwa#efbBA@>D6cF2Wd8X+NM?9NX5IYGSnS<FOm^Wa)3EKhRU
zh~{dJUA3V}NNxQhv1akGIyl35Hzx`;%huL|LjgNXO)4_$l9Tohbj_d!b{5k@f9TQ|
zAut$C^arZ+(54u3+%%>Ue7~2nVkz9bgv1M?*GOh;K-x+ck^+`;yoHJeU&~*zIav(W
zH?fJ@z>;aE#Ar#7;|+*8p9Q0A=zb<2n|kRT=}?%jyuyAN?^U8%i}>UzwqMSlru{wi
z$H$rzsRaX=$dnbU5&1Yv3>Z@bSW%Ra=rUezusde0bX8@W9-GQpRc1XR_S9@{L%KoX
zbO1jOYE&@eLp{)x)8(f0-pN6k0rogBflzPZFNupan*0w?@RTwAL%c7t7=pyV7Ue#K
z<X0MI8OKZRuxlePc06EbqIPajYwBIFYBH<ZaI~QWo(L0vLH0mK0L76=yP&jb3{*-|
zLe{g=EgzW^BrDdh5Wkw@08yq*Z9!Tw?-Fb^ZvHa3D??_0qqB0Ow(lTZ9b1#@*Irtk
z9=B`YKW#CHq|72>DkYKhoyduc`)!97@12$8wB<WfKo8)=%gnw{n{<ntR6acu(GH${
zX~`9d0A7>4w+BWL4HYEihaJqwDeYT&qTqzej|8ry!A`EeTXX3qg4RDkgom|~y%hwq
z)4O~vsNKd_?0Dq;DMUWijv!4E6iZ0FF-#%(9Uzt#&ky|w$1Ik*Y~nt&JDV1_pQ<@^
zdXPoMX!w{&<qS>A4bM8BhdBbTbcRe8jk2TNFcq=z-i$wqJB)GKl97KRB83l87vhHf
zNrlw#B$kkSd%eS`bo_h|TQVM^%2ty#a~;g@%X$i`bPGMas+`YDzz6}I@e}}>c2X~G
ziY>UbO>Lh2foc0EzUI5gGd?*(yaA*cj59gvMKtd)kolFFuuvii?i}Ri@0qw5634=_
z+33D}l1UR@l9yO2T`m8Gt>zsUCy?>i%^ukG<uA2l=T1(R98LRjSA=A4-=R~8m=c>|
zWT?heLl{v>rDnCmNqcfR=^;q=FiAFQY7|4lsDGM_qc{>`spAQz`ZKtPz7R20o7#6K
z!b*6U1W9aD1Dg7|c)I$S3p5G}Jyi~P5D%D=vMbh?;QvoJ1(G6eT%Z90QlS4&!YK<Q
zlYE+o8tUrDk0sVrF;4e<#}Edq<3(!4vQ>2fMPhhygs*MnS6iMq{xG0}M29#eE?hL3
z28N-z&9zDcxiw4{7@5*O4`hV@Qdyfs76qD&_#$@Juh;pS|0KtG)?<eMrRV0MYg-Yi
zgHSvU2~0RJp0Gy*$@rzhh$t}YGRK&6<ZbQ8E=ntq&YkkA7WXaRz1ZQUqAQ4WhSZR=
zi9qM3`x~AGJ3W|+(J!8<x9T<B=j-$B*SEW$<4*a=%ia&?0j~GtVrHWs{MV8%-+|fP
z@m%^2AH4!X_K&3P?Ibnq)kLClt;umMcN+&UhraY-6})zCz0ovhxR~k85}x^(Y=Gl0
z>$B47zaJ*_nWC9Ru)XZjqd%CtJ{qddug~|tS^Wg=CTYD^Qk1-$2(RWlv`9`|9?-mf
z7jHEee5V((_8y$Ybk!a%m50lp4?PC27Dj5SVD+D2dq<}j2?Tu&%k*EbUXUpPuG9?9
zv_bKCp(-SnKY+#I14l2Xa{lv;w+GBwMulVx#NX_;<%hrDlF-cfyEq@`hs(NeRWpQ3
zoQb!Ej9MUN(TXMpFb{Njm1~1^&cS}R1^SdHZ>xU;LD_9nxicVc07c_CZf5q|+s941
z=-5B!vu;u}Dc>oS<DMe{1cyX|Jj8wDw!sg73j{)EN0|D%S&(#9?T^qc5e;zk0m_Ex
z)5-&(-?d4Zb3?S7`?iO(&S^jd!RH8FrH~aeJPavjK+|9|t1;YoPK(>Pf({Y_v81~>
zkV|<UDYULh2W~uk;1ol`<)?}?zT}hlDAIICv+Tq_z#a-!!8jZ!-YKHqp6H?kXvK?e
zgrDiy&p@pm9fq{Y+qr0JlbBzJ6I}0o`8miC!NeBa3YgJZ7MZDW^FG~OrOUu4lO-t>
zZ73n{->*k0OW^jFIxytS3onD)F=oG^d@mLVZAz)U_<5#g(NZZuD1I>DUd~@|nO7C>
zZ%=@)C27-~2<-i!g5Y*d6*t{8pk^U=2tU=Zu!Cx+j!UG-*fCT)T1MrSx{#9|Z%cgZ
zcLa|x=dng4k5T581*lvXgbAtj<`k!W$VdneE_mnXM&(#pHwX0z*fi`_7dBE4I?TA8
z^f54C<=G9MU&U&`Gnv<B#9U}x$D`B*_?%gcdD-bV<oWMZ>Go{;wHOBpoFjFg^dfSp
zUrbDV=OxJWDyNkfU&4zD=GW+HpTjQ@X8TtL9#>bS_$rMAdU@KxKZ-aFam-CD_5*Ll
z0unt#H+)l7k>!wnKR;!!?bh%T3di>AH;splD&FOz)&?@AK{ubuC<p6d-M7;C7K?tS
zGgaZdUY9#Q$ZH7zuXxs3s#dcvoj)tMD7s5oqmO1+fKp?*`U&Q^N#|R<$owHsd&RJu
zC*%k!F!RVFbo|4EeqtP)IpR4z{#!CP0JC{525fik`#|WML4dlk-DoDh)u9!D4fIx2
z+zmNvh}gp!NNHiK2Fr%ARthzX$9J4B43A1*@zV%o>)HUkXdWH>khW%n{Q>74Zn*`K
zI6BrS3CaBW-5;BNC1U*Z0L+iSJXOZZQ%BqUnhtx_w^9K=@~+M8gK01vmE2jM3I8tB
z*z-dpz2at*h@Y$ajw5;Qx1F>DbxQnsW<FIg9{B5~KK-g_MPau8xqVpszKKKmODLZ@
zh}CXnywbG_8WI1|P;V1}Uk(u|@`?*Dl)aPxa{AYX7i0h0g*i&!jz&IS@-3aU;`Lt%
zn8bEtSgQ3*k+ZQ9PU!cBLDA(aBd$JfMN(Tzc;y4M372<)v&4aJa06j_4PIPzt@0Us
zG8|-JQvo#6^&O1TrCxv3aOr&CHvL;zq9$Vo{ObO+A(Lo@__;4(L+ArAWL0jq@Z4#g
zkE49S_Bw&p^^Pr7$MN<U+E@OE#&evA-D`4CXBML$8JFj2wdG(Rres83C4=h7hpNUc
z5vQMz;6|aa0GYuZLE>-srRV&L;JBN8e6Y@p0Y6U4-;!o@W4Eq|aD<N3IF@d=jEwa4
zQZ1goq2(!{=4+hz;@NnIG1fZ8V%~}s4?4Pj@yc?0?f^ssHiaY?1cRv15@=#K@c~I*
z;c~W0%titojJNSc{<ovf<reGi*GgP|siMWEAS5*t&80g|^W#RPm(=a0lGoHiPEOO&
z`jOn;LDBW2kq?U{cw3A|c_nzP)g}dIyqM~tmfcTIACJ_oG;3&cn>SD<HT<d`=$!Yz
z&Gz>sXlfLe6Cwy!WhXSkuQ+Xs@>g|Cx(2}8@fs2iA$<DKO&UIN7mubMTFp52FaNAe
zq?~syG6VKqz(2l>lLW{>&R->v<hM_BpK>r<)f6u}k)GzFLF3Uv-|r#d<t{rQuZu%A
zw=0DflIREXZsN*l-H*Tq4XFnW#GT6DCmblFC)oklu%n>+O$=&P7FSMAf>Ku}VhvEz
z?xiW*vzOwt+I38!<s9rnKkq4FU1Q<6X7L>9H9hcERRQr|!Kl=2UN^47O`=(r{UR~%
z!?9+E$aR)h$DqnXZlY7bu7turh6Nh^ZW%R!NXgYmk4lc_1zdwj2RI83P?#8>@NP*e
zwjFSeLZ;wY73!BQMw#pVdNK@JB$#{}I4N(iy3K~-$ixb2hT(Q0ruZc;yeYQzPCWn;
z``Z;nxn^ALU!~{lcaxOzuR0{{@F7=_fLkG4RQ&S}?*vpoe&Cjk@!Y1{e9cVSixpXy
zZ0C<LlwDth<G1pgw@+h}HhG$O?}1#MI`~-{%N5?EgkSCs@GT1R*QsY_<X&BCvAz}}
z#Cdt9h?0g0=G7<w*?s(dGxjexQl{Mp0r#+5LWe^PET*(vJuc(bxR~Bp7QHUi%|TJ}
z4B?~9n%%EqCENWq`z<+t?Jp0X>&OMQyV`#1XsutvF<MWH?}?1|NRN$ICBQkc1x*-m
zQyRFoc_+<U*V*fHabp%>InC7XsZ7x4Q*Q-LGI`F<zYYDrTZQJh+s&fGW>1spr|9^!
zDB@lEh{%~xjB)oO3V<#TH1V#ce=GPWbHr@0T1KccOUpN0v;RPbHouG;(3LIza52+F
zkJ)2Ntf7_Y!(h5848ps^TKrHM0Q+%)NSXyM0<+ku;g{Ji#$*?ucqMPH+83RNMRmaw
z`if4=^k3-KN5fW@96Xw1ZEJ?rG1;SU@~EL)F@>u?4guWTh844e7Pl-!lt^gabQ~ZF
z7<DK*a;Q73PB_ZA_vk4L5@k6e3*7m-(Y-RTb`ljK(NbG-i8sa#cLoA=iM|#&#8A!A
zJUW>VM052hClq`>A#S^-Y82{L?FuRn&7M61J+;+iX?heU13qM=VBZZb3&^f%)_4_i
zR<wc$*BPK=ua{=u2RINh*NmMgyS9U!6kJ%toC<hLq&e*F;)>Sk5$;HPCq=%&C-zYK
z_2<RdpZWvXG$RIJjGDy#nm}xan=~kzF>`YwVR`3r14mO>3OD|#mC}hCNJCwI`NCYF
zgM;VA5AdN~W{o(G0Y;?;08PR&Jz#56DU^1xe*6eg78Y@}Q%if)5qhR-0)29rO5jX<
zs8Gxb>O<hy18|0##E?`Y@O9p5EK`24DDIMtG@N>q-x|}~(nZN|k5mlw2m=$pe~jmI
zaxBu4PJ|FZe~lUpxWI1uNn+RZ*;Rq#XN;+X>pu_&EP!D-K3?HVluqa|fqW3jziVlR
zKk37d$%B3QuS4W~EETYFU|v8@7pPf(CJLQY@KAczy_1!F7Fb9o&?WG<8~f|h;1L=Y
zW|z0Cfe`u%rZLtf9Q@!XxbdCRypm!n2trvwp51wbghfXY9534x2P}#^T+T26R{w@{
zgg_ZOmlTU81dgM%c?ug9O*H-7+c!xstz&7ZFwoEqRP^0qi%#*B`m*~9B99a4rX2vf
zHLf7etrNt?b8D6Gl3Pe{+Z>BcTmQyE>$pB90LFSFC1NE;hzv<4j1O>6zLMivpUPSG
zon~Hr-XvK&240@T=X&0rp$hm&_XThsZ~tPD6fb?dKJ>(m%=PMF;;!lx!G^wg8LHfU
zOugTe%D;wF2*^w33lF|`&oaEgz8Ic%62`eG6y7_{@aesYnl`>^+dkincE-RO{xS8D
zxEzOt6;#i$9mw?k7I68l&1dZ#tyIjZA$Kxi6!d;_^pp68P%q;r<=8iq(9}@9951E3
zD(}avy~C|A^v0>l^`#LwE^SPSwNgpySM=KQROKh;Vw1o(N0)wwwflL2ae1r%`gZNW
zuUSL9X2`xgK7Z0Br$C=F`83m|)uFcZ@%bK>Oe+Tdie+R-Hl`+oeo%KH>C;*+GUQbP
zc=yp9>h<2;x3T8dMy~s!E4<<<kv3C>Gv7?Dou=-x7`yuGL+aqUkf))Nvb~zsFnUbA
z;<`&IVd|g(6Z(qP4CK7AB+`lPt1p3^`YJ&2x4rG9sroJsmR~y8o-OpSMDG=Lkr{`C
zJoPPfxDfK(#DYoZz)$-H87Osi*QpkqpB7~!8hORDHQ@Nj25YD94e~3MdZ0O@;yvZJ
zSG(ceEZ;@mUW;7oU>TJjNO$DZD42G@bH4Ws&h~-ZN5v1L4{-a^<(?&u5f>tFU+>L5
z14$Ni3?aOCMO7WQQAh87PoumBK@Hj-sQ|~mqz}6E;EVDYqta+3ps;JglKl49&_3J)
z_k13iC}S$#LA!z+kEg*mqVQYVu`b0C3(WIPU_&QpluW5E(7QeDR=I4a;%}IY#JWAu
zFJL85>I-i)2q14Cg@C&pSaoB&DCZ-0f`@}OGGHe#n4~&HR6W(Vx5v-PaDvXcQzG1(
zCp|d~eDQJmxOJs0Ieo7hQsuWjG@AV5pfQ5o*C*LWCy8?V1dzab1fkP@W$Vj(ri-!l
z%!+-O)pci^XaTQ_Ms(+U(oC>dVJXjwz-@21WoRv@-V**PBW^vICp1skdlFkiNH6bY
zvY{Yg7HUHu4+6k*b{|T*m&nn7tJ<s-OlGgQ8eFk5oiX|!qwf8h3`=OY(M=yCXaC_W
z%Z-p#lUQb6jQkn+3)40&T>1)Hh5xw_we3p64BTuNnZbwg>iTGkWd=63X;uUCAmW!X
z<*qo*eaftmSIa!`&PVCJNx!V=?l*1Wz7|nkpD5bA9(=^`RU~M-H-h`{Qpw&z5&xKJ
z=&1SIS8s>_bK)Dg!jt*u1xn&@g1a-QVXq_G$?V<luxfu*CZ+)Q(SzTe9axR&<IT)D
znMNi-HeB`5lc5?##-_jY&WOO*DhM2_+;G&Aftp&5WlMEL*1pHyxluIu?#FsW;DJ<^
zZ2qV3z|hjw2&A&dqy$15DA|_{cspzBuNQSOt+5UkIe}rgxJBSQnra<*F}@VgwUsdn
zKUTw-=ogvH4^H+r!?STZm^MvB6A`&0Qcr$%x_4BVr&qfWFXt^Yvczr)iIuG-1=l<b
zwwFE{2EEKZwNv(5Bd3@dejIiz$lEb4rI3?AC>BF*4XB%VdF9^U?a%vNvuAPSD)2=S
z0JAF-rDD$G?K0Wk#8Vv`cFFT+{~6`Qk5s;5f4I8Q9o72O=UP5fBwQDRU5V(015<eQ
zdZ+2zM@t2{ps|Rtp&)J5qO3u{rsZGYcKcY+=`}<-0SPDa<QmDs&&ODSCJJQ4U&BaQ
zgzDo_R;F3+w5u3QFrttl=qBqyQ`wscb`m#=`0J^zaj;T?%dKz<a%^1Q?^hZv>Xlc+
zm~MenWNqEq+`j!YdX1`@+|M%^jwHUc2GtVByQJSBb~<0fg}I?GR|{?^fusf)JL17E
zG}{INjb67?`4<`yg&l~CMd+F)e-K_<KbOVYrE}WxB)HHZ&G(wyro&t4sVxos(ZzAq
zmo$a?!^a2PCi%izSw|H^aj|<1vVt+eONp$vO(u%$!14tv<vZ!*kiEO~7;+Ya+%DO}
zo=x4bz*&GXTPP0VD`nF-D_IO{v>EQorNRf7iq>$0`5hZm596gPUW0;X%-_IW=Y+#h
z(-(`8M0`ss5mAIf)9Zbb*J|*Cc4vq&F+JLr;|zgSO8T!H>_RmJ3-$T7$R;ZBS7saw
z62>O0eF8<nlSQX~kDuoHtz@L1ThL91`2beBfORxBmh9d_D#sDmKsOJG<v^Kp_A$u#
z>N4JHqPc0=kw;cjQ&q+;C--!QvsjQG(P~1Y>s`R9ep!&w-aZK)7<1GW!h8@#Y7QFP
z*TY=ommKf*3&dYZ;$asa_goQ0aokob-mOh^t8t+<UTUfPH=xvTwAZyjY#aeg+h~+W
zF#3l!0KKbQIyK~Lp*eL%1}O|}3KPf`fQ2#$g)8rHku3)cqOAm=8kzc;S*5xzVR&pm
za+IhY^SIKd5q1cOBVpyBsDn*cM_JBNaO;jJM_zl5Z|uU~at?m0vt`gk8ZL?{ABi?h
z!GWcfz4g0C$R#=j|3#o6??2Jz+JTW(SEJXOYw}6b^9Dt*4H*y>eYto4_>DX-?l20^
zbw|%S6A1q?@*JL!Y+=wIRP1*>VAc{Uy3fWV;78w{U4lEOd)r2rCTO9P`F(vcZu1_(
zcf*7AtDixuE*8xRJjC0Vz}_w(a6yD*l94@0rf_L#{pgMu_AbWA0P#SFTbmnYP#~p0
zhpl5wkx1~*2D$YZu!z+P&7(q*fRqT$@n9UQ|0WGBw(GGBc+}}*TEv!z&KCf*80&Yo
z5aeHsl9d2=BPV2+_ImA|9kZP-GXiZi(5&^E;kF_rM&DLZiFCP|f+9x6&r7ADEf375
z`|Q;u*ztR1K8rrC*tRlMFtbZzM$OfHpbg#K9R;Td$Qgl|dGHORS+nbb@E_0Rj>@3m
zr%*Fnn%#hn-4)jM`thr;zPv5-8O7pOo0{!EgM<TQHFQSzs<UBM=GA3_J%7u8oTPT2
zCB;}EaU6fIag*34p>uHnz>R0sFX=wN#}(*WYILdeipH$Ah%G<<xRyeGu@e?{p9zJ!
zOCh2U9mu~KYH1(pVzK?8;aymyATA8$BAOuh2StahX0_p%$$bYCHb}?Rjk1MY#77%N
zNt$|I30>%<(Qh50$-&gMntNDWZs<^K1=00_5G0vyx{=gU)l~-hQbuov=%C+vwcSvp
zJ$t{a@}|U5!%l8pQ<i$lWr(zSvKG1@=2?cnYAEQ@-hTr^WdLV=6MU!uK6LrZ{*NYQ
z<fDAcJ3FxU3WUrgIrD9fC8cSFmevfr!4YZOHwT;00#SmT*Ix}o#SQGFR&&2=g`#vf
zY5V@oyuca_ThLsH-ErE4f33OXZd+F1x!i4+oa#;pb(VS0$m~QIJDaV`Uno<}4tO&f
z^zm1aEa?vxlh!edMtr*1ku7(O`tCrUY_bC9WXppwdpzFYX@*`@SF2BQaybp!lqv!+
zA4}x@s+!^rCR~&wYu6rVCKKO%wBkId&gBv^%QR^ViX2W{8C0U&!$E6$ogwu-{@Ka5
z*AJY6%4GG&^+5E&D!XvGj~hrxIp159;6Z>Vi`O2r1!H8OYc!1JcWuGtPksRmUS*En
zM54oc)GM*6V(VmiTj@#c@G~E=CKnHDI#-USvfDDyW6bEO_1G|p;ESM^^!dz_yA6Nh
zHxY3K#|MK=YZ2hrllzGZZ$>uO=M2D$59|{Rs)j0HmLOF7#Xa4;9VAZRboC-7=8TLi
z^<rMPuctg=5jL@W`K%-=-kM@78j_`Q@ZqgA1@@M8?bS2d{zZHqRjlN46g^B5EWM1R
z-%h<Xv6m^<l!gxO=c^7R@iO6`>)hW*xp`0YU(NhUuk%Gs=C+~waXCFZZ>%?E9TA+N
zHxnIwh`>cv;CR|Hq>IAea?xaRGhA(wFn@RGoFn*0)$`3{`gu*1Z+4C>ibb?jCa{Ss
zC@*XXCG@JZqj{jF4r>sf#dUlv&5AuOWh2eWdFy?Cc0nvbD_sGCxm|elH(-}e&?sSZ
zFB>9~yWgHJ$e>cRwPgH9Wy7F&%3Q5G#GCR4?Wr`Y@np73L)S{1lDN_oliKq-mPu^U
zi#DVD1sCq_4j<-V)!nCY2z<e5t;~z;R~Ze(3C8TkUn12EG+bv1?8xQv5LU<9JySM>
zSY#_yUxMbj!K6SjPv2~k;lx;gNldVKkL25ciMuRC<RPnHrH!$bVZE69DMT~^Q5AxH
zB-R6m?1a>B&ktz<&w%t$7w=H~uTs+gD@KC}cmK=ow}8<lN*-oou)F1~xl7Kb1-kwt
zZN%l;ylcmA>L@J8lHy&S!haO)HY!;!P?|%J@mq6R3C`M7s1x_B_geOn3mh{n?;PsY
z{xJ@86&g-+L1kzZ@&Ujb3JoRXM+f|`1k?lyHsPEUAV^<8>9bi6705&@0gatO79Stf
zpoH(0>fs-niLFBeMC&AUlp2UAzdOaaIj|I+CIpc_Fw-pc&ILuu_Ih(0RRXLv1B+1?
z7BNjAHTN+#?k#8r>-j0fsg6?pb^87;4?v;vQ7l()Lf&PX{Io_;K3`6M{@ejRc&wvi
z=bGY>WFLZvyG6UK?#|R@I$UC@YC5$0!t!i~mO_ko{<5XbTK4#ue!2pw1EQAodjeAy
zSXAaVIqXlC;YZS$HE85=AiH~%s&a?Sb%TxS(H;f7$EPNCai=LI<`z5t9~!kt<9m&W
zUkfo<q;AcV07n}~NXd`Owdi{b+aFi3>Idp`jgmPHPevNHc88f5z%S)kx{1RpSJ3rg
zmI_OoAcE$+-hXd?-Cs<`4d{0uW7}mJ9Pg57_p;H^>#B{w(i&7hV|AB6(vzc+LJYcr
zK&?l%{t~b&J@3g=G)TONUUd*uxp?SSh0%jrv;bhPpR!20)5T4ALZ*HYFN{DD_cG3(
zJNC8h0N24d!ix^l(m?N4G;KQsG6IebF@UFoFPuO<JSVFz*Xu3Br=0c1yT>EAyA|?f
ztABxn^u5Y$7zn54l_k7qeR;%R2!t(r?hVrzaIYPAlR+|RtwuU$d|yFnQT4zc8c_-H
z&R0SbJ7*+~D8d(3>Q|^{I4+IBEjEIcI>=auKIKyHN4?JP5|#ZC&*%NtZ;UpUU0P{1
zr)yI7qY2<OL;^KU$O)4;`^O0@6>k@&j>)994%PX|LEokpqv->iKJa9BVI;w=Dul-t
zQ{sxLfj{oeDmtJlrPSR)qOX_qZFd+&1V}ZcEc!7cx9J(xRWhUlpzh6dRX}1L^T`<E
zuBoo>LS5*lMY=|Up=S=Mu3?#7BY8)Wguv?Lp=z>)z42{yz^WYy&Fx`R{6X$n=V+H@
zz&9f`@pKI)|0b0|oLZ|mLR0;|l>Ub!VQi<4#Myz5l2L87@?BW`QwyOp(~rk}?}q6!
zRA_Q=m~cU)N5cGUZ%K%J><;-dN6%^MgFEMF|D3aPnD<QzbDeJydRzO0d`><_g7vfJ
zZ?sQ;U#I_p>AOU+&RmnuZIQ1CU2)I4#PMrD^>PS?>Kf#uA42)Z&C?zLD&<sxW(eoD
zi1w^+LK#;Zl3&JDT^QLg8<OiGH~DDP0<O+RC(%*Y8rskJhlyNwU~nM=yK%H>(ew+G
z?=j*vIW75(7PjVV&a!#q5#`dh2rRaULy)v~P{%C$G?}6a#>g(|)pM2rRR=qH?2l$_
zZR;0xqxz7(qmg9)r9zS|rQ3Zs{aWF7@UDMW%xz;+#$_?aDQC~<sp0MlVZyi!@;+qb
zMw6midTT~&(1|_GutBMqy*d*%OMj5HEuE{~H1Cy&@)W;Fsz%y|D3%6QwCr;OHh3Sa
zP0a!ueSEXc4ukmN8z{NF&PvPKU$rg1cOWgRqn4*uJkZsMfL7I%k_PID)6%sXI703g
zWW7-U4?0>=U!&#j{?~4)Uw^43d3>dKe{rhNbO()8WKD~W<@(w8YJMdGu8qXD=a8g2
z-d9)FP1;T#v-)0tdz)iy2B{Gr+<KKIZ^u{16;}K*gf)L0V3NESvM!nA!8qC&7i}Ae
zhl@u%b?d}<s@;ReEJ$3BkV`S{SF5==__n&Isf$8~*fan~&6tklYGl^2*|1<Kmz&#v
zyUayu(5+3X7JRD^C5fxq20aswQPsT#veI`5Zwl-T#Cw0O2t#?LGvZ+vuvB8=*I!)3
z_nV&l?UT*dyTNZAbnO$w`?vYFW{~3MJ~2O;wxOt-pi}^QZQnCn^D7k_=pr(f)BIFe
zF!2Kl>&x5YO*7RM8ZM9Q(L83p5iQ(ID2af9U~t`d6#e3m%bZMV4m-;s@hPJ@6oK4c
z;An8fc`nP|*6^ds$`guKgfYDhSx3jD{MCztAEq{tlh+M@GqGRYaXBDgV{n;O+>C8I
z!}kRJQ4_Q}yPK#~n@!IgCJ$X>SRy&^?L=0gZd$P1jNL5v7Z`)ePE5CrF~wmJ=I$c_
z0`t*oU^t_HzNlj>MxL|Lx!tsP0*ain<HhdvZ-|ft3^Wav^j*zd83(x>_B_~+wE1!>
zJbGsDC!E1#6lgqFaW2JxQu&}G->;e2JfBM>=r?Uz_DD99O=E8{GKTuRyFMz;CL!6-
zZIHp3gFt&&t|94C&?C|LCxsXm(*yP~#EMr*hf;K&zAbv{K!mnwu#}IqL8pexbgIen
ztG)gninW4Ku3ij6R7gv=YzBvOe9uFh;kDf<ny}0fyVi2D$SWe;nl@;Vlf8>lf?-l_
z%^^6V_KP{(a*3GnAy2|TkOVp4fFRNnO8La}l%LJuvu6Pc(1LT<xYZdnT<o%|)v2+)
zcl7W?cyp5SApE6Fw`Xd&M*p#1wXj3O+<kGN>Y;er#NaWzW+T}K;@G$Spq{rU-D)@=
zUtRfs)*-Su{*W(IzI`5x3~>FL_^i4gitbZkGL0$w`#oFWwB%K-gXNy<rJCQX41>HY
zxDI=$4t})a?0FeGo_|bRuGl%qkxm~LBG!h@N$%)B5%|`DOa9Q<XXztdjq+*;x2kux
zfjNO!%MlSBw>0GsfYGLuTU?|WW*%n6-*x;ggkX{hA6+u`Q2i4QQE)QcdMdHK(AyvI
z+rS^^xb;ZS-VWCCoiWE3_OphCY_M3PT9?o+pYhVcV~qX$RXOg3@H0;TGqzX7g5^n?
zgVwftK(}69ILHLW!AckZ6R@xnQr~HImotl73YD$r86d$2M^R<RxjcD5>)RB8j)($=
zN!)(ZdQwo`ak480vHz%hc2q_v@l*rRn%~FUC`=q$E^wV}LXyIjF3IUp&))i?Rri%B
z@u)O=8Xp>?=Rd{8p<IT`-KKb))8A!IT1{%f{$dzArRU+W|KaBuCGowwtY8(!t=HAQ
z<g4$|bmsGVu$Jbta3(0{m6n{3$J>Zo{UguC-Doy@+^)J31^()=dHrMF$x?FY^SWk?
zSgaVkHI>To>_Z5V-X84{UzoZ65L`j67&-d$_x5B;Jhb(Y_G+B@O!inD07U>3nJ9Y2
z{83}ilYS@ARZn{<t*JHgaaPbF{aOl*!pG5Md@Z4Ddv&}JG93!>uYIkE_LKQrYHe5C
ztq$dT$)_~dlB`OFPI6dH>ewvFBc9)QWY%l0GxrlIMc^~Fu~8w=cTCCnoJo^t*Vz>G
zvqYWc9}4~9w#=RHn|xrY`rb7117=u#ssLh`;2#LH%IuMsq~>Sg260@bD89EPFx4V`
zZ@@tmmUVrK4=tH%$aRjA4%v$@_@~1-3S9q~bbl*D+2$M|+9hcxt6aaFA-6sYw-G_f
z9t!h^;8+T`jNk+N2et($cDBBZ*-t350$Rx~RRGz^uI{eaJq%ItsbDZUkm0zI9!-Bi
z6Qgu7EIQdi9R4`?SK{HwohvOt`~{fb$8b>un>O}JP#U!E5ZDIpEzs@EVRC4Sy#PpS
zbt}t+b9J{Q-#6rlAHg4wyYmMzcj(XYNxq6c9m2M=C<5Bt(mHyExz>^COHJ4U>VDa}
zn+G!QoJekcXxT&Jo)??Jdk(^K2?7@z(-w(k<1RXf5BRlu@B~!yqEHvPtNx278kj?J
z<nvcqJ-2<@f+thw-8FGKat0ES8Kig~_Y%AGYY`#gGL|PSjr^$G{P)PP3lQO}-Og9w
zt+Ul>Zyz|d%kRI^6KWl#7FE^C({>@%Hqx5UmjvGDWwA?uTU^|&EP1pm&@ka7?&UIZ
z#+diMk3!f^npuGx<KIq8Tg$iR#_CWlQ}tW7NZziR1P1p);xNsp0}w>p7ZRHULx51u
zi898DusSpZ2youBCK`)z`n)zP)9(W%q(U-cY3jS;(aW}a9IdD+4$imijOVKuK|xIK
z)bNV}^%n9mSch<-^~cBQ%xK~K0b4{LUG!!vVg5@G_yr2SZ=UV*)W}Y?z*wLMqI&l-
zaF^(K2hD)lN{4U?SCH}`1nbdt-bVx}GAlWP`5`o}Zs1v44+x86*K`bmmAG<AM8%jY
zi<EzUO@u73Ac-JTPL3a2$j+sbWY;Q_X1#lm*iLuE*wV{e^U{Gb4nE$7usQV>>)(M}
z8h}<_?!HbO8)$L!UvjPY{}5K<gZvIwadW#PyA!NRCriKc8LINz*puvIaf!1dg7;8V
zk;N3M`xtBdj|kHQkK%vsnHH%+efzO||A4+DKiadJR+jGPPiZSLFPr@{lkAc<D11Jv
zq1gf{nkvW^SW~{sh+mzC;L#ZyzEpREiBE&2f}Wrad=T`7HxQaGduUjMs3q|0G0+{1
z6?v0XgDCo?nb3}0P(}u$R`!7-q8K6!GHCT>YXVgi7F4aNYqw=OCyTs@r+ZkyY8*mB
zR!xbs+i5zBr`V@qq)w2-<FLdQp11|(^b&WqTX;Mk`L}HFEWGI13P`+2pg6A7{#3xr
z3rG`vMgxCM;czu02^vK56Sp<Az$?t(Nk-!Epb?y(o0D85lC=-j)|Ny5)?H8A$y)cZ
za_3L`)-MhG6Zx?c<m-{Rxn`(XkMHWlvU`=BUK^zDYSWgH)aLsuK)3U6s|G`x!l{jz
z?pDEVM5RNBXw@hdnS=$X`#FLg^<`pFAn&73O9qw;%@iK`5FSq*v_X}b$OBV}BqZK}
z(MDg@MAB=fyBW~O@;C12@xfPb%fM)Q1Bxz^vxy=D12Xh9@Nt^zO$Z~R%RGmNOE`@T
zX`lMtceDGC!LR#6X_+|rxyeVI#WQw3`VL*u8Alo%uiF%^v1>-Zgs=z!;@ApCK;&JR
zO>0}F1+TQ7W5hl}fJeV~FDSG#EBLfrbr5aS02Aw?PYFJsAqm437=V&5!q10wof$dy
zu0-=Crer@8YNC?kaGyCo`~66Gs`>NBN=p3i6j6x>E1zzyA>^RF)zMZ%-=-Ok@lrE$
z2TatK%t}CK9-QutaH)4}X*bA*PB>D4C~}MRw9S{f?(G~A-4kAxG375Y=?4KCTbhl$
zZ4_fMlI5Tk2>Gj#*C`G;wwW0Rk{cK0vRoWp;HH&MR#bUq1%Muw2?jLolW0ju)gZEY
zL5P=Z_`!NJXV&Qvf>0G828d@$nlSEyg42|iOhnjO!q9jfe^ZHu^<ydU)%936x$Vii
za>HeS^t%EQ^#P4yNhE$=aoe4|&<%BDn&}Jr*mazc8QFeOFry5MvpwgM4PKud^Cu$I
zK7{mBM;J-s&;yF+IxFGRM;$yzt;x1fZ(kJN0ROs!juq_G4rhTTdX~G=BnF=VY2e1%
z%v)Ga1(PRXw2;<Fh0Y>DJR7jg{+ed0z+?;1TLWpFz*fNDf$>_=;|q~>N(a$43l4Qn
zEW~K;8z3PqyEI=Ga91v91GEdCtX<-{yFukhw|$3v52yy%HKY48grc?#zA7|j%KrTO
zDK{4OxbNcPyM&XonX>_XESGgi1NYIOS?AFZw=u68p2qGwMtMWW>ZS|xU?XJwlQfY1
zPipL)HC_wWBp7-W`xe2r!li?|3)i!VUlRT909NQ2o*Jemq?oI7qjv$~$}%c1PlXs)
zagLy1|AXXBd9xts-cN>4v9PU;rs2a*@F|1VikHiIhk&I5TZcX^_w>s{C+K^dKWjU~
zWFsqm@Fez4F(UYM4rhBG(=Sy5=h<_ui=sq`o=eiq?$l!|aN$%<P&1Kam#w30b+<7Y
zMd8fMjSRLxyqHi}FE^j&*=Qd#fk}+uTkp_Q9_sf1zM;&NIE(Y|?>~qvjlfaTt*>Wt
z(bMo5Df^)n{U3~itxS!s@{vKp-5*I4Qn>=(7;>HzCalKiBA>4`nTguR%M&s`t3uZY
z$Tv?`nW|I_KahNvyO4D4{jlF-Zz<SMgqz34HqcJ$ysQi3@Ux-U93~mb@%;BF38*&b
zTi|?E*v>0~`#T_0Y(b^=uJNFmjEA{d;DkLG(9Q4a6|cPDL9dGT{(_u)&bE0}eYS$o
z6h8iopb^I~$CIN<dI&w)V59}Nap?GFg7Oy9NE}swJx>3x?7p><G5jgTFGhtFo8KOC
z>9LNitT!m5%vjF`b{o{>y3Jp|Hv>gz*(&07K92wla|ZB;yiJHl9PMNcl8x|}E>2F2
z(-nUTdB!aZ9s_*I5M6vJ=$e@>ZK$|Th2JkBgu7LAm8-K6Vu#}e!-~Y9(=Uy4R!u>F
zv)1+-+O3@$8a-m7+zB@mL4TK=mU4ibN#!gRAvf_n)l=Rv|45M`EEXh{RgMAyMvp{#
zGcqglzvFOdg&w_-H@?~|5@VryqX{R10$J9DhyK<(vQKfe)k}$ZExC}p5B9D<`~d%-
z##bPqlV7VkK>x9z{+*c^O&OW~?f)i<`M-){`LCi_|8Er3|K3a7hLNaJ8VE>J=KnS1
zGBGkUGRb*(ur2NU{6t|Itawl-G0AE#P((Dqv69NFrBsz;p^1>ox?0G!pcIgyn^Jp~
zP)%^CiV!buWc;~oi1Dd<xOy19$=cz5@tEyC`F6Z<_S!r-;Pcp3++|7wf`d2!{LSby
zQu)zn{wcZiD|oy+M0oOp#Edq!jHnq?LXQ$QDTNw<qQFxu^?)gfBNx{@22R<b7I0oO
zPXmW@dh)rO8}1N#OaD4k&`ebZQ;sdJbp)_GmHB_3yG%oeURnf4-F6P4_4v?4A`I0c
z+K-xwqKhUs*7}^%clfB&l2cWemYSMO?|ImM(T584s~lNQuzKyp>Kk)MR{O+u5xDK9
zD=PV=j<OC9aR7YMkRWDPyPDVr+f0?6LQ53&R65mq93ABjE`lh>uwuq@KUZPKYqEEG
z-zWvSiF_&c!gpf{3(S9K`(3yV>8st(Eqd9Uxg0&T_!#5|?4Tyrpw3e}s+;oTBO-tc
z=r$-LU>h=a#rv`5YYRoyJzj0z9OrV#v-1EXU-SSto(pO(AsW9TP%A_)47wW{1w8lU
zcVgpOq&;R;y}V{}nN@sTZx&<mxn*}^(eJ?{%GOBPmbHY9J55KccGh>&pu5BVhC3q@
z&U93LQuKZYX<ByEMj-!?#XsIs|8>+1BT27y8@wva9w8>CCg@@I<~y)NbYdKrKJOO>
zhDhD8_(yrtqQm!w-7iypn(HB2gTi8M-7T5yI3XMQ?N1VdDp=?dIe12IE2D&UEJl>P
z;}jWYNN&k{trFn70Ut4g7_klZiTX$rj6V>NOQ%gq(8C3Hd?Fv<hf9S_vS)$V53V}@
zy+hYVC7hW(_$8tx#;<CLdaOvsA0VZkw}oSSS0W9m<!l`Jitqi2H@t7;PXdcx3`Cf`
zHZ4E$hrtnE9+O^Z5KPESFpV2xbESGIaAX7v{WKY!xO_r8P#W}yL}=TemMrh-Mg)bU
zti*KQY#X1%5_YE^J_t6#dv{k+9BG#Rzzaww%%hy{=>tO42YXxMOx5~^WoK#WP9UH-
zrwc(%D=_MOvgk?N+XC_HNL`ro;xmZoS-VgC{XwM9HP=BAvQ7tD-o>>1!DwJhB&_L&
z_Kz|AsBgV=MR8hiI6h)Qb>&wy8+^W#+spt+D$_Ub(Bi}4kOh|o-ahm<9nM&zs5v|q
zTS%irogtON@^2(9(>xBWPb)0~H*<ux^N?p)UWWanl1Y2WGhM1?mmjgmXil#60tUz)
z@g89G7h#I=La=2aljTVsSbeh0n7-$m$8HI%@8*-g(~$Mfy9ytU(@G{$F)ED1uu!Js
zfW-_=sou6=Y31^Aqpc!X{kVzhPBK|u3_UtDLu@hgpf>uX;AM>brrfA`sRq%F<RDyh
zWHkpUDTDmE4WK#s*J&7I0xE;ip<OV7f>}55P*XAo5EbI%7Gjqi28TXb@*6hXBE~q_
zRwl|nX;&`jZkU6}SQ1YVFq2)K;d<DGxmm<SDZ3?#V!)%5(m_&dP)tKY4-~<JCacUG
zWFUXRw@i8!N<;&EcFQHCj@o33S0=0x+|YMK0^T+EZ1oc6V6cl4EtI;H^;9+tC;W7o
z2JJfNVPdn!j(wP*!)8<rsuR&jwW7JoYuk$8KetZ+#A&C#c?`it!^DUtpoT#>A;OQ0
zUHofJRoLB8<3Kp(q-GIHr3$cb_hFJ(pd@PpAqNGKy`%k5pLW1r7LVRU`7!oNnYck1
z(4ip3VZR)3<*_8R0Mtq+u!9A~`>Od?%}D6l9O9<o%y0<`1yXo5yoXzm9*$Ts1tj@h
zcp#$?S4V?=oABg!!g!=S^%w<Tz%jN7e=MkH*A5l&Ub(aTo?P>4{P+8-#jA;&>QpNZ
zgLR2?B9EPNBP#oTbmD>dG_(p4K#t0Jq|j&R$K}_!gb3LGLG0%nlRB*3(X9Z#-Y1DG
z8b8?oqTT08qR?3X8-GpBSj22wsBZH$lq<tz4fv!FOhRCo3et2fH=O*#4dI<P7F>gd
zzuE-ado~L?v^DCHdBu{!{aB0pm?z%BU~@#4(tJW)6MLyO#dmBF-&wPAF?)F40Nwxk
zOKH~>rQbHn$&LIzkcvUt9j#8>L2v$2o5zI$BoUi{4m>jbCKw&@e0OvY7`f_?RxX3&
z1zJXv0za%&v;XI>Otok8#|WbIuFim)dFA_<;G1(K^gj=o@wB!JvrKZEbmj%wD#vmq
zTfX4n`-FRGZQ2R+bzd=oEMpmTX@ABVOgsw2NDPJcfNc>Gib273gC@}1-LK;XJ+V99
z^c$zE3e-d1h~7GS7#czQru*l+x;_!Fldh$9FOQ*LJ)6RqT9YwHZT*9Dgfs0@zCJNq
z!#+61N}PqJg$}|gcyX7~Ml7;Tre{CoSn^b3(=bm+>H8}`pqy0?w~T=nB|IQCjRgi9
zBJYKw5tUFg-!re3<d*jg-xL`iAT`avy_t9rKsV>ImX*+L37U985C5v8p2EU8W1^o^
z>n+NOz-FL^ZxhU)QELt2>6)%h0re})hK!3C{7e5^xl@s(><;-lDC))RlH^qv(0OAl
zFhh~NIGA5WMxcarNEIxE0`NbsYw&R!C0}6g7E`g7T#W+mX~ojUI8>0(kr$OC&>k}a
zyTZ#3ysfmZERoAgfa^XN>5L>xkyiSCy_~TC4>DVdaa2-M0!lN;)_bTs2c_4olLy4M
z%A?ggto6CZ5r;>9Yfb^zDtaCeN0-Rc!L8sCA0veHGdcKofPM-oD35hsxa*8@O!=t1
z<d&|E6^NxU;&8yN$b;}4jm*)}qk(Q(LR|KF%ob@`JI;7Keh&gn`MiDwm~ho#<n>Dj
zG{MsH_Fxh)s_Zt&v%rNaS40xUCn%we7i?(N!@-8d7+{N)Z^87xY^wW<(Y%<;SRy4>
zJn}Vvv*bY5(duc(<~BrdIQG<bw>jkk^;RD8^6<;L1Qq|1q;qNazJS{wZO8G4lyH2M
z9Q9H_{l@kIJIpp~`m+XcpU-SORhh4rYK;9tbkm4r>mXfvPxQ+EB|xB~FwK5T_vYxm
zN}q-=(CF?f1!mz2E#GyhhVVq{%r1?$Fc5LNMf$;$W35aptcXy2{%~urK{!!^^V-RU
z7Ghr>BKs3vFqHLGrv2?=E1CVEEd4@-hAm==s^Zp+;Qj4Q9A<gnakU;ERvV@-w%g`D
zQ_H9;Fcpoz<hNb0LR>c;*+^ou{XYOUK*_%q#$f&XAzJ9!gr@r|)*Y1sgR##fP7G00
zKHaiDsgv!r+S|D2BX1{kyC8qju~<QW?;*<!SRSksR#oV5{Zhm-r#!IYx|!|XYNHR6
z;&~x<1s*%oC3POoZ%_M{PNkPT>mNn!P9S?V-Z)sRFBB;k9`!Fcv0fP}sko_}K40|C
zcC{`u{OxJ`A2!;}KBj?jlU2G)?+SBvtSw6mJUVNR8O_RvK%OJxub9sRYFqL=3Qu=N
zOb=E%Ry1|??RorZkr`O6>`+qB)vu&g<{#Hvl-{-Omn{wfQ-*L;wLLNSmOHVuUzQWx
zBEvR)&k5avvKJYPak2Y;mRx%K>x+^4-<{Rqx-Sn4YX@Hh<(;`}&#s;S8~Ebcm7A`g
zuPE8x*}ODx{d(t2rq;mo2PIXFQ86)-Wm2boJ1@Sl-go+AVPT=ncuB2mVQFyMva$Y;
z&`)bhnS)6GOBqTPO;#(`AKxjzJTy}{*uCIr(V`VU{^6+OSXuVz1@`eXFPt69B37Sh
zT?T~Jj0~?+6|V93A3SkQy3!rqMKXXXUds?T=b?hnC!W_>)Q5Q|Io$AGGRLUh`u*ys
zxbaDh=r?0~DKW9{C2{AQ#mVBa>U(O_qfdH7SZ-}~Pliq2TW}jIdLS3~XWTJGd{KC>
z@)XQspR$1DqX~I>94r?bkbv0G&(M~9g`dp|RARypi@E;BM5j!O#2qBGykPNu#Xj+D
zr5H36U>hr!{G}c_zmOXEoIZtH-}Nm?z1&dM!e1|azxBnns{3hge=BJiw`;_w&^L?^
z56dFcK@CCCBz}Q&o}?Sn7=-absq}O9m9l|EcmCsi={x`rq63gtOFGEsj;E8qiYsd{
zNap9MON;{iQ(h0A?Bf`*i7b-RqZV<pR6XXW_&r6_@i@9*-hbYMG((@nBIo1IU%sRT
z<_F?l2PZeK@W;xvlkS}t6^nL_ZeaeqN{h|r6W(vs0E^^{Ha`f1up%5$3o&Uj9}AYn
zQ$tcxIp2J!oi-^TxdC%B^*MUW={)q^_>~~Q<7}2|K|)NiE@lXPak})tl5kdZD97or
z(~IoWxG!hJ>Z_Nl(t{?K)7Mdl5A0EWoDeVffR$gCf5P{CGQv`VC}s}3qPAD0^I!2T
zPLFmboEP9FbGc|AoIgxdN#i?`Hw%e1L}^HxnkR;XNWcGD|GwQH+(_A}op<$fC`WQk
z=Bb};;P*Na(cI5Vh=k6+Vj8cxm$ngOPnB185UhF-8-Tx&LkM#}BSmA)V|;$>-bR+!
zlG25sE+ZYH(K>yw4RT#wM2YmHUlBLS3DDHn1T?c5tmpx|LEQ=9`xJoGhWb0e6K#}z
z3zSuNo+QYtv_n8@jUIVdY@=z3(9k~&GF(@{I$07S&=$2aP8gz0tg$vj*~fInh9f0o
zJ0PnC09^o3kso@p5$Vjm8OH)wE@oDz=w`JI-pcHHT|wB@H9D=l(oWfsr+*7nG0F`Q
zM3K@Fo0AB>E5Tsa>HXKnn3SfDeZh1_8|aI^*rQD(HlgDS^&`o#5n`rOa5qtHRyS~G
zo;(rX3_aKcXJ>G1L52A(!sYO!yAbCI`hmzcVKTs31@^%<OpKx%cxa8mcU-J$4aQE@
znaWruD$b#L#u%0oOE6sl$(M@7!xR}-nf5^5=F00C@#{zT&EWke(w}$HtB?3IM>jQ!
zDO&tjnPEuwyO{JXv=NKpR+rEK!e4@s-fCP{a|il7^tFjX3uiZSFp)USD^$`n#9ISB
zC}+TC0JHXua?pFL3x+x{#lY#hr=a7Dh=A5A;qw}q5y3w5ShuJ6Fn*43E)B_{*9XB`
z3VZ>p)G+f?+a&p4(|M>+8d!anC?|@lR@C9>a!7-bKL02LAMYrTxdum%hvp3!fKiwG
z<9`{n<ya4x*qxK~w&;Pkl>s^iyOKJKEV6WY1!y=69-Jjx>X<L1Vm%`nSA$3*HzB`H
z`j=U_|2%{K7OWiM)(w!ajzB6{I`usZxQFsPr5r)}4x05)l+jk9w3cv|*fQx8<op-^
z7a3X(QvB9QtSq#EI)t5LfT89UTcp!H;A^Q}-JXNtDw8N)Swy@J>j#!(y07|`j5o0&
zh`y<;BoF!U!ry!bZj&rmNoUt68Ma1qShngh*60GpF&!TD!jM<$_W?EU%ml^m>W};i
zdN1yIk_@$e2h;NwFu%2OY{Bia>y-2Lpt0m(PSFNjSr@97(S_wf{b4Y6qfVu|FIDmt
z(L59F$0jU?v887mLk>yFI|UIJ3ERKcflon6%M6oYC@Jd|n#tf+MatqoL0Xew>JWvy
zO~McS;}Gz`yZ#K1E=tYCHIglgb(ehsmDX2xK@)NYwBMpyV!<iN<a?m6HFtmwzqJ7~
z?t)hU6_RN7Z#srsHcsbPRk*{#p>KQw?xU$k;G(%zUBE?U7w^`_<DlPbs9F^A8N($6
zc?TYr)UO7odI7a<YB_Ey8GNyhp*y_VqVu7xz%2}`0U}M17-r*nkz%fB{46C)n}IQf
z{BHvyBf=t)Q;b32slPIgO~C|V*q_1MYt&3#S`L;r%Y}2VLrZs{%e?5P<(<HRNqD;G
zn#GJgbB-*k!qI`KHjrP#&bns<<-ogDVlx;KLUY8i$rU<Te<+6N*{ML76i6CHdYiOt
zIS3CTul=_N;{+b9<PH8JOR)%KP6n8>dBVR?uJN>hyQ>79P?f+LO5Gdq%@6SCbv}N5
zUbNLHPzwh}EYTXb(5$~;hGB$?Stv|w6E?6iQM7-g1~?WX78>Eby+&32S8MN($btXp
z1nNd7RIhxR$ZSPnJb8dUoh16#LB=+;w5JguvM3K{2%$+iL9{CMq&G!5QORGl1AWgQ
z302vk56x5aEu%htf$Tz&ul84Nkn%!VGP|(0c6AvT9^4cSHV0flAteFSFyX4N)pu66
z6`52QhZP=JpdQwwp*Ki(ArVYCewso!*#sD^&~K`o*Z;CkKAo+tE~RvBl|#^dkA_9y
zt(WK=wB7F@C_{$-Bm_%F!Gz<VfRjbgz6~s_OmUoWX$f+j2YjBh0d*n`xqlm-R=rOA
zsfunXd;ENsT&=}=!G^VPyVq_ytcp+Np=4i1TpfTXvbn!|AA{f&cUK<@wTG5&pkW;#
ztZottltpg~bU^~4%yyKQ5Y%5C-w0gB26|_o$wO@CC_V5Q2R<RRq#{b8P+>GJ3$X$@
zTtGEt<C^Yn5dH#AP^blr5)UO`(K%(eMhIPpcZR9FgaU^tdfxw-2uKYjPLOB8SPp|_
z!2Xaj1z@_M8wKe6hwqu#V7$xHQ?%^UASM$GX$I4msp~X)djq8q_bwL2Iu^zqg-aGE
z-IXP>M&YNWStywWqJ_}cQ)rH*XQ<aD^>7U9&m^cvosJuAq=elNhT}<rR6=){ioyu_
zV9Ol5SLeJiKl~$F#dg^Q%?_unQB{f;fgT<61_*QS%o>oU1@N!*u_@`&A^2zeblB<O
z?Yv!k9e3*zTjHB}#w_FPJgB+IhznzFy(OCe1cv?`6-k5i*9pu&W00K#kys@pK(nbh
zy4~}g5)nxKe5}PM(7Zh&VT9n$ARUec>5D81e^~v94*T#GEaw@I5=5Plh#hSE0e($|
zs>7fM^1_sBb-Gg=O5!H{otC#~&pAy7(#q1GRi*3xU;*xKFQYQ$vqEf3DQ31N+M+on
zIQ9)*K4%>^hph7hAck~Feq|LF^78Xn<jnICNy50M9{~1`6Y~@FpoNmmq4+L>6?24v
z4f+ior6?$WC4xO0YQ90geKCS2gwCBH>+J6Tf_gem4tPI~oXR7A!s=k4T{o}+a9Hn$
zYb5?cszmb~&-@J6U7>mt2;&5t&lp2phkcC&H`$>se4zM2OVhxxACC1N-Ejxq5(=KQ
zg(<D=pQMQXqq8Up4v`)tW>_7vMeYZ=(PRR781P;s=LZv4QT?&lCT{IzI!2$vD*TC&
z(s+rMnuor;hn}{esNeTe;G!EaXoK*BqPNKC!;&VT!1tgrC}lnitgaGfG$9f|S>Y0z
zMgZE?COT>vR)VH}A0=E~P24|BwlRivb!w?u$o)jl<_K@h2eNa5*_oS;1MujMWxDDT
zyc2|VQ_SY!%b+fNr|wRt!Z<mrbaMl<-o^iw?ug!AB%1`k1)|o8X#wU7!0Z(?wSWU>
z-pqtzKe-A9cKO&sYP*PZUW(q_;(fFR|NKZ?J)2^&MKx)MoO>amadi9~C>sq)4Ku+&
zc`-8-M;id7hXAo%;{9$QCTJ;XT_;IUB(wxnnS?w1{uWUPq8k7kp{eupcy&kmdLytB
zg3tz_-HP1?#O8jWbQ#$sHp41Gc<Ds#9R{X)fU?IC_Hz_$xdU3@po-nTML=Fl1;Y&W
zP8<d+qW%Id(54ho<+QAjh#?uJu}YBKAmUx+LWu&ylvV*LqVk0uOzAdj5+zSw-iF1{
ziRNKqjwxgU&k7-Ri%LY(wn;a`X`8Z6q__`6r@kFbFiXWO3cXA{G*3ME74Lwqm)B8p
z;t;kOl#=Z&JC_{#w@c7=i&RWi5<H<4P~+2Lly1<=l==YqJ;HdDlmh=WlJ^4ZMmI1G
zO!S@DGYs<HITXpbG)Ji?>vDEi;j`r9!(fQ3A)M3|zC!&Rg4wgX%d%aee#60%b(<{1
z*qI&&0g=E-ka1dtKCniiK7!IDxMbIa2v#$eXtqNd^;?Cju47c;6c`U3X0t`E=muus
zxJ7`+2BgEh5aF1nFmkp8s2qkk^;Srh8HnT+2Q#iaHX`zYPqXwKkq_E*W5E?Ff~_mO
z5P-3K4%<OIoyR~TJi0p69q>~On)j=`u8JLuf|^B#K8AY!L)q<6u5Pj>%8>h%b@Ovj
zylK!oTc~;gF1O2~gn9eGf%{=%ervk!UZG+Le*UFofU>)|4C2d|pijSM0F6N~;|P)J
zX+fm2b@Der0#b+Ge`{b6^x-ffMTy>PI#N<}8y<lExeeG5`$}>Az<jRskdgUg+I->E
z)HlSm<KEcPIbuU159r=YjnMTjC?pFR=;ea^+G}Jsm(_;u*kn=taONBeCjZYdsla70
z?7v$K6ZBZZHlbNJc6^Nuf2R8Xbt!o1u;9*)<Cj_acYN7F(x)ECzI5@GJ@kB3r43_f
zk{~zzX57R7o$<~Kr<^@!dCE}YqNC2Y25svOm0I?(e(U$bY&Ii+0*}GO^Ho{Tj{h8|
z_p4=*zq~nN43FTc;rY!|@N@jm<@BeA1Y2ZkQY8)UZr3NhY&x2~Y1?$W9y<_ms~@XO
zIV5U5si^L9E$PzqCF6IOAHFv}+L(G{=D>uCTU+Tl2<bLCKdw93n8>aA1x(QkU*G5~
zRvCk@@Y24z!meu)m`Azz5}KLK;bUw8?B%Ry`A1$FzxeM+>qB{!y;2?#UXOZvYSzSS
z_B87K+S4x69TD~F;NjRo4IKw$;z5u8!PAB!@1Lf3{0hC3a_#K+E18-GvTU<`S!TWi
z(%_s;TItZt`d|potuaxxb|`4x>Yc<XZ4-MZiV^GOQ^hwzt+^dXcHYa=%(m@pw)IQD
zt3Huz)VJZkq93&*qNyDzC2?yu0mJ`i|JdWQ(F-4h?J6AT7mpe{)-g}*Es>WA8-LZ8
zZ+N{<Jm~z`F^l}`GqTem3#)wtuXf7Z;#I>N+qCZeO#M&csNnH8#zb^;c=p-sPu*vF
zdMrZfB`m_QO(OacBL3TdqhHN)mnx-?B3iRlKSe*xQF3XCec>hLJo)zQ&h-H~OXKV(
zR{zE2re?TkrUIY$HTs-D_;tip+O*nshx^oCDH7N8yqg;HYsowWak_ThmHTVag&PpB
zz2GxB{BBQ_?Y912DZ%)gxJB`reIIeZWi0wU2RtpV-dHs(UESkbzs*UKNeF5Zz3~Z?
zd51EWM~(1TG}=R%l{Jt#Eut#-iP)rlTJAo)il}at@ctz6Ku&?$GsRA;bgwrj-zZ%9
zd*MUt?O(BdxhcN$$0`Q8Q)JY^?02ufllv?>u7n4Rmb?z%oYoJ2m!FCHvexP|n^pE|
z+`j65@$zcO-O1}QstpSRb-1<J%$je%>@~%<d~*V}hK95!tC!bjUI)Mp&)k}E>ez29
z(t0t%=46(!?8jX{>dS@Lk{Ifg+p20vFY<|j7_UKTyLF2l@9S7iAxT~XY@b;@N{W1^
zbea77uE}1bvo~jgKE?E)=#UGbf69!Grr)Fs-f%krS8+Zd=Ov_{knDOzXhWX%bXQ;Y
zUy$$U?|If8UfrbS>@$^UG?&!Z=vJ@sa3yMfTS6^;m*>;Hbg%V%`KoY+Zd}8A`I<0a
zjGO+L#^`#V{{nKYjmycb|1EOst=cJxLRpyv51zN*-Zkk?#HA%}lnD{cdHpV|&UoF6
za+rz=H@I`p63Iwn-sN7oL=SC|keTY*Jm3>uZtQ8Jb_yW_uO9CA{z7xMbGnK@Hk(@Y
zRoC2FSyH-r3ey_?LC=_B_D8?N6}P9c!R*HS0ABKxnZy->nqd_tWVDePnHBO>HM(Ez
z&H<Odm&PN#KD@9>E?T+vDA!o|&epVg^8Ly9uKwY9bi}02iRn`DDaDmtEz1)t$0O~p
z3CagD98SzX>>n{y=@=2x5wbShD$6#1QPA={@4%9u==Ej;*lAL*-AmZRtRm)zi{qB(
zVe$P0kISyzM|2t*5|K5j2DeL*HSZY>s&~C;_eAu$Gm!%t23E+S7xK>wwgcnCY+t3A
zN}o;ca~SQnO2AZHG16T39kc%>6jtNV{Hjc4ec^h{qV_KL*A?E|c^LOd;Sh#{B=!*|
z%WY4tbJs|%DZ0J!c$QgxxQ&#g;VSG4P4m;Dt!%Ux{pJR*xt`~^gp)8m`R1P=N1HF2
zr0fl4HyQF=_;a3^zw<sbwl}By1A6A;!LvyRV&?_4_~P=h%0_#ldrHtl8+`G(gPjd8
zlHF^4PNcNP`tE(~tLE0S5mvXKt36*^wIC)T81@j!U_NXq3%cLxVWe*~B^L5cFx&rA
zKaZBMJO3<Q+6f@8;G?J@^A9o?!Gpq!(=zrMt-=zR`M^NvMd>T8Cf_f{bUFppBlk=-
zl!djt{E#>P2Z}%Q_tK9tf4dh_(vL-qO0GQ1Te2!M!K4&RN&o2ej#lTXJy$aRAztZL
zs<C^)HN~4kK_5(Rfw$u9vwJU}>1cSrr?I+gG$F00yJ|X6w(pIV{&?T$xT#;3YPV3;
zqu0&IUq||cu4YK#Eo9E^>c>#ezB)A&yf@7fbJUC|^4Rdqx$N9|y7W1h1CG~tt1oGt
z`+$vZaB53Jdbsvx@n?6of7<<~p|?CMC7qByohdn$>T=<|?O5ij{>ASiM&B*`?Ia38
z!@Wj|#JmdK`dyWu+cAsZJG0(qSz<(pqC^9jqs9s9k=&mOunT&}qK;db*&HhtD$(ER
z+1r`=UuLXJrbci{_rEcc)?GU)l`xzZI~{DqY-nk_{4mVL@bWp+y{)Sa@#EKz7<@*!
zEqsaCV|XgU@~v0xNQ+v?jIHVX$#-40J+7N0(pl<$^C<eurSIQin@;7%ZcY5LKT`yy
z;^fel-{aldo9>uMmRSJ<es&$?JI8z;wjNUIJRW(!zWc~Z>FLOW$WM7;#15yBURjxV
zp=`dK=$_LzniW{ascV9m=GcQVA0_rG+&thIl{%1%y+Y3X?@X!WAG4L--=n+N?@jSn
zjh=Q+NNo~M^_v!0ia!`FTT~UI+MwCUyz_H^_oEB2eQ`PM*L$SWd7Nf$|F^$e<j7Y6
z!^c@Kjy%3N;dpKQNTX{?`Vo7*My6@R>w+~^UoY)LOwp;eGM)je7Kh1)@xlKKySTK6
zSIj(l?jO2;sG-c)%T@Z^qbx@L>0F+yXw!3Nbz_iP%~D#;?r;NRi~m3mp@JnA#W6dX
zex5ix^>HrNm}jd#NoFk(NpL+hb9`*Ykl#SWhq9x(qB^#?xt~%^Y#Mc~KjVt(mM>8B
zce!t6qN>&1ZFVOhTz73-YE-uGQFD~!o<WW9V&hwuS+9!~Nn&ao$O@Q`68~uNA8pO4
z-`lW9`b+z*8%M6rTySUSyRPD+EWX*dPJfHd`5D^$-Qu5~1rHi5?wY)mh<a%FNv=0n
zRc-(MZDF_O*7rd$g>ox*ar|i{8hh%9<#~t|C64v@eB33@ggiz5>Hp!ULw5SpBYlU1
zT>#nTO3Z0l8C6`gioWcz8u5Eq^~cYyie`V~JC`4A;z;+7tG_nW!X1fqQM{R2LQ^>E
zk>>?3K3tR{8C~tO)caI4vWt0L1Gh)vBk2rYZMV_Hy+lLo1laYoAxU#~i8p(kbc5{v
zo%ypJ@Q*IO@*{Lg?G!S#e$V4#l4(rq`|%zR8<nGNwMRmF_x38Ts^0!DqwAu9)NsC%
zRens5?5CC-^F=SQ6a41;yBg~)45S`2b#Av7o@<S|{n<GdcE&RK`zc-Xa|`Cpq%ulk
zvd5HN!`_cyO%K|dvT|}2Jbv0_Pd`;82hB}=6#dkAL0{6Ril`lV#x*y^_`7OC_Dq7$
zi6@<&c~sifOAAhaA2YYtaS;zh!%f`iNAF&~qoGh<oyz-G&)4ZYTbz-HS37r9EZn(S
zy&W2D{K987aba(htH;~CoLuGOk6WUmEY3mHwY|L;HNC(t#7FV>vM&YX#7g$>pDy){
zej4<$qtQzB<-x0oIcw#(qDx=oCVDQ<p8l?E=K3&aw^;Mc{`(Iy4q9X$yxy}^E+_4M
z_LX{(SV-vp)Ek#z*6##aJi)Nn1B8dk2&%2=KlFL|nm6^P;&>w}>;6B~3U@Yn^bdsd
zcjEH2ofFcew!-Qqt_&G(Mt*<aUPIFS`Ce{<FJ1<@^@FP9nQy0XU~=J)e~fn9>+WQ_
zlGx1y9BD1V6CI|vB+~`t0A-Ko`QrGOPrvQfr&#lcT82yEp4=GDm-92xhU4_K&ue<U
zd}`PgET9z~os(X0$pik;xVin2C%oiaa&eSb{x|+*6%&HOlR5Y|NjgSAo+>X9?Y!c|
zfs2!b4qa9e;Nfy3R&+am=)#V#vjm~!z5FJ=D2@k?w+SfnhUhI{GbZ3olkl_)^b8=O
zq7-bjukyI0_ofQCCgM+f9fdDKxR!5J#Jx~oL|69tuERqY==;@}*WdFD$xyY}XrZyU
zh{`MEOWcScA2oVGK+-6hTCqU<w%-REAfEYV0iU*jn4cotbwF*41kq}As0D7UoD>i}
z$>=)*qDp7NSluD!u4A+CU=L{at4`Yc0YLRraMJ#?By3=596{K&lTq;a;%#c{Z6wJb
zYrZv4r4+;Aoqeo$#U7GnAjHZA&;1P*3nW8<p38FyA!127`Onu$j$traWtML}Wnm0X
z@?`NKQTPuSCvV3P+T$=NL!_%un^PTRs`B}gp^*ca^SOiYiVfG`a}WNNGK1mf$DEzh
z^8Ra;A7pxJ=!Z2p6YxO7DU`p^H~FvDi$O;5Bvwj(oQ$3$a3{z}E7AqXTMb&G0wt^b
zsx<-hb?g)Y&3pr~wOmjf8z|hssXOchF!)~E{ZBBcGZ{cM(K+W&vTP$AHM%eMsT4nh
zaE($6Y6b_vYYkvr4D@T6v98`9e}qVbhtG%6kKkY;h}|YI%m=iDvzAzw9V_3C!zXgJ
zr34o+Sl8F1g%oq(2OmNUC4J}A9P8%&qvEgcPyFy_tE-c8?7x0j7A}ieD!YlK=aJsM
z7@Viayf7`+rZHNP^*<Ns^KWme$bHjhO@9c7{GNk4+Y$XOsbKXi#eWF=tFcbCvbBU~
zreIl7Gth2B5XmGIbhyN-4<drW$qb{{ckx5pQjfq@?D;WY>gp<iJWcsxuQH|0+=~$K
zD_SK~ZW9;I^6_s}gICf<8Kyd~2g$ak3u8exNU0yxv0cZrFEm6w+ddF*Tp8&ArswGw
zc0**;CG(n6NfYVqZ|;2Wu=gzQgVj;wwW{R%pr20wt!$ZUhR{s}?f4&HW6PH46d&)2
zK~!v+jTbX#mf;8L{=~8c&&sY-*D!ga+%6z<5^g$%`QG(<j&)Ki?ckM2iQDX=8M?@I
zK&9*GFr*onI<r6R);$Ot%4$Q-9z^^>_bY}ZoeeVg-Y3PL2!~x8aB_n7iiq$A?oe?r
zKkicK>#z!`q|qQ7p3-qgF_{A=jjsuR_XL~xp7L_JSHaCw2y8|{2iytG)}$gf-y>QE
z;i!N?k!^1i{%Xw_m7Y>#A8;i?>!t<E>2#jcFRj>nG`Aquk?AYBAf0gbI_lM59p;4q
z_HBB11a)GXOVX~HW3*=Yq1cafVg9#Ku^%QGvObWm#S;EarDJzN|HW6@Fl){0M^{$b
zN2nLub#!6&7QDOZk4~}<g(u0aFluga-E!98nd{U5Zw9dp8hN%s;zhHDK-5v4O$N1L
z5pbj;#C}m9tl{zzq1uZJ9{L*QuihZurhQ<4=E2?cC_~sxQ|pMsT7LwKSAtlSxIB%+
z;@9E)@Bh;f3VhT9FZBn%6efQ2wCr6YR6PZ2)(9wof{cLtjzA;x@J3DVVCM4>lIdFG
zl~ozeFTf{Y*Uz-<K=~5MIvrF}08WL2@1rRJ7)7j@xURO+9@RPiJMR5DMB5_ZfH0q|
zeHG)^Y9miX9{BkafF+5o!Ap<Wh=~Z*gi@PAXdzqQCP7_Sv;Z8}grLLT3=uH$V(XIx
zZAGZT@F$%*Lg_O*!-%`mp-;|uswwSNlM356aUC2Q&+NXaBOZoVHzU40VCob3_Yx5~
zr2?ouTE?7tp2PfsYMMiQ#j+E%(=G_|SH1#=!LdMQ9oN5Fi-U-lWr^x0wdrVZmq-bl
z-9D&lKc0}+kIN`4w?WlzAVhMWu8*7Jy(7pMr$h#$4qO2%ozU0X-ZBf#TZ=)$41)b?
zp3tZZOWySeVK$-!9_F~9CHg!zzmh7Z+d|mS4{cKLb0BYoii*Y>o{MPG3mT>TQtXwz
z53=nr<xhHyryQnsXS)e!%S&@wxFj><e0;>o_77T`6?;{lRx|f@Ip+N)_n#-fy~|2m
zlAV1->VMgx1G$%THCri}-2=dPB=43i%heypDsKP+q4^vz(;uSgco(4Q179c^mZ)Om
zL58-L*)aT9k-z1uGm)S-rdcKS>?}TWHo~U}&{Sr7gwPJhLxpP|Tnsw}y)C#!{JTl`
zFNiLB4K)f*`5YIR*QpFMcjK5{J@(_fE^`tla(|Es`lS$QrPencE~R+nHB)vEF#~oF
zzwrCuYgXzJKy#UyM>0j8V(GUj13m9SUlTYmNU(uI!@$?hJQTe;+|+k+!0KJp_9W;}
z=Sq!}`+eAFW)VKbc|p^r<ER#~PkYl5EbPPhB0ddcKr<Qgsnecv<bj8P&HS`ySWXB_
z+X6pJs2e9!nNhPq=@$Jn7xQ(21eu_$W*EA`TrjIkL8{-r4J{_JOX*`?i$e3>5Rzg^
zrUs$BdO_QBCMS)n7GlI3;A+P_EU)@@Wh1IDuI)ANx^Vu&p^ZKQYHS}RT~3=evvV(6
zTgiPtah=*&GE3(cmUvendAmum`&1U_`qKCzxCd*X8`Pa<RDAG)CXOvqU)l*8+Ob|A
zFw?&KJF8@o{_88^j-a04o2}EPJMBPd_NE(kkdZXPjnQWQ9U4aZA^9S}a9hwDoAfD+
zB?H^RkIWO~pBJse^*CT{=m5AkBB>82Ace#H7oxK6nBYH0*<LlDAasM8a|FlWC9>KG
z(0R!B%L9+JMUlg%^lFPe0W9mkr2XwA&BzNLv~SvJTykOrDGWs3SkY<v3tvU`8$t6=
z!BcI3@EifLOf*{{gWyE(HJ&)pmD8^a%7lAW6x`kL8Vh*GyX@`}0()rapDS5P0Wb_F
zQJb|MN;^MRm$`)$@!~N@!*Jj4p|{o192_}Svfi7uLxqXq?7YJ8%H@#q8Yz=B20n(Q
z*u|)xc9&gB&1*EwtQ3vef<<ts`}sd~k3e1nKEcj!6{5;oOwNlrAvjgwPB^G#F1&pi
zwX!S9$`25WpllXZB0E;_6<fq^H^Lu^_Ba_CfIk-qD>H+<FQe$sDYA+Y{~c&q!yX94
zw~DO1r(C<C%%?}EM8p6NTxVM6ZUohLn(X!(Nqft8f05;ufa<vgSt&~KCYS}AFL5K!
zv=Z6Y=<TR~2=IdfON&fKUt^P#!Z1m~HRvhaxn)X;8jig;L`WoD7joVOWF{yXfgm)g
z$yo{}T5?D?c37^iFXlqs6is@~jw1qhoEM#Rp#JW)P3|Ch3c&WZNd<XJrc9Gftx-&u
z4<D?biTEs!8CN35=y86(p@*F#2x=7Ak4?I>PPD^vPNKGdma!Pf9-%8#5YmIaoTp}1
z@I#!VJXgX{e(Y7)C@ydxI`^{OBs~dw*SmpvXxfP4lzu>SKIkNp;1-jNPB?!Rivv=+
ze}K8ugz&3qSpFcoe~11tl!Wne9D#f_yl-D4O_Zgn++uK%97-Vb$uwz_d)G|I>^DLP
z;k}5^f>t+b!jdAkFn`Ivf)P~<)NUl*Wp&xmq8Q8kL3?l>-h-Sf6U?R{Gk7xHz}>=n
z4ezPBk6O&>1$>D_Z6^ap)vILy{vh``>Fw=5`2F!<369x~fa%$J-)BYLV|4^lPlV~r
z1&#88C|wvfl&vjE+lWdyZo@yvVdZ}$i0UXkfm7}}4T0CU;du5m<=z4JmT=|*)DwzP
zX}v~;Qv{Wz*BJCg_yrDrM#t_EV}1o=w#8$;O*oIN;IT)-V(5pjfy3SH44#)Lfen{1
zfxvZLl^{CDa|%&82Ou{lgMLj4M4mtJCkM@9zdHSDBL4I%X88b|nw8p1FEGt&2Vf|7
z!!X`WBC&_iWk&Z!dD*bu&BY>NISBSR1%b8P$-5;AIuue!U+AD6Iy6j711F^$3gd*r
zUW4#^u!*5dT_DWpDHs;cUe#q@YeZLioTmCh(->S@?#nRh+9%KzXU700&O`OPRT@FD
z(6%!!&|`;~ig=|SjK&rwtqau0AZWmP=@F+T=qi|c#JYR}UR$q_r=aymA@63Mf<56z
zbc&!>Q@nhJaC5PecL54UdvHh&jlcCrDh+@HP93a`kXML9TDku>$}M`EBE0q78uT5)
z--dRdLJl?HyGiiBp8?Fzu#?cmZ(wg5aB!1&gKxt5_sTp;*xYj$k&c6=ACc|R+rxjs
z0bMRE_dab3E+5R)!X`;g#es(&F3_ooiOIo9daMt?2#1^bI`6-gNHtKs1s2=|Q@%_u
zOqNmN{T#ild^Jw5o00YIw!9Ehy^>`5Et}ogid6d&{y`%wal&{}<F8uL*oOBL^MSbT
zu4jk#?rGaR?$9$N3IidTJ69Asb#lTSW8R!fk!a;<;A!JAsBUQQ+Iux_?ycyl#Gm)_
zvcH}Bt~xq@R8dMayIq4BlP{yxn0^lk`?KC{H@XB1XZ)wZV}7yeO%zB{AW_2g?weCs
zgv4W*%uP^+6y=NPNttvC|GNKp#-^#*w(&sS!qC=k)jF+zAoBC{+&tr9>{02cQmVVx
z)?Mo90+Am%z+HQ$EooJDw9J-r`%R0u;qsLI$>xet7sHqR7lk^SlbrnG_b=|3c>I{x
zb6nm|C+EoC;#@y{nNfo49^6qJ=Y_<j)<H3iW!c{uX}q3mg@5!dp_3zLKL3&7d47<>
zQTVZRv#DsC;b^X(|L|`l+TODs8)Eir;7YCaU|6T6>Mh!Vii&=2r-qP=fu(`;!4vo+
zZ&nsD+q8}}n8e{#24ZC&>g!NMjPdOHbCnD~>2)(_1MyvAk6Wk^NzQlcpJKS<27~-x
zxbxD*Mc>?)`|Eg)yXsqFztB1?V!Hmwq`I4YzvU(OSoB;-yKB=KO~fqI#AVCr5y#?I
zcEN*_!;*GdPk4;v_0F-9v|_p6P|rLR^~k}7CljWI*S<;Doa&x>_F3NUm{PybChKZJ
zm&~a2@w@UB<mc^#q4!HuRx7*8=pw@rpZ<c%hXtYEe7KKnMulxm3J!@j3kJb#;F`zf
zas?cP|9vh6h|5lz2XS`y9{M^3MLNJ_f87ejKTLT}>)>Z+<WTHQXYO(9A~^G<BU=@h
z_qFV(_gI&Xul#iS@jl~~*3opKAsdqk*ZxqCqi>Oka>?^hNPF*?b11M7b7BOuJ9}aT
znU<twUi!cY_Wfs!O>VeVGBJu?@aNlO0rlWGro>FX&NgL|-aF<UzdV&-a%kn*;*Tq%
zR~L>wy3+D4;jQas;kQBA?zCh1HYWOGb|=!LiyuCB996p$@YvEs>9|vWCXW!@8@dQf
zTeA(OMTV2!rhEy3oitT-uRf$>aNZKua}Qf{=C!}{*?EuZpy-nccFye@4ca!3Wqyz|
ztl|8@j~5Ld5nOKd8-)ChzIjZ2MC$IF$cxLe_LLSRF2wqx!WjvN<Ps~Wd52JXPr4!m
ztl{r7iCQ>X=hJXP|KpE>z_=5m`?8m&^ij=cM_z@GSf6Zg)N~cG@Wh&*bk(0euaj36
zdPY+woY2XEYJqlsRD8pp#Gg{nKWko}xKErOR^NT*S=|zLGj)MaJ;kTr$GP+3<pVy7
z){C?ooj2~pd&Uzi7yrCG<q<jp)kb=}QM0=?6c*5LP^8K)N{J@4OWQvDyn4U*sN!DS
z$dmq~E=(W39=;3T37Pk{oHo`M!hny&)SmiKpF7lve@PZ7DIOOP+9-WG`JG6dT(U-k
z<{-WK@3DO8y3w2GUu-de)uiCdy=3Ewkyr(6?A`1*AjB#|>e3$?e_BFt`-I<%W9N8Q
zT^EYRB}Px#Mz0WcdY<kv^4s_t&_5UMY;!xH$GAnhN~^I~eOF5DaUYrzt=>Q${Awws
zZc4FMHMaY}9_~|h2WU$17vSE4qXsgmTa<9_?)n1tq>;#G;*)C)w}GhN#l6CXJn`1;
z76d=_jQYIz@{i977Z1N%Bus#b2X1LNKaA;mnF`48?7#6VcVdGPQu#N(C_(zhgdg%_
zEQNEv21rT2`Hp$V-M|uG^Xkq@0|#7~mXH4J@wVh2UYUHs6$eEtG@7``4cP7r($Gf+
z9Ie%!(&iWKR#%2t(lYETD*{LOB%J;nORs$ftHou|RxmleJ10WnCI}7Qx)4*n-=-rK
zHn}`2iTe+VHba}V{yNGo<#|#6`-ide4y&f73D<S^SVUW?KJHNr@cEUCk`G@ioO<ze
z^rek^Ubf3MccTZvl{KdxU*au^Ev33%-lO)s?b{{Z$DbPFb)K^gPd;u{bX!SqH>UY$
zrDvBYrn{aLv=OWujk<57kf<z4l&%<zf7x&-G0tU&rCl4FdHxB#a*6Ll%vHgNLwuLr
z@NqzukH9G&B}|iCuZX+2cdGvd6C&>ps5AA?%-nxj@b%QqYXowwi)2}gsKrg?#<J%P
z4LRp5scxNiwNh<K>+3|-a@nnpHMh?5q3vJ31UaxJiSo6R14h-6hXzvH=ZjEr2Kot-
z`i+bH(x)?C$$b_dDwk4AP;Uwye{?@WZG2ivO{!-4mTY!mph2Ot7AC5}TJ3sy-Q@I<
zTGq|;>Rj4E?*q(zO^WGK=0}Guo+3gKq0+3Q=jH5z*M}mw|I4zWnwXn*k>OnBrL{@B
zb5`sz{b8pd#-nQS#4$sk31b&v@s_7up?jvi-8*VzizxPx+HuDq#W(NatM~|?<iHnI
zxaczt0XWU;1D%fMThDt`$`2iCq@Fc4#{PXry>E8l>fPAQpIfEW`dP-OSM|rwB?s<3
z>8n0JP_A}Hv`f*A;dP8|S9R7pSNge)+7%9amAH|x-lK0Bs}=I(3$K#5KL1n0@`_x6
zRFgmv`@O|)?%k?ZxXs+(v_DYjGG<k{n&*PkfmElBtzGKEu<&Ml-%*N#wX^ULTVX(m
z#=cH?CU2fN-dxErEwi2QAc>YpAAfwQRn9*59b+U`Pg_(aCjfX|b4F7t%vp4;{;*rz
zZN6vs9xbM{W3QSXc56Oz+%xoN(^3HkG&^A6VA@t0w=s63^B2v}U-EXwp*F?Fr8&pZ
z>(^bL<c;hLUw_o~)w6%TB&v@1&j&PRyZyyoeeW}*>Ysm>J|6q)+imhJBV(VM6Ek&;
zw?Fdj{*E{aBe~vOKlwa(L(a?=ci`KH^_{ARiE`nDsJq8*rZiVR>oM#pkdLuRFmPz;
z`4(sXye;y;sBF)n@b++TX&G>zevI5c$wlD|BcrR=ueatk@6Y}cDj(jN^Zv)R6su^f
z-$&D}wHNu!zLeSOkEI#yr-ETzs@n$MPwsP?>c6n8SvuAjukh*VBBjXv$v;(0l8q)0
z4ZJ8{^|^Re$F9fN{jlru3Nd8Y$wI^2On-J5tCe*fdj45eE`56VL>>}7s&HlWwhz8W
z7<o)6uf!wz_m=RSq0jJ)rAudUU}O5hL~Zrb4+7G$rlSK93tIuq1#SpvtCOOpKTtP5
zHZ7yn9Ft}JTR}6$=lKHP$E}%XH<gWz`CpV+{j4N+zfaFSSHxFV&!1zV5o>DDH-`7y
ziphVc8)B=ocj%kj<z9Q|ng2cFZU*l7>;pLuQcz`qrfdJ=;Vzi)seo;ZxVL&NqF>VA
zQ)a!vR;jrUjVYoQw<{YdmrP_hp&mtp|7n!(*48zw{*$OT4->0)8LH(<)%E*Q6$|)I
zyN1@BnhJ^jtrE=F>1&*xt9ZoF@?CA6nW+BcbiT6f;ahL;eu{rD_LikNeqQ~e)p&F>
z=4Pj!)q(%=&Xfn!<Wmp+wu0`~Xb;M(w`BzR>8c|o>(2(?DoQshH~t$ZQT}iDTR!p=
zey!kz`_T~rYR{tPb>7=+3GN}$uVc-#u3xryK5cyZ2EyxdZ}0^#(a@rcUkGo3A>M0a
ztBByoGZE`2T~$-w73IZK%?_BECam(U{-h4oO-ef^pE&%&GdY|6LSp6Ajreb-^17PF
z*koY~<L!Bc&mnQ5_m_z3b|Q0?zN^V<#%`DYQy7ro(xi*ht_|e5rnFazu27o$Q&XBe
zYjS0>znY#nyzI9T{4436{>xXFOx@j9c4;C?1Ie-GxwSr7*LiZ7^Kb<<g-9Dh@CAEm
z7ul5>3Tow_mnpT+mWWqscN~M(_e(SiWrq+-{^73b^W5gMA?rhU<LzV3*Y^BYoSarW
z^Pm65WkZQyOC`Z_pSzANoqz5k`bpjz+pxYr=+L3WJBpo^E;U3a(KF`~4xF?*+`x2Z
zTKPr!<>#E)Kz5nSJx1q9;Kj`8=P@F&t$BTGfH>?DS@r)l6GEtC_CCatE&L8@Y!UPc
zQyG>N=cO-@GpfK~cl62*Xw)_hIEHg55zT<k2WYwiV(o(TZOWgma7<MQ&Gz^mX({%9
zI$|D>_w3y+^w>OVrM7B^QCBhu55a*UMU<%Z7!^hEj+`Dy|4ui}Oavbfz*W2`mPi#t
zKD$AJN-)h4jKoDuUzE9+57a96Uj+$GPCzTk*FQ;YSA08_DECq2O3NG3UzXq*cVO5z
zkmmC8yVpCQ>&njbMaw}3`4sKpeA&$5>|16FK!S0AxojPvJa#M<9K*6NPrwyV2GI+b
zb;KSJRA>)37<%jE&_PgV5UlPIi(qe=Z&GRp3c<CHV3Z3K=@SIgUV{-A2(y$RFVtA!
zDgn1hWcnd@_uzE%zl?ye4iNqU9DG8+K8A9$x2QLwCKy$XzEpY%MYex~o0)p{^$1o~
zW#rFYS_yD?FZX4OVmvaiS_IPyX-&C2M3x()iu?4nXdR4tM6WSW*H%YC<@wM(nMm0g
z>gR21>~aZ0jXmU=jc8aGvhvB(B3}H_1YEo`F@rg=Un#bSVf-0@Tq#yHig&T+J$EeJ
z0=$K)wVTWX#5f)BF<lLO2E?h}#K-D#R?)M>3~b=ZFzRQ>FKIH=oH-7^A}9je#ZZ4h
z2xW-hgiA`E+{IVcHbZ_^sFly19gwr#G9_z`RQe3t#P<f$Dj@+58PCWqAAzf{DsvD_
zY*X4Jv{wrj(|^&I-a)3$;?B%qZX=|xkx5pd*62QsbIyDZf*$5GCNnu|O1>qOp&C|_
zHgj0;{QWM-=Wl?w<6*5AKc-2)Y@9w+Au<lp9tRr&i8IBM{;t!ker}?kqE=1ZWD8^b
zYs(sDo^sF&)jt4q@(XMuNLCSpgQ)x+-SbSGy9i2T*XI^mObV$YmAwfItOn{Jk4~^^
z30#E<iPV1$qlaOLA$WJ0G~W=?$FN=)rEe9r-5jdYWPrv^d4^y<2}*=~IzXM_|5XB4
zQkMh9{K3LNpw82^0jtH#=)eaS15{D{vR|-PEwPY^x^k_`xQJz2Fj#1+-k&N%lv`e*
zC-%de+yBf{ANY`J7)TPiWuQaUH4kxl9qkUg1n}F#+O@xFX;@D^kMqZ45jXA(GMol<
z$Ja#o|J?D%*Y31NYr(kZqFb9NHgj0&4g-CbL&2Pd1l*kd4v+?j%o#51SeQ9i<Q|&c
zEILdi-O_}%Y3Nz1w6%M;F6T*@c{5f(UQlGVEaNZysxnjWb%@waYLhnI7=+yiTXnqU
z)>sJx3>i~Vp5j(~W+9;Y<Nq40_lKnJ1pwfOj`6iz=eXW4;M{FxUb}`_ro801wq@C}
za?V?3^w>1DvV0(-ap<&G<~Fx<rD2{{E1kB;N9r_zWu+!JQp!g@u&5AH@sWur-u(@q
zUq0}K>xaQfi_m1tzci}@>li(>c=RDFe>d>o2tzl?ZaEY>6RG7G&J+5PrISXoU<;#d
z$>`-4P@AJdf`Y<)ySCltK%Y`gzm?gM;p5`qinqw53T7^%eVh(<KDA@7IQ9EK&ZKUV
zM~#N&GXHcLh-fxrOSEwP##(Y`{%_uef1*$ebJ8XaHg0(AA&Y|`D3+y=Q2o;2w<Ou?
zFt`;VE8AdIZLgrx0BFO=X%3)knWJmb2*&d9Sea`&nwnHSqg-*()1-x$%3iHtt7Djx
zZFuW6vdZ9CUXA!tAoR6{da4ik8;eO)ub-1anxSv+s~lTnUNk(TG3_k_iLOs+7@AsC
zcWs2CO=~q=*X_yZMCf-5%v_8*1}<8Ra%<gW`0iOBq^1Du$r5ND7xUfiytJ6K7H?_$
zaZZp=HA(kG=XzDb^*7_q3@G|8div@N`ln+fR6mUOI-uqfmU9Z~2$K?rEBxCYv#hDT
zEaxb@=+^U#sNk*q;S-?gOchpr{Z+h*Z`i)OflNTh&9EXK&3X!5lG0gUMjqjg8#&hd
z<Bxu~O(W6O?Kv+wuIw2{9y$eC6t6Fv4-GMhC<Vj!tk~74UaA0Gxs?cWE!D#M6zmKW
zd)P80tlzvNm}83Wq#<6)F~g^lxGuUxk3ZTj=b8zp`>F?C`MWN4`)Q3x68cdFpGuao
z=0D>tJ~-<WJMr+H=E!TDb+jBW>?SAw1}C3@lpzqdq34;)Q3)kJh6Z?5HUodwJ5Bt*
z*o)8Ei87vR9}tWXFPq55a<J>0j?{KCuMS=$q#ZoesqtA+NcJc!B5!m)zZgl{;pW{}
zwFfBCLj|@%_=jUqa!&MCf{_YbUVJt}i6un5x9Nris`M1HoXjX~-+cZiKI$nkEPI7-
z>!K-_9o!8V_UWs+dkc`tgQD;y-_YiGy!mzQ;4qEo1{Hj&Ss?74qKT$iZzHz4vm<)I
z-HH>!Ou={#Px)YsFv0ncfI3<h)sbDE1L87OYoyi?mNirQQWH9J)38u13vOvblU}F}
z{6!uJl!YaMJ;xUllZ=|5j)RypjL|#3oiXvbL#bVitPk#xJAbeBD4v(Zb-gmH<_~Qw
zgJ8QD$0COq<8ET%wnDa8DT)VvXT?C60UFXyc|O7JGYrv7qAJOGXj~B!dc#u(sH?@n
z-#dCrLSn_%H*%i`)3ze=U8Ny9QiA5{ac4eJYf%S0W8Hm*uXN8OaK@$!&h+$y@_8Tf
z2;Aj^tRZHNG<cOAs<hbfX0V*QSHIrhp!H^3rNsGRVLZzXE#?<U(TGe`VW%H!f-~O}
zjm<z8%dAO;|FkoBGj64eq5J_tlFb#?U*|3;B!@VreXv>CUQMq1qpC-KbHhIHE>;^8
z=eD(%WBN|r@7E{ElMFzs(bOh*$b_VXIi9cBSWI8oIu~Q3hQ87(=&6mo`f`VpggWOk
z-oxmeg61n}>8vJ+g`%%l_SAUm+HvuL$MmEq6D>*wQ>%i1j?`cqEJE$yS`HQJP<aP}
zd5Nq!K^6$4W!8_0W=&v0jquaIfJ?!W*sH)Jq6c+0X||1FH^wj>pnuX>hEBXC2|Kni
zP1o<=2K^`~a2HVB%&-A&7>)+_A&Of8>nh=ubmNgD;h@%s5*ESCEcMyr58_kkJvdYV
zQz1IXA&ZbTanD*>g^Zq54;GO=<jMZg$sK8T%*(8o2dLIj#F}#gJfu5Uk&jwcHC)rq
zD<V4-Cf0Si9DHC?Pqs01-hAIpgH>b>xSS%KJYgOt6mBg2HEEou8g?`h=XmT5Z*ZyU
zR$wjp7o7ODCU3P^9o2^?yRNMU18<m%C6MxJ5&EnI%s48iT^XSLGmoDKi3S;@6Ict;
z^cWexKNZ<*!jV^a(6?&BKJ^0bw&8WjAk{AG7{rb)z{0)!oGX)+ynT3HQ+L@&o%?h7
zkCDAA*ek%ac7kL0$#Jp0rU$m)V<-Yz<u|4+R@=5cz;pBb@xx!P{JiUxoD#mEDc=jv
zOXCLMdS2W4G~vFF+QD@v`8lpZvS=&~q)hG?nURuPy~K1(AKVhi4Bnw;)cNA5(mRz2
zC1}asL6HYtxj*<$0@ogLBO5Q$gG_#0`>4p!0UDXsK;|k{q(Im(LVbtS4wC-Qz#U%P
zt~RnuMfH)pceVHz#IV+Nz|}V7crWILUNRs7cMAfp=oxyOBI)0+B^@_ml?QI*w3SB|
zwMj~l)w1B>_;-j;2=IxOS4F+ZCh*xcegjZOS!m)TvUyNLi|EnwD2dwb9#9se2_+MI
zJyNz(j_hTX?c_|UD>4^7k~?*qBa%_C?^;idsQ**Jh4%HvX!TRbgbXB{79z}KY@QNc
z=ngJ@1^UCL25D2s+IBQ)HJZK-&7H<70l01<tC%Jl?E6EQZg=N@(G$l$bfVk4$e;wU
z{EK12XILE_70g$`xqZ2bV7~I(JMepSI+?xI`?C3z1gvi;cFWt4$o`tXBU7(YOq~lT
zgcV3r)~qj+1YqoaIK4lsl*SvU_sBT|Sk|zxSjJWgoG&&A!sLnSqj~RzU7B%bvAZ<x
zorqmL><j%2Zu`UM^)<MQU+6zJA9c%D#cxw+@-#`hK3kk{F(X52m%0W1;o>tpNjE4L
zSPZ`wDHqWF%8l!0Og;fqfy{7;t}xuNWkO&W#IqTTPxS|(zjWh|tw$#}+a<2Qwf^q0
z?!!0om;5tW4{iTv!dAhnkWyq}#oQ7ZoUj)>ST2PcldNkCTqy&R@lThangvnCiIAh>
zZ2RK^3l@HfBV^3(9L(0axvaPx)3B+xQ?LeZy{6w&Rc(}ij~<t|E5JnPj3nkL-HWe_
z=+uOWz(_AlchBXG2QaTeS4DR6<(5+L%XTqalwC-6?TjkDnD$E|=27iLq>eQ)M}4>O
z&rl9TH>WVr-7H$?Ye?JWbc&{2dD>PnjA^H72UuCk^8MBu5^984BQwbQ<<swpEh(69
zHt4+scD$f0+%`Y3{Sj9b7L<I#do2X%aj%)PcLCW2Qjk3BaVXvPHu0$@<16fReqEx{
ze?lDnIT=2;t@?bPu!h`_-{QHX&?9G&=^B#U2eqGYNWi`OL!ug<YXiAvSp8B%T<pfZ
zAtP_xxm$jDKb_mJ`67-<6qz(*AaeQtn4Jl?wmfHK*bNpNve76qh7J~<N8XlAA8vH#
zS&!ZE6PA(Odw3vP*$FOy+jC%2zR(NvG_PoTNfxeRDqNjob09z#MPoae*tTuknb@{%
z+qP}nwr$&Xva{c|wz~Q^bocFd&lxrApxPV^U5?Ep=KGfT{6EDiI?#rFG$H`N`M(YM
zKcp#o8C7#N#rN0V)kv@EIVlav46Ti9s|5<G%srqM^Nl9;b;_2ELt^!IK&TxCmQv=*
za;x|WX{yDErKw{@Rt@z86M2mSlbdiZo4d!~o8JTOQ|?)g)9urDYSB9m^Z;pmhywoV
zM1n8|UJi`t*ZT&~3wqMu-eB~AGZYAaVz8qxsfnPTU9`W2@<sKKEClRH2PQ`zp}}B9
z8PYjLg0WqFy6;IUTvt3lD~~vY-sz-THsNuir&_Aj3>rZh&~H&_iRz?Kf&HY<%st+&
z<d#9$)N5B}ghT%>$N>yu<TS#&+!GEf<4so18TxT@vaEuX8*x#;ArAeGEXyiJedtde
z0%Ewm#=)`oOuK;lDq*60NBf0YrC_sCiuPiT7BAj0D)p*EP(5f}2jk8)ibY-B1;z04
zK9NDkN*4S(h;AMP3Wn7e$CjmxqMdKlvj-$G2tD89o)*iY81DT~=v7uuZ@N>&FtCDN
z4Kq?8mdf~XmDDZe(Wgbrg#rrSlR*VeY0|c0drpIgl2IxH^Wu5i5Dl;KwhCl`&iL43
zBcp+`$RJ0Tsl|0&3vr%!+Ko|_EP6N%;Xv;WjdN8dBpyvJVQD==dZaQ#EEdF!Zk#3t
z2y5r~?bcKfh6X=5>b{rx9Um&w#fa&3IdjDRU_9X)qDIMZ15b!Y8;MiQOXPx<`G?h*
zL*%6yZ+z@DO6qI3&v|pjV^d})z3<R93b}hvnubSl!tY2yC@L`!E2u_powsA1tmSW9
z)NT~Wbdwo}Wj*ASr}PcVEhvL!or%MGE_n8b?w&uXc&&ZFPKlY=!7(Vc5;(+d&mI3F
zc(JqJ!I1#axmd>*<Z-SNR!^{bG;lITe5x@_kHsx@yS+s`38}y>LseqX5H@z|diC#3
zQg+tTQufV97n_{zuXf;a8QWz}xJH}XQQ^=?w5xGQQ4)bq8;on6<k9w=6J|E$<DZQ*
zu~;sL(+1mvY-iemfA0k~aTy=J*iAV<S%D<+$fl61MBb*paG1g~B-M%o9XNW^=`@>$
z1YC1^z4c9v*5bOynkHo8NYd>oh1)(&Suk5bRKqy!vWFS)04BqzENX(pUAPBZJDE0@
z$hMyFeeUeEVvzW1@ihKe;)cqevc6qSc6X#FVNeF<qA;j@So-{Qkn>eyWtfI$rN{*N
zdrBbOIA!5{o^z{C{gns^Yf#4t2Ca99eR%SpHKwY$0$@SNB-YTD)r&Yo^(Gpj32KbL
z5U>lrV8-xMgUR7^ViYk(89trxs@+GtSzRZs-1RQK44Q1!X+d5Je>1+7NTY?o{Z5GX
z6o@m(uEmGBjki>TG6`hIV2-z04&vbN%PC|UW-5>A+_X8%MYC80fSKv*H$yfJPy)fa
z!MiPt`ZE>&et-$S2@HBI09e{TZvci_d7ck=T5vmSvdmlzl2dSsa3^bsWB4=iN~pbd
zzS$R4rSC6@7L}YjUjk4!CXI#4Ux3qVFOORjT@XK=RkJ{u9m=gFV|yy04L0$DDt%hw
zA?eG51VJeh3&IX0jCm5NCCT=s51fS!<pE0@Lo?NaBUd6eNZn5-HNb6q&ASE-N5|#P
zGBhMW=&%Nu^S#-&HQGOaxBwr05ah3f_&9F-@O}RPBOdD^jg<MD@yY4ML54=j^J1u=
zTZChWA7b!e`yTiO`n|HHT7m8i2G9c5$bd_6?nQ-FZ4m(Ntc8ox!oZh8hXR*P#nDM;
z=f5&QmG?c$0E~MW;ztf|pu;S*F(?_-_kj1j9RWBPwY!8eR9~CvGK_xi!`8(InZPwn
z41l=sRM`~KYOU9Z<oFWM2Ew*E9FH|&VIOzFBDKTTNQj!U0j;~X)!=b3Omr;4?Xu)i
zN5vN<f;Oo(iN}`smj)0)rSJm{AG%u-^Md~dHVAhCu1NjenpBK&+7=SBDHMRLGpAFB
zg4zT}I2WRyl*F!yk9!qk=7V%0=^LuL(kZFSox~4yUxNuzMMQs4YU&LUv`f5gYZO-+
zUXW-9c81V`>>))9oD;PxL|f0+{DCZ=1UqH;<poWeO`^Lxd_)GR(sM7Qpb4f)Zr?RZ
z%&mnby5W0O%;$q)B`2wr^LMy5DOK<CF~wV-I_-=+o+m`QPGLDTFWJvXe&qdeMlx*v
zN0LUAF~_x#A+Z2A#`^eWVEhDffP)y5x}QYoSB{YlN%z`lf7mMj#Cw~6C7<Clp7L?K
zsq^k3zC=oPfPQ7GgS-7AO^nrLkonk$U-s|?Zjd6Z{*WeM(e4Uk(bvk>H$r62PIQH5
z#vBbX>k(c;>MwgkV)cOi(;7O4<+++3%FDt$C!7C+HQ-+0jU!GpI+P$_c}}=Etg&7L
zt&Bi3?JZA`ZpPVEMuPizWtZ@f3FulGTgRP+@n9e>Q1gx9Dg^T1v0#WC)RJHpfWYR$
zT9L#^L(Gn*_|v&pmAJVNuWdhK{V^=b34rWUl8oWCD}IC<z)C^SKgIu0T#Q-vU|p`O
zStn-E${vKa2nQUGg2hzng;w9lPi4{J+}$(e>BvAZ|6rm-mELfC>{*8@be4+~)L8Ed
zryl0qE;_M8$?2&uKg_Y^Amh3V9r?5dyb~SV^c#KDZ3>4g1ZlWF8n)C&86m-o6Rtaj
zPBuY4D7>2G(+!O@a_t6Y+}dcV`aU}rqrr-ef&EssEr%2{iC<*gv6nNKZAuHrCv)I6
zc4!Vi+Pn*UfB53Q-clSWeeI1}F30Fb800CR&@0w#*LnSPT-&kmR8JmQI#!>n$e6E{
zoXyNG-iu>*ruepTHnO%@6jA<KU^>y9N3poP9M^a23d#|{ekfz)s=nWTx(GWTHkOj9
zd|cF~KzQ=e^0Kz}cb+UywZP(LGb9Z6E@R00+(nd4<YsiPdUt;UT~?%#Oc|po#(I@A
zq1aT6n@3cVOI&;LhEZofT9QO}nKH$;bI%>v{}P=B|Kz*B%XRTELd^y(J@YXRS;ID0
zMsY9M4UE|y3}e(5U1r1)WyY_6n!2(`WZPC1lUg~~&K7QKXdl$~o|O}?j?oc6=T_-<
z(I(WcPHngwJGSIr2E;17hvydD;^De2*$rQ9uRO!wr>6k6l3_j7CctSU6kVA~tanU2
zxUL7LAe;mkIiEL7Ozp59pRLH*K66dL^W9UXzkg=wBDczg<J!YLNo}y*YKAT57x<r<
zL(l&$SniPS^Bjrfd7$Jf9eXdBFg8!4Io(fs$Xr@~2`H1JmGE_@4CdYhh_D|wS*$g!
zJ)xC;rcF0}Cod{uZ)-Ho&EVd*OXY><O3IGYu{-Cs_itERar}9Y)0|kjUD+7Z+^*+U
zIq8PaT3a;CpuVE{q;p?&zQ`FJx~L+$U>x~%<xDH4<$V!pO#Btk(E+%c%5M1*pj=c>
z$u!aV#^+3@cRa;7iO1uC{ytq9QO}@BAAB>mG|H#r`%e7#rT&w{wo`^BXhO@_WBapb
zS!=h_U`i*ul5_X$n~%v^v}@<qwrkB0?EJ1DuDjboeNnLc#b)|F$Zc?r>^dsNK5n=l
zqH5!*ikDVcqM<<NCudrPWCD#AjML@jV7bn3<;=2KFZiwcvnKw|maSiv*pSw~dfzen
z!F`nK?TGb9=M)a(HoMtfVTs6c=A;GfS4HEC^}Vr^XgS5fNo9KareQ3<$s5<vKpR=$
zKzL-g3S&}E3<@pGYKkQ$D$V{pmz(zI6S!iZGWU*@sW3JtwNk@)h1ROvkvx(?K+#=F
zL<o+tcw{F5@r;D?Y9HTUkdC`OA}3>`G`2SkZjZr|T^)#7e&8~BAsw@kV4VPJnhxve
zWsr?sk*-9KSLi)@P5)FJ%n3n_ZEN^8z^o9}TG-83h`;~B6Pu+}FTdsatcR4zOmnv7
z%k>#6^d{7@^(zUL-!Q{{683N>x)u>qs^4@*biZxRiRcrIg%<s<0=z7ZfLv#KaaKb|
zUvPx1I`nPz$C#|mUerVn9I!;10Z6iVt)%fEp*UYVoQXlrohPr~_o||FqH-wS{N}bd
zdLqn^$CK?>6Rok^qUoRdzF<euxp%p~CD1e!+>o$Z?S=&}qZEm;Z^42{%hfSyg?*TN
zmb#I@a*Eg(-0_8t&zsj6xQuD4?0N4&$td)A+)gon>QVX^I1kR~ZC?;_bC}C0TBtXN
zk_P!aac=((W;iEbI_OT?!S60d02d-~L~f?qROjo03o=JXQ~j=ZUK!IXR-xUA#%IQs
z(vyF9+`W1R-O&n`>J>`WGhT`)Mh;|1re)x<7pP;~a)7uJbgwkky~D#k$gXdCy$kiX
z6`xVXrXFc!8-K4>uLIys_gJ(3E|6S+4mKk`lupeNNc}}5>!EN9z(^H4di*PP{Er#>
zBn!Mwu<84KfnnYv-h=y3_}2=Fkfw9TFGbB$19*gG<Vx_~q7Q!%g!;#ikFjuFvBFTD
z$_g*Ep*eyl)0bUa_eUY+{Q88;G_}+zK?vp1x{DxCTQu{;ZlE)kWy;}mIVGpbDUPK|
zzFK?^J((A{fhyh9lbRv6GqiKR(dvvZP676X9K6VWstJC7z)cycPC{56x%|9!<bts;
zf_K<6mo|XI3_E^#&;nwaO8{n-_+A9HDH5XxbMJK{xpAl2gkYD3&HPip(=@LKp>2hb
z&P)8<I!hYO7!(U6u+4>$RRdOwRb$;+Y?s(?dI}xwDP&_x;h4P0R8%1zd(KjxcoRD)
zERGAi#sucto}Xw^K%h#H^ETgVEYE(@3-Q-uHVP{K;Zek}I&w&ZT4F23@&33MN3*bF
zi*dV|%L@GXfu=L~H*9Q1C&u!^ld4N|{=<T#rXOCPJE>oBT1f77%!c*W0JRPWR8F4a
zl*!&3Ap+670deMspz3N(lk8YKhE=If#Iv_0_j-bw!(86PZveYXnuT~0hA`36KKm?F
zvM@E}>-i&~Z`oPu;q-8sKAj#?Gw_qwbmLm=o+IsY1~=%puu|#?eR42)`_RnGLz&<8
z&!VQQeq|e}Xh?@Ob4U$>SBvA4wMP)DHY&NRc|P`=WZuw71nLS#{<h+`+aRtVE*H3i
zf^J~!X+sCHrRpk3z!87{h<rO72E6&|y76sX791}RJ^_ZR&432)A<aB6;DnBOTMRW&
zkGur2@E`BgZ!LbhOF)8Sy|TzLtp?6BEY2;e*p`!RtQ1zXgN-xHnoCav7eLV~1_45O
zECRzpxNFy1FaU3xpnMpH^w#N_O4RwQxN!LiIi^m1|3*JA&>WE-!RAGKikhsG;pHLc
z!A*Fm2Eu_e_e=H7SI7p@FiaLvpSE04i;<A9x<X~jKlBKSX})!ki0iq7MdZ)HsUQ)V
z{LmkXQZLnOc9ql?x#c|qI^s;DXQ?js>Ua?CxF#=srkzHnA{x*yt+Hvl@ZlMe!vWg6
z#-n(9@{()@QA^<r*C<g3uN!OW^9|Ji*=4Iyf>@q=hW`MSpMA@R`$yM?l<fNEAMEhy
zSxAe=w{UkF5LcjmJgjmsn&B5ah^wc9?tEd}5>_24(kj3{aT(;4=m)%1fVWkmMo<Vx
z6Vd`88!jg|K24*R0oId9TSY;z)=C6l)m(%{yh1?(&40$0gzG6}wkV`lAnR_2@BpRb
zBIRpM{etlhKHX_v{GAe6i+YM+u#G=F>?TZ{9;pJ<xT|gp+4sNPqHgq1O!7-T{G_lL
zyg5|2q1}%6rck9f{UMNylS<oY)h24=*cA~s{EbXfA|_-!14B-C&4h!?CuqZX$B^I#
zrpcXTs<bz&<1*M&_A?IhXqq+?%?1nGK3+VZzByzuYx>*V8^K23O?XPU!#|dpRI8Vd
zjsopWtpE4{w>gA6aLE$>y#PqmIZolAMuthWtThC6qO{(%3!-ttyQ2co;y3$ZzSfr?
zCtnwFU@@&r@#<#&;OW2O@4=Bt3E-RyiT*hw8dD}tf}Wu1hK~uFZ1r3~ulnWeAGFZ=
z{)6&0XL*7~?yB9tD67tF=uORT!Ct}6nfw2ljk*Ke&J`&D01w&!W;RT8^fIacDBQQ7
zzq*DaT}J8Y!o-6pA|#|zDFjSq<eDPn48rRkYz?<eBRO#>1u*JT;*l&S4Z`X~1XF9S
zBMI5>A74Ko-}bqV|6SXs?z*w3k6UPHM-(6cZU6v&fEtVd_#M5Met><Y-z1;v`l&Cy
zf&2jc{Q%?$L;k##fjDZ*ai7$%PvRO>iFBBLfLeEPXKV6=I&A}?0j{-Gi(-GeJO6mL
zOn=j-JfEu&Pq?3Mk!XYSChJMJs_jzP@bIIx0m4vR+1OTl!L99Vz_l4HD7vNf<-S;`
zQOx<O59Ypm)QoVvHeG+*xaJ&t9M7<>imRv2;ssViiLTCq^KQ7e_rKYX3Bx=b|0_8v
zC##N__Ne~a2xxbF)l(bg)UHIWH}dq{pRb0yM&OC%I{mh*aK+tc;@rko)avc1oMO*Z
z@RGgVCCF!6Y<uI?F(vxM5N-nH^Uh3jjyf|eF+5TzTt{`|v|me7sgzgVCRsxH!)8SG
zgLW2Q)F7@Y;wev{`k3K#*5DhM^(<M9z26$@_2E|h^uD7MpL+Y|n0M{w?D+4n8{;xC
z@tD3M@%xXbw)Lz^Z5KNV)X+CT(U%zEd`ft3%^L1jZD3M90jFQu*6vQq<W(dg7Z2}|
zjK+IaD|SR3zT7-~k@v5Kfv3bP)YUSXFo1v-tAU6x;VBlHJweOvt)M9{Wqv%t6NdSg
zV8r;_vlC<j$HD%&Qn>`Vd&)+x_etZAlRc|(#g$zfO8V3n$0o)xIx1k}4tt^is|1CT
z00RDwz57gdJGzT~F7&U<ZhY+^=+5`0Ad!Kwu4Y3f$oS`c<OA5CW0vowG3|(||BX&@
zL{043T@{B_277Nda{Rt09)gFQUzbAa6M$5MPKxV4!!D{kK9qmSx(1x+m$!%p6(8S&
z&ERiSzq&?sZyVYMYA*O?x8~`?{8(7v5_CZ|6J|g%z+JO~e^0w<2sbSkulb;@-|{nl
zI5zI8UH%IL_c$2(?HVahT0~kwu|GLd=OxK`&rCAE$_3$u)MQgWd3l{*c$Uw<7*wL&
z)D)Ffbq}hbjy?GSo=k5j_yT<Qt2WCHXe*Bd@CyLgKt^~i^oZ22BFGS1UPU0vURE(&
zXi6hI(_i>^nkPnrumHraffzR*)m9P88okQ));A~v%0Z9eu6s_B@9)w)h6WNZbZfuN
zG-h8AIL#cj5%?Epje|Yyp5JO0jDprU(E`>Fi)uHrm0d-QVnNanEKOcarjqQm{{T`0
zLX7qcZeSz-HPqSK2{%wL?k>NTI7IiI5yLz`N~$lnTT^b%sn92a#e;-pggob!j3x}N
z&X>emYV=0CXTA@@v~S`d?6Jy?zlje&dZgSoo=KIZO%>5T+k6=jPT>x^4?90UFj+*%
zptpJ3py!Sz?phF0UEQexy0Y8Hk@@_){~}UdYCcAsqXc!6{5WL}HP?+4F0r1@+;MIf
z%G?~}DLGJZ<Ltivm-w3CmA8B^7ROzxpu(snFF;%?xyy!u5Xg9%g6Q=*PP4)oA(=Do
zZcJ^q55&M>MVe_W(M9+Xc^8U}1s11}2^&005#Apfi&S7|N`3%GjVN!28f-`@UA=Fl
zd8#q;3X#Z7zy1>dyB(JYja@!M8va6~NVzUF!CU^X1Hv!y2XKE+C0}iZDtVC43X;$R
zM#F(ExS=5Z<!S|eog*=j!xl`5HJV>e*(|o+$NOKp)`0-PUlhWTC>``e5~_a%aL>^r
z{~KLztI>Bkxr3fPsqjp^4=ydyOu|~FZ?!_uwdB5(flG>o;pIcE)#|sa#jKIoP;lPU
zjAmxW@$oSPH^Zc5|B6R&;zm4j2Y5kL{7QsP+sYO9V~$OgoQW!Qp))k^>kySP_2TT}
zIt$O0$?1@hs*$>l`0JGvP1g&WoUDt;a*y!Jw=Pn&E<-8rx~}e<W)Ew!Gl_1mt-GRn
zd;XYUnVx9fk_3Yx42p`^VkZ7qW85!~+M+F|m~-d#NjA{L@%|*1eDZ1H^YTSM6rP{e
zNg|FDpUZ2S<60%?3CO7}u;kIOusnE<R>#gUs8bO*);pH3ASml&F|6^>ZJB#+G;cB9
zDi*lbI{Rf8D)G{m8q#Vu`M*ZOWZn0FZiEBECXbgFB%C|UAEL=53R6`;dnZWO4<ujr
z@cb3?mZT@Lkw2guk{6a7N@y;n-dhTL^N-C?k9-Z1%|-bfr^QUuE)0xgXS8rxSaaGq
z<oy#QHp{qHH;FcL>$!#)*2@yNHa|5m^|<%%>{`8BrCzN}#lwRvy8L8^E|gdV0ygWl
zR~zfs$B$a}nL6W;THZp<<wkTy5%&s|7T&Q#U(-m3Hf&CfpI7V_ULB#ic8h0ox$-QL
z3i6fJTUs+mx16`jHk+w*Fhxp+Z*j^R=XZXv%UMkSpm}a)_fC|=qdd{nxN2B^JS>4L
zi^#9!E<~=1QJ93D5tSBu6$v3X;Vs`pp%qfa@jX?8(l|l4$2C~D+Gzg9U~)JQv78B2
zd_ZcSZm#fXzHHj}4DLK%V{B~a9*YQK<m|GwOu~DU5o}XwFU!$_P=cgIbZNu$+&Z~|
zNyTpKyR~Y~NpO2zJE#PiJsEat_bYERdRf!ezs5bSj8`*$Z;Z^2^6bPipZsvST1lN3
zvhGW9tX$t;-7jSFF!bu^?aGl%OY|x@^4#wmk0vKwss{aKVw&{r(wuQ7|0>n{zTLdB
z@U+yvTQM>$-575R7ajC>RB@gfGf}whJVi(xc`(!kwH7vc@Y*7tdT`A7Vf%Mewn#=}
z-^a6Vq}0OgIf{@%0}b*7Enr@FhBiKS-mwyP-+F{&aq?xI=Dt~5M{qe&5Z{PQYw9lF
z&;gI;%lbOolMj7$DAkV6U=b&sWH9%6E??Ds2|kW^|GuA<`1z1>KQ|1Y3aum>>6hzR
zz`|J>h7X@A8wWulQ>}J3C-`JS_&%r#b9Kcc*r5R)bNQjkUUi}v;C%P_7C5k-47)7O
zxuz-k_o!O&<+H9PlardW+Cu3mD&e*1a6S}UsErIMtx>N;dDpp@qIOi6$zn5S#j^HE
z-dQMj8JaIj%fIUkS#)!_bq=(?+KxwQ7P!U9&WquQ<@B>d!9?eCvnl>6pRTR!Evh-s
zX1`;W?h%>~_hqeUr!T@irtoAnv9H|kunm$v5(>S0Wwm5em@qFg%}(}7!P&X^?iaj#
zy_OszRa|qOjQQ~5i^tbUaygePX^}NBl=x?2_0L1!re;PdOt`h`F!*46c75;mjMUmx
zcG~aRIwfKg)6VG`SyRVFwb_eoJKNIeo?ZO28a{X_DSWN$pHgFlc?uwd4<!JX8lN4F
zwB$?pYvRRC+jk$^3xvmFw$tp&Ez)R*#KugckIJF2vjyiaoD$=)hwlYD6e1Tgx?#WS
zklgoI2jc|C%9cQ*gcdtipQqqThxkvHhn1C+Vc){zmGk@~+4L8uHJ9A+72oD(v|hh!
zc`G<v<WZTC#(Yykl+24h%XuD-Kby0pS8s#&ANPF~oW}L{@jJGJ##2(1UU+D<Ylg@Q
z2!%}q+E9()KI(rcxAvWL?tgQAALq7AMAsB#A32jL2bJq6E`vk79g@Sxw7~FWF2>e9
z>E4q%Gatmc$rd(`Uf&weG?zlPw3yiq5M6H!zGg4o(@&rI>+l!9=37Ek!@aHP5t+5q
z#(pg(Kb;)$zZ*FnpFX*Fho+uYAefbuK)TL&DVG#Z56iXYsUv?(Qqw8o=@yK}0?@PF
zScu3loVy1`vf{T8a%3)mme<NEl|}H6dkGVR5-~M{PYzGyj!X=8%CyT9tlCi5<~9<Z
zTNLP5mA88hy3Pmgj^6h@^F4ukE)T?v7>7DPMmMv&o;Z)1<gBm7%Un8Qf?sqn%{?T<
zFX>lQKF*}i!#MWNblp`?=k`PfO_<8hc0a-BeH&}(%f(s&Si@kFb@pp2xI~icIFpHe
z01H^JjpfIW9qYLO^?jQJD;`fh)y}so;G9k))+(jO<&q__23M_K78~3(mPUE&YbG=&
zSUkg4f96!Fd1fSakIdf{g!&oz6_i?c=FZ<L1hC#49fi^)<K@+%&JVD5sdmCq{b5zM
zKW*yXuZ!*{OtdQBg?WqOsG=$5?f~BsZ{}telCsvo=$zrc=ICNLv;XY7-?iTP;9Gn4
zw%)1wRl*MPA=)V}J<4iZd@Db=t48yr3~pw1p|Z&kg}Rp(M>7sn4P6aeg2;*zUiu*X
zWy&o}rxshmo~2qn_~-N5Au&-nkJ9b_r^};0=}M@KSn#1_-fByDI&ic}NMfkn3I76q
z>`0JO02=B@&JD#{&#hZEhW)~sn^(k(QSn~;v8~~rBAhjqGC7UykvyJx6FV~GiuEv$
zHy++0J8PmS)-)@g$sN$0Ee%`8v))%iwc{}P2P&>ZV%1rH^8zd$b7Z|fF`TVquIHn1
zATxyDn&H(<>VQ|x3B2+}1}8Ioz%H_-?0#>8uSm~LzKmb&u$?`>A7mZZBL}jO7(R+^
zOX>>eBvk{3JXVGtq_49B(pgbgjJv^?{r1hh$QB*L&A=-R>RNF^hi9??%jeoD$)#`V
z<mD$=DrQZX=a7@O4$W!1+9c>~^;T|N)x+(&*<a#&cd3I<+zWiaimlG=f3oE#L;UK;
z_QEA}Avp7SRbvy9$JJ~QoH9j98IuW}n=lo^4w$ds_UePcWCe?}$kUpn_M&&Yw+?$D
zPv!;}^|>+#0;94V$28Zsu((1S|Fsj|AAG|CtrvnxERH+aZPfVC#~W9IZn_kQa37UX
zr^*V7HzaD{o7ML_=9Ags4@cmz2NY5%7obJZW=C6NGNL_8^r*;IT=qZpA@|8L2mjn;
z@Mfk*0CEc?1>sVpVZjP5Z46gpM*hOoc7dM95`+P3FU5beAQxR&vPKL%kmkhWGv*ww
znuUHlR&ZPob%QE6T)a11_5Zf%p@s>!xFOnGyxHmW8{h*V^5LhG#n(GUfLz%r^H5IE
zfx{%~T%K2f^0sE^>079E5c&g_@j+<-)Kh#a^la#y(nBnI&c6WX2d=hYQM3a()t?Rg
zZFVku=1Aj}1V8^6LjHqkCXO?1Cm6!$jr3B+9Aw*AR0f}Ii*=r0`UFR8lcDba$n)y!
z*3rn5Ca03G9H}k80+h^3abD?!6~$oV-@T1aN*;lMTjr0uYl6vKxJ+GM+dDPyD(v<p
z&aA&%ZfZtd$=nD;X?P?9RXG_pz=5+Hqyo<<nB0Lq6kKJ@oX?A6h_qJnr%Qll=^oz1
z4NU=g#(4o=NEbwUn6(e<SiZbXK42dLqnDhKyOS?i=3{dAjuwce*Q;GB)(iUiq~D|N
zI<+EBixi(RCUELTZ;n0m2@9cAwKR-7%a&so!QgUVe_0B^91!4TrFM&^Kt3woUdjc0
zrEp%Ut{21@x-N41n6^T<n_mSv7}0Tg853QONw(^owCTO|yF?hkIhUaLLX4Z^&A_aL
zB<0N1L%69K)eg8<(>`thkbe&WG;r-B{N!|Qwx<-S83|vfiR^C!xcj|9c`<i=O<0DN
z(g4~3;3ZI>iK*;X5!igfW{ls-IR0j<_Y(dAeq<Pg3%fd6_!@UCixVJZ3=TowIK1p)
zx(FxDva==J+cT?vNYyOPaiILfgQU2wli9i;^!HUylo*-JvPbq=+zR$)a9W-}7-Qr(
z$CD{Oro|T`Y!V^iMtO?{)~rSzKL#(Ff+ED(_9o4GNrOvOye1_D(jCMV;*9a2ol(#S
z&J$<HR)hfWb7&T1>>U8C!Ta!qI?Mz|A2Pe4Bm!a}hR!*e(GWgvx?v&Z5Ni04Dn!P^
zVYU1%I!W@zXFgQLN0&mz%vS-N&d`9eNrfm%*6v?m64KeihA=VcVRG$0y&rkuJq2Kp
z#qByGx^8*Q0?zfYV{>2`8)?7p%&#RUP9XFR!<5vNgZl-fG*a<1c#v6p-jC}h5|vtj
z1-$9rmvAWV12YwZJ!ENok~ZdAv<C%t+z2~!IkYT-2#5PA?*s;`KSA4Kkv5C!x8>=%
zPN|{^sAg#dKzcGwR?1&`cF<2uz!oQX$nvU%t5l9%W2G4K9lIrSL<S!I^?j4PP1xYR
zih@gcaH`1&zpZX&8o(^A(~w#Gw_&JiUt>}j2(b!anJj4GM@#hJ&Q-Z=BOa*$649wH
z0rCce3;8B_yZUQ$)Z4KsUr4aX8Wfm5a>}#*hr72qhwt|&B2QdP2|^^M8@YqR<%cDE
zPj46YUueQIcD{6g&|>o}>&mu?o)o_<Le8Y~SkibOjmcQ>%)BinydMQmo_P?GJX|qM
z2nUe4#>vN?f-&8}in778=>$(zp52^5La%S26*#Rp@{XB(r8q%B0i-7rn28V%I_uMR
z(ZUZgMtLdcvIbxJJLDVW*{qTGjwNz0gtSJMi!#b;^SI`R9<yK&;Tl{(ALAsR2wJC7
z?&XDQS6pZH;HxC<Q3Oqil&}-;Vb$sDepKx(cH$d9XOqQ+M->!kVL2HFM1m**tmsju
z;yb}N>YO98N~}<$9uUV{ZNb<6gSuvQvu`DFtElEJTsk{@aFB_oU^Z#Gzob2r9SR<n
zMy@Z3(wbYELw#?y4v;&#cnW!)_{(hHcOx%6D7}bn@@Ask?2`R+E^pi10t~tbGwj6B
zh#!lnbK;Ugjw$zULpzf=TmiKqZ)(TEN13?j#@KRGir0m`C@z$RvU%TLqJR{Lf*fPS
zbjil1zAR^=U3D3MmoJt|79hqz_>N(iy{Uv3RTQ-pfYCRWO-Lf4&mAMM%7Vjibpe+7
zVV&}05!nAC)P|9yuOfRj%j-89rT$EBR&a=sD*8YO)&>s_VrS?YCqh{98Ls|59PB%N
z$7VLotkqC04wYuv_CliWzJGZT>^5)jDjdp~)8Y?;4=iyHdlsFelsD8J<~P5Sk$j*h
z|2uxZ7iE;LyQ)s#LxlTFxic^vH3Gb)>&Ie4Es^*38)!={XdfKzHT+{^nY}`GbO`Cc
zuujfYU$u;QcP%)mjt4@wkVv~n0Nq8vd8wy;q+P53rrra^xU&#I3D0SrNcg3#mJ+F|
z7bhdMoFM-*yVje#%fT1GVP8cR51?gdH?Cf`Z~mm^J8=47m!1z(nQqa)pUfZljybj)
zcyb9VL;328mZ_?9WmqAzS&e@&*#d?8bB6>8N-pO}FP>&Ld60bewYWoaBsTS8cGSk)
z`$mv!c6g6UGEKj4z5lFMOD+$T?()>V!YFi#I>r>A7<PSHok`d`{VBQLad?n5ie9{&
zTzn^Om>Ji6zZqQ)sxoy@2dkhBFRD+AFE!QC`FfnX0*lbG5@0J;H@ZKmA?^MlX#jML
z;n{3!xjM5^qe{_r#XI+IH{-n?4$ZfC-g~T}ux9dJ=FBZ@UW|Po4HHop?%)a-j8A&F
zzh-Kle40rF9c^kj9KHzl^==Jc&{|yd_<QN}CR=K^TQ3HBuOaBzD@gc&gje!CyxhB^
zs&d#f=QN{4d-c`+8jV`m3N8}M+y0?y-|=jVy8H^MiR<e9WzpWDWa0jCn|pl{b$rkl
ziX@ea3Ufnen(CT4_Mqd@Y_|7!+5Wqvn+=oC-EC7zBOSlK+xydZO-)frw9Wc->Y6vf
z!FO$|GR?71%R8RQcZO`tBx&NIs~D!122uKy#WrO|)6BiKoJ6CF?z}W-@CXy*%XK>A
ze%6i$JUMIWDmXHo-9&>=IL%aSy3R;8{-;whQ8$i88`<(c!`A4g2hW9<bA86eF4h}K
zr{MLjtNKc5;kpM{bcKqtg{l+S9~=56!Yigz#l+<no#4Q&UA?cil;c73L+%n<P>wk9
zLXuV6IUC!%gV`xq>Sy&7eAtJ2S2N)_2G{X`)Onw3=G7}XGHMI%*jv0Je>ZF)gL2JX
zp(|0L>yaqvj2Yt;r<eojy2M>(h_;gEM*8tjM^X7azrj&b9FHtwy?s4MR<J_`F0OWQ
zMwd_gX)x3CdW`q>$c!_*&zHwji|Mb-*!5IPI8p5@-P_u%b>@0w{-OKZNw_6*`#^3x
zXL}_b>NqV6at%wf;b-==E9VyFH^(4Tr>Z#jUQ29@ztkd=Cryp%sCzUY8aA)KbMsh`
z+n%aimLsEvO_fb%jl{x4L@N6$4sW4V^---)PqnuMt@L(DJzu5TkHBh1rmL=#d)!7n
zPQhv^!;EgLbmC85yY!*WGfOv&`p`*p(?vO&CKzMBDQC96NPhP-e9FuUvma8!przJo
zAsCJBH_acMucpo`x9;7yoAVw-Q_Fp%{nijZ8(ADyQKNn?$eM(b>hbY&T-N>*5-#i+
zhc7zac*-v477dDik0e*&yWzO?d0n(_irPZpl<4pVb4v3I1$bY<$)Y~(l!c`ujf|nX
zKXR#Ofv)SK2d=d`QkKckT-)44Df+}aB$gSB%npSKt{E@sKBN^dPa(@T_c7Nej)<L<
zi;V*=3oc$&WAeFv)CL9NrbSVu&#we~pz26eqX)xYRY$N6C*OTcPu3ky8M}hc7TOk>
zw6!mO>NL8}YWwwvwYy~97&E{?qaas>8xYGSu_ikBICO8>NxrJsZR(xx24ph(+mZ$w
zgC-O8wE{}YZ(%^Uj3;Z#C2?`vSot}T6=X=uAj(p7KJDp{E_fF_^s7AmY=m1Rj+a++
zt!kNYM!ZXve>l&db=CE;Jad2YFBYe12iAT@WUg-9?B|m+aB{k{0*}d#Yc*);Je#cl
zA?;K@zcLAdD<=`;Zk;e+O#2mD-&x_T?8sm?9==(5+$c(}7O0}UOdK<ApVn(Z>Bcf^
zE0uJZvxqHq@V{Hvo^(Ag>@I~H1`grVef8Hy!WR^zSF{#zui^7VB$VZwS>)bu7N*j>
z<~ZJXe`Wrebn{mw3l2Ynk9u&GtQei$R3M;1s_szJk#A8FxJCXXl)MRzm?hlT=i+Ds
zAKRCkgo*(xMa4ds-Q7oj9ezBJeAu7oU%gf{eOBe9Nz2vXBw}32JgT2Bdnfx!>fRM+
z_}|u&HS!?e($m3&@agDOcWpiFnOSF82ydZLJ#G8RBtw6Xtm68b&HOBVRGZC!^}Z(j
z!}qcq&AjQhhvy2Yi)IPuu;*hv{%TVxXjAG=GlDe*S2e<T;5!<1o;}_GJv-PKP?c~J
z<&9ILe8?T(XQ6$32^o&svZ7{x%6<r}i!wG`_S|-E`jSM0Hb?Ve07=$!uSodBxO38>
zS+i}vnj3>vbVd&|FW*_?{$=lPzJHQ>YK%91puCwS{>A=Fgf${w?_QBgR^c|N^#FhT
zny*YmClLkJAYUS^PQc!DzoVA&Lf}Cr06sa`%tv9<Bp4{HzhKI&<s)j^{*1g<@pOyH
zjguNKgT@RP)myGgAl8cgVGT>b(EY=J07E7j!H5{X2U7?52oKc$BB+OibhN5B826{F
z5wc6$L@|kU&cPVS!MM?FWw2qfK&^~yY_(o{b2{kEiAuaTaA6g+>y|_Qo$-}-3osu%
zbBd%$?&{wBU=8%^0Pj_ANT_lfle>G1!;$w*3Lv?2IoA8ytcR3KNwa#x*d<2Xl<_3~
zu5vJMr;93DObiG$4ATreFoQ*cfMipkjJ(>aI$>7Nud`@!>Pq`7JOF*zh5S`OHj67G
zH)YE&CSfRZS9D@IMLv591c<1wQq{H)j9}u|s4G2bu1MYi0=?!BObLEeMR~BohGGR{
zTrylBUy?MMjbV}Qz(qE8$Pu<)D@wq`YM<enGA6gl{#L%9JUphEDJmV16+$C3G%>$^
zKKrh1Bf65U%etB9Vr2mHsIhdUGJ?4@5);kU8+ed)VDn6*ZJ(1}Fn-@79L8do#Nul{
zUNs0&Rx_JQll+Ts{(<h6Ky;@3?wOuX4Y<xxsc+H<POlOZRa|!=2sN_-G%WJww4U={
z#T07(kUt2piaN584kAE9k8MbxX?FlaJEkGV{l$ZVkAYg&Im&;*-JY0fD|%k$$qCH^
z-HcM;)b7r}{j{)!<M&mRlEGH+7W86LYWnoMksjcIbD;Sj?ZkPJA1t%@;V@`T6;qlN
z7BuG+V*9F>8-Wm+G7646FDKnzQ1LHAtt&u%5m?nyNsgsM@>uTocI?Bh*@^o#4JJ6T
z+DowK^a<OQe%G-ARo}q#q5Ja)dS6i7VZcw6$G>Lq@qBJMb}Eo#aq{xG2@)TO8cH1P
z8u((!PsKmW-?pIfdp4Baa3c2pP;e)O?;!4qPrl70{9`?Q`%Noq2|%mk{wbaUNZY;>
z%j?G(vk%7FPWsmlIrYF_#a*-v&`~28M1`1>5k^PySliKpZVsF62sW;@r)2e|v^^|r
z_zCdp*N|P18;gQxbr;w9=T4{|hDrsYMnkubG?Imwetu<UAy@1i;_%~<6K9V^f*iWY
z0PR1V`a5YFk}uCnNZt4%B-ue;AqWoy{+Ea#i3hZO7iNmT0XNZLV?4ZqM)>WAgk8nK
z;gY3J2J2Gg8d)-I%|A;3d$un?Fb%%k2iQC|Bw7ASq6`GK%G^!uUqh28z|w#0q~mLH
zeXLR}YuC&_na{bTHvrS!L24A12Q>sdjgSO0%}Pfcl#JclC&z~d%$Eio2G1xWMm~0(
zNF-J#?m1<vJez}Xbm<6jD`c<LEJa(~cjt)4>m3vS16)#05Udhwe!OLK=&g<ChrYCp
zW6E|+M&@7MK;HW5hS6U<qmcI6KiM(pPb<7c`JJX%8ZZl#t}N`Wyj4FlLFJExh942?
zVNo_J(njuF4bN{VXR|)TZ!hyTNpM#01$ND>17s3jn~~uk7z?$b1>8sF=;i>uEDI|k
z1ps-YH)K=o*FG98BaBj=@`H)-(yWlv;Vu!R#`woiQVqo7s(TDN$T2pK`>?I#6lK~O
z(>h+EODZgvD5**?t{hUlm7s#%c-tLxZ`%tRXT}$(fYmiT`ETkm9{%w*w&eui5>|i%
z4dKAneu)w^zzzcet3{496uLWpzWZz&0Ou?b^MX*H!zkm+v@|iCplC3_6z(9Vm0PjY
zV}7ZfFfr<V_{$p{-Xcy-<a1l}Up$!VTrRgbKtpraIR1xA4Wo~)WeH-R;H^%nyjTVx
zs;_a4lF;H&fiWifDJ;?sO!7mqQ+@`Q1RI)by<^THBS66p`HU{{^E8jMC0LHYey(VF
zvjc8(_9aY^3%^FEy|J|EIHhBe=AD9Vn;y>XNP=(UxjHrUm_@m~THYJh^~q15X)0*f
zq%?fNaj4Y%R2_@6PP<Vp5zUA@7wRbhlQ<J#JQQD=WuU{Oz=HmL$h>}U_PimGrJvw2
za~O*}dcmYZZ?p3N;W*POWsxUIwzZ}R-{7r8zCpR`6t!YGB~)~N?A6u81R1X$zh{Ui
zSpc4Ec`=M~R5*LV!|5^b=VW+%k{nzFYfOT;%yKOQJ8^JAAY9q95XtDK%!BkVZt5nD
zdyG&sSQSH>*ehKisRU`AzPaIL+>#Zf1}y<z4>y7I1y8dZ3WE>oXlikjX&i%YL7}V^
zbCeQsWDW8xPihl?n|zgR)BuBhYHfrJ>8vYwIBJliUH=WpPfQ(f#QP&dTl<fXbh8`~
z?i0G?WiePPz*-%_k!n~leKRy+SY1V7FV4L+ir!rTwHHPq{p<(31UaYYv*74FHu!SC
zdI~%zoPN0j6h1%#+CERS5cw9E(%9dk{6YjdYB=LqX}K-pP`7!)cfG*dGVau_{>c<N
z`{OEugo-14qh_G~N0+HX8bbdl6z5k$8yiWRkF*PWIQcKL51V+s13nO2j-X0xsOCKa
znuJ2P;0t?nU7K;QYh`Q|_?9^)1(E8dp*?R@ie1)Xo$%vx7<sW!xi*Ox6|+-GE3XwG
z$#1m^0w>U;nJD5Z#}q<$Kkx2<a1O=iQfUs=&XpIoVP>e>RX<YqE2u`iEadD(d@l2c
zx$z@2xg=86HL#dcTt!SaIdDxx&#H~M%)QpwglArKq}GjlfV<fwG_20h1rx;?EbhnO
zgAHFLY{S+ti7p6#>b*>~d`ZSvKS;p?kFJyM#}bLnUCwOpus$5z=B02GVtALZdQbm{
z#Fa)Uj(rM(rP^>x3^^bQz!F(xl*Hb>R+KpY)GhPXf>Qo@DI<UTlSnxN`3X=XMdF!;
zB&3wGdV5`cC;=`JdwhefRTlZ7>7)pQYeR~(6V53(Amy3yDM0`Vu`rACL7U!}a?BA@
zC!JIoSdK}JKIU9D4DLS(&aMTp2{Pa1-7J@e7Innep>V*+Dt6qKeRXtihVMY;VFA0I
zRr|v`!Do?^J=+Ix)&&<ZdPr>pv7Y`PO6wNn++Ueom@j_DoMU^hM;2~#0xE(?st`B-
zV#a3S%%Wz7R$d}GBB4)Jh(*&eO@P>bClSQt0;jSN8pqj4m^zUL`;=&ipGQaGBz^^c
z*kpd8pytpGIDQM&@&vZDB+g>;R=^3K7@rO>J3w<BkH;Yx@Yx(*U~@*Y&b_woH8w%~
zMnh?!2x!g#aYB6)k2yD2XT5EldHDv@k1l0od>Z-1E_o9C)wU7}NK{1qy&oB(d>}pX
zIZigI7JN0MB~P_F>s6g;gftH!B!mzli@ZS>e;hN}6~@XppnnDhSqANVV_xv!AO5l2
z@;gkN54CTU=$+K~(ukv3aT)(T9Dy!1)aM#&lQZ;<>+ynX9_Bn~I+XVOuJRqx#*L))
zuGBTM^j?1A8iGs>Mum$Fc6MJr*<Ttq9Gd7IfXHGxqYMMAi)MEnOCavAI^`feP(}kZ
z0UOx%TI)OP=<y3uevk|`GhS(goM=%I`$tz>eYGWhq=d^cPEx#71KN$sa1dU8j_^#(
zG+{bIz3qBu762N`P(ppLF(uE0XVF*5czPs_uNe6$e5~1;5>`A&J}iVUWGPS|C8V~&
zCj<wvco91O^B16PIHRC#NFUnl8n~%=^b;RmVZ|63eERQZZ)1r5J)H4Q{57~?LS$M?
zp{US3`e!J8T3Eb~Gq_Rktwo>=y9U*tn#@y*^o^tKRKI;w3^^)G9e<BQ6ct#&MmKOd
ztimK%2tW#Tb$Rfn6_ngRiGbd<&>uif50ZBh##Z{O7=%rYRwr<9LOR5gb_2|w6lCzO
ze-$_^<r#E`yze@Kx!$(p&Y=mjSs1{1nq)C{K{9_R(%#bw;?h2OqNZ^1@<Q#T&)y=J
z%qc5C`g0+qZ2JL^jl4jUV@gBb^gVtBY6D^9CLtk~WCkDxcJ38!67-HUv)-%bq;_@s
z=hUN+2<s^Th`!}=MV7b1LVs7!R~ew^MVrIE@#Lj|K~Vk`79jvmEmt*M`T$L8Bmn^C
zrT%v$j**UD+QaoP@+_L|0Fcx)p*FKfF(jqPUt&O{Az9=&9YI8MsEDT&gp2?r#6R^2
zC=`lClA$07fPnkZ3q`{G=LjBTv%8+ZU5%ZNH#0Zwj+3W8CML5EeYper^tk9SBaoLJ
zaDfs(i5Exub@0Em?~27d8^5^HTOsWre1eNcH335#NhI~b+wW;HXrpYX#7*&8zFgGs
zOEszI{lI$qb#7@=n&La5aH%^jxf(5n1T{##!$?*dqPZJd!`Z6}IBf)*xvw1Yt6M)C
z)rF&&k4O1`I)hjCFPR+l&sw*)xtP|SBk@qAS}JY}P=nFb=?q(KNY+!MUYeA9rK=#E
z-S6~_?#<Uudoa<|mweDU=Ib;R%5T!YS8}!!IUi3_PHSV-)gqrde6OYR9&w-#m<PT8
zK4Ebo5u!CAshJJxa<uqeS%AEY`thAVa^toDUqAT5T5%IWhm}RI#t!TlsiR*leW|K)
zJzJI*u@I9MnX13$yFb$F&3|bc>+RH5|DL3k%*6Csw`d)wsbv_zP?6rmgX&J!ml2cQ
zy(uTe!Nn49jXSF?Di~T-S=t@DRp%HzeZCucsm!{VYck$rnab66m%hKCk!9<$!PHOR
zt3+hQava4Xaun8RQw>3AClC)El8l2xN|rvBaavzmM)#X!6abC_kHsX8?>LgU;i^N2
z)=nV8Wu<;7W0$&}l=MF8b!$yEh$N|4yY}wXFrIi`4)QsOil;j9rw^J;e@%Mp^TNZA
zRtW}PEN2m3e0LZqcNVkV<QDT*T*YXWIqqM@y0;>?4zSg!k(!^88u(s_$r^7ymAfOV
zf7|X_-l8Q_h*b^^cDWFXO$CC$>TsP6m5w_a;5kQ(uZ1UDPk~gkyQYzEPo%LuMPy8V
zjW1HAaemS>T{lEp9R*iGkFzDBVD6y_pP}QjRCF8>$-Xna5+HsJj(9i|z_D_9DcfwI
z>1h$aZVGs5{~NBQ*=JHS2A2Qrb(nas>1m7{`ml>ff|~u|SYS@?@snWeul?(X6iJ@-
z38t_SS>6-kN-Gq~uIIZ5goZt{6%b?~-^q5N1)RR?BK)Jcqw*%HeSh0U--6C!C%|;c
zh_Ebfzp(De9XRlp{wn1z0-(V$f_fz2z1=f6UEQ#uq-T+abZjg1xESp$B_W|&JV(u@
z5`YNTc$L+E=#)HCZucsWA!rhY`-9G4B3rLx!V50A-O_~TRTWhscUWgW_|+U_-noOk
ztu!wH{qy4qFXI=&|Fsj?A(se^-r+>iZVKNKO_<qV|FDty4bB5sHwX^liHw&=@;iWv
ztp+%ZfJX)$*O|4ekMo)}M66N|k1FWEf*c&8djFvfXsJh<I7WxCEOi@-Zgc1_Iv<Iq
zFBqM`8(mgHBy%*M&SD`-x`?nOWbFJW<Vb4ik*xuov{X_l$HqI&*8<RqV_PEI+G6a_
zOR~e8Jv%6yv$r*Ob&d%JB<Z6zcAtU~7dfN0-%A$<WS0eSyirmD>RF-59aSh?XAHuM
zxX?2GEYQ{`($F`A@->{FAz*f}4hEf%5-+*%(e!|v4HE#C*99Z@9-X_q^#$+QibzRN
zK$>~Y;*p|n#RF>Hu&5%z`PP_RyIUrp!)eP9nq&*fj|2Z{d>}F=`$=iyq9ySOtsx>f
z6I{T`VPwA-#E24a1Rcci+6ge4NG4Z2JFVpkHg)2Sws?CAD<+@h%f@eYSV8doW^-AE
zfba%8KG#$jT>ns^L8^VWMA=UqEmU(=1pYQa04Kt=7=kuZ6g58yA{xDaK(uQ=!J8GN
zF?L@jj*u6mNy4G_1??_7GopX-y{J3)Zmj{n1qTmHrmvy)VVmkk4yFB$ZXeT}MApry
z-4Nj!`H*RQkQuM8&$?qe?@Sv`kU6UXSU|L{Qg-ORE30D$z*j+n3c!7@rx`-1*o6=~
z^qEMPtPsXAa_(tB?K}Vst5`=msG|tnvlzNDAbgd&Z;#o)QfK%Sm}J%E3l1ew;`9}z
ze^kh6+P$B|81sn5?;-tQP&7w`A~1ixb&&%17J*?3P%S9TPNPrlU>0i{X*(ZFcPW%(
zf9gC_XmDI^U#Y85*Ljva2@X0cm@Z?Sk`Mc;lH<=3`%&lD--+GDW4cRFE%!&S^j<`z
z%&jxXkPQnv9F>N+U$z!^GSzi#MxktSSb}N<xH_0lR5LnC=2|Tc;r^nP^v8mFO6iB|
zyFmq=CmHG~T7W`+S=8ZygR?twJFlcIo!J*ml%l_oNt{XtR{`CnaoP3#o@IVOM@c4R
zLVE(a{;XDLywF$PB+upxp={Rv<Xn3r5c%>C6X=LhH2K(#dW@;zQ`?;C?mZksz7HOF
zyzYxTT_1{cTF~5Drd$T$_fqAV5P!L+#9?3IIU)ZfVXl}#sR1}Z=iMpNbM%`(xMagP
zxk5fVXoS^vPNIEW!tly$ObNq9U+4NhjrlwCX>2WnX4toTW019n)A-Fi)#@|nPXj76
z(g=TON6?sAa)W|Gd%wjhf_>qT9E$h!LPA2j&868y7Esvkjsczb>`^8<kVmb(gHXBO
zdY@V{EtOnwhjdAN!Gy@jlk$uH2Q@&-zYCD22~f~uKyE0lcz%SejArJ~&@g|0(EKpE
zT%-YnrjP}j?RJskb$cGkanE09i(frd5aO^MJO@kcV=Uf)?TOg-R8f5RYh71rDQ{<^
z-rWQZPfilZN136jMn>CHui;t;aYogYeDDHRvvc$z$fb5yxjV2^PM!DzDSe#EqTSuQ
zkP4n$#ABcbQ>dOFF%SR3pME7yN<-8)qVZD%VKmB=YoQF>V-ggs=-m{KH{hlnP>wCQ
zV1!vEb!?Hnh6o42V*`LAn)I8JJB<pVkPE>2LQwk}{Kge%Rd-d}BDU?$ic&LD-l<Tz
zpUlfPAArLUoUu_42|Pxw;Ft3nm?)C!l}9UEUf_jt<lH1&x*z16O##_vc=!zY+XBsu
zn<E*jE+inPmdGM@kdy=j(;3{EVc4UgWK&3dKCG2e@!X%5!wwhJ<WX(`tFXlI-6tRo
z(cBo+`O+VjHy%VBX8feY1$hfdJt#nk^5Npa?R2na{SlO}HATTvk&O#M^jt}@<_y6K
zYChS3??$rX0fCTLYoyEa>rTY-5ke1}I~*i~xBaNqQpz?sBaR)u%!d}>CGzhN*m8qK
zCr1h)9^{SUBJ=|?2ceEAuz5R`jiZl~-YwAFNh-MhTd*uJ<~c}_#?x@j7zA;T{;lM%
zTR>+iigTSCawh>Up@)dDv|3dBJy3-FY87@Qh-nhu{Ovh8%zBGlwnFa{XFkMwFLPy}
zR;NFr%Ke$I4i)Uc2u<5`d=>r}6u<^K(=VcVilAj0x&YdIzbdePG^-nb{toT&7Lz&)
zyB?U1O5yC)kXMM}mPOg@Dv@wkr1oe71mYidc0F)x6b|R&$ymjQf$O6Eft`_TOwoH(
ze+CNHOF2rZfna$`sDk})6>fCnJyHd56gs8GoI-l@`;b7LY>*?FycR@%h|5X^L*nTU
zB~gU%O`;h3#IY63OYoWlW|!U<*x2y{R9|FxcZRV31KM^mFGE-&ZT!_$U1f}dX|msB
ztWIMs@OOTBh`^Y^6K|1{r*q+AWq=GGUXR>tW9Sk!c>?eOYa6$1!!|7gjD%(hE2UfN
zny!wEcry235beP>S7sLgqq=~JE3^$c{B6*AmsmFhr{AT)mY6S;zsrWwP0*MS&46Z*
znA_Y90+fj!KtH75ypRAX9O98gn})_mRYjng$zb2sB9WE~)UPvihZs?r<SB$`X&CbX
zd)-$#h;~@sCeE9?U=GvC$EzQJc}fdVP8+YK(A$l`pQ2Jms1v8y!J#b610})`j&;ua
zIffJfYCG}~@A$w@X-+|CT)gJgB;}^|<^!xztiyLrp=Ll*U=b0LC@zie&seyHYGZ^6
z`7BT{e<;H&MrbJQ$A?iM!V(Ozb08vZj;lRENWc6Edk?u+`YG?`9SERl6X!^4Pze?@
z#m{-|1|lU5C15mfE@Y9Sg%L88ZzGQbSO1#>qJG1EtdMv)0jG7^ovl~kujn~35dqQ!
z`2xgO?OO}Mn0(y(rriRYa6CVp+iHYh$c>X;Yap>gNom(40yuHXLp$xi7$wBYf+^#d
zkYp?*9wk{paR_C-TVbT~p<RQ#uY?-KlF*0y_rurlvD4%QN<;a;1jS2a4XCf3T!?}=
z?fduxR^b?*JylnnR@OdJz7>4Fjts>Y0-RTe<>$dWL8PG_<`1x!eOosMi>ZY;+bQ*P
z<V(-Or{GJHWESId&5D*}O2!5OU9w5OJjQ4PV1~5mlDcvzx#N;yJcKAkEX&Xmhb05l
zA}|Qfv}ywBH#`}<c&k_1e$Niv1e^SgBR>9T44aOgM3|C?-S2RzLsnY-rz?QReoSc@
z0a$p~OW>W8hAbNY*zd1bSLMKCO`3E;E?}%sT`^o;KXXo4w!lM{>oeJhT&ehV2sYS4
zS1{>pe&h>V|1Za1;xnmcb*c-v-Q}S^F+C=DknaIWGR$%D31BI{7EOiy*sj^*>$a^o
zFy%U7BYlFWJ!|$n{N;6y3viQ|nx}r83{2zs7tTt$C%JBNM01pJ<R$F89zedIw~iGb
zJQAoY`dHePCnr6|)yZ`hO@25ebTabH(H9RA5AklhJ#-aL;zS-GoRyF9bB(LU-QB+2
zc;G<K^8N>cWwFjOw?NTaxEjxiAJr?}+qA&Da=-d9zjg%6ySFCZ9{woz6Yi^U`S`f$
z+Z4H<(}>csfc~;yDN~oaz4Uv0+s}3D-(9-u6+R{xWTW@fp~1lCZLZ0zbB@8uoVU3b
z?o~Ggm9(xI1RJ}{jWcm3nu8y(mbZVl;J%pL_Wu;~_Rm2HlNF!p;?|i-lgt(WBE&DZ
ze4nb~iZa2f+qDmC-PSLo1+BZKTSh-$R0(ElPCp!bwpcp<tGy?<J9tS`KXGbgqU;U-
zuy|Mlb;s-LUKqP4#JVKZ`~iCJOU_8tP8mDerb_=t-NyTk?Qv7&3w{sO+q&YF<2ix7
z*}m>EGe&O*9d0VkBzRODuAO|8-V!y~qp_>O_b5tPq82%vvGvv}llxKB?gh~^Rma^I
zPg{;N5x>$jUR}OjdZ8UR_-w}6T`TZGreDy9)SA_C4VqkFTV&U|iN(*1li%2nvxyts
ztNQJIdkbMH@6)rlCBHR{{OTQA{A4=hl^2vq3I0|0IMmQd#XxLa=ULoZ$685@O@B)M
z&eV?E_Hc;)f_}-ja+Ha$-|f#9r<(kXdo1IS%kA&#+0p28_Wp|-!?JD}Z1>ZTL#yf*
zp`PyjsVZE^sQE|7ftxXTzLkI@b~vrvBDZ+P2zhp0$t%_5Ug3U?&!^FRcOQjk<AWi?
z`#Hnn`t5fY#6w5t+|1Kb!xpDEM)>Dqwj<9B=>2l$FKsbXxbB^eb6`ly+){ilm+SVd
zvRUl$P~)vJ1x9*p*lbxnJ5M(MzY={L;t8qiGFgA_9U?!ibUl3F9Fa>&88L6Dn2IYa
zUM@Hyb-CrM#w(Y=MF+9i0jJd|!SV}%#&6dRs5OO}mmq$Q?!_+cJVd^|Znzaqyji^K
zn6lCJi8Du|U5^zA>FbVOx%*zF<l;ivzY$+t+s`}d|KO1gm3>a*;=<J7>)Q%ab!*my
zea&pjPzj@)Q(KAgvB>m^!PA$`G6Zecqo2LF{yY}s5P6&nS!JHz=J5pnItFqT70-lb
z`r+T1#>{w@`*+yx{rY3F?wZiv;8!Flak=e)KkM;uVbBonE?RAImlpcq3c?|@Q;k2#
z{@7To<ohUB8C$g%t3r<_)<dtN-+oxJt`nQU{6AqW_-R$x?8g7Q)3-_A-z$qKe3-)-
zu4tp6Z-Y@{$dq%&4GGQfc!^bf5a|(qeDqw&RU;uuc@Oc+yhVhQ2}=zJf-MjW&Zu+k
z2Yd>?&AZNiadVG$06F`dw@gqqg?A1QW3lDmnhpfVqqF?ORx>~1cU||6oM`_KYCUQ-
zaWUcvT_^a#i`9SnkD9AR>{>H6tr^MBG_oo81e%BfP3aw1krPB41%jQz^^eUmzRI$`
z#&Q+p!|{auyklcioa0`|x7$}c7cbww3Jx5tOi!R+YJ9TREgTr-ymu%cQj-oI!V^*d
zqO*z^DfF9Z`a6Z{b($qD2dgP)Z>MArR4y1?T(<sC6g@nVDZL$*aL?gnYLO?fKRNX-
zY2)4Z8+Xgk+Mv~_^A#flh0zm+vy{L0R;JipXf>|)&DV8f3Ph{5P8tbBPG#Z`miyBZ
zEV8dW&&pmEEtV*VyB4u0UiJ0Ty%fvtm}!MQwaK=b`ZLA7<*GK(nT9^~tE+AXue)5{
zSb9~qC)c(&>)bXwcr@O6TU}ZF)57bpZZ8eQTt;6xTI5&!%$I|=%_Pr>r)b3=YQO4J
zWc2z#M)w=lMyU-hJ)i&Hs8%=S-MiCtP$}iKY{q#v=hru)iwhX5Qn@B~3Vp1UHM#EJ
zaC4R{OYYwlH#L~es7pG0_Ine#g(bezs0sT<tMIPKlF(i87!o}#k^+0#;P+eM20sIc
z{pkDvet^RRrs4SUcNONW5fB^ddeV~@_vSoahRQW1*dubbhnog()T<&tN>sf^t~Px^
z6fr-qaY2px?Cz1k2leTwaK-G;N6ja~6eYv6)#knZ>LUtUq7(0vtY|N;ac6S7b8Zsm
zIXMo&b!*{`x|UbXt{f>4wc^LhplQeG;%B1`;Sk(QCsx(aCQ404j;fh{=!(GTLu>qQ
zXV4XsqUawNTJf%0eMqC{r;dt8e9#kGXvI2;MTEPyLyW5hN6NPZB9Cmw-UL1gh5WgN
zIb3KJXl@5(Z=DGK!}a^Uo=`pz`e&Zxhc~x-J_7$!aE>aag|PnUg{d%Tk*XDWN&Zfk
zp`P~?Ku0Udcww$5>I4&3sdhqwc&;hYLFgoh9ej_V&tX1&{FRPk7^hGx4*$$63+*as
ze>Kso=!UCYr0gkfIf2nSP83{r&D-qAUIHwL#@LK}E3~iO`P<Xx)fd22{g`jJtgrHu
z>mS`3KB|_~v3sd{5sz#V5bn=g7cZziF=p^jNN2eO8o%4wi@rYjibEyx&s#n_l#^@R
zB_mk^;nlOCtKhgW^_hlbg27X)hV5qLnR#K)LD_sRg=?+Orw5FT)5LF`z9HTrp2gq8
z^=b3BUQ7zZEjp3!cA6G%YReb=9onNJ;W?NX9C3TXUT7m#9rop#676M{+ooMB$b9uY
zsw4NT(_?<}mxDf5r|r%<2}p5T4GXy*?$=LvcuO5|f?Kd@o@>|mliIeTg~Ta|=TZ6}
z4V!IxF5hz}yrsUS?mZ*kcyq1C%1A*!LZ56}8QUK#_Wds5I5V$WR*m-sXU=bvY1xw4
z<Sj)dUNhZXU>iLMGQ~|F4#uos&b`*7+o(4sQe>iebJf;V;-}14fv;CDD*S7wO>ew0
zXf{}j6xcJ-SGkZH^*HJdSJl`@)2ELfTJ}2!=(Xv1*!Ygq9XnmB?^~%C98@}NA=n%L
zGVbEB?&kA(Z(hWS5nR&F=keTUOXa>4Zqko16BI|ZMf&|tq{&=}oJJW7dvaPvCs;g}
zj?q6>?3sUzq>z4k_B&H8-{N1|u7xF;@}7FmZ(7c|weg1Wu&3b_V9F^;x>H0T%0-Hw
zje5a&2$N_iBkN%ja+2azO)x9ROBD9t{TDTVihL`w?MW{Gy5Cuub@J@@{g<k;emA@-
z`6c2HA#$4@6N(Sox4sg~_)PQ)5*Xy)<gyvB^sY%dv%vSIDKz<=qiloqoQSH}@qePY
z$cKcno(OjW<AJE$>iId7o6{nytJX$}7OPhal#cdB7(dlXy%o-X?PHgriZ$a)ze0Qc
zI)@#jsZphnUxNP-zqLYx!}j&*dYOh>>ijo1+T2gK3f&{BEAy<z_r<>yxYwkZ`MkT;
zE!#SJ%JCxAqu_3(z`cl<aWV}*_k?9!*KRvFr3sff$DXlJ)s;N=V%YIpBic&DYFLSB
zqThnCdA(#xD4)ojczItZ;8QC3n7Q4uFG<6p!IHZJ{wQPvc%1luN&S|M!uf2<;rN4Z
zjEqM=eR~chJ-ogPo>@lXee0hn@*Zw5$4lH24v0$f;KcFdMum=<Zgby<{oF^$e?MEN
zBNhE7>)E-T7dKng|3fy2kc7ND@h8ONpTw?ii@+WO&oDgy`wqJg_|wmEROu+LXzDx<
zH=8B8v&&Lu@oU>?=UFEA$;hBfP}aS}yk^8AGw|ZhOXB1MBc{qVjHk&E;Z_FwBDP>^
z`?9>Rw-JvXQ`DVVj+K88*k>U2S@bMkq^B>v43VBFQ-V4}OnwQ)Mi!e<3+b>KV$N>f
zXM{U7>huiF1b!KdUQrhONgjO>*&{Q-e>?~HzJ1!P7uQX&Q4yG#ce`l~v97LsgF5Cg
zwrrBySRY}@S7>bidOtG$5%=T)m;EJN=?v!gBdJ;9FC;yzdAa3P+mK%Ss@{)z8g>?w
z3WYdyxln(!P*69I@3MfsV-p1?99zRh6m|~<9t?(-lU~R|d|L>b6{4sTK;AW4@x^$B
z6&PfMhIOC4)qS?qEtn>KnYW8;+87iPO77_+khKzXD4eU0+p*2jL-c>y*n9g8D|BuV
z@7PPuI;L#Z!gZ=SS3`LgpNa?)^A1AloixePm!83tvG;h35wPv=uU<5cQ?P+6OZ0Ic
zU0d0bCtMM&?fXKvu3Ow$PvxIsmd+xZPXW)g)=o1GmqYY@e7#kCpR;r?(^XG<jKak-
zo!2##$rGeZ`HD~4OD-CtP`MkZ&<CfLBEpc8r%eCgUx5chx2s7&de$H+))p~W4!qm|
zx0gxy4DBi~ax#coGK--zE__3gPHf<HMi|0d8;b~5Al{LQ?R5MCTnl^WqgrE<a&{J<
zQm0oVJYsS6l+}?ZJ#f0rLocqQYxZF1W@(U5ZKi>CK!FWNyC36HLwV2xkL@E{AA#5J
ziHHIBWQ%&p7jJ^-1#^2Rn4)_}<=Gjg_ca%P9iP*h=k(`jymHQAnHfvoV~7zGF#SK#
z8epSmKOa#)N`9kV&_`Yuz}cPKLz-Fy)0fYZdKW2sGoM+6j%G^AD^2x`QL?3!dif&B
zSXh04P%G{|j^r%G_p@jhw!F}RM2BVC@`hy%aM@Cmh39ygnkXiIarh@Fn&#Cx6~y{F
z40n)7`sD8|ogp!)duw}>?D99%?>(bF^_7<I>9d7_ufH6BJy@dO&<ju6db8A8yq{0u
zkaPBvQ#)tqRiE-f#rB467pk2rIs}>f7%)WY<pA)MNyZ-}%`X`Y#iAbU0^?ZX&V@F>
zegp{I7!`%u9GP)^Z7;wxH4*4K{RN7@cm7|`k?v@KtS06YTiF2cB4{CC*BtysC94}{
zQR+{;LA<s=qIGLKF3_HC#`R(`-9R9;?2lL1wAjr14ixZm3C=Up)g&>f2Z^C|%dpH)
zx?LALE)d4Y_G)s>1t>~*eHxB4yXeJFvM6_tE4XUb9J&@HfwxWnh=!VU@0U{2;$|^#
zqb^0`V0#GK$v3ZBdmQ$rnJQ5gvi0Oi?21EScvmT<f?+vBV`+5i_<OtG3Z@c6sKIA$
zdoMnN=VMUG>^mV~*dJIqczOnzyRY>*4>`At%Mx79!A>pVl!w{L>DYk6S5v#UWjDp&
zX{ZOk7u1>4Ff!UwT0qX}P%arGSN$B4w<X$+zb^Y1@Z;H9Wq?yPV7#r}u#8_t$=^eT
zL}*FB-6fIp!Djy&IuMnUkhQ?%0@Ah+^^nkCtg>YCB7!9D%?Aao?(_a(kT)=uIC<|Q
z<=|Ve2`SjxvJu7f1Gmo!wIVUUNP;8qeDGo+r78u#ac>Z9fffqbuUsa@fpiH@8-J3r
zXmc7!+(0hkgEzwciEe9nVW*eWvs3hs*nUg4v|SWg>?U|)SELq@I01X$Pg31)c}Edc
z|N9<0Wr0~i?#^nh9ISrn-w6s@w9$O6d(siC{LvG=<kBIXA-!pEyt3kq#aDlr-&uMw
zU{S=aN9pOH90&$+;T&Hk;C#x^y8ixUIaI7Y+x!)>G48PUWn}K%82O^QFLJ}=vf+e_
zzTPLd<%Z@-H7<8LGAxnmkM=*9X#|vSr`UtSk>uD)1mYa~hQ+gLAY&QtvFW8a2uu`V
zMu8T9tDG^`6AX+E&!TNAfebnwYtdT!!(T{6+!)vVt8Q!-e}M_^*1Zv_JFg6TgQZ5p
z%KfReJ6e!1d$tvkymjaZl<}{g@TFSm?`Pt8oBtpZl}Nruk@qFFW@ra?8k}cnST7`V
z5H3+hDckkW{|28u*hl`hgfMgPd(}tO{9%fu>P2;4EJl_vcRhMEcqoUcN3cR`fZA<*
zL?ckVcg5dZ0;>KFATr5saQ#*L68*?G_X>j7hzfO-eHHPn`~c<hb=aCJQ6itxdH^4T
zEy#o=v<DPC9i-@tz(%IXH&Vdk8?d!m#tkZ%u6F3KfrgqoV}U91fbH0UcqF%Xs00xo
z#gXWQRgdHnCm{oLxUX+W-vp(+N4-RFb%-poz0D$N>n4ZYZtBD*mc|v{Wox;dL4qav
zO}sz;Y_QOK*iX%Z0Wv=%KMVXyeF<D-<N6r;brt>vugOeDLAyX^{tvf0``7ceSiJt=
z8~r=28UH&6T}l9nkKV6+VZD^oY-}!;Wym&u214!_oh4dAxWNKVIhXnpTX22W>ze6n
zG4;G4l2r#KS^3ZsCVqnK=0l=<13t526g?e)<8w%xU4IhM3u<;}rx|M&1mNjwef*lF
z|3Wa)WY7@DDqO`=`ks)_LZ~<UCn+KH9Pn3jh!DOA1tVEOm7P(LY}X^O#&Z>RpKbCL
z+y8nKqWKyXo@Twy18%<zca&EJxz&qR1oaDVf#56ETFOBL=RP*J12Hj4S>zoh9Draq
z=k|ukeo^%rM*4%*`U5=~o`V^`dR(mM@WQ#kFv#6JNYLF#I{;x;H1V0YJ6{JFT|hmk
z0aRAm=ELy%<DIG8a}_llLd*DzC3VU31le++w~a%@95TqnDw~K|L||RZ)uxtu0NG|N
zQ_A%SizJA|kHKvKosU6?br$0N6kF;x7KAqf$Jljk-;i0b>>zqp5Ugo|95<oVwMnGo
zKa@_x-)}KgXw`rP6U@g!(T`ENI|q#ZJpT_)onjcS5J$}E&p`Nn!52kZ>Nlq7m+-24
zmn(tHl}vx`#cNn<B{!}R5zs4Yh6NGoaRUsE8DZVW+_AkA(|+C-e2c;#v$IOk8dH0J
zeDI*`1c7Tswg>ZJvn?WbH?^XIQt~>CHbeV*j#j>ancN@UoFG`7gO&SrJ^~~EFbvP)
zaqY@iisK>qe)0n;5;#Gq{D5~~U_RMBQiP%(_c!u>Pf7&;E&~RUD4W?{pgS0H{tsC)
zNW8Sj3@;*x{z3Si+0WJ0G>T!tI(VD~{V_4%;d@}-j5Y_#IbfS(+8MMt265H|VXhud
z_Cs-s^F3ImAHNANR6B>4F@Ut(mN90fbmdv{@h+rI21CB9;3kea43s@4GnX-00T?oP
z^w=0+{}b?f0T$iD---kYUEzxAPr>jh4qmBFMr8gwg#79%{Yn2jZb#G_?UJ(f0SL$O
z#0;tp-lS(XfNCLuoj+I!6Nvg$jbzaYqR>#Krgww@z8qUnPPS>L2qeQfP*=L~zp8-a
zwO}X8f(K=!j3RyjhZkWwjXDEla1gH5?;T)72=P828Sd+XbQvek_<9%d>$tLLr{r_E
z(SukzQ-^&{_zY6l8KqunKP8BgjK_Loz%glD{~MsInex;}Nd3sbAd_$eQ2)1VoJ4rO
z4?lm_joB{++3f$U1}~pL>n-_vQ|b01FBJa})`ux({iC=2@l>{XFz8hZjBk)Ao_CO|
zx-3|4AkpIw%&Zb{w5Q>of>0k2XEsYN)Pmky0`y^mrLFqpB8|2gVfF(V>pMoU*7Bvk
zJ@~we@s@BE*=9TkJ1L~_nSM|3%6S$Y7$nsIcTVtId4px%Q3>fm1&bJGDONq8l{^X;
z;uaFs$SNHsJbWE7{l55M`6#?i3xN4C1x8>F;KPOe^S8lkLpr^G$%*%sl>$4#aBfIF
zg3|Nqssk{|XvO>spAYaFo#caqmG)4c4?xv8`A*{BH+g&t9ms(8y0S2EA~L*$g(=vp
zIeOBUw1IW4;%gnjbN?P?jG;GqP(&2`l0UwL8@EC~AMU+_jm`8D8X`3BOK{_a9<u3m
zK)n)5jo7IYAhc^P=tqZhq=4?+6rM&()OS!<HK5=t8WX!ldb;!SJ<64c+dRSkXas(*
z=3tYdOVl;YP%GtDJzI=7Z<H9tpo}1(@)h*YazK}lHQ5C?jpSbR>omMBKktjd6~U@U
z7zG*BAn?~CpkJynWD7j$2deHMlDV*1fA<a;gGE(!mQ`ToJfdGx1OMSSTmo8th2#Vf
z!^j~AQlDTaa;oZ}<Q!>2LM;qT@8|UMr$#H%PTdEsd7uD&DQ~P%{fc(XT~Tp3)Wh1>
zXEFDif!>|V$)NaecBz^NcRm9+vt)nSb%QL|0z4f9t3*~}d=tQ@7xu0}rjol|*eqe!
z-`Pg0%qmJOzx)uExVtU)hmrM%EOFc@4@Hwi(M+KSd;v5finb>(a|v?6!LG5xIw(I(
z;DkU@s|!PAlXOA?dbb|F0Bfy<z4<-|Q(uK0YyqyAXy3pU*l%lg&4JCb(A`*V6qeMo
zU)h-lNev>2cJvot!OfQjw>q;I$uew0$&eI$7NNkw^<|0f&mkj+5*^3ID%d;JQo?HC
z8R_5+ry{*09mwV*r5JPvFiO8vL;21OFAMz)mJcl+#dSW=H2Me|_O#UO|A|-#@;92;
zFSw0R=dr>~tpc@yMtq$Vcb>*%e|#~R^ajaX3XdI!^K~%213^jl3&VO2#4}JG%loFE
zk?^I?4p)#|_csl+09Rqr0}{)KqZVY>Ebz1QD$}F}kR7Lq9a@HMZPW6$n3-56Q(HJ5
zM8DKh`31MxevO)D@U6oFx`FW@A+QU-D1bLpDiu8R4YraUM6>XR5k!qnLBelIYzrv%
z2lB)_(RW87A*@*b*LB7Wl12^ijuAIv5@=%#mNjb~XQ9zLs`-FQ(r%$R=<mNAhFeQg
zDUUpb$gP!dkvfXUTli!-z;!zL+6ZCAIBgm!P;+SRt{;7bZ-UDYc9=MYbfw~>7KvZY
zF&}XKtkE{WycAlefS(b&NP+tB8?^aDNlK_I>^sWzw*p*dn~0(hRE<E)`W8D-Q?mNs
zUico7^aZu~2*mZ0e+9y37h!3*@;|}UbDl5}jcuYAlaOKu?VhHk`m-K~{rPW?{++}B
z(;EuQaEJT3LjZGcqdtHYs#*Su!xgQmT<6iIW8VSVZ^K;uS*^UTeqhN1j^bYf><{DQ
zzMV1+$n0PUb87*ApKbX3t|U%u7oYf1lp>r3rd&Y5e9JLh(G%nhvm+~*EDwnx77YFy
z-r9)wx#=Yo+uy;>{}>tXehaq*bCCBFB3<OdNj6T~Q~i}sY|%eplVeOek+dp+g+OIf
zRRb`dLU@0v!>o2hKF^*x5X4G_p>@wC=YW=9ftXGDSjj5+>?iHb_rS?u*firpFzDY)
zzwiYiTEX!={e$EQj)g$Hf*7n3r~C}+>Hh-F9YIbV6Dp`9X-GC6MVDxzrexT&3I|*P
z^u#6|*kPv&p)d?Q2*t<LNxOp;56CHXl-lE->?OLBL|7zp!p7)^#U-Gu?f$oZREQ@L
z?HP3daqR#5P0^+bCiOMsxIQa7AEC$ZV8^j+;3D|0oh!3N|E27SlNk6t{;{~4qUDwP
z>Mt>W&ehbg7_BK;Z{}WVsFV1s+xbKIHu3&v)kWOr3hGnz@;`#!<RZ~Tj*lE9j*91!
z-(6(<-CfK~K9>0@4Cm%QEo~VdtO>f>a;MkgtcQE=U`0T2tAWV=jN;SMt0k6h{gK6f
zCyKu)m>Ww)cjY3#tJ#bf?#?K&e>!db^ced3%k@Nq>%qjqsrb9MrJe~~b<>mDj9<u@
z%!s)V(CswdFdZXhph=QH33JAughk?ibi7%JTqPk5Zr#?e5HUui3Gi~<79hmpANFr{
z3TR`VUr=P`>T7!*+~<huI+;|`nA6Y9cMN736(j~pWOXM1PbJ|;jyBAu{GQ~D8AHZ4
z8F_5XoC<>>W?QIAqfIeG=QPiRb+0VD#UPP~`&`GJ#xL000)31$wENv4yS+b?ra|3K
z-Hhzx4kaG(e-PNymC4o~mmAK=#Q$?{e$46a8N2b^c_}x^-nd)$U-o>h)5z@`%wsj{
zAHObhuHu`~)ti;qya*pB5}%~?<fdm2@FgT#e=P1v{NkthbVzaO=k*z>o9CauOGyjp
zwfmhG@IoWn;?UPrrj^mjtmjwW>j$`hslVRN&6LH-d}duy;~wTcC6jYs*5+fT^Yf0u
z<AG7%j4iF7J7vq<%FeUpe^lCj&3x>dC!y3Y|7nrw{m(3mouAnXnXRQX(+cy<-1b44
zk1n_7d-F>bvpv*ibISf1QCn&0pxHMibvzfGZRs$NS<9MBdV5Oig@dNm_^Ef%{~X+3
z_NZ<;!%F@YEu`w)mY4CSYntiFLvX5`hLfL}_>T+#Je(adQiwDJA`|V-2Mf)DlN*lU
zJOr}T$RWM`t_C;hF;YfeK~_d8Wn9<X$B$ue9966a{9HZGafJ0tU-_p?sh@*KMI*-U
zp($LOs`%wAqGgqX%gmU2_MvfnI!;3_DEY&OXGwAzHU0L7#XgwCg_0G1DogywZ<?Lr
zBB`04VfiqV{7YHM=#cECQDsBX4|1KaT;x*lndF^<(0*KicoNTMgzB**d>IY5r!2&n
zLJ}!&@EiDg$J8)R*q!79co{nij!@$8=zw^uaDvXJL$Q&|rb@ePEb5AMCofFrVY<sP
znj{0?7@5lCVP2&<U2Qkrj;;`HAA~1XHLCqCoMTYNF5JHow#Hpi&zm06W8U|i9LteU
z`raXOm}7zAvwd$#QRUbKe$~Ne>GKnkp%5XK<{-J}Ad<$(YAg~sPe@9s36U~6Q5Pch
z;>fKllKKs5neWb=zX@Ij>Za3f3-TZj&%h_(Jr1{TOPRFYxpaHn>BBiqq@VipBW`-<
zpGUh{L_6OZ;GNCW9oU*F7|Hoo<l#AQ7NGd_V^NRP?N?&G*IS&XeztGV<g2`J+x+Qt
zu-9YWZ0wrz(_d#k-FLe3@iXgMO3Fv)0~*oB#XSO)Q!<$@2g6Pz9W7~0m#wZpF8wlD
z{(!B@l<pL7eq%gLgYlRos`Edr&Tv^@ZP9;k?s!es|6z9PEAN|#ug?yB&AG4mRQIJ?
zgW*+&8tTyCE0#sH&~GX9m1cwDM+anlAIsDbueaOaDlX#>8b{|YB|af3SC(QK|0~He
z?*k4!f19fr?V4QbP$Ql+r{=-`smVc8{APZWTk?=nT`8rj==5Ll?}v1nsaXI1fvpSe
zF;d7kZ-RQggHQz@C_cR;`tPKs2i>PXSU)T(Zs^GQ%;IJqqj8_Q#1y%5XWo@E1b2y4
zU*$UFyQG$3{v-SR^CsPMk<HnMbX=KI<pP1-CMHd)k6W59NB7Y0sQvvS?6CUX{^3~#
ztnG(u_7Bg5MFg*zYcoE&<aeFPaPEs8Gg0+;*>fiG*O?5LT-#6g^N=1n9GdCr@7U#g
zec?kMJ4#<h_v7-ujD{J1sdS9H%ahBUeKd%1NySPKc0T%)5xNeJfAOG!lN5i8`{;Vy
z)S6OwM6-Ji<Sb?P+Y*_W*P-@e-u~gK5t96c+Fh}CmP@>sihB;eeVp+42cK8eq?DyX
z#r46#il%>L?D1_d&-SXhV=LDoI8J^<=jst>j4)oE5NRm)sOxk!2yxskykPZ-h<y96
zsFZ5=$Jgz5mlDE<+;>!Z*PTK%%Zq~^I6lbv%r57+%l<kV#w(m2a{9NpweHOd!IikF
zZx_!=AzI9SK_9+Rr?|t0+_^#?M2P*Py!Z@Bf<pW$x5t#50OX@`4nj$Iam=<)*@VO(
z5l3REpBu$Z|Cx2-+kFp-@A)_U{_{T3T`+gT?dmj-g`;EVRVq!$vD3Cdle$?z?%~0x
zya${yi3et2=heyqf62E=4BKRWAI(Qgj>cZ^p9QV&BslG8?=K~cC)l%>;*?Nt`|NQV
zpXL6{p3c79nm(di7x3O*ueB=fcoWsmzVLD;e2L?X#)WGtR-Oe`o{tWENDY(Sj-F-|
zJDifgS^><#&UlL%q{ow-R)s$|rc3IdE{LcSPl6XZCKwp|J(f~8-Y<t?cIMgYxtC!H
zKMQfubD!@O+j-(oEYTlzA!8i_Fa3{vOp49RZh-GWVO3`j^KlW~(;9qfC#9dc9zsir
zJm&5FWeI|u2%f_bjRTLu7m4)7Rpd2VxZLT>YAyVtP*$IF&mtk(68pl^`lAVtTa?Jd
zFw7F(F``)~kg@KtQ$UENVh+I5$=Dkqe3%~kaV83f!pV$~+tRRfk&{cRI{$!c|LI?c
zUc;NOO;aED$KtfZmZqxv?LFCb{rg_*Z>4*EI|)0pYim}&yz2JW|Mi#sgQZgMh`shd
zC~S_S>-v9%7w(OO-C=*zzFW6v^}m?b^|KQ^?$rImZqC|Q_IBJn8(sJBRcLw&N0r<D
z#u(N`zYTkz&=L1}1I=EyzEk%<oq7A4U)N{jK9_Be_x&<dvGYuM+|f0FiAi!y7dpy3
zBGZM?T|f4((qKB!yGQyeX8+bXaoSoM^L3l{@$+>S|Fc5EK4fn#-R|Kz4W+x(hQk)8
zcLP`!ni|kVqM7=@DCSp!aE0X8m&uCNJTyKzUg5(U4d<FsxWkqIW{Z(Ebl<vt?mw3t
z|K+S)d^o>u(@|e#FriDy52K1nRDEbbJKf&qo>nqS+Qip?eYWF>cszDlE|RA>qRQfI
zyA^g|YuP+NREJks{94kLD;a#75z7r`V^J0V&~dt5zUd*Nx67?=V<c=xJ6}70zHD?R
zPU)Y=AAH`&-9<y$Q(qh+OoeSfrN6U0M$$59mAlp;Q;Mc^g!OWJxL;~GIC7?`h}V2t
z=&0jBWCBU?KyR?`z?Sj!r#C!eX~zVMI8MQM(zU4S)a%uPCO{_ngXGCC@GjC7m9X9I
zgz(+5xYAy9+2BmveBFq<@efBI*PXhlXhSsA@<9ZqdM2meMe_#mK2DDGE$q<&oyecc
z+m6D59~9j~2wThT*WQ~H3;S^DwOhD9eD!a>x%uSdr`5y^m!fCUH!D33!<G6Cyd62O
zAW0@XzF>12GFEs>gRbmP{*P`;)6qB(rJMEa8&fRF=va%^1yQ<?H_KI7ih5(K7A`^(
zARkfY+-HZ6hl(!HY0c-^6qgMQp&LxW{)M*;qxClFB=-F!c!Fkgd_!pGJw<K$JzjyZ
zi>Txd3a=+^MT=RJ!~rDj@6ZSv%$uCtuUFydIl?vcL^yP|6AaN-|A8wQ2^Z?I@n8b8
z6nr01Iq9`l>@z`u5x0?GY8vGH3w&f$u>p61a3=-g=gIq(khB6Kzb%}VOJT&xGqmV4
zfuv*r*ck!f=QZ(1LNUp^m*e(m<5Pg@HZFOBVGl5h!01L0-V1)M1YO!FZ+Qe>biZ09
zNdy~x#YxhfFo~Mfujr6DvJRWTTE{Gb);Cbq4ZUECoumM4>Ie8H9Hk3r@wB31$sl(+
zsKU|`y2t#yLwmIhX?zE`nR{f|=n|qSB$PFVKJgb?zyvZkz+*|80Uaps%1~AnSh!dR
z&8_3Nwn?M{?B_6Izb5fMnVVZ@j=-=z9!k%H?wX-#9q9NhL(o(e?aII^E22-#&5%3U
z1ji8yJ(Hp{34izwbe}>;X{q-E3KzACz#H4zM(c#YK-wO(Kdhy`PYK-7>Tk({iZ&@0
zBX+9{07&?a+Em;J7A_I->3=b4;E4rf+Y3S(w6L+mIJCpSu9L<!3kpH|gjM`GxJu~~
zk^aM<K1cZvzekH*pri<Fkb6K|Ha$TbRtU`{fz4X5Mbz$_Ws0b#Gz-W$fIcxovDv}r
zF4G(9@$T#RX=z9y3ujcxhFL7YWA+$A>v$d{%*-FZ$ngK8rJM@(g$qq-VqQbsOMeLc
zp`?f5M(5TkHtU32S--&p1C+uI;=kOz$^k<P&ce><5tYeJ;JZCWPQ?=FP1t|~5|Tqp
zs9Xc|#0F!eI>abT%e8qF{CIYoL=7d?f`XF-bSNxah-maE7+*9~p>33^%{m2bUv{AX
zwJrp)=h^VOVB%yS6yky+O|0OrjuO_)6gRQ}^#v_zHOTchh!n?m;No6kUfpNPtzZ<X
z#g6EJEwlxp0j$xA-HqC&?SQtuD3%$A{R-ui=M;2GL3#5lQvNqOmrJigJ0JtfeYS{_
zU#tXG7DgK>aNCd2#G;mDz&J2Em|&H__#_o>#IcV*6)d!&h1my?c8j3M-I)nQiRNb7
zpAGI#bW&iHR_B%$>nlzu6_=GdN@x!TeX4=G=eYp0d(J$b6b&I8c!sn0iKi&nT1}o7
zfc|qGHn2`$ocWK`|6-karIo@0xlht%PW6B>!I)=YG1RmNT&$oo+bEkhn#%oxfkbYx
z_wi8t6oQW*Xhj_^g0lQVl)vJXEzncNQk)oVno4ki6Es%<YNG(G1)4PnS5ZNg&%v+I
zeu7c+6xDeGI1os!;pPrA+o7Z$l1#SQBJb}4?Nwdi$6sJ&KP9mMbQ-0Y@4OENWen_)
zdSbhl1HQy$Hh9<N7L_`wdgl55DWP+L-llRet~`o$S~fZz+dm9yK%7tcjfNE!=|gap
zs#hRf6$&Z_MZST&O@IP)Wf9$}B@_VdzW@W-iKxRru~*!;Nt>bGijXP`#WX<omxHI3
zmT80hXwmO<n|h8%h2T+%edfV^*eDiL2^rOa!g(C;hUOX6K(o$yU~hqJGYX$3goiS1
z(eyI#&nRG43#m`Q3pFL9*>|4hSmL#y<nvR1kUV8L7;Ks3TTY3eMcn;s`6CnlpI0w;
z&DtzX_Z**4N(Ch{n?keQq|}l&5vmXDF}fOtU5G(a#ajvBz&fIJO#9NOUzA(bl$be!
zLlNEz-DV0k0=VYHgRa4}i=i+fau}X^q0TLgHBD*yy8<cfGcU7=%{ci@G$&+(7Dz(N
z_W)nOl|Ay$A%T<?ROfFRT6z#ASvdftERe+ll{fcEKZc>XZqS1WNm-%$ivge?%<|hJ
zb8awoLo3^{%sMR3G7KI}mtiYbP$DJ~FU|)eb*(sfvVkTxTj+KR40~==dUb~Bfym;o
z0s=>yXYk+Zl{ueyaQJp^%+bCd&Z(m)ytA7uj_@b;Zd;goT5&a8t81ZrM@_Km{8?`g
z30Uk0lTJb@ILRXRjedYINiOUHW2!;pUa)BuzJPOOO@Nh9Y#I1#p6oLQKKo6P&d0Gz
z!0ve<cJMD@9aXS{-bD4UK=JdG>MCH5auB<~28(`CW`hgr7RdYSm}7yk+y!`ua@a7#
zQgLGRW(zPfiConf<t`3DHa^m{Y0qe2{O|-7{lcGaMvlPSnf_F<*WbwrvoypRVwA7Z
zDqrME>hDZMBgJtX!8xLpHpD2{HstAHP*=l?0`IUeWp3GSt-ju_TlO9P%)Oc#N~E^4
z_6Yfm$$mfu^hDFb6WqqsL8O}o{FHz62!kwk=Lk)`_n3d+S)t1Jpicc~7%soBb5JwN
zA`JR6wNC#J_6npdQru9S`#={;eS!H{Y;_&F5{@!02la+2>I)=I{&iX_(13%I_2H9w
z(Kw-zl&JgOVB=N2O2o*8BL`CdkYD<PHI6BPqnOBHxUMLv*`NM2ow-y&Nqk1P&gvxN
zu@L7ff;s<;ZZbwgkHV8z5U_z%o>>~Omvh*kbwgsP1nY`H)V}w{$Z(N~8oy0`Y-kv*
z)c!IC;|B=OM=3Ze;FPll_GywHvaM!Gc&=3(%ujii;#H~AvPdvP&$UqW7ntQ-c7dI9
zlzWr*DEtT@#ovgd|3HQ8W?F%Tl+ZEq?lsiV86ICFI9FC<0EYiizye(%^uuqmST?F{
zdT|bEVeKGjsy~BBKP7hh=3W4EA8C39i}9rU%zVxe#9ead=j=Tw$?_{s&PGTb=87{1
zIqS$|Ut*8A(Gx$TQ3)YuWJxR=9tdjeN|@P$<n?v8axCme`1ob;DzEA2e!<@%hRO(G
zTQo@#3JUi$24`XjtM=6z%m~utA>wC$A=`Fu@J|f<>H>meG9i2hvmwWNF#P~emJO*y
z2s|ab`H!BE#JufeRL|3^#N30xx^kdIJ2?c)e7pNv(_#`XH$@26P+ug;(Ni`1zZBd-
z#$u~~YNw<N>w19`+A)|#;(f@@x8TMq`yK5Sg`W{==z}zJ2F%`E7e3VyLiv*NWWeA@
zn~7c^!sxaSTw3bvpHzzimnQOXx}M+rS*A4nk{fdF)6UCPtdJ@9t0x++{?zZg_dXyt
zb;E6a!E!S&aESiI(9`Idzfmvndz2u_hi4*<a`w_r|A4DXDK9dg?dgmX-k-2(MPjU!
zt_+bGQX!+rfJ=1A1(NiU&Yv2rJ@})1N`*SUOQYZ!$IZj?-;jsb*)2VUdna7kY`iaN
znSY3$SjT_m{B@sm_S_5I;k};-$XHZoqV&nDiWBatg~hMNR_cHcXwzpYD;1L=s)ty&
z&u4mrdV1wzbVSb>)<{zpr{Ar$@y5_mVX_41Kt#PU0Sl^NE47sVyevw9C7<Wc%5z`*
z2wYofQ}CLFC2Q~c{aKIj?M1p3neQH0l!T@FEaGh)kq;J$dNx@%mk?KWHp;O=)9j{u
zV9I&*wtUL!PX+>Uf{EmjW`j#u7TH%wgNHgpN2!;bMsDu<!oITqRs-#*!!*Ql?fy^~
zVmrZY5k`eL?)4JhEhv@iEyG5WdLU<hX<s~x<JejI)7|t7c+0#I0x^%WJ^1pIdmcia
zgVo_Q*h}bMg$gwKH${rJ@(@O-sSW#gy9f;p+Ztfr9clBE(7_#WR2ARX2j4?Goe%y6
zulB_c@h9~yMi^uvU^|okNTY+{Pu}?kGS@=D-4Ja5D_{C$c<AfT2hG9STs4WrRer3$
za_oVJ$q^-nH~jH=0M|+BJVZ|zIn|eTD9MBJ8KGy3nSACCt8A$OMu@b(UPv`gogV|F
zp;YGuyyaUU)dw8n?nPc%!Iv5%Ia^`-!ZqY}PM#jJF4u8+Jm{+&MEYbP5R2?#I=o_k
zZbw@5R)H;p2Lm<{3az9U8nMZ{eWF8*^mCmZ8q`hLt{#Q<nIbKem6}Vj2CGoz-AK{p
z${EC`(@5qih<3bSn84chKalXCxecx4uY3oe1;CDU&hj=e^8i%TwLAo(2+@I@h_6Fl
ze`k<rGu8fY1kVSY>fXMj6US|Z1K~WGh|Xg_|F~873rE|YH!L;`Zta6t9oM(2f53=J
z+)HenhRz)@>G-zVQG+NqBsq$Q8;Q+=pH8r%G%&AKu6hf-{t3nA1dzO_&#&r+2F&2^
zD>h~#iZo#I99f3<rF^h&&%f(V&$)z*RofiOgFDT_ET(1rTlOy2H)_9#6e-DlHZw6L
z?G}7LB_s4n9`N&(q3A3<A?eh`@7OJa|E`wCC%a!y|1a6v7;rkhxDEek18c&l3o@rE
zuvigg9Wf_4@uR0<|2v*0U;<EYzhym{$@*J%`CD?%jC#%|cVE=)9H*?AH`tz>K&`OD
zw|!BsVp1kQNR1!+;dAEyG+d`)O<ZdL$0v^DSa0wk^|nYg6K$)uMU7iUO)^P~id!2j
z73!rrE>*4%3Uw($7&2jO-MAL4b)}f91;j0gqEW;d7eG;oNZ6O)0%1uA1d@>T^7(vv
zpXdDF_xYXGi=y<iI`Z1{W%8ws=kt%`>oc_rk7%tTtZdfKjzUw+UlZTt9oZ&nSX0*b
z-aO1IN45E@2jli!==wcBc!)P*Ya{<-?35)me<*KCf79^WJ6_tAC6Xgr{m;*=FAvsh
z^Ix1loqziGH=(5`@#;~Hh52h&rN0Tv?AYdwS+#HJo+4|^^D@!a?2e>te5&>57w;d;
z$`4*pwshavyuuZ2S?HYiLuFsJWrT-MJ=#AEJz6@J80+x)NE;xTWKx4TsX8M}(I)!@
zJ*c`9<qkEV9#X9vRGCG2F=LoP8JCn7a_MCoNp<=a2h~6aB`RArV82o*;PK9tC@i(j
zAh`o9LD7>6%1CR);_wR76_>iCgDv!M&aLA$)sQ;$-xO<SZ%d?yTu2*XS%Mi^aY6;$
zQY${`k&dbbi&J2J0W31H6?nq1%qhATLq3%-mqg(i$(oQs-wAm1gFrrV!AIW$5907?
zKBO0xw9p<&z)nnF2-9-mIzDne$tQcz3GVF$qm|V6{718e2Lw2mi!LRp8-RN<0+Tx-
z|0g)wOkY##BK)|&^y3G9Xi^0S30b~_kDL)xZCzij>SDdJfT|Lh-Tpw3dQ2Sf_A<QF
zjgn$gW4q^ofvkrqCk2}$VA>sk-@}Y&W)2ZKa7zMgs=_8zCsA6kbPf2X&450!QU~kM
zERi%^#VH_l=j-X0c-_UGLQL+D1tngB8{1{7IHZ*>Ps9vQ=V}I57URZbk~)t|8)-j9
z#!7-3oY*7FR>_KvTlwkZgXDv<^#24Ig?L5;xfmww=tTw90RN>{2O4SC-ysRNMvX=3
z!YdsxX8>q7!loyqFDGhx(Aoi3py`vP|A>wB$m*l;&=-8ihr)zv4^nSJ8&UFxSyqM8
ztCFBwE19PDGh~4x6N)^<bX^OC>UXl^^+;zonmv+RWm3s_ycn1I+#Ls0O9{a)7#mfI
z1$EOS&9bhs)N8c%rAr!5%9jxGgjUII4cM)qlDr%j(d$;r+xaJVb%4%NzWfgkz0yS&
zwty|s5@cxmM0NfEj8<Ohrk%9eXE2F`K3L)gppJfIq|=_F_&28@vdWBd5^#AZ?J*;P
zyk~9_d4a}6!)zO>Dgw+JlAurpk$LmK#HJw**9Ho<!zIr^{*3q|b`|Z%J+QtR{ga_~
z@XM76W&DtBaCRTMz)F;j<wj-<aW*I^X%85!ePt^ZTilGGCL5gfs*`<n^i8W$Q))1Q
zi_Kt33D7&KdxI*0%Me$<W)1T+0*m%>DqYkew=C>D97b;fcXq<D!H8*^a7e=jQnSm7
zio58$)3Mz>?0P3F(xNYHNGuk93Kd(C7j$2>;T8DSOa$_7|IflkRG^_&4W#1#S=fTM
zVLaKWj1yqwAYE@q@<LKA=fq6$i0cxyi&{bI*6mYhrVEEl9B>id=kQ1adbJP4@u?YJ
z5bmUYoukZm2~-~TZ+zN}eS7FGWrki7o_cq_;RehrcnXHbtf>Kaz}Xqnbrn-eCDP^T
zu=rO}T`4xQzPry;m^uC-t4XG!O1*|32Q5zN&y}FKsTUn_69ii6aZzV)VH6%a&P9E;
zwI6s$D$GXgfay7@hRfnmcEqP0PWnmrYgYaFttS6aH}n=cDIHkoW$mxWl%H@JF0;hC
zGycb-eB6^DwipzL4Y7||>cgw>*-n_y3I#*3{h}WpT>vAe!)Go-LJd*__SyO6Bm<ib
z45Qw>4qI6TIMu_EfN^H@1^s$O3zOtB(q;SsyK1UZ@KofG)J+>wmEG{=U4-eR#djB`
zMUGg0=`bTz*k!NY;CT!GwTn@gfB+l#!a4i{`6+!+w{Q_D^>Yp1d-rX4q#NCQT&#(4
z53?~Rl@PlBa`3};mw1^h2M~F|+(f`$PR!U`0*e-;$WLr!h-iLLfSsD^Ls3#nTHf@_
z{#FokT!P=5e6pGIgyo&sTrFrc)0y*As0Rjc*KSxO9QA~6{F@Zmz^hjt11Gu%{Vf_3
z85zPng-l4qq?h36{USU-Ct<3@3`%Fd1S$ok=O6Hb+}-ekU8Tnj7ofbrWw3iVd!1^%
zie2;z6!miq|458u24vSp@s@kGU}48WF2N!hcEb?KbdYo0E~Z2&H7wABN&T?A8@(zK
zK9U6V8sH9}TI@t>_|?M(@aIl4p*Izl%!%bs>C+O89&BxfqOD5#BXMXJaIE-|L=Kyr
zRK8dk%i~>8$Opi$b?ACN^)B-Dm<P4aK{oV;cvOcdXm0d7PPm!V+|E%-kAX3>ulZ>2
zFK~wzMt<ut9G0BiVOLKwgxFQ<$$&Bj(Tan1V$1qv+o8Y#Qp}v=?ey0bs7s>jR8Vi;
zfiM4srT9Q_5_4VEA~NbdU%2BFsV>rRMuE7%%UZCf5ZDyN5P1CRE<EPPeQ2f)6j)6?
zVHlfT8gHe(uBS&;69baE4@o4mN)}lPI^7e)-s8m%R|;EN=`}{QWHZbu0dkJhptcL*
zr@%WoUbU`%JTEQ#`>Ud88_mAwqW}61+wD%{_|L<P<=|izNF@^<-QS<2xyMLX^wNu)
zK=Ip&2I*uclG(-O?ym-Jz;)@s^5LN2=I>`>B0G$oQ*dTcx2|K`wmM12wr$(CZ9Dnm
zj?Ip3+qP|6r)%%p|2gMwuc}$KF2>com^JW@=QVFjyszN67r9Id?YiW13`1IO46v4j
zZmX?ChefSeRg%=@>9JG(1?3W3=LrrYjcWK7ko;V*b8hYh2s5B#FG`~)arKudSTlJt
zF<`F5xdV+x$GCALY{12wqy!Jqbpv0S3fe~9zYp?|23=pFg#GJI;=FrA&AlXr5~k}A
ziNEIoU}Hp8&S#!$xeef&m5Rq1>#|Ffb!W2Nw`@Q^=eS~hb@N__vJ+tc6)THwLc@Yk
z8-sRD9HGgYhZhZf3~o;Z*b?c@LiOEML-e|Uc(pxHvkCfxVZ&CA!%nocYm6u@LKUK)
zIB#W><)+x0>ANeMqHUWM%ZtYi7Zt9)!&Q{Fcghqt_X&jPQ$SYHlCA=Zw@R#y8<BQF
z9+yVgRQ7tr`Y5iKkQ_rS_~mlf9bU9oc*nP7O<vzOL7;z%b{Lbl5MJ<CMgoyi60!TE
z9N3B{s}Wd}7t7uZlM3G37KFBJOlD!}C1LUjYtM9Ee|?d;>U?;_$a4CX&TAeQaLf|_
zq6RAc(w{QsKTrK*jbg~3Gbf`z$a<x*?W$o~l4d(VA=5US@rYN2-)>p#)KsR4E>NLv
zkouJV&i6VXc10d)DgI`dBDr`19NrR}v<+@wC%z`HuDv~8kc^!g37oT67j4!J{IO}_
zD8Sw|H?4UrVw)~pBaoUD!O{Be$2`EpLpG-x8SEExxXrqdlzkd@&Bj8CY1g(j_A9W4
z2EBa-!B~vc&gPoZM`Toyc9Im=TGhUvHl@waf{ma%n$TQn$pcW>>hn95Z*)wTZFCJx
zneYLi>rj*QcF&g$FV&;Q5PdoLO|kX~KzyUICaYVJ>g$xfO;EOi@l&h!8FYi^n4>61
z1@W>aBM6{k&F!Z^^&OOyVovFgBE$bOQQRsDp=ef$EW2&*;@uU5&6*{4M5swQb;T`$
zyf1~i>4hc_P(|`fJ~!D$puI@WWIn=`QeFEHSZW7;8tgluSaQGVHNouF4RroN{2!<l
z(0@U#{?V=e^FjUlW1u&t|L5{Z|G$Z1{9i>e{jZ{!{}c7!uq_eioryFeARs}K{|nn<
zrf2-;Kj~?yf~rpV0tebw78o6sP+>A$oKk96XVoXfgzBzMD6Lz5(Rw4H8<=1cCRl7m
zqgAO=HC$CtAZ81$Nx3hC&Pq*G4}mNSg+xR~d@=Fh=P~oKm*YIsMtIHJ^YiwT`tu|d
zp9i%cO%%aSLKsC<kh3NKg=8W)1M_A6SNfqRxO|7$JuUXK__yc@qD7}dtY2UV328z)
zcr~%x4==!$y^AI;4Ywt$jLX~d7%|0N{L16`axl8ZaB7RV=L(79XiL%?pTu^^3%^{c
zk^R%)ow-J?*$9T!uFa;bz$st2@q!=noUo!ZM}O`3`sBlOaT@0&u>-!@HOG2jEh5-+
z$XXk>Gb-cSCe~s~%gbeHsO|z*1U9UgRHX2z##R0c@v(UIo4+)M&(xonmbCn8ZJAtJ
z{_*=ce9v$5;&IF~G)eCXL4sn|Q5^U9hhRCLfFy%waN|IczIu3`B>r-^6SAT#{YhLx
zONB?`@S?u{WRofwRyp>jkb5=zNk@~j77n10f@|#wZ1>JZi1?Mb=w?BY&@EWN5g*J>
zc3ihHA|hg%>c;GKpv{^B%OFeap#bAEx%$eTuE5=29o=PTxRc%*q!l~*TEmfNQJBe3
zD6bpLq-4^q;ye+`>w;v4X1knSi&C7|TbYLaWacQ`FNgCs$m>u$HtLZg`J|t+El(n4
zw>NA)MkXp&OH<D|dCL^jL+}`<?I(qk2`d)}b+RQ5fA9R=pG;HK40p{O<V*&LDjl+}
z6PDV}p;6Cu#afIIcna6e`B^UP0A-7Jn&bBqYUu*1UT>3<;+GN0<UE;kH##`?!rwlF
zn)LPl#T?o7bZ8WSJK3ym-P|A3A=xfla_1x)nJs5DCrs_dNU#x`t+TV;ft+W-?(Ij2
z_i5A^KE^Zw3v6BZ6UGfmuE4sw?(XiAEDO*I8quvCk9XN?+!KOy6s{TrP+NqnpMY>z
zIS|Vu<#e-WGZ?1)rTdGmeKYvl7n@g^#!$<NSZM(nxRIRU5+)n}&jTL!&j%bunR4a6
zoqx4a$p>eI27%@le4@B;AB}<ao}1>X>Qy_Ns7;;9JUAkDz6~MIAMX-uqN(s!lPzWj
zj|cAB7ugYl$f7|ZYZ1MI-^}^km>TZ}RoXo+ASH)5K8-ZX;<fz_=p?^pyMQq3?zQex
zJAGUEv_{If&Zt(>b9o{J^S@@pWL1jX>QAe-?4Ccxb>Z=!CdVj}x{*1ydZiqV8k4Et
ze%oPO54N^*6ZTqymOc~VR?iUo;`-L6{H#4-Y3$ZG4;~8(-_ry<csmIP%=&Im?#5<y
z;Nd+Tm2-mf_o}~8Oa;Z#y*cHZIi{C?U?*Q$j0Q={5pi9~Ppg3WC|UMjUY6WoCD#Bq
z@ZQJRFzHrh7wq=*igHVI=^N3~AKd8K1`EQfP&iKmZ>qe3Ii#IC?l&g-$CpD4fX?`m
zKVF>u>=nmqMP&7%-W6Ncy1z(+eUut`9}%SLS||4Oim~_F=NgGGHij~R=}SXB;;EA;
z#`x%RyM61jvNGQBZeT*avjxy&bgaR8YjK`E>RS0;5p9V01QQ_2lRYg3cv+Vc`~nn!
zO_@jfM6gVVDeCou>bo)*7-hkfsImtKi*D=wXtimvE007Hc6uPuqI}tyztf3=e`SeG
zMS#Rr)qo^z1F&be$A5Pi2?p8R5A>k0L!>OW&Z+N_W`1?U*hw{=@`NjWcv+~L<Hx{$
zFpz1=Z2*QawwNcJOl{f~{dS~&mZcel5liexNy|48cQ!05uzj0}8bqK}`7EW(=5O}7
za6Q^BlV|SJ5bt%ez7aH<PmJ@XYq4{xzjue>>>2vz@rmYZPEXA?izZbhsU1!%6O;rq
zcvf@tDhFiZ4Uws#;K>T5@=PNKs!?C^u`>Z3+Xa=c$~g(YVD;18rAiR5X(T-H`psoH
zxmUF<z0~6&`MknOCrBTbbvtK1i|5^uRIH(#{w*n}6-7SWTU<BwE_X;JAzp8Z_pj9j
z3M9{y=$linYbolOjDJtI!_nhR7Eqw3p3QFFubxsituoOl@x-3QSM>xze(tly1diZ6
zLU^1mT=`{Ke}w?6u3G$SS{m#pCq|FlK`wmKW*{0JJ6?(?_WqvT?nl?U&T6;JPid&4
zH3oBH=Qq+0YpgeT8Whpl(M4qK@`h!1$!AxuynN|o=mTTdCrQnUFjte-%%D1nOBmFF
zjov7`f?QJZ!Bn1hEpH6xwPAPfh+YtdI24}yX3sS|aI|X4OlWav;CHAN%F^P!;X?(>
z9VUWc>J4qCfphMx_37lXK6U^&9Pe30N%TJ<kag;oM`DL}{{^-5Rgn2X!mMVUL%Dbd
zQe5gW$U!%5cft3STySUcZAM5|11^sz!bl1sbVm_N#{CYdJcSVTG?*}LswW8XXEW-Z
zkJq{J7ywmCZ<5FO$|?<G75?#)6Q<92W@p4DXGf*0t^$icX@?_dyq*}i6A=NW@1wkw
zVW<QAYulM-a~M#!`ok`|)JjqxVtA~@Kvb6NAq?h1auy?RPF1<!W3h*~XLPAu4)J!h
z|1<t#-49<BK|J{T+p)Ga)VVv{Ili3bqN932Vkzq*Z0d#V7iCwdHm!~tWGYV!D1P(<
zZoWGPAFIURj$+2KXsr{Z!27t(hkN8d#$m_XY$YzLhiatwTHoK)_O4;Nt(UJ0*vdW|
zh%3u<O;1*}So(o#Ld4b+y3IwhxGNf+%?T3oF^+7dg(z!^NG3h1$iyL!bIMz3_A9MM
z8JEd^8wcgBt$+SIf0ZQYg!MIDGCMPHBR`IHJCvfid9yU9MAS1@?T7Z>EL0jk)!3Oq
zUmS_FFiXn^-Kfp>Gvw0~m&2C8o5a#v8%O_kH(CNLpyac*LYLl}K;}~27AwvZKYl#p
zK49(6b;Kme_}?1O*m&6xGHwZ|&`<!k(xmHhB|B;7R~o+EpxI{(>4t5ncuKg5{9|dK
zrhOr@y9Js#r>mgh)UO-6nV|O-ZZ<zMSXT7?Im0OUqq=+>kvfpxc{S={rPt?pcPcbV
z5Rlw=mIRI-#HlXx&lUj&-Z_{pwV}Sz(zKULG*{3BWVmLXea!WBm;g&@7X6Zi#P@by
z-z`z2Z?w*LV0g_>$|V(^snO8H&v-dHk+Cdv`#Y2rlL2}XnRW#o=TZ`mm!`>C+M_l%
z$H+5Uw3^&u4E%3;@7k}aOU)ba+@E%9u6x(@S-tfcVGzv6jM-g&G~xuLB6_BQ2d5D7
zs`Fp{rv%&eKcR4Txo%!F`GR;TetcQ~L{dx5*U_WNw?VHGJSKxNH&*_N`H%=Nl1*}t
zrEX027*FCq8h#pGkp5qz;TQaj4@NH$N8p@=@^YVoBcAYf`g?x>>fZyW)2MbcVKpVX
zuQE?b+}G>+1U`?s4WAsQ!*k&}`KSM|^&t)wJiOv~U<`a7K_t)Dlyu$iY%)&Kk!oAm
z9mM=7&;VNtP-!i^O<MG&KHq2<N)@2G;8|8~Nxzq4B|J}fANq$0Vxv;&<PzMcq1!Op
zNAJ(B7({h@k*fXKYnY~Sfg3~?hmUv}vDyQ>0YgZx&g|?62kB&BS*fVJj@1;UtGd`s
zyqK26jC1-wf8bV9f<TqDQE8{8)P|akj@fJ$^ioXdw#V}Yg?@Tc?-o@xAB~c&`f;Wv
zH<C<eF=wg2Ds{?sjt|YKlr+V@8)O!yd@bj<0t$4<pBB7KFG+zZ>guFgc+A(?Do|;M
zOWPR*Y1~z`K&fwb&&qvdY`XrAev&xS)cUvM7YbFNz_r&Pk`0;-uu5|9s$-`h&&1e(
z<I)U~o5YLWVs56Dc<koq-U=|Mqpbit=}svqm>$cWY+snMuXulI;V+i6(KW8A6Ky3H
z`!iDM$}VK#vr1!QzKG|9zA|1AaFES#jo~ttGEgvc31cW&?&+L1%Qctj5D{ysYSDBs
z!7?ed-T<@-V9g7$b_Rdz4C1t<Rb6Tof18eGyv*Fffl9Dl(D8?Z>KpOR^hFEK!Rw^8
z;O>nJD2y4b-$H!)#J@rjd{G}zc1uU#AMD93>msc%P|vSG+_X5cXWtv4Cwl9v`C<38
znd(6&WN%c`48<<v?SA3P<FOY0sFG;Oqyc;D^jW4mbU7PniIm4+shVN@gWq@OluiQ_
ztrl44*$mLTDRffR6wgM=0QK^#%cfHv$rmfO>rR)knYx0gqUO3`{gwJ&5tOaZRiScQ
zA*I)R@XEhen?NvoW~L<2Bv3~itYEl$4S&@K>Zeq8a83`Dss(>#nCI<@v8(IDcK#Uk
zD#N;hrs@i-?TzW)cgnFltK`2V;2K#W1B6i0MwTF<3Vkob5DP_vl^ufNGttQARlq2R
zQ8RVJwonH0t~%N*txDFaJud~ZHC6t^?eJ{DX12f{QG3BE|1RtJV|;{Sat$k^*B(-W
zqe~mR86K2!w<AMxfS?&c)ih|(mt(w`MpHg#-!`_gqy?$IN>W&&y;{`;?s^qlYv#wC
z&Ms)BQGAvNX)gwjxRcEGgr@KyN&dzQE&uZhDVaMGjw=X7t%R&=+=Cps=s-lq?o!vK
za|ukYbQzmX$Poc|n@WsW4{8A|hw_Un=T{J@ewA;#DQ-&jqK3sCGIxX40Bk++1Kg;6
z|Gwhxv-hPGKGYi-;k?=}>q!u1F(xi&Ep&npNc;_|1*O-sDU_;xXot&sW?tRe7&+C}
zy|>_tvNVGrS8JNah~OV=LapvBQENZmrSi(fDo2!UknKdtcLH|jCc5T+HRo0Jsx`vG
z`N=}){G`zy@M~9tFbD@3vD+dO`5iZGCPDHxN@?E_YZkBc4?YrD^lfrmMX9f3mLahP
zyl^_?5*t;6d<+#nnZu9m+>DE%&?=XDCyXj;&}*u>-M@AS{=k4}9{Pu-iGuhil+LI}
zS*i^RXdZ4v#H}sRINCh0h#Y|q8GQ-_2ZLnk(ift5RAb70)tB*37hFffh)MQ|I8V3O
z`S=!PwXF)^F2*fAB^3oyciif(kdc?Z5G7+*rS!36ke#1MToXrfgzs48;vE%fv72kj
zD87nS+ls}F8lzKJDzTrV-$;Xdf%IR|@`?FLc%2APsD<dDp}-A<lU2$Y2qU|Jj8^Z1
zvP_Q<Jl&^x{fiUu&%BSh%w~A9lEXPDnXL&Y_yz)^@m-8XiRC5&-TjRP(7C*qT$KDD
zE+n4xBI!m4i?LXVkY@T9L3LfBj1&4Cx}*F<boh>+7$WTg7L-Ce=lz$ziS(_-OXo*#
z#a2OATjZvYO!9R{@u2J;+MaP{Y!B{hZZlN*g37^}x;ulhs>$|2LB7oBy@rG<ah{nS
z3%~E3pFG$$ZcP0~-8E3<Uaaq7b=c;$k=($oG6R`sC~g+U_)clEDi&`zE_$aQ_lo8F
zB7E|`3&Y=PxUe^j6K<jY5`@^Dm2|sUcE=mf{wekgf$qCBq>geXCRDpLPN}QATl{oY
z;1G$zYG)|GtDF*pF+F<PJpDFl3x7K%htrT`J1=b(b_}MqMyA-jM`kY;uJK<3Lq|ki
z5BRudBE|E|-06mOei>fg$vny{S9`uJ$vGUdsn~<p(|E$B`Dlsxj$j101;<~YEC2JG
zL#a^AsVLDeehHXf&*&5KI!4B2CBLmELaROXJtUCDr+)zsyM9{U!3Pj+ugI)IIZ6Ek
z4H1)9D7S^XW9)N?*kII%K(SMNu@jo1Ha~uKaQkwGjQcJ@RZ1sgJQH3I!PIE-0I?SD
z2>W3xtanflWqBTu33BO0@W{u9Z{KOVbhWE65ba~1l^$X^LBo&@uKk=eJpPQo$HG9s
z`Hmr-S|UED=jI~qFx-?+m0GlnaI-snuy-`Wsh^upxBO}nRFaBo45sX!)Eq9K?1L4V
z><NM8s>#8q|58Uw(9-p(gPV3Goe8p8hEW8FosIZvzQsgLDKh(H)~elYAhvrpTq7F%
zr2f%C{%a)?>Kfqclqx6lkj!mviYPv>{2o3$bd;4H4_kQoNJ($^I^H#4yK8DJgZ6`9
z2H(rjo;2!S_l;o}+OvBhws<=Udr);5p=95P_3a;AoM?|ck!KjR$a}Zl&<SM%6-4T~
zz4JKhwE{=4Q)7*7OBekpLGcoGd{XkO;HH-!1q|q}6!J)V8;w6<JNI&sRGL|A@?<~p
z;|{8eT`H>k1sulO?{IDEgZZKD=1c_lZD(a;73yXG7u0Hf_ZmBufxfQcNl6_&K)iWn
zfd(@Njfc91X&Q0@{i>;BXOH8B_N%PYq}bu(2SS`HvP=T=WGDXBKbZ98?ghrz$(|lA
zaSm1Gb0}L*7^?dC;LQ6}kRT3QNUSnaZqq$2k>u{}W%qEP(QQQ+9G~?Voh`<Mr%X&#
zSHADNPLWu*{h1S`!Y3Ju^O7t}<4^eYc7JlgCNboFR4Il%JWkfykZ!;TVpjm<rpAc7
zyN6L(4|K;e0r_0fiCf@W%Tn8XYj}bqb7w}Y2Jp8nup}NfzAa^(NN0a+$Cw81fL>=!
z$rt!n8g*ppUq!#aG;SC<=wz*zkLbFMv)o#9`XcO^i(&pIkAo=NBx!4}C<YagMO(e(
z(pUdf!~H##2z6rRWg#+%V*q<A@JudNbdNj8TVvSQauDu=t0XR_@&qJ=F2}+HzB(xR
z=>*Y>uf){15tB6McM!qTHEa|`D^7vQ=q(~(^!3cEScCXp2Z^dF7h)2%7lqX3?ZDsS
zb+J8VkD3Phjl`e`TLO?Sjys8G)_Km!;|d|Hf5Wi9`-ki3E^`v=&U60OGIfQB|Im^B
zS;^KB^SKUe4*1Bt712VC#;tk6K+pl6g0W)yg~AWkp8rc%LqAOryGgwy9`s0iJ4v*3
zv%Mui-TTmSskN?U^u_BY@=tJR;a{#7Qk~VLDw}&C#6M1$F-rf^C_Ow6V7lQ*I@;Eh
zi=Eg<NmTyY`RMoqU~hRUWkeecIyUD_SB9`8?t`WmiH&l9R0An9O!BJ|b>1TtHVT2}
z*ckvaY3MqC3h(tJt6ewI@Aj)}(mdKhH0HEx!MNN5c=X%Mr4t8aid#DXyQrN4nN?Y)
zck*Xo!kg?Sm^p7N64_p~pf-Erv49Y7vLFthkZfnm%?Ris3OHX!(l{qIDbFf`f8TFd
z);^#T5Bt7wd!~l$gGWy0)78Hc`#d~o01JiPY4X-n&$LcC5(mO0Y(Et-)&&%3f-g?H
z@7a2jqlc3Gg5d%tpGB?6XNbpa9e7Z}3Nms7S#z<QRRWvENe#qIA2VDdWl0|upJI)J
zJ+|ndWr*Ka+}0^GcKsBe{iHarm2iKQh_c)K{%X|>K?m+SH6#29ET!eugFR_YF8?rr
zvu*Ew!*1!t&GcFkS6JH~U?(TKj2UN0XUQu6hIClbWGg}&L?v-%E32ZyHv_@k0p`&}
zeuDA8NeQ-+ROIq0CJH-$_44;dZ!IeLX{}knO9@3qPFK*l4%H+CY0DIG+TB8sbA*?#
z0Y|Oq?Orwim%1`MTVp%Iu6x6_3{E~Ep&LcciA$(D;rH6k@uWrxA={{?U5mkM5R??s
zi;F>r#-MYO(1VWffi$F9n8Cv^hGd<ol?<yH`<EA{a$w;)2r6QFkclp<{Ho)<sy($v
z=gloC*sD`RcZ8;Cs2BepYQi8x$@o1A;bSQ{GjUvF`OImNEFV4NSro&&0L9m0?N$aK
z_tL8yN@}Hf%7=Le_QCyUv8KmB|C04(oqN}Gh(||&+YJ=LHAo%0%VA7J5~afaI+4Bn
zPri+#%sB>)^)2e;B;<nW93_v<l~-7!ZU4gWU7_^vE)5pxB3-OKr$Y6Vo|TUDiFpzy
zGdL17{#4=x%;FR7X7u%=K;3&0pDA@_`@vK0zFIk2yBKZv4eFhu+0G*;Wa1-{M6Fg?
zy`T<+X}V}_U09|XvpRa6Q6YAFWKsf=eUk2hfwY&|bv7Q>oMET;i30wBiYc+{+$*{B
zCUJtKvNP&|WCih>-dMs66I?d6UNk~M-;m&S$8`LR@`O)uTdo{va<y4xB}f9EaL8u~
z8$z1iFSa*7dK(NR3)6y7)YuNcwJ@8&G4Sc-agiy}^89|mm?ahi(fQj66BqWdWuVEa
zny@o~oovX40-U{e`X9Dbx7vr$2XZ%0ji9r2^};6KQ7X(yH6@DLp!HZ)$M#f_tF{xp
zO`tg&Kr};NHjE?$f#&2_j8V$|stP1U+4U!3&dXM-MH{NFKWq!Qp=c&v#$Dn)Lk=XP
z;n{-34mA5QedA;Dt8QH4d)(qSIJmDUDpxD;K*-4rcHM?EUnls^TKXI1?H+fYStglF
zoK%N%mR5a-^3bWnfwIRW?T$4&3oVy_N{k-t0?0Rod39(+tX&!eOK*O50wLG+Xdo-o
zLTpKnbkN_R5w~-EB)rbDg76{P??5=)kuddO9Om;H6NnZA^0eQzXBaZ&Lm;ed`<RI{
z!<9_EHFA%rIvN2p{BSF1bR0;jZ;i;Ev;nX`$y0cWPn^9u709-@Zr<p$Y=&m6x~D*U
z+*}^Pv|rH6FIlutEZ865ksOZij51H7(RB-0MxQ!HiHVx&f1(Xt*i%YyibY~!$TNrA
z$`l<IPZG&J&b<%&@u{o_R%=PonZC=xX>1lOc@}$5^jiVyufbAwO&pv$-l2y8$krO%
z0SJ%TYR~(N+1+EpXl!f%u9&rzhY_>RdfeQUfC3aBTU*d&`}2H01q(3%#5izw&JkS^
z<oRprakTEZiK7__A-**BK4P#8M6;Ev0u9e<And0SrgZ}W!zV~~jgsMd8=SN>=U{&7
z<<83_2@}w*HVo2&CBTO5hl5rcIpG<mIK2HSm}mr9=$Bi}WEj*vq3fau`;0m~x33tF
zHkfn?^2e-Cs(zD%J@FU9p{7X&2`VRy<&k<|bkd#T-TRK;TGIPhBBsth`6pw<12o1q
z{?SmaEyDp@)<cTLIU*k?gJnR`2++@L5P{_3ORGDPmDgSu4fiwKvLPE2o4o)?7b%nM
zn>Zx<aHLPrvD`7CLaTv#4fGP*(MzGKX=Yjuq`B7q2@emOr(;dR-RMC8@E5>Of{4kI
z8nt0#-5RQEB%dp$Q&FVzxxMW<v5Y`}m*DN?c^%xcTQ&#1ON>P3?Im(=LB=oXAUUa1
zW;8fIxk&%U4^HqZdtSnmcRpS|wYUa1y^;OvwBgqeF3i`?PLn`x$_)Rba2T9i&L#KO
z%9Urs>E(1_O+O2+?bao%zt(~}5!0t#w$h)-c~1Vl?qO*olaPq@{5!4Oytc+{xvIh1
z^~k;lbj4)@rH&oRtHObT%z?tXn|QN09q?c_mQHDrDA+#!dKdJyGGg01Bi|%&*gK*o
z#HwEJ`oTuV7gTKTAqxGnqTDE7Od)8;wmrr^72zADPy0WzvruIy_%+~K(R<4l+YHA@
z<#&`sbyVQ~x9B!Xnbl-t_PokccHeE>PlV(>C}G<;ElMQZd}<1&3s-%GkWr0nZ&M#X
zs>GrWFAzM%uN4_Mf69o-5~<LgX^d$IYJIUdnQ20n@M(umNQ2%+VI)<9l-XrVwz^!4
zyJv8F#%Rd9muw{-kN5|&ey?`y0F|b(>fuOB$1#?Dpt_f!B<)VRZ4`X7{hNf9Ibo+>
zDsV>ZNNl`z0mC~ndq<|w1ZU^%9*e_e(zB|9G-Ud9!j1H&=p3_VJ))R*f^g`R>;G<Y
zny@lurmwz1?&JzEoewM0P2cpx%2Bz0Bl5oc?Lh%aa5V(j`q~cg@Zh7JExWKBuJe`u
znE)gKFs>t;2r}=Q<?~xTqQ{*3dZ5L#g!(LAtD<!WMoTG`V0T7slIE9y!!c;mcQV8Q
zmhv)eF<g6YSnn|^5>8i>Ht|g<4Qx)JwnS$Y8H^M3?iY)xg3XhBYrYI_SuBfJ?8hPq
z>yQWc=OYF*%PYYJ@CvO#f?r70-!~6$_hABiC7kuiw6A47DbzG%XKmvF(1b%n4@lLN
z1-VMYY@=ky+8X>c{UryeW-WjEiYvF}IPokNx@wIn6$Phu6{uEumREjB&jk|)c?$xB
z4l`nTBe6`6wC%y>*2~T8ygqbtzVXpM6R7Ht_}c(JkT|=f>z3>$M@fkf>H*DY4yC9#
z0S)oDow*5neTz?hH+Yjy_I0$sYYE`Iav#YeyTJ9}IdJ1Uubel<Q@r5WABTVV{9D)e
z=^MI3EHU@EP*Y6=h3e{_qde3IKImV9yTnc6j0#Y|ea~y-rr*ubvAL-qq6g*+FiEM0
zfF}%8;!%3Sj{f>Afk565pOD9E^j$bgXD=QY<V$yZ0=4%9dzJ{HRXajUu$48|&-kwF
zo;_UdJ}<oMYwEbS+5Yu33Kw1oeow=Df9HLsCGmC88B>(Zz**<-_mj;adu&^rsP-;h
zRtt=azdU{Omd+;HI0v5SC);zYc1Q@Hnrdktt3UpUGq`V^f!*s+Cgiw=NdD{yFa2g-
z6|Hd*us4QOhxFfm&kQI0-s?y*tkXvqwRw2-a8pyaC3f3l#kc;4?$;wxPHg0fX$0!h
z;76o)Z}`{&eqe~C5|)$+G4Hl=II`$$BQ#4Mhg*ryjvy^8x&4Ic!;(LnwmuMvRpaQw
zX{1zQ&)drr$wl*-l$)H0b|TJ%u_P-70mD<LJ-HTVEpTFWoF7tO*hmQIBX~>pax`XD
z`08eCjhiA<CPZk;$9CxGpfp8-5I7lF*ucwt@H(72V$&JDv2Q;YVb0e05c4Tr+T}Sd
z7>TJb0Nh&DFV<Foq~W~=FG6HLl3@-xx_--q6fX--;dC?reHuZ)eq52k@J(~k@Mi=|
zDUJP^%igTD^4Pw}4BAH75v$(UVMwI<GH9ioc=u%1`^5OPAx@n-WHxA{J<4+*GGO|R
zpyN=8*cFOi=_J_IqqN^(-h&VDa17o`+Lu*Mc{haK3>%<8@*pp?@z(&vM&}uZK~4ns
z9G^5KM%GEl=@YHK#Yfw(Nxl@72<J9A9O`dj-TaRFKIGSs{k%TB`1=`7_g0U()j2$h
z0eGLNKcztWC%JXX6HIs55?~_Vj!^55=7xv8gG`+X8Sxv+#vnnaACZLb%|h6RCTZQD
z1=>!CT(}4lIVx6npw?TNw#hwf#%U8Zs|Ba$-`+X-0s0@k#DA+7ls4XnzF~oYwBY_<
z^#a2`^+KAp3hGP2kU0~>j|!;&U?Bt&MU|Rjxfr5CMWSTqdO<-+vll=q_H{p^YE)@k
zk^)YJ`WfdU8YXo&*y)g%8U`d3+9Fzokz`buKu|OgEU_RY{p8N4gYa3)yXwoarfJ2#
zVK#{>s1_N_QILcas^9k}PDU`n_U6dnI#Ty(hsgL>P|GyfxKztwL<4|1;Vgo(pl!e1
z-;ATbbr>d;PUzj1C!Xa~I186-zwcO}ztgiP<HzY7)jsu@<|-&bMjN7rvbMn9>%IK?
z(Wj;=yV9@i7KkRj<J2$qLr7#&o?or;e4EJKCkk@nUzet#mSq+7E#ZP`<kCgY<7w$q
zgdk`FllW19CCWUN5zSJ(rF70sbjn9*4LK^yc9w66lEhJXpnQL&AoZOn?Cf@8A!x4O
zodxoT)^JMRXKLIDSHn-}8W(tBslw2~$aGqfZzZbn?9=TB!EU2bl4dQXmbx#z(!LY?
zr0W6`j#c8#5FErxVb?GPE@aF-W3lC;Zv>zKD|=iN_|9|#>5P9OAA24GF0$*)ba~;x
z&AL<abxcN}0ZU(67z}R+rrvT|qNiA2af}d?BZ<dHf~>!=P)uKY`q%AO&p8*~2k7LF
zdeV$_`YkS6`#cd7U?RRUr5$s<j+2xR$6Z}c3_2!fNc>w8VF<<OgB0V+oP9TeHp(yr
zz1Bg67$5Za!nnU{<gBddmNo}S>9Y=|K=VEMi{U0#nTPq3+G=Er?w<s%%MqyhYeUGZ
zexJZP3>%X<NEiXUa$1aA?h{cYeR~pBL<c`S&$Mm^Dg8UsgVJ1Z2T~N1_1vnwZfKS;
zH$VA7-85x?1R9c?O%eniU;;1w+Eme&tRV9T8+k544gIA-f+UiyYE$FKLET<I@bx2t
zw2Ey-HQX(63V2~ZVB}{ANg>W9`$hGga?nm|p*IY(t>{I`Cga?Y7Df4=#!^E2)MOgy
zXP|%U=&u)+)_+tQCL*)WR;R00sY|aVS=z`R;AjC>u7!_l=x-216)3n&N4+Hv7**(x
z7pFm=e4(cu|ER$TZT<{)l0VT4XG(sb$NEXX6EULSrzpPy=r}07sTG#5{h+@i??Xqt
z%4tlJj5tQeyon=jO~eG6vd3$N&Aw#u0Vy3jVS!2{#@dL5`7>Q$#g9uk?12PXmnG=c
zZwqanUM_5ZP-n`VidEqLo>QpBQ=fMeP3gMyH;kP8jd8o9R_%MqNZz6dcq~a8r*gt!
zzaqt=Q(uxmhS#}F_{>$0a!Py#Fs_BC8Q7K*)NGCE8;LRZQ-Tv;pk!m67%O?7#5|(w
zY=d(g<C>olVj6l(H?;`70b#vTJkG7Z#KuQTCB@1IkV|7Umf|k+hTeVK*JY!g`eChM
zeSkbn1vB27{&viod;WZ)#bBKIX?W@UHzkRK`PApMOXOUM0;|wOA%nH5>OW;A3!MkC
zFF)RuJ8;!V767wxHde1iIh{3$b)hEk9|oV9n+tm9Gh<dXDwMY@_E;lVDlg<`|214R
zt_aSVi&|K?;;(?FLT>{JeQ>^T5m~YvfKw^zfjVI4#mTS-i!>=AQ|`!om_Y&jvfQdA
zl+``H;Te>UdotZ-B}j2~8h6mtcR3fXkJNN<X<~nv>5?ps@r8D77|<!%<OE~cSqQ0q
zI6N`4E1m0tzcp0>Rb^x_6v{4Boqdm#ym5NV?9AbacGtAVIy9bHtL%ig5<*SbUBG=a
zaCcBtG8z`5WW`(`Em51VN}k|~i8Vt%x^A$ttv!6wJWq(UM=FHSrzz~k(s($|yu?;{
z9uJ|H?Vc#QL5iF^X5vwtkkXoMC>Mqy%QO>M^%t^m<|%LmW!nVwGlF=)Zs1M_>;i)!
z+@*M1V?9?_9P)1eEgiS%UxmUk8E@QQokqP#KPmAMB}WhJ&)END5Bz}_Rn76|m7}=U
z?QN~7LQUi9_Z*aj<SUJrzkRk)-Qce_VB4G79YZPD2xsQJl|1Aln;w`#xW{V53<MNs
zns5VUGbVOf;&Htkm$vhFQ7WA;$vdm<=fRnBWL~3(E!{Lz^={<4h@~zIHJlv@>Z;7#
zuhybiyF2TCvJB?!s&tv(cn{vUY6-3dgjO0^OQ=eu6ja|#k~%B5>SzP7c0hUu=L9%=
zq+=wnFk|n;B!J!l)L?&9T#YN9L$u7U@Gt3bdEB7IpQFv?gd3dCL0jXOv&{Jlj`PJM
zjs-s*MO~JvoOsMuvs&IXwh`Kwry{;b1KESNNk>O68hYDPxnuUeqDv^IL!XS}S^P>1
zEbrld4TL>D%T0E$jV+3D+MtJa10TeQ#0NrxwlI1k;i!5^lR|x>OlIbQTlTpx$jGfE
z3t-FYEtyuC0eQrLb^`omSA7aUUA*?O6yE-B@{!d#6tc~L?L=jq(p=p+_Bh)#5@Hk8
zQW@)~B)B=v19+z@(!iB@+ytrBbpbZwJ=D1i$>#uB(KE)FG!?{#IMiX4`Pb0kmrl&*
z-?X_A`N2ketKdQpMkY1l8_#~~u=umjQ`^;68Z8k!*y~auHq8$Npp0L{EmnkkBrX!`
zJ<f;>29-PXkA?AWyUbC0T%=vgB@$dr;H61JZU~gZ=7RdA=^}Sn7)yL2{Q9H&hq5rr
zn`zE8VeY4PIRV<nFUOw6bPpDlqgSt?7^0dgq#*JAbokAI19NT*vO9k4agr1O@E^A_
zA+NqUw%g*YbMiM7jaB&u&LV1bH52YLbUn+4NvvgX?eD&9Zd#-h7Xz$lkDRRW5aY+X
zW2ypMu5bRKt~|zXP8aCCkz@i{Y3qkBE6pgDt(M9KVLfsCq<@?b?mAPYgNc>x?((B(
zyXU{$l*&V#bF9@&wy=(QSrW{@j@c)c)j1VqA^*)t^eJHJdsOW+$_x-}$w7RMC3xO}
z+?DQxOpx&VO$k`Md|(Eht2#%V_Bu9`1`M);e{ItyzqD0V2>N4nHj0_)@RwI_3f;zW
zHLXOpq<NneugRH&0OvOKCpTyN+%=JYX0?edSduo|gKcu_A5BZP!XSGIRqZp8p&7h7
zciE@k*f+l8uNxN^jFq4lCKX@<?Wi`NzTpJSv{7SP_as{Etp9SJiAd9Q%EzlHz`8;$
z7t0Ks$Ke);UkiP%2PxzHVKg64O@e(&R}*)3A|DmEN#tfn@3Z5no(ndypZ*>ULD;tg
zvaof75(fP>2en0A>;@A9=pE{8;(H-ebMjchou$Y#GM)T)34StPXd@Hgj-(8)fwGHV
z>s3%{_;bNcg}o8Z!^3sF0Cyc+;cx~ndurUYFUe$^#;}ZEOv60ou8VB`$5NSm?1Im(
zSoJng+D7Q_JVpFRyMXo!I3og(95ua0WLz)~0Bjog7MdwtZOnptmcdF~o){~fbupY-
zPh&J~9A}#7hBqj=qbEX+H?<jda3y#C3DmQ=oqM}c0_}Resl5Vg1k=uzbVav_BlqhI
z&{uRIf$S2?1y+iy*dXFprizl+M4&0?=}+*4gL_dQ_)JFJEs}{q79jLpPWp69r>!+V
zgZJiEw4y+w-Zl;Jbih)B`26Z&#hXmf8gb<?uH3!D5VuaQ6&xdAN0>=2Gz3}I0ROeF
z!71+v*v071AJFAI_H>(gCVXIm9%N5fQ#p73UE0n?7dTA*^S<~xhCfWH{Iys+gF|&R
z!)A@gLlCE*E@AFP4IjL`HfksTx%|R(u)~%<zaj(|I+4QVW5lVA#Y?m&emKFx_s!Hj
z50?7jG}-9;Iv0^5l$53DPfs*8rKb8t@tyD{QzNf|dG^n`<lyaq!%NuAhlE{E3mf8g
z(pRUt+s??}5bgDi9ug&qu;#dfDWP5PHe;Rj`e3!CT+Y?sVw!W$#_g#kX3&RW=yl0Q
zINe@^o`*oz<8ygcpvxT0&^tQse9FC99<aNLzqt2Qz;wFnu-UNG$^PvTOWzP(%S+ZE
z(>P$>LsW{Bf%g}OkPM=}`xxfPVN*OF?oD!(nnpRsfV^11T1~;T_7gB&ipV%&#?vnu
z9z#9-u);U!H&PWUU$uUYw_i{2h2Fwaot$2eFa1%9gGZhjQkhkkah4Hn`cFsxqTUZK
zYBN2<qwxd${}%~&%9Oagq(DHk{|@wjq}Tt%*Rp@SSyW<IMrJrT=nk?ZohGoA@5s>m
zm6?LEixWtA6ai;K?b3`;%nQWSqU!B9?Fzq=x&L7QiXxF5w}lC12<{t9f4KO%(e=J+
z`meHJWqapq&6)<84jD)Q9tg-Z&l4Kx^d}Z?6sY#JCKFwI`tF;)?gqrbf6=Dfb+t!3
zf4wftzwts2zs-)l$@b(WJ49JObAdPZ(+(fGvu+w9r+T>|($jABf~98MrSt=yTsMfb
zFXXm4SM2Ok>g%YLY^L4$XL!48u`?hd`Qb=XUMjPy@*Hv7!;8}6Q9v_$!euQiwsEb$
zc`-|w96%0BO`VjA;ca7*P3+lxrYEPL^DVAPn|s#KwfaFjIROe0&e0ci`DFIf+1;~k
zL%`_e4VBBG9wZ;Tig|J+Gvm|xi?_72eIf^>vgypK+=k+>@us$YYGR)4VaC5F`!?Yp
z4YMNt7`>Yl;0j+H_pX_{IRDVOqFvoCN8fH_0Q0-X-eJeo-?^_c`n$^>cRgqRv5eH!
z@N2sGxeGEA=Q$4oqaB$NR$s@Yj<0)@`<~ntKxq4Mvzga!aB+r+DeZef=LTW)LonU$
zVg6Uy=C;$sr=)1D{qeg}K2w8T6}{laefTL^Y3JL0W|Hf|Mk&|(sy$f4OJ-?%ly4v)
zf;}-tnL=!at0yu)OwfGl=Uz`=XR~>#Abs`C;Mj8M<nzc6Sl)J%3{#%WR@YSS7UcP@
zf+pN0y^EIGlOo<m#cjF-^yq`%3mS%FJb`V$z0I%7fe!TQ{blVbf7pNT(4O!>O_tk&
zTkbg{r~mqs!9g&sb{ah#WB8^BA(T(*{iw6Er*+8_*W&EBn3x!tF?$>T4!^CWB-Qib
z6z4+iH|h1pS6x7%CdRqFv}WyAoY21oPA85YYNErn+uBNNrvQd;o+YP|?;^Duf~`1_
z2TQH3$bRpWIlA+<>1uWG7dc)3bpv0%{gbT~?azIh6y$}hCNOn_I(%(Y%(Nx9uZz_0
z2vEngx99jR>xKr74*o<RpH!{m#v7Oy{>An&?qS0mGrRO2BEyLdaQk}bO|KKe9o?@&
z#3wA7FP&4(o<h3S-8JF!fwj7_j*pi@xbE*%Wo{C#gZIK6*1wUQiAi?29_u6K-5Kxj
z?W4Xfw@*?2^w|%l<rLM*S}enNUnpW+jSEgkmG<^9O!A@ED?HmhBjvW3{H+e9$K&Os
zEpDlH8gg52%=XuH2ji&b9rll=zvyKLpW(>;A3d!LfXOe{1V`9FN=!7azWH%nDd`Up
zzTWrvShnZcn3>AdUj=&FUvxW<$Cr({#nokuaGOJ}+<2KjxV2aAX_H&0-xA09_Ik+F
zcc+t*T?Qh$caKtyv3bccC?N(A(RUnI8}Dp2ZpA7u|5TYz&*T%FiId~JixkAA_^CRK
z)e*o3qhee@w3PqL&qM}w4=l|tGTlnEIUYCK7e%`HZhZmj^$lnqk4Ii_nU`B3)?<v1
zOiPCQ(<Ay@9ddXUe;9xBI+(I98uHn;EwPS&Y(<e|ClPY8>b?7CQZgD!Z#-Rrq62%k
z97$jhutD=Qkdl^-vwA%Y4JZ=t1rKd^$X>%Ts>4M3o%B>x5G^OSEC?*V&D_~a+pAQ;
zlR_40#J8Nl>AhVxeR|s!HicGStt~{e!atP>7poT&+dv<m9r`!>oV8t~;U1DK8bO~M
zW*aMFxx97XgzxAR=v29@k?`P{rlVfhlnOT4uJqeyb?y1nR~QX^b0^_5!XNoYF6Dq@
z0KU&s=`)IZF!gLZtjxslrrqSr#`bA(3PGv*d9|G-nV9_VM+-W_00bSMGc6~O8`flS
zC)4r}poEz{kop#&(Tg^^vAZTmhlvxz51iT`@fWBmZ5(!Z7iNTz1k2IC`V`L!bwQS;
zFI6TjVK-u)hU*0~L-j`5e&N^h=(tjJh^D_M6luaue5aV1Jvsdew#l{^GS2Gq0HcaO
z;&g>M(FA~a(<bISgUYD_68AX7EHL|qG2=Bxt=w`3O6R88p3jpKMpQvwAyfcPbgoQv
zv@cd+dr}}x=qsc(9()b6P;*zI=Cov8>0L;N_M#Eyc%}=t;S@n3M^9L}Q$ZhUMH++F
z^Ct4>Eau779lYh-a1m-4lDt_wMgx9@^Gcsq4;6j-1(qA~et$vKVcS({Fx74{J%ep6
zTx@b*XhJB?1fJgnP?b6xQDB(}ER2K@NCHhUUwfxcC}-qDb-3e?f8<k5$Tf3H-gm)A
z2^^e`jOq3&ePJ2;hz^V>iq^z-|5BWE;jeiUaP4zbSd92;1`&hgYilqNDeMG!)LB+X
z=LdtV@@3>d>Avbl&8&7@o2T<)z94O?MbDRm_c;{h@k-UAZnDCx{<7dVG{@2*1cp{)
zp{xZ99b6xuG*fBEC?aIOuFPplx?(aFGo&f4TV)viqWYc(i$t3jd6AQlf<?mVEmHSG
zC5i6GIc$+b^@M!Wn86yjhn!S4+$rzJSaRx#3i)h!occ!v`XQu^lhn~iXzw?5Ux1b{
zj`|@7rp7;NafeoZYb`OuER5B~fnK$k0~7Z?E`YT;`P|Q^VyAUdS=1YRzBHo}tYdJR
z72z*z1L5JN-&a-ORju--^MK9Z5&Dy3q_fkGm>2JOZ>INpCF^odB!O1Riqsoy#Eun$
z9SxCCnBfR(>ZFod;ELq*b42z@_qPLT%9&zV=ujhS(K$w27hLsu;Ep8QgkPo2`_JZE
zGT4ET&jtVHBr8h9kmLckFQyaTfSovN?$6lH0nJJ$0iW2L2VB%ji)?iArMW#v3`$y6
zM4$g;!4(Vb2U4RQ){AFo<Sg)rlPM{7_Rn78F=S}P@OhK8XEk6_YKj>>y-z&PS7kPg
zM%@rw`^=OyxpC;y=r)>=+$vchRh}D}Kj^Fn$`EM;(s5H@?BOo7^@C1jR<-TKhTb6y
z1+p4WX1!S-yU>|`_Z$Uc9(cGVSVp{P;T2+$b0o9_TKzR<VGUW$nhet>Lq1w_Hl&CW
zowdQ7CS0(Ub<711YC(e^II~A-E>B8iTQc7?FN~L+5~tp4xTd(`7tNR}vM6!&6U3yK
zdDd_k^?7g{9PD<PC~>&Ap>MUFlYdZh;@GuyIfb$iZHj)O0FA~&y48u)&!j8WiADb5
zu<_R>-u^qeN{!`c4934E*C@%*XC($Vta00$T)it_Wgyc`4py^z+g65rpIhR7Sz`(_
zJ>)-o58$Wo;Nkjh&go(9{-Z>T(=C&Be^_c<(LjX+*$2mDf~Y&G>RuEyR7x+bQOo)f
zIiKIrZ7=c)94X~pkRBq><4B;}+?;Q(4AG@L#t~o*K=fK)Bjge?oN}IE!&v$@XQVvJ
zO}ZH=g?7F$Ufkn;yB@Jw?uXnh4%|&Zz>}8mGv+*ya}}sl51M32;1%nKTEl@-3_?M<
zm=6TVQ5{gG5L0EBr0OaVC29+tbQ?_^TiP2Bp{~e02p`$LYr-Wfe`|o89yj9d{9%TS
zP^*|I4LXk~D4V3q8l&hIV3VL#D{ow3akFi?pru5MHhhJyyGpuYWZ?BxC`!r>*ko@{
zy#t-Vj(XoYdjlK0U|fc-{0po;|Kx57m5!|$z8`bq5r`dC_5!gLE%uJmjig2ZKq_oX
zW545PYBPF3zp%O<u2AGAvuwfWS?ZE#xmn0YF?1<npc(shj-^@h6P1L)6Q3m0yrCBN
zcJ7gTA$jJfco$42W9*J|h@K2n3p?Yy!Q@KH(4bZa)r)6(qe?*tt(azpFD&Tub&E|Q
zS%l&;Ccv)6x|N}wfuaz)`e+M8OviDincK>IK3CFf#V6quQ*%s!=~FOCw_-e36x-B_
z)QPHjMQT*<--f>!2COCmE^SAB^|MvpH0YxV7vq}usq*5`QjBD5HIJKHu)bRJuyz`(
zVo<d~Fq9yD%JoX2-8J-nvw99!8PF5gLS)X|ymfIUaMdap^MF*)y3qLs$F5h}!mlVo
zbkai&DHe%^2Tmm!Ey!OAQO>^FD|d4ndV1?vSgzYs(DQrTJ(@#Ng~+8~O*oU1|2Y?t
zwYs)}T)CfkG@w<<hT_atvyBb`W4~ji6)0o80V}$mvb*Kozh<Fl_%}g!buaXd7fjOR
z@LWDi?8-nev=Y0(&v<DZNj-YPO?yI8>gU{@vQV9Vnw7;_zQ@9|?dmn_=>y@~7d6sT
zg|tE$_mNs8hL8RgJo!alX3@$sb_d>UfF#+zAeyYzW`h3ri*EBZy7w0gOGO6SX((us
zFGoU`LIwRF9dB>ZJHz{GQ4`Mup}o?|idHP)af>60dEO!F^j++*WC@%y#pTht4&+WB
za=-{;eb%xH{IN)d!|N_`vHaZZlF3jf1cyliX;aOPI5EgwnG^rsHo~Z76bcYmF3H4_
zh1$3Or`vOXk*BCeSMO_!0jql?=NCTDt~kdqiVQ!8EEN`dmbxbyMs{#RbZ;o1P6wrD
zMcNRWJ=Y|&IlzXo3*#4$Xl@Pq!jLAiueJh;AhqDjEB=XBPEbhuBfiQ36@DS~7B;Q{
zo?olG*YX^{i%8>fB%kIo<!Btn7A^`&sf0^nn>1x#Wf<x78TiTdq{9qSl@C$BS<oJ+
z_gczp&bqJYYRw+G)9bx;)Eo1vL|r#HMR_nI00c6s*~lH5M+!W{m<aUs-L`RNoPS03
zf&AIsiYqeuY0Qk@v6%oR$bU@^o(AlfE?kZoJ~q-ouQWuda#=ZHUO2;&$|ou8V1sGo
zvmv7L3mq=#FAym)I;zd%pTic5Bq36Sd0{8{0xQjSRXC@HiiI8c2bFxg7WUuOo(FIX
zer1A>QN_Oz_r+@^ZDZbPK)SV?%#PJWkcCt4C_QrJ+AQ7frpt%jnfF(Uz$Xlj=r^fz
z0{rQG4B|S<#MATkauI;n_Jt}k+*NRH1LqO+^=2jqKloA8Z#{K)9TxIih)SWByG~sW
zfF4gXc+VI@8xb=WirVQQ++AV#5lZU$#-Pab%M7=`K|&GztWEC*v+Nl4X-}obgE#|2
z&QLCM@AMaek?jq`NZq<hvK0aubyqiXMPSqZ+6I7S8cAy8{{>E%J+@*coHaRjwglf@
zMP#IKmqEKxf1>dqA@^v?4!^dNv~!1)vQrHt>=v^}=<~W3+c}=+SWq!woT@-x&#=-b
zoYB#SxQ|4Ep2WU{)W;1U7Is6(>ezuowK-B>WcYftp6Lrs+Ba6HR%R{-B3pUx3^Fvm
zI2JPXA6R$t(5$+z9j*Uj#<Lc4SWfkv1(WYVCF7s<r9xr&eIK1ig_bJ6_v92CS`Gl}
z&jf}Pfg>&Ax}RAX(=-EyqB(XDdWiNga$QidNi1J7dJeac&_6g|XC=0d>i-oi#G|<S
zxGBISp6WUXW!ATa`C@yLJpvX^ZAbo-1ioO|Yv*^WZuoRN?>J6Sd@)oQuvAN>VE4v}
zm}PvNC4-8&=@bNC4ia{HZG}@#R4jlJB_ay+YxOk9UvLBJK`wte&s?rZ9ReXs_)kgh
z3J^1LvW@B%5>+kYTKM|(0zWOI9nf1`SzrvN1=OjxTDR_o56bxa_5-)O1`ElNN<(hn
z_^8EG&4&Vt=JwnJP23{?yVRo<DtJ5c{;`)inu6d#zHf#)Ks`^r_6uxCh9rQDq^Iux
z0AN6$zY)Rs^f8SieoTlwFp+I9d5Pc5JbCdy-f;?h%U=$Z)cRO`K|PK{QoMnJ5g-&6
zAS0Ar3kF`nqZ3X&1H3*<R@xFnQ_g3=B+9B!5#9mc#st{>$h0aI%72;=WkHnW{17jL
zt@KcUMcHPE<oRG0p2GstdW5(^doz`^!Oz)3nFmG+Jl3avQ+&GT`{iA*9vN^&PHS~D
zJnxIHWh$VxH@-!u-dAU5MvQE~6+XnAATmcMlO%v>X+l!A<-yfU{zQ_J`=?)4P=Szp
z_iS3kJX%xvCm(1ji|_!pE_aR_VxFO<G~GGYb@q3pms39W&|{h-3P5kyO>9yA(BnNK
zs*PS_deg;o*cm!=?e@v15%kSu?TH0(JeyY**u$1bmM<(c8dA=;oZfKFP#{_)e~ty?
zb|<oyT?+&M-3vS%O|eXSZ~#29^FH)!#m(?ZudL|$u!lWv<paT~L+OMH@2n)H`HN=w
zhuXUHTrOXZbYI2+;{O`4GMaK%zByuT{n*xIiiw7jhLS24neP6g!J$3o{;p*kw>Vvh
zv!%lS<=i~eyrI1BQzvbnCdQ~S?IaKiUFrHit5&CMdaSsKwvzwszUP$szN;Y4<I2(@
z&09G+JIq%;H+j9BTxextMA{Mi)8SJ=X2XRIJ}VQDB!dfQP7WQqXXdw~#gkonYcTB#
zw6NuDomx!e(;FO<P9Y<7bm`%8lgH2AEMgzp7W({3;OLHDmP%#<^MkI;&o&#IdRx!$
z`Xc>BIoiH@r2hBiz6kSeh3|TW2Fd3<>F|e@9*5ly-KtKrRtd}@$Go)ovqIhY+vdK|
z!q>{mh5E@2jLJ>@OFg}=V*8V>_c0?B()M)6qVF4CA%9Cj$_afhe`xvE1l+rRD*nvm
z+@CAEk9u#iFo-@muv#mhAE|ecrxJ3_#zaTe3QuvuZ~WP1i^k9#X*Ukv%aR|ylxRrQ
zXf#q&2izllGq-C?tNIdW?2C;?mfmcinYaPgct6TJcu6;CBN~u#Q%SGP<@zD}^w@Vk
zx;ic)VHo-bGdOI#%Sv^R(hue{@9l8L?@j3e*4`DnmpWgZfA^m)J!h6UJB#k_E^b-8
z$?=uZmbsJlAr0?SAHOyfEc3UEClORvK0kOiPw~R<ZQDuLYtQdzHm)*q&}*q%((!hl
ztA?(MrqWwXhot={|22Z8<Ua4r-Mj;=Q6nW#c9YchcxAt<L9{6e^aPR|$A6j*P8;}d
z``i@|mi*wyc{PL6aQGYty-DT0H{^Wo<#xyv$a)qhAlmDoJIIfQ$~`$vDJ)R}P4sl3
zoCQ4{<8s7kyBid+kN2tq3c*WYh<*)9H`BR7%`IJ^{99@JEr;)1tAu8ddHM&zLehhX
zxVt_GDji)vwr<3n9LAv8#oxFb#n`H5#yn;n4D<~%(IsBUap?709{VQ&C6Q%91#t-0
zNKiyYLuWQBut=+Q_`*iCdB3hQV1sa^Fd(2;TO$5P2tnb{zsH%WHK5*49RIH&%8P-t
zTRpi!Xs!e^cZh<hv@{1U6lc%#jPDVcbXsEZfly@|yVH1nFkt(eo^^mi?9>?oNI}db
zF{ip8<c~6$A<TkSbof7ZVHLQzrYC(=K-C&@Sb@kMi#fZBdPae;Z%z+;!+<Jk^F~Gf
ziD>3JDSHX4`CuO*jfPcBz>zJ&0$t>&wc-?wre6muv!S(|slmTT1w~@h2ny5(TAGgm
z&da4%&4GB`r~5g_mI}CJvf4Le`CC+ePrkcbNX)?#SyuS)7ptg5a7iKr$ky!XV!X#$
z7a*li8-P7fu}pp<Ig;`V*Qy4u&cZ(zdN+SX2mHwc4P^Ouw6WJ-(pG~RpO%RBtL)}L
zll?ttE9S_7W}k5_<;##*a~d#&P1jAX%Cl5`=|$83H&k(OM}%OuKQk%1IdndvD`7VU
zJi>D4x>mO{wkRfNsAfhw|5Sqk`@m`{DMeXr3?7aHWlyOCZoyWSp(hY?<i{I=Lp@r=
z0B4U!S}or_44(|a_^bj%F({wlNhFlSNqm2l;1=KMS5!fgL0VIk;IZ-Wsv58)ojhE`
z;^={Q^Z4cu<($xuR-ftwYvx?K8iOJJ`yQ6#SqyzUxw<(5QoK}hjD}VpXa6OAXgTR1
zE%em1dNp{vh#vQpTCimL5G)qplbHvQ_(PjK^c#(lD9M&@Jx;ws%}&Axs?0$_wdwuO
ze{VnI(0I^D6~>RHyGlgJ2khGEuV{gJghVrn`Og%%2&qM};yHMxRQNIw%4abvw+?Al
zJlLICft<X@B?~kBp_eVWk~%T7bgaoO7rdjSzMD)uK>7LAeND!3uUzE0N{X2=P(+pa
zQR<>0enMO{)EbwCaLPlw1%aaiZ*W!_2{#srB!FEy0(kLvnVWD=`O_q(vS}$xkR;VK
zqDAFIQ&JDp7n_jpZ}=`GHwDSoArd`A)`34+i40fufcE+`yCoec5Q5{+vDi2G1yN&o
zI60;nl{c$b6_kSB(Y#HgJPQ8WA4wLDiwX|WL!+2qW`j2UA_#5B^f1Yb!A;5bqFt{r
zC*)|>f6yZ3eQsTh6>x?InN%>%wCu;3VG#5?D1pU$r_j7b^@s2qby%~I5hxaIKs-3b
z#<Az@C8{qJe~&;jxl6kcHT2RF2|ufj?tn^&WsKnm7lMNZ_eiq9El0>wI-9Z;s;XHl
z^~otL$k&QgRdZnh87kW;2yrI!3YA3H(79~h123)ymy8SQ<Ai0j<Re22=9J)rT_POQ
zI7l2fmRXK4JCqidfIk-C-&3HMTI|Y?sG2E8i-Ml#kQ*nJlGTrjxQ~A3i>Z?Rc*g^1
zT_f<9DUG`DhYsnev=@yHgluZC(*7RvPm_qz?m4n#0v?J{oLuLS!HtD#Oq6BZc67M=
zX(w~#t*RGZ9bLj7fmtV^`C_M=EYfaVO^4>SItO`8l`+6A{ZyG7G%g;T^&=za%x9E(
z2#eh5JTVjg##|<1#2XI`_b{FeW`3#%aZ@tzjn9dP!a=nnh(F3BSAo^@5XIhtoweZI
z4B_3F#e~0NHf5G1SCt$h*Xytf_C8~#)?$ACiLKm81CsNnx`G)ak%8|~WXkZbD#EV$
z7|PeAMWKM`JAaB@jP-nEAM4--*{bxnQ=65zn`kmBzSRgB7{_YV$ixja&V6phd~!QQ
z0Yp)W@p3V6(Vblh8vejDSq0&<^jj8SrV}#rM=PuhG_K+PH^ZvNsM1WIGI-Y?`qA&g
zl?hJmi4ZTE&NQ@RF|`#D?NlH^ae)nuePS;iqyHmgji8-6NN5QfdlT~AFNRc}%Xkxi
zHD{?+CwEa3mKdZJTLl6`e2cRUi0nw%Wnum>XDSb`=41Y*TG^w3Ssdl~-|fg0<v(P?
zMyaUs4E@dwArf+E1_=_luUJLDz;|4<W`G-8hsh(kor#d$dpb-bsTdWlCD+b^v?j1h
zFZso_eBf3O_k$B54$?R0<wt~>RFDq$GID?PJQ$_q5T!p+<^;0js}jgA+{3x2ghXaw
zPB&2bO^#*sjJ~haz?Uj)=7VV0J@_uP=>&A)&L%A+Op1BLM0yFv;P`SrJExo&b--bx
zYP@tvNB8ytk!V_oxmW?0a~gnm(R4aqDnn)C^n5V>H7Y9CXV$~+me_l=Xugsmt=;rC
zTaD%AforKe2ED#NV^Od@VN1o7rDS+euwTT@Q=FZHw~h7uVp)BHYNDZphhTt0QyT$B
z`TCvQ_I}In@X?RXjk_VOv-IlsAZJ;CH?3VOYQPQ{=N|hwZ(u@{N!5=5;YN_$9F*}A
zlPl3okx-s7sR~?iMVRUbP5z#F^44Qsc<wvwr3*Lv1qiN4`~@NpuL4S|5#GQ}6qtrj
zAF%b`A{PCO0(6QG6(n^Fk=J~@<ux%Q7qxZPdEN`lM)~+lY(euvS20iafi8llh<W$F
za+g3Kz=}rb^{xlLAZG$r?xnY@&;~$GDmAp#aS)aBR0HeK^$SjiLnRI>ct5O|mLH3O
zoGt+?3laUmS*q+FS)MBaDvd+U97S%X$T-cob!r>{*gXHudyHdT>iVdn1#{ENNGzbh
zD=|BaKzxavvh-4m5=`k0^rC8gs$eHA_tI-@SkrYgDnb<g#=peCSN)>juymdNKuKg;
zDL!pOYhTr=$Krr%aEDReb<m|2mG<=XunHQ8(uip``MZ!I#5ez90Ij0yqd<WMWdOZO
z0h#|K3#&T`4dQ&1e3FRIIB#B~rbZJO5(OD?1@*(fMS4H?SAM|We&%-_iL?^TMYtkS
z=8iy>NVv!_%xQ$4{EZ4s*-L`KD&}uGbB>?NgQ`oZ$wy}s1ZY{zZ2Ty1S)gnY+0}-7
zrwpT*sjR66(MIFyDBd|)juq=K!MxN$hF_U?ZjMUpP*qc=78ENyy9uBsCwmO2u%}B}
zHWGqpGObzHMmY2b(wqd<hg*4xfs9D2!z?DYQ077g$oOwq_KmYqOy59^{EC(>{e#2w
zeT>&LgNcykPh_tER!UX*e^277<v`nui!0MiH$yKJUZSz@7GENk4y+N54$ZenFA0~n
ztc~)sP=r}H9J@%G!TCpay5I0l1lWJ=bIrMV`*lLh&g5BLT(IGGVa@xbQ=l234Y+c6
zBqqQ(4$RYmG$Bn@70{OCRobw}eA#*Jt<z=;?~QI*JbTr2-2JQj@Tv799S2_DuR7)u
zOnub%dMenrG~++_q5m9zr~J`(bboi&DCEV0qz$sLf*;ttGo58)!V7wD=Nso)y<&~(
zfB)%rd@f_mwd)6bzl__q+KkC`%Y44ntLw&LAIGCPcb-4m>Cts=XxoxoLEc|SH_nK%
zvX-6=7~A*#&AD6i&hCkPqrR;(!(o;5d$-Gjz_!X2MnpUP0`29;ix%iLYz$od^|JjH
z&!P|4N46i1YmeNn6?pjddf#scVv2nnQ>*M+fBj5=wwdgSg6s*Wvp1$bR0=V@`m`+m
z>WYWQVk)&grR8ti=x5GUh31b|?U}i_0bQJAaOHCABOkY~*%rpKS}SAa1jBVlH|`wH
zy;;3}N5`_g*O2UEJw=;5cCGB})E`@aV8@}zK!Lsvvn0hp>?f97t4{fo>yvY=Foimj
z-BMj#z0u&~9Y2dpONm>j9s>-5(zR{9x!d+_dT^gCj2$()#$a?E9B!Dp`t-|?wS7MP
zq?f~}+47|D$}_){-l_V*Zl>WGo43EQX}m-I^pO}AWYOk-STC-A=K$5iL}=AJ-$p;A
zZ=zNcOXw9;n?L$&x5JwyeYErJ;mX=N+s9X%wtT&7R{43A64yHS_^S0T>uy2>l{0GU
z)@Rhriet3tMWoXdWgKTux()t;s^j`*fsF&MP2k*(IKI*pWaPp|<cUyR81Gm(M7_z;
zb7Av*W}`*xSZUC(rVA>4pfL@RWt)wM2IzF2E@%*;I-xP#!7!3)X{)qyEnhoXPOlFc
zQ>CprhlCq&dEH#pUbJi!$X(F~1Q-K4KP+a@D5_WcjlY1DfwTJ1VH`FZ7UVzWQQH_>
zqO!mqVIIzY6>&4WLkJy}>>FW5013$4DLz5m6cqm$u2yg?T*-3FWxmXkM)=^5wbxi!
zsaa;rFWxbc6MZ{1xtow*K}kLcol@O4ELyW%UQd;caV$ci*(Su%g{sz_wc(^v+>*Jd
z88~_IYmXOj%yPEz$3$X$1<a8O_D)7b_7H;hUT*1zPm|}UIr*yOSr91YH3)MS%HDlr
zEQ*Gz);nk^zM(`OA-)`or^!%|PzXBB0!@!F!()FYM(mq$t-d_?WQh{u4dK#7%?@OF
zN~_(#tin^uAP&9~BGnkKijr_PuLxv6Atj86&dbFwBIvd_rxjKllGH^={456O5fTQx
z!XG0`Gwn%dRQPLT1|#&deDMl<wdaG}rr{ZEe=+;>ez3cdi#V!NC2>*B`&R%d0!)W0
zVKCS)FkCS=g2s+32|D4$t0d{$YGyS{m5gPEh~hn)uCBp^XgL2Z3}h21g&=;g{>qW!
ztV-d=GCD=BT*=Ot*fTeX{*-}HB7*1{n1!mQorO8i-F^$Ep9wr|E~D~CV22zK_6aQm
zm^p0#0KHP7^7PeqL^q$G<HkTQDS&^Rpxgf#3wESvhw9xKwam58jg-BOLddapWO>D-
z?GSf)m=9IPg@MlbSEuaFfI0BwOofz~aGWOTxiNTug5TvS&KE*CTMn~W8V6C%9BgE`
zsSrDM+@7g{7rW=K#xw64x@WA@EN_~l3XTi|94Qu6vND4pE(&fQ^gT5;@`SNj&s!kf
zf9HtFc{lgMz0lM^-NVq;S7DjS(|tbL-k(f6cA8nDR)L}-w@duI&yBp30=IK7%r^so
znlb^9<7-Ju{{v7<0|XQR000O8=WEwmYODVpTQvXx4>te+2><{9FfU^-GcPhPFin|P
zSQFd#uxA*^Mu?f%qmWFjV2_HGRBYH|1$(d{HjIkYgd_|o=UBjF!%FO^sIdY9G657s
zfk;u5HWU$Q2|Yka{{FtJ?_%#~KhM5d7i+KezI$20=V1u4g&@cpLgzvd<L}9F<lpV@
za(*+tU;V#}%xzHJge9Y*$1hu8xuU;Z@-SGvqv3LBLqS~3$V){~8kG+Tp!v|<ge~Vc
zj&XZ7raCz3+3xT`-iIgu`_BgVaQfi!gV~#=Py0G!>D{GaOSXnQ{XSx1xO=4A7^|Wk
zSLlOBFFOBy%*=yB)+Q;Y?zz01G4{~U<2?ma{`KhVQ+wH_Pg(J3-MHoB+;%K_lX=za
zjM8fG$@83RbM9|@H0H&Y=Y#(hyPW)Z2+S&+v$(l$YE}ZzW80CCio^P{U`5cUFGouc
z^yY?4^>%Ui>CO;c&vEMZ9&>bk>h<%6X!Q*5TV2(|tyYm<F_fCBq|__TzQ?0P5?f@p
z_{h)RccnDz0agWU>d7D9*5~cdxqsp1<6wJ8Ia(<(Ce8oT@N0SH2%Fbh7whnVxLNNm
zKmBlbsFH0vE|N25#OGy)c|(Xrx4pzvD~m-@X!ck3Bd*4Vb#X5c$O*Pupl8Re@1gln
zXtLKVZWO94V}`E<tGgv9j4;Vaj9~?y&`o+ZRN7S!yW}F$5ma3V(r*?S`SgKZh}+op
z{e*fvgxq+6%4`@hop6_)lDR=5>A-t=x&;bJ9ZYFx&_;A17UWT%(n}Ee2c2*m4VGiC
zn{W>jtxkflMX6f3kZBb8qlYZ~dN+Yj3;rt<B3&V=Wg(|ua-|-5?L~jRa-X%e!?i5Y
zIF~QTa+WNf0y&>xuaV^AT)8l{8Pprq4;yg*#1$;MXD32+&PC6C2Pq5Tl5XuQ5X{wS
z_=y`9aEwe$N#ZFMWjY$!2^R#<Cj8KXl_6?v2>P-M$K_Bp51JgR6ltLiyTf2T^8M6z
z7STg=u)bvF_rXFN>V!|oK-a4Pq7LCWH=()#jPUoEyHuifpED$}51SAgCoVcBc7VpO
zb%^`|Hl71J`oaRqkRJGBt_P+Y9V*TZ#EPOMlBy8pRS>EZILFJxBG#UP)KHe@u1VBb
zvLZNCchLxA7M8jJ`Lj<>{MRFrcC_aKq#H9;f?i)LbqpS16hR8f>2fUPH0HkTq4LsW
zxjGYdJJ-Sx>v8Y4VJ}Rc^<b@q?1i{46Oz|)&dv0L${L6fhwWDKp|`#4^B9Dm;Ts~*
zt|zR>Mx+l7zO%>{AKPc?#^Y*0OWS@4XDPO*Q{<m4U=!f!H_%Xz8!T{rB{=m58F-Y^
z$Bq$13QKwOx-cWEX}AsNuu2w&sx1pD5<*rDz%9MPYnU)%lK*8id;l{d<>e=U^XXHu
z=z7HAJCHgNBoNp&g0Bl|FR1TDA76?puc2|5(Dy-5w<!eb;3aBpsCV9>YBvepz>khI
zK|8?V9(G9drch;>Jtwf1m6D4-4i?Vn6TU=Gj@&FsM!99Zpn(-_<kjm@X@JrZ*;?6%
z=c1JKQU*0I1loS{d>ff3!4^djl5y(=(*1L!zlQk?1BluTUj$Em(6|CTyhZz)XPc+g
zYJ2c(xuhxqTvQnD9ALc;5eh4TqBoSJVYWIRLyz=$qH(C5>a-aW;-YPB+B4m%kFj=?
zwfhB7KO%Y6B^m)yY+l8xU|tB6iTRD`6~&>e6^4$be#<s);mpg?3+w2l9+6eT1I^@K
zRNbashIH}EL3gKWTp(7m)Z>0S+uaBiwx}0kw$=y;5qrzjJ|<yPka`k?NAaZ!NG#wC
z=d){h40EWks}EME@M2D3wbjV26=o>!YpD3F0sp5K&+URtqC4NwIf)-YXCKL8aK7+_
zN3bF#R%R5=%*SdA!Pj2ZGj#Zp&z<n)9ykdb*MOYk@r@pD6zm0Z(u6y|e?NqBD-Yz`
z=yBmN3-M!t1^Q=12l>|3Sq9}PRTE9bYmm`s!;p<&7*C>+T@sQMeZlCJEGlnDlUC5r
zvi1ofdx_5wax*sPszURCFL_EN&QysWaFzW)xVKw-c!_}HgvES%eX9?CUKQ2{o4bTR
zPEKaEh?Ggej%9a&Q?2OgzDa!+RoPp`A)`cg99!9`Z3W@&1bI0Ka~a#OO^ZXV-p%AB
z76DIw?8`g9wYOI86;@Xu#3%`QCAmU<6i`0*NuHpQw}YjJp0I2KDUpFd=@2Rjx`JAN
zVKoh>2x8D@DRPa3V2>UjO8;AdN|Hh#6OWx2Sx&x4a}_^YN;>9oOL$1mmQhfxiPxvj
z8rh03l}Y62N;~R*)tGyTQpn5J<Ln45@l2@rhCI4gxfrEf8Yu9oL@sCWJ@tsBOL=~c
zTv{xb5S!%W?~`Et3G^q!#Y*!D`AL~(Qoj@!E5X=yVXh+|dOfFfq;Wc|@(`*$j6&PZ
zsO_SR;T*biyHEpm^0SxhxHOPTyMXyzMGZVnH{#o))~16w&%XWErtxFG0l#=)9Yj8V
zG@L41Uib`MFtcBqr=Z943>L&D6e>pf?%S(uXtPPYCRg4o*#=X>%eqw8U+~pl7=%(r
z_K`0rQ>oruKE0!q9hZ$tSezo#tEya*$0{))M!DGh5KFA4*(#BhJZO_3fvxnXD=if*
z+SqQka^#_f!wS1a(SKBF?QnqHkcoP`5$eKfz}MqbH7u!7ro`ojDOicqQA&f@0E&*A
z1Smw~&;$8U^pE@K<2(CM<yt~AA_Q7Sqs;oPx|-!%4(vw^pr-sg<hw=N0oOOEJfg6B
zT!~Ve!MAm+{*5)&BYAp+{;gYiSuUA{ezU-KJqUNY!chM=KFm6uYwI6E8rYKamKO_t
z6l#%gd8o2N8?|1EpY4UoGK76x1E6+gO&>9=pM3$`Giehjp~^-iUdAR^WlUX?mHt^s
zlNt5z5qUh5Ydld_1>ip`!bKLaLk{UwD!vL{ai7nDt(#$8E8_72Q-8BY{uIc`_uvOm
z^hpe(s8$tQdX=GAZ3#FK*M$)CP3kKqcCSD>EmU`&HFO;swg!dJZMT3T2#T&5?uME&
z@!VdrrXE&r<C90Nw!`j0<bV5vpa00`d%ijRy+u_gfH((-&wLrUU!rV4?tUcB79pZ~
zpnZf#+MALm6UyJ^G|J9eKKn619yH^49!7n-vsS4ccPg0USBrZbMJCEHNsh=*z$i)q
zmQIo8!61e;iHlp*gWlAG8<<~{Xrx@4jQV3#r4*bj!-bA?nOU421QDhuQ&!zr80)Ac
zRdbE4BJqJcUxMv4nntd%(n1R%EQq@G2Y%!hwn47z#t!`koY-d?-9&6r6|im-Ef3Kp
zfvbrusB{h%BJ9O)!yOVkL_n9a<~>HYO=WbPZo-#YaIpi6kldFMV=?k4Fr|aa2s9C_
z_9cib!BCk@qtI3MlQ~_)7K|;|t>$2U%e`(3(280(R$qnxYKJ~?*+T{7qRyF4%5Qsx
z!~UR};rOaRLTi4v|GV32UfiVZDtRt6qz7+7%FDot9@VJrJg7QYiG4s0SaUd2F!l2u
znYab!a<eIlm%Kz?eSRlWg{Ps3t++%o9+Aweh0pWZgBj2x)b1;2<Qm4Kp)U1H`ccST
z0yQypd_zm2Oj(GZvZip~A@|e3&`xa|?SOO4d)Ap)){PX5ZZa?G)vgLPEN3$OS@GFr
zOvaIjxals$dhb)2s%IUo7NzPL)40cP2dh4Wd`8(8NVg7E)68vZ`(q|(ID*3%r%6TO
zOZy>(jDDMSG3j0get2gjYCy#kYKQIFzKuma-aEo{b?~u|;2}DuOY57}r7mZ>-x0p3
z(}-hJBcNiuN3y~dYS(TP=z=7<_>e$ph4N*v_$hK8KJYeIjj`MhiVA5Zrfvg#^5I)`
zL0@Hv@*H6F#WrS7om?~2YnV9kMm(@>6sVp}8;{<}JpfT&9b>7-F9YhA*8=V4KGL7M
zRB_?t!FT1~4>><#O+K`EkKI1V2RaBn$i1eNmM@?cE}!tSXJL4Z$=uak$=zjjv`iFc
z<Ca-d_D^Jta9qKD-{b2GOXtEO&ndSip4**?7pzHsliRZw8FBhj<Qd9#w}|<IF+PhN
zYLW%=j8g9cRo>>4rw*(e<5d`wrq{Qlbw}LjwpK9YFxX+`MBHO&rdanN@<#rAg;>-y
zzdkWRas2&u5pj{Z=4Q>hIjh`L1~|R6{XS*+$Ck~>0eylhuZ1&jbBCWb3b{KvRz)_?
z;D^+d9=L=h{5$q$(EfF~hudXq+FdM`SlZ#wZ<{UO{~6#v!P<M9(rS;@pjnZQUg^z;
zQpPan4jcQ{`}5m6#aOzvb@sU|$v<CD&ML5d!ZqF<owvb{zREE5{g2)yf8z{;M8x0~
zR(tl)IogX}h<<|Okp|D2(HWWHV$rFSbJraB(feC}<q#uq(Fg7L8#mWI@SVE8?%ct`
z57T~4^`Ce@MwGetAL)u8S6^zWnHwezKEjL>toZJ7IN{>k#2EQ)`|WhrgL9v$v)r8*
ze&GzhKT&Xh=-VSlZaw#MxyAHw%N(3>apbsjSwF@*<jh*Lw&^-94!;z4{10!#{XYwb
z3h82lC)b%)<iz6-ftG}=bGH4TO%(JG{Rp68i`&&ou~lY63%Roj_L^-VUb!-a5OfAW
zr$K5qkzX1Ec<VsGQF158_R}U{y}cm=E}vg9R2|euE^UCN-J*;Aq_s6gWF(c5nAr9k
zIB-W|XhZ%%sfWtfjAFl?f1w(`ro|E`o7or8T{U2ut*ISp!HW8jw^YE9bgP-zjTso!
zuL_w>r*I0K<(%FF<2lZc&_#h=+Jo`NQq~O^i=2R6{K?#41s}NYZ%9Ve913L+8mjKI
z%=M=m4EYZqHYpzl5Z7Pnr>|d1xly6I6{y&DEKu1<gU$~}mKa>?lMCH0qb_k9Z*0v0
z1KUY65eB@`A{Nxls-657`ur;#7>>d9D#)nfJYa=XO^CuS=Az3_a-x5`@r`fnIoTii
zno;FoO&UsTLZLLJ%H?U3HFA8*AAHI$K+&=%7a`T7npIVNvY8blR~EBkzJht(plvY6
zwh#H5jHYlKBscK4!B9+R|4t@->K!X3Kuv*F>ZODAkb!H+`exqauL)_i%tb?=Kfms#
z!)vcA!qRmg!Q|D<`dA6E=UoFb`4B7q4$EKxE1E<TLkw9vovYpvq!Drbi}FZ~6@qM;
z9ZGbI`Z4Dabqg|A*iPyH$?_`&^vd@jkr&rEkW->#U2GZ0DKW$68euBSn<^n>J;E7x
zu}Fzobw#erGi@ZEqGS4$j`gb4eqsj}{{oC3|D2{g#kBo=M?sfP>M3Q)O35Q7VNK*i
zOQX{;*OFJwN~Zy~kUj4dQd)$>2h+JhVya@2fy_BATCoDXJRReF1V>ph&XVZORfyGl
zP^JY~K#=amdu3D_ngX_&+4VoKp>1Z8tp7_mm6Lzsyhk<^-UMFsm^UCf$Jd(bAC9{B
zAtmE5i31<nI6Pg_C0D2Qz-tCG!ZoN-+U-j|;j3%E1FJXaHy(L2&%yLesj8N-*J6oz
z=<@OPHSn>`aP)0vOkN-9^vxCe*&PzkG)7oVZ<)rF{a#1*0!0JY;2mt}zGG~R4$@eh
z$UtZoHsu#CXcxMxZmUr`%9AuiJOkXDpa;*j6R<(zB|vRY(1)-m2eH`!y1{&-V{V()
zw?$<~HKznadYE2>jH=KYkaA$!Dp0=wd9fXEwI2EN86XPRQpCRxygx0<K2Jb~v&rfG
z6hSd4AtW>YfX8y>9JH&KAeW*hJ!Zrl!_79LPeOK<p3RvXq1YETrm6mv)~QBoE@&a2
z=Rv|6)eV8VIS8Vf8)v2CJJ6!0ci1?Xs_9^-ArD5D09Ithr9os`CCmCkKrrc4lURx<
zE0L6TVIie+GYSPU5u7f-0u{vdE_R2&*=%ChthV5u{%0GH?`cM^rt#`iH-w3TZrUL`
zW`r67G02HV5dI&~1w|<21RvZ^XPCa&3ZQRK({!s#McG2}6J+NbMCT7ux12EC{D3Un
zOp3;Z0!fcP$5q&WB%u=iGt!n<zr<Jv6HM}|tJ2Gh7R9oSWDTuRT;I4FOpndYP&~J?
z8C2mo$`l&{-hIA`x`pG<fI%<9_yG;@!@sTi7@Ga20bkVsgdHLu1wE=JRN7k1YQn}H
zHVTi1>Rw%sn4?9ZVnTSV60u2cfvt*UN}m+0q^G4{^hr+cgB<Evk@vs<{GnY_PICv4
zmA@hDPvwd#ZT=y8K@1hLH>h8~D<NhDXg&!oGzaT!S0xRu{aV6oTD6MHUKvQVsWz1k
z3mzFP4${!<mMrH%R>NCW>r;(DPv#FHW;CdlqoHfiC46;*OkIYq93g-<Dl~gAWezy|
z6DKs^dZBXydduGg^GL-aYXB$)f<pYxmS)Feg<w@^^gguifO?$oTyh6rV?d?51?=Cy
ztdW_Fg1L0{Wd-E3d#kH))qca$Xj<3M%UT+DDNQ?wYfL+;tc0tVAl9r%5H>DYI*K2t
z{RY>+aq~6PuJsRSTfo@{MSn$-(>#8qd+`{rE49<4>TW3UO*%MPio_WaQwqM=nI?Ka
zAW#9^XJJMsjJvrT($|7CCzoj)ddhcHl4xwexAn6p$w@gWPza$e)q1QRWn>Q%=td4q
z#LtJ6c53ag%mrrzoENC`q+a2WBMuz4Mf9xuwi(18$0Qg7awmZ>9u=n0hW6_}muj<i
zX#ZK=cwFgt|Cr;&6VP~Zjw;{(csQ#*!*9P*pM>*o*$u5{M*8ZUYE(m?0oVtvb9FIX
z1N^I?bt%=#z!Q4>Ry}|&cS17>a_cC^vP&Q@(Cb4m{R^1aCmbR%oRDi?_+HEB*UKf6
z8osU#1kB=SZh%!1sY5D=g9MzadX*aGbikw@mos`)T8ZS!N-KQK9gO&>h+Zt0cEdWD
zn*M8b6LLTv{i7ctEcmlOu!hT+M`{m~#COCi0>BBTfj?=$%%sjKna(Hsek1)Cf{Dr;
zr1HH$G26kfG62e4=9R*vWg8$)<Ey(nW@#=BaIBuHgwf)a5kE5V7c(s#N6?NYR%EJ)
z`0U7d9n^xlH=tpYLv{U2FhbX@+UjH@C`r-@vafTyplw*uT?2kU6lmL#pIZr{m#1sM
zQ$4~|GOTv)Z}9pQFD8gn(qyRy%ie`XpAMCFVeG(O(fngzp({M${4rWJle$MtrsAPB
z!-qd}C7Wr`2>`!@YomdAdYQImrF}(K48RUpMzgW9CwqWjuz2B7Cd)_<hUjhD*k*iv
zJ6C$+Jw{%$z}V+6CMa<qKjs!1*56N#xVmM7aO+bvrKt&@-H8u{e-=B0iW4SXLH)Xs
zdSsr3eWV=Br{F(|^F2AxV^Gf5q@feOv4-yJK%Vp5%fJi0N+pQw2QTfY(N{)!iC-gw
zYzn@?h3RS8Tlj&O`(eRtZyZg>c}YvF;M=D_Sa5Xm3^L-6R$L>}7vo#AJ83?0t0yh0
zZS_o&Pybv8kH4xY10oVBOhPGERCXs4xV=uB&s6z7y^5V76j)$M0#D~f5CMH;BTF;2
zQ=M$)2L=j=EQL7yDi(t@2yErbjb8T11T3<T&&UAxIz(ShUwH1__|twBY{tjAYW09q
z#bPw#v)Z{(nND)`^<`Lfni)=U*J($ph!Cr<w9tj*4iK{1-t|B9eJRbrH-3O^dz6AQ
zIM3HA@ntnkOF_2ojexh-z}rb=v!}o~_K)gtIjB=#|Dn+2d_i*r#yFd9)k<dfuR74N
zp&hT}L$`WF-C{=B{HM*}@{~j)KG9<kgIYm{<n(j>&;+Y`kef8i3U6moZK2bXA31TL
z1AQvH?s9_Y#He(caN)3=*@4;9AkM%kra;4rM}m<i2iN+Hv=<4;`y?BY50DLZKabpW
z{=kX$OGW6dqLfx`^GjCk;&x?4t>XA&(An5QM0FD5Ut${;VGIX?ANhh$pA-iF5=7qP
z`}ktYJe2?Wf=c9G1bz*pR=XymkADKK4XS&2xm&I5ZtRm>CWPf2PU0+%awoShq+8O8
zx#$R?5%hQCxxYjXFeC0=JJ1{1(^^HIn*gJz2bohYg1Q8xtMMxZsZz}&Yn<mf#Luh{
z*`l&NX8bldHw=@+$RS65T)blCl?j_Fw56U(+H@Y-*Nq3X@NN4g;{9@{B$&OR6Rujj
zvK$cmB=i*T6tqDg7PhNifx0S8ck8cZOUNwrVw6Sl1WoT(yL6L%_^du8xmqBdB8a(W
z5}ko?Zj<(<1tR41YL@MP=p+{tI|s9span*)t3qu4xdG8L|GycCECRZ=CeVKL|4d8L
z66;~EF5h*QHuGp|S$=@N;1zrQ(bdasKP}l~cL#b5y?`QG<quOj<^P>xS6|)y>2T_^
zTX)B{cWhuha=zx-8`m)C&vbp?%_A<aUL{w3b^rNtZdUsAd|Ab|oh#4BzMJ?s(4qK*
zV{zl7Gw;0?FUoMq`u#CB_FMbstD`HvXsAz&kEZA7+kb_}I#u@Hin;!<`)mICv@;7H
zJJ-lA9^J4c^~^(k(z%39N89#<MV^XWnpxS5Hv6t_`t>+yWy<JLEJb(aXWsyOc?%;m
zIdgZnnH@UN_d;kzO!w5!zTWP%iMyY~)gWub(}nExfiUyXH^VZUo11gb#f7uqUsz)}
z)ZtigF#bqE)0gakC(#)XRO~~88a$U29Q>2<Fv)kY$XXxx=vRP09{GFn`;?1|mQK5V
zFaJQGxBvRWQ{MvG>nGN1r%cLmUo)|MP*j|E{I5($mza3Lk@tgNhuj?Y{*~EoaCyS0
z4NFr)+aLbEa}Aq`<-W2OZ0d4|yleYm#dW_z*}A!>7ZsMO@BPf;)y1?g(g&t3l=;qI
zva{>t$pjW<<Gj^BHmv)BuMQUFH_QrJyfVY3vT{`MkQKE>4#_h!hLIcwC5I8|C0-1d
zyUd7K?-m(!ec7jn+ml+}ZeF!;cKEU%8Lwt#R0=Q7uyx!;cgB;?EqF}6s+vZ*x?_oH
zbWq@2?(n(`4llbx>bz2>UH|c8_F(54YNlq5zF`t2%uw)Q@5M>I9fP++boF*NIYJFR
z;m|YG6hXv-$70HrqVlbIJ&X;0&t?7B#@<RQYdh(2ta7f86N7Ebq1sxPoYD$yHMU5Y
zaF{jx__MQ-+j`8Y<;wB!$BfSZ?mYffSGp#{_1l#@-kytwom7pnwJLg%G5FS*3y+1T
zsXyC8N3Rq=u8ynTzd=;c6Evc2<>Hj0(iergL+W#rY^5cv$Vrdmp4EJs;`CbfD1Xu3
z4YA7xH5BiSnT&KMr)~T9Q|8#8{ha9$k#X%=Jipcd(F%ts>0(mK8AU&zlYtI_-1mlY
zY^_y)#oJ#X*L|WXzt}ORQ&xy~F7i}gnfH)ky1}Gx`at;l0Qn~iKR;Eii)A|AwlE8r
zkhk{1PMqYiT*6`9Ca`pRneex$#a@vLjGqvPzBO(JqEj%sMY+lx@Qx+?>T2-X>|<h%
zYoPp0#+!4%hi#}&gsE^2E54-n>D{#yo8zD>m)L?@y$B`Opch{Uh_fJ7yZXuqMm4i2
z&yv`*lpC!D=Y05a1N5p6ZCV{3(%*?E&qV96ZGEacsN-Vnj9e{|i?8&M7Xoza&7bRN
zD{C$C;lB~`GyaXmQ9v51XAl&DB{ogk3>AX#7PyH|e~r~9fG_WY%X41fu^fuGj%GEl
zMIxO`EG%_Zj?;`}g%|A<v`9$Rt>W*G0wn*WYF=d`V+LdKukh_RmGP;#!+5E<fmomT
z)Rq2V;+ZNH%GZ4g7Ah)4&&I*F&l~Mld|y(8oO%E*&yKDTsXEdsRO7p{_64Z_9d<1Y
z9C!{%L6>f*RWkm=jFlLajFE}AC$N0Do=L2dXbL_&7yjPn79yjME<VkoU*{3`Tk!=~
zAO6t+!F7;;4(0b~+hK))?L9kUN~?N<s)INc5WUGYW?`fD&l8X#6OLra@<t0donT>e
zpCsF;PPP<Y0W(Hk;bfoRzt;tw(@dOV8J{y{8Mda#A1VtbI|(wUDHH-$ZL@aGV9fRz
zpCQRXe6+~S5+np%!<c0&KkTFXG)vlHUOWqmnyN#Dn~MGEJGh$bFpt#kN{RaDs(FmZ
zJeh)KuU7!DnyMS!%pT#{lZ5}cWB)V)TueEV#nhp-!<x!O+aF4WWm;l*(JgSOTlqQ*
zzcdQDllca5L6lscv;vtx;~T!Wt0}J8Q!jTBt;qBTyqLH)L}(G|VM@?vAY3C_FWI;P
z+}--bpdO2+^wV+@!lbQ`DV9~7h)+NRU-Rd!Wa%jDFuD-yxMYotc><{aRUuJr5JOB{
zd4k7V30aS&j61Hzxt63}S24+n4gjb7Z0MSR3>*vOq~YpWkr2!D4sZeuYk@KyX@6Pi
z1qSu3Nkc?hw{w9|EloLN9p5%?!DF{8pYbW(m2;b26WcvT9S1{S1xiK)X*vz0ooirs
z7V}Hnkw&Ixqvg-tXW%8qQ?^4}yg4o%Q0VL=>49|QNc$%D4q_aaKF`%q6%Xe87MUCv
z+^z?F>2Nsx_a=dQY8yD~-pMi)b_oCbjI*+lLw?dui`mY^-jBr}!%RJSp@`(ScKS>P
zwBZdJIG`Tnw6H}eqonb>h>lvf2hx?)as0q&wF64ijasz-6Wp4Kqw5LyIJsiQw@tfs
zzY9-vP5;5QeQO#052z~U8pwmh)=Jeaq2&kc0S`h?DlECoFUQl7Y3UN50JUJ1^4jaY
zniRimM0qQW`X3nH`)fpt94MxjTmyny;j*(PwiIOQmAU1rC&rALQ4<|+G{XNbM7QWI
zF)Evd1-MerzR8G=>STAV@0UorRDM0sq-sikk5J0GccDkMkgvS=oVh{I#^*w4TRF4o
zv2<A#lBi~7M|O$=fz>o?PQbQ4bqjv$NZQ42^^<<(!)NJy=w}VAX_|iT2RtTAVQs@Q
zwc0J?vZf4nj58=XJH76V>IpD3SN1dMEA4qTqD{j+y*{h&x|ZatBwum<@|{wHdSM8e
z)$AU{g@k5FI&yFk`5qw^q6o0#Fb6uum)3nlJS!02-{8M#M&bGItzp_0M13Bt62i+m
zBvnYprC@q3mm_BvxH6tmtP_zoL#tY7rG1W!OHJO6ePM@6`vvT`fF8yRw1)AZ4oNSK
zZ;L1@RPM3b4H0Nuy`P^n2@U0-OH8~iBZg4MdSQ$oEM?IkaW7eZEDTnykF?4L{NKPb
z>;<Rf^4G*fTqyzn=B9CykiF?DhL==w8mN<5<M#2OgQoVFyc;a~QC9pY_P9Xl!f7PT
zO$^>i25KHPX!C8U%C4CMLm^LwZCK8UEqX{JgLd#F(rk2Q!rO6FC;@$2*dr>w;*Ui2
zvFG*fbIL?qxSqb2>p$oG3&uyB0FJp#<t4|MKib7ue82GP%7hW#H3<9PBf1suW_kVq
z^SiYH`}yoqfzordXO;N8XjGy}$4c%BoHrdGKp{fOKS5$uhKXnr<vv8ALX_K$II06U
zKA}MQQz2RZ);^?CRoPY<yOrLpWMtxnyLALIu14S!NZ0fwyC$Bdsr#VBYyKM70K@l*
zKFQLE?VG<s?CEje5q13OW}#9W+XERJp#q4yt{Z-9HSSXj20cXQ(diMGY`brZ-bkDr
zC5cWku#L><rA+q;YfJBHH@#&UB7>l@|Dka*A`o4kgbZARM0x_{FSmwHrLA41WZxt`
z`Es%=Q5m9MuEt#IJ{$&!`VeM)96h-gE4$jS`iOIEE5X)QReC90DD;~D5Se*s;Dsuc
z7uPV_qVQ;_&>ry|XjjY}y7mzWy{y;^me@_S&S2KJ4qaXY-`app|MP;Z>@j@LM%Y(+
z*!4B!h#HYGE#nWoDFn>eXmhVs1!37;M?>iiEa(xsfIR@Rj_QTx$)cV5Y1C=OU`zMx
zsS@;k&>xj2fjlb(QczbE_U<cA6yZaxuqnf_agSQ((_iY8w`nJhBmQlW_}e65HFp62
z9e6vECmm41m$;|%ITkHEBUE#$ji|w=ZpnLxb{IgIxl=SJ2-?7dMp-O(X<QE>F^L)P
z%5hGpwJhcRRB72SBtT1y-tRB@;z&Q{%DC4Q6$aFcB}4{ol6}vD5*#N2h51ascQz6f
zeQXx~pw;g(BnRq759E|E>*-cwU%dw<4Z?{N4V9vmMqxU*-Qw!=(vAWZpMP~k=+Z1Y
zd!0`v$shwftxiU&)A{6DRNAj?)8Wk{P--ODde`#MxdZKG-jm(?h<+<md03X#<7lT4
zRI9#{r%7$NjEsq}utz=n8kW<BXs2<YuOL&0SQhoO{RHG=6w0;}l=mR3KGWRV^|dPD
zY<4`8xMf*XG~(2(!=RDbacqHSo0o1uREw)_km)%6-C@aNmXX7ScG_5~VREiP+pJuv
z*1x3P85;H$x!JRGYn!r9O)u5{<LIep7tr>2f(z?MU(bKUdDx1#W&=lsVRs0T+yELJ
zb_f%P=Yjo3wYW<e>6d>s2cg!y-W_U4BBOv+yXB__zYc4HXWJfVe0zeP646ha*1G`>
z-4qk{&7fM-rY+NJOUv<X1T=8?A1&c~r4GzrYGY*-uEwSZlK2@p+f6UJ15;j~2jlC&
zv0~9P2vUL;r0N;M7{J{noSbHLX7jR<^IREut@$;o29|N2x%VBC+DMi*u|qZyH<`{>
z3%L!@eB;WG)~2N`M2c_(&3SY?pq7csCy9H`d3MS+W6@;*b2I`a#L(rTKS_j*y4=$=
zoh<87=^UYGH1rj4<Y|nvijml>tfJHCza~KFXv*ihcT9=(6hCk!MmVZW^^4+s4#;O^
ztIC+_QHSolVlncu9jtjWfiQj;MR}u_tb~qb81SNa%#cN?^yjKK2?!ZxJjs-TaBtxr
zy>g-am0oCYfY$MBtzFu*g$7!7+Abt7Fj{E3zxjza-?e_TW5=qWu&^DH8CqM^S0X{b
zIjVGlZm`WfTCgWL{>v+rRTP7U|B13`LCsfvzAVm9@{Z|OWxb0Q5PwV61QXfb4l{b7
zuFrrNfO!_L;YIIPe?`hGwRe4aP#Kqf`1W{zLzqx?_q&AqdJWFbkwJw42h_FNB^}U_
zAYq2hx-%mf>=MkqEg4&6R%@Q3+gc%yR@HN`)*>tcelu+JX12%fUMOM#1?q~Wu;>*k
z)zq|7k@#y`tW2hy#1;1l2eM4%itY~Yzkp)b`1{;c7Q{0OQCXihs!1|o#1wAKJM-6~
zT@<Q$)0#Tfizp(r2cG%57f~00mQ4)mrdoJ2W>llnQUq17&&VV;nDt7&Za-@DoM)7X
z+t~-&k3@mu?`j(^J&>0e#+vu{U7bN<Nw|h*_>9hMR&5YK<fKWA$mB-;yr_1ttEor(
zZT1e1bC1)z$4%O8A?o#=-2iJ=Du-IHceULFPbivU8_f(?5PP0D&9z7=Z=N%o{&Zj7
z_gLlX+e&7cu`%sGMXNf5bK~|)*RV`RtKnFgUR0zIM)MhGs)0tp#<4T;wcD-noLIT8
zl~o&MbsP1j^{Ud)lUd;0ZuX*#5KR|!Ee&3Q?rKoscQQ8DOh>aR2jsfN0!Bg!_@_t0
zG!yi8QL7cjGj03)W_+JT7*yP|A4ZhzLTIXr6a6ADo3{KF5^vM+Z&&)uY}%R6=9z%i
z@!aX&kr4~%<+8p-t#*OuV|0mWzw!BV4DeXKXS=F9h@O_UB`^82iP#2H3+xjllB3wY
z>H$YjRQZ1bALT^egMK0pOz5q_KfEnPr&RAmv)fb~`Nq!o!^*g%13L#_-m|mpZr*-^
z@SSgUmYaPRb(2Tu>wjJXo2c`>A#}~NRG-6lV&@z$AAEK{G@(s7{(m19zyC~3Dd~7&
z7jT-%WjvHvrT%t3K74xihPw5eLKoFm%(OWMoq$52eFJw<n?9A6U$Rtb=Z)V~HsVSD
z0safOBMsN*#U|PE22Fqaap4Qytb6&gG2UNkTB+S>kt6HM<e?`QKkTYlmfBG?c+15t
z4}24f8#|whTN6cjbrS78p^g0m=dSPKWzRf%gXLKVC;m+MFhK5+uyM<W-ITEP#HJhg
zG21+L*24PaTU%2%l|G!l^!wx($<h8@Qw-t{Trc*wj?Gh6V(Ig1Nk@(NH+z<J?}_ON
zsUc@W=FWOL{bOQ#&Vnk-x|hKlxU6#vIgHGXbcJ1hQ^WWrpPx8vd3$XBn-Be((HX-Y
z8H;}piLzu&FR^+M`}2pb#&iGX=gSU;S2><x+uKhV$p*Q$6|K|)135Rd*<XIW`gzdl
z<+{oQY~9A$H*4AUkhR3kmLZ~PIC7fDdxJNb-*IK(!kZ)IxA#_dzaPCg@6oYS%_#+w
z&pn9zjtp^AmQaOF6CJJG7<t+bk!>x6PN8Yp9yG0W%4vU(?k6$(4}H}5jjbqt-g2V#
z=~<FCB6QzrkASqK<WX1t`zEHjRQz{;L-9oZtY7!{up?Hfb%9g1cP3xU-$R*D!eE`H
zw4ZnDts9PRV_ZpdTC#BT>wmK@sa|D5IAa_L@FqI8zPfkAf!Er$`%1ycf^eI-nwY&8
zmoV|cLb{j`vS}1uq|3LzR-fZ`f%E@{%1wu_A^n5OcOqw+MJ>o-1&93<4IYMM^+N1-
z{n|dHq8n~mra*Ls3A@t3%+sikcQ&8VjSGLlH)R}$L$jncd{2Qvy|GDq?SjDi;k0Z#
z?&V3WjB<~aax-vxs31|axL{wjSI0X>lZWK(zd(2$o~F_u<F*Dxx7Z$9R0F#gv%O#8
zg>01Pe6JdmawFZF`iSz>r~vXKEjZB3rq?temF+^HAni?13CFDRZCfl*##cjuyX!HZ
z9oxF$=L_fw?Lz%LdSV&!(i$!K*f+bJ7FKH+y|JHb%k6m>zrdIdeFW>+EC$>a_4@?j
z5-8#tuQe&GP6E*KUQwW+e`!-{7TV;3g!w@nYd<9~=2#LKP3MVIJC%WGoAF`m4gutQ
zy&bVf@Z3HkYC1=!>RQ#f+fP2KjNZT=2&U}jC)NZRZalF#)~NWV<4MSsn~KyH^^z8=
zWM;?ro&2@n9MvQVAl<h51O(D&wdSu6kV=pNUuk@w2q*&y?cO=Hd_ml0v)&slT&u3o
zv!%|Eiv@a#I8FRA7kxX)g%?=P^Vx2JZld+_I#CmZOT4>92h?q~s=Hdq_9E8tU8&MH
zsm_HcUm?hdTridOu9CgKBY0rPW2@(1@R7^3Z_@EmCP}`5a5C*%$I>VrN{j)z(tDU%
z%Y+b$tZ*+yu^vpBSpNj8b-wS=bQa95u1v_ohj^x4_K)u9JrZt@X09*~JP8`DD8o-A
z<Nmeg@#vgz`OZA#pbQ^E&?fz(xNV`eWx-#PaF3@V*J@E&?5z&AIs8<Q(Elyih7E0k
z@z|ey=TS{Xcx5O2x)~=%owzFcwyzSwuXIwY{h1KYHEtGdN9BJt=}1Q3RT=18U9~(N
z4{h3+8Z6~kz~`Q@FFgc`rQI+gYS-qs5I5!<j()>$q9;@FElsL1VBp)a9TH(0jy|_9
zyNsPfkfuSGM$7E7ZM&+=w$)|Zw(Tz4wr$(CZ5v-<dSYT`w*R}z#f`|w+`Jh#?sHDB
zz=Dll!nNfTMNVkISZ6Xg@Blt64{0ivIaw*c_y%5qMVVJ0qij9RSC)zG7Lt7sHLQic
zi7x0Poz$`EYv(So6Lb&}A5)wqj(8lpYS_C_;#CH&Vl|>d8d($PqGu`r5Nr!LrMR~X
zT5cJ-!SpD%g>Q)SOkuxMaHmHchXh_u<kgl7Ovp@rz8uejn*7$M5ZKvz;?k;57i*7-
z<_jn#@-y7&$Q7%h)nR`EMc+BsV~$X>O6^vo>F-=$vjF?dzbZA@TZqNpu?T94ev1PR
zZH-}UwFYP6EY}(sqwk8u1?|i1<}jB#R+T<(JC^*f$sYmh@E3Ybb}o#ich~|Caqn0U
z6xxOrtZ3B0^@)6b*aR@!ZDDeWh23`clB^<I55@5EgBrKLE})Y);snDzc-T+sQvVua
z%}80#Eo2R==|t34<ZSjYjPMk7gX%WbAWw}OrZ2>!(*8pK{sXrY<%*c*R2%n&U;e#N
zD-zxG=8pKSiQNaIrXihN^L+Z@HPH81*muYpFts%~;Ts^D@(;YtM13-6h2CncJ^c;~
z*spVu!cVwUId|9|X5s?+b&1r58O##;tume|Imiw-8)=8^K#QCJ#!GvNZ#CqI&uVL%
zVYeB(1DFb)h%4+(!(-xjOf3y=A9H#db$d$@c~(+TD+xhAhn7vZoFv-_wX69x_FZm+
z?c18&9Xx61re0ke;-T}9iuIOevW3}vFa)%kP^J)$UFEe5QQ3ZAg2~Taq|{A?6G10t
z(oAb^gy3*W(ku<p=U4IS*|Hw<budd+RFQl(74kGu9+>tQ{Vc^}w^zVP@p<;faaoIw
zc`uG9EKt=rlf4B8V+2x4>pC+@*i69N86~QeS8QZulcI2^Bn{CKR<H8O!kR+-36$*E
zW5A(7oJg|Ek;1>*CAjh-sk^c!dHkj@!R)E%Ne<}CfsGjEK&q7w)RaHR04_%jj%Fid
zH*)MedajZxV)@pAiteK<iWdQy(Gi5yDGZzQOREAuWpKXpmjS+}$&H;&K#ulena(pB
zWfbp4nS0(@$f90QoatT<RAV%F?ddwgvEu_O^kZ8*aksH>^u#x_6RuL%G^=f7GRISv
z)mMa=tD&6=AKe$_!?(=|GB2%#qTggW*q5}Eu#0>td_E$-{Z7euKoBpZv8?}wQL1L6
z@rj6%-m3cz(c`@iobd|m%aNP=11K>ciT^i_k9gY*H`tCW%p4j7RqW{DbPWU)*`)po
zJRljMwM47B$785LNTG2KKu~92@Z_&NgGbdX{cGpnEHj$?fZuG_?iujw&&1fGpRzl$
zJ72^wCp-y3z#Y9krzvff8uWtBIOm9lMR$coewp*-DPXL{igqDUB{%=<f&`(mU&hw1
zn9<hH0NEXdj6qJ^yJP;|Q!}F7OX=aCqk_=%sX$JCgpbd7ZDUi`@mK-St~-xnXL7i|
zYtA?EAxHQTM1GG7X;NOH(l49e9ipKvYs=HqUE4GQsod|}-C-*}zLPy(J~oSy0%bpi
zJ?=o(q4K47=jFOOsj~#BVWMJ}R9vZEa<Bc$Q51z`>^@WQ4I!?wx4noscqqr(t3-HB
z8VZlLcEetoZ+v8yWik-T=kls~&b#`7wKrHpSpUFz=G@XTz)WcpCylU=O8assybjg;
zO;SngBtrcFHr2TtizdnNO@RzhhJyR&$GwatK$=#THr@uAt}s*?ifJR5Y6}arl5sm#
z%)0LhMcNt)T1pCJN&0ubxF<u#TU2tC`%6EYO>_Klrb4G12uItjo3&qY`wl5D`h=5p
zw=8vqF^#9|(FMzk7kV#C#>~Cmjn-U9HusA3<*OqQz@4#ylxkY=2L$i~nj!KDcj}W!
zNRiUa>v%GUR)8b^Swu-@L$o}=^c4NN9NT~l|DH8hu~CAzoFziiGO?#a;&MO%0ydg$
zf2elJ{FkIqP|F|KKm2vbyANYXVw7>63WQyhlvqn}E(4(kWo}`_+!(nUko?$K-Kz32
z<;@A%fK1^-AI?q<V+ui(?F~UE@pmR#@g4_1quX4*ospmp^$lNWQal^-7a!GMJ$10>
zwRtYqR#HKKbj~}ixjmnRUQnOiQ=asc#&py?tCwTsr~2O1o3tl4OMSNJ3z+6h5bhcg
zIC}6W8eqvS&FvQBr*4`qneWS;F!@a#q9+hqG*RYXcve|WX?cDO+Tn17cvtI3EPRD8
zVaZ;qCzxKCbCP!Yb>|?zTBWnY(=JhUq~yqSG0xd?<@w5Q|J=tt4^o{-^Thbe_xgA6
zvLB*I038#dxIwqxpId3L+y3+c&<p3@O7kzaWyCA=B0J`A6j4nC2(<1Pe?QQxZ5K2f
zDhNx*MeYh0juxcuOT&KQM4X#nyiSl%{7!j)9yVd+7yXyKQQFz-u6)a&8LYiTjn)v*
zcjExXGTX+C3*fvVjuEZ5gsfZ34IZ6PVW9=CY(Kj86y%VAUP+!og*;QuRYl+RDlPUI
z@_G@EY|NTVyhYmpI{s&8PPa0K6l6-hP{)Bv+CIWo|GRw#6%dM*^Z@kX!suZ(HXAhW
ztVD<!!~8O_#@?ZPyW3zrTEuD@R50=q*!Tr}Oc+0V&f2GVog(9f{u<J=m1(NE6oSZV
zK&|LhXNnq9u<j3?m+rcR+-^Xff}G1IP0^^*_XGLA2`nI>Q>#_Ye_-SP`=I`<7#WNh
z{^hS2{*x-E|EP-jKdNH+zpDRHw5ZMdz8}i~0aeKUe=>}jfr)`p#?wq$X%^!e4w#;p
zG+!bS6%8B}4Xn5X7>1aPnz~Hl4601xRubxuZysuVL6U-Ku|^y*8E_JDcMueCJiUnL
z>AT<Uq}Ho%o7J?Y(@9q2E1%g3JO(K`2#_}rkUgkfG?2i-Zt5Bp&>9yskRzFy8`cj_
zoFs@`DA1pdzn&g9eYJ-44@6&cZ5ue^J4cb@krYA-O{4NkM{1W7!!6ygtn}R-@A0jx
zkA;)59_eOkeo<CC)XN^JD987OCdo<8VeE(xsK}5Jeh&8s2_w~ZzH0!fj98BQux9u!
zc`4qiNP$TnnB=Jbd%49M*BuV6+SX}2bnfC!Qid+7b=50f^^2IS^WHy)e9J8x&1Z%&
z7V-1mTn?Nd2gv}HB_ZdoqqjP{I|ChwohvxY6OzYeuiLeuVvC;|k}&EfTR&lWiuPfr
zF7zZLQ!NlBy;+3VGVVJOz;yGsM!Ll<qN5_=Bw$N+K^AOw+0cG?K{aAOVu2iAb|23F
z<dqHT*7@|RhVHL?X+WiXp2VEcLXlGS;>MaVr&PZpdl{$Lk$9e<;yFtuweONt(5|-N
zd3W`455e(k%b!z6N)~u6ng;Pexy|R6c)#r(u9`bOGSUil_vk!_FA*khP)9N@weyJY
z0CA{D(&)yR+>ekNYv@DgjO^gq<&%@jn8QR0@}V5RaA{5tTbddzwdc1Fi_w&{>-=<@
zk;>E?lUB$A(CEY3b`!ZW+*DT8Rjent;pOUa?lI0^zbs#NE$*;o;Du)3(%ia78dbaX
z%T`PSfSocmLxqkQX6;t3srkaPzH_Kdl07XXg@i$6+{RJs1upTzX{~9K>1s^8(GL^k
zvaganrb*0k(G-3j!%luC1uUuQ8GWA5`kEpW$SEI`UhqbiRFNI7tm7AagwKaha~LB<
z=A@o1P7+z-ry;&fBAs&EhK2C6PE@%w$cfwHQ(5;NJimZVb^i2<Tr(*rADQkg*2j5%
zHtP*~y_U1~w&PBU!ww$5x<3SOmX(R={>aa`OZISLIF(;6O2;tNVBh`t(BG2e-&*j8
z<bTziAovoMbTw(tr{a!&K;X6Gt<vR*Fv^YBbz0+Q?ugnmn{y!^3%OD<j88N8q<Biu
zkWsES<X`IrE_Gv^D54SJ99ck*v|tYuTUU=0mS>oHI{c~F&l|4)JcgigLCtlt=&9#t
zAwgcf3$poSq7s$c#vth;Bm-2b-)WH9FWrb)-=-!c_8uTq)_-rM0~`Py4jz&kO=AuI
zCrjB7{L{WaOBXi_98B<K0n%*6s!z%G6f)|h*(3x&O00s=4g9m1!4LiKVY&&rZVOn_
zyx%hj6ft8>I3j+g(1gPsnIXNyCMlbG&71pxGQ`qW=L7`u-F0d7<~NczS^EavH==^0
zBc^rzV*}H|@u`WaB;&^1lGon7c5dtFHwdF?GI^i74v#$43odk)8xoyhyj3JWV#RzS
zp`W-^z4!NY^;byI_A@@0C<duGw2Q1aUd{U6HCHaGqZ=sJ4bs$YNxAfI+Lx+@^~Jd`
zeP3;>y%sZH3w`s8DSn)BK@}SKMUtNUatdSCoM)r0CtiyD-IN@y_&>2$9_sOL^yajF
z`eZ35<<VezT>8QZ7b(kBsujuH%iarzp*9~pM~tN`8h2VvG2)d6m~f~&M>R!ouepkT
zJk<Wzy^m!VeyEOa?z~(ar|W*ilAR6K(ViD;r#wOl*`m)6b}B5HrWI>&Vf43)b8|xY
z{T%nb18tgE=QKR?kRJ)b(_Fj(tfOnbftuo{h`<i}?na~WCx~}3jZT$@<X*HcH3H3m
zXJUTpfKpX{o1S9X4XKOwVPP7loO7aFnI@*Te1bJ1+rQ2oM3bR4L!Y%|N`*mU-hbY{
zkV;AGvorQQGVEsRBC=eb(rWFokJ@m3?^-z?(}<327+J$;SSo&>4+9XFNw1U6KdpCV
zGSBbuZp71=H?nDL<#x1aoH)-}ws&~!+oHtnuEOZF4AiR!juO*}b}AROS{7oN`Tyb_
z_y|2^Ey0nn0hj#Q=7}={k@ORdlTS#KBPtzd@9}YiDjRL|Fw!#?vplW+F}!5s=EPwI
z|E{l)s{RAdQ|I2gzvnXT*-gDyV`b9zx|nC@EP94Rw4<4fV!+!gpUVTJ`PHazM(<ii
z1e+ga@z(Ij4Ow?GZMTGe`dp7pKE`-_nK>N}1sec+I;LWQvJ6i4OO-J5l}Ll1mC{B=
zzlM;hjQYR5jeWZ$2h@hc*cs~uQHi6-%sX_cX&Oq?pY|tR$(mg`J<~t3X|MMeU{KEL
z+w8O9OEph{Q_CYPK{GyfB@c;Uam4hlPcyXK0S8VLO%KYchK0}30K6%5aNMcy)US55
zY1>=6G#>jC+#6_8gpTwi>y>!aJ^BfeI3OCd{W9~Q+dQb`pD{%cg4J(66Xv<ZAa*MY
zeP(%xf?~Tq@L)T7e+Ou8uu>1~K#(iMdDOhA&LA1BZHP3frPf+sC5h)m!WcOAxEGVE
zg}ng0-Hg190c7vj7K@rH!KD#;)H~DYg`Vw`Nu3qt%`{JORB9n7d5gH{-SjO1$)|<C
zUUNmtKe`8voY?j}J31-DCC;0EEesm^d^CB5LUs5VdS^>^J2GdrU;I^y(zJ6Y(>={v
zx*!0;i&Nmg6!R|&eWKFv(vggfGBvA47ll8}B`r`^BD{VVvx7(QS?fq`L-;|3C?emm
zfRggDxcS1kaye8GhT4~Dd+h2-lT3vj*ey6?3chC(0aYEUs5h5AkPuI50=}q|9YOYq
z@Vx-K6Zm>acEamTgZdE}yF(1xha1Gx<z}r7(nOduwrw6B(edt~S}cGQW5vvkE*0$=
zY?~UJIDU45hYO-rgA2S@)Ihu4AE@c8z>jKoH*X9?#Mcwbs<nJqWy&_Oj~yv53pl)7
z`&xLZFLUR(KhS@c_8=@Ta5~H0Hr%uns5m@gJT2&;r_}FFdWX<X4<)&m-P_Tco(NFw
z396ex5U@71OS50pw$e02rG9fAF*4cl*wurpuERaX!P#48d{<65$I8)zs!4nHABW-0
zVKiDzsl9vC$vS`X+;{M6S>*IwPbcl_Vrhe-Uj9CEMc8HS2nBPk+*~}IW+3K7j(_$;
zr|`5$T84Zfz#Hb_T!;Khi30|eDFhc<2i9+GSIa)om2DjYeVs^N<B~43K=SjCP?|LN
zhtx=bu2Yd1B{p`5)Mo}wO-nC!+9sr-whwUQU5zlqPb}Zg2yam3pvB_;s=<~S0Hza!
z((&6vs2`8NH=h9piDnR%pX>{(Vw_g!5r7~<na&vk&f>KwO}&#^(?y)HM%8G64!+TD
zuam!jTa$S4n5%Nc{I&n85HBIg%_9!K2|_}`cVoz?zxVN#0v1=d9UKa|WSLI)r{Kjv
zd+-N%_@uEg!bT!*GtAqj*FL0rBXIGIe+DWelu{RlSVNw5ljO+<i2@JeywJTumj=}X
zO-K7T){!N4IB-TD`&YWLC($P|#uEV?{@QZBx8eIwAT)^i{Dmx(A|8D)W&I=l23&Vx
z{e)$nbC*`ADxQ0<=ywL^-$Ts)Ao&@d4=~rdxU_bi<-gr{>OfW%+L<v9>j%dz6?M0d
zjE0RS-2%<ilYIKgq~JXLz)Kh3nEODzyNCm{_EC-3uo90bo@;O!CdfP`T=snszOp=d
zMq0^s-su;CfJhh)$X7}+U`Jq}$M{e^#AWoOY_ajX1&i7KFDyzfP<qjRiQ4&F+Xc{s
zIhaRx5z!CM;WUGTtWG#heZIKuUSIlP(Ufg05Qpu&3wTs!Fc&t#^%E57#95)lI^nte
zrKmCEQU_J=D1uM`I4CWeDt0L{WEkr@M&nlJYka}ZtQd8klt3TtKJ4isb6&5oq8I!q
zgOK+2x?U&|k{4i+vEr`h-HA#+`hrOm2O_9m#_X-tfU8bUzvU~y+I=*OOTJp8)J4S|
zvSAoB^7hl9t~D)*wIrFr1%SpeS7wIBQYyM8zzs353NpU_#`7Gctx(B2mKsCX@}<#c
z%i^idDZv`2(KL$B%L}wT!YXwWMkf%93*8_fWEbEa`w~{qjE&l(tIEk>%<B~?!}cWR
zD^$a=EQopvZA#tuwlugt&TF@Kj=Zc`ID_^i;&4kpZ%@*XI2A}9hzI(uxh=O9YKX3Z
zSxPu%fnW<6OGi0v1wA+fA}&Y}VNmy02Sj_hg<aHvBQ2q608IzUe5S1s{sQ8RT}v=F
zVwdP3Ex?`uI3c&W0^>Fj`;8OkU<~1yrHE76#O6oniG&+(Javs!CV9697~!$Ew2_^j
z6r}?*j=>re0u=Z|V7i5Q|6-x+Z(N(XXuc&ol|-vbW*F^1m@|t)50Eu`8BDFP-X!bB
zYJH>fcp|R{!h2ge`3?f7bwg0?g&<|C295Dk|I++>Yf<iJ9t}vdxC%X(z`mZcBuw8-
zeN-Am5*kI-=a#|fTk^r>Mq9l{ioyj3)JV#teFsEpDk4r^=8a%y*-@YVUUEePK~iZ7
z0p)kw(~W!*!us8MZ063I^?`Wfh^9Uh;Bs9<VMU33+xsKVQMs=8GGoH<-3JNF0bSFQ
zE4zIuvz%)Ba-0#I)ALRc?OYJXa6)m3q;|nQ$vJ{nlb73+nKwJOL{j9>C+q_51Zn&o
z2wirOnc=h?vye=d0#)pnC+>h8t-iqEsZ98fNy)fv_-#78CB8e;@8%9^aPUg>ga&1i
zyWT6&szI?5eE9ImcD~_9SS5It*}UnLONV|&kHPsA!rQh&|NAC(uP6nZ713dVAfHtn
zC2Pph^QWa32oTfn<I5y^vc?CZ$dn`S)#CU)#WB~`E+twfS|*)_x5L>@Hkzaoy`1Jd
z8RX~*YqFzGni((Wm8e#6A{H?+26e|lIyhF795cCa<kcdtTv_<)o;ZEP*7RoBmS_((
zdfCI2i%%^FAeLDknv0oNiaUc}l4@>XXhwb_Z<PKrYleC;UsSw%k^gXK;uO1Om(VI~
zm4XR&)nBjN^O&_T&*%vb{&(9TxH^R;P<N``?~0Rod4*g8sw_z_z%o{Y^09^fJaBog
z<6r<-sm#)zAjJ?uu@wC!A_ELA-3JoPRc2bRNDRl_6pE+0XL;ch{l6LL2PVJ4g6tgW
z3yo?fvCKgbZka3dr&9T9?hDv6<EaXO{S1oa3NAs6(O|Fg4@m05$7fM!Gtl+OyyfBP
z_Tv@tOwI^U0vHl^LPM1U*33GWJ~<Wzz_4aI5sJ%f=PmdJ`bYI++6*;7W4h{K5ib<E
zOYu-P_vtAe-wlBvuptTNQhkcs^1<8kWl+GC<aA!RhwN*Yk2*m?!d{7dI2kWw=xk|o
z=Z_hqP~C5JPh{1DA|e<P(~UCvYRFYwtwQ?7{Er)v;k?wPgb~%GsqaE!Jem}ABPO+p
z--rul4F3LTQFQFgJqpVhF@^k_6a8(o)EB(+L<CLvgTQ{P=<Z)ZY#MRr4%6#^+!Lt!
z)&hH09pCEik%-_K2|cJ-sj!0~S99e~w>n8Fm-I-;@e3I}?+nL0pvL2)&rWkny7X3v
zuNAvrA&zRivRkBwMdQ#z2<Vr?zAAZ}zTr=bCee6xQXrVRJ$V(E=TAiKL_f$!aqGj~
zx#(e;bKDy;7>~U-O<=#?*_1I9YT7EENfgO@4@>?a3wfNdB;o2AYW(k5tfE+rH{gyg
zg;GybCiPA^<Cc8t?G?u6*c8xp75hA7yAtsdL&%xk04J`kdlRy~LnQS6ry6P(m})Ih
zRcVR4{1wbi=*}FRpEG+m6z0<AdI;VJGK7YhZ1Q~9sBOVVVO?_V0robst&N#PdJm@4
zvzIYEgYPFk;(eIJE^j=romGWM8TpT*z$s!`*Ory0Qd9-)kFs4JO-(@oSUEi1p(C5f
z*Lg?IJLrQ;_W2#<k#A^O0kMF6`41o~TI!*P5N0ib0nDf-xjS%U^4_`$1CTO-gw;i#
zj7oxx=#!{Hm{!Kh-hH4<jV}nCng)4ccP+ZH0gu%2J~^V9X5UN>B6{H8`Pvv7yUlFK
zaZDi%?tN&#fS|3*MraqKAsGBM1HyFU`?O~<DMhK^ltk4fn!f^X=kR(*K9PjCjd=C+
zD^wN&WYe@@v)?hTAr2>l6`>G<V=2nvKV%E7VFM4P$14;F%IHslpk&)J7=-o+2MD~s
zJdn{hpz<|?+6T`iankVVM826p;S{_RniKfmiT+St$A7YB)I84ZdPOy)7H|ht&+SyR
z!?ks#3A`A&*LfDAfH#6|u3zI9vA2{lt!fbWOt~w((iSA!PV)wALv5Qj<;yCgy-ApF
zx|~p6!#WFQEOJy7bLc&(!(u8#g70QK!ioD@1_&i>M=BW_&@4ZTzO@@STvpjXd_P$2
zzvO(enC)a?m3bSN(p@V4(O-dpH8Usvh3*fmW-sUgQTQ|T@sh}2%DN`~`95SWRV9|g
zTLfw`a?LS1GR0JRj^+)+Axq$37E^1VNapFE{N6t>eLYQO4ac}y=zgMk@Ar=~GR1ns
zDt<eHog!?!q)==cEJs}?P}!?{key~;;O<ZU!*yR|rCHBr)j?Ct^ZP-f(|HJPq=>?M
zL5OkG7Z1hWlhR)JuHC!A5->lbT=U^4&##tqeqnDrfXU`lw<?@>V)1@I)QTacK(bqu
z+-jGC4X^>1Y15jqg6r1icqs$dFxJj*lx_GJGV{=Z!)Z*tHxN&#y{xzwlwRMNY!wUk
z)XcdLi6&bq@64`+u~PT^eSfvmS~_lK-`^PKH@PLB$(5DsOLKSSetgBPJ#;<dEqw|J
z{tny7&~yd&B>QXgN7n1I2UM)qUQvCC!HK$IdxmD6dC&U-MFk)-zV(SkH%#GPmMnO%
zcYBcYfYXZdcSNRyOx*cax3>uQd3w2PW6h4NP3cqmVK#MI*(<knpgpvEfutD8LuYz}
zf$zuJwuR=%x^{S{BlXNGNQrqNxlbqpjfhvHa$xlXADpDJjkX#kL3xw-3n3kKQ@_==
z_Fve@uC3dXiR_cn_2xOna5#8sJgB;zT|36NEL^7ch6T|zvu+wwIbf&5jNYNiRdZpK
zi}F^YB!~Qok5l_*Pv!6hfGKEE@IGSkoJM%rnmdCg){Wg+M!weZ)K|`-JL^$Z_8@N_
z^BfU$>w6aBN}YItOu+AeOsRt!$HGI1jh@r8CTPiRCyuIhm<FHzGNF;vn~v$Ebf27c
zeJCLtPOB&AlO&OhUC9Ns`RZD4K-ppJ+IicODPZ_wave0j(Zw=WAgFk(^%{HwKKo%!
z!4r=K>$TbZvS+UOM?a-1|5n&3*QhodehNNUkz9q|XYKrj&(-=hq*XDo1=I5UD7VzD
zGyAKDBd(SQl%f2U4-XKV80RR7SE2nr#K=N}UDoa<aP1fw1wmuGan&w0#3B#-GaR|#
z1TS8oCVv1D%W#2v>#eEl=p-!YcpEC$dE{(n{>H>fw4_)o6~*%snk@MF!1z#gPg3|V
zt7M4Tdxm;CTpd>+b^Qpb=arUv?(My}p6|?i<dxp!*}1TN#(Ej5G454qr?-VSYY^&^
zrEkV!S1<claibLfAw4PST28OaOP%w=DGJ>6crg<<)@;yw+Oz9N11lW7+HW2@egj8^
z*GyX^b!pjoS$V@2XRv*k?(At|+sqHkhfDSP_qMXUTi5cp9q-l%vf!xRXcjxinJ0Ob
zQbo?)>o$8z;sk#xvSFaVQNX}x?Msar+Bw~h#BKL;npfVcX=}Ah<yPsi>!ZSR9{rNB
zvVipXiO6H##qs&fMKo;UY}fVbXfA&}BF@D*%CcP=RT*lJ>C0~YpX_$E_38iw6p~3>
zDC2dore752&zgTwI*#19a>FP|keNB9+@^i-eY<*R&ONwPFW@@Dp6kJwbL9+ePgO>B
zi42;Vi_nW4bEW_=I?xXEh`bms7Sbli#zZbpPyLe&*KR?jovWS4pthR6KBW-PUVf*S
zrGdKbktI`RzrIpCR4xU>a=0I$w%(}=9NL>^yR!+sJz0u0BW@f}WWD46W#G&rsx^hf
z*LLCf{&*k^qqn%Iy7hRPZJqjD+TC{d_0}dP8W{NLpJ+)}Ii0%=lFZzj$=E_sIFEbi
za<{cVG$Nt6pG6Wl-XAM0RQKL?wN$xH+;W5+NEf!SP=E4K`c|&DdC1qDl>TwK`G)xn
zpKF{8E7lS7Ftpod2jlBbA0JT_)4ZE<vt^~;(t&YJV!lk#dB;c$#29_*AcbK_{&5R(
zq~tnl9bWy659v9nW?yc|&YnFc{*;MHdU5I9;mW~y-Ewd(megvq+@m@S?DoK#>&PPY
zv*%7F_d0NF(>hTWaZKI5i(EJ~*v<%e2zdE|-Hvd%vCNO(o+W72a@N91!!mvzYX@Kk
zA7?3Q$l?vc-{0z8Bz9_NKAr4G!Wu;S#Vij`<{;8yYE@xJ0x630Pd~9VBV@ruX>OCL
z*boXEU=y4_xXD5D$tuyGz+5c<C?mHr`@A1lJkTWcRWFDBZBEb%aA-eK2V}}{hLOLj
z2<rqaMD&@DkS#cjl^vSR6mHGnf%x(+7;_N7NiN&CmwR#QVgN`@t|lbjk2ei%9%B|4
zD929O<7xx+Dfs4gyiBrQ5YYeBqBOd+z?UkHBG}12R+&BXtGq3rI-G{JDjcc%ZPkNj
z6AY>uUEjduCy`8(uBw^Sw8D_*)XdB|J%#m@iSh`SH+%%Awv*%nv~BP8ICpBYahyhF
zhYzLphoa%GmoXD-mWo7|5^6MO4DOoaMzVtnTqNk%QEX`6@4y?FC_eD11-V6tflRA9
zczkl2<#Z^1+ou@Ko|I>n%jwnlo7rbl?n^ba-c;{M=v6x<?;<JIcwO&nkp5)3?)b84
zeHLHW3FI*Ko{7szXX0B*5=&5x>3*uEt@Nwymo67WToC_IkMf)k3)QxeO}BM-`0UZS
z-R}MqN>-;pidSYUAY?g7#GN7Ek5XzBV{aSWwBHXj-EtqY9qGt!pBn+n*ZDc{X;!Jd
zr;C{7H1v|pS+~+#oaA=i3fOJFNTMD+)2SL*q9(=)vc1L*L8KN5=y<gJz+MF%ZGY|d
zu!0capz+Z}Ip2tKW7u@t?EX#mGUH?zanBe5Oe?%m&CMkc(wWzbl)drcz7`jr+Sz=1
zMB1URqB&7l{raQQQ%sSqwFi(NdHOcF78$?#MpF{Z|HkL@)yg#UGcg^VHF9ZW`F%Ug
zYc2JK@z|vW-YW+{FZgC+mTQ*33figcs27SI>+P^S6WpM&McHmpJI30_XtgKk0K@pL
zf{ekvW)YXb{>tt=i6{=Hw5#jv5Mius9hMu0U59EJ!z@bOlZ(JV9re5yaiLq1f^1Uz
z0C?y?lh0VmJJ~7BD&)7${={9(m}Cg(K12D)C^0|PW+Zv$ZV2x@(xY=v8T;4feYwWC
z!LS<+jJlJ0U1uo`H=-#KhOE;D(czB@hOGvmSL5Wx*BrpHAmM&D94cL;4i1E@-NG(!
z$Ar0@@OL3z&L3$j?0J+m&6ZsB(pVU+vI-&4blQoahsfdqh<(oEXa6|x937+#P+l|g
zkl|RGu+%s)*j29?k*V_ys0jB|lD`Bbo=_Z3&LnX?M(5VRA3mTP`rt<Z@Ik)x?s=gX
zrcb1+>r2_DKSN^OT*ZDs>jWeHzD3W&>C^j+BHYZ#%`Ap7$}2Rhtgv4PrwP@bdNpZ>
zJwOfc+BfEct&IB4|KQK`{{iBkT5jzASRs9^KJL62i^WbwxefKckML}={j<1#ulr8M
z7yMS<mw1BE-SBo5ASC7bdOW{<0|}nZeOXurM%7r@9II13%HVT^Q=W;#-QYEM<{0AM
z(eGBWxb{8K_`J`KCcTV97pRdM=GkaS4>;x?{Wt8Ttf^Vc=xez5m2pUwp5Cc$ENY=v
zY0CrX8^{%^0PSSe|B6iRQg?YsZ(ON(i6Zr6zjEGov$-#K@RH|CB&HXxp$oTcjw2>L
z$)(q3)3IsO>0MvN^_ox{s@=b1@cxGsZN+|2FjJrQUk)uTSb*ogzCQk&K_M4Ds|yHh
z&K-ph{(OJ`emaHZ`xMIeuFyP<Z13Jz)80?#BH|+PF}zLg#k~fI3x0ihVyGO78&Jq}
zriYRFnJt<!Ks{qemp9ZLYq6!5UhvIOcccZ@bST$6@zk>DUy^dNLFxVu@SSw4<qMxR
zUK%pcR+FXd)6Hu0Ar(m8RKKPDBg~DIAl!5J@S7#@dWztoZ%k?4cCEYr)MD#)2rthQ
zuRs)!)$8W%RIH=rtLDJ|^)iguk3q%Fn7`I_z=zTt53qF#&mxBXcRkjqS+2<Br@#OW
z!tV5walM!25v!7L{cm-W<d^MoR0qY;)s?huFRP>ReVXIFP*~<h)?mnTU?ssP$gbHx
zU)@$p<-ZZ6yQ(mx9*d(%Y=ik<m)u>vG5MS?x)8-(&@kLx(Dw)~%ZRy<a&<Xj16C-6
z>etWDGfMr?&a?W`W7!{Gq|ym+#6`67#@U`_t?B}%;sshs{)8@P(t|>Sdcx8INEd?P
z$R|JFXlYOnkX&=2`H@eIunm`DFxW<<*}TBEeEl>pLH;-y#`{vH-a{ivYwsjYFPjwl
z;`P5g+~&yND3~h436EJVIHXOg`uv)}P^7hdhI!D~!N8s4>G=Sxe+ibO!MaeJSM+|w
zDvAoy!C{q$KxEVYjmd4vwB#~L@bf<tsLBaC1+mHCpinB^a#RKH(Z=IpV412~cPo_z
z@RxRR>zXZZkjWv3RJW5#plq_DVUxl@1-TpE*k;5%p7lEcwn*o+lt^lESJ)IVo`IZ^
zc;vTzn?aPC@B!ZDFvQ_@47K^WqapGPHjNi`9%}Fmj|b@aLe9iiH&-(Tsc3O#uqK|-
zuoEA`q@sPba29aNQh)!}q`K2F#$<{7<|U2B5?eb>FbjavR40$Bj19AdfN;{l_G;R8
zlP@L=IB`I^U|9PMxm8bCXIugzMtpeZCl~>nC(12*zyrTBk8gIf_^Y;;kKv7E&Z{>J
zAD2=mW&SE~`D3bKNtFU8fT;3D(zpPaJN6=EaO8iG>f+e{g05;z0ynQ0|EUoCZeQ@N
z1aEmTj4Rulx_ry^VtHcw%OjQ#Pg)h=&AQoyVKrwk_ezmn7b|Wq!>&h!!A;wU0(<w-
zKAh+CevOW6;1Hi&7pCl?nQ)X)Vr%TAwby91YHDjamu`Yax-O+HU>TU)UdT#lC0hqb
z4oOQ7lsS?Ng(V)K#7obU0DvUf$goEQOKammK(CH9*eji9Cr-Ye2OFray3nsI_^=CA
zhHe~3k0ITd9QK)3mp^9K-P0JFmf~ao@$eC>0D@x<9i5CWMEfx(3MTVsk#?@(y&L}r
zU8&;VNcrh9ynmz`I~A+T8L({&JzabQx|qp#rRMu4Pbg}F`TfxL$~t<*O5psSK{y=>
zW1>l!_)?yYy~uAFFleeHITk|=$BAnPl{6r3@x3P>w8bKTv*5s|K<@r=*sc^U8Hvo%
z<L#%<w?vQ_Od*)_ubCEtL?`i&PQt`HOpIlSjKR26EE)!$7lDgXJ)d7F3IBa|u2F^d
zvT}DE9z}8b;Vf&;Ur%Vk-;afF0-F0O+^Rr%^#r|wn$aDBY$FW&Im8qp?ffJ1!~;z?
z?|&>I3B~c|YOL=+YJYKw7kY(LcLI86-H^Vn^thD?tRBmn9VxN$*TE}$hrqrd>}?t?
zZcJ7qL~_(A%$k2RMf7Pt%A>ppoK2B~%J+yEGN{bowO@Edv4|O0bC@5Ev=F=s_4NF8
z&Kp{jPpt-@{)OB=n4Na!RG>W6&p=z=$wsneoSwZ?Yq=IxAbZ2H^!K>XPG1){3u&%z
z=m?i%6Jw5K^5mMCLhm4fnDyc)gxP&`ynD<!Gaj0+n9!a+xAu=MqG6^l1NzcdK*_ZM
zgc#9=Sg<^Hni~K_9`x3N*~;!i-Ot;j#+;=+!F}pPYY5krC%5q}wOwO+YGG+L^q%G&
zWK6YV@rduC4>|cLU_cq4QCOi57Wi)+>i|gbXQmjQ*geyy|NiJN<SPUfL*xgJuk5}!
ziU6zFy8L`UbH5tYmVm%^cKPt9#ur@M(9!bA9EMo?S4cqr*yvOreC4&zhxrE|AeW$a
zdp-*;&LrdnhdSssnHhM;r^N`-lLDMr(c1&Zy}k!BtsTJ7!2QR%qBD8iPTu_pW-AMv
zgL}N&#CgS}h{mb)tETsINT;siM>3jKLVG6+u&X<e=SS3j+>NHBshPaLWgg6{T>yEB
zSzCNd5bjX8!Y=4{?SDBovA9yhOnSFpZrJK4glMg6|Ks^kJE2YTO0V@7A|>b>8e=TP
zYyDKV23Gb8X@{-=IQe%I&G7RbTmC*%&lNPr6QduRw=o>8za8gb`R3h78&-;UD8dM|
zjQb|Q2*d)@KdTh~$P1PxSfSx7dk+*FnPOO|*PRCbEuKPuzgxmKllRL>FHc+zq~l9Y
zc@Br8jub(##;;!&ls`<u<nH$(LBWHg4>TpPWjpX0A@g+A#IVJSz|v1eXDNr;n4SVb
zaey5w=Qy8zdZu}5;ah+Q625N9C|gmVDb@pM)$aXhmC-U98aI7S<50`G-`<h&lgK*q
zU}AvW0&(~LA>4Q95Kq3Dh_#A2QCk?16bY`nd%E%)MjAG)w!V~X%prKFtb2#0!?`EJ
zbG=0EOC}qu<m_i3P^F9p1&9SO=;|a8eG^F-0_psxY>byuz?V4NvU9VdL|=B%SuSmL
zWnLyeXZ~H4BQd#AN_z3CJa6HN_kO!xozlc088uO|pZy|6VOLP^6$Ho+H(O>YbhVK7
zJu;2au(@#485EsKW<L4>o|1oN%^=f`kAPE+Bdga(M~OcT<;<7PN+q4@C|BtHrUb$C
z{13RJK-Mf_?T~;Sr#a{SuwT@ht=?yL_`XXKjG^?<ymUQTw6w(q1zZ}mZeJRyhtX65
zfm8RK`IP%e<YD+pk25=8aZ>AfM1*!edXu5qjTd51nH4ThSVZ%Jiy`_L^rSHjYOWb!
zbExexxZ^X5Zp`er)~i`{v}xHRl+&+K{4Il(!%__u`v3%J{a4JlB8bl>p-k!^g6oJr
zgNHl+P`@Z{DMe?Hn;>C%nZYk=D%>#6t0zg0AN)@?cD#okeMqIFpb9t90;~=Gh@CK#
zBfma{o?OX2{Ic8<T{#N3DbWht4@u`{FHKQ`YY{nhumD(K;5{}c6i%PvMh<2S#^<PX
z<eO$BoVS_>0E#ndz8xf6!!JbCy)KcYznizgypGu=-&~n-A(ac(S;C_~zEI4|K&8-Q
z17+ZvCu8ty9KaQD{VJBNXEb{|HZTA#>@$5?|IMA(xApEwXWyAG*^zvoeoA&~S@-Db
z1^*LMuxjL=%up#hMJ_hv1Hn833o#rMJO|GKskyx%BAC^4N$ewqv)0zBjTCIpP_mLw
zwl+T`VI4Nt+PxSk96JpkP@lUhf7_jg?&=w4@0<gk-$3mT7(nh2RUUM$2C$`(spWXE
zO^sj5C)h>~nAD$;LeJ<f*$B=y<rG;Sa8|!V5rY|>#~^Hesf3b&Z;QC#uFZ!J!ae<j
z(8eJVH9DUmLaoPt315!wQY1Y<53OA_RCUeuu>kL+Y8`p$<V_$?G=up%MM}PHdqrRM
z07Yo!NzMp=jOg!vO7i-}Eg%?)=$-iI82~?x(Z_965$&U3;#NarR!&C?5oR>?Zyouj
z-Xx_)4%VV+d8`(D5>+-;RA&O~cfcDVw=WX)xnT@v{}weCu13fM>R{T6+=9rE33{jJ
zi8ht~l>jRMQtl)=Ghx3dYM$J!8g@l}xn<UL4gYadNyha<j@r;5FRnPZ1!zfh4127F
z98or4hoLGuCluNy{o|kAE*_)XN44O9!~Qw0Q;V-qJK}FuPgvxFREQ2lPI;3V@Rkvd
zQel)lK9Xd5UcNcYFIeg0u|UxXj#nFy1RCexcgbKLz#sokmi&axO}zn;)!xF3-6G-I
z&xo#dc8ZT|mo4J(A}#CP54p^mhI7}-uqe>^+&Ai{zmP!RO9*9AqLRAI_SBD0=ZP|a
znYZ~t0-^rz*%XO!uIiKYy0R(bOql=rJ6%xI;Oh$*FKqTTPr`1WMAv>4V=w0(MHQ2t
zs{IvM^ECjGfo6{vKR})ACnLbNS%^dnD@HKS8AWl70Qc^&at)bCwj)qa2{fIWC+8QK
zow=41*41W4t=uJDhrYyVDHTby%dU3pW)H69cSNhx5oUihXl@>Lc#&orCheJjtd-Yq
zaLynR8JW4Yxd&I-7jQ8Tmh4}X08k4tCJ$EI@ca{K3it|y2kKp&pgzhd@3f^=OU-$<
zW=Ty$UwE3<u?Fq@MZ9)*(M?b!nqNs<*f!P}Jr92pWqhJj-%c0#n*3mCgYBLJVfqnw
z_L6m?tjr1Lf;JU?k)`Dh5hLOn-zU6HqV$H>Bg8od28c`Q>Hq7>h$Lnh+QqeZx(#Q3
zRd8M)q!UBDWyw1bJjBV`DW(&WK3LuxP@i>bxkvm~AaRNp)ByW{r9^jrOx3TNx#?uD
zZJ%km0JE<!J=Z%@%<5(x_@+FX`&K<@@t&IhxqZ3ZmJ;|o&FR!_^ug~&NO!)1s}oD-
z8j(VNFe4+mAXy@<YdvSLmCnR@#d@mi^GZ%@H1Tnsga-M;#N<MDSXW+k59{{2Q;T<%
zX$VhMuhuvb{&%$}4A0xUp+vGNvNAPtx>%Fi_j|z#A*dtAi}ya{K`b}N*=-Fw*M35o
zHUh=t)@|8)PoK%KZKfa*xUr~Z83N+yZiZe?tf+ii^OG_ji*~(dVMS4}KTPL-VY(RM
ztaHhnd$;p!o*-2*;Thn%B2fl>2*0cO#gaZVjb5Hquolx{^7BrZFR;=W@`~l~()qd0
zz-#!?z!4b%XJcT&fa8Y9{@l{Ka*z^VQ#3uTB_wZ`KRYzl(|>~(NN>VhaCOu?YX_-%
zJ?awi^fynb>BD-41*(%D4#F6l;rcreC%4OadiUc&?LhfW*;AJdo`BlU$m}^!*NgDB
zE7hiFtFZpDw=g(Y6+i|j`Zpw5yII}iACW%kS=F$YSFyW!IF7p1!2M%kAJav=OiPK`
z{;vQRT4I>*&~0k^WE?RS<rof<mG9BJ*6Sz{du$Cifm99@3&%ItR=e2BY=%57XD1{G
zgT$u0x2)029_xPh=sf?dWjk89`^#CES2tVBvppbmv%7~@2Q)iNeI`tHx()F)pkud!
zWuYs(EPm!8(~Cb`m`!QuFm*0b?MKtmG3ceWq{KHx=IA~4RMhTRl<({{b5?q`aW0G3
zSK?cqBsFsb?cjL?mIxg(;4euii^HbnK2tulj+tF#|3D59!Ft^};tRM{y!^|3jfoAM
zQGefP%b*b*eWeuLpNzV5)F~H!K=V|^Llj|-X&(V(_GtpYvD0130=xLW;XZ7aX~HdW
zboz21lRU|I6^X}#Bji`Qp;)238v(xGJkJ+CU8K)ep_<Fpr0iyhR!mp|i|racEj%xZ
zY)$=^uHWhB?Qjo&iCO)h-cDsbOiUl1Q}b3h*XswFp!iUpSsy7=1^+4I;4{{zrR(25
zCp(e(p^vv&tm~+&bOd~-87wl&Gk-NM72+>7S0t{GLQYA@&NkJ$?A>BDSer$|ws=*X
zNy}}M=71~|B6`qU0(>{@8OQK@rrTA7HAHD}%FOtlVVRkGca{y_&LgTSF&;4*Q1}St
z_`U<V(^r#DwI^o%(&jHv`#qnvdumTl3r>@Lu)c-V$Yi<~8hTRa;#eJ$dx3b-X|b;h
z^Lk{M<f@wHirIezYI`DY+HUykp!D#!Gb{T1lwZ^;J(N^BPolD{8Mw5%e_~P7_^ZO*
z56|aIF-+ZJj__{b<Z%`|DzY43Y~J$i)$q${c_a5ep~c0Q7b=U@@UE6)CvFEw2cp8c
zaK{f1#_F;#gGk)!rdwZ#SUpNRMP?(Cw3{c@D6QIOS)700T@;2X)%sUPrvJE1*aRr5
zvP1o|n3Rjz`{%A*eDpsb)rMve{M_$|+x#r~kzAG%{xp{TBvJVZhT4l{_GH`*@MrNF
z)53n4QFgJrW>R4#-WS-Sc<Ejq!)SYNST)hRdKxCjWct`QA+BhY8ntw0kX>^*<I1Ps
zd}=-FyKz-nGCW_o>iTuK*NZ%TTXold<7D=Wp6Pu@7P4x<A~9#i8qs6njwd!Q!mi|b
zo_No6d1usdp!z^EMhJGkn2kKjpkgD5F44*yQyVu+x{eh3&9F>y>{(IC4txD6LScwC
zk@DkitEkvGz5LeZeO6onAJBp>bjQD~RPj)PTXf*cCbm@D1fHHc6>iy927TdCSvd?r
zB-AuRq>Up<Or(Pee<>5I%}B30^IWdt4BL*PYi*L1;6##$DD&C|T6C+K=c6Z8-|uYj
zvOO8=d*&SSEV2c4;FCL`(0vQU_N;z9d;ZwXPTE!bsaKdi7${X>o0Z${5BA7?PgaLE
zS4+u6Ft&|ip4c9KK3Ulag@5bu`4;?bQqgMb=H!zM+uYhIToiS4+@f?Pt9ns8aWckb
z6UFzX9z|u}V@YTaL)eWN=p07dr6v*a85{Eu<pzpxN`?xc=0W0RL_8lJ<e#*mWkp?P
z^~&H<Ic34zp~f&+S$E*();rpC)1jg8=+_H-d(5wy&E@kDr_4G@L!k9EDLFRCxv~AN
zos!C*lekWK-R?z868>sEHSOiT4qy1OGjrdIpa45fLZiZ!Z1<!pjxwuNOe=r=w&Kl_
zYn7U2CBaWHAwgp}BWC=%=G$dyVL8x!@p!iXei&H#OdY^g`Qow)zz>UIMFEdJ=`CH2
zzFXdBxjM`~f&6D1v%OKO3~`TiGMXq2`AZOL45`!Yn^`F;to;)`<hoK<({9}u)V;ye
zYrY2itUQI68<eMjEk^ZY99366mLi|c*^4U2pMbTBcI{ieUYV!Jb>J<2`i;4oDHwp!
z);Ts+*P-YA<QvwkQ;W&8RQRPso73C*vb43|{xUtf+w$!jt=iJNW6oCRKF|$<*zO={
zIR**fQ|q^E*JTuDQx`qc=~AP3`9k@5*SM0s5HeNVAp2B7X?O41fVD__WU4iy4uDkQ
zE|!<hh2~PFN>b3yIb9%O!a~E~^txZJw_Ch_sRG1|0<3D;xmbT_JV&JmezWkQ6D(i^
zEl(FTTC`qU%gV@};2i$h2iNjk86#(tC+|sFN)om6ZC-XPAN1I4zL4K;Y_8H;1(4c2
zq@L>1ZHmyH4B<}4w{dPzH@wqR%g%ftDyr=?Kpqsn$mvSlpVkqvPOb@Xipmnnhmm~u
z5qesk@Gh`6oEjbg^8OG-);hAemK*IVWu2_ofP<aB8}PY^OPU3oZiW8ipLdolSLded
zFl=RNPx9!{e-LqU$~b}XDYQznvUA@7pB=V#PaTR3RCY&T+cftdnl_3_#dJ(+Bf?WJ
z>a16O&N6y3thbhaO^bZ}Mj*RGqun;}0HBplNx^e&_CEK>+BkbDGmgf&U!ow0yDc}{
z>bzzEr()9a-d@qp0_lj<HN#8d;jv+swZ$Pz`^>6hA6SC<;?lKOr2Zp;nYvj0)X#OM
zo<2S7nq^OBsb<E?-2KksdsOWroN!7u3sn25OBmAlM`Wun^Yul*=YI_vMYv`N)%7|j
ze&x1PY-v;?A{UhBD`HnY3>T8os?k-#n-<`3fo${wzKM&8HT0=vkve$xt5Jx}dE(zZ
zxm3{SOs&P9N&oaF)%~*Tylk{!BHz{N1X?8$p%-3r<(mb};tSCh&{3|iipluF=-QL+
z9`DHROkHan-)=5H6mDKlvH@2Xsw55TJhy*;9%n?NX|pF)Ji?p8{+@_KlMZIk_BtN8
zCiZN5(RbML+xSF`U$FYOfy6X%4n}Hi&1Hu9x&2e25N=X?x5<FV?IXI&FN>AIR@Xx?
z-Y6q#d$_{OPPhyB&hJR@;@lr-&wRrfgQ%`cyU`tYm&=o>sMjl43OFr>4U>s?(fx1>
zOq^u)%++V`bTx=ya;}aj;IA$oJnfs|ow0@2b?jku{J7k14$QI0f!5UV8Kw-xHJIXR
zO5$E6B0&+HwW}rWq((dEI#r&HnD1?}PVv7}^_UCfu+~4{b`PZ=T!Z$JOtIQ<!`>42
zG16_-xVeiMSBKjm2_@pQ<hT!=Y7@!8wHS8Vc2<O3Cwjs-ZEarnfp?RE=~-l5e=C_$
zl76rn@zsj$j^2O%`iPpVE-68d{>$3l2cH9IGzy~0qG{8pbStk^K`rift0Zy5=WUL<
z=_NfQq`@YesYa)kth|iBX|t|zRcp95StSFn$=rGmPnttv^V>r_BvG5%kNN3f2F<?B
zwgqEst$pb+`gWTA+qJnK$RtH~aQgfwft!0w?gx9(2)j{CIm*?Hm#H%20;C=<(PD}4
zvD@b4lDQk~5}T4IDT=nWs`YXKkp8uW*423%(uTqk!AGbe>5d~-AEp7QYKzIi<6vG0
z-GyPC1^||C6$6fylM?dgkA?tO@)$pzs_|hL3SFhXT2WNR<p-nH|9&0?h97~=A2v;w
z{TUBTtNr%axk%5S4ry<TX1)dGJgh<?UKo01y=L;yqcnapDZgpmA9#;*sN@NVLt;pR
zhyWhW4BwCQAG<Ln0bGW^e&xy}WSI}DZ0P4fHAj>bjg68`wl?N|gI`OUAS{Qrd9fUt
zVGTckJvsjP!CF7|HfPqw&A>Udt7vh=jTJ9eryCQOn;yYnuU>nwfFt<enGz|>JM}x+
z2t|N2$Nj*Zi%U2$$`lb;gl%Sp!NRhO9mf{pQ&Uqf1^k5qlN&IP)(Ae`B#!gpK7#E}
z>AgJu)_FUlYlvk~Pz}$K-zLRR-!*%#5o}MsKhja<a@F*KPy%s#h|wqp_1c@Ax%}EA
zE}XN;6fLP+b2?NPCH4#gcEbyfoS737ox|@`XvN1S$;v5=9rC9MJ`C+WGos><A83J>
z{f5V^ASN8VH|-3Uz+?cvwYHD$4Lwis;)(4)yHaEDZCump3n3K)i|P0?(OpKqUjbyX
z$9fR>I6K%VdNUv*%Q{hPKb5e!1p-n6Tr)^3p;@;;Da(Y1*C?K?SE7q6x-m2VgPR=+
zL^Jf!5BJt=(s2dFA*G0msCC$#0$yskXGirn+!}t#5Fv24nAn>$)RAC6@q75c0AN6$
zzsXCh#C&hU2atb<X48jWk=`K0je{d=<a1xq*<W>d?54ON5j^sw@?#8k5tO}v7E1eX
zQ2wZfMA|+@`0pUZrk~j6tLO{13PGV&V2q1DQ~#{Te<1WUMs9?KDRapwq32prxqIHg
zPO4RKW!pA;0_lHQwQQ)2H=GxP7Nx+cE9iel1wytNYe3#M5LwKk&B*|~aXYk&P4r>#
zYH#vciD8Efw1jhuSWE*ws%TIe_@T5*Ti+&RS_#e?c`KS*0om1PzM&oVBBVf40Jj9{
z;uP~IMzL%n$Q#9`&#V%M+vg_xh;|HWT0i}3xn_*E4f%fR4|@7n0<>M#!ILTO?~0nd
z1m{+Mt)ynwS_5TygI+RdMT>RJ)r<ZFo8K_p13aN{ig-QQWoYGe1QC+q>JU@#L0BU5
z8AXv1jpoCn9d|caw|0nxEh?!DYA7zDu<+)$$%#=oKljWI5&vz2g@YDv5SZ7|8|!pp
z%m&@MV+@~n0FOvbQBm9wLnDsjV$h%AyeH7pg-+pDc9=zy6fj;4ws6<Dn(m}G3duVw
zz_*c)<SPxj4w@K1j-|NI65<jm%jLq5eULcM2sa=MED&O(2$OR_E^p|qB>h4#J5bUB
zC7Sezzj2XCC(a?|24-XbG8AiJYAVVd^+s=KGT%$6*OzGrGYQ|30;gPnTr7`3nLdtv
zbd0_@2=)(x9i!0u^+|M=!(16?nu1o?W!-p1{0#R}keGgha;=8OZPRHH{2TA#)M+>L
z&KNvqf%syZnyD-y_Z6--<40bEkvBl+Md<It5{iBX%8ui{xoP7of#AiKeyx%lzh`c|
zDv)PEX@AiAzT`%cfBAo-I!Qm8#$=Grb)Y`Ql|yR>v-^dw*|%z~h7m<xAMsTrEHJs`
zLXvy$kA3`2Z~gk7MucwGJS6{W(4=x8lvK1@90(n>gTu;`@nt^DD*9J$-KToZb1cH6
z2WSpzouy~b1e~@3yx^&pEwls#PpUs#4!3^K2MyR@c-*V56Z{a<$Fh01e={E@+9n!=
zSKR3FLI#MuQr(?5xdN5h)F2IcGl(X>BhLd6%<(QNyRe}T1n;5v5CVt_dWOdjO}Qv2
z_7{{mO3x6cTs*bJtX<VaxUV7u%4Db+xwhX%ASdilQWyvRODg^`ODw1lUHgiGbW-#q
zo_%sPmhUH>OVbtZh#i53_OXhd45<e(Jf$S`y9-A)G3eaUW9Y`EL%O|iQ5+TfM{zR`
zZVh*|$5VUvk~^X6zhKn!Hp^$=FHv(&WTv~}1;KZ8|0RdVNSAUt^`x{nvn3NI?Q@84
zO7!JRq(Yy7TG>A96+CnWDKS9TLFs!lYQg;TDCrRnk(K~zccZdZ_P_drvC`s%l_?nR
z(+EWLcf_YxDw@Sx*Qid-gP6Y)bh}LgVv$*gMZBz{Pi%lfd*tFSIDfD67Qg^CyTGdQ
znsvyvbU6WPFWsjY%{d1z+{Cv-gU#VBL4c1hb#2dS5e2j!@Mu4MmDaD}Me4cIEmcKl
zy`@Lccns2ro`ep0!0w-DG(s*WUvO8ZP7V(L(-)xi{UR0Ur!Hce+8#jZ#PM$_ym6m?
z(6}N9)vEMye{cB!H~1N_@sJ%Uf1wo2n?p1HF3@7vRl~J^FJP8ELGG)3ia{6V$m8q#
z{1>88qLVODRR~VMBY@ztN^|=G4L2a0+4e-z$unnh;p@<&vG5g7djdUYnWfAHWpdv@
zNUYF&3C~b62PGsRet`I7aCtC~hYgDC#GHaMc45{N5WVu51qR^Bs)SziWe}3mS)A7s
z8WM{8sU0fzCD#@S#ls7m->KA2cR5h|QJN|tY0yM%2I+z0tj8|^i;&1b5_y-#{?G}&
zvWD|kYGO_ba!Y7AHoNWPJ(I!Oe3*c`n#-1{l1?nh?eq^%q%qWn5?S$$6<35L+VNB>
zy`?y)I0LEsm%K;x`w5{cv9ki$3#_6tXatC=<`IWh4@0d`)Iz90fC~C(-s4MO5V}Fk
zt4hC?AjS(9#EZdUJGja`3(-VZAX${U3RTlXG>iUw{Ytf<sb|kyk!{}Mj9g(q8BgO>
zn%bQlC1CvRcHtkSDvKzjW^Y9@mrgPWeWfK4x(md5lf#E0!D;&;-A1nhyVd33QU=$A
zAcz-KMiZ|W`z(K}rkTVTCMQx+?$fc)WprI2A92_9jR#3QoiAPwqnI!O&om`49}HaX
z!~<PW0W<W(7uLdUZ%hO$s1h_>1`hrqvPb9{z9`$SO(5A7<l$c+9KQA0o65)?oy9zT
zE@P&+ksYC0F2I$(EsEZFGeQKGTPb^&mynI?z*k>a+co&71%~cA`2f#eBQ#NBnJxG?
zdSIQQTMvfFUgjCQ;p_uKU#jLbO{S$a;TaqkO@g6EYC6_2J@T47@$JLo1_yMTDFS!@
z<B)HOY;IeD2cp3ZOK57IJM=wTW|qnYcRjrM(_f6O47WyOlmj^hqafiF4lv>_1JQi$
zvP+n{QjjnLmC5(?Y(l04o-@9~J1(2{9Blb;#Ws^*+m{bS-G2vb`_xMl(kGCYlQcih
zq#VM^tt}BqyN73xz}yq5m?1HA9ut~zN{9FK1~O_-c?mY$LAaa;JsbRg8m<$+Ce8$m
z;}a(4#TxRWwKY|f8Ld*JD5+LJgd8netyZD3D}u_XMNz><5xH_QETYwwf(HVYKr7-_
z0Rg!xIwN91!~?>8MG&NNUm*}k*8k!8{GQKOm?j0kdHHPQX0fcD4uP8Fz=GR{pO1h4
z+=XY-1&mD~m6gvUJGDXJ$^JRZ&MDJ3dIrh9^|@KdIpZ%yPTTyPW(UO&poLtQFs-Yd
zDiKzAfxkCeccfCTz5eEme$Gs2Fo3ZK>Vm=PhJ($O8Px&D@@_c>ow$t-EUl0~n;Q%k
zrMV_<muueA_z{>jiForD#v4e75PXl+wF7{%zD6*{$7>iCeH^9+Nrv}Fc$6=&tzDJ$
zoAf@Jbhp?m+r>F<YshFev#ZU#yvH%m#kzB0*ck!$qq<tz6T}e4?^Pmi$JMob{GO|&
z9=Ps6_l+T2&62=L`WYk6MAsL?C{L`>Ez%>XTM`on_7CA%8(t>oaV{+JL@p=q3Gqnq
zV8)Jz&FvMg-x=TR-ovw;HWK&r_z_bN-*Os>>q0-xQ}PonthbDyheD)T0+S{hl(+Ta
zqwVG~URW@eX*sUtu#N)c4KKis@je*DSMj&IXc_wU4#u511Kaa<DtpE=sudwPvohFD
z7+xcqc9qCgenYsUoVpDkx2X4Jwro(nll;JE%5-C#%^kZGTHewb#sa6-wB08Tx!PtA
z9Sc!)n?2tlq0;q(xPC*=jT0r;GaM%Z6RML6D%1NGPceR9>;Fm$On2-5)~b)Fu8j5K
z$ISl1@27J^HQO}Bq^q9i{1SES<1F>9NSMbfs`UFIc}4NVgxwpx6GGyzMdvTDkknK<
z?D46oT(fF*U1e(J<8K-FcOx0Myd8*h@o%(J=MQwN{j8I7{l)ngUuIiexbczYSHoJ*
z{!Gai)D}&8gLW}Gg~g=?es&D;LY$FL%6ABvD7`Qzc34I5SHx}gSk7MV%KX~uldE%*
z?ZqD59u{FKoPRCiESdWv+U9%=x-?m8KmW(^!uI9@`M$eWvh6ub7R--*YV$me8kUHo
z?wyZ4Jl|{2;@HjZ7wvq#c7SgW2;bdl@V%-mvEO#;ByZp0zLcPrdY_>`+O^vBwYG~s
z7S)vG1s9Br6ukY~uL}V%ev?HRa4%yp%1H8_AUrNGcZ<i<G$bI${lyczh4$6a!S{OX
zH@DQT5LP+1y!dOSpF_Mhzr?YyH1q0C&*Y>C&z}ri+^YBKE012g(OKd5XG`UTSA5d$
zh2`;fl{f#2c+t~Y|I^*Xc;$)I2R_H+mD^7GRyoy`-+vn4xi_%GrKRckH3xmF-}$kl
zk;>vh*}fAlpGP(|+<X`@#v^r^ofqEy5yy%8XovHEnG*ZLXXpa_EB3d`ENQd(QXwW2
zOn~pS;KrIy{*pYeb~7}PjM0A5AF^}byILAZN-2G$kd9KC&Tui;Qz>1=HKfZmUBaSe
zGqA~|*&&@|Oz-Uht9nt52}M5VUT%FcO#inNy!54r0n#?J3B*wN<s3bwlk2`B5bt`3
z+raVFziZ)Q%}@fBel>D<Gn3rd10T}luZ`#l7&Wd6t~TQi@>iGUplgz_(_0kC(nn^Z
z_7g$TF*k9Fo29K$jipYiT!c9{QS!m8r27kzQFjBfnP`Ir88z`}6rX!coE3`Alx(m~
z*%U3(WJicHuilMC$fHJ-p*JFbzQph`rDhzm$NNc>A75no+sc5qWFDxpVk?GSMb0;2
zZU%-+MO(@jvVP&usD7Vf6al~PlUIa|8A8iKfd@xOyjfj7LaKR~MyN-Ls|0dqouDEK
zMwfnSGl9~(y8<CjK;*-9J_O4}wrj_H>Ck@k>^*Qfa`;d0b;eLp(T<%0?ucXyM%>k(
z48~@vE|N4dLkuXbdx~K|2fB+d=wUYc$i*AF$H<&9HB;^pHA<I*Xn9W5KOn$JU33eG
zJIZf8r=o2RIf+ljE2SC~Mf%mN1&#b^Mt}(a6(m@4y_4k99=F)ShN>J)nsT8P90F|B
z?Y1QbwHx9O*IX26W~PZn+y{=(a`cc~Pzn#0sr~A}{>gtxYLHaUVV|bp3T_#E-$=Tu
z)T@k)h+*`lSygY%>bVU^)4HHD^>Z)ED{Ti?7qB{R303l(|IF8vSfCQAS(8`@RS9FL
z+aP@f>t8BNjLsG&YMrNP=|k+vEd4q%i=xa#^CTkxT2jzPVIn7G#QHe+3bW6?&n%qP
zwS$!HGkE_~O0#O;fwiIv?7=s!qJVLAvr-U&ZD|A1GNM7K(UV`EEsE5+3oBO2HQFYi
zfBLS~r~x#dTA6A69GJsiPDpeLB;PG;42T-Q#nYy_Y{UD{9_u=ch+sy|>44TdF|i0y
z)HU*T&q$KeUDfNHXO@jxg^4W4`)YdiMa<nETXD=tjbmO`?1NwKAz}PBe<zKN8+VAT
zH>=yhA`8?wE{RK>APdaz_^n#e@c*D5ptX7swOKCKAyp7DsBW3n7y7#{)CgnqA(96M
z%{r$lB_2JE+@6(~uPCi+FnhV`)OnaLjQws#lHCQC7%1-s5MKF)L|&egdlZF>o5-L6
zG6BQHmlU|Dq+e1-jsCk~&SROt%cxmZ+_@EMV_=jVTC-TYL!jkDkh(~KhZD!<5{7nN
zFg!h=)<5e5G4svzoHpRpijJ2UR3#w(IoP-TK}N0FKtG8X?wutjgqE!E4IPAYJ6Qf1
zJIts$BA3>DfCSO69&4SqPUPGT@<hG9{_|W+>aXF`ndMyPUZ5PJ7tYe>$3XTZ-W9T}
z1V&}^b#AuXFrmS*0J7c93~5panW>~^$fObVW~|?&sTm;4gN!;WGfrKOo7YjzVy#o|
zW{Ycpz8l>n*A$x&f&BpRJBcx;V9WquS=n}y;h=Vx_y)#Y8O7MEr(40PSK$6E5~D!+
z`%w2}ETF&Wbum~wk1fM`Z-^Ro5dWB)-*-U@x?Y3rCUJ23J%RjB$b2bkwDX0FTXQ|#
zI*BEAC#T3|186Bw<{q46q&)(yQ<7Q%_dy%EMk(%b!MH#AgZ#50q-r($geSKBQ|=Ry
zAhS#+XgY}5-kY6dyq@ESd)}&nCKf?G;zw$Jouc=Th!Wid_~-|jx02jJa;1|Un<@pn
zG3h@KVK0NcRXU4&{&5}uvM?@4LD2jF#gDO9IL;4r=*p*HUJ{sfP*6qTQZ35L6*gYt
z%Z>?)!UclFDfNL#-B+u)Gnl<q1oFov%)XBv=j8fevbaJlFaUC{nHc(D{+&0V&K2vO
z#t+OBiQhp*bXgXh6=||+7$|=LMfyfSofeR6p`qX{Dhz0X(<oU4O|x>96Zd%|7N-<>
z*w5&eKV`AzVd5j1*joxDx(YSvH2PsJ!bz2YpeVwO*hXS2R5W$XMlQ}7#bY<uI+Qk$
zdhk&>s0b@;Ju0w19cgWnsD;)`-=oIUmINikzMj%;#yotw?}n(Aw~Y)GZAKY#ij+x9
zmB`s$Gt}KNwUftb%$}_fuZHz}kHrG9z}IPrG(~F6n7Em&s!&M|mwiwDhvU65G{<M&
z!WFkc{S}y!bS{&B4)!RAb*ed~>Nn(>A@qkTr6#(Y78ptD55Tt{M5B(PX?MW;^RxI|
zo*-^qVyDp6@sTg)a>sD%ZpL0w<D`l{ab`ljsRt_RP<rGqNZf(vUop>YlH<<&WFEIy
z8ZN_gG527?W5o=8wjMUW1=o3m2W>{P%v6C~pv*ZAA0J6&ke7_=!@(!23p0EYy4f){
z8x1`}oX)<`;pz>>#{aSJp<catB=CMEJo5g#(s%el8WSfh3Tqw<720M*N~dwcM8{om
z;4YnlD*3Q4mYFXS^9_hHQd$jVdv5RraXoDog=sV)7>0^2mp4|q(;(cjx{bW#hBS**
z*QXdxZBW>uuOf@UJ^^tTx(~g34#iUpy}bo_)F9z?a#;Fs&3DIl5sJUJZ~QrxouB`5
zPztg(Xn6sdJk7*g;D2$)3!Z)85b;w@kj|<*g6;7OsP02-Wv>u+@p^9l0N9qSmekaP
zt%IcdVFraKreWMS2D*pEIva@*7*lgfOeB0C<ECPL2rI^{gPg4`ly2M5>n1|173uzV
z%c%tmrcs0N)ig}$fUy~{2CyCtO3E<HVvM=J33SV)DXvQ05lr^}<6nMKaYHpL+C&Kj
z?TjyKA6h>^nW?JbaB$mUsWr7Rpz*OPFl4~R@}HJ7gyhzNZ*D%G5H-@@90145cme6I
zT-O}Q{)qKx#W3S4;3R_3e|vXHer&{W4Z^C9kXy&PalI{(aDOcNny}G;9Dy-qZoT`N
ztjm!)CAPPXj55&jf%X58%O`173c@O1XQVQXx}eDm(6N!sJcVCh)<PkIL7LBX9R*Kn
zKv)naYeuO-#-S;dSBkJmLBx^$Xugnp;Y{Vq{{v7<0|XQR000O8=WEwm;Mq>S11SIi
zXes~z2><{9FfU^-GA}SMFin|fR1;gY$7dMGi5Qp&icujGJNDQMq@nkU_gZ3apkoCE
z1q;$rW*9;2sEF7wq9S5L1wlYfycSeIY=9sTI#L5B5K^D-eR?0xT4$~OWv_MiUcdiu
z9UJ%z3_)}Vf@~rG@esuNb88v`K_CAd_sl6~#s3z30->CR_5EiCFI)r;muwmm+4?<c
z{Hz#<);Sq!=ZDu!1BXn=y8e04vy>_q$32hx{h${flMR~5tS4o=C*67gr9=0jUriO|
zy5FHAzKzL0x=g#k;oEi2qx8>Jucuu4%=oXHEa|y=Q7X4)emxYB1u6nkX<JuBw(|xo
zNFkG&kFLAQQh85w@LPAURXQVnq-g7)Wq#L+Oy(-{lV6JkW9NNdy=Q;2^R?9LNzIve
zuBR+|bF@9P--!Qij@>`vu<c!H&+ecVTfR8YEfX&d{QBSDwj+P}dvksfi#?evA5ULO
z7ag*`y5dL0p2p2tq3t;jtp#n!MQQszW8<FQ=hm40Bi@V}`?N{nd~wy>sqpU9=#y(W
zo@+;YH#7%4a$Q^;^88DWZ|SW11@zsWGvl1cg6nsa+@a`2FxSVf9~h7fW?Y_nN9?+w
z_)w>@kN;%ZY;$gVwV3%$+@4uF2DlwmCay|&gQ%h!jxy2~&VS;1)-lZCALFdA7yAk<
z%c`FavyW(>Tb9zp88ymnzzLF!J~=jr@QGh>ihk=>JkKTLu9SaS76i`g&zm>+e$-u)
z=U6so%{r&(DZk8_=D22AJT!CEI+wyQPFV7+QDMqiJp91-NB0lxuxias*B(YzNR3r{
zm(1<@%V)%7hlaH1lZ*cPQWM5~_F@0Y2P@{R`+x)v*}jz*WW2bv$!u7>)oJEj{el4(
zVn05{r9P~LyJH3&UfYO(mE$<0@POdqnu5h1d#oYWtQ}70617+IZ?0W5(IMpIk(2l0
zm94n5;_r_t+W<eePpkKAy}HV0(Dm(O;QbnS(+$@`E>~<17&be1-n#d_!MeAVUttZs
z9kZV~uXzDDL4Tv_v2~pWKMM|C?>Tv?WTLyXMwh*PT*thP@eKvJeYruM<>qS3%y{Rq
z=VSX%c(pQiP@%Wa@Dy;fbVJb2ojrvW4}5c_ov+uz$^~3U{uv}@<O1^U2v&YHbrLV?
z@bSCod(pZ%OMZP8Z@|ITuN#iKauc;S7k4Sv%t>Wl-m+p0a(G`VMUPG@jP0I2NWr0x
zQgX+fY5F||b0*#@r_N#6!gi$9da}bUl&c=kZTksdKZisme+v`(`^+%l_zX>x9C*d1
zRqnzLw)#IN0$PRYnXE&_<PSF}5Z#Rn13wGfClJ1E;MK7pM;xkmYqo;<{c8EF#WDy=
zJI{#v4i@D1Z}<j^#%{-0AKc7B2h95-NJNm@237mFwn{L-SHEAlwTrTvIqr{SntkH{
zjaN)_h&MdEfkfR0;iqKE4K@8)?!zv06Ds}-z;k8A>51RZbg;6B4W+C`ZC!d*ajOT~
zcYmbd+rZ1lO!aSius&jcAXIWwC1m@a_CakE4Uvk??EF^IavtXuk2Q-QCV;lO*;4kK
zdX=Yn>K}I0Q;_!!z;CQTc?9hke&8+W<tYa;9RHG}m)r8imb&*w!n-*@2{proZK@ef
zppmD%QcLCF0-5q7s>YP*{|3JRu?BK&Gd!G|`atVUEi?!Zbw+ahgXQDG%TUPGmQejJ
zq(qfV6`oA{aHi%1Bt8Uex~KSlI>am<oUf&bGi=Bk9Vh`QyJ*M4Ap;eQenJ=U@d0wl
zS3PQC^}wGi>2jeHmm4f#WuZ|kjl$r*jWGwzkhdP5cxZ0=Pn7X`(TeC=cJsXuBhh(a
zZzBk>iRI^as4738nnA?ScKahg{)Nt9YtpZu3!@6P<Q*`<4(XqcL0S|_)TyA5flR`a
zKF`q<2FRg9v=LB-C*8nNcDi(M(*0$(?>TagJtda8*`5(+ukmD!UKNg)*vwLBh3Y)h
zug4%Ayd;#H9rgIx$aGAmsFq2Cx5<<hcTMoa0Srqe<=ch8y(;NnrP<)_MU>I=Jy>H@
zKcG~qL&EaLPfE_(;HOUgl&Dq?HJ4k2w|6kEZRwS2BDkrJQ~amcy}MLvQLpR-P=6NV
zk*|TH4<)&2y--;I8|ufSi)pXc-j6_S+-wPQ^*?UGG&s@E4_US>GVUb0CLf3%@E}dA
zXmvM|mH-e*+$$%(=3@WD%5Us}8r4lb?k7=<m8TDv7q5nCFJ4g2Ism-@dW?~n3(hsF
z-i0f)t0lhdpQ|B;XC1ZK9byH}emD$cm9+<xQD$`wvYqWSTZJ3ikf9v`(3n1O<OpxP
zjq;vAdZYzW`gImgfF76rh9N7X98pf1IH^NDIOFwuugPPtnR<v=;1!BMa@^iRquHK8
z>2?BlZMe9Fk|kjE>jcX2N9|xU)PBsQTzG}XSd0ZGfJdX_*6X1aCH$}{$=GW>#|0~U
z4g6B1LXjiQW&EUG3e#F3=-Tl}JQwFw#qS<liYDEbD!SZX5nG=VTanDs{8S-kN=4ww
zoQXa19XgU|THr`L0_0ma=tqCZl|9k)IRw0XW0m{2Knp@OxnfQWB-T!@;RJ`LN%1TF
z%)&iJgnmUTluqA=v%WNdP(6N)r(wHpKl)Y>h;oY?-|^ii$~CY`CLD~)h+l2Ue~oyi
z6|Rvg-Mgt@>x2Hxs^`KC@J|&u!56<C+_v%UyZ1W9iN?e#4Y~@`e?kJhSPSl=n~ciI
z@(Bj@>`}GgWp)RwGyzdPEFK@qq+4<`K5QMzg4$vqkkgOxnyBIrO<<BvbdI4E-uXs#
z0fj)^3musaD1IAt-~8Sn+GkW;|EfHTDLv)Hv?`(k`4FlsS|nJvlApRU+IoLhKPpJy
zE2^NpI)Sr!*>F9%w(%K0*C5R0iGRb&+t(gHL<=S@mnvrVW95|rx>5=WJ46H<IyVnv
zj>Aljk($BXkh)YJ9Km8hn<VEwp}#-7K^<pB_9_OVyl@tsBPl*RFKz&$YJmcE%8Tqd
zGIS}HXI90vD^6#jVoz}$wZzh&cFCyl+w}w7?Zd4GNYDqKlmpF?nJB#m=pKX6LA07f
zlxSKsCRPIB5gh7)+YJ2}TXkwJd}dwDEw1-VG^!UIHnXgv5&@JpfKF{J2CI*lVFj<O
z(XGtz#JLetEOsimWQ|t4(5<&Zp}0A0Q#kT+q;usxu73HhjmQ?hepEAgqz3t@SN~R|
zE~!VzLU6>2-7{E4{^7wIjPY8|>B$6`WD=@(r9|%q^l5^`x*lc0XEYnoLfb`E7GX3$
z{TDJLz!LSXA5CN6XP@jP_f><#$@8%pEuT*}?(HKhK%rUq(UVgHJT0s#EGV-b;XJSc
zX&Sc9a5aq$3D1qg^zlRJuiZ>GRZz8v>oqX=Ri3xgHS6iSJ8Caof3a0uPYvjGV7#7s
z1GNoNavVaLO6TkljCGIiUY`zx<K*gwCMpzT9?um#!AT=WuVfEk;E{21fwGrqS1N|S
zL2cjs;-&V07Q5SKB8_dkWIZ;c+7}f|6+^hnLz5(NjBv3HH`}5VPDKrRGEW08U$jya
z3rpG1c0OeLd>XfSQW>y52855|UAIutjS7FlQNm3THu&NP<NN~|hZ_*(_>JB8dXrF_
z#oVG<&R)!Bx!&Yl{deWM9=ImwNr!-ViDt9<(1_43BzghY{ea#pjYro}4bAX;r7#Zs
zD8$0%3z`$MzyKXp`5Op_;mq~5f1%wqRA!b+c;mPWH#-+3wIPlcRW6JiHLG%>>}_xG
znfb4furMe^(W=^9fCwX@C^RgMr*E0gXm``!l%c_Z=zxf+>n}Jx*kQ+R_)LlO;Y<_p
z5QWyOT9GG}pkWqRrBmTb;3JLumz}XgLNGAxiX)CR)_DWDuaR1%L;gEdM%iJDVaBPN
z?Mh+^s%!+=2xIp?FxNzs`RW&XKu8H6F9GR~QO62d@x^}BTUH%k*}PgHwxTI!#5t53
zcI?R^G?1h+H82zNoD!;j@5z~7=2lAX)C93jmqkz`-1xArq)YMc<Kx&yH)uVZ+pgkL
z5Cd9@rQYI0{Jpf4M?ig1;NGVS>mljqGleXz=z~Pf!aOsAP;OZ(b@ovo4cUv$X+;_Z
z8f^>mmlFNMa72brTZU=Vbd=9;;-HMEM-%NBe}B$I&q~GKq$tdw+9PM?Ba3xN<|CL3
z9h5?1a2|*bK%2Gd<2eYCC*MC7QCwO4gPKz0LAR7P*4w;Wo2wY>0qy)nJ~cx4n%F88
z%CfzLE`0(V>0EbXEzovo$GD_R#VI58)MSysTjw~G;VRL<>@M*1C7M5wbwUeQF3p?G
z7jD;5<CRF%@y{szkt{gt2AbEadiuU$nEy{?wjg*6S{A9SMdtQS(K5J7{bsA^I{7e1
zhyT@%M0!9oO&i-3gF+OaL-3Bg)R$wL*IzJbIek>#<T?P5GH?W<{IJ)<Wq1{qUbGTw
ziy=h05u8;&_U{!ywaDg43+-uJ*Z#}RZ$*mT!qS8t$<~M9{7;JX<Xp29o?nIkQe6aM
z9aw>8^t~)j0LNF?B8tf1^Tr$reWJUk(5S9^;h32F6eD0-c?5C)6t_5B>)u8QPHuq`
z=3Vj-9!)KVpNv@=B_B5#m3MI=;k8j&3&t=W9(VG$opoQ{wD5M5Ff!?Z^!~SnnfqO$
zEe{-*Kl<Jib!jnt7&-!-hw>)L&+hQR|J%BKxsUg1<{oIz(!>>q4I;;nu~DS|yDb0K
zh3_gOE3WFoHa^XhXZ<J)45-*I9#l$Ouy0H4hqyp+H+lKK^?zTvKIz<=6=P)g)6&ZI
zR#U~?rVQ3<ALq3(T4BpNr_mQq%;FrQa(p&#^ZDy=;_gTD(gd6Co6ARAuU*;x%#FTa
zj(ben$LPX4hNM7<lk8Sd@np)__kB;=msCD-@fkaFpYOC8$%xCmgg1|47dsAjD81$9
zY~8bI?k>}hYxnl-$$DRP{7Vx%y=Lz50k^gfJHO)1)R1)k@_#N%4uzi2d~0d5HryZb
zqvFxLamScI_g~Yff81T%N1yao{<t%WvHYKsr-*UG`j-Kw{Tn`Y%;Sw>kDw=9wTWNF
z>9^R9&mVAp_#WZqm5YWx0AIe3*<bLq#8~fpSK5AGH*eh6p@~Lv)jl2*UZTKfj2(Q-
ze!KC&v!ao;2f(e@+{ayWuT7dV_H>rt^HV!EsQhYk=DPR0gRGq!Q$Yxw$3K|Lf4bmk
zWBsZ{>;Jy?<Lswh4U&Y=fnKzs!PDlgIsE&|{Cvj9OXtQMZ@ze?H23kLP(Qy)cNZeg
zZpYY_KYDgo|M0Ci^n}vn`^02?KmBhE?`2+9S4VEei^%V>`JzWdmvVXNsk5sNY-rlK
zXJZLJx80+4=SjU!JnQd?YZ^!Jol5*xuW%Ua=tAS=CC#V{JXv4)ea^lC#kkVW@6pm>
zOd1azwb-uT@e!k+ZTEbead>Fz*I%Re`mgGy{?C09xkDY^j{5N1nXo0N`qTfoPn6PX
zomw}$M~pw}9w~Lh3s<$EvA;>sKu!3_W_<2Zzw_kI7eWpKW(OSDqu#(RYyM>xel-x&
zFQYemHtT*`;6sy9?{4z)R~k~(3;24Gf<}2ZiIPGtknrK?W@M~EZBBYWfKe|YE>#Yc
zDn3hu#Rtbjo+jbIazPUrYtN|aRlSU49;e_LwW`fBaiSF^JkFf}m*=v)B8XLn{!smq
z>TXqOr9pV^lvnME2qMWO{7aB;kB#z#sfWEpat(T_{iP^14`nS;arW00rJ!Ewg3U&m
z#z8`aha<b31!YFKT&}#&<94v?M=2E@P8LXO2V0;fgxN@5c*0MeLpRm(vzc7+531oe
z{z|T{m@R(xNe8Otw+Mx=??(?$>n|z+v>6(Vc_JBucA-%odi5WyuHH+&4drB5$rS*}
zFjOgvdL56AtR$r_-k-|%maPizGpc(ysdr1zS^7Tmi+m1{2LF270<PT)l56PPbzc1#
zJ9Xsae+`O**iQlX@Hf<Q3v3$3IJVkwK!?(E4I=c-Wk5UC3r!@+g>I3Q6&(JqVy=B<
z^TFj3q2Y*E)+{V0am(ui5Z{L7xhfJeaQ=>zLOa-cqayLYnf&5#b<7NmwOR^|k_K-m
z2VMrH#&HKPdn8^QspFWzi}KrOEM^MiWnbLr-@N(xD-f&~6^087uoF24XUn){;IW)|
zFN@pt88cnN6{7QQEZdxA=8$yXH1t8X(xe0@q)f$FEqO#&O`Psy2ob{O>ZW4nEza@n
zzflR>7Ak5?$4=ZH#59UF$?)PgeVo*i#VpSZgK+(laV#}I?uv|au$SD{i_?4C;jhx*
z2K3Z!%-v6*Kd(U~^5Bs}(nA#S;tuQzpEYCmH*E_wWZ4FssgZ~~ONRwN>{O|<MjLS(
z9l7x1G=C#I(S&4dwnD+vtjnWpa-yMvr5k^$5-bxGs?Db_9q?+hD7aYt^bsymd&hCz
zBe@Ds&L|L{)uReEbCj+!JQvKP(c9Tlb>ZeCv(?Q=1=XTcjd&NNu3@KUf#`mW7kPY6
z3!fQ9%X@CXEdsGYsA&NrQWOs)Ux2I&%p1(Y-}BCPgZq2sai(uTxwgP?<+#VXKKVPj
z`KH}&%m;pcn#aw<N+pUV7}Ku@`tkuZcO#Y5zbW!%CuXm?j_~NT2xdJ`9jVEZsLQ09
z9-^AE=X2*2Q@J2js)VMikxQSn=+b&ox<J1J3%>E$jS$3@FJ^1Yl|d40RbjZ|dtYZ7
zU8OkP1<$Sm*n5t!8&(8i%?M-7%`Wss^^bxan0fsD%N7nN^h3x#kId=Qf;1N>QO#FA
zCu5B*OZeq8a9V;+>`|XyW>B34bNQUS7j6T))xPZFOTacWN}!|2AUXb<L%;zhviS53
zLF$X^R`r!?<Q@GApO|7)<e&bApxvsqk5S7PKGQvDiBuhF7JByztM#04PO_31(+gFC
z4&<~2ua_3rC;oIGCZy#2vRkqsj5#FBy7k{(A+@XO!OIw&nIf3ut%Har(Ru8T$qQ#U
zAo(a!Mg={-#`KJ>LEaC)1>QskPh`-}Pxd^E?nh^t;1WJ-_mt5P)v1L?tVs~C5JpNm
zsGhnN52p3v`GwfJdJ(}7J7pPK%yxyiXa;&XfXxl(ayE4<6&B>`W8idJxv8m*Jg5T#
zS4PS9Kix6cf>`mW_T*#blYEti3Aux%!i>`$F3stxABWJz4{=2)vYE~B>$$q`G-@A?
z(iVxjmZNQ+ipXAnc7e-n5bxPMhfobRA}jdoJOz3h&GaSuOWQ#<gYk`*T_@q3=~Ydy
zrFu}Ccrba+@o*{E$5B>ccOnlYf~^{SBRlX}zy8BaDitWHLtLf7W2JzS-H+jx3DC*1
zpmv(lz&XI26E|XBZY!tDW{?ElGA<{Et<V$N1oUaQ`Z^CU1@A}5g0&((CoHE3rM&>6
zu8xVw;M(&ZgWb)@{b&c%4h-6drT|)<^<5S9reNbSkUi8t8R^#q(({BYy=bPPQ^gKz
z10e$aTp9Enu>a%mxWfSQ;2AY>d~s2dmGdW89Yyma(;XNRwWFS|kY=*;RH&>L<a;a}
zJg}^TgYSX*l0CSMH7`y}9yr8i+!!=e@3<U$PRYUVN@{*1YUAqPsN$x)%*tj6SDE`1
zv5kmLrp*UR{ToW<s{^r#<?JW<xjU`mRWS09WmX9Inn08oFP6rYN`q^V95l=st51QD
zYU;RY0t@=1ykTQ5C23Y0p-|jbOS}Ye9;gCPSSP+LN_4>|C@zv++(|1Pj{bc5PbWg(
z#P{o_Hb<pmP?ZCu3FpLrG<=N_)x>UkY?C1u*)AD7v5O<IhB4!jH#|L*^IN@ka*Cr%
z^Ku?Xs+q}WUD4y}Uqu|(u{zQYv)!bj(Rfh49zL%+)60(c!PDFI#NBK`V0fN=|Gj2%
zv-FmSY66<!1m5!KOc}TJFT1E3>R?bOMl_*$0mI2qEcgSpw0RhFdZ9Gf2;FdD9h@qN
zUDLUY+|i0e-X6yCZ2w~_y&_MhPcPNv!Ku9h$9)$CO|g>eioQIV{9G@bbFL7ae~8*V
zG(ov_NbN6>!j_yyqoUc+G)q?9iMa@au;W9A1#?bCKrIxerplMv$klsWtx)n%i>fwh
zeWu6k(=i`q_%43x2}f25IN44u*zinuA1+3tc<ahT;F=~R>H@lS?LmcY(t81<?jNQG
z#C?JHJI~Z@`z?s@a)YX?)zNXuAFv6b5-$N=?<h;QzDm5i_iEA@5VeTaEc9_ZXtAg=
zqT5xFTRw;#|FYvZYCBb@D)HY!^P&lwXrhv=UMn0^4_i@4MD?k%<(ksJ0X@5y3_^eU
z30MQIFjSp0>Z7hm%;hS&PCYZauzKOCTvo!}g-bA#7JmyQ8cO6YfOP2I7V2Ch@}!4M
z1GG2VuO99l9?-YsUXjXMnCd|fvmjOvI^SOMq)G*CSp1-0MwS3$$xxerB+S6OlO;?c
zM!#L{kn_PqQvpOFkn{L9cG$qcny)>=-bz)hs%y28vr#V$B~<U*BQzbO^9Bv3%?lh;
z+T5_sF{iO6_#m3cqcigF9e=*FgQg{Hev^H@_`MhzG5-Koux{-Ojz-G;v&!BW-e*&!
zBMne<LZYLT`TxFi7XJmU**Lmi`e?U-A+ow*{YF9~pyAMqVZN?5bLy<exC|#~@VPs!
z9?SMMI=?yQ`|ejj>8Hq{2S(WK?rR$9A8=s(n6umGfkaPh^{%;RVnvhvKmD@$zmEOp
zYMQX~+Q!A<FE|&MfvP~66~3DFSo2S0%7o=^h!PIA6kc8#&|^&#G|72#e)x$#b5$E?
z4l39^W(Jhe_oVc;(SagUy)r|#Flz0YHqo{srz5jGoH)Y=Mh&N{tk%;#t+XEaE~ao`
zq^!nV|M=A!4K;uzN&96{jXG{?f|4ZMr>Ivo^=^9lL(J1EP;5^_w{V7-ggOEJW~f2*
z-bkn{)V?{axJoqpokg+BqOSe=ZwKa{f@<#O!Y0bM9{qq+wQYmwHOSGRmSO3n>P8ne
zndQp5DZ~{IN~jHLU_w~>1}&IxRN%eDcA4f`53Fw|E!e91)fPCu!>D-A7k5*bG~NBI
zO!)e)QSGLcse43TChD(0=pt6-XH;?)4K?D6K7j+JpQXyvM#%R)3Vr0{yhhU&ep>5B
z1;MN`2+6!ZjO99o0r~Jou&zX5!SAqqCkas%)9T7<(}Bk*zYBCOnoy0(Fl~<@|Em-~
zj`nn*AKDvGes^Xc>1B-;;#j^xc~Gu#7o=-ddHgs#u7<zv9?A$S`2qd~Gyoq&4|h_B
z1^Kto9vz<sT?1po@hUucy-e-fEV|(#HuIb1zm?GSZaPwBR1PrUr4NTOwwCvhHPisW
z66$`V`)B^Gf&w}x8<A&rG^j!>S09`D9W9YESK`9dAULLpdT&tl;IcRaaBim>J<-=P
z<$H{461HKZ=1av|LbZC66E}Sl8WkeFVFtn<U@3+lzs(bV{SL53EY@AA(a`Qs=eqlt
z$=RjAD^wGRT`?;XY6Yn;v102AIj8rzXs1cESjqAJ)mMSceuRpDqH%ojQhswAawABo
zSZIX5S(MFeW-CalMa%|HIT9=gd-??}aB0IJdqMFBYE1PVavNs47fryLIqPxe&1q=j
zJHY#P3L97s9`NV9z)X#e&vpsoD!`_IrLAC7pK!w@1Dxy{tO(bnP8Wzj?Z=fLcH#Io
zY+W+u+GAFv1>nl;T2Xx4YOKD$O!31&HcJj=>qOawkGaIxUt8^0gjQ6+akDUnzdZPf
zM;OMqw|O?bDg({`Qm3PB=FKt?$wqZM=_^%u)+0NzTlK={wNd1mS^bd4fAuO;{yvm|
z<m#_{x>e=Z3(t}VJC4QZMmqx;;Mz)v{9<~b6|W%N1Wl<#2g0<u`QQP1cD_t(q2}~0
zGsC!5C<NTt0xA=2r!k;Tpp=4nPU=$W0HtsTnotM0a*mKBpNFCrn;y<EDItv;s~<Mw
z`v+)G{_MnvJ7}9L>tKM1fQ{tXUTRSF>|z*M)Br*zuuK)yRV(z}_ZsHvg$Gw7)=Dfj
zmmO<BHx;qdEyS6Q)uEc>0#>&{?#zzgh2<O74JdSRuZ#D2aA<ljd8=+R7FR~K2{Z?E
zpV4n009p%RBUMxnx?O0#?QnM~vWGEJsx<tB8jwY;@A#}5?DZ>*h!h^5DGN>#r1v17
z?HQ7}{TQ*AO{xRtM_Po~{6~Sf7Nu5o08`v`wR35m4PDW6aOU)IvO6KpB<SD{4V7Ds
zsH-^5->CO%-<dhSN=`okeM+Y)8$=+~$cPTGF&niMW6Wff`2J_@s!<L1qo8?MT-T-#
zT|+9b+SATX2;l~^>>1;8^JvL>c%Up@P-a3Je}m@`bOUWPBXvKIcLhPC{zGl{_6c7B
zRVC%tOdi!f<@OF0==;E<Mqp<V<%a%5W3=RaGr~EECCVXRx9@ytH;wi^v;h2h?WFZ`
zyp@{vOJx88EnH_3F<M`=U940*>!nthsm4l>Nuzz0;bTtO(MZ(i`yWcRXQ3JsRkgup
zi=3wPc)|2BaEk8t7vPUDNd!7-FE*+RKKQj=6s)7xNYn4%eqeyI&BSsna2!`zhf2N!
zLpAb~r@!;#bTWpwD2XO4d#xF1zGNk1T8xSn*UK|y#D$Fk{r-dq(Wur6v{+Dl+<?F4
zE00b#a&|?NpY~b`ik1nopP}Nn;CiloL@LT4YObTUNn`}G4XgKVcVrh*zsinC6s2*{
zcs>ylq6ozpv3>AhE%Nd*cJS>u9yBjs#MfI|Xv6F&>qRLuQo!=>Z;$wtA%973qGv5C
zCv2VS!1Wb!;aSY}JGi--E8JZOg(wB7Lx0mU`mqjM5w}j*Al3Xr=kzJJ8Hwf-DI*?A
zR@uDR6ME(+DY4_!g@KE@70@O>G(PMoP#RWdn$XEDRNZgb>rx-`tXF*$jmhYRGeb3z
z#djjFg3E#q(UYQGT>Td8iYIqKfIZ7}2OIbWwdC`e`>}6(5Ne-Pvrfv1z`wn&2XQ?r
zxm`{-qH<v5AsX6fBeg=1JvxHZMxHW2iBfgHD1!%U1VT;dx*(+y=Ex#JzH3|`hk0sK
zX%o_aHcK2ajqp8XBr98ldGJ5R=^5KQkgW+@y2y-PwuWD<r=88`m+|FPaXB^hF9BW7
z9mV%9l_~tqYJ&}}p9;LLqz*TTPIQS@wjr;L7k&eUfJ;3d61OP1|6caJ{S(m_b`;G3
zsi{yj9=V4~T2Wbt=tIvZD0OCU>*a0Wx*Pud6$!$owjlh0T<&^{@{TbZV=l6zGJw<2
zO!m6|4DI9r&7z+gyc`isD*H-pG59*OLnbH_301mGsINpkmp$jFUtNiBo_C2l5ENt<
z4zo~)&nGl3i_pBL9%D1V98yndKu}bodG%Zs`nGNceOS35f5t#R>fh0m_|V$;VJv7U
zGz{9g@&kYJKULvFwk280%<?r0a|-&IJ~hE_^SaW#Ym#0j2PP)`XB@d)J8s*&id(0=
zG$7&7>=7Thw~r|%{ypF?J-mCzRHp&UgL;-t8iBHn?gN$&7?%+{b42EXJO8Atuvcsu
zG;V~|=_rG8PkmfSZR@sYM$J8CJNL}u2q)oime+7wt5sfpx_qz+O4Lw_FAD*(+Xc|7
zg;<=N(_Gs`-uGl$!pI-&iIuQdGkH^*uKMx|2)}{WaBg}NMH6`EnAOd^#C+6A%I)(=
z6nIZ2$m?lVz%(O?{hb)vQuFg~w?aeO+L3KC%{wWkk)c07Lkp|FVsw2AwK<;$@mH1D
zEV;vuCg*N@JNobSI0v$$eSOB~a}uw1l8xwz(=KMtls--gI=(+6F&#~2Vf2iFr?9da
zIA(hX6Z*9v+u4j6MU>Ou5lS4Ese6A@sV0RAW8S)pNsgik{*|~)8dvihY^{^;ekh05
zwRTXy=7BQI)~E9}YG8ct1oH=w$PPz=eu-2(?sKH_3ZMQ8qx%oOG-x}SXrQq?9~wD<
z8$q>HOqe*`?4LzS=tu82srU|KRTaM&Hozb8^iPmdn9!?om}gX&De?x;SLC5=nCh%1
zFJY`R^H9@VoEZAZs(#QWuZF^;-0h1oRulY^&s@P??9onjpb2++$qZhx%MongVi>u;
zsbl4HRZRu*pINl57fwcFZ1l*GnFxgz&$UA7MozU+am`KWRu2lSoXu4i#^Rj4AMCx3
z0t;?Y)#PH|tU_+PzJi))0ZM1qz_&*DXaG8qFOHQ5zh6(wdHxofAmyCs+lXt@<(P0g
zCi#I_X0g;3wVGuu1=<E@8L>ygi5Ixb>~L`>b!oL50ZU0yur|_|62+z|pVXnpwn?Q#
z9^c;rWY74*gT>{(tQpkKG=Y#+(n_w!R{3IoX!|+57Rl~az9}{$<!1zO>uOc5tcez#
zXpdPPkzz#?s&VnU5RAFbnZ+^Su~)$l*SS5Uhn@_a6oBe&Xc7k6Y>R9@m~=z#7%W#_
z8rec^wURc$&%h!tm7;WqG_H<{;fc@MAR9GEUkgPy;$v(Wp6H)owWrR5P|roZd3b9S
z8FhD5FT5Lb-;D`VCEj^j(zNL?YTJi1^*%iJ3l{~#dJ@ha@yRCP-Ck}fjFbThrrGbq
zO)YH=g^1O1ZVTmD%469WMag>AU7TAyMMiu=%UTgg%+*iD@&gw&8MMF|`BLg|Hr1Yn
zR?R`z(f!QeK)|%%h)Av$lRO7@volS<kl4#;1cPDw;UA3UW=GHM*bx2QESihyTXnE)
z$RdL)G(Zrk9K>=>MK2X7u;3=L4~^@*+RYJ-jZ`mGLe&?{if;9g;h)T~j&!9_FS{w%
zzXe<lpnb-IeM!~Ygf+M@?9kCB(KS*84+~e+RThRpJ)(22y+Xp4R?;9Ee9hB+l`Opq
z(~Ao!BIf{R@w<iypQA-83GOV9GZo1{`J1XRNiJA#rR?gc@p4Xpgc%eyTPZ2vD~uq>
zL?XS^dutV-t@yE&?KzHP7iZ?EbfT@2;^#f8M-HqRM&x!O$<O|$Q?=t4^85%Wt*18e
zxf$PdLQb!;Nfr9t{EuUR@{5HgY!u05ig>2}A!_ktxqihI<~CJImQ<&z*TFqL6S#@X
zC-;h^#mJAM!3_Iu5Tu(whMjs28@MJ?cv;HzXyJ3?4J5MOB8qDS-gHhb*zg^7tOxV8
z<nU0joS_fp)GtNdBl=zu0T?|{D>QsYlWO;a#AK->G|NE7@ruLM!(3y3BT#|BKSwJ5
z*>L)YLyl3A4dg>v_W+H^z!Xo53i)Nl;N;6k7;||QXKGSCax*gSXS8UGQT>&j_a6o&
zVzwQkW+aBr54(?X&H+1IuIMILcfi+Ez@m&u&K|t@EtN%t1*gb=eUlW6TPe4)07z&N
z4%Hx4t>ps!#a<n(Z_|LfGv@^wFCE+s;_In`<ye04fjBQCaoD0*zxQP{`M{u@Knm>)
zYNkUMW4wcf>?uQco)gfe1pIM4^c*PL{CIS&gZLqTj+wJdPljKo(w52M?!Hwp&Bo1$
zqD!UffscDapHQcW{<L#WM#U$v1`lrE-+$n5B8ab72w0xV>I4mWPg;T<Od9#Trw+Zj
zYz~iFs)tu<f2N?e6Q`|Lem#X;(W#Q0XyL_`ih?5SH4l9-j785@D(^nNo_Fm}Cewnz
z^9N@>;wsRI5hh_EFDx1}tqfIvm)}9Bl@y}>Z)091c+M&4gRA)T<LkKo?UW0z3S?@j
zgT~GXjr!|n0aR%`a?3*8{X3f6RmT(O6cmKUDTpl+U5{wI0==0q3>R*Z;!S3BMe8Zl
z%OKRtjPo#}(#(L^XfrQ(F*eXM1lNRyD6rV1_(v%1=nf33R1)is?2mYH741oMm2<M3
zCF!4T8;O|yh&&ZzHtkhwrX$ZPuzCjuXHymB1b474N;)HKPzz}M1n#`(UMb+%VLtuk
z;(O?<b{UN*@u&X}P)h>@6aWAK2mt46*IEw67@IU+005p}000R9001yAV=po<GcPbq
zTX{6pZ`A*eFTS$Oh_cT@n-)<C8Osbwi%`j0j8K+}gt5<zA<}{pDlsUOL{cf+jO9nj
zo}C$6_A&Oc&Ah$m{pUT;dG2}6dH%Ye`?>di?sLu~084-YfCvBpf<T%R0LcA2agPDO
zz`w2fRehWGzZYY*fM?O<KC8m%SpThOB-8I|(|23>@*dWmL#o?39i2DB-j*8iFXL*1
zy7otVW_uo2cJFh}Yv&yfxsIUp2%3&IT}2pQiaqqfo*v<&_A;T@?oFW-Y%9WnhdXF2
za8AHj0JAPrHEt9BgrKYx6Mflo-9yGIK+UuRv%#Ppf8>gG4S$lj^R852Wa9GJ^An3F
z#zb!k=^WC1q$I)}CFd6?UK1`*C{!qv-wT&}BA;dF_4v$Ht2+rDxAOUFzM_YO#-+Zb
z9+?oGbE{rXesbLSPm-3<i*VT69UNHqj%J|!V7l*v(9Ekkn>}?$ebp8n?fvJkkNu4M
zS$Dnv>tOF!RF?Ug+#B7zrye2wo7n}y4hO8jLELxC{Nf@OcGL>KuMhnhA+@)1F|I_C
zjSe+F$PF*}9?^h!P|9@)=a|mon-Kya<zc<i^JVGQ9quCc<?i&j<$>@Aorluj-Wa>s
zywkzyltxT#?tAPR32KVC)A()$uNT8=i|5XpT)kxDek3Qhul;9DURlG`_u`L#_9f91
z>6#w-Js&1o4O1{fi2c!*JWk%}K$UtB6QT?2LlDD97bV#$eD-Yf(KWa^G_m}K-#o=!
zbK+I}9-k_8TzPY)ZZ<{zS(K;BOD+7eONHsUrP7lt`s>Cg+k}6ik6ErO7i=l3TL3pe
z$iMD5g#T_SIzp2Y=2IDK)!`c*=q+akzYr~Mz@_y=JAP8mOST{~Rx!~&%1V*1&fPdS
z+jG%D5Hb9$OoZ(`9^BnRKiVqyW{=FC?(T~fzox$(bn$!q>f(+L8~2^5_V!6jd;OnU
zyC0coG$%!UGxGAV%Zr_s`d+N=V4{ESbL!D!4Yx@Ggoh3z3b-QLvpD4_W&Z{h*&x{;
z^(LP#<kg!v+M9gZ%ry?2RY9*jx)!HDe)iO&LH*|G>Ub4q)4|*O^Y5QFa-)_q23>iw
z0|A|mQ{t%%F}J_L$vQ%{_Lpv|hrDpseUvICUz?X%(6d)d%=3W~%pB%(<#y~vhp{ZS
zitG=R|LigQ@`Aar<jO<inG!$!6S6)W2)Ufr853eWl~bBzOmXk_olgM63%g67Unz(C
zau_zncmn#Zpn0&=g$<GKm9)D(0;zf*&DZV5=*v>tre@LN(Ci(blZ4~0$2_&yZ?VMg
z9+@~Nnq68mRlU4xmsiwO-WH<7%w9a+wH`CHy&vZ*^PH6VL_gB_%2-&Zi+X+*>TA8}
zV8A_Mz&%;-xVHY1nP6iN)s-f_mmwChf(w>vm1nLge4sSMRkEn68_xQ@S>a7biE~iq
zp1Xp3!rY(Pc4*aR>qHu+?6ulgw8PT)f=gfGG0)?!2UU?pa`JmzI^D;vCJpC(%*>iT
z*Rap}l1uT0G9!oatKq#LzrMSOfAjXtTcP-!sh2-UemZE-rn4-5DqC$)5<c9nP^GLF
zFlaK=()?lRTl2#uBGYa29~isFFB#s*uzxTP4br>&RddHI9U*2`z#UoAR>v0Ajn@At
zUS)6OE05TN#W}a}$jxx!vr1>L^oaCm9)EJ1+Q<^3j*@HZ#qMgkNnCJgi2t0bdLq$I
z^!$UI7L^>6Gk<njiN=oK_ONSCT6HU}QQvg?UVQNO!P`@Lll$)WHpGizgmj$Gu3XWo
zRaUCfk1Rd<55LWx(r+#mzx|m+zQ5CogPYhNqpy|<=ked4hWAXQWd&U>vX3h-j@|0W
zYp$FR7#cs6OzQa@?IZGi(NtV;e;>M|AI&fBd(%Jjado3^Yq`#Fmb!%zes*z3sKEIf
zCg#DuG61v?%gRnMfqPwiAJD0Fme|?VEpgX$?pAz3;@676>mx~8+j9C~PT_mr-jj?&
zQ5TK#GIletti*itj5!r_h<d(@?2m4TE#}&tPcuOZRoZb~Su6EBf}(ts3*x5cR;X8>
z{`G(QHy<rd;_$d<4;no)>)2oZ@>1D9pEqQ^B~oHP82=T>ceatgdd2dX?wLkTXGFkh
zU9uPK^7BZaUj;taIv2b|9+efZqN)ZR98hx~s4n-JtLnrb=qqE|t#e7E=YsOS2XBuK
zZLI&PZE3S=5fAkyHN{QkJFe-j1&hd5QRs`$ds-j+h&eAs^ucn#r}gOCkY~qXL#!LF
zk2?vC@#8VWWM|3I0^`;5*ZCvwj$Oae{iSPHr>NR?lFU^b_m3~eZxeC~^LwOH4(N!#
zFA@SitVy!VldTho-o*Ux<%9PA*2tk@K635HZ~ye1^q=0~3+2>B*Epp(B@154p1U>U
zvcC*|zh}+d;S8qj;--pb4o$xd>tQdiYDeIE{xM48**S}hcdZYyqj&Gv{ecRYHrpN+
zze|0Mw{K<V4!SB1JX(7(H1_?VN0UwL@kedBvByJt|5c*!-u-Gx(gNl;PLLCU7$7G@
z2=LE*Inv%2A`%zYX+Ku3U;d;rkJ-BOh}9-*$t6HORR2Ul$Z^w6&7APQnc2Fn!c2)n
z%CiY?!i#=<x@+v1)`ZnTy%wZ|l|3TL-k)Ayi0l2D&c1<Ml=^kPy`%m+?bSEX;~|#e
z8L|7rbH*b>;m`0AVTb6CYFL)Gj^e<@o2Ohf|Fwdn3*xg<9Vz?R;HTYvr;HXn-5Zm3
zaHzjB(%tnVncd?@yEoa>cciczDYVxO<=;!YW`eg1RgUkp3)hd)uYZdUIzZc_{%|hi
z+~S_g0$Q+;>QByBJ11D##sSa0=<crm-Gy53B<{YjJN)Ee^(}(JlEvjCzBl|tWNXA=
zhKz^x@h<q2wJM0=wcG>!n_AsV%N?C78@Yxz@^^}e*OY&K9aNm!_f;vsQR%}Y{PDB!
zcjz(b)Z)`JDXs<XoCUAvF#VXv%VPLs6UM(@r-Z?pc68FvdGez{V=z0k_s}7;bc$Dx
zyj*rE&cm#`k&|2wyuAG8tyK%K<5YFL=<wa1vByUJ#<pXxHYakLiM%lFus=D*Cp1lt
z$0eDr<f2Yx^qJ09N0fXoZ3-&;-9|qut?Vpy*th+@oCHfDA*p`sd+|}r=Uwx;bGiO>
zEKApw^!y(E#$IvWd6&+cgrxhm_HNw9r)`>ly9+<%9BWB9H{+JoWPKZP_?anrPsRq}
zl~z=ek%N7R$fIljG(m9Z&-wY#4Mv80*4YGctI`sz{vp$)0NEvrkeQqlF%K>$+<u!%
zHtN~go^U+!0PWpMgu<)M3)e)srvw&8$UoAk{lZhi2cMKx3<>Fi{fUP)Qyi;{tQD?2
z=q^0=^RyQ1jL&7VUj(-8NUq|l(4Pq1fCS=o`#Mw<FL!hzNbOTf#uR)>nyf6c_bf(g
zhrk*C{}9r22_qw%h#-Z}M+c+B01V<IiT-MUlD+@{9RRDJnw0?i<i86IJPQF-g8)f!
zKr{?UnFMh!UzNZtnfU5=u)nX;>__2aw*kUMFX7MINV)j!m6yn^8Xn*LOY{~O4p{G6
zT_X6Xp?3Ypto)1jwBQ?l0e1z#cJZ-5YY^av;PLcTmsqf{J%y%L$kzN7f2jbDEP}%t
zV0`MO-vR^TSy*l9U=}~eGZPVLik#dRWnfD{&tP%|$yA)h03JaGPvSws<mNsEkI81m
z&C}`-;mjs;8kVkzbbqH0>{=$A@<)()R8k)mxq@fSQQ%xE)nbit^yMb)W(5Ui^Oy1*
zQYzLcsng4SC?pJ2fYa5a6E>p^!=4}v;SUJJOm70fezb_*3eBPhq=x|Xh4GLcTLch_
zV-CRL<!}}#4HdqLAGBD(PbsF_o>q+6&15WWDpn&o1%P)ap7pO3K%_py1UpDuL8P!V
zt{v7^0+_*o_h7n$C{FJY#o{3Az%)P)%jn*Xnw<*+kceq6en&sDXB@#c{~K1d0;ssY
z>VlmG1!VVDu!#JMTOEqr=#C>qTHG|o9U^y<=xhQ`X^V&Cj#eH0Q;KIcQd<UdZk?C9
z#J@}GFj%0!7>9p@Drc#6&Gfe2r*M)a^w#tsLbw#Nn+;#X1BH*?1LX+8m5&G>iRCmA
zM(Z#D?DzfL*Qlx7xNZ22$~q+}+4Yw|cfT(aPLU3vJFVc=D^LI{8^WPNS+^RzqXshI
zuV$TgHtz*7dr&2lVkBgJohoJm8*?lc_c%z>Cl8IA22`<tCJ{Kj4$fmS`+0)FP*gNO
zryFnZQuLIH^Z=vzGGKBU>N1YohPrMGZ>N*HKXXFB3Vn$K!K~=(5#LjEZEevSKfmf~
zVAi+A@Du#k{+t6_-M7LZQs5#Rx0ADj4YbO0YAJXd<Z>CWvYX+wJTLTn*F3HIi$NQf
zTRKVU0|_g5<Eag@<vba)%T_l?vhb(|ZiD?90vsUUO|tn4zRM6ZIfoFKy-b18c;wa3
ziKHh>k)Rwv@OX;`7Pk2LdLq-wInKQxZW>2cpT@_RLWYMBz-@}&2vXzNGL!-hPQfFO
zaG^GTjHx9My9(!ZA-5io%FE#59#?{(N?p5LET$PWSbz&`!ElbyOiHCw8gi>2o#Rh_
zCXZA8S+3s{ALf(`N~1Kqx1|&jz9yUcP(bVGNQ*_QRT&lC!|Zz=Bq|r0am_ySb8BfB
z6y{tZPJTWBOF+&ZCvr@+MdX$M+<mCRibKUr5xI%-uP5b?bIOT?Exn!Yx48hl<TQG(
zvd=snM{3qUEMB<X2L-+EBj8ej4L}mvQyWB&;Nj<1soYlRniN)~egUHS16F8GBgksv
zr@ur18U=_5L48g_3TWbpmTc3P92vk%-fjCqCEaCN81(#t!yo#?%8(zACH7L(GykNQ
z-r*bmp(J2AEksV^UqZFx{d?d22$<6o;PwT6bQetQ4CO!4uOkM4&H%o7&kRQVZRdaB
zKUB$uRC#~e;Lgd>eoDFz$^|JmOiE6{!)1(4SVQ5#0+d@6$5mYpi0GE8FeY+Z<RwS2
zTvHg64HsM{*-W#{#l}`<Sk3u#bUBDjrz*YfHS~un`{-+ngxnCI#E`o*P4x()e?YuC
z&B9|Ig_D=jxf8IWExe2sy4BJkzTcp*b^}(Xg&+hVd@BqJm*5)euZZ4T{6@bikW2uC
zDXl2EY6Gqt7igWP(u5EZpHP4jjP3&AW_K-@!6lP+NOF*o6GU=9|A-!71;|~#7<|4`
z;~WI_@cbcN^KFB_NO6_z9m_%9mf8du>K5Kcy7gE;qeX{XH%<Scy0-`J^OBD~hzy0c
zvz)xr*67v<EMSIQenOhW{$7cc7ulZ!{{{~af*YJZ=g7wfK%^2V!uyqQSuhmAr>nDB
z(K{!%kw7=h7F3!?axMw1_3K%fy%rC*MybvLAa@27*}^|tnTH;gK+p8)V(T#48s2D~
zL_#cfLSdf@p)=^FJn&5)Rlf*YxjqeiXEHXCKCy$0A7MNGDrClW&!cojWPxi>loA@j
zXAt>jDk2yNlx!XP#|J>Jtq&r5X|xWvO<=@#(tQ!TPGip&DsUK@<1MSOR6SyRA-46G
ze(UFXI$`CZGqRASz%5|o;yx9qz(jw7<oPwy96(c?{X9o^65lF;`?O~y%d?L9bN)5+
zWh`)JBRv>-ZQaSt2)WGN@ylp9T{@G2<!DoRV+^N#^wA+$Tsywd8p%R)d2nEgadZwI
z%mo6?Dfpo)P#KB0l;!bI*2(VVHs#AS^*T9>u7fCIQ=l1y<i~dggkG@HXbari4MnZu
zD^F<9FKogPOSEhreg35Q5NwVT9t3260a*?}F&x<79uEeZ7AfSD`XVEq+a=I;j;eq#
z<p~N{GvE$y@pBP=C7{tyfPNtY!u{SdJggg^A|Tm$8X{ljqf;QV2zNqPPG*z8u1mPI
zTkzz6aHB(bWp51;oQe_)Uq{_uTi0Xp^|;~t*I~^RY9-npDnG_`xn4l6kvpHrH}MMi
zo21*V4H{18Qw!#S6gc_ux`*WmJoqq?KF>pG)d><fUx+{z|N8Vkc%-L+4_P0uLt{*z
zqV+OC;ktdd(e4{mrDjy(8g2i&Mcx>BYXHQq0=M)H>vO^i!}uU@l+G$BvY!Pc$N4jz
zaNuW57Yvh)5^wA?0O<I6HYTOArx3+`st+^^BX~Us@;Y25Eu2#dxuw?&0D>qWVjA;@
zUu8=KZnMeHd3-x4)rh47crJ-OxzR8{Q50k#xm$&$VU7WiUMflVq6bpXS-!;MUqzb;
z?VI`6@z%CKf$9Cpi82Cbkz1Ex<N!AP`$?)iV22Fd7BaX5l~qw3CAQ=mp=F<riAvGM
zY(4TY{L>a;WCbK|;R{~#Gf$DNPHj_e@ChuCNdD-LXuzXtR=^aRe*8N_AR<g7kWi@h
z8F4!jK`vheRC%N>1lbHFxS|gf@_|VZb`r613n5UnF$QBP0)LTPUP8F#O@MHMHd<K=
z-hc<<e3t)tMPBfQQLjSOQu15sh{;U=Smxh@aG|!)D-e(##<OnwbN(Q?`}{f46uui|
zFh)+FW<5f4ukP<cku{SXUcT(7GG8YNhqvp}zB8V>RiL->Ktiwxm&hp<1+c7+t5BsF
z*UF#nrBo8}E3JPX;2`D9(J`tBr9nv08;#k3qVGY-VtuloBxVdh3*#tX4&(Gekpld3
zz1)MVKpSK-xlZuq(J>sAZGgt!g93KLfO3$Py{WkgYc1qEbyKM~gAhRKD-M-4&#;)R
z{9Z(5A-SL%8h{K~FFt}H+W^4Eco>2KK&~Dxmw(|(8$jq}oIPYozyj<cbU#usBo{9C
zJ`*08#5eGPf?N2%FX~g#o3nZto0SXjA71BJ&M|LZGnhtp?&n@skzbW42wF5#NY@~a
zXm~!nWEUqHNDD%4h0q|%zVS-a<}-72?*hjuP<a9$ub;wlCk%kJv;pV^o3XIAW}pgR
zrFXBR+z(V7DUr0=pnWR^Ct0H6j;PR12nbteRAkbD5EQ-MkmcN(K2^f`D@aa20rw%8
zoj6=%h0d#j3_WdxanT5YW<BmOQ+66dYCiXuOTqV1a&D5ZGx0~ZcEWZWVS)Bp7*GVh
zQDoI8ibte<qi)l~MNW>xg8>9Pfx^#pi#P-R3_-H+OdCTBah}oc-+=))msu139Oedp
zLzlHprl;6Kln64y;EsP`^cMdTG*CvH*njh9CFs628X1H;wL}vL(+EF@5Ld7i4x;UW
z3qN_W2CMFZLWqWdqky<U%($L=H8d$N?oRhY13nD&@(Lm;#vAo7fR<~dyy%>lyh^(X
zu;#S!2{}t1j=l;=vRU3y7i=_4wn=|r7=tYW=R%P?Jn&-^jJC<*%;0(j1gqdcKVLhS
zn)Tj$mvp5tU^|0TYTa20e&m0Ns4DZ3jA;SU9#BXXQ*;)vVKX)MzC$zx;HGfW8dF!&
z?;^ME^Z2KR?-O;)K+H+b(*$jw*ZeD5cjn0UYb@?0bu({;vUC?HiAQ7Vf^a)T#h-@J
zS`BRXBO>#{2}fYmh&g=52CkA#7(k2P4w`16TKgb98~y;avdyN-{`l}74txVxvm{;o
z@!v?gE5Ji470k~MJg{p${q10V7;9%c5)GK6=_8T9tEVw8?M7!TR{RSytl$Xpbzt(y
z&H{ke`U3%MeLU#oG06Bvh3Jd(wa76pS}qDQ(5(Zw@Y@X@B%sIc6V+6NJUeTG#Jo^F
zxA{i{-*TUG0aL_vAn1wM-^Ssb_6Oa~#_s#r^9?d8fnxiqr&nMU8CBZaS11UF;2m;^
zfWbB>3$q|%cNn>3AC>FYhn$Ti_#}suJMN*&TKwR*nc(*|ocucA<F5zkKDyhW=^XDK
zs@o$c`RwQkN_FI~-TFuVX@pLFjwk=_0AALWc1lyW#^1+eEx&r2e9XUfoP^If;J^L)
zv>uRayA$y9*Qmwhvf#xoSRe_1(+NUxonF1FX;$*t@cV6zw5r0bn=y20#|b(qhMHRM
zK7oyu=^YSoO8X0T-<1@e?jqGC$j1Z?L=J2Qaa<5*J}a`RN5?1_Ks;g^d3qUV_z4P_
zC-2qIS%v*|-KOTTG1>ZseyfyAVF5w$w-DmX=k!Zv!4)WIh<elI-2KhRrRDQ*y{`}9
z=IZ3xhiPuwZ4f-kA9Lcc<o@BYVL!<9&15p-ZXt7G(Ix2F(?7H4Z*ch;qq?e?X^iL#
zogbg9>{aSK?>j(-hFnU3#+yb>v+aY$J(P9V0lKkZgO0Pb{>%xYmZ$S-%kAu2q5n;j
zCB=^vL*vO%BwuY2=Z0wR!qvLMO$9MuS^6TaP|a=n%wr*!Rl2Qk$rA0)ttA4(u!-oi
zQaLCAwp4o)2naF}8rZhcK+H}sWEB&jo5fU)F(=q%%HXSx&ZW%lV%JusC-uOGV48wi
zYr75vq@~z=6>4Ve@o~&^@}}J9*!KKB^xWUgH%46PyTj9x$p(WjM;^`w?(M@S?cVqP
zMEAkteA4{WFu}>wbdtOj%VfyS{akLsu2-;^uteC+2PWy0C+5UoTes!#U9oLH18!8;
zzV#wS63<}cmB+*D6%KW@eCtVyPmgnG&#s+<UKqT&mBTmY#XF4#Q}zanHZ3Un$PGoz
z6$KQ%`@THH59`<DlV9Hqb7z~KkxFgp3<-a!b?#TJ{Ud|)_sO(?L+<Czg)YiFYl7Fs
z4|mih-zy@xy*fSrTq_>Q$4uVYN|0W3@bb$4ubz}IzmUZg|KH`*GTlMZdHPZCu<*wl
zqxG)l#}9~S%^>UTHyYo^p1Ud@KF@S~Wnk*0lhpGopy5FOKeNBS0sZsSuX^pESJu8K
z^Hsk}|CVy_c;|RkhC{)5UDKY5%D>Cgx{F=3Y^r;5M+i?G`}$wCwaeSjim}S$@xJ(X
zl6Rxu4A0oP&~bXv$<<$gtoR7rvB$EjjlbH}Ct~yL>p#W*l3B!C7mPDU<1!Ckdr~LR
zc)U9Mj<4cF(~`hvdp=Jd{*@7MutY>%yd`IXL!ON(GxXhx+9J=Q4(8n5W4<gp>>B)F
zK00(EvsMo)JloOo{5MbI>8HGRc_X`RYRkVbS4cm(eC5UXOwrx?6Tt%MZ88MY%8ZnF
z=F`;TKTi_#GVpFsj)mEa8xJ~PlFt$Q{@=-wu$MgF>0q^31JgTlp)ca%?M~)r1YBJZ
zq+bosMV?2|Z0wJGwvOGWMKKMOorU&+Z!FgCDOM%;o?4VH*LyuFafoR9a>zMs11?tM
zuNgh79JQzP+y!KHL+Ukss7UTxLCK+j6OdghX;aPgj@5W{Uz8`xROi-3tmc<P)8e<j
zl7P;!Y_B7qUuge%cIsHGav+0aTPP;`Aa;+#u@jf}&%J$9>^+J8L0g=R4!7+6(y)wJ
z9}zMRQ)o4gHBO_W6E$AFlPDBgjU`?k__dqFA4iO4{8;?3Wr^*Ce_gs?$Q+XDIG<D?
zWubQ>G}b^WwZURs8<(Z!8STQznkgz`32X|k-7{`j$oagf^7-w>v07)a=n8S;q@U`8
zYOP)U&TTohhi~G_ZvAOfYeHHZ{}QW7cv+}mBXIJ;i&ibxv00dZtwVjq$l;2Sqh1$m
zYTwzdtBX=Im=%kSt`GCch9`a`utsz$b4{y0=m;B*x7cNo)i#Vy=4E<EF1y+4*<II-
zQh@(%74)Yyxr&psA0NCXx;Dyut6cKi`uoqgaHDX%CF)zIOxuNJfraI;pO2s4s*DXw
zGxt&OF?K9;Ggr^)_f4xp{mIYi-Gl|GgcPY@jUKR@)E10(kFA>^rw8&PMtl?)7bw3X
z!sPA@#QPd^?K?+$jdaomza$YdT8Hb+5)W{rF8)0J_U3Zb8ys>l$^4sIL#8X*`|9%r
zVpVqe&6Qn0_c?k@*i2?W{;=p|E>*tMJ6cNG+Eekn;>P5y(VI0<Tfy!;>~Z+(IK?)v
z8n;yJM+?4k*w3fU!w=m}iZQK{p*1tp=iINyvHtwp?Q~Br?M1-+_UfI=sEqXKzTiw3
z6)$^}uuqw&;o!*5?30=o%G%AIkGwoyA#D44+c~vO>9|A+eE54p^pof(q^C{Q0m~;w
zjC2&RY1_vCkwdJNuWjg+Mm?<f{jFC^Q84(q77OlL2n(n!ZTt}HP``Wr&7W`TaYzd-
z0fjA_GnbPxwfx&|O=n-#TRL1>a{@Ery`c|tNETqhTIG8z?mp<{-BJIn9-lKllQ{73
z&bZsd{1Ty*ri0OtF>+y~a4L8A*Dm|^{lQPjftFJp)CO96PREUZ$@H#P-BI_I%mjyU
zFjy$j@3*_S%Y#ILFDFOKuGRu2;zzCw*`HAQ@KNUL!Hx5J@yWK9N&NoH?yoWqZm#vq
z*Y`?!-?G1InK*EM*vc)^#<ag=uHMwp{z&AEoyTXfWTB8WzvUfI!{6We7TtMqLqbPT
zM(po9wb8BqXUVmf%p+b$eF}`-=$G0ouQ|M6bfs(a<zuk;(~}xOo%46buf8}4&hjpI
zkdfz)(A$~L-S!gs8B-lMFhgHfKk9p#?Q1)6$y4=Ld?xIcri4iKBj<kt-4+Tctkl11
z_N+?JZz<Z-BgwEj<8WGEaglc)4SvM<yPv@3`x>#q*747{>(=0`*?-S^vc5HV)74g5
z+MPx}+<Va%ImgemzVt|Dsm?hsV;U9v&Z$!&b~|3JNhbTZmh=AE{U@EJ`r7>Mu3P)o
z8djn@?>!wd`w#KpUG5(F*mwK(ObK6+qDfj3Fyg|I=VCga8A=0}sxJTETW@*@dK>oL
zX@l@`fP#p8p~qz`QRu%xlW!3e<^;uJk06y=3~BETE3_Phy?6!pW7BRNWEryX<#55C
zw{i0T{a}1L5!Z+sQ1QSu5?NB)ad|{SK|Pf(p}B$_V3RU-ojuex37mX^tX~uwJHkj5
z6z1>{zL4JH_v(4v5Mq_G1WPwz;;c)lfP+lKVMO>P@{k;&b81_mli^(v5xx0p5tN!?
z{A`35dmv7=R{BCg)%@WFV&QRRV2KDZm2sYfcsl>bIaFvAge`^qBCvqUHad5P9$f*3
zlpk1ty>UGdz$xgY<Yyon%fWBn&H-!iyY9S_mqla4@RA@)CYwJ<nOpof_t>EaDAx`a
zrvGK2cv$+QO0Z~?ba+j-zHNnn?cNC+=%6u8Jq(Dq-e%?8DP%3;UiZ*Pkm3U<kupum
z2N`J-`OA!!|A5vFR^<jTPxxLFu!<NwcaN;~6=ceCp>HUl)(SlkpiholNQDAPflaWI
z5lS;#EPjOYyNz6U?TAD~q^?Gw60j*<gvA)?<HDh^`Uv!5<%MgE1d2fbnI#bN4KA5_
zxn!;Bvka={GZpEnETaJQAeU=MK_^jU`BCb(dQ_x~XFKjm2Rt~5Ja7Y2^Whi0gPWZv
zRro>Qy0y4z`t?X6CSZ;HjW71@R7y<PC*f2d2>%Qe?4rDRL`MZcOvOM8Ybc15^MhFE
zBKjpcypo9Vli*&548wpJ;mS^m_wGesXw6lL=Lwx^Gpq}S${H%mn3N-(gcpnO_AWzQ
zLEY(}x`E{;Dx=GA4xDE;L^;9))I~Ohfn)@4o*2KvgZ9jdx=qkAJxK<(w-H-Qvy}9B
z3dNhmCcGkr5-~zpoQ}Wb%ua6BPin;wl|T81aY`PnTfoIJVc_f8P|GY`vO6K#lXHa_
z?^I7GPr(CELR<Grsa>S6*hwKi*jENJUo#|bvuJr#C)wp6R6}h^-q!sYVqpP%BMd6I
zVi%}^sHa@3Qr>m;u{x|qcx`~8;N)~DgwysI%1}5$uF{=Uj`Cl`a_<4WRi_IIx}A)R
zYs}?&oav?E24d@yPK-38s;3GR-b+<Kb^$55E-T;!X<cQ+Z6mFr@;P$3w0~js*4n)^
zJiE2-w=#m$hMZ-}jp+jJej>c(T3sD&_1Qu_+Kv^cU&ygq%5o9h>O)nTWUl`NYIdFS
zqG+0IEvriH4DzRCS6pW@#0LG=a5uLp={DJD;GTC)He@(6L(mf-wKW(>y060s>Kc<B
z5a|$tw?olq1$J}*w(~szd-qF^i)6Ftb2Q0e#@1i{)*4{ihVXebPcRq1DWZpK(&w%V
zvGq7K?T;4ppCAqi#@aiSfg^2jfeNFlucpH3U6i9bB0i1tET>M`lPkl;^0>>KH`u^Y
zDM`6m0(6o;|A%t+Ed?=!q@Sg17f{PfF(=YL2~QpRB`kPokisTOToLtDw$Mj&1EG7m
zYuz>v#{4~mC)ad)mZDx2l3Lu6Tf0hfQgePl+FvSNf@nDs<gnwKstETDcLP=th2(%t
z6!mYy`s9DX)J?z)5w~aIolAy+(G}EWN7;t+?wPtQ2~h8(s`BnQ;m&P-Tj3JDe-ovo
z*$S1eL-d0>Z;({Omsw8)MrOJ}@f7Vm8X<%;&t=Siy@vqm7>Gsq?KZf$>ny(Qf`0DV
zVam>)xJ><&J6WF<d%D2a4M@KnKJTc1JVFV!A>0JtD#D{z;k=UhD;(tGu-bXD?7PA|
zVmV0Pt$KHup}t5@)&%;H^*-|!BR3#pFC6<Gq)`+`PD945@V&bz_5S26UCYtkRz6T@
z5nu2VwE$7Fg6+8|%FS2>I`w)4D&Am2T3v`5CGZOGTZXui^d-PMkS9KS^VV@PBJtn&
z<uq@M9D@zhbm8O~YG?&jaUe=(K`*yg_+RXt+L;$nHOT^fpTN{@z$+>AAvbGon%1>q
zF|!K4-HI$bkrR&M$We6fufPCjSpp(l4H0Srvtt;LO#`Tvc)r)I*P<1PdO#sPz7sLB
zPDA{n;_1OGJAMV;qY(zA9Q>K7Te5JD{$Hnoh#b^fkF>gktY`Yu5)qgcxVt(A6QptB
zulM~8+5?@F=iQ(R{2_9q*@W1SM?{Us{K`tON`~d82W)|+)gRtq0Rl+Vpn!c)SpIov
zNqCO>@+PxZPp)@)Qx3uY4cnfl3r7MLU5q|>31~J#Yw2T5F9Qah3|X?#^dKYbGUsb>
zVGDd~1U^|fT#(ZpAQ{sJm#g80pUwjf*-R#q#SrwVooDr9S@OpYj!g=Ll!Jq8N<6$X
zOqeqD63%-8eKjSaLZBb*6=_V$)7Ch>`1cZ=Rb)*y<hudW$!*Cw@gDTgCq&PXZ(+h&
z)G-J*iQtHYlIv{LLVz+Jkeh4B&4No63p{p3bCb9j%T;{gBA&#)h2Fv+_G<=N8gQ~5
zdTaht1Nd_bF7j|2aV`)didv>lHBrh2K=N?|dNa7GC&a&QRC*MV6aaAt0NdYCkYu1_
z&z9k_W*?w|>SvDS7Qs|Xz{-NE_e=`ON#iGP{G<f%PvP5Oxwc429o$in_mj$P*wAbp
zg5BXflf?E63xp2fAB*?wETO(wu;~qvbe;xGLI7<x8M;N6?PDZ_k%w>mG#J+9B*6Ol
zH)nJ?Yh>Outvkc$uaou!gZ(`u7{Vq}Y`Ful`F^6$>U|E}lS=wM4JW*Uu5U4;@~9;n
z^U%acJ2~2aM4YT-%)~q^e=-gt(bPj4Z(h=9?TFoGgs%ebhpH5TA!VA<N60*E1EfW$
zZ!nx7gUKCJ3`0LrcR+O-k0=0hhj98IsC0jj@fS|60|<Fw`>q%h>p*}I<imvS&cH+G
z@J&(Br&azAB2W_^hej=@(Bpz3uWKkdX%b`<@!U`}1P<Iz>jmo5kd}G?`P4(0SuXV%
zv^Y-r*aIi`k!A*A1SHve5I^V0y7&%x_HEn}vakfc=%^<$wx;e2t#_iGet}MVVVc(<
zT^)*x%0(_xurtiC-JhPkx$c}jW$h1bu*5&Stfnp@$1=ANi>$P9e4H+K6gjql-~~Z`
zP572dc;5(kSMQA#v^sexG-nq0q~AJ&rE3d%R)nw`Yq&5P6DnGRLd&4yt`J&YNb6?%
zAW+EPp_)HMK|3Lyc5DNd6CkdjAJU&dZ{-AWjKu+8Vk@}0_UZ+RFwu`EZz23_AnQ)C
z{e5^ngWWM|dr_9aCoVl3OZJi{aoLz;S&_F`&Ufia(;|Nj&2AWH58>kgETd0*5iW3z
zqB(*B=HQ{hEMf~Xh0DZCEb>ETz*B758y_<8;Wf1pTy0<pez$})zy>~*SUOB1Z^OeS
z5W!O$w>XUl|064;e*Jq~(v?WhahzQ6$8}`V=Te`)+86kzvNH9A$Z{NZ@`A7(5y=f-
zy*G-S9F1^d;w@x=GOAvOat;(&uge_=t~ct^?{iDX$7N$?!1q(SbcPavid8Msk&~PV
z1L!EuaT0D<4`Q_s`q<Np2<Xz+0IXd9N?F!(SZiwx^gS2|q(YTzFu>LTI2*!A&W(W4
z_4FsDi5jPmYrM6BV4K85eBqfZHX=u?hVk^90#DeBgz$OF%NR)iD_<&~TC|IM0mVw+
zB<cqM<P9{QjZ+JNt-`lz(fKRzt!W-%9>5)T4TOvi(7?}CR0dC1v(puqM}Pnax;o!k
z?9^*s47LQ~x9Two7WygsuwSvQ^3tuv;BI@vi))xSkL63@!H5VxmNm$)AVF!DIBx!}
z)LAEH<8`6oA(+KGjiz~;p<r+ik)=*~Qw$HdG#uay-Cv1i6I#SV%izl(pG%fre&|nc
ziIUN1eY6C_uQJS29iys)GYkONX2j61eAo}jm`OF?0M-mxkFe!1a&vmZr4T9ZaL1P@
z{%<P32~1auLVRf&JrN3YqJSAOak3iGa@}Gtk#43WQsru3JdOk|sV%#rn`)6YQoOp)
za6j2V{14>vf;rGi<d_PEkEORX6$`ZC5hB@h)JIT+4N5%z6b;Lj7p|~@1bU4Q`}jIS
zrrR?^y5u_81MbX|U^u{qZ?#tn4KVa=1wyC+lFawIs!{ska|%EQt8p|IEamKPduZn4
zBh8z@mr}R8_mR)@H=M3k$qLO{exh!3mT)b980g^Wv;YWz&-Mm!7?mvx$e#Z;4T%3z
zFD}_%qhFST-2Lz@1+Irw9#&t257>=CFx7QN2n2kGqQ&%a+^|;dRos1aQvg6BKT52V
z5GQX^NttdLF9jq9AwwMmaN1DBHH?$DibremMFEcqD(ethZ~-FUgK9HtANb?uNITCB
z;swK@qQA7!FbxYuEO~c~sUs95`0TzO_Y{I$4}ajj=FR>h0vQXK(?N{FataYx76!)Q
zkweUuPQ2s+pKM*0o1!HN)rtSn0L%-c9t#m^rb26TA*1k{J4i{~zoqadL2^8jV=i>}
z*s)|?Rad@lYY4QVVsc}YzSf0Ln@KkvE&c({;VIv+t=s+@T*Tx?&Khq19^@Tw47r~B
zBhPBXqo>ceb~`=I-p{sTlW)Pfy^!uFd^qq}%8*-&nr%W!UiQ&oJ^6&V%SMT)fu&bV
z^LN<E0kc73_}`e^O6uPSkm0Hdr*Q?=x=bk;q#DWTa~UY053EM6$Zx6p34tV$Bu&oi
zNk}-#1ZhSU*xL*15YrQa(W35;f~+2dRtUj@1)If65|JW2sJe!LGgsnXpp<jq0-1)4
z&RMej2zs6XVL2BFLlj_w13cM63J&uVC;q|!8)yiK0k`w~3j^Y{_2l$Lu^2>PSH%kh
z{Q%B=;m~$0;X`E$8}pq+O$)s5=MSVDmePV7egqM@nYukEU<2NT;5305VYG0+wTgWe
zqUf{c@u+eze9B37kYeD(-D%+<tXNKcIiLRJ`@X?+{r1z@daQn+c>!C$hk!}#k#A8K
z09|v}@P>0#r7(`gPB|bf+%*vm@IYbB8Z@BdPp|=876>kg@IK^L7KmGh@C7JS^B_Pe
zqZ0%?gMey?JOEXGGpxHmE`*!L9FkFai{Ew1TME%px%eMkAgb~+h#*_=@3D~dgbn@w
zK-5hqWj1SKOFd>DI3Tc<rU%rl%}pS;-fGZ?VXeG1<s{@-3Klc+6CVnNYjfV~vXHQF
z13$(14{xD8!&vgpVy5Z+Gl49{wMnE#XyIt9-=MCgnaQ){DzuGf;`?c`1+RPD2`Z){
z*bIwy{zEK>3YPmq+oH3rNDdkPaf^QI<|_k|KmGgmAK_BO0}jM+MhKe(kpV*zxo#cu
zo?V5?m|%I;$G_sjdhL+Gdju~O4SdJiwh>MdIh#QoQV*532*ey+b>bWg;-p*uU=;iZ
zkyU&);5X1)UoSASu(?9Z=x=@SzY_}P2ox~Mue%1F_=Y*)w%@~2vkY{cn|BNFq3x;{
z`v%@XaTEGrg*=I)2w)Xx#d2Qvz{pGneY*j%NI=YawSXNjAiO#pC;^}GVF!JnEC*(7
z7tCyL(v|a3{FZP;xGx0VAuETjG^VoQ8-FcwDC*<8t_%`z7d=^{tJ~T+ikwL#r+M2k
z7rx=tI)P+qik5xF%Qkx!@+;Z<Yw5S<0h*W-AAflae}l(5JBF{E;sYcWW&94X*Cbpr
zCg8pyHxwcK)}UV3s6a~&SdbD5H;oVD@Pi2$%mN<BLv8)xFw*ro9#M#h(;fuQEn;iV
z`b6~%(0iBg!=FW0ig`7;O2EC?7zJ^TP?0fmR}A@H^GSe3De7df5A8ZlN#8Itm|TO$
zMv@8!DQZ|&Gc|oJ$RetdWm5(+y0u%7^}EEHkX!#$`5Q=op5Ka%xzv_pv*fVi1sN1G
zN$ftjual7dHK;~SaM!Y~9BX^?PZ`MP5#u*E)u%Q}-S)*)fEw2r5}&Y~O$?y~+;U0J
z>1Hs+VAD(E1=P@uC96O9@&Z!F{usE%vu;YuF(3XQXb=w>G=O9`6mUW4L9KpITO#!H
z&THH^2)BfkWT*dFqdYY%84Y4BEx=mxV8LeSP8-sc-*w4Mwg30Oqw_b=SNw7BrPil0
z{=jN`9#IypQC|E(>t^{-%1SVDS@+?wq=bt*yp<B7f*cb6$nE(%C=-=^^<=1sfSsF*
z?xA-Ycv65=`VP}^#`}BL4yVuGzDZLkd7XF=FJK~IB)}e(9jcsaR;rG4Zuofo@R4-c
zhbOJQV^=PIaZvr}ymKZ`NZL;IV}wRq)V?1BM$Rg8yp^N35=K@&5u=P`9-7#@ezWA(
zD0tcSCo67mY;%gVYx=fT)TE?6=(oMi6(qrtdSniQ0}hnn&b-kYbJ%HFfBzexEMN{A
z!DnO6N92L3?V6ljfiHfy=ck@|`+89HfXuty=7+Aat6VRgzZ9&Ebvl*sv*tPHt!mIi
z^f}g~>YT{@*wug?kJ^(8v*I|o-19w>8)Fta_}tTp`(vuE88ya;XXxkdi990`hNFZ#
z%g;1!tgu)0b*ELQH%Xh*hySY2zAH<Vvn+k7_594ati&+t+k}oyTM)U@#<+L-pRMa?
zu&tf;y8QC$f6s%OZlyih61{%(#!jz)ZgwTtW|~BNeeu~n<A{`(^|zv^s?#=&yMNki
zw3#?5A8}GkmddkrQttY4)<|YL+qUL(_*cTZ==HI2Zt>YrN477|U}KfI>{~I!*^roL
z)=jv1dnVZKwXIOflgn;8(bOagPV3xDk>h~_m^<0#{T`=KYv!dvbu)plAAT{xsnEpT
z9{8TP*9zwt92U41-9T6&Z<7~k4?aEI{odx<p|cn(wd0ST^?s&ZxO^`7)|6Ge^|b?+
z4_rRDUn=dzmDpc`kyWa-evA7t(vs)B1ayOTj*B4PnRu8asy<eFhb)hj$hc&0xW4Q8
zj?90E4hjkyt-!7tHU7ei{1H(`e1QH4j$vXjG0LebcTVdHy%ySt_zc=I4k+rYNyQ~@
z)=h(3wiz28@CaU5R*GHz@q#b;Rn3Q&ZT}Qj)ITpvOc5!zOpQ8UzFcHmmJxk&x0mVH
z#=&J?`PtB$*wJ5lqYS<1-nN&gama#E%46Nm2WIpi_&+{pd@dCxgvv}x*`K#Xe8|I;
zC%@fo6MOlbuk+PsmlMzHz5o66-5$ywy%$fata=X^ZahrHie|N$+Vt)zlQx(9u&ZPD
z;@XpuKn=YId|PMk)90qKTLxn9VA=;R9#V8u?6|o{{JF#49D7x9|8)~5TZzVj@gwKm
z(o2UgcFcHacWT#+FeSa-n%p?Bzskz`KhE(yvHrH8x4Pyi`%=C6Vx;;Q{*1C=W?vb3
z7wi)y4pwOF!3v|9)T69KwWRZ2NQ+8GJ#7D0f3!*FRMg`t*C|J`s+m+;n`z+TPdiaN
zPJ3K2JDB}k-T5N!K>7`-OKCo@$RBUJg+5T-*jrb<;1f{i?3<#rUNb$(n&|6Z@s(Z8
z)DFJi@KMYD`OiezC+m;)Gx{9l^HN0eWFC%R2>N<WttaT<v7JdBhy9HIsN~;HaBo?w
zn3V`CXRCJU9I==83cb<RkRpOrSGZ!QD*jw}VDic8*&uhso56mwfBe!$tUs;m-Sf(;
zmllv~-U!Gs+$gKZA(==|D(8*K`@Nr46Z&Sar5rvgvrooPG-$l0{cHVRy+a|(yWTz5
z{(KzvqHsS=YIV%medoS^>=OO5!#&b6<)UN)?m_F?=l`y^tX0P4Wlg@Tu}Tq<zV27o
zpZW!V29ssh@aeNo1T5ok;ZW{O%Vb`heeia0MX-ohZ`WJR_rD*G9=pR<E*Ms7Q?eB@
zpr}<D{i6dWMky5bUc~NnkjlFvEP1b`&_k17QSwFw#7!M`x2ju;{LM4T&QIO>*GhTV
zDvpNP%NDH%rb8Ob19cth(JR5dGqdAmr2`YbG-5|xZ}Z!`Sr^fVrRznisgHF~61SrJ
zXm{)11W=CoVaZ6GK(lnSsKKFY`)-T9-<>S_OzcZk;&f)q%uE)qSNp8u-Y4zCJC@`m
zg||Wt_)4LN^IpCX?tH6B_<N!yK&#<QN>@Yo(ojR3#WB~<fv2F}1%45xtGlE4o&DYe
z0iI)s`09bOe|*=&9Q9_C18`!J|8klZjtj$?SdQ5Jl(M%U+ik8+m&H7~eD21SWy;|k
zS<H^TlzqRt>r_m;&f6b+uH#!*I$0XtSBGd+eByD;EJemY>Qi(}SnrJXADe20u8(ya
z24S^*Hb;i6n2E(_#ntbdjVtcWFFy5BBQ$5OICbux8W@kdXWVRQ(0Vamnf`tj-o86o
z?2CyOHi;djjg_@ldwaS5$Q#jaF}~x-#gAqmo9<fS6~ZEkH%^vSn)+qksC%E)uhe34
z*OH|CAUeqGk;jRq-#fsnvOv4AQ~Qg~9(IB|wp{wS@X`_C6<Vad_Y$+ab4|i7)KM;b
z7PAL&3tJ!a#iVEF?qryxzdii6Kq<w7!ld0OG<hW=FWA=j*6~z+su^znsG013(JMkz
zLfq!|1WxMN{M567R`Hk3-fDfm+<Uu0UqK;HDK12eyPkuOi-vi8JU?VvJ3VEiT5P#H
zeZ9a*y+3q7t9$K~lehbL-adZ8Yo(Li_ZNb0T=fcDcNn|4J$lq@oU`<KaYc(*{bVH&
zeOh~Zrf%gHpT_&a>uL;0FTK~Va_R)?i05U6^{SuNBlQY)hu`NFWFlJkykOR`?}r^c
zk#6U4Sy8R(fWg;B&n)jfGRT?60M@u-S7-=3bU^7(PuLYFrj6e~SqOym8k9I;x?Q~y
zZDICe{kETezvA9FD^p^WPTCwOzHaT3gJRmWzFQW5C-ORDOyiW<+(^BW{G-VUP?y`Q
zy7cl9x+}P>z&mAoDQLd<(MbzD)1lP7yrnPb@0*EB%+7|CY0>rA_s7#_UrSq`Jdb*B
zb~tM5FDA=;W-3so!RUH&2pVZJsBd<->Za<+^S#=i8pF|(!OMoGFR%WU8;X)}d-mGC
z*U)hzwII1P{M6C%+cEx=Xf(F7bYMD*gyshlue5Aw|CiY2Ve|L3^>ndf-4{1i5OXs1
z^;8va)zu*`SM&YjqgfsGucf(9m?puR?=L(Ye^fK#wq1IAlDVSf70wKEX?wH8_OdNw
zu9FOS15S0*+il2NEAD{%llK3<-V1UUFS!0j##J*Diy$kJk6@w*S6FJTC@Xjxc)^!9
zkLI1pJF^_q{85u|^Bo>-Y8K^OWyBRXnO7?RSa)OY+5?wdV_B?8UgE(8*cE9&S!A!J
zoaBx(?k6kI(qu%WuZD;KpHJHK4Fh(u5#frZpsG8`sRj!9j^#3T%x1@}Fw`@JL=u>I
zfg}dz>|eyz6`z?1QFLGi_UzE6X%eyUDqm@pVG)V=>4u01Gn{-g2Na2LA0n1F;G*^P
zM?XLX7pUysEUmkHenA2eUrrjJ{Is_f7-BfW4gSLRu2|&j*#_*lJZyl$7Ir8FI*bc-
zpGWwGR7wuR6t|_16jMC`d=V9SIU^+w*?E?<Q4R+E$G5En!%^b%xKF;8%M@e?RF+J7
zJ_tKBDKRia5ryGCfaX@5DP7KsD7qXXcY*X2;*Ha3!+4SNtVrngcE$WWIb!CEb_m9%
zpJAqJTaO(0ic=fHe^|$~U^NgFr8&5jIhM|WUrXcV{E^PY>%M`|7L)=a(npd~)i8vX
zd;6S6M-P(0vkt)FAsT5KM3sfIa>gQ+1}M4VG_!JWNl)N#FOt(IszhGLS^TB6wn3B{
z2nV16mOl4A1Jay_2meC!#pwds;#~G1Eb5#3W;KZ0Zy@PYNae%y>XEaj<v9NaL<Ug5
zX%Xn;sf;besMccKp~`FSQF`u-O{d%@YYrhp^yeN#Di7N23%M(FCSwa1b_1L6;F^1M
zk7dlnyE}@hI?$xi4?w@iAcuoEKN-MUD`%6tx)BHwCcl79t3DQQ5Quri??z(JZtg0Z
z5f{GuAGoV6{oOo4A%GUb#w2k^E8z7TM(xdTU2|~W{6vW4DH*8*(lVQ#-OT(Yu?+#X
z5F*j|G#5MBNp<;+bXVQ$BguwY{)EB;mvJA3<vgLsj+Fg_jLogMj1HICA$XEHMlBnn
zx2)^}a?93X<dZ#Lr$G7~PHZ)<wG5Q0BuVaHhlg@CS|K*<4IiGHB)CeaUMKPeLZSbT
zQZoe+iIB!e+KB;t%+UaVh}-E2ncf8ah^*DHWy_zMXBB>1?h{sIlcU9FH#mfDQ-p|i
zOt23%1Tr+HnLa`ZKGvVKGMMz_08<QFA@#h7NK!9;o{{n&welEC7F+0shlr9c>p;yn
zFhH7X198NK_@OF#_Oxzz`yRfO+q0Hmx-<iTBb=&XzX-eFkBer-6>tCqkJz(_Aa8j?
z&nlVVoel~j9&+$CXjNr_l~@Gum9Hc_=gP4#-1ornihc$WS2#=Cvv&m~wxh)LPL6??
zWeSl4Q!j!fwR27TDQ?R-35%>O-PY4$k#gJ0cThSW%iuDRP>Ad~hT1zR<TwBu2@p1S
z(U0jKz^8uTX!A6e;JbXc4Y!d%4auN_imYMDpo$9_9;e}G-12E|lu8Xa91ZQQIoANH
zTttkh2#RyQfZ+n&$V8SttICAZ9IIaV<Ej^J2N84JlVCOmw-hOfFIs0kSB(5QaDsd0
zJq%$l4cm=Bp}9N9qZOKEb>GG{zt5+pg+M<!amhol;$}ndUi|g145}CU+WQJBe{>(W
z4wU{5ZD&!@DouZgLZmAq^1u)r=iq(~%C>LMRtNdb*@tj>A(AZdfDw@PuZmP7Hj@1T
zI|-S`pQ#38OzUA}&pm7pLP2Ry6?M;Y*l{fFMi_k=9<zKD<5@w)j02M#TCT+GpDx&X
z8sqdV#(CX|FhIc;5{gyVaBIJ)((7<rHg)P1^v(^pdx%l+ooXY7cr2>N4Z?v7WGH~{
z^#`^r`}fsR-T!IPOuV7`A2)ul%e)cyPKy%F(x*+O(jv<YW?Hq<E)~<Jlu%*BFn3%^
zC29GTN}05;w4yLGRHQJKko6|n&5V7RG4uWW&iVZhuk(7I=bXpRyxJ<@)(a%ltZH>0
zQX&b?LymWi`WlBGvJC=`TR<%oAloiAk|@bFTShsoq9yDy+7K;XH`;}FuYyZIsrRVo
zLe|D%AZi9@!+WGm-cZ92wj(`uT9GMrqQL$<M4U^+=3;Hm;tFK+K04m$c9+$v+|QBD
zV=%MSVo4ZvmM+ML<vy-*8^zfbf{r)Hj+iH_1km*O@e~<dYe-jTN*n~xqzaMY=wx^V
zeLkQM{sqf*GoGN@6k2l@%dV-HU!i2$SZZ^!&8Hrah>rtmPB-pOfQJptt@OKl#92bH
zM($?Zr-U;2z;Hh1X+w!o;Rm+5Kzqbb-@1__XrkJU+JU=zw{GGGpPJU!$!SUT1CmUM
ze>UMV+!zD+tz~A#R;{mCS-y9mS3gAyX2+gvhU0q+?YC5kPtcMd9FI@AevUY5v{DBh
z2abM3#Bq?b8iM#zzNSUvk~KS&{47nKhV^A0DyB6_MvZXqDi^9Y@RO3J@yxyw@1z91
z1Ya(odOZQTv}>-AaVRr-J;M_D+!z9VHHE(NaVB5RQ)eoiy#gWiAoJjye3&N&x(isi
z1?`~#qU3cTzJcIskchtc$Ba<0^gD;z%&~b!Y?xr_HAGIT6OFDDwvlK;J6ir4845T-
zY5fcDR*$gixpz?Y9=5Se4&JenNU$8Cs|=A8C5g`upGC*NkP%^a=K7<hv`OXB&Mc0_
z1nmZz;HW9nm>wbzmyW4Sy^xPs8xAm8Ru83qe>p#B(k=94>rUnYUq>RDd`#^4C|;3G
zBpf9-EgwgIUaaIMevqsfWV-!577F?*$6i14<E4gx<#pETT<qyhuzu4>%rDuc!N}k=
zaLgw#F8c0kGv}kgif13(cK4^q=C<@y2Q9XmF`CcW-}8W94i6gOuY()7<Q!owqSuOq
z6-dWVuICwCnE-7-lE1-MT~a~|?m(iCG{fD*@9z;VObKGRoV%y*5}&uTGiWqs`oZm`
zLK<&P6=DOyQJPSBA(BC}Ib?LSpkG?LYbR4$2cyrWWi)(@tMRO2mgw~;ddPbgG$78K
zq~+ew&THxl<po%TA>qL%%x{gLuFryCwpWev0n6(nx1S%3Y_cmy*CX)QAl&wXQtG-M
zqih7aPHAQheBaqvXJpmajOH8?KRNN0lkRk2tQRPVb<^EN`}$0CHi5TmDPgQT;aL}=
zpoGjmikme&?I=(-oga>*?&6wiO&Er6BK}KAu~5NzVBJ)Em!+oY&jv?ab*Hj2HUaB?
zePG2a1L&8mELj)1PM>##4LxLumm<E`CeX4B{WO#6MGR#nRe_gs?3zSYL&{uY#W87r
zI5bYRlHGb<_^}tyP+sjpSLd1~KzvUzXB&vzS`^5xsv|43YgD9yQeaFkcSSC>GauQ-
z!)Ll^P!;;lPpb)FIYOiMZli^#FBx!J&Tbc=UunF*NN^3;y#%D}1_yt;)@%WOpCmu%
z$yfHqaaxqPWMvmTcPkLJrtW=7*bXYs(++kBOLzDrD#a}oO{>ZXc1tK!KF#)wv&cHQ
zBo#%<h9R4&T8c!CuAZ%`5vW>PWoc~$^d7*sfba?tUD`Z{RF|ZL%}NTOvA-F-*$()*
z`VcyF@Gs&GC6%KgE~>?PUyEFkpk6ehw_ba7kIL<%x6#^8o`GgzIV*g<M%w`A3iHzu
zCukqTMj_@671C5i6z7Fl&vW78JYtiJT~ZZ1+7OGub-%NS#;4IC;7t^>=>!=B3_EDr
zg^;6yoQK&V*mKnJ1@g{Xnk`4y(%3Z7P1`PP<M}hR548%8N!GsmDx)q^ulIersR6k8
z0LT_1IfdUsiZ+UDJ+Sti_O|k8&aE>jv812FCE&RA)xme6syq6@tg-uo??iE4m;DEZ
zi=$7sxM0vBNFe_Mr->m7C+r_@;}vJG!x$Aiq|5AX$JZ#4YmUdri4>Q#vMJTDh$^q7
zK})J=&`Pf`X<u|87+ES_7$)}wbjKMc$Z|Hic6O*I?rj5wlHrC+kfua%)=!Undtwp$
z^lhl2T)&@>Cu~U`Kn*2th}U&8P86JY2H{NQJRWDFr5Uc#75og#SWGQL!(T6XT!@H_
zf){l&`&&MAO8v}KA81)U%ycP|=`5WSF)Cp)7WQ??86l8_NDnAP=Vx88bt(OgvDInc
zhQl)u4|#%P!xnHX5)7xZ<~D6BX}``^Z2;;Cu(%%foZS}*gsGx=;xb4Yiu1M(Gmclo
zH+ntnOV*|_pi7{*OPG=M7)%yHaahE2^yHKYYG07v;r+*|sw$bYe3)9hI0Tw>+5*0n
zeiVv1vH^>xcfF#?S4pc5M3_B(Leu^l^mhkF-KW^?ct@Ol1sXjAzMqDgfkK#5CzH<=
zi%N|KEHUlBF$)^FjX8Fl4)H;WxTh29;r=d0O_AuA@p3$yfL;ozLU72@vPXqmU85Q5
z8FxdmoM;eqgy+Y{&r+uPfpK3r-&=G}RKtx&jLX$=bGHMDi6C0Kp@Y*hKC41&-vKLU
zjW;MLzRVn4zWL_%)Fq*0s@gDSGQMpmXy?e+N67ycAvgaSHp8!%M_&NvQ}kIw(rgzf
zK|rOpA)$cLXBZumU@v|D38^+zUn^~w-qG#ovGQzGVhWCY;zMKaVhvdjGqZ8MlGlzN
z`tF?Zm~%51fx=c)bN^{^Kq6G<LE<rSMLWdvvg;@dZkLweN6mHXH_aEnMM#-%)@y{j
z05|T0cIl4=0RKg*{p^eax7r$bbZ`2UkA!^55wloN@V$4!-zx6z$@@MLn!Vse0dws1
z5L0Y($yo0}gpA0?p!o|;^^EYuP*r!#4E8J+mHpT~#rK~SAnf`R*YBgle`4(3qANiA
zPY3lIh13_R^rm%onV5wINPGSCTuCP~ZiAl8{DZ#Tzsv}#gXN~<Cijx}Io_^besc$x
z@D_ePW59fV!yi64yz?Ux-&Vt~=N?R<1@ED8u9zB4rq@mvXZK2fvQ!!$W^oQh;5w1y
zObW%-`W@2PY-c-9Fy@O<63bJymdr%a?Y~=CcBR`k@tJ~k*RRYtmI&PHNO1)mHGVY>
zbN!%?d4jwjP{x6;`t)@yJXcb77@RcvePcX}cLW4E9avZ^_>1Zu5oA_Uqf99vBde#*
zh+fuk&dKFRbAdB?N?+3Jy0mg;sC@Rr*pMvgw%g329@6b)HZfw{*RO<_kI_R8kwrV2
zrKe_y`!T%a$qr-t{xkVx7c&5<o)1Ug_H2if`rTo_aB``+*qLmyV82Ij`;6PigGw(K
z`yK{&M^35kF0%|w&jDM6z3B5tF_S#VKX;LM#^W$MlTf=0qb*&^S~#Q<FWCv|N1nV!
zmNF<UZTn-)<6Fu8xyg@%z#f~M*|gSa)gopH?v(%i_(I-YnjzEZ`$HW*DhQmsl^KRF
zC}btQ8hiBd57Dl1(y~Z$!?aPnFjcl6xV327{XIXq<^NPpd$uNV?r*U+<HY-RyaZvG
z<+1fn@s*D9Y!nXzb3@5Y4feIS@1us|d~bMmyZF6v_$OMx1Nm~`{kCDSN;H&O!3RZ?
z=@|p8wT?P%7;lPR-kTU7`(Q~3IbG|txWvDg#NQxQnn#PapIz3?xj53gK8(7m2t7og
z&I2B)+d`6-(8m2(h?PGWHd|NNRzeC$D76izObQ;KMx0xec3PtkxcLB)``>yy^VYSN
zBNf@G<?y2=tl;_lS8SKEUyD3?LvFNO{=@XbtUPxa{S2v)-TV^zIb>DGMgFSLReRn)
zFS!L>U*2lw!1J%BT;A}7PRh(;GvO(7ga0wwOcb2>G~2WWp`=Morx^3B?LUa&a^5e?
z%d}VOpoV}M*EX6;pgiau)c5<zy}$N~<}%|auKD+ORGs~?$lvWr>XxO6>9^OU2Tr!X
z?tE-5yZqF!C(U*o$85reyBlNW#%9>#y9=meMzS@(Tzl3TIGuZcp#8kl*P-||TSLnS
zWgd5mi3_((_AGbLNr=36eC&0N;TY6ow~fne{|RP&jn;{|j?ozvUiSJaCLdDx9p`6U
zUAG}~f=Bs&^+kGb&e?mbVy;xe7Ndd9pVgtauM}=wxlp7HZMs;JcV*+1P#0zic6zbV
z{({0W@6EnW;+G2Ur&JbSVI63%*wx?ud|Hhe`{4aCYs!!fHs@TouH3w-L0~vs#P3@d
zh1_s{t9@~1a#_L_pStg@8<PF)UmRS<E_c9hpHEd^pxld3JAD1hlgT%FoJ2cym)*AS
zE$#E3mv{HWq$fl10@KX#+*2*}QJ3UXvoiMx(nrg}-;6%GoMk^JKjm(<;jsqKI)`_9
z^r_X{q=9EiyR&9~-RqvU@5`ZhYzy4P>-N05c(m9lId4qU?Mb^fjk0@Wc6z3kePrHT
zNw)gMs>x5De|d7p$I8Uo=hx-qGv<F?=9%>Zzc(k@ykzYD;tdhnwS6-R;_}b^yLsM^
z28U5@4LN>p7YAQ_#P)3ov0fka^7B|^7X9)=|Km-@C$<vP$D1NuUmmyo?0OdMJ#NR9
zbrrUon%6#kH{RIo+qA=md*CyqPu1DwdpBE+u6-zv_Y#ZOY^v}`4^-|ySMsU3>)y<0
zuj6ZXc_%qX?G>o~smqSOvN=ah^w=HWUAy55J?c7#q2)L~H1|eE{hq&UX=<A;#4e#`
zOs3Bb=c`*^HQzr~@;T*n_s`9l+xB^XXIfFldSCvuvhl$(p1Y$ZWRZA!g;8@>$l$t_
z^4a_AvM+l?1YY|w_1wFVfpb_qo<4r9Uqrcq5fW-gT^jRd@r^_5?w_LsnF5zQ`XBU=
zX=!4uEB*2Ul#;ePx!ZZ&<+k3joaIY5KQ%J_v;#LESCz0ivMzdW_Jl-_c@|F|?*F%s
zx1teQ1ed8|vX?QfPP$2B53DMm^Gup`rXP-LeYo`WVe2E4UX8}7o}NrIvs1+@`--E+
za!RJe{{P!vI}?q9b`CSNzh;}SYAwK4{&n^YGdQh7?;aL^uLKK^F|<-zpXSmJ#Iuwj
z{9j_)8iCkXNqTshr&NnpJHP|?T;d<q!us--s7}Zov;4$*D0Xa}7z)PwNY%g5V+RLc
zy&@KnvGt<zt=v{00M_y{!<b7Or3Q}(Yd7~Z`h;efIhvpG;UDT}7BfZPauO_4=x=^O
zV|;i;g$QH4Rk;#Ru*i_H;t9PAUmQQz&ZFR^3w6OLSsrnV=UL9@&8{(;HL2GS2^qa;
zqM_9Z&K);KYIsI|0~|@?)kfehY078aV)GVryqfSm4y4D7+=jL0(2vzhapjos)OJWE
zfr1s{2`*%&f~?dJQapKfFO^)EbOtnoG6Y9qE)WjO<Vaoq5X9k27fn34o2FG8HGNDi
z%0YB_5at~s7IO|~A)JMy<~P9m%-BbPtqE+<LW9aRxYt9cho#l<&bS#67AA39$HZEX
z7()UOQHtQRk&mwS8I<j5BXAO5we#C=Nx^UC{SUOuMV!xUuQ%)>Q|&iavV~pnIyPrB
z<$DYmIL0}=k)h`5H48C={?s{FrthoeCeq3u@|iZslb^%mjtM}MbceBbKMop@$!`j^
z<S8K(|3E2g$R&h#po}HU8PI9q_fhB3&W`s!NPY#vCdAh^(gCu?2HYZ5LqbsxIpYr!
zJrxt2h3TVj0?Sr(Un@G?>#Y7cBm#SY#(9*q$vH`YD^Jlu1pb?QHkNLeCY(7!YuciZ
zJ_bGwd)Rc!jQi1u<-+MXNS(lqVA~~?5+i!dkxz9Z%N90^Vsa2(zU*lO_tF<`h0Ixf
zjO^%Ro=>9|u$eElZm(EWbm&1CX7Cl+kt|`k^Qk@&8J~K5;~#?Kt6AzTLxmS|kOyn^
zy-Ln=w(9;XB4Jy6bPqFLhuF01p@Wgsc((e6-q$(`neOcjqS}C#%2H1mEUWrgngZ}h
zQ1^_cu6MSxH*(nr?&u`gRZOv^R~E>2X&p5zp5U_z;86=E3=8P0Fk3BG!Q9x%P;3JI
zD!s$8w+ejE$jBHLlt^f!0o4@FxenOz+Lbu?#1l6*!(^SW=f*?9!GB@yAhs+EX{=+4
z6`a;@4LjKG?IREJ5fQy<yW$rTMZ&vWvCH>Qke4?Wb%o1+%(H3aXV{FBTVquQ@Z@JN
zxt<N8ojs>M(#rQ}D;=?>wOHR``d6wb3I`z*)eqRMy`mz&f~CxN$gr*aUt#KdB-0yS
z$Qw7&@FE*usy(1A2*7YApg=1%H0^@$q<!XQx9=etcjFlE7Ch>bN(S9llz{aI!RAN8
z*DQIw^KlZfeho%uGys=HIy#gOT=U?G)nnpA46wX#@tsjv#K3H(&DSZ!kq<~SI<g`L
zY~#Dd*UMsd(?dK&25xj-UAc8%E6x3$J&)NfUiKc3g0X#3|2CoTo>1NX8+<)(Czwmu
z;D1r8F45CqpthiIryJUtO8ItwrX<Zh4~TZO(ZVO(ly02wTcqGbPZSsOgAKLaM&+`p
z=7C<A`?YY-QoS$ZjDYi_5pG0`BuIILUdxA42$vI3cP@ODCEsckTT6q~ZW+)Gu`9HG
zx000nEC<<hI+*hHWZ@=oSU&R4bidM9$P$6kA*c(!wW;`s36ESEr7Ez0hWLCDKx<vq
z7k-YT@S}mtI$gA5Ib5V|Nbh8(?E76!Q>|cR=p0DCXYXNEH}rQk1Aj(mL#6r)rQtls
z^T0{HW(J##Gcd~~1bX4Ak3_4TynqJfdk7^6CY<~M`4nPcT<~83*4O0yAB{)rV9X($
zt>Af$Pnp!o3+1r!3&*MlN42@qa|zaQ+$$IT3g^SZHpG7;eH@8@DI`9xk$6auFS<|#
zTKs`hF^^tUK3L{*ZOJ?9lpck6=NF{@3&PAL%zo&V_eLloKVljvQRzxT@vDU_;B)qO
zxG{ZQTIc>7z9X(dD_r}#tV!unCEGfzby(6W3ktw=k&LPZ`#TA`Jwv^{Cbf8x+LQrZ
z1=||N@2L!x)|BWoD`j8K>aUOcPY@eeUMk;ghKuFNCU|x@-KNE0_S!HiRlBmA*12w^
z<2KtXpP`zrAQQJrM=K!HSx;^50Q<|~RGdr=1v@8Xbg|@9nq_HUMW0)^**y)PC_2Yn
z1t)Q_O3Azu#_M@RM8##^0NqCBG5^KMqe)(Ipc~d~3kTlX8h>_cwu{)%Jn${%`Xs{A
z^AAm~0^Wbnz*E?=DdBkH2=uH?c25Z4dE}qn+<h7i^F^v`mxl88C_oMxu2v0@nqWX*
znR@BLsj1C0^^SBj!i1s=jllP=OT7ft-DUyI2<q2%k?#TuCHEp-o6c_S<YIg(u4Z+l
zqwn;o+|rBFrC;i0O~rZ_dccC&<hoZ3m2^f!j7c9lNyEFUlty6gL-n$Yfhsl4=Gw=l
zWwb@tTNz6H_TPs1RuRR8`d#DtFN>;s@Ud35AtSv$g1M)FfXk!DloG%5kzLQ#^CCjU
z&!Auu75tG-RzW9YgvtS^jMfw;@)m@W??q1Rc|>?HeeGSuW+~RbE+Q$tA1nBdRIa3J
zhuktxFr8ahV*BT3H5y>}bWAr>x1)x*P%0}sLN)G@?Jdq<z=&DZch&ud43iK&+u<Gq
z1y3(5yDxyFd}ccq?P!J9O%M*r+_+fG_(4YBLO!WP$My>MDWnt7zUrARc-%*tw9qBE
zO~2zgF!)TfIU@;91Wys&@-U7krKp}86w1*rWM-wMiSFeP^&dsNKECHOior%!(RUaM
z184NCv3$snvCJV{T&>k_@tz-_OKdx3^!N-wi*S-}cX68Dkgux#YY=>jLS&Bbl6LE9
z1gmJjah6Gi2sNy?Rx&d%Y7$@Wjo8+474uYf^ql?b1Ka+H5)KJF`F7*<wcTrq`f5~Y
z+Bvt+-O}OT2J#bBuaS|wzY?H@ISVDSd2K{K$(^n7s0B;i*wl()*?Yo)1tj)!jV`T&
z8@`*ARwIHrxt8ija>C4B=h|9ngUcEQV5X8_MGJt5J4=0`Kk9IM1g|O<Y>u##U%;3X
zBcxfDeOGDBhvvL?cF|e2?+t+}l~wg5HP*H2o+mgN$0|_pG)zXL=(qanXPTWcvauD7
z1u`Al_hLcoZ8R_=c#uym#{#~GQ8V<&XO?^kVSh55tTe{FO@^1&%htMz8y*q=>U*WE
z);EfVW@qS%_VB?LJp@o*?*}mWOkZ3pV@)hdtCv}f93DY8YemL+M4+N<__ydVp|4VK
z9!$_rp&L#c6+IFpU&?KOPQUFli<l+~i3YH1Mo>LBVQ6sd^s%OeQkvFQs}W}+{9y^A
zq2=u1RMMf(n4*^6m%vwDrQo|%_`G^zV-sw$3lS=y@f#r(IxCgJd*&SP?=O9Dw|POb
z$^Icso=42Q7=soNT9&D3*)})J#U0Wu8>MvtgHVQoV`pvFxafh%;~8qgr&>Pe#Jc`q
zBnd%(mMA@&FlmxJsg?a13DVO868O|#X3&(d;6M6Rd})|z797soYaUP#0Zl<{dsv=a
zgZ3!!W**O|0i9Hmf4C_$V<${`jLdO%JSNBOCaZ^^TVURu=+;2^)nB+-zq5=M&I0yU
zSnw=yWv!?}|LWgxa+ZS0uaKq`^n(}g&x<4y<m7kB*muZeH`U5;PG|r78(5Do%`Pj(
zlakk=gqY(YXm2%b*)h=?SJ$j<k>Xr6u0wZ3s~CM`<;c}+kar#AJTeSyC%2FW@(jdB
zhTG;4W<5d72Dll!RVSl)K^9a@)hDdq0c_pjCBH<sbuqeFT2{O7e;}s~tz7?th!;A!
z4v%-O7I`r_RWR+F>BU#bO%KcfGb*y7@kswBSS?)AiyC(6G&#h!4{;L~Lkjf18)w@K
zq>X!_vv3M4<DRBpLOA7vt`)AqQ`~sh_!(ifzBlV><=LD&eDOxz-d?f7E4hr6-I%3>
zuu$=e1fXh0*4>~L!SBamfsP{#cG2}H9}R?WZ?n?cXDB1U)cNY=n`9wiehTD!on>px
zaV^stHthT7opcku{C;#W(F-L<QdObzVHJvtMX9&J@YPukc*N>Ut4rQd@-hjCtw){#
zxd4=Ff(H3^JKFb_`ny_A3dhaNEuU74(spJY2mo`Y4HKam^o^A10a~l4fFHY#Z7fDK
zX8+<yT!{KBR=kfF{*dUW_+c2E1264@Q)|%XdkAZN?;^EUiCc6Sq_U)kP21bhKy%8?
z2<l-<`xhlil2`tUik}0=Kqx7T&;WfM&Co1r;xH<$7bdbSuTCloAGTnAqb&<JDm(!u
z_8HabW+^%6rHLnKTG62&+`Oq@VcS8N=h9~uE#L*vc_;A=hbn1{EKQ=w!XI+lHn6Ia
zgO5vo%5sN>jSc9Qx9DWk;YPyOi6Lm=LS=}wQS@ecrTL<0SK|b}c%~Td6r;*{KWjv)
z>vJ6ch(bmf*V)EtLzT0Q7?%U&-&9f|VSApw4CbqF*?%538&8LpI>u`Te$vYKYI>gg
ztE3LBBAK;(hC<pP6Wl=^mqRuggsGEwMh>!fLTj#)Eb3aB$dV6%<Xe^89sh{SSmGz5
ztGPsEYG(`Tmt`>Yp0M7_*_%sPIK_>olL0D-H=vK~;tU|ZYb}z3GvsyLGYiELY;~Ug
z)S&F|SaZJ&zS#dmj1iNbaGFwm7k6}=@{ZUUEpuvdbqq9`O+!+v^`4wUGxk#~<{74~
z*zE7Qe|KIY@3OP{KzbG{tCE;PW03J-EX&s}#tK)}*^1Q(Qc~C}E*t5cdV8a&xk2Vp
z)qtKfwSv0Qoo7bnx1*#b+r6<@SjBFA825Q1eQFjc%0?u7z>bqekH*djEy~b{{Yk1)
zmV0Menu2`q=2PLEbv~;4DzI;t=vZQnnKYZo38Q44V>vD#nXVKs>OYl{0-kPRAKa~3
z^@aA7;|@*uZ+fr}a&zq*@M*7md3oDuR6~QKsxOaA5#%UP{nW9JTXA>0DVdcYjq1Nu
zP#hdxiYzT=%0ud5p0%Bxuc{c97}2v#bh{K}$^-p)tm!Or&!D^zQt>_O^dKAYpHMWn
zLY84&72e0>)r*Yxa1sWj8!EU-_a;=y^z&4gYPowJ1)cx7gs!!-ka7jgz8ByKrcDO9
z@3H7B<{2SiR5n!Ztcf|y4nI-XNVwG~H9spM&j_-kUAClDa!N`Vh=l1Z_isbuQ+(!-
zu$N_Ay2Lk|FxW`A)}V@W`jQjCHW1?H5s{^Yu22+nn)Of=b^SLA9gy+L=3*(Nvzl#q
z*{U-fPuA+gfR7d4hVHv!EzqOr#aG0=N>TkT@N|x9V)=g3Tp|7zS9TJFca**AhRXE8
z%Q00pG3aGx+lao~Zzn3_FSd-N7SdkZ6HYl{@;$uOa}1~I1>&*vr=Kl$Zk)Q|e^5&U
z1QY-O00;o*Yu8#S;#u(5LjVBgL;wH@0000mFJmt<FETGMOn7-bRPPu6jLTfhn5!&}
zY8I`wYLX<(hWaRqqC(NMNu^9>XUvRCNh<9WHI<@LjY7yWBSo@hCoz_?8~ZS0%+L4t
z`{(z%ulu^&dCqg5bKd8i_j8qyw~+{hDguE}M*Oo!Ah3&fr8)>i`r>Jry-Cjd--l#Z
z#5%mWHh=8^cmj*M<a}q%vIn{COPwxSY(#8WJi;TA#Z{a4=x#DNkb1^Sci{0|e+ngL
z)qw(Y%}w-YA?h)<w<$Xw8Fx4$<0Lw9J&xPwyrnv?yU8)#FU3YWn+_N{?4=YHJzVE^
zDb8(twyrSE#js9NH&tkUKv}p;MR&llGhA%c5uW<o$;C!RcN1&VfdaSN#{0jmen@%c
zq<iMkorqg!9=#IdTnirVzx`^!Q8(OqJh8}pPiL=A+`~I@WoD`*RU4K1*CCt!CMQRn
zkz$wDnX}a4?(|g@PmRaORq9KllwUYJx*9i#TuL<1LGBz=D85XCp)TQ4ktkercMitf
zCFs1S&U($znUNxgNCuU}aAxq@!7^HnwH+hDb)O2;7#PqzPGbJ5kTOP^!Gm(ZeiZQR
zf%p?dej|iRk`ia|D}S@cWVBWRjXuLo9|X=ptA5Ibub`PxOf*^W7V`P#edrIM>mU&x
zs{p0==plgCAI{4hf?fB(^l238bPM3}jl%d1;!;Q8B@4naitiMJo`BwWz@>)>AuG`6
z4%m~6Bo1?#^YBgru^$)}<IB$$e1o}FWAjL~m~oLryC<UuLkPCkHOg!)!JP?FScLQ?
zSnT_Gp1};PE~U|}cx_<D3=~uZjgi@+N`k2vjvWM6wZX1Z6rmXedqMko`t=o3P8O8A
z43%!JB}KFjW0YV=7O8T9rA4m<>0fpdj_9EZaD^CkV2Om2OU5>WCx+o>YT}Q1MwA+Q
z<zB+DM3fC7M!9WzvJQe_OAm)GhE>GKY%5l+4EVJ6kPiD?(H+8(tI%#Vq5Kap!5aH6
zhJ8V}=n>5QIRYfj@cxl!HPKNS0DMcAMRUjMOmjoUu#tyC^!Hp1XgmbXyU)^2;Ny3R
zkt$L6_@e}pKHAWqRl5zxB)C1J#OA<4(=@1E!L4ipF*g2EZYm%KAA8D$3=x%?Kna<b
zz^i3~R2gCv{)ZO@5TYmG-wlys7LUp0?qJbED<Rc%h$j(TAUFkaxgD9H0g2NpVsVCV
zbGds7vqQlBe8|$sk`!AWJ`A7Egd!Soy}JtGD3fsp{~RHa1?_(wXgV({At0hCzTUTF
zK+1;iKd8Q=z*C865So$EO1DWls#_p*zyK7|{qAt2s7io9|AdT#gRQ6{*Avv-0_!);
zU0?+OzakrkKujeV#Ui!h-3VIU(?s9xa^aKi&ab0%HkgqEUau$U%o2Eiz?*Y`*@pQS
z3j*R=$Oi?pEEez$GD3^@Nzcf!miJtGF$H1KP9e60^KD2(_X%Rc4Bhb;_{1)82DW7h
z{#d88NI!(4+IQhJLuWRvc>>%hh3^#;44uCH(Pq08j4HUIchLOb0l>Ej92)?ROHNR0
zn?PnI-rNUoz7jh-LU6dl;wMuavct|v=(i=J#Slsn1@nv+sepfu%Db$ud^To^8v%1S
zu}E%m25%P3crz>f@DsAgC8(AQiOXhbFCqarTmqul^T<6cUKtA!A?0~h30|L*h)$MA
zj3WIA336_o60mm&{-c7b$_EQsTE397HkP)I#Ed9JudEjuT!=*MAzL<pO7p@C3P|S@
zrUU(cnA_O_DFc9c6X+!&?wo^v5ZreWZ1O>>HkR3%2QqTP(df$NP(p+p;3x!rP#a6o
zGzXHVgtuDYvBfaR1ZmLnpOLjPt5^W|(Lr`u5cW`7o<p7^7}VBvZo(-j>TS57pPI0V
zM0^ez_R_V*+=l{Q&pgAu3c8R2=8;=2VeF3(u&a^q+#tXxgsMj)X<>w^aE27T-wT$?
z!Mh8*DHiQG$@i5Q*vl9*Od<rt%`^0N5RNR?2TdJp0vpQFrn>W>4v<p&3TOp?iQ!gq
zODgn4#wZlfJXy@jTiU3#4%0}OLCB~iLKT`MY%sySYU%>-BZyL;;1yhLg+!r(r1084
zWfc3TM8e@isO&rw61E;+Ixs9epoZpj;HMrDVuuKB4d6=|?+0TneK#TT5>#6Q6-^`W
zAK<Ns_vHB%g5WSHZUMRzxyY~W;6_dKNy|t<zW|Y7-ESAlVq6n&)Md2$?c4=W9gi&-
zh0bPCNLdu(6btd?6KHF*cb@lclr9l|T|oSvLz>Odn!)iCVmQxIFm5KGjy-D!34g&$
zYUpT7C`xR>v-=5O{|GwaOOFux<(%eCE3uWm>;x9#U6#`C9gz%6Y-|C99~S;$xujrF
zh)JNqWAL+pCZ`zwfIRzzS-o(sE;bh|V=+&a$%%48K$(;!dPq>E9TV+b%N6=ac&y1E
z5g>`htR`qB3Pe><*iQiL1T8*s!52R$%o$-Hg)|R-oT%A4!x6(#V<4wsmxD~GG71>z
zVpTmNX+tdDSvmd1FqyGbjH+jIYK6RFieV?{@f+Y(%z-yL;7wGQCy`=D9V}<AoW;u#
zAPi-|98{SPVia_fL12u<xYx-dwi61t-0>M&xdgckYaS{b18;UjD{f2xBnfP+zko0q
z0;0u%AeYJrB%4wbCCETRMgh3ah}5s(w$A`4gWH4#?iYg2XUJ^;m|~GOgwmwIWoYR*
zS_;>;LB^GEr2>2_7lwT80|Te%-_R{RAujfK(q$IS4&UnmIRPLSNt1kDpiM%lCQvlR
zunqjlV!BMj7mA>;Ca|KeJ)c0ebXo`xXUatVPYJ4Hc$WbIXG)krPAGlHa@k4}j6m3a
zxJ1CYxe20)5lbizt(1_R3|<RF>;#+U;5N3FErYmgoE|~R9kEFm=9b7r!H=5>v<dKx
z7a<wl3Y2WXLh2Uoh0xN|k%GFUKXV|T&ATH*?y3YTSbSzLxIGJG;fo>8307?q2)v%B
zO)YS|M_CE(a_+NHx;#>_1Y5a*nwtlqE<?(OcIX-?K!P|*h;9JAU&s+nAU_W4@N=G(
zkS+nwE0c%;Anzp<O-+xfglujSW-EcsGeBb=r1Tq@QP6*ZUgN((gp9FKC0&NtwIKW`
zLk{8H8^Aq_NOSv0pPz=%f(zjZ0T2Z*$f3AjLT{WQN^61OYXqmmC(_9(?<g%}6_yS!
zq_kG>LADrJ9uyo(tG1ORbtgGEEc(gd#(pt8`rjV!*lXm(DK2>ey%-(|w;imfj!~)U
zOGbfHp;|Zz(p^H^znz3_kE~UIu5<7#__PCPUjTbY8OBn^DtQ)ItB0Smpqb2oA3EWS
z!y85g(P1t#$omwRb}&jA#ov@dCBCs;?Bf(sKKKGs{=0)~uA&n+#TDR(J8c+Sa~tVd
zN)}(iqu0?){j)w|GK~twu>`5$?gjEFaRxlq0%~18sqrzKQHDc%6v}9YkMF1f;ZS#|
zBTQc~D+FW3f-Pqu&IFH=5AE-RPLFBqIH2j<NJpuA^uwS3RlliN-(_Vu8)Ml!Ua!7&
zA7W<NMt$Den1H??3I*I4vY=4V)A~O|pFcS9RDfEKSch1RSaK~zOMB^3@c|vl-r;D&
z@7}8oj_olwhzq~!plT4+GFrG}pVM%PYP<FA7VCZ7sEw$LV*79FmR=i8@ohfnWP0JE
zI64|zq8I!{@;*dq#QImDxU{4Dg0{F&`<g}Ox8H>l>&$Q84(fc1PHfTrR`^8;2}IF3
zNW{70UfPFszFpYY?q#wu?y!^J#r35@{+rj7rnH0~YFFEbhEvmRDPdOKYFbJvFKG9^
zJ^yL56tTobD^{dXNCu%hpVGs@XaGRJrt-&e3@$fj3fWFc4<oE>BMf)<f)A$X7UNK5
zF0_WuK-7XC*|%{cu!|HrI}SAvX3L?(=}{1I!C&C1j?V7~Xp6{^3+4!^J_H?!P;r^c
zNWUIgOJdhb5w&bi%`}&J2nDZ@Av#m34h!@cvhNV&vW7alKszr%-q64*w*x4NCOXSv
zC3dBZteQqub(;c0rJ@()*>dpDyl^#};JbN2c$zSkM$SE$PDP-&Cm@#vj{bHkBa7hY
z#7Ibg%5qtWK1qajN`TL;uqt|^9yTLc#`#Gpm&4X_?xq^}HCfd=7=!9%yClo#$y3}p
zD)X;|rYzyE9s#6jQ7mE>mAQu?2u~2G^ZO|zJl0$kDY`ZUSC>l#XCSj$OneMMb)FtT
zxCaUlTHy>e2{%W90J6b3h_ju<nUQfH%4vCoVcGU+LcjM!BngL&RS+|&u}Oq`!}x|$
zDd77G^7$<T@S_w_F;qgB&qSdIEm?>mmgs{8DWUzGKoDOY$zL-G$DE)pX5uXtOE7up
z^9SfkJSBZZ3ZKRV5!$~?c_|kS`ak+y2(p$56nI)CgZYU<QvxRD>C}H9ewYrSmxl&6
zfG0~RG@e{UO9AZ(?xRC+847@#!9YTKBq22m37pG=;_&D-e<}SQD1h7-3eo0Dh+Wo~
zpwiB8);wKGVcKBZJHh|vxyoz~wVyr%u6zOpApxIB&PX^-HG(vZ(P{#9j2R@_CKra_
zgaTj@R{l|i(1u6;w8Bg&k1ylRfoVn%(aI$dhhF|0(u@2mN1l-(IOLWhc-a)F08#0+
z3~FpUe&xqu;A{uD4~6<Q1P8K<2o4S4XKidj2iTV#2$$ukq6L{7!x^)9#yM(vAtB3{
z>K;l$m<|D+EZ(e4CJ6ZfeuIUsPgq10nN}~LwTZ#ju!ylxNP4jz%-<>zBDx8+`B3C-
zF0vd-o<iy$6$7!<{v9(SIh<Pc7i3{jm*v300cc~bl%a~ogb&xTXx~w&h+;M={cZ#;
zohle$aCS9=oBx3)y1PK7#6C7N%ZdWgjw6Klj9Fl(l=uZ4Aq<bw1z+OWq={+)!7#Zz
zU${U;EW`G{U1YnYevsom%exDiHi9eN3HB4f^;R&R#aCjBCPYUFhWo#?is4(&5jBwV
zB&h7er`#iG-2wf?$7bm_ey>0y0u{)<1?Y;OlyQbFxcZNq2A;{LGCK*wSGdTqBNFg$
zB@pmfKs-h0U4}(R5K_Gg!1M38LQFV^%e^^)$X+0Rq`JHO0eRLwQr`L$Flvsj<tGKy
z*Aoy|v^dLENr)D3K?+R_0~2f(ul8guxupdh7zWqPfIp>zVe3)&SRcI|fMYs9fPh6$
zapPFE)!{C|tXjuty2&JQ1Ux$epIYyy(gM%V@NnlN6I==9)%e_OkiEbSrXse<xxDS9
z1w^|TzL9*1!1#!OFS5ppcaf<sxeVUaqgi0_u}8tl*F;Z|#qfbH@WDK{bbsGoCAfzW
z@txpsc>+EwB`*B~!W4evTPorof$vSAtw5(20-BS8fIujgik+o*MEWD<(Wuptgvydp
zO8H+h&DSdSHdrq}q;<kEb94tb@kBcGh*ImwVni?UI~K<d0LD@XQ=dLj4C|*5rV!^V
zLre5h$`BQTpN5(#<ziqqa)F^eO&<*>WgLqn_2CUC!JLxil^Z-{^wAmc;YO%pEs4mZ
zjQxSh{qXa93Yvg0HAG>~QngBz;2$5HmT_gAaUBvZ>@R$xAMlWKFILSUSF&qIx(Gy*
z@)fjEq&|906_g>Tw+59@3Pk>Y+58@sh&;9rrMGQH_+>_fp5}&c7I3cQK=W_OBJE$G
z<|xd=pyLZ?AwN_&pM}VUO1qRoq>P{2p<EnV^#M5M8w8?wSs+SIPmu@>7lg0`$(X0B
zk09;kP*_-GEn7g3tnCiw%m|vclZZ29+N*GWLksjqL9~zL<7LRW2xyqC<ur{v$0CvQ
zST0R6B%ZA`d=>x%Z?Z|eXO!}{|5Q<nH2!uLxa1G;%Yll>5rI)hUK7$4VA}*xsE-|1
z2(lobekkHFA@>oLnfaGns3hq{hCm1FA5~LY!kGyYaFf<Bat8e5HIJwYS8(YH9_KIe
z3R`OkD5wXA1EEKE<#k}l5C}gM(+U+_vGBKm_xasF<yr}Hks<woji8U$D7j4&fG@#Z
z!L6+Ts9j*eUP>YoWj2k>euKOR_Df;#oQzih9*IY4%m}whMG}OcjF%2s#fZTpHx)b?
z)ujX2^Mru?F^;G_$|8|ShVBRE$hDJ@+cgl?*aPVt)T0o;-6ALaxyIq9)q)=+oGB<)
z%Hk;?)njZDQ6bRJgWgZ)<b!?;V%#(`DTe$0dkIm{2P$w9Zl6prAFRbncz?kFJO6tz
zHw2^w;(s&5G5vX1(*&wrg5^ztc2Z7`9N{nJi6UtOkWWA)Aw4{jcSy$D(8*fd(nZS`
zyAQ$s4kex3qKe*WAL*iswxLiF@dHq=fThJC%(k%Md^voaMH^o@ENAgsVB!th6A*5P
zt69s(S{Zy$eLrECHvvYCaw9ivG7)?dDY*IJphxx?v{-T0gg}Wg$Vn-SG1fCL0s%N}
z1bLO^()SZ8m(W|Kg7<QI)t4DY?GM1gwbLr`tdzFgltgO4m$DOHLc<d7xQv7BqPQ=?
z+E-BdLln_5Xt));^bcHA$R{%wlVBdq2_wwjl#6s_2$y2AOGQ<%1sU-KiF#5RGfw|E
zDQXl-+T?;qk^Hk_p`}kG31soF*h7o~Fms0U2IAy^k(#K368hK-ecP+*Uf|Rml{I+w
z?*e6PIkur*La!q817MgNJpmv9pl}$te9wj^r@td>Nhtk)S{D1V0`PweVdxrMDR8s5
z11MvUmEs%vp%5vz6^H8&BDhrHW7oe;2T?3g{UwF>VS+(d_RWydizUd&K4CE%(LnA;
zD*?-j!Jayhlnn)dMlImAdEo;d)NsYu7Ek*B{#8zuBJ%&BNzS!bYAq0ZE8mW47kyW^
z90{N1Oi#Edojurm)oW7czT26is#{wlbf^a!1K+u(Z16TuEu{y*nM;CJ-d=gBw&1P>
zThi*k|6KLN%*P@>mCY(ON+U|+N=3bU#&&}P=^?ml35MQ!ht<wpdgmJaXkBi-<&Koc
zrw`&+Ob)sw-}<&KvS;*_Fw;`6#>#2=_0vsl!P}gSt#e9^E;vT?7~5&sYKN(aFDx~S
zv7|dXXxN&_8QYeQ{~C1AKaith7k^=Ve}SjMf5HFK-G>D~ihu06FmcHubo*n`C5yRT
z1&r-lR=7PK)4OcwCi~Ui#!b1lc=31R`}`x)0*z(W(u_Wz*3JLkv6df^nb`-I9bZ0t
zp>@f+Q%7f5EX{@K*5)WJwKKM62Jc?z?)xtB#i{OyEuUS7)jgD|ZDLHB_Mf=3Ep+?C
zh#!v&dPBD>E-n1qCQQ2-XHuteu);SoKC&m9I%J->Znor(L3PHqjdmwHld>B(`@cQ*
z{ov=)6<1D{-5>qf{7XY)-JXk^wY(BGYZWg1_x9^ko<0G$TYp0bYN9mE>bc#zS;hXX
zc|RN%{pnr(_eizkvB;Gg*qS+WD)!@xy*ENn#jd#0&gvlzX#70&In3wO(Zq{iwJKHb
zmc(z$Sf+RVU8B*c)$WU4XB|zC1xCI39i7^BA)V-TF2Fg%=*8T=@ojUPLhn8<NdCF~
zUy8@6*wF{LR!PjaBC}FWyA2l|3vM2n*?ma=eSoI-DR<$aF~fH%&(tZ(nsjR$hh+w@
z{nWcP4xT+7U(K?5ax*RR!sKI74SW0J_TF`yLcJ#zja|2?@6r|h)@}d(kd*JfU#+*I
zGPlmdPcNFJl|7}B)VS2(hJC#K8pQZ7Ptr-zmYvHt?xbEzPb`^#S+N+%JBoFi=8jJM
zPshT#O{ec3O*nAnL-EZc#z*fbtWC|gbBQl{b~e{!)%}q*&+}K2r;k?uPwL^MVy*wg
z;)un|A}Bun4-%T$++kY!*UQN|o8Ig@KmNpCJ7RD#QhWGn3u_gQPyQ#gu;|^jNB^JA
zb9XlN-T9xYEsC`t_Pqa}>+xqDo%^NAFZuN%*CX0@EDWAyEm_rYqt3_jaM+qvF|;#V
zLmpNfQls&*Of4R&*ZsF@O@{Z=lIj<_2Cu_ysdU2dQjYtQ0hF0T&FspwZ`aRWmqcyN
ze6m8<Im6_9<o~RRT<X}t)hcT}WUo6gF#9W?aes@kp25rN4Ys@W?P~93CSSF8Fh2a_
z=}o;&YDwdc3u|7*8<k!;8yR5O<J^yl-b+5!Yq=#^Yi1yEoZNOFZ*cs0BXfrXsYfkr
zRORcfrrlKf`h)TByWYRhIet7l#P$1w#Ay3({Ruy>@SWuW5q#_EyZs-jp8x*)rrw=+
zsO0SBWYTNLt-|%cUYwt{G85`-iXORe|C!p(X@}B`wA_Er`i|uu!LQffI~e42as9zt
zO)v9h(?;H^D}0hYyn=ST;b{4S)A%|-%Qt)^8x+;t>MJ{OF^=}-YJt(C>694*|G0p&
zrr+mQcJ1x7yj6HH<$sCaZfc$X81?1wm6k!B;FmRFDo?xOLyr=GU%RhNM#b0d?Kj+@
z*1A<K38C!J>9VyQ(@AS$ZrN#c0@&VjI)4B6d$&KBw>Rv}u6Tfm1`ON|rRtthAOB@_
zP3J>YZuFFI%{$^cgG2V(Ln<0L+i%(?->%0wcMrtI?OAY^w`&je{i8}s!!BsY57uu!
z(a>e&J^7;hcKzlU+ST0@Tl*cJwogjWPu$Wo_Q~G=yElDydPVvAB|d8m9G`T@=<jh@
zr$`TK%{X}WYrNt4ACE;Uc8Rwe&E^LBY3Xa<i>lb8w^b8=y?m71*KF6V6Kqi%8Ga+K
ztZg>M>qXsbbIWZq&qu`SvhKDI`>OK4oO_C@$;dt`+qTiV;-<NKJ!844b#=z4$ewrK
z=iCd9mA`z0J~MX3KyL+V)k9;ufY*la)OMA`MfaNAnh}l)Z}zmi=$2x=PT6g>3Rr5?
zahb4ZY?saS(c90D-+g#_`{X4GZqb~$sTX$t{=4eL++mgZ<nXC2REPh*t@XEk<6tuO
zw0k2qNcsE?<Nthn{NutVeurPWaklyHnJ5eIwCa5HMW4XWUrzm}fBfySx+GnnlbKag
zs|x1#f(_#;t*5@Gu082kS+wlr44LlXXKJx@sgKje16K?;94+K~?l~r5G;eiUKDjfN
z$6sx*$=&FJ=|Qcp@uLq6-cQAq|Irg?JiWOwFwOb6bM>rs)uB&&wIjlvcb+*DRn+wT
zLw~~)zn-J+79FRWBX68d3;+1@{l4r{%i{Xs71u*ERGzH}e!b!f(>v{Z_rb}Qr0ku6
zJ*F1R=YvwD(v=*`ZwH5XRtG@&oUrKeDoB7g(+kg9@kY&i$?b%VfwrHCrN^}ms-$~|
zc-w97KWoNCP^m4;8dwgvhO6^)@_DP-3vodf!@paLa@Nb*QshDSpUD1mXQH;-;(wkv
z6J^!-z0U{#r9LmItlQ>R<7=zznNwx%rq*?$B;9rA1K+kT^NElzJLots-5CDzbLmj*
zw;8GN*Zb8)A8L+Y4qkkn*>dVFdh0AYP30MSy@UTXqha?AXnPYc;p2q;v1*0Ue#Be$
zoPdOmI-?U;#ba3Vw?^inN8JCiD@e*-q^uB=x(DummSwnp4mp&sHn8S+fM!RudFF$H
zD{sx*wi#RG0nhGNpH0bE`}g*KB;8_eGz@o)Xxw*iUrF4zrn<kC7d^Gk2CBBzeOi!e
zpHmyyf3f4#;R2l?6PA$lRc%Xm!SEu68$Wr=B3>Tuc1Itp$yl{!Mw9L}_@9YwsY>gg
zO{O<5+dd7{JA5`gYw5vkXv?ekH7Bp!<%*@#=LqZmxHvl8@4DfSJuY%~(WGqq8gIPf
z?Mt(U*PBdLGF6^Ea8Iky+UAxRkamu$e5%v^$cu`qb*YKV`Yy(ilN!V1?(wd@nd?$h
zI$H4@@2`mS#6dfyk<VLPdXb5%qgizFf3we2WfA8ujQ*e&uQa$-Rb@`cHGHpE4*&Qs
zbK73+RJDqm)~ud9kF@TH3$KKE+x5Pt4ypRYhkE#J_)}*hpY}4|{kVHjEv502iYF*Q
za)2>pB|_l&AAiXuWD4gw;!Tr^s^%;Xfo}nH&J<1~iAs3-Z6x&_gjkXV=IpH9UB1*f
zJ9(Gz4t3kN>%UCuP!s<R32%PDCi5~LMC-=j)YP`*1iZb7PfLdfdDdTG|I@)^<MUzV
zpD!aO<|9Uahkv~BVP9kV$+E}KSJYHlO<$QLCzVy)v`p5lE>0<HN)I!u5s&bp*g>96
zG4K8VEvZkBx*VdZ+Upyt52AIpir_F{!R|Kqx%>39bk3MvCVUHU0pBg^Y+B;<#>~`U
zQ+cL4d`PnUDsT9A*Cu!U;+IRZRO8m1RGZ_xU+bnC=U|+|(YzCt%GmzaZxKU>v^HVG
zvP@RFQCn`<JM}MFg$+?NS;Qjwo36nRt;1G&Unv;c2i8bU4ZsI#7v{$2Ln3X8Q)aTa
z?XYQTZb}a^t?u(liJP>(F=_4|lsuidO|Q>qxf6WuDE!nT@a%=A*V(r|jpxmcSoz*e
z=xY}CohuwQ;O0R34OAVjuZsjR?{b7UjZl8RJXUE$#j`~+*)uoS_IYytEcIU%vxuU(
z@qn6#?OKDo0ZIpL_X_SrskL0ocH8C_UsShtP4tbyX8(cvL9b0M7C9W5eun87;d*cN
zu)%i3Y21vkC}qShXl%sq$<f8B)8KBM%h5$MulirbE*9c;zn);vv?fY*S-~PrtE{q4
z@sxc$VfsoqY+}7wQ9is#{2b+fxGk{t(_Xmw*NrqSv(l6&fysTA=jZ>^NQ+%uFV|t{
zNxW<Ht}{_v-#n>2aq&r6o${%&r0n%SwZhHz@Yna4@BQ_?XK_x;Z*6SZo+ZQe^l*ox
z;jYRuX52~+-x(Yc4T**fbhTy@wwHXCB@p89oT8ka(~}y5^ptgpk3%ELNqwh#P9IdZ
zQKBGCp6wRg3HY&|v85;~vB$~4w)U=}trh)HzT+R4tsyhtLYMp5zG30t!lQnPOMHji
z2z6JZS=8c`5oC+q=rF$SYJ2N;TMUh`|1zRmC)^?V`KFj%>F`7Tk|u}MYT_-r0xg#@
z2Se<VrJ>VEZ4QQOKvZ5(up8z34!Ir5FloA|)34%sNiV0T#O(Kq*+B5?&!fSj?cmhE
z<*1%Me5&s`7UR^Qpc|9NT%M&BO8nFy)Ro%O0zu`w3!56aCPscgtVN+p_pL<7gd5R*
z*MkwVyG7QqLyGZqVBRKnORjtZWg1ANa9iKQv+7LdAK{q;;0Tjbg;Sjq)&XWtIAw6}
zqKcKiFQ-3$0m@I|l@(yp8?K2(Z58mB)Ve%X>nA2hl|}C4dQJI%0EWZBrScFCy;1OA
z2UpZp>>0$*N7)(HPT+_y$C^dQLDPJ|ce#s=m}jCA{{@pHP{a-LXiEhleSxBG95aoM
z9A&upiVot4qi>6fJZo|=(PtDdhKO>Y!Ey+N&BxrE|CwgvYbL_1X)3*D)w1d7g_P(J
z1BZ(st%%jBUb|I*I(qSHvGT_j9Ge})SCem_#U);}6C8!D6H88$26To*U1QF^fy_vy
z9VZ5f<YueH$HT<6E6S7pQ+X`py;?m}QWeXQueZ!Ssc2fXN3p(<4rgGb(z2GjBwDq#
z%VX%@anZ3b;9vyUvP6`Fn|D=2_G8+!ka5BMt1R#_gfdLD()vJKg>(@MdMEvV2GY7Z
z!@R&;L3=wFe9dge#bP`XMsT%y<>~O$hL|_|KzKrNa*&s!p8pPZ=Dko;{evTk7|UMO
z(F5PYb704?<MLo;;MC@482lr)?H_t`C%gPAj`ma+?E$XX$5dw%(}6&hD(IvaNFPV8
z?^9ke|Kt(OZAR|cPcv$yiy&z8%XZ}Id-q$U;1eg9R|LG7Ti+4}^1lEvn~B4;zo*ZE
zr|v59c7K5X;zDjNOL$!l+!@Anq;lI*HjVO{wY@=o>9XdPpE1#L**nZE^p7gua{=+9
z5V#D+Qv|29=P?uF4}Df5^<mHKt9B2kG}2-Ci@o+{#`R_-KJlew^9M|{YCyM@U>Ey}
z^-In`Agx9AsVbNg&c4@$W59^*dGK~3DYFBq9+q%(5aZruUG5%Sdrk4ww^>*T7wrx|
z1U`AB-`~XTT)19oh2`5Y`xk7zLChE1Wer?GIjzO{2&f(^(r-el_QWZ5wBImu#0fO#
zktK&gEk!U`awsM%&?N-1<sCetc0|_r3T?^18=_}uyoJ;ffHOodAi|bnbSm409^j_T
zTJzvqzQ<|vYk4*Zn?s<TYxPlBRgUqQ6qF_n55KN<0jYygn52N6O-M@IT6^`2#a6sb
zOw%BPOzdw&de10EyueF?>@+JZsL1$3-(!Jj$F&p*Q5ij)p8PQyzFGJd*!c74??B#e
zy_~TmY^p0JDA0wV^d>Tj#LOF_6(dz-nEY|;bQ-Q-BStRAIL)nbvKkL)<epet+gkIB
zUUT_LHc)^ewyOO3=hG}an5mRL#K7p?nWQ!gO@g#uTXB?;&g-9Ja{3kP!f12IcOT$q
zN~p65e9S?0(q`>YQEz=i%q|v~r}Da#y#tVD&9XMywry+Lwmogzwr$(CZQGi*?Vf4d
z#_jKXXYYM>?0e7s|6EZK74hb?vhrEADptIim9-i1G@(ufybX<^@$Lq`dC9*F2BqX*
zYQq-bK1i6S6CTenNUBLQ7;#LodJ}V1fh720d8IMz->cN@CvN)XtJ1Y|x?k!#*E8r3
z`9-szfy_VgL+d~TR5XO@YbCrYKP{y-HUcfi=L!XlR`!A~F~*!tREAIA6)JiVNZW;y
z6V!CMbdi*t6z<`auW7!5v9h6l{=;ZZT(t%g``!$lq3DW%B2im^K)F3FSjW_;@Y<aZ
z+$T6Z4K-CY7<S%*=$=2-+VSU^Vumd5Ahi@P+y$#5q~x?%KD3pAOZMjk#HE@h!FCsJ
zvo{~R?dry_@~kPp5K@d@UHLZbep+22RXVF`4rb(Quxq#2x_bIM1<Ot2iqZ0(eRub*
zn}{brm+|vZ?MLWp+r6!f$D_byX+sBMZ5<B~hCoD+#lSCN?a*mKj*qPN#O1CDg4^<X
zsCx<{Lvj;k!(tcdYwTFn%&#EMOc0`kgE|G#%!Z!`V<*B3HKC$7TGfuGC+=DU2N``w
z`7-7Mqfd2OP@tg82As@?V||Q~c$?>$1`RD~LQ_ZQ)lEZ~Plx4G&;iAzYfQDWrCLLy
z9Johxo_i9Z><f;nwb6{H9LnJwX$oq683X4o*rmRBB4lAFs&p?x=q2&<_WQWkHTX=B
z^EY(CJJfz6tWm_zduR>$aO0r8NDtC`xSV9is4@U83Q-H1dp``Smec^{81xI3L;mon
z33M$EB9R2{&`liC!}?>l=zy%Kq;DxpwqQc?c=N@r1!vA<|IY4oqmlN4JF1zH;s|YE
zIO9O30BX~L?aJKgnTt@6P|#NWZK8bd^=fxfBe9R)*S+}LF3!2bCrct@H;l{hlknz9
zgcMm=a%!GlFsSQ<E_g+#KL#psETD672-`^BDSoc2uBHRvat_t*Rv?fD!4P}Q0c74{
z9s1^R&zji;Lldg6tXf}G?w!OIDwj8uZVFR$T@@%GIzcW*PLXQo<5ojjVK;z9m-et~
z-P_l8tm?bwR;RS#;c<X?>edY!!Wd`i7i2dbgv6ZIl{4Q}{}0)-#ORVmtppn&9RW_b
z3(W9Qa`-1EWT_pY=ckD|Hg9#vH46Dj2rX9V+Ou4tPcOk;G3UlK+8|<?&hnn0MlxF9
zk*se0devzIU(uq(5dz<P;*aDoKO=k11_X(j_f}P38PomLfsMlAVIZ%VSoSUquTQ%b
z{k8^m^izALM<BPijN$ul<+#z#(Got-q)c4AeJtLM1o&W#h)n}QcN2U(vvdWdbH$Vs
zJm?KSBKGF|WJnxZ5~rIWT=O3sL?|gVLZeEH!{O`(DGH&k;0Hctr~LOQILITVENlVI
zMM=o;u`WPLjRrb?f*`GEh}G3{kL2-?M|MG$Q~Sd<o5|eMM4^b9wS%aeNd#kRtd@86
z&i)*<GhxJJ2#AeCa795$d_x|M>fIztvR&_ps(&!hzsrfG*Rh30QZ%QjnPm6U`h8BK
zHnE7z<U+m34fx=`f3Kcq<26wd%>9c(E&3ToAx8kzm2jv=&Igft8&Aj65`q*R?-<+z
zzwUX!&R-m+Z(e+eE^ZmHV(-=u^~yL3O7I04@K2VMQbFYDcxZ#@iWGoqqR~Av&F-MF
zo5CePvXTVDqW)aZVx@jFo}9?Uke^XV*+V)@QdY|C*|y(->7_3^^7+l-7MGi`%E#GC
zxtu{{KsXSfp^uK<I1!#HX%%iF!y;J8u~1qH$E3ZW7lHqa8g1T5VYjS+vt-?Px0a#w
zeXpb3U_7AOy^KuO)kF^Rcx{eqpFp79Skr8D^fP!tn{R#|*=#3tf*>R*kZ?^1n1?hW
z3VmZ=GqkK3Ftt&E9EZ0VAK@-2o8xVBvW2&TYyT^`zx6AyU1YQ*0V+fIF#sDc;q_tI
z>|UkD_s8b>x{&HBH*01R@JO+uL1Vv%Es#pTbSTHY>XhCeoF_QE3-uRhK^)u?{0*t^
zEpAbq<cMV8V;G<_@)YQhjIJT}?t4fZ#XM=u(km;bcoKmHQB$cHwN3;G<i%Z#6??pb
z2Pb)S8N2-u`B39p0Ti|3hIC~dzSuawSqq`Y0mmyjp}vq8A0fst4sCdI&c>03<-##r
z?wDIxE*OhG)y9tl=J^67N$oq0AgH)i9&AZ|@093OyZe{r!D?twiBTgw8^?1qVBSFd
zL9ogLD6vBntFQ3BCuy(aO^x&MlT3YbP?g-PS~Y+d6vy~czZ-?b{bdRFq9zkn8lu!J
z!|T3^MF|xoco`aAqelFA+cJd!KX&{!euE%E9H(~&?!!QB)%(*~ouCMxxJ)O6$V7j7
zM0eL83LNOm0@(pW9bW@J#{k(^GH7t&-r6QpJ&H}vh>F|)`#^SSsK?V<cYqw&T0q-L
zDjEXXdJY;LC?g!u8>JXK5c%;p5~s8(PDxv%I~=aQlw0xmpieWwfF!+H&%_VaEp2$?
zuoIk?V}d0&6~Vi~Uu^zwEQ<My?ernUPXgpmO=PDE>Ogxs);v9~fEMe**5=^1e{SZW
zv;8dT7=JiiLD)q}ych5R-}BFO6GKeyxJ_R#>|r(N1DkbJrBo$vKoA`y2uy=lybnuj
z*98xsbj3NQt%0y!%G<rlm(`6`0nLg-|Ca2{!SVnSJ<)R)sRIO4md<J{B@ggC$n2@U
zc&{4)^Zf%|aG`j4`r(z0{V@8XTnecS4JEVhTse3_zOZiB{JTsg+HG>JAit3SKx^w}
zTSi)BYP8{NuBmwa%+vCaR)-76m*@4wqg-bpqJ9+^miE!IZ6ein;Y0&H2d&g7zo^hi
zXPjTRvthUzrtr_b!!DYUsyx5p<)%LVY8)yybn8}O`|+1`?;mFSK>MS?(hbnT=}XT>
zFX;eRGvrkAeME$ufj_NuU<=xcER_4BZhN}I{(6Q3uTBOj*1gIcW6N#Ig%ZY`L(DAv
zv`rv2!<&w@Vw|fLfe%>3<LRoI%12erEy*^qc6PfV`8Ma3T!)W;+G^Kt6gn*^dD1Oy
zTMvVAJ({r*&~-oD?<y>#%*gxi-~m6mTN#Fi&o0+AP<yB}4Q<QeQqN<06W>A~(LI;q
zHe4QhQn)Q#s~UxZbl(x5ZVaDfleT$PE6+?8I&X)N61gfUJqW4pfZEzE6=b2#iBou<
zuJ|rH&mPw|#WhR@J}IKha>XV2txer$H0G(mab3M`JDe7X&88`*JDikvguoG)2(fSD
zStT1CPIGcMe5@Q-9Qwl(`Z(cN7FdBjMc6!LrL7J#j9IBsY#!{SWw2zHW>;b2b$QsX
z$0beKce_8SB#zjka@%$+N@~4$mLETq3%A?UBKcT+W}dXpK15?V6r%4SHr<c(tFEp*
zJIS-|u6kNaaSE}yZ>*bH>{TPdIW(Hj<{1bzF3cpO*|2g(1^bgV(8k0N()3n*XAg`o
z6nRhawl}1Lv^(d`Z6XQx86KwS$!;R_k6Z^07P(&2SC4(X@20PM>Ro@!Z!K|i9ZUsk
zTk3)sxN=APUQcXpug50r{b?|G$i5fZs|;zo@v5<I&2HE}TH5YJqPv!OYSN8pT{U+<
zIlQ1csRy_Dj0pZ5#BrTy&6;(J>~;LZYUJ?i=@d^%R4F&2<`Z9YX{lITh%~e^eH_03
zAul?lK4dN;OnreEt9t_PM=8X-YIc`*RC=kjR}CraC=2Dun*8i9-(6=;tKBOoLHoTq
zteLrz*PO${UBLz;FBg*%V%u;_W$XGv=&~MDT871mJEP5kJLMLkyph=xk3i!(gZHSV
z{WWj2iQutbNIW)1>IHQDP79l-U-;&h0W_D}30IumrrzVrC_WDSib4^3Tk#JiA;s$+
zSLY95lw2;)Xky)3#)C@;80$OEJ!ttT@7kKOvO7nQ_<qYKmPVByIx9+^g*K@fx%2C|
zCz^<sO|UC6>^dDbKYo5lNS%MAf8t|2)Guf?Q=IjFk(~nVlXv53Z!@a4M)*7x`w-N&
zxK&%uGfpiC{D!>|(%llC{%m^zlviH>|LJ}BZo5{~GLsZTck7QnD2oD)kB|s957YQj
zW3{Q*L;NL=*mD#w;FA<*_Hwc!|F+1)>CH<=xw3|5W41Ns+x$WJZod%QTpe4b@?|DE
zZw0%EoZ>+FyUQ1I?bKaMH|W?_Qx>@d^Cm02zFOlmra=*i_>f@kYpp?y!b<8xz_~v|
zDdURQpoLbi#HM0OO#PB#=23}<9!=nMHGqN;ZK+_yY?5gb8}evE)!qS#IV#xzF*AAK
z;#J~zK(a(XgESpIq_a2==*!DXgTvN(YYVe_5#PmlLL<?x`k%XedRRs=7(yktU&)`e
z!dDm`U*!+wwuhV-(UEwM8;#4vuLGA4B|na2WlZ7lYUtQ}{Fz8gRF7at7BAc|%ikC5
zXQ=K-Zfe%YgYjXL@qL4`xpItBpLLUB2i1wKkG$pI>pOlt<=WuVF=+?Xl{j(39jtQG
zRx#Jd2+sk#%TUo}t0<cww|I$LIB|nmoVQOwgR_;2QjdA<A}(>|)u>*eo4PPlPcs`j
zMo*V-$*boQUtwg&R%WtJ$#6c7KwPz2uHoe~lgM;3S$t_5B;5N*?}#l!_TCZCKfQH7
z!GC)5e;Q8lw0};-a$WgykGG|ay^pRq@Pz34Y(CEwd(U*}*qr*jI3S-z$vJf!hzU?X
z#&oFaP){#j=jSZebEM6%-#%AlY&jC&jR!<$$U7?<qv}ra)Ll#g^2Wl>nx3-3%y+n@
zY$#081)TCNZ{*16;${`PTJ5U^>no0jpofp-YT!SPtZX&jI+3<*kJ9UEtIzQ8&J8!>
z^0-g>r`haZoa|Q9x$ZFaoSK9r&AQJ|EZokfL?kAsrdr*t*AFE|G~c8VrR6PYxsrn5
zsD%VHRv{0kpPjHI<cziMM3lx-(Eg-$?VTPqkenfpwz2>kUVK-+=am8-sTraqTRhsS
z7tqj25uMR{ahj=B<WP|=B_E%kK5zG!c?=jl!;Q7+U4J#0c~HAsN@L?%cB*hO>P{%m
zQvKZg+UTM?enaXtD2%)s^A<p3<ZI>Hn9iKa_NpgmH=Rk(<y!G-+j`d9xfsxXJjCa-
z$%KCHk<*#$Tz};IG<eOKUUw+%GuTI0Rr=t$nyXEv%e{Z>qA=83OvbjY{km+?54fKo
zoewojvt|7(*N=<S!pK7R;pHlwzSFuHO>G%H2e;PmU1-RjamB;4e#_okbDA|fzT#LO
zy<|#grE@$jns1qrJ{nrXC;8rS*ZBpP-X--Gx8UNoD+x!%&aT-o`>2WY&XxAC;dn7o
z<v+N6fxEG@Q}7x;$duU_%325aVfC@KdEa>vs2Tdb=k+D_ESoenCnlKUK$~2s*YRCU
zeect~!R{;mZYqcDC|YJ|B}lsVU6UXuB^0liIcBCSk)_*mRTGVMwWc+}XMdvq#qsw*
z&pSC&aByih`D5?H(PNRem%N>6@6oegQRUIywEtEoQj#r6Y)~XL-`iU*8`d*!4TG*%
zE#pPN0&Jt`3y*oDQt&4pXHVO%XU+=KN`0vM*vx5me>HGy4raGTp+~GMw3AK4p#j%S
zFno6+`XR>F%sS80;?cu!MzLj&a9l|uaI>Wa74g+|)a?uW`XweQtOAj>ppPU|2#scE
zO5KsyEUM=hDf=+>1*~HfXS<K(Su9rRK1^Y^q*m+}#6jnK<644|v3gMglRW#j&N1l(
zVQ*GO#|ny%Y2n1B?`tIM`I6_uXp_SP+=4<T&77ugvQ>CYc_ie=ao7s`L*Asxg!X2o
z*e}D31^<SfAw?Nc1yx))`K2r&4IkL^s|O-8;#nT_pA`~Npq>#(tfC^+xkQH*a=$)z
z6YGmo^5s6I?r!lA?2#36N)5YwEnZz>7Oq$WvIN?=!VS%Mp-~zzpW@A!5bX*9R!#k+
z--QuQrlDV>bfG~&00;NFwA|7jCPoyr3o)v!ask;S<I2H;{7T~-2)&xeU3h%Ez6*OK
z&p8o^0}vX-kg5M9;<*SN?g=WN6CVlTLKg*4(lAU2B|s4{GFSc$yHyq*JUfOryZutH
zJ^@>Pd<qp*iZMdPF4h^rD`(Paf{4>#Mw!rv35l=H|A~!N_{B|v0GL#du_Y-C`BYTx
zORt{;?wI~ZJj91YtRW)!`3+UWjkif7bKLa68-V=kC?L|a+o%N^pV=kN);q+1nVt6F
znvWA25fPyt<lRDOBahw#ynF_~7}Y=A_vD_s1|ZfYWc(<<iax;vAMtnPQ@^Hfe`iMP
za}8|yR0e7_sUz98A|eV%#WS>BlN4l8l=6&U*32uFC-zG5ALS?8;#=Tghy+^YrJU2x
z^>v44i$RD;G%`RM5C0<}zc&0I4fC+*)X4NezacN+$KHK6Tc9!#RC9u;^W>3d#KTlC
zMI=CHs3_ocehGjPLvk}qWAD!n3UYWzuIaH_Qo|o#_*?JPr$r-onKhu%1jI|EiCA!N
zb5J#8BHWq^yHC^uYKwnxtS<{ZQ|TK!a=zlFuRua^wm8IP>K~7v$Q2}OiD!$Dyo0I;
z#J@qFfQR~vG2%%<S_L^=`KOLCNDo`6W6>xGzp#HegUqpgr`$!ZajOqu_!T;AYpZIq
z;%jk@^5)9-yWPUQ``{|!7JPu<?{w0G$teLF4GsFrXQ6olY+NY=GNLht)KZPv1Kvf&
zKBtsOrgDq~9phcXnYAJ{RUmt<`jc`n2S;y#ros<IAzoH?!>l*T6n*gdt1?x%U^x98
zVUr4zfW|PKqF<5JEYBA>z}FI%qs>Q9hqS{Ovqt-gn+s$jKw2E{K5CKkMldtCJ3~?s
zIs1it^^~|pi)sc9aRCl7sQs*SgEQb8<4Ujju}o3@D0j2<fyCJp*;5)d7wE`dK66d9
zagAG9*NEbEpwVZzgOS8JF1P*}6ZFbWcUySz3zb4zG|;EkicJQp7hsUS#XbT%7TNCy
z>GhWNujhWEFWzDxI_M|1<rL4u*cP=&I}>hKHVkA|DkQv7VUqaONdt)hYj*M?_!R>e
zpqihcR8jdji~-0jvCJ6R2pZvipnkg>tF_T^6M<w&kdyN4FAY-wYHCn9-mnfR{PLi2
zG69=0kYVNqqNeEQORKK%8IS<E4}FanIGI=U<#4n`9e*Z~0&X4yF-*8u8US<-2--fT
zQw?#iCo6L=@uS!!%1PIQm<fM`<htZ@=%HYbf{&&{3(deV=mL5sGa@G{J_V*BI#sd~
zdKeZrG@oKS3$bE!Y?dr!upUN~SsztQLvfb(L<>N+lpRCFjf~W~*Q(O9;;3|*2)8x0
zUxUBL(&)i-f$mKBDJu@h`7MK@Uj>|p0-nMM6|~}1zGn6vC(#fg>8wrQ#zTC8(2tZM
zH?fMt7kjDL(JI+_$9WgXPOho!q=(z~GxxhY8=+j`>Y4Y4t!t33?ttI`;G1dDh+bfk
ze9ECe&E-DS{TYTqk0039SaN-DG!tg-U^J?hb`MI>{4Qsy#Us(UP|U$E58ua>xz>FM
zq?GR@_0wS`cpHiP5#0E5UAKBZeG-|u&(;C3dZsy6$gP7aS)IUGAqlhmz9NlF1*EHC
zE)wT}bQDDnl}r!kk55h`AB??-?^M*oY83@fnlM=Mr@qUIq9sjD6ckcCEni<ZIIiDs
z)jTGjXI=$ff^(0ba15;PQS~TeAT@0qd&i*ud00^xK=h1rs$JgHMM~nAI~}U2Bnpwc
zP6`?k2cUjW@yNBQw!FbJOJkm=j^;mmc?RaOH8ADGcbpx<bp^@kQy?P?+hwcX(xF*W
zmbnpGN<r7C^snBc@8$OS27`;Zbl)Lz85nhSbb8}x4qsL$bIP+ujB!-_3JcgqbMOdZ
z(rw8>AO?^gOT(;6BmJ86aLe{nC43;g3Vqg^KlRYN-Qsc~fvqEyvaLxr5QIAt<`;JB
z@$;_uq#kr0d#rW`%Np%78Jlc6^<HGBj@IZ@8G$Tg{pSnyAVtYbvE5-{Of13!K;2)H
zaV4;%S7mnDZ-R0Zm-FbY>jyM%prc=P1Cv@E<<dq$O&Q<xxkQ?TQWqPntLaY<2(UbF
z(T-iKk#Q%z+Um2cg}7jk!9v>3VfRDr2M$6jtA!YE=Jo`#fEGu^o>ij_3f*BjA2p~L
z^H;v;)p~<n);hR-^C}6#QhwA|x(C5%w4uTsPT4UlBOHR3ojS2oA9jmIgQc`?N|8vc
z%@U+G5wev<vCb>@rWCb6w%Tzts}!L;SYWSrds^5eBg6QrhD_LBM+ICX(r*N|&4jwb
z{g&z+T4d;z+RZFoZ#YlrQI}#i1in?Pq*tgI_!T64*g{-u0#s%=f9<XO+LTDy3Z4>4
z8xR9H6h@{8CU`7#;b_j()L6Nr7BXj{w`><K0vG1b6{zh3FrIN}i9xx|>iNTv?|Rb5
z<FPG{llHlUwaZUGFUng+UqdupGpgyddQ<gmeVP?~w_s<Ek{)whfJjV499h&II&p`{
ziP!@+oXlPM5mqZF!h_4R)=~F?DMr~UgZ7KqZfj_mFl;pjLtU5J%WbdoQz_vfJV@+M
zhUCs*C*vv~Uhgh2aqSE#4j>ht1MLblz75}RK%KY-?98~(P!yzQ(aTl^*tcpbve<x9
zkL<>VT~eWd#+*@g>ig5sW<Amgmt8i-=Vz)R{31}EP9wu1bL@#seMs^<l(pp{<{)f!
z7S}9s(ap00cw))ZJzQTvQNH=zMj(o_kaDUP*(trliy*c^#1fS5l3D^qSZzC6{GAQC
zDx`r;7;%x&Gr6a`F@zCpoZRr~aShwVc`@Ixyg!!@hUvMdC#P><iPF+Ei;1#`AZJ>A
z6S|0eQjkm22!HGcn!8EW6eIp<N_Fwr9H8e3(|Ry6KSBOsQd7~`;lYRcB&YKhc`-6R
zZi-WB`%oPc(z(wn<Wj?`&CEBsm6AjZd`}1-C`GMae=se!0DM<~tVK1eW`UO8Y?(#M
zs4?U7GrOOa02n}km#PD@INJ#L&F2)>?MMB%x;q=yq`MMEhyOxE-S<NlnM}C#Q2N>p
zWc{eblnBpvUQC~(O5z$9%3d7|<AP(>Ld_Rw^HHHZ4-);F$?u+3UEdysTw*7O5n1bC
zvJ2nvz)sqo_>Gu#=){TuxO7o5n!`bliU!6MtN(;jrlP^+ONJYn+hz9)<R?hWTNroQ
z4j?4n=P%OJF%0{DzZ+aV%9+67ukv<Wwf-yqpaZvE&>}?cvRBV-)Dl2JSG&>1VO+Z*
z^G^SPtZBvI^S&4L%=@ur|KE?jv*ig;B3j^~#uN}uf#T<MHe3*U0Z<i8VY6@m+^@gX
z0F%ByT_@p^?!L~v!GVT>Pd|HjXr;CQBLIwP&!61ro9XD?0yl*#3Gh>ZT1_efKnb9E
z%7LH>_&cZJ$c&(l;Y{|e>fut{CHCbIOtz{yF0TBpV2fa`{5EY1Re!)wE8!1O&JmP&
zz~ebi>fOR!ru1o$W$Pii@`pU-T{83;-0fN-aB=~RFd!(KO!7;&!lis39j^<ZIPV&R
zYksak+!72Mne|0u4dSMq^Z%&jPi9)eF3WVlyj}z>ydz)7w5)@?0;~c6(>dc-O9S`g
zakZ1I=fB?+kbm~A;H>lFp)k{{>;?zjUM%6&z2nJtKjXLK#*v$c^U(#x4C0fJ*@rTJ
zqf*%wW;r%L@jJWpyYexFRq8j|P^t^$n%sdqG{vG=x`X1XOC1Q5p6YB2<4W_!9g>DR
zShIaO4e@UayrA7Y#}$W{QN>eIz=F5~m?QO*bhV4Lq5td+1TGSIeuHC_Bjp#a2~2Mb
z20RJ3z)zYp@5Nb+J0%F<^<Ql4fb*(<rs7}p4<UPBxnA){aQ|Xn<_v?+5rP@dntEwE
zJUjI(fWw0TQ5sUgbvnn@<D9a_<@W(fh&@Db-HqDA)mx|pzFqtpA#wK0l-?uifP-oU
zBN#d(VC(?X%5t{bd6$dAA#pJ|)dmM8^N&>Ix^AluoB|Zt;4G{59rFHtlD^X}g$M?4
z?KE5D!~Uh%dXLI=Ji0$Um56#ReF<Pn=IN0m$iuSx%-P2^3h&~V_?#=W*^m83I}2`B
z=!)?B6OdGeK`*bb8rUiTZZ&hU|6-_Dstovf=gV-oyem+@7=Gwrfz@?kYj=V??`n6N
zyRa?LDRRpnA`{Y*=%EA<!<D~9f4L2K#Lv&TDjdtL#Swh2u{oTJerAqyH?IFvYnlt9
zoZ;!Hy8Ijf+D{11H)Vn0qm=cC%$6Twr9VOw_>AwuFHIR7O#M|*?kaC_NA}|rH|f*#
z!Y|lj{K#@XG2O<}q$Tgdd<`%cbJqrU^#S^vyP0`+m6>yt#}XdLOb$Gr`?b?2MlrA2
zm>;_y4y&8u{Yt$Z{yZB~2iV6qMRDqWkP9TxL)R1BdK(uf4EW;!_c{M7-T_z7^L2~d
zr!L)f_oFAP7q|tC@OBf&%><8`Z<Rd+*CYr4TK=d#aMB0#%nzPB;tTyEoK4OfmjVn#
z#sjyGI<E=N$a)V4ENV-M>ss^?pRpf)h|8}E&If*!;R{R?T$KIerW`oR@jELE5Xr%L
zcAArd>pJ!fU~g)EQ{e*+Vi&NXmT*Y`1E1eOcEO9>sNyc|#<`CDm2K{dpIt>jeD>(U
z0ukaL)jt3Ljx1L+0RD%7eD@jY4C(%%0r6iNgf$e16o3E#n?L{n(Ep|3q3_^8YvE{X
z6RogeGe8gHeMCjcM-1z-r{Bw%KTcv3j)jy2tswC6#9^M9OxV;t6cg+1_4~P{g7R97
z8`(=m*Q>l@>+N;g=4F!{odm2(DA$pY61jzI)Q??sVX0a%AzrfvD6ll^s4N-_H_C{h
z%3KK>7tC0Cj27ofA%zj|V{FTm>zadl$Z2uKC@6WnDYk%w1;hDSF{zZvVX;H$9;la-
zMdIu=fRk)`YIRcrsfRlcVJaHln*jdo_Lw{xlZY6#1j7t9fGjOfAEn-Bptc(Q>$mLJ
z@e+%2_oo!<(4^CYzyQ*$6XDe8FQVhvdUL1g+%3>?17Ws@)y)Yyu3$oT=P+|hYTK+c
z)a**^GZ_r_=M=*ba7~w3`}1E*ckdjljQg|CN<y@;zP(sIfd3%$KPd<MZ_4TaN&0{4
zK>SnZUs``Z8cBU3j4NyafN`9^OSk;>@aX@#q|?mRkdIbIOc{TY@h1>kL8cQzLWM;X
z3?osb`E@$)Sj!6w$Pq$@HJ}Lgg{f8bTU4tUm#fHE&PR|@VDMK9fEFx+;xOn9wIQGt
z62=X)efWCxa<6DHtvDZY&u}<i?(l$In<4;E001EPdtw08WvSLc0NgJC5<FX!b)WWv
z#|ru5>I(x9)xs8bdN!<P-RSodDiQ4~He~Hx?hPBgIQ$Z$ekWxxr;Z0e5@&)3^`z(S
zQr9^jqgp;sQrSr8yA1q9=;w0GEae)wzSs98+)+oomPl!ve;6!YDyLsXf^Zi%z=T0V
zR^QRkh1NR8dIVJ7G$%yMJCP@Y@lV1quZv|%JmF|G`YK-AeF}0HW@`u@BAW~I-;II{
zt`+U>*9Y8Zr5g(!yT^Jevi#A{Uz3-6eQC(@e7jb=Iy2WhE4~xFeSjAkM{YA$#Pxz6
zNr=SF6tcG`<D4HGt^*u`$ky?(+upy@@BXR0U-0K9F=5*J)8%e`C}Zl1&Aah)LL%1P
zSka4}>sYccAlE`W9AyT8&X&z%(F8e6QHDXLQN>^l@X+1&JWHEiq-b-qW$&uFROO>N
zsmtgpV)kM0XU|4V$xhOyhW+9d?)}l4T-=|-y`QchM>O`Z4a=#a#m~x7JN1lwwja}L
zXR1@9X-XVqiHd#<^?%F=IRgx`68}h;(EbdQUQ11AF&s;fkHr(Lgd7hl&w=?abFk2R
z1Ihn~o^!=Bg5Bou@#*Ifi>B!Z4=-e-Q1P)0GvbsKYHbzf@e%j$-e~+)Zo2IFdLD|D
zE?6&7Q2@sCm<F#Q(|*1m9=1d+6SfnphVipcEi^^XHJC>wBQXqx&~wAbXij_{dcATR
zPzD04K-Af-9yK0!=`=Lz-;*%OssUe^pp!s~87WIRLyFW*b1it)*1y&SX*pZGtDRfl
z!*f@k87W!_o*bXu#Yt6XI}W<VPoJNwK05vlS&Wq~agO}^U-3Nxgc5q{{Z^mOI+q>G
z9$ou&!JNsHn7hm`w{a*Nkk^1I>ZD5=z6>R=I>&-kNw1&RY#cv}k*e=yrwQFqI-uf4
zncL7fN$(S}3mv^}!K<@xsgwG4u<B=XV?6S*&jnm4urO2G5mA?L%4mCDVj^A)_3ioe
zf7QdC_ifrHVyFw;RBp;BIzUo~NfAlwTb*jKklM@{Sf0n*{|Sr~qP^9-|FHp^9V}?Z
zoPjZ})lKwK_wLaPE8?9pMK}Ix|B)8*42}(t{`LY`bM~0%QqAM(KHH<E`3i1}y|4dr
zEAora2XxYtiFzsgt)Tf8LMB2#3iLN5O8A$Z`U9~Xj47mYik|Wx^)?LOe3ZSJP%<pU
zfiv;pP1);*j#@qfI8^}+6x!jp>rbxt55aLsW1ry&0(HUQ617nzL*OuKK-oc&2kk*?
zi%m0YTQ>cOWwG~^lQ$e?7U<x^8rou`HZ7*6Q9q|vxPf{xvHjs>LH_*0akq%JfZ`az
zbg5KhW!Fcl;*K6fM_ctNd^m!&YAsw%9h<9K*X@hiQge$_Y4TgqyeO}#eO7dS>AK=B
zX&ycA^eRR5;b(rMVX0~pvl&C@J6Q3GB#PqZl_-^F+ASnz5XJR2Ru3w+sm+peM(pAa
z=HxQ_JoqIeBVkM7#0wE))ZD#}D%tt<8hyi*akJ{StI9nCjqZA#qKV7FWMD6?Aox5|
z;0WA8gb3w*<uM|xL0R!LkwH=CQV_aX=d!G~tHI%p?<i&V<hx`FPcOTh@p0*E;y}u(
zMm7*+X(ea!vP<*mdTy2C`jRg^d+XAVer6u$GdB}<B4p?(cuvx$GR0j&H6|3Blv9#J
zT4VH`iY`vO%^K!Is3tP%S3}Vn!Q3vrB<|Cv1H+~^JhlyJCnBv1?9qsMIFYJG99t(8
zA4K?c2avUO$wePwdi6BK;*)BwxdUqJPI3IPxyK}>(?Rm6gu6PVDX6!|$q?XE)$Vu$
zYf+z0L0{`oBu6k0OyvhZF6n4<Pa5R6xPe>B`~w&p`D3DEF&o$e%Iit-V11CtWeg%z
zEYa$8v}n@o-wF9p(X?WFFhg^}QG%EpYUw@{9a4#iAC=S}pd}aedc-`4P~AUziEK$M
zuepMSqmz#v*^NVRJh)GSE7~pp?93Lm_f@S46T#$i_Eq6+^!1E?GCYIpUp`k0G~{g^
zTe3nI=Q%Pyk>zqzZ25jh91fQbQ>hw#c9BRWf|wXjt^d3u?RK~VAt<QC-W9ksc3j2n
zL9GJih0RA?=<`zs?6v}c714GrNm<d7OCE{5D)(X&tsQyPH#o;ld9hw7`SJ502PA^4
zJ4?981F0cRvR=^T2R7xyOSUTSg-IUeE{JD>W0e&REq9vhtCQgY;>*EV1|b+LQs{xc
zW<9JL$q2ke#7+WKqog(ott>?*Ao}SkejHJ+nbO#!7+(V^wXDuqlX3squco@viy6z=
zitku)at8573>~+b-Lpy6=k&GHN%3Oi<}VxOTf-F$AV8Pmwpkz8`xkWO#=+U2$J8x;
z&O^Sw;vRi8Ie}ARhI8f9>7A`$)ipidbxm#K(>>F0>@MwzG4_W+(j!efv>QII1H7*u
z26WEA{&0XOY%2$n-p^JSXiclGlndvMxuuYC*C0OI#~A$s3*<8svUt|)*CAV&u@-o*
zdWvk*FayhaS4Uo?KAbyCXHYj3)i_OvWhhSvIm11MYhKGRhw{t9I&OVrmp@?yjtZ$}
zjgJGeelIQ@*Pm5v3<s#R?A|Ma14qV2m`pmPXSY`~okU%s&x2<Gul`Z8OFKjY>wte@
z1LYP2?~=~C=THA~xtye-D*WRTE^(*yCOyZpGMDoU>lKJ`*+ng_VToz0Z^{qbJiCu6
zj5$3|OhmF4e9FO|P`60><|8x_2`Lw+(`|a4W`4Zu=2CoWOiZ<z&Z|BgJM(>2AG<ZE
z$T>>7P-!j)K*26ijE=%UCc;(oGwD#)JkQre2Lm~5?bi)(Tl^#;>qTYd`Nj?pYkjL$
zO~r@<@n9?2SJ?3LRGJsv8o?(^UP^*MB_KCH`ZX0jT1fj$k9xxo7OP-SiZcTQ<8kvE
zs`bH^I>Wh_q-#{_#{t4pER+JxA)v6%ClZg22i8+e`X#YvPHuAf-VYiv>6gz%h-+MZ
zu06|C&?fV(-#sEQ8hp(msO*=MB3HwjF4^18pgiZ?8-7DrgJ*cYljy+pOBmon47?*y
z-U+vk38}5I(D5!1Zt#-?0R*V4kO+_~<?2khXXkiM2{<r9c2)kW+32ZloL64PfoK;n
z{l8<knxo?ee~IZES|8`wXKV7&%G^C~lcuT6g9{_^6M&>if-(~Meah+4fXlrApdJO5
zf^_{sGn_DJMZuT)I@{KdKE3^O3c@SB5h$ZYpF0i%i-Mp20>E)LP=X7v?mvORp5wOj
zgpTqQZLDoL{Ja$X(N}r!XxAh1E8lUpi>ebVqxOo&%gSGO-9J@j*4kdJ3fTLMg<PIH
zHkUv1GNPqwW#>`G;LA^>AyI9Rm+#FaO5j5_=4AhNPRfZU<1{FS_@Fp-rZtCFX5NcY
z7HyKy0KOf4nQu#-Rp-RQVZ)A5J|>6f#RX(t23~xd=gb@AozK3@YUCEXW3i*>lf6Sx
zS;MOSay{pP_*R;XUF?Tf<&;<RnhNu%Gs<tCu&IpAut;TV^^T+I<^WC7tf%c=vqK#O
z7j6^?0v(?WU^67P-*mOo3dgW~8+}1z5t`l3XQPZdGm5l!a=kpnxkkX&Q!4I2Im%QD
zCS0mNRamoa=wAQO2u69J6EVL}ltSD?<l*$~P&k|8OSR7d!J?1$2dT7A;L^&=nYbbA
zXOcKx#f-|EHEpKh1<e{-vZC(-GxrC&Cer4_yy**kz>dYwC9kK*w_S69OP60blxWuY
zvINN+2YN&@>Dh|VF;c8kadSNqbGIFKA+VoWCpUI#TjiMt2D<9z@@yW+VMi}ZDh$RV
z^@~Dp8g(ZIOHRH;pNbZuE~OMvr|?ij$&s86)H3k)&lA#Nv;RU=WF;y!8lPu7e*=+K
zFYBJrHZ`v!KNGHa_^`Ox3Eg*TH|oNYnti-JizbrxrUSC#o9k;BuN*+PY(qgb$<(Lv
zU|G~tQpwmoJhqP(x~8eh(=k=r8+$;CcWjoyF20<upiZsm7*G~<^c;cJyz8T}$=wlq
zZa2vN?7`DF#~@>G#lAUZyuno-5wB7()G&%n7U2+bx;?8#%>XQaKWvd5y|lkVXsp()
zN=U0dgrZgc-u&*SeaIbcd6przFa0WD<zN<n-A^JWh0F=UR?1mH(LnYArs?QHoMY{5
z;b3xQ!_pSC9DDBb)D3fu1=Yka?bZOpcFRGEMZ0vLS#3t3A;0l93f2Q@U-ELBW=C%c
z;gc;dmU{CDHz3EXNY#XTa(=22js#z^2!8_mX|D?~el5wMLsxP2a|WFt^<s*jRa8~Z
zNcr%1T!oe@ln(oS3uLD%)cB-31=-~QcGF8JVg)u&p0w4#bsTRp`vtQFeXIuC$>2_;
z5c!uCA0+sLg|=vzh)q<Nv9*GkH0I9eCU8f5BZ+$A-Y-Vel~VlHN@Z;?<#u6H%%~b}
z>(~eH(W{!v@-hrFMHj4>Ur(vf{wvkBavSty)cstPV0+lX1BD@Wzz&@bAe5WBm5PVz
z*|^majc8?2?P+!Mb}TG>%a=h!TH3Z0jQu2%b%DR;Su<A|pLAhL?p2_hj@lqo6pVsp
zpxQY>&~J^DvkP8ZfFOCT(1I;OZ}A*ydQ)kzNhK>MKpnP*Ss#?g?BAvRYp&Ms8Kd8M
zpI9`(qFk8?(aIn^O#(6<a4xh82n%$SHkQ(HRr3bG8wwn&901>ng4k}0%DzG*42ByS
zoz2^M8~PLIkzt~eZ-8LJh{R~Ko=(%Nj{(RezckR8lHk+`Oczk!pX&dpM^ESs06Pn9
z8)z?KJ#@=9b8gvnH|cyaECUTgrEQJYXoVDxn*cKm$__x>$m@%}LZ+Pi^+JwJy;WN*
z`6XsGJ_N>t{&*}%y+U+;0UZl8O`+1Cz%u)qxzS03KF<LMlwpJBu&$ZDW4EBsHtKyS
zZea0OC8HntI&?xVr<#A#DdY9++#7yK1&3Ev*;?$XkFQUkUc(QWa<uSsKU#5BIOcnw
zQc>J2!!|qc16vhc9l3sn^_>1h`!HwmM7A`!UYpg%RpZMH4>85#`Zyf4w3Zf}veq`N
zgg&(U_4;1VvCn=P?yO^O{v#caZj5US$Q)`H?YdGCgrA55C9FW^f%xKgo__cwi{iBO
z29n3{j3Xs>BD#)^PenVD>+_@geZktVla-NaL}9~F5H5uo)bE3%9FXJPYu?I>pZpwA
zTr2qO!&u-djdt{o8Xz`^u7df}T|!EoBla;g#1H-FyU8Q(V#+OQx@O@R*x?qru0K_D
zz*w%j;X&9EViX+89d-$?u_1tjDT$9&Qw`O4Jik-$ZC6(oQEwW@<h=!8P#l3qft;|U
zh#-10hBw{Y@9#kw!8CsL@DsmZ((KUMeAKfw%v}87z$y7z*3KWQNE}WAK!WTV099kZ
z*(xxwrY<=tk8X;W2^`!B8db;FXnJ6Di8@S6WqZl(b)z>mmrp<A(7SXOTP#iUjAVO1
zPLNGrPk}jvoBcy3QPzJ95MT%hs|A?N0q}xRkL8fZ29eLA$9c&WnP(26seaFEs&Rsx
zj=9I};&AbLLk~!{UavMNIWx6H<RnQ{TslK!4Aij9a~ptrHW;Xngh&nq5M9W>OKJBE
zLa&>yPI1^L_yTq0ASaPodZ~cpKsCm^>7e$i<*}DRc3@jN3$2y=kK1Q0HX)3QyJQ-?
zGrw;<w*Sc@aUUf;sGTz*SLaYOH1|GI=%z`VyTIhySKgfvU6n_#^8t+JF1?DDcPn^z
zv`+84UD3@A*S+GvDobNm%LRs_lbL<BEn62#6{!>%nV_M#E<m;>s2!M-V{zN`k^=;l
zeoSbZ_hzk|hHw{2z2(i}H6L(i`^PHr(qLzc`zG0ER8U}nFVvt*giv=n;x%j?o)O|S
z;yDTJ9zOlAYOv=>aeHTbfAc0~NI70-^g9$&Nnu59&G{^dDL&#bm@{bn4~rWR_1UpL
z=>Dcr=mpv7Hbm3J^D#xER-ZQ{9+4{|`aUf?ObWn_KDArgUHIcV%OE_zawp2)d*QP+
zUjjLMJ<;Bj_gf0na3eVxTbQ6`F}dRH$_>SG+=Q90fv$T67b_|!gCq5mm%Z_yAPRoS
zeWZ4rYOu5<_i-t}Q~QX|ApXBag)p{Z7=>ejfyMb0blu-#S|<-{6|IrTtaQ9xhLc~4
zfyRpHsTaMQB`NCxsKK53eDpAnW%ZEO2^ja->OeIhaqN{Xf7Up;vZWrw(FdhTo#fYP
zp|?$HK({7}LQ?ht=K(5xDXT&#TL&%R93vk)b|tuASCA>5IECDmw-)d)SxpudVfqNC
z!MOorTyJsNarcAS009md+TrCVDM2Iw8x+Bj5Wr+WFJ<q^xIXE7v^CV#`vV5a4ZzEB
zw?*}l;{-1EjeRll%#4-hlA=WSv1R8aF`q>vz2j3{FiR4G@}~KdufPqdU)|peceRY~
zT%l+2@Ilc`S4EbrST&;K&Ssuk;fLzatYDU`Jo%;w*5=#>68qGndpEo*Jx-m<HVvHQ
zntLwethn$ga%ESGlVj2L+6JA9ENjIa#u4)H^&042z^G4N3AxZy=%pR9Oi}pqT4}B@
zP~sbkd*h>V=My~R{`NVDDYQEYfFIqif}=%vj|AQize$U=+vYLco){ArI8Xo3$BM^P
z{mKsSRgz4KFMUPu@Hs=i<ZRzS!mKTatw2{{fuac!v&N4b5HV@vI7OzG`ntqD#dDU0
zZOPoRv)=Mv4$y$yF1}Py|9WHi?ewJX#+ai*HxHA}>TE|$DS2sGD^bFXdDyl4i`p8c
zho*%SN)kNI=MD0v%nSGebB9sy<LaWV!==wcMKbHf=~1)sl=P6*`3Rum!g(mkVBI_9
zR$|Fy4F%av1s2T&mbkOFYqw-cTetw~`e?8~D$6$cx4DEo6rK*<z*`cLa%savIymL$
z2BqyB-x=;x(3vu;otU$Ee0P~uk*Q}N0&HKh+p~SVjDgGemEFdD23r`>8w=FtB5`ps
zu^irZZNl<t$VO2|mH_oTq3_8QjN}pdv*fl7)%_b8RgtpnNR?3^1%pO%wCHAjinwT!
zE7w^8^aw{srDyznM@s|}a6(FKr3jLx=O5o*^2=T!7g$lzP)aOau8J0K{)`^YJm60(
zy95PQ{Oww_;XMiU+%5}*nCN9J8%J4wv0$`w-OCNt^b{NcmqN2P>Gth;C$h^|^SMsl
zKo5==eATIH<c2Wyjvxx_(881GTUtCD8aoxi3Z$Pjw~UxMHkPd{uF?EKW+p$!1@!3|
zYh>J(A*;ul3tmI7-`tjBKs&@LKo2+yfnKWls^h+lf{~AC=p1nRfElLQB%QV2k67!>
zD+}dZ#Yds-uh$oFg3~#GUJ->HMSZ*gYjDt(Tq~l~ITOp9U!UaNRP*!x$W$vlr_xSo
z>1-6ACU6ew84Et4Y0oOw&@|d2*i>T%`~bzV*1X#70E<u5E^hd;@Q2r^n>`!V40N)0
z&L{ToT*rG8**B6cM3Nm$Ji0_{snXRV0pT?fwy_^_!a-C3k&?ExwO^wNEZ142kdG11
z4ws^vi<$UBN^IP(aT?+K-VWbPTQ6gt%!<{rfU{L0Dl}_IOQ)T{l$6e3fDxZcRlxiz
zj=Y=`94Z$6z+<i=pguK(qpetcj<|wGDwJhL{9ALW<8$;Aid!*C*=p8q3*6f?9=MfR
zC>~!d?+%S4kCzri=YBZcQsgiMJA1Famam`7>H8q}b2{mCRqly%5sSGx<t^i(KqcS@
zmEyhTA02RYqq^x`V*6O#KNv$5T}J86Mv}9MvZ~_q5MvM*q|*yy%tNBZlYjB~_rc*~
z4K7Sz>(L{CZEbBuexL2p0^WpZX9m+Rz6wW*#1=2h10=0PSJGNazOk?{n0a{?d3!{&
z4Ol})?Vp3x0I{|o90%71kN8DQ0gn$CIX0r!)Ah5@g5Wy#s$WEo6+;|D%>EGy`u^6q
zLCtEXey*1qR7?i2_x#5eSS=785`wEOn&ZGCrsg)f|5a;1i>e1>{Hlx}0p-*$R~XGY
z2UBzmAh-Zi2!#Nu{M_FsGKMd)uxO)=eVBPrlZ4!%DFXFF3hW5i61QLi^bk=1zCk(s
z;Ut{qRQv`(vUjGFOQlmg+>k^0w1N!rIH>fIXQ*Bf>|l#PVtz~jP(Sm_^>&3h>Bs>7
zh@$*t>;d0FZpfEF_zbzcTdK&VGfGN&3)Be`2QZS!K;_ie$^mJE4GKW!XFLXuOQSlQ
zFO}`o0abv!AwUjDPp5ktnI7YaAA5eyi_>trv6_?FcWwB!%3x^1Tl~Sc#FmvwBXDsX
zbL{*Q@Ypy&qZ}(b7OC2O1XhK^FUqxjM~wGQLnz5%3GxNl+VfUcc%t51RB`31K3O$g
zt)bn_I#OBWXFMi%iY49uxC(wYWB{i~ob<YC*gvH(>YJKm6?~M_sk6ZC(;bsVj-=h4
zack>2#w!$ySib7ntIigsaCsO#Fyy+$;+|{fd89PWV9Yz)75<x8Y}|$g`_q4~0Whh8
zswHrXrXn)o2l%!^c2D)!a;W0mn)k@4lcY~iS`B~9CZkV)ZHwes^gP}(B466dFVI&t
zx@KwG9k2K|=VL4dh1i`m+A1^^ni_VbVnXkb6$q-U%18rRNvQB##XZ2JRI8E$Y~DQZ
z$-|^erEc}OU*Dy9&pk)4(gf%tDc7FR`gsW=9Bt#>#NxW!_tT9|{K?lO4OvH1mM45#
z8m+SF5=hr252g{bZU6kt2S?{y$mrSKO!0AwQ2wRe?vxG_hB~$>6oP1R-_96U{}Sma
zG>Gk=!nJT$<$X9!)ojhfV;kZ?RFjR|Aj6AzOOd<#u6s_<w5`+ho{Yt<WghxItiX8F
ztb})`b%(j$CU6<X4BypNwf=rpdy6FGS~=#8V(|jg>L!sdol&~klO-|9=n^P_<jCq<
zb=kqwVzJolp2zhdDOW6z4_(1sv(kd=Lc&}fuRQhY2cm`AB1{1_4T*2$8**hnqItmP
zic(?t(7Gg|U;S?CMX-7~D+yLhiuWD=G%wC*$&nBSWP>9ZQd;vLk*Rsh?2jb_zuqv`
zj~thn&OM-36EHrHQ%JLe<TH+H@bbYw^cl;lnB%0h2}_#8S-L@QG};oo++jQ3;2ms7
z4@x>78$jP&<_poEW?f5qh97+_d^`*)jVa0E4YIn%C`O7TAzQotc}8?+huYxXhe;+$
z&w=#<(EQMYg_kV*3*@8a9vMn(a!#|g$x?J|R)q@Z54S+=pn`kBB-9KATV)mf^B+^b
z%o}$PQ^V?gIaN2EZ6hf;B$xf3#@h?mr=``9Z3s9u2K_f^T1f^e;#U4#b6#L>s`Qdn
zLF`6nfCJg|H-FAG-ILTW`2X+t;$N{t8*>vU^Zy9zrdrPg7JP?vE5HE&;Qy)h&(LnL
zvb5tmJwo@9s+*H_f&s<P5;hFM2`OIai(=z6(22b8xN;I#KbWuX`Sk`;y9Ato2bbon
zi_oH#MhYSeP;7}F(cUSd2u@v_$*cQK4WwE61+J!qEJ$x51l=l!8%9lu6pTSC8)Bg4
zW3m&*BZ9fP4ih5d39SH=^s=r>3_{l_+pm&mPx>!-yff&nsWLSqNaP8{$Doop#}C5J
z0&IFSvWt?L{jeX#Su>x2GuD$T0y(5k`IN=V1Y+Df<`oj_u3^#P5kdaL5T+WA5)upf
zNb)H7O(|A68+FPV@P%`(P>{)nEv-!@YQ`nNEqLL~caAs`uPY~FyXK$~V54b`phTdq
zxD%E?SKM1WRkz7~q$hA?OVZ9(t&lj5c$aPZI0;#iGN7!__BvSU4cTr=XnPz|co%>>
z=BNzAB^iuHi{{ft&E&|%e2g{6Cm7q6eos(7Tr-Iu$}<ul8yU5%HgpVgb%uC!w_1t>
zNM!gtOzCl#lozlLrx=p{0kz{i#5BPSwF`X1Wj+WCt4yk#lkIP+eS@25s|l8w<(hSe
z*R%>W@Ib%bW}362D8q#Fjn>E$`0%R;Hp*-$NS@c}!DYk?^Tji9hz>rm`eDWh47g;D
z*K6uEEue_$WOW%?7kX=!jdGTUWSmABp7()nZQEM?OJuXB=Nyb!j$dF>CxdZsM&EnG
z-4NqtJq9ghbt~eCTmWdLmDppP7w*nwl3vQr0dIU__F*Wh*BW#81TFVB7QT#Vt7aAz
z4kUR&f%!8;n#YQ^t0en8pL^w!1@cV3Z`Ciq(F}?!1WY@rWK;(#QeKFh1F@G3&|S8i
zDgR8S1qdd2ow8xg2Jj!I<&}cq4ElJ9r`jwotEg8MjPOX*(LV#^T;P+R_oZgwzWy0h
z|2q^O54oZt_&trazB3gd|2dt%!{L$oMg&mwOm&R(^o;b3jQj*xdPo3@u#e9-V5ShT
zEDnBv$Or}gz%Vdh@B;Lk*>d&>e&PQ6`T!&$lc9dx)<R$aa*}{RD8MM+H~r7p{Pzp=
z-+}<}A@EoCuNeLRsXoECKEwZoKL58q<NvDvS3bet^4ECuzPo?F{r?)%-*grJfxa;O
zrfTeaf%uEAe@K&m(0BKrtH8ft|LOW)*&=_-U#8%`nPB*@MdlyQ|83|keszKB+tBv+
z?|)^F{6m`j>HiDye`M<4y$S;U+tmNg^uJ@u{u}eZv;Eg<`M3P#(&Rre|GTAsN8SDt
z^*?R>O~!{q6*D6}0D#<g`*+qczS;bXK8Ej${$H&B4T~#LPgEoX066__{|>Wf{s-(k
z>EmCp|9n{gKE^ZUe=zue;~ApLKT!Ya+3>FXtSjBO-S77ALuC6OsQ)p<zdf@MYS&_*
z0ssj8ZvPHj3jT+&{~yo(eHzl#|Mdp`mBRGz(@?v(boc*#8vZ}?2kRgs87|%gu?l|>
zq9()RP(8>2h#6U^dR{~IkdpEFH$&WJj1&-<_Mj#TW2hcr0wh6KBwQDMKcU)H57&j?
zSE#y{!gV403zCvtvN=ruyD~87x}&G0({No_vet(C8Z%lP85okB(6xR12?;__aA2fc
z*-0k<cZV=A`~_wt)O0(?nh~4;4fTyNwJ~@oZoZ_&z~HBguB~nYOdIgxEkxoa6ldkT
zA=-dWBq7e`!gY}nXNTdsNQtwTa9x;j=9;Ciu-cP>A>0c+IQaL#{DmdXB$#d$_6jmE
zyaZy@z<<cf1P**qa3F;uB!xs4@!fl)#=u~!j;?L0I7}OsI4e8An6?h+z>D7K+E&=X
zw2>5NwVe=cK)XnYv&C>-q{P`txGqxS>^)o;W}LYc-#<NFfq}tM2|YMOyI}sp5@$iT
ze;xe?tpB5U(6wD&1=EHl&OQdKOWP_lFkAp))TsWk4W<oCoMo;4FB@$N?AMs1Ym2!B
z(?(L9-Q#BlCoG^Q65@<S0H%wSIMagbA|=iO;JPs5Ec{~K&!;}XuAVP?aFoGyVTrQ`
zH~sc9Yceoo081>?z;B9$c??UO@g0?zZ4$@8FfSfm+nP3*HY{<5ehneCA;z$!k^L!5
z8-X}OZ3?hzvOrfeqc#Q5*E1t5QU~iGqbX3K1+j{h#4!i12U!=Ss6t=Yi*Vv0Bwa`)
z9HDyRh8qjgFaT<JpbrEfEc*x7g(XZNE=BKlAvB-$L|6%QDJ!^9W6xmE;LOXwVCDsi
FD*!*;#eM()

literal 0
HcmV?d00001

diff --git a/tests/data/oct_single_volume_zarr2.nii.zarr.zip b/tests/data/oct_single_volume_zarr2.nii.zarr.zip
new file mode 100644
index 0000000000000000000000000000000000000000..91a3e24dc31288c77009ebf9e59d757c991a42f9
GIT binary patch
literal 728321
zcmagF1yCGeur3-Lg2N)gC0HQ1YjF1j3-0bNOK@16pus%}?gY2RU4z5o&Y}w}aC6SN
z=iaLK>YX<=R@LA1bbbBJ{9Qf&Xec8g1K#|{vhA>B@Si9Ddx!Y%$jPDcKiawef9%}<
zgB|sse`h;uPrLtvLI2Mf1QiE^KO($&Q-Jp7&A;^xyT6&Ir@O~QTCa0B4PNAhILfvo
zzkPFtxV%ezRLpFuOwXHDuXgBqMPqAG*fOtE6{Fk>b>us7#HDb&4{GsyWucMp9u@M?
zVv;JJaQ4aPB3Xq<c||Dfj=c`8I}hk{SS4%ShM#zQM($>Xmm4+eriB%q<&`g$SbN##
zJnNr41JcLx$7i3%*-V1>8dLc6ILDnUtugNw5YWqirOxtYm@a=uwKGm7Hbv7hE3s<i
zd`R}kTUgG&;vR+VMma8vu(LOE+uk1qv8>cJ4-z%2c{-aPS?gJIxrwYJdzc3d5{}(7
z>6k7I4!nLkMF<Ov?fz8xH~%kw7$M<3Q@Vw#Im9QrN=+rd*_01Wanf+{SOw(l>q3$$
z(d;rB#1>{0B5jcClgU|w(k*Cs>XjAalBW2I@ZVYcFGei_yFy6+F-iPy`!7aq++Dm}
zEB3WCG=3|weE_MCag3_6Y1V6TLVlyX`R|MW-;zN7=YWgje-g!iA^xu{{wo0K?y}<l
zu>6OlF#glW|4wQ}_5Z!ye?gZTzaqB(gUJ6=!2f}|yPNqLC23-Ya^ekbJ_C00BDC1(
z{7)=ohJO%79WaV8mE5eamMPxWuLI%dFGKs`Tm_N$1e2%x)Nxi1EYBZtUOJ)(WOh82
zv;Em-y90O}BJ>g{j7Tdf%}WM#X8qsj!t}x#Z>m23{{AC%hG8V{t9a($+OK5cNB*oa
zbU7BxKR=-3^1e4+Mhf3ILPyO3#TQaA`1|T1@KslH*)A)=v1U?!Ag%`7fU*c%nk(ba
zU|W7&jzXe48NJ}Wq>hdMZ$kg$8Q|jhpDF!s%>R?r{WU)KHrF?AL<j#XtN-EWpC`j0
zG+(Wyr`L$2q@*4zE8LV%jPF~C;xW!u2U<yV=<UZj<%;q7T73rEj*Y=zS{8LGiJH7^
zZ-3u9d~F&tukdPYlCEod=ss{ahKs$5s-KNS1#ld699&m>Y<SQEN-*9r=9rP<YhQBp
z4@jPX9V7k3!_9D>#Jm%uXeA2c76%`KaC}7MSn;?S#3!A6WVtGn6dU{uohzas2KmK3
zs%|Y)+ji=10){t95S&T-j|Htm7o+YPIXj|~Yuh`9-k_&-91?K6PE^)R#^3dvv6XC~
za{3g}Y1-=cpt1fLP6ee~;zF;P%lb0=J0PZEJqW_yzFu9@I%yO1fM7gjZL}FS#o}xG
z5j|n@N1Cde#2Q6v<W&D3=E);L9Jj@t`@>8BMUsK%%E_qK@q=p%2~}ZCheF>~t;K`#
z)|%cLE0#&(i#F;3{n$wvC>NM97AN20stySH$|jzR1%0Zl#u@rzP+rmh;=y*(4}5HL
z&YAFD`wKY%yjrZqY`kg)9^=iuGHSqw`9n-4zzxC|1|dtjyzhXJH(+YwikvBymz|z`
zpCBn{oynA7Yc6DcZ|5$HnM$Db=KC+etH2c8ngE<XVdOyqRsRk2&6I`4k|esU%R|A+
z<s5nHQ2O?J>NP2-Ngi+{NEw=X2s^|Axm=&Gw-7&UHLoVe1EZ#>Ecp(uXlqQXDSQ2R
z|4`!O_+)VmqjgX1G#7cdo+Y?NKdmbbJa=WF=;X-fuY;!CeCtD}?gdY~wyurDahm!^
z|AYp51gtp^tW!}(8635=Q?MnB?YXyy!S8?8hwe04uMZsv8vk*oa}kQ7+}k;z_^{hO
z)GtJ39!zl_T0k5i>V29xKJ^FxKFwcnH*Jb8V8RA>4CO&W?m(_%zPzCz&j56BQu`|7
zlXSqHo6v;3x4boU;)PunnK69bhPrq|c28TQlGiK@H~t=ROYdCQK!xMR=_d~2Xw&w0
z;{&4wZ`AFJfi~f50j~()r+Fu}H3jJ26Km@fGcd>;yduF2^f~FrjnodTFyv(;Kd9SS
z3_=EzE2DVtmM{DbSZ4uA+@Bvs?ASj-Ena1ENYeP95Wqf;dM$PW;HApVE=T;US6G+P
zs%uyE`kyBu@NL!)<i>!F?<6&jy?)7mLht7GhU>fYOnjy>VP0hgohW1A!d!&*11NHS
zf9E27f;7-xkjJ9-&vUqtg0RmtGoshJAO=;`lo@u)59uqiGhmID3FPk2Tf@V*joc)q
z9myU6-)|YjHN?@L=TQa%#b_q0Fh7L%f04Ox4<N1T3U8lUhGtzxR2MXaM$w8H0W-3H
z7taiFNr{nqeeajPm>m_QPRU((2;052`}k5ocv&l1@9@k`Xgu`*XXKsDGmj<C{Wjt>
zYlqaDyx>pdpAFW!pWW^GRolV;KtW#8TwFMx2y<?Uk^N;|Ia|lW4E!rvidyaoTZ?->
z{JHe9-DaWyjj9s2g{489HrfL{@WHzBHJcq75I+$C6NU2D-NUZce9gekf0UB2P#qcK
z$1*Mll}!y>f)Ys&zZ(_7a<idV)XXo-F0TsoEH8J>emqN>9bIN!4t(Im0NnFUb?9oo
z;q$OER3%6W!U}o?K#vJan#srce;Bun5ti`RW!jpHZT(4(?=i@6$h2xfQmw>w{Ke`k
z_E(r!mR;ZqPYTy$I-<=I?{Ujx&9r}p!JtYqtu1TsQZH<L*D|_&Ehp*+9sPmF?;C#g
zkoBFShSwAi<bXZz_ESOoip_1U*>+KJ8|_Xftb<60WV>q9Byh+bgfwV+&*3jx5{7%^
zo@iNt!P9f^$ulq)Yv^$9A#6Kx2*O3%ugaK3{f>Rk-!dBMiwRHu_0jZN-t3VQR7iZC
zH2rRf`C26Vu=i)S9yKLO9iMH77xpyA?=(hS!Xl34Mei+0#Antob@5Hmn=Fxxu11UK
z`>}}p*#k}ZQu*fQrVR9_71Fuc&!RK;kEp6ox8<FzRN5U2)EOe{rL93n*DEe8T~M>B
zIB7se`UNrMmISyq_g0nfzVg%szVXsdoR?7G+n@d=d$SC-R$5)^aTy>X^78Tokk|>D
z3S(EW8IQ)_qWDFZ7et9Ars8ZFy1DZ<5=$I?m&GNXDl2OtqqRrC!&bJp0S$?QhHn9}
zcyWRmi!71H#KqIq)X+(XB%J&enVqfnG1Sxh%}33Tl?893+w~KX#2U#7FbB5B!j2)K
zKrPTaO7_f8!^ChrJ{0k$Ffn<nCaE^OxQ1tTdCp1K)=>4Z4G#t0cdel`g^gVW-5C#F
zK;AmyU?WcP%LhZYyG7g(9)iu?d$b*l)}?T0l+KvGwN^)AF9GkiIAP#BuyX9vkI>Im
z4a3t4C!mjvPIxufW`R?Zt)Xub@Ik>u;EObpHZ^Uyl-9^+-lE)=lgFLi3`h8_bX-_F
zj+j><+aPuD#TmzdXyJ|B#%EAI72xGSkhhv?1BMiTvR&OrSmnykA%3y=1JY7W67w0r
z(Mm6}5Dpnk?0N^1d)%lvpzkh()w^swwGx6iS2}=0>>!Rz34z0ObrazymO+Mm;LG+O
zb(Xwz=TS!`s6Y$H*~*hwhr>bW&CUK%Z==UnM%XU+=lY>*!1o)utSH3@2SGF&3Dt*v
zg!{zf!_c2d>x`FFs$`Zi&X%7SRdti5P{cEk+$JrCwq$qAEm5b%qQay_PVW9-PJ0K8
zn??wkmxQg~z-&q4yfcJQ#BU!eeK~$+l1B|cjLS)Lo!mWGbGP9&aIO!@rl`+u`w3SS
zf19ad_|vwDyPO{vSWu_0qza6UQN+aOMhfK4$AJo)Hu8TX*Uu7=lPLK6`7JMQ;HZJ#
znX-RIwP##)!Uj0x_txC8r_0wyfWX3tCvd>z*wY#0pqf(y$nPJ~!xb;T0oba&kzjMU
z8{z_)40kQLQGs7cMY>MP0TR#SR^sYzL)QJb5_qr9BgEL?iX8eC=aSZ&`I?FD5?BGa
z+lyEWo<W!$3Dyd<O7HQ?fLv60yxe{SmoJ^`*OBC3-^CfJfpj_8#J<Qtt4#PdR+OME
zE$sTuKOowSso3PIP>wG6>1YO^`xeD#9{|p79GQ$QhlR|26<FAAeS69-0yYwFsSyK*
zK&S@9dIVV^cq&iK=cp$qWerDnzVx?9G(sLihmLKAz?P^D6vr#Kn`*X-++rVW*Us>9
zP2!HcYqJ`f56lIvNS`ZcU}rcIll5rkt|Sm~G?E-Ebl%V@w86QPcob(3vcF#WLl+g&
z)+^6~#JQ{6#fIFEUdD0~-#h{usf39yxy1>C7}1WXxobaL*U`)g5|)Fx3{=Wh3@mAw
z4e&DbRfhG@83KXxm<lM#SzC-&KRFnE-vTd!)|GQ(AO*NiQ2(grD(a_Vi;ELWfUfYJ
z*uNrSdi*2nofdo{ycLJ}`YR!3adK8{H?!Y?5vUt~X>ZmWB*1}Q^Fs|99En45hXy8r
zFZ?>P1l@lG-pOKs$EtnW#nT|l=@J3eWxk1(^52&<;cG4q)o^)eNpa{{1+%kSyB47u
z^cOi(wQ3n`|BQUesR$N+Rez;*`dX#lfyVrDxqar*qUlWeb+D-f7AZ#F>{3io+uqUH
zLx9B8`Ub6Mm2ktLH<{ig#Dyw>yZ8KZ^akmzAr+duL=%bN+Hf^u`@)&jok0~v{rZ7>
zdvZM9tFMNSpav%zgkm=r!EooQS>RjWzmoDZWwh3%a^*nWTy~|n4_;KkLJg*t@jmYF
z&`lSxn%@@5BLkA22FrU9&e@1ul!fFGW;J42OGyS-ont-&8$u+`zZZ9W(_e#<B&WYx
zQAvoPy6_=5;V;>1*2Ed)>lQ>YE0pnQR`EPE3g<{n!>|H>n4nD+z?5@kqloQ;HuIZW
zm^T#RM{o}2yek`NZiC|%!)l%i=IX!GN1I3hALrEqSQKPi_vPtU5L|JffLdANJC~5(
zm82mWxQ4Wf1RAp05WD6FlL%}y=al$9*M<?QX?DP7nt8HWUQU+kR)}q(Hdf>=nudFu
z0)`R(%;FBbT7hSevY6I|FH7kw8wD`8i!AkIu@;y0$8B!#lh4UU9py^$<V2I=&neuq
zY8p&R=cq7<J_=Q15P#|Vv1I#oenn6G-Eisn9j#=lz$)4@{E}#(!?wNQl$&+M+(&X+
z4#|j8G7)o|hv0i<+Lmaj4iOE`2#bBh%pMm{l9I4tWmJ9NdFao#&!A0`-Aqj8xSQ~w
ztbf0{O7&`fV{|jTTosd4-<lh-v}ITqUrcP(IoQ@y@<`yjUqD)(`0|JVL|@b&^{CQe
z?AIIE&Ttc?Bb+9&zz_a48BY98%9_%^9=2i12Dyiq^q&an>`N0lR<xH%<7yh(v)HLZ
z-7UuBp8@w>+F6Oj9eRcAZR*hNjrnw4mX{l?y<lZ#V0ocmH#T6C>uNAma`@8g>YWes
z%X)<D2tMEfKAFQqS@-&VG~uEzb7yb<91PfOkQj}RTNiLwT4V>2OTe9aC_p4eo44GF
z5TOHp=6r3q#n@^46N|W)!539NFv)^?R!rTx(D~KOIv^N+u(LT6x}-)X;)w+g?)JP6
zx`E)j{NVFnm2U6fE*cj)VXiG|d>tEgFQ)xW+-gj&Rv|V#rK^8eVBA{ejmC|}CUUhr
z>}E_1!`LT&IJy)RwVit_I!^AtYDeN5`1p&c=<TSSYWk8rXPf1Q;`@)6`hn%P-*(Nz
z9}&C@QpTimlcz*Js}m>@{*a3rzmU#8zkh=NwaPLf=8borJdj_lipUhOo%`5TKrrlS
z`hdUmAZnYbT6r%10b4M|lylAW9S^GNk0HnvJ(p^dN4=!gRRgm@Iyrs+fyWlUhQ5Ax
zO=A+IlfJwQD)i%Wb<;~&73xC0GQmgs-iP89Gm_nA3S5;JDP!BbH#7mr-)`LsrVjfn
z@p`|n1CsDFr%b2l!4<fRR);aPn!%o5y_a|kF=nSZ{F?_q-;KX^tw()*Yj~VU)WXsQ
z{EL^L33)>0&EeI6LnoS+TY<B*(CtM6P<~ElkVsiV!|2(ZE2e|~bLyX1mKS`VWe<v_
zWuWh+i1-0)q5r`3Im+tY$Y$o2l~8@?i92qZw+cEY4aR_Feb1=M{PzW+L^NHKvl;=a
z-qQytJGyHq%g?C;)kr|<^&Nt^Fij&yNx_dh>#Ra#bK{nL_8yoO&=AgVux=?yme;pE
zTQ5JfT~3zxC#Dd&vG)Qe(00CUoYud%AFVe9D)F5sK3wn8%`{oAU(#0_;^XHDQ>}mc
zq-03Qb>!Kq!8Vs>5E>B4h%4{5lc~isfG3XL=e9kAygrzQQ`KRHRc)9_^Q{;D&Y*0o
zNZ_G24W~s`7u2fLLf~V*w{X4kZxo!rs%F|O_g(pg>Ahy>*K#;#vb6m;(`Foyq1o|}
zDKXWd2o(<d45Y|NZptR9D)GHvrk?MVhl-U4+;4pI{P46AG8U9~-0;<{oS|r_G@S)N
z-R`;AstDNJbo|S+R%aM&K36%WaB=@N=Trfj;AGX}mgW3ZLb0i6$ZyDZrHBRA{j970
zs~q+_>y{^78-4|*Z?Apbgaco<2|-g8KA$1CbXQ@l<_Sw<!&~Q+%)u4wdp!(>?fnTN
zoO0c{LT~*t`@@v+<tEQk$%Oya*um89iofH%0#5UqRoXO$Z_wz^_e(^bk-sucSxlJz
z*xt_B>^CuMe46MH$zNX$XTujpd3>SDnyPM>x_}A}9Xg?SCp1i=i{h&^<%{F9HLf1?
zxVS$AQi0kn@w~Nj9Lt}e{t~rG5Cg)$BA^D~;zfDuDw6(3a8v0D%_M)TSN)r6XjUSr
zBXNHE!mOH|n1vFQ5hjciRpZq_Oz8a<9uo^GWmOeM0c$VDAB(3zGR~NY8w-4AZ>$YX
zK-ASi-ujAAYl-eJT~Uw=z5c;}dhJ>L6}(yG+r7~@>J5;%4!l&v0Nb=uBoZ=r@f@4)
z(}TuhyC_|AAxKxRZq!AvYdF=^xrV60(($-4i2B*<y3rV*JAk!jRp5J$#&<1V4l|kR
z5(|oh)U6K+W3m8WPJfpQFdK_iwb>(rb!+sy&5*z~K+mlnH;@F;%gux?AmgVw+>=0$
zhA?vgvGi@sw)<a7W`~L<n%E7Cmamim0e31?2rkLLA@tB_fU5nloGPD35qBo+x?tn*
zDq9ypb6uz9nW1wQIAQcnCe(9WE&syxp(@pvEMYmX-0eF2&QBY=(x)k;5(7yQCAB1n
z{0TjoKUOsPPm}lxX0%Z63aab$N9*`5i31B&#@~k6c>4y2MrCbUAMYp)!*$fx{zMeh
zhuI4L#1rlwDwbAzRK52a{vvQ9AK~g&ZsZ%3i+l4O!W!#UeGQ=QKQq>k^j!{{Her6*
ze0az{*Mj%E8MPUg!L9|Ut!<gRd}gjLq?li-Ru_PrV2Muey{FHhsXyI^OO${m7)3S@
zbJqlEeJ~DqRpO=f!eZc>MEn!dWqjGr&7EL%iU|I2r%00rBUK?R8zXzPS~Jk5rTThG
zYwdBz*$n~Q4d30lzb~K|6wiI71wV;D-uf|s$K=#AO^ab6luyl$JwjrCE-uAEQ5Dis
zuO%?J>>R%e##VUCvrxv+`LVQW&Z^_$cS`pb@+`-wZzS@NI)fSeZ+{wyw*uR9bZ_`6
z4_IpF+Sg76cZJ3)`klb-hEzGa#rZq}c=wZTc|AsC8A~Y8>LLBArPlF&Y|}t7=L9kn
z0eMlMkhr}hZT8v%9o_?qxezub5Ajn3rfW3S--|<qzZP8gMZ@rCd-NY)xFrN%i9YKk
z#TKUBeR7YG_HL)l$^P)IeE!$$y$x;sU4aiv=Y?E|D<kC(q*V%!!W9*0hpyYK0w{Ri
z;;%Sw>`rxwDy1qk;aJLw5geQ?c(=w2QvWTnVvhiBr_vX(U;+n>lP&*}06)d;Ug4{E
z@meej09+Vst8CSvx)_v+V68Q8_Q3lm0EaIa4(9+LP&$v$-iiQqTz`H9Q&R;&Ok!Ju
z&SpP@YS_gj`lFv`x?q>@!8I`Fz@TrC1c;ET@OG<kpey>9dH%=vD|-<2W@iACaj@xT
zB$5crMsYkB!g@b-VxE})T`+TiYMBSow2<o<&269176rR*lJTUnKY3=2t^!8l>NOrV
z`FpdPq*Q%phxA;CcfDNPAOI2b=A6BD{PQ1LZqvzcw4VJuw$$GgsL%+;F_1l6_pSX+
z+s7l2JsQN(473u*M6_LQS|^lz;}&<XryY8Fi(B|d;npak2=KNzV2r#2M5WOIn8iMP
z&c$}(=hPm=Jz$kX>=xhuki5+)7?jA7xeBu~IQNP`yO$KgZhp&J5&PYh{A{s6Jm6mw
zL~qPs&G@OStms5+oJ-E}Zy;7!H<J<IBlCGq#~)KHFbO3kMf{(+GRYHMvxn*S_^{QD
zLf^f=Rdz^Rf2~e7&Sanrn8LN04n!Ll?)NqzTo7FPkrr$d7-W%|3^5YG<%LT_6{+7Q
zc$WHJ6y~4x0*P60^VTJyiz~FR9g@&aY!BAj=ADuC6Y9Kj-|*-0_OC3)jW*v19F(l*
zC$r-B6iL+2#Upy5As^d)@&{CRo|`-z>J}}JM$?p$1h=^?ulBPB)*jbJ=UQopg=z~X
z4mi+t{94!UbX%XC4o(H!?pL?1yXG={*X}A!vGGaP=6N2yRCv&%*4ah&@WM;=6<qQc
zwZFL);noW*IWRz&qj-VWj!5tA{P2W)EemiFoFA?B7fjK`fa(1QQt!Vh9a@-)l1jMN
zn<kAtNUE0fo_s9Zx)mpUM9u|&#Zbb0DStzcCNN|^f1JL)WWG!Dy{_5;F!fMyIn4l)
z_hRpepV^-vCXtZmq4?;VCX^1zui|PER)->9JSZO>CU5#X^rL_{I_e~8KUrwr^^OHI
z15cgWJ>P<-CQe@ODgRZ4?IO1n;NA+G<|0_URYS^ak#E1L#ih^^j_lKKmKWo_*62;B
z(6)THk5=H;g5r_wK4lZ;#-X&^MJ#*9l&0uwsE-~7_}--jU|j0E4sUxjh)bsyzXV3%
zgR2KgGy$)>cSB5<kAJR7I0i4)J00%vdHVwr&ILjE%Fmb8&vM#4r&hE<<~07_kjLr}
zZ5A%t-l-S`l2RvK6|=?J!YfaR$jqn@e4{JF9DmXrdeRnR){pGf(PgiBPlD1XvF)}_
z4*s4=ru&I{H-59cK+<N+K<YD!>j=V<5u%#@QQ&a7?xSDVA{=d4r%N15o^O3%={!#<
za&T>0Q#p_VY3UA+7811A8AILC|Bj=7%Cqi+_Q%ENXc~MNc$&#2xLWFbE&v*0|KTW0
zJY>~r5`VfX${Z}Zuaf(E+Dhn=aadixL#+*Gvf4zM0dV+3&pRzan<m2keETXA;)lB2
zfc$Qmr28ZY#vcz^|M9c7(^{ND*pGK8%IX^M#{vFde*hQM^c#xHGZJ78vu+tEVRzu(
z*kFN;-;D?fS2+cd7F}`c-hP#?gjUA`8mKK0RFglwb7~G!*AKM2<_GECoSECj!^T+%
z8MQis$8K&!LAXMftEW)_YVg^*Kk9Pl#nzxIV6)k8tl9`bBHk8&d+^*C(EHM2=PaM)
z%;Tn$f%&mu6`q~v`!z0SM9q}gov^-=ZMO_9g=au0pSAVP_Fa~|6jqNPtuuq{6cw&j
z&SnUH{ouqfHd)KP293+y%*8%DPIHr*?I&dwN7Bqoa3x!mfB6m#*(XL1s$kcn-ZN-{
zF$`{CqG3Wa({~b7xfyEw?b>;QBPENC$1W%`X7#K;7tnoVMafPV?5VhnM)GADI(W~h
zC3?U1GkeLE`lHwB=e2_svFD6yy=7N_I5i2d1UBUoGZf2g+|2hfWeA!gD}$M#Rv(WQ
zv6gAWCpy16i<bH}B(J95m$yDnb*GCJwVw61yl$D_+;aGw+N(p8aZU0%m7xuU+<D=e
zflGJu;qL$!0yW2i=NY-9wcU>L(26Mz_jo{J_OBW^V93k;`2iKgA+qs%gc~#kvmgKU
z5wKb7-;G96JjUwuk9qhL^}W-oA~Zdyo5Mg78WNS>8Bavs?tQivI;G#{e_ibb5E!)6
zc6XJ?Zhv`RLddz*fnxEut&a;lA~1IMAO9h19ff#UZfkX~?rA})bH^>bw$Jm2w6{L3
zUDR91BFp^TKz)9rkQACdk+l5P%>~cbF=Lx5dNt>VZtC7(8zbc<ZolN@f$JRS{NXjH
z>?1*UoX5^GX-2-s4x$j#wX1K&(7~+PyQYQnoKg<AO@W8HH+ZKl)Y9q_EC&PbQr#m_
zOmd=m=H~z~dCk%oSECVBdoi^T(EWUH7TjG9iysX7^8lDy13FRa6vXq3K9E2?&ZEMx
z02k27<xM$F_<CizNWUAonf&U=R4u{jdTh)`mM*)L!^S)aWg_*7L_S0a?Lr`~&{yqF
z?h9SI-wV*~UlYp&ca6p*@uc`q)`6S`{P;3|(?uRy+kAEp@vri6oRa2XesP@3*I6@W
zw&zpjLXp1iN9p83-b{iW07Wr4&3BepN$W-Kd|ohE*W_?3Ds!cvz5J`w=AfEf@m6IQ
zEU1rCORx%*Z?lV9RMPFLB!F56F5tNQGKm4&Y;Sy>&Bz3$Cgv%zK86wt;ZSsEqfS!U
z?ljBiEK;&LRA1_gwI+!6Yxism*MrY4>9eh2AxU~8hs~(!oNnv^mnCsiU+_fn3vN5a
zL+HZZL?rYdUUAXK@EruE9+9;OO=!@~xmDBf2`$Diz?|E0F|bDp8suDVo;sIqEsrkH
zEm63uHm`8gqYT(ed#kY1i(?ORaho4uqVD?@ViL{ZoBfMqdQR0x<1~*KelWd7-c*k^
zSJ(&DFxObSN|zx&6<zaY>@2$8s`6hZ6TJjaXjN_d88r6>CYqJyum<DgcoR*y^>qL(
zORH|}+Ot63d35C=YjAj*_l``4J&1gA3g<`)+MNd!!<}n(xK6~DGRhQp8!Mn&V}(`!
zT(tlRkcg2b1n~8R6*eR(M`d`EN7*@D)fwwnn;WzS_#vcUPEpkBLIylrcH86=11O8z
zya(*3W^@7;Z0DD^rIkP|z@xsWJE~Uso14D=8fIs9DuK>Oh=`B#Mi=Vbeq#3%Ld$77
zTl3;Y35E9+MRn~2JNJW%=MM{RID2K0>i7+^I#STW$eDcLE+2JyDa<en^S(OnKv2t9
zKkaP$Fg<VPr~CeivQBdo8fNjP`B|^hM&d<#XuCNQCD!!0O=63JOTe3v?6~94^0`wX
z3td69DxdzGk8q)=6W!XU5UwGSdvEm}1+xHEq2BLS6fP|9!&+Qjj)s?ue}=iV9D4Al
zLPF8#Q>9s6u4|aYd$p~1sGUXlsGL0R7g!p&s+#k0C9~(7sy$rRw8VJ5Lh<LEW^xC=
zf8J<b^A778vfrGZ2;zqrr{1}Hv*oFgbvxSlP%Mp(*>nxgX+7_sKBMFIPzY(c!<g?5
z5+D=)YbV^lpEe6yj~BC}fJ2=v?N`<rEWqx|*j^Hr4aipAoUW_>&V`Ya21mBBK0kr-
z_V<YtNgI}zS%292G9cLD;6gXl{qMsbspu`^>eZ^)n$*kDwz>q}CK_%dHkArgvtJHp
zP&VRPmr<<uK@4cybJ04)k}zTST@t$9Zd4(l)uFEWZ#IQ3E>*{{D(04HBC8(LcU^A#
z;T7$|d^B-t?yDper`?;FL9J6=l^K&VRFIE|PdQHaChUF#^=9IU)QRQTLq&CJ>()Y?
zjBssxz41a@LZ{B<$;_+vvBRcxEOg;=Y(tPT@Fj}Ue-!!%kzRQ>JlE8+*fC(0H@V{w
zoUR=>p>6@}Eq)tp6Q{Zn2^VV&JpBTaf9CU{rdl|1JN_$m<0qDW_T+?j9Q@obL8281
zqZZ2%n>O}bGVBpsW4|yAN{Zr=@BNi_s7*N<z1BZ`(%+r2rHP(#*xB@V3im5kRzkT{
z@JpT9mM^Fq#u*&Q2EOHyfN#D|Pi{P4xBLO*dt3!yd?~IGd#$Q^_c$12K~mVB?A=`R
zsS_@j--vg%H5|A)_4EEbr0Q$&g^7FJg^p;^)m7phn@;CJ;zNpTfWOIy+AX^k&MzBx
zo6NwLn%_vHe&-N%@q`lC0pZKTZ@)Jj={~F9=M!e2)`5>55p#!o>u5NXe5BGetA};I
zdIi3lbqwE`^O|a>!ZAp>*L~p~_($G1hcP}Z8#a1FIukSF3pL_*&{v!4sLC;Gefw$?
zVDNz|7PPI~&w@BIDWZkFsqc&SeS3v`b0G{#Hg@!17<cPNVQ!d)w!;R*p|obF@-6k#
zIpX=Q1h|BO+XgU>-%b<jw+ENgdlhC#QAJr~oJIVlsOuI{!QGF^kk`K(&N2eP{VLh)
zI;~wh_`q~GOV<o+lg~4ZIu*+>-k!ec*=Hu^*j|ql3s=1|M}mpEynHqrkic{@urVJa
zI8iQ#9t=mDXuqxa*D_y+%9m{^mZ;-&u2F@YLkFiF*$M@(V%&|0z)si}PJ$b(zY>8`
z!g2uNE(e)=PktYiYO1O3=Ybz#_RCOHrV@)9c`KA$7US!s>#MxsjFge@mnECcRUF}k
zKds4MS1v&ieWumbOS~9Z&&N9yuq+C-WvXUJ6AusBp2XSX6_MU7KDYNm2QR3+)Blnq
z5?*)ol}Mrhu0F*olQ;Rus4J8O>5sx869qxeP;r|I-_>Ml@?omij10B3Iu!dpsm<2#
z0wny?p9t0`a3v&Oqb7C#y|BgoiA(tE)`*%<h6o<T9GSLUzAgk<P*U;E>keWMyv5n+
z><%6bi(5w#0Dj^)wA=igxZzXb+=X6@d^>4JB|7F&sBn)8I<gPw_nrsdE>zr4I~a?$
zl)5N`92(R4NFPo-sJg>!R`M~Hat3$=FM{T8QSugEcTQ^VEk4gYKEzXZ75JVsf7#3{
z_8l21tM>&hF>qjk-O_M>2aw=?i*#?&Bz+z<vFArRS~v}s&M(vp*4-ThYpxZTd>C{y
zvO&G?v(0h%@^Ydb*JwbkuN`~5erF{D-^kb*?2OrXZpo%*++MCQ{N=}?_F8t%kxT02
z-N9qwBmvS*oAfE5V7zUcE)9h^wa1aWg+LxujlR&coUfG_6qdoFDXXj`v;r^c_Uzg8
zV##NZe!l5^`Qa7xDi1xqO`PMTZ?CwuG=HRXc<GiWWnkkLe=B`^(sBL`b3wdrIk(d`
z60W<c87L3!6??joG5Cs#OB#nJm%*Oj?1}(R)7Qr3lXnTc7&kGRuB4E7!0+-X^anl*
z-&m(>5|16eCN3qWq`dXkGTszq9_^VZxQ{nOgMO?2sz>IBSNy~pAHcbi3Kw%y4@i~Y
z4WZ`r4|Iog|KtI5dsPOs7z11$7gwk`rBy(WPY_97j@w*Ht-u%1g~=(RA+u%Msju59
za(7Qz-LE0ar&e+!LB*FWj3-=@Fk$KkZ(Q)yLEdp3QAVhx+ATY=2em%I0}lA>z2o9J
z8@L9H<)5Vn%~ls~$_$SpwJ+aQ?UiNS4y(9le%X0+3nS4ET&K?J+t8y3*8jK`73*2d
zF|J$+8@Tu3c&7|~{vJ@quK}<5==8aPrK_~Y%ub$7lIkfBn`FJ!_`rxC6#Q~^E#?a!
z=DNTOixPrFcKptY1V3hM*bbOK>#Ni8SIP)A4zDyuLrf|aGHD8Y?>V1M^nS2C@SnfD
z5jErn-x_;>Hh)i$a)(1$>rp+86NqYBK1c*fLVc&eT&&E%dA8NCDJTVX>ls!$qsiL3
zh8#2{uhaj&(D$OZlzy`SHbfl+5tD@alwpl7SiDA&>^qjg($u@3&k?{&E`Nb%7+~Di
zbu?Sqk0+IHr~S_)`l}ci5ndlsf-7`g`jnQ}o5_b``Jg6oLoaI1OqmHo{VypkLf4eU
z*VHPRp$w41?ugtLGmQJ*%OCld^9tIl2yB$y&4IT+@>zhvPZM8#Ga)NE`FGE_tez6B
zT-CVXd-nW#B^kHtgvJncX7*#B_Gd0ox6hUANdVyW8T-LSa0*F62<}A&KB@RxzC~v*
zWftisa4c^j8*2?Psc(CcFyzf^x{*bpV*fyXZFgn^xVXL$A=GAmahBZ=S73{2Vd1W;
z|Fijx*$#`HTYX8P;a_*-uTJQ-(A+E|5ECqqqsrbdO(&0wn;AcJx0su2(nYC!bDiPv
zq}kE;{Ggr%aA_+#QxSFc`E~wjhZba0l8&XX3eEnobCIk0%Fovg#|B40ZX)hk#P28O
z!f<x(85_kHar3XeYS3DJf%}s!<mp;#FUcBDB3DprOBSld$HNTesTz$y!`H&%TF+q9
zC1WwD#v*6Huc{o#uaP>IpEem*Vbs*UqgUAy!J$L1a-;zUXj<?;h963<!9V;6gIqsp
zWg1G1(``visjRP3;+j>hL79!EF9@mL1-(gR^AzE&hl_%xS50c(mii9oFL+$Kj@Kep
ziF7JLXQ;cEqK9}ap6)fpi+oG3p~XXj`E%kcq5e<L7fzc!;9F&}c1v@Hhh_`i4Gk@L
z_TER1AXzA^Wgy^RN0>U6y}RdPqBEy)hZal}b;mv^``kSW1f*?QgL_o-YU-pmhK!CB
zp^`B!H)#bO4E2U<?_&VUrL=;^b?=o_ptTA*ETyf?hV1cDhICf=>RMw9t#;q%lxVdz
zMfrFXZxJBX)hoq-*Qev{Nx==q{(O=h+SWCc6A@Vrc#yg+t`N9l<AZ%jRGoO>?bxF~
z=w1)zfKByo#MbSunX0=*zTEhtIH)q-H|82>x$t^tR0bOz@VZae3Ou~eU4hgsw{0E-
zQ$zrrRhO6ks?U7C$Sx9_@PCpW_623Pd!HnrNyI+gP{esxw>hg(I$s6eO`sWznqQqg
zF`3U8Hyi98Cq}jO^-1OLpbmlJ$pwsM+sCOaJ5^-e8o@L_2}}BijD{#lsmNfBz84op
z=BikU!am}?#SJrQznYO#HA!X?otV$loI0b*`3BDoJ*g6}5~ym@OxdQNf_E~2iN0gr
zJCRx)miCR8<e-+oN9XQsfQyX?1(XmReAG}*NyR(|1hU;@rrx#@Qx6tSZ1;V4-8rq0
zr|ym-SAPrTF=Bt5J<~*LgUDrfFe4t&d}hW7n9!_452|NoGo+YbK(~9Jmhe$2xuow;
zoJzD!KMQ-j<}e*g^=EJe5kOrbAznwTL$-*HOei<MEN-xP9@AZ&iRJ+4c7MfI;ydBP
zLzqDurL%FpR5W1%^&}ponQ)|DpgFi&IddH7@4r|l<wr^6*u(vCFXnzYS!kD^$pV!2
znTkSN`w&p^HK+f8X|gqxJWxzG`nLu1i`U!*>Q+aK=yReOGPq@m>iK{fg!>u@EBB?T
z3vhE&zd@l##c5FOfwE_}o6>?gj61HOXn&{bGbRrJi3+jGeJ@k%ZMJtpqehV}{pya}
zvk-6Eazw5O?g>71P@U$rrbBkoRA9xD<4s6_&iqH#a#(KL`+deic9V~fMCyB<BOiR^
zv_-SNq<WVNRuDunY2>6uMik=Or0IugswLa?3#iGi@}2E3c#vW$=xo0GMxOUoc=J;}
zaf`Gz2ra3}V<oQ-dz(0GH6GSU;OF4?=~XK>!ptn$2?@WA<~=VW&(}gdwq6trGuu|c
zRAe-LvH5PMtNakdbjIx8RA`J+;8Q9$tvEXw&#GlSBPx%gkq+Yd0+@k`Y3DYpPVqya
z+GeURU-dl)uuk;d(sE8>xns}mi%zghb$<itYllTp_?|V%BNi7#*fN_#q-7ALe2S;L
zMqdGnLdmV|`Z}0;OdYqgGN;pk(tU4C;>5Z(b!ccDh=2d~<;+L|aBr8s00+9DfwePR
zS3FubIx0&J=s^-=oqqewU<O?s-TQu&5`vShkj!4SpKe?JcgghSiCeAv=Runxd%pSJ
z!BFw8DyOUMDic#iA?LMJmPymH`*15{qGpAr55f>nnmNowrPFYi<=D5{UOiqWPR3Fn
zCh(ljPQOM%9`^<Wh-FMsjl}rHsqT?RkBP3cH9KC}?AX|onsTf0wpzXBcE{g>8m#JQ
zTiL0(m=k(io@8&P04f8wlhxq5er9%VZ0*|tl=`(4TSH&KuWb39P+f&+I+>6_EDVf{
zEhX7ZnK(>We0&J!ZjB(X6e!Ey5>PRi24eoBL>Y0isPv`sEeR~u9;F&<06gg6`pVA0
z@FmQ}Dn?ydS)u0^Rtdlsm(a|hOzdz@&#CMMHh-PrBhodH;fVhTWz)Qq39%EXCRAVO
zhzU61$n`ORu!h1N_??C#=AD|3Uzn%L>f%Vo*j2|2o@c0+(x^YDnhG5S7?IVxx~#i;
z^-&o<D6V)Lw8TMPsg&)Wu)%!Ks+fm}HL7mP<pV8ZcQtCFEuoMKrd5B_*Y?EPwAl#$
zoi+ahh0gf)XRv?(MTk19HRZz@OFgUKIltjKe6u3hc*f_T&iEZybNmDUFE(y&ICWn2
zU^KEvLf3mkva0mEvR#btgN0gh3YHk=k9uj`i{Azns}r2cdnPMpLABPpr6aRVlA_>(
zzP;kZ0mk|++Z-(e<=TL&IAU%?ofPX`MSPM9LWWjDx>UIsO&D!Tt%hM4VMJu)_S39P
zk%lH9MVpO487gFEh99lmXH{QNmkJ)BQv__yCWmwX(JI7Bz+{ejj?*0)&=Qr*#Y;q6
zF()J-oIYfHUp64GEoxM*+I#Yy#}h+OFgdRbgX{w4tk2^6+!$0P3saiLr~K;JuUbCS
zqAJb9BJRCe=g^ColH=ynHFS{+-(+6PdDt6+>9*Q=oar0}w=-|-G%saFk7klTGFAU3
zF;Vo3P?|qM(>)^t;a(V3OO=Yh1g!?NVw|sdnp@I>T}-Zn!rIaK9lFo0LAY$$hKUgr
ztIeky5opNy@P|FZz`fEg*@|o5pukOte(Q3R`BYv!Q|Mq5S3X~uS6aQh-{)`D44U>r
zu{sK56{!$+Kg)2fP^O2!m*{rr2C{X6AFyJW@Egn&KG(g+>C|Xs6UD9q<-`w5Rg{|2
z6V$;(#6`IgTBuX;lkMMITI!L;`da$>0u1aFTLneaAlvx(+Y0aN1VypB1(5Y((}ZY?
zIJwS$$MlyvQrr=;G2O{mC5_b{e<CYQp-;A~)QXr1`5;b96_cA;2^w@mP~Vwj$;&HJ
zlz}jmm%gV9;X@6>sd6^(Hc;Y*v^9FZcU5zi`#>OayeyA)iQ;Hf$~Dq@{(K!>Yq%Eq
z?h;yWSlKnb<~0G#fSBAnEJEo)BwfNncn1{^O)Av>r4wA=!!96|6mAb9*ws-RD>G|y
zQ27kGyrH*6Ce6nCp&U7}8TUgUlG9FtS-_wiun~XLfRBeNGYiY0(VQJ-dW}45&~eWQ
z5*jmAalFQkaNv+a1_{w?gA?rpX7W#jcHu&f;EruH%Kl+Ol(<NIPW{R(p`VK8$lrM}
zZbR7?Sp<=P8SL<Ule(+7)&vG=nQPIl0qBNn85kMgGZH5U$VBleZg6%oj<Ae}F_AmQ
zD7xnACQTq}<RD9^F)pFMzIBh?0y1giXex-W(T|2O#bW(<-$0}OeHi_wK*I0Rv^5vs
znw*d@S4wOwe0Le7GI71?m*x2Np*4oketeplQpC+1#ZDzpy#G%)@BU=IK2HcQH}@Rh
zNJ$|mCSK>eoQ%w88B$(Qe}6yNnsJCRCOSGPN!_ykCpwqir{)g?P=Q}xl!$mgeO7lw
zyrL(zl(s~WK=x9~uiuCcTx6LE^S#oOlZsTi6N$;Rj^);GxU>zDGUraNQYb*OJ7_TW
zB3%5nF~nW?z($BFAb(`$8n^aFuD^$y+c%tTDl^lP_(;D703_r!>-=q)B<9DtMjvj2
zjve@sgwVd$s>EJPO9E@6(k3$*NtrDS^WAKYp!4kR$n?<TOfjp2HIIrs<D5>nDR`x2
zxb`=zoW4j>BqIY0R|xO!+cZNtGMUX7PmmOS--Jr_M=1i@n3BHaBwSu|IcMJAsSQ~w
zNuxDv^fi`Q=!e!nL-_hHGto)WEi4}pFmR-NkP@=_qCVFe(`e5Y)jAI5Adu|Vs^QnA
zeCLg^Mp&Cj?S&&EbnI$Y;tya_C`8Wm1*?3B7DSP&e3RpfRDv+Wn)DmPL1))qE5|PK
zvAQbGPxak?2lJecjxm2o`M_W3!uPV|$RNYBQ@)bA`KHmPI9}ARDt=khf;q_EOzgg0
z@?=CrF?EO~8|G|{`1pMqqK0(I8k?2LeHtO$J@3e-etzQ(VXouKb($yror#CfX^lFA
zphzDrCna+YkTb4U<W$BEjA7BBp=Q)Gm?Y5m%_^%D*du9mBv83Q)&M0bEjqjb?p|kv
z{r*PNF>8pIi<+eI32{73ek{Z^)Nt_^68^7GfwYkyq^<4kKhQ^y*DuT8o-F0Z0S%W2
z?2QBdecJ!r9?i=*Vc2MoX4gt)oj|Qf=5#feLa0d3&M*9fIaHJ2eE!f0!s(_LO$fxs
z<SRdR3a3xLtcX`&Pdy~YN1OSGC#w-+igWEqhaX*({cXwSBc5nIi$nS@qQ~gNk>$;&
z=$}KM0JD=wLZ3r%_;mWdjruiTB6E==(chN!?2_yuzTtKq{X}E$`#ySR89?MlU^^R(
zpM_{c>VPW8J#l-RB+tlzp!|v6-<!M1PI^$Fu*iP){YGkB%}>Y?x0}{k<r^cNYUA!a
zUTc-cMxGQod+y5!-c%(W;%TzWILoypndts-PS^Nh7PLR%@^W(ce`J*2Zx?;D!oW2A
z`S}B2w7_&%HI7b`WGhMtq?a6+E@3g1J;=lfG=_$J===A-8S=Z-Fw=xu6-#zFFq%(3
zEa?;C24c_0PZTV+#D{VEsN>T~{g3k?KtG=p=R{mGx+aPW7E1f<`<gCAH8nZnXqgnd
zY(eL>Os<lsz3=w+4u04lYO1po$vmt%47##-`KwKic59B7#RWe0B*I!@q_asfN{EA>
zu|WN}@95SwXeI76OtFLG-*bNe34ph^&1i2RoG<hdQtY}N#F*&C9L#b0E9jl-Z+<A?
z_C}K<&^6Egnq;Di^xEI!QWF`g6=IvC8bIpzCX+<7H074zw5(OK=FE(v5Lc!zq7g=1
zBM8lhe%R{w>{P9oDJcUIWI2(~w6wNzxV(3;FDH0r&ePL3Qf(D=*18=h+Wl_Dy5zLm
zIUcHS6@*n%sEkC|r(R)Dm2zDznJ(WbBh!c+r<aF4$WAQcharn1hbv7C4Mk|6V+6|6
z+w8^@^=Ka!12QR*gvXQIc=@mH2(5+R8Jbcbw*92zq@Z;*M)g3i+)6{VUjLOn%&oeG
z|8dKQ$B>6WrH9#6sx3qSO|3X2FakT3Mz&wZYIS_V!27T-U<x#<_@zXX-|ni!-WcP<
zZ$yerE}NOrg_1h6{>OJ>3dOn^ItCkF-;Uzq8RD7kO5TfdW^>l}#6^LSOAy|vF=yFY
zWd0pLevp10z(emqAPA2_3&a~36};bCca*x4c9fM06$qqrNI*uLMcbuay7o9^NYy#D
z$wfZsR3XG01}^4EIZ~msd~l5?q+t23vW5b8e$yL=Qb_a-(`>r|&)i}A8nAJeQo}Hb
zUQ#x54MKBXN99s>e@j2o{EoZft0&}(`R<{+F+0(BCiVTZ!GTc__r{OK`N^LLonzS*
z0@W-`*z!(xk{|3!>{51iq5<>v9z>)cRK>SHp?f5Z(8X&YAZvWVvQ_*U?IPKsn&ayI
z1(1o4F^9m8iT@U*Lq>7BPgxa}QQ^+O0_SSQ+4_TT9Veo>RE#YUNgK0KHzZ;j370@p
zCa}b8>m$;;Djsmp5a}eMxyZIhJgsRY=qfq{QBykOiD2RF05u+Jtr{$sCG=J5DwbAD
z87J|5vC2}*?$c(s?q*$DU`2<&*1~7*6lmJQP6aIa^Oq$R{ZI1_GjEp+ii|5Z4a{Bo
zL@2eLwJ2OZLwe5eI-|J-NaG3%tudjZg@sZDs$6<R_!t`B91C|t23_lXN;gQ~*{OwP
zRg5>thR&q%rnqE`mT0kHs6~uxA9`!Y7qDg;xRAyXQlMk#MX&ywtg2tW&qD3TNlWOr
zw4=(c!SV48>%VLxPR2zjER6Bey0MFv)v`p#B3JmoByYU6=;{0EOO9Dji0@(Xo@D++
zOPeQ~D~|L1++vHx6m4L*fxhvVe(ho7FPgm-o2|bUzucB^IqcKXWjn4us(vN*WQtEo
zHgb<HWKmOyi`}7g^la23n`X0ariyd2WzNi@DB1(lX-K0t>zDm~!_O#1=XSO25}xTx
z)9hM71(B(hO-^ojNa9i=BYH<PFHy@V)fee1o)a;hkHSPBVOC2xa!!Au8g56DY|9uf
zp^djCLmM-Ue$X>Xfh=B%sQVT{9Zf&9)SAY?!`|KL$j+{<Ll%FzdBdpfmU?K2im+@R
z74Gckb(Z=K|955e&P0mEos_tvQG@pw*$d?A$1EbYT}cTem;o8C9%x9@mLVsr(Sn2;
z*&<eihc7FIky4BwAgNX0VrJGMhU)Wvn}PH=f`$;aDjDIPkHF(M0#IaNa(0)E#!gKk
znls!4v8B$Mi-QOzBstj6jRO;Fd<&Bz$PXlazc%*M>?*=EXD-`5B`>z&0nj_9{C1bD
zpFH~!E0@22n9~C#tNHxjWTt>HYGeJq-J=c-#s$=I4h_p6-+h#tco6ILp!<*U4GI?i
zL0&bEv%|w`xG)-mak=Zs&sA|)#dLUYhliyn#%|vS;YSD~eLz;pR3I)cK*Ph4?NdkI
z#YJ>UmiwzH7nxsS)+vi>ij8M0E}aw<=m{?24`r7;@9*K*e;;kY(4i0)*fZ5`##v=O
zid}?ftw}X<==)^Gs98xUC{;~_Dn-e3$QEur@&nJ@?pEj#an{S>HALEv)j$Wq;^4N_
zUJIKe_xFzxZR=~~U%Aa&AIW}q@?{A8X|R9XPmZMJpvQ<H7(=V&n%Qk~FWmBvaX>Xg
zN7)MZ_@(|96P+%#HjE@(m9VdJm=+qUNykNU!WXK0iY$dD^iU|mU=Ha~O;W|oBBZJA
z$&9)4Me7S*=Cn2zROQ8(45uJS4Mo^5MM<Yk8L%`piWy->M4}f4pquLb{({$?%r;Fy
zoJ3JKy3r^dc$u<`9ER@J$seHU+g#<8?JX-dq7j8n&ez4b^_@|DkME~HBz5Izz~Hmm
zuk4|(n=9|;GAa*LuL+hwdtQMKSE+Sk(bK=(-92O6I#gAoZ9uopdVJ)PpTX!^w8J=}
zN#BO6N$bf7PRLLYYvf$8@O!&^N;x%||Jp$O<IJ{IOgiOG9i@D=dxttevb=9`F!g?f
z`7*MYIu(72BA_iy4O7mzY9{Fuu9w9Es-mMR;0z9>Oxc85n~CRt;9`rh`Q`(D{4_xN
zb~Z3fl(4VdoZ#TSgQq#3hMJDEgZSjp#+*I5I$8117q#4RkKg`RSQ|Hs^PlGB-+vLa
z+BY}WYB)L8b=u$CvDfQxMcgE_X=$d9vG^hv$(WY`xMXEd$Ng5E#!ZG25gC5DO&P7M
zz^2J1!&4CPr-vCYLt{8LRz_|hH$;tK6`4yNJ(w#$`g_4NDS<ihm37QVB^36Yh~%nK
zOod6k-kp7PPQi@(RRY>9^>AN|RKm3%aLRf^=^~qYjU*N3h49_bt=eAgh|r#Kf1qUV
zGA^W$Zu(m?CqjfDzmfkB_RV+cP7W^Ix1_|TpY3{N<0~q&2FHH=Zf;9Y#H%P*$rg&@
zEt{V-Y)kMlz$D}ER3xh=nmjh2C7o%>rH#O1P~8zLW}2a>Rls&9_zp|_Ye&aaknES0
zr@;EYhdtUWS_WAPkKn=Zy*pWm^<^QI%sT=Iioj6ED7`XZd;9(P9piO5iz8lG#X=m7
zscVRDrGD~Il-#7@<phhr7KU7g_OS4TEWXSkp2D?Tahz{cV2b`6^6YSV-u{Fiyf0S2
zn(2=qx{}4urINBzds+uXmyIH;YhpM^X|pT6x8p1I^C0ZUuX%6vy|abgA1pGI9*)}O
zOB{QO+S)C?&y0Eh3uHi>zfp@;ytQT;-<mh4x}+K5R_AtlO+2rK$qD94y)6;Ux(bG=
zQF&Pdgw`M)GH9kE&&UYOMfzewGjD)Gf#oTP+8_@do&z%T+CZ|vKM@g&c~qW_tYwgN
zgqIJoebLeC=;%+#U7&BoP6u?d0t@&dehhf8fLJiDY{~}&e2T@E1-x5PCCT(bRF!;;
z$b{tbxr+HH_ynV&NRy_C5NF#mvzz8O4Xjml>(SRTG|(I|(q2xaRzG%hMNM5`*{ZA@
zIL32r+6)IDTG!5;zntgV>?Lc~E(lou6}1*Vh_YE)q>)B$Rw|#Q7sZo6Dc6>m5Fg8u
z4^&E4A`0+{$<rG_Dt*AJ7mhH1fZ!KiK&d2LGZ+OSUN&DN{Ex{LdgX9)PQ8E#H{c^6
zHs=%EViH%tXDBR?Wb|uEdYPakHF=PcXmZSqL6govD~05)BnmeZ>jn~Z3JwI;w1^Zp
zgS1HGO`<A(HY!2KNj?vFg~67blB`Kz1WKBdk=vpL8CSbDy$A9OI|E0IpBRWECzJ<b
zs`BxZrw0OxvfA1FQcq3w%tid_#w=&UY947=y~fGkzGz-q*DTWLT9~KdeP>c)TznwP
zf-oyK;7wyy5v0M&B%uOcm?6MXmYJBx{>PHIQYc^q0uWpkX%dT;Ly}ITP~hF9*9e`d
zc^UyD1S=?*tAO9lMTUBbBwP&c_q-qzKCdbd_yZ$R+$TIA!QvUM8BBuSXi4?Lzum#4
z=#2%*@UJGvnQPEwdfS3{8HK@^o$O7~YqUhtDG+v&1>ij5VKvFTek&m!>mth5Bs+zC
zDr`(jCKfqW!@SfRb0AgI*XO5!d;?)wUYaIFOU9a&o}SKU`vyaH6EkTPcIsF>lr$`Z
z-UwuWBkUD*vje`jY9=4Umsd{?<b#zpGZ*tI^prU(-sGc{WeqFqcmug=(WHRL#|>zc
z#)tR0+QfKbDuBERae+n*%iD}-wOm5dLmLw=7D2|CZ396I8RG5CAHZ<h<+DOLpV?^y
zP8R-|1LGEUQ1HneT*(#*v+5b*lZ51Xnh>wkPzA0AWIu;D2L~Y2a$3Pa6N?Z=yorWV
zQpit&t!juNDFyg#o6tj-ltff)Y!L`8x2UuoXkM;yL^H6^n!)6cd<`;ZBqf4PGWN=J
z>fw{l<VEBqZ8eFIKV=(xG&L9Kjh%A5pXrSqw8X5pOHD~;1UbcpnzR%$>NdKJRDSio
zNt4_RUaeadwaVv3RotUP8)7GILoHo9bmV#8w^w)G1`M%UOL)IEv}EuIK4BPb8_Sy&
zTj|6}(;WP4OsTC~$lH?I8FP7eHO=8%xguaxmb>_i7rK^IbS91Y^`qPC_}lxoOyxD9
zSyobD2@tGuVBw1-ApEjUT#O=;&o`nZp=4gN*$;tq9a*B!M)n-E&r`hzb_>pH1Rs+i
zQVZsr5wr(OV`kY-id?oxZWv86#Sp<V@_D*O=rtNNp-z{9tQCZXe!%DeJ_>2CvtDmg
zk)KGx-at4m4@}fb$JiF#$V9z4cT8?;(xnB?k-A*cm|1U6=Sf{#KO!xi_f9kWr}D^@
zy1}XZVC$xpr0_DIG1Z#Pr(3h8c1ua&WmVTKa934Xj*ibh%1hek=aMPw-nYQW6Lnm#
z!95Cimp0NiYCz9GYeK1wC`^^TbnLhZ{ACs86Ds)FVnS7QAm5ufX>tvp^;A{Y*73;n
zskPI2jhQ`b_UxskF?ar=Ma%g)TDW8ZuW(D2&aN3w8qOJIB`x{q4C`#<*Il}_$_lJv
zXKE4?_?3ltFl0)8vJ&Ez;Q@=L6!Qx!YFU^dFl#J{x|*_QArufY)gb@&If4r^fta5z
zKGbyP=P3l8ny?=*T0x<lCGU!y$>e}rX6G>a{=^>(=!-@mm=Ou_m4ak_jK0i76vB+w
z^OF@x)+@+l$rTD*0&U8QLUKsl!(a2n)_v%h3B$+^RQ2SliF^dRc=@a`6G>ykx)meJ
ziTpRN8B)#*cIlg|hgS!Ji{;BlPY(q93+e}wU6Cs1v>Dd1{AG2Ms|VP4Ax|4uI+ka`
zlnG^gR9sy-DX<nkt*W|e2A@AvRn!IYhsiaQXYh}#oj%Pmn{PR41EFA*vwqg>K$<aU
z!TfnE`T1J1U>UDv^Omky&aa&=S-i~2o6I?LW|f!l-&;MpM=R2>S_<=cDz<Ktq2VV^
zo0=5RGMK;Uz{JHyD|vSwqgJr|rk$LX24*laQq1d}Q5;q%)3fbmxnLjJLP-uNVjlY{
zg(M>_SfN1A&Pg$VkuTJfiG=xW0)}#)5dL9cB4;V`j3GksQ4miFLIg{N*$}cbZ|IE?
z5l$O;y0m;^D_QU1Jew4LfHmVGC?w&}6XLpT37U+o^ls1{O;+>PdeX0)*4>MFEiAH(
zE)8UA6*X0Zc<q_HV(JK9)z)ua&vSp_ww-S`@J?dO_Feq;!=epacW&h8{H?dPZ|9l5
zs$ug^(r_$ZwvpesnYnQ3#$CjJ%wDu&E19tA3s&ve%?sDDe2bfRG1bnsn@D3+#nd^x
zhZ-<yd>P-1u9gAC?RdGjFKWe`34MNE7O(kQU3v;X6Di3FfyD)w05v}W(MmbXtB^t_
ziQpG`BPHH4JxJd>QLhPc_A#*akiZrufzTiWIU@_G)m-o>7vu)EgN$rt8ra4{_<v-+
zMj#jkGjKLVZ)8Md$Hp51Q9}sHBL!XyxHEGH^1IWOYZQljivxP0BtM`RkfJlc1#%@X
zDZn7}Ac~O5Rb(E*W$G9{c#*2&6L=%8j7#F}LUC+TYATUdLV9)vZ{IYzEt~K*Fuhr)
zB7Px3*S1ejo}3v)CH;zcV^UNytPd}n_I*e4@=I;ma|G{qG<h9{j3N)rF_nzu6+x5P
zwC4a`OH$Hv3cK;G#FX@WKGIJ}O3|e9m&GR}^82yIxOnd{NW5cWqDjbaQ_F$fJjo@J
zz!tS6R20T%m!ZH;-d>$eAjEF`l|2KlrlYV4D@=pbT*x$lLy+m~g`yAv!!Thayb@?&
zPGklfxEGP|EcAeZ^pjsLtKwJ7_^bmiCyUhPJoc<Ik7Qw?VI(&8)(4VLvkD?z=wCFk
zM<kyo-6AmtDAFpvC)F$yYcL8$-U}p&3lodQ!fcx`EK<sEnT1BON}fm(RuxU=r8rVa
z<|o&tij9rsr4gl$i;Lw&C5?`YrLCB_IDQR1D%#8FtD@Agaj_7%z{QGa{sUVit0wyq
zIX0OxI);BvL=>x3^LI-mQW?v)BEmtEWWc2B{D5ttAPizaG$C`NAWD>yaW*zKXXguZ
zfObIBvk+4;ABN}!&O-J)pVc%0e#>*%#y(_^7X&8k3b~{=FRuzrKSaQ!Um#+B`H^*=
zB?iTtW?<)O%WWc3G-DQIYeY<%As|pT&lnr$mFP)g5@LYBY&D3#nD50Qwjex5X#P<c
zPTWQYTffjCn4QIb#N<Hi90Hk(AS6`8uXQs5QCMgZnNmThm@JHg$i)%iq){w{F@s==
z1z{41RC0?&l1LsGgoI0qn4BU(h?u~_kkD`vREL<~f&^O}$Y17)jJ!CWvaiB&K(7R}
zCq+__Nl`xNX?w_&oHi0rL!>j?K$aN=!n1-b*4(5CS^OsEQ>rKO0Cg4+YwFyd$DVJl
zXU%={jA3EsBVdOk1LR^Lje@``K2A)scq4{1WHqBO8ZOH;8X0EJG=rd{oDB=fg)f%o
z2s$f-yl>9rmzsrS`JO3b1@Um_3<$g+)-M#4@lR<y%9``RJct5i3*Pp5{7WSvjcx*F
zN8s%Pf{zM}n~BM*Ckc#*VY&*lz%_i&r;KD1%L+M+vx$MM{)L6YRI-KPPsl8i#pw8W
zCyAWNE@Mcb=f~I!qQE0X5%~}w<Oh1fZ|yNF0!xI>%6v`8oI-w)<7!?YYmS4so&%*K
zJC=e3gAEc?q40b-SuP<9ICIkT$O@61tiPGt>B(LqD6)WG#Mg+KY6HJC9!FM%yqd<w
zs^GUa{s|V6r!5SwYj`&Ayg<yryKf2kJ~V)c&y^VXLJsIb6<kL`RACnD?T}CQn<0a1
zYaoeV6TK}=90A-C5TDzz6B+O$8^5y<N~K_q&U^jM@Y7lWRtpe*M@tmaA+XK`E`aPp
zng4}efWj5SSOsQ54(lWfU!(H*9Xuy!gf~5(%&{?4<gC)$;F~28j4)dh+Q>d;i(0^-
zRHW{pUI6-_Qb()RfoQ7nVW7xqdI7^6mdm9w+3S)InL>tTmkO2ib(LN;8;MnJv8-Ah
ztj3FyNbwyl>hRDotlo=`5R0*@PbrItz|xUub)*t&j^k9}GCb9)l8afaeq$w}(qLI?
zSeOiJf+Hg$q*&$%1C?P_oHSA@!CK@<i8u_)Ud7=eG2)?Oi7XATS4PKTZ8s}b$+4U?
zDoU-w@0H8sGOVtPj#erW2VWnH{Yi*VP+^r`S_<SpSYw~7OT=ow=FQSFuo|y<%jW4=
z8=adAcTiksFr;8rT#hk21IuuKp1SBfRwe394<hg-4P7fH_s3fOpI_b2#2RtM(Y&4b
zPMY#R&fLaw*nbwjAC9NToA|Hku>aSGt@`OcR`vDUz5`E>4`f?Ou)6NX`|_$26h9^U
zAPcJoyBEK`A73(YU}5@$Zdk*gkh=<Nsi#b-tgNE=_FeBCID%&iJU7l@?fb<~4(-Nq
zdA`kjah>8<A3nT`Wv2h<?>q22aJCpFL|U|zRIXO3aFXR}g%azP)X~cDa3mcojX+!x
zC5^#C^w>ygux3~xjf}+Wfdyg_PQF|$jtG)8N`mB4sH38gyd+OS5~-9C(jXotRv@XP
zB;hjbXGC~7i{C32hqG7$8W|qRA}JIsn}Bb8P{0telr%~qk3uDoD`SGBi;hvo<G7Rx
zr5X>8#6+v(@uh8XNeL>%o9YtPNa_xTtOUeMx;D?m8so0rySB}wc$<Qz`FNn9Sz*(x
zY>Ia_8&j}E_OY$cQ0)KIUSr!Mxvn@&qV`yOtSR{%U*t2``Oc@CD84SV^R*=upH^15
z248p-K62SB#GP$M-@w}Dp$#MA@I_vG51o(s3FQ;J+Ji5<%RK81MdP$?UyDBTC|=gQ
zR|X#37$yF2F1{#g*TLiO;h%^1-umVnJfi>b#qSS)q4<}cjSKJ~M(dDY+guCaq|W&e
zDb^}c$Ef6NZ()FVN+pZdE?N~8iADHonM{n<G+HJJ4;JUESP5RQmP@g)&ZdNRkig1F
zagf;1#uFK8B^x0L5<@MM2d|Ho2d!63Ot8i{8mxP;NIpCwXni9?#cCv~L@JF(;;~U|
z@B{}dk)<S{byvj2BViKLAt}OI>$qq&)+EQOV`K1o&=oaW5g=_G;^3X5@%pTUq+rp0
zyQcaiw5G#)wKd@NwxK1hb6yj*5Kk<bdm5YK;f4Nva+A^Or?1qv$6Dww7d<<SZxQ^_
z`t1i;Gn`qn{4~DOXRqYU<6~H~zcqB>1{~Mij{UI)`vXm@mROwMe$c(?`0AEh>l6RP
zSG_ceKd!<zg1H{F{rMTiA4VVjwGxT6+%;q}#i!dIN8=wJzp#DvDtyD<txr$g!gp3Y
zeDK4+Ut=xwoE5Y2dlOz{DsNCiGJ$&Lr!dhhD_tHSWUM?YIMI1=DkT=N8{(CbSX7^;
zkc6ST2DdE6N>7C}JS=Dlqoaa^jE#<rKtjeU6%qLI6D6yX%7a8z%hByXb`m_YrUpV{
zF+5xobo=T!aJongg)#<-A(tp)&{9dFq`@M2l`2_-ZZkeHBass9aAIO?N?I_uNlDPe
zB7Ks{p%1i+KvjHdT!K0d?WH>U_1TfMgydMHVSaLaJleUo`MNZubLTd#^f?soUeK;J
z{_QSn*On%H)ykA{IZ5~euaZCWTHy<`{*8FA4?1;oPV+8!z$+#zzXQHO=quTq&G2ul
zf5*-E1cR{ipXNrKZWnkZNUzq?arBiS-(2>rRnTLLwj-mu?7*Y=Vb;V^6nE@gmxZqY
zXn*jNrG*rqr)ziPB_6rgZ5fQOs@Sz_`xbna$C)!{&LJ*|)TQDv+K=8ocl98}?>@YH
z7mta8iF`_mB5Z0PgW{BszaT9-R)yz8vy!7_c-A~SO&N)2#1oPrv7mU2LK1;E7+1d9
zfX9_lVm!;PRLQ~-S11%RJog)~j*iFkooZ4pL~*rT$wuS#(aK;ogOXIrQ#?5#B_7YA
zCM3tJ@ceLce6$kZ84#Ti9go-RQqq#}d@7i>L_DV*6O*99KO~zJpOAq4Ns5n8NTGO|
zCOH}3F_DxEWDDTNgjiBbn~|8Tj;;%QngfK!H%;VZ#6;t%U}LT>1)tU`JN^HabtT|U
z6>B?t&XQzuvNqjPpwKo+Nm<L*HeD!`tz{_%rA8Lnp@J*|LIcPqS6t95xPb^<FUq2#
zf=CI9pdeiJx}*MjU9KC7`+}N(=49Se_3}LWz?+kqbLM-$@0*#NdB4tGp@`AHxD%9K
z#;vFdK<ULhu(cl)UB+GbcP+}Dl0M^B9OL+iAMy^b;`rfbqu;KB0!7K_i?G`A$3|Qj
z#_`JY;gL{qc<s!t0-Ww{+&{Uv1INF7FZW|82i*8W^Lf<nd+Qc^F%%z8Z_C>N+`dyz
zLKgY%yLbN`r>viAd-nBL@eWF9O{ed0+Bv>?Iaf*`NxK>lQ_(mJI?kWd{0n##1$P$k
zDGt~*H{a)kwnu)*DMF(n5Re6&J9jCvN#mK5tvu4W;&O@5Uhw!_4z!=)^0~nex6_&7
z=eXMwP@ts{@OfR{cD{PJ14pwmV)}3+jZ{AGi1ep49%(G>5DWysTFNOOc;F9Yd%=$^
zKm7o>JCF+&`f_qIQNA^hnGw*g4^Zl9><@Us^8CykFTAA_?Kgwtxj8P6#{PWf%W1r8
zx7r+(r7oMftm7Jlo6Wb6hT_QC0k2JfBFD+~Z+=vWQ}1o>Mu+0``6t(Xo`e#~fGvwr
zHgj`zbaxBKznEHi8BVb)tq=URfaCvpW~3kfFs1L8TYGc-Qs|8#J)oKp+PVqq2wN8w
zy^`Q~|4ScSK)L51KRI|m%0}-#u=^I2r5;{0e)8oUfBT&;o_knRC{f=#G3;%mxz^=$
z7}IujdlZj0;%)^al^gUq!Gp}sK24j$lcB}As7FZz!;N0WDVsSD=mJQF`T-4IZVy<c
zI5m5?DV5NRFQ90>XV3)4uaA1XtZt&;!+uQm`jWOV<)x3<f9Ch&^?1-icBWs8TRFLu
zGl+lw3@u(}2mAprEHlgN=ZuN6t;sOuWo972??2$r^lC~XeqWYPV}C{vz2y4qO3_PB
zbYoxeqszqGdZLJR;f%{GpfJ;V=R^Np#qszL$$BVPT@wl<QEq(lfRpD?Lv;PCV{cpu
zwTA&!%@K~T?R#V|?7DVf@$Mfu-n{azQBVqMI??qZ$jHwqUHmp`i%$IN*88B?^59o5
zzJP47Zi9ZzryQShxOXASE+0Ak&^9PVeeX71{DI?DO(Q2GEkCqv*S2k1JlmUouPN@P
z3u1R)W13H1w;OiK%5=Li0q|z}oM48BS`6{bNAm~b9Hpgzg6A|+3COcvmqMV?;-qU)
z=#RJ*w`MuF*QfC#*B|i1a^4J&n`n%5DH=`#BkqUJP;H2F9=C2vxY6U!@F31*W%zvf
zR>13VBWn6+YD7F^`;3_yJ2L}_i+-=ugXkLy_z_JT!`>{P_7o&o2}QCjGHiYU_?NS4
zCX{A6)emgGhU5Ki$r}RIimML|n*=4Po-glt6!-buXNG>iaeR95c=<HP#~rx70K9pr
za`IJB414tUhh9TIJ^%9gEthlr#nhRj$ai0OdP|5mb1(mg+{W?odzWnhzu&m#!XhZJ
z1%1;$hceKDpKkfv2#)&?Rq5I|{@Dj_oJex~_)~B0fMV2BPn|sZu%_;jj$s$#E|1%(
zEJ^b$!^37)u%C-y#NB?MHsV=XSsB2+flLA(P}AGN8ycgu{OF_Bg+*zb8qeHrpAT`x
z!+vVf`gJR)5bsoCZps^v-|y$Vp$#|)?uuRswgvo3dutxA6Vq1OhX=jWu&D7Pke#XV
z&yyMOw|iH>&z~Y1@y9xb8wd6CWT5xj-r1GNo{DqmdgwLzdn_I@lH&#AhZi(}JvV2T
z-wx}ZE**`c4O<*LHlTO+d&WCZYJ24e%Ssa*-&Xpa4jM2w-?XeVbfprl&vyKk<6Hag
ze-Ao$i%L7ypd7=J(_2<UYbW36nf*1#pLye+C$c!c=bhY&`5b?6n}0U+!1|qcC!p7r
zI(^?y(3?wr{ptJ9ar~R_zx)__U{wvHh6Jz}uwPIQFtx;;PNKLDr&&d3PKq|0_IR}D
z<!8pxW@!PB#y0k9j>ZzNHotLsz5YxMrwd4JmEiJ&ZEpHiv`?d&)-Rp^Yx5f)y9w~a
z?NSg0>Ff=B3VIU_5t>w8ijtm`M*~W%hNfsIrEr=I(F{L3vElZ4-I%yja%$nvpW({{
zAuGFii=zl+y?u)yQ`4`yc{Qq(dj_uVGL_>+V`kavI6knoG#eA*aoc9bAwgF4_Ve=|
z<#@xZu2x9>jeKm_7Oc}6F7I5A0sFT2&V#pM;NLp^><Ny)p7TZ?s5SB9SwBzX_>1Ky
zdtgG}v#`@;klyNl_SYLuaoqAj)~;?G-}7sU3lo-`EN7Ns;<vf>hZhl;vaD~vjs?Kh
zmFt!^z)(M4JaqsG(7}GjNf=UH<4!uB%FmobPDPu!(=k?HV>dh5tIg0ongSHtHFo`h
zbFi_UQc=rLirb~d02&7Q^--TQp$|tDPlAN$cfEe)Fu#U4wN;^;5(;s`>rNJj8(nTn
zB_1be)>OQhEsiOsagS1()5hydc)~PVW+<RdN6O`F-fp;yy%*G*`u6j*BJTUTR*Z%U
zRH)-bUj@hO2G1{oI#*5I-0@J-tZBS%8Ri{bR<(QvRjPg$mpwO=<G(287|QRQy+8hW
z4(4Su{(BJWNqrA*J^d`l|2yZu?;?UdGht%I2#z1CSubn>&0IGdp`^F<t*L!)<@i+x
z-s^CH<L_2ZbwjNxc~`~lhe1DU@PW5D{z=Dk8=!z#X+5<Ds#nt{Z<zKgM%J#XP^41(
z8|h-7F7r&B1`Y)&f=!%}(5R!kG*@@KwGcxM*PaSIEc>KGfIm?diMqXs>~LHmL?MT{
zwH=9v!i{t;<aKjvJE{Gk63KpI^0o8P2iwrN<kVu3LfhjwaVajW@qB)lQ`<T4`<!T}
zGhNJr@7?V-M^}y)bry4=QWp%{CqrQ@P?$Xu{W?R#I->NCH@|6YJ;zH!*WC+O?3s0J
z+Io)ns@;0^UXBlVx%MZhT%IVK`7P$yPrtN01=pRhqvq0w9Dk*4-3pXI>QS4!4~l9>
zKANx#>Yc%T@7@XZ#+><$b=Z5@H)8v8sD@4&^^pgA58lw05IFkgH&<SS0dF_&{t=3E
zB3Zb(l;fAbk()&5JbUWw(|ml?Q>Ob#(vX_l$oSzLp>ieaBDzR8PMpNS<9s8HGuqP4
z#Uy9a4Fofi;Rv1Ycr+jP(B+;sfA%PZTQ}-<>S$W<dVMY@PaSj()*;+T2$9JMFu;dZ
zT-5DO=FvG0WhCat#6z^4<fLIt%WZC=#kV5KA%oZvQIhgGUZ{u!>W1DtYZ>-xI(C-E
z<|D?0I@L{wy>o^%E#!DiSuhXEfP<a)mq5*PkoR>0mD=hJ>#N^D$e&qxWHQGyZyVSf
z>a|0@S+{xv?DWLzU7-xuV}X1d6b#=z{`O(4sp{rF*}9YCuZ|nt3H|=Mcf#{E==aFi
zy|8upV5+Pa_Ojx-E#1#@eD_CvW@Cr#Q}L_2FgLDvV@-b)tvcC#>LXC`UAJ!Y%In%=
z2|I<a#uCMD13whEu7SG0(?tmQLFWkIhoU$&gRsB>gLr&i&4ARsfk)jQR@Kepr4x-M
zh&PG@qMS|#aUz4VmN}t<if(cw>Tv2hgyXVZ@p^bR66|&@qB!i7T!<X9D51%IqGZJ^
zX^>46t6^!Y;DN4bjYqDGaJ*cxjk=2C<s@TK6~}8y&0<8X@#3aB3_!E(R5r3e{lr%Z
zHlyzj4jv30+%wY;ZGVR2|F?4QR1}4is~4?7k+c_QR)xXTRWFZu5u4YI%Xe1x<@oT>
z14}S3?bPEo8<_F_Q@`C0J>3)c?X)7&eDvgspAk{+T}HN}nA@#iuQg-xv$-kn2}HPX
zFIOS5-nm_ySIz@75IOcW+7+kWu_>Kp94^HU8#`<+XZr>Xak(_xdo<@&+=>%P!p;cA
zIpOlK?O&IdrX9`+8=aQ$ln}Kmth%*G?T$|+yUUBdnEnF#5+vE?XvZDsOBO|K%Uu+0
zcF;s&q75AHAc`WU|9O%qKyEhMZ1oL+gWJS%Bp8<{j~x%X+1(F8wzx#BUyt^SY)=#;
zu|+DsQ6OV}S72iS9DK^CS*wR~{5ARHG5iK$cK3f2bPFupwgz(C&LdAebBW{MuU~uN
z8;;+0p}BT9$8Rv~=mXmB&AjjT<s2XRAIE4cuCIA)a02*_;n#G-cs_abU<+tC>P+1<
zEcQ3{KXeN=7a!g*DIfB#I=lMwa4Pjx+)Rhr{<A4PEfyua1JhZ1aa^|9oGzXVM4PTG
z+-Q~QRB{B2rC@d%wb_yr!;P|yIGp@bt3<T*t|VF|&BUVJ30xGcg2ZvVV3)8<%?{Wj
z5=fFLVHe0D+66&tN7Qz~MVn2;P}peXfai&#Rlt1BA=n63y0SwWa5bnU$X8=OnApjq
zd2k0u%Nn%rDEY7e`?aew+PqMw9aA-DDdw{cftN;uDq9b3*gT2j^$q6>F(3T!il(dZ
zytf>V?ZljB{40%HTRDDw_@;B9?quPUZSeScPaZL#oa7z<zR#7#@t<Cp(Fr+pO!KbC
zpep+174hZ2aD4UMl}B#Y>`JXpbVjyQCs+j0y2PwrW46#y*T#f?0GAg8%?+(qQGks^
zNhGi-gQfN{7x9dORkYePoPNOZTv^g=H%Jj-)98FTrVGbMTSZysL8DY;(SbWPb#SZ3
z1lk08mjqk;UCAOAjx?}Hl^O#DYb}^ylWa}xPZ3UNxO@W&d^+T=4|GOS?DfKUtiY%L
z{$VF*k#{M*VH&b?;qf`+;k+a3Zs@j><DHtC?*~K57VoWuZfj3v-<Uf&p5N!ybI4t}
z%O3j}`obr_KBm)ie9;wOU4)kNiSp8E&>haW&~juj#}^#Cbq|7P=)|r#a^35{EV+ey
z97)>JyJx9Xs-#i2T8zd`=JX(1%-UwFmHMk$Gojh6;Q}2-P(&64OS{P}FuD5DB@YUc
zkW7W6BV=7}xN$*GNw#iEUsE-K`DpsP4f&!*mj)W}IbEVP0(&)eh+XFlH};~q$iJIu
zlQgOcR$0XIQ>2rG3Q(3B9zXlpWKl--RGVlUjO}?l3IFp7xP3+2_1NVY^~p=Mm|`lf
zhnMhe$N0y|>DOWzxGKNv!@xc61;1c7LmBX>A9$bfZR7AWVR_xt&mnVkj^&;ki>a!9
zVdM84pRs+?rzkAocr5fee&!r~Veqf$cmKxLdK5Z1oT@9rE=S+tE4qx~?wznR(~_8x
z?PW<8lhORMnGcr9h+hQF)Jo`#`n2{-H8Z5O-Kd&h3X+Z{bD0JRiTmX!*^1x2qgM?|
zI_N}TqFWUCr*d<y=A9MIUd=m)5t?i;GqXwBuacFNO&~#E>ij%5L_;!LVfaKr%o+jO
zi6V5*>0Cj=Oj)#uMM&(D-1R0zU#Z6(>oDAfk3BvL3HjK+Z(8&?#Z3m?pnDcA{10Jp
zPW=Ab0cTz*)dkH4T~pPlPo)9QG~V&-#ybi*?p#|peGJD#vGt9m9B&@ediGh4k8DoW
ze9ZB{tnUsPIR05<zlnP}9{+5^<MTLfEE!PQ#&K`|9gp<j_?*^nhnJ^ulCbgprBv$b
zCbPwCwKy&6MHazmGNmtyiq>RyxQRKTsUh72{j0^wo2GHyD)6Q)v<VBx3#{}{8jsEh
z>DaVxmLiCY)1M0YgYjuxa*mT^{;kflu9QTM&#EZ`9_{W(<b|8O)QnR49->Z(#dQaz
zl+4?7&}0zc-<9oxt%|oP&>2W0`Vs<*2Xfq&v3%JiT%Wjc=1h(^9+}jznd8qcoVM^8
zj(;2<bo(zHU$f-x+?zN)ue!t5CXSn~nb*C7<HuibErwBNez*0C6&&9_=S1&|9Pjg;
zucU<IzjPW@_7cZ`>AB^_<s82;cGK~{bNpM=zFuoMzG>cd=Pspjwqm0uBnj%G`>A=X
zqGhoqZ5}HPw*1RXfy=<ZY^EU?24IpF+}J@eNg_?MV76NMIM=yiN;uwYJdK5XoW-h`
zRf5H(NdlN)wT^V#FrL04St7>=kDcp>O~(!{k$?w1vc?cuq+ZElh3o`FEEXY;f6L|&
zr6K%V7OUKS0>_D5x2_kg*?raQ1;96~YFNneQ3o3)Uc>Rnr;i@Di{r`qNoODA_`)mq
zp1FhLb7rl6avjIts@$|^6UWb+&z^de<H5QY??`g|iUCtkuZD}>^8R~oalHKMQOCYQ
zJL|-sE^$2bzDEXd7bQ9yUrnV_7vmPuY_<QGwwl!}SWK{vXtuzqtW4<!xYcaZhF-K#
z*G=PLdXbsqmz7BZtnZmn4VP{b$wUDrk);t{QFE0*H?V?Ev#JHeC(@}-=6K1_rhe#m
z#$|mJTtBlw5$zlw?-Q-r7!*ae_u=>mB08=FZgWo>%JDMWlws8z&kWC52ID!FE-!;?
z#r8Lhn8)$Emh^0bOFz-0cf|ybPw7-T>u!$s==<m+5sbsEd%H(DzU}1|Q>Su#_kD)`
znH;ZK(t6_;9B&F;{r)4kK4a_@7sofOp1o>3jK^H=BGW}mU96|Z*w@FJM??Qu8XM)M
zYV6OAn#I_a;W!gSGhM4wKNacp$dvw+jxddvebV@ZY(X${yu<XM#lmqhYrY8FD)#aS
zz{R{`3GIktjmU8uO|}+}`(<g6#PQyaz$iP%W5okUS~)&${Lms7#}_Oa=!tNA_nPkZ
zDvp2sx6JJ6Xy^LuMWq}sF2B5d9>@P#uzK|bjt{-+mRNs|N4B?Q_2l@*gJT0hjvv1!
zKW9G2pY1n%=01)uoA>(Z3XbQzH>DTu=arVzkK_9NFSJY@%JFA=?ilhou7CUE8N<>z
zNyyYJgV<~JPGdSk8rfNtZgJ{0S>G-;spd2Z=IuG$%x06Ya|>dOMew^2G|eVM2aXe~
z$pp8VQYTrA9Jj~DTie~WXYcliC=W7e?j+Q~jcF{cLpyXPQi1CmWNCoH@lh_hBQir>
zp;FQrG>vr_Uc~XCGy0CebYjN6)B6nO_}0T4tB~35JvL`$3~sY}*04L!{;Uma8acjZ
z&Oes9Ilko|x0UB`{Q5)Ni-R10?8v&(ILBYvIlKN)8sERN+gD#r)ZRZ0uRXf4nZLhz
z=0eF^sH}MMod?%Iuzt|AdD9voNo-TCLSiPCzi1{hWj=Drnm!X@v3>+ydy6^p0nXY;
z;wA$MV_M`<eV|8gr;CKYb9`Ej(}K6Ovj@!Sh}THz4Dt%R)JrpCCEh-#Q<WOvM35@+
zwt6p78U(!ACg$UKKuN7E*Wh*h%ZY^g3rcfOWf<_Prfw*tI&)A<6Y5?sx?@c%>c%!s
zow8>*juS*~x)l`!@4ft<2X5#1TlXYiEWz8`pY3@H%H0>w%((-V1s}il)NQz*4=%df
zP@(Yo<^8`$zw>k6?S;yM)#Jw158`i8$Fi9T=8*(5!GY0cquyj2Ca9O0O_s$dWN0ys
zdwwd0OaAaMPAQ0&m3@I`g|XYm{>1TcSlakD$LCL(xdf+5N<E(8IQ5ZlH4_vp%n{9A
zD7F__EfJLSXpn^hyaPSKZ};Fav!=?np)hN&S{vRzc6t|jP$<!x(Oihalhf{5S$l@#
zH%?l<@imU0E9!X|g(T0^jeTk-hIjStFQDA?=r@lfQEqtDQfupJj$fa5=pUfR=jQWQ
zHFG@vO@$LL!T0Z9QO%DI5uMD2m?YIu^mSU-=aP^<BtutKI9X;g2WoJ3LiC(3M|EJ!
zKd;nILS>wL>(WlVd_8!^yQq>qboQjXD`4em54>9o_J)JD5xAbtyHNdktRP!a@L-r#
zvY}4n*gVOOm$==_{dTa_6<X^<b!(@4$lyx6BHyFqBHZVcy$2^;i^D&)Wu<topEu;K
z&BI}vy|tgAzUh7UJ@_4}Jij@4PXGUK{MND0EV_c@PtSg0?*xtyn%AoU>`lt*SQ4FC
z4J4zP45@LLn5M7MV8S6ME1gdw3Yf)03vgl891o5Hl<!!7&r**6xOMst)Tzi-4nHxN
z<A3Y6=+?_P-m&%NRWXkDT{^~&SNQA7ToS6O4DX^yC>+tX+-AeLdzN-|q3)=^WOFI#
z>vMNmiIaQ%%B$8PifzC3$rePPy*neF=W=|@yUkUo7E?Ud|2nG9{Ojb%-KaM0F~9OD
zp6kXj&DHq`zS19pZz?sP>1!IrOJaJ!EG9F;pp_;;oSk4xKN!^Fx0`WxqC<-;p#1ww
zp%osKoxkq)?~hl*-`_v}!(@){y!YBIIMkuMGjM5F5NXBYMx0LYFPohM!YB(vc2r{U
zEa{?@!V!vZo`!Pg-EunJh6)fn>Ne~GvB{}7j{>)m8>e8ve){tH2`Jk>vZ6S*<d1$z
z2ZSWdX-}1`)HRMsX~qb2`HKOtSTO)mQP3R-M<pq7bvSBw#?FODkF!gn{e|?Ev%3cd
z;(SfZ(r&~0!{?0quS1R1=6@e7Mor<#P5tMfc0jKoLzaLOIfL)a!)eRHxyw4BqI-Pw
z>GKU7f4C|(WjSKW^j*7A{GvEFRKSm)kfiuWze%Nf1m)yA5mf?SIwJE#D{9BBY=UgZ
z=@#O!N!p=Vo1GxCI~_KHgqlxmcARbrbjTQm!tJj$AG`{OP9IpdIvW+Y3w|G0zlY;z
z?<t;x%GyJ^E$WZjDS_-hKHR=e;<rs=7WFUR#2t27b}X}{Pk70aR;$V;OLm+%bJ>Ya
zt4YN)h(RvJr5)IDC`3Dt>vj>X%nI8iL{uhrZ<Y&QB&2VE=q&ueb4&W{@d-(%7FWPI
z=z}drz20chofHb<Ci+)ZON;5=h3lE#XhK&+VWVD^)iCIjO!-c)r*Md=lIT_00s|Au
ztI!qH>r5tNg{~;7Gsg7l@q43brB2n?Gh0=C1y!Dz>BH%Dy7ZCgy-bBG5)TIRa&wuE
zgQ~d9PfKfmo`};MGw4rAg+XJIM4|>`(!rz_yRtiGN3;t_xvKf4XQE%rb)88}e~n_;
zz=k3}Ze%x{7I$MO&CTh*n$1>$$uG3hd$O2Roi}n+VM03x(&ZIS>(XN2<bUpllxG*m
zRe3S1To^SPu4nSidBqi~B48+J(gllYr#ihVXQj)HMD?aBM>uLQv5j7%Dbax`SQ-q*
z3Vo4U#Y7!ME0f1ng(2Afr9LedypO4GG8J#DMbIDk(_OTvf&ujDolMA#gqZqvP+wWB
zj=RBlOfC$Xm>keCohnWlH5#i8p`bpds9FssQ$j5xVK%GstRkakOjV>it}x|-*{Uce
zlm1LZ+xz^HFkzG5bHbD)q*@nZ8d6b%F6ImqgQAM0l!W6<>D6#bUq~t(#biZHH4C+i
zzD?J~uu@TsBC|>-RaDVbrt7Q<+nU>dk&&1^_#S>+cP6FMLh1Olk%>|y_2EB_L8>ol
z%Ly6On<)zFkC6x|D`zI`7Sum&r$z~;B@9+{2pJ7dL%QdB)-#j2N=AdY0gKSSH!o5;
zuopAwKNiptnDgfzuT}J`30W%_1og*RcX=U0tCKLPhnT*I={HOWlSEE&(8z=blff`a
zGRf46FnumM#x+bMAQ@vL+?7-sBP0?0L)%Lz90}@8Of${E^l7uxdWQzxJo*?ReRU-{
zsiPeyikUn@w@3@6pwYy{yD1M?A7&<k!qi%5bWydr$+1c4zL=07bRgPCk4qqQAr;Yx
zs<5qV2$KOMqK}cZkVQU;<uDbuxe=zhYA_ttb<yh_q*@=UXZ&ZufoV*sn#QV{C?hee
z!=NgIGTla<^Dmt)WpY;fBq1l{A`**tr34M@j}nzmiA01XOG=nXBRS3lF6J>AhL(ta
zRRvjTC~Rd4FxIprqs(e#Fvglq$x1qoo9K|lHnn&217T9ztx;+KLJ2Utm^?*7`nDiR
z-WwjnZrL!5JzySF@?m2W3{x+PMM<na#2(3H?x)rQjncr^8fv7mLJ)?h`61gR(TW!j
zl&(Qz!tfVX9wvIiB!!}6r78oWioUA@WmwCGW*?JbNjRAbp)<l%CrDc2iAi{<m#I}w
z46*%8^_c#l;~5pLO!F!B2WLz@sWx4qc2z=-N5ksBTbb^2aaShR#zsHFBC63;t9rXC
zfln=!XbZC#s_RNaM7)STfiA)dM9>hRXCl;<2O@udphK!Y(sE|bV3Zu!%_8MT!_0=1
z2qZa|HdA#hoR+z^IGCUeeJq1PcT+fSWD{Q|lbWOyqFF#t6~OJ3pVq&IRXS`b$1IW@
z5hc3Tu0+pEtmySLtT8ogL#&L(HnYiKusYP7qRIsYO^JIWsu9EWOfxyjR0wa1#0AOb
za4;fPxFY{UK$<*S9qC#&s&mj}rDMt>>)4l7;rUQdmz)qurx=sTpsUmuL`{a|Txv6>
zWlsAxn~$jq`E2`|tL6)8LiuxVKan!pTLp=#(L608LwhZWFohawiC{4ut}nv$e=W?%
z3?|E3y;_(-;B|nkYPF8PHp-$i%~WKSCS6P|Pybs<LjzN(VtIwyo0^l}e2g)zjU@(?
zAToVcruoZscmCXJst+kw6}P*Q)r?p=>UW#yKle}@(9Dq-LGPFHKuy8)ep@3<ImK+%
z8w%5sx&L#Usi#Q75h5$|idkc%O}$S#vDb&9dR=mps=CD#duWoWU@|UA@)t)+rG8Nb
zVGKvlQU+}+N!JpI(;-XL)BDgJi~RNa)H0$=Fa?=+*toXPbZcRn)_=aLFZnGJB5h?4
zGdwNhT*;*2w^J&#rYm!3UpPdb5!!pXT2;XQ%|c^yTQNIV3wtohplVSaG=A|{q|CgZ
z#w8knj#38e|Mka2@)J2Bg-N*%cQ%i-nP?E&%Mv=BP0;@vqck8@=>Bx;zmRHGohVFJ
z=%S=bm)1kt6VzW{p_b$!t<4d&PK)t4GZXXGr&sL%)59+y$LJs@`xUESPxAJoWQBo_
za?Hts=uv8y;mrU361a~LqpgSx&=pb7rr!qdQV)^esf!vab$@*N_AgcTrz4sdRT+BR
zo|;2i^{Kz))YNifbW(=tK8vJFjkN#y?SBlM>Y1L${y$Jl0|XQR000O8;cM4gy=b(^
zK~Mky@`C^X2LJ#7F)uMMFfTByy?J~cRoy>6`@Y>J>rHZ#bh$}pZYJqMX-V5jNm-@o
z?E-C)-WJ+`LP&uk%PnNmf{L<Sw&DhYJOMQ*iy#_=P60PSBN|Yj=MlH!V^kDb^o!c&
z`}v$X6a2oO-=DwwlAgY2=FFV)+1{U-^EsDe+c<_%7={s;w+=8&J+#)88Ro@P8RlU@
z5O{&XKO!@)EC?bmoWRUuImVa7knsjYf#c6$Y>sIyb3D&;E0}hUWAc2!^rZRI@j!c-
zV_A;xW9Hid)4NH4wm`4o8CDSED>iW~F9;^>iQxpE;w;OHJjGc~kc8xXP85^#SzZy7
z^LbttIEo8!I>miK2zb{Q#ej1+37jB{H_>}>g2pA+a=geUeX{IapQ^TZM;pc4U&=j^
zrTAxt>=PGI{LQHcO7BtJ+f_Y(1;tM&%^aGb_{M5sY(K@PDhIdbC_XqlFp%I6UHpXX
zQ#=<*Zw*uYwaG$cP<+uYZP`+azux}#nV+Nhjivu;dXM4*Q*U~=Q2fG`-r7G?{LgRw
z>d!Aw{GA<N=7uO<dHEO8Hz;1P9=-A?#b<u}V1EzAOAo#C<WDF*8U1o*km8ln)@Xv_
z)xN_~GT!RYOjMxw(9p_51&R-4N)x3yJUvlL`l%L<CU~im8SA6?`1o|Xn%s9NT}sYB
zGF~bq&p%lms?6b2mGLQxj~^Kts=R-GX_DfgtOC^~pW{Q_1<m0&F4jz+=OVkfTHx4y
z%=|l1`vo{ESa>iGiVixtoN41ZW;2I+8{>B1^ybAYn7oKxa)INX#eq$T>+xta-o$px
zU@ihbcTUKAr+^8_B|N1GbdeXu<CqqSW47>uC<&<;7eqneC@z6P@)XB0(DQv>3{x%~
z<u!r!CUBg})2m=)JWH?QtXnr-PVq&%-+th1iu;un&ka%hPnDaU^%VcdKTDZa6fYf|
zIk<)5FHg)23{ZT0{MZ(W;;&bxw<P%T2`Tp)#b@R3zxEczdzx}<BZ}v^>SQm)_xz&a
zfzMI=tLNXi>OG2oa``V_c!A=VTi@mDD8B2pU%mNVivQ*d|2Y5a6o326byq$|@pSo-
zQ>Q7OnW}I74#g{npSbgUidWXk6Ca}ZcwcVfU^1?uiHQQmr>ci$B8nG=j!sNdyst7e
zaE#*BO5tFFPgeV868uOtU0L})Ug@Axt4=buyJd2!QmRm?jZaqk#*^OqDwPVo>d53|
zX>#tVD%ENtP0$Cb8>e#MT<2iWOnMWdi>Lxzq8jLtx#TDde*9EG_zie42M58oE@hhK
z_)^Y04g4;*5f3(&!A3-G3Dcx-%r>}%AY=%h=Of#LgAgwEl7l`c1WeHvg(%f!2lI=k
z^MWi*<GBrGFdso&%;Z##Ih*GtQOr^t)O-#XL1QTnF-8$64(66(Db8hA^*R*a*ic!1
zJjEXf797e_{MM(B-0x8QKZZK0eH6d#;KY`L6u)50ur!dIKb;x&DSlO7W?&1&=a-^^
zw<!M9#DJ8e_~D1X-!nk*lPl4xFH-#C;hX*46kmKn@7lu@zxUV1d#_Ra)eFxW|0c!L
zuRnSJN{Y)LzhW$)_<ubv+?CA3d6|2zd6eQa{FZ}{Q9Ql%E~$s&rKVi8pW>zc6B9=%
zKGZiI%}~5hm@Z6HygHMfPVh=$CO1RzsiC7=3JG2rnn~tuypk^TQM_;b=+IDd{&;Ep
z*xdPr$poLQj!z9Gcy(&BlJqk)K2@RkRCT;sn$rhxnKACOT-fdAS*F#4$j`FE*O;6J
zn#FR59oG(h5BNk+7cc#oXdvh@!@2O^z<1G+^1|b>BJw<Ad#8hA<u;LS9ie}*-ODuS
z9CHr%SV^cwxULN0Kon!#=Y_y_&jG!Y#52j!yb!S-@CiW{E{QMYcv+T`OGQzZX_ver
zs0ziwYb$(mD^93k6TI=wyZ=G)8}}>TQxyNr#0lmxif8v#?J0^o)##~dir+fyPamTA
zj6aYYpm^rsKyHHKx6K?KK1lJwV>4Txp!iiY)BE3|_ye~N_&JKN`Q6qDjpE$HjTfdU
z{!spK{&N(+d-$`X0mZkj=q;8g{*rBd=y{4CSM!%IG*SGwqg`?*#W!9da0@8jF>m^h
zpQZTGp0Syg6feDXXyPEnC$}6tI79Kuv5AQ>iuYwErVqW3PamUrq3__)DCwtiY!0vV
zWe%n(UaeF!Rf<=uL#5>TD^_VJ!KXk!s}z54e0(aI|H*N<A~}C@vQkR$$;qigjORJV
z@y=mTPl?9V+n{x*wj3x-BT-v6^kZ!Xz4dLT&Gi{BYIQ$|?pD~$;zfBj>h*k9U|3La
zt9wwCMd|ItA%b_DbCjaU#|GmIJShCxA}{mero>$eO5#QZNtT2;H>!%loO@LyCFxC;
zHI3rHIW&plK-5i^;;in!98i4K<EJkEG{uLzzWB{MC_eC~$*a~={3kEZj3@5w)@XQo
zf8s6&zCVz--GlP?n-cf>hp~x?35tJf|Dge&;wz%`SmJh9JvBY>7RA>;nwc;t-uudn
zKTO=*zdlmD!J_!0C7)RJb&4Ace)ZHF6#v<oou4-;e$9s9tdl7Ig=OCnK1Xrs@XKF5
zjpBb;JW^Ro@v*HF!^!jajm;cNo_~De=tM;Ep_%kpl(^T-*uiOvSC4HOK1T7%(Ef?U
zji&n!%_Q!!QprqD&biCJnaZ4d9jeT^Q4IgdeZhDBn;T8st3Npz<=wN7OimrCQmr_G
zN*o`x1HX7S!-BGIid`qDX1>d3naBd2WCNxf`0rntMo?=zS_kUtblZ$m#6$gEptJ!4
zdK~t6pv->!A9R>0%&wvU+$LmZ(w!V}n_`srA@v$z>P&R2T)5gTV}>SfVer;9WkHc;
z*(Zm~vZ^RjJw2dEpsw_Q$gw(~9N@VvFD3{0wZA=9n;f|Gxu;j1N)J4E){3i+B?tN^
zC)cf@2X<#>O4G@KYu?K3AD{;g=Wcw$PYxU&@P{Ypfv$lq!vo2I>XxzLVS3=ezUi?)
zBnMV4o0^`Y2lUq0__-^xMdj6%^uX<f=T`S72R`5a;rTbw1CQF;L-UdYC;#iF6Eu2Y
z(`&-x$0rBQy7G)`-l7NA_C9^!g5<!=+5tJD2l}RGrYDjEL#52v7(GxuIx{wRpb#B8
zRG<fjrU%kP$$`F^u|gj`FmrTzsBi9y!gQrV4@~tP>#NRPF*MY7B)LalwK_F-^J=v)
zlpGiu@2k)Q{*j@`@dl4nrYd`wdV^!OPfm`HSL*O!ErxE6>xpp|m6YNv!?0|O=h?vV
zw!^;}?kwVKQFY6mKEnjP-XP2H;-gHCD6dnr!}abt0P*Y{#An+<Ytd%X#WD*FfqRr`
zFo^G7<$~7*lgSHA%G)l0+Z11o?+YGS5aav$vKXy*eMNvix9gy*;$87MSyk3G`pj8X
zvK9KwmLw<&#dU7&ut0JC3!gfD55<4_%(JgPM)4oZ5AGhN`19wl+qID5>nBU4rzrl9
zgIh8)1g{$$c%diPOQOpMJ93gVRzqf^ymD;I!0@6N?;9T8n&4NL4o;LPet*-3>@O*v
z|A_d~l@x#HABVqi1I1rIBRb_JiWfe9gWf~&gXx?1zd`Z${<Z9bZ&3W~Xa4@qn-q7x
z7B*c=@fFG+dZsBpy?<a}I_c+?gU4nlJ~VUm&<w@L3w;ym<oWxir%Mzcg60&(O9u}X
z5_|@1IvLkYq0m>Mc%^!*Qc3!+Oc#bIexy>Zj8nWiS*c7>d}_SXmz-ZYQW>A?XB_l1
z#{KasctSfULf8fc<nN^VhdGoTtpZ<}FJ?Fa(FJ)v$a{G%NO@(BVL0{>Qy5`52J*7i
zOaZ*C9kg|hfPxDGGsbj){(%d%qrfWz#B&kTQ3lQn;hpIO4jZ+BgXW_RZkZJ!mBOPy
zSS2xlh5~dzz=o-)ii8c@Rul~ygN-%#cW1fYmJAh-q%_`^v7w1KoN1G*!^4k_VS|6}
z%&kq>_{^Cz>yKgMw!)9>e`4eHYclB}Y*e=n9Gbw!%v-NX!`R5kx&1k8Jakw(xDp$s
zJ=4_>VPksh4<BT)vHN%L-9j!8KXak-BsThPx%{#+HeM@l_|+e=anH`R`_kADI<1;-
zV&m7UyJi74)KdFp<l(>Zy<nI;*oQBA>);G|jOl|j)6iIbEP{V`l`F>%9U}*((#QJ9
z)9g$44OMU|`exDvoQk8zj%J1kFn+Xxz)WGHO3tWcVxX^-DUD;N<E1oqI$5d=Rq@}|
zKDf|>yr;@AYnX-QO2<%jY8A6^lwkz?15Gxv?bRcl>{v4^qZZ81gS6cdh6ioou3;9~
zf!&iAf|BP$uFkqX&qi&oz0&I90@i+(_3}*Mbg|EJ>?ep0*})<Y<L>&dGANF~KMk7G
z-v-G~Cuj-e&LKQ5I82`DX9|!Q1=o=ve4RI_LS}<XVmO8(uSU(w));Es0;P~qar|Z{
zXmv+yMO(;$3Kq(8?TOd?CjfCkj=xSCcgLIe?Zd{-$EHuc02@bt|C8Tk$<!~fua2ei
z)I{cWqCkhX9=sJBFHTRy8nAX~!};XU!F}5=Xv0S13yZtfVB?40g9_>A0sWu15}gp=
z`|fq;VB@~uq?f&ijloZ~J@9)X#KZr*d^a|tcYl8G9&Fq#?!TL;`rzWTUcD3>zr9B~
zc$8?{!L6_KVdL1L=^3H}Lo*Z82eDBp6beMQ#!Ew`0?}je7<lp^c#A4pSfvuRxaC47
zU8;ttSEat8BY5JWqccO}WC9AuN)@8I=|W+WX#UY^d}!!Usf7CBr;i1_E>I=k4j^&m
zfa?1K7nR*SAFcP=L{?}6nJ%=i+1`bzt1sbunY{3f?fD`XVou8xeU1qkH^qJw^8wc$
zfd7X`y&%2lvZF=CJj3*o{FW8Q*bbi)!*<V?h3EJ#pEDpXl@(i2Rfg>t)Uv9ABePOK
z%F4DSNIZ^A<4upuU@mh_*MDK-oX_>%%VFbR&mR5j&$01r_Tf*H8N79ueLgyXK{;d1
zN7Hz*Y5DTo@yN|H^Ot`G8(+Gqr?dqdn|GY6yo8PKU)#6)Y0}Lfw*B-vY<#T{jPJmP
z{OBELeE=J8+;rDlL|EyY@7dvEW8n#(y^9$61%JHlAUU}ueNV$Lv2k7V{@CpAc_kOi
z@uBJA5<xOE(=+Ig{8Bo)*e#d(j#Udd%D%qB_)&b|^ibbXG>&q*Q0eO<>R+f-hAO0$
z9x9;pJ4TN76^2UWw3(xY@hQA;f4VdkBh%@=@%Z$kGkqn}g4C0U-X_7oF6M=B(945O
zd3h;xJP>5J9imu;aHs1_;<I_MONn({NY{>8pbv+j2|fY&2?UNqZJzxM<8k{Oj0ung
zw)uH5cZd!g%R__^JAg=M;R+#g2vNDz^CdMXxxT7I=XRAP%TUCS1zWNtg$NfykVITB
zq=oZzY^+#5@X7CE<8;-3=zp-W=HY*Kzlx3DU;RwiMwD{;N3XBIv417Aase^_Z|@&E
z@EvT_zt(j%(UCu1aK?5LKW>+}&mG3b%HzK9A`y2uy5`PPvGMTq&(7<`M&X~2zp$Ff
zbXQl2!NyPS*j95B5nR`ri;2^?=;Wi%o=z0$NOkyJ5`KQ1nIRTEbM$C>nw)%SVutA0
zp+nJ8wCF)#0_e;KkAX1piKii<KSY90q1s0-J_eMMXxLB{h$u1KDkMm#E17f%@+eiK
zLDw%-127s$t}5eTH05+DQ<<cK1)<&oB4n8=%rl3w6`0SuAYcY8PKg+|EGs+@0lj0j
zti$mx{JIo?xOs*JBCrD#BC_E>htP&wyYt-YjcyymJ!gYu7wlDOkSB9(;MzxfyX{qQ
z#nX<*0%;xNygbh=a5pldzzHM_w3Rtomc;nO+eTKEMBYHW9W=*<zq`vvdKtky1zqp`
zdw!V0(Kg(F_>BxUzU=(u&@;q$PVPH_$ou%GRzAHG8=okI#pAGX@;9zM=>}|=pMUnA
zvxt@)S$yW%*!b(_-(K-6Y`k#Yd9M)}KDFX&EAPg}^LtKz@+xf99sV;zELA*19VH!p
zeChce&BW1O@w=a$f{mX4_<idJa#hWZ6F<VngQ=OqV?_Tz-ZgPFpBcUf8xw`21wTd#
zX(I5xAvE~TG8pkuBIqixwGt8QR5f<YlS8HP5}q?YR814p9iOU94H1Jy23IAmD#UV-
zFgVjSv8xWj9u+1J79~VCyCWJTn>;hd7V-*ffuLo`3d*X^vn+&DUsjJbcaAV18kW13
zDL~*?6_!KG04rx&+))({0NdNoEc9hA<lMX*oeMh9-wN6@YJr(^F8Y4^=^jkAqjt}p
zO?mdp%fV-)e6ai_zyKo7W5@Q|*YXS5FlDc9?_~LTc0beE?xfceR!|O?u-pS=IAiBe
z?R}iI-g0*S1ubf%<)JSYuP5X0`1x@)M2PKwzV8ge@&5LMA1uC*cy@QFO8oca4KH0c
zkBIf~%&Q;8#(y5{JNOpSoQ|Psq?3bxZ=IdMiFKZTp@$s#+;^{DLL~o_;lAIul92zW
z@%bcF%U3>k24Ru=Uis#UU&h9ZPY&%R3V7OozfyV>8y6m%=v<5q;Q!Mv5IIA7`C9DI
z3&)75_YI|Ei>{QaB@&Flj!S6TgYQ)*F=m%1tK&l?njaY-A^|u*4%u6I{Jm<a1VLc1
zY9X)dB(^Lvu9sKB)m~l=9`VY$3K?Ml0Tg0o%JVgm(Ywl;ByoJibmqaqdA=&~EnQ_*
z=2^nUWrf36BOSiN<NFU4gk(pp#k|BUhJ<o2s1F~eJ^OI4mzNJaUYQ3kzyutGXr4>C
zdG;B<i)C)NzXcQ#sQ+xnUCZzi{{dp&zz;wPIA+-1H{MA;H-6+l8HT5y8@Jtk{dkUk
zZv6JqZ*To6#qW9k&F4EQ{`#^DFFc9j-?Pqpay7-T?ASJPHN}JfzWR;VDE^6`zx(3?
z#n%lC+?Vu!-?8c3YZQOySl`ht6u)e!lHNk`2ZjrM0~Eizb?w%#Q~Z*D{c!L*6hHCB
zVDGOfez0=$FO%o_%qH{DXDD9!_CN3ZCB>KiVfB#{DZcZouPnQO;!htNerJT@eMhGc
z-9+(1Uo<m7@k%ChG@^K^S|~*ne{Z}pl%{xfa<ZC?cd`T_f#Q=##>a<Z+@FGo?v{@X
zfgialK6>QHRNoZ+xJx2EQ_RcEBcMZ3&MT{$!12pjJkwXSF~&VfRwZs-d=nKEhod)9
zEnTGFh<!y3`yiZ{K=;a;Cb0ZB$vM6u_j`bgVG(qT;X$Rk@irDJEd&vD4D?Ef28lz0
zv_V#b>*2q0kOAkl>Rk6EM&x;uhg-Dfaa{&z-Rf*to;lQxdUdh?p`HVbJG$WbrOcHK
zvldd9OTP7srwPmYz_x2rd$FN>W#H3SV`JOh&v+lf#&3rIaFCFQQuejU0c`B-{EYcG
zY|LKu+Lrx<$PFAkNYcNXUMa+6`<IhdLdnX0wOWV>!OWCOBv;(}z%|2fW8-Hp|El~`
zY`nbw$RBSc4q)-GGjC$!(?3{p36hcW)4N}K=Eo#}&)+gaoY(4O&$bhnuw`OPj(Cgl
zL(>x^PE^u`X>w??a%_4!_7<gMgb0ieRZ1jKyf;)Wkc?vzwE-Jb<CBwpu>*l<Le4n?
zJ_X}{WD{|NL;~IQH5nO$ss`79)C@%ukZft1rV=Uygj*xjRaI17!HiMUlsH3FWmS>m
z3{jIMk|C0qA&5Ns5?u~&aeYe&7r{M*eiQB?F!NmBkRsj%rDEC%#j~*;wZeb(kab5P
zdt<>z?B^Ex65I~-Kzg<Zf?28v4;l<WS6sBgO-sUwAo~aWkA3VZko|xE=s4>avFv~M
zouB;iG9sA5*!A_;nBV&44JM&?hy8z&eDCQqt~#_F8(%HG@k<iG-+A<l*Zd0`k3IU@
z6NJP4>Ha2}Ou%bjS=mGMBR6?unvjmIlSk6z@;!ak{Uk}swvW${xn60UcP$aazoJ{t
zBR75c+rRkGHH2%t^3khE$hh;r(wSY@XnFh-50WHh$$5WTdl%7|C>kIE;`N!n38HY-
zYAHjKfl8%xv=9rpk7Re{scLm7<_482VGD_o1Ir%|@!Cvf2yx(g+dLw0S&a6fsKYlP
z>;u!10~9p~SVh6A5HC=$zOLcKt4g>JPE#~hc_tRJW~vGmGX8<CM-@ZX;;TR}M1>?}
z2G19}%DMunJ3NMON({(Y7g5r(!rThkf)c%r@*X=EX{N}ssByBU2!w?zx=IwNtlB1~
z@}1?Z2K)nG0;neQ94M*8iNYw-0w5&300hBj#Gv1^_XVAx6usp~xf&*YI)>@_=|2+I
z{y%?iykrqJ3SC1Nyo-$|&fI?N1Z>>lPF(XaHeQ|j(;71Q)3-HVL3qSnFK+zkr-^#h
zrmrNV@~yjnb`x<Q`%86i)nen=L)#WDiY0ZdK-A;dkwTUDhyx3MG(}|hNpC|JN&a)+
zd$(aLk==Ku&iny3f<MiQM2Ih4uzz+I8~2>`)bWGZIO$)9_7fNLyWdX_5VQY%x^IGr
z{`FGn7!`e~g!<+$uLf^=<&~96A9>kPO%Dyl<Zud?Q^Yi}P_2yroB0E6_<=VffissF
zmM!?Y9snEE4OP=odko!FH6jMpG|&=!O~brEGb}|zxf*KVczGK<cG*x3O-CZ3X@-n?
zv05==l`<4TA~a<&@Df?%IOHxMa}aP>UdAsbGLTY|yep<5#c%IY8BM{4ZbH6~3Sir^
zKuDjONy`!$jgbNcgI1Z*bP=^=MCCb=s0jp#+dN#|(T@4U#e<NuC?ALJ%ooM6Kaz`E
zzklz`-K15ztKox}!@Wk{`rXy*{)gP-4?kP{Q<5fpocq@C#LHfB)tjrxo4v1J{Ng<)
zVdJM`SG~2FIG4)Luf7c%KfLMgD~R9y)D!Dg))5)+|K-h}#Kr^T(YqweNX?%toR5v`
z-}})Zc>{A%dBfVjlbEyo!1N!m@t57V^!x@JPhPs`Zj#e};nqd35Mp}8)pro74?b`&
zlE%*Rk8Xz)0)drx&XDBbtK%7xF8I5Lf~s4t&J0z^8v{reNp@I1G6lTyeH|DED+T#u
zatKZ!ew(UliV@GX3aUUR2~3=}z*p!f-w{Ps42_%y=Bkk-T!ZsX>_La%K@Q2LuIll1
zx@jamn7SPIpvgpBAZ9tXe9e-0YWccA-t{V$sblAZnr&Oyw`ry<EsjDGjY5_o(<r1G
zpklOXDKhpjs#_x5hMZ|Cs)R2P1{Gc)euZT@0iVSVcXorOJnZu?JP((!Oz*Nw<4ZWD
z_s@6YgNO|`UrSO7ZO`Y^B&=BZ^*7#+jrwo>`1wDR5H7v_BGHc0j^(R*uyO9~?>tY^
z%6`7)d6NA7_0?VHy@8F5Yj67YdSb%a;ZKkki{Cu*)JeY}_CEPumSi?ZFSWY=ij7C_
zKUu$sIEO{=+}DAPH+HWO$eYTO%K!b#wb=O1NB3<Y@4R1n;jbl<gI@Z4A@&jz2h)AT
zOQbJgUUthLf(Sxh1ioDzk5A~d#*a~EFpMwi%95;rt46heIgO>O=?1Yy!_;Hxsvu{T
z$W*}~L0Y<@8R#^?IfUTuLABEO)~MGVQQ(k*eg?YKQHMHxbQvB>g`|||SX7nL2^)M5
zG$9#P9lU?%sBD_LK_#v`gpv$efI+0P8O|-k1+t89j15&+$@76i>q`7ovMdY4R~SSq
zI!AO#0sTQ=A>cDWT8k@wJMcps&*8JN%$jpu`_Mese)>F@k9t#rh8%ZZ8B!+Zm6gl_
zE?m^sxs`&ts{HzH0Ivt;A}i*5=TJ7Ts12uPC{fn+bLM@6;+lHOwog&qTzJQ?K0)!d
zM<4t`a=!Dc19!hc@jFj!%HBxvk?Yo8mEgZVG$Ze#_;|JNrk_#Ves8?zQHnpaYxx(u
zDSp8{yPsZ|WKRc1zW+AGum9fPA6!K714kZx>@12ua@UTlAE)?N?_csi|3UGS@4aJu
zev$xmK2@MuM)}NJCks`IkG?xqs#5&5@u}*O7`K^#sMuyv5JmBa$vkPQ9v}BrE$Rkx
zpfHxZSwUU7nI;{Irl|2bkVN!*n^jp?6q=DJmZ8yu5Ri(SW$<cRlC7AAswP6PKxyei
zS(c_+2@dWl!8Oo0jpBv{p)C<6z_cF-g~*UB9XX9*Kzp;M1A&Q$;~Q3(g-EK)ibRtw
zAj)#G!d4XpIay(AKqwR`uFHa;P+SlsNujvF^Ri5FQIwK?@LR|ba48{J;^sB>L2uB8
zl<PgF9nL$+QDipJ1)XQ-hGPm$PjWk5WM7~-7=x4Ormjkxd5UY6vG?|5TI7Le?nz{B
zeD=m0Dc=0fm5=>{;x(7P{EM9we|hrmlau}nH@^A83lzU};jNk76#wEn`&OCa4^AE_
zO;G$NQv=UDm}I~^Hn~qx{7-+m{NW`OuRDGF!>?2Pv|CpWC*ykl;y*3AlHw2Ke*enz
z6z@4*zCF2b>e5Y9>nQ&D1A|k`sp^CzDt=`%WIC#1u_QMR*A>C}S-NpmGKYprMdRyg
zxC5EArYKiY?KQ%bo7Y3f+pMXQqEh8GO;elGK~tUUz%;{VaFYh;5$LI{>NI195WE<S
zK!v;r9>%n2KbRw>(ASw-@;IQx`kY1^hMwHTGE6m@TF`kV(ID`J$=!kCDT<zmT9kz3
zd`SI-L_-w_1QZ9S9^L2qrV*|M8mMau&F?qE1ZcwCy;Pa1Pu>_^?CxSxwkpx3=Yttj
z5mqqsIF4DHwNzT-Fqm@81T{fj=^}R9(33^%n+#3lYbg$S0$-&#+*iLd!Da3P^OFJ!
zzIN@elEv_uyM7x|{KVSpuKf|kfA+ga?rNv_*}*sVCPfP0Jls%87W4o7Tkow%7UBPB
z-FXX=B8Zv7M&{gPaenthW6AT}YV3M&5yfBreRlh~6n`tX@``4PKez7MlMYk7<@0LG
zwaI<IP`~lM7>79g6+2>zn;;HLqREous&1LINCNaGXmayvXn30--syT=?*Rg0Ak7A?
z^pVKJ|0ZdT2e>^wzD-^W`#sPU;Bi;SePMj{e9MfAZr*^Te3PkzQvD!)C|$J;jXtcS
z8M;Ov7CKkva8*_*o=-*dA*AcjL)<$6oVN+|Rnur)40NI@iCAS#mXaP7S&%7??pv9|
zRh{DbRLFXpOxv_{+L@)9MxrBN23n#!*iJgLEo)Av9LF+}qMTY=OEj>YO=&Vq@%oIV
zBt<r<Y+6b1lw-+B0gVOiq_D<<L?pot=qAApQ({$$LvF&>Q(OSrxi~2X;yCknb45Se
zwvQ$Kf3WAYUsC*~Qzna_p!kI^YU>YB{DHrm`lSttj(@lC&DSaZ&lU5RCxsw=tG~YE
zD8*kMKXdy*ihsVnZF{22^>6=-PYP)CKRx&4l@x#QzDKqmh;jT32#)cqgOVi4C$Qv8
z4cIwQ!uSggkV9RgUvMCAH0&7nO)b=cp6x6`#9r^AdKQVhl$E#>JG!KZv2;E7Ks{XJ
zZd8#3z7%%~e$O;%Jr-QayBig7E*gES41i~cJ;k!6>yG*qIn8EzioT&oOWch*M0fp0
z+7Y-yoj#qVVnmOh4*2YVHweB_+sDl3gN5yeqLVLAzHWpyZaD*t(@1J$EX}eKCIGl5
z%`pm1OCq>xrp-CrHk`yKS}Dy*{AtQaCAeRgJ`5RmDs7tr_2xCTDI>Y6Hd|}XU6o4f
z3GO(ClDvIQ*@no`-keMTF~gFhk3mu`@&Zd^iNr@&x<I#BmS2}J3YJTl2G7a$$;)-V
z=B6(u^l;w4mOqfZY_4DX*ZWVR_y>19e9^lUPyeRv<O3A1b@y+*IEgDSvoG`~q51Q}
zy(YyUzgFmYlj4i&AAWZ|ef=ESU$vv)qOzo_rg{|{)5LsnGiDe%eP)<)-Jo$r3B%$^
zz*DqAJl2BWIRe+0^{}TKg!=Wk^g~ku*WH5oDy=}ut3iv0S%IQ_Bt8Y#5)@ZxvPSDa
zG;k~`t^cq<70tN*1DqfPIEusNvP|nj)QI<x{>^jqCb&6YSAzNYeluJQN}uhvnRXA|
zoo2kll4~79Gm}0|%XW;oPv2A{!QBRVw81A&V%UyA?+D}8XeCP7G96o@xD6qmK1n%k
z8*_M#18FeDQ)x?^!!wR4QoNxqo02J>%{Y33I~hk2DV|B|VshUUG!xuZM1iBYtcr6L
zGa4#gf(wE`ahv&4aT|w=$CD}>R*)2WjmS6e8m8CS?Z58-A;p(%+Wm=fis!GoR^CYQ
zFMazL^KPN|{Pj0nnWy*-f4xFHf#OS^+OY9s$-SM~?rj2)W@#f!4oVPMsEG42)9r18
zyi`%+C(A2L&V$SYzjH%8TZtbrWJP%=z6B<^bXqYx@!%XaI_g610$B<z$57S4B;PN3
zT$m0^)o-UA<7W;%V2gQ;VZj4xl195lHC^m(vmlkFS_ttNvkLHvf;R|}RemC_R#LT)
zcYRyMgSH->>uv=ms@tSMBnK=XdWh?qwu0FhS~|wjY{Ue&Qnr-fx~dBlH%vPv#<-ty
z!dBo85Hh99<D(hJab$XxlZC{bUge}ydeU1>Hj|PmUR#s36pE)nhZKru(uP8D-_gSX
zm<CA@#LMaE)M&u9quSzD2>qgXTYSANf#~S<k_b9Q`xQ7=;3&?q9M8|;aDd_poUT(`
z%B1Rx6lb+lU(8cn?B4miA5grs>AxTO4aJ}O%h$U{VjNY-x5HNa>IBgXS2Bw3Rvw&)
zn&!yKoT3>@Qc|V_mYe4S$@6(VD!V?eW^}g-m?ET619N#fGCZ&wpyA2TwE%>vs1SYP
zA~lSK48}?DHS`>O9}3}aqqh~3N==QY2h<=OgxoK@)5A}4vO+b*Qn6S_R~dLvNUSxD
zo~~<*4UXv}kk9CbW5s801xI8WbljLJ8;Mp}rY+BDi)JQTq#LH5$N@4FGnsD)kfxaE
z33$>3w{5U6il;NWmdG>hr04oiJGPpfUz2j?`cJ1EEt%SMD$IhnRhSz0G)S7&+o`A2
zAXQF$vj)VGnkdW|3zMKQ=R>|E%cAl)HDh3z67>|Mn1uRZNnoCGw~3s<Q6G%!oCZ}(
z5~v+;vdt&Y1@V(j=0jo`ITPckD;MYaXpdLsc<>7EvawR|Vb0ykiJ$~jz#JDuSStY3
zg9?}v!m8_Ya?py(1-^q?00%TnPc$9U(!{QL6=*b_8Bq;5T)NZa`H~j4K?G95o$gl1
zI8{AXIuxuy1)Dd+OFcWdq?osu?&4_*M4g|+UP=!aLA-(_(xhdMrWUd8HUqf3nfRtu
zaFSa#EX#7@bGA9QsoR+(YMEBz*-Z^(m&8xQF@!l>cjlrB#K0s90lTu5Boa8LGZ%+b
zmZK(7E^TMcBsyj6v_<i3#x|1k>uS=Pk(>_{-=WSv3yBGSL9EAjOJUwcMG)n9<Ymlp
z)wuw#DpW!8dQ|H{PSgmYU5zyIKJzK?_@W?*OX83YxoA=*>KkG>2{A*p1TLPO(^aLB
z9vqZ)0|H_*4N4c=Aq!EF7i9e>abV(kUQRd$&x=|zW?m3g$`iJ6oS-IS<~UhP9+?v$
zN1_kG3Sr4Dvw~`9REn$=j=0-6Nl)TjnS&TOcP~Xt!kQhnb?4=<9$!c>8z2Pf!Ae|Q
z36v=wEykd8-EAg*{G(j~o7R)ZGk_o`kEhuXRptncV^Z9=tZ2122tFZ0&B`{N6g3}U
zH>PbRZpMUb61SvV=}dy#mYuj0O^0kQano%@42TXjv2t41(sts446`mvudyvNQ<H=+
zCk5&f<Mk;kttFu<W$Q`k$YyjgF~C|)mJ?U00S!#fS7b>_T%RKIV&WPgcbAiARUmUp
za1EMsfmoJhDRH@)l;B7u&cRQ$(J3GZCBm0VQOd(?SmKwmbczf$iF}IHkmc!AMBSLI
z&0f5f=Xg&1aqI!Wu?a~i#v<tCxp-8n1V_btAD8CN=Xh03a9+@o^LbvH!v#)~=g#M4
zU7o{@<orAzwiizWT{WmT5wsu#H>jApO1+7ogDFxKk}P0c)H^F0(}wRm`iprZng?7N
zKO<4&RTaaq=D4Xk=Z(NYs)@G%PiQ8%32Ks}cnW-*lbmmvRyt8x$4+PGn7Wm95*61|
zc4C<}C}`4u3LIi;j-y+tOv2GqX1XTf)`p!<Od@4CPVzh%J2lsTIt{u<@tU-yC+DY4
z@ceVxh@$DqxI|G(q8TU>pKx>_19RM6#tI7R1;q%`a8(H$7p6pz6&gf=naOjPLZnDU
zpgOii9W;J>UqHC+He|=aLy&4ZK^Jf~n|QNf-0@*IE)0LMcse*U<qll1gLTfqXI-*=
zihLQZa_2cgORC&CPNe0TSm)$;AAro%*o+73u|`u-X~_!9a<WQGRzMwPh2qeyK8N$F
zBGXb9UVupIa}qN^IM^!k-`=7fZFFOL1<GW3A2cn;FkT_$spN&3M!U64FfQ6HkZHrB
zICvr>7303CGxN}u*(o|O-E^EZ9hj->c2d4?=vFGJ=Tvn)V<b4}ZBoAPKsU+xj$>I#
zKk0Njo1%Euu(O$@e+a=A#Zzg=Fez?3DML+gpclz~ZAG?{{=s!=HZ4O3me>MRQx+sO
z9)+)n%&WNiD(ZI6mLR(Ecf>t_FO!lATg5Qdr1I8EL%2@v2*XH3Yi84yLUGJ>Del{8
zW+`MCj;Si~9qrJ<FG8~y<HjT>x@Y6|4csP<oXnB+h&&diATz@%c~Z&C&uyS!hntJY
zp4z&7UVfC6D`RQgIXuVmN?hMw#yC4y0uG!{rzOrT55znvVFxy*#yHlkbRazgDsV|s
zGavcxIh>^F8toGTtYOgdXd&$Nd{GN8ha`{rx_b^7t7^O&pNFsHEqV_VE=leUBD3iA
z=Kymy(-hZXu9C8D$mvox#Z6PsB>h0L?<8gHnhF7t;wr>kgW?u&^JL86sVtM?Hk^|5
zld>HvIX{)nI7vULbjqan_0vvpzMHp$1zuTKB+ZJa_#C9s^io{ZlP4N;CUPs>qCgfQ
z>-=kcCK!w^)0@-)&li(D0MeG3;Mt62>j|E<=N=X;K{t~<0FW)tJ#5Oxhm|;HJ=wqM
ztQv;NGb}Sp{v4MV2c(WsO;2l$@h9WP=H>>nWV^npxfxgR4(6J2IsBa6oNH`s#03TL
zH#s-ogi8#Y8gZ>lV`D>OW4!pO5!>-6>4t_}BYu)@tZ!_rjr(tCtZ%?o-Vf(;b&WN1
zTS|51Y8&e4o5$mGbq#g&eQEc?y1H75Hy>YLm*BY-`ML&*=azK06)4_VSl+uL!5bH}
z9G{#I&(sp*`CK62BCp<5jx4L6SI*^fjk%RrX2rbaH|9cIx6jO82*=`CTDlrc<W#An
zEE@G{L;T@A*W6s&9FMZGxv3df?nFvl1(FMG52$Om%^2Qj6HW)i>}MAaLZbmc!h`cJ
z*XMHeWc?9LM?($y_6`$LAGbQ2YHM-H)X0jay1F{@iT=3xb+z#tz2)_F4cKT37B&+>
z<yQAE_fbGSJ;yB~C+8ZQTD-VVxO)y-5PSC65$}>c2f`ZsdygI3FvdV3OPu~~tP;oJ
zSb3vKsgK9n(9&Gr5;vQgbMasU6+#3VXVK3!BIR$&VLyxmi8EWoQisv{#vBZtIgwl7
zgZNv$!TQ?T8eBZk)lgegOCE4#Lv3vXX)Rk&TaQafN4l0bH?@#)w69#+(}_cDUfaKd
zEE8$$nb$*VN?>5ktvH#%{4P7>;eNIcqGJ|x+KdQK#`NSHgFIQw2ag1g+3MR7+XV-@
z$>Rmg#QQ_e%d>Xp2*c{lO7^2t$4Iuhxv`l%K?@8QjUe9~YTb6!2*PW@Vx4%-nAZ63
zNH6*g4Y<6kzNWsRHsm_WI6zX&um~DNUTZ<a$r9P)dO<wc@K<=9U1X`<(&HBwvC$T+
zJb|o;&$-P79C^Mm%0vGg3_!qpb=%>5tSh=0zj?vHF2?;O@=f^419GMK&*gcEak|Qk
z(xh07-cdH2o9j_g25~STx_mR!0At8`Fc#=<wQmPaA1*gFf{8?I2WW4rm#+`nymD<#
zeSHnCRcolJsUb`Fjsu7c=A=Shjx6tAy1X!-h^V+^=@K%Ag~uJgh={1IZ`lcC@n>UK
zQ%fuAOvqmZ2GVT@Jls1|B*KXD@c-bec98#r&7|NMd(r!X@i}%t>KYa5WEu2mfLTx$
z>zgyVShZW4nwm+grHKlu39GuJoHv4&*2o+Ny$@Tzl5d2u=IcVRy4u?M`dVB<*#sjZ
z=G50v)6j^GlaFu7FT}>OV2STxqjyQ~Vp5alE?d5288+sfa2#2|=r<L^buJ7Crhf^D
z1BL`i709Xv8g>_G9=?L|eH$x)BI_bJ13yv@&kgKy-<0~Du0gBW$b3)g@G~vJ4i}US
zMl_0RG@HS?;IVr^Ol43xz1L<|V6mW=Z-C+DYnk;Zox0k(09385rlyXJrGG(PE{}~9
zPw~3Q5SFi9?2~10$1PpF2wlXYRV$XQz$0CK%euR9DEVT<xyiD2&@zxlH%KAx(NFvy
zjAkMJM~aKo0%!KC?~lV?y}k=PAfMIb?||VbH7!m9S%2Ep5(X|<O#oNaLw~mCH#P*$
zg*LOYn6Hm?Z?L8oREg`%*MS!qbaVBMxFl)$8n-~^yl?$dkBH;={v}<cFlEV-B|Y=8
z(X--&<)pgEJ7GmP5yyf;0Aw|n3;Fj)5;$P+Ef;}MRsq;LjP;X1zAq+92BwOu7v{$C
zgf9rsOP!;vSYuk?u$YB@rY`Jp%Mb%|E#R?;RoIM%ex?XQaKS_v&GW&u+uU*;_^^7g
zo$`E$X~aGjEqCV=(?03E^^1t-I_11&E-{qVr!49q%ad32E%gX;+>(_`myiK1U9*TN
zT5*0$Bhl!5v<Nf^>j0b)J2EdKzAOUs4@3|U?qQGujYrY2pn4n*{eAO!*XPB<>pRQ3
zkhU`?%b@l3O?AW*<XT!<P#qd@d<ZlW3+nXI7GOM$O-&8xr)wJ;b7Y0)e2@>(vE|1t
zED)n!amL0$vS4`I2l`JS<2nE2?oJYrwyt&CG3=L5=~>W3+~~lnW!-T=TDp4es#T=5
zsIw!Fg7v-Tpa)b1QUo9PMaCt*nurm7_7YMgYX^H^+(8$<3?iashy;g0E_@FRymM~Q
zvrEb{)<olYTXfwaPIw_i6!K^-P0cODZvm$vBQH1Ra!qkO1qVpR3W^#tppzHpJ62)i
z)C;!l9KpsJXPonaZnAE1$+9-|h=bdDyXtYMTbCB<$kjVe@^YlV!8N^I#Lce>R`-)`
zj$h_^#}k3)bFp~4qCp79qcAiq`)w`41cbH=I%|{21*5~ETb)#^A$@#*nD)Q!?PT^n
zxv5!U*konEhDImbnCvpy1a6Vyt3b{z6hEP<Iqy?^UB0R36p9Zoop-{nWH-j)9Us1y
z;v3E#+I1<#`;YhLwNbopVRJ(R#n%)X8<LOqgI$et_~xFbh6akCwcKxQOz`FXYgQx+
zO;)a0IY{y4OBXaROrCRIb7S)S9Uz?MWH(F*{dxMaJ?en~wi}%iSi-$@W@ev+V}G>2
zwWDhz1dXh$;<@w7XV#076_c1R6&vewar1L4n%hps)vq5vb=kH%Vv2g@wrzV!rOCdJ
z?z)ClNGv<!LsuOj`qQ?s2SsQH&Bc66w8w*((c<~bnlLv!HQxZ%&vvX{S8PF^d}`m?
z6NocAX~p{Oq$+OB$?KPrB9zkUYv+?S^{02wYa$i#UCoWTb(GoUP9V2v?FI$74&2Td
zc&t{`_ebIHKiI*o-urs6H?Lk3U@aoko?*k6yEcCEl$vyX{OP~^@W+-d8KP|Xrt3a-
z=N*&{->~l!SDZ`n4VQ%nFQ<4z>!~|-QM|4myaUDSk<!xz1`t?pb-@K19!!Ae<qJ{K
z%lpi2-o_Iab+k5qfF)O~+^~DyBHGi5XI^^VdfL<W3$IwWf#T=y-m>Iuif<lR*j}c%
z*V;ILXpXlxHh0bOcH|9J5P1gaPA~Xkn2dhl6urfNn-JXF#dp+aWp}jDj;pOmwae9e
zR=T8s<=z|a{`BXu@saC4_A#>gMA!Da?j%(V4XvAoNKHyTBn!kq>%vRW(_cz>ZanD5
z0O_Pz^gD>qPh8v6(#Sv<K5g%|Wh79Igy(PR$HxAfE;)<Tx>l~=a{4CX95#0L6GbSt
zHFgsrhmXT>U|2y9ID&at`|o3jecy@CK5k!opEtr-7SC{!(lOH1S_7Fedex<;oOa@w
z#ABWFiBElssOQP|f0@+f=UPX;axZaj4INufBV(&?YDcf;*VhNXcJuY&7l_%waBc>_
zn~UC#_Z?V}XYO^&r>&URl*2()E?Uz~3OlbGJLhzwu%lOf@Juq61D`x|2N}!I*<B}-
zT8riFjhOC1)FKt_^I)1X=)-uNy+7N`9?S~<O?BV3$6CFzsEUkmveHr3(rJr$YqN2F
zCn*%MnwM`Q6=Uh<WgjEMscGuGg_H&X(^<ETj0>1v6Ixq+T|Lb(Axp%>g$-}>>oHri
znN={U7Z<Tm({E{FR=J}qfzjvSbar8R`^k$s2y5E4eee`Ajw`O(aV}AeYp&U_6`e!*
z(v2PS(U<${<}tUq`7UO^mv4@25ZSLjoNodO4(#HM_Xjq6h0ij4f7c)<$@ce@&Oy=2
zVn7^Jvw0FKS)+czG7<%Or*VESX-SzzlF#`{HXL+EOrR8XBty*B*Vok&$zk>g5{2=F
z#8EWVW9$LD*y#fI{eV}V2MjWYjJ>aWVH=5In>L=dl2D4>yFM5X>dFsqIE|F|Zz;}?
zqjUNA=Ej&)4|L>6YmiyoimARouPM3~9M6+Q80Didf%%KbZc6Wu^#Ay*B&uD&oE(Nw
z^o6TAqmER;r^6d@dlIFl@mdI!467ns=FR#>a#vPLH#CyFiaKN!q-CY+aY!A0Z5@+x
zM_`0?WDW+Ka!5ab<25qvo%yDyAI6#ozKmmCd0erF@WJh8pSFz*aqszOmPo|icfkn@
zi27c7&U}(0lrKJoyv^wFw=KeTqXTUL(A33{8{`*Y-qQkkkKf!Bu<pN&arSEa@MB#A
zFg%6Cl6gLB9M8-XAgTzdcwIXP4G^AVma%3nU1cPs!<6geTddA9FJ|iNpNv-->8bEp
zcXPHL#79@`K$6~APgncE<2BU9Jpg@n@M$8;EzfUjEp*aFq$`%MDJ5%icYg5Pvp3R9
z_YR%0d=bU>Z(lmEmEvO`T+q}+@hd+7Ng!RCec{r;asBNbII$<U;OoQVqIurG4}7*_
zGmFT`rDWt<GIE=YyxnJ22KRikm{ez(74%H~Br~52+VbhJzst9?z-%_v1IcQj8*Mj%
zhEj?G<Lmb}H3J`Mp^Fsf&G%L;p>ckB|EXthrSbo~?Ps02h2mqo&RDsM;@6*hyw^qX
z1G~HOlo$Aw-AK##p5BscqDwb-^+b35KQf)2-3R1(*gkQu=L^<a1IRzGW$<kUWSN|(
zrRw7%90vqNTABJB(VP)vj5$={K^RLjc{A4B(oWQ@ePMC=Qj)Bkc<M${zIs-9+d0Hf
zUAgPb(@A{4;X`MvBI<g}rNM%BY+OIo+l=1j|9!mKr|s*Wa96XuqMDt9ylgnD;aovW
z*Ve^lU73blj+AQDG?2XBZ){>VxFgNY%|NEnakS3w>LE#pfBdPZ5t4CQY1>Y+$<Bql
z&pU^d*B#h%{wbyZeec<8@+?-J3UcItSVi4Q$rir<%ET<!%r-O<S6>s1d1bhNQxm$R
z=9YO2Nepc7T-HZk0{Fp(vrqf~=zn%qo{Jy@W(7(9IP?s+FfB4JPIWR_(o*dj@~Uej
zg(D<sWnE*i#{FM?%`!HBm+P}!v>STlW%c7W^eD&%_V~Zg{{Q{Ysqw4T&$Tm*Be3N4
zY60o`pGU}M;!HnRz&Gnyu>~0n_;CE(i1mHAw=ILKU`S;RF9;FyA>49aAo9bln&YjS
z@S~7IsyF$N=^kNu6>fI`6ji{wteDBdIkFnRki@g`wJUzGj7v^ei=2$!R}eIflq%x)
zNURnr%a*Paf6Qx|PK%T@Rdr(RHw@hhNC}#5&{{X!G)S3~shhTe4OP_)Qck67x<N|M
z;D|*|Hgug9v#FYC#w~y>toI!;Eyqle(^8J*IM{=2S|;hru?<o+i%Z*e^1vy4!A%aO
zHI)>)r5#HqC66Zj!6TZkV1-F%Syi0){-&y1DRNg6zaYge%d+sfN3!_snw*wNk(xQ+
zeTZSBw#G5Y{wXyXcqY7Cwl<x@zH8HtO&+l(U1Q^ukr!{hc94d|)h>co+g`l!aKLxs
z8<R56vpfo$?5NFRAGljQxiN?P9LEyo;tk<O7~D97C$EzokLZs?ltI7`fC1@+<w)@-
z?z>Iqi04>Y$B+wBPvJ&jf?<;Taf(JN0M(=po#$24h}A_z1)!Rv>!f~lR8+O3atw>m
zVgZ2UV|kmVK_*EvK$O@pOv5%~!D|+ocoPoAg^C*JKs?=M(y~#Th~OQIDpSe=X^<^N
z;846jQ_40Ba(Yco%8Fa*l&+9cO8jD{kkg!$Nvh|{cE*YyFP+U~h{PJRX(x-Lu645X
zlZKN@+3`?o94AdDpeCELP>`by>9lReXV&Iwh;Eb{(-|8za<IM@HM4VdO&a%rBeDiA
zi7#4Oi&zW?c?sVUZxo$pBg^+W?ipf(aEK-E$=TwlzzcLYm_b~E7pnkh1@aKG^BdYc
z!-gP2_?zoQiLyM|)D2`DTPM~w#f*{XB%SIEFBzl{9@4`R0c_fcb%hn;EeUu*REVvB
zrjU|VUNJNxM8N>*;SpIgi3C(#CH1PfmW9Q_8C^5*39#TSE)ulB(5MCLDJopsCet(m
ze_1v;%}%FcfmoKQliFm*h{Z=rdx*ZkRVF#daZ<#;tj^Y$D6)oZ$|R+ewIF-aU2RP!
zor&M~f`H>zHVsyZcde~STMjubn*qfkhMR@^<G5<lj)7ffYYZn29U0uh2TpX-q$0j1
zn@*?6rxCLoo%QU9&+(C81e@cL2Jj2OFI&WXIsRIrGPsX3hnYp-0O3br0mB<bEnpeu
zS){%wbI5kmxHlU}8eKdvt;H@`NKTvpiyvo+9b*un(p!Wl2)K`5hcEC<TM;Cu$F-gy
zZdoVyWbzsaWDu8_pr&wgXaSuT!CB*F@K4(<OIQjJqF606c7?hTyS9{VS;S&+*%}cC
zh|wTb$Z#O8Qw3Y6)v2awX$A>6sVMD%t5z+Ys8$O6p^X*k4%6N>m~w0#o~3M=S}d-t
zld@trpUqe_oPbD7q9iSKV46f0_yy2iU6-rHi&136a?=?nO`bIi_G-joz=@4In*n(e
zuiKD{y-+QF*d*?^CpO88;~yWu?Gc%Nz5xHqdsw&3@T1gNc(UW>VH5XaBwKs=92=#;
zlzY8AhmyoE;XKI-^ZY350t2!mwlmKMJnqGX`E064d^Xwm0~=Co!k9UOIrntN1p^Ur
zzMM?P!1E#rWrLz1ky=R2Myf0-nvR<T404J=OjA%Tlbk0L<LJbN)vH{r=U~YiXV4Kt
z(?JYyYY3BZcyu68#_rFyiDCP8DxBw*amlC?60xU9{3>VQOj2*0u8n$K-29A()4-5y
zeA-M+hPZ=r9n3v(d>Jq|OfIvG@0IJEnsf@gtAW3X9Kb3an{<~Apd*NiRtnuk+D?&8
zw}_{F1ixJ2T7^|Gb*s^oK=}{xu@fVK4=gFqk-r0?Rk$zuD94~ZG0!0p2a6+83mKbX
zJMrgDaN~5xTMcB1VY|p{8T|beT!lq;Z6Y#)IVTh<FNAGmSH(5Rxj0rOo3Dc53Gvnl
zoFIxgDI?HZ?B-SrJnr9zAuZnF0~qiI7o?>dYU~6g)wFb4acv;+=o-~jL!+4koM!0M
zgbdXr{M@u1w6hUl4!TLr#EN$UNa1pJ;w^1TE3zOsj5r`LGqy@lbS<{26hN^HPG?AQ
zKR8}6-q`V`K<24fgmp2SYN$<Hv8|-7*m^*=DdO#IClx!+Ogf#7eR&PAAmmDRfc_Aq
z_ZQ$YtGex|2*PXe$cH+nr3iL~pRmDC3M^VzzX%?5J@TG4xbPb?O5Bl_2jO(&`7q;^
zMO<1Jl1NB&p~tnuC17+LeLKqHZbq#x{-OdWfT;lr7R(B<hZB{^hRjD4NVPhyMj;MN
z5=m7&WFwLuSKQ+fGG{<7W8$alwnc*#c)Pf^-J&#S1ZOdp1GqWjO$P0BJn5-aOb-2Y
z3int{XK|a&G;&X{5<is**8}Jvg?BRG6p86%YRD|-v$!a@Hk-*h=+#o$Ow1|Lb?K}V
zQ;x<I(2BU3rgk=(LGnw^#Pwmbf3X?9#|{E8h2Rp89kcCYJox_Ac_!%Yv`0;E6paJs
z{V-@Z7n$Ig4m0STRzn&q!sEdd7DqVz2^ieH&W_S(ANgWl2m+UENQsp=5Sh|NJAwoc
z{M{Om?HW8`6XbgWa~#>aaLC0q-@Fv?9T=KKoj5w&coKj8%dpWI2$F7*y-PHcvPKEm
zf=2lz@OEk@xJLmxG{=d2cNBa&cs3H-(gs8sLI@m#aA~X-RAc`F$wA`S2+8zo(!q$E
zPenUD%mq{}qVCV8;@a+lGTYQm)z(rI$YxT6w&QZam|%jPrDJPKrPD;=nbujt;PIv9
zN}R4i{MLlg0Y8q1xZ^6>2GWEn>j9pH+>JRb7I1O;BEXu#9xn6AD|!e7;KN`xSzL!I
z1oLsX$juO5qP@^MbRur|*^eKGKT<4<xZE)0anqqR?iyO_4T6It=7rmWfooC;jTd=|
z=4_%IM{aOh#Hss|5{<fL#n8z{G=q?KnPjh5E5One3>Vk|@NJvUrD+m@Sq3G%4$Lym
z0>CqvHhFE@<`bjHJ7H@vp9=Ouv~a>vcND^N%Em3M7y211gm{$6rZZV2A1MbnmxbT}
zVFh<liaN;(n%UVsHghY?(4Hdrf0&fO!~l)?t=N(04w<+kGW?SrMK{TD@rDwhoc*B2
zmT&h%<l`_h<Eo3iFjj(zYeNsT(?i~z$K`Cy?yeDD#2=@7mRndx&%?zuSp>!$zh2~J
zK_JTyTD=hke_aSe1Kb99E=XsIHz<gL7-4qI3o+N_1c=q-Vh9InoP~het29<XHcU=~
zsG!CvFjmfz-6U^;DDCLFg7Xg2AUU=Vp%u89Wk6Pn912~%N;4aqZWrS?h88DBrm4h!
zAJ;9$)Xjou9<!h{AxML@Bs=LWXKOR@DicUgGPOxEigA}OlEux8RrG<;w07I8TXARn
zL!&U4qurq60fu8BD~!}-_piry5O&cXOW_YWECPprJ4|!XO{TdUyo7+Y`a;+X=CB0v
zOc86da6P{W*^eES;%^sl8&FM-CwrIRk2r}m$bwYp6!Ij89U(u67SA+fwS@8GL=!~7
zwbJn$aY?3hR1{<1KO*1`T!cc(dUzkM^ahd#lW&>C9oU+w(m1DUF}0;zu$aJpXh1ME
zOONBSVd86&5y!UZ`wEBxjvgCGDmD;EKb#CT5Qxz!{G1RN<QvWG?3?7fY%~gf<59@+
zz%2l8StBk)Ek*t6aR-5QFcA`)aDz)e>GI+I;I5;~JRGP1I@k%Of1Zo^Bq-xN43R;L
z3l9Ab4}a7JEI{BOKfttLqdN$*#0Olb5A+72sU+fl@SywsxVJPUq%hSGky-L$L5OD`
ze?Ly3vmfW4c!wv!Xdp<?R|^7Ul!SRIGLeNSt9qOis%9({NjE5)hb&P|cCd-H-#5)@
zr|ZKMw&O}?<`H)UOI<Xg296cy=Xon?N5}1$F)d9|-3CRr&{LD(hZ8CcgYSIA&vR^R
zXS@VuCrlc85oQDi$ce!2r6lx4tH{THaJ0D8>-i#5@f|o<;ccMN;TjU@?g!26M}m^V
zA1DcL2MbsWQd`_(hi7&nCzXU*zJPmc_j~d0=V6IcKhb)}!z8Z_40|u=_+s3|8In7Q
zv_U%wkfMT%y}%MAl_dK>UnC@mI7SJ}9dV4ZVd*3%RpX>AZv<;RV0=~z{ksod;ZB%7
zGu-cD!eao{Aa7E1%Kl(7Nt&963HmEc&{ynm5GgLmFAzKJNJA1e0u$wX7{7O*E|4S?
zri|^j!w^DK6U3BrF&1UOz~Sz8a30Rcb#PT0=ka>{R}ZRPKPdCAB3TvQWrw%p$`ia9
zFLDw3Y)0yae@P^M!?Z8);$NP-mhOHJP8TgCTmqB37kX+3C6$9E?x=`AR}g=2!=Eu!
z$QL3x_-<!e2GS76IoTv`&X-i?GTihoIDmDfnqh!#=Zz4g13LDkJBap5m_AwY_NW~R
z`1Br7O#!z}!)>yIi*Zs8!SGDn-;6mI=A*qEtZ-Eq=tUcdzZVRUWnq{c^3;ChKevJv
z;xd{|@P8Auq`w<{U<*o{*@abO-N>^XGCy`?!QVggh!d0`h@(oRaQ<ex?XmMv1YeJ*
zyNo{;#)n|$LbTM)i;M~6;>4m4SGB=E!+9Q-9S90$lvwN%2Y84zF|!3zq@-7kxvs1z
zG5dx5F@6sU#%iNh30UV(qVDY5b|e#SXMo)4a;_-v+lNc|lRZ1}ODIgp^DyWLbKfAu
zUz-Xc9D)+SnQfpkxP0pVPMEA-2)eJrL}ICo1v3&3y5uMN<Vb^Xb16<-n-@<UE>X;)
z5(am;Wf}ZG7qKuiQgl7;z5`y&W;WuF0b)8P;iv;h5~S!vFd9K7?@04<u(=3E7R>7^
zqsovUFA!x(m1&HKqXrNsk#4vqDvCx(Tn`TXF+0qD#SZ$4paOe5qz5qFAUN{zId}{y
zNa-R7ak#?QBU%nr1JV}|I{g0*IF92b>sK!?qN7{~m#+upHjIY@_@1ByS`faA|GW$?
z#n%U$!N|T*Br7rb046qk09ZETjR3&|)fqDjWh~SsuL@)ltxSl{1F1_AkE|mv1^?<=
z4d;^I4oQJqktCQRm<uV)dxNqJ=_^W?EWV3BWn4<W+;id09tIxtP%SXE=N4msxd$HS
zxA-XNytwc(<X$csydB(Dv`3%w*ywo(H=r3iQQ?aiTAp{wBH9Q76c^;-%w4D!W6)>^
zR77LKevsG(DYz@^f!t1p!{=gS5l(k2Xmhj(h%6k0)GfHq9TX)|!mpn&2Hd2s%a>(l
zfCR6P;%=qULFizq7spaCWYFMqz&+uzw#X+G+ztkzjgN5&*`XUmiL@M7V1UWm!5UCH
z++aOi35V=nn>i2s;ZMNMqet-#93+yV-eHHm@aQ!llML>I(Q8MycY=N11|wt+fNi{j
zp~8U2Xzk4l&v0b7?Qmlkn5qSW{~6o{gdE~>?l!D>kJ{W(P;E)Ucf1RM11j<Er{KrP
zK6+peb9Oj8yVwqjMY2LP>KO+2&_*_QpOqJ`W=O?`&oW^ZAHerU@GB2X5<4*};ry?H
z=f<Tjd7Sn<dY>%xoQ1wNz*F6a>nnQfXcO3Uu-_%~6yl=}qFp~un8YRE1!TMpnBM{X
zQ4lx*&fePvR*5u2X3q1-PdJlfdB`PXS&~Butriy>$g(Pv<ULtk460WPw*W;7$BJcO
z8w?xD9VinlJYjLqba;L?=*JWYf3}gR<PNl%Mey9Q?hqFnqC)}8j6gBN9+=$)@Naxw
z#0Q~^OM2kiJK^vFID7^A9Srdc;UD|SdpMX3AW}+%K@VSj=H+Mys_C~q+$a^20GUvK
z5LE0ZR7FG|GNQ<$9H-l%TAUNp*X#iGDZt6`@y^{Y<U%g~majebH8c~Te7*R)efY%f
zm=(f=@5G62L6gCCXt&_&E7aK&L1$0IoDY?l#V*qxW{BvH7Iek_1PP)LLBt1k#`3c!
z(p~U(l&OhiV_;xvQc&*7tIQL)La+$WE+h4Zv_3qy2t-4YkZ8pDD;Y#20XgU^X4v?r
zhp-xf<!t*JW&z8*gKJ0g3`17+x<rK{bQxpt=)Jh^8jS<#{~#*b9X%=W1*|NZ2ae==
znE9nR)+f-TK#pUFN1&Iz#PzI+ckl=XpubDt#GiJ9J+1?$B;kZfNOgE{_WaZQ0yZ20
zr<U#7h}#*+bd4IsJb5@?;bjLZu9K!;RhQV&z9P#O+0zt!4tuu8W5*c!dpdMm&R+W|
zW<DGLmL1U~l4de@BFlNj!w`<YHn+G72GLGRxoybUQC=RdmIb=VTt}!g#_Aywm^boB
zhYbOr%??Y@EA%KvuY2IInD3ykc@lro0qCJ32Hyesi9C13KjS@m5<$%FwL=-g5Kik#
zvXB}K9K6~rxM?;8CX1Q{S`u7}4~wxGU!XCqIQzF_5CHue$M_upca8pDL@lxdU@f>K
zIMKC5-bNtyobZx~&xsNDZ}_@lw+9w|E1E$7t>94)X+{ZzomEUFUC^#^2LEsyU~qQ^
zm%-iL-QC>=cXxMp_l-LY?yzxphYkEBC;!R0JAKs`E1mA7E32wjz0a#@eFOFx+v1q4
zYrv{{7oE0Yhy;QbneO1674iI!wAkIaL7ICn5hCbh-sr;Gjx?&0W5CDpB8EEy-{8+p
zy99Qn0~%-H4cI@EKKvE>^*K_Fofm&5by(6LeaK!gtW=Rqw+7|>aM=JSvfM99c{NNS
zkD>751WI_1yI}i--x~><&6*EDi+o#P&$OKPV?Hd~2(nl|v+dv4=1%rRA{G^{JB$7^
z4<ru{0Z<Q7E}}k0AA;^?Se;{U03!M335hTar9kM}=a2DFu3M-(HhfRX_#qEylCd{k
zjF+A-HA7||Z=LE&Gv+t}_E9JLC#M{nk){bpNA*Sn9x}$EtnO3WftBKm=kbYT-Zq#D
z*kxW`v2s?*PtxttXib%&XGyHmHTxncg2i3PfAEBZF@i*4?*f`4fAw8CBG4ES%pFW>
zqQGWD3!W9@()}Mkt-|UCeJ%r?4Ulsf>|`TV$M6V$pb@?T$1aVr9HNa`$<qmcG`G*N
zX`tl3aHPAyRQ=!ycn?Ag_WmdI8QK@y|I>|wWbR0R&*(km8|ykDi|P-aR=Wv>Hn^}u
z<GI6RX8vWyx=x3<gG)ip7<PSM^!SIJNI2$|$Eo$k{|`C?q-_uw!?pz5&oZe4bjI7Z
z7uGJMZ7dzQ13?!eIyjrZ+w<zhH(2hZBPP^tY`tUR3GdfJ**SdM$Paz1h#DFWD2dNl
z|CZ3B+ATwV37C#l0&ag2ph=Ws4z6otzeTvv)&vCYcI$`;%7AAX`vtYa$xVl=574v+
z!uj4wyhIVeU+Jtye1Ue>AnwyBUMBht{!udku1GXUPeuea0DrH10|`f<s|y1Oq{}%^
z#yrb8%hMxZ3D$-bk&=vI-E#jpvBW=8^U92Ae~I;nLo@z51qb_I${-lnuJwu**#C3E
zeBU!OelrFc|Nm>4|L>arLo19ywZ5iu1p||u`(Iii6XW-@vU@yrFh-ZZ1Z*1RN%u#P
z=eYr3`?Wzq0p2<=_?YhErWSvOeev<2(}oD}+Ag93m&=(m`Pjw8r`^zvt^aNhk!6-J
zCk_n_+3<;h)Sj~!j`;h&{CMk**FEK3T~%}BbGTI(RQIpb_UxI0aS%iQ3<{?qhT0ui
z2{!aI(XAM8F4I#`v{ngzAg~m38+Q)7MB>><Jl=E2$b`pTFH;ZvdBs=CrlzhKX9ln~
zz8612*_|fYjzif^pXFpg`#AJFy#EJu93LOQ1@O3@%~zn`{CS)mt?(KA)}J178l$0?
z|6rI`k59G}gJ%hsJ+T^saFdU`v>1Sxuh`-?24|g$kOb6ZtXc8}KI1J~0~CNAAMdL$
zU_`tIfAqj_3_V4gq5`qG)#M2fvgz|09C&YTp?h=(1ItQ=hRNPIO;28~xmP8Ii%17Y
zMJ-PE(0D?{03Xy5DjJ-ddGV`rI7qw=_?VbTybKMjqK0n|wR0M?LszBgP{8pm<2`SK
z4|?AuZ-XF|^aWa^mvn0Aq^1CQqIF{{<eNrU;ixjOFON%QX=q^G4lwr>%A=pvbwLMk
zA4z*84=b0ou>S|_OZ!-G#!fMT;BSWmy{1juzkdepJ<cmP4%Ko()y!yBL}~xwMocIE
z`yP2loZg(q2;}7|Qg;!zsqGe2q+t81H<Y9XyrWz)|ELlOF1@1%m>0XAef;Mz8EweC
zA0S|u$6`%)Q&|$ykpe)FPRBJ45NMrbzBB|*pp@l4fa%veKBKn)%4VGHoWZUWwisz~
zGl$V1^HtS&cwCWDkS&oHlw2c_kuC#jjNlQF1G|iigoH`s#a&NVF+DhFSho>*DXPAK
z(=qW2_7hSVuL1mV&|pLhzW<`Aj!@xxp3P23@LnWnZa|Cu(x7_wDVHl{pz*Qo&MU;t
z#dgUk3K&stx}F-WkFw?5gAfqYSX^Ec$){2$OW?nk;><|Kdi0ppZs$x)570G--xVZi
zPP~;v5<pGUNb0if-?oX5&f|)R0MAWSNq#03;vOEHC2L4L$8J*{Pv%X1!>}8qtF5SY
z6t>Nc++EdT_4&Ix`a{za^@d*f8(aY9^PCJlXaS_PQY(9a`7{}vDbTPmTxt52g!w-K
zZfQ8A4uRL#z7XBFH@v69z%YKT?EodjYb}0F@a=_*^bnF&wnFDHGT>mIH#;AyhvaK;
z%5OkjF!D45tlz#J$#lMA&_~&fP!Y^lEDOYrGJBU5x<td1U=Xr{8v+tM+_8}F1pH}y
zY=+W^$BJn?*92&j#U?qu3{7qZn*V0GmjgebZ=S{J%dWZmW<vty##1^=+<0HCanxJ}
z!p{^$TcrsU7wfC<hI!d%%}nj6chuFN&imo>)!!wW6zDIIto1;4;~IAVYzN_Yrz3^V
z|2*2kx^D-T=gG<T#By`G+>zx5#+YeK$P3&4tt9LJ16*KvpVA9{RmVm-K?1#S<aI;^
z&I;Vl1Fr**)daer&sEi09xpirJ5cc69wT-Q`;Rv7iM29gb<xy`hV;4|<&lu7$z4M$
zI!@lNvh#v^Pi5?0&t?O@J_n=Cd5W&RZI1;nY~uvJUQ)#avF*$K#$p+~*U(moPS9z$
z&YvJ=wL1NF*nc*f*(c0tBYK&P8*nU})_M;c1IlDR*O85zoO%4YA;Pkoy!%e=#O;~$
z<#%>DRpk82f7m{6zv`ngQ*bg}XCU<L{l{&+9velqx%oRO7czId%>zA*9j`C{3KJ+#
zE^{6yymB}(`Q8RbM1Mg|h~#tW{HTrpDIj!xjd-4}r7{v?VM&qVWUbl$eD;9*$|;9|
zQ;H!FYpcy>ED$RnR?2ueSmZZh-o?C`-e>*l@pG2Y`_vPDG{us2RrdY6ZOnHnhLY33
zdoag)@ZPyo3!VFE>2^vAC~Jw4;S9`eNxC%rsos4rpm_^^^EP&<9c%cOq#WCW=yNx|
zhd(+8r=~;n4tX<Y7^Xjny06sG@+Ee`XrGf!1>tX|lXu?-VJ;*bR=9BCzrWFH0KAqW
znq;{V)p1?e07$p`c^!}gkHuofdJ#Y;3*MndJ=|iMd+1;GeIB+(S8o(<Pp<}fQ+e9l
z=pV=4C`7AKM_Z~}+YJaeL3OVy{qbi$%7*d`kbcL5)U*vWxbmXCp+P#{0XzRb0eP_>
z?BJxW=2o8$_ON~hPyevH0>V0pctV2IR6h$P4FNmXECmRmB-U9hE??O!%+1bpH=PC3
zwEIjLo{_zy;O5(Y_TGe@Q(;B;%xKfi{Enw6(L<G)pBE55`=kDT0ktPAIq&=DCtk`(
zjvUOzaNRmyII!<&EB>G#o!gX?+rHmkUZpuZP~g{J%bkm)0Q<U*x$_@4&euMfte7v$
zJHk6{;AKWKr7vF_F>hS%{2k9XaXR((64}kS!Viggy5+gs*mgaSm)bBk>#6(d&U(=N
zwfQz5cq;Ncr-Qiz9tQof-JSsJWuG3b9?*h2vfdj^&`n!tHWwK0b-68?SGL}}bElDt
zMV8go&xj&vw>AxhjUjktnLRL|FsZl85Y5$QCtDNB6Ulup7Uj)`?qsMw?6$Mmx$sHH
z0Nt#7H{|A`>%~wXQ}PK`A6l3Tw=XbI>SC!#x_8LKY;Wcm*%sXIKKH9sJ#Z&0L4T7V
z?9C6H$jCFamZJusN05tZqaR)%brQ120>pmdIAeg2uLS|&W1+r1yVY}`7Y>6?uQ=8H
z9zc<&LB6Rxck9v7eh$Yk6_C>>Jg_xHc`>)PZIO{a;O+Nm>Ukivmtoue7>zx{(b80d
z;+NN1aUFtyKGu6sqz<rbt0=b%3Y5#m)qs8DE>}ioMCo-RFh{&Umj?Tkz6=I((CmWa
zY4O=VE7<^iA-}i^yq#`x;DZ!!bMD=*hb7#BM9!HGQ!+S2pnkNUv-tk}1|u(<y#|D>
z9>)((*sa24e#Yv4!KhZBQ|L8-uv)H;OLm&0l_)uzuyG=v28f_pBy;52(FS+@t0d)m
z<uXJ+Cn~q?M7xyxde#{(rNM#{N}bME^w=Kt-j_p;Z2hdx#J;Zu+%%po%;CqbES?vm
zr{nfqiw=(2W54Lst}a^%$j&Uwg?aZ0fb=taU4KI1We`$VQy{Eg3+oltO&n5{S}wF7
zbHN2jA3#a>QT}sll-aTqc54A0o#W7O2T6WY2?*QGZ#2VmqK96bv^DP-EPLgSAYMLP
z6!+Q2*x7`%aJ>TA_K?9&APzXreCL0nyy?#nAeRB49#=fq8U*7KDOTk(Qa70q^&x}i
zvySl`W^VueE4%x5NtnanvH=Uqi$Fhj6w!Ns$g-{{umgQw9G7>uwek89`L5#6^7X)y
z?%u`CsO)cAFXt|YYy`+_wU;5j2JRC@)fw=JkD9rOmLL=I;)KHX^gZRQe%RS7Z?q$8
z!Dscmo{G0O4Ni;30Rf2)(`zkA9)pX1gUnclVFyp0A&wfKgS=K}Lp3?BJqlTV9plfA
ze||{#Uenyzx)U{QK@d9dbKfEW-vt=H;C#j2)meK^Tr(QY&47u3NX(6uFC-sB&=Zlv
zlb4UV(}5OHa#SrEuv*n@0JLe2Kdh^WP{o0bd*g%JpG?<ViAC-Qw;FpK{&4s+^LAAY
z>9J2Sh{Cx`3*YPdCJtQDDRC44Cu-SX`fsInhMb^>4;+)rS9aSRpdapE>PURUyrci>
z_umcw#)SSrOCSOH7gzMQ#|Y@05vwpR`*9526!3iQS7}KbtJZYXSh9-l#@Fe8{H68Q
z7O_I{`C?=mJp1o+tNlfMcO-`L6*yX75b4Bs@}ylvL0}8(_dHitW(f5lGBT69s(|EQ
zY9o%Vz?A8YiG4g1olR``wj8NH83z7*kKpG6!<}{27!XC(Sh3>Za;9m_KNke_@=U`n
z`I>p(@o__Yp)wnF-(CGh<aE1GFYVv+Xh(XpB*2^Z49ULOZHeTq0Ep_d5LIU(yL<+7
zA)o56(nVKTRl3`0KOt%BYdY-%%o4)O51B?T1`E)01njISG~>et&RP}DJCZaU##f>0
z&h}21k^cMV{WiPv7j-XPcNliA#IN)0Hf;sWy+J<PxezS7_G90H1yHjcE_gpn?0&rs
z`?(v!=->I&H+V}svy5Np0<?>-+uJPgYezP=k9|2sjvd*L)c+vdkJ0Bj{zUc>ye)3J
zF0Au3{-+epQM%=@>4X3BKsjSF3rnc-xUEhEQD-7G;v3fVW2GxB%K^ixMJsl%Ts!xB
z0!;orxA)vJRn9i&5$~z`h?OslKdRti_?-^}=<Tm}hm-m>Y`yVpMp73yBPgt6N!1(3
zx=~9yTL&OaW3=P_TQy+pPbDX4=(EP+!S?jP{2WI#7`ny0%KZj$bLI5PM(4kM6mN|m
zs7{tb`39NxHhmIiJdz}ky%j`QWN<y!*I6){^>H$~y5P^H=ZUCZC$Ix@fLwMjIKQ>7
za*U?V@$#U#QJuu9%SHiFzCJylWbnBBC~`RZNko(fAuYw3_?%Jh^JaFey#Kcuies`U
z)ku_~Zqj|1?YhF<enuP7$L_h~dN1Gg-5||*7MwBHeeqfps6Sb-Wq3o#Zz{+-)9!s0
zk+lppKC46RiB<HCbDGWjWO5kBWHraWNoX6n5DH{Oe!uxK@`yl+2kQ|yyO!l;PXC?z
z>Mzy`^^n;!2+6PQY=VduPunAB^&=teYW+K~YbAUvX*+`y4R&V;b@u|rcj&TTC~maB
zDm>}1cuq<_I#wN7S@@@hO1N+Bp4A<Og)`o7i~R$hvk8CzRJyVY8&<jBq-Oeku~m`+
zehIEWjKNOFp;zWmVRRW|2G(wu+Cr+`AD(<bS%ZMIsr5Tu=o@J1v}NEJldsw?;!p7H
zS02xGI-q#xQ}kdu&180B;++8LU>$neH5ZGGd$2rK&JolmAh7>sb=sbJg21P3$3f@N
z3O?3q_?uZd;>Hz&I+$B#EWiil^RM3&qSow#I8yB=PJ1qOi$)x_+?33yYI7>Oyxyqm
zMgpYPo<m5*&P9a%ejEEopJppjk?H%x>M_$t)tbARVf4QJW=c3M$NW;4<Vky+Cne)N
z!6C}Kz%<zQ`}iUF62PCeIMr*efU+Ak+Rg7QBUt_4oPOUcM$8t)@hkqfyTw}0mcTGI
zh|}8=C7Nm8uJ?wXfxy1UivjW2o(tB?FGT;Z#{fNv*y)Pf=Y+BMhyd%ZwoYOW54i>N
zjCWk0x8a8zPzi5`h&1{vZN|+G{5$AEh}0nRxc&Ey+t1dP$xrx4fUwipa(!W+)<=sS
zoOQI?TDm>2{xFGYIc4qU@^*dr<-VV)+uedS4*F9CM`3gJ$0^;ak*NDb)c*Rr4S9JV
z`IvnNo+n#w$nV1Aiee*cQ-9aCMBzN*g0sh8Oy@parL~!Vz1|FJzB3iRALul|r4{Pu
zXpQVTQ+j(K=WY1>vmQMbLn_75IZd(~gMh&?8VrQd@lATw?W)(~;==A5UE1!JgQdwE
z^?TQzF?pEP?v!o+tAF;v3Az?Sl=w{Icf=K|JnofbCV;T>uAPe6zqkq6i5q3yp`h<}
zgF3!;@0FMtsY52&VeSjwAIK)26WFI&t@pL}iEztxJ?IRmIu;0CS>CVQ8J+CijH&X5
zt@=5;-=>F3>2E2xm6EIJ2-C-%F62o5vLtxjJLtVTah?2Fm7NsO=lgzV+^&Mf$=yTr
zB#=4tljY3+p>a{O`*K_Sa+<%#r-3!J-!&PjN$+URZo$4)!lKPE!WIH15z!jU@$tGw
zVLSHe=Z+ml{1-7o$Ey8?X`rdX&d-flFB^Gl`@!SP3^&%9RNPQjOmK4y_Oz8eZ4>dC
zbuPk%jRhR#+T1wZKLi;X&TL|PZW$>GeT6x*!<@skKhXUAzd5^}i(P*R@<o8zn=X+1
zjoUU~$)kZg`1KcQKEP}L9=1pLo4}~96t=?HPk!ylrVmZ)N<R@@|0VOu6X+9nZd<zH
z+biIrKps7WAB))?IbwFx!Fk*#%;xp|2+FnLr*tQh7sShgJn#56^pzz2`rmVnux<OV
zZ|u(ORyhM_k(KX<E8Kq9#!gSSI}Z%7rRch_N3PfXv`zYpmGCk5<^528Bf~Lp{rLJ)
zGG@eHH_qQLv;WgRQ%2=);A4Ug)_aEm%YFM({qj_OdhQ`7_yWQKif1jIQ@J=RCCh5v
z1)cgLa(9R+PWF$C1t^&Pnn}8{WBnnFh;seFABgHnI8B<fd93%`=F>mJyqGs|dDd%k
zQl`ogB1}DH{1f(ZKrlgdST6pR3X##Xn3f%c`fB;zPRO+s(AOV#!)U-5eOb?CsrJ4;
zLy-|6>z7C+=eVca!$zHt1#2<X3qHjc(}*z$aI(LzcSCy(56TIh-am%a$IfV-JKHB6
zEbUtcuW$KEt@r=sX>&O0XA4kY-Ra@Odnwy}mfr}Nm7TnN`EkP>mvixsctbqtuELMt
z^N~cGs?$IE<kOW8<KZN^@mvQ+q|IqLuR-)&aq?tx=%+2+%&hRvY40nYMPT=y&3ee<
zpv~q8Zwc@eJJ1C3&a%=ul+vjS&9MDof#l6hz?}+1$01y3A{j*hM3D&|1eV=)M+`n>
zXVXF+J6--n>dwH%LH77fS<jmqh6#l_xd4d7X3k>|90ie6#H0mgY4n13bjbV{k3cfX
z_3+k60<ELsL<QbXLW|+FCP>Y8qas8A(C%TMK<IXse+TRYh|A>6FT#NS4JbeF1){LR
zV1R-T{qI7E<iWo-?m(*)z$ACwH3cZp6Kk4Z4;<+IyBR44R_DuS8U+2K9M#9UiT+Z|
z*xPjtk(<u>k;eoyrDrwf2itZ!1r|^MiLxkrS0K7=AI^kVKlvEC7z@|EAJ13n(&FC9
zT)zdYY;EbuV3+$3>|#v&#+<2rVbiiY$eA5E$6Rn75lJFjAd)yU_WQ&D79$bCKYA(@
z5$U<d?XY)78sO7|^Bp8d@`+>Vda9&H!o0C$CoFp+Q)Pk%Ch_WMNkl29Hj}^MlJT1-
z5-xxgT@DR+Ekm@4wUWfDKt)y(dS)*}OD!?&A9@jDmx__orC{!3?AV=PVH;v=0V_*O
z)D}fvT5dpReRjlg9AuxhHF{CjKz+aaoArLcY4waSWZ?78=CBup$0SjlTrDJF`*l-Q
z9$4P<X%9yz*v{MJl&8g1apQI5EM%T;<NKTtP>Ra^Kp7}_jXAxI)V=H4X$5stR&kGJ
z)xHyNKHCEin&n6Lasj8u_0ih9EZtnlCr=<(6Gie^HEW*Z+xu+jz>TG41#d$z<Ku%<
zhJtVDhl6#|j!L}p@{lyS;I})}zDK8*`}R)(kDmTd9&qa3K*2_1e*ndE$D-&?g=T%6
zz*=2=5*uNRLuaeSKv~d$e^E2hmmD2CH8J@*mqCiDm;k?of}ZnND41z1{^yB3)zMGn
zQMidw@^NzFGMk#_a2-cw5~oZLGN4#UDFHyYStL6>Zl!Eps|V1difoVW@Rf%kp9jWo
z4dVDFhPr=I9?bj))F+5pZ9?E&V79o^1m5dy-fW!%@_h3$ISD)r?$GnLV7KcXq|NAV
zD&`LZx&SNK{CDsuyo|OzB|qA^Y(N>50khM*q#A*7x<Ywf@Vw^EuT$SK<yl59rv{w9
zw1>7JV$J4D3)yhetj!79SeFDC!OSE|V{zgdxXi3&Eim!P4-tdOlcL1OBk1)`jn<%D
z6Gx(v>6tCR@MDh4zPLnSPMEYunO=I?iFvbybwoU|5ynUvkrBpBWG1T|*t+SBjO;Cl
zM8GhxCrPullHKz<6lgXUG}vYjhMy`UkmHxyw<;z=bf>tjS;)vA>$pHNy5u=vKwyi6
zNq|!pkzGRAS(QkX@?TjU_M{8w+E<PGDBVpMLk5&xX>;5_H_s?@K+9a`lKY2Uwl;l)
zl+FRrV^R8Y5JAnRw)0HD=ObkH>wce4YCi^4kNsxxg=O&T9f5~UOJEdojy^Bc%eS+}
zj7z_p9HA-~{0oP({u&YdW-d3?2FO0)(aDJ=!gcvYWJEe~E7%NOq>F(f7tJLB_1Fkj
zjzn)J);HYv(oNR{@!K3Zo{1>qnT85G^cWhvLstPXr54Nl(8`JLp=sv3*W{FK7#@<`
z&%kt|ei5zdk45Q(cCa=T0U;G5^NZ}jB-qr&G7}oLLsrcqnT2ryLQ1M}+=w=F^XO(f
zppn|8W^S)IMk)f58%9-Pfht+0P7(XR%X}#X4RWU>gr1xex7+k>!=#_GR0{4zq_8j0
z>vLKVpp)8@ZGVWb17P{Bf59`nYpo<W|8tG6dnyEDqraOkCcOLGO6hL^y|FjP1N1iY
zsii+Fd=D^)fDvMcho%CtC;9k3(ml2i_?;>e4f>Q82g~(?-nSXUzmMu(N<8p-N^dTj
z;@;aS8ui2P(KL84^L?d$qC>VeH451(E&m$P87X%kLAPy)_6;Cz2<kJW!A;a?EgGq5
z>|xh-m7t@ozVoG7#V6Z-u1G=^5e@D#Va+&#JjRKYhh|8h$KY`w=15Blj51@1fnvy<
zss__xX=9~x(!;<ZYHPiN5tvj7*~dVgm|By}hjLFSPr%$|(8M}b116KL*EbjLxg`S^
zP^j3PI^_ybz})8;NRhf#l`OCwvNY^@z`NsT3J3s}Mbb`&H3UkerD@9NLtem&ijY{Z
zsZs4~wSc^QZ%#6xr6~t;3gk6tLEfJi+~>8GD9;bpW6tJ$y6I)JaQs;xf}b9^=4sLO
zyuq<W2lF|xRgCh90P3PMN8w2Ie?26Q3V61i?!rdywwwzKss&^8U_7iF1gLLk;q~FY
zuwM7R6E9oWzY(;@SzGalRU5N2r-6KHh;M&J)!3S6urGpbjAV=1GC>%_FgQ}MF8{@j
zuoVm>IUaA~Tr=wxgo1Wz{Pm-Ap3ED!wd2qE#O^B#Vaj;ctC<SkWI_jZYGwaWff?sE
zSw8(3PMt)#LoBL7!(S?z@(eXW3=iOR<gZpEdJ{>N0NO<LKXPj#!!S~%7{d9cl_ryp
z1&QQYRVf2qRH6ky1`c}fo^q3kBO$rN#STlE>!;2HS_aXX{s(M4TXGA{HTsS~>`vV)
zAs|<yy4dGS$r*N4pg{9w+?X-IIj`e(%Lup+3Z3bM1buT5^*3-QJ6JoB7UKR(5071~
zG!Ko76{WSAwa!E6{t{_x!FtJ8t-e(Bxw0l8M1c0&HKK`;%Bp`a=_vuU@pkkXcEwrW
zeleRvW_9&m%KPVCrdzzDE`p8Lcg{m4)v^(*GiA&zcQ5|U9<nt(3E|v>oU@jMn4@-T
z(w+Z^2HY=|^Re)WUNT1y6|r;j&>DDE^v@W_{Q@VA!^28vgIl<_!H>ctRfa)sA-ffV
zJR-g8&_n(J%V^+KNa~h2KOI)<53h`ma8bBtPpf6nj-`X=PQ!eVZl1OnTu#-tWqCs)
zJ>>ic1tPI+D%dGH<i=~}Te_UCupaRGovXmqb799F_{!EXo*s3`n_wkOyOFucr?7-?
z<)8k+;t=P4gwGKex31>|f7wWXd(A%OKajNsS>M~I^%64&@b2q2!!ISWzv4vOFgz!6
z>BaUqY>71850J;_l^%!fT_40Y;1R%B+HwScv4`B}F$3%KI^0`|$`@OLWpHbZZu}g>
z=l{(@Veieex%7`h$8JHKwhI@OwJ^2WWNf+il-g?1>=fk-=@d#oza;H4Xk3AVrdMFT
z53M=RmriwSAxkQ+cyh}bYx-FthT5*WdxtQ#D)m?PLBc6R(kow;Coi&OkJESRQEHmx
z=;%-c>w|3PkE8|-EWKxgimOv>w9Xy7a(Z9P6piCl%UZI^LohNd`Cj^YBQEuWifprp
zfCOV6pkY-}{cxmL;iNs^I#EV$t6a6NW+nvh*8*yexTh|g)$FC6REy!Owmj!e$JMo(
zer}Ml`|%)(p|3v!(Ifg@nL5SuDD%S!vDqaiFpEFyVF9Cgpz!Y@Um(%jTZ7I;ka4a4
zqd(qDI`Di)A0oHsLJr^yOxn3V2Z6n-SS-%21i*eI<hUTc6iX(J#D1hv)W~hy*zK#m
zvQdBknE7RmZRy%BwAVaav6;!MPf~O#Ig?vqMZ~jBmt)YZlL2LonHqzvSS(mge?2kZ
zm;>$q2pFglz6ftmofvau<N?DOZ{XwPQNza+cK;f*o%_k#jWTc1NVaqj(@4EW(JOmq
zOmW}=u;Gv(Dsx0!y|RJ7rMzUuq!~~zuc#V!+j&!7+Nd64YLF}Bj!l4~y41;&feAI!
z8^!NR!@F*VUTK57@vd9B@d*p$iABi121#AWt{WPwXY-Fo+=_ABHr&KZ1v8>0j}WPO
z)`^V2^zYs}yN(0vHlDPGY=F8M^1b~yEVnJzX?{?jS8caDWZ+*Qx@Xo@|EruCQvHFk
z-75XgQ3!iEZvk)In`lE+BF#X3-M3aq<FTV1e{?MHzK_Z033Z&VR7RHv@LF56VU0P5
zuj2~0k)-AMIc%EDYl438wTb4XBkj`l4Y`d=VC0KV>O$C#PLn3etwt$9*sTS78-eU}
zA{Wg>%<m@N&YvT>6alL>bEcuXBAjG&wqa!$%pG3hyapWmzidoJgE~h>8%RR)x;3#L
zSblW#2Rjv3qdbbNp_o|MV7aogqZ1TXLn)3BM<p??yNuH!<4+K$xOM#Vov%QPX~eXg
zcml}IGq^m}a)-@~Gg%9-%_ov93T_?#4C)KvlztAODEH1O8j6ue-MT`+VPBV9oa1z?
zs4SCm{N6~gGyg?M$x>SQNGa@Pa38#*WP3qUQYn{eQ~DwB?!Cdv8wH@hKc;&iLZ<2X
zkv5~fR5Q#zf1<xk40QK@fyH%v+bm-{9ACBSk~-wadXN5n?fcDh=K+7CuE+B{yt6tk
z7x&@@?I2w_3}sl2C)6tY?@2an2nSITrtfR3AM|xzC!eSf{3la*uYKV7e5}0mxhCl+
zjD%H|_l6D3GrL1jk-n?bzEU_RrBe&qwF&mx`A93*DhkmtQGAYpQc$z%Ax^6Nt@4(`
ztngfp7?~c=@}gM*0$hBJTVSdRn=0or{cZ@sGg4sHtS+rr5{|zAxQkij5<qZWx45Ov
z2mNgk`muN#o8jk4PyxuV_CJ24aTVZAnjoF+!OoJ!WocTxd+9+xt=n2oszmA&jf|JH
zeb5*2L=2;nC!vl_;N6s;q)4I(Ka;h+kuJLX@cy9P;aOY{m#TDQlKh#<oY35r=U<*l
zZ2NfMhHLStEgmO0ZTMYg<eh$_+rnLFX61c-N|$D@=_-^7Juj%0>XWoSyvSeC4IZCo
z;~HhiI9}d!)LB*Z;~($CJ{poo%gy3td-lt)j+hQ3CJNbMG`>{pS1MwPZ~1nuQhO>M
z3r-g;?{<VijUO|?)~4mZD{C@EYwnek=n5)77M(OJHV-a}1K!1q`0ui1jD~zBSh7_R
z&r%ME{>#Tp*%XP?#WyVptr$5^C^2=)s}BIsP5hTFYXh=}d?>pUK2E~Ym3mEptuPh9
ztW@LLx?Y6D$DtYTYb$?ODa|wd@jKf@?GFp?k-j7za~5||L}+?&E7>cq*LN3WSmLfq
zcDi^OHKY3eeywdwAgl87=GweZ5SN7|$LjtSI;@oI0|Y5?jyDhg5%d@09_chBkeHZY
ztZxQ+*N_;hm`j+1WPrOI+Yogm+~BcD!q_Cd0AS!2DkdTpdVo6>g+#ndmf(i@6N|8N
zyRBW=K_k2`m5zyub4-5vdw`Y+@Q0ziyI7`0Vv<^TRK`lV3_7{Y8Ot>;nImttb|n5(
z{Zbr>vUI@cOXv_b>1{*<KBAO+5vC0L4H_z>Lh}vU<wwLn!k;*3cy^1m1JPo}$y&kX
zauh83<f2p;7z-^)S`T&&%(_KO??%SPM%-0o6zr{8Y7?vJtL++>pR22@?VL`BZ1E_@
zl7+)$jyl<ls@0)b6t3FlC#QMWX^SBTY6~d`)+{)ocwU6(^Ci|Rv2T`0bER@~FTF|3
zl|`s+7~&#$gN|Y58WtAyeR0?@?mtM<DOU0RbLdO65+Pxbx`$#^3^hcd>&RB&BO7S%
zfVBMXn8xNTNkNBXbq<wd@6PEOOHeOVm)eDn$yn>?)G!a?5{Xyt66cL1`7g;M>^J)_
z)NC2uebCL+GCSTnwiHVm?W6CvOt?kKN=Pkcet!@@b%f3#?%rPbKdjNwQA#okOEk1S
z)#P27@TfVhU(^W?X68b?p7551ctOOu&DK-@3Cjz}H>=uqHD}_q)c8hpc|tVSFgFki
zETK6z=q}w=P|QUy(wAzNNjw%>ugs{Fd(Blyt4IWR8Aih+sFbMStP%%U(B{0AS(obD
zCa&}1zSYJYN-7p_aCZ$250AhE7n2WHl9LX{kT1#5lDURcx;j#ne9KiGDagu9OOfU#
zvJ;sB%d_s5Gq}uV=~`Cj!bxTFcO^eLEw@2vEjZ8%ST*G;j3e^e--fw8>FmaH+;TnX
zr#fSnCRg2&hti8tk%>xftzHfBra94Kt9O>9OHqwzWrMZkxxX!41Rjl+UBvZDy_ik+
zZhD)&n9WwfoD;p6i|w_Pvc2Yb=*i_+O=b@~mf~kbloTJ)TXK}?t)fO;mFe-Yi8fH_
z@D{ibc_c;t>nP;Cuf`DneB{_Hm~mNzeyU=P1r59ZdW(#Tlb2G=!_NC-ZfPpTz7d9`
z$jE|_-PDqan02nFU7*LgVzbsO*rU<mDL%;XXmmN#8M<{Qdbxbb^He#kqu%70ruOr>
z^0z8a%N|{YPLErcn`(#2QfH0THNAd&wOLSVb#=2%%W~;`>6FIla%P3Y_8Fc&tLocW
zcOyA%S_L-wVbqrDnW*RCoomb4K33OC&D@=4{pzJ&KA%ZTm(?lTr4?qI)fLsFqiPim
z{JX_C4J`%AvX+mQqMcT^SAqZ)pP;RUxmcV?O<+W?vGKkyz3qv;BVG}YYizBmuFf9=
zh4`~QcDa9{VhD$l%j@@;=0-}Hz9t3^nN8wP<!f@k(cceLX{A)(JFML8m2$2}biLin
z$+tUQH?V4cbF5Tr*DX0uTRnF^o{1hd9@4H@kZ3hq6jas?+`S^uEN1E03=cqO!bxG#
zr&qN|dYZ2B*2qp^rKVL{9;KwFTDoSl+R9mmEQ2|lrO|5?>P~0#`1g~vQ0tgtBG5LQ
zl#pM5hOLmDvoAo0XA9X)lUS8p(~c>Ob9jDcp05+G>&CQc^b2(Qoi5XzVZRZotJjJ%
z3L9Hn*GnP_LurW$^i=Aqsix*T0T;KvY^vCZGjhx8?cP#G*~=qyIbCiGo4B}t22||j
zb7+4J3ePhxu6Yj8x~;UVk8&A$Wms>P=d&GGK3bO{DO|7hdMhhtdfkqtA|cE6RIShv
z74la&Q1kTEX@!_3g=)5t-H##>tg82<^Sj=K2WpkkG7{t!>2cDmj`u7@DK?o$pA_gt
zr}MYEH;P4GSZa-+#1Q;rRV6jPJT-eXdMWSE(3*KF2zs~RGXv)L2fbBccLX`zhgw?R
zT@1pv`0-hdX~-fEPnC~r(Q@SsJ7c|y=xWt=ARmK7`8Q^2bsAj?%;H~D5Y(({bQK#c
zYP=fqU3Slqta>KCNg2hO_Ky>?DC$<FTM9jnYn+!>YXgyvSW9ECo<UQ<0d#aWjy*(#
zI3~9Tq{UD0%t-lJRoJuPWJ6DO*H}c+7JlaEii(YHYWjWy56<#3=Pj+YqgeQ~YJ4Fd
zf3Izj)O<Q_h%`LiZDl!jStSwr@PB<(uDIgWWo^Tj(h@3RS!`t?SGoC*jmfzca9Uy!
z)RJd8%fV#AhN)*^h@nWKxoW>tL_dOus{OE7Dm@p`9!Uii1ooCA^yN7Z%e*dvgWH2K
z^6urN!sV6dm4wU4=6!u<cxZEG82*9EZ4LU#YIdV2xmvDT>#GZ$D!dwsn~e&VZxE!9
zRV*$qX{dGceTQafb#;oC%Zd{>N?Udkhc}mzwDy;6)|GgayDBwQW;B+}2u+CoEv!s2
zGc)(janX^nO_l3Gl@r&jPyMzY13ofgraO({=6_b~7WZGr%kQ*BAnM#U^aoZx-Z$4K
zsQ076nH|vM{JBUq%qeD%c9n=Go;R9~Rjun9^&-J08^(*ykZd3f1;rU=<H1-sBUEzW
z{*s)sZvT=}0#yKVKVkgQg3K0&&;{fNQe#31&sx)8$Z80wB_%6x*Hsy%)rgjk83}n@
zE`rCkVl<Q*U#&#3=(GDotZQFOE=XEZ;H9OG)hlDz+FU+COZ@iT=^NF0)lT-Sor*o>
zYt1cIjqEQe)3~LsS=Cc6c?e9R?q`dVJwK4)k=24`$-e%UPm%RCbuCJSKYSd}nOj(B
zXsiwv-&#GccD6YmZAP!QD+XGsxm6p+4|CJju+Jx&knZ{_J!{dhQun3~rRR?6SAe8`
zU(L*uKqLy<yEb~Hv!qKj6H1s_Y%N*vYp2u<XQao+r`!Cp>!P%kThZxP@cs<9)T+xq
zrCWNl98M%hXlBZ9b`lJ!J8rxXl4W3UGb}lx#AeXZQmxaoS-lyHwX)^a>1*YcclPy!
zTtHVLSgaj)!XqUqAJaMs&g2FmrBu>EKysktp$h)BBU-AoF`d6dr(4bzX|Z>iRi{0b
zZ1?xaJuGOXl81l`9m6PDenC5AuE-=2G_k+i=^6iNTS87fBRoKA^wj<WbU+NBuh9w@
zhv*6(y0YS$+Um-Jtr-5PX)v2tzBDh|-DkEK84`u{{!>-6V_A0WMX6Qjz1(N_OzY7|
z^zrR2=WKYn^YYxR92-4-4zlI;Hy0PP-u({(9?wL2Ie!)xm_;j9QuJ()j5*UO)vi^^
z_bD?n@-nS24|N5*^lvi{#)<fJ(Iv4`<=pnX@!&HLB~TZ^Je9l;dqx5Qr7ERbDNV#%
zg`SrGUHoZ0alodaWsf1sEk%o>Rg~iTV$chgz@7dpb;j@FCpaq&36Qp%*DRshv@Av}
zo?i8MPvO8ZhSXXlbmo5gIgNh)Bb55^U(@w~9+MXDLBdC)$=I5#X7)@j*K9uB8r$b9
z6Ylfqv-OrJEEcHmw^X{6IdW9YkaOiPW&g{Xt-&pn)LZatLH%|=Ic#bP3ANZwQDk&+
z(&Q>jFxtB>aWPWnfn+@F(<B#oOM3q#Vzdn+qc#08QJ<(5t3-;*!n~DMBb7CA{fD=o
zY>#`K^t5<r=&Fch>}9EK_K&U0x5r(Z3clTH<0~d6KW^8A&u)tK46kjweq*;y3)b@G
zs#23-hgv^wEHTz}LK&H5?B-g7cH7LE%oHxhCb2?Qk^iN2M)7%QaB!vT#eY8wUF}&0
z>*yO_XgY!)hDA;CiLGM1GAd&z(ci*Fhq49Gv|kCNBRT#n!h`Up92WQ~M3*BgB6sxh
z>W7;gsM5+F7maY6D{1vb{v|KLpJ7<pBqJ}b<QP<m$09oOJSio0hheh(oxJmf%ba{b
zdULOJ$f=zV9-5M4YOUn(xX<wF=d4-E(I08GRvWb}hn?fO*(}UYWwJU-$hW|ZQ-{Jw
zv35$Y$ceR>1)7kQ%}7g(KBD}~Hr3#KRffC*nUDyH)lf4l3`wi_;kd}0iQip+ypQ^L
zJ^W{V^gN;T6@<ggmGyGQ#1h7$5ZW>Hje&p}>mxImW&HK{q%E;7m}FZ>qy3dT!@ri{
z+hS<9ZDT$TvGbprVy)Z8z?$<h_fjJlc5-{OR(0*#&5t_0i|ywVWO|ouW?vou-|fV@
zw!)>XmC9x12C`Lwfqv^M{L$$ONaNLl{jc{DL6wgEMl=G67<qTm%2^*+xSm!K@3-C=
zE;2?eM&u|NPx#epwziT4U3_Y;(9s%9A)7$+Ikm9G6lVEro0cf6FI${U+ZcH!5%Y4^
z>EHv<7@PT5b+z7WCU-=H4!>e*N~)Ejq9$(D<KSIL6t=Zrxz`rE9;@cZ_STZ|VpJiV
zu#aL7x9HMQM#6V3VylLWb3#;3?-iW1jeQjr4B;cU+O*9v0TS{Y2;Y_<Vw3qr?kBBV
ztu2My7>>XK62k4=q11{YiGV;>d=-``L@t){ET)Oj6iE-YK&!vF6794JRl8j;IZ$@3
zsoO`L_%BD)40FgYOHzL7bg8NiD?BwdIn{!7+Os5Tm4!YyPyZ-t`k1j?=WsdnXgaIy
za<yD{=|1bI-0)~mCyShUgyZmhol7c<2NoI{#-arg2@WCZ=5gZRfAmvT)6c)Vwfc=s
zRNCb(66=s7i`#dj!oQ+_wcKh89g3q5zHI4B@Dp#%HHB}MWU{6FU`iw-|2;po7PS~p
z5?kS(n%YDu`Pg1e@1<TzLXK4GCQ2J|EGAOCRK9Qhmyu<1wqeb;CATj?6-oPqPB(vA
z+f0=%z0T6(^scf}yqU25ea@@KdD)=^TFXFgU<`-eB0L%q1#bB}mKKRcSj~%>m9!a@
zYAR}zH6bA+0?L=3O_ehAM5<K8l&U*}&6&`e#L9^myrPnVs~a3qpwaG?pC#iae_;~u
zM^Z+4;0w(2?~1G>cd8(CUe+=!n+T>iq?6rHIxhb=kM~-cP8;FPEyT;<IAfA7$K+D2
z!k5VUo1BZffjwA;qbwTV_F1*ByIba-!KQ=e*yZ>jlAP9u_2@VLi*9CxJ6~tn2)1=B
zt|*D;(n$_al3yi-H2j1={{k*5Au8dKb5p-y=AmTw>3MHpF)1uCpi@H|_*((N7t1Fi
z8h%L2Dve@BG6t`+Pr@^M$Zt|%GKHT9{aE@!Vm*#Y%(-spC}W*dxvJ)jK~~CxgID%)
zR76GOICL>O^K-fRYJBMM?U5|k?Fp(zI(150q2P7<R9SZ&W09-RMlywc>Y{q5r%mp=
zENE<$zzq9M&E;Pqno}hr7C)gWEM!Hg@hy=;Ku|OeTj$E$AhV+MCoCssR@7^yF*aHT
zaqei@+d^e5i@YMLTYqHW$h)ewRjjMHBE5)`*efB;vXVKPmQonzv8wU-C0ZSki`*X|
z7o8O@>dA-|yARGcmw3Bgwz~bD&GQ5`R*y#vZ7g9R<C|Ow(#ZKZXH?Bsga|d2rKwx(
zpYxi(8ciSITe0(3!)4n8IV@zE^Zj>RYzJ^_a(RmMg5w>P&*#Z7*u)BJi9<QlB=Lfp
z#cGxhTU2#xP=Q_XB@0NQ#@S=6(Y+GmEzWOd!l~F$O}*68Xb$(}w29gd&W$;!M8)Pf
zo5{oVNYT9=QNJ^8id7_|?fPX+Nj3`YVUi+od>7IHjl4&LO+TZuU_}E>D+4F9%k62B
zarFj#v@}zNYdxUhIDBsteZV-l?!+QSri&V7lO67}$Pg0!iW6j_-bx>j)ZiwCso}%2
z8{ryJ+Xty=+qq=bs7US1FsR!8ipSD0Wc{6W-S~--%V;@8?P9>6JY90Ed~IPhBx}+9
z=E{1*y}mmlo4_!9I3nC+qaufCXJ$=jgC-r&b!NjtIPakDmSVu)2QuvneneXR?0zA$
zV-cuV5*V_63#%>ikeR#^P_ucUmvd(<R_57i!uR5pF<~v9>GH(6P<y$KWObjekLv&0
zh_4w9Fz0=J7jD<Ab-ik?_yTjU(d_*;>7l&_9Y<&ZDbLl!_~Wz{76mrdOxnK^m6@6<
zqW8*tSLF@@@qe52qgxWEDvQ9dTm2}c+8;p}r*m$X71@Jog5%I&3rDm=H%w>0=i77|
zDqV9t#<R9xSU@<k0OxQEN36SkLnTWUo>>(Y8^|%DV{}5vofKHLBY|(<4MK;K+i@Hj
z6Wc5#V}@9sp>`<D?UM+Oc@5W7v>DE^DDHjH(M&bjbX=Yo!?+?uv((ywC{aL$Usz}k
z8p*MilFY&9$Uj)@ve>LwlA4pXW6P=e7kFx##sTZzsq3JKyqR-AbFs^0^hTi$=QMoS
zV#v=fT06QWZ`YA4R?Ak>$^6BqguVm@%G^C%wE{Bx%VplNN!bJJ_50v_?x#0osBdoD
z?4tV#+-3^>1`We9o2~;ti2Q;NxgIa?(gN*mKigY)ZvKUR;;X><e17+QSK&d^QP`PG
zUz-^Pj$%{(^9PuiC~ovU2N<S-;uTU5_RBHj;i6PxB*7NCB6QYbbB-)^_NYnFtfXfo
zMvuC}5ToZLhY{<pia*?V>~=815r#jU%wml%+p{Dl<QrvrN8xOm2A?gpTIhE5N_A2(
z8=6TN&$8|R<4l%m`2{}~QzLS$p(UECnAkX1d)-J1ag>?Bao+V_jm;I*H!O*OF)cjW
zlCt{HNhK!Lzo{eJOmaS;XmasK7MUZ)8-%AEgS^>T;nAbFS*c-BRE*wkJ7efvU|`#5
zAq+mxAhmdJ@5E!G3#=v7+w@a6b=m)H5L@3J_BqQs%@zW7xwo<?0&*yOXbYA}^}n84
z|Hd5n`@EW5<n2jcFYPjLlG7f`1IuPUs(qk9P0w#^y0C<e{s;1H0kF1_UElhUw2xHB
zq=4(njjm2Kj}>O@USBx(DZk$pTtC=9EAeus?nS415d8Sd$Q*v2g<^W>?Hn#ooNahR
z3mS6j;)-omB>oZlx4^20Wm|NEbeUai9D(`hqp>CF)SZ7Fx!(~AE7zD~xCYCO^>{fL
zow3w*t|qV=Gg@hXcH;d)w#9W{17W<JNBcccB%*elSpJM2p+fMUl8I1t599k@Z*&Yz
z*GJX>!L5o0=K%X>O{}OaZur!p9SSa4caJJTO2Lr5twv7WWE^^P?6k(YLz$UlShUE*
zhTKjZj;2o1O2{;issK~v20E(>6H`*;+(HC8s+Jr3XrX936u!195pV9WbGC$?4NTts
zXWl!6osu2z3*6OmjAy}DxQ|N&$4c!de*1Cd;gvN&|72OXO$eB@4JQwl=k##Hb+9B|
z$tVl+x$mBwhzM%=+ljP_%qUmo`GpT09Emm@;a%0~9;425-ngV>Td_(B1`SmQB2LOE
zpp$Vz2U-GQ@Dl%mkd#d_Ohc%M(oFS^0+p3$8O02}1REhKsmY)@Z&T4qDF@IzWM<)`
z!F0C30$-ik_jUuKvhxkzEMi~GrbZbgembCiH6k7v9}m0HQAXG$M4{nteF8h&&>aL1
zHoPGy2M!xRe`A6H8iaNE$HF>Y$uQZ89&nTLYbO0LI+m(rqz;{u69vrvSzR+QysGT%
ziU9J+(k%diDg!rWdriZfC}f>;NB5ZIh2@~niCDv8c=!0B1=Lk#62l^RT^WqD*JtB&
z=%J&hWgGU(KbrAxh>VSEcM`bIUOEW;Wpk`wxYZX9G##(G^HqL3G(a@<_3-mxVdeNP
z#&N@;_{8;aR5ZU!zRYzipkRUJ{8-vy-|6w&eAWL)ceguGna@%9KF#~85P|<`+1cBg
zsC`{@=#i<qW9HaOJK~$}RW{UgVg#jG9~9N#)JQpKWC|TOSBQN5Q~B7LwnoUWQ8Wg_
zlW#s{2zHPWj+<$o1tIa_7uBx<82-5_CqNCFa+ZnWdw}F@%+Tlw33b9!+ba4YOZ#~i
zr-U*OGG?L68$;=F$CH5%JY(_xD|Y0cL!(U!xa#!ME)_|y|5lU=^=KsNF~3`ICR8aR
zQgK17wkjA~bJ#};Z@(B9?5c}o5JFDiv!o7$qUWj9d+=qo+y~S`6iZEtbWTXlx9p&G
zi#Ig(#=!l4jb0AiW0$|7%cjd0#JB~~wyoQ=M4L8lET6djF;M+nL`Q|)t!>-yId5W8
zLzXI+gSGSKbA#pNJie}j`idxHzxXz(S%xH<C;u381d3nR#%e<FR+}9;dyI+iW{bz_
z4qGlJ&asw)*YVZ+TxtOED@TwC;e19*Wvw~*9IDsk6n8JXH?W&ZC;sxc(hSWN7+@;y
z5k*G~edL3aYsMjsVTk6{r!NKKx&zS3_tPhtvULR}`-jfVc`dTkA3?aj)s**?O@0SI
zBIN6f>N`ShCQTkyoe48_8l9sFC7lt=h{%j)Vn)ispIS*hUjDc$dcUg5*!OkgzOz#{
z*9|f!7>g=L@oyys>)0SE@z7yLB$-s_bnfF8iRG$OMTbX=^x$xDT8IkuCo1aX#VV3>
zB{TeCi4ZDS$}3+f^CrWg>aS0jX!u<aZ)?X<6ZdGh7Ba`QRnE3cjKc5?&FAIzo5uBx
zt-e^CKn|Ze5w$eVriFQxe;%EAi+I4XH;MIiN+H`Vre~{w;I*O}DtUWDoWCu5^z<OP
zjk?+F`pd=Q9G>@M^6IyDfI#!dTYdtds7j8o65?|@%X#Mo{biU#K4%#7FBkb^+@&Ye
z<%FA*UWP3s9C}ISoO#6@F@JWtOrEwfd|g;cGvLlkW8x-SmxE=}_;8UL$0-2{E?r>M
zk%G^sb&{@D=D;ZzBPvPNoi~6H9aAoE=#a&xnZY3!T~Vso`Xq@nm-V#&wC9NwX%29C
zDZbvIQcC(>*iTB7v|d(wUR`&_Od-!o*gw=1y;fTn89_&QNFISr&Px-W2F>Wyk%D#`
z&aswm6{JdAHFS)vNg-v&0*8P6o{UCKS{qZ6h|B+Z6Fn)qw2zmvDzdV_o?ca~sNdzp
zqr-r=GSc13ty5IEMJeSlJvFCcFKnmGz_vR#-n{3w8yM@PT!kP_JNGyEkT?i74)%b2
z>)isO7S$;QMe`Zhudq3?v;!6==fMR(yX{}3{Q<_S(5tMjEx^0l!_8K;uf&^fZ<2cq
zbrV)pM+kttN<ntl8w^4!!y=;hLw%_nw!`w@E_OSw7O&@3L`BsVehk{R(<HBT%W+eI
za*n&dUy9%JeDS5O`sFb|Hzay1gMZu<`3q-RbFph#n<CL81>OB6ml)nmOkZC$j_@Cf
zx$#%al~tNUPO1w8ILf`!3d+qtE=7zEEa0|TM%bev?Jy1m-3&|r)EXBj-i)36psMD*
zmp21{iSL{x3jfynvfW6LxGenzD)0Jy?#LRSm*qH4AeN~Imby4*e|ee|mWbeS^)Dc5
zQZ`kDhe|;Zwr)F~jk9vdm~Hc5cvS^^S{32FV|f>y0xo+PY6|7=4ubXxEpr<uU_wnT
zcO4|=PgNzMf;)?}ApiQajsF2{K$5?zE0U&^LhNrPUYiY%yrl{`8I@FTlUwzp*=ioO
z<H7olf7}J<fv3N_>al0=D91fnpJV>%cb}bx^{p1}S@Dcy`gG=ypYW*2kFRyWqYYcW
z-}o>ddAPrP#W4J-tEVCg{=%a?8#b?R!lO<@+r9|+6OVHI@uz>FJ&6OpHBlrH0TbZ|
z%42z4@t265P!nW+)WYbT$PJHqlVm#{Bghfs>&MX%rK0jkT*=`#5M(CC!Etw1Ma=JR
znaGjHv*43R9KqsYc*Oq-a420;t|2Sa$+LFO1ac)3x1*feO^h9iW^HT9XDk!fd(375
zvOK+^T`#z~?Xn3Aa{02!q<_U=PUG~i9!MC3MkHOb8JFDKNU(%rYvm{z-4-n<M*Ql8
zrfnQ9-MbW{g6G_ciX@}R6(cXF0xzT_4$nn&I4BB#VycluvzSlL35OTIdZ=^JH1c|i
za*6tLNhFN<*iP6mAKF1X(5=&MGF3y)%Pu^xns|Hts|vbQ@nSnHR%8Ls*NX}?p4pA=
zZ<2K~o@AdwpW2JRH8A*eL=&FJTjhzKiU*Ak&ihip@@#x@>k&Nf^VG1<7vp)42Y6v6
zo*R7g`91#l6E$~!`^FDNK5F=cl8L|>cJN|6uQ)5KSHCR%e8r>0(eNe?_L@i{W7ciV
z@oo4^bR-nD-_y?^<XCj0MI<;d=^|I`x@bxGj4og86DV?qWzrs;t;h=a!+<g`$}k`k
z7hfA}naE0H>>dZh0Pl&iIPD_a&;V-Q$C&l=LyxeGh=ck1+%^XFw~uRQQD<>&_e6A3
z?dH>XzNfX_Zg`G#sCJQ+K>Z}D*YA>KUP0?Ja%!%Op@CAn$ztV{{2rExa;ng(z#t?m
zG>^5m87Ui<kOZO>x(GSd#kW29GK|LbE=r;BS&g(q|G7oC+ofPnC{$<#1Bymllm4Zb
z%i&NkeF;S!fah9iMSU}#q9myi+Rf&0I54bm+-;)qE40zxd;9SB^_CZ|`vlLGJyvt{
z?<v5C|DF06{@Tfw%`Z&BUvRiI;Qo7f0REq^Od1dX{KCAwY$*2szQ13<U;JA2#I~b&
z-Z!)6HRe3<$34gDjsfo&68Q)IhR2tF(SE4=?1I91P;26dk2;Cv%}4Hn&g?vkEvrae
zncm`}$e=FOZ(D&|MK-_CLex)uGdfceIbe?$Bw0p#5N{-4yK_V!559C28wC9+q>G^X
z6-7c1q@KZtU#^njTG5qC;%7WjbwhN!9=x=fSuf_(cCU=b-k7!_O+V4r!?c)i2oYH`
zW7f-KFT?a?%BBx3vee45dihxq%P-Nb`U$nNDCr(u6pi|q#-tTQEWb^a5)R`E-HP03
zBR(DVO4AYsz?56TFMF*H%Fvs%cAe~?p|#x(+J#S1Y>h5FA6coZbL08AE}P4tmx?%K
z^ou!?NMrCKDS``w6!+bdCQM&(?K3y}zpFdG?1krPuT;wa!rz41`CQa9_^Udjf9`b$
zgNq*q7R$}Rw{&XD!rx%&VYI)1=bS&>Yxv-fz%T#U$Bh2fvuR^E20O2vI`#pcTmIFR
zwpRQdg{L2V?g0EwlJn)~&;0i{J-8tLnBk)Z^v66I!}ai$GwVv?IMJ?KNEYyy5Q&)e
zF_b5Rv2JN%TvUK;mYVT314)p)$VE{RQ85aUvmT^~ydI#c=TxHNIbKTF!)#I<oPgPR
z$&89L=bGAZe7Njk+o6A27kShdS=!pnc3uys+gYp~86<Q+D#|j4o?HC_M%4Aka@Bfi
zNq<M5ElDzZvJw(>;D}7RvwlLZLopgrc~onOjCxJ=I$U~xpd=f%22G*}J#4o1pzE+d
zG&V_?zs=Zm0Ly7~8D%VIArU!_NUe@48vS&kqn^g{P&Qh^^r`h6gZc0_fkVGjWuk1D
zKCpWqFP_-kCF8?6_)BO%H3WUV0`oaBq8;PCjgw#MiofS{bIy^m_`6U!F`F3t&BSp+
z)f)Vzh~IDBJ%Hh~wc@R?Ux5GFaoh>aXXUG}yotYnq4?eU1AiYdmd?q>UwxXtY1=ax
zPG_lq;JNdoDxI9fncAAsSFv{dNntYC<M2fsb%hNh4O#tq8F-n<3g`=489{)yOX3Xm
zS;L9n6UM8bC6j1|XPF#BcYlAwB%+-(F4D)FMYc^qo=P)z;KZL-^FE%$*CuC9B0;l|
z2AMH-(T<t5wXiJS)Y8U^Wj<~_J=M_3GKp#DI0lQrlXAmdGEXY)yUWT6`713>mT$hu
zR{1_9o%H|<c?zPf+75R~BnvFK!W)g48%-Mp8M%XWWZ;6!W<>6#9Fz#$=x~V)aM^8B
za)CP(hv)@f*Q8Kh;3eeNModppvV!UB8x<RHW24ww2i$wHv>tg5UGJiRQxq*<1Wr?O
zjt%(WyUnc%@I7yCZ7l*m@}b_nrUAd--ni{6;G<f<iX9Gojx#SE>pNplixdR>z-{?f
zHSo22r$#gYPrTXo`6Vpph?nn4!2k2=x#RJ`13w79a18kGzqj4`FYw=Q{c!7B;N?r#
zJfqrL{i?fbco*NH!imIdSCWXAxp(9(I2Dovtaz9m$H^?CpB5?D89a?rk{CQwlT#0Q
z27Xa7bC_O|1v?&(NJ5hXCghA%gvTt3#PT}lh}#CP$gF^e^s!_V@nCt#1PzW;w3_X;
z*Db{xqIok12P3X;<LzyDGH83Wy$$ZNw-L{eNB%`~4Aw%DF5=;g)&qQPl%-gpL>6<C
zrHd?_&}qHM)%sbivgFxhDfY@d%hyA_WRb#CJSkBu!J`!=MU;&?mlYW}Ew#GvR8DWI
z(Tm(>v!yD)n`E~GkA6+9bGh(PMYoGC#6uMoQR;!GY?6oCkkc1zc>1Q*XsexPDQ>El
zL?hHlvdN|*JaW+`uvpqtO`Lw%WtabYF5<zh&nCa$@fz@#wvULs1bj`&#o42Puiohn
zj>1x%^rqq2qScPXPFTAxotG}&k7s$F&;5QHrcb@LryBT(JJ%kb0sOhzh6X&qwpID<
zPdI?m`Ozm=zPbYZi9JoP;8~&N>lzNc2uCgwH5apNS}!YDh|Jl{s0lmEFfDk{CR^J}
zU7QnG1`pa~Yi|(+kfz0hHr4Nx(Yl1PsAi5PfjDwekj#3o5cqreEP*lQ>L<{0ZK!55
z&zPYM&K7&SISqJ=DK{E)X+7Oi8*OniCNtL#2W^r$sHm$}Xy;KYj3CN*q-ZNIOL#)8
zAdzwb=SdnofRj|WBo*@!Z8WBrB!>|-$BC4Fj3{yC`U$bk0>|O8puCrKO3bI#8-?i$
zU8!C?;nwD+6uocQY!dni7wr~NyACov#OG2jK|vKZOZ5^SbKF$tHexwTWS6L`jiPh(
zlWBV>LMyg|*Ty056h+CX@|?ph5?bxt8~opcfG<0{JYYNUj|y)7HyyZNrTEKtz-Me2
zuzf2YyPO^|d>QZ~p6`P3MBFE;_KbKG_@9RtOuY?!qBZYLP-k&m!OWREu-&fwx8-Bt
zpZ<EQ?JDr7<gC7(fhP|fx3C}ez)zc5^O4F2emWXG9Ah{0?dXqLj>jIXeuF1Iusw@5
z5Cl65ZImP!;xg4!oQV75M1g0a<4D8<bGn#W-Id!}yMD~F+0K|zW^K`Y%La75ZT7Zk
z;L%L99i5KHWarSu+fAf0coJ%wVGrqg93@sm*W+38ryu6b@&|NrvYakj(mQpLbF7GB
z6Xa_BDJ<X0W7ne<LGMJgKzt^4VTUZCXcd9Bp~K}BTE^p)ZL+N3dA&AwvkOH_({39!
zu#Ki%D7F&XR)~(?LH+|>VWHO{;hDRRI@?9ep9q`Mk9T(Uu${m&cU`rV#d%jg!Smn>
z7T)in4>MikEnYlB_qX`GH+utrr|Ox^qrmgFe361?UzTzz{Y^Y<c}`r;aNz5D<cW8I
zC;3e-{vBJd@r}TJ!1s^-^w<dCM;6vhL8qGb_2<^EDCxg1y!|Sk(JNg&e;)X6KYZEx
zJMigqCeN4&{P-L1zI#?bD>ti{v)j!cP=K9i%Y*vkI5S#~V|Wgqt-jKZoHv_UL01gJ
zpkCQD5^jUe7&hNxDV9hE;Nq<;m*1O2vSj{dhW5P|%~o%Kd(G|bJMdZeOzp-3;GQ;l
zVGafqE#&`D>-WmqQR|GvwWFga5w*QVA21YFKh&F}I6TQ&5F{S^3~{>x4vZ3sM!~gN
zX{EN=LgM8jnTA2Dnldn%qh#JBz{^!-GRNsJAxRv^;>$^*%;L*ZoFuV!<P;h3@FgAx
zW5$<$Y_uZc%SJYvQNovdZ0hOI_)?UErtu{zhvL;=#&S2=gp0tN+>TZXxvTIZzMM2z
z9()7&!GjHVCE$;(ZTJ*l(pq)wSa&b*si&)W8Mt-*S9|ff-W>Yz&A_YHeYWp2;OD<~
zfBq@(zn`9Q7+*qK@>bVrrNFCaw;XsC_>cPwc9j61{jhL)DDcrWH`BuLWiRpk2giVa
z+j{N#PryGs`RRvW0sr#O)$i{DKXdu~`Aa^oZeVe?m`$GHt9_pxX|uPi#~0A<-D{Z&
z_q5pC+BN`Z&7Srn_+r{Ud-Q3vnYpcPJ#d!w*pC3`C65Vh-`;Y>gEnq&JH4+Bcw6+o
zN(NtWYpeLnjOoo&Vh;j0u|M3w7sS@vs|O4Me&k4+>jb86H@BAox0^TyU-;sgTvIN-
zC?}X&Fdv>w9&P|9^U{l`6-l@#=r62E>|htRbyM|Sd~wg^?pUSZ3vu$@yE*uxT$DEo
zpG&5J-X6dk>nJ;F+DM%cWlUdp!i5@g)H&S9ZDbay=$dxB9l+fRU5Dj&+nVZ2fY&vh
zaAP^$jTc?`LR<-TAr)VUtIw%BfiLdWDH1;cdD-A<EGPGN52^upekb;mHcUU|?Uyj0
z>sjAF^gZyR?inYa0sg(z^dYv-$TM&JH6HjVYr=li^di2`F4X9><7Iyx0)FuH0OkzZ
zC1py%bl{&*4Ic~!{`4R=x)}Jr#sh~B0RQ0Xm5)yWzxcx!*D#-o8Rg>&fQK47=O+5N
zs{1MXDvz{Pf`6KNWJBd}xM$zA$`;gg+mV*_9@KRE`pf%J>&(7KFQaX^eGK+{w#C!N
z0=L^Y=vw4j9`)eMmZqtdkD5@^_dG|Cx3yjFYer4muf5j^%fq(c2*L8)i}_^^_Q`$i
z^_V}~#^j=gScc7Y<8ygYz`h}gimo|XYHdZ%atw!lj^;Tk2Vb^4A@)F9MtOUPsEN9q
z6Lt6!tg*0Z0&3b;<(Ba!SXwG^A(v?zh2^1STa#WMiFRNglO2?Veom27Y1Fzx8(odM
z)+rnIF@=&Sz0XLp3&#Q4>rk){(6&}@6ZRz=UFg7ax*asuOOopDw(9xs^5VE8d*AL<
zj4ziCJ-DzB@W21FF>@V`1ILAoPl5Ms99@id*>`7MF6yUR5lY|xe@%T0d=%x?_vC)x
z3A^Ez-DDH8WRuKpHV7(<3k*<ey|7^kh*u_%WkbjnL1I{x0R>b9M)6Wnidx2sAmIDH
zRax4yZS}QRN8hG?UumVa-PEQ9UuygI>*SO0p7YFeCS8A+$;s^OJkN8^|NPH0`#gVc
zKl|48dkFj9ZX7$ZnZ9(oPCx$>%2#i-_uops`%I|uPHvxd>JLf6%Kb0A{_2a|o_;s|
zqaShm`Hz44U+;1I-1(Bfk=v)2Ni(H?!TaOS4o5!Zct5^lM+4!sb9B@-Ou0BRJWBU!
z%y*@SZJ+j!QXc_3iBL|2Dl|f0Ada|3N9~;6xnq?2Ix_A$M_(-VJN?5H1O9Y+jvWKe
zC(lp}jE;Zn*dfC8bIyN!%<bnQk<_=i-5E)|N;!RgQtPDLt?8OUKBr~0v*gp;GKsTi
zC}s?OjBpw%*0bb8x^9X|`#R<s@=;UQqvS*Q1gDi^%!JyMeAm=cbe%*dV{;hsRo!8K
zF&e+(N4^^dXD8nkqYnC_Gagbb4MpQ&@^w+%W>V~>Owlos2Zqkjb;M}gLFfBKap(Zu
zXNMT3`!qyfl=4P69F5X-&K$^O2vf4dGk?*>?Y|kBv+p0={=()%3uzqPlY~>`qra?N
zdktabvv2Ns>v3-P&WXPAb8f#m*FVckxPEHal`d|d8Tlwqxc=Pik_TJ4{f=M!=;>~<
zfBipBz0B<|p8VF!6x-)7jC@Sjchyey7E>O$eBlh`rCNLu<~qkmiI2oaBUgrP40Sqf
z{t`>*qxLugPp142fJ%M~HD79+{2a<#vKz5jg6xLj*NE37^@!j0|MAEbvilP*Ki$u{
z@f}an7x(?ihNmd*#z%+8DfhVivE;LK|9)Ua<mZW4a+{6mdh)Dg4{0g&6-fcot!q5$
z!@3@Om0FR~llHQNlxB?ZcNq!wu%u{O#(tNW981}YB9fUDy-U~36#1$icT6l=&`gu^
zjp;Kp)b^;E=^#Gu@P$p{I6lKSMtMlgWLj;0K4#c?WyBn^V<Daihl$G=VV^;<W7KW6
z^T*IP<2JW~+B#0>kNGkg^7&TBm`UgRKCRbRaQl+F&)b{1eMS6*XWk(U8QAeI@%AUP
zr~KwKZlBa~`>sd1{gLrlDf#5?wOj7~F}L^L(Kbq)$bI?1(@ord?XBaF*Kqq6yYJe)
zoZJ8X$KU<-zY#|}xc|r@ZvV1y<dX~B{ulEPU;KgF_a5H;+*8C4el`3n!}g6xn(~L1
zjEs_xf!pe2cc5$-jblPf5C)EEiIlyFMN4YLZ}3YUHnwY;y@(|VWwDcck)BXL0N+a_
zuZ(jqN+ssUIKqb#3Hh9)T!}=k_$eRxV`+-J@zLaQipMKgG&}G3W7;rrkyI+BIVnzc
z-9K!5vSG(#1{c}d_pI4%%*2utwWsda$gYK<LZv?O85y!~(=#Tu-SFvlEQk($jLtXW
z6MZ6zrcQSJ4wQ}0M%a!Kb6!d$9L~heIK@IZYS_N*8!}Du)dNFfoH$V3(Ab%yG^P+P
z-y}TmXf?<#iX&r`?~a;d@p5k88a6WI^W|NwM?c{9zW)Dcf1BI4SI@dcT<x<G*H{0}
z?H|AL;1_=+JYSvPe=oPcX#V+c8;PTgURZJ+`RYHv`V_VIuTTH?l@R5TCilSsZhwEn
zN58z5+fSW4b?Pl{-?eS)w%ru_7ymv&pL=QK(@+1z?f>}OAICoD_TOfH_1p90+p)yC
zbCj>OgzfW&o){&cPa25?$6+z;4x%z&%;3JLpLOVjI}XVAgd@q6ZZDS7Q%T*%L2yRO
z%|=GE#~vrWZQlaqjo3byblO}>PoxPSN3X<Oc3e4Q5xV}fiDZOxvQRQ6J0&HNG_)AM
zTLV7cM$a+RAWy<2T+|8!s1UURmu=Y*;!9<0#$b+UgwCxd&?vIk0WYWP_yE}{0`-hW
zz2Pt&2^#5ehiTIJz7b!9&L0Yo*}Y--!XFZ&5={s@Za*+|;4GcrYWh+<lPU3VUCdqz
zmJw6@`k|<p?w6EQT{P_Dy#c5n9wEOOGwcO($HshN8l#in-Tl7A?Z0r{x2=rZ<v)IB
z>uhfS{fW@4A8`BctG`o8^B$+v|Ge%#ZeRDq(f1zX_Ugm0U6{k|`9n+6bpAKa&iFgc
zGt3@-qU<?tf9V@9AAXJ7w+;<%?Bw>p3;#3nQ*Qsn{4)1rZa;YB#c%DR_&IXqwHL_u
zl96YLHv<fg#%%viMQpwTqi-+l18*VUOM(*<|41cLF*@JOXoOQCLr>R8P{|n@&FH0Y
z`KrwTGPEo*WEz4)QZjJK1Rsl}rd=T(kVqyQsNNd&$A)Pvpsa|^Ck{8P`-vO5VtSJ9
zS-X-<k=?)@Na)i?jMTrxQH-vigd%{>H$OCV(e|`VW`bvgMalsVJ?fzI&zc#N;@9lR
zWOxk_5_L6CQd(1DG{alxi|@DND?Su9$^YX%(T<~NIBMI)u<4`9Bplsu&*VUn94ADM
zkEJqpwJQ32_EO7mc%FT}Z(f`bAHNSnGcy@L9?CQabkRYX;Dxh4JNzWK|Lu<UKi|mh
z%|*UP-XxFu{Cl&B{fxcy*m)YAj(1*skRqij_LIYHlpzW(Ji}*HR{d8=|0uDOkLSJZ
zpe2>T-u8R%;r6GW){eYRIIw-Fn?~*Y`H@i?wbI<ei<i0mYj-W3dmFcZee2%A2dLll
zgwtNS>Pq^_^C7o8`KX2Tm~dKJl}w1E{$<2<G@H8^X2SLvpfrYU&!jYa4gf%W!mjJY
zGaNvZ=~GfZ^@Ox4WkOlWKP921B6d}vYZ0n0lFNa15o;eF_mA41ABmBtT{+$mArBlM
z?$o$vhLTA&D6KLh$%J8jN+_kL|0acu6h4M=K+-bawyrRuo5V{(MpV5Zg?t8X#%LHF
zDf4YYPH;z?H=FjNUc+aIgxHyQ*hjUoIb?>Z#x{IIB4w5#U({j8QPhZ2eAR`cKKuFy
zI>Pq+5GoV%dmHhozm=45+&32Hab$*l4)SMlEN-)Neas<JzF6iG$H>nQfAQ^GRc^oi
zzUb;fZvXfEuUx3)_LflMR>~vK*FF4R1-I`Rx$(ch&h6*R`c8kJ+ut7xttsU8-@QN5
zLNnfn4t@E_32y(=d+KAFjXU`Gfx}dZ?c90)<_+ZkfBN|M?{WL(%NM_-S@?ywE?ByR
z+kbT7*n7_q^2e^&6`-b%#%v_lBFS@vz%li*v`Pm6P7neEpcAS%J~ZpdZ_n1%O*{)R
zlNrKZJ*L}!3!XC%qC<CRnPtR^Qkso~rl`@fZy@%XlkN?u3};cHn5O<hQeytZl~F!|
zkzq|I#29rYY@RbdJe<^s@ki3&jZiI^$-#+h5`Rb~bYp^LK`h!V%P`1`48t_YZaNH`
z=cF7!x5;}`W{P-1#*xvedNDITn^!pE4jWgY2KABmW};!B$^3qN-}KS-P0?|Hyt*Sg
zG{Mx5hR5h>P}nhK5N;bo;uzt%5r^8=j<RS6T_5hPgQ6^PR=1x*ElipR4siP?@6Y}T
zVZs+@FA8(0S2s+XLL>ggOXp7pxZU~bp~tSLQE=aO>_cw<$H6~Jhq?Wqe|_t4J-5%f
zZru|<;P(6dudG|Z?G3|D|9^A){)5jyMR{b~;3HeMar=c||6!P_-0%MM@_Aw`OIP2u
zh_d<Iug;xLd2lQ4O+@{fO8RMr5f1(QiBBk_34o|tCaDo_17}W*65b}{Qs5z)W@yXE
zH%97+r2zMsB&{+uEn{+=%oy@<DWn+!Zt^4=N$qW7zk0@=mjMpXxdeDM_~$Br1nN+J
z{rRbwjgX^>iRx~LKbEAnj3$Ana1VF+)iw!gRA4BBJk~UIHlVkmnG|bg#xRJz_`tWx
zpEVOan*7<P+cSNp;h6A$cr)DtP=<^>!wB4iqjAU=7iuMCC>)ME2wjJwV>U~PM*rnq
zzWp}q00gFIs~tm`=mbj{>fqiRa+pH7v<ebJI7+w?PWfo&zFah0DI>hSerr8Fp}a+$
zKX8!SfAi1yF7o;3*6%AJwz=uK_D$qtpPjz&)-BvVZFA=n)3|-%P}8Zc+<r_pa{rUt
z_xOJKS7P1QH#{Rzo~<c4A9{k={_z(My~geP9^bidAGiPDhi{+zh;o5pd}3pDY}qZu
zkv{w9A3pgx?_0;1+za_s_a}(oj_AoGM=<bSRggkvQW%hM4Z17F{SByxU4N!h8JpAM
zTPX^Fg(Qe?Xc<2}lkvvV3j>N4GZVZp4JGyTN0|H}u|v^`-v;AwqNfrxfU$&T?=TY6
zV)hOu!+OLnv(8=d+mm>sk?{yQ$g|E!lEYgl;#UVGxP8MQ=S>01+n}pWl)Siu1bw>0
zm$Jdw7|UcP><*DY&XE~OkQ<sQ(VjvCQZPj4*L9fo)Sm-*OC3=UoXY0*Av5kH^4NMt
zbkO<HcvPe$5ZymyKMsgyh7J%Ii=wZb$g(2}{Dj*h3Ed>nItr*x_w(z_-1Q2#KX7DM
z%){;T`qc|Gyzd=oul)(PA3QPr5ItUL&AazHA}=F}?q6-;_T1YVc5pC0wdKT)U8n68
z*f-68<MpTc*R$_xdhP!m=3mdgydv~_S_E|N-M7ARk`_-Kd}P-aZh!BM@4rM}+5hy@
zkxwqr0<osa(`m8A_ul#Tk>_bifT2%(MPAdL5n7g&N?(-PM)Zg?$(NV_GSe=NAw4Az
zNNq9Ab!D8Edc_h6`bxQ$m{`7};dUkTS@RS2qPApGqlII*0(4@zLMmaOZ<@&jeeGV)
z04K5+V`%mwI6axLmzX7!F|vpJx||DyBj$3YlC+e<X@C0ollx<|2q8AACHe9c{6^02
zBrF(o-FjCjqsyw)W{RdrOKnVDpGQk)%xE-hFL*EvA1yG*I1C@zec?J<=o1=oq(6|_
z96m8jOXS2Mhe->^z~P2yVW;VsXVNkt(+71P*`q^Idr!#@Uk5GR$wcRcC-!#K!$Wqz
zMN@I|0jDPNu?~G17dA=CEN@bIjrWgR^Z)<<;qSU~c#i%OE%$jW^!y@jpJZ<T@HDqS
zE5Di~k9zEbJ;%M=zUF9I2Q6DWx>r0fo7)$E@a+I!t**S~9D1D=T^wk7?@l`Z<lC>j
zdWNolP&-7Pf9U8-Z_=`)PyaMJa*5j~S4?uyB8r_mA3gC5wK^5kXyJoyChZmMnS}0g
z+1`>I=L;f2nl98xiU}22EJ=S&MC_$t;Li4r2v7rZFG3-}W$>;<Dw0gn!kDDJG*V9*
zF?+dDO5a9TOX-;eE&tTCiRE;f0Uu7w=?oa1kfzBFsV(W$Vze?p;fmQyfExVTgY;g%
z^ObkVTN1A2-?4W}oo^&)F-+3P*wK;9q?>WF#?%e&=VnTlr8Y6+GsrWehC{5gTWy}T
zmmG%yg=yi97>&~co_QHyxZLi`h(1~pd{p%9Cy&Jy#I)o%)8V82A=+>^N%GivQ2=)G
zaM2;sb$muD^PwFnVv3fOJ*jIWbpB)ajMTr&?f>_oA4=u4z$SnGXS6(a+mRn1f1A*C
zZEnFU+^#%*Y`l!yw=HTiX+dbu*}AF!hn7t4dD^KEy6%nSkPmNo|7ULua{G11_G$Kd
z_=Y#H(ET5K<Fyyahxa_bXJ|9okG!Zo3HI!4;YRcCAAic0M|hR2iaa5gZ`|?F*SFq3
z$hQa46S7AFpi2KmQc|&G#D9kGF{LN$ZAT$_CTPPWoY`~Q+c0VN4t55BXqq;GGE(*y
zC5E0z(6**fbVls+fnL+5A_;9`zZ^Z2(rFVCe=0LhyZ%J<OsBm~6>cL!``jdxI_>U*
z3+`#xMBFsc-a|5$a?v)NdaSd2l<p_?*+1-kdSVUp?HvUDk$>6oGBUBlU&b_P-<rDA
z#14OTrdDU~)~Guiv{958H8W&)q+%J`OV1}p!(=zZ9VYG5GX@^a_tFdbOyMDEr5TSp
ze0*1-t>JizK7AzaOVOT_BOSihA#OhtJ!)@a8gAWhZ>k#30Au1KuBGG(Ng09K!N)g*
zd208T^R!i}{+H&ti}<@PcRks*l=`aZ>>=9b>H3F{pZ<W`zy0On^EY$*k&D6m9_98g
zRu67D!tKwU`efb+w;$X%rT%x^{`}9+zpHTjroneUBHt*v_J((Axc&W)-+bjY+K6WV
z3mRR2-}BEtPn%)=`JaFN{V%w^skYYhCAW_bzx#d5Co8Q@r`Od8Lb*GOiE#S+-IZ=j
zP0vy=WSjn9Z3$Jn$Fu7D1p)QhP*YLO#?AI~B^0J{qcBbO%#hooX7{#&LHIr@DdYrE
z&du%NLUVBJS%9*9f~e+7UXPF+5Y?<e$m2<8qX-7>!i^#)9zocdRquu0Tf}rW?%dyk
zqMBZJS~vj)+@U_Wu(7U2&2CceUH&yo8>+K&{dy)ga7Vmr15?%N9C%=W312+%)H4U4
zWU2|P+HPUGXqBESrfi}VmpIDUUi+lmqM)J;(->fqp)yl9ffpW3o;-QVWWHVZ=O|E8
zB6%y-64pQc3oG4~MY#>4TpGj;kFH)Lrg6{x+^hXww_4T&|8oSqZW(uR7iM|g-^uf3
z%ag>kqZ@SxvL$Q(dEAIyWt*O#@K&igffd(<e0AQRqY`J0(wVq@Wh-CdwRS^qR~KL5
zwQ^10`fhF?-0|4s`?-B^+XI{K<Mz6`88tQB?yQ(R*~RU}MMXs=+>Qzu#g-kv$h3k<
z9q~1Rb@<|c<AOdXp@AV$oz9wn^^z#NuJ*y0miLNsO`oXdb%#9ew4+&+y-iFvQt&o|
z&!E_ir3Wg^fZwZOFmbDT_^H;;vh*@gRiYN&Q`4h(t36d!D7bL*;@NYV^gvfvXD8Ek
zxnu2yb!<oWHGPAdnbN>xd-pv2C?3qYHW<7H4^Xnul5{G9hFaPK4r`cE+R0Kpkx_L-
zE=1XrqM~BHCH+Z3K=GPxQ7!Ifo9L$-CH7O!YG%3^EHs#6DeBi`T?9wQ@w?h0%C&z+
zu?SHug0_@fvM;zDKS~*4AIMJVHQda85-PTaL}5-7^KhA6ph@x1sGTwMeQ2|?V%bW?
zQqAb@W_ms=;_KHl`Hx)>?|6_Yw=G@1WJ#2XWmH!&^)8gI6dhJm%gXrX^SQa)qqDQH
z&C1lNe5ZQUJV6}|=x{cseWKvF3b$7Z4J;0_k(N=xR-KHI`i7XUnI)<fc%MDs`R+zh
z&W1*0pAh9drX?ZBH$j^k!3~&n2n;Byw_;b71;E##k>XVh`~@gr0oV4SriRDEhWIP9
zgR>X2xLvo#5@}k|(UD-{8k;r`4q0M$8`iWlor$WN>S`uSSMCCD<^jy~c$D1yf<jc4
zz)n|O_)__wnJ$yug0cz4&8W-M$K)c^Vw8(G4MPl2lhexvEG^7J6$n&BV2YI0azO(s
zoq1|yp-EJI&=o?rB|C6akhPEvu@_po5QbF#i>0P9>9i=+z)(AbN>fc$O=CI_MsvlD
z(F7A0h_CBp9^BX2znL{p8B9L(2p&}X>iwuiq`0O|w>-F{xP&z?R8S;)yA=^%;H&JQ
zoQ)ucn57R1Z7V??qK%?lc8p6sFmdEcp}a{!{H{V>Qf!u2W;!p;Oot~u`#6h6c@{Lh
z1)5O+{#^yXqX#1vd#^%UnJh*x^o*p`!q`<qn@+Xe5S)FRU0APMv$ms)Q?R~!x_dVg
z_1n7V@yEEm%74v*1)L^NtxVs85)lxboF*5Q$SqPEst9LWG&xjSqLxdF6JORjD4-Pr
zzn&#oO%~)!Oj;P>LoR{QD}ga!0ebbM!X#r0u+5e}ESNjE{zC^iLCzaY&?tRRz>05_
z;0nUemH;{f3L9A}Wa)bFW(?V7Jzlo}@hX?2o{`!hd8>rBfU-oYn;BH$V>*?4?qz=3
z+p%_?B|Mefp)$R#YH6XuqPo)UsjjxvPsB-1bSrsTb0{a*N|uF1h0KdX;N8$fri4+0
z4qMpF5Hwwgk|iir(t;9}eK3GHE?tl{b71Vzjbi~+zpRmP*qcM{N+Fx8Y2<bT;MG9T
zmZDr=4YVh?0WR9h6hm15l>^{8EWlH9ptF`>C+vdWnG~}8DNovdUBiqSUP1UlSv|C}
zeKk|w8d$%UNf;^p>h?h<e>h{#ip@+L6k=xvQ;{nbA!My~msz<tD?2wYpT(vcL~NQe
zMYSAS$wtUhna)pkHWx&>#DGOE?gl;}S)Cx1!1$LQN9~&vFgQV!ivgF;w)zdDl(85X
zW*PgS9QAI1QZ!4Ln&Bjr9jgMLcL2U)CW0<e3lNo|8@xRbz5`y*t`fYZ5K~b}R|d8>
zH`IX-FrAd{L_EesEqmheIE(0qwm&eyAS@Ui*v_;zJymrrOiWI!m^$6f8rvE~NwoqL
zZW85CP??4={3YFD-K1O-wAu?}o`!o9+!w`kDRXJWWEPchharjOQzj^fc{Mk{qFK)E
zXQDCbe8d7qnk+e#mjT14G+JF!-E1l3ltWhtJHWM^OxIf!Dgnf0%yZ6u{HxOBpHbyT
znC@Js%%6b`NyOK#Wg;o+rh#=VCEwV$M`g-+p1QehjDl56_gF9uKJH}VKRNjYMa3ux
zENcPQ;;F2~Fz^uVLYB%TxpJ~C`dN<ce*;2$mM9cL=oR+^vO&v=vE`?|p1hm}81u_w
zdMVs_Q6o4yMl4Dhq3$>4TG48^kaHPO41oL1jo{FYB8Ea5A{?Whz+0VUiFyfZP|r)U
zMnSM#2Yepc4D_^mG>BK+-dJCQtaouyeQVdcRT5KvTHU3v1h%zza|erpwY#6##u8Z7
z?Dhv(zOJnD)-zytl)EOg6r5KG$S!j!s~pPCC|fP6-d<}|c|WLy9LYC}stb7J>?UaO
z!hkK4lm53$C`X3B^jJe(0JpAKt|6>}<5tMPlNy;=JgUqIY_tK(%LhcE0vtXEY_o&j
zs&uxbNcCQ~8)fG<blhyoKDH~JOPRvrw!V$)SPFaK$t?p6%<68v|KSHM9?~$Ebwasw
zvZW524+PU;HP8}F^iC0E==PRiNXR-X)LVPV0AH3%dqg3>$s$g|)i;?8mv91p$-cxH
z6!gdN)d3hv7>Jw@BVagW=^9IrOicqAV$wpYg@STXlmx<2LzyoX8s7p$Txf@$fb1+U
z4nRwb18o6cwcGu(QkJ8-6xmbBbCja2UeLmG*WiG%hNfK}d1BKV+F>fNKKZ}~Zuit&
z*Gd~yx**KyI@kexdO}oB2eFQ*sNhps`FZ(ydF*d5gVzPQ&!ZF-G-V+S$29QPVuYQm
zR{`~0kk1zc5!bUMYs|&Zfjz@;=bc7}fE)rXZMOuz<RC|da)^dn%o}i>HPFG$*j*?L
z1;?oEHW#`p4^`q|=uz@2P*(-%5{7==owGe`5EbRF8&PC3bYHK$Oi~`-b>F?q5tpwY
zR5vqE@XWl$Qg)j>Wx6FJTU?qxAR*7rLA^w8h5S-LDZrO%X=buplX-K6a=@IVg*|fl
z)oyTIxSvu$DlC{F8Zn}w<!~a{a!|Jk=vONYfA%bt3uJ1co?R#|3H6uiwFrwW!f>aT
z!j-bY!6!);fM;Q=k*x9LhVhMfumFPv{<YvafCV{$P<2(>Cxx132<6iDj+IgkRHi@3
zt5-VK-gP&V)lT-T?_iSQ2X=PdjxyEC;+<RiSjc;V_innMCGctK=YZWf#Bxz($u5UU
zdm)#Z#MFGT?kJLZr(o&0$wD@{ctA`SVH&#Rt(5CnHs923)l%90@F!$2{hZ_g`2j*L
zKt+~@-caw6n2;v288sB*#0b2hpwUWw1y=n5A;7YXJPUepawCepA*!JU*34Q<{8PF6
z#-?UgVXup~TlMr{Py4-08FpXSoh!eF2e)k7(8=7O>e_@Qf9;y?_9F6oOD)w*s6nvx
z<?s?MK3i;69t_}XfPH&`mV01OS@fT@%0;+cVJ9?82_kc=t$aThc~fOI>YyTlV#>Wx
zRdWDjLXvTC5Xk&;F?2z$m9GWB2sHo>^a7S*A<<$&7e%2S{?^RX=t7C9;i-$@bEhJx
zLieC60Ay65cU9ru=g>h_p6vzxegO-R8m8~IwAnu&vt56@eNEC*cJ528>AeS=xmQ`f
zlGSI+lkqs~q3RpDh8Q85G|f|6YcY2S!Bdjrz!wxu3Qk49Ww38fa1sE3;F)Eq_8kXD
zaHo$4tQOC=5}0rT{sp1c`+)oi*?=8okPhXy0?<p|fcyO%Bw$sR3^w#zZ6oi%YAey!
zVAX>vdu}Y(AQVgBgF-=^lPQ+q|AJexI_cLEFd6voYPR2Ehv;CaPM6bY{hlXT^`4U_
zR+;?-dYo<Du=?8oTmfF`oCfSyh_Px_kd&J0s_I%SXl`z*yPm1o#+ADVnY(T3Y#(6i
zk^9!HxP$rK%54ctb<sP&XB(@W%BOm2YOM0Nd=fgCH%C<hq0%zpQ^{L~a;(hH7^%Xx
zHe33gkSB%jG+QLv(TE&b1h4sdGp~Gmpm1<kyZ11!s|_(3=U}}hU0qpORVSe?bET&S
z3!kqDKFF^yMx~Hnm*Tr2Pu<3<$12bFvg)(sQgESM;9bC8Rjj(e5!LKQR%xktBVqvP
zDA3S!3lb8jFpz-=xo~?Zw%Q+LQw-^B)Y66_kn@_9s_JS>nXwLfug1Es*4Z;8**aXi
z_KrT3ecnFUxxRP3b>`mw)ps(gzDylh&w90b{>Fz;$}c2N5o!WTnPXD9umhc<Kgi|>
zinpVaW1Z<hdDLu-&GOTtd>tg`v)~dx30hM)c#}{_qS~O^)XYH{2E7^OI2$p3tKE<0
zHnf7*0f}f*Dm@Jz7A(-mRaJOt^#F?ZLAQB>A$Qe+tom#r3-!bi^P09p^<4$n^aG(D
z{MEvDB<|^~9*e9i$oS#&z8kV|;2I0^)Pf)r{lkewRkrRAg`_Rm2iVJRRAzdss=O-H
z=65Zc(a6}#-R(<zwy*-Or@NO?*}X$OovZNR=7*ELjP6#2JMU*DUD@Qy8b*nsL}$f#
zC@)WFk(A=%;-Vr#y>c7u%1O)<I;{+tZHvSv4OE<1C_=EB#U}$XMM~BU<D{nx8nXl%
zR);c=aO2spTlQS0XxYPOYJu0FSgjIZv6)_IO+uv?LtNtVBy2S*J>p~(T&$Ll7$z00
zi@pN?76(JVY9#&l-qKVv2YJBV?W>oua;|%QXFn4}e0=)@>lyo>|IibgnUbqJ5ba{|
zTI!tQL7{n6X=QSk3Q(NfT!xh>EnLWs$|p@?=@0q=s#-0;`a@`e4CsYEDaEG1fE7T$
zIN&x*aONQk64%bx0oG=KWeJ=qgKI5^pDPh?Afx48;<Jm;pj=Dv5-S|+9Jvb4Sq%}E
z-WOmK9_){fpw&wP>P@S&d)N`Ay;TyXQE!dBD4?`0ma6Np@>#n!aT^2mzBTbaR^9K~
z{onwr_d=bIsypyty7!t}**PT+*Hkxl0yqJJxj&Sj4=h4~<`)#Oh{E<et%&*@GGISb
z^|XpQ_}2*0g_Bf>?bA^W^D1&4ly~hzS|h4Qf>uR0a7tv;$2q_Qk@8~&gcT3;V7k56
zs)87AvZ{9`5Q-NqwE8K%2<+RfYcc-0Jcy#W0L>c%%956u)!wg_LD833vwS%=>;BF}
z51WD9`snV581wPnwDDmk96!xHBec+pg7S(ftm#F?C2af)3-WVw*r)^j%g<*=K!03L
z8h-&Q?#1B$Lit84uA#Y2Y)TO))?x7BHlfOsb2hNZPcLo;AArcf$w!D1oQlC&^%k$^
zy@Cc-|H)V-egj<{p_ESrWCc0sBSC0lQmDeBjbMk*a#=mcw4Ad77LeQy=dK8Dk2KWP
z0>bYE-nV|uy{qoPCT{Ls-^m^}bnf20o5h27_8lA9)ZMhos#>P9T~boUN?va<1eUiD
z2R|PgpASjS>jE;2U=Yg6x+*p?uAzPe9|waX6v1&Z<fC#_KQG$=;e3kE;Ymy&J&ncM
zY{(-E`^0oxvo-oP6Sb<0m12%1ZOn=zOer&=T?-_pZ7m1k_lHna)tcZHmO)sxHCe}~
z)!im>mDGSG9g8z#i%_7wNm<a~YiPO&93tM{-oZS7bAPubF@O8R`yXW`ZdLH+RhV^@
zDbqb3R{WzDtkYt;!1~ZL3iI<U)$M$MhCJpEt_qi{!VU+-NEwT_F}Mj2^vDe@)-+_f
z#5zJwK?6$yyum<%8?EU)wUIXp$^<MK(z5~g0Ow>(rRy++W-)RvTzf)9uMsNX{5<fS
z{GtXn4467pzzTU8!UWCSTi__y_A(F>*pR^+op4?)&MpMD-`EnE9f1^^Td%|uU6$DV
zmQD9>8D#W$$G#`_vA$`z_6DSbA=flDUxNN9DPeNtg@phU%xQ`&DPT7HRpF|raH)LK
zODKm{Lb;MI!uhTNK<s0pkit^nbN0+B4JD3>+Q|2HTmF<~>FCM;46K~VhZ{c$!z}h%
zvtSNLA-TBi6%0Q<qB+^iN&<nsua9L189QJ(8wv%gfvV~P82Y6*&j0E%yw?s$2FwSx
z4sCpp;o;3g+a6&s=$YYbU^4~IDbw+3VM7QioPI>VB1`$Uq_}`7-!23PKr&E)ZI$h&
z@_J5<03tJ>0=`itSz(=ZS`@0TLW8DZoc1zNWC4a({iv5egxLtF2P7;Cqk~l=kUb%<
z+2UJSU62O*FvS6}Z{~3Y=L~SViX8=2w>l}HG<v<YK5X#nl`HRJ6re*%bh36nxOvNC
zY@+L?uJ`~;ejaa?MFGkyrdrb;P}5l|*M-<<mKRG3*^@=6&w~mMZ3T^Onmbv#2yT5E
zPR*TWg&>S*&P7oME-jZy!1{$T@aC6MxB7KajleBy&DOIT2<LRb0&pR;5qtw5vdlnk
zATc5)V62Nw4jM9GEdl}ju@MWzpt3ON4_t!{UAK0vCG)J@xuKU$Up|!FvwtrhELm~q
zos4?B!3|K%T5&jCi1H1gLThAEa2`jt3|*L)H420@ASY|(U+h-O;+tZ+7+O#Yci(an
z1_(O66yk9ScxcWg=7GYB08U!Ax~r?)`2gxd&YMh|T+ZDf3cykDu>_mME9DOp@o!mt
z0<_wi62s|RRpj*uVgZC}8p`OJYKRkM<=1YIZ@HQW$fNXh4fFu=D8j1vI$$u3{g3Y5
zx93rYPmv|J%)J3Ye7fKacuUgX2w+PK5X9LCvxka~(qh(RZ-J}^U}RlR9<^_X<BCP}
zh4Rag&o}V7ty$j68*%DVcoRbR7@L<7fV8D^`p{#M@&>$Ke9)ct!0l%N-e*CeVsQ#g
zM`&(l(8UP17oW<&a3W4)8CDTsUBRB1dz-BJ4&awU0p`5M?SYxKHGUY8qIzZB>Q#5J
z6t=pntB1{2-ZjvDKdVglKCwrA7!PL6YVol-`zg~Zr?V-*qEbgmG52cLX7*^6iMWep
z;NKj&ycI(EMPzi|tVIJj8V%ML4gMEUO9KQH000080O4!bTK*$;R8emL0O+{@00#g7
z05LBxFEB4Klzj<!Q^orC*>X<yljJ06leA4)(>85WK=xA_pokz)QV<FXLBXJ6sp5hd
zmbPAZk>FC?6*cNLxQk0s8(gobx9Sag)hlkG2G<LE6|~`-d1og2zu)uxpYQAQT<^<o
z=FFLycbWH{dFMpn2MHW!<Ty^^zJ8YDN)csk;<#VyInE*RT#)0rkQ(KV{rPV~M>ya#
z8MrQ6DDE;VvK-~A;ufpLWI;rW*<vw9x$3yxVzb+DiE2|-6%f_#<tB5XxYy%#dz-jW
z2j|s1C2pX6{u0fHs;gP`&+i)FA)-Ht>#~O827_cZ;1*?TMXQ8~>NVMRczgM~FPz}O
z#2c-{y&5L`n#&D{S97@Bm~hygRwpJjx62N7oNlMng$ZA&R#F0$-R{y-Oq6)b2oeZX
zcvMVC`0szr#OR<H4cD}Yk|=aqYT}|Kh<JEvmaB_PvZ+eiga>Bx#n*~3#P+xTzRHf8
z>NxVsnxF$_VojyTYNvg2Iq)Q*e><TFPn#2-b7&5?9Volzba-$JZq1{*p_=9?^<XIO
z_LgWcDzB%+V}&Vjms>DPRL=27r`MuRtF>`K6a<O0R0oA97mgUvz``vEle4G`vcX_9
z;JzrKAdD#PZ{0ghf*w5b@tcEeKz+6%<bu&eN~~5J>5Egf;JIpXI-Pdhfa+8oFy$WA
zWy9QPK{M~fB~FLc3cYoEoCI-cP7jd|cZu5tuke)k92QEI*p&Yo%6}qg-Ydc#Xe4Oj
zyUZapD4s{-sfvhFCl`*30xuw<8gWLHp=n9-$_8jqDY@K9sMcFvvEf<j*#FywF2a@T
z$N8PWmC6#$W+m)#*g%FgkAu{4YBswA8gMz0pabPZ!-Xl)T$<`4Q=(~ZFU)|?MfrpT
z6XdZBjT5H8<I>DXWvZHdrReFJKacUkpwNlACGfn+nXBSR9eEx<!=sVnp`tN!f(T<4
zvyR%hWZ;ovq8A(GQ8HnfLw`slL+$B*z>0^{QP@#!v*P}>%nG>7cwA_p78~iF%?@LC
zx~x_Ze1}uB0~1{?G(e&^B~GGAnoEVJ9B!8i6Xo+bpiZRJ%{7GMrM^I^w-e7K5>HSy
zt;}IjKsr5EgA6Q<veE7gidiEbE&7X^V2~0X8xm5rwngLx9&xit6p*ym#06gD!3dy<
z;GspyU=;yTOfw{y9REdE$WZkB&kM{ZOzd7*X2sl&huk(mno67&+??BCwc(+t(WP}Q
zcBfs%f`j;JgMm66PLSWAn+w*)JxElwP7n(u*zh8sw-l^Rh1=_ZIV$&hi8_{*2R*=V
zf4QbYXMCDblK-bLk5Rc(@W4e;$Qr96X!!MEG%ya27>`ioMZ#=>2MdVmk)fhl5EaZo
zK{6OY;zY|3D&z9F1ZDiRHy0Z5U^`qd2kpT4__>2E7MKyQY5~<k2FGqP;ieqOloR1~
z+iWT{plV365f$g0ZWog0>JFE~>IAKiI31lW;kZk6Sgg3SNRL&R0guOlCkN?_!|J8&
zm3T>e6@gNxhiG=d>(W4H++LePRLiU=rvEWNPpZ+`^(q&v$C|)#-Nxa_iq+R50YQqf
zksB`T4mw2>rwZJVI9ktmsgWDTZ{kJ^qS21gAetw^U>wg45(Vxg$zo6#E><g&f#Rm?
z{gO=agvDt!QCwK<G@B?sqs(qnC|>HZnOQqNt7>NTOH`+Y)pw{)#Y%Bx6m2TSvH5UO
z+=Zmg!Rl)cwOHTcv{@;xInW<_uU6`GQQVESlj2^l+oQ4mc#uX?yxiw<G2B+-(n=_9
zRvlI|#f>I&X_(-DO#AsK33#2jRv}X*aJ)#WM3Bju9Y$iBRl{m_Ngc9MvujThB*~!I
zd8mx+m66RilF;IOC=R12QQWXp5+#aPWE6{q;=3R5T5S}6b%Nb!rg#|HD06W>%vLsT
zyK1$v_Fbyk!uaEM*o*IVs>mOqop;)~VE82Dlvr(ZNGYCw)|%$9DR%ah+ht|5h}6T%
zaAfwJj$(ae92hssOEiX;`vawZikFo6eQs8NP=%jy+v)TKhOqX%k&`<JUgW?}L9z4f
za2%Ndo?oXxH7xQ1sTL9Wr~|lgbr=?O!?RRi5v|ZyAlo6aiRDGv%qEbR6h&r?D3=u`
z_(F%EFhQ<)&}^q&jeNPf(-w|D5LE59b)<BdhUS-+dL4Mdb)nVLN=sFTYGTS^(^Ly<
z(}ftprpx2BTP;PQcGwxyvE^V)N8W*xO&21I%HcsAWy*w1ZBaQqrP?3u_`FUVQ_2#L
zgDFj^M{{^s`!3DP`eSvM_(~~mb(W8tO!4sSC$G5bzm($%H9Na*kifrOhpG&3;_<Rv
z7vZHz$Qni4)ogvuCZs$j<WFD14MW@!B_r57#3iE%EU6$Fk=?E7kS&VBaZ|YAaTBuK
zX5vYlWwH=U*|kvx53$2J&54Wwm~M{^T<y5Wt=i0Zv2|&kbHWi#>x^JSY%y80cqLa=
z6Y(vbNGZU#R9z~xfc#zu@hv@G<f{=kp-Ka1xWilScaazQy~wA;?fZP4*M{R26(!|v
zY~m~YB_-Hbj}I#I`M_N+E%A9_{X-=cu<WT`pQi#G3g008d`yg<aC+)8Ow73S?ew}o
z+xIbO-M1sZCs-R4xJk9xm6;Sqi~joBh`>j$0gpiDcw-0~eAxuuMXsG$Ve^Osjt*H-
z=n^>5C>im{Th4WwVBqgm+F)^y5BJ;6usBUe4k<V+XxTU7q821V;0d7uqlLJrHVZW8
z@j7her4BceSfJ2CW><kNXqhLjp2zPfA)!am;f9xZgI*7~555vN_S<WaZ|fnfF87tF
zDw35=9Ow5V$wVa2JrYrI^-bP@-|Z&#Tw0mkL)<Z+doIL0rPVEe!NmMiH)P(x#LP3g
zE(hd<4f7_P^QVbD6vx4n7?rU{k*yD_lOkb0dN%sU3rI>kk(4^BHz7|#L;+wodKt1T
zGRTub=xhwf4YJXsAbz)qMw5(Z#AK2c?5M^^7|d3f0A4_$zt5D(1|DzxpKjHHAB{g|
zw^?9f>m3#o)IkQ-4B~1-2)G<ByVXGi*kv=r<U7C%t47P2!vPMJQ+3*44&CSl;67<q
zw+a!N&FOFeqI!aUKuR^AACQs~R|$S9=*KaR+lgL?<<+CPoy56C{+yZ2ro$7&#9)_e
z*d>@)wDg=_K%RN(_JsvZ931<^QgGdaBeohJ#f1HdRfE64%}dd>wJa(=A4ROl6G2`F
zH(3s0QRVn195mlnj{^@u?j(*InK=<Hk<bHKFjB-|GJ^jl$VLT%Sy_?DJdKep#H&8n
zqLE;B4+^kgzOQpwNm0<{AfoM2EfDQR93|NuVdSw|tjHg$MvDm_M(&2gV#6KrmU>*o
zqqSLyf9kecNjze;8cDEbvDutZWHwuz5cODGY7k`HW^p(xKmpu-pCt&C-($D<u_}b^
zCL^&g4vSH?Q#RT`YL^chea2Yu%{|s<%HegJ-%ifL#Fev~J{f|EuXcU3WHu)B_g+1^
z2Bze^Plsbio^1-O!7j4EXAM<BzH?43mg-4im5bEH@v5kBd{qmYf9wxOB!O$ktD?yS
zBA_V9sf6h^8)U)&*<>NnjBInj3|?<noiL}5q2LsFv&?}OeIl`T8?Zz}vTO&Ft8$g$
z7Kh7$1BHm)6<v?!-0O0x_-!Qt4++6NP81n|tXdQz&sLLSCbMiZftMRMTZ~|>;<DN5
zufv2<tEj7ir^>45!W;z$kL=1|VoJlP)Zal~Tc@Y?W8&m3w;Y@dN;&MJQ72*|uAeaF
zC?<Yh@zXagV0!O;{*}XEGtPY0FcK4wj^FUmo0z!f+sq}4F!A<*WUlp3#$zOk{oCuX
z0p3u9{yQat18M<<TyhmABs@XL5A0Oy)Mzjqkqprz;RuSeHz32I$ciP(<5{;6eKT5+
z%46a<<Y<9C>vCEkv}ze=byy+(S1n{$22C~CfEI_{;RB1Tx`;fY0MtcdXrGJ3T_qkb
ziA_CjCkduq$VCLLwVD-T>WyZDWCE*Z&JGF3trb<ngP2K!C)bkQpBWciI1LMMe95hM
z{ACFyPFsKHsS_{}yLI1#cVS|?Z|w(nW1=+`H!TI@e$ti4p8~vjyWn{r6IVM|ee@b8
zR$O%CKMi1*QrS!wCVJDYjUh}7U2*iQ%R$%<SURr!W4a$lmO&CZ-Vj1_ot=cNOR!Gu
zT#6UK&i1+%UY5DZJl^3DWQ8mnk|ZkzM0RkT!KmQ<noWvHmZ&Qsn+yuJ20>#d3Ruk+
zG%I+_7OT+&lM=F8?O;2D7K@EcoZU%+dKAE0OMxQ}7g^a<6hF{t&Fl5L=w62#_DDL=
z@}-&~5cHRHJ{OLAHH!_uE21jdQQ^2^kwm<R#Epu?K@eNkFx&`x7*hw84k^RL4XYZ4
z-hqkk=&X)im^iC(&4H&dVVKsm6AVbn9`o(sPn^uz9|w!Q{PFW&0Z!a>@zK32p~36Y
zv16E+tM=w$y0_euO1=Ywx@YCTf5XJFgL@tW-MZtJAuqv8m0jn}d?i}kh`2z_o?R2<
zqd`3PTvM%@MRr6)?uLTQ4vx1a5`puQ5l7%HD8|HYT*M$pm(|2&i)1q5;Tnua*lTG~
zjAk=l`mI)*2GeA9WGiZ0RI9~>>p5*UI=3#X-9vUoT`qSiHpv~T(^CSQVlAq>!~;C>
zdM#wj67RHtMJn-;_}%AolC2G|*FlyRr$vO#*@#8th9R{S4FVX$61!Qs7^G46OgMmv
zQ|hLD^&}={-g5VMU?3)V&!~h6t6ZJgelsT8Q`1g^g)w-+!&M1P+&3Ya0<AtWr*SXv
zZQY8S4&DbyD(_x_iKOGp@{=%e+e;6<AH&3{r`O)O4cO&gkc5}s9XfUdwCtG;pMCuK
zA4)MA+5H;4A%on)H}HN4&l{qKsutvIBT1?aN}Wrqk-?W`yjLTLGTtnzjw>h(1+hgA
zp+cN)qrq$@TXZHf@j*I_Hk*~~<e6<2CvmatR<gKyoem9F1QdLb&0n|6=>~)D^=Kv3
z;JAp#>(VqgtO#CD=V~nestilM%V{%$ygSWEEpf-Jl0hP?sDY;&y0YkcaxG8>&%GNv
zaK~D|o!B%Ps$DDBP6Yi3Ek5oZnD7M`pE~{%n8W8jOm~3MZ%xNQ8xABJ$Ac0)Hz})(
z$HdV>HVZ5m-#Y1x^_Y0!`T6%xgeB*1OUHo#bg#`<OvA+Q{&l0lWDV|r^A#|L%Pid2
zM=<e$GI$KMeBovOjRSvhXGBnp?x>H*V$@NC9diS=UPy5`<gcUXQik1c2|4F73=r8j
z8Ea05L6!|<qen8xumy+~473<VVF|RzMrysme#Om3&>!qd*omoERflGV^+ENzK_`&$
zr-EPVg{M6T0WB@}X*Sp=^SP~N{Hm5xj}4fC9udI`X{w2A7TV30CBzXjB@e=~sV;u<
z6qxt9e=&a!0y<-X@y6kp*gW7H`4}doC9dtSVxlpB#0_&gb!dNTHz>n;t?*Y&%<0Z<
zgXQF?wmJdoG4Z!yyZSNFF*jBPkB1&!nL3Dx2M(_}0qoNC|Jav%9+s1rS9#&3tM|l*
z!T7E|{AFqbCN3Lae|Zlk4n<z_=P{9*Qdp@Kne-!Gszo6x!8WM?BS)bV36qdI(V!Gr
zHv`@&<oVliOwhqA0zPxWyNQx0Q5G4AQz|KDvZrb=DTG%z?t&t;%9ufckQ+q&CSQrB
z!JeWI?@U2V>GPKm+4q;0*ewvjl?Sl5RNWEqs0!(t&tntm4zp1h1T0nM5g>({O*xAr
zY-)O=8s6`CbK_ZH<j>#XzYP<y={MYtO?v!-g&)p=sr!qz$h{r&Umu^?hdb1NZ*>fY
zu_AFS1zNVQHP*cYo_4HUggv1+*SlgUsM3#9CawfK`OH-hJPN#>)*!CmiiwqC>&=yz
z_$hH@EIfYeC$jJmCjPPQ!sjNzOf9+Tp&Taq2fkYcT>4@88+sNKmk!=l0AslJl23bF
zMZP_XW8hsV97Y-zG(_jrAPQMP#6el$3=qy$z&|B8;E+)0Ks3r|GLkJ{5wVGG10!z?
z>p;X{hz<&O7!^gb0B<cOi<w4f4hK<}5|<Y^87zZy0Tk+MrFODi?{k^JPjgyj;^g~P
zi}MG<NvFK|GU6Y&X8wpxO^4HdLH-EY^tGQ?2BNN>aP66oV<NF_`e`t&nb%Ld<91AZ
zdP3uJ(5BtHR+A`qXexK;bWHT_&sS9eSFW8m9(ppRzjr^ZLt`gyIg-LeY3;M=B=Bj6
z_t$nzylML3y`h*G{_C43fyQ0yo3a)Ln;dohF4(-VjhmPR?LPUdn@%PtXNBfneVDjs
z{Vi3%r{u_o^ExJWJoZ}_7^e9W1nJGjas^=6T*R<*aHuUvS+Od@3)~#U8%YujcpVUA
zg9Ii>M9VLzk|Y|yd&YZnBm@uy12J+Uj=8D28NsH>CfNi<ib*oyq85{a|G&D$YB3YX
z*<rVlXxito6E;@(RCuL-n2!W90ly}KKULwjMHfP4&H4R{n5b0m+c_Av>C4`oL>N2l
z?u#b?JA>!`-gq@oXJ7o})u46n{`IsE`N`O*UA*}NV9e)*5if(?+@&9^Zp1`-=$A$?
zh5tCP|2<&m&2#%(@4-ZSa>4<S_tg<c3Ld}vZ{pYR_^`Vx^Z+LMZn@?ikcNgkx$LQ!
z7_obb1)h5H`@WH|RzGm{p6kFI9Q@>^0$9MGw%wBh-hW?nSq`}P#L)XRP`ip#@-c7+
zU)DmzbE$t%*9M@^u24Q(RJ#Uzau_6@hJbj9j~hh9Go*gpYP`sy)vOa3XCO8ZZ|1>i
zw}jM+9KR?Q=5$z0Ml*Ff%w{-uLxxf&22R1dRUn0C1=he8w`zlye42x-g=HR(8LCv2
zxD;?T1_hngnNU>j9`-%hSI@s5fu*W)#AB@^Ky&|bTpEhPn-}hxfr;(UpS}fL{TKHg
z=z}2gGokR*9!y;Re(rQ|hFdjdHq6kyE2}TYVM%=dmZR@O9Q8ut$T48%49C$OAVb$C
zQXx>lud8$0_G03+jmq}LAljc^dGu=#?J=MJ1`S?V{rP$bJ-_&3Y#ls)+7oA81<Li#
zUw&-I?X+C5>dg!u`dKqKWPo9xnDspL^e?TUKFrIOmB~C*apz-N8!pikp*(aVnJN@O
zGkar+LcYk#5qRY@a9tu|i6Dy92SLjkp(NxC<H<#KHaaKVffP|OgHaR|lMz%#wwTFr
z7;++sKZ)3BBuA=7#i)>WjEL{ptaO+xD4eI8A7&HqO>^5U&{S!_u7XzkN*oq20fSv;
z!)RbvV9@gqVxn%xug?21G3%ZaS2bbcC1I9x6(&l;P2s08@t>P})n|bxrv1OdZpx;w
z-v1da=+<4WA7Y(pNojB1j(feX^_cNOTykK}ezMT5PH%<ziLd|alGQM~FOFQ?04g)~
zJ8?I}sii-3Z3T0A;qN8CfT!7eo%G2qpjKsXq`{qhyYAD8(4gfX!+a2nyfNf4*qvyx
zUwbTvO_Tb|-aPKa?eBEuFmGCV2l{}0$$U<OSLZaOc$mn>5+UGuDz!2JMIj_!AzV3D
z71AN00yFdnm3yl$E(wTjn?%@0M?MSPQ5W&nPIZt+cDDmLHzt{IQZ|DAL?k13M>r^F
z->gMJs4U4@^b(|!M%X7p=5|$094V*~d+jYK_La$bxYY<|x6ElJ>R4*GknK6Q(I7$K
zA8;G0ug1hxci(s2R7`lAKO7D|^XVt7*Z@WE+FGs$N9K#)9{urn;O5+)>yN|422b)!
zsAF7ReGh0xL-(HT-(sSm<(k11D(-C0AxvzxEb4-7n#kF00WgJcrw6|QNP6n^?}8>A
z{^I)=L6(N!vGO*EdVkpW&Z#GWeviCi12{z2pMOyw2-VWZl&LV?<+Fx2U<2B+{miN!
zJoM}C&t!oku~1hAG%K%n<-uCIy1RPd<@vm(YeWsJ5+DP~kd^?34ivNyXns1Ch+!m>
z3UQUkj(vxm7JNP-;7z1XvQFNPO|59eL1_yo;P9Zjg*RA$1A@_DAbzIR1WRGWXvABY
z7Nn0RaC!^|qL+$6k%*zSA>YPGj;T%LaK(;{Fxe6DqV-ZCNk<k{C21vyqYC!@JE|N8
z`9IKD<ht<n3qT>?9W!G!CWe&#zIGWV&gXyp`>mjCQ<g6VBl&Xru?f#%;-d)<JbOJR
zZvQ}k?^;Y;uyf~Je8>^sGHKuTeVF*}s?1?9UAreQ+S3e^_n><p=->1Gwv(agPVV1+
z2nTjeS#}L<cRcO=?!v1u@$c?itH5ORjb8RoFbAi&?|%PMu&DWFH#}ZyIIs;GOdN}~
zgF?qvw|4`ZU4`yGkdkdZ*>+%Nw-(C)(w>Zw#V`}nK`C3bWD4{*meMoe?4;6(5b*oJ
z%0vu&u0k@F4Mpj$NrxJ3szdzcHiqL8;;0-I5d)FqN#YE_LSsNdGBe6#Hj-!%MSO&f
z$hsOa=YvM>_i)6dWG96qW)a8KCQ&k)@#d~Yk-+6ac9o<}x$G9Q=V7y0$gzV_F_}SZ
z6j2f&z<cEZ1NRLkUY&PkVmT(ZHyy7190t6-e={tW*Pb}X2|V_lF=a^v6IZ|g(ofq#
zO)p4%`~cWmF7`4YUr*erUxW$s9fzMH9?PT^hhRayc`APqMp}}uOi$pRo;bVyY1kQg
z`|C4bpO1;I|7<^S9wr{nKl&?Z=}*6ZcJ5nXp?5vD02;pL)Rp<2z{hX8+u#km+M5Hw
z$3&*R891BlL5u`WWO86+<2!nCUEuiiAS;VCxFw^z3c$zYKu*V-P<mD;+OR&92*t=o
zq8=;c@`UV7hFti;P02)|&<!=g_@0BpkJ}-k3TcxFyI{mA<wb)6i=@G5fK9+Sk5)vY
zTu7f4qLu~|1c=oURM%M(kqn)DxC6PmXu;f#T_#b+XCl=>37;~WkVl0LLd0d};^DYz
zw3#fOn6ZL|EUP>xk;wg^%yZzAe$h6MgEgvt!=wXXqi5dw>uGZ^@yutf?|*|kc*%)R
ze-9m8{O+UYE`@G=a__{eYJl21dT~A2fm=VhXy*#3)_Ujnn?dxCOt|VhFv@ZMc^&v4
zn{(VhVJGVw-|#yx0G=M+b;`Z?EsHBlmcipkK9X*{hh&=V=;^--sOy%-vv{+mW7^&w
zJFkIi>6>zUz`iF|XWBr8^SNvU*qZLicXeYX>NywK<*IzBhpe615ZP7EyJ7=ia|;Q?
zaX?}T;z4PJ5b@Cp`8*K{J*D@7cOFWlT`;mlB9$R3j947OIYo#wLKW=gV5b*_l`@eQ
zfj7t|BqHbHL{Sss4@tG*WwT;z<c0}ce2@WYD1ZhDaT|e`;=0IBDrSC|(3;CKa8Pu^
zk^>CLtzt<4r~?X1Trf(=L#DWbR(O`6AS)JgF|!0&57JI0KBQD8a6=G0R+LGGM0tGP
zYF^~WazTT@EgW}6qjaN#;P;(>_mdjMZ@XmeUv8jy^|y!WPNcXwI<s;X#kZeVvf*xu
zpL~fax1Zt*o;KU7D4u>H_QQCJfBIU@f>$Zty!rI+CQ$swzB|(Yr1(MSkn2vRc=l-c
z>uV_<>u-7WONytD%zI)X#d}{LeE%&JS8p6u@-4;pU%mR!PKqa9YS?**;;y#HzI_yT
zWqKO26whUPy7Cm)GMQYS;(NOWG7Q&|3(!aLq@E8k9Qkjd9L0OGp-_n8JvmolfYndN
zLJ8KNd}9}zpJZZXEXnZD`n=BYR9a6F93-&;Idbdqmb;>uo)(~rARy<OK8pMUqe36$
zkqf|ZBsns}k+_)56c-h<*+lRN^8J2Co?w)#jUZocb$B6?H%WS%R+LP#kv4!7z+hnw
z%XXW}8aCMNR=_J-B#YHFjvFKi+;l;)m{cl3g25!w+7DhNNjz<3sq^wM<NT$ceEGuf
z6hB{_^jnfiMAEWz8|!xVSnE>88H?@KODVo($H)inrTFC6t~@zFab?yM<?|`N=i;~P
zex~>l?(Jxd;_tuz;AO)pzU{mVp6Ox|@pNaZoJqvYH(q6&EcCtk^9M|Vwp6a!Me$VC
zEBlO0QhrqqKSgmp*WN6%cG}yT+bFK}^z`H?9%}E(W|+og3Yjh@=~^z6ElNb6R-kxq
zGFu3-cB(=yo#J^tS(KnuNXx{SgogSuJrqwQ3tbwMxPgMsB-iCC6b4xTv+e@MQylyI
zN#!8#{n-EZHzUYL%m4QpsQLf3!vDkHcPh8^zn~3jms+bfakc;7&Hqc~BL4+F#}3w?
zQeQUIsZp-(|7vv?lIxll<kJa~iVs`J=@-t-C5{}AT>zZ#@ZS$c)lRh<SLB5&?C1&P
zu9Iyr7GO(?iKL9kW;;zhaCss7{=eIL0X2mW`wjN0O_C@|B3YHt@+6bI6pNK4wVG6?
zMy?Y$OG-;ifhzT*KfLM&0s(&jRr|l1zZhp8;miVq{HhJ7Ul@riX|~$Q0kP`#c**qu
zpU;QeYC%n*{}0Deo1`ygWr08$aiYr0Du&b`^1oiQNzGPN&*N}*DlDIaV4XEj<c6R?
zXr3e+txhY!&8kByp}5oSE%j5p1id^!@c<qT!6Rj5crzIHAdn=b<z<1gAbqO5ykdAY
zeQMC)@RW%Zj~q8W-iGl1+0ET*wvP0YF7i#h>}Ui=i?ZEA*LB5g_xOsLtX{vLuE##V
zKM-I!j1@?r)JVkd&sNm5ps6oA$_+*#!hF=Z@=6;l+VP6=imFi)2tH(J?X*^kkJV={
zokH<tE6-e9NAXK9+cae;!vANd1+}vR$%pYoOU));c48%N=7u8YRJ4^4o`{Oo<0FUV
zMu*pr56iVuf51;%+|G)6#L2P%Y#Wp#)|P?fl=+Jko^C8d<z;1M6(DMr!OCHftP!e;
zG=n!dIXY`8xNxghE?+VR6PI1SVI~A|mtS`2NO0rVuIU`&|8EJu7$^CMBZ3JOMpPV{
zV!`{pRu5K&7OUNbkK<b$Ncym}dr@ET26iM+#?{xV*;%!Cp4DtHjQWmxiW4s?%F!Qw
z;o!<a!(fN6zW%t$kR8&}(n?~@b358w;dtVbjqOulvwZEQb4WK=oV{u=$oaCB^UJ`m
zT`?IZ;LrU=YNLjmkX*cO3P%hEoeQ0YCSFv{L~vRJdx@)&%)Z@QT0%v~h4iwNiVk9c
z&qqZE_1s5A3Tb;p#oMrDSj|XIYp|S~RC`hdn*K7Hvl~QXETa#H1`QfIoHjZpGHS{!
zinq*|zic_h&t1Lpq~j^Rsr#I9!zg}s@|<C;oyF(GgDhuv{_?41Os*HV)dv{9V(y@#
zyf2wh<|p#bCMAO=r8dZA?Pz8=^F%Z=lAX>BZ*#-U3~dtK-brYdInGp40)#|w9ZAko
za_h+D_Yq5&RqKLfoTC=ag+JiS;{6(=+n6`Oifphpg61U{jts8A#;9&cu%Z%$$?@iq
zkuh-2d&-G(7Q*3s`|`!}K}gR#XX$aUi?C|L$%8;b7M|Nu225{Vt_N_#P0JRAu=l@o
za)lokL}E3Z7LGIx;$q=QRaqw&{?mBJ2jywTa8TeH!D^U%g!vK45uH_yMrbZ6O>)DK
z?HR55O02|F7qrsS3B(|YmeNumHAwanU#X88DrB@79t?D<b*PJe-+FGS(77sz1hQs+
z1)2umY+@7!A=*!jMX&~~6!RwxE)N7~;oPw`Rn^pzoObdFb55d`<oqQ|7qn3P!qZM3
z8>V>2s@B0lil24*gg}7eXU41j^d<98o?7YmQ+#Se8N(wZhjfk%M~0VkBg4U9=j7T*
znLo>g(Ex`0X|;YPD7~Vf8OxpwGiLQuJ8SUz8;PK(zEY|}Vu=rd5OyhkUx3Z6E$a(M
z?B34$aHNzjL;ljz0ThTu>w~_|NHr3h`bc>otJVYuV`q0{1!oOMW>-gr@Vph1hnJUK
z!^4!XTBwg6NvC{OV!=s^C@WTUCuTNMeA)TuhASw3%90sneu~eVGu+Qspk<Sz$bikR
zMeRqbf~ZHq@@xe%O`GbGE}yMtx%xjY6+EqGS0Q8V8gCv1F1f~?RlSfCoq@m{;#ZqW
z%L3zQJg5fBD_Gp;2?T4Y-Z}h%@=@%j1CopYGa><BX$dtV$eF=P<1Zx%>A|wj`dXwd
zmfBzycTH_%_K@f`;mC?cP7j}yIAh%4iaF%s!jg+xCpFRL=A0K_u!z29=J}^LA4l=y
zSFfrnqxiHL$CtC$PaPTbQ!^2nREH;{VGy2-ASc!a1KB(3g8t4aVf3HQTJW_xPeV&&
z>c9N1i`33Zco~qazSk6dxa}qCX)P_UgvG=W7<AkyOn3t2GtR(-zsxrc4x`cdLy*Ac
zM}`&Y2~H!c4*EGO*bhIpAHktfYi)2$maC1=h?M(~fL67vm@%RpTlteuU)%tP?eo^1
zGY4`C=bm?3D;$MSJ!Sb6SVzX3ICCiUXY_;yFc&S=!z=KD8VOb)Qxq)A3h1q9?dK%)
zKSv#2|F?vZRjk9d42i-Bl?zp?Tmv2MlW~K@^Nvn4&ScU&ka`jvT|F3vS~-2eGB`gh
z8=kn~Mi`iH+)a>;gzQH1src@qzmhERrN}qK%i<>d|32cCRh0U{UyF?N;i}UsvYBvX
zS|n==$MtAqbpRX7xw99Z00)sXR;`Lp$3)Yz_O@}D7`JfNFgV+<n^Ic=V;xdm9>6<Q
z71$vS`0@1@JTk<<pg*eBqW=sbse72EP|}Ck>=>bTh7cd3=l#hJ92b%JDN1;gSCb{=
zvP?tW9Xl%o7B_z3jpr<dP3Y5ax_ldKIoGtUy8uouOZ;QkLh6UN)HkRGOIK-hZgr%z
z6!j%iRf_d6ifweHsS5vh)JVLLM#hf}m1WUj>-46DaBwv8l&OnhJ95Oi^Jc)AVr^^F
zNMQc(v4e<zQ9dX-nT_uuY*H{k)y_yHh+Mj`+Id$PfgNh+2t-$+f<H^~aS?}tM>i^L
zSLo=j-lA8)!N4uocU=HSwwJH}%O$YawY+OxcN`OgYDX=C%K|=MAb``cBZErNkm5R8
z8hm&ca86|@ER2z+24q^}p>Y+ZfS2p_WstNOZI}=N2Q4^#<W#cH7o0m`$~>S3%^5Qc
zcOeqgJ12!B<wLku#I9B(mUiTE*u!X`^=h;d4;ZOwwz5{`Dv@V}xQqvvZ9#){Vt#h0
z(R2P-1rMwG#=1zQov#eXyP}%ebve@82bNd*VLGol^SCi^e%g_kd)5`O7;ilDe6nwU
z!Rk|?sC7<Ehh68H$JGvkWR#Of1mR{y%e3QyCD{9`)Q4g3uf;#HDu7q#Xx(r>j59EK
z<e2d=y1>+NjWY<<Jh2{Ub9IzW7#x6Vkw7?$;>PH?Xh@Fl)TkX<W=CBx5N$#06Ng5e
z#hH%4-g=xpk4IdORxWPUAHxh<`qXd>*Qg1{D>d=!276TvCjxXLaRIemUg7tHCM^gC
zhD5=)sH&)k9rx3swKF?mq)X<VyB0<oUwj()qph>YjRr@gZdUzJaDMz#8-@Zen;VAs
zNJc{Q=&B)PWKH8oj3P-V6DKt`L0mWHxZq$i#!*=@90>%Gzl6Anx%eGoS_F+UayGK6
zXQ2qJ4rhz2oehZ1&RViC4GztPxc}36|8?j6;SLeSgc8RKp*SxnCfE~|jj$&gY7u1_
z#l0x7H7InOTQJBby5TL$5aV`8iiKw8h$fk2OQA>)atDH9majwqK~ju!dCl0j<76Yb
zlqpEE6|w;o3%zeF7}+gj&g`{W(3?9rquoL_-7V;K5SL$F?<9NU&bb$V4_R$v!p=@G
z9OZ}0`L{9g-5w<mVQsIhWFcc|Sydndr%vDL`tnVHT=L1Oa3nFxGV1)FFwywb#^rDv
zc7^`yt#Cw~yQB1}8!%B=(f>C%5Iy+g>@r9LDEzYIOE{a%F1N%V!GvCS(MRXu0lhwb
z=RW9j?A?8f_P~G|8`_l!P=%hpZv0$FE|c%dLba6U>Vh5ZP(Dj?di8@jdh%c8(!h?S
z4ra6D$gz7b<mANlyas2OEy?wJVe?#%C3CRpt))Xrs2fWUG(yAabTS3LaZHcJbmDX$
zdjxUDi8#X>&BiF+6BkV;Gdbv>3`GK=C^XedHWCUK!l{;GG|;<9vVo?GK)yD%J%ZAS
zFWVz==tS})nrt*1Pc~cV!HLmkC6~WMtIG+Az>=fXOYZygnp*?zaW;nrcV-lu8G01?
z!jD{z`1#K{m#&4}%PF_)J~jo~S(zMf!`W0F{(1S{B((Et>$FBV4me}8w*Uh2(V^`*
z$fx`G@v9?nH=wz>_71R5ubS5fV3ByrvG7y~9zW^|xX#4Hv7zg40+*v|#haU87pL&q
z#e=`X#DFuh9S&jo{wDoY4<d8<$Xg(7H8#dD7Y?}k+S>zgI;yvCJJg1U)01m%haQFs
zJv}+-zFx?7^${x94w(iWNmQ1DYRSEQJp+X20~wf^M5rqR$Czoo3a2B)Q@WN14)?~A
zIvmSYC1Q|T5KqKXdJLLA5Q`;rppuQQ7&{kvxC5C0MFtxnNQ%`$_M6Nms+49b0|v8M
zCKOH$k%4EDqOd$yn!{?4XjYdb)2mRt!6*YFAlm`EPQ1}Xk|+hcljJ2U?h-G#NbPZw
zgnZHKag$qnf?3r_Iwg`&J7hMO3kD((@z;km#o$6s;UC9Uz^QFj%bI@3g8MXfAbT$+
zE^f~DgF1Ty&Fzo@Tz>lDr+`U&Ry1cpM6QeV{s5JyUFkm?JkDSGZu=05Zd^27fIPk7
z)9w{vKjhqxPiTO|p?tf0Imk+`Z|dw%aQ`ok8qbD~6&$~1eurL%3cr2w2~gP`hquEX
zOQ9gQH4_Qw>1mJ&YkRueaSOSgW>S>Yx)$}&WcfmS2B^H&oX>;x$o6Cg2zwK`cE}}3
z7P<(-lQBJ%Cu|Od3K~$cR6)lK??@*T$rx1YJ(BLlTG65&*$)zvK7ho73dQP(DB<lE
zUNR#=5UL`)9L4{XjRvI?GKNglMj&HPl2nj6Fd8Xkf}2PkB4QIU--5xYP-#%e#YN7b
zz(F?_2H=-yQ&sq+hEvnXf?)8t-K6`no!#Lym{t5uj_MAB#bKsLcLvEq1oN*Or+a4s
z_27%wEjSUhsPTqxo`KdT3>{Bc?1?4D!=dWoPZoUxH(q|;vvWI`&TWf!uG@@>k)LGR
z;Y9u7S4K|)zwOIMM$HdnVzqJiZV-$iwf@844Ag`#+5>8N*JZa(g7eEq>c4su4!+y#
z8qR||28*UypZX6bdLCM5TZe~v*YOPv(6Q|5SDORm>lGu~B7_Pd1~=njW_sE(WSFsZ
zE>Dd`sIO}qPzk-O8y}2!=(${m8jD1ZSOPr}%EC&qGUg&jr~SPlvMeGQ2thV!Iu=_A
zGLT9pV~{h9iol?xT{_(5i0@A%b!;@SRCJ(40$F?PX7dJ<1-{CFEC$JeK>W9`HNtEm
zl7Nf>Bs_E=Pl6_?h%&pffb4;ZWJjYV2zV-**>@QPi-lZW<1IFl1L|-&Nm8!C>G773
zTo|{@<0pIJHu7nU4vS(k6N!^0dWG0^>i8L;V(m}W4g%{R{&}4VuIWyg`1i)&VP-bI
z?Ep8Oi)?!l!m)p@dwnM)w`lvW*$L*mu;ZczSmv59*+Wv7zCUAY0Va0g!nc-yVL9td
zs|`|4AC0|pB?OcIxukCkJpS54*UW&ocP>Bh5?GJ!$NeN-u&s0O@eqUs7XEAV!<dL{
zzvyMiO>5ux@;*qr$VMUx_|N^hwg#{{y;^fSS>5$)4>|uv>?KFzu>whJN*0hyfr<TT
zEkqcd8pvTM4><${;(Z{GfZTUVr+Q;_dFV~7gp1Ot{{BRWR7>?HK&(Q#4pt(bPK82j
z4Otz>o}mc|Mw5sWe{0acO=SA<83-ixiU#6d2#VPZ-y^XgUK5e9n5`yy<;!F>)7xL7
znS8!vlb~2EM0g^CG1?T4i$;sh(TUnN*)8PCp=P(i%}}@#3O=Z2Q%vN}gRGiJ4*wO4
z{tXWLy=7Jj5^K9IFKl`V)U}Xs!QhTM-W~=V-O{~nH`y}W_j&*<LSoOpJ;2CV^S*tM
z(9p3c5P)>S)dv^Ju+$qLJ{W-5=E=?*62F4gxUh9T<Te$IKgS?X?XhqDGr*3#I{&W8
zkXpKY*o98WT$?a+_dJlELuFmYHF&NzJ~8#*F#W5)8Q9Yeyy@P4bHhI3N-m20)CD#!
zFE_W5#X#>SqL7aDWimw7^IhcDgs%5=5i8J0(h-xPL=0PjmUJo&+o1`UtB*9(p9~S1
zaG}*AL8z2oh>;aU&%;8~f<%X8F(yMXn7;mWqLF3z*W>TC801c{6-G1l02GpNYCzsR
zICO#$=Rom>s68A<7R6@nBiS@apQ$Oaf?v^rKd?c(NJ%jp;kp^BMC8XPOBM$a8lyo}
z=%sV3Ozt6Xa+=V}L~53r4cJ3P;%O8JVl`F#w2?f}u<qpgIzqm=+I<XXy=}UE!PW!&
zNzGjB-ZUI0-0Rk=K>&`(`xFp>)V@920f`0VeOO3Zwl0c9@Idd^nu%z*x8@^|HkI?N
zhT9p+yf3tKVNw>=9fq{nEo$8gkd<R^8tc;FUp)3mCG2{QonCu9+<!mxaQXO~FtNSi
znHsqE(biS73k3b(h$#jT^unTRd=Q%G+b-Gzmd}+}_7Ox|1j#cky{R0ezahJy&J%6c
zN&4IVL`WYXl2ZsZLPk|$7nuP)mQB!%s#GGB&<UCB2QjGHv_G9n^^uxGd-a$G%Sfn^
z*pH)WeP94s+S}`j#b7~c_+IU7s_!u1%Tio7kJMY@D(fRw+XimfCVbF>Gi&VC^F+mH
zHq9bi<zlBDpM!N)B4-5I1^X_tRm&SKs)cUV8cg`G5V;^0Gd(Oc%gA}98@x7Al&y4w
z*DlLQ!06t*EGb5cYl>hnFx-Ir3yP~EukaMNgl~!6PVqOssQc7K@r>vG-iZ`{q5IlY
zn&QbX)qI}fNA^x@mnojwC-2!z@pL30Z>D&zUD>&U;w!rr1rAYsXr?W4h~mAiuQvxM
zzU`rgojWQ1=`|;4?@|2Br@z^^nBr&L`(<!9#iunK2`;4gjDK%!UO@51wR@($M)9t^
zv2G~E_Z^;jB2V!}mycd`9>w!-etzl!io4oQJhP7C>CEPR?G)c13$(Sd@h0}>yC|O2
zL%BXyzo6xE6h~6&V)Ge84o!jK`_uUl#d{Na53AoBi}kIfcz-HUVDsFs_8!bKygwa^
zF}ydGOfdfTB3Wkbr(-VKeq{dvZg5!TD!&6eW=Qfw1c94|RynJUY>Nx{q9x1HLhdlj
z0uzvbQ~Vr_Y&I5gwEi(%GFt5HOFN3eVqu?ru^4R@_GuRjdK1H~Mx&X13dSM{O7V+5
z_ya8L(=HN<-Y9M}<L?v^+-)?->@zrC*&vGSJ3=_qfweQ+xAF>#f4lbi>$g(;<mif)
z1jWDHIwz5)c-Jlzbx{1iX|l4D;>mrHecLJCt3-CLqj+z7PxC&Cr+eBDy-x9=eUW{q
zQ+(InhMn6f-u-j)_QUMcH0y3?olfzSO7DA%&BKrFkCp7E_}b9pYn$1pa`?Ypb2i2E
zZ(aMkm*RK5Zr$)tiXYzc$j8r8Jm>m+(Ww;gdvDIpK8owP(|&2AxE|W`5IfRMrUxPg
zb}E|~$ORal$ZPEkN3K|owG%58@)U2(7c|yBiqr=fp3wD7hPBh1+{@bEpAN0m*}SD)
z3HCj$UK9)Tu=+7w4^g~7oeT|7e19sX=@d_=k(3v|y!2g!7dowBd;+5=>v){s6_h$7
z;RQH2Gm|qa{Qav2v?d!Ao8=;|Qi3mHb)JKd!K0Po1*oEG+X6M?ve|65je|N1kpFG7
zs|0t-qDdim(230U0-MD1QVS`xNs=hhhcvVTnCL@3MHXd>y9H4cDQ@8e$xZRHp7-Qe
zDZc#5BggU-zv0UZF4{`*ZziluwNQLaYb>*f;;(c^_N}0J>`*{{o#Oigk?q?ler+zI
z$Q1AGS+r*}#n<Qe9ok9phV16;te>^f_NUq?zVG$XD>qWSW=o{~D~j*Y?kKyG;tP9z
z=vYVbC6A7JvzOxIn*-}u`&Zn!?7k?)l^gdx&c@aLSoy*w6weJ@F!e!-=R+U%Y@v8k
z?_R!!;#$7%_!z}Qu2}bOiX)#bmt%Nd8^}>Sp}PufJ`0IZ5!YjR7sGq?e1hR92#94E
zo=W#=3_p?xg($8jQU#sj_GGHS@FB?Oa8dk-n$*$+kMt+A4rF>A4@E?=(-OvK$bwMJ
zC_<4ZGS}D`^McW6qX+JiS)m8+0&*3ZD<I*|w;>B_vRbJtU@)Mdftr3J!cElln~aLp
zL~)Z*v@u-4-&bK-OUM(D*;0q^;#1ry86*S6y|QAUOMAqva6`j!yCMhzeY*)MKpA~1
z$bWVGB>L3d6SgTHiVyH(E_<HhKe#UY%TbCeiDZ5e#e-a%vYq0)x|Mxw;aB^*Ht(eP
zy}9<C+bQ0ZJG7lS93O7Gs967wPhVfb>Zh-{WZE{0@BZzVr3)$k>%~8(*+Lszv|>??
z;v0Ydo5p6z{l%u$zfk<&hoTnNPriIa>P(8a9~^jfGR6Cv%fGsYIXVNj6Q5(V>i*`^
zn<=gry05WNJe26M&!jk7_q+ea@MJzyV0cW|TnvxpV+?mC`dk_2*tzlr)_)|3d4?y`
zi2`#__NQW1%t4ux?AP-YKa$pytbVF@Ad@TB4~2BrPEs${PbT}d1i_JY-H6Y_+vnjg
zxk_&`QAVrxM3T?V3kI6c&2zlOa&&o4u+SXc2rowQ2dhvtZC^`DO^VTKW4W=iY_ZX&
zkN_(5sh|>d*2YZ+gT+Q4GE0I%p$}OMk|fZFtOi*W>8n%&cV0N|G%5xoeF}flkUgb}
zlEf0u4V)mBQr!OB9U4ot-n09g(=VX-{fmF9V(GtElph+!63ef7zIXjfif?^eYinSM
z>)E!~cT#*~RZlVTdwOHr&H%-0s&*C=zo%{6vyRno{jt4lHO1dOy>#(?6o1u!{GPq6
z{v$!rO7V-YUijEZiht<)cN42W@9fsM>M8!oZ6B^rQ#><cnshS7GfnfKV%gYT*=>st
zQM{n9ZS7#`y!oD0EFnBp2u0qYc&O0!>1`~XH<mr=YlesP?CTUqVwIi566W=Rz8;EK
zC1N3#UYty(^jxtWSBT9&64g+K;R#p1r<iu^%4b<Ra(}*&;r*#to+ZGiQ%S9uzI-Hc
zjMa}FNw7qEHLJGc^J4tzo<MjZzDg`Pc&H`d&r}t~m*=TWA)FJ7V$F-iTz5${7+LN*
zzLF7+80F}QFp^WnZcULoGIEzKMd6l=R{E?-Mveo;ZOBO%DDFUBF2mhOu8WeZpr<Kr
zM~_NO50D!qQe2i~iS^AgCNYMk#Rskm-Tn;4f4}MX1xJ}g$L^oYu0E_2wy3AGMD))N
zR58w<|7&K?A||=-E!xf!+QoC553#EZtIm}7G*kSx*NuzzQhc|~pN>#`V(la8RTN+I
z$cnQ*q4=oduiE2d8Y3Oi-k|vGhQ_&nqj>i{_uTs(#k&^|wSGtN6AJHNYbf5JIQHUt
zmKPtI{_Qj-(D~N)m|!LK#4I+=$j6O8$^<kqux}+3^w_{lW7v(3SfQKczgHz)eRd}3
zu~^8>>g#%r<*g_5st^<CRBB}rADYne?bJLa6P@;OJmu=k4^Z=zPK7ikzR0J@vMl@l
z-dKjIK`LF9WA`+UB$FYUHLrG(<Q9D15ebuI?qBFt3Lbg73ngTvrMXmC@mGqO=|h6f
zX3oIzMd3y@6n1k!6lD{`k$e^}Y~YWFQEMGB89JAR7aA4GAd|O5Oj7opa2$WcLZaid
zD@LKnC49l2w&^j+3KMRdVv<?kOp;__iif}1&TyZ}Zk|H%;dh_6o81p;e))m*6Dhvt
zx@l=PPud09E$p_&KVKcczn7UisXx?D@fBqcWl|I$_4)C+gUtLcURibt#W&f)2@l2Z
zIC3^Wm*Pu~-goyI6rY-Y=Hz1(Kl}MqjJ1E}lxtd<5)RG}tbUG}si&`R+CcIAU7yCH
zOqw#S!%tw+T39ugDRU@qUGn1}X4cut<RTe5Zcy?5POf7GGn*;x$ikx37Z#N;sZSKT
z7qi<Sx~q@fw@Rk-I$MVHge#RRYDp|qG`}%D&*U+tyLyV|HxcS%cp?$fi`te59m)LB
zpDKp;yR`128IL7$MRT1@=IJs4sc1N9OUO3WMg#*_S=)j{nIFf4i;Wy>M|goOps0!j
zWD!xwR)&#;^P+*odke71R;YU}aJ*us?zw<-xfdXx!eXSs9RBD73x+Hb@`mYCW-NRZ
zM^1<!uwV|^VHW(kWTU}A@lyQB2#VVjvxx<NieeN6ii-wGU_nNkC@Akye0MxB_-u+#
zfA#1IG?-X0FZSYGmEyD3uW-{*Ea?Ak#KDs&{!F-JFRTC1sLAL2o#M02XH7Fv{H0MV
z53?Zk;g_!dWCX=azkW3}jp7G>e?nf(g2m>0nvPNYHb?2=Rji--h`j}hCnvm|xtZen
zouAeI!h$XRu3=ZPAhqq;dv9X+-q)Xehs~Rw*~9ARlG&l}vigZwu!7Z3g{C}6@kF9<
zfX#Cv8LDbv!D6gXHSLdJF1Lx*PrBMzu!!V2Gn(P4P_~l=$Dy9gjm4ldk!fY^pkOgU
z@%^cuSeoMLSWc(GVx%`2JvF=_of_yWP$}w7<@;RpsT6u+h&-io(bf3#_*ghOj{lWx
zC>T1q+6DM~-2#0Y$+l3G5&Ru*@^nzdNnkuqZbL*9uZZ-HhKPbkiDo!U2D2j23};!1
z)`#aK3oQ#Yzgj`w0WF<xMqYzJpRyrgWw;wv;wkP@%re7~b7Nrj1r#w3qWCDDS01DI
z;5(}x{+i;Uk^{b(6mLD+`=w6t3Ey{oFqz`74LWJRO7Y&m-~a7l)}N8rf4GO@um3fE
z&j%ErFvoQ7T#8@!^@w}fdxO_4NuNgXO$%fG<0-x~vGj{~Dek&-_`NJYJav8Bf=brU
zTh^C7LGff_pM5sP_4MB!dV}Ix;p^#dQaqvc{QfnopDKKJgyM~{eBW&p9|-9SqpZH3
z=-JQeBda!#;>lF3yO-jj{@%myQ9Pg4yS=O(J(jtdwUcw@@1Zz~pYtWGotT!poZ`A(
z$gQV%O3&x=Y`n=(Za2e`k?o>*EUh>9Fg&HV_ptV31FmiCz3Et{o!~0xXvg=;MX8sR
zVUNN<$|53<Y-!wpe+J=VDlyn=rY$PS-(ZrY;P3lW+<-s)GJ&<mi87O8fs>^POuj`$
zVs8<$$YbISMv1;9A{nzPmU2<ziIlgP6p5bz`zrITia}&uz%)}0r;@z~KV%SZo6S1H
z4;f2eIA7#<9HCD&zrU)nk>Yn>G5Fzi6gST~vS1&@2f3~~?;DDbKD^+{<0*cS>$+<(
z#TR^h()@mkN2Z>k{vGf^Ev?r&!xOooH{zs5<?-Ik8+6Z8s+>?emF{_F?{iz9r}(W;
z&z-k};<3cdKSbEx?3pipc{%%PeeY|JT}|<n{`H(WY%e#t;n@a?hqNl^TWn9*l^ZjI
z;<0>pIbYoSZ5(?p#RpQUC*$nB$wW2Vqt=tj%ol9$_r6s21Gbl|>)I`>errfSgS|I4
z(8GRH0M+SZd-Vk*>eZ}2Nj<~bk0tZX-E8kS(U-k|wU1oz%3^<FiymV2(*w;BidXgK
za);P^(^}siif>I1WQsT691%6!gaj9VtDjt7ir`NShJ%J^wDu&C=Q-h8(uBx!oWPDr
zkX@!fhY*p4>;`;M*-;yp1zwV$W%uBD1N+4U{Ap?Ss6mj7Ji%KGB0jhnEP}O0Ui(P~
zlf;dnm!^!0fnUph?t&Kuc8Nk3B;j;+{31%?=j>Mkc&RB%@$=;A(>7Cl!9ynp8B0Go
zKCt3$iuXVN<>T+L<CM1^f10tP^2LrX*fGeIJAWx-Q|_KV^H?jzAMYCW_fsiu=C1zg
zg7I*<dfadi*={axv7GXSV=PyRBeR;HIeOE$X^4#<%i+5u3s3rfYkej4{I37!J6^Vd
zqNTgWGtXEHC69lx=;_Y9aSe;(suX=A!?W5hb^|}9=brH}&o!1mheZydbmP>E7@kZI
zFJqo-tamQEIUkE9T#qtOS5FO`{|BC*RrHKqnM>I{=5%atv7MBw>u}LC4mG#2b_)5n
zeSh4{&oVsaie)Zi_nSkB*h6f*2`%&x8<#ea|6}7LlxQz*h@@jZMNc}$Hbjsh*PnoY
zeJh5G%CKSO`7vAta*W#~B*mhW;1d3M3Wg&?T*Q$>Lh+!Kb=0;=NZLi#7_#aLeaIkk
zl7T&hyjBCn(YqCa;`kR7*h}zb<eMmtjJ-aF;S&Gq@M5R9jn`7#$O)5|vvxSc{B;O7
z3Y>1A?9wn=8n+ss8r?RM^P2_kl-Pu~KDyOI@ZT=^<)*tS?)gpn^k$0R^67!6Zlw5G
zJKAo3lj6g7x3+#tapi_n2L48Iepr=%4aKzy(sfr-e6DHe;0*}32;7{mL5;c>!`}Fg
z-Rrne16OJlxTcd&m{`K`0M9ly2nvChW>2|#$GQ?y{hY6txkgYtzw;k0*HJv5t%%O1
zxHfR>9p6$s(Rcq@%@o&T`Z=YnzLt7$1;t$j*CN)Arp0PDQ#=%l+1{aeq0lScPjM8n
z#VRT8LP|D<;sd%%`-<X8J(;+J)pu!$E>=I3Ok^nDnhR+KiZ|xb9~)PwFV{!$SZbiq
z&HAHfa+kAlx%%2qV*L+=vI@mhNmrqry*HH{VDF8^lG$wpM}Bl2j{91|5hR(8+FG9f
z2d?CgNFvu6M*qd%uEH81J;{|J;aQBO-T>m`M`oPo<>LUyA55<d2gPV*Evh0)()FYY
zGSQNoR9TEapZ*4WRFc#uDK7D1Do1fiX#M3~iu3#j7yN_bJpV@XN`xaxn)H0_V;(XR
zVb$e}yXXjSUgJHEaboU}`#*?M+*s0XT~F~XC*HViE5#o<di#SmCIOFiukEM!thQ^b
zPN(=)D+ix<55jE%*TVmNt+x~;(jEV`>&eyY>p8Do;NlIRcYgS)j}}Z`{_NeS(1PC^
z%e%+1g6`pyK2mAH``lA~IxF}~cl17i7CcaU(aqPh0u3q5Z?qtjNgf@+3i5rSp-<C-
zLjLVn4Xj|Gpuco4d!kVIdJ-$pbNQ>@p#^#@Hu+!0rb4NuHd+virEG&(K`0aoe?$vh
zu|(mX;yVWNg_mhTD6i!##dqXmJx{QABywGCtRPp&wKdR!q#kPC#|riqLhS)sknLI2
z{zmZ~eVNEP?BxU5=8>$RFPH7!ObZfuSKA?0kSKI*%dlRx_q^9i3*hD!S6PP^dSp8v
zh6+J}OVtJ?E((_su_5Ke4`}tyrijX&gMDvaGLY)n%o`=z9(K*)7xpCa$JL}5`Ry~V
zVEsVr`M<BE{gA}L)2?F$2JzafH_!r6{C49%S%Gj%?N3d#z+wF2t;MY1;rrBA9;5|7
z^woUgX9d@+|9zB^7PKGdsgYU1^0t)%W9Ekq`cENNV849Mxszx?@B6=`!>r)*=3&uN
zT5#w1lP@;0f>)kso#mkg*N<NC`T<sO-!`wzn%c78z36;aFfO{}ug|h4PCet)OIg7k
zp$>(qN`8Iv>1jo|NF?Kz(1Nb2<g0O3kjW*#J)S+$y>-^tte~eodpXmHLe4ei-$hl)
z=8wL~<RX!OxTsuuQu`uC3kK4;kBd)aT=}#A!QK(eyk5f!VtQd)f{AgcyKNmSaOt`B
z1GFGDkZ;?~3X)o;Ya4sHo(pU%%J)E`yFd$i^7=M+QS0*g>>~E^d?vG@*j+uBJIKU1
zmd*G4q1m}S8%MG)xBl5b$v6HvtlRKDh-46m$VMbS+X0soBck-eH`N^+{&X1sJ_klE
zC`CuqMhs#$1?GJ+`~W8ZBj>}$4@oo6mI(~Is8K|4_ZEtal8`=;;szl*I7M-Tc)rn1
zae4Z!Z}w8$_`~H6E5+ac?u<L*6rb0#dHWj_e|7YT2R@|u7w0<OX3N><=HBi%D8B6E
zncLX%`tc0g<f#<@`N&mI?x6T3wz0QgO!3>UpY`zP6o1ihS>SDoUyx}%(nfLL$Il-B
zIK}t${4gs>@rhpq6O$-@)_1LIZlw5}vh3U;1aBGq_~;)R$h2u&4=g>#yn|3e`iZUH
zT4ECOKJvMqGj=lXKx=>HYPK5dg&S(vs$Ot?#k_`IJ@;9G;`k(PFI(+X$+jfL3yIXZ
ztC_dbn|d(8yd+&ek4;agR|}<>*Hg%7XE5(zAeVo$=*1NJwz2+%vRUS3q|;jWqT+i~
z8Rk7Dk<N57Jdr9KD0(+~W+BDXsLv7B4iapcwVyBO%qs~cw4_FHNs>g7;)oPPg5xjM
z!mf2~iy(3QW1J5;jZ5%PpYq@}mf#OebHWI~u`4qd|3E@zcnJ#aIH8AC5jl}mSt22W
z{~di)LZRva!zF&`=L|>D!L1ZG2%l`ZkKzX5Z@xtoSFAhU{ea@~mQ$V@OYx48Gd~Yd
z{P}y9j5&|ukDqYiM*|f9a7^kInc`bdSTpwvir@0wkFO~dzo~uh+ycdC^>6L_mg1)`
zKk4n)D9)e0`S3W3&mDOzIE>;AAAcNrkK&^z#yodW{Ds?({*8_I^UL<VbqU4)bN%N}
z-^s?i=)=FV_E!ko2G6GW-sP7*`T)ga*_A7^6b}s)Ms-m<>B{VQh~kZfzEFnZuAKh+
zXB1C_3fsq1JmJb*bP;Q(QNR5OhWEx^XY(IRr!T*m;(Dt0iV3WpRQj(U6x&JaY##8p
z9FJ05OStkUQ9RWcD$J*Ndcf6}q<B83<zsAIu2AlTy#tIWVY4kdwr$(CZQHhO+qP|c
zk8RtwXZ9F(-*eypa`RqtPA6Z|ovfs*tMYZy)wR|lu;yoDU<f~$Fgayg%^$AgNzPZH
zSza31#hyAQf{_n#f{`yr>a-(MA9rI?WWC=Y`=Sn`x2ZTSc2kX5okmQ|^n<q&OYq^g
zB2JpWsECXJ`>Mt#>b;<o*f7nw4yspjg6A0>;#P<mZ=ZK3`1LW5=*4~~K5JoQMT~=%
zGv?sG>^Fv~@9s&T2-$x)lP`TsU>0J=ytCK-=wC)ef&XH;Fvqtp=X85!i2|qR_R|eH
z<R@Em!721Oo4F9@D|%bY)!p+EePG6(?F^l%w4U}I_(rjpq2(=2J6!l2?He<B&gX~z
zy)1kiK#t4M<lnRPHQX3MS%dduNPT$AV)oZQEqSxnZ_BwZdE3py)g{*a&T8&8>|Taq
zmp5(7o>s|k2tF(v{NP=7o0hz+oXda+)nb2?X+csACRO7_?CQ=tko;ac%ZMmbjxW!!
zC|&APWlEJCo?V~q3ND&>#lXWJXK1^Y?`jjJ+|7on<;y+%j#PPVANlYyL%Q<gN`z)q
zyp}i5oVZ-m%?v#BM)ut``rgIMT#-Lz23-AB=_Q}r&4xR9QgI=5lw#-x$+S+?7Z_Fz
zk>@lNtX1Z|8oC_a8gh(dj!+7DE!>y%4IKMLGf~0EQ(%vS5a+0yP~93J+zZNnqWH_4
zpnx6q1OA)V{{<h(zO^Al2;!E?l;eGQctkPl?7g(dl*8{cG6O@OU+O=84{QB1fVQ}b
z8E!m8`7;uDi#k2`*6K76)2HC0Z|D6*8pZ#8Y`!*I@Fsi|w$d&3u=Rd+ds+OZtGTrq
zPx-U^WNap9{CA2^S6lWWn%zEwDH1Hz+?M~=6itN=4vWpBGMU}g^mfZU<JDb#(S4<}
z#b71~Q68;ly^0%$+;0e|G_0wqSd^Zv=PkWCv#-PHcGh$xXf*Pw&J0lhaI}@i!$LCL
zh+>x-u$^5qqUt*E=SS!e=JbWkXejE(fhw0LSd^tw#p?9Ah&hgEfOk50l^Hnj5cwm(
zPnS_>`B6J+L7OJUGZ2+TIn*d3LGBL=8aK(}#Qds}AQRf=;Ar}CtLRACVoxl$g&<d>
zsx`gWg(Ppb>5gpqhu05=xQuaOafB~|8UZE6BQYpqa3M9uD1Q<HEO@A_PDe1Zsma7I
z<luE=#ALL_#|S0yK6$gq0b<=SSmNobmV^`1ri83b3n?K`>3y>ked;36aYO{6O2E&6
zc-_u*Y3{z~>?_43$Orh^AU4(JS55?UR@h3xJ*Y_ZnNd9tK#}UE%TMQOqDlO55_5hC
zZ&DK4&*#E7@i^Kx@X;N{6YNgVC(Z9movDlUZP02wlDWcH^!wxb3d$YlXZJ@qWggBA
zhbjArJ4~+A4o%b?B03G0{DXLB88?$n^xgHGe`mzui|H%xFWbnN1N@$<*aO&@dnGdE
zPko=h#tYiW+#9!hb@1U(6EvT7L5E)3<H7<8zr#aAqPY@J?XEFr;9=x(Kesexo>Z^$
zg3Nu|uE|hLq7Hz;_x`v*qnF-$BrE^Emk-T|apf?jO*wOllq`4bVNYTAs@#L#&dToK
zy@;5dk%v=(HDz|&XduoOrYupR`O-FaG^|ajhri5}HHv(wQ{A4%>yp-GyV2*wv)8I$
zVS=T>&6Some0Bc#Sv5s3|H&jQ0#2l1%L@wNZ^?qBLPU*g3$pjbc)1u{<TD65L!jyz
zS$Htgo>H~b*>d%Q^QGB=e){wMGv@6!!|ty}uu6e5>^tIPWB528-Q%kLBNO#>tc~C*
zth9~EuL*pzeO$H=aPr-nAK{}ek|s-Ano%=3<Mj(J$Wd0v@6vL5z=Wgf+3ModGmS3q
z(vq&~tD5^?rX}8;72XwQEK4yZ>#i2B#1lnrwlqdLV{G`SR!>O3b>ot@AVN6^Ea8R&
zP`n4{5S$cnz|Z8p<X}~#-8Z0h4x&46Kp6=e{xBW_8bF(b=h;qIduZQ$zSP;;s=DTF
z=h>Yf=C3sosDTp)bMaqcZE;*m$X`V+@VLIG)jRF(6Yfv^&wIiJrr(+TKF@Xw&aRWr
zWBkZ8>Yu`vJI{r~ZSA*}PtmF4z8gh7MA}e!vA%T#T5WsJW8w7Zv`c)f-#dHJDRTdZ
zEB~&Tb{ZPrzZb6@3>af!$gjL|{xo==hoO7ZJ#=`UKgYj%vr%cVBhNeak!dGatN5JM
zT4_nMXZa|!W4oWt=f9V&H9XG-Wv?;6Pp*x6(w#mJ9TtGm89!wfp1v0vd%qX0Ir=p5
zk!g?biQ_Xxrj5Lhj<PK@Z0d40sI)hUh`&qeT4`JSUC+}Or@eYpM&2h#{3oZ7>Mh;d
zcI535Y3-XcZlW#SD|$Xxh6{^2TAdDcuPamNU(URk`-+$gPFsgcO|)8r5IeM5DmrLq
zv>Ckq_|%m6!;!seuxIxq?|;5#8PwVj+^x{L69V^h+MI}=YKS93TL5y2TJ)s~5f3pG
zRUx*kBqUG!PPnWSTbIlU!xOckLV!CIFMm<~P_87Ec1=B5GJIC*{m@Di_k3w5iP6Uj
zo_KTOjw2bmG?z}It4n595bXf;{WbChscd=bs2b+32L6!OlGo>-y`X-A*LyXU^S}S}
z4%bI`E?@J#L@D3WJquON`I(CC(~;-+mIt?vy~)A*-oc%Kcj~I?ewFqgz4(UjebLw3
zf3BZNdhMIMXr}vqx^w=h^seXc3SattE3=)8aq{v!)L+TX`MI}WE&GXCO3&*lwQ~4a
zY#d_uNnA>o-+B7jbMk8bdZ>1H@bW&n+x=uJr>CbyZI9m5l}XDxc^-)r-+P59$G6V=
zk<sY(@BDg}KIEOc@oX2@-*w1*!*eL$KYdn~j-Kg5ztgnR<DfmCdHJE`{Yd(SC?Ddz
zL6!UG8XTFP&iQ>}j4qc7s(+K}l)ThxjGi>c@qKe*_W3s;PGLtg&C;YF)g6A>*0dOW
zi0}QnJJ@c^^^s6iH$YoDYq{c2VFEuWTU>@W;R=7SL$3y?5?wPhqg6lx(L~jBJqoBG
z9g1i$drB*GHUlJoPjy*tz7v8iV+<<Xz3}MuJ@A^*ndAyrLIJgQUaHh1VrPL*E-N~h
zKc(bJb(T;2$lZ_Gk*sZR$oFs>^{+3l{$||uM(Z6t=QsK9(;eRnr`+#{`P$x_rd;2N
z$;Y%jr|;d+U*M;lpQ`sa(fB3*?^b)CPmc0F-Or0iO1WQ=XWX-0wC8-R6Gge-oweBX
zyOU@3pTrtua-crnmkV~j(Ths?l@}Vw4|4zQ->~&iMLx`T_eSqS?K|#wNjd%JyIQ}L
zrMddA{ouo6qoqEh>~-757N*}z-$N38POm*-BlfYy_Pd{$b=3u(cTcJ7HjB3QAJo0R
zh7Kh@q-*^SyGqTM5pz2F_POX_|MJZfaUVH)I`V%Pp$XVLME6+wdSNC)Hje<oc!+nJ
zT9#44{!=%P5ejREjc#`Z`&TDV)aY+=F$&|KF-KxT*x)$a+ut^|$bkbnA8G-Vn3q3o
zVa{XxBk$1LQdL#@xK)R6@S3sU9!Z3%Y9oS5JdI=Ud0kD{Jy7zJcp9xVuB2mWrS+>V
zX<E*tCoYSL-`Xw7O|jNzP3|D(0$(I(j2}w2?NuQ|m+kkgX|((erC@X3M{?yf6OZ~i
zFlycHGh%nY$i0W(L+s#jc!$&nC-kJfNypE7|0J&e(#i2V&IPva?Yq!EO^er~{+qYu
ze_E?|{K#HeXsvhn$h<S9&pCdkcky5RF_-JRru}ZbbM*52H=j0gvB&AMx9flO480QX
zdlC%z9rYU8W^-)vx!w2GIbi=g?<)WO6wkry`7ON0k(1Z`7*{Os=+)^mQ-6zY(~2MQ
zO<qo)XW@a(;rpQTa+uNaJLnAmZwKDIr1^jFl(&n|?y!ts%$!8V{{}4)4zq6^{**q=
zly&s^7WxD&rKio-UY|afLZ3Wo19kmbzwJG}_Vcu~GzqnLkD#Y#oqH;eqot3HXs4x5
zM}M#HD35bRHGgd!F?-UuM=>kX!mXiE9?_~KWSy_WHOr<X@Ctw5A}mf#-Iar`t#fr|
zo$;>e)lNbsot7C{Wiuylm33FWhf(ElNx~mUOKsqItf?YwEQDY>G1^i4C%tfTfOy6w
z2^pSZzi-Q_{g-X+y4S9$7XePxB#;3CE)><TMLLbx&=C!9;EB!o1KmzZ3TV~m_Dz@h
zcl=@v$M^eS&*{Tg-_LZ%(b4Va+CJXD4xH_C)XQ=CF0`G$tz-J)$$OR*A59!UIi8H(
z>4WNXa1!}n&-!Z{`PKO&8(x12wg3E2{qH}M^_-u?JJ~zb=Q;mZ;62~iC3zo%xk}v}
zzhD0ymnUwHZ*BgZja>xs2dKwvUB{N&bpG#C=^($uhhqK1XJ^!_#v+bp|B_x7nz&)!
z$KA`P!-#`UUhTYt=aH9A`I;+3AeK*%zUZkLXvv4X7bWeS4RHBRirH)W);aoUV)yd2
zWLZa)df4|Gj?do@q>Pr1UkztU%Gn?K+8PL%fJWmP#0R{H`)J}GV&DB};4W;q+;95`
z)9awl_rJPSKL_A%4({CSzz)$2MVp~1<Eq`LuLAc^{!y<|GilxVD{cqxNPmg9V+gdW
z4@*dlo}Tj6PaIN~ZW^9FVEtHdR5<{`1{1zk93<doQ>=E*3YcRWzYNwlP@zJL4g&~X
zVlp_=t0)o`40=OBNlS*a0o6Qf_|f`eUgOA<nP)yb@qh2m-2CKlTI@^Rc3+sv`B{2@
zDEK+<Zh1Dph0C44Zk#{uApj!ky~}(}rVxKr{H%vj6|acR^@<NYK7HN!oaAuM*!6r`
z{Iiz!`r3OwmvZXxzdcoP^5@#>IUgY9eqBx)nLjyv4}alwGEbhx{huc5(}&T<o{{;H
z7w!h3OB>e1+aC-6*ng@c(!OTMLpMB?eh2@Nk1X&z?D``YdGta|t|qeRaQ)Z0diJ&G
zYTTA6D##NLaqQ^<WvNI42yH+$>Q$g@1MN;zkLI<=@yX{?=gz~gX{Olmtac>vw25QZ
z->TF{W<GjqECfxCHGL8&&G3Dh67A*=p_NyvPk-xZs_k0b%1&s9f-{``Tu~D?!K%JY
z#oXh%P7>q#TWEIJ3qDnjjDk$@qW_l`Y=_A%W7$yhB*qr4y}4Qz8ymZU;9+2@&fa!o
z)Q<YbY8vG}^>|WM6?@NNBg={I-wdk$Q4DxOSu?ZsX;8H)Hk$$FOR$Ss5E#D*F4F$5
zax#O8O7;g85uEgA0}Lo3Iwl{L4}MU|M4k!p$C_cJYLtN~itj~$Y?sqaSsu^DpskbU
z?IaekVp&oUL~lfZH{|+@<UgjQcETbfCsM6jlnV!%c>fwrD@H<cE%7|nE$%=Q#&UYq
zn+tiZbB!Ky9fnMb@j03B>!x0PT%%BAEbbO|%`{KX;p8KT(~8zv3XtP;ot+90;q-JX
z&^RsA$;_cHxH`I|LUW<;ScN56>^*shP=xic@EQpwW+z9fr(?J(azabisr4rdNSi3b
z5ni}mpA*|5P8ns*?nH__Ez@N0CddF`cAZ>FjxqL5pjJ3RIbVaFKnSSZ5|>j~f?Vk$
z#H@8(8A45avz~l5%+kx{hEqV5+Par&>cBzb->s@6kGV@#J5~dal^piD4IOS>2#!oD
zCWfnE5@;I68&})5U~s<QfKx$=bQTe$^Z<I##j=jGb!mb$`du)q#G;7V?!C6INMByJ
zyH%g|T}fEcp+<CK4XJ*EfGrKdVY3k#ny4t|{;r2LbRdbFsAx9*=9$}oqf4*$Lze)3
zUGZm|{T$WG2I(D<+GgT(HX0vc<Eu*~VUOZ;`)cAnXcJjuq=%%kRhb!3n?F}rfXyXZ
zWERy0wZZ*KQRiUE1yxx5WuR+Lxd-y@H^5kf7}A@146Br~lfjI{B+Nc0@e?a;UpZ<w
z!yn*7!1!Wxl*$w?dQ*qGkQk&j$<JFFs3I3cIzFTcMJmF~b@;2YH0Z>(NzxkXc?<%F
zDqOin_Tyz@%7UJmWqeiOtL%Tsq!BA_4Q{JkS0)0+{=&A$!PjMFYauI?vCYPS>cq=3
zHQz`S7$!KS3Ztz7E8NgHaCYlIh4&jE!zKU}p&EaV<Z=0LKur~5I8eOC!;t}ZSF*Ii
z=!J_d0|4H*A!h7gS8SE_;g&{OJR6YjkbRXy(z^!iv`8Yd>QV+eDRTkimG+YcJ#19-
zHoU+h6M(7M*=8qGHoe4FW5Y!5>aaGO;XZDxx7iWxGqX>9#nYg&@@qCm?rp+bfsTp^
zcC#^*_zFHX`vYfM2|qdWBk}N>1~XORQWn9N7x!!NPiWPUn>H2jwT#4^q*iNSg&3_F
z6I_3?-s#5BrYrd)c=6N*i$Ad~>+C#(SK$)pE-pnJS{HU6Zkg@>vwGc`*$>W@vrapo
ze!Ni|GTT|!>0zTN6tv1-l_$2|c(=?hY(iYb1?t<{fpP0XhQ=w-UESZ~&hUOXdw72J
z3&Yt>rPgXkwP@vLB2~EiH6}!glYoCt=blsuGXrwH=qKo#Hlamxg9{#T@-KhCB4gbf
z$gkWIk-BcC)vsz5faui$^#`x|+nr?{B<;qf$qecS)#Dr%FhYdBRpX*CU~xr)!L0X>
z$inO3Tz!QJwk<_<RmR>3u=Hpa<R`>5;uBzZ!Bh=GU+4-i;15#$9FApB+MgYxaj<XU
z1D}%wh+kX)4pb}E{@St`_43!BmS-U{P6KncB()W!k7eks)<O?osPX8i&Q^+*faEe_
zEN)t84n(d8wx6<NV90D!Mp)ptifMNOaYq7_Fyqn-s}8NiQzW<^Pe(nBAf&rx^c12C
z-&vM$W}U2bB_(h^&{%7(vvph3tVtJ}U*-y}u?p^M2NeX-;oV@YKnq?aPXBbwUi=O^
zCy2rcl}GsXvlS=LDzrFw{I5Y21g-We#6dcVFhg%ZzY(0841oNq;CIlm(OWQr7Vq0b
z)=^g3vcMd*=d9t-vZPefEEOrcJmYqk2szj0Ees>j_**5_kGA6t8WwOS-qO;#oRhWe
zDfom+Cz^|r)R|eZhwwzljEB4>-gpl-e?QDRv^wLEfIi4quzH$WaK4q`tE`G3CC6ln
z!jfvb)((&hh(WmX?=jHvT`)c2Cl@1gcbpOrstzKxs0N(j;jD^3Uf`Lv8<>9;G|`<^
zO`YJ(>US<Hd+q14W8s<Ate`?eX3{K$X}dr|PgSMzXs>i;a-KtU^5UtM`6d&L+FT?G
z;rD)DXWBirQng8U0oi&L(Hh^tCc44*Fddl1<FY@_G>@~wlLy8nSwDd3JS!B4t`+-1
zQ}3N94q85=+_xTPNV$$?8dj>D|D=TG`3%!=!E`pFk%pk1U}-KK1fkm5&y=u3erOkT
z<`QmPZkU2yd4nm-$rx@2kH(b-g3nSfQ=`JdlFUNgf-OfbR0#~2M3HFq^s*!$zKA{7
zg={cxhbA3DmUF~-`XyRlQ7erb29sW(UaKb7SQZlsAik;pJgH|)QXWViR&Sj;^#Qct
zuSl*T44Z%!0d8byl^&YsVjM4i9>;dNgjJCmR;gz62?&`~@#12m8l+FdM3s%I<57t1
zo44R+g37w(oM~o2w$!J-i_X0bG{#JcR(Y0OAb<cubqor1qUy{=jfPN}QAuVg`VEWp
z_<4t&1FJfPJhr7{4#-3LJQP{_{gqr8IfMyOxTm8Z4(WWVj?x%RMVS7Xp_5X0Jq}Rb
zQHJ5jYaqZaKyi=mQ`yTa##)KHI+yQ4AjT4}18&N3kORJo3nR=R6=$bG`@R;80&ki6
zRp3~Qd=97#H%}+ffwcJq0To{bGAkH*jFS9SO^2@eB#XxQxl9Zu;G|WVU4s!3bV~{}
zmAHl}F~dC+pR((iG)JQdQ*y`#XaoO1ZQ!Dl+FR%$#wKWMRiJJF*)|#>^8AwaJcKRn
z?Wm8;Y`?vWYKL24`#8FFy2$~4s2@Q!BC^SWmL<dzE`(h|mcXv*2fo90454Sm!<~S?
z_#Uhu?3`&9gIj>$l!(H`co?0Q^^6u+SI#KL=q;lJAk#TOjaXPi6=MsFoCYs;wVY=x
zjMfzP_IxzliF)P+jxu*<3-Az0N{X})ka177P2OLatgF8;QqUIYdV{6Lfq@1F0d@`u
z>%AL+^g)OaAs0Tl-oPI7JX})G1*~fBMb*OUo-jD&+s^5)>yyFrvJMB<1aDZfNh)PG
zGEB2csd9*qfTxFS=3R>A&4^q)X0*39c!B;`pvq%EdkZ$npr2|q;X4zsv4%Mq6bUSB
z^fEC@tK?CcF#}12&^GoQ2s)DZMnTT8f^;32z5!E(HLs2Xn#jO``(;4K8Z_Y<rl^$r
zMD>riqRwpYjcLS-c1GZ$kp>J0?F~!|2-pHa{avwK9wSJ>T&)+Fpwu1$<71mN*zh34
zSP5nM=PSgW;!o&QxEPJq$D$BSlA@R9o9(W)8K_y?D$^wxFITl&I@yFhb(=knvmarM
zM`#!|Ufmk<;43IZnS~%tb#d^7A}_;2G`R)=jlu^RXbgG@M#6;!MbrKJ3DX(Gm41-}
z-%49*g6q)BiY7QD!4nfq={dMcp|qsJ(=9i*&J_Gfi49k+Kz-p4>qZLw7KYX99o;w?
z=+Sh#=u2@>E==Pj;nXyEpAV9<YL4-rD9C6rDw)J-aeo+cGAo({g$WveL(*01Ml=%$
z^(1JR_{IngQX3WypR7$xJRa5f=-Udl{<b-M<YA+?b>`ge_|L@_QJwU^xTk&sO?R?N
zmBb(UR}}^_(0MadV2EbbS<F!-yIJVDDm|pH*IUcBI-&c?GLnHy+Y$_Ec;KDUkYve+
zndIRtG8w6=>)v-uoiG$`D1r=+BytrJOYJYfl!4s1bgv3hZiPEIly7MITZhKJOu{=<
zo@T1p(y96*eN=0kFM<3h<bt~WBEJ1n*R?fjv|fmzUc)spsJ)GIBT76{jw=UaWoq3Y
z)Me>V$5!^Ia7|N6Who0K=P-4c((04OgcyxfgW#ESHG2~0cVy*ldQH)k?|Dz<@&0R?
z+ydWqx`CJ1^S0QRXBb4Y(92hKf3z;5!$oF!8O9#HpzUbv0Y_F*zj~VE+6s3Ueb*@%
zGtEsM>^F0zdI%jPwN+h6XdIWl^MN$*%RCk%9=u45Dv7iuq;9-v0@v#Uu1SoY5QGU(
zz%r)J8%el)Y%|DrS%3-GZ|?x&^$!e)BxrwdXk>s3jvd@-wpgkW!!kwkfSC%}Ouw@9
z0m7l=n&Umm+=832gdUy-Bh+^Ko<32P$n@#~!X4|N)|wO*bHTbOA=`Ph_GPD%Y%{n)
zTqG{zM2{7FIpRJ6ZcNx-X}tdV?)Ns+ppEms>-I_W+^v3@lWWX&ZcnAIk;IxJ8_Ljy
zz1m@30nNmqO7p{zz+ybLUL>JxX2N^dkuhrZtYV=%DtZ#~&0)e+EgMam9+~%Hn~CC9
zn1V9+YK*%~NYLul*O47_aGSChWC>cXjgQVzK?)p~7EN4@zZyJ1`N$X#w~eKwDRli5
zsJ<7!b1mwp9O{@N3n!RKHet(MoH3Mb9xFJArJR`?VmRT*4(i|kCmTc)aC!sz*sb4i
zttw>$3M$e=afMrHsJFquf_9P$dvrvo2b7Gas`k#LQycVG5UFgG9laqZiN#27XnkQ#
z2hB9j<E71&>XhEUv3=0%GteCis@iec>#SkY3a(_!x3IuQiE>b3hMNg?OoL>q3RqZ%
zVkC$QW!!N#ZZs%E4L^Pi!|!8r!i2wiX+A68u<~4kv!3zVXWSOa@tIF0y-h`-r3L@5
z%(+P4{Bq1ZeC8!Oq$w{%LJ1QM(xg&aPuVg0gC$d010&|J^ss9)EoB%Mi3!TMmOC)a
zS3>~N2T2YMVEx?aK6Jv^P<~B`jKKYHCc`y~jT=le+%H{WoE^=*0@&UNgNIpN7l5wM
z{*M51qgBW!sZvnmwvfr>`7gj0R^ny~4oprzgy&ep=xIXigEd&DA>Oh(M<a)^<tOVq
zADS?}ZZa%$;hm#JL42%hQNcueS;MP}_K+NsuyIFCA(8gOBEe*b7N!AeAv)F()=PNk
z10$}mMY&BV&>rK-smFVY5NCeB*HV*zE3R2SNY?z&b@F~xLp5j$OfSG<M+Aa5DV5GD
zhj*a6){|MLHf5>ECN~<aiYzo#d~YX1xrx_91}3S+Dg;<Kh%!=+(yd(6^KcpbHdN>I
zANWCk0+2o^I$JJ@+q~uO&Zw6GYU~7plnk{N8u)%EK<j7Nx}?*7#)(kNN11>dI@sys
zFP9Uo5gSvQwwBZ@m~8H7(zq8x6t`q1ali$48wnE*UpxIC`iYBp8k7`_@;&!dy6POi
zrMf~qo5@jZqNsxSjw-5s#X(9^ntlJGE-XX`s!Agdg2{`c)WVJedCt*-f;o9C;6wMb
zQ&(Gw6tBD~(htsD6K1oZB|+v)lJekhb8t}HF0o%yFG81#pB$QVgya<ISLIgm^3XuM
z+&Jgnb&z^n>7h7TL2eIh*(Xz5uQFZZB|MJ1>Cs0>HRa5ci$%j6V_^1mct6BPk2&WK
zD@QW92bODX$0vCe2oSW7?5HjMM@TX3;sTt(AU-Qm;ic>RTlEafDq=mBh%!iDZ;o-4
zzh5hcYTjdyZXlB9z22L}7Vh{x_R4vg$F`qZl4^t&GkoOJRMRn~#DRCwq@K2vt}IM3
zvfr8K0Nzs-xbRhN*5AN_{*y2w%Nh*UxoVnsycYEr@ZdXfDai*E*qln!Nrd#Rteg@~
zl4dEKmNGs2LNAY-JZ@Eh-Y8>ZlrSXbw;{t5dyylc=8E(CeQcAdLloCFB;SoXMt*c-
zX1(29*yxhARM`@b5E2&<CQa_knun8@){l~`jHLj*wrmo{OM>)G#vBeZUfj6qjU>RK
zc(h@AW~$*kfm|;Q!#VjCerj^I5e=&S4Jy~;h)rS{7yAlkwG2xw2R7($ic8jReM|e#
z@HabqcxTVA+g<)nIZM*7-PC!fE}aX9kPd!?S!%>UA>ygW79s#UV@SS=c^I#vT~$Xx
z#CerE`GdB|FsNipl;Np(&o*rc&=WY>!E!Mnpt)vHhJjuXUP&NP{}eZ)7K^tG;l#W-
zNd|DP<7euUR*g{q8dS?iyJ=nXib*H#URk)6h?A?F%@gbr&ToS07<DnH!nSb*g7XAT
zF|xDUTv^72P{}glHnHZM_@<YIniY7j*u2LC;+DsEgIETy$}*o>sCXDm)*Mi_wB~^`
z9^%8;b!M5PS>0l(W&08Ew0yvO1UgPl?|E>ezo0g6z0lp;ywCQ0zR*A{e+|8EQzj%F
zcm8P)^FXV$Ld-N@fS4w((xmXks&*PMXf?*cpuM9)yz7!8rwbLD>=_XD+~yd^pM-^>
zGQy5grIQGf8@P$~g<Z~ydr-oHUbcD;9$;Xi4Ij3{iV#Ko$)ZJwi=c?w`2ZHb&0GC)
z-@gx!qx2z$lRLEN5x1nn<*9oA1%6H)VU`q(e=<rfptD8w(y1<VJ*&1sLt_E$Z0}Kj
zy4y$A^baY<eZK}Ijk2e;)PsAnwU-y=enj-RJ?)}(ePY#4;u~=(P6I{bjA0h7jQ5}r
z8ez-2K8JAR_<po9^pLOt?lN?iB+$}k-<dy8C7CckGRhw{2s(#kyrronGTMrgB5Nul
ziOgAcb@Zn&jEV3izTjB+rz$4J8Yr))BYG%=uQntV;_c-WV<9i!oGA^JIT4*io}vZ?
zM4y{9Xd+)foTWx@X*hYlBTwB;61nPY>J&IH^x`+~>25_WGN5CS`;QLGdP+PsFpF60
zy_p-@i$hRgwaegA#ixK>frM`0(}u-3fqSASL3*;=y@fS1mbu}z&yd{MZ%(-nBpWz`
zo`&prI~B!Z`|S9k+8IN7elsB>w#~2J7BTT}GS@^RM~@asdEQxc2!W4LdEPa5X+}p2
z9m5$^dkvIKx7p&nIERnf5G&|*Ibve(?i5>Tr86yUv|{#P#iGnEQLo?r*r_K#zdD2W
zV;$v&6fQG!u@t0GuOo#(#RI6+^LL?P?AzQrf#gfNRv_2kz&l9ehkXG=RB~u@6sV3r
z_(Yy5#k|%VZn2l*qvN~n<ixwWnY@(_-8&|lw@^ay!4Q);5e?rgI3Cq#IvWhts0B6{
z!g0eg`Cb8K+823;VAS`k+EJxUn&07C=M}uwda6s(GGWz4XQ(7?d{Jg;^4?wk1ZFbR
z4H}h=l4*5EZ_6q^GsHMKFam}Msv4Qy*y&7ie7Iwy*xb5k7`zT$qetl4goyY&Mde+O
zL}#*%_SfTt3&#yD2!D|Wov9WV4%npCXS)_q67`17%Eq&h`r+@Aj=ki8dX~F&DKmw%
z(_<5a$yqTlWLusA23qzj>-(_RSP(RGhI9Eq&L6w^0!mPH8&?r>c%RbE0Z3OJF{dTU
znmm($!lqnYmfB`nc2Hhi6i&N+Ax>>mVw;Cj;}h51)_KRtJ6!fRBjK`v*NT9phGD$a
zOOEW+nUz1>4r-oRkAWPd)?UfCHJgnw(sFghuHpN8ZzZStvC;G$V@LH?16szwAg3o}
z8%fpVxd@M)9g}d<dqCKd!(g@W;$%8I!=+67yuuqmh;%)wj-<F#I?~RpTlb%iwY7b#
zl1Fw}@?d}$WfP~7OI}<v>yqWl7c8Gb#JOhbxRmw`lsGv|uFM8p`G#AVWI9@DDCNS|
zXmwJmJ53wDEsI4PE4pk;oY{?;^W!F=urblrgv1WIUJ*0ZTWED8QqT-7QFq~m405@`
zO^MksT{v$n{OYi2tEu08V{J4$T30bJa4*W+?|@%m+2Af&6Cl)b*ZOUd1$&Lme)t`7
zK}!nk%Ul}Nc>rf@>w>W8Mn8BWVAJJ3W?C_G^n(@2CEk)Hz`x9$_Vr4^5u6L#A%;*~
zy0({L8QQrM7er_YUDeT6=q&Albyp*Coi@$r%1#?Z@%tROyRe)X!ZKLbiOW9d=0Ujz
z@(F5ZtedZm-|~Ja(!O_)R@%S*|8d;|064H-(*pRv4v>H6{~Y(||0e|F|A=7v9}&#|
zFXI2W{|Wb%760%11N~c&{}l(Fm!XS`lXG<)D8PRL`ajS*%5=d${~!{8{}<HB$<R|b
zK^kt5072k2FKBvG#MTCVG<S@lOc09l0svMyOXFw<R14dcb!aLZe-74IfcB0wXPuP~
zgL=~HGaKiHaa#$l2)3<wr8aJ>uOmx}c$Ii8fom%uqw*>C8L=OfZ<T=8mpYbhG0Cls
zY{PjDJRRE2Inbf(HHl)#91p5Xau636GUFA%uv0P^u>5FJAr6U{23^2b0V>%|L*kl{
zYf;(g;#@tC)A7#wr29blc%=K}e%v4IOrihuFW7&c@c&;Fu>VR1<9}P0|6u;R!u$vG
z-<9S+nE!8a;tpZsAzlFh?tB3O!2h3k{zW9y<L!dImPzhm510b-pa^;?2t)uGM1!JG
zLV@7bMZ!l{LcQf;v-C_1hfL10I9`@{8#423y`C0Q6#JaXXYTHlDf^lu$Ir4NwrF@Z
zASplh++-UWpz{;#Z`#sBKYJ|)KR2+k!Daq>?ch~rzK}NZ-CL!tGUW(T(A)L;&pY_x
z)A#ky8q^F$NDe`W$i%OAc#_}Svwj<7XS2vSA*ENIFvM9N!CQGSjIHA=?(9G9yepFk
zsuC=BoVO9<;Ws+s`-NbBXc5)%{#7f?I?tST5rR*?a4`jgc1(DZ=QL<0IqOy=2@{PQ
zU8hd9ZJyAz<UKtH>p{Y_hH(WE!o6~p2CnSro2dN{G+hk?=vt#57$jhd12Ioa?g6){
ztQ3chM>{e4x~8a<fQ1&cm*Uh=Sjt90b?U8}BmzV1?q#iru}JUvG^FilTIcj=FHI>A
zpFeGBmW^G+q#*RPR-fM9u4fWL#tSn&S~E~v4pt(_H5=Qoq}?87hO*Numr8@ks9g$#
zLiYlPuO0JL&?QL`VX_e*mFJ9T(m1S*qsEZ2%P;X@UDHJ-3rM7tgxy{?E5YxO;e<R$
zwus<lmld(PaLfRGAw&0UZ2R2gg&_eGqnz#@1dT*AUs4uyL!iXX1fOv^dKuOVXbM1_
zJq#;2KdwCFDga+Z0{$H-{rDhNFzHbHkzkYoT#Dbmh6AX9v>+cWhl1{)2cSn)P&PUc
zZi^A#Y_h>%r+)Bycx<PUcZax<v=)PFs&n39B}Gt$Y_tOK%Nh?MptkH5x8V0a40!R-
z^c|6Si==Nv$FvMZ?!=(8_BqQ(da9DpMaO52BVkGPLd0*=rFGZc4O;UJl95UXak9>;
z9&#4L)(O|}9FvC0hyF$DqV?j$mQ!&imAJZ(JRNWGU%mU84k|%^G57=E8N7Vn>pzF8
z2FbsqDiRU%gj5?iP5^Vq_S%BkfsnPqf}2yfkpzW9;8nx-a~#kZd*hp<z$oAJjiZG@
z$125Qah1TX!t#0be#A+>ompHK*rwi)uf|ucg;Ea4?Naqd{wNg)72R~1)}QJT2S*8A
zjwGFRm2GL&J%b^+_}jS$NAy@oO4VFMhG=IkvB*nxa8=hwvbJfYBW2#qXo+e^JjhZm
z6w%7PFfR-TrtFKDwA^@*5|@OKpI5c%*so-!1gPs6O;yiq3fglhIW_FJxk*PW33)_=
zLtB@qS%)DNsnyrqtVubGBh@r@p0>4Utw*<4+S^63vO6zN1yM^7Va0|b`NUeZXy`<Q
zA@MX%P>sADZY$DPE8gr2M8r0rD@wC0s6P@%iW1GoKMDY$0OmkrWLou$8*;)`z1~5o
zumL8&?S<0~3A;n_gRvpLnsMcWs=mm9XMJ^K?_Mj_Ck!)!etDx;$k;)`Mr~CUZr?~b
zuO=6laL=sCWAHz_!eT$o7A3tb<ld6DkRfjCi!KF4yOlQvxk2Vj{Jbhwa>8BZ8^xQa
zZmmo9US{KDsPnV~?F?XG^KQhL-%wZ;Q|q6=bpdqf>o?K7i4c)#h_p{u2<BH<5p$`D
z^8X{7C~{&8Be!7fP_1V_G8D0OHTUd#!GGm`3hz}otp9>}^MjI^7p5ju6f)HIixw0A
zYt5ydvN4K<tPoVmHoJ%cn>$j4)1%4OFBns_OJd;^E3)n|fl-uUN}D=FhKM|-B(jhv
zZl_H}9wFUo9?qpQlcPQwBa=ha3?EJucr#$ZgogKQ;1bCs2Q)&~cT35+4_;BXhe}VH
zv=M(2uA^h1zL4<U?RBoW99VVgoR&fl+k4v%p^#}{ZozEsZko7GQ76aV#H1J~CT`GK
z{uNP{I(Mz@C~z+Pqh#c0>(8vWT|*L*a)0>{6A@{eE(vLPQ7yE!q^4dPa?j*!kXCA@
zE2UAS8D;yZbR#jiSzB8h2s=^=f`MCKQ+vZ2Pr|Xpwg$4d3+?@|U8F&c7M}-NHlw>#
z3|S=!d3$pw9*t_-NkQ7NW+c<$j6KtU&R1^Rg!U%&UI(gQlY$ctTNr3#5rc3aZh)Xh
z3!&yucQ<4aOmz<Os;C{Bi8ni97^nEHsHno7w-u!M{5SjQ_jnJ|?zgUtt$%E`A2+sc
zI|89ug*2GUmV^LjokU#Pv71$EMWx8BdL40?FKJ@wk0a_fi!H_T&hvyHC>I~F7ltCC
ziwK4yW<`TVOoa^NxvLQV=t_Y+SM}m65&5TMiTQb<n6wIP9zPx5aKC9X4exc(y@hzJ
zo*?Q99)lR|!>whih~QG{L5q2Cp{7tEq2*{4DNX~NH--3y1fbAK!(M*%1mghnECt76
zhs7cbh<Zdxv({!1yo-1-f^m=|r2&V?)UV<eXf+rES#JRGbuExvusbc*SS-~82PH7h
zIlG#Ug90504g*7n%)a;x25KE_F!lVdU8qf<88Y}kDy3i$t>yl&z_)0&#|e-iqE$X!
zi=%+*qMiEYO_ME_HY+lp5Q9?<e^R?>s0WBUQZLqaTPxITNboQntae?*O($1n`mh;A
zQ<qwa;sA4_!f@4cu~DW?dkD${8oR69p|kgc0!TN^Fvw~SH1}cNsGxpp5?Yjl9&zNM
zUk^%@hn_4=gfH6~m(|EpOVs*wOIo~0NN+>I#mJ#DB2iRHg>@q_Vs9lWT9NZ%B?NVo
zt>UAbFrwa)<P;Er>oZpmu%eL683<9aP&YHrc}b8Zu)8n75-6Wy<}Dz?yacu?d?KKG
ze<zV$pu<rBUNHJ8M>tLG(%2CTS7qHBvIMp+Kya6nqaQX|D<j}43P`%*0RLjwZ|xqe
zuQ@<2uW7CUZ3*^s>fb6@)Nh6iaIIaK4EXar*3vRug+XSuO7)#b?ugkJg6={#4jWp0
z^egmbu>pV{J^C_ES<~vY(6<?D7cA9biL`jvb6ZrNzXgRXUI?(K#LZQcEVwWu_F-uR
z9~EX|8dp-UeWJkUH>hrawm6NbZNT{Qtr|G~MOOwx4?3y;-mKI^40;fJ8$Mzj@N$)I
zEPsL!BA>+g+D|<Ao*Z!$RpvM70ZV}79cc3z-;;qhJyHDxzCgo1liRf2bPu}V;CGkR
zv@?KIvpq!l)xJdf*CvajCOjETUpEavQ==%Jh&Y3R<USXQrM5tH)Bkzjg{sc8l>`{v
zh@+a=Y7sQBmaj-|&_1b&y&%$xzDlvS{b{Epwfbl7y}*H7>wr=ngZlnR1--S8&2m~7
zh&m05<PT$C)=@cfW~C(HF%yNRtCzbpNY<@nDtN!D$7>_R;wsp0)S0qxl#0TRti?i@
z9};cKD@Z+3;e*tGSU84;<a}6xTxLz$Hol=qUh?mAlu(a?kj*8Q*cq0@0EsZK|8--#
z=B#!6nnR}JXvj#lo=75m!#am~Pw){aA34HbZfUe1=@ICRNDx721At2~v_u~S_#voY
z_AY=sSA~3{l1@b5M1z#r)5^WtjSQTkXQOzN9L5y9+i|<ZU7$G0zzV@i09j!yLI^+a
z`UB6+-D>!V852bQSq$Vv&J&(+`#HduMey?vjMkxrQIDRpKr1GOsOvnq3^Rg!m@~qf
zg}6wriUR?PWs(Jt`8<3W6huA1u`bZB-!6x3t?~+AnR$o;fmaSVm0^!|zuN`P11|r%
zGPKM<(-8*WJ^m`NV0A^3jGJTxnh4@ZO!7rHlpVj^?Mpc>x4jB(J&c-M|H^NQ2Z$pg
z;V!<|{=lI&oklo*O6@+csxG_-l*V0#qHX#V0z^kHgP#_n*(YK~=*1V|!yR(LbHT~r
z@qjNs>i~tqoh~1OL<j1rKY3ir`h9(HZEC5=NbMUtg0j@KC7njnRf;HqV|`mU6x79I
ztfUhbsD@-j&*p$#?gZIoq-t73W5;^3tjDIA%yqlkl`Q2!WGE5+=xd7>#X#niOJh~4
z2{{f-aN<b^8TWx6rC8c4a|tTj!OVheZvpamMdXSI5n42<krI%>iV#tjL2a?2hcg%L
z3VJB2L;#U>q^w8nju`5_GRrMO+Gu={rvT3IPM!ezu%?VUhQ%p}gUT1A4+fyGm%WCq
zh31I^!wpLu<}<D<WMwzG>g7F2k7uuRPzAYUYU4xI++WV$R0B0o4%0Z#Kpx+MB6D@V
z8ztY0zXmV}Z<6z3s2G0gi|Xztd<^TiIJHb4v_)XD3QkbV(<RUUJd9Yy`DLmE<|zrl
z1zFy>lfd9%;nuCXVK%oDqf;_i@IV*<ObR&PsFT(6N>)Y<=w`5)&rl$UL|6~r7cHZ6
z7E?d11T{di{Lu%6M$cQ#4(^o2T0=K?9}(7B`{U#@%ZG)Fe#Czt{4bqu`?wF^=>M?K
z@GCeY8ZE*bTdgcJ4_Erp$w~zj;CQ{DK|}`>#dhf3Xbd#fC7FZ^{h;tPL08~w%wcwK
z>)U460Tcn?fD{D)px<Q;e$NPC==y>7$5Vh0Y6JQ3e673TTEJ0k+y!$6#6~nZubS)c
z?IIW4ID9in;;BQ-tG#_dn00KQ>DOD;fU=nhvGl6vXj1@!BVMmb0-0tLH52^HjWuYK
zwvlTl9sNB_y*}AD!2|DZ)J?mH87CcRM>=Av5%e-2!uoNyW+jb%`(?BeP=KUO=G~pS
z33B#+v2i90Vx-Y}Sg|E^7WN8S+-8QcViozD-Fle%Qn9mlYZ?RzK&8!azi~1(gx2sT
zQ-99wHq`4S_Pr$p5SzP1Li`t#MBtWVyrA$9bw>E%e&JK%P%^@P^D-VyfB=^`ygra<
z;durl;_!rL|4=*ad;=h{6S#^88U%e2fIc}t2Eaib&W<Od3)at1L$sfY!X5Px6me8-
zMUC_;tK1YNY$<^N88#t66Es*YRf}6vRYimF^8-P~IEN_PeCmzu4q!VDpe~7Nst5tY
zGe8n$mK3s9)~pynk^#v*Rv$oBG)mg^JY1EYI)f=1I&43&@O*w&+dU`E8!#SD7mukT
zR2d6YN`F*9Pwvbjt`KMG(*QvLmbM8WdiyOta7l_b5WB3$UrdGo<mUlqD`ikGh<ex`
z5!MbuVcTK=472qJnb%5u>+=`LCVz~_H0a~?L7h+nmlmk!HJ1=o)c~kqFn%lGT)J#k
zrbkmHK@tCC!FkLLOJXTOT=xMtvBSDr!Sc>pE-Jo5^a9OdYAwtiKh%l--74sD^Q_BX
zX2HRBDjBes<)q4~&YMFg*!_pwJQ-ar>#dYq>lpfQNTnH9=9GI`x0D|mGpg*ZS~cc`
zj<NUM%}uxNR;$DTf<*1bcIF(KW(NLA>6Dt*;ZvcEvcFj=q8nvyDIv6?#VtrvG<YXL
z@I{IdXf)GW&U6)Kgw&~(GV?QPVcgup8+`<Cp1{quatZdr;I{_5Cm7v!agC|TM`HB(
zU^6-3_}md)V0h8J-g3TSMraS<8EB81_0zzVFERLs6RxS1o?TCvUd9sN>V9hBe4OP?
zgBZT;DK8cz()=9a_T64I5+PLZ5FqaR6$KjGc{7AH_Z%Ux9|g*$x%)QYl<F(g%k~ka
zs!dE{<>V@#Ie<maX=rWApicAI#joHhXy8sfffA(WKPeV60r7MHcz<I-Eap1%s(U#9
z(rX$2f!(VE;&~~}c`nvEkaVkDMbYHig)CTxMN(-|EMlKv%=A4%5$nU*4MY%w$ZVv{
z@}sw#BWMu@GbZmghZzAp5KPc0?h@gUOZw>egQ#q)8?GJ?$yL8#uOh27dX2_y{WUKi
z0;Jc}Jx5e{E=*3RGhN&%*v>zUk8q!DyC)tDk^%e$>|X-Xq!sdN%bakII&&a2(k<};
z;2LMsRZ_7zwDC_4K;Q{;J+V2$sJt4o)~+pc<D6CC;cpoNL)D1>-^R;$nkIZ#cg>!b
z-22dW9$QamL+3woOn_OnQE8`_pPwZ*U*kuZAZ}YVcr7p=oa#2TL->?m#J4L(pEjD;
z(IOO$)fXZiT=1lCMl5L*Vz21JkOCK6k=EdO*9a+mXw}*_^BRCVHn-lf%^8r#*aa8d
z=6}zF_avTNlV%+FmTH**2;2gDUpLmX&nssa$-k+trk3E17`zcOs{2Zk3Tevr0L7i$
z=%D2RRA$LMPa2d-$(s{1)m4(%&W|X&c58oVM+k>KlgoIU;MT+DPea$U{X!yD1dWX|
zmO$#RHgt_Kr#?CAexd=M@p~n>yNm>Bfa;?^_+z?Lb~}o}?z9Zgmcy9pd{WY2jW)pp
zf=yt#W7r~X1m016?jbO+&+!5mf|J4GA%{Rp)%)e)u`%bm0BbTZdhl{VhhQ=&AsXq6
z-Ya80<OW($aFy)_+l@6#U9@aPoD)a4s%i<`!FfSx^+s8PECB?`9THD>JUt3GIEF=5
zX3wf6ZW*&I@0)UmjK_)82uy_JUm|hJ1aJkM?lV;9l^hNa6~=tZ?%&DSxB6BW+=U4J
z$rPdm*Qn!zd{)vTxnkZ*oFWT`p_<mkYglqVneBqW!LN-T=iZwz9RYfWNolIoEeC_6
z0q$dHWlgl~KqErlp!-7kEov{Uo%erfHbMc63#wUbJ8@hd%y$oa>uix6@|1$0Wz8`S
zP-rO!JaIPQ2s0Iekmt9je>OK0hl^$_G$K$-Lx$juQbvkUZ<6eT{l~Q<Lp91;F)V&5
z5fGs5oPn1~$7ciWp1K-vhDpYSwR6_ZVZTt(SI0RB_5?o~&W?Y@f@Jn>1IFmji1rz8
zFoA`h4nR7{=8GsDD)*fLi|65eP2;vz4eMgZbpZw&b#%6IA0de_Ab>K)^p&xfj-HG6
zvuo$=8UG4_fP-Yb@K|(#9rPyq)#SnKa@qD%48{~OLC4+K;^bcXL9e}<5OD#`hx!uB
z-#u4kpylU@Db!BORKpfzG$R;8U6TAQ{D_mXXPf{B2z;)%-tvrc5XCKqsW@qXoEIU@
z<;o>`qwJu)-2r>PVYO&8E*Ji`&{4+=c2|C!^aX9@vrCn$h&>}v$ti2KclXT$qugS@
zsLeQDCx+vvsfYy;f(O?uwU>y?KQ<+g%|A>c=yDnSeI>|Mp!1fH#!-C6_a0#hy?``2
z@r!Z5Udhg2g1qB4>>o}QH$21=gdn<>y3fHZZ~BocRI(I#F6D4q(oEVSgoGA!A8~n~
z^Knwwr3R+9MP^E<WzwS`A}whL&uKz4Q_%J&pu|UXX&$MCHHqDU>TK`AU23;3-TWaK
z0AIUpMKePA;ztY(cmPa`y?vS<-0VFL*{&2Fpj2NCISz>^56roQq#|XA5Jjh`wULG#
zL;Tnr1lntjBY7j!-!<)j2Eqf!njR(!=YY0fB0M+3J)_m{So8J~vz5tGH4(a>>=QiX
zh0q7U4MuPObZTL#X{u)U$C~JwN51#a!Ua;#0r!DP=z>4wD#W+El>gTD9^tZ>#T0HF
zQy~IS%`aiM@Ywq+w<4FlELZj7pI*Ea{9G*Qxdr7UJ4GDngNklXh_Mx5jVG`TkP1%w
z+wo^C|EEJpAlO{is~x&0hY8e*7bwmJEaqq#V@GnR-as6)16~E8#(^#Up<B2i#x8gl
z45GOD4E379EB)=Nc7}q7uRwo>Ji8+Y)TaHtnyS&cCjfd0Xeohx|4*{=Z4A(MV#DCU
zbqHXd2NygT5Ducl?T$-YTAnK064lBxYX9Ut--aae7n=h>_IbY@gW@n?M=Zy&p`K~^
z^DC$0)X!p;2dJuv0rWZ1n_R<wla8VNrzEn_v{b`j@8KU4FpS1@_T9WtYxnVcxT3SR
zd>K!btZ6k?!1cogV(&!{ee!}|TLu_&VvWK*_sI8(MY?e6=M^)ZwQZ?v7>v8-7&<9a
zfN$`o!(ehIm3q%wV6ed`A-{Gp3Q})YG#XgqXIi92%GD?&UjMxVZ<U%GVAvFZ?Stq>
zUn-<5kbSuOSt8(8xA^<ka#c1<QErGUR**RwaxK{dT*>>iYTF10&6cPsrVQd+0k4P^
z_}w961RBLiT%-Jng{^$RlC4NitBj2$FeKu8noi~29lRC3OjR>(-!bWEfDn3suA8#S
zbRuYocQA{;C072Br?TCjZ2i{6PH&?8?%#wJ+wVB7(J1pFqK-Hz6)apBkYr(g^P$qe
zY8v84gq}eNHkdA2#a~x0cq3t6qLQkR2(nR~qW$*)ZsN=EU*2+&NNIp3uJYR+qLWLX
z$j@O_V6ltvenQ+VRUhgpTlX~eL753HV{`$sA_(e>e^jyFq5mce?DFNJk?_h%1JEgT
zF|l4EZ)^o%lQ}=2QE&l^w%arWDTe{wh5h?8-jdfJK8H!%y>hN@uKGPk_yN^-+3%<~
z;Lf6Pk`^jGL6R1)eMeh$&3S~!Wi?DV`%imAmWJUz;;(~d94bK(q)Y@QX9o$@{d@Z_
zXOoBi-az}KlQ-HqF$EvPxVWuy05#qO!kC&mfDAv;G1!DnEfAaM@smVHhbU6FuAu>x
z!`V5UX2c&qzY$OsmagK9tbA({yvKR(&u*ZE(!-#K3vC<jwzF1hIJNv3ATdpiY+?r0
z=zk4{L?g#JBQ5AYM8x8SP>v~-2R=P{hFH=T5H`pRL&dEaG9#^Je2z2Pt}<&IencPF
zZVg9SZHk!#3jxOe1x7%*zvD#HGOXp_imNc0{gNg)=4T;bAZeKaHr^m{=Q*l2kLkGJ
zj+6x$PMk;oQf)k|$Hn@5+F_TBp9@?A#nKNC-V4n{N#57##utM`-<?IO*y;mh_dP2X
zuJXf!>Jb}M{u)MP04C$-{NxDS|Bz&q>Pf(={Qz1YPpkHPPO(8V0g%22?l+>-PkQEI
zFfB$weL%xS%YUUnYJf*+2A!f{Lf|{!8KAdrs4(|*Cq+wuYld?4aa?VDBS$}ZIqfyh
z=jr-shzWVxfL|3r6GfGD81%`kY6D*+O9<~l6_@<Q8id>#I*-aW6uEyB{AW&KP3#aJ
zz(9l%os9rx&__Hm)1w|n^*Fh6o|ZKA9g2#-g4V|!@c;DFQ2_ZYX2dxz?}88D>;F=<
zC$jTso_5S!fj13^f}G5~&pnqQcH&~g_r@!Z=eElnOlFI4w+)V&leVmlatUTGfcsU#
z%BM2?P=Wu+(zo~H0&hVfDUonc0@r~8iSKUil}*&>P@odqa4~sehUHbog-jW6x^O*T
zVz9bT4iJBkQg#bM0Fb<j>sarQG=0$fyY8BZ1JU(%eXp6i*NW-do?tb8EojUkbv;^H
zZMk|lVzS5<w1r|cCdUJAmTYQ?iWIm95vvkiD6TDEhaR8>2w!t-Z9!v;vISg9V==M4
zE1ll^@Jb!AyTL434~9?zoPtw24n8<do2t5Ylp(>jWcxedSjXwd|4k$aIP`h}7iFlO
zC^%kY7-pMp0CF|yyDzI)<1!5p;!EH(dkTQ_#_}0Y+)M&J)FaHVQ=#kNyH6T`Q0V%Q
zx~BL}`fyNXU7&V90wg?!Dq^P%Wd<B=Pd>6fpaM&aJQ+k7KyQ~+QUHCWly*lR`6@u!
z*Xg_9?@7=U=3Pvs6iHj`G+0~)7ums)K72(5+D=IcfQQ-JdZ?%*YgAiUBxZ4<WaF(v
z4Mg8Ff|YlmcbdvN#^@}VLPu7a?)4+gJKs?o>X<U~i$L>$09#Lf4?%lIwC-O4Mw?r*
za3PnabF^XL+ria+dXn-NBHxMPgkySNc%=*wLQw{1%V9`W;*~LvuoD5wSM~__K;o3!
zZCPCDIc>zl?Me`6tDxYZfP%eZY%$j>`+1CZFk|13LCnQ9%XXOc+SDAU?W?Oyob5A#
zxxw~PnWeVp`pJ>7@^EuO^N?khd04%;A6+fO4@cFDtfDW}O@#4M!eOz5@Y;@rWtLHe
z{9|V|#+nXmo(@vzK=#<eCSi=qj64`K-Hf>vO$(FkFm9?R7zrgHOzlQ9Ytd*clmI=i
zEdXV#2NLwtV{g_<d&CN^FQKlI#tS|+^}s3HSHV%0eltzL>uw>Lcl^??|LWfi+zC{8
zW{lqW8`VCZqch{U)J>U2JK`OFonDe&Pto`OohmycK=-C0j8d#(`bC58bkX&mj$pNc
z+C%gP2_>-&+7Y}MI@L)Zu7+3aAwT(ivsb0Dta1lhypU54F*(u=ezPl}jwFI6qS!sp
zql^1Jza}ig0E|R)zEwoc2*8ihpiY6KeJiT|XP-`EZsg;k6G18~E=u5whsJ5G15{I2
zaCPPa5XlU^^>HX){WiTdEajCafHYJXLKaXM0FCtwuF$Mt`~vF-O`e@y@@p7_oMTnA
z{Ms|XOrZ4)%XRXApAVmbMgTtpwnF~>0zk5Pj1oU|cp2AoVM;!WPt!loP1kE2%WsuI
zja^J#JHHXkxeEZ}QP}|pEZ1qup5p?}0H3nb0@&DYGjQ@PU`AMeCfa}L-&T!cxhYtS
zW>nWSEE~WQmOm90;h83Qe)D$&1==Si2Y6_^U6v}grfqUznw4;+=iXW+h81KL_bN%D
zKz$*)N#GXOkvixc#Hi+)Wyh0Ea3`*FuT5GtDFJiHD!b*DCZ1|KVXK;!&_fAiaXMeq
zieVevsq2{prJ)2ahm?e-M_W>Hre@yUW1E}1!F5W$y2PymO|EYBibh&(+yZ4^2d~u!
z&bXl>GdgXt70d*5fa(IWSn|v6>`p(+V83ieW<irNQShNkzqQ_RN|E}CtK9UHlk_8^
z1`A@REF_Br{HTeg8NiU$#y^3-?qZmZi{>i`Lw?;~s`2=1IKxR_Un7R{>3L9zyh1R`
zhN`X5j;I<KAbsqYMrp>MdR7ZFa*pS{;XfX-OiNhyDe#~@w4|%Q?yo>mGD<&=9+$76
zF@$V3SepW#s5b6FxB<hPKOQs!CQwLQjkFPgm(kFS4lDyZmZh`c^J|!CZebG8z6=0A
z0dVcNF(35s7qL*LikKO2+u^b73IQ19@tuE`rwqW>x=9;<T5z282iZ7(Fp0VSdB-bz
z?Cr5CcU^x)W-MEE0fU&HH5<kB9d|?pI9$2%cM(793^Q8>eFOI`^U}EHU}8S6BJ<K2
zFuJnof|>>rRSkfrD@=G*Ta`WTuT-|%L4N*+Y|RtIY{Tucxni`Aw+j=~++gR`WiUJw
zUi5<gXFSI01i!eS4Ki*A3$bnDV8vsQllwB)Vu@DyTYrm-PF2U**6VKDzG#3_mzV&n
zZIx_9-@Fx#?GkTq0ns<+EuvzB0O<Cw@eLtXNi2$39KO}HXp!iMMd|F}Qcd5Cx&XZ?
zd1=XUcC{9ef;f4nXTA)`yhJc%`0(dxPHtxv`xjOEUjeY5q{`bqOl}Z*6JL5Z?mbAT
zWHJY!Qt8H&E}a^nH|IeON26>IeJlOo9!zCk*#QT%1!Pe3lVTKD*8`P-1yq0PNAg39
z))a72qqO1U5@;AqWfYhf77sz+-D%6d2-q}3KRTx}I!Xb^-@uf_D5~bISNu;bjZ50N
z(9;AK+oNOIY!loys2&XWG604+u9RT+v&1h@tacQTRG4%Id(SHD7S?J-jSled&<jMZ
z(<-Pg{XoYX;gwVStV*6YSA<_v$yU%uYwBSiAi%1s-UWPbD;dZ8=;!_*8^>sA4u`gc
zsddmv%ssp4%k3{3)iS6D0j-G`KR3anLev+4r@=HcTWt;w8DNN8ft&A{;PM5CRB$Hi
zfK))m-AWrSRX33~x>(M9FJYkug2vg%+2$~>=a$g{k5(zNBh!RXvQ?x9cz@ZfpaSh{
zEx6wV$BHVmSJXE=tbKQ}S5~CV0Y~rp`lC_Z0$=Z%@U2Q(iBj2YPmxTVtiAl(nnoNK
z9DlItbPq`V0@2Fu#xp(w`2kv^2LHDz1#nk{mq}>go`W3*KftmH2H>0Ma^dRkPnK$%
zq8O8#78>ej9Wl37kyk(cgC)mm9qh`h@7(z;78=Xe>Gcy!;5CE@t}3{|ypxaI1${c6
z#o|-t1Ym{%ERG&Nr`p{)dZ!zdGWsg|%TyHeA1AXEYv5*44LembmFxBHuBi4aSQA1&
zJ}Flj<KoUMs(lXb@AR`^U=_+p^gBM6piid#+P`<Y0L8vGMt2H+in@`;{PX`842-0K
z2wu+9C!kn2!9y2Sw&K@FH8Od6Ljeky0^2+96T=U1dq*Tk5BL2{9m`;HoKhtX;3<z4
zP~a}35Dvh%N6Cgt`VHmqOKH-W%>oL*XyEJ|&t{0%NCV|PZd5(YPdLP<(*i#_0OzAm
z{04AM8-cU^Z;Yj~XTmovzhnX|CM=u(f$2D+jVWgLyB+>yw!!gMfX<6>GEJZ_qRgF&
zoUSbm9I^}0`B7U+thuP10Iu7CL^T0JgdgA`wxR?E+eTLz><Ib6<{Cul3jAuy=HiJB
zKo-z}DVwV;Y<ti_xg1K=6QJZ+R#KJ{V!whJ6LBQr9mH6Rw*iy{5>?Nsi6$4M*Z2W<
zHe#Ei3@ru=vRi;v39UJ9S#F5=r=Y$XO~Ct*!^eDNd|{4hV=Eh#=tiXygll?#@Xfkg
z*NZ`<RLF143wK)&bvpf7USHj)ORXgX01GyRC9i%ED}Z5wJGnpeS*+U-a&efit7)Vg
zm`QVOxj0N8UsG9ko?ahN?NmO(sM<)GYQr8=fG@Gm9IpA=T}B3I{eYjv{m?H~rSH5<
zZ+0I$t@s1DqfqeSa;^BoF51x}SCRdK?ZKQvfdRe@QF;igiTt%YB(rH<xqTjsg_QL#
z;ZhBy-%(i!++yPn5>Q+^7wjwfj%Kg=8w$3q9Fnxa8Yy~AZH$g7rHycvoZV2_y8s?8
zP&XYu891R^@o+i2F#^uqELgm%nhHQIk_O`YHpYuB)MDJ}<M6;ZR~+0XLI~D$po?sz
z^FJu#vNf)Z@Swx0aFF(S>>8Hg5kZ7?h_tWm0!`xr+}&SFwlM!D$e9&?9+Te&M+`us
z-L`xRzfy969=HI9-v_<+ToXB>%m!1?>#~WULDKyN-1H(m;QW&AGhFR!6Y{E2-7U88
zW8)Zb$pohK9Z#4+p7VXN5Yrqin03QcM2%IPa;5BqEjwa=ZNsSmo(UzKdZo@yBEs|v
zrr6j<xh%r$2|C?q9O8mZomV+lR!1$nY`l-P6WW?a*qnS6&#!!swVF(3R*CvrU1v?1
z`k-tOVjNwJg;%xLoLZFC<kjmjAls`<4i@=1OwJu6&hJlwL;6*NULVAj<^NzPk2}-6
zff0KcR2mCJfj8wxxR@DG*N<oE^#?%d=+A@d9deGYe<(A(;OFVF*Qn;FeIoZEymvt?
z9;U#ce#_rcge!Xl_Zt8T{Z2k(3HsM6!5qX8y`?Ds+P{xp2g7*HjP5)JQ9W)w_&UI4
zaI_Bzcw@Mi7F8R(FxE`R^SvIut2Ty>5vxT2WGh+a?$1@bki&?B3BJP_T8gTFrC{gO
zzKE44ajSFzFjW&%6D`kQD`9a;Uy<EMpD4H<qd@!bemi%HUw=)t`?7K8K_QJBp|*&F
zWf{1pIz`iw*?X$JJXXb;X7~l@T^-OYV0U15B8WmO6&G|yuw%I`tStp7EVvuIjXL}w
zDxiwxaL<|mOwb0FCo187GZz&MGZcZusag<VK+;2y?TJdzRuvE_ga=OIMxD<QXadkq
zJ1E{+DJ|e~HaH<r>N;pN7^9Fw5HScNnB_Ku4yxX&-sEN1k4j80Is~iEu^5Ba3D|1;
zujIg-mc9%(mfJ@g(7a{3SSD`!Xp5S+ONdi8&7)0hp0y9K*e!<-2O+Ff+~$M@65v?L
ze00NF4)bytHtVF`N`yN(vBuuZL^neHZybM(*Vbwq;bO+Xk|PqDTqB})PP_&{vL>^7
zbT+vJZ{a}de_YTvaYfb&`ljy;f;rg0n;rv*W}p)ke4O29;9|IFXeND91uMwWb*z=k
z(VZUpUYGhm_<l~YRn;!#{q!6}3l_nxqY7>a1&DwZN<At$pQoR~1AY{V2Aq&KBJ^fS
zra~h3zp1i|aA(h(nBe9CX#)=SE<<w(HW~n1wQ=1NwBPix^{<(6YX)mX4O;32@;U_u
z+v8_TaE!PW2mZEy!KBlQzsaWoys$iWN_>=7|BK>t$UD9C<A~&t5jL;dUorqfKMxF$
z7#Wu!S1cGSX4yv~lewyC`k9L-OZqA@Cjim!{%iHuDYmuJHZf(#PUJSRwy5lH+6YQf
zws47~jU@@PdXmok%_7|2u7pLNSbbM^%t}SpU$&3|mc4Sj9Z0O~fz7quMmiUF+2lO;
z+7-$805apkqcA1otH!roP6S5nt=$+5yA3?ll)^0vhJlOivc_qPFDF_Y3kJhFDPGs(
z9)Sj3*_`Lqbqmz|ud&YaK-A!49IQcj^#yo*ryUfKVY%lnCB)WHjBn`7gO985vaD5I
z+x^c-An_*e0E^PgJ~M=G);3{$(MR@RJuIe)IiDFGPA&0m(PF?1<K&ZpC0?Th7lG*d
z<dQ{}xi56Pdx<+4e^m*HwddCtEbd##ChalY?<h(ea8KM~WW^ILLdZ=rOzq#Kw|dnn
zlBVQ4bZSbqPnvP>BMtafmfoHKfRe{N->uLYVjis{q6YS=+y=S+oYKH0bf9ZHbOiV0
zqny&Xpt5+5e)y`&ntA%ke@kh%8hDBk&w6)4C4h<Vs%dyF0KosmulJ<Q?zFJATyN`!
z>I3sxN?oG(OUi@sRu#~;UBq0v;-?m{0tqmW^57zbfw-YeMF6M(r+q`kTB!S!M$f2!
zMg4IeUhva{A0X<vi3R5#Zb7q$vrA=efsq4pBL41iPG+-p@WHqO3;zV{V@05@I`$Gc
z>~<MpIU!s+*+;0^oZGVoe5_z89;VDI{w^2~ey!tH04&Ed#s4Th`Xhg3P*l(@;u->$
zX+W2yo$U8(xVHevVq3f#WU@2<7Xl4!RX{IIfjD1gvNyr|0>9&?OnYy!is_UApOCg(
zU#`;wz$OkD@%P1M24j%$+OGvI^I8RW*n>ZV*AYiDXy3w(iU<6F0}(Lg-fhs)THJH(
zm#~D0v&2T(P8#3G?Y=r5t02qC@tP;10{7T@LL*JbVWU}GOBMSNmdY|jSiXOcEqZdV
zH2t)DNr+Xe6{r(EOuf!EcjIU$HJ<R`)r*T>a6Rrl`Pwau&dH=YwXcHv);C*6hYH}f
zW4;%aC9(8+CtPnW$U_I>;&Ior9&grU@#*bv%zIu-3wJ25_dE-ZwiR6LwMv~TOXX-|
zTD8Y>%7-UaGLTbtaF1jz(zv1G#xYL7x5f<ITioc((^8iTx~uHKUq3df0<QH%1F7Y$
zi2ART05zBC!;43#nP4%Jg4t|@KNLa=;toPT?p6QJ_aVw-q@u6nl=WW+_~XYJGMS_I
z{bH*n+=tJB;3~5j)a|$^4XgGUEJXzyqGPo5Rn<NXz6-Y;bmZb@^<|a3lFPKqrH0Qk
z8vnRJ{EZk$;;`HRC?*yj!9+IH94NDiJMzit?EKHzqe?@a_$nwSF(17V4Hg@)wg^+q
zk7UjNBY#goTjuS~Ru}yh8NpVJ>N4&tZkxCfR>N#@+bxUAzYNOeW4i!>z>!ZIOZ%C&
z*#-h#tx*p*qLK5)CI)&^MhE`C2F-eVYs_)VjSI$>v(Z}hfGap=kN^dSytoX?3s3hw
zF6NqGFP<Bem~9~^THXL$?uHe5pe$=80*qBw*Wv2Owx3%JB(O}5*JAaZSazEr?rv?y
z;XTP(%KO&~P1e}Kohp{MQLHsiW~rSj@Kz(9yXP-#YYPWL&f}Ala~nlX$YM*ozaSEf
zWP81xDV6*SLt(@7JYGDIh0i4MIUoSE8H5{3C<Hfe^NRnH=}!0OU??RSi@@J5!Kke{
zNe|z_tK8d=SMPUWy=U+=k^4fm2Ti34iaeB~cT?~!dxo!TC;pc}xJqzUGZ0p6(BXKV
zV#z8liG!LK^7MX&)<`JcP-w@QP#lxlh>ytUaUoUKQlcs=7i3i*tt$SGNpEVu;90;J
zek`z1%3r+y9*Um=XmcM3D=w9isIQ>YfSr^)B^g?}q5elAH;{cvAXW`(#OQ+pZR+az
zpxO)GdJA)HXTj=TrR&k2pf*e)Knn`FEn$+N08j1<%2e8oe}bzzD_GAD?oTm(>hEFk
zcU#D<UZ~Sx5{_36iqJCbQ9~`1-NrBJD{ZX7tB@_Avha6>d^?|6tTg|o0PcDqdr$a#
zWI*c&DK@2T#UKI*Tt+nI_E@d%f@{ZpHsSWz1mO2}8$7-n?g`d7%DAQ*iX0T@OxNFn
zABZe@Y}0euQhv(;ECQAy%H=PHJAb|1<qb@Jhs}Z0UafHf^y6qlE+B+eh&^TZ>CRuP
zwOa=0^>kY=U^oVGO>Tkqm%MB4hW%YcHt^0X8vA2|PQQ>|CD(CluIFvA4VEzIhbIad
z4c8RzpG<pf#7|CmExq38(3Pp!ykI5o-%$*(YOiRL!rHD4;KX~}IS&ZkS_$@B-{}Dj
z*Y?A$%0OV3JiejT<#ueM!dG5o@^ajo8k_g{>OwGE5z;x!57vhKvPJkGg=?O6v^&|d
z{4-fL!nPaKPY&7&z0s|Ho#4(Af>j=fpAQG&5sbXT{zPp|`U^FbssD$(@eY9fhj<_Z
zGEsSBTmT>k3J{s?L8zk~_NX?1lSV{sJP!)0QQo0S)u5j$xN-lciMWIV84UY|UT$1a
z!{HrLOp5;kaDr0>e>WW_*4KYq{Yf}dl}1m5(#oBmsrG0-VlymAkK^`A2E06?tN%|R
z4iMW!B*PsqO)%BeQ^o2!+&DZ8F#-3pLm(&`xG%sgV<2{9NAY%v%!3)Z!vyzHc5k(D
zSFiw1E6xGqhSxl5w&6n~mc`o2Hn_UXuDGGi3e)@(g4xN=EspCsk4&>%9wXiGOJqxP
zuqw(l2_KO%(M7in*5?u~WvYqgavOJ5o;IpX7cTBAK4ok%F$XZnEIT}G-P6PdkW6s@
zVe1|v8ZP>jk6H&WibdT3=cEh(WNW+T+6_D(z}sy(?b!?d0u^u7>jF2k5sZ9YTj;Zz
z+itt;jspMy_lL-xYiq)F+{}>-mijfh7s}A7&ZRhT>avueEV-mrHn?-t2G%!unO)AM
zgmODys4-j>{P1&2785P;OR}lP#FA(wG)oFbh*nsrHD+{bC&5@q{U8)%Czm|2+BygY
z@5E+zH?4_a8Y7=}7pw(Bb->p1fGT(24yH3QJvi&I?ZBx<4r8-koynP2cIM~tj11WV
z{RG;FVK=1$fkiB#iEm6i)yQv=ry7Zc0eC19eOtwyYM|0LXsErt;?q}fFWCy#khTQU
zYSx7nRrJX>mi$cl-vpiXw%CwLW{lGo1>`hhC=XAoxEE->Lj~AE@86>zf1-|4{{=*<
zUqYZ3X>_QJ;@a#OFmbi<su^L5N;1GV&LUM%K8>b1$s-QN%}<^^k~?M5WB!J>8)sE=
z3D6Kszkga$cEtn@1YMxHLjp<+QHA@5k;!Ao%82V-;*hZJ)oBYXEpc5_W-Kg(_-)*W
z7D%jU0>VeTF_?S5ZX%`vy)6gXy%m?B1=z)0HHJHLT!($%sL~p=2<-10#@5<0!QJ^n
zSV5iS`}N`h#7A`EvdWfiva(rj5CAI8%7JM*jc9JAwI44F0>rKA)kMpLX0ce^+u(by
z3wRA(KFM(ST?AEV=;vFa-X`(fckx=>bjw_xx`dj(vB2T|NDTk@%oSF1CBDDkx3o+E
zqaB@M1Vd{U54>`iVmVuAZIUaX6zkUu^;H{!g-w=39VQ~649axhEz1pesL=<<LBlG$
z@~ACJrrz-QW?dd4Mn5?Ycz-)1>u+h}Gj9N&6T9;2tOZvY3$H#Hdjl(*7v<H%=a)Q(
z?>FVuY6@EBdm)psAt-@xQ2L7}?|9@HKq%x5+`Y*HMy1Sj&Z8rcTt$?AehW!>$VF7j
ze?ca96xN%z*zsJX1VN!IOQ*Z(4Mmp9DE6#sGm}1`{z@o0rZ!$W59+DqDXpfl2#bDt
z4kC(~@vIqwi@VAl%-lmbXml)Ltq8aLdNGBi3zo(H?`*`5LW@|k1#ANN!}@V7V)2QG
zmXAOH2IK?5VN#*1vRG^h%L^>HS}h~~Ar2eMRWW4)ioL`1djyk|5EY!iCuyJ7xhDAk
zGAResI<NwW9==~8gIIjBOe%=@?O!pf3%rfTqBLGNR$?t^gpgyoD%Aw8Qj&4_u?}|P
z0Vb<%3ajjTewj**HJvg(nDx7Ub<7qcM3gyzy`$aBO}zxv7LbdqiV+N2EaTBs_pG@}
zz3g~aORig4&?W<8wj|TTb2`9~9W04QRo<`R0VMv~(cCs+znuRz%sbkY`1?S=KY8bM
zR)Wq#4S#0I&9porH5`vg<8xZclP8MN+vk>;##-|HEPAKwb+Nq6<W=QPY`&CXR+zgS
ze$8tU){@!DL!htTe!Uf31&s8)0@)>)mWe@7+Oq-+RAyuIV8$D=jhX(}Jj{>=ZA2P_
zv%=k-Cd0=X<T7ZH)W!x92d5=Z7KGcb3a1pjkPLu~^J(Xh>XhB2>rQ(4HzbQ0m;;!+
z8t#9#{1r^WcY_RFuXSI&E_f^0W*1>t8IU#<@)^}m`zI1L=5x4<tXH)s4aJ7<U(ES+
zSKXkBgMP8(Oh#=m+$s<7#_lqrv%@MW8cHb()OaFG*>~y3ud4_CK_<Q4^dX)kM60JD
zsQi2I`$TPA0DPkWBiAEORtj8{dUV>zQTlhCi~hM8$`n&sB&XPEm0ZkG`xIS|s6X=$
z;_%0FYwVp$8;_xr8yUB-aHNe(s65;%Xu&T8II*!pHi!#!Sj{ahg05lSV`Z%dm;+pC
zZbjb%AdexU8f{sCrMVq3me%$UaAh}N-7Yq<(vE!HsFDS~fk$pE8$a6EUZ~;um933M
z#qZtPWvd?kz~oj&tCiW@fLFe85WM3m%wDDBAJ_qrYh!ttJ4^%eDF`rRxG&hN_Gei1
zoY6Q~KtOc;^ZK-Xfrq~!)j6nWcEA6TTbp%q!k~AorS1KLmL&_}?tkU;S}|T{^7yC6
z9ZQRPWp^Xse)OH=pSLzy?I5_SkeBD@)><{0)qUsh7dgD1rrf8<hL^b5XC-;nKECLA
z`+En$RfI7ujdbJ5XvsoT!|9to0Um8p^MYIf_}xWeZOmD+Is3#C#EIHL&>R5no)-jf
zHv2>R388{(amjxVJE!<YCfF~fOiioR9)sGTFzcX?IwkrN9@{t<oX!Qn`z-_lbt!(B
zR2z2Q&-2G}^b<fi5DY9STh-sfI*9{$1O<s8CHHFbd@QT^*DryU$b)DwbqO3qY{<QC
zjU^Q`*aDb0`P&>=n99<*=uR4<13rE9EsW$MIG7^d`m|dm_wuxP99em<xZkU?B_qPl
zsLiNvQTCrhjL?8eG+xds_rI*NXfAHq$B|4&00EM7hVpn+WgWR*i}kDQg0b~z(JSLI
zRlNM4{G;Ql(UL{LbA#KRFV_yR1gFYM8WyHhv)K=bySR&=fi&y|CbByRKlq2!NhOVL
z*1&A=z`0OKV{<J)`)tP8nv3xRUIxqX<Zj^lW)Y;zWp2sMxz--7w>Y@>1KFIY7YRcM
zu1N_1HcW#T+$x0<Vs`=jlG7@M65hu0z6Hu$JCd+UI%t~30*QNQ5o;}olfhQzA0Y{>
z>jyxL!%fM6sOnU+geIH7<NR91O--za5_nKxOP^!way#wgV=tC;AxB9+SX`>J=(Zfe
zAL9NQ-V)L9a<zMjw}@y5mzBGnFV?um!-L>n#EWzCpgY>=d<%krD9Ni01{h;`{{lIS
z7g^6+!rJ3na52*8DeSH?4IDQGb!Ii|n@`o*vvx(OqPQk3>Xz&Q8iB6|Oe(wG1wFKO
z<=9xyiva2O<efVwmvCE~Jf=^vJ6{4TnG19~=#+bl!P!Q%p?ndKFKWrFHaKV}Pj}w;
z%a9j?!v`aG2WCCK7cztf$aLoL44|P|kI_Je&h~r}%uSQWK`D1%ndjcYt{nVrHEoeU
z%HbAhfoE$V!M15ogZUsw8{PEQH&6Cc-y<~sn11WaG9gv<&!Pa-aS9?t1nZ2W0EkN6
zfIoNM@;7e>M>i_0Pi>U*aqmW6WrId!=T(0ZnI7|3pnEO*Oxg>!kSdQA)vn}zI=5J}
zfLFSv2=Y%W+|mxpSYKaVdsNqmsMs$XTMK%tM36qX|2)|LxCh+P0g&&?6N2uU(YYGO
z)qqKI8h2qf9SwJex=yeQQ{7svxLV5vqRs=ZwpCvv8hCz_2$}KNvg!-XItSJ(q=<K*
z^O^?|PADQ;+liV-h-FF<VQGmt?m+ulD1sZk@f<x@4_g6;#tuA3up<#rnF_PG84Z(h
zU}SN+Nbcd1g7CDp61Nt=6!wXXC8k-<ULZ{yT}%7>T6<eIN6DR~=E9!X4u^!NVzGsV
zk`)RdNmwB4cftW#=#lqDs}|;Zrn~0rt?=MH#U3xz4;npL@V_SuR-K$T=!g9UfR~e5
zBn|Lk*9?<6Rg4?8HJM?`2=8HHc9GXYj@!_d@Ep!X$#E4{nul;2GGsqL1tGd6Ga+;~
z2Ceg!b#(nYfExyk602)1?lfn!^m^Bl1@HUd$H6^u-W;Fjj<*q}3P`ViAWWW?I&ndI
zB&(FjEKr#+@$<NocD!*!vu7h|LBDCxyAdpCZpDH`TBO=t5OplEoSFptUflaq_^P8A
z`8GD>Onge{d*^#(di6e~-#R1HtMq;Z_a6c4dGgQFctjR$Owf0`<(^nf0pnKJW}j-8
za|#18UL2#1Qz|QFaUaUVUiCcno3Z~-y8hF!1M+>`m@7M&#>fdub)*DQx=z*bMLw9N
zO{N}QJD#>0_1spp?$tB_Y`Xjn633TuPjhQnDruI}{u}SP$8o!p2{CFS(3Qkmd9&u=
z8K$zaYRTPb)g2Q6*_OwCr+$Fo%?-8?Z^cQ|tV7V^M>bW`=As84DLX%t%GX-efmD_~
z=l73nYM1<M*CHF0BeQF5o4efM(b7|cA@Ml^V_QAaahPxJ{7y?e6|tHN2ZU(#uoVbx
zl|6^lwD2`FI+uWxmUf@o323gPwe~^*)?U)VZMcDeGMgy4q67@0kzCqaUlcUdg6qpm
zbs@?zITh91l8BeqkL>Xfi1pgOBL@=qX8*5wURziTZKB#W>($H&(i>!bhUPt1rs4a?
zfB|S}SDy%G2&BQlw74GL{XuTY<29`wS`>2a-R;_u#SCFAV_|NQPPcJ;YAdw3xS+o?
z&xKZ+2=lI#K!9k~!~18!o;}B6;r(o=AUK%-^oQ9ihqq+jtJiBLXB|gQS;q5}3DsUU
zMuevfrX7~d-No0-9V^iI$WG5JcMfD2`oKoO$ZKH??ZibJ8UEuQJ@X>Gfo2$f&!8cF
z2L>>NP_fmLQM!Q#s5ah$So5BtHoE*$eEXaE2mwCS0<^9u%GgF-#xg*+cz}IfqVPua
z^N3<3#K(i4Y=0j(W{h9Nb3qEgaMSRiM<sv~8St)O!2`>xBj{Q>05L@94Nd)X>c@2w
zPYaSU6#s-_&4@g~60OWDev<2RpT`6Etz<HhNF<ZV)KTWE06)R^R5B^c*2X~qeu1Fe
zJI2UmxE$n3w#<J2*5p7+F5DIpL1P(RE@WRD=mVL=fO$nqJfFq>5+l}2;gL!gMp7U!
zu@D}gUn*T1OAi@0zxu0EVs>us`K#mBTfcQzO1ymIwXb~k`tx7?t?<yLm!E(AtFK;r
z?hBs}dnvs6#+z4*GcQ~nloErpUwGl%*p=)0St*emeRFPnym(>gjFd<wZ@yl*P?$*f
zhZ4zi<;#=fW9fvHNF_(VHdV~!(upI9%r|B(=CUILVH=5&%G9MXUC$gzjK6yI@`RDi
zhZ3nPvsbSaCngG^L~82F)#8=wGwev>dhyD&o6k?*I%?x`;pX+JVzziR((}*U(1!<7
zqf#Q3%-=L|(gu!3s^1v!r{d{I{i#VLj@lR;O!(6(3k*^?--#q1aX)~QjTeKG*g`VJ
z$T@|QbfR%Q>z@Wm#;b`W$fuIQy66vK$`dKngk-Q{Ihss8B<W<J)0x!3egANS5o{@)
zvPt$2P!xMi{k{*RqqcwAd_46j0LPQYQfeRtvNTU^N<XIRfsY?olBogc(kA&#Ds`9m
z#juAoox=SMchFAq%I!!x1wTg-qmt}W3T{Z+)EpfccvtD%3l7~RN+Fd%WLd(4nv5-M
z6`F;Af)jaqlQfbZXhhDX2N=y(Q%USJ#d?e%!3P)^zNvsT!AncxS3-^6)J#WsUOxU5
zQ1&WJLO;ArtV7&^xT@royDDzjoQF4`XdKJM6O?=gdQSugf{yf`1@4^emxqd`&Y<xm
zNr&;1k+Wyfj*<hT!O6&56Unn@`uh5lBNyZurPgS&5B?0Ce?gv6S}Gcu!9*%|<113)
zGuN(Pzc6Y{E&ZC5c=_4q-}=m@%g=x9Eh#bi*_X;MOkKVC+C?cbF#G0ftT;JyeMm|q
z^*3IfIyZi0G9@LFsnQpw&gaMTM-s`2uRL?!)U!iU0+jKWuU;6>j1EhQRC4&2uU;;W
zjOd|6YUHgemy6j^<49ucg^QOjjOVgpFUgD7E?&HJ`NHH;FIO*IDqg>F<K~gX<>J)r
zbI)C!Ig*&X`1}=XeAqbZ#hjTM8cL-G!(LJ&w{+jL1rnex!wj^^TuBb)(ch^C%zg^y
zFllRsa_8iH3T7=luv*2<l*$zGclmyJ68>6_t`o^nln+q>bCIg5k`tiTwAVj5YMKQ5
z#^J9{14{>OVk*;k0E8jWwWkk){WaAdu(qCDCONQ<Ynf(mqDIw#+Q$dhyFiu36*nr6
z-SLl4fSabkM4^pS12>}SRFKqwt_k>aJkmZH9BDt2Og`*US+`zIqB6s?M~w)>qsu^v
zZ7rxMiK}=L;S78`mB)7gHjo6nQa(JD#=m>}VC+mYPW6+tN_w+Vcp?(XuJpnC=}R=y
zxgYoWE(9V&@_QJQPmT2T)3{&UdbY0*6*-mc529tY|IFDwuo4JUKTe$iHAj_C$pdrr
zKDgN5-=7?n2j*NJ?1KjS`iCycbKGAVOAjRb6NBeol@g!7F)?{=G?TyeWhrs(t*Phc
zt`#ml`?8c6{>=PKi_cxWa{ZE&Nahz`edFfD`3qxGA~o>r7v7l4<xEpbq>__wzj%3U
zRL@I^ft3E0>5GNYkt2zLO!@NV%lgQ;lt`vVU%PVoa!!BR#u&eN`BLFrF6<?F!Mb$W
zvYrW_C7HZ*;qtW`w@N&0BUvoYJof@WZyiaDKlA*h3&x;+Bw_H2Lj(AteF>PX;TJ{|
z2{r^yG&wjmg!xREXqa`oBS$|tfy#hWOYq=SdL4J>sK4UVUSA2~Mx+7S)qM{2;7qF2
z)fKSk4%Fl>{qz7H3E!#H!yddbV7$s>{0}SSl{>h_3y(sWq&v|3kkPRop2dp(9W@lo
zu7V@!Z-#f{7d*2y=mrx9SO*^Q56F3^TeYKkdcRvGG=B#B4j6i7Af*iBf}pZ9qS`&V
zm4Q?OoGu<w`Jn~@Vc0mG@;9{W^lqGf91YKTBD#N2RB)DZ@=yaeujb+dN(8s}$TR5g
zo$2!t%|J@>NCk_}&*ZA8(ftqzqQ*)eID)<;Q*!aMv%}DzW@OIxm4fnjaNvD?V9;A<
z&w}cnJ(EcG2S<)q&*GmmXR-P^aR&eNWB3{AgHPz(2f{PwXHsWR!@Y@QSYPr52w0%w
ziA*Uh<#^$Zb4FfIk50TKMa(aJ#wyKB6eg!bk%233-FWf!;<@n&DUuw1>Dkv7#*N%~
zD3VNFdihO0rW;{L$z<-e7pBhVMsr6Z$&rQYRxv;NRAl7EtCxyn#?w}kIez8R#mVvW
zM<Nr~u3nwGW?4@~ikB?*+_O_Rk3<R=`K`Gb<I+=+G3)tr6QclBLXqsV#R0$~DJcT_
zJoMtIUC4u<PF)(rjAk-9gl@(LJbe44uVB|Tm2~F8wW0S(z^u~gP7L>&5uNSym*{3G
ztxc*EO2D|8e{`7aA@b>j+BjkOHG*^;EMTkyoR%!J=)fI~Jz1rJMSD5r)8M$Ks_$}h
z9h8POAm9imqINIhesqiA#BpV=(XD3ygq&9!orXS;dRS1uPJ<Clskr0kC~?-~Zv_HR
zj;I0;MEjN+uB=C}tVK2HM<cjc2+le<_Z@sVf)dcBs61G{6oi=um;yPKR~|+Y3}w!q
zy?+J|IEl>8s*SusXVfJ`A*p+c&)zcqsT-3jxdzUCW)iX0sk3YnPodue6w-%YH<1i0
zPQWRjMXgOFCG`VkhwrD+bi$H>Lv;z%I++M-QW9rQpFVS@56h^{J`g?I&pM5*7l-g8
z1cZ!y$gQ`h(usZmHUpDk+c&;4lN%iw%H%G}wzskiU%dKEX?$#AJd{b9pMU1L*Up<`
zxlkrKSekzMGoai?C<9}A?j=5MWc5%6pven-=Dca-j@n6%zHs$YVLX>VYA2;Xd#QM#
zSSTE|lQNlg@%q%v^`|oDuU(&g;kg<15Bj?F?DX7qW8!IFW7qiT*l==4%78xW&lTA*
z2(YQaXLCu=BLiG@a(oDbIA!R9&Dm5c!MgL{tY)#)LYW>w6^JN+KAzL1_KquljfBFw
z0b6VS*^}_=Qkdq7(MU;^#VP(~%@a9r*AvkhJYvj<&=J(<_`tg{f9E^#E3yMzGe+N|
z{vjvp5pcG7TEfk3c^JTWq%onAlut)fNivA>B%Q?VM7By@s@{vpG7>^RCP#fAo<iNm
z;ekQO;l&3^1R;B#DtOdct_qGf(B^DBHA~V1c3@-!cv?I<<pDtA;N{^a)|;p6!|1s|
z*N~g!=#v>*n^%7+cpod^Gr>FHLeJw9X!Ej5Ftc>R9y6+dR{8^4TRqd?kNRyV4Akv2
zrx9Z$q_!)E>OB0I42z_|U!V3>IVlqnr~1G(uvB(y(ElB@xnE`?wyvP2gJhyl%5J@#
zLw^r|Cl$6=e%(wZ`udWCdMNYES6-aRWrs5Pu}~&`{R_|Bx;ZvJkqc##nU|*Dm>)Ou
zdMJ}jU48Dg=f-onkt3Pp*vrpfn=o^uM>3%B&lJy(=k%vCqc@A^i<8Cir!vOu#lqEV
z?AlWq^ZNDan>TMwhcckdS8vVSdS?9Tc#_7o+0p!PYCy_>56;}Wh|n`%9hezM?rHY`
z=mdKj0(^4ZSV9Vzz!P(;op@Z7U%1+(evSG?TnadJHkqTJcF~93s(hdH1A;{lvd#-s
zfSyCQ47w4iqPgfmH5&<p+>wT_zzQhi+cdcMogQ?I@?JbK8~@t|*YO0&eDsOW7wIRy
z<@|eDJ_YU;cQ4}^@x-L~9}Lk<dJ}zl-Zzdr3cW?c@gj`*SW)G}clf8o>-58y5aO%<
z;E?##d+GE5>Coc?&7MMPz|Q!m!~@k(?q~?fs=ksBB%dA<kKx0ndc1E2jQ*J%?#pcC
z&*4D77V*38z@T$dS8gZLNziMBY4ZSJ2Hq!lEcwa!*&PNQu}HRh2HiOD&K}fqaM)+@
z`zGlEv8Y0Z=MjhK<T!kdZJkBM^))q5I^mZNEN(`ek|ihL>xtgnI!X80N_OR?6o{U-
zwOn=inE}xEKEP#L&%J$hG}Ygq8q)s*ISKN|w)7WYy?SXZV~mZ<7Qkn}UV445Fj>gw
zq)c+)=KPy4PM#mvLm6OkZ@gfQkLNN+GN8g&&Yv644?mR|xp}@&EKWXcC!tSIP8Kg+
zw~k~Ixv8sD7iRd?r|lTe+?c&~y^#3_?OdBNaw7w&|DURN4{l>i@5Ih&fZ{_WyTKRG
z4*~?)c<}{7q(nk|ph2~y%lpFBeREzIdT5Wi9-BjZ)?SsaE}Al~Q#X~(G^WP0R>nIr
zJs8`vGeaxos$K3KT>^JFRbg$)j<We<RZccm7On)@N*q@H*j271=KD^c15Wgh2%OUo
zbbsgje&6H#K0XH|boj~~=^iiX7pKu_A?+prY%MYjvP_ab>+49PNSDL16U3rXcz-GB
zMHjQdRyWPJ%m1FTcR-(?$6c26lW~06U-!;VKTzq_Zh6dmO~?ap(S-B@c>v?M#TW}G
z4qpYu8w0_arq2kYokH9Jj#y2??h0+l``()bJ)WXJB`Ds1DtYJrT*fNxL1R~vzvf*4
zq;6wca*ALh+Dsod3|WG^1QGVj{1pYX+Sfo*up<@jiU(w@J%5eu4%Ll28TsFP=P4Nm
zYG|VtjRy>x!ws3R>Z~yazp(n^b!4H47-+*jK;Fv)UGDI>Q96-nDj=N9X9+Y8U-xd<
zcN^x6j7#Nn;(qso;7Vc`$k0=si0(73j83b{AKE@h?7$!(<4};#!CJ&CmMp3_5t9rt
zG3G`n5X9WSl88nINk+CZ@#s>hK7zh%>B|U928NKM>ZKbgJqUt48{dz=dwm+5CqN$?
z)H|nf@!fnrlNe7=i;7Pz`ugi{<}&HoadBNu%f9*Y?Bv9R*_xvzUbzTgU?&GLXYAVK
zOgb|?el}+;m$^7GH9LPc$ILCPjL$A*eqqkaYW~vl%*ffC@aihqfw0c!Y=d6SFBwie
z0oqoZn9)?nj^m%kFj~8$beNX0KJSxr)ZZ>gsAsD`KhLlPFF1Y9K8e8oB4E^ZG1itt
z6q}UJFousTGI#Cp6|Ah_HLJ4o>Xh#`wgiYv&oz&93BK$Dj1HE*57}Bl^(K6$XglM+
z)ALwB0hU~Lj07^Q)~Dp6)PfP8^|oNd8P~hxV_fff036<p^y`32a8vw}jFlD0HG#bh
zJf8Rez<(O?11t_Ck?Gy?vE5~7Ct%Ie&JfEoOF<*cds}-8P@U1dTT+aEn#2e77yJN#
z78-WaabBW#6mbMtLLJRttuslV%SZ~3z#E*BM6v`x0L>tLx6i_Pu(S+qiVBzwZXiZU
zg929KHw=ys3RsCS+!Jv=#}5u@OWe^no$Q~j&ma+J^zBhgiG&DPf~$4}H8nE3$KSnd
z>HyTWk*E-GtFUq*8jg%jwuCP6_G@dilgZ2s7rK&e*sov9WXMJwRrITK6H}Ap$zN;9
zX#D!bH2j-6lhM&DnT6@8%-oqANA1hj)P>9GvpFNHSFUDPG9zbm!q={4CK6#yToxYH
z@)ZDsZA_lc42bqQkaATUh9`>MPM>uF4o!dtI!E(8;45*Z&_h2;2&F(@gy=_#EEI;*
zi99!=u=>zJC!Ph4Ri|g%hf!N4?pwvZx2BgH9mm=<6sucZOsOw3(9rZQg&X573<vM_
zg91;{{0Fj=ig_gO@)LdoA9Uj$-_{KPrWqGEAT5D=DWyQ;{464G@fn}2piqk2|Imjl
z*!*ZDe0OrmKFwo%N6akOtP};G56Rv&V>N&@mH~~XVbLYF(OER~T3afhU5Uu}#9oZh
zwl+B`c_&{4QE#0bspUVDTF(aKLv3(Q{kDvNg}%5%KTFCSKLm7&jBQC43Y@`hAq;<k
z&Ic12RaFcQ(fBsVxN3lHNC3b9Y=QA~^@o%Ll{^995*!qz{unG_p5_2A^#`C68RT$e
zTOUFk?u;b*)3|LuAB(;kMj-TNyp&(mP?IA`TH>7<z$76D1l@S$+Qm2skYR38598<;
zZd}i&Mx*95Kk2?UQn+T%W+rCR0tadO(zS&daQ`M+bF_(TGgDK5H(GNv^IB$ZCUf!P
z*_@GU3%R-Z<*b;aYT+ySmzGyACBz(6Gp?>J&rFQyXLI!V*Ue#F)x?hkA&<-%L>Z5&
zM*WifOWtz;>rU(EWC6^cgIhK{&RQa+V|4L6wTa9(P)LU>G6^P-VFZa-7rSY>UH&ug
zIPN|2XNx=u@QI%j$=BOjW70|oI-fp*q<)yiS)GyDHaR$fEdTG`A#JGL)21J3LzEbE
z{bX?)pwDp|n&k8`MD0ZAoo;a(f)E}#v3o(NUS((-Lne`=e|I`!j8g9=kfn7xi3EPu
zx8Yu*OnPe+xrq5Ku%FqV1T5QnQn&hxn7uK$Od*jV{4TKz;*1)ew1IhgA3KgAkfI~<
z|G^Kqbq=ZFMT%Pe5chf}G0bCi#m96N*{&3me%?l}To%U^)etChScL_E*BbHT^a7ZG
zAV=i16e$jcLW2V>T!S!$!EKIf`qkPS>A@imLq{hD>sDllNM`gZES*RYIfSf>A@nv;
z#>d}EhF~#~u6QZ@R({-oKi>kiY`vPBHNfV_ewljsR!zNo<=SLyES3=%ST)wJ<Yq5q
zGIIh0tJ;OtOnPSiV&)7>$5y8@Q<pBzonh&yJ-a-2c`?^Ij~c$ZvX;wTnrxj%)vvv>
zHlL0fXLGdKx2B_EP2+PwxYh972$_PH396%%@~xhef8>oxXuy?34lHM_eS#jIlWQ~B
z6b41~@4YGXumeBwlQA?QCqQ<l{ky#~c$xwI!!B@(5_AcH^|&A26n_ws10J24phQQ+
z{L9`6O6YW9mg8L9WAjN--|L+1UA9(|0RwCF0|^FcXxv}J9vL9!E41#D|K2-sKtm|G
zoS>ig`~u&5pO!0P1t&%A)RvTPkKpD=uT`1+Big!sP|t1f`T?EOT8Vxpi)Z0G#KQgr
zMTWP)xJRUxKxRWEeAo0+h!MW4fT}T=t=9etSe!(k`sr_ih$b=ZXmzD%9h`(f%+ypc
zBtMe8U#zJ?1RvyU@qKUv2Zlf!Ya#BONTpmFy!4S6a(rHSLxA#r4OH-eHDY2RKxDv~
ziIr>}!yyATE53a#142FMSc(12>t+xH8cxqmaLHW191RW*TK@Qc_|0o`W1%5U4-2TT
zExwt%JgOPtaj_)S(Hl7c*|G6U0_p>#w&rH%E@tOjbF@T$>SAVTX<p1xwUH~C+}z@l
zbvDPil6`4uY4*a|c{Kaw*K(JlVKE03#LU}^6Q-{5ISeabNDS9H;)pF&6pOZ$guNFB
zOwb7MWYEQ1gtxq$!uGz53P-`ta#FpMW%}wMd+qVIdPF!lveh#~k$e>VM!*|F6@1=}
z9$`Xwgx&NbNqB_x(@8Y@Vhowxds<_kbf-1VSqH=JyvEuyVZ(rz0S><=JIhJm%57}+
z#dd~-lSraUBzXDy>KpR^M!nNLoTBA^ak{9cfl9Z|15zL34DQH(*+vGCR0r;P8du8K
z`JuIb`g6ZHRI2%9vXhcZeuTpk_SYLt^chIt?h^#=(&0aron!)DaE%G8uf|H5{ZbN~
z0`7Vux2l?KtG7fA)dRSHL`p`r;7STf1wn@Z`UNYghdAnBf;)gY7NI)(hHB|_aHu8&
z=ooU+IZ&+}mPS)Ubq9qv7QLz+D(QhitJ@r1n~=Z{9Et5OU5la`hI4V4wx4<H5}*-`
zX>&kY8h`gnLK_@({y4rLeRb_(Tm>N>*%0`3;zl-`Fv8IZfnQa9Ikz%DF+L+U_<=Yk
zuP!VtEG{j!=4d1K?8@Tu(#jbQHu4v*EiGhPb3g`{ufJl?kHydCz}4)fnXqw&l{I}P
zGZxhaR;G)K>0u4&oBhAjLXs;(boc85&;dw=hdu<NJCEu{%&|JD6m6l+Tkr;7O|qh2
zWWi=>KmPCsjr<o{;LtgbWKRJjkCcDl+;uYoy-#(_($QQe&G)v@`14-+yDc~?)%ezQ
zjOc=nCmDJrC$2z0{Pnb^lb7SLGT0VEaL?MPyeEF)Fo6BrN&2FPv%1q&sdeZl0eV$A
zy9$5@pGWcDEhydt2Au_PjMDlG9Pjd$K=O>_y<eBUCR+iMu6z@)LQ29cb{@31j{@H1
z9#dQGPXQm9lzfd!ZtFRIunH#~r>8!-mW$I{v-D1fxbuMi;%Bn;pQlDu1J))#0JKgJ
zi)g^P*;YaDLK@P%<6oefHFfZZXK@jhN*NmD3M{IHs3+L_6D)X*!+aHuT~+bby<zUZ
zmIwv$ut8N^@8#uTj72*m@#6Khnb44RC%J7EtZ-<M<P-bjH|!|`mz%)@KLD3snVZnz
zUZO4SYAjz~O6cLybV~!P$!jZ@QWF<0x3sG|^3wd$e0F8|OamL%ti5>Ya!X5t@LpP7
zyMA#xBj$kn6@TfKwWaY9F$ar<#+Roiqgv}cfT{H8aM;jVuGG6=`N#WoBo}Rup}}=>
z3E#tW*nJZn6O4M)WO`>v=D{4g@(udCUl;yP!1y36lima)bx(n`fKD9;I5{OeHzaij
z{RQfg=35H}Qy7ej;dB_aH&+J|@!H;<dUU9V=Vhxmg;=-t7mOU$QBo`kpH4_6AM2C!
z{59lt=YHfFu{+2uaspzR6Rf`x_VKoYG-(nmno0$X4<*L&Q&Q+1zx;%9iHDO9GhTNL
zVeEn>@F#I&ymKx^mvM_N2C*l6WC(eGd@tH$0IKwb<&|NTWVRp<2T;oIOWrM&{w=0|
zwpAUoCV*BzHbX-!e4z^241t`2$fzM9n}r~JL#$LuM?v<I-{V10*8l}beE$jxHj7|z
zA=`c}p~5${Hxi}7g0A8bN__t<8?z=bOA~tkwY4P;-NR7JX3rH?Q=!2jBs2?Ox;7sP
zqI<a|1U0<8IHe7$M)XWjQ&$#DHEd?igb)OE)*N5RwFFExa<j_-M?kp07cOC|5H5tO
zmdRbax?r{D=zxY--+X0tW#ShERg0~G_ZMjy@^i)5Si&@fm@c-<HL%sBh&9t(UO<_S
z2s!LCz#**7#yP~@5Y^+~ruOxg<8SrIPFJ#xcDBYB0nc`|e0S1A?_55MdFb@B;WNL!
z8)u3!kJ4S7_f%#ragiOHrs%_7)}Q4NG;BTrs6)0ui@xYa9(2_4<X^`*i+jKBuo@uj
zIaV76UCOv^{FV>DM7Qhb19H^IFNg&0twpCJgZoUvkAw=aQjl*A3;%p{HPVWhl;EfP
z&VCxDZDVI)iI{8w@bbYbA2I1epX@}&=|ecnt8wYjLdFohARsBO*r_!_^Q{nZR5Mn-
z!1%4|_hq7CnForr>f{pzEg00Sj^uU-L>K=0YGNBDcOXQpL<uAv5N^<s<55F%u&6J-
zKLOJ06?yQKY;hG3%n(tMrB@P~1_L<j)k`{@7-TmncnAvCm>R^4dPo3`SL|7BC>XT9
z6E9tSdD(<NQLZENtFtQ0;fNzau5(e0sc2_dVd7dEC4IDo71ZcUm!csfaTa@14QnA4
zO)OqJo1>+z%jt{u^)o!7MlQd(n9pBs%>lt4dv)pBs=zmtv=<ZOv$N5bAf=0d;iCeR
zu#89~#mW)7#<4?|(-rGCb`ku=02fTr++!r@DDnvOZ7iZ2_vL6r`?a%lH6UQ$^Ilfa
zu)?a;B$x-N&{xX>V#Rm|_WT^wX;{9;PjvX}7(>IDFF1Y@DqG2<FUIi`UG8B#e$IL1
zXa6;iT_B*-3s^=(SAHXH7-TRpY8bvYz%k&7!Ik?{^weT3!L=~8C2_yMz{P&`??lua
zq&Xcih>wx6TWRnU`#|Hy85#SHlyv73%Q`-5ORHKf5u>N?(t1JMH?vT3%vb7QMh1WT
zE^E;1fGRGbu1~U5-#HW3<WwL?l(eD4k|_;=*dbi7FyIe5Fchq%WBbGK3WKar<HugH
z%k~Tib|{GZmuwh>G1RRuCo~;pYH*Opz_(wz2pT<T0S36f62T*2kQ15gTh=tz_zew-
zkaQt^Wg!AqXg@r^Jc%R0pqQ&gmlur?7Osl$wW>~DOM>WYdaH6m9eZgGmV+^NRykp;
zEJwk&n{Un0)bZ81VROMgo1+cSy_(7_ubj=%w1~ZuwJwXCg%c^pF3+xB5cMcluBb+%
z6Rph(i`|is^(P6CA8_ZKuO*_oe&@POhQQ;M>CexJbb;?7D7#L08wvVZcPrsxy&=~S
zAWX5W*KNWe>`$@P3w)Yp(Dyd;@41Be*p#^ROvjnB^~w~jbz`!Gb76oM!WJzk8a*s-
z`r$OIABELHWD}+Js$XznfJ_1y_-2B$v5T}su8rFLt^AF%1bTOzt_E1Woplb`)$fUH
zO&@L@m1so%{}Hoe`q5uv9;$Q&yg5+Y`8NU7gZ2m2x{_$a7{!9gcJnBr$byzI7M$G1
zIIgB*(P#}Or@=UEL{w*hAz2NxPN*?M=(}MjX9NX98tBI0o`+UO2Q^U1<f}12w;;?o
zKFC*8DFSE%6|o#I&SDK7?!3NgpooS*`|iIK$Ix03<cu4OQf>|<KZs=P*?bre4h6;8
z_A~Yb8x0N#y_UFsc^DT^P$W%C;cR{!PzYibEt<P*r~pF1Ficz>gA-YUu@WXPGO$FH
z#68WJx1yoou*t)eX#Pzb?jSWM;@BvgGglMQg-e362EPekwiDK65tqE(SsZ<B>iU&d
zG?o<Asrbc9V*IeDs2ZSK#rP*Wz508t2=H=e8lTG~>uUQPOntkEyuvG<0@0^GZ<l|S
z2T7NiDE8|VBNZ{sky$-4^wh0kwlf+VaXuTtjN31HKZ!0&^rNm;Xm}~jsvnR6Si+iP
z1{Yo|W7PS7<#+d~On+8w-5mj2yaYl|rUS<6BqInw912d+!wA+)@FxcVbP55o6Nvk<
z+VosZy6r<kJTR~|470}1XxTA4&1&tgB+gjb)0*+ClJ^^H;NVTiSyZi<@&Tl=6jQR^
z@LKF?7~4P$|Jl0uiJ)&j`zCAV6{-~x@sz;QV?d0I#kYePcF?RpN+LEGMC@CPF|BXO
zze>GWel&<mR8t2Ac`UzpF{oqNVKRDEvy^mb$Z^d5RTD&S5cMaIeV1l0!s!N8?5RF+
z6?F1Y$oVY3A6uKm(}hC8D$fi=uI9q1u+@;r9_X2uGoG&JS1f7a<(CX?ko*vXR<T!2
z03Ln#=kS$TJp^}B(lYrNEE>x+Q2?X4MIGR8l8TIlrcbQJwbayERs*!`rPbj}m&BW2
z>?}rJPhP&xXV7OIMRo21sB}>w(p!k6hLa*B`z%<{hjk+<<gT0XJOFsRQxNfaDF?cY
zw6iybjl(JSsZIJ;0Cjf9um}Q+y}ZpM(obciT5rSl+L}o}P_QyG>Ai3IJj$#iLeRDt
zT^eQ#LX2Zw$Rs0KN2aX-ruC3yeGGfk(xa$IA0W><_)4RizWWtsb9Y~tNe0xPBG<MP
z=r{tB;lfJEAhrE15kF=1nn~2hjt>x_ar=f``(3Y#5yg^+9M<~01-2!_(i^)ovh_<z
zKZ+@+_roE;N#hitFIKxb{{%yOAm7e9Yu)i|29xKbA(cGAlt=$i>F*Fgl?Fp9NT^Y>
zFm(+25_c*LnSM|FhS1#tk;SmPigDP%LB9TrW1x_S!2LrJ)q>ayBxlWF;%$frocHH(
zR|FVoRb(Lc$1mY2KvsuDfIoWOVBhGiIpM2QFb>}YTLnJzSE4G`)dgG0gxE`$z&V6F
z=W|M`o_S>$TtraTfH+@HYC%|RUvK3ewB?22P-tlItVTy0U!6dG&rgZ5+HiK&a9Ac9
zt1J>~IL?Fmw6<NGTQ<yvvmk0Qa&6qaCPehKr!bcvSr!6Ll%hJi8jcA82Z0Ag9@bmq
z6!a{)jRc+%)%xlL?oASzwr3bKNMPQRQDR}4Jlnnm_)W;yG62_!1k%#gds-_1L0^Yg
zV?c$D#w6ZuEB(eYWHL79MDWm70z?VgjD)dQH(iq0#-}Ch4g;D}zcb6Kf$mV5^QohD
zcGC1SMdr$}Pjh;aR^5+!nZ)`G=D5Y#0x{x@Ro&MT^W`++Wbyl*|6V5lL&{fYZ40GU
zfXLC9^ns6Ywqso7U$%~01Z@0%lHMxF&il!ts_Lq0DapPND)wl68w-4~Zac9*6!Nx;
zs5&pCD-L3nkJXkeVkIUZ+0;D*v8oQ*j)xgaLuk<f@b-X5hT^1?k$5CVl*#B^(3-&?
zx4i&%I5Y%`ek>hFL$Pa?#^ynYhcrx?g|7mt7-AK-`Z5^npfdv4Id#qC_&9ty3rb(B
z{W045cs`;I)qV+esd0H)V-qxOIyVwht=SmUrB+4_1%vl}t#Fo+vBRKi&q7|hHg<hd
zQ^TzoKyNX#GHgtX7{TYMV#G=si^2^jzgL)986M}7DAn2vqpyq(w~jtvRQ1J#);bym
z)r^Tim~Yug>tPZ$>0(zAx8@l<9Ecl1RVN&mo?iwHn+#~rUzMHqI3osy*P}c8SfK7B
zEU+Y<>ey2a_ro!>d#4N2zqrA)%@k=32@|5Am2p21@(e}L(dMrSJ$iV;vb8)#OBTXQ
zEP=;A;`;^wID>7h<56KB@(fA|DL>7saux|9Uhd}hY56|3!vwuC5@P{3tRS<ha?O|Y
z<@y+MuK8(QYB~8eAN99N7d$fbR)_<ubil*%TM<MKeL;^4y%Y@Lt^pO~qc51t;T57o
zK@tGa8!HS3!8C(U`RxCqAN{`~#zsH?3O-$RNI1=`1|H1&;2^*7Hml7EVZDQaQXIm_
z7l)$7#1MeYS|r(b0SoQHzn=@kIvLXS;2{6uxrs^e^2STiWw^?qMzD$@7gsS(tOx%>
zc<R%OhK8kbL2*$na(P0-3dMU`^0I*dJopW-Oc!@d%*8bLRdL)Sk(}3q<ae=_Mvdl8
zSfQ!X@Z|*!mejxFJL*xCQ`e%HwnP6vY=Hs{{RZD#-cy{k!rF+~TmE@_F}$46<9zEm
znJQ|Nb4FMYIau9=(Y&c~B8P{1!2n;fHAo8T%q86$^u6fKjbse&srgpAa{AaX=Luc8
zj60YPl2WcKqSc5Q0NIFWj>7W1SV8tl1dwQtj;HOTi#lt9<uRRaa|#IwyB%YE6v4%k
z=kOd(B4;6L;h!tw;LraHY$hc5NsDw9PV15XX!R)+=YYQ3BiFt>#egvAKftB`;LUcz
z^hnIcQizWvejcgzZES7PM*n$_w~^BafTY$P#|$AUBx!z3uGtCtkYZ57w~Y9grHZdo
zdE47X#CGH9D#^qPAq_)MSQ}FMRoP0%KwJ+$L{T0a8pH_hjA;%I(vhAovfop}Jr|ho
z9f=oNnY!gmmRNbZs*&M1eer`LdP+myX4@YRVR=Ci%Y?n3fg3omWVrSl@%>ROI71yg
zw8J-!vJWaaVSMr>kjUVW3Yxe$YYwSFGLkHfUjk(fm+g)3NAh7N#hSR9K0AXeN!R$*
zwzbhqQIz2X$lb&g>M)&O3<Niv1~d%b*AH|pHUaXj4|xnN3=Av|hnQog>6gKa)5I+z
zIG9=iFLkK3V^q_lmI(`s^V}?Ve>rmjtOkE=i<gUI%Ojf3M}OM&WqmGX7_FCD)Djnl
z#ptb`FKdzPh$fExgQ5m2Rg8Y#@nucBJj;*m)9e3`ORR=D;n3pwFTx_5ALD#$pUOGV
z<h<RVLtlomC?^BBtw(ggIRWEYr%XCnr*6=8oV{uhDR)x7JorWcoolO@&Sf^8dV5QI
zJYMtOB*lnEH{&%YAb3s<gSph{@uV10@_0a71qV%vVL4cxbcL|^WsozPdm9gZ$W=Z9
z7f3U8&328j+62VSKdl1(5L`Wr5!!Z+ALTC<<k~<COD~;V()TH=x({eCB5Vsv5Q)u4
z68(e7>oyWg4+2V^lCaiDj`>z(#Pr*2ixF;F&Gioq)a04hLTYf}Zzc9ZhcLT^(boa*
zu}9T`)se`cla2*OPX8LKeoNCsSoj`9&wh!8T!YqfytEv}@E2&>cri0G7#swJupP^3
zFkUMrerzmGV1Y3p;=lFQk(Rg^hHpqXUQ&lAQlJoPZ@{10$aI+D>2K?CQ$y7I|9G5J
zaKqv0;gG5aIp-9jfs12+ltY}34rOz4hHW^;KS!4%#Et`MOV3WA2LSH9xnOm`H^W~X
z&W^%j@OHAVfN`Hl>$+fgBI)QnNyq3<+rOv}XQR5ueizX5=L`B`RG$;=Q@@~T3kid>
zt9_0LVImvmqeO+#aNZOwa1=a)*$n4-JM3A9+Z(&UdEOp&=QJbE8+YCY>3FlP#n(@-
zwz|aL!blh&@izL8BdFv(yk7KTnzUc@No|~c(*Z|uInjok<uj(__?R>23}VeBZ>V{j
zVnaBv`co*BZHj14i{dV&q=#U$&n4++7$=QKbz}9*D3$;|9!?{}tgrSubF7}r2$TN>
z^_t#BF>H&}=kI~zu4!JI7V5l-TLFDAkGJMzgyg)fiXREdW$?%jSJ?IuCqku<Wsl;n
zh}+sUM@j|;u`qHl(KnbUi>em#2oC}SRwNQ~B60tVe<wRDF*r}UfAD9goa!JtHMFcm
zhOEDd6_-IJ4}nzu*p6V<07JFk_jK%HI*4Km61<;U(!9Z-r|q`G**JWFRaMl+XF)29
z$seoXsTj!dP$<NY2i!V6tOlKJP?mZs#s~%Yo@_AnBPqZJUrpdH@rh_CWLb%A@V&-W
z&GKUsHGN?i3#}KY(w7nhduey2Q*%xmeAE7=;e}yc`>(t$w~HM`Z6={<oL*(I^GljJ
zr|aH!UohTX1><r=NN|n3sxORboL+@V=EbPaH4aIyWMYQLH`J$n+8IfZnYgq|a>Gjz
zPP}sK{FgvJv*X?g{MN6hQ}f<#Uq3lN8NSHb)kq)*j-n^<16plDwlXGG5?-YptX*gj
zU9_J|oD`q3&GAWEE7CT?C$wQgY}LeFL{3jUpj&>h*W>iXd4`bdUWNE7Sav1W24MBC
zsK?yTYG5fV9RqaD0%%emoc}l2PK-Ogjv>|qnVwQimx;^wv&ftkN$Z-^feqiNbgtuj
z>^}N+2NXTlT@cX6199x_cC}6ZD}E$NYr6CEcyws6wjw*}czSTq`s;}z+i#5Q8ZQ94
z<R-T;f20N9!)p(1vtsh0+6SPIPkSSSBpvV5z-t(E{yG+o4z0pZ`$l{}jcJ7e3{hQV
z9fIyJsaSQue0`=HwpT}jEXSKDEly*$H|Y4|rSZ#vZHGeWc7^BS01&JnBuk08Vep-T
zWDH!Xa3+E2hLGkp9s&^^!}{IYJ}O3IG6sL%i{FR!8J)n~u=>x~#ZX+0WMs(sBM+sT
zli(c&y#;$8zldH0-5ca&lO&hEU|MDz3%MpT)<_%~yrY+fHPu_W((TUlOcX0YKj=)y
z#;tZ_fq+#Io~wNw^w7h_#i-%&e}K=Q*5@4=eBfk3%Ou0!;?KS73$UOj!k!NG!TF-I
zgqq0HZOmH)N#_fyIv3?+n8de^DUM05RZlx}T4ce~odKOryaX4&z#BoZB>_K>w~1Jk
z-$yo*VQ&<-5CMp7tMve~jZwy0&!VKr=e7IC7(*D)=rh?-V$utp0fQI6Av@ns$W}P*
z11FD2CRX^=sr*+G6IkpjCBv*9Eb5{)mvyN3IJmKcibGAX{?on}VU%l`_$H<2e%UF)
zMc+r+PV1mjr#$BE_~_68OYO$`gE{!WGgb;>b+@Y3w0K`=_XU<4>SjQ#%aNcp4BC3=
zHp{B^MR(JTJSG{$5<41;UQn^jG9MpZ)|tYOm2wD3;Y@w;KfgGwqT<zc<KJQ=VsJZ|
z4G#h6d^xcno*l=y1B`j^sRYk43?f^@-2_Hv0<mcaD7@I50pF6L`1iHpbON)hI_G=A
zM?a$lokMRs%@iz;zBp!(CcvXg+ygNgp4VV)3BFY|y)ark0ZY@7p3Yc>IDK~R3uZQ~
zh5o>^y|;#n#;mESVx=#CK~JUtfqJ73De93agR|&J%fVNS3t^ozPk!27)OCQ!p62xB
z7SppyOcj0J{zb$RVbAu%((R0xxVsP>neYO!O#10KiqOJ{M|ML`U;3h^Y8lfztyI#%
z-Y3RI_mK0i02s)4V}4X8oNdNe1JkdLi-rc4pMEqTi%i?{e~q8S*sUIV=QS}VS$(X>
zWvv@M8s6RlY47Zw*5S^wTtj_#j;{JzQ?P)N;3hY4`a0si(lFDocZk@XPj78wq^-qJ
zPq6Tj?)oA+cpg;xO2nv5dHmTk4CIpjgwGmdgxLfn_>4Q7=6*$X0%o6ay3eA{FATZ%
z4@rrF41N_90qVVA$ms=*dpK1HsiDwc`p~`<O)O9W;8;ZY8^j#dyf%m|4j9{CM&}>N
zmEy%5V9g=tt>pG{5|kdsc}uf%2Ea?CG5Set!9<P;LpS~>)W(7Ra3-VU7lz^4v7hMX
z<uMiaO>j$C(!&>~v=C<4?iuk*5m4oZ!Cf9h4`;^N7u+i|bltq5t5zVsjk1~<byz4%
z)8mt>^^H_X3(tXW)wvUEb*2}_tbYpnv7>ll#?W-}GCrLz#+SfMbJuwBTrs>fZfN3-
ze*&U84Oo~DJ0Lb=<o^aMneQ$bnXn<K>Ok#kS|(!f1_fjxk^$IHYZe01gqSAX?kQ-o
zsh0mAg3(AOA}AYb!#VvzR7fRUDnrtyuSRp~#MGAsfd?(<>R85mg5D=1(~{j@Tn{QI
zukbzW1#FPwp@#v@S_0Ju;NbgI`liV7Q_@DS>aERj&leHviY;RgL1`@|`n3Foh;9YJ
zhG2RvfsT~a%J%vRif@eGVqc0{2gCzL!q0Y6Cg~M`#YRk8`WxB$L4rQ_As*pd^`zQ%
zL<hZ$=mRUsogv!RDYl@=R&-jT9kMeK_pdy_-rf?rgaCJ`%KD!;0oI*CN6%iZ{m+SQ
z9phDMEe-h2fIrn5No=db7-C2GI1={Y=k~=>+#(NO<*p?_+Qv((6GjMx3*4aM#SCug
zCdtBN*3^)g!<<hKgYS*5{_y1dDC%5ec*D>4mqiy+?3=KNn}KxC4r970e73*LyaXN+
zGGc4`@bt8%qWcEo3$B-L{b7ume8831#U4qF5*Z!2FfgDPz7$25^b-v<q7{oH_4Fi2
zo$((ikC!1?Od>lG5f`JMw-rY&Uy2Tk<oO3(pq3Y6t#S1A;}<7J#U4^^_k00Xohi1*
z<k|~*W_(N>{z(VQbwV8OBT5d$xz%ceg=!Nbx<zxesOck#7H<Yz44ze7j7tO%vK9;T
zMdDy|Ky3MEb9KN%d=tL(X=ee@z)Y*?Re_IMMvOkgQEgKEs?*LQma4^D)jSfz77=mu
zvu@UG6&yBlJ}JG(VU#U4pdkVLsEM23Ke{SPdi~(4>Z0ICIvfKVq7Mt2Mp8%i&lcY+
zAnP{41<HA{`?U{Wix}20u3J#pml6Tp*UlOuJR8Q8hwlaYfJuy4VAz)?Fzk!;ZKNxX
zRSAGw1`Y7Ceju@Hu$~~3usqO11V#PRDE^Srz=#$CeM~OLOY)eZ4xxO<3!Skrlh|`(
zQ7ja&2IA4q5zHHp#P_3d{0=$TrX_s(+bgr9uv*AUqBOT0H?$xtXN)hW!<aUhitk5e
zvoHa7|M2+fzLCf!4Ge7Y7r3uSvY9XnZ&a{@f`7FTML01grs&c6I99)pwWesp(-|ar
z8f{H6#x9S*7vZxhnsISLhb7FX;JZv-4r}_Ln1X9Al1~_VpO}I>qq4J6z4dl-UB!vZ
z@vtCreRi%mc6lnHis9Rx#mK_SB)<#9AjaHER18a}U4@B^J}9VqI|`%esEF{gOoWk%
zN4Ox@&gU{yf|mkyzOGGY1S<v72<t{79UT!=486H%iW>@~r`EM_%xHCkk_zxRdF&V#
z=V$?bXKU2zg^%H|xT$UsuyY_oex&J32vbz*Dq>u9T&%M5j8=qQ2s~jis|G6sw}bHe
zz^L-3Ai%x#eGEq@r4K=(Z^ZpziS)UjcqFTOei{~DI44&0GR9P*v-~Wl1TPX6;y@ot
zMSRmbCwjFqjE@CeM`t;S0XFhlLIQ;Ee3+14{4XpIN4_mP0MDH;z1q?HhYUCPSy5&z
zVAO{qD){L>D+qunE-g_O>|4ShOadH%DN6n$+Mu5>N?+*%iPb*%Mq=P}4c1<dZ&M=?
z4h>-|1Tv7s9Tl%93Z!RZ3@g5*&KXl>c<3u$^RMlo93RyNYp*7@0Z>MDJZ?XADHt`-
z>(ji)QHoqNqhUDHa(v%N&YKYpFu5)WrM2+o^e9G#g&6C`<RVgr8o{&m5?#a^9<5)9
zv0+SQu&Ag17bJajA*`uG180(MTmpy^47APy4}BsxqN!c2DWFMT8Pklmvn2(~>`KB=
zr89EtOeQ)=Tb#Ud(VR~VQ9*lrTnx|8kG1~-wY5HPg?ss%Bx)fub<QuO!09X`4JwX3
z1<Vu)OXAd0O)D5lzfVZ5QqZQlTPMEN4klwf8sx{`J`YwPb}`xF67B$r8cD~*T`Qp1
z!-<jBg2)#%JsK7?TbP7H(`&Q<k&Ig=4MQY879*PVBtfmMA`*j!1qfVXK@O=t5mCuE
z!KLj3H**3*4yqwA`A>W3NB^dU$ybIMYN3Y#Jij)}(=isTM9o-k@j;K`N{lQB@h31k
zBIucr;~IhMFgKR{Is%?Qj7hgCV=0Z%hdyjo$eGlT1N$TC%=eIyECXvY(3k*5A{RV@
zYgiHaPG(w`0+@IIvd84*JAD(Yhx_&2bAYo<KbV!;%YaXPjEzp;9h3P+eM;Ktos0a3
z2JW?Kqfs4s3unjx0M3#x7&CPibl#=|QzlCw7fEP#6w%aA01Uz-1ZWldTXy)qcCI%P
z2D_sMIpm*EeZdG=7;VVYHTz=;Um%R+Mg4q+k?QFV8zD{Y;WPB8*&Q|1;lXx3Lo+6W
zQFwi_pU=>Ab0V&416`7EEcD@-jHU+8(bf#ZoDZu?o0tJ_ZTM0`Rs3zO8Ja$|U?_fn
z>m0g1`ik0nPU6(}xWC)D*4x$PJqkeOg}Ki5F2j3L6r?<%w6*iW(~d$!@9GqT2yQ0E
z6v|=yX?x*frlU<r6Hy}Rm2s2J(zICc*IS&`X)XNWJB%Bv6qdh8yoAgWU>`jpWym1U
z<-jq$ZJt{M>OLKvyaO<wgwe7r%<+B&%THmNF)_~j75wzS#f38_nk{HwLYo`mF-0c$
z&J<iX3>Ic8(dKkT49;-)Vk50<wSN%@R{=|Vw&J6@Ci!9AoCnY1d|KC$iZS0;zzwmS
zMGmW_taQ8$w^e;7Mn9F1(#PcIBZIQ_og|Bb_a%K8h?$H_7UKG(AIpV*)AS=*oga5$
ze+Ab|#Ip+6?n<lqCn<OYUJe(Da!GH(|5<?d*kp`eDwblE+E~={4w51!`i#|1lzMul
zgLy7i8$Iffe}nQhinXeKwz+Y{<CcE@E66QP{0%qIFrPm4b8hL8Z%3^gk2h0~?k<zj
z{|3H_KD}SvAP=lwy!i0GNsdplsSW$V(<Ku5dpyQ+Q~q5uWk22E#Kk8Y0Y$OgjZM)j
z__3?*SWi<={bfF*T0V-V+#}1f_>AnD>mIr8Q~QX|aI1=a*V-h+<TIMtYV+gD#%|Ql
zXEfb)a&)qpzu^}hiQR0u(RdJ01c5TP-r0oHs<t=>Ou1jSZH0Gc+P7WT-J#8Br*byK
zJ+aD1){eMJ7S3{W>xTQ}Y(}$L-BDZJok0C5dpFj-Ze>40VsJbAfY_a_+r-Wnb%g{(
zqcrkP(@q7BTjSV@+^Tfm;NupVw~w3N=sh?VTSx8rz0-dWJ7vLFCxVF@+Y4ozcG;!;
zXa~-|r?~bnTpbQLseatL{ifF#)NP%?#WUD8=k^}O&K_fB*K28o0VUD38CyPM8xPyf
zw;ph_g8g^g_0}tJ+0SWK&hC#rFgweeUs>du+q7NYmU+b&!M<VpcGK$)YV*cnz87S{
zwyV5NJX{sqHQG&u$5czc_i?htW2!ZhYc?AT?8s=-UX{{z)AA*M8IQ4>UdD>9__2MW
zeI^QUN%$>xgTKZXjN`qTZ@q<gVD<?Y*npdF&$;&TWfGRyLw*~suatRTF^3kg<BP|{
z9&Ngxk;oo+y5Du#FW<BGyxw6n*N$E9Y~G!$gl*B`G)O#MV><^Z@%}rNux$m6^);z<
z$==%=K+T|*U^+Y{8`}|OYi;R0`?rbODUqA1TU{$3AMp-r_ZwEZQolb-R1BZelasy5
zM%ijJ|6HZjR9VTU);3vwWN^Q6Pyxw4*;})Cm*%|b`mKZV$zzpwX%5)1x~+13%kRzj
zzM>ovQz`G<^d{VED36Gxl&j_(3E{X~B{!|3HA~^+&FoH=DAoz}#{V3frTLrWi1_&x
zKw9eSyJbJQdDbafv252*cn2(8qFHwrZe&f&fTyr#9T4)E&j6WhTB=LvW5Lhg^@V7I
zx(yMd?JTZU%rd_M&2@jF`f=bX&z=UFwey9_N$QEn=AVCgEnm;`LvME!?Z??oPW=Dp
ztfQh$HmK5SdzIch`SiRgu?_*vtpB%IlOtN9uVSM{9<Z&+h35Je^-dCK=A~Ec>N@X_
zL`g?6YgZmsydZI(YjvcvN34{vCv}wZ8emHfDY$lh(-Z%@xEiqa-3iY)VDl|l01a=r
zFH8H<ZWiQ+*8OWBF~_`%cB#L}+6#NXbkucgorz|}OOpngyMqOIj#+ON(PimfY!AZQ
z_R&v!u?yGUi8l(9{kU%90k=MI9i~-yCbq<GWRG_Wq&2pMk-q3jyG^Gji96UxHy(5@
zjZL?cxcT$&yg5p;yRc-dbs4*Gy$1?UIq{kgN>*RNZmyTb($40jh<)fYqolbjM_eZW
zNc9}t=-!_FU3Q~bwSar!N<O@T9NV^0IBeYg;9>(}7xSSx@UwiA+o-sR{W~nR9B5Ks
z#IE^pM^D5h1Bu^9!?tl3d{Acg!rM1Mv=zEQBA^_8OR@YnI!)?X#Cu9-zHyVNmVb$i
zP%`p+%JB_CI!$h;?o~HcI2Y}to(k`~u@LQtyTr3b$_Je>_-?z=07LA*LlQr7kMo;>
zBYH#>-oK&QaQ8M&o~--TmgZ8bBxMo5*)n3;z}{Nb?u@o(WR<l8h4|NmiRvysaF6`u
zmX>ZdNya+rT>Awp(y;u*6b(6R#yj_wgGO02^Hhs#jr!)A7}ef6sVn}vH!3~sDAcP}
zi}zf7(ff9@OpcCuM@B1BZ03(UdB?^;cDMVg;`*uRFnX@wHuC(*&|2VH)2;I7R$|>X
z-DXLS1;}k|_IbQ@)0^k`-f=<u@{^$d;hya7@avPn+pb$V;2k6Jr)9C5<qduZwAKmZ
z?m=C2jO;~`EgyTMeJ;@>&E39Om04|gES1Mxd4s2j%kHr^F>1TJUGkwG15vDZU&T&b
zZ*faOvHx~=ygy6NNA@HW`-4TWAr**kUC-HjuGc+QvM4r>BjazOiD-H~Xz8*KRX>R%
z%ms6_XW#M~O@cVUN3zG8RgwrCTL)PN?SXP!^`=GL?CQCTwrI23@1i@@9`lv_X?NWk
zFr&?8jij56ni2!kD_drQI`JYlVcg47ug9zO4zt6eb0t$5?w;rX>w5<u3LnMTrJEJz
z%yhGN;*!Fa#8@^9*qIMt6(5#A6R`D8AoiQMvW|DnPMkTGeqt{9Oqg}`rkkZbY*iHf
zR<*7ykP%q(*X#M6PQF;`4@v4RIM{EqV`KOBI!Py<joM^vUjY-bg&(aP89gL!)pE0>
z^M2=j_R+S;Q>z@Xv3ca!VY8X9`q#=EwoCG46c$ipOWAtdfHeRo!qpQkmn#Q(`~=#l
zxwWC39ISg|ZnLa5Pa2j*OxA}>Emt42v(V>l#XwcD_TYK}a_e02*jn4etI?IAVx?-=
zE9?+NOZ6K!^LU7~(p{)WI|&TjLwRcwmv+JjS_-AB&DsEX?7i@|+S=mMVMp3s^PNL)
z0n~JP^Ayf&^%Oy}%Lh65+o9W_>GH>l#rjja?z&Qj8<A?~OJEAf1433w)Q3%KRVsl;
zGh9S%*mU4f(k-82q1yO1!VAS;BBTAJbUqCr6MK60f}(6@%VZaR;;9dt&bd4AtE3M#
zw0LXmr-Oq84>l495wA@E_K{;g$B-R8PHWxrVHY48KO<EEXRl_&eKq6}jMLjvk-?)=
z3J>f#+lseBq5y)hH7t(cI=BM1B8$9kbzjMLPw;iyBtn;ZSm&=Q9#9)B;csy*1wMf`
zC?TTF9<w`JreJ$&WAT8UmtYl6!yhYj8-X4npONT3{u~BTZT8x7?U<p2)3iB0R<P_S
z)Q^?brk}RU)}ZMpZOplH{K&6TBV$#(qxHM@sp2_E;ZpUki$c0U!mwnbjqJ0aEJe&~
z{^*JQD$a=Htm;vgjKSzTZW(5><03`>4j~}2QPj|;LX|q24dKeHZSCB!T*d4>5)Ko|
zuH7vkJbof@d~^N&o^n!c<Qpw30PazCt(>h2I{_{fF#|hIf!6T}Zf#gfRy2HGGK*`b
z(sIhM&07P2*1B-)&>3-Iq2>7unmc!G-EDAR3A9qNV&6a7;e((1-)WFd)o%GoMR#k<
z&)por5M9>}PC7d|!pNnHuJW<s_e}kt;0w*V;6?Irm@XG8?tSixpooKQaEYCeYQyt^
zsOljQ0N>J7?s32r_csleqU;Kcf4d#zw_G_Ajd(|{HLKR1cZGcr3Uo9YmdjC&Ta&Ig
z-OZaGLc#{Y@W3($9Navdcn<{U32%Z-Yf}Zd<?=ky8S?SH2RB%03UKu)po-cGQalvE
z*9v$}4%oYhTRI;vktS<o>~tsSX&03O{_l7u2fN5+Yv;i|@XNb>i9UDN2cRb(i-LMZ
zY3_+pq($pVZri9<>{@@)ha0N9WAvwC+SVceCyLjR9RGD}ZOiYJ;L-sF!GFh!`5xM}
zJRi0E*Z|%w^U*^&4L5cL7Hb<lqP+T#enR2fT3-SdB`hzJGksROOhzWLl`xjhEZ|nw
zd4{Z{=YE{xkI|C<y(S6}$BMbJNY+vk`v8^5rcJDab+6d)PyO^}^C=)GWyiaveKoUw
z6vbs0^=@kW{@S|jCqz!XSG8{3P~TuSXS=dPo*ek+Nf@U5O6Gu8!873@iwBu?@>l_U
zBSIFBpIE8tUf|&93771~&Bq%g)i}vl#oAEZ=rMU(UKgteaP+~>-h;sLQEPR$C)Mh1
z{`l#cH{4uTNQ3Yh^!Cs@)v`^vFN_A_q+yb(7!AEsd9wRBDn|8U_U2}*NwgzhQ;r&&
ze0307bp5I7eNQr_!}AM%WsScvrvog)hQcN9H1wVusIEo%vt#xK?8ULmo1v4Amm11O
zoqG<SoWuT#{)*>0NaXyQP27rC<P@;2Hwt!OFUy^7i@e{otL`p8^aU=5`oU9isI=Bp
z8d2}id-$Tk9$Dp!L}kr~yO^X)#J>*8S+%%ZW6=UE@&LcU^WOL2psfbK00D<R+f;VF
zQJ+NtbNxJos<IDT_*zy{x)Wi0yCncvwF1c96d*4-;mdWy=k6rE(#?|UOFcM@%!*#u
z(!T6&8*ZawmDk<zsB0hg0{9Qad>DNOKSk<b$DIb4zf}Fu7nN$Aw5~+zU>SV1juQCr
zcAc423>zR!vyhknbXInH;}QkKFqWY8_J~~{i%Zs!3`^g4IxSnu1l&PA9^Xa_opo_9
zP3^rjcqOqo%i&&(-wObmut2mPIg(kb9&fr}OstXk{suY1#=XRP1U4HM&4Z82V2lVu
zEY`;j^CW7*l7Ua9Bb(gyE9N5HoJ4jMw+!y(jc$CV(fyn2DaE?0Jjrz8ab>DJxnVyd
z<@@+4OU%uKl>aHIGo*78I3SfHQhvlxklUzMtBsG#cm+yw#fr7DvBBnHSL^I?#l$DD
zkJdC_*)6kY12(t2P(C4fW?C0JK*3weI(&c!Up#UjSRQuhEoRk*Rq<dN8vg8)>H|bk
z)N0#Ct8Q(=sSi;rndQ_|SiM)s2pBWa|IMxFk&6((=_+A+S?j?jegX&py1ZgN`WWvP
z-WNRWya$1#=kvwp6R;u(zpUOuldP@byRLPoqZ`ZMzhRAMSH#Nq#iUw~omEl_$N#6V
z6`I++<wbyer;)T`ISCA5gF8`uqVid!w+OD3%AF0LLoc~UmRQ7t=xVIl-XiXAQX<!X
zDOO_9F;KEIar)3euiLdeXO>w^^oF_nn{{(krg;!dMXr4%8L$s~u%SEhF<azU16iz`
z8b;D(T7S*|9m+ye&%0U9gtX&canI}kShDds*Q_{wF1@?ggeC8FkwZ@kg!#DDr~Vqa
z9A$p@%al1JB0yk;-^IuzH=gtppZsB8{BH=sa|3j1l0DwYKIf0@Vb2|>gVv>U-i1mC
z*Wey%a!RU$1+z@wazG}7Nw%`~5SN<!Rb{8rJX#0GVu6{lKd}!2<&#GstB<(FzHxLv
zZ&&ZD<Pk>=otvBMsRn?C6F$SdAI+1GE1UjJK111x1}YD-o0NJp?paX+sM3A{581#8
z4Zmd_ulZe<1CRZx+IgQm&Tia&BA`j#uCA{)nnz7O!v#A~sWdkH960<5*mCqak9Nh=
zA)Uo+<0$o1oB^Rr_QXBnKLi6rmAiL&i1vFJr34|`<^DY&)?iNAJ>s#)+ih>VPZU=X
z{&jb;VLm;1%Dvl%7vIj_Z>}HlQK!4;-e{Ef_~>Eh+f8ypvfMX@XN@lI8sWZspjkS9
zwMwd00hd6<uWzQ-h1*Zxu^UH^cxc*ZMbo6dE16!;&?k2OCU+A3@3`(!bwhx{ZxrEC
zm^`{nmji&vwp_o6tA45!nmbSZ!g=p{8$5fzp9fZJYQZHHzZX~yG^qrhZlII@wucc|
z9a(Zic$vPdwtFCMJ=caHCoe3q)dp^@TM;<dVXn6kNADLO_A$TphXm2iG}x()i0$af
zK=x<e2AsMdd{=O1mcIdp0zMz=*I?P$Z&MGO9@+(ak8m#;oNVOeP~uU0@6L)`vl2yu
zYr<Mheh-%29#{*~{2x8RaC}8rD|=PGs7ihBVt`oTVuK-vy*-<Y75E(Q;_}#NjYjO#
zXq;MO0RLbW+a7+BoOZ07Wc0UW5?dJilk`IZ4q7c|N>=J6JDYXA8g|xL-GjZJk^M7&
z=Mz$XpgefQLyP-Vb)O!YjjGb*GZX-lrfZ*&kNJ$u%_oZO`t88Sd<Lbe;y(Cz!&>Jv
z{Fw}CnEnlm2PpqcRlv!(Yq^iN_>5>LxK9nszqi9@tViu~rL3fmDttz>vR=t5<UxgB
z<u2;UY~`-?h@%Ck1H_CdkGx^PE=y}!;_eD4v)fguShgj=in7+&ZESdhxD3D^SMF9^
zFEV-`jgafsH!O~XP!VTuHnJ5yj!&(bRo4k0-^V-xI1a>Z@J%?k*4JI7{>bIWFM`p5
z=W2VSfo6T=Wh?N&=0Rja3vR$wybw7!I?5}@=G{j;c5HPN8aJ{gFZQh^UuoX2AM-s*
z7~6u^cfY>Lx2c`_z6iQyqrpSVjso&?Gv()_PA^EqVK@fH?jM1Q+G^1Ec@#TR0P%e4
z-2gZnuh{k)50BGN^Dwr4!pA;OeZjWjMe)JYaS&g(;fnA$2JGNbC?b6B3>QIuPk8pg
zN4lBczm$`Hw%Ngh(qtJo5%W95;FMkaMvCs9muqmN7KXWyak@5=wwulbv(vWi+=%-e
zFe}yue9-|bwHMc#B*|byqs=`jfDG0p6m7U0XEa8ir6Wx;25SN!ne{E~L<$GpNz%hG
z_WpuZ_(hz%ch|=r`Lh+c3nF7Q<BE<PZ_@J>EYj?ArFQVTBBoSp$L7H@Jjq$`ma>h;
zZ&B8JI7^3KZ8j<u-U;x==HmyC6)R<mUV(Oi95s$lT+8J%l;e8UUv6w}SQl8<`v>cf
z%Pz@2vhT8dc3?lSbFk(fTaWfc`u?VSpD5XN*G};SKlPi6;;$ardwhnHq3&9<LR{Y4
ze!rYC1Ld_x%?F!&MpnrK5_`~my2<O4VJS7TC#eb6Gg^w;&DC#3EOIVR^Pxi3ByNid
zB$&3EwVv3wo2WC~tn!aoEtu~fdKs9Hy*tXbm7k|z(Oh>&8E18iK3W4m!>XDaq8jsq
zY{9SG-4Ml^&D(8hwOmIg<8g3wPCia?zPx~4mka)rvwqYToapAd`&6)lJJ$-9l6oWx
zGcg>x9({UOkWjIxn(f|Ko{AZ_lc4dB8hJh=;Fi+qCdvC^QZ7=kpFFxRHclfHI@$}f
zX|nYE)pRpjW3e^NR5o(IW(LUef0=7GcYZ?pS;gB_#Lnf=sYu($r%^zLw=i;6S*N1X
z#fhRnQO@w99Z)K8Z{$E!OIQ+!-GBCe%;$iNXPqybNSj8K6wNCj^W-aWsn!M7$6-6W
z(9s6uXMtRA!y=fZ9~I>P)2npxo!-K&bf9G>86)>0ct?b$q|eSVmdl!o9lD#g=qUmY
zKR%>}ct9)Yud^0*S$X&EnDpt50-DZ0;_T{8x+T|cr0AVqBtT>BLarnbHRt_;TfL3&
z9(Yo#ClpA;)mBd^`p{&d^z0dt5-dxS*azEFwjNYS9^}fSWeV&ZV@vjYdEJ}aeNR!!
z>vxs<adm<>wOX$z)$-kAQWibR_m5BV0n1-4AB!&J`;YUFE%&awem3WR!)-Kdw|cxT
z<{YURvR41Np&Yl)b2GD5w%q1PYmTdci&ZWkRa$evF#^-EzF9eLl|`N}y4G%GU6f6J
zIs~6L8{!-w(c=XWq4id)hyi#XC$=Kig1xI0PS*Fz;^8cvE81(-Y+XFOrOu+gWmm;G
zVs>*gUvITTIalzT^}HCZ#R^m@AB+0oWmrDSgYvPsc<B-trj50Fi;_$(HrFaURWZH-
z?o4&<aiBGRy<of1M$~&5(u-e*kB=1b)15t7ThZ1-rZtQ-Z9P2_mBfeB1wb5>pBzL<
zNjC$fVNB-{f38_ozQJUWvVQAL#ip&U^oZulcPT$npPidbA3qpo<!A~$eG{HwWsmaW
zQhWDK0o_JXOLvIbc}29WY-Z8fa+~XRtCnuO0PC=kCjD&hzdz#ECgY&WkqRl%pMCKK
zSadrve-6nqP5Qhy(yT=ifoy387h}AX1vmvp7(01@fA~*jYa}5dR|GcN8w$8mrsqqz
z&;oRE1Q*_(>nUOS{6l&7+ew;}V0HSyL!*)G;c~o<^iSFqub->m8D(snFESB(_qT9L
zz?Smz1JZw<p}~kv;9Kh-WBW47S|-7=lx63Q1pO3rNfwFmKT*Dn3G}8%FR*X92V|Eh
zj~|!4-55Ur-?fY$|BhEbb<eiSYv2I{9(z?-KYm<ZtCx?eR&|X}D6j31>gMCeVuG~;
zs7qNZm&<(1zWwBWU4f;hD7=MpdGkiOQhlma*ZGXfW4GQowv@^VpW$Y!Cs_;p&MMyn
zgW3UZ8uzJNuj0$CR=jerKr?^!b@!;;@C;X=`Ru(y(=2Db6G_f%X?vHv1`3h9-ZT|g
z)JrKvyP}kBUZv)A70SEhNW6ciy=ZUlRv&S-TniL!dbjzsrIy2Ke~OI80&cyxuxTA_
ze$#t@&w^iR9;|J06AI2zv01m=BmQ=4?O%aK{nYhFC8s0p-p9@Q&J;-U&AnakB$z>K
z9<AMNiDCisE1OSRvYKTP=?di&K(?iVYn4U49T_aR)paqt&+;BwR}o7=Dt#sG)&ZwT
zq%)mW4tD^#e5(MkdGDX|rE@q~1f*Lv#c#jBlA$e=bQ(^>O7g|PrE$j6fGK1X9)pGk
z!idq+UT`XQ74V8E7Ho<_O9u(<CIa>$V7NsSUIq1ax2ipHD|pA*HnIVfUBFd$*iHg#
z5a5-Pp!MrA=}Y?ZH^92RZDOL-we$0_Qvx@aZ6e65^J2Adz|F%mu<es25~0plaaT>P
zgt0faZ};%KUcYWIQgB*pKqhY_>B`L80G#*iH(7*)<`gRR%iP5}JWsFuOYVKrTnFy(
z<vzQmMs2coQYn{3Xu%Dv-(5ce(OqDX*FP`=`Nm#l&vgg6>(u$=IRB`z(QLLHql}W@
z-E+yF=d+a5PJeyfB&T1B9TKcms~kQ3*#DI8iCxdQo0hd}J$N9T3}S8`uRnDkJrZt6
zGjAPNn&1_++z|Jq;#%gTkGUIi3bx#G3b2a$*WvB$?Qzh(JYH;OH!SY&&}SHxJ@Vh>
z-pVq7s76B(C#m_@o9k86ALKFHu7cw3-sLe{Lf>!RbS?gi=;`alCN=lUeDsjK-&F1%
zKNh2bqI;C8uW>J|7E14AYa0Oiy5D!pC-rr{u^Y9&RjqSxQCdl+v&Yt_ARhf|?#_|v
z{RS+v^5ve8k9nfvdHZ`!m+U?fNe(b%?tw!2=yJz<07nTGqaA>G9#_SvBg1HU&+m;&
zHBxBi?@}IXf8KE&;I=r@+J+;u>z&?_0QR!Y`X+yFw>yiN9<KA}Ryx0q9~Hi3ICmc2
zMeQ3gO5X*0(_H)QR?r(W>fF!8?!ef#>Gl{_&PcQ!!w{G{p=~oV-?0i;vOnr*mHyy*
zYVktQw)WPDPp*MMpds1$nMY%OlmaaksnqUa<~qyDD;jH;D7%eXTO@0JE7{+auFFmY
zz%W*#P0LPitS|epPqw}pX9fo>pInos0@*s1$w(4;dYln(jP9i5nlJWem18gl;AXpx
z?@4S8+&zhIH8(1|Rh~rnvy*((%^%sjC$@K+_qNt<D&<GJ4^A!-4gLDggZuRp%XE1b
zVE?GoZn%m`?(T`;!Tn9k^((Hauo<C}Wzk1>AKl&k*Rg#!a1*q?Ss_n<+sh?2-7SB>
zeUMr|;`tDFuW_(Ons>?3Jf8ucui{p+%C5+mfHuiC*2_mGpMkH(&Q>dCQzQZbF|Rj{
z>RfuP(0gvVZYlhDR&eA#E<fFA9gleX;KBNqxCeCFn^8M(^DHN`nZIxH7xxf^^Jdu;
zwT>TxfNV8Xg^xb(EH)oMQdK^BYv}!E-mi*dZ=EZ;)m?Q{tWN2DyJDI=%tDs|kGWQ~
z%12M9-*=l^M||yq+mUmRM358hFZ`0Nx`>mqghkeE<h?j4sP%WV&7B4n(cw}NR)WhH
z%|Am$4aXn*d4Q9|Q4xJJhJ8<AA(}kiR_c5QW*!{yu-vU4SU_%-CzmCxL9k2R;7NUd
z6W>b1<w17vl-wrns(da37&B5-8UufvOqm1O-TzLm{f*g|b@n1n#{$C_LhmJei?WiN
zhb$T%aC1f3*#U#lL(56}Z9Hk1l77Z%e%n{X)U$G%j7Zjx=oMeY%3n0Ui>n3iVV&3M
zc$ID^$|5h%p>JV5#R)IZ$pz94*XoVa(@c@opnBywK8tUTQ!sRHi^3vG>9@F<0iXb@
z7NH(po%4GW;Pl`gRT6z!WUeH!{m!zxwo|ru%WMCNg+8k{1EviEn0m~Mn)VNN{5ua6
zd&4^Mf}_<&l`zLDYV#S&y1VzNyyhP8z;X5F)04_0<zT1I1IzoW>XPQxLDS{2+3I79
zRPzC)>GI(6e)fR4M|-64xa`gNeK0Yqt5`=nd_r^Y#I&AT0aD?o06()_-8J`)OfjQr
zXX_{SuDi=;G~GSBk*_pc@$KdIV)Zz?*$@HZwzsXSd!PRdtYc}AhI^lnTD@;)kuFM%
zk^;DAojh><!QfSQ>jvdxD{V!0>n5c<dR%I|y0b+^SsI2B*78&omLue7Hc6KFMXt6T
z+$cgjMRb|I)3iROil|5H1_$rv7C*D~m8<T7sK}Bq!gbSm4S*mfinezAH_s~5K_$C+
zaSOHSA|@;OE%+QIo&T6PuojeeV2K=2FB9)`)JUa%15QT^m=5Cwa<?OFUAf|-02-Th
z{u1bN_uHuSc!3;iR{NJp@OuDc5f{&dRXMixulOU?VfJ3LBHlUTa@XB+`3s3=8+ko#
zyN+Ul&3zk$y>TK^VKF>Ww$e(4$&Q?ou+lkTvN|^xnN(~3tFE0r{x@Dapm|8s&1UW|
z0rd6D<nNLg*2R*O`T<WtVC7%4A)@>iTCK5EAba>Sva(YLoT*waiJj>jl0bTQ62Nk5
zX3J`6n9xT*dsF_8tTF-a2#Z)_e@d+N2g;sOuG*|LK`%W$+5}*>agpetCco~IRO-<&
zTiM#ZCu9=~l=FFB?!S4%+;H<sIeV8E0VsB-VwcNc2D$Kn)3%$fD&@K-Jo-JqVja86
z(H^D}K`H#u-2o_Ko!A?;r#<$Y;9oyzWXpRu7x|3ldgpFcvB-Tf1Jw9>d2M}@>mMwK
zsWdh>KY9@VAy(4YcT(=wk*BJ#fZA^CY-UuUtPWH5W5rU0uKML--8PlS-r#pxO}tX+
z^z-2l28)#jXe@77a&+4Q;Lh_iAE@c$&YGM6hb`;oE&4kQ34e@b?Tu!g+dIjz()G0(
zNtDnLJw73%H;%RMO$)$F9p3c$g1dMB;6Hf^(CWM1JXmj4qqJkRPT3T2E1W)Xox|j>
zfJxoTQ!klFYcedAz*8zPeDYn_J$@iej|FJ1a-xXz(<>lA*`1q0fLKbl!OLFz+<ZRW
ztnXT;^wX(p&F1=J?+U)tuC$%4876&^!V-c%ic2H{-ghKHYg&4*nNMM*9%gbHSua=V
zW3-w{dM5^|``54w<Gbjjtn<XK(+$?rws<);ec1CZrVLL+V#gQF+E<WMG>V`ri`_AD
zu}GHG5`pY4#r<xh*({OL)%**bLg<Sb`Sge2YNc5+*|o4(&rc+|wi-u|h}?<$2-aK^
zSXj9y>E<4}6O(G=GP#kUA5z-(n{tVcO4tYFqZIDRu<ul`(-OE}O7d^$&8@pf*4hbH
zy7}l>Dbp}r<)pq$#=Z*xGeFG0-((t_yUj{37d1kTNST;NSuVLpCQ-_b>h9hqmt0Vp
z>sG*Z58Oqjm4Cl{|71rgTV|urTR+t!(<bFcC0Z9{Huc8FMj8BpXlqB#fota7^%Jo(
z$Zaa-W`$I<ovkvpY+$c!Rhl<jg>Knuz$IiaFSKh%F{?aQ&PwG#V(LfgL0u^L%f;#e
z-4dlbR?j<@;<rUPv~#|=mhwO0<<#_{|DEHz<OaV#>2`a;PZWi3@?d2Ojk_;;O`mlR
zR4n`fe(=}8-?&L=g*}u&mR?EkG)N$Zi3Na?SV9FbWc`S$pLk2w>Uyi$AX{tRQv|2?
zi#hiokM-uYKcIE>s_RBoadQ~oZAAHgpzq<DgY|f{E^@ll0Eo7BdBt_^{5!C4UH;(u
znzT1pQErHQYkeG(8v$>z2W&csb^NP<UoOhz>k0be3vjB6!f(;(dJ8dP)w@Nhb|vCs
zAKoj!jn0E~hk&LI$7tS%$26Xih|g*JP24N=|55cW&~aqvnb^Jc=r_8m8_%w)?m_|8
zF91ZN`EHV6SA$K?P@@@$%bAhjk<`-?lof3qLzG{lheS6hjN?hNo`NmgtKD^&UO^+z
zo{3>4du-3nkZ4dnC(GkxwPWw*EYHctOQ)TjPIlvkH=AQ*hGhQ#)-BLW>6}5=y>;vL
zzwh_|f8FVOFfHnQgz@q1KDhE=DbXJ*Q`=kKP+~x07}IkQq0x@frBSTK3hpH;k@*7F
zm?6{#PPmHMP5qBO(Z!;OgTCWEj#$OMOgU-yb7p1Z7i{_%v2<2}Zj1wmRe{{UYWBNV
zSQoYSd|qs4l?^vX$u1&We=bMw31+3O03#+anhvLhS+N@|2%;9R_sDi{rMRMCxN>Uk
z-IXT!-rhMfoutyRsnWNyyFh$l_2J6uW(Rq5=fEbtZReVV(AMdlNBbl}B(+n1fWNl)
zSJg+Vvm!D4@xI&HtGj!9>Sg@Z-`no2Y`Q(LC=jvZY*#+ssyY2t`~@WZ?gO&rswo5-
z*ZWqj*?&~K!Vu1g=<C`2#Fht+#+OuX*7lkY{GYB<uU{wE;mlo7@!Pd4*8U9!m;ryL
z4?5wIMQ$LTxINamcG<d|fQguoG`Q~co@%zx4m8NX0ohD!Vg0iW$yPmdR9h}NPU|mG
z0K)g%b8aE3htTsY;7X#}0J{p@asgYnrLGQCSG}^uwGxQam11Jsx3AMc|Jx7ueE2*1
z@9JvUS7=cny#%4&sMysM>Ho;lC;tXM|D&GDZSOWQFO#npt|Nqde><_vtbVcE1S<Gi
zmfrmtH2b$5X7*pF-}$cDN6aEsaHn^V8{*w{`khym3elM<BD}(&Pn_#_86*;1_gVrd
zyubC!9FH;iGA7Aw`FM;m#2ak;rr0h)i)n@9F(?UuT5z{3+;ZGqxCp0Ke7+9i9rpXa
zND}DAu*ly>`>*K5zf$<f`4M{Y6@TOwT61o{^2|>`Ro&;KSRwDv3W9@R(m%<;<Wi;5
z{=J-+hc=5@)W~L3VAaX?L~yoBvr6|{g{jKmc1USgv9~W6e_gQS$j>Xzetw78*Akr{
zZCLL1CjtXv+G_n#ecNN>wbUMXA`eb^x&a}bj=H~c<pI|X8(|XO?Du=&2fp3&kgRTB
zk+#VupV4>i-Zo<VYkY?4>^<5HKT^Y&{TY|PXQ^a=^-AAgWB)+~#4)jYd`6{GBb%$&
zNPqRvy4qiTzi!d(D|`kT2;n{~WAPc_{B7HN+oZqe+h5?^-q=*tA6@1%Dt!dvle+8c
zIky51V0m-DPW>6+iBwW#&rLnM%D{be`SSaH|Jx{6oxQ~7rcdM1#$Mlf{}CT`f=aat
zE^7|d`)1jLyux>?R?5~nV#$tva^P@DE!>@0wzkz(UyQe3sH-1uJHEXi#x0#~p2s3Q
zJyNPX1k+e($1Y;>4X^J>GRuQi$>wz07A{r>@A@uT*97jnzPIPQWI7P>_5<#cB`dp1
z)!pA<LY#aH)nC2hOZZj<C359D41%>mpDrp-e+_)}k(UvP<Q#hUh<b5-9s%MUVD3PT
zPPyCOa|_)#^4LCT1EDR@r%|Q7mrV>P1ygr_%U=e`6^oLx6qdg0F{Fe&&*11%K<U1h
zvnsCe?b4vqo(JWT!JN+i;7`1F*bace+8Xe;f2)jq(;x6}(-o-nZRHs(3irZ&n0reE
zCUWMn*fcmJC19r48t6d{-sk9`%Du0e^)?QuU>qtrvAw_=pq&G5+bRfEl{G42d1ylJ
z2jt3imAD_*Huru5<JIX_7$hHY-BTou&dHUBAMZJy<1n#<c?a&+kM`+99(pQLB3&=8
z49F%AJ#9WBYTtdN62y07xb1-2tDCEYc!1!soy~2xtZu&lFs$+*v-5E4%Eso_YT4mI
z=1Q%n!h+Pj=FMnToQEt;RL#BXR#ayb6jkDi7o-Iu-+uRfqDt!OVa&SnFuc9ukn4Oo
zV5R-=jqj<0O>f5E0~@+>E!-^b`x7w7<%ZM0B6$=3OAJKyZxkQ$s4IAgl1oyKAM%!0
zZtQPg-}FaG<Nf~owTJ%Y(R)>;@|6@HZ+)S(*#|QD33}iAwB{$lgJo2$NNSbX33C3q
zhHKYTS9o#|>Z}d}!V2wErOo#@ekIG0a*n&1!hD)V@a!wZ#p$?Tg8)1a>55=H*WGg&
z0`}_-H=(NR_+1?=Hr25a@=C6)p~mTZ_*X)E7nE89h|^qifrM0+g~L>hb2CqCEzEM9
z%nR!;m~Jg=W2V(ECfyKLSn``$@reeC7NqlSu<7YbHg)1uh$~O11u~z~bF6WdlcX2Q
z3d;ln4%!0AKRr_EVx(*q%LxegVqm&q;f1jl!V+DUI71g@aGuqIRjJ&YEcM-WVhPv+
zgUq6q!t7H}39{04i}dk4>*jWoAeLt#hrMg-e}b{L7RrLUXDGY@{*pRF?_&|EoaOd!
zhZVA#+aXrdzV7ZdH+zIm?~qjAIoRG;>sQdik=(xYR^@xdVirzWax1If+fsWEnMp%v
zy<*p$x8AK)$@K1zQa#tMI0x<~&b_mJ-K}?;&E^eUrvFy2v+aEB-gpQP{&wxbHmTVg
z1i{Q(?{B<Cni~$-ooH;SV81wTy>Hd=td$$7PM^5fSJ}nkc~gD(gf(tnf$4s|^6_4+
z&&{hXb(PeM{T0u=a-4UGI=JSUSC}z>&92*Z3BPzdx&|)P!762t=?^Pwz3UsUM<q_E
z5#B1QKuh*tVk+w@+30Qh+h98=fCkq#JDWY<wD{r6*KgQv_%IC;$hIaOlzG5w8#k>7
z`(!oc2gC?%RA})Ahf{)!VP5P#?C?kn7K(cKZifeb;Mc_mq_}q&(^__{?ZXJ2@iGv}
z=3CrrsMKQ1m3LQMu8b-hYb7_)jex%Sqf+HTH=U>V6myFpdOvm*VRtody`!E&6rOjY
zbT6!Q9ZY|_S_k64#>22@<A|Zz=c_Z@{q-5zdg%lh)_$dG#IFo4``MpEV9(dC=Y)GI
zE82%W-~LW9QMqk{mPzO6#<b%6oxJGvvZ5d2&SQIihSoFK&jr_azEoiO10<e<XUo89
zZ41oXt1qKe8vKdiy~`l#04txU-~Kr){Y!7D^gI7d`6JKWfAaT%6E;S2w3Setg(9U1
zrS0IJJ$*AF{R!8x5iGvRf#3Zt8Uk*6JNph$CYbJfd(x&Cnb--}AE^DkmCDDe4{%nU
zhkO04=BkfQzOmU?_dAu|L6gtuZ#Or$2BcUl@)>>idzZHc?m@A~XB1rtl*+-!MSqQJ
zmG5otHxC@bfvWFV4gpQkQ#<}{=%&4LdCTod9iFTG&i)nqnp-SxxPAXB4(Zi<y^SCF
zSE+1XaqG>d`qsNXj@s$paGK4JKfcUo)ZGV<)DEe?<*xza=XwtwM(z9C6rc>tPM;K4
z53$&8|K0L~dh^EN4Dc{g+s?t^Rj?|EZEe5x&`)*$hp*Bb*H;dFtoEgbZEx0nNbcPq
zy!wbb-?RAW8-d1k)#>=pfcVS7X84ACjgQ|7HXPb(@~<IuL(iqIxJ@3-y7_#=wXQgh
zpLz9-&kxi`)*c^yBiL}&YpUvR8?hZ2$5QwG3^USzXY23tO`}_1f8M?39&QW8z!l!z
z&PoocKImWekp99G<GI1gmVW`~U&Ea0x4>vGt)W#$9&(8OlcCF?TewCR+7VPQpfolT
zrNQ3)tW7`BaAR{{^=l!kD`@as_G>jG4B%-5mK~!P1jU&Il`;ah*J9pF4#8ye&VTey
zU7QCtQ|9RHe;(v%U<CEZJowX-tmE6$-*4bPOXm;y&g=pv*|{B_M^|}jp*xPi%juF^
zA-|WKu2gQniItzgKSJ%nuXC1Ai3a@_C$TaFy9wHp{1WkOCuT+xUgh^8u^@3Sv337P
z8046;cLq0ZY;HB1q-T5g@<Y{mwCNUm&Em)0m{RxZY8{Rg`CekHx9zSp4_uHOKP(Os
zD@`nE)AQEf+4|A;O7GyH*E`_fS0Z~W%~iM8biC#6SWU9sS%n#1Cf5%s*zk4uP56YJ
z8|tG616ZQo<V%1dQ*(<4%}RyO*e<8`;F|UAKEI=_o_*OR#rA{T4_&ZB+)i)cevjYL
z0DPjYdb6_iBY!Kjzj>opCxiXo;a2Frd#yt1gU++9OmNvi!5{cDfI?RjK&Xzt22kz$
zSN5H4>2R|XWH{a2R{4y?;O0Mg{@V7#j$hjaD9H)0s+)Yj^LKG4r2ok7?epp`chF(4
zTnF>Z+aacR$G$-5jeQ?-0Bo~Q-&L<Y%TlYP-gO;+Gd0?9iFLWoVc`{e^zy^R_THiK
ziMO|z*xKgSqZ3|n_a9Y!TNiyakU6~yA5YY4;m^3%{+^F-Mt|o02fXfx1#FNhIS*MM
z!=q-s`g+zPF8Rz0os~zMUP}Ssj0SLC?}1-T|NLhMgL;h@)9*$Qiuv%NhZYtb@?vGM
z;_!wfZY_?OE(g@cYgKnp`#BEkUVP1E^-sL@!SuWMy24wUd=RA@MwE}N|6_XL7$3n#
zPHhvIZi_{!1^6{tz(zXlU(2D5xD=1__7&a#mJQt^4Fqfs_(e(LHLy`D1HaDoZ#57H
zIq*^3RFFeqzd}laUKDw25qei*J=JRog*Zh4GpdE0ur4WkBVhAwEv;a>>(}h}Hm^IN
z=781QpJELPcJ{ZoJNUcjav=5g!|hHH4-|bM_2vCe5tymj<1;q*oKEoo4mA0U%BIr+
zhU}3hpRu>ORmW3^KSRCl40>*{*(vfF<#*Levj_)P{TX)6?G$^R`p5nZ>9SkzHDO^s
z<9%|y0!nSruX8{*y|y*zG~KOj4(Q&N-reqCcG_hQ#_oeZU$4WLeZb+`;O$tr!RBzh
z+V2gv9^P2#4EkFGf5yPEoX()K)#o!XiKpjwDo)>@0gmvE2Vev_hcgBht3QBi9nOGD
zx?AqniVq5h1AD0l{Vn%z%-FUcI$MKhYYet-)SZ6i@IHVjtkvy`<6{~lUsl5pDk~fl
zw;pV4Q?jM<(Yv89SDej09~IVv%j9x}V*qLQpMGhOaQd9uY4v<#pkC`chX_I3FyHL$
z@AL7;H<#;MH)<XTQRpf!4OTZVb5LM~3gEjx-19+!>PwyX`~11R=mN1G@OyIJ`*OX$
z<@%#U#r>d1*Ezlpi!BTuKJwvtyAh@b>l`ijNd$}HxR(!sgvca=!M0xoJ5E1()9)|!
zbQnAP99G+Y)~AXt5_;eCJ5OPw!NolGQvtqA4xW6`Q;Ha5&S7ms%&zWIDv$DhQS@Gt
z%9r@rI~DlHa#`F%@S=(=1-ksar4TVM&>Um<$JobsW)1JY@6NLdaaN_@l3BGy7W~Tz
zUGN}}=6Ar9I&hoyI&pcq+%*+g0Mr11F?UdOJD?uipJkZ?<jw$wIvqG*a(wh=y;<y$
z&Y)gA#A4S;uZIaVMIS@$f-%aD_(0*E8=$j*%Urj~=d{#)((H8xEh*a~wAShLI%GKC
zlC}q=N!)HSw-dH19nt~SvGs5HB9E?Yk!F3+?{E7Tx=tSuP=NhDM=Xmir_+SrTO?)g
zY+t$JH0y3<%X!_yPPg34t12OwF}ybDgQjm{#rXPG{Q*pCzm?sAH~laHfA_aI@Ez@)
zl}GUOt`BX;ea<a+g>(b?7Oed!LF(A60*uD%?x2HCCWaGgDHYzLzX$?G_SNk=srwM{
zPyVll`v~5v4*_qd8rN<3(*Ah6+}KVz^?^VBIMo1ga)_@Np9V{p``vLn(O>_+OZA7&
zH^7fl8=Z&SYULmCi=v+EbT<1Bwhlr0f83}$@2+h7i*}<R<gaXVAbu1a#BY}Bz4m{D
z=Hzm{zU}@r&-K7`K=_&P7b0Q<b8~x#3kk|S*7ujz|Ipk#%n+bpGP+m^4UAOyBjI9|
z5E=e^-(cC;&UvpynyBCoKU~ZC*M-pvn2rCZ*OL-l%YU(qNGreJB0*&Jeu1_o73a%&
zN?xaLenI&mZ!+p6>5o;#pIXhaoQDE^LKONr*4Dji&e4|0tXZtnOAE9;Liftb-=^LI
zSd=kQK$wCf<%iuGrZ7-@hqwm^KvI>u`xm?$Drgii$-s~(`VCf#2cWueqpIjPSnUDJ
z7J&_bj=@F*3lF|V(QmK{<OB=|M|ysP)vW_}wTTkF$CqrVuDjaX9n0^MP1l7RK*M{L
zcR7B)2bb$63u`w(WfliS&F`pvID|p$3U6|3r5?12*(bl0-C1>De!bG~Z}9~%c?W2>
z-{&1hTW**X4;Wvx)K#nQ_Uc`dze8NOi4IKjJJi-Iwe6-0s<7`rIB2~@|DXq4>OTo^
z%EQfrA~3E$2i{c8g44*rp93$-ah!u@XK*+NPP?&J1U1X&B;6;eY6ldz*E|vfOM{2%
z*1gNDFxxh*)jMC|iAgtanXAqpqHBUEy(^VL=cf<(4vwsZoyx$c+)smzEorlV$XDmX
z4fo34mdnR2xALiGZr-O^M5J~42<@ufHaE#m;ccu>vY&GL|JKi2QX2Jvy61}``V_0@
zT(dS0^O_J(roNl-^O_dppu)Btzbx*pv%q3b?J%(d)I=L7dx(DLvkJd|VNqpCtyzkR
z|5yCf8^M`p%?+wADP$4*%9(Yr{DeKqTD4UM7)ru0ImMJ%l>697bRkbSFq^I*Y`j?o
zmFJaK2M&vyZg-Kj@$6B*8tF|!g{ohT{F86e9`WmKBZ9y&^4K@ATgr>%5;jSuRHgNx
z@|Prm$r_b)$~x0J|GDCf6m|{{fSPdcq{ji{a0K)RIQ4@bS8_0=*hKm+`mpzdRXhvx
z#{DU)=r)lKaSxI4s|RQcb~;5qrFd|Fz8876O4B`91(G6l|3Y<O<sRvgLC2r6<-)ZI
z5F)n#c2qpj!Q3}KW$k(o4t3gceup%X6S4lBS46qx08Je97~9YX;I_FPCz0Espdi7k
zg74rzu@&Agg5?SZws)1*$~CoFTrE2PMQ*3=JnZ*Yi^Q$)63=j#n|n=sBmTn!xAgl(
zxKIC{-UdOD*lQlZqmRIZJ7_Fgor7l6&!6dDX;k2`n%)9;>R?`~wI)8cH%`(GP=lSO
zpOt_cr3AE8lV1SKD-2eo+SAD_ZGUC0vWme*FOANNJ34m1;`+s-Z{BFs$abZ|3Fb+m
zv2WM<{%~UO;lEpUY8C#5g(qJ!uV5q&_@nd4S{eA2t<RoobT&z?!Y!(s;YNKcyzTgQ
zPdmQsUbDDq3x?X4v8pRKu<6Y&V#%}pZ9e++J*EB6iu9hLkT(jnJEU}9D^P5#pkU!0
zT5H5KuT9$BFR|tvPeJv(UO+Rc-N?~<Eqec3%D-nziFop|*V10i(>D}_EEL3ULTN{G
z*tBU$^p|oLu&mUfm5H_)*6#vlbkcdDTW8y^HA`_6P(Mq!Lp7YEAE;E8VxCJR-lf=D
zT4=Mrx`Oi-_Aqau>VQ>t7qU}i6>Z7++|KF&Qy%W1`7O$PmQ|)-z@GMfr`1&#EHto+
zx!=<Qh61ODkXr6N7y||by>akU-eh1K&^}mI*PCn=4;*rSwb|o70a88kU$e=*hI$W3
z9W>bCj7qNuTmwcSpV4~Y0t<i=`1iTr>lb?%Bx#b4CtP+MasV6!cjG%lbmgE3x~|iy
zv*nU^tfJclj%e1)o=cW^1jG#F->G|#*Q#u8HsJ#8B$#pN1U6a0S-19Z0M2>6>9yv3
zZvb}v7AO$^tstb0Yz}(u<2l^+NRUAj{=|}Rd*MDtcD(Zt!mv&ENOb}XQ+&-=Zm=Dg
zou6@}3RuRT+mH1w>MP;e2FamYRj=4qW#IbGwE9}zad2~3;Yr=~j#{o&D%_p^B>I|4
z9=a}fws$8Ql@z!vJc4j8RibwHo7sfx-2N;HKj?ekiG|Ns%C$a^CEU_q1RJIA`5aPP
zQJimOy-H9RQ{^2{XJ}9H!v&6sz0UpKs1a~j{E<)Q=$phJS&x<K1EHLwXTjT<j(Q!f
zq%LLLb07F10~Xv8rq1QWCkx>H=U6vt1Yy&!VJFc<#bLj(gC7yV%K9eEJwh)E%5}kW
z3>DTU3fmz}6>#VE;{P1w!IZ~nrWG()kH8CZjFnl$N>vv}c#lTx=_B6ecfM2Xv3eKa
zOnNWRa(lNDcx$bLBEqy>lE_)B?vHKdshs^M1c;bTAN2kei)D-)v{lpfON(1ytanI{
z`~5B82%za6uqjhV@DDVO*YWT@7X>2lM9~it06`zH6Zm3PU<ilIyjKU(2K5I2=ghY4
z7K^ynfgh2$UM#{rVOY`UT~Y*N3@jgihW((}X#&e1Mn;@|lK?*qI(}qCy}VVg_rL)4
z*BI<?g6-L>)cqNtFTlxz8Hc>!su(*Yf&87p_PfAB?%=?q-WC>216FRI$f4EsZf`&w
zn*RrG{ULEcPd5J^zXU3Xhu}r>;LGm-+f>S{ZimNS67|~uW9~bjVT%k_)a&E}+#YmO
z@Akpfw1Fw=o%#(4EX=>+uV4M5+q>*mc;xJ6v{6gE?^gH&V1~s2&aCipVKG{IWI44g
zb~vf;Z*En1Gs+L*Uj(DC?@#N7%>jth<X|Ie*6C@Ou3&QlUediiq&Vt=(v4;58-%{8
z#Jq=N?Z=`;EW<+rIpLh8;I0<Js*lXjUBu4hk`>B&m1D7+_N@Y48dkcaIkEa8$nYH9
zP1BElSNW#kg;0{%HdSmbRN)ozjvHb-4hQp6`#e@6#DoDj_@19{yrd9`mC{A_Ax&)C
z`d|B9CMee2_0w;iqh^J~a~7#D{<-2@%(aU3J{A-~1^~+)Yk;@Q`BoE?;|BG%n6(ai
zi^svg$+cFC9Sp&=NOl+5g0az{_-9@U`3@RR;H}r2ewIBLX`nSg<R7g1dG-fS7nV^q
z@J=2sGD#1OFu#+Bi-ZqMbFk`7NfsSaT|HQRmT8TO02I-IA0>F;5(27$xQBDD;okf~
zeb79dL%}NS9drgAzhc0S1l-U$0Q<#{Hnc9Qb@0vzig)+H=3r2SchTeKb8FyS18WrD
z(T-cO_P{Zz44U8Y^TFMRpci^>{c!cc;DO|TSg89I3)bAh7TxZ&C-aESy|FrII$3z#
zZapEXgxEPufgoXIuFk(XT%*2K4p*9fn1W*6MYpeRHXkIO#Y_hE&6L~O-}C3Ny7Ogw
z&{usgVexwn+v&T9J_b=64_Ei=hw0gG7>)jwmBC?cg~e!NP}?31{PD99bSO^b=+jsO
z*w3x-#|GCwU8<8>2-%61R0GBF9i=;A3kWFtQl8%XWxAm#8Oo_JLEnrk&paL6+4QZ!
z56Iu7&|5JKS0%D^F-9+bMe)1Kf$VReXPpAw_GfeS)`B_c{!if1C+SC2IrOkf^v%TK
zx@QHtWFB7gafW`R9*$ugEnZ+%2ii$kCZTkPK(l;~-cS0gCHmkX(ak))>rgp+cq2{%
z?qC7byGUz9;jaVB$aRzXsjZ4r2MJ)e>V2%0UGF-%9mY%eZ@@op3v4eiP3q1Fupba2
z{Bvk-%|&;<gXIw2gAS`Q?soXCw9sk5GVwz>p@qd*$SN<6u>)q*0a!4-)dRmt8|s~6
z^Wfm)1D<5R=AvnJ;HZT=MRZL-@f`Tn+iQZR=n<IiN7*X9K^?5a?rv^p6GIZ970D`}
z-n!DOSDJ3UJCSSIPN&j2=n%AxE(7xbBZ|45E!6?N0G#DhatkahSf$>QF~QZbL7m|X
z;m!0~xFa>_6-gD%Dpzs|2zkHo2at2E`~WWB>G5Z44eE{reAQJ7Z@VebN8qe|)r;RC
z?e|if#o}O#M*#3eY^orEREx)WkYoB`snWTj@;UT_f7Q5ABXxQ>1M|Cj4?84$xC$0W
zTHUVq-}NI!Z-g2uyqZma4TqEl+ij&Fw9`sAoTul`z<+?hE9h4fCzKaI4P%i(jQ(OP
zp8Hpnb~Kx)-<wg0lTQxL$CWlX)E`7?ohVI#7d<&YL@y+i8Fmd3jwo$RHHcC=>AUro
z>uxj@2Y79R`S<cuu#aLky@z=<2uywg`bW$Pi>NZ-vVURL9l;*1JOTA0<r0-8s*p?$
zcVFv{oTu%-1Ye;*pZ*r|-)C}GrN8tQ#VH~EgMU$!HU#A#i9GnIiaiW}SoBkq)*oQ8
z+!i5QTeu1Jaxt;BblU86k7t1k228oUl=}%5h3g<6fKMS%YYiL{p!+VE;iQ9#9qV7W
z$@Ch!%y0%41qG>&Tr=okwZmSs$Lh-rdI-cRHhVp+T7`}WjG_4hB6yWypo;`dDYppz
z2LhDqxZwjvzM9<uN^SzLfUbZA?=+hgAk_Mxh?SRDdblmb!n<}0<HOBjy?r&;N@0E3
zgU)UsyF+ZX4oah0ad(NmLmu@jz=V~0vxc}JD^Wpx(qT6@*dtp57u*xJT3@|9C>DEr
zzmWwB2Xm*1yTxsW)$WJEhjv*FMKE+~R}!6r-8)&t4sBma)xll^Wy_#MeJQ-%>(sC)
z<1QAJD<_&Ot7Qf|s<`zBH_Dy8GJ~dJ+G$y>tduPTD8cJ{Q0}{ru6SjTztJFlFx?P(
z*1gdHS98S!6@|@CJ2tyEz+n3TL0k^_4Rz3Q7;?QCQ@U}iXk*rEa+bNZN?!PMsN{Cq
znXI^;R-8!?N>Ns3=7V$eqN?oDDX|R#^^*dvQL~P%cQKdoL+rht9EkrfOVir>b%m5?
zgxUhj`maraP`#3+kI&(jyw|fhpR52u6ABc&H?MSsEN*PxK8B5ir5YACo5lk*EPOZ(
ztbnayx8O>DO*ch`WZV5sY*<gR!;X-npH#8ob{CF+qMDWVpHF!WaQ@>LSpytGBeS!^
zqoc}U0~{JVl^-1+8R89a=;$$XA~hWI>NLMCWsLC&Z8&ls-g$sT6m@u98w~>+{DhE9
zSdil*V-uqR?{{7&LTq$=Gyz7z^iRwzTx)C`8!0jDmywH*us${#A~1SKH!V7p8BIw@
zl$ucpCejn2tVp({Po~B*qtZEI-N#$hbt5}##02ktumzfRQV+v>_O6K?(T-(9l!#s}
z%w@e;4PrCU%=2LT2>9K1H3QB%0jCfKh{L{WS^?x4NRDMIL}a+?9qc$}3`-$`RIXtU
zYu%2A1<V2<w4s&81(=>)!#-g%=|u#uk*}~u-Wq>VxTuygQs-I0Qfy(1P4v!VwQ{ni
z8=8g)M_Yg&DJw{^tf$4U1Jg2Qf<fo7dlmdN&KzeyaSYDWN+%IXr+Gi7j<C0hoob9c
zLV_J~-M~xf(_Z0t?7N7aOErBGhDC?6+tkt=l>8y<PNf-$SO)j<f;6S+-Vke1ObYNZ
zH1^N9MJBHkd=y=;k%Z|lZ{WpX+`{F%^ee1cTgF=>snsZU-cD##GBx;PTG!fwsd?#@
z!Xm;>ik4;&F==pA_Y;XV`J6_SG)A52NiCD*_#y{8k!qIh;ftg;F)b`k-ln!;`Grcc
zBVtO^dERB0lv3L5pe<B`W(xbS>iF?BY;??uoQq!*5&J^3lt?e*2TOUSL*brUL4+bF
zjjjx5Qk(U}7&Ar5uUI}iA_c?>2n~UJRnCM0VUZQ^H(NqP5`z&KGBKqvKm!!Z6!4sc
zJJUnRRFW*5^~Ps4_$^2x&)<04%44RP1jCb<+i2vYz?L9|a&PLUO@y!*@X&v6Yeq2`
zP6lLe;&n|kQwc5XmAY*qxlXF0R|fa{@PVuu;0Ypd_&pNO5fu)I9(EAu*wAvP+a$k+
z#FM$m%BDuIF2EF?r$tGilnW5GfIXVcgb?{QONCEp?Pw`2S4V8It2~#JM9Bl#2#ew6
ze2@s<r}|ZV=elN3_#YBJOUCOQqdbY_d7D@*{Rb@RROl*av`NaV7iu-3q?sF17873#
zEj<$OP)x#8<ujUbH19zzhV_j|>1gE{cm%F?l9${;0>vhRnKF;tIOI#%8Ew`Zw+#J$
z#MIkrj_ygO(T?Zo;t&|gd0{<)rBf2x#%M{`vEtp`2>tP}vPN0h^<ErVCzbJcz**IZ
zLQ>xwscNY-4=WKFFO}l`t!Y=LGVyo9yK#(k3SE-cUh{?#Vo6z#Lf!TP=k)P#gY~@i
zud>Ma!|#qL?2ayL+T;|s?vZS1NlSz7NNT&1(oW=r-9Sl8k$6_{y2FULuczciDwwIR
zYPYa;H@qLOHH@jlknDgO5p9`mg%{~<QF%{5BUmnllN#In88-FBa25!EDxie$wro?n
z8PBoi76DOW4JzzXAzC3e7;xsPn{>|1ep|AE5>6YlyrV@!2kTVu8eOzB<47nhlO-Yd
zt3a!!8VN|eST5Y(Y)X{7X5nqa%2634yO+$+LP2yS79=Wbu&mjY7~Jl+bmMsi=D40T
zX@wfcl9WnVActgr6Gdpw5Thc`mDEtUWo%gyc{;;c`4!z3<ba<q7;1o=_Vdt%cGR5i
z3b};wM4q<Byd*04W>wvo1{EL^1KyvSvo!raNld<o!;`cXSq70su}wwSV9k&v_#2Br
z>lv7^1gfKzgyZQsolAL;Q1HJ~M;Ih}at(FBoQ-LbLcFA9iEh*CG<HV^aj@Z)lh)ID
z4@i#f^T2|HJJ^UQWGIK*&nQhN?;%262fxiUSjFg}7UKx)_&yC{70Ej?Loe70v2sG&
zz(U{xW|l-*E;>kqq{e77CxgT24A~&2L7q?M>3K;ZQ!@e`Gc!WK9@ZV9WM<H0X-Or0
zvMbs2EOtzu%wx~vu9y>BQ%Gc48C!#kHti0x_U<V{Zc_^cHr@%)YF91k1_-@rLkC{~
z?jAIcfofYoaL6=b{kziz5!``xBKuXOJ4yA(&K&+UhEz8l40=sgOnIHmltk$hu=s%(
z?Ym^QM3!#MVe28Y{MRy4<*QanBD^ipnqJ6|AT~Q<gqbNvVv-P`x!(q*R7e1I^UP~(
zKRFNLH9&dp^*eCDT9Bjw<=NM)!}0t?9C-e4hOSMW)npntoB^NvY*rS69C7<tes#7W
z2SSH}vSH1LA%FA@`PFoRiu`PPQ*P)s>$c$)&{aTeILRCq!M!Bqg>ymEycdLb9DEhU
zU6G@!A4jX2o;w5jm5D-l<LgD6w#BbvFU&0Ede|w!z(yh`lA+RM@>c@b2(qCYney<5
zsF~wb7&>X3P4GKu#jq#vasNI^46j(?Riv?4vX<|HFd$PUEyEhCP^3#E%R%9bD$du7
zK8{#nRGagwZ38Lk-~=WNM`5Mw7o%8eUSw$+MS3B?3W0;U+ck1ZH##po@c`_11;oxL
zIVxR3)K5|qGfF!NHiKm{iT){B#`cq+@De3sB|U?u-d9Y6EaZVi6wLkrb6XbZPZ)iO
zRd4m~82xcV@$xGrwE9UF#Ab<BWmFp2G39ocbxeWF(vKv%j1qdvls~K@9hQWlTg5E?
zL4&uInG!`RHHBZ!<lw8A`d^2UEY0(e$;{6aawZO%+LI@1xp^#2c!t>>+eX<ClM;ge
zd8UIlc`TKb<$&a8I)EK;G!qoXpy1B{<GMT~2tnDO0na}_5df3ra0Up|+^`sk@fplO
zoU<j_FFxH4Hu5DPbe>jlHt_P~5i0nV!#<Eo=~8=PW=%87U_RXNTQipQ`ML!D2<W4^
zOYlcGXzEX5=vjdV4jjj~1A=K;OCJZL+on!%S<}lvpv9`L&7wgf95M6H$yr*R2gREW
zQuK9h1>x_hG&T+rHfYH_EsWX;ZEvBW8K)^r7<v-IX74AN00u(`{#7VT=DmPIv>foV
zkO*3qSyte`E25ZAYfR*-*bj9wi@oQ8z-QTt-Ju5B<(RT$5$(y0(vB6tP*u7*$U{oS
zvna5HE~UGk1ic$Wsa6G<cor)a0wd6Kgwbp}gP}AGYwrbd6=9M2fAl;^Mc_sdYd;2~
zn#AFJXEG~-2o~~LELw^(6O;w$oFouqmfj*56=yE2ARy6t_pWQdYS_X}G<5SKmP8oN
zfh7#T3iPoAVp%K*OJTTTcEkX(C9?f}G)|)-v{*eeHxWE{R@n$=r-=MvTDcv~nj%qW
zP5J!7OpCzhhv~<uDGTKD6?jKsp6YrgM&y*>bt7rz%YjHCB&^fy9}we2e!`9fWJ&Oa
zsC9h7QX`^#C?Yj$u9%7ml3#)zgnp)As*)7p;^5rLSFKdQAIE}i=2S=u@X-(DS2MFi
zlJHD`rpt=pm&bUlKWChX^14kzTS=aiB&Mdj;3+Oe1XRu4K<RvZ<3g6U0}cK7ga~w&
z#m}M77R1}2vIuDOsgvM+<Xg;h3Ztuuy{6#TX@${~@M&;OD@OucE2FTR4F!Q-r1s}Z
zg|RnJ+VqVm9JJ>mZBhUVw$SLaTPUV=JyWx?!eR`FY?d&BBdizvS>Eaj=bS@N6eRK*
zS_|_5)|Wy8hSMyTF9mL%A{@&Jo{2hxiwNB$7$SNBLmS^wOzr+L8~Zr@IHKG_5*wmY
zOzB48=_GnFK)G#mPr_a{eiAOoC8v}Z?!5q{nr9o8H&Md+auI}cJC<X|ot)BMD1vjj
zjIxB)=@3ysV@>vyMyxEwCL{t1ZCZ1b$M^wcaY<mbyw1AyvX&uIPUwblgOpi81`;f7
zpD1a1_jnfEJ|y$+gD6uo5lW*YA5-Ss$Wl}vL*HhEXCH^d<601HgsA8KG*opsE;?#q
zEfWt6$@CY!Y|^74DXDNbZS7n{GPJ-+Hu8%nCL{Tor0>CHt5*4x77a_D2lsuWeCFib
zcp?%OeeWtWJ7=fI!%~#r02l_QX&P}U&QoZea3h_W2>U7gZSksMrH2B~M)m2m!YluS
ze5_ApRA0KH&d+D!vR`0{Ts*4Be0#M^8pcH<7I@YU*H|`VAwGH*==pgo7JW9VpUFld
ze&vqH^87+L;wK)Hmv#GeEb8|nAj|2~BXNGe=Ym&t{rL1SuXeE*Th_{XgB77v=^nkP
zm2){iabEzzdSqdO_r20~W0$m<yyzEu0m3%&<GiZc(-)u9jOh{1oV(GgZe@6>4u@O<
zud{quDh*VFan>6X+hD#PZBN+n=Or*2LN6b3J_aI2crwzu`W!IMl%H-CXCidQuVM$v
zNh4QsNdq_H8`wk#tN+nkxY;QGDSv%T#_}`R51IFIF!p4YwtTNl_g+-IP6P<j>^em-
zFqHPWJQMgwXXs*Cah3|WX+joI(`QptS1Eh_=V9L8nxWqbvM^&U$V{8o>%b8+40y8$
zhVQYWxI~mc^a?m(!5T0_+Tb07BbTFZuyD-}&3rMfjmy$-<X^H!-6_q@PGzEmghzOm
z%BiErrZpJ^_Xy8YSv+}iay%dsB6~A_;nJ~%=~O)63G-HceqlB}96UwRICgrWd_0p1
z@v+(Sr%zkC#O_aLcZhj*@tB=ACWhYd_(B60aB|Yn#)F(MK(d+Xv@www<9xxyouQAb
zDL?H$+%Sys@lj6sM6GAW#z%as11LY8OeXwPOX+3ZP={2%4Y9Orso}#)O{88<2IKt9
zTakuwX;k)U`wi`7<3;V6H3O3NvLS{1!V}?(PDTp)92IM5$8%D^_W;SILRpqMi9QZ2
zPo9j(&r;zv<LC%KGYKYVwQP@bmU%pPRoBX;Y5zebknTqdz5sZt)D8XUu+RUXi?sQO
zCti|zEs-d0=21(*Ln^H*7``bm^jlv7ihmhqnzOqE)~zb=w^2qzNfgXEmWLw(pG=20
z(8rU3;Pvzv#=x-{nUSa6fT<BR54I0|Q$mx)BIMHr%B+WJ`eaEVv7)diDNd|N@4>;L
zoY)2(p=W=Bwh0(OsT8<vOVmneRd5{DLNZkoL3HO5DKwG6KwoD&_gF44rKL<#qf;R8
zfn1$o7FSQTr?O%T=vNcIj*(EMn>b>oh{F1<eMFR7bQ0_ey2~=FQ73@WLN^n<W+B#^
zH;nEjTV#rfWOvSAD63*D9vhMGlF6U2LK#O!!$Sc%9$L1)fA07ZV>l9$r8qAQRyk3&
zw1^TCxLEsst#;PZV~MaJbAnxZ?m62SQo@2?$Kq`LQa+Q6MFbwL+gZ3!&1Z~QA|&t`
zlMAJ(^i+I&Jm4#X^kmww)Zui3f9vj<tLbEH#3%V%V#62<$GNT&)@SNQIHLHb^eYW5
z9Sg<${9O>rh7#a}iwPR(WFYuVP1qBGfZrJhG{FfY=$q)f^2^4>$#CHC%+m9=Ghb+>
zG`(&|gFIvMR^T}&8w>HuWiaXVEGx%E8~W_=c$f>eF8#c2ok>QY6^u1b8N;5K74OcL
zj@j*$ozU;S^qh9g9_5*i&Ir)o@rlEtv+DC&>O_P~<Fg>oQ%3{5iJJps+I+yTpO!3X
zGmbg~mPBsYE3roJ)nLYChR;}!RW)OV>kx7tqg~}Z-Tey4`@G~|UTdUMTE>^&ge64|
z>$QlfVJDoHfoLoNsJx8;cqa9SnOsIF*!>~@ympOY6Mr1X9s`t?o(C4te+w@$E_6dm
zdp&P!DM3(vo~6W1!`~-aR*48)G?b<2mk!S&hjjz!1JE~V$ZJL;Aet+l7g}JWH}aAr
zVSj;X&G^oUU-<UJUx4%c^0rSU`jM#kZBc^gqbOOid+eNH7#?~`Y-dYGdSl$)Idw8W
zEQo=~P>3V4O0)KOK$0V|AcsKZE!$M2Kr|flVN{d(?3fgchLU{7Y;i89!;BEmWqa?$
z@ng0Xlp~=CpHVx1CZAX2a45uQoO`ZzB&P+!kuaZ;t(=*i%0+{*D4$_i(^e)w9E?Qy
z3=BmYnelKq?9C9nV`l8)SF-f%@E0|6I2`mI4I6P}wC)hrRch$KTVal8YD-_#C+#G^
zU_zs@<s-#pm?H__kYCeI7ly-rt{@mgOZmgmHhImsIHmfd7*t!z#3OvvA+KrYGqH$&
zE*SJ+6Y^2P`TS>R^8Qo6M_Qg-hz#+ucJ#CQvE(R6YJuadX-AD|9;R+9FKT5=^<u+9
z)vRjek)vb`pQROj5oU(G^Td14l@?^LMn7$}fE8wCj!za){}%(ln8nzcmao=qsU0<~
zr<N@_X*2!w1=gVoJ^1WAO~%n&N>nx5Z!RD@EVxc>tOuz%5lo?G=~k3^1428YkQeh3
z!VrhD((Z!NP8U3ZoE7g~2a+vF8&vsefu{%nMW+=XLGzdyB=i%Y>;=RwVh{&gp#>Cj
z3@eSHLei$@C`Z4bub`(nazk7+6(<4C>NqopFn0J7YqSBpGw{#{!cBrqE0Q4V6XH3&
zBB7?<m9yxD?3BydsgYPflH{*a24HB-7A-p!ml4loTUK^*NERje8pk_KrmaGDNRp%g
z$2+vF%=GMx!lvh^^D{@1L0Jm;(~r#_nVr=lvLyQuilb*M<(!=W@79M<SSKp;Q!{!{
zKAfXlww1|Fg#*$dh~n#w^kg(3`5+4nvt^Wk?2j)3p=L${@?mCA1c+V>9*(yZ_`I2r
zKMqFra%M6l9kv^h8d}Z_iqAS`l;*Wx`8f=`ET0*bM2<(npG(7{beOjkYG}2j=r1F*
zW%C^NRna%da(O}&Irv1l7hBGOhVifV#%m4D1jE+9TKl<WeIXzncHqEp^zo6n|CODg
z>cUjaFNog-b48mU^|I&Ubaw%M9tj=svg^d%&zrOKHqg0L(h96l{`bs$>vf=W#mrv#
zdX~NshWXa8N!jV5BbU-CzXeZwRB3$!Or9UmmWfVg(xAFI33N}ZESO@X{@m{wA^`yz
zIq~TvcCknpH+9@D8PTg5h8Y3p)R_mmysos*=ZB3N(qPuoj3rfZtRjo%pkNxK7pU@e
zfu#(A@c`aMcM=p!Qt5u5b-mENt`{XkcRn{mC8~7Owp0}{6f>-WngAsrv?$AXL<d4F
zB=znprb9{_@N+7M7wT4X!YyE5@LAw%2A6R|_-mq<Hgx*<oUMdqL6CUbQ0w@SLUuHa
z8;PybOg3kR1xD7{oSh8|f*|t5rL}CXXcwa3a_`I(kJ$ORD2kGwj8!Uw)E@(im;Lml
z?8#Hvv>B0Q*-uYO=a1NiH6jNN=YaE@F)}GB=+B|;aLLfH{w+~UTHv2H;iH}}>ETPi
z4sQ;8Uu{SX@&q#a0T{}fDhBzfXl-c2VlYR-@H0rAC>TgdG35Woz4@#nh5g?sa8D|7
z)c@U0AXx_^{5STuI6vNA&QfO`CT7CX|BMgZ9ABQxMWct8rOWnA#9tOv?sBFSIlQTM
zXjwlN_irkxZ|J2HsanPs*1@njnj8Ate%{?OnCPX^ESnd)qZ#P^XtRMl%Pk9F8Df0~
zow_}w5Vo&{DiQy@qibk$>vrrfyt4%oHVvHnhEdWDwBt99n)+@dOS>x!mM}&CcYe1|
z1#knbi2wHAh+wQUt@H0g??tffxBshcqKp^FDA@fx9rlRQHHzYW4`bypFZgSe&mKV(
zB0m?yreKkSv+BUvbVk6Ce8R?^V_jSNgB*6eMZ89VdZ~2i{(%EXzMG@uXE8)d@~njg
z%`u`Eij+#2ABDydhSZ%A#Tf<?DN%Ys`E%+Csy8U^Q1a|Nk+2t+rB8!Y5Eb6JYiH){
zf+mSFXaX*$T4#>Wg7BA}Om4?HGdpdB0-<2gpI%!mThq}%I2h#9cdFHjHLZjq;Sd*W
zJ7+H}*^|TJSS;+%Ia2@3k@R>Zu0;Gfla<e&%w*J9EauPA?K3B>$<atO>d(=&=@~1n
z#noqXG(D5nGs7csUlu<F9zZ|Xm&K1mX4-i!Cp<a5Y)p)daZyY^MW1p!k$i^EYryA7
zCJq$~NV-XLIKjtJ;^%c`$o3K)u{igMF{fO>FlKc)B>9}sCZ%)9;CHb`Ug_v~*UYnx
z*P<cOxJ}nVqfKQ**)PS!E}AjLz+vIOtD0d+5x?Xj-GNiX!~S%<2d$invyynP)7x~a
zta`g}lqf*7bMhi$Tg*C~<=12e`%2gIvgaLxeO1!4Enqb=Y3W+<4`GUh2aU<Se+aA)
zL8&<D2M{&;JmPl(Yxs9otbv<*UR}dIxg^^KK+b@-Z)2+?aAn(W9u6t@|N8>wfLsiq
zj||R%aAAxAxxoJD&d$;$i3RX);ueuY=rnT39%b#491!F~GcY_OcP)j0V!Q{gDm@OK
zxdd-9jYS|Y&`J8_A2&b_7&+XQ=+;cb`T4@MrvJF)1@uKPp#N2=1u6-%%p~SPfU(m8
zH%7D*#zs)-wr9keg)lFn1vZnI|4G0)ZpTNokzjz3+r-*QW)|kPiL@#Q5iggSUN|y6
zuBmbef6eDk<flfIn2eo~?_8KWW@ko*A_0Wby|h@G)ssW&5Sw`R#gnJUl=#?i9Dmu*
zKVKV3jtqqo_)DLC;gY2f2c(F@FjMnOv-)tvTT)LMbGek3#C;mvV9Ho}+DNMS3#EWD
zIW<1aKEX|Jht2d5#>z2!Ri89aXW5iaHm2;D=#`Sg5a?8dg}|K;)>7Ksu*|k}y5now
z0!T&{f+r#K<aq_mgSdGDgCZLhrS&41p9WY7`RG%YN&tUOv;1ms1kH65>|F}WrH2XI
zTY4M;s>x6pm$NkO_CjesycY*kIc6SjE!sN-_vt|>&x>9F=G&mo2?C_S_XeAsY{18G
ze!ryI<a1eCm6r|ON??sxk}K&M-VXu@8|Tp$>OF1FdkhEnmkKf5=)M;NlC*5^-9&JX
zfxrN{J85dQ+qU#1u5@pLWg#nI5{(!e|D)1&>=DD6V+7a@(vQBNtW%42L)=2fLJHk#
zR(6K4)rsV&xT{Z>#=-i(lckGnJ3ceTw&UqtG%dAB1Rn^Lni=xlEIl`^Y#av}pyST9
z-eqkb=n_?)Am7OXO|lDbL==z|JXxcS#R5Zc0a}m*i9r<aeU%EwSW?Js7H;|pk@Q?K
zt0|I*dnQvm!f?sXSP_AJ@fH;l#o@TtZsc|Xf|`j1!V(QJh^Qq;Qc+2yG{VpmFO16R
zs0gwj>2vqu*@zvaGzj7c5u^F%ZMXqB7-apwjXCFdI24Atj9k;@i(~NsL0F&NN@dPu
zBB0kxStQSF0jNJb1fLFGj$vmsg}k2I(Nmf+oelzd;1<m}xnWvC!oDAotC<2YK{jE0
zSTW0i-^gL;-B<v^Y_nZRW&JfE#4swu`E_DT-GDj2h{Te(3c{$!fe6B_pqazgP3=53
zDF8<R{JJ<$O{}VA;*XK|hXfiniL;pfE`zn{a{-y-;C7L=PsqIcLpy#EE+zQUpL-?!
z2o<tPZG)IIdo(MyRdad|Gr5r<&GG-wYxCVsDb+v5z5;ZwrZ@t~v)Ic>q`_b3n*stn
zft}_x>e@qA<_N!YN5apaFskT{-DUMWweB2{sSeZ(4E7jfnbqqC2<4P+aEZTr3_V0(
z(N9fA=b2l$Efl2pDA>4IZvMWkkSpE>6BsP*Wfq+TZ7-3unF;-|E!~S-*3{eR7iU;d
zusaN{qiP!M-++6U=|^FOm+K}frC;H%8P=!t$9$7ZY9S;s3r^?HG7!0)$F2z%15{zF
z@;#>=P+qZoN*3kNEf1zgBjclrC~t(a-z6j*iHt~6m;os=tzb}&!LQR^d~g(ogOV%-
zhj@Ij9wPA&*w}}=Rn=Ll1_d~f;4|#=$q|W);ZVR2n-`DgWvnv9qmW=oE;zA3Pz-TQ
zp{`9Xs<J4A{TQUC&rE^=6crCQr1bRcXfzy-_%jSmvx^Z*535RNOT}pSc8<1!rF^n`
zFW*8KsI8Iq|B7*!tB6OVyjbCrP$_MkB!*XkO1bv}CIOrJtq{zNUBwvxG~Y}%YNt*6
zUJOKFVA;@Y5i4SM$yd;GvG|5FUH_eumRVnhFBWFIt|<b#)x>PBjp#*fPWIc7AU;4l
zD)LPrCu7bbCBud1(E#i!m%y@){DwDow*Yi)4SRFZ1=i9io|axRjjo9r^%WqvS&`4K
zj-VxL5BvLM(N_>cmFJzms}Uf_Ht34GajXmtYW)c9>Sn5o83l3NjCnohcR+ZGL6x8J
z0#zVZCl9FCBz))<#GPgMliUSStQKfnG>r?vJa#=Wx_^#c4?t8FXcwHuQenz4h)^=8
ze~E4W(5J%Z5fy0r#qDHMYttfi)|75$2K|BCc~%JZPkBwagmHctrkn+_gUIq($~uu0
zF>;d7p9m}mwJXq%&IMm#_}3Oqh6PcUPY@mS>9xQRxOf~iw-$)1!GLt!+pecz!i2@}
zP&ml9>&FqjN(Chp<s15oK>~g#jnD|6QO?2vQ4A2iW&e(ObSNZAfdCc#Eq{A<A}j@D
zk#F0#G-K}guoP_lSJ`)nu32YB17SJnmAFJi?`%p8JYCQ35}-A6HWChpq;DSruJj}D
z&gDbE6&wI{N~q`~0?xcz0JqV{3$*0Yj0~^+ZNwi%hz~ZTccm$7=mAC+CPCIKyYt{1
z{l00u`M>4q<A8EYE+h=1D37DI*tPBeH9*S0fKsPEo*sNfGkcHPSbGVmYBK!G9C#IZ
zSu;{p<ds78+H1@DoFw@hLg(um$Y|f>1ts4t+(9-0F@IF{HrVK``MRdfD}Gt#7#JAS
zx+el?TQ6x^>(8>d@&5ELl_lF29*65-^+vexei8-wI8>zHkrYZnsUXIR7&(xIrruU?
z&vAyfPqMBxOKC+M!^mJMWBfJi@R88y)8~Nx48O>riqB@Iy)b!F0}q29!%ovBO~)eY
z7_-rNuY&Gm5qz}nJlip?4Wr#6I03lZjd~XGu{9zO3yd$;DSh)k54{WPqe}NmLBNh~
z;0o3#7GTH!bdQ2Ys2yQhr6eb{M_AX;F4zE){HIK4uZ88X9Fb2G22+v4(vYZnoBR}H
za~L=I5#@wm45VsQ3UM6NC<3#=0j5EYgDT5JfLS5J_u_X786vW;?01RE90`e(h$7*i
z^;?E*hGa2#8E<5=Wn>D*NI=@11q}jZc+3h1h`5db4|Q!}8h#)&6scIBIyw{(0s?p_
z4Cr5(ki@XWj2I-~8I1}Uzp-0jewx!DP`&{MX0cHsRAMGZd#o`pQc+;mHjoS$qar&U
zUU0((GleqvNC4cVC+D*0;^~?5>nzD-@e63cvLt~L<s#WRUDA%M580^k!FUedLgT!8
z9c{yLLFPJtH@s{V1jNEfxFetUaOre63eMZ?v+e{X1PS6+P10zE?D9AtXoGiDodqsA
zivC!pAb5NykUCf{Ss&l9&R|;Rh>zAyp=37lK3bRU_#3=4igaEB;X71d-I&`E#W9OQ
zEunPh^CH*;Y1T4hjP0D{>3aMUJd5#N%49%03ii8h8eBrOg9=H^2ur`OI5%^mS0F5*
z-IiG1{ZpA<d__un-865(*sUTxKLi@0I|Z+ETyg#sqt~YH{A_*=12~4^#AjHu+A7$_
zvhqiapM*~dyv2gpM(a3-uvV}#l1BS^+*SoMiq$@2T?T~wJ0QG-P)wykncZ)uA%;ju
z_JGu{iZT#B`y#0pQnVn;j*{C^5g`lOop8Zu9T7e_g4eQU$AGUTLTBujH6s!UCaU>X
zE=duozNchcdd3PS!eW(x>@|#OJ3ESv6eyRynUiy%Ugtsff*dX`;?6cbl)Z*|$rfn9
z7wh2X87H!`9OJV0w=uSros&XbcdVf|m8o3(Q!qBrwK^+dd<NFl^s)#hz7H0aU!4&J
zN%Bk9MoV^}iyI57a_iT?h8?<!7^*C%T@12TTJ!Msf+g)V2FyrE+5NS=*#2LZ^CLpw
zDb|{P90muvAhg$5NDa5SYYE&31pD@+@)YsL6iDJ20<5R80{{qk+;+~=^$?i-Auk1o
z#7Y^3fnW}>OiCN<0ibG4_z!t3xC$SV{bz1QsLmn;+J@IZFM<TCUC#=b3Q#T577$Pg
z_%HJ^uz4o^w>;>oBZBqJiuu!xxZ=HCy8d%4rILW{@C~@t%&SQHn%80pO=Pf%mNh-C
zarouqg;&te)_holKrfX1UCk~9gX2~nD}G@aFo)3F7i4Y=-4cL_7U0^yL~qL++A^Y3
zi6y_?2MZa@r$t}|xRt#Ll)$)2vqZh!Q)5k#ReeOdAI-ObYJ+i!-j3v2NS0BN!0lfR
z#6YHg*0Vt)cswEp30Hz^SxhGg0y%!a3}aCVh*RWy_gRyWxQLKl-UBR?4-i!fbRXru
zWlWEYnkv1O;4(L_f%0n)0a4{oPvr!%7t4a^GLOyK;+q!6i;%?fiv^j*#HNu<Gm9sN
z#Gr)1a%29&L`0?x;umU7y^skI7GG!~2Euq@yamd$9V#tFo+Lp&hS$L90_&!WiEFwx
z7ogI8#PuQCKA*UW!Hdkd5XU|>%Y|zT^Dp#F4ZUzDTr!rbQ&}L$Kvh2zx`&Rlu%>B8
zQliWX<fq`r)LcNo#5k5`bp!-1ID#1lMTFM`8Ux6;bjoOhzt)a{Fg*_P{x-`KD9u{*
zb2e7o2OBCg%oK&tK(a`IwpY4u0Ko!nr$EHx_BN2#65NZ<nrr8UYNU~Z`zCvMAF|?f
z3nTj8kZCh74Yb}-rQOa6*fr&Id2tsM^OtiY2Axvc7&MO2I^jMPrbG%c?r(|hD@Zg*
zu-LN8!EViC3IUg~ZK9O44CCG;s}n)JY?SK1RN9FmX0a2zCy60lA5WpCc^kPUBcluz
zb96~$fsHn$7jxY0ldx<ZWlfIADmZF1JX}0(Pl#KdqecUxW+n+HX9i798c-6(5XC4w
z4MvmcIB~-EJ0K{7L)u83NWbpMv|&Pm!$vIPgYe%e2qcu62#1L;^=9KFWR64+bD`du
zwuJEXunN!1XQb!UxIF=X`ZJ9D5j&HK!!z^#qsHWkvnfNRf~PuvTQ_FT8d_3#mS`|}
zv}lZg;eD8Bkj|g9wMamICVMldkJ-tf-=q{%VdgKDhWs9;=iVq?Ia({_FtVd%UMfD(
zS#qL&Aw4cqUIdz@3Y|=;VaabLJh41K6%sjcV?9tRo~Zr~_W6EZn?66vfq1Q0HRFt)
zCTWJx0C8Mp;&|>=?PxwEdy{YrC4Ve+2(t=ZvdZK94dNbSX2JA9jl_6GH;!lHT#}tH
zG<4(G<d`>V8JeJ$W(}tTKIYIR!!k1bE<Tt5(;;n4@!UZY1M~L<TUZP~2cp*IFp(}x
zmoa8N!3g|sX1=p(V|kzZN!jx^WL9QBCp?{1HukbuU>`k&f8rO|SGvDb6tH~UdJ$c%
zZZuDC+luq=!1M*1`1>|i2Vzn(&cydF?(xmg`*A@<>P;sNUR~d)WxSNM_P40~lET+-
z2?%+D)4KtBQ4+jV4Qc&#+%p+Agp(k@ZQ4qpsP@i~+M_JK*-e1T0ehQ{m>Lms(?%LM
z5QFwMQOn1V&)T-)*)YbPkd>dcCygi%uzy$1<ZUB85#=DhJED=#q>S-M7{@=H{7qpZ
zo7Pg}K8$oHK$E$&HZ~gJ{Xu^)P8B<&jgCY(Fm7i)I5d@+7##_7;M@-uGU}8$Hl7S|
z*M28^W-^x^8&8CITGkITr_Rjl<Kt?CHwe9B%s59iI1uw(`rk69P94`KCX$>gcJ$2b
ziOj^rNYr0J)2(tomD1t?KlMvDibvr|l76o^bPOvqMv6bk9o&06R<X1&zXYZL7cUkv
z{)6Ig>(W9YA@ED!rb4=QqBt4x8>wDuoH;Y4`S`%6%deEHGedrl(<kBO;<?iy-b#~Y
z*-kB<2>Qdff{je=sQ->Y_gp%AO84_8yQHBnoH{+@5pzQChM&uq7yM|zda$8e^LdMV
zPEPyz%z~BS&>=k4IA&!0CgssDfE>^*Z&Y|3Th{Z2{j9;aW#o9J`wuZGXEJT`V&Ixn
z`;4BMw0Wg##7Tnbo%b+F32kra1yCbJ4wyMVga|$Cq6OSy=RJ7Tum;+J+{)2i1AR{+
zOV6pe3z#Sf0$4nIU$F&eL}{PRi&ctY6$Q9L1n!9yy+rq%@FeC1?<ZMf;itd<Qy7#^
z{au0G(e4z+T=W!2Nv${F7Rm+sWJn>um!sAHj!K^odC)C-lhRGe?<0Pe&?VIeTKy;0
z^S#?fByPK!7qPCRnwR$$_$ro>zW*akb<6GqPn^i6Cni$k!(NYp-<4;|Q$W8H<0HKA
zyKI*%ZEPI=@xt$6^T_1H=-Bw^gg4_UiD<Kv6JulJW8;T?P6ES)$??(ALxAk}6ROS5
zni%o%h!eJ%!WpU`O<X8g8XQQ)_>2?vGCQF0NZ<GKOO<IIu50)(U9)o5*2l**(~mc%
zkDkftsd3Hp<B9r_Q?qzLPx|phd*NtWn=sPDhw;ShiD@mRWx|IM$IOv=15At1AsAS<
zPh0T4BK{1p{ZGz<iisVrp&N6jG8r@B$34NWw`*B5pZObU%##=9&3wwA0S7XRC-YN>
zK>PJZ`OMKw>{;9syp*%2GJgNpC*g)&J(1z((+`4IGu31H`9mOX!#I2F$Z3BwGk#Ss
zFXT$zXwslZOS2|9!dz^)wW-;(`39dEzN%-+M#hidoCTgcYM9*SAw#8w4D&xDS2b<U
z%6mpFT4*zQN44owWVP%O+gmN6lh4#sljSKN+KEs~<EZ6l035vtuKKiZ*herDlh1Rp
z;gCy)HaWxd@Tz)MGYZ~$Nqvu=)U|0pPv$JW{XZyND0IPXAukn#jaL*WRsijU!Axm`
z1pb9L`RSLu$fU}mME5D{l!PTKz)8V)0I027B1U{1up$$PP(kESjd&UjOL&KrlY-Z=
z04wAN{BE_N4eu0qg?w;56e7$}jPaPZrKgv!D9%66?MxLjDPW87iLq}p-}#+P!A#-r
z@iA`en0Yfbjt9oMHI&a~Qou(Oz<=J1tPKZ7;lPA9W6GFvsF`a22m2j+Dy`w%)CA8^
zI#<ki2mIBZJ7yWM_C#uwuU0=Z4csuE(nkE|F6VQ)1`~9CN3A)hXn=Ym+1!p@n+JV4
zp{GsmCY$GvnJI+6<@j>O@zYtfLNXR#PS2iLz<rX8<{NYA{E5kwW~4QLhL%~F!2`y#
zq^aCdJ!NDJe+KxICoEVrb2vjY7G{Ahrw(Um#?0}wo}TpY0}j|{L9FS2V}^MqpGouk
zpr3xdaiWwl{6NXw(5nk4O@m({p*=QAi<WaOiweoC+G&fst~Z0P8mF@czmBjTER}Pl
zl%-^@q0P=189uFBepSoQ`^yQRzO_7cG?U?keK&e3ePY^v*5+6{na%Nb;ZKax@qAmI
zxs;llo$|9mz|l$B3znZ!`X2bp>Ely=3_(R*Q7-aa5r;enJXGfD^gO2fX_*rDmLEqy
zk9sA?M-jH}76lpyn$7V__g<?Q;a*&68%1epinm!2SbDZnr1w;e=S&$IZZTo683vn|
z9q_eJP&}1Yb!_D6o(u{lo&zuF@v_&f;;3n~S;=K83<pQiWSfwyz$i+VrDD@r+6yr}
zf&>2867E2-^UhAuk8;W{u*KiCG|(9nng(3MRQs9*<U0mFVDW9B^b`(wj(*G5a3BS`
z_J>&wXdVnGZQOg9RvyO2StSkgh(qRfPIx?^>l55tIG0IHumdUYRjt*gQ>pP38P4x4
z6@Ud&7!C6-^uxsk1EJK0k>)um<x}a@1iGfC-_5UTp~f)`i_fr~8JM9PX@7=!>Qsgu
z;K1;fo;!&qAC|BO2fy_HS9LAVaU6AcdRMab^mygWtEcxdyR$PZt)<o4vaGj8uNcRv
z*uhCCxu7=1jrg!o6bIs1J0iG>6R*NNPZU)FQ4k#n2g;9(o#eogB1LZ8_zNhCq7+5^
zzMh^n=;HNGPtRk&{`L2D|N3j!hJ`&Zwmd4Oy#b{YHtA#ZvpQzTDs7HCx-2JHFso3U
zt2oIiWR8e-(}_;Y<$jZM+`+c#m~O2td-OiiWj5^2pF1n`R9vCt&b2ShwOvO&Iy)w5
zw3G~`xijVEk~Z9cv%v!WvT9$U2P3<DE)YWPL!{}gRv6u_V~0N{Y<MCyy*PkZgX2`2
zUQyAqlOJ|?>0+gv(z1Lq+PYlU9tP~u=<)^MOD#$Bd*iLfbbPj++tAj_b4|4kke1)2
zIMKeKYI-Eo3;ed)4JH}gMU1GcqYtL^<oXo5D<mP(#$ZqHxdKMOgF!z2E`<0XmgQrM
zXE`%AxL?u#$)r!Fkcn(=bc*_e9NQTjPIpMmVUK!JCE68u1;dtpr=|ZPO}SnVuq5j=
zwE+_H<wkB}0EWJ7^*Of5hCfN~sqam%M}<aaN}rsDCFB6~%~}7@F%1Kt;HCn<1xAH2
zMN4gSL;Zkd!D+`*+ay}1Y059mehKg;dhx16hx#8AU^*xoreWhPS!&Bi&om7SUpQ)i
z$U1#NI8HW$&Uw(i=v<?F3B41R-W;q5d=m7RK9RTV$$bQa+WZuB=2!gA+#EMe>TP?|
ztG;DOH21vuSt5^|Vn)yPr|Ft#p*=2Y4coMn+W`@yVp9<5bH%^Xr>55**69n!RnJ6k
zpf*dT9j<N^1C9$NgQ`Ekk9EnX-jS=Pg4AiX&}7vs!q8K=Lj9Q9Nm7nQmDg)T2fAXO
zemE!P%Is+LR(M&^nW;)RUg%U-OM)w^{psmj#Wf0p=~0<meAzF$=|ytd)mFP2-457W
z%dKV|M1N)Ug?g*x{xq#jBgs)(E(ujxq~GFv#V@Co<sXaI%<Ko4_{ZF<cd?n?QNd-o
zYus&2rOJe^i7AazO;wU;?89|M{&U)@9yi0>>RCM*4`D1%n0il^!*<$QiS)=`L9R=B
zG)Bji4k(C+($lvp#M+*o{JzelqxEE-<q7O{Vn;LVB-S+-ivq!|-ec*dVJojLJqVBD
z2_J^?JG#;x`2<Eq0sQ2nfyw;l>(U?l5o1qtLw`%vN^BwBMm@^f%Zz399U3GO5IkL_
zH+s+r6z+(s{RYQu<l<Yer4L{{0spH6bQY8Y{h3O~nD~N(4fP6XQR|6zoiJpjQLk#7
z62A3ca}#G$^mkNmQ8ei)jva}h;K52QA9g1#`p$_4!o#*LTM0#pf6IEh3mol;L|t#g
zBTYo53PEqZMHG)d>OpUIwL~I_3Ix|HGa)s_NrFNsEDB908h5L{jYo3(!ilim6x8k=
zo(Tain!b&P%j5|4=(CPN&-P48c#DE=*-lGfT&%QGvtvDkyV6|S;o2qHaqvb&E#6MY
z7?HBeE1R|CYQUC7YkoQ!2v~3A=F}3seC4EcGTNy{Wg*nAknX<MTB>OcnO7keYJ#VF
zAa{3&y0+B*-D%HOxDpr1nVU{MstF}7?hJQ$ajQ{M%fRlAZ@V+I6{Qu9AO}iQN-MCp
zzW53f9Lwp^!Conw<SMw2g&vPLkoJgSR@hYQL9XZNaf@X80|;zF?kvmG@v-{An#_ZN
z<$H8vlD!SU2YQ@455IR!Zwzcs3{2$Z9mHp0_TDE}$P3D^eIL^tdD$+e*hv}b54rru
z*)*E8de^fBWh5)SkTHWAL^#2dKk6|H-a$Z?U5b-RlDzVJN3fSxYqnz7Y2+qKqo_Xt
z-vo=1b9Z{jA&O$AMR5dOL39Jv6Ex8-%#=P(5Y$?R{q(kf2&m%ER#)gzM`BQakZc6+
zVCkv}mZY>p&oild!;0Sv4x3ap8js_s^A;Qf$0&?=8x^@4(yG4`%~~d4X{(u>ZnI4o
zG~qQMs#Ov&CY;=<S0-)+b2hg|G>j;l{U1qvDGrxfMaP0`G3Ep6+=}M#(QURloe=)m
z<^HO$sk2Mp8&FNu+=+LoR(fxjFGV9r?sNInrjT@rSGH=L$3r+SmS#m{6HfI`YoX){
zCBWdm<b;bgAu>ybv5psouA7l<?KQE}D!S?@VUlkwRi3E|aH;l|mz{k~fUZz&3Nv@z
zD{jqKnFa-+5hULY83N?riPw&>?QzAo*=J*HFx&UAz~4dw*hm1!c8c4I^6ZW2(b-19
zT>(+Sfz$V8@jUSwq;AG}7{8~5rDZz>cP#lRg!!l?$DHC{_6^%vV?rP`Lkn}5BOzkH
zIY^PM4$EFR6|4+k-G^D1E(iYU`#C8B)>*ow>0@2_weP>2JwW`49@iUH%i15r2F4Wn
zPHyVSR|C(mu;W24=n;4^dz7rvM`9i>(kmMIn0ly)dOB|xJ+k=;lf5?K7b8rBP1S1~
z_(sB4kpR<B|5YVC)5v*5o8*d=nE3}B5S1<AC+QhwQ&vd0Ra9saLOlL*<6xemy=9O}
z&ZyAy9>JKJqos=W7McWp(~8d#feDHvB&;}3*eunFE?BV-ST{+D5ZC!R5pz-#E;nsF
zigAePIzqh5jkI$EJzwyNRWLB>ix;>fA|K{{VN@cDR0z5V!Xb|;;V-D@;=D`TCEe6d
zQkALgQal_;r<=<5B(Wv68$sl@mM_M?MT93}wB~8!lW#cFF9ohpoa1<;Q`<f7W}G8w
z+!8Ogg~)b9)H=L9E3%_|L$~PZit1?Y_)M86^Ki7dPWP(_JzE}TJ6qXiovGuxBH-~j
z+Zs_vVEv+vV39w2GOF-N?3>twHU^6(xy8V7Nlz-N<YNIAM%>esM4S+?U>^(yv~zMz
zQJh1BRj51pk_`Eek+q-^dSk3~3JZclZt{8~4`>s~-p@%Pxt9L3K0zeA{(rvfr(c!$
zR<`Sk!$qW5BO@p{8{Z`9yAzZtke>HUXZ5Kbw}XyJKPkzn2KZD$F-uZbiZ)XL+uNYV
z6ORQ4GH6nmqOh1#xTY{oq0lhYiy~$=SWz#kXG+)`@U#022`K7iRV^dIFmb&{%o%Z>
zUeN*Fh=bZqBZYTw#^l6YFhg><L23|u+cDA#dYisOO4dOu3_|D!2fJgqUX_qcWHRiQ
zW{6&KO(y~^W_{Ooh}c@PDH16NDgIj2nG@!`wUWfPsuz<64GP&6;Fn*TCpPR!N4w^x
z=V(5nH}|)u9eQ8j-Ni+U-@;2Pmez*N?W*lHRU5}j&+5*!Q}UH=I~wm?S>nP|@9JoD
zcj<G&t*WET!=3Pj5-(*tfNHzqa)rB@<~!5jwK7){A%9Gw?^2LE87n*5Iw{Q7v-pXv
z1*Gq0Hb^p}M@x<TT>|ECz#hM;Cu5D&3O#evNS)ACacP7;m|2Fv<x^0rO{Yy($1sw3
zhS)NaiHQy!jj?<AbkbH7_&(O_jRv{ZQ5jF87W=lQ|4HQs!3SNrvaknb*r2OQqa3@(
z^8I06w$Id&!S{*ThdxVg=$f=i$AE2mEklqLRl`qvxR-Ov3q9W-zl9dAiXyyyb9MGv
zx$Go`aNvC%|Ls|@7v)@IL62Y#S`96SCLn$ILeFsGeA$ie`4c8~u$PwSM8wY^>;sAv
zM}k8cd~L&c&N#|RI@r_82E1%6&}l&IR~WnmhcJxv#t#Ku8a&9%<_+p5F#uvvj-kly
zWm2KG$s@Yf^Cd?R&S7uf3JB+>lhlH4F)UH^jb|D?f11vvF6cW!x3pAtEzpXtd$~#R
zoOJs4rq^7@q=0_RDop!pw|2$j7+MN@rOj!I=Qf_%U0xAH(4%koM8x@pojTo1@h|;(
zf%^6Z+YV>{$0THRjRf^}f98Pm>1#Eowb7^Q6vkf)9e*|RR5;a{Z*Xx@joaTDy6M$j
zx7z=?Tf7|W4c6nj<^*ir#q82>P;lehgzTY!7zq1dNMB5ob&)y-mI~$&Aand}rT~E!
zuz4ec)DdIfI+H=_Q3X6AOCV<Kqw(xWG7940x$b_4x`VL*7Uppqi$byBPMQJ~vP-W{
zut6`Mx$LZgx}4)r|Di|oenC6|zoEbkGxNdoaxKM4x$J5bZN+{}VfO|4kmTsYHR3e}
z`%u>xbLm_naS4wi`haXPpO)DNx_Tn7Sj3v5Q-LRnaZcA>3J{qw9^r6y7J{>jaYKv<
zHVRHG=iSP7%$gq2Q81#QYuN-e7dGY?fJYB&8Fx~oKAyP=I;=2v2)=+&Z75Vy1Hr&P
z)gAtbyEbC4X{5^;y0$I2;Y2K~RtVxf+sLF{w@p~2$eIhgJ1ziC+^V+};*%Y32R)y9
zXM8LNhhnw~U=y)eWzrsm`%#g41IJ0u)PE$l1C9Y2E4?CdU}6on8Ql*EaLuhU-I{H`
znOWx5t~MRRw4J_XUis=WhGcl(R8MSfl`W^{s}e+VFI;KbmH9<gf@qv~ZPD?sT+K?*
zYg^nFl`EfDV(sX6uPh3;t&X$3QypIr4|-<M1i_pMy=a&O#8?yND#Oh#9A`Ptq9Bse
zqZb?O=?1ZdFvkkWT!cSO*@<TB>>*5DCfP%ZQd1#ICfJj){0~^FR5ikMKV}m5&=eXA
z;^DX)!g%m5y!$hczYFZ6epJ;MWBqgQjO%e}3UfrH-q>SUf{q8+Q%1{Avi+~gWFBPv
z5QsIS%;Nzf+B#ArzAogVQeHscFU}zui8u;-|33EEP?y#6?A}0j*(2mtW|uuV_bO~o
zh3r|3)cE|rP)h>@6aWAK2ms-0*ILMvp?+qe007_c000L7001yAF)uJLFx0(&lpNVr
zCiq@tWR;?R<crAq8TqraDl#%tQY%#rb~{^ARirxGAY*q)HsB);?s7pfgA6z=%&sk~
zrHE8lvj{wNBrL;<VJwm^)95fbtzkH<+-g;nob5SUcF}0&%-Pes!!qI|yOVRy(A4a*
zP_(4l@4kp?aKm4-v**l~8<dgpBI3n+-}~-&@4N4%!V3yx2N+{2`=dW&Y!;t}eu%NB
zzlX6Ym9sqKY(Bos^6E017Y^Io+q-$6t19Q3s;Metidt|vSGlTd4tr`<RW-)0utJwp
z5seBhvBG`EIA<!#;19>!cnTfkw5BDPP*|?ZaTmI!rk!AOipS5>NmbLu{%Ls<U*L4i
zV?RWvbxoINuj34-d*Nh(2MQ{BF!q?QXsXUyY`&|?bDGL^JX~?`HXb`D0(Nv&Rxw};
z$|a7AO3LxrDm|92DyXUx6P{Ye`_bEKo@%YCRBcZ^$O9&rTBdvH0kilOPWP-BXb9o4
zqO5NCx5wudFV3$pvBc)l5GuWhuA`mmY+*~KM$z%d*h$%HsHaZvh34L3jE<tig(P!1
z?p<=ZCNBx%MXvCsNw3DXnYGI49a*g0#0QhQqv)!PzBB{Ho_~AsiCR_p6Si<)KkHLl
zqD$mcU+w9gf{D(=6<vMM+jSf?f#tA;?lr^jT)lV8Id_(h9`pun-?`elx=Tm8)2a1q
zzCWnZ(dOC4V1NU^kE821YK;zV&KeH0geQQSuZtj7o#4-*8Po!IM)}Jc8oZd~tr5Y7
zZNAK^=&Ui@WrPE?&RB`xoy==^;d#dQ#)LCv@w*Am6C&UX1;+0%bYMwojpNwHt)9A%
zPLl0M5L9>p%|L(&5@k+3?kM)E#E-|zd3^KKgc^(sPq7HI8fS^JOP6zMxP$ykQh1}*
zgtj+9wTvyt1&i4#6V$meZ-V-P2P*D5ZeJ&K;2yf>#jFBjmnLzEtz0q)P=@-Zk=Gq=
z^CfkKx|(sz;J4#>lj#SW=qL1)%jWr(-b6p)5UsbxP!Ga{E-}(Yf14IARq2S{#q_w{
z1vq38U3J56HSa*lwWz}Z)wo@_xBf)UbEX&FR-<5{im27~wcXvf&)_q6xYacWoz`Yy
zaou@HJ$SZVt2w*%wvOJly8S_|-+ACa=-{FAU7vLtwSK={>xa0kbkN)A{Tgt&wXuf2
z?)d0_DjRz|DuO(E{NMAs$ZJfs3!HCH3zoHMwBQBp*hx(Un$7PL1j+@@PNamBu(>-%
z<B@AYd;vvQsWa$~%9FHkcnRZiTjX_5FY=c#>KvoQ-_7K8mMa<B6B@ncq^58Yj1&u+
z79<4I(ddjf#>8U|LSg)6DpXXSpc2d|u~wP4IDb_V2;WNbmlbggpA;6u#g1k3J%u2N
zuETLKS>{`F!V!cL!j+B}Qvzyr!zKb$byW|>ZRJe`Rm|aC7OJ}L3ENQj5)D%~&5tX1
zP`ZiN({&Tb=&IC#mWiV;v8<{vmrm%K8CVtu0j|JDiR>e*C~49Q<9kAh&L-^N0Fw~Z
z(Ul+PxU*@jUz%8<=Bu$xOkrPb_?9L~norOxrn;7;`xw`{szxO`Os$=Bv_;d2N}Ox>
z{(AkP?rcOQc&FcI*9J_#8I@RPwOY-uV3<cGwtKh+!06Ya5)GdbG{6f{iJspBSb&Z}
zSc1PR(8l5!mWnHkA7eO(M`z^0{}0X-xT>UtHv$CD2yeWsctSYCC21#M;%M}5Rr6Ya
z0$vH1@iFS59E?LHuLi>A4gnn?y2R#qU~--V*_1f3%WR2zqdd+cTsAcVmKrD}ej>q7
za&b{2lpl-nw-P)wjmo2O!NyC<WhR`ba2JKQn0P~$BdiiygCuH_;627y<Rz<Qo5=<$
zo+20rLF#g71bO1Dq`EaP0vfk!D~m5Gc+NrYfydZTN!<ePju*KnRtc>7C1sB96=QqM
zFvIFJac|QM5v~Ho^rzE{E*CMVF_4R|p_Q!g#2LCIyGrGBGHrx!jDnzGuafaYQ&wX2
zMOfM**#%8<tnK<vXd;H~=GBc07QIQS+p`8>Hhs}F-{tu~k;cdGwaymK7>#~}&9j64
z;HIxTJuAXy9i-;72W+hom1r~Iw(k?3!xC$2Flv2#w~ueX0(|>5`d?VWU+)db^7(#*
zlsAU|OTy}Z;u*ol%F13IOlbnw(r)T3QRKlWUGuNxHOk{ENVa6~<3y~LCJ7N(nZrdA
zAUd&MDaju*X$>FYj`Jn%EP+xz-CiO25ge!(T5AmUyELW3j(<U+htI3pT?n|5B1eyJ
z<l~=^&!Rd|r#lmXr+1XhFkj|XKzjkuh9PDaD&j(gu^fP_os0=*3<gIPLAAt}m#P|f
zvUWk`mkx^{4#S{Bw<RhHB!DA|T_{5$U;J-Zp<X3RALNP?d^tx0<Es#CKqwXY#i%-(
zNz@I3US_K4=m)!utUF;{zr`{{=OpcLL#6<`^cf8jv*X*)hr>khuo?Jf(r)SyA1aVu
za_cut$Y$b?-*DD8Z&+M+bn_P_yTbyv8pgU~6bc_=Y25yo2hd*DS%0@N$-)ADyVkMV
zYrDO$z;6s1wOW606+n$jbcm{Jy;`jum00TlxHbBVN>tWD?(WyZ67H@~hTeB{JLZfD
zHd4ly>Mu~?G<3c62mTN4E{PyhRxU4t@;+!Ayq*!khbqu`cvG80&76Ejd`L|bu$);~
zM`o)}<{+$#2EQ~WJm|AWY2iIpR^H4*E7}E3zmyQ(T#3v)i5BQ3U3gV=d<$#^v;Wd*
z;hl!{pX2pd{1+72Atb?I4ugbkX!U{!Cd!aLAdZr9ViMX7&^uDqROjO$U+PjQ_wNv1
zuEgCWzxz?~7d$nD>eVMj@X=DtiIW_0iOA4{-Vvy{OTe$NRTmU3O0Ee#hMr~#%LQ=g
z018i8t_tU9iSJeUb9`ums%16-TNDh097M3(rUwN<qz*gb85ZZ?DT1fVJP<_MALJ%#
z;d1g3fQVsxzNfc7Oj!R-=JXbE325^lQtQuNZ?WxjXUu-#;WJ@hwrguwE8FLG-|OvK
zyY2VXo!<I`eLMgTu;%^udK+*+Pp`vzM<t-)(D{RQyDv+mu1iIatH5<xMPZweefR@j
z21$v5?k*ePD->!xD@#bN{|?&wCwNfdd_?hMMDR(zP1XV9aRmKcQi4Mwm@X;as9=*Y
zc#MBDA)e)Q1MUJfMui_2f*pXw&hnm6d}$@PlLUAUS7LV|&ql4-<71)3Be(Rh0_z#x
zLAf+RjDllcXUb`L=@hkYSVKeI1~nu~^CW@60izao+4quq(?eV*c^#l+6_?yJ@Yok+
z+em+pSNIk913(~yKai*tIJ7$~nw?bdED@-FiiSV_lZq^}0yC#Gy$rJo$^HTWGEID`
z1Vuuz!5@L<bl~L(Dk{FniFcH}BX~?nd1+X%HN5^14S+-Z%B%>!*Gii8Y4Vla%?lQJ
zeN3_cA*-=|?}Eu5N}5P@YrSiZPilPMJOKr4{aU;CU|;0*oqoTz)`FDZH(+fDI1+J@
znQRV7``3t&8a1+OHBYa&17A9Ozb6fZ+iRfT{Tj5)>y^fUfkzsh&i6@VLW}$a+HY^K
zi|Pvx#Na#&E-mpp)BNs;`19E8Fq+eYf@e!;i!>=GcnHdmQv-76b7U@>Ogh}C0vQ2y
zY54o-?Pj@qlnjkah5!W|y(paOQ~Y+GD?<D^lQ(8VU?IH%TR_SN2I~lH*rx!plj!Um
z4MUE;)`AJN?t<_NWzLf#I0Al9`Q7yJzn0C&?*N74b}WdYn@b8h*|R`Hj|#vhL<;F1
zm_uGlYEVpGte9jcUKGyLHoOeMj+UVDgtG$gTO%c8;!fPl^X<I&U1{MA^~8bzCGcfP
zH4zy&{_f{jN!x2-uPB#?grmT-2|!5)@UQb<OV+CYJ>gB;U%dd*F)ecKC&GU3Z$ijC
zG}j*%qF$}EtV-=HJ6jv<OPhY9ceAx~^TB#p!o@J}`)e2&_E({I01DQ2`jNFoUxO#8
zf4e@J11O@Je<8f{fP8+KjX@}y(${M~D4;gzbe@%>^M@;g1~k%JO`M!-(m|)Q%*Z1m
zf>>gOSfG*CAmi~TidPlE_mud_5%5Dfb{E#U1URVZ00;8f0S)|pkTjzq;;0Kr?&SoV
zg;hB~xA544q29)s+(Et#B*n`lqJtNT%A+;X8?ogC4OivO1nFAddP)SzQhX1+ld||y
zjBF1iL0u6+0!>T*fTFm7K#A2qE`p<Yj^&c-v>3Y*E5sfj!Xs^iZ5@Y;TQV4XQLw4f
z0^@s632y<;KU6y5cZzQ>iOamegC)E|)udR;{YV|acF3qp>;%=+HuT$z!gES4g@o`I
z%-j5pX?}7_JYj|N3|PZRc=^M)s|8CnC7hw+gckfaq)H@}d6T94AS%moq+3aWkFMWi
zeZyG1Q0U7T&f1#4#u{~hjgD%pS6RQg(^_ArBgbj?{XuKcmL=QxlQ7t!BkAt<Yk-El
zuGX%R0f8965&9o6sMQ(`I%@cX4t>Kq6#HR5xBw0x4s5s6A(O%GLSxl{1N^ZL1=si+
z(hEGn<|GdOsp5S^u;(z`)4T<5DJC78;922)e<`*HJ@F$LLIT>6v?PN%$YQ|GlKi`5
zlVz9siF+q7#y?x)x3#?PVECR;WVdfa2jpPGU&25iEAcn;#6#~Y(vf;er~e;%E))>t
z-ii$II7dJL;OM<1fx_S?(vTD|8XDn`+u$6*Kq0X7t-5%Z%X=+ze#MCH1x6#u01*S9
z2OJ{Uks~|+))S?!i~x{rFi&tePkHW0S}U0PMmBQL_#?)*MHG*iG+hJ4V;Sb-f?&^p
zH*^S}$U{`1a=alT2oS~;9%rvYDCpLk@VNG3uV~gfvliDM?#BSm_{K*4M!~5^G_kSK
zU%zH;I&0VVJ^Y&wdTYIbzPlEc*y$5Dv>N?(RKjTkHSJ#Cal#Tto1=kO(Rcdy0U`e2
z6OpF`c#xk2!4Mf5a72SJ(+Th74(PM*Z{>@xvIcz~G``4kQi;^S8o&+fgjyvzV0x8x
zUS^i^XiR#$$3p`7ZHT&HxTL_AvV*0VH!QpZ7`4OvxiRrUmE@Gc-$W0541IZf{1gS;
zK1p|+o=~Y{%p!k-^9B>2XVV&4d7bxGv>91Kx%?^NX+RbA!G3`!M|o>xzkrv^tDauw
zk6m;+U<U%pLCd`Wqa6cFkhhzJnaS}hTzsC>^@?{~(mH>VfCV_npFlbTZ5)#2Gj?nn
zjHW<o<GN}|*(US?dM~Z!HD?uaR8!$`(+F75^wx?9>Q+HFTY^dzG*i0pM3p3Z`I9;R
z+>dCVq;WKjj-j}k#y=36$YTn|i-&>p#s*i5!=c%xr?QgWB^_<~FfPs)q^W<MoUR7D
zaO2$Olq}fQ^fQ}nz-ZGCy~Wpi{d>;Uo0}EgiAwaYSug<BgWi4#s0&cbgIa&T#HK?S
zY5+=M31cS^-%Vwv>HG{a5t$$uo)0qW#NYIZc?evCs6?&plOGOpiAvPk_&o5zH(`k;
zo$NH6<x-(B2=dhq^Mqv#9EMLVy=Z{PR&c)Y7qS9M09a+;gVlLp3=ZZ;xH=l2phir^
z7+7ee#7{syrU42J+0lc_$+TpH7Pb9B;f)<61f9%?-{bP8)EUV#*kegRta0|^{P~f1
z=t06)l?FXfq{Q%!5H;`<KOlm$WkY@RG+3ytJWj%j*>Iv!=o2M0lL(%*`JGr*Cqx*a
zMBE=vHeaNFmCJDv82I`z!0}H=(a_*X*fFL+e<t8=;bFlF9H%PZP{cDT)iG&aN($$P
z?bs4rn}j`K-XTw?2r_#7+hpuqi(C~|C#eVcsVdV{&O<%sn(+7Gtq{?}d~t2v43_LJ
zN-f^nc~~$uLbdohq}qmmtv=XQqwY5^Y^%GC^=rGG2q2E%>eSj+$8XCL=Jhqd-F7<t
zw)3HoJ7AIk79b>&vCYjLf{;{E`YL>#{=Ph+kAxI|Kc+*dAs1y3@sR8H@p%A7vA^o~
zVXGQ&ayt=e4Qgbg8n99kX${Dlb?E=12g5-EHIX{@=~Jh{42oP6NBrJ@De)Vx%HJ9f
z&!iO&X?3bZ|3FbGe2ij^akw)<*@6p1;lDULLq?Axhyg3b?obhE+C5ksr4)mM<rUy(
zeU@Bb7&+M1BV}dzst5?ub*_$yFT}`4QkEf?l?o4@A{tX*6$rzmg&mtOzg#8mDkoK^
z3CVnjJbivK&aX_W|B}Fz=I>_s-K2;D4-|3Ys_s>7#_kzBzNmg&zKx;neO-9)>fO)N
z@G<n(mAuO0#Z?G$U~{pYG+RgL@kxu(pe&=d`GYR}W{S7M`+`}8gCJ~RR|7GcUK)T^
zHQnFn`47*1Ly>;2#`Rmw+8FHKjQm{PGOqR7s?P?Y7rE)5(g$sa0gzD%|0<5#^j}n>
z*Cv2MUqvO7pt$8)zkQtL!L>h03<rvn^OxB!%8}p(qHtOUFCn)=!i!)GNj{LFn7r*u
z+G`A+EEQb_oI`E9%-*7p9o8VI{$<#RC`ZtxmUi?iX*GM5$~VZ<x;PHNsQ*&dEkaM&
z_Thn={Qvrl!SSvt{MncX(L7dC90B>ZTqIW;z=^#%N=zH)RaLsvaLij@7D2}5$NsTo
zP9o4nkl!|lc?_=CuhHxbZ~dGIezeSwSA};(2F>G4{3Vw)adh6w?AOFS$?JT-jx0uZ
zbQx?Ulo{?e!SA3>G4Ol`|4@*DzrxjI2vi3z@!Wfteg{AK)c#H1#Q->R(9pi=2=-#J
z32O~k6}r&?eNxENd{+uOLnlc(3C&N_Gbk|xH=u>rnZ{Qd5vfMqY!aja>Zj!-kZZ~*
z1I;^7G)%6bscz%GPLj<3Yrrzs{6*bdJVSA(49qyQ&iBr5u(P3td`;CBH?K7;>w#}j
zT{Es(*zwyt4d{UG=DNQ_{MvTH>4idTpyaE42L|)CHi#B30Bo_0)n^Q6E5Aa%;XY8I
z1N(9sc;C^iwH**JDE2+w2iKDVNsad?6i{w7TB0;j^YVhj7}q?JZ?HLg-uJ;5t<|DS
zmK@Fk2!KPC12kWdCbi)E9&whfyfjV<ecxbL;AipY6Y+l~qk(WE@;vx3bXE&yoism~
zZM4kaWi(yG*$P)~h-c&t4T?~EIiPPYud_q8p|&VAVH_lQu&l-RaOt6g{KOo%vBK}b
zO2X1AKu4nJ@@OiM9DLLxQRdr8{?_66FNU>nZwTiX%F6Am2%tYfH+WE)KgtO2#ga-h
z%e<(-3xyyoXnOE@nqr2x3G>Q1?6?cgqDTi*?Nx#T4}Ps|XqRn_nPi2(tmah=mV&Nr
zf#=kss}sYakg(@<GXVF(i0eA3I=IVUdXc|199euo4RT_R!jPPCjo1IM_`0q#W;HIX
zpSkf%p@qg57uxDhhwVldT6Z48tK3DWhBn;wH*XH41-845-P#VJr%##@TI?EGYl<L*
za&Ef219%Ze{8}hMn@$^F^u6CM-2hqu9}wFh)a5d6NnjZ?qOv|tcYLo}Zq@*y!N3tV
zw4F54D=@+XX`Q`g=;nOBK~3WOZ|23806F3&l!suHnxIa6rdfN~9EA-}DKelG^3lF7
zX7UXC&wqxfPQXp!{KrM`gJl5fDbD{9?~O)LD-pa}<yT}{N=a=U8~&x}e%~$FN6K=3
zg{4cBq7tM^>Q<Fz!#M;id|VDy>m|wxKLHtuqRXEXgvMZ5czH@(ks(YJj|DFZkFpTP
zMUaFMCdSL#u|0#rSIY4@;r&pFrsr4;r1JQt%!LW^(v`TA;8%W1{H{tBHMA`ub07AO
zP-YB&)Z}kXMb&LWC<0F2@<D}vORy=c3Dg40WTrKq$M7jDOC0_guu32Y@9CwazWu)o
z=MRfuH<h8b>?r9+#?Kf92KPY;v8VBeYdZYYR)jr^op%P#faUG(dFPrWFDLR>+*XYY
zZ$HS}ulLCU(@b<f^l_RFkrf!GJkfXby#HUx#y1A_S4HrLr5l5Ge;{>Y1Vy(-&MU0t
zTxpd)bXo~~@X0S-J{W_xug_U=N(x|>OVC6SceQA+JE98IL5L5wc)sDBww2px_4l~y
z-^IMDU<Yg^xQxaq#p-DR5yH1exq3=`M_js@TRFjAs3>FtQxy5&F<tv*S*fJDd_*|U
z+7z#FvM^9+VO{)A=$(3V(C&v~S9s*)D&Efv@1rGU@4px9qp*fg@w+T4tK0?+ErJ=*
zkq(#<9rNWfg=I|w*H)6ci!XhYzx7e=lU#a{$Lb<D1NZhRex(|@!<1-oSg@0@zT+RI
zq@y38$4<a3ft;U|4ATK?o+tB{t%90(g<>(z6^mc|IE8GF@`*9Dzxm|r;Ie9&D~j-7
z3eC%ERaL#YB29C@@_&#0FY=}Z)4cml;myh{5{~YLi*ltbyg#wKrpD9@#;tQq|Bq~H
zL}C8~Vz96V<Ec9-d98cK(Ql%AgR0%#xmp22c6Qp%Plkmn1PTg<MuodOq}m|!Ywf4Q
z673p^HJU96ORV_#A`q2kr%kj5>@*v|&H!#^$sP0uAf!PnXTyfUQy^c#UiN(!969Jx
z1Oz|=0u^^z{3)ME5Wx|x0Vky{i8C^dtn(tHMi+dqx;p6Kq9e>mP^SqIh`oQOJmONC
zQ|t$V=<Zp*olg8JQCd>jMu)&j41SDnkBiT;<T%YJ$<QJO7%7RWvi;+fC8Mwwg>7P&
zQZ(gY(2%A`0%*&S-fBQHt3rM%`(J^RXICjR&HR)?O`!94;fvm=#Oe<~8AX04Eu1-t
zBBnx=zw|H2kpNK~<x47AB4|2_v;PM`RbiAeH-Ffrhy++5=#ulONj{jOP7Si;Xei4^
z^04Ve4!g{q92^f+?`UOS)7)VZ<SoASBB?~ayvln+BC6F21<)N{0ajYiP>8*tt9R>p
zPBU%GCs!F6ymw@i@a4iP<%^kFCa)yH#LwJv8jZ76S)i+%XC5|MExpx?iZpw5*vNkH
zLaE!MfJUF<U`<)LIcV?f)O<Eq>N-B;PYnR+e=59ep$|_pUwewlS8q0aa!{FGc54nz
zwhg?MqTA?GWMjbGlF>g2X_13qcR?cF3;3{1+B6<i#jkR@p;4&$#~rkVP5dNnAGezn
zjvtU$N^uPl6e2q(j&Q<FXp9mWd3|K2LPY()Kf@A&Y2_xP98gaAD;H&w7i_}}ANr7Z
zCj>54YQ%;q)6lsULpup7G>Zyej;zUJ0O5EdO^`Q~;HdBpm0&Tsk_CY2@;HUWMy)Am
zvcwO{$Hv^GU?*&fxk2?S&T%>QdU2leEdMmD<yMueBC2JR(k$WsB}>qE4+!u4k}87v
za*V?LKUS8RFT9vEDU&B|Pg?9L=za@CMqC5?>ShJJ%q}2H@(c?7bBg3Hs4o=wm<=W*
z^PGT?2g|eHDFMiiAm3rZG`EgoKv{~nBAi(=t7sn#IGrgnJ@0D-e)?l-Mv+arJWuIC
z+&RkV8DAq6=$tc{-w$7=t2;Le1GVL_PE?{%dvLWwvouav!nHc^G+B+TDL%B>wFdmn
z&xM7ZMy>5vh{B?_>38~VIF?6C-NvBZma{uP$`Wz-J5t)S)5R{UIfPL#)elNw8wxv`
zXV6<l1247(F+mRZTxGs9P>zcK5cL6>!eGS)W-qM>RL3Q)2STeui+Jbp(usc)-t2Z<
z1o3?n`CI(CC&JU9j)!44oUtN5$#`!}d`*#HdT9h`fSA(Jka~HN)sG~8mF|*^*Au{K
zlAheEir`tWT3yJn=%a%IMU~^|^lXVlHhE*7py{8JKPT9z#osu{uY4-;k0b`0<d$*W
zS%xJXtJ1s*#Vx>FUkhIgzQ%K3iJ+z2j!C|9-=L|#7@NzRfePAsstRB24I;F<oD;%D
zdDWSMF@AySKuLwpP<ffMyT%W~qnjYUA{j(z@Dg^?<ewIvVdLwk3YLBe>M&4>iq`~a
zW^BXS{t7-U;zRu_P<C*9zb3p9x&f!$>b+`li@|50)DlfQ^Nt#F8vM=0Lg9wr*{3~y
zz2Q4ouQ7EH(cU?BwZ+=CPJbsV;$9t)B=5jG>jE6kde3U_^Imrch|w(~!~N1VplhA^
ztYAZP_uI7r)RVjBLx;gUX6<GV;3ExRDy;QeN5qpQ%cbdRGI}dzm*$aS?HEoE8m=zx
zR*Nn~7(my7?N*j$PHmxIbLuoZ*X&C-lRYg{37q%f^P6%4c1Gr#v5`^%EixhkxIuTb
zG@46F{SSomtL6AfA%0?rXjv(6jhPVAP$r}N`El_nMk6u7?=b#yRU87xp%BeRItIin
zVGBL@(g;V}Uyq8qACmzo&8g;f4_veaG4rW1=SQoW?&;`uR81-Jy-^X&QARR)S^O54
zH+FTI<)=9+=;O|P0V&|hfW4}F^Uzkyu(1_>qDpZsNP8Yv#3~P;x_p#hxwKzF#nZug
z-p7DGR@E3;@A?rEa)!D!Ej-&&@CJcXGOU+isE6^dyAV!MB)P)HA4T^(_UoXl@`8z>
zAwDDT9OLe*s~i@R&$Bp=N4q*Dk5h{O`aw2MCFI0``S6C*SbML`g<Hlwr=mN9{W3ml
zU90pP>jNh$Q@Gl=m>1qx>~6n5s8!fC2&&J7h25P&r*`wK1w(hf4VYcM+Ix#2R_MY9
zbwE)ynQA`KBaN9Yx)r}o=F~Z2H`n|cjNx+LK2K@MtkHqi++&3T8+c6u&_tg##U(a>
zo-szaeA7oGS%rSzg_okk2H&oVExkxnA}ym7iLT#Ds!EC9rzV=?&obd^#R6l`K7&#C
zNqe5DcmJF+$qHP(a+GqN;d@aR16Htlyh`~@F=7yJq{!bb!*zqR<|Ohu`zU<4lN>|g
zqB5r}83u<x&x|s!pCHG=Qh7^6Q+<ZM1Z8%*q-;T6y;?G~6FhISgsr%Tg+$m`I0N(|
zf91HiDCZ;zMle>o1K>C^!(O#lDBay-2l*2GyYDRVCu49<0Nky=l2Z`Q@+V}fU0dd`
z6m;|Plwdgklf%<FB4NSAEg9LF(B<@PQN=&4VYJr@l!r|bUkrel=RAWOP05*p34ME>
z(lKJr=P36cmH9M<J@{WTnUlXBPQv_mGMch}#%%0QHJ!P2ew)?K?+&6UM4`c~^~PGO
zvp<ofgKnG}G*>i{<ks4a+Tg0{%-Qaa&wQO#Jl%f1-D&vN?oF7&D84aZq|^Oct-n8s
z)#*EA>KcA{=Vk>a6Ot@fa(fM$FlacsZ8TcTuz5Lqb>KG!%yG&_jpZrDa8>Gm2vVaB
zwZ~xTCTku;w^+(vq1tJ*STXi^NG8OEQtEe=|2#1VmZ-v9Xg04y2@~ML5KMu~S!MW8
zbs0?s2QE_#3}6gq$P_N9Tsb;45vGo-%U`U*9OfxGo|2<vLOT%>FDJD<iX~YxOY5^y
ziW<M2s=`bE_cl$UQYz*#h`>B(=F(-EOLIqu4jY=3H|Lk;$?FSe>0AmCXu3u*)punm
zf-h5KprUxtb5Bd`IBH1-2xy@ViUm*=Q)OlOMZsoEa?*CF$lZ0$=Z3yl=GYnf<L$i4
z99T>TTvD|8vYXdDUP_wVv`_;=Lr%{XG$<~J3{rJ)_~%N5ZK%Jxoz%TmnWf53QtFtY
z1+y#Q-t}8D7nDDK?)xwf3;Xd+4O;B{<_4?m$2SX(s^47OeXzC@mC)B}?H!<}9nFxt
z#8>Seq2jAfn>E&)t8fCM87H_0jkRmL&U-1x4N5s?ly?!`uD2%BZzwr03aB#5$pa*#
zDitan_cWy}&UYG0RXA>OqUM6M62;}d?>pk4+lFTe8|o}VfKh;>({T(EWt_`7zQ&+N
zw_{10KLReoRbLV4mf5_)!jCYmB_7i$<1H3iSW0%@cmPvCtiMDna+16S2`#;IIZt}&
zBS6_9icNUDs9c#7Ub@7;@uU2kPsupcb4S6nHh-+i46!Ah(yd%ou4vGhVK*t^Sfy~7
z^3s^hm13a7LU|sz01%X73}hD=wsL$)u#Z=g+&L*c$6C>4`s^W^1(%s0bL1v-Nb2Vr
zB8V+0cgFJ?$V}P7zfKm+yPBs-Ap`PCcpofr&*9&E0q?f}K{hF~M)VW7RsN9D_&C`J
z@>FF^UM<Ejo;)-dGayk}-KIp2=O;jN3r(HWqvjs44Ys$ES1FZs$)ho)Ei!hO6%_W)
zs;NF~)8dxvn%VPjy?uUtjh51|bKC2zW$BHIBNy6SeLy<B&Dw34I=2r6-iNM-jCR@`
z1`eY|L<8mnD*>+Vtbx^PGI?Dt+Ua%Z47@~2(%D^WP@H}smutCH5?0a!P13?0XmUu-
zSOD{gw&t%2w`#94%HM#9uo{hRLFr8Qq12>Q!?P*z=l)uU=GZ%of~+UOITvM8&k`#T
zRE|<UFFREt^H)__02l;0BC7*XL6qQIroh(o!%#H~9B!5b*aC+ZyF1Ls!Zes=!CyWQ
zrNKa|H)KL^X`Zv~15u_-jHUx_qJaUSUn%i7M|o^CTK&M^7|CnF2};4?FQ=pOhQ@%L
zH%qkIh9+7(P@?u^RKjIxOn9%B6}Bjxr@;c-{}Y@_7~-^WmdgqS&A-Fu?j7jx(>Uw>
z8T3Br@h&A?6qV%=aa*T(Z$%u7g$Y4l<MB`IuhMW|6u}U2($jhFeXz)bDxjAy8Rlc@
zp-jk7Jqg5B{+1G%?+NoV7;6ZA>6=O6UAOtt4^vDg$?q6q>!?*=+N0qHux3RwQ|yDQ
z0Ot)onu64I=OI*&)9FQ%lzqduu3fvi>Gz`&YKu_<c%|LnpT>kM2=a2AT2#Vu{59w;
z_=WrT@EP+ZuA&m1H9{6p>W3v<zt?L}fQ;Dy-I`n`)~|g@7Ipy^zt$fFr|t8#8m$>?
zJhx1uu2}<`$;Osl(rf@#eYv<wRM>Fl%GO%%ZkH0`wixSG<Y@}4S*w*E4rJs>MEQXH
zJ*q15+X)$Tr;zn>`94_`vTIDmAmoJ!6@D30Y&CF%bIMZgd`ZxP7}pT|fW@EvZiujh
zU?fIMyS$3UFERdMU)<pZf>XF&hQ9$lHeTj|!e0U1;^APaAa_t9r!!qtE{(vm1pSOq
zq@UCeWr!=5q4A?IslbjW*Te8jhJ-agF-nk9o&Yin0K^g;MWvY3w?WcVK<Q=j7@;CT
zYH=v2B~tzY#!hg8zx4@ezxI|<!s5Xie`TH;LqR>+T&ZbFvl|o+LeaygEKZoj(%h!(
zlRC`~16}WwWke3dOWFQjoDYA9I)*!{aPF3sOUkOsFEF{B*3``P3y^7pT}e`#H&~}P
zsGW*9tK~oF3>bshqP2{00DS^fTXK>MeGe(-pt4=^>m)(>sA(76#eh6`bd*C_SzBY|
zRYKugO`om7;02VA+yNH*HLzB<HdvE+=e{3Mb|Na^H{|RPu5MI%H90L#3mH4Gmh>c<
zsyM&43o#I!FIFo)GY+}_ZjYp0uxRr)$?y@zBzMK!gp5T~)~+*G;U^Q6u%PTci=J}q
z2^ECsX~h`b>_hO-(9Ee4e^*XaI<W<VCJ()ODaM3gpRto_eU4-mXCJ4GZ-tUC4wv{b
zn)<8o;|irS#wc?XhS3Fl!A9uTm#8L($d3$Y8R3&9;Vd5H<n6#Uc_JioPH;gQO|K_~
za|sZ6bXYhqfbc#=;dQ#n8w#&a(S4*$yYx%^m7gSF&}<<P!GpNnG)?It4550T<0t=&
za7<Cy@5J>Ky*MEk@J#5qBhiy<@K;WfmE#xZs;U{R*|9AZG>f~x3v@eWeryy3cM=SF
z`?RZa=WRGy&+)nLqNZCiNA+5`gmnGf#tz$fyVoYWr&G4r`c2)DHqq^OYNY8YeARZ^
zjgFioB$Pk}0Vbq|9Eq8=9;8cO8l&sIUXKkZm7RKh4FH1Xf=VK5H(+ZWnbHpV)2UFj
z)tM`G*L>JFN+M(10QJDf39^NLSU<ngsmY8Bsvk(FLtzMCqPXDub-jvP|5MA|UH2K3
zzw_%*suDqWB!b=na>nyK7_wElIIzecmBpSY8SLF5m;7e9&x%q|f^qm0GnB$LEEE4J
zE=o(AzDPcxp}q7gqJ?kS0rJR`T3`^3%&Xd!^JH{5ySgfu-lL}t_0BwHzL%uqNvi`^
zif|rJ{u)&XjxO<@+8C92!`vB@bg`Y1YW*c>6z18KknDZB!k4&AoPYNTtvB@0(Qo`S
z{)!<l)LtHwSrN-Hp*dT<%=pjzAo;_wr3C3n<u+vAL}^kZcFBW>5`5!`c+BP$M={ji
z0`!ulK+gvXyu&%VqF|brL&J#y<NVK%TThA@Z!nXO<K&9-+et`y4ah!0xgra;vZM)S
zmia}a0c~l>#Xsp+F95-&s+rHSJXxgn8Ry)2zp%N!Z`Ib@JJ-~frS3SP&2sx>MQVP~
zEd3Io)#%eaPL%o%dq_5l>E$NarZMPW`AV_7R_U!ZI+RZnF7Eo}9xZCE)dpdH>g;*H
zvxd|DupuK9wLy=`l@p}348J9pRdzcSzefuNYXcgAr~zS$Ry+8W2fIX8<?inKE-jz+
z8xoSe2fHx7;J6NLzTmCw9gXu`m{<NQ%F8+79U&~-%?U@dVwb)Pl8RQidDM;M?o*_l
z-(DtD!`~EnMr)M5REAGlrYta;=DSo7-WurQ=j9d-8tft<d4h1Of#aOBP~}Dbmj`Ly
zFIw6_Io00h;KZi*hSY?yy>{LV@+Dfh!&b`tahh*rh(jhdX#YU9Xl+v?Ox4#NLwG29
zOvpLwt;3}374PH1QxC#neQro9Z|!!Kf9pF1#@VD^50`AWPKFWGJby(ITNr@Mq^VA$
zv_g4Zfv6NL{jnmP58IR*9seWZC&l>$g(0~2z5K0?R0goyS18eE0Z7spX%w<>vkGPF
z*J(v;A7k6%in(H*zbXav+6CS5FRZ_P%@6mmsPvspbhF;>hsXWiRi8pg#4HQ<+cIgD
zCYYrdb}4PT;rE@YeH|1*7KkjJ)%DlN)`46)G;!SN$mP+lZf!BRf{a$=4LUASP~V4o
zqCcXyEq~Cf$SoE+a#MgFn2;85h3oUzD!aRDv~;f%k=O2eh1O+th`c(xASud?ZBW@)
z8@rYD-45mP!*7rOwP1gTKbnFoL;2GuhWPW-H1?I_==|@8gwkoz4ZK2XF8+<PRjxX(
z+p#?qI$AN*pT-zAYz|UHkrcWd9%PWHsP&(bX!R02kPGuUt4L@6#4Wib@1iN3AAszc
z;Lrat89!Hst7!uUOYxp2xXp9E@xQ@AC@HO`B*tx@a-*T_st~tN*)bAgv`pqiRua(G
zzY#%33jQl&Wd9Ur0v=6;U$N=_hTh66-%_Qlc{I-7vgpmJFnE=0?-r@+lIko{LJepC
zmS)R=qy^Iq;AR@A)M?38Z^S63I|0l0QxuYgGJ`feAnJUcl6?5LJ}4cT%O7Z}Di1gI
zfP7lvD!V{*pkJO@flA+y)DWmETyLmyEyhD#ZVjLhWFM||8t2}A`)#$>mWR&TwQE=P
zmhS*-)>fNVWA&YO2(@mT=C5hak!%+PfBl{O04lC~76_nJRycZiz&(Gk#?bMN9zCvJ
zYphX%Os7J|bEDSi$&7n4o@agLgYO!h9vwA$yA?_+>=Evooyx9H>pbkP-s!EcL;H8u
zT+rFQ2HRclG1_CI({EIEdyLX;EPg!k*9f~wsstvHKmHVa>N5X^Ny(!GvoFo?x5jA5
zCp9NW(<$()j#AIYwjIF^NK>LLi9I&21TV^kc<&k%#o}+A;X{f5St@^}=eaXqreIHS
z3J~VNqWAmw5aZt!qbs>nF?ej8qN@BNr;J06etTs?roK{e>?xWsP=-Q$;Ig+aQN0x}
z#_25Zx^$B!0r}QDd}EZN0dN98Mibo}%tU$ld<z~$_AqxTBg>+#9!O2IGJlD~im9-)
zoYp-8B(98UTs*>iOv*HNl)o}00e%vI{beZ1t%9Z<D3WoFqwRv2wMq+wbUDS~eqIFC
z3MJT*p}tHzn5g{BGN0$iKgolM{6<JmmMS;q;U<Zt`==-uk*k`&PMDcDd|p}gt$qj~
zi1afTZmd73wZlu>gR2eJYjm7Oc<i(X0MeS%CwvrY{rX(KU(Z|a22FzxeD-O3>%wM#
zfI@v>@-8Ht#@Y?mS#$CL%0?SXZLQN;BNXaqYpmA;14<Mwo^7o4Dm}I)QD_2F{%&QB
zaQ7;!`#sPYJ{MnYY_}`x>wblHsBtznnUBvsdaYM$`o^H*>{2OyNBwK8{SLnZgEUOe
z){Fd~r)hAW*U0zd{9EI)hrcnV#Is_V6;xX6L%sJA-uPt!>Q%fiaD{HNps;bdR#QE3
zl*bc-7A`F*2761o>{ZTaLgwNKX|>qJdBMhPbva3nm6S8A!k3|?K58q+$MdT9DHt%=
zsQ5wtq#~SAo4*_5v4n7y`PiFy7-;L_8GdpURiSN$AjyN#3e7u%{rH>zr=V~ZEwul^
zGO7OM-+^WOW4@7x?X+Vu_+ZgeGfj0=REhKFV-i@$=J$cc4F0VT$QNh-k;mhb`Y5sJ
zzr{EzQry+$aQnV4_CRQC`RjRo8HCATRo#WsJX3=_MwzWVT7XZ?$?AQR&&3{JS>et)
zSry~VyF)7&2cdZ0v}ih;S$<?Vtxc2m8ai(gm)&Q+x_JgZq~%xW(k;ioI=FYL-f76)
zUb^kJzvf#HXvr$k6s#+4OtYrbk$F$9Nvn0P%5yh1Wmt3|ORlZ!@C2a3B(OHm^fm_&
za&74;G_(ubwN9sfR_;|~vciVb>Fk`P^=e&>H8wUIoqk`gWixel>MVTAhP>|PsaqSH
zKHw_PIoH^R1DlJ10A8%@+;e;gv^CT^dzw;V**}|RGIqN6H~((sq4Ez`6Y)Ab<jy1y
zP)j_|?A7C`nGuCV-_IOMn+ZUd$DhYT{_)ePY<e=GC#L9;KYP&3WHRY=DnsMr$L3P0
z6b{mO{`HS#QgRQC6z#F3eET!Mkyp3J59jqQamZz}l*GhdVWsA=l&Qygot3selg(r%
zN7SMC2<kH5{Y)m6$(WPVlO{d%qqr%aiXt?^7H3R6l|C1{^Rx8Cbc$-Q@V6c+w#4BT
zHZdL>N*r7@O=B33DtC{h($k|VizzC--ZI|DOb+Xb39^45+{&-c;C-m$SFIVm8+7-4
zYMSZQbovsT``2iznQ5v3o|%%-?r(eK>v{e)YFkyd?ZmJWwrw|+o)K}{3Wd`%=Te!}
z#7JyR8>hEhz`LZ)QFAs$M_DtS&Sa+Xvg9bv&Y}vLbO6>0pPIq{z*^U*r)Ff+r~i(|
z{!;kflbZ6a@q^8@sUJ`n=)H^QOpnL;$N}xA@t|}%n=vPbW~XN8vDBcMR06lBW-zH4
z(BN_;&2EW&hQWHz%*u90^<1**Q_fsI4XgflKEBILp~YzGpa1^2)y-yRjgc5186GCB
zn8{|TJ!YmR=^g3G8FSnbwo5OR$xKlWFFF;EN@cSdil>+oW`sOaGJDIsrxRg7Sx%X$
z@Z{go5YGy4^{K8tta7=(8~^e+o;{Ns!xsmJhh=ML)8^Fp(9EQ)NhXIU%nG(_yXh<{
zl19Imx*7Rg{2%#1sBM}m>9Nu(0Y4Kgm#?Q#1@ucQMO8(=m;_MMBq!;8H9EFB1Pt(d
z%jNEjK0Y!W=kej;e}HObGpU&g5uccxq6ia^o}SgwB85zLJHMLEWu(xZ%5Wx*V?^J+
zyh%vFf7whr^eN|48HxdkqH9u3P(xuisV*tB%%LW#gn_clGViYuZ_>Q5qSULU?zpCn
z&@BJ3_6ce!b7p30BCb!#fuGCaQ7Ms<xJ0|5V=`tom%~vqLzaJzW)fEkMFdbF9_@xI
z(&LNVlRIg+=u}iBO(bJRjU*=^x@N|V{>WN>dlfwqUp?e1F_=n4{U65`?yKt1==iuY
zq>YDSVQOM>W_D&cIW<ez%{_q@PkApCyE#-Zo1Mwza^&n~xt>q6RU7VEKJ9(hDxmM^
zQ@+?mRf%9w9jI&cFg{>lq4m+Gd6|T0W`Zhxm`qWMBY!{APBbB=QN8aOvt4CqM2W>m
zmYH=QYSNg9k0d53<izH>+V})sdVF#wEv*t@gl3$~WO6v{vV4xJo62Q@03#QOCY=rE
zG4}HLOz=XfN$pA1F3o4M4sCW*bTio$5djl+G7X~%rcm5!K1I$4?aYR8JCP2<y5C;s
zM@`z*Nr{c3%CV88Iy?gDVY^}~HJY3v*1fL`>t-f9VWz`MboJSEHk-p&)aS3}sJ1y&
zgB6W@orU`c=v8pWvJH4-Xdq*NU_=-hwp>l8yhPDOL(?DanLs!IChw5kK^rfZlBpKu
zHQ3cmn#~=Wq)M~7zfs};D<5lA54v2NKwZb2@dem%Wqc+prp=U8kZvrIqWT57Vt3fU
z$1MGat}o1Fw?#hdRl`((&)PBsutI?-+yjL&p-IDQq5eVsFehL*Q3e@mlumoqLzHdf
zvC4cVwH!`BJ38;J%FX`(7K0Sqx3}=^rlJA0@!ub{-FPxJJ~25BP`Erkoz1~~Vx%gg
z)6|T3QbA9h6yTpMS?wOnH?w&faO|@sb&pyF{hZ55`m2`bbLoZ<j~LvG)j~FN_cD6>
z1xsOi9^kZ%417Z`Uot=d)sz{)m%tfxs6CH?xk9s_{30zfSA3eI$*N4M_HVEHCBar;
zsE0)SfHv|!p#GYfnM#q(x9-QsQiRiNE&}y|sSF+GB#O6~NpD0An#Cax@=a=5vMSa@
zmcnpvT3bL6(F9B=MehmbWXGx%7sHUuYLK&Hlw}G6OJ|6<*jzd00wnpvdBTne^onxa
zkX!FO$@Ax73Y7PehFeuQ`+1uM@BXls1X<|ga$Q@KE2uplV0V?VWI8ARE`m^BdgSV;
z7HUq3+?kvL@BX*#W{z4N!>TO9?yO{_!qof~&>$MS!e3&4-IBC0o3BLMx-`>i;y0)V
z!HyoLtbA4|@+VBjn;?h3`HrH?tH3Bn$#;8S2dt8rh<$mKmRTo-NK7ulEGTGu*u$!Q
zKW@y(>QXPjFkB~+%VecM0(bCbz_*EED8CBL)j~2&%}*pu&7a0w*$b)c-2_EOn<-*I
zGpLpdskGd5%_dv~M~Z;^60IgLPG;N{67>q4NeZty24!+wRv_9bVT=+=-~S3wkUak7
z(Ngn(t|!FIGWikOcnVsgw53gx?IMDf7{F-F(YP<I=F-_*I=EaRFdsr~POj1(H4B;C
z%XzUxlU-XeB^Sn|<rYW^b7?Oo?m!cKmg0QC%~LK+6&XBd#db+t;iKn)5bJUs$)h^0
zPX4=UJ0u%?Sm<Lq4AH`UK0KN*$;{@$5ZX8nvSx-RyzwDxCR4#>yNl7Bot_~w$K#tB
zFeFUe(b7D1zhHNYRg)MEHZDi#1}tc{BKVqsbO508An7@qwoPzO)2c5y<Gm%gIv2jL
zE_bP$voN4N+Gc7Z6Bx8e|8LbFcKpDXM`;n*P-0vY?6B44T0%D=^D<-s-302Hou;P&
z8R^`VHUaLV6S-6>n;4&_HCUPKlnLf`K5Z3Jsgq4g>t3BrgNlM|*_Z+PQM-v*Cqc1Z
ze*84&b8-rjEra|;FjrKTg^WP3Ihx~)lfTI=I&!#7G7Kk0zrF5Wm1{ps6<5@;k@y%$
z?7p6y$)u)I#4&7xQCf1<G%+;M?5WHQbn_qBsI{3Hi;q*{Ic#9oFlH#p3M`d_9Q2;p
z6Eie7HC}XQ(j;9{&JlZJmhulp(J-B=+*vTi@J48TTDY#4V#{@$J;XOYEsn=PuXB70
zUpVD(pTPIgyN4?(&6qZ<jHG^lbYY7h&?lx+v$~m+Q%2O-fVA@mCDabe8W!Cxy1BHO
zPO2lGjyl5tPK-?8u}zbPU)ou-S7y*vj#F8kf$&W^a~0qt0e={N?sZCrn@Ew>cR=aT
zQ*KG_wZXz9B>nGIvuSqvZ&dIbpCHvctjXzqG_Dd?`3RdUULO+4iP@>q+1yLg048QL
zWGFENPp~;0Git!>3~0iuTCe3$&)G2pL=vvI>=IMVj!yv+VH!j;MLvqj{;2fY%&Zio
z5b9ys=CpJcL4ry1<PwR~Nwa>M_PFJjVUs)oE5%P!u3(aE16kZaMsAe=fT@?0DVlzo
ze;?Fa`Jta3wfXj+<~8p)L{@B6*C&z(W<n|~BqsU&ycu-KWRlB}Wk*X!*88lW+!Qo3
z7;%ryzsk&6=~R-so1VGEs`%(zTT`=A?E^)`OD>gxXz}Lk`E=?o8a+|mPfB^TME@8W
zCrs$xlUo8^<^`8A>5+P;%gtGnv?K=Y``;k`v!il*PIh2Mh8(yuJU%`?7N5?@92_BN
z5N2jb3SLK>rX<-@cs`d)qlP&`O&X6$XK4wMIZL&MO-_S=-07K_l;k4Yn4*-wuhaf;
zbiY(^8n!K?oTiDHxXg|(Qa(Cpw~(3*z*UYtKRZJcVD;ki%uJeg1R<j_SAKu})t?<b
zR2`m@GLfkVwBg~{OfHg%Ba_6p6C@4cQl)aJKagZMF&w1!FLCb=tLdzlr;3wjj~*dP
zT%DPnHOV&sY|wD<`%o>DW~%Wf8NLXMaNb^pR{|6Dx$;VCW+o$r<TN=vByd(|!CfiZ
z!FOi*$>$&s>=km8y~WD=tFKV?hmur%N~nmdF=ZxHx!04!(C1SVN!i*NB7fM}qhQQj
zHf2iX;xTJJohE0iYEjeAq@?daUir+-40(d&rCRXafu3}hYM*lSJR!}c+SBQ|Qg?Pb
z6*_8^#k`uD#tBa^H%<8YXpY5FcV=dq{3VpwB4IT>JtYGjDRLfG+0+!6-1!@C^(Fv*
zxT@;QWApdf5P2hT>!u{0wx)*S<AxYFav?Wm(6@Ma&;&Q-G6b%mS|sNJFd<SirK1n)
z-<_R-({GZ0<iImB>Genj+TAp|NCqRw*;|G4ik@qijdV1%XwFQ}NN1iL02gmEEqlgp
zPR~qEQG}@6otl~=g#-~uQ;Ya|nx2~e+g|e(q5fM-eTG$)1b8;~1+S_kS>C!oGo-||
z1H;K|=p5s%jA`2Fb=5YqOM6v}mz82OBOOv!Eg9*hpND#c{z=ag>`bUSypW9Ku#dyK
zzVrf|LF%IPEL9{pf|mrwWR%5p6ncBS1p(N;K07l7qDT=Iirwicip3BGqHUWd-fKF=
z{<zdlP0i3Nf)3rk^-B5J&y6lXVpS<DyO11{ZwJT4JwU#=BAlRjH#a*zZY1?IIsZQw
z&Ku__Dgl2nn+{bbXa9n~+*HC%8;o529lW7#7v|FSCp4J5g>;HW7~bP{v^stvgKtQM
z%tXnY^VD}HeGw*eHs{iSAUx^vYHDU`#-ubC%bWq)Otj8dOD4TKFfkkMx$0tw;{9p(
zEtnb3^Rr)Isc(PTkHDr{afMBdjL1vWFOWe$Z6)=(zRbrn(Hj5MSe@lZ;nKdAO(hO!
z+5t0{icAg-J=2^8e?*%H<T6s(0=v=X0Yws%=;u${g%9L|pMV?Z6)g8Ti!Pj{Wx0*{
ztVsjXoDH`;c<uNc#W(Q9On8fKZ7wxS<9Bu@ddRT?dVFdIUq&UIg*09sWug*p)ym?F
zY1;5$az1ZPPl0-;!#caeh56JBMRVRK8#w>xw1T0WA3e^>WTBO5X`wR{@uMt1>?Ew@
z#21~aGU2^y71E;4K0ltGp`QB(VWN00Z49e1)l4O#L~*eG?DWKBc4jn6L0`zqP-$*<
zzr?YE^l&q#5taCn@5oClotlhFeCZ=48T81^L?wRg)YEx1T{@eNN_^tE4_Kgw>|7=)
z@w{`im^01XoEesAKIc@6fM22H9y`8hqcPcO`}GO?a50}I5{dHMm81p#6$5GZnQ&?T
zNUo4eW9-k$rTIn}w=S>#-M{wmxfNRO7BKk}2$Zzq@KTe@C2%xhQs;T@ak9m<t)d!E
z3M6rMg|-F4=wzOP0%TCA0HxAhl!=~6?XU2!%dFR!7A}5M)o`ayL)&Im&Rdjhaz_y@
zs4du3TKMF!6`H=1*(9_Uid71#c2c1=^F_Wy7r_G0tJ)nIeED8Z_x)+PTEpP27%j%4
zDIT^=yW_KBQ%*I@or~1)mns4k8iP~zc}(tET$UUEX{uURt)~3t3AxR*7XGLOuG!-A
zv2a8CGCO%d%3D1^J($C-_!BuJb6sW&(_%7ww@SIgw4?O|<;Pr-T9BDC<Cz+dTl1#Y
z;vyI>(ytj5bgf01rM9vZYoLA3gejh}6Y4TI&+c!&p~|1);M)0{(O!(ITz1lP{AXDX
zg!M~~T&HvDLAVJ`s=Hfv&`)Zov$LN|epN3x>IJLP+TSO#w*J6*yS?U|-`@bPU1Pq!
zyI#8ymbl(HE4Qj~8a0-s0-Nj}?PcRvjOZ3?{d4y=+wI<a`^axL&YU}S@9aRYMAd9>
zaR2R%dpo^w%gEQx_D}WB7;oR|x1+It)4H*)Z*Cg*u14(OaBWd7Y;LSyjY?DsXg0s@
zJ3CQ{y0dx9f7tgMwWx&J=<RM6D$a&}ENqO$`pvVqu03dn+qI+!@zIV+ahl;x9HeE1
z;Tp2Typ`DB=K7+bO=La<CRJGM@t6q4FdiuWNJz2@=-eT>8GJBSrQHr};4%<mFHtNo
z)fvyr)fvm<wC<(C?-+U5-y*Fbypm9pGJVO=>IC0<_`?OX;B>smk5Lwma>(G@F%fR(
zW2i04)<5`DTy7Aog&QLAEn`*YdxaKCabV-LKri#wr1aXiXh|4(G_IWTmYItzR$QfY
zFl}qBlw_B2=OJ2+C4b08rQcteu;uR6v^J4G((-Ycj32wKQa~$OoThqeg<qlHJE>5n
z1Cv97<{4w0e(U5s{XzxG#izll3*ky6JTi`#*YkYuK&ik?ZsaKkk=EI|c(Msd$M_r#
zGCAV-4Y~T@5u*uFbDP4=?8NXY({9NG9k`Vs1-45$e#UuccI8a1w@Kl0t4H-~wA!0t
zDuvI^n0kMACrnW7?^f;^5AU&EO2OFL*<m-YVMyRYntgm*Z~Lq_sIfD2qci8&POV+j
zZ^#Udvuqt$->LOD9lgDCi=Vl*d9xws%+74@;3j&feV&d~ZG+NJ&-?OMRGc<<Hu()>
z^Clf#SReHL_NfMwGn(giZ`S<{{i-3a^YzXt#%k;OHTi_|{hQbHR^ytS?c{8+aJId+
zu}jyzM%>Y;v+ebV^7nHx63pRnBQSdj3*Fz0ZNZ(Lp*Rq_mef1t1EA-f1H~8{7oJuI
zIZn&m&^I+8Q^3a^BhOc%{f~gxCFzOt6LK#t{s<O=Vx62eD`H0{v<I{|UIwg7se*}O
zQYC*<m788V<7Iv^A?l+gndi*lg41?JFaqR>Q0~3_y&wKYxOt{CnO7ak4P*Q*eSa5B
zHbh_sZ!g8^*KKG|O|buDRfT;j{SYH2)?S(9`=(<{7h527TJmaYnmc5#(nsA9PsyF~
z4$$%qqFWxs?AWp(lc8ENN-`_HAvcdUbavo*8ebuk0he(Ym?2wnhGBiU9%iw_#IX-j
zm6=@Nw5P1ne#HI#ZLR9&cd7i$AX=dHXlPaAx}io}vmKxPq^cDv{b*wtzizGE@GIw|
z9k`u!O}8%GySaHI+M`=%5B-OmPXFyQ`+Ib^+VyR{Rk!wc@ooeC4=U?AkDmV<r@+Q*
zm3upe6_qd>r#8-RoVV61QHiq!#%|pzFlRj~vC-FiCRZP<Mf<-0hK4b-VcfdcxwpT&
z{CZ#Ct<`Q=o&Ber+T68j&Mj4qN@zQ}*?;Kt`aVj~Vm`|mT-C2K=Yo9InXY-}VZG;D
zZ!<I6v9VrvZaTY;vAz-Q>9}DS=h@)wc4aLpp)=x;dyNNuSt8x+=?%4^ejwZ;d5`)A
zge^0aKf_h9ux1M;7KI}Y@vT`3^YYs>a+`?b2l&Qt%#fR7@!JOgV^QYM&QS^n;PvhZ
ztyzj)92L$%n?IYu*KE{QjunKrSmtl0L|~RMK=_AEu`BoK=6{uisECDzM)7jA>~^k9
zYkb*Qkw~6?42m*o1KOtdPE7vZ!Ev6CIUo4Ra7{K3orp<|99z}qC-cgOX)w+4t@(nc
zM_EXh6UtkYl%qnwalkKgnq-<#pAS#6iB<XqE+V6Ot{qneOBCn1`lwJ<*Dtez!7dkE
z4F$leb@?M$a{ETUc#D2U=pyCwtBW!Vura-=nh&Kv4hyswTUIqnqUOsA)%zh$EO;Mk
zQj(ErP})c^#CuwGk;ql?CS19(UN~`fYzS3ayhphc{AKnD)$*@xhx|k<hPh^)W4<5R
z>&-K|x$f60&U$38t?hHZ?pybqLR7-P$_D<`zVB~FB?fH$+Re37=2<-|u|fMv-E&S=
zoUp`o?r&~x_6nPgV^V0oR%?JY*6a0C&i*YLx&w~iY#7lk&e0C|wZ^G)ji|)K?cLqR
zde2$B5S3^>WX`U>d#e#{otC}6u`$?P)AbGKIJ!$=uk`!Od9Z7pikzc$UoYsJ%!^xH
zRW~1Q`ZqC(FGMfBz1?0{ZyNsF(bG21pL=Muw>KJt_k<2We{S>a&9KIEO>K8$y>a1L
zYWD-Na6ukFKBUM+E`OgZ!@`>diH%Sy9nJn}^>Miy?ITm>nX6%j>mE~{8<D7SXL-*K
z6CV#0RN7U6I*TT;c$x2w^OG!GIl>Iq6X6x(!qE>a+e`pe^Nd~OGAAiu{1r`ZmMnLX
zviO&Br1G^er<QN!S7`ew+9*?%zultA-(KUiSt_NiwFCyqA*d!LwjmR;6i21Sc;#6A
zgq&9o)78NAR?Hg`u5J&}dThY*35PLYT&JnEtpxNHZEeb@SGn5TmU~OzUR<T^?>aIW
zl5gv)Y`t#DUy{1btNezWu(nA3Fv|Zud-bwZ;;K#pMt`X9$`mC{r&J34!mTwK(4pO7
z=w)s_koo^AyQ8i;`U462BnIHJzgZ`}PYD>Be(vT4>ZHG@H#y#ajpo?Vv*#iHjRzaO
zaA{ljhGj1Lo0W#+oCxz=8mEl&_tyRX!+ja;Ky<U+d)g)~Bb7<#m0n|qH8y#ebl!EG
z&CQMejUC_I-)GkVnw&oCS&`T1Jk)MH)Ga8M{cYUV?w!5Yvp~fA3#fbeW&p{&v0tLy
z+u3kV_3!QP_gi;%{j&}I-u@En*Vp>HyMrFnThUf<-3vRX+K^9daV>H(oyrFDdvz8P
z`)u>fxqIjDoq8JHj>3Lba~j)?j=t!d;dV>sHuUxb_2$mzdbHir=G%=M2HV*<+lV$~
zx<Rg`<NFUfD3MUuifQ%En{wX;opxcsP>8nIiB^9_n^8nZ(K*FS$$=5%c#C#;kVTZe
z1Xs%92-9g_4>!%98{gm81G?b(qoT?T+AioAtuGr-%UwpeoGL%al^ktqm9_Xw5cQ1a
z=*B7UFWg{AF8feyfECWec(`c|4-9@~d4Ct3fOCbv_b`rI=p{qDq6oHPlb)s}B8N*&
zse>t>h_?Ewi~Sva-V75ATi+=HQBhAWg*%`a${o&!=J#uTJWdafYJGx1H<37lvrP3a
z@?e2}`_A9E$tFkP+5pDR#_oRGxiAWv?_1%%AaFkBm#vMfIoaxhe?wj6>z&<Nv@aDj
zS#O=4ATPao?xx)1ps=bM57xK85^ZGl#rUdbbgrI?Uj8qYRn4zGIG>A7e<8N2Q$9OR
z3)&F_a{t_ejWe0>an~t!;5e;yT%N=i90TjdJ!YoE(_P2X7awjr8#kQr_Fesae{<7X
zyWy`#59nUC9^7p8wigR$q9T<_uh-bLZkbM0<odwhIlKMv+_}YY3z@F|w$lTX-#Ax~
zO1Oq^`EUFF)@i%j>TUGTvYLKj^Rv<Y9yB%#XH(VA?LU%I{%_PBxUJD6jlo*o*nX(q
z*xWCo4<77p)Xy#Ijs1$RcQAICzOL^VS%jhK^&1_(5w;Dxe#SY~WBz%omS?0G#H;3x
zQ}G*C=ZM_2=Q=;*Ut{;qGd&yK;==hhgDutDR``_b8{3<@gAu+Hb!YdMshQ_G&L)dG
z6wZcfy-mL*ax<!jvUh+F9l%%;ax6(F`A5-9aBH8jp;P2S$gQ+sA1c#gUiJIMr+5e?
zjHA1MJwPvx@<wWZfW|I=x7@_=B2CF3ihYxb-wunxh2E>l-*=>Ka+XWHK1%yMHN!Os
zj$y}c7v!uExy$rR9goA`Qn@ovYf1hey52pwjVsL;JEyw=utAXB011*!f&@V}UZNxj
z))NvR4XG&$euxXnk}o{+P|#rPrR_CM$!ibw0w6;>!?|~68h2-Ai(5O<B7@mk=2pVx
z&108iO9E_o?=s0=hySFCRktd|3MzGxN~MaGN^M~+SvlY7)ACf3>pv`Z_ty_}f9HFD
zzYl-In>};&lvFqrB8C!hKDpSPQK>c;f>9s!H>F|Td_E-118$*UGCIy<FpRLq9?>m4
z@yuaCahp&}_zwOqF{BLL!o{)?>PAauM>X_aEN`t;*sA`tZ?3UXNyO>;;%c7rGVwv#
znZKK!SDJ}rhMjrR``uiwx>IFGH8j5_l#Cn$c%tx70im=ju;bGw<~QYPT4ZNWz4+aw
zm8Q_3N4<+;RcNHEG1Nzn-NtH3Q_?9Dvpz2xds(C{9isSse<6x-V=0;t(^MAst}iv0
zlDdF2Q9n!x{>@5mdxfaNTzZ317)B#o*^;%Y%qSYDT;5tX&|aHSG^_H0tjSuU!6;OL
zSVKm&(J~lCG@EJcHJ8wyb&XX4mEHB7wUkOJyg$pLrntFeY#u?1gF|cBs5C?aE$`~)
zuUKyw4Wd((+=6UkVytN;Ltjgy<!Xje1e#S8Zz%F=(xmuvp}v)CHkxXc67)a7$<3;}
zvX|UCh6c&;yqYa#4OB0DPhCT((M+Kov{k-jUQFKAN+=tsC(7)0)r_#wmYac8mECS@
zsoE%(kX)}a3SzXjH!>=5@=XdJi7>YSfIthK`|x9El9Y+r?~)4p!aU>vVOrW3LwKd1
zko)o1v~L0sl8IKi-%nliTGUSrwGej)ns|x2IS;|duuvoBS1O1LL?g{`e_+<eJmH8-
z0;5kc5BY4eMj$YWU_K>y@(*Y;GyrZ+;Zd%35>H+53uuhEOB`9yrz22b2T@B;7<6Tg
zEGd99;)qzE=4~F+`xpbS7eV-Q9?&|7%^v~B{7Mktf%-gR`mEA6CQRFkF=`vMpgy!H
zmvb%CUHF=45hUnPG|tuB^WvV~Y|*i`#AYv+N(Dv5Q|i2%Fb{$Tt{PDid%8jUII&zQ
z<<c^>W92-GZ|{gIZNq|C>aw6Wmd!CM>kttQtf=~~!NMlO(uTabSvAKF{|x80kkLe?
zDf+1L@=~MJ*v;+`o9usv0IQbNSC&+aOe_v%y^)hwbb~AiHiqr5+U<reBc)VnFh97_
zNMwj~O=xS3qM_F})dq@IpL^R2c&)UQYga9wezUZfZEouA@-m|k$g(S`O`@QzYY5wk
z-JG5%))|GnV$=m$mn%6&A!v<~TuCLjth>l^bZ-qMkfAaP_iklt%gELR>q!+OZR8rp
zUc1aZcB8Eb8;N4m1mX9Q@2knJV`u~*Om?gCs<D+R*wx=4<W6m<Rk>P8o6%fV*ja68
zNY+_2x3MQzS9MKJF|6rzT`N^Kn#48RVouJ+UaBHwgdCBtlmZthfW8^OGR?N<&b3oQ
z`=c-dOM5AVKYfGnsV@qU9E7Lw>HSi|9Go>p*3}15u1?mID+KeKpnMD$iODw=#<yh}
zjv~$nH^QeWun~SFVV-+_NB$D+nq^@61r8_Qx4`r@2zs3+E5HrF@hZeAVd-e|;Je`D
z919cEnAco{sKR*+c$Vfk0)7TdkXazB2s++s=n{nDa%=`f!3#@A-eONNBb+5pHZ%V*
zaWODn&apWx#NxVy#j0UVQPuc)Y{=G319J0Af?P48)=|g2R@6|D9le7uEonR34R-YD
z?fL9db){+^{U!XGH1T{`&}$u(tbvS-V1@6YkEo>OlB*UX4bevNRub1y!x|Keh25OC
zP}+-I6hc}qE~m7lHEdSU+`6I4t(0{aW2aTrHXFH3YhZ18Luk88s%o%-wGULoXv)<c
zBW~sye%WZWs>W`juCU|LYzZ~7=2qD8N(on?=|r~j6sX+Hlq$M)JX@3vIjb4g`5W6C
zd&_clDb4a2tzx^b8hc6W0szNaT}W!py#?!Mma28Rxm8gOYg*1`xteI~7)AD`f7!&%
zYB9aEVP#W9IfvWnk{}DF5BH;h)~Kvi<ZW{eJ`lI{#AbUtr=GB0byaJoa_v=XT$_N1
zFe%9@+P0nnp=5ne5Q;eqZAjkHiDW>iov>zQ7%OX))m7E{9aXfp5-{4^8|-tLtBox%
z<|O_9E<NJ-PlS2x4<!@`xkcOwP{DMip%4U_wLqAtt$pD4%u3Rx85x^CAl0t!qj)HB
z;tzZPh-LV(jPKpyx7k|1fWO4n4Ur4mz73>7dpWTm`IsQqJA+(plKcUqg&vLih1$U&
z2h+XO2u|jRS|n@jbeHsqH~Y*F#gNKkbCa*du&BKk;l7#iuO+8d;@BJ)n^^{`o#)81
z+SC}L7)IRdSkYQmw6;K&Rg>tl=WG9U;-)mR%+ZCo9d2aHs@od0ap!fdt|fENj}yaD
zUfx)+9CE-4(hNDeCR-GkC@z#PFN+oh#zt{-p_CJ!Q;4Xo5&KEDD9AR7FKBV=8e(ow
zPRI*Q)w+g}Tro=emZ4Y_dqO+Amfb+Ib&b_*)IeLtGPWoh4MW>nmg7ixKB6aKBm<g=
zL<`@&vRu}Po<1I0H+E$Wtu7OjfMIM4M%0~dYK7~eJW>;BoKgz*P`<soCm0LR2$@GY
zS*aSb<_P^(ujbMyEvs?Sgo0ZaG^~*0+O9Pns3b1CtII;py~!R<kM9H;Ik6#E8O3Im
z$d0sXAnWlLws)6M&M0N-jABWvy5(h~saq7Ky3y2(ovigKf16w=YL(?A`Q40Sr?D*)
zFS3%|V-)TT$}}6LR>GoaXAC_M$W#&*{G1lw++J{(8;CIkzSaGo!e!ICv8~fOQiBQ2
z6CZ<9FJr+3BM)G)cuRWhB4*tX6ra{&Dn5m!!aGrb7XQD{004SF@e?y~G14P&BjROh
zx8lcGdJKM1msChbc(Ri3Qve;P<U<`{4j+=xnJE7JeQ4{$g;mUX0Mx`ri;*MvDKRK{
zV#gIQ{`+?*WX&y^tRa94;Jz56;kBm%z@MUBXye46+Wf+^B%ng)3-bbU8|LsfOx93b
zg+^tJ4lUAtpOzVIo5qVOk#(khSHSZq)k<tox@*K~m&<K84JYf1!e&cusMM4bqt(5t
zOyh2lX>7C=EugWun;`6IcpI(J5H{IN7u`lPpo5htqKZ&0EuefTza|)KdrbqqtFDW2
z;_U8Jh)oCGL27-&s3vj?8YImgq>8$3WYvW#^zR8e*^sq`B}fCVqe^y5TTbcF;W|#1
zM^vsGo4X72Slh^ylvbdzkfJ#{1NeEjVIC{vmeNogyXG-%1MLPHjlcrU?X9k?H5c?<
z6rf4TsI0o(iCtq?qm+sG4xkI{(&>6j4WlIQtt~eeX!=riyQ{?BYfu0iwUORIyTtdQ
zub`xexq5@V51r;Rqs#HCoDDS40^O8LxnvaucJ(I3-dSCc_Y8f(ZKgK2qSdAHp3$t*
z$7wZWttB@#d51PSYI{rMa5V+T9-v0Ox>_yOWw^iQUXoFwT1wGh7+9+&g=jO0lGK`a
zVw(%{6CN~a;&^;|0O~Sn6Rp%E3J`N1bqlu_!H)^ysZN;LcXuDBBMBzd5jOm+3nn$w
z`MpR$GhM*|5)0kfF^$c!uRSmtdWP`j$@948mzJrn#<$(r0R`~n5zce}kb)IJ_69J-
zv&kK~r+z^A!w;nx@n#1?9P|Y9`=S5*DY-4;Vfte&5Q5f>B(~CxU(3=r?hvPGW_yux
z8+twvu44~Q{Rv!_FGw*INA@tji(^|Y$VL{VB_Li?%O=hjp0dv)lxQ`lDC`Lw%xyPy
zcJOiUJd%xaaSE=5uHm?lX*JDE5SPbuiKbS9L&$zDUUWBwG8+#BH6GQhkXg+Vhmd&C
ze<CPaMytphR_;v@H?sk)T`XGpJ2Bo!h)uO9TNH9Nn%G6fqBRXz++9g%)h+Tgj3S-Y
zjh$p^Bgf`P{~2)|T4EhlEP{riw@SvIu33r3ijL~K(#jecYkV}yszj`7jSQnOqREU}
z(qu!kD2zaLL6%qBnw9VrvI_CkSDsU7GT}*0K-&hJ1f>%1VyCQq;~_p2YOLmV<R)ru
zx6SH@b*;RRl2NnTP|f;>U!($?^=huXrF&S$P*|u})xx3hdQLEQQY&)3xpC992eIHz
z7Gc};?ecX6%X{(`F>cng@-j+jNz_z-KwYD}tP^9mL_|vPw`yi7WwesXX6`jpP2`Mv
zYNMPiHKR;TG*?oo6|J;Yw(N##b2C-cwlZaF-r356ky>eHGF2;tURBnR+}cYftCr=_
z`JWo@^^90s!|VveTZz3e1xkdsbyLT@AmY;|askm1GyVvEGQoZFDuu^L{t;P8<HF>t
zWPwt6+gew|RveY;G$Dv*mmwGA79XC5;%)pyqEUyh$K3ebDZp6p;CuiksCvYLTdMI<
zoV*T&25uNt2_-WxB54MX@euiThlw7^gI+LbItb9S@#iA3)daFU(3%F=5X9I*xCO8)
zW4LA``}HU^h<gyR(NMI!M^iQh6kBVc`OpJ87^m5+0$dor-8a9yQO{&esRx-NEn)0M
zX%E!lMPn6U@QFBDtX9-2w15Zm#Kl2~NVoIqV^I{7Ee&gBjl!9UM5z#xav8>+J`luA
zE77QurHF#-f$fC6Nw}{{1!y{#Fq%8N)sjqan?S9W;LhdNN~S1oAsy{Da`6DjUcG|0
zqIh99XEwDrDoETj<f={!LX2$2SccEPMwN{oN9hy-^NXsNTyr-mYZ_GyB2h&8p0?eF
z;+OT}_NKl`EEtWpv1f^!rWKR&9xW>&{&zr*E^U^m>PaCrkgU2FmZJ0y)!jfdWdzI?
z_w<sn+;*dYM#0i@S``aMU||P-@7j{q2n04$CV*thh%Ysf-Yl6AB)L|zwAIj;P=;=*
z8_~U#q3_h;(H_fDwMjJd&Q8kI)S6K-8cRDGXqUXQp&1LH1w#*vQo5}#q*6Nog(E8p
z@$pJqbx@^jB<wV0770CyaAZM#F=+DievDl-X<6&y^4-LnSMjZPdxR}2mV3p?^8lNG
zKh+@F4=EFx-V1ZjCM4}@n1^xmS3~%-X=(#KyyX_Z2uP1G5wr(lB3aZS8<<n%0yO{|
zjlw)I094LP_(v~G8XkKL<E90QcukqLz~lNl9c4^h6^!o9gz#-0*8}t#lQ6*@ubJ(7
z!e>yS=vOh4%~_%Oz#Nhr0N3dj3b8rVL}ln9!_S1+_MY~KDxdH1XX_saxjRSZ^k!A7
zfq{h9w(C{UC_=$=(MT-swX7010Atv2uQe-XU<KD=dPOa<!+1uUuLsHvcJSAth)TMG
z&~}Ao%S9nBx0W}x4KrK*b3rUsjKEfL!@9gdq~NB$x?x>G*{ihba-+CyCCjU_jvDgD
zN+rQ4R<hZw0g3wzqsV3(#K?%Mh86p1G_ng(ql}7Hou1KXEhKi5TD#3CqS<D4r&_I-
z1(tB%TH4+v##()2((ITqbTyOPSX*l%yZY;FF-KHiPBZFhlUmCxBRQ=qn~<I_I<9X8
z3?dF>GvK!_tF1sau&|~YEbqFz-B=^`=ECx_6?e!Xw4v`*11v5;47#Q5&3ehb$^7XJ
zVreFpw&aur*;`Ge)ACM6OD-{rrImIGL5gL^^2v?TUY#tZy&Xoe*{UZ>S|gFLf-GxB
zqfx4$Y$IdM>XkLM9@V#1Yi^}tWaMOS`>`|l-ypOV$Z9LwQMtv+08Ic)Hk9s(glC=B
zP`YPMZuTd{-5vtFDL;(A`1h9QUz@=71C}HH5J1Eukkv1C@n%sqr*+bqj}$C23hBzT
z%hK=2e$Y={(Ek9b&_XxSK8Lu{0lHEjdjP(ahGlu~$yq3X=@C9PCm_u9_z{d1IweT8
zLqVH~-GrzAgH${d#NUt;iA{!s6m%2H#IWiSZ>w}hhOLIB`ZQTZRHy9b=$vcrF3}%i
z*3=)!Hjj}3XoBQ#brC~21j_x0KTbB*8cm9ugrFR@*(|qB|KyHmep!_bmAWLhMZ9M$
zQLHucix<;!wTev5flGk(h1S)_P~WgE=j3VvGzV1Ml4prGO3<PqW-8?3J7qKMjD<C!
zl{SnWK-8%dHj|Tv(GYg4WyXgXZDh43VXZQ214~!6EGlKzs+y|)8Wp2iRNo<@K5Z>U
zLyvDZ(|XccBvC_4r5EDQi({fj!<`^HK-)Aae%^>0vfj{T7Gqs+WSgbd(xxm}6*vG7
zRo+_Cgt%34pV8Wx1Z3YBMO!W!a<sXl2o{C9QVFPPIbc!ff?QSA_IA>$;?ZR_CFUvu
zsxk^JYbhhQy0Kvit<A=Ern+qy#VDi5=2CKIrI}laS~5f1QkvV^>W1~C#I4x`1kWau
zO!;J7t7da6+VRkOX;(A0(aKhXO)t#vly+B;+<yE<@ZXXT?~V$4nX=Y0iv-ujjVcj7
z<o3d(Df4pL_TJXY>Z<t~hoF+?_lH+X+{+P<fIB60ka!V8gxe?Rux@OE98v^yz&<NT
z98bajY{dMT0v*=r#~ASECZ#)FK^|$+Bn}dHL8#BL1`-c0Py|}8J|byjFfQo;e*7QE
zvN`~zzYz~v(^7++^K2Nv`gk-VJ;OmadUg=NAc^O)1m;y5p?@$}v&NI9@+i#R?U^GI
za+NwSL{GVAF;1{}C4Z_XwwtTTL3}43LprgFX;WOfohbZ(IR1fow3RS6+NMA_8NQ?z
z%Q-6?O)O2hQkx8|L&dqQl`?gOP27cWILhs6YpO*m&nMK1tXiR8L6CDLR27ux0cLS+
zMK3i3#foVP^3KMxk;cmN@Uhlx%SM_~fEOU@?TTV7CqD`P6-1Vs0c2q1B6AsbwsV=P
zVPKg#6>@YnTPn48vB;bXbv0KpcC>~dFp6lq-HID(K)}zPn`jj;N1FnE?z-qOJ&x#e
z7OAZmvam_K0OFU>VjNXVr^?!<++<f+ZKAfesg<h=yTW!+uIwN=rS0~bdPQh!&D~tm
z$gp@cSpwC-8fq0;ZfPx7NtJTNWMiA<W8@sF>dj4KgH=$r(c0eHszwY%Rv+2Q$!iKy
z<YJXoP?E<pG(9Kl7Db8(o~_c7CbvzB2U`f$1vybp9;2l?f4v7lTn)V}Z?j9d6DqN{
z%NcE(T|xo0CqqUFwa@gEh}_9;mYTJWAXk@!vz^ql{q#L<R+J{mUxgUHjoi3F%grFi
zt^>s=jCFlB9EO2QHM9>u0$)MJzxzLM-Yo&{B9dTs(-bD&Id)^tg(-x<D8#$&0HO)v
z3$VUa{Ok}7fIXJ{L>Z8U_Y~`JNtL_%N0|SabQ+B<VYAfn?|o)m;4`u?+)$q{6~-rE
zb|=)IO&0<2%7bRUC!Hj^ghPu^a)VKAF2X%hV+a*~M?93nuR)>p#=kaYL%}u&4bo<B
z1-@e=2Z`&z^z7{m#Dm$YFj#E-(Eb`yiwWk3a?g6^G-R-D2Ci^aCw6{`ojEDYH*(F~
zGCT9>>DRW(&7{J>OTqAzRk^JT3~(FzZ`L$jZeWw*0qk&Rca1gk!65mHOT>MM`~pMy
ztd?8D7p=q%QjL<h+7Q0YCNy$O%K%3}xWC0+GcDs=RAgaccU7~69>{uPbq#GGe3Lbs
zs7T&uYsQ8yTA7Evwopk6+isCvZDpmXC6I_x7KM@9ZfJ&@*|Ju8yOGs1+GgFF<4u%O
z3%uh6!(bFCdB-qXbw#jpEb?-In4Br4m1Gq1s*xy_t7^S%Wnqfhh0U!hl5>n=!PpYq
znkXcjtluQN=ibX`a-z*LlzY{-)=+kKvzAUOt}JgGXl*%~vZ_;+cCx8yjqN2y;YON(
zN^!TWS%srS=xyrptrbhZ68|#LFmjdcl2yMNCnP1bnzd}<tz=p&l~by2^{fCcXH-qD
zRLs7Y;rv3Sz13bwASFyh2n4&x_Y|g~3cyadaVRDTk0*kF+lGF|nNwjf%r=7Bn;Ge@
zOjOh~Sxr$qGXg-HV}f|*9|?O?b}bMs^JWCY9DA6a9DtFOxRB&Oq1BgTqVO0=_fU|Z
z`5U|?nqJpE{N<MEbzy+AqsT%o3us;Imhyl+Fi!r75Uq6x7iXkz1eI8C0BwVp(-c*f
zXs99{gQzksp`<?j!y{y=Gz8P}hZ+Exnq30Q&FdSwX`3PUJjS{X0E9#$<jIAWH;e{F
zt>XbG6jdl}CTt0sVMNWdZgcZ%T3H599{;m2FB?R@(eN%*cWTL`OhcMvOD3LId&ew{
zCYwsTA)_Vg*Mc@vRZTG?)qi_paaj;GwF%J#K(#WUj^Hu)f}2HbnAYby6eY>4c$c=H
zJR@Z4ZbnlzJw@B=Y{cA)Yr9q5*o~tkYepiBq-OQq%`K0W=+m{;R?fYkSxZGNs*Sz4
zu~cD9+=vp>wYu5V7!zyda%Lx9t?pVaQ5p&mtF_!rTkcvm*_2D|j1ey}iWTzss4dHA
zf!T<%+N?Jl@}}j_DGj5ZG1f{3tFZogRU<r_s_M&(V0*Q>(NK|ARoOj=*VSqm>W0DG
zxqJXE2aMfz;kD4uh!b2_TSn;?t&{#aQ6yE}Eoe!T(k=hppT~qs?QeqX)utM6Xv?cI
z*l_T65{X7}san(w_I9vFJjl$RQD$NS-|hZ3QAzBxDT(W(n8)?b2&cUwC0*ejF*z(@
zDY$43zpN2kto8xSxmq^UgkS#!E)GKo8GrhSD}lBe<7$3<mj1O!i;wY)hbWluy2Vl_
zgtR||mO)X(e-ANcKh*s~QlEc(U4lV1MITXmQ&j0qOISEWmykwu7J!l>?uVd^#z5Oa
z-R9|o_}_J!w;aKrxanW8ZvJg3k3_m`5VsG1(i1~#kHI-XZsCi&CL$%#dU&B|h8MWn
z>>N^bihemc9&@Wu>+_h40n@A8E!*7MYO7VFJ`7>`EZ`60dn5BgE75F_AB69@uOW4#
znrfR)31||O6P9w(DOhz}9<+m|REURyr)9$aC=kUpEr|c=%*BPM+9;=4Mi<R*wpD}0
z0Pw9N7n^EMXR;MKH&>Q*4QiP<^nKY)I9)d5;fv~y5QliOpL~!TVj8LO`hwXnkdI>_
zt{c(ELJ)>NEC-US31usAlg+ItqfA??>-A-(Bpa(M#cjfAb<C7x%c$th`f@|Ilw@)%
zvsF^6xw@$&tGPHaYIZi7%gj$+*Q&-&$|$<mSSww%v6?{9m6Zj<8lRDiHY$ycVts9i
zQ6!D+wvk9=P?}Lhb7-|vN^MyKHh!_Qiz*w{9bt<R1c+yVwva4tu}dryL9$TYSVBog
z0o7+q%eq@kniQU@16|i-XoW#trlGi%13{#@Rrz@V(M~e4P~BW(;r_f_Z?6!8wRS&D
zqqwdpzBf!KWNMOM#GT--c<@;&<%Pn3MJKd=jbJ#$UBbNuKV;p1MIpVD0caUKfPd5h
z#u%p^lJaw*8?>HZz_aIJXFw26Kk(z^SP*~ukNhkRLN8+4u7&<F$^j4w7sR(Q{?Z2!
zU|hlFhF&#b(E2n5l_KiQ76Wiq0l+<Qh{IhJ)TRg(%Y_evfDeXIB_ch>6I`taKy&kW
zjMF426vJs#^4Gcnl1C=4_`Vq4t^c*k-#Qypsua0Mo=3VsG1a+KAI%BG12lC4uzOt7
zn==4%$juRz)TF_<lSk&8+a)@SfJ^kx$=RhXa-9bh9Y@!x)_@94T-TR(A<#aJiE=AN
zH4KGp@YGASzX*|)a8cM?72>quKQJ#Ytb*7bhy9|Cl$5pKSWz=<KjBZYO81X03OTtY
zW=@jJ|LyF&x|!Qrg9rxXO!e}1vuY|HL9f>n#XV)u{6!GCYE^Zu4O`7-tCHAKn}|k>
zmyn#<+T1l-W*Scp1e&7kUZV-eY?7>n-FjM~O^7IJRO@v)U`CmDQ|flb&@(hMxGpDk
zdE3x(LWaDM9LlQ1*AOM@SqGG+vV`245U{$F*HCV+h_Y$KB5Q=VF;)V^m#_*^KK|%<
zTw`wIdY$mNyxCOJn@j^XHKT+YEv>#~nSx0}O(uj*gXu{8b?5JutDu9DCPy)JE<!2r
zARR4RcmsdgEisq&>rt3LB!!^kR?=J%0Mso?VZP=DFe{MUd2=!XqE(VyEdVwA9<i8~
z>Z9bWXBs{eBYq2!>k^mjqOCZ;>xSW^D-fsl<Ie)P-VIfooF+qTj4&hC591#Jq>jIb
zFtk*t1)<`YcGKU591RCO1Bg>;WvC|#|2%_fePl^J=E(EQRLx+uNBA5`wZ92*(=R~d
z;;@SU`36)frxS=9$6tHqq2jU#?EXxSr48ts{9P!fYj?=nn317bVW+5#s$5OdancGK
za(^q#iNpqAZpjb&b$M&G%v_eg<>ur%4dXaC^pc`&m?Fx{7f@_rTl-5DB)h1u>gF7E
z?g#dl1idH@(6i@+z^ZZ-jSvs=Utqy7(&k5+$6^Y_kD2?0c(bgS`(vU$?Nf2hw}^z?
zUc>#N8G23VadkN*5a-?sie}MH(m-<Ba$xjaF}Jb0r*B#nS9^)<_BKL0f;BB|p;Rp!
z)zU`Q;<M&*GgYc@Wd*Cly|omN>zgRLQ8F#9e6_3@c+E(1!Sy{Qhngk5k=2%271~Za
zXH*-4#=Q0&t+`p<lq=OuD{`<TY_yXouEtqppxG>MR#ycrXVq$^7D~&T#BE5q8AZ~N
zn|sae46^z!;RfXemDr(HHK$>uRIReQ!cwc;q(r+MKk4MQ9H2@)7!#A<6(u^GW+BjD
z!qf$G5ElPPrX#)qQypd;k(FTj4m@!N3WU$OPVPsb4E%YK_LgJl`JK6jg)Zqf(anVm
z++!D)5~;g!$B)14Vk5cm6FDXz7<Dgx6PIdJ6FC0~#cHh4%z2ob?)Jmfaa<tlX*YtO
zJcVUNxcwl;-LUd-{-^jp!gCzG^ivt1E?SrV4D+*oYD0a-;j^RE4XGb+<A=m?;ZzSQ
z2uF!`McH^Tfbka;?>!yjKI!snwStPL&@~9|SC9$!L2FhJHdu~<EY6GMr@C1@k^k7{
z7w;)SqBCY>cl!>pcb;K<lZ%Ogf*YXkVo0p72RY5HBfM;w;Q;Otp2OIP{@xWaT4TmI
z`S~zjG(aS>Xv%Z&S(b=h5FlK1iQK!Ip_Y!HJeFo`B@o0QzDJ0fvWcGP!*_dPLi%ox
z`V}JT3*r#fRV~hfZj}X9R2q7v#8$=wa=%@)BR4ZvHDj)wNhY+0Y<b#RBDx~1plH>q
z6Kw45H4P)1GAxP`N^R|FQF(dID#_ebh$?6{pD#ZxNxbUDlBz%V)(xT-aJs5htlY?M
zskDoASzcunYN>&D(VlMT))L-YHkvz$ZMnhP+RD|9%4QuIDr;*~6DgyV*0zvUx+N!3
zz|fLgNvmmXR~Co^x0N#5CI$EKAn}kT!r^&|zkeIvD*u>B@}aO>IP)fPbVC?V;Ks1@
z8R5&vP=pU`I}EV@vrzYIMn||A7&T8^=_!eh4Sa?<+XQf+Tbvm-N2?-kc7k{U0Z5a~
z5T5pgAd6mbsoXa)tam^`6?cj!UO~t$-27j$eVF!A-Z?|3Pl(TaQt^8fKCZ?Sqb7}u
z<K|!jj!O#EyXFKsm*pXcXE7K=T;Y!;bTo|bxTTpu82^rw?%L@;)Ak5?8vYEdka6zT
zv0l72Vy>Yce(PV*u-CIu$h2!_!qPPlt%(4qz)d39j{zl}uSxR=o1MS-Ne;3zVQz+>
zBQ|Lo+=Bv9CLc@103=>w(6JW6cRgTcp&ao_c+C3+80MJgDH`Gq{MIQ1&IhptKj+|<
z=~dX-2+m?0SY<{(l)<6w3F;2u$4BT$G`Zn<QI^{>btneh?j(vC#>{)_W0Y$u#H@2~
zpz23vJTj^g+dWrJ$Wa!tZ0W>$k%g?TTW#ZIq65_I>Q<Uj;4Ka2W60HIMp4bldwb>P
zc4L82=$pn?W>2dK8IxkQo>Z!(YDUu;L8GbfqH3mGuCPmBQ6_9%){P2_tfteusV%q-
zi>#)NCb^=vx0hg-SV+6c@@i^(Rdxv-1xlHw-b`qWLPZ8~wX-cfYEp1doq!hS5uUvv
zX(JKtE(|^oaSvm3e!yMRzPLAn@0$}1P7(8}%LMj!;4eC$Jr^RVPcShU(4&x4!v}bc
zFll#$!<Y!>t{_*$fZNt1)&W^J$ZI`PvKYcs2Z8^d;!#|4VyO4UQU1)BRVMY>_qcl;
zgnGHpMEp6zJaArsxB)Y|R1=~WUI<t>8c)Yw3TCJ$kFYIHjixED^w<Ufl~TS!{_$eM
z$d3s>CVHiB$TGOyDLvc>6YlV%J9e1XNq^{Z9&lI)ze~4!qqJl4HZ5Glk8Su%7iX0-
z3;0XfN@_mx;+5xx&IMjNf_xp2y!3FNBkFT6pOB_7(O3Tt7diY7G=YOp_QKHlCNUxV
z!N6LBR3ASj5*OsZ4dRo~9)<)ND%?2qngGJP%X}}`>(`L1;*<PE0mlv9bYwkgjAOg)
z!hLmJPQxNp%B!tgRs@Imr^0SdFS6)LGisn_pjyuAEV@!|>f3@Qm$w-(PJX9cZYK1^
zvtPh`_hcDHBWP%qxy31CuWY~wN7Z9eFQWv^*n5Uyx{xj#Fsd=pGQ*0$&`KF%*Hl`%
z6=*KCV9piFHcpzR&K81huWTdAOdXu8GzbCNW0@&3IfIZitd^3Ur9{?fM;i?WHNm4%
z33W!?;upjV917xF#FQP1P$=6%R~VWB@1GP*WFw*0#m#n5D_ZM-aZC{R1hiZH%rD*V
z2y!(M0+%pzv4F$9B4LWcNDzNU?4S!_t^fd*(Iq<5Nx<hE^g1VRV4D-Haf~?bt|XPn
zqM6}wlIP51An*?1a~5|0<}kMLEH%d!0ES11;AaOZgzb#%7XiHy@z60Vicg4wLELpH
zStP8^&Ur$_q4s5%t98=;cre>9gz-%QW^w$pc@JWo-4#NMU=v_8-5Z8*s@BE*lo|qb
z_%V$QNy{`Mg75SJ<8wD1(iy;!NJjXdm`RbEjV47juk_hr;=b_sw1YFP34HgmG{c86
z>c_|-nQ&XS!V%1l!Y}4b2L;3UrsR~0PksCv*nDYfOO3dNF9kobWufZ_KUQN{Dg5Uu
zz8Akl#P;$AmCu82`3X0N#RZm;2*^qa`2+dCQU7bSl1vlFUuid5EOA}luIvQT3zcTW
z0yrpFRMjxFrqvxp%=1JmTd9_#EHqk9G+T*1vI@-L--Aspk<j%r%#a)ggF!QNm;#t!
z!`If0Jp&O&HY!<WFjO_*WTZEu%wR|*P?YQ->}yqW8&Nvd2sIc*(;$posp!bMMk>)T
zqLoSoS=T7FU=UKJk~N-}=*0x#^A4i_-jiy!ecZhXI+Cbv=gv|-HfO>{0PGf&I(hYH
z`=y6a!0E<!J0;B#;fi)J)(IhZ_8?W-cQ^^an*iV)rr#m__Xi+o0``W638x2f;Tpcr
zgIVFhwLg#wV_}RX>9i}1pVA5t3IQ?GD{1ivhLN?0BKQ;sP{%mW0UjDmMtj23o80B7
zQFF(Ki8u$#<;g+m%%6sFty_9#3**1@!R*h+(04b*>Ei(61V!d~TM$2*iV0%=H9GA1
zAtVJxrAe3{X(IxkGxK)b(=H-}M=4ecFMVcL$+>R94$&bMP$2BQ8T|w#>o5$^%=d&m
z=;@#N#nW7fe<Vs;2eH%aQi&XWBG5%xcnL;;a}NcOz%p6VD$d&^^xuW>Jz{zjKci_%
zT;ZlCCbFKYfI(RGxV%}k;0|_xJ%!SW)qIdxO*EGkO-M8?$b@DCq0*LNb%^|y2+S7R
zZtrQ<RC*Yo4TIh^-Rhmtb-mTnv@)Y`mv5eqC7Sq!;CeNI=p;%MHCrcsyVpc8>C|`*
zz(81)+)z(cp0g&5o+Ni@S*%$`z^W~y)nGI3b<{S<C2BDuNuupGRH=~9OFWp`AjNMg
z{4ZfVHHv4yYoqhs2f1(lNYb8$Jz|}h#)HH({mh3yu}ObN5zX+k1Gphs#X{uE+_$P9
zpwp+=85Zsm*KRoKMh%z1@}R#%_>9A<k(iXBwtE5#V>FEMsf5487U8E5DP)9v%_-Hy
z5Uwe>C<&}==@hYOu15F*On1B*<fe#OQn*SOUjPIh80Re2&JaFu;V+T&15EFyP2u}q
z>v?M!Rs(z9hfS&WVHn@;!bKaq0rWi_r`hx|jPj#2^ZNwjGoRa-&0piG#Zf@gv_OHU
zK`N8gmhY1OZ`v4)H5<O~W^En9LjiJR+^0d|??>qxFPxD+$Am>yDGxAFf5Hp@8#N+6
zwPTxLR^iU#GoqB_p#~6ME)2)OPi?e?mq_3H9L=UB?fBj(^#S-V$-5xN{+*LjK@Roo
z7UTXL9#y|;H&qbRjaGwJKdraWRzMZR7HXRP1Ua?3skLcQ=Q>PtH;QtzObb3MSyUlb
zfmWu+=xEdgF^J(<zJg%VTodNaG+T&BKw@3cIbC~3mTVbDg^p9wDlpKE$Z5!?<rCRx
zrA3$;ht?|%Bin*$bQL%$3j=kH1hKzq#{&!{gyGNB*LY}?lH?Ul+UP*aB9fBMFn(f(
zsPi}G7{1S^=nHt*fo)6lrI43MVQzwBqF9PU$T)AJ$l-!Li0=$SHixDn0ehErd=diy
zvLrpYep;$^1fl2v`-mFn@R?4t-K7HyehPVmI`OPX=Vn2v49bUq`DYcl;8y}|TBe38
z^^L&FkfRt4`w@gQz9zTzN4YvC7Y~7nayDRs$0MQi0LIw4agkW=e+(WYOsnG_2@>iF
zbJM_VDu?VutP-<#n3}au98z(VSONm!hzRIy8z;?hV`E5wPzShIJ<_vC7>0ylVpg2O
zoDTR;#BH<_o(n_0x5i0DOq{6OKlF>ZC&WEf{Bprb3}+61^4Cznitlvb*+DS9$wPBr
z+Tj_A!jNiQgsby}Im7tt<RVy43Pj00>4%<}Ab<WVb-la`BMp&K0!MB=x-A>zy~rDs
z=gPVqt?PzRPMAE`Lb+lwK{@beAk-2~A|+Aq0YGiEU_>G0Ucp+_VT3PbO~PKleq{sr
z>SvlkxU2<JpF<B?gvubYx00lH$|lGL*`z62J)0$LMgB9#jWwcKgZN!d%HNL-!jK8F
z)ugaj9wA9|te0?_ASE5dmBOc_+IL~TV5fw9LAO{R!TK{A(<QPh*+KIX=zw2Dju3u^
zh@LC>$jMzq#*t4k-65fCQ4G!iY}Po;%Mzd-KFi`Sh!Q2P1Tip6P)r==id~eQpNSN9
zhUoH7d~|}`V;HL&;ikIjaEhnHP?Q`%!WTaQ&<gwmAHMH|I(jZSf<I5toL_AOqy_g3
zQ)T(EORA9{R5*ogFo`+DVLJ>6%!?FLPs9g8P)w5)D8E02hlmlsYyw0mXn7b|z)=Rc
z<HEcRm?95intc6d2xhf#4I2$x)IeN@iJc3R-|(kcN{&T5GU}jHTW83R=ndh?Fsx?o
zX@^uGA`5x&eUAk3Xv7nPxhKp&4N-Kn&#p<&h&b0S;cpH}wLernissD=;sRs|bnFkv
zxzFE@2}W&HU0*deHDdek$_W#gsoW5nJ7}R{u%W94(SsW+2+{1sS74AeVfuW+EW0GW
z2Qtb;)IsIuQZ%c>NbwHH#roH?2nIwa%0|V!QUWHZ5=EY1Lk{;66~a~JvOzHjj6?zk
zy4J?jufV4Q_Dz_*4C@u0NK=^ZYjQeVv}I5vwcDNC=SL`Bn>GnX91O3$<D}S$-;mYb
z9a$tIMHWQjdQ(&UIQ`I?j7ttGiRyOzCw}-g+|%P!I7|=0@Mumu0iJ<`Iwl|*dfE@C
z2{2QYBcGrLf9Ztw4*tvlEwlZ?4H-9X+AV2Bmm$Deq^xin;Xk1&hO>#(@*_U5HUvX@
z2)DaJ`0o&|58?mbbY}k<jS1q5S4?k%2#RV1Kb64&bBmJ@_zJ^=G+fY5CFF;Q>CqYG
zPP-t8K#ejN(WMT2+K2xq)6;tL5riE)_%0EIJaGWIKfoOn?#_+B>7oxa>A=DP;?<1u
zM4C_gr9y|w&nVI-*FphNoH<S`Y;%r~9e-s$;i)KYxUFdMr(Pnj3bu%ZqWj0Nc;<I>
zEou(GTpNvonwTLE_Oy>H+VC9ML?ax!G)I`;VAZ*bXaeVES#@r^-XOaKt<hrDxvkY~
z(!H>msT8v6uZ=_{w^9^x8cTq$6Z;HUq^Yq?O1@24k7!&?4*wiH6BuQmU@c1qSbKC}
zD;r%?A&RwJu8oGPO#>8jnYczK?ILk}5+F9i>w8q(k<A42^@)>27|<ZR$J}@5;Dv$Z
zEp}b*q0KMU$l{wsxYTXAyr&Sp-@#m79)PTfnESd5pYE~<h{<-k+wzIO9tAfA7l`(V
zSOmm}*E%BHV>*c2Bi#ExrMf*RJcd+R1V187cPPj`L9~(kn{Mi|Pj(Ug+7re_9tOd1
zQ#^HZr#b;OmrJ;46*y6%_g&ISo<8}b_oZSNHNzU1-IlBQ!K(&rW|Z8=m3pM#nU6@=
zaMsJ*c6`f5I68ufsWF4YZuIzqr1>Ho@<K+C2(yFuHV3UuJ;LYR(x-TshV40g-;P;-
z-e&@?A7VU3r;r4Rk4AnHF<WnW@N9>bHz7+wBm79TDiO1{Sp44s74lXWAP+t0{UL6O
zgS<O;2m56dBDR7DCkG`H6CF=VxY%Qzp$!m88NrYJ_`Y>XZu$~{_x@)=cl<M1$AsS)
z3uOYTEDExsHCPqFc3YOUoocGBF=lA#hPJvP3*|DS$bw!aJXdBj(cQ)~zrT#+NFGtu
z+{7QK>+LK^wlY!9=F81Di2Nj$A~c~8Lk^~-6FEa!uW1mWnE2PMbb_2=z-($({8-gM
zRm0?J!z!)-0v-G$##uERw%M#`3z1Qu_mS65KL|N8>$2WT-T`gYR&xtvb|Jn9aD0Mh
z3qr|Ep*zeIUMzH&rPwgJ-hp+AEpvQxj4;3TMQ0>ze}f@!;!lSmEK1l66Sh1b5sKs@
zVdB4#Ep8tMCUuhU^{?=k=cJny99EzK*ATQ=*Y<_*Q<$|A73zrAHvlF%2<(DP@kVD%
zxSUBZh3MhFsY!*deRPBpR=KAxqT;!-2}Y{fF?Lw-%DWir0*hC=@uSyi8N}Cwg<Mhm
zS+`V=h4CZ8?=P~1HjfTUXoUW707JYzjlY!mvY8G4j2OaRx~}SO$xIsICp`YrVTD6K
zb>q*U1E9e2!&V}F3gCK)(F1dz4pKm^PyUVw3gS7Dk2Yo@t`r0cX>uA}0$_Ku7<<qy
zei51xgg7g*Sx`k;jK^h^v-n`ED$C_9P1P8uRNCscmep3vX4cvFz(@c$>185G%_@Ru
zmU1rPAgidfLFFfiRI@S0K)|(SVm<w)0e^waOqkDuAIkFy>Vufm7Mh^NTbe)o8*&1X
zp5V)~+E_RbJo$=l_3RJ=*rA)bEw71{zZU!d%y>n9o7g!K<9ev)aU6}ihRmd+M?8eC
z^S#60*6swn!a=muq0mW7F7w7iZW~nc_w=)m@ta|vx6{tq2V5M>?Trlkls=Ew>tMOP
z*eIQ#*W1CMQr54;>CAyXC&w;v^Yw!P|L}0X%Ys{Z_oLLoP+)Y><FtO=Vm5go91M(D
zlPN}Dzk2@oM0o$iFr(->`|3-Rk;p{A0;KFso_X=~p~#rm%_#a0O`T3286WB$u`2sr
z{{08yzP>>p%k5#&>p#@rJLWNK;D08#M)!MqhsiI6q`|kZ@Jm1cm2)D7yU7~LW9J|>
z43Xc%9Y)t3{r+!Xpu6h;TEg;h#Cm^2>jMrtZ`3<-g7K8k>m>IU6mO7m-N=a2(<RDo
zo86>X3I~RVl>WiLhr@w<>YzH}8}@zU4n24$eJr8|MjWVs)CX_AcR6`{f5e5sZ#jPL
zy<GbAq+;j5Z;{Tt^-=EPx#$pl^9S7U%o|r`4o~=LacSq^#F639pvY6yZfDQ<fnd0s
zqo+B#l~6qH>*VPqT8^{3JOR0*tD8YnVcW1MczJ4rjLvtA3w-Cv|JN*&(|-JlbH8-D
zE5t$k%-sRB>I`=Jrs)_5M}Kr0jl1nf(UQ>PKm6@m@<0ZebNRw4_LdaME)es7{N#1^
zmWBs=<xZzJocw@Mga}g&^an;JPBMzwSZHi?EZXDkXB6*T(Bk{|ACg_2j3WEN!ui>m
z>0Z&nD9+?=-gql>InZI1*$ut)!H@ITuOIH}U=)1lO8$q}-`MYVGYMb|oO(Sz(r<SV
z2>>~9&f&Ioi}dpc<^|Ew!<|AfjZzTou3oQ;B3G(kaU3T&Y`jyXm679lglq!t#8bo#
zAbUKJ=0(5vCO?o+_W>f`{)p`RFZmR3V@TqLLljrnzdwcq6jKS0AIDv)X%o(2ap=ei
z6yQI`^Vre9?<MMccJV}iIC=snF3`=sZqea%`wqNv1zgcV#p~%A2+h8;K#R4;U{Yh?
z#ML|R!`GiV5Q#)yxbW^rIoP^>@yyK3OW*(g)i+@4!;co;cyoU7%Eb(9y>`9$!3Wnr
zy87Bh*ot4v=RYdmdjG|vlo98aOZgw?FVl(4>p1w<hxwa&fOpYCF2OgU?dx>X7nBF~
zB06`HxEUPMIqc#oXAG}%Ja6xmTu@Yk{P<Jp7aT^MofkSBbXEK3$yqLYf)*~EbrRLv
z{d+I+f0xjK{V}fNc*lfCSlJJ+F=mrb5jCkhrP_gsV~BUYN<SSjh>oFvoe<zov-B;-
z_p&{<akJ=c2D^@)Bn~)-jtK*^^ppGNxX$4Dgqd#RoP#Ic=rS3pgC}3Svu|Q9!x*Wz
z+u13515;PdF;-Lh`}+q+;uo*XFp7~8zkh7v)%Px)ViZRvq6g#WK3G0~l2N=rcjnc(
zg&$r&Z<S;I_~zU1ynXA3-#`Bfqgc2__I!9flg=^<eeu?NZ@qu@^|#+;6yxvb@4oZV
z{M&C>&mq2^&wqF;r^`N;SR1*z`0o2eE3!6;2V8$JegLM^6ZvlA&>v%g6L`e(N_ouV
z4jXbDXWbvX4ZfC*vzD9<K9_9cZLpvm9Lm@oj?NDA;Cz?J3Bpk{{Ot!jLmc+~#A@0f
z!_LAhl*I+NVy1^?I=n=1kCT1=PC#?z&@6T-V`fC3d<U<35{<)NuEQN-d$FT8YVM8U
zj@pQMQfDw_og^Q-%1#oL*_`=F=XqD~)i)B5*XYc1wyuH0mtHb`aCcXyOYT=+yl@=6
zdzk$*=s$URcAx3p4-Sots`1xeOVBR*aCqMflNT0VJva_qnODwUdh^DOa|h_LpWb@w
zgLjs%>qjH7b?4qkZ)M(pcY5j|Y+d~L<BP9;|Bb}yL$EdR;mz-7uFXxqN+~@b-pjxB
z{nuWcq{G2&FMWI`n@fi~yXkW3*0bkdk9D99D&}3G7vg;!a*(AR%-edMPK-LHOgZlG
z2m*(@=}R4cz}e+Kw_vmPu<m7n=Xg8OjyBY%;=5-qDlVJoppN9|BG=z#ce+mg-caU8
zu)v7_L}Ze~^NM31`FscRF2!e#Y7EZt-jR_R5dC)F_$d9O(;p_kB|0yS9XLiFE<BIj
z!T9tH^e<pf<oFc*i*rw$et{_4#TQZ$DlvoeeDA4LXd2L)kZnLa7o~r4PT!dnywa~Y
z%n2QC_1u|3^J8>(c6NJ|_)EuoXwO4mU;ls-(9cD>pZ7fUE5pNqqnET1CrkbL{NaO>
zZ_J<Yi7fSZa$3KVyK&`(L5t$f&3A6S_rZ7KBi)SRM?YC!%v^i(aHz*>nYp?A`kBk$
zIkKNs4z4F}e0=`QE9s;0K}OMk<5uoMa`xCk>l*gA?tb*@aqXzzX0@bFT*)O~I2Gu!
z8qE2?OA{|lblC(G(fzuxKQf`%gmc%ZeJ~Ila1vE{%7pRug=7v?5B*@*T|sq#D1enS
zG;F}xq#kd8XatUh4Frg_1Vx^&b*R6_*yijR?Gn3P>2D?IzoD5fno2l0aTGiIUN&W;
z-HWcMbTPRHhuC7W4f+PzVv>Sm3R_H^av-9Z;`x$oBzC~Z>dHFCjvWuM{hi@6C$0Tb
z?EKLltKQ6g@?zZC#h9;0zr5de(mWz4ue`4E<}LD^ICg$+fEbs4ycz!m@ImzKjBHt-
zVrRE|@PHQYWKe#;gb8hd_-wF)$+!M~-)Lm=oX^fWANvQ@{U^_B{S3wA!Pvp%tJ&`y
z^V-<)%Wu7R^MlJVubtiCPk&y#mpwbtFIrfEw|;W(`rNUYPv#j#=Ht89PKRRwrIS%i
zzke$`sf5M@UPj?rxbxm&*{2TmFbZz&<F^CO0o5(C{+hnjD_(JE#7T@q3VG>0<#zcb
zJCXqMQi#iLx7}v0)8Tx?<8cVKj^i{To##S5JvN)I)*o7Qhdupvm@D;Xwy?iz(9ZLY
zKQ+^M9lb%t<#XCN3v#VzB&4`U-JPP%`z<@XE!Ct05}KZvL7f9_`@Wd1uO{uAL!QCG
zJlZ#>48Z`)$ecW)$gtSCk#Mg_7ql3SxNY<=Pdp$2-0>n-j*Ln?{3VPW8}EXO%tgm|
zQWXIjWxjLYYhyOp#mh&pjtDS~oa^X2J3q+7pAKo{@_8><zF*m0Ztq0)WEY}xB9QOt
z>+?-s2~S@Q<%xKXyfWu|beQ}(Fs8kp?0qyuL?cqhX0GJoUHBUSlR~ld;s@`HbwHE+
z&7c1G#{7UCg9sVV|M{=(zxQ&t4dKv(4}Y4!cG5viHoyhBbmOBd2L-#`MhET8WZ%6O
z#zIGz1Gc=E7vJ>}u>=!oh`}@S!4;X9wGu@=L7tapoJf!WZa`hfBQFqH-Q5X2XKKDP
z=D^O*&cd<K1KU13-|6h?MMbjT7PbrBU4UBmGkKi1xh2^Pwm%;p#12`Oy))#x_K_oQ
z)Zy`Td8m;W(GGWGr?=N7{@(D!C(wZe^BD@S?)Tek5^-jF$^ZQ>^1riK8S3rC)S7Yn
z`bA>RfGssJ+{H25(yopO#I_{N^rGh|iwO<SaYK{N<7kvH%efBqxZSh|=H&ec2@8!9
z+RK9X#6I36Uc^r2#e>{&G(yPVvUz;-2hB)_FE4cWjeQir$B+-Q$2Q43aQJ4A)*bp|
z&p`iB`faBfVS}-e``&)pcHFc<$VYzV`-fPBCf}zVU3_B@o5$W7iZ8sM?lKQ8PT#nb
zN!i(bjn(U^B+rig<)6KG`Up0UyuMtVKNT?#%wN3n(sA`Tahu8h>2t|hmEl~Coq0I}
zz8;4sVMzF|svU_pFTgZDo@2%i_Fp{GLo8W=x0+!)<58Iq*my?4+5HpU2-`bsmVd$b
zO}G#zI_)M!UcmCc4g_m-okP808w^ynv8XC%Q%5lp91cdj?i@WZNaS{h!*Xc$CHD7X
z&Mu0g=i61gPpX|&1rXv|Y$Arb;PVTLh9*w9eagQ#KN~;jbFq)vJ<KAOzBxP?AZD?j
z7{MuLWP}y5&3RAtlFvook8Nb8lZC7n<%uJ93@?=2>O(=9j_{Z>17&$>=+zOTcg(t-
zyj>Z3Q^8mp5B`$x8S-EEV$McmhsruH4-Ou<*+q6(xWI#hgRd;uiFUVeft7*4`!5r}
z#_E<QR@mgV1H^;kO^QWt-)MGr5Jr3S4W)9&J%B8|IGp@&_JuBpRiC?`iysmZc^q?c
z*<bzH&tIK5*g<x1>;lyvpPiU+6lTNUD_u{7!*=mis(`+8p18_XCY_y}n20#wuahTV
zI39)|+IsNRnPVzsBk?m>h5bigj0ET=S%r(JJ9uoI_}`Jo4$r~x2*hGJI_g|-Mxw)T
z%?A!Kuy4?YIi9TVyvsEb?YD7s+4rjvkB#SHxai14G%OP_#8c<}(Ba6q+i3?7&u@ol
ze=61d2mF%LKH(P%<U6CD+J8aKXvZMau>M|cW@64ZG%WqVT<Gr6LA$xo=ZQ<!OWrG8
zz0$;lWM`|F8#qlY1Gb7>qvw=v7hAn};Lr)LB$3rinB*hTcV?nT_LyK5#9Z{vsd8ao
zIN$9Xxe|~)T2JtSI5-skevmlno2IqnP=*GluBpn9Wij;+4Gv~6jSP<XELfjGMg3@Y
zaA0WEqEH6Tz7g;1?H^?nef{I_oDBAQ`bM5#<HD7L0guN!V$BFWee=|WUv@vIIQQfE
ziG3rI+&jc5R##7l!^19@Y(2+sesnAx_KA*8uLbk5crX-J>^8B7QCz*SUyXR}LWec*
z=ltn|YNW>|I4s-lrRgK#klV)FU2HtIHZwgjPRGuur)I(<-LTGoEryS(J{Pgty3FY4
zI_{3CiU?*Lt2whpLwydi&Ah4y4mH$6KD^z@nr(4+DCCA6mg#Eq?GH(IV%B%CM{^%M
z66&@SGr++pBBu_k-Gr9}Fgq>osY$gLshX&{AlBe_01M%MBu~Vg!?oW5Bl-K$`~kne
z_OJGx?NLVuequ6?-FIZ9pD~VS;>d`?7{{iZjlkGY$~Yc1?H}=3Vt??&%*gNvV;p(t
zTzq)g{5V5-Vo9El_<RK}_yG6%0+++XBmQOcO?3K(Cf<xkf&tcg>re&<PiKxDI~=s4
zeuK(jZtjI+i9^h^8dQ|Po#eszu}O<UQO>+~BpivIWE6b^qc>ij7#)oqetwM?myd^(
zp>gXPLr03Q$HzUrBNHsBJ9X>MWNgG$yB_+@Pk(hew!hzDcllVT_P0jzz&@Fn<d!X0
zTAn-<c5;~SW|zB~J9}uHc*dL+?mT~G?vRhjG|X($_0)GR9rZ%ph=YZOkG*kaMgkk@
zH{Msja{|VP@(y-C{>Y0_JM6Htu;$>zn1G1Hv@viHSN{l4wt1d`gE)J99NFf0>-dlY
zHK-hC9-r^o*9W5_!+(W?$GzmbJja<}Ci(7Dr}|)4-{|u>wx3Ge%am1c!50Mf5Rts!
zuMmzo-Z?V*6Be5q@Q;}GL#)F`^v;XDs^2$fYFmfz=*S?`wmlPveTvB+z&XJ|<ro?!
z?D4ioy)fLbFz(<7Piac8auf|YIP`J%;LH1adrUZr!91@FT?j}$+6$pY**9`|unQnu
zZOWiJ-!Gvv!FA3vsJt-W<5qnCWWM?Cfq{WnE_KU;qwLKO4D|cn*PUH`0gD;>2M*pj
zVizT!#V-AWuU!w5#pkss1}1L4=_hWp6^d2@-?=wO6f^H)6bCN;@ST^yGBATygNrxI
z#S7=0S}44}_80HGtl1#EYNkOJjX!<+!Vx0+!#5Uw_~C^J#^<Tn{@L8UTSSR+c$$V6
z&lZ={J>(l=vK@Gg(4kwmzS9Yx3T)z@*Ked9<ool~k_|jVwovN0jkDRw7hvvhp6m7o
z1>R0ok1)au9d;W>QF(H|aPU6f4pZEj>){mp`3_=I*x1<C?%p2W+0og>!Z;85Mm<7j
zr`s)B(kO6fz~0^4-)+hoD-tK~k0EcuJ^>g)5*j@q6=*;+*6*vy`)2LFVec!ZBiR!e
z>N;t*oZ5z>eI2Y7)f0)xj#FqHY5(ziyrL1&%sj)+z)K#RgL#JDctYeI%rmqpNn-er
zbwOLWrNLAmF^)`Kmlyhm&P#}^jT0f`8W?$9M4bJ$nQyoC4yaihvPjnjsed4TjUzjV
z<4j&QlKT1vU%U)p=Rq(`N3N!DVVZauef<;HCvl-WwAkN2q<{1R(fHQ}CbAz!aTnOv
zqxsPTmp)z$a3|3yBrxB2r<8xkCm<=5|I1(g^zMAW9bFCm;xAVJ<;NF#y6o7@Uq1Ng
zPk;RG*&c7Fz|vM1fBeI%Q(i?9Ewgjx$EB-BydIa!vI6(ty7x|`*Xfj;jAG!})%j7k
zz0>Vv6rw#a>+7_4xhx6+3Hz0f4wv1<C<KK31D)LtyZoF2_4O)lLF{D|oPfIJfYT-^
zte#)wobC~uz2FV5BbUwDH*D+dlWsD(-P=17==OBkzO_sLqu=&Vw*6A=r^HHepxC}V
zLS6_QeSyOM4y5h(d(j_E%n80BR}Dq|5^V5Fz?nzUIoH@IF@Yj;*c<PqQ6<55vcn87
z1>+oqm)x;2sIUspaXm+e%m|cs68@MYp2#dv*ks=Y1#CF3(>r>l58O)L=@|%SiBlEK
zqb`qEIq>GgBjK<5z23pZr5;G*p!>wbBwyK|e7PSa3lRnT&Yc_nMy77%P<Z<CMOA!+
z#tDy{JdwJ(_{M&~VNf6c=!50_`<G7)+h9G8J@{4m#~;6$)<Z6E1ebr3f8+JJm&W^S
z6#nwwjaRN*I4loR2l8<7<EwAIBnkb!6nS}}xO^psaUYGJdzDw;d)0%m*G_XcsQcAZ
z0^%il6&|4j`!KR~*x@NXMDp5gPKs3`=XtlsVTaLo<6l8$&)!c~elL|14>$)xBC&An
zG=%6B1Z9X999<NT+UW`n5Eat_?yB_#H>G<Dm<v5FGtuMcYx}7ZkTjXtpXdSkvNHK@
zXE|l4`+qd!<<225Z+e(9uW#njzO%xxPk7Zl))n?*cC0rxeSP0qZXj;P=lwAr6vvz`
zaH4bBG+Q0PGhL=dJJ%U~SvF(v-{Yl&a~{l=KX!Ny6DgUXnVLMdxx6P{=}Ah#U+^}k
zTRDEZmt!+Ry1V6GUwlg8nS|@}_V$k)I6KPHLJz$C1B0U{E~|ESoNW3hE?+%pt)5UI
zeB_l6ubpyR01xvoU%0k#>+0;Fm00@akM3U2E?zmSS}U+vzWLhax39#*UPkfS-M3F?
z-aq3W_c4n2&G$0zz0=G4EQ*mU`O>Xf4h>lATynpB?}ma<zvW)qkn{Vm+Y##JtTl?z
zv?d_V^V~%xi)=sfFS{)lm4~5#4%E?U6)hi+&hxlSv>a3@GUe@jPlt^qz#JVN{au2)
z!_HtiafdVD#Kb54R@f7dQyV?tcmIHRAr8U{G2BzQIzbk7fjT5Vo5%~wpc?`<I5g)P
z>T{CyIM+MuvB9_=erQA%XsF0OKJMYo@X<uvOO|zH(fPup!qIizbz;^_<H%FzdT8tj
z%QNXd49gf{IeBTo{FC=2=lVgL=54(v&kgc49?o_2#a~p(O~$_xh}!NNh|TRcYiZXd
zvBTvVJeD~~SCzL%?&%+S@lvz{wv_&U#W!)~@&sLfBg4a^;TPY%5_iMaiTI)8`n!v-
zAE)z{Z+`#v`M2`#ypjmQ*3XR_H<t4YlW`j0U-;n%*FLzlus;@uty8ydTzlunt7AvP
zu;qWFc=w~Lk-?+%DxIF!@83GB^!mHZH7$R5>qw8wNdryfJ6^aEciIG4?|Hz#Iy;DK
z?}vU3*eo3!BF+G{8+`mfb;LS^d*f=rhL=#R%T_z8*2(7*C61HrWWm40@&L}RA)C!<
zcTA$u=ihOLPeHR%kXUyg?2mQy--IquiXX5)CMpGaLel<nzs?T~4gL>QN6$HYzW!5Y
z4$tKec}>kd=Z+q;_IgjuDrRtc9``5D51lkqXSo0D`Qa|M-+T5IpS8c|rHg~se)r24
zN7#POtz8VW{hT}T#su3h^dznwG*|y3cJxm!#1jC6zJCb|UB21351H|Zb#RTGz3Rnl
zM;Xj&zo%R39X#^Zwg0E9qw8(sINsio6iHFM<MHEe_jd1e;)$dz$`oxmvLjofEPup_
zZ9)Eo?HH0(Iccl{vL)AsE7+u52R2ePNrAk(sNKE_eM(!jH47AJ3$%SG`jCIo$Dj{^
zI<t3l9o-9gi@Cd*osXTJncbb~%^Doac<|olN4<T$%Ko4~Jhi&D+*^<Q?xE(y;p-pY
ze(z|{&0oEEed*DsSN6|E5S!1|A3XfY7Z)bZMiB2l+`PZ}@u$mYu0;^#i;vqI>+82x
zPDK#u;>xr8A1r-1(Q`Jz>%RZ->h<YZZx=J7kfRSiY-OWUphY{k*UPAQQik-D(Xm&;
z#DT3&j?Ci%t7rkjq~T#i;a8Zy>my+M;}^mJx0cS*be5<X;C{{e$Da0iqOKD;F5>{9
z{8*_rh>ml?xTQ2ly^JzjpU-iw5CWrWVMxefR<lR^@DFQ%Opi7WG^auPz=&7}XD~Xv
zrsfaLp|Vxyi8*}|L0T7%C>3&a&_BK;)8N58$(^`0E%&rii*u{tzc`z_g*Jfn`)6*+
zl(lr56NS<DZ=*`&lA6|MxKlrPB$c&j7<pDZ|D=s~oHNS(w{L&GE=&IdU}k-O<L(mP
zojW`}K6+&F%9#tH>Moo<Hotso>KfjyJlt4aUjFFZJMy{a($mNHH}2h9!u<JmwtVlC
z$B&+D9UYYF8EgLN>DDLbQ}Iwe6I0h#u4Lr-$C%;=FUgj)RdVF3hK|({ue?G+Ho4@>
zq}-8U8{B&>1=d)LJq$B6N-Ui(bDi{c249c5JHHQiRjBH7GB@L^MxT5$OxN##t<AK6
zIcgVF6ij-q-pKPQQXz?yXSUWy-_i_Ej;Mn(YNi}zvq^uHFP$L+jb596By4LCv%9lr
zULmDZ4`lXrQllrsfwz$mU1iTa$p#BiEGce{u4KbNoveG&bZ=rK3e@FOAb4q7J@wNl
zl*fvCf5vnhmwpyOxZExjXi%MAk0ACAdBX9A^WKRF;_`vf%242^^pObS?zNML8ucKZ
z8HyklR@bhcp50$EX$0XO-+FNS#`%4Argyl2b-lf{vAR!BL=b9X^wRs6jwRJ-d(FE<
z&E<<_8U-&2Nf32FKPUs6ZH>TOI%_IFue4)CBXM5n{s(j_p3=qMd@4WiMW|DKrOMj}
zshRzbPVLO8r)rXOt!CX*x?iKSR3_<A=s`Qr)xlHwr<_l#U8Sziu^N_qbSO-g%sMXb
zs1GUGzbK(iZrufN#e^|6t~>z_DQW*(S!P4b>I@8xN|H9^E<xWE=2g?hlJs11R+&%I
zq0=a&1w6z>&GNwonK)oY7*6_N+O|jDy4=d?Iht0}SS+&7b-Cl%nu4S6(48C2itoBs
zpIltsUb{3kRtvatr?UOd&8u_M`$qCff-5pAr&q5o%uad*IezAwAKaLqX_%%Q&jyCi
z&NQ2DGA$F<{sD(qd4Dz~726QCJgo=R$%kbuyy6T^?(qXx-p0$#@ri?Fzl>ESuM~f}
zb-3wQob;Qnsl29jB@a{0+?d`n>mbL;e(*}W|Ar3h?>-rA$BRCy*q>o`_$8T1Q%of1
z`dbFf8K@_}WMy!|9Oq^_EC684=!?g7J4xhuFj#?9$lF-F1X#Ccd{=OX&s?l*uf7G{
zBX}W2wt&=om&W`-*QGgW8<uY#uMK&FE|XcIvzN~|18-0W9P*#f&K+w8uE2Vk;Q8ca
z6N{W2j+@_4jKUk>;<AJGPL9F{xa)>^vex+UAZMJ19W>CIsCdj~%z7g-90vHbzu_Xs
ziry)MNcr`KTKJuUn?Zr?*bn`Z?)ZT=NxXzIF>DqNmK#OZIuN|zRysyVT-eE!JfCh`
za8}4=Oi@Tg@x`hTU}Iqp--|#VD`N`~JrF@Gjk&^cxM02T>B@nCQ|bs#BZ$k5s$<(g
z1?vTAhX<KuQ^tA_(?iU*pvAU&n+p0AQ~S^uLClu1uEw@|5bcR7JW{go+>Gi7w@XDV
z+t}Py;J0&vByqEfnwr$5es=cPJ<|PQp#66*{tlbD+3St8)rE<kD1f0*2<6rhf?goa
z5A>y7UXuQsa5%H6C$Qsl!Hlu!dcu|*tGhrK696w+)N~z2!NuU=?U?IOpv$2)ige9I
zGAXk#ojUYcg(FRr;%cQmj#ad<M^I@-9iR-}BA@arASVq<yWbDChZsUpYL_~@1YqY+
zddC=3pCOrU>^?3e_X0Ef8^57tm79UjO?5%<u2i-`{f(3sb6oaqI20lJv`}<i=!6#x
zF66GuqBRB%wlI+SUY&yg@+jr}bzI-$)COJxoxPYmGyw8ILj-|TW1svVf|ih0&U)+?
zR1)v79t5Ms61;--Al4|%)+uOD^}AH>9M!wCK|VceczucpwwWQ1h3cdH?-^hsFAl_s
zT6D3l<~fp5GE6S8E)7uxq3!CG=Qg6xL8~zp1AU9!bEsr4co!BD%k0o}I!K5Eq=vUt
zBF&L$<u<qFosz4(qE^X<b`S!2)CUSD+=5X-I3NUdq5HJHi<HA!3YQFt*f--1&5Rbg
zTm85yzjb%`rC?@SBSaTGs>cU<Xi+z~%R<<;Epg?_Ag0JI3$#`-Fhvf38OTuOrIbZz
zcIdytkgMxRK6G@D3uYlLKunmFYzt<CiQ?T><t4LiE-xqiG`!w+(0-Yf#S)OpJ4S6c
zU$noX;tBFc{XBYe*|0WQ-D$vhmgT+8+JvPiR6<ft&o6dB2J%^hx;$D+ZBfN&2+>&x
zehDfLW(8Eu2_xifXt0q=y|QK_FC4|FZUgU-4wtjvhMqOZBcLvX!@_U0U8GA0;FK>M
z+%N%p37-Ko)*-bvauf_&XJ4?3rUwPGl_{hoC61K2lrjJ^XMzI+R+PF?I@jT}m@{%k
zS430qX?+p6??wTDT=A9exh<pCwowE*^j`3?B#j1`Rws-OE}|@nj$Q+LP&fr39ln0e
zMQSi=@;#)3^GH*%6dMo+>?0il8ba-L-k8CM*RNwz)VS99M?*=pTEUJ|NXIo*Rkfn~
zx{?airC{dGoDk6)Z8Q#mqTtbDfzpoWfsoZcL#aXpBKNk4;tvf{)ld*YyShr{1wJ04
zA7;czM_+URPyX6;2*ep$qLefOclD8++g2Kkb-&)NGn;y6sqV!(zX-N7F)S&Ksd+a(
zfYXG0p<ovVghavN_-3Yz5BrwgGNAWC)k~J_aX`BZYFR>F2s8-3<vcRv$whxK8jN?p
z8b<DM2bi%45Dfp2sqsbVS;{)3+{SSoux@SnVX^-I08mQ<1QY-O00;o#Yu8%*l?JM<
z;Q#=&N&x@|0000mFEKAOFEC`idvqIDdM9{q0o03+sv;%Z5+7iZg#w@#MZe3U$O{ST
zHvE!lyX~OcHU%{#H6*nt$R0biL;_HkVzWE#u8Q66K_|Tm*X8bJGTjK0NisaPq=F33
zIXGu>6m&Lwmgns53}<Rif}OM5!Tz(uwI%NN-6|+KXNx4n0zce({qFDkec%1=l|U7N
zkS&CeAo<IuD0u*WoBkOgfAcaS8$>sC(=~NhHwkVXWT*^p>G-y;A0$ImARpte7QE5a
zWg-e>U>5)Ax{O51@Im-;;RBa^TT3@B7vJ%0%h0&a_f4<0ylbMl?htL3zpoca^h5Z?
zbaD3&@KgPY?lM6Hld^Ym_}6#HpnxBTJ<GHTM6-3hsY7d~X}-WeCA(AzF(znmT6oI%
zLGM$Fsb8Uw!n@niaA)4dOEOIo)bLk0A(v2XgIJdCU5xABjL@}u-DVb^?*tkCd%TC^
z%dQ-6F~<6^sa@r&y|Qf5#EQ&xG7u2RCw4p@my$|i+4L<^aS~6ZQj#HoMNl9=sTzdX
zE!!~o**s8Qv8$wRq*^5T7}?b!kYB9Xq*|BiHj#FC7E&tJvP@etY_QlQkWwtRo@vAq
zCc6&}?kg__2`L7HMXB-#d0?|ZmKPUQsZ^4Ri<$d93$|oQa0*I>`WEJ#va;gBSparG
ziNCab3!Pb3i&;!}eTzoJY{H{9n@he0-09LH9;ba2*M-w+Hk(ULZgKy$bUIy&nHk0&
z<yZ2ri^bsLVo(Ye{R?rIVzpYDm@MUA>I%!{SdOiju5XdeCd_Oio6VZOMb=y~SKuYP
z(!Lq1@MYtRZ=tHCimEo$O2fB+^K8Ot0Y3cO1y6v)ar181jvyuCL*%}#0_m6{JA>Zk
ziHvM)Y+NYo2r3I9@|OX;O5uhW(pk3_ywM{TI>UM1TXYl9NvC>fpnLP*^P^IS%pf>j
z@2vXtLU-8GJq*ku$V|OJBgf!3labgg_6Y1lG1*+8Vu6MgT_=*rdNkQ3eIbhxEpPIk
z*kqzc3%xWbi2o18re~oC0KAD92`u!A4vo-w?--!DH>{X!o`}#l#&pXO_T&MlF7y_7
zBhRFGs>R@d+Arp|O3O+zE=j4sr~H1^ja7GLt0b{y|BkX$s%|Hxq%F7ad7McpDb<n;
z-(uB(o{>rce0+;(1}L}dt$5Y9m}5r0r5iR$wcB7;dOc<)NX@q}8x?@<B7oGlC>9qh
zl?tnrO1?!ys<4Kc)>+cG2&!ajkY&~qIp4xg*{u{~mTT?sy7m%2J6A6R!{x<dDPx-J
z4OV)a^h3w{c~eis)?+bJTjD)$*EK*cSz20(#dJ;+b`knfF<6AHmov&Wvr&>3)k?;E
zf()TSZdEd>Msn4*J%c<z)ikpvyI(5<Xc4!t?~#rTBq7U8hF5MplwTqwktT`9J*u=<
zZ3HqP*`rE<iDRTld&2@Fq9Xzp|3vsKAUc5vo$R59H;Z#YB$yG`y4fW<JsQo2#^6Fp
znC83bk)eRaTN%+!CW(b^jb83K2HfagCZS+q=-VzQZSP3EdX<PIq|uv$Gl)aeBX63Q
z$1EMtHjB(@>Wu6WJ|Ct(;wL|gP_*=d5S7g<O2}lPux#EWApln-kGC8)763kV5u7HY
z;WF|z9JHxh^K>{s0yNksyCQE*cJnmklI@Xe_&E!W7Km~icoFH=LZ5Mn4Bti;Ua^fj
zgLes4f1F**5S6XC(lo#O<(8cy_FQd^Nl)-w{$pEmTdjCKRp)nn;2L1mW;PJ#K@$3}
z*qSMkdJCAap7Pn*RP1WXsvB|J=kL{A)oM0dmfrL%a;BNiRMf^M3HFq7MJ+B$YDujy
zMn(Z*!9_qzFxbGogu4RlHO<C@xJQTqUy>x*utyiRgxtcGNO|2P31m!CD}c><ETaZh
zwNlCO&jVvE0e6ul-Zt=>%G6Sjw^j-k!GQ;Ziz@CV;Tl`eNsTK19AFMe5?GRva2XK@
z6q+F9Fr2UJ%I=EmuB@y~@*8Yf7IYWJS}oWw;|)*YcMCo#uT)7Mnn5XWgbXXLd#6)$
zc4@-pF0s%R5hjR7k!SKv^qQty=#J2@x<n>Mf|H`iy2G?EL^~w$PH<RYQV#qo82V4V
zj0^}8!ZO=W)<p-6s3OBE{i^3h6Fj!gAM5~KkU~u)HfZnjkT}PmjNm9C*P+@c@G*<K
zY5hh1gl15USY&gwSD)+)nS_Rcenp~00gM)Yu|OE%YgsM{MubVA+un%4hC@1$HF{&q
znCUvbaFz5J-2dhi0wM|e;8D|UwtaY9O4)#K5H~(bB(t`Xl!#%sd<#Qn3LOusX4|4g
zT$Wq~u2}Ug>PE||yZG3Ai)y@Xw@fK6wY7x1vTE2YE>$JpLN;?%z;FGYg)IS0W3gJS
z;ag<V01%KRQpvX{21}}>0!k`vJz~2o6<;;t$u{D%Bx}m6Ikwt9Q;S*NJ@qUU)0_&9
zxlPui0wot0OHv7N?mdK05>3}k0D==sesgNW1WpA#qWaAhfkS~r;l;O*EH|-~Na#(=
zw=h>+<^nUy{sGH?Rug$Nn{8WU0knYGY_{D-9o&^vuN#JE@lj$4I#FVYq<w?cB*+_Z
zSyKC|EJQl|xRz%jd?tFVdPcY$5DS5b?B47boxv!*90Io+&7;g~nl8Xt1~&<BMd+8?
zX8`EByUv+c)~k;I@xl9-L!bzHP&}f{G>N2r;<{$j;tu=o_~GcMQ)A%q2elDhzcna2
zN;r?A)U-?o8yFKEAu?;C7<LOiQN?nP04#^XbV>mg0hTKi51H4w^wvSt_E|TPc9}-+
ziXn9Nfhpj5LCagvuiz}9XXLR{!Z8ZaN$~QyHa9<@-VGvgsRaU$wVwi`bUG)mxVc;#
z!bxLwdM&FE#kT;DZ&h2!4{Zp;JGP!O>~<STsaj<%Ln3VpS+yn54o1B0i(R-mt_fYC
z>5JW%ZDzp7XBurEUo0)cRs^>5eSBtJ&D0VuS&#V^QgEv@Zmwn2ao-{Z-2l)E9Ohd<
zKWEs{^|p#^um%Xt7&w1l0j3jaGZq7R>I-Hw1`GtwpTvAATU-PM4PT_#7Q5-%dIKb|
zS!;`3a3uCBIPIKg(Q9sm#>^E*R?AsrUlVEfUvXQx+C_5JY7&G#>GE7vqmgNVE@o=Q
zb5)?6lF204BqdKultC#=!0|!JcV>1KHUqb+XCZtBe*a(a@NRmulYVcH`0oO!Zooiv
z`lEDWP-GL4pSwU_I>tu&hg=x-S$Fq~WFLry$uU%#Q9)2dXJ0trP#|cnSEoawGaix6
z!n9bJjMC!HkVT|$na78qsZ8^~Q#?!_C=fVYXEgREdi{IR7eM%y7-~XWG|rB}(Jfz9
zOv*3nNH3oDpz{xrqc4d>isZ4gG+oyt7Fu`^)Qr;yoyx*)sFOfM(VIse1kN8*KXI`e
zAV>M#s|-*EsKYaFLvcmU5xX9b8*v|siM1MC-ikN0&4hJ{$Vu?YZO)cJ!KQ#-A(Heg
z48W}oY+3jD_L{paRSod6aS(`Tkdq7pVljB5O{P^-kJS>bdrbsY3COat&KkZ&Fi1+w
zTxW}ILS9R_%i|=NS*!JV8nOyUWuRo94bQqL*xkbYk#Y@$Dd>bmBE90F0dy>bkPZSJ
zA1`SF{0A<zxdeEDC-WWxNRmoL-qY?cr$PAQzFK*d?1Vn>OSYO!5{QHh<37&<bOU??
zcun7eQ*ag|F5kkCBtR*=NS;M$F$hs6Mw-4swMvXCf!C^U5CrNEq6hE|Y}|7A;u+kd
z;oZVSKx80pFFj2SanpwZL@B*KFvAlHk8{N?IQ?UAJ9;!>0rbV*2nF5B1|o{v1gN<T
zgC_G9v?powAfdP9;0wrg{q!qB6IArtpr4J=+Ur5@rpY?p53$w$$f&LhuZzFSEfh<?
z^*S^X6{bLL3t{1|EEa|%!5c4#M9^lCqnnI?H;~7gCJAViZO3qnK^FoUErhAl2PYGZ
z&LWykjJ7BNbz3+YfhZ5~X|ayT29Z$O0%h5)dzlt#ZW+YCDJSOqOiPuy(`;F(WvhPn
z1axX00<E}hwk;rR0}hv%A2gI@H;#H29<*=a?yMSBDPAYJb{i`YmNjiDUiB>+>zVaT
zC7nok;lSXvAjVw~c2)c&hmm4rg(PfZ_!!Qa%1RQ5DCf4FE4UHxJ59YU84}I;%~K%b
zy+eGcE(VJdpl{JThigj!Rrn!Gpu_PL78ffj1Cnm2eo84*LLJS9BeGq6DAXbkLp+rL
zRf`Pce(IgK7hJ*1ihpIR_G)ew7};)L`y%uYIBcm@@~$k8F+Zusi`&C;aYG3$k_RE^
zd7K(w7rkDUhX@R|B<s)wP_oYRoL2MS1=86c1#sQ%5eY<EcelX<mNZ3oi^#nib$V!G
zRxpEjkWt;t_k?thwCQzmOn1pES{~ynper_|(Jw_nxM1>AqEln^C=q>%NB?XgXmk&s
zbmE0E3l0V1<Ph-jbd27Ge}==tq0K<8W3W370ly{``$D=i1QFN-fy04zrwa<bB8VPG
zkAQC+6PXgGM1qLU8AGMg#I%JI&;T&o#lj;I>IC6$AYJH}ftSI1GV3MmJUhz_2+{_r
zRkghi^z*DLE!Q%twAD|amF+mH(quK&0t-y@7`DV(fOId^zrPGoavaFDWhZ@NSs4d+
zSC30^=F`F|t5=h@BoUuje!1ilT~8<6R@(yLpt4d4)PT<{t)*B3e4_2P*=t&2B*zlV
z%x}VCDH|2K)oudZRtq(|tNRv3sj{A_)l75Uw}6Pe25x@+9s^cT&6?|G%xA#7igZ^j
zP7bROvltM|LFh)B%{R&YTLkha3Cy9fTrS5RK=U0lSp_0MG8`@EK;P!zJD2lKGv@kw
z#*Ae$>z--ZsKZT$A47VWTPUT{U1b7d%U$^QzB0HPGysza$&PLC37L{@-e-lcMDU;-
ztJn9?#GrUFfEFEv^CH=!(i>+XEFX*J5rKd(@~oz~`sas4LNz*dD8wInp^JXev+Z{%
zZ!X_0lI|$I0aQA;mmU?wKj%lJ8?vPT-WC6#z2+SN{~)SNbi@`JfxsUnhGjA?LosIt
zAP>`dO24;De30@s4))P6?)RI(-eG~PfUqCKF;wTCU>dQkNkAo>UsVC!(F^Cd9mK90
zrFTH3kmxK*VmKt-{T-M4{Ff<ze(*d{TY&fUpC4VbL6S=DS{nn#ia96k%w%)EgZgD0
zZz)LurE`l1t{HIy9))EYk9lxkts#FJDI)oBm$w?#B)(zz9l}bsKz}xwwB%cWSI)4C
z6eC67LSL`28qnQRyNzYa7@1}}$y~b)+o%JPx9qxafjyA%e4l5LudLS~YFf%aAO1^H
z0|CL*;G(2@A@8+yGo2;`G_EI1K3e4BwfN65m!2T&8ITMakFoQKtSsBB$-<bXD2c=D
zvFysqH$1H@yD~&#5N$DEO@pvVr<VZc>3ez`f`FC{-@ZkK0d?~i-vVx-fm~aU`xY(S
zFtO0i{(+1@!3$c#vk)dEkpYC8fq8J{jusYf9ux~bkr7kB0$vqRlz*BQNyp!zF4z?~
z1n)hr(aBDFbXI(uw?G}x1fi&KNP=)^7zh_f2J|L?e3p+Um}Gx6n1`b%Dm_T)QQGk$
zkAx7v03z_yQF?^}yK2JZ0pRz(NS}L!iHw5zLrA8N@oX#2e-N@DX2amhWH>Mp1?7rQ
zN+&c-H!@=3#Yo@|oQt5z=AAd5L{aO(6X<zb1Q6$&I4A-i?FiF@!VHK0UwLRu81)o5
zQ_1l0dQIM{&SfEJ!VEeZfZMjS#5Hu=2Xws!<Qg|Dz3u@zZ^#JXDtlG?r7R`m5OjcM
zec4C9OzKifw~Vw;qM2Bln5IM$ZHjDwplp=ZS<vqu({n3sZO*JE+9J`d!;_2G4dM&9
zz<h_u?gJKxEn(P6zOLmnnF>(kBHOS1vR1>eDwZ~D|Fie;AOR%+!n9QK51`k~MyVvh
zJN^}$vMmvikp^7xW<;t2o`1z;yTZ#WJg?<KaK*3ZKKi8wx@v1gw#e^}L5JEJR@T>x
z!&4CI{WZtL3}*TXL^r=kf^daz;7||dGdT#pm{W|lx%0ot&0F1~(-ZEsSf|MLfFB$L
zYMhAVn;55q(t8G2NTT1H68}{YIf`DA#!RaqA_1b%b6FP%fo^(rVDpdpA%w}n5LbWm
zgdWL@9<vFP;~|$!g0`F#F<0vldQ|d1K)>8NrkiA!Mz2dW@NNGS^d_UX#LZs65%NPK
zn~EsSCV7}AEzJC3k!<Cu2aI<eAtGGQh=jpk4*yt0nOYbIZSbHbI6<)xj0iVRh>jc)
zrXGTeqgpwh0_X$&?fPE}e28Y}8iP(5XLEi>HQdDXR+X$(>+SGc0>_<%h`ZIcNE$$(
zBvo$@2H0j20##Bc?ZJS$yh=#jYDr7&R6l?&k<KjD+5<tr?H~_}YOy_tGrg9qLnD%8
z`W7sn17fmWbFJM5W{NRM<E8o^$k#{{91(LSwQ{3UTvXY5Y<=D1hF@S_AL9Q8%lOSL
z78gsEidta}uesS;rX&T4^M2$PvJG7Z)Jlte!y7{Y0D{O|VVfcR#k>^Y&t37x5b`ac
zY#>ADg!c0$248%8$qVF`kTgltIjok!sQ?+`_57}<^l~`R#bkK(l-`WXpedq6%b<*S
zF2G27;|6VJT&B(+Q6nV$t$@0**S-F&5GuVH49J^gAWG+-1LFJrsB9I6KpggHeHN2M
z@|sH7AQeL5JCwI}Xj&xaBZ5;N)4{QVP`m(`0}U&?pHXnJy%=y~-pXVlO&}K$kXyov
zW!?b2FsuRS0aQ`?X|L#v#e{h(7G%xFJg&|W_y+=)t(c1H+5IC-%UTv6bD)I}=*>V#
zX9^r?V}v8~%K$w(-qyj_JLuuI4yKn-R>$a9!=iH`GSXs2I>Ic^u)Mr#w7@w^_S%G>
z#Ls1d=1R_FHL0DKs>gE*Q4G5spVZ;z1M@*>-_C8hNeu4eJTJv9aw}C}St->{@y3X4
znKhHt+HtyBQPoBCsf)fvhQu*j4Jd18(1=?z=Q2Ab|2!!9y_uHPYNsRsMu(*_a5UX&
zuC!Qcm^D)C7I6>(ed~G#9D0c-`b(7zYh)S?J_wM3gF=uUBn0>Dq``E|w(=nXaNQ7`
zyDPGcdl0(AH+-$&9x6%xRmZ(Fsio63+;9)aLlgL7;+`a>QkYG(abThh*p@NX3ObgI
z<^hF9QZmQ^ptj=>Qi%&h;dJ@uv^WV2B1VLbUx`k4gkHWN7S2V4yWRK?y?iiaI#W?v
zh260jvXccu+}W#+xcXf&WECWp0w}I(BIy{V2d8OpP{d)8L&xY<D&pWn^U5FKzcZL^
za>=o1VDc|SX9yzyBVs{`2*eVd*JJe12*^VSxe1DfKvZygMKTKrt3D?dSd3mti)=VX
zt39IA7e#?kpyAuV)|jS+xQdX&0fk=g8-pWU)B>zeM5%dmH@*6o;tf7LBF8bUq_-d>
zB%`+#YOcn?weFnu22&(rFB2-Qkrw>*noZ(yaJ3SIA!<3ETs5k7aFYh!#(HuYA|S&#
zt8I|lQq?v|8Xo?=z~8J?N{iqbOGQ6$om(@O%!agBYKQe!+?@^vr<ZH(z#lGxF&kon
zx^DqqiWgcm+hrQXQid#XPV!^wCGfQBBKxyQxm0PauS1Yy#=M-IQjv_;Mdvl`W67|Z
z1OuXsH}V1y%R=<XSk69pFX~R<mQDBvHsZtpe@&|Ge8PGIXtsfyXOYL;0IKzuBiAeo
zg&^o1qy*;^WyQRb9x=0$#{nB-Gr)?n3>`bbcFJzxQ;~J5vJoFXin&iu>k1RY@K854
zvc1iP_eJNM5r`s0_UqmB#<L=OE}Z9qtz{M-(<tkwMyL4K0VH_YiqDE{B1+lt81Q8m
zxZbW;(9-pt?;Sz~N%WGt!UhoASOi@>$g}~C9_$)}3lJdwkVR)NIOuL#-M4uMA1~jo
zlivVvRQlNvO%&RGegi^s5C`<m2#A1ugff~!HgtdDDVIwJXou_<9njANkfU3@G%|FM
zjahK%K<vP&&4REyKpp~NtI~yWk;qXxH4a_tk%+9vJAmc`fG8t{j~$}h)ICIvXY4vq
zPhDR2A4)v89Gt6VXkyiWY%Nm79uKjRZ-LG!j;Z>TZxJ_0Hd$wNJLQ+^q?e4<lx|Nw
z8UAx(g4_qGxZY5o_h>n@7O$yNF(?Jwv~0y?Rb2xu*B)tVf}2PgtFG*it<njVesLt=
zA5LA5C7L*n*amQVy&@Gch2tlM@|8wr9Rg-{Tq{eMQiOw*B)`xoZa2w#qjE3B^rn(s
zVL7Q<|B;BJjft$ni%1gLLtaj+3NF^D8YJ01ITb{x1hg#q>ES$tHyE>!x3o`yaN)~@
z9}j|kE5%|c>sTtVB??k}_0rbgz$AUO2dzS*Qj%N|9jdk^W)?!`Ua_z(BCx%pvlZ}p
zd<KW%tp#8qr&D$lPm5$P5Ti(qZOF8gNU~c4X56kSz@C8i%^JP?Yk(pShGK$hPbA<R
z5J73vgF`fM4ft)8<`uCpvRgKVVUhHNXCdNm^7Ogz)iIHbMP_v__zEN<%tL^G2pD`w
zBq$~0FNlRkggOoSy>SR%Mg#K+kp*#B3d8!s5$!ex+fDTICLy<oBI}or0?MUGN0s9F
z3XBT1lSt%>X%+7i*>|<Pgd<_D$u?=Xcdn2Y2sT!)@=uqg?AB#Pc1=3Y9adaoE2d(n
za3nnslmgtjN|r#P8o)nBj-+fHB2PC##@obB>3mSV!65X7$eR1gablRIQn0A<A#xUX
zgLAoNjBqap{MbrKwVmU0=x10TbT6#Pz(MzP4Tm0FbO_)ZD<!h10?=aI`<k&BKrWNv
z1N!KQ7Z*#a_qkRxjpZO93Ap!l*=m*40X5t+ClZQ@gP2)7+Qz~RD&|%A9n?*z$l@C4
z%M`*Zl}bJ1<?n0hSS`Io;MEsFg|3$Xu!(HDw1msh1o?BVZ0A;Uu-U7&ClO_Xq>q9t
zXy<3w$Qo{hta(^&OUPK>bemYL#CpI}_lV@#-E_(j$zYh$e$lxUq2wm*kOI>IJ~VTE
zc&ur$L5+SzMCY^Jit9S(cszXR5a!d@y-s{^m>wm5C#H;GIP3aeihfFft1d(^1Jp4@
zkD<*F&3BKPZUNrS?}t$6d5uni%sa9hbNXatkH{X1(i^hKM!?BSqC+CGd$|X~yr&`j
zBD6-tgM!z#0_u@^)dVvbe>Ir`?EZ-8D0rQ`=*t-h%X+a77+BMeF^J-vSS(MZ6ewKF
zIj-eplPN2PeRl_D^FS%dS+llMO@2u^r?kL*Luj3Ho9)zjwHgO6Z`4}{dHv6in>_fo
z4c6<WVPX{)OE+19`Qt-$g{@1HDmB`g(M}S{tgi<v_f(~BNpUk+Tb}bZ<3VjqZxue)
z^0lP|3KjAQgfojos;q-vOssgHip4;ht~Xevt$2%=Usp4YjGy26L?;a#dkMBPK=~Ef
z25r&;2EpNVEKLI9nrqht*Z?RSzWwGFB`-!-OFkK<aI@{g-)WzKUkB}wVXWbiVVPHx
zxH#bHA3K3kS0NC%d(HK_PA(*qU16o3DilK!k;1)6N~S<rda3+2LB{gDhEqq!88`&*
zf#;p*qPPB(-WE7?E<Z)DJ|}wM5^g>V0(6r`Nsq{$j>`H1gvKC5CkVaOLvM3j2-kTz
z3MKFJgyy9|T6<0Oj!7>+NWa+Y<A;7l|G8m0rO=Lm{}*B6HIWDrIdK=>fY!0956eui
zli?0W5J?;&>JP@eXsJ4cwRXb7c1&F5`Cuymood33{ScW=Xu+EXbe}M0j_@+cG>!`J
z(M`4~LgU|t*noT<!Fzz2lq;f|XAtTDR3T9RSlMYRZZ(;c44L=NvMuFuD_Gex?Yn1C
zsW=i&hP01cz@5ozy;Zk;8J9LKshTt-qdhc|sZ?TVw`JAa*q%-%DvJ_ZC#r8D<)-J1
zgjy^WeG5}(2Fqls#20$B@aT)Klw*DsSs6Sec01_)ehVroRe;k-!av5fbb8$cA6;7X
zhJEtzn_9`Nvjf`4OR>r#cj-azjPou_8ZE2&C>h{+F#r>wOqOLo56_F~WZ>bb+@NGE
zv+k$WQ<!4}q}nYn#hhQn{#TNmYuYggY+Ul27-(981gRvHf6G4<%pVA4*(UW*B;aV+
zq*dv6y!^Do#$@JP*x2|ECEf6p(P@7v(l0v2|6A~~+3(Yi*V|cmHhBykr6(cb16W2v
zzw8!CIT~R90eo|WE}VzB1R{|?1|URw&B@DR0fK6R5z$zr*DZoC2X%QF0u?3Nu>t-V
zla(_4VrKJ?u?IXLo0oe-x&yj$A^@>*R58s%5HI}>=*<6d3|uP~-vJYXk9K4YG{eG&
z7&OuOm*4;Z#5>zXR)el`r64-TfKMNu!Q7+%Hc$PaGH&WPx;g<-R9{544ndrLDe?<|
z72_k9rdQfpp4(~?6O*^?6frX-JGW-e(b~Oyj?HvtwG2O>lW$3JDNdmKYrh~a#4W23
zd$;_IbA>h1OU$+7db`HgHl;;XO()vPAA@X_Er#RSzD3hYtuF6e(GyM2LNWC?n_8P2
z_b5nCe6{^+fW(%cOqUiLCMM6DrawZpl*vc{H%awJs3cZlnf3Kp%^&#5uQLgYKgfU4
zewka1xAY~5ieg?CH4p4*Vj<^#EigX>?ne7j3?u6pN&gk;N3^C|n9Q*NqaIp&i}61b
z$I1Pj0-5z{K%HZek3oeh_^l{C9^{dh6H2ylKr17>U76)%+0(bZ7R9k;E$`uTm3*N2
zanL_PSQ~0OKaC1^o)bYD2S@>FP`2m~L_YL93*ioXZV&i%dK;NzNXAi12UzjWF&gg_
z{j!Y00UCVJC%s;?3Q81*0yohsV%y@*vm!(z^a_OZdo|(iA<_AdF&tBZ(B5Q{8n`ja
zM{GWg(?kzFM!iE-8F=z&uSxzh4yDsC56ocszXkLeaE55%ipY+svU>x^$IFpCxNIx{
zb-o>@Hw0QGZ5n5XA-u=)35HDeC@6<vaOvA2sA|yK*TgTmGgeYIGVgt1dn+@^ik+-m
zre7Co$KjS`r?(~yf1K5XFcjsU%>3dB8$utWE)k>UTO?XoYeNjf@-3uB8cxnK2=guC
zOO;@WWgryxEzF%+^!6pG(H_lhRcl*iDb}d?<-=G+D@h5edga4%^X^|f3Np0q!yB<B
z@c6vgh5OMZ0s)ZPXqYwM0t2A+*gB3o_!%dVpG66@LA$y{s;1mT+FUpNoKy}psO#qJ
zfB(0bXp-FxacpIUl*6+LVCzJa-5<&0NUdd=PEwmKK}c6B6%Iu5s0C~WvA9;|5anMG
zT$I79`x_U_JW~YDA0>7kWW8ZjtK{!Ad6kkG32|B^BffY4M|$`F2sI0x@YD*FJ|)fz
z!w?7Ma3TrFZ{H73hN#is_QMB7eD(f<Q#Q7Nh>ZxvL0;f7KQ;!AF{IIj{}pRHd))<Z
zK=acO{ep;>xPnu39og}UCd|Kpwb6US^pXR;B1RpEjh>ItLO1;$r6R|wSJCW}hhoCi
zha!#!9f5#rG#oh8C$iB9y)1~%arj7_UTOL5%WnP!)E9ZT$%j^*D>$6~h{!HR0vo`g
zk7|LbmqjOx<E_=JBI(p->fo6eH2(3<X>-lA<1N!{@Wbbmt9C+4#H-yZ^nS~3xst5T
zUGkz;Oe9t7Mx0dJrJ*)Nud8v1w9B2O3{YaKRjt~76;T6%7?Ut8d{;A)30}}_K#=NH
zqQ@1<Wms$MLl@Xx%GI_ea<&g$7fU5AyK4K<M>&&T(s@yLyMx5m7Xf!<DPguPu)waN
zE|Nvx0t@*hwNj~+{OW5E(rK`$sO{?OEKYf_p_j$mB6Y=;;fDYNx;Pr_V!ftc?t8rx
zh^+8r_>)X#9Ra?+p78}JR&1>D!X*D@fM;JrUiAfN|1|}ZZ3x;YJgLM(sjOLeUhB(|
z!(yQj1~!hz`A^j=oG&lq2DHBHr%?PL>X&q?lio_w+x)2sg)WG2eoqsw4;=$pm%yOC
z@cT6IGhP-l(FKyO`kgRphU$a}q$fC%YyzeW53BStKy!ao*ysX>J`thSXRw%*2RT96
z$0TJVK#WBkY{b+EL=~EB-H_ltS)&`rXmt$94^Qq8;VI6$-^Bzo4fk5e@qpUvFNT^R
zGzHcRP9g|SV~AI>PC-D{L4V{O<lqk2X?MCy;)^C0F8PxXZc>mHg(GkY|CU}o;+J02
zLml*J!H@YM_5zVw5Tf~dD}|NA&^yblRwFB`lB*~DVx211y|00QY)=GZ%x$II>fG{b
zJ40ni@uY1SQq8wWNdR#vY1G@P$40GX!vjjjZQr7zvREu_O01nST29s~L}JaQMmssl
zC^OfkOs1V#HFevbR_&H<wlk~Da&5z|v0yvP)#L-R<cc<%SuCxSMByiqkJF^qPzlcb
z@X>)omZj1ngjjyVb*mWz(XhC9PcDN7f?ise+NbXV6R&{Q2mkNif|T9j<+Of+?c=4T
z^b!uX*V?zBX4Y^D6})%>XPy_=RgI1RqW%Q{dJVteUoQpMt6ZK5DUW*v07@3n58sJ4
zVaTW_KzyvUYa8ozp7>AsNrOBV<*iB*c|r3D`<L|7Z8Ij;!0Q4J0!?20tUH~W;B<%d
z!gh@w?EVJucQf&U7rb8I7P6dQMd+8?X#AP>xcous6&xM+l^P|ASV-@Yo5e1%AgMv8
z2joOJKn{oy^vQbRfap9M5!ikZ1`+z{1uFE2e@VHZzH^)&p7+N=sk09&(m}(r{q$<U
zPr3#Q4~n3k=s}t?o50Dh@Qi9;As`llQ7Y^J_d~Jn8ZXKO;oWOGL@dNWBq=m890JWg
zLgzsT4U1FYwiu;Hr=cIKvU%r4=u9{dhC#drIzA6i4eO~LRlA)*Ux-6ZO+o~!lnvXK
z6Vs;T^0X6k-Bew7rB$95iq})sWUF2!eAWg$OyDfnNb#W^kj3$O+%zPfTq?2kW-S5n
zpT*~Q=xT{b4c1EVL7<GOLvU{{@uXDKt!79yk!kQYfiPQ=$)*Xn1ib+iiZc$;KL;zZ
z1dw<kpyg}pjiSVmZ_1@biC1U_B?oNmCYE+BVvaT8=A<N%S}n}Gf#_Yqi6dl6!?JI{
zPF*q#Ovsr)`}pOh$jB1t>;#tL!(OjZ{ZArU((;%LP!em-m?p0slxAvcWQ|nGNE!97
zvQ~p&3~u;Mf@RYye1w(nN?wf!=m==*CZIRRcx@Gl-xC$Tq|TWcJ}Hq1qjceCw3rkp
z2?lsm6ZGg_KBjbC5)02nY5p=To&mqE()e=#-fnp6{lK^+8d!K;boPhoAq4|FLRIPv
zisXTaa9!epV+ug9KSJ+z(=P_#&!fFo{32GHM(K?OFwiJ{5q!V`NP{sDz_DKa$YIf8
zDlH6+0SCZw7)bY#sK6ljQX(?@tXFg(FpM9=K~UNHDk!o)2E=zjNEVTs6EBSE7L&r1
z_0cOk#6n;+uy9>0bZLOO6jlV`tg1PpWNpK8c4+x(a#bcY39jrmGu@VL&6&1N$YDBC
zHsV#FWD|llxMAgL($2-nYKpl0=9(!ZnX0dV81U{jPVQVv5gff5y{WTcu?VuEiuDtt
z<#7pT=EbBIZ%9vNr&(GJGVhZ(_0S~CRomvffIq7xCEWzVUuGL(h_RrSZ>Yf_tEJg*
zw41<@I6ZZ-q#_3LF3D7a!NtO#!Hv2wmSTl54d*Q3pe8(Sz+?`jIk1(nX+Iw<ZDeq8
z36!eD=Q`ndJHGHf<dqp=S{3o0;0&k`DN?Qh$dnqUM2lqfS`Byco3{WVSAtU|KYyHm
z%7478^M>MK!vVmX%gd%G3zj(sJw@;x`q?&g-BCK<4Y=3?+O!8VLIZ%XJtBKPMysI^
zFY92P^ot(xt^gXLNBG_(qEDq1sML|7^iVf|3uJ(V1$hy{;Zsf&-Tk~QvaYaj7eM-c
zByfGNNX9kUjL%@rJk5hV{#yv>>2E?V`7Q)V!kCMbqUfO^dRP%jK&1=60qM&=4O7x5
zIwzvrEk_oefJX29A^+z_V64fj^uO$-S5zE8kegotMgK)an8&J81?TX!P>K~E)$+Ct
z^aRcQm6kUlo{(DZ)T80s;FEH)IhWEC2~wmZH?5{=*+e4d65ggfmV-;JI9t=o)m2wc
zwWN5$MC#B%xPi_!Y(7T4*hrK0G=yPEo|VUGm*!H-qeDrK1s7SVQRNTaO76@xD#1lF
z%}K6lvz>0d=8a~9>uwpV+4103PDcro&v0vbq)HaqdOFe6IXPl3KZtcA9&xQ#BtCa<
z5%=U=)vztInLtZ{NMpb{lM#C9;tWJMgk0e>|6r?N<&rm(4*g&gCmNfRC<6a1kMoUO
z3lA(S#bPMI{#aAi);<l18{p{3hM0#vAS&`XQG|DfMdu~B(<^+Q6T6_5apr=7m5BA5
zWHc}df1hqU=I_u;5QBHd6utTRHj!=(^9m&JOl&7S#+`_Ot>~<9lD;z-5hi*>5{e1V
zC6V=qsndfc#WD~YU`LL~=G}rwrXs;9@SR=2f?zDf=vNYOT6ZK6FNy^@JZtjl$pn<+
zr!VrfRsmC14?--rJ!G*XF?#)V9(|D@7IZRA$oGjP9Fg^^3he}A^vHjOg8^uCoFHxz
z75Hs5)MT^3c(emcN`yiHOPTX7gyxt6=-^;WG2JXYs6lX%1?>o)dx>p@K+|C6xXYYJ
zwQDV)pSqc4OF-;pBZ;-{E|ENEn_F3}Gl{7j3C+}MTsM=p&0S%UEydP#gZ)e^BM2&%
z?N+l0$?4Q$u;iNSbv_s*Da)x+rV&hgLr8jcZH1*l_u(G&iq>jP0xI@~m!OBVQikVg
zi;EQ#0w#D2IE^RB2b40{d@X~Tu_&n=Wo$KWTL}W*)0?&l{?*3x4#Ow@+p%OaKBbl=
z45K7055NX^eK^+D;Q0lvZwZ<4;V{n}0f`lswBW%Dq7w>_tgRgx9;+?i1#A)N1aKd?
zSsqCb`g4>Mq@rQPJWe?V4~ygRY?U6`6_TBM3h*ptXRySVR-ZyL%A*u?A>!PoQAa|U
zf!4bDI&j`VMEGhKJm@YyiwCEJ5-Du+as*zf`v(DD7F4(Zkqh|E{I4ODbAZ&?cQK|D
zz=aAZ`)J`1HM+#ddDVKK9>-FXu<+FkPOp$P#nO+IaY&PXN$3}$;BR<rH_KOjFbl7P
zqn3fMdcma%Oms$oBriWKlHLgY>Oo4k`>oQ64tn(kKkl8yVqs8%fe1YmreBEu1Q5FL
z`yr5rfc2B2(;LO<%nU99({FVtWn-;qm-h4VWiv;xI;FYYE0nLtWhJ-@mz(fwdQ<Q?
z<F!?Hsp+R7lhCEBb<?n0zD0c1PLg_jPTlHTG*iT2amjAAYm0*ol8zaxu9frVsOJ}p
z!F404=hG_q@I+8rj~h#F)}PUCu&SvpEyb3Mc6$(O#M6ynsnM=PhVGIj%d7Ra1xEEO
zMQqdcEM_692a04`<mXs*R4i52*Ugta+jRyENeJN4Z_PI9)>0ZG@r>VEB4NsM4j}AL
z7U<ac?sl)jZ9sV9&!&KKC&=(kEDpfzD9*rrJp6GJE2Ec4f+W1$e{X`4v23DxOvO|^
z#`560{c(OS7U5^v3y}r`h2c=`%CO4IM6+fV)g~VpV9XH#;1aL<1SkF_33U{(gh}v<
zO~84Fg6x0Nyy<iQAnWmYOel4S>C`^Jn*&in;TX8$?GZXL2|=|pqba&s?8gLs8D|({
zsX{{kOn`n9ru5)ZV1Kt=_ccfl9}@k-<~z@dtTRIALn7(kjfExbc_3kd-uhvOH+L;a
z_ym2~y!HE{Gady#rF-%?pb1cN0^qj~(CSdT`uOIBS0FsM{E3aAG-y%ri&hlZrM)5<
z0_P7@nu(5B=43!*LRfY$8)D(xICzyp9&g@Hc@4@9fqv2J*P#3<9IVL;`SqRH^!Bo8
zLC?Yo`?_b5$EiyIpTfgh-jGr_lY&TEUagrDFf*>5Vh~mf8YbDN{V71dRb_^mNbID%
zHO!?Z$yTGzptWrR`I)_HtQst%?&Q-OddoU=E#l^EDLGEIcM9ZJrA%xIdUlK0{oLYO
zQ7WpjDzoF`WCt1~8;ik)Vc15^Gbl6KEJ_x0Q?B2HX`3r%tRb<4Zvi1=lGTz{Lia6j
zny5{3iMcu7BC~E1%ttZ{EV|*UgNssy0lz$=<|`8D0}=$WR8C^z&a8kA{X>Eul=2B+
zf}EXneyEl0Rr~^8&CQZtXagynkEg0^(6_cQ{o#TX)5<l7?{O8BTH3SDd(~A5!Xh+r
zd<-I`;k{F}TJ0La5uhFl5i+>TJoF5dw|6BRx_0?|e|Rzfl=OgAK=|DUN8;5jUQ+e?
z+6=}{@*x5$Li{J;Gf8wLaJ*BUK-m+(kKLlPJ1R^)BeGCLpq)5a8OAcW;uG|kH}L96
zGstvJXo5Olr&sofg>71|UVx8ug4c%ze;Wh*-TF^_(sDjd4?pOqumV#+#=k|+k0nYb
znbrFA>Sd(y?Rxc^=xk8~WLzwSF!2SF;twKaK06ePRP^hVa|LQD3!DmjAWY}~i5fz?
zl3@NN+A%7&7ZPgn6$4m2nr~t~Ki1=`^wR)b<0z<{Nr<J6f?gRH8H?rt=LxLe|C$Dm
zLdTAb3#<?<`USzUN&9$fEz8TQ5(!!GGD-23>FGKEda0f8ai!F%1Qtu}>VPCf#PUit
zey^e`my>e2+FE93JK<wU^&CXisdlMcrDj@&v_g{Y34TSgXfD-rt8%-}kKquhZRE^$
zN+_{xVs)})EA8c&;#*UV8fe&dR!nc&S=DxHu|&HKxE+#B#)H(eP-5xYM^hkQ+G}cH
z@c`CVvCV3}M7(lSrh$UjNuyCxD;3L2@g_`{fnYGCq@UttST(SUBL#jExKcrLtPt=l
zWQL2_yb}F!#$0c#!;9(XY;kcEERabgbUwoS77oY~#lOlt?$y?oAN8saJjP#xVEh}<
z9cpXd<1b^qD^3bDP5(k{KZms%538dqEAa!e>zN8)fvOe#snY*IFU9E5Za;_5OJacN
z*ieMt*~QC_Z-MxMD6X(qEKEe{O+s%C`e2szn`0vR!x+USSH7w7I_JLuF&v`t1wRu@
zuRj;kaXf$HIQSDRKKSfwV^$MoOF^JV_xnRyvR<Siy)dc;=3fxW{{@0-iV82aYZJ&Q
zJv!R1P588zcCdEQ!xV+S0!j==WA!Ej>Gb7a(BLEfsx0)=kuklAi@_`m&)`(x<~$h|
z7`O&A*sf@ReufcW2qFZWq1A+-Q?XjtJ3`IE_Hdp^e2ScNQY-IVTS?k3#@B}^zrArI
zs}hEbmHapL<9I7xUr|7iFZm?~t4Wru&aoAPwc)>NL)5&+)@ZxrFkY8%!n7N27a=rj
z7O7VOQEm7yN`zVQ71oAsf=KJ888@@bzQr7qB-R9{(6(?TwJBxPb<(<52rHS{lv%0V
z>q3^vstIZ5^mIF`+FXLLkfl<RU&aI63>3c}i+N={`5=!27n!4#>#SL0D$sYyua&{f
zgd|n(%`2ycXKBZ<@9clEjw5u9OeWJFx#pAFEL>}(y*gE;QGqT3p<{cfd?m~0wU{f9
zc@tjNAT9)$7sk{X_(xF+q3CiAM<TfN;nk}5m9a;V8i9X2=bz^Vj)^SOv|gDK(YdGz
z&Vx^(`1#koI-%_4Eo$)U%`fyc{y*e#eJhYN&Y1{}KQU(NY&YorE)ezGz(qhbh?V+x
zMJ#Ed*Ly-H`!2}zS7~5)%ST9z_tQ@YXAp|6H*ii_H?6(D$&-U9)H@W>A5!<0t}rpz
zF_lAsPHzf0y#Ua92T(1<`rJI6_yel!&Oa+c;M(g}1(6J*?y7csb6M1oMYcm{8K;L2
zY<dY#U}v7M{?atrXq3|bh)ZD5jWiD{qIBa;5m(FlEKILViH}l#f?uA1ix`b4F57q>
z$L2bap#thJaWW_4Q+@oYO5<y8)n;&a68>bV>Z(Gs5OB69OV#bVq1Y}<v<;->Dv8tO
zxm<fT{Hjzn>|E7tPbYN=z+Ey@dV4li1FL&dbx=aSMNnc(l3Q2qO}Vd?q>M`plF0ZL
z<MrTT(`-qrif>_=*;+|$q-*ZIY5UckMok4)_br&Nw`?}PmdN@RY4Bq@gVT@u<ussj
zN?7tZ2mvbrCxqqb#kV|T+g&nQskpdUx;Kwj&OxM|lH%=^1adOy3vdJN>Kt&bAZlV>
z$wS`a^FZ{%DeYGhM6#tt92xwUugF|1AHy12Uy&iq0qn~)(^F(W0+93J=W%i${9Ufm
z;m}&)K;(bG93C3iUPU_@^LSpBuX2F&b)i&Vd!1)f20Zy##U<Z}VHo3lGAmXP;S?OF
zun`gFZv(EDHOih5Nhk369{R<$ZT}0O42$IcMYrh9xy7km@$UBQ)tmcx`EJwePn3xO
ztXHA2L9s9$1<DQlInFl_zWT1{OzftNicWu6Hg7ngCVMU-92yY|Vx-q3hp{MZyE!!?
zlKtwRc<XE6RQlgRc<%_@3GuSuPk)F*As6{+2#0!~wakR;-649Xcg$q0HzsT(;D9P!
zfa5|Zb0m6I5r4}?B_#sAa;)3?0Ix8EL$EMPH!6&Zp7K;Ic0GfW`9`ePl}%zH5YE?A
z&?$6?s<k{LEZ%aP4ru<Wy|y*S+?$VvZx9>@n1gu0OuS0@a{xgeuQD2(%X-h@*TDJJ
zRL%h4`%glO6Dd`fT6OP9{2MjhY(XnBQ~asUMTmNB$uQ^qsm}k#R2P}elBTJ)CqwH}
zuw_b;toRnKwQ7ZBu%yAaFm+pPF$tno-vWePDk~A$_AItv!)5zgbs|+C@=C{oQl(+y
zh+EAs9m7EpV1D)th{QyUf&6FBL+l6fZM6<UqwZCY{Ru{!IbK2OeePNs2kl}I(>_cd
zK%$-K2Rf<-!+(e~$N98eue>bJOMzV3c}`Pm<`sC(3mPgP0K8HrJMf9DtyP^dq7)#&
z<%7{{HPWYz)|7W79LXs2B@nW>F4F(z1r}v258^8yNn_qKm0dv?1FRp|2-8n@&or^P
z@HNVf>A`|X24dSSVN(1q!S&3DFxeTxM@-2<kmx|v5XqY2&%DOz{L}RFesP~?O79*3
zq4TSVfbxAHLT~<!=yb(|Lj@63HT?`w-5aHcekGERchg%Szq&Ng<-AM+!bZ7y^Zz`C
zDaBy{Q$yW>d<ct&Ml4-;L1afXiaE=NBlL1_$Sr(l4-JMf6(pP24@`kxJ5S{v0V|E6
zK}U@VcU}_NZ^2ElySGF~&=l7?)GHP;nhK%xaL)k8<t$$nP%rF=%;LO<mW#u9(^*!>
zLLjP@t86(_wJg?5{F4vcx@}NkZzIKFD_@JRR*58K6LSa1b~I?kNwQVdUDomp$~Ci9
zO{H3O!)PNvLl}VFOsx49izGu@@zv$=t-eL2B&F+dJDXv?1x=HT6ptJ7z1}lzFEWw_
zy7nz}H>>b<RTg~<z_Bs6oRg}nzC{{IwGRGF@+}ri88cRkrPDS4QWlHF#UPHuc$bnl
z)2vh~1q*+y{dxsdT)Yl|k$hft`8W)Ue6O`Us7f4haYXIc-ol!=dB*u5FOd(DVNJL@
zc#PpVN}JZ#u#}=^E^`j*qt`=XKBTE+O#n^)yqd3};wOY1&_-&tD(HX<VFk2LZVE{K
zA<8=%4$Sc7WBk<>aEV24jm1P;(ttWY@SmUO(_k`RBSabK7s!tW2Kw6*V;}-JHqbvX
z;Kwic>tO#t|E>XlJ(zyJphslK0Q3+q8Tj*o!GZq40o*)MBitka)x9_w&U29TAg-|)
z8yy(<oNV$kW#A`5{ftHeAlTs;{#v!z#$f*-u2nlQunW#=pufN0TP;brLqbCZ2<!2L
zzzjpzOCZ>V-Lvoxm=#DkkH7H0X(NM!cosr<R#lYH5HuMnAJ!k*vuAV&w*QyU^t4aB
z`tq~SOpWc`v)d2O&YnDZGJE`m7oUB`zx*>NGbhiSIg>qgugd4dsZ8eVxwEHE`4%s~
zdLncB)R}Xc<G#hQS2HJ0XHTEa%=i{FXU?3PedBEQ)LGwRZhk&ryfXjRLc7@R2S0>f
z|G@{=M?du~KK!us(NBKzk@bV3Z*l(Z*=+XI%nMIV`4;;gIk0!{o@jVvsQsXZ1_y_R
z28Rax2UXs_{k~mz|90*4Ew*jj*4-nCqS)nIY}(YZX)|nFHv1M^aoe`7v#V_(N-}J{
z^1T(dHf`C4Hk&tfcoqs3D4C*^PLL2LA_(<1Mo!rQ0l)CYTcfz#-QC^Q-QC&U)#<ke
zPi<HKE_lwnyw><KvyYR0_<dtz<G<5`-JwC&9qSwXUbpx{a5Q+M6DK_45(OZMJ7~A)
zkZ%VGMWb+Ee;%hrMgm0~CDa0k`6S7}6!a7LXF>8xJ^MlkE_#TL_3v`zNRSF3Ei`#B
zK=4Cgv!5P<*0*aT{X>WGqna|<|2^JR9&m%`1QO2gj*Je&9wXZAr;kiLbU+(blwt4<
zf>J)6e(jZ)k4#KF{t%8>oIi8s^x5Mx$6rnH889c$XU}BMoXeiVz1PyGPoF(==Ikjx
zMwk31Anokwb0<&W-qYVqpFVf-)Y;4#{<-tB@8sv-cx&zw?k!xo3V8X!_uu~z_uha1
z!=L{2r+@U*pZo;(u6+Nhab@A1i|3Ey-sIQVp~=S|9UtSPC!yic5S;bkz#vXP+PU-Q
z77#F6xkv2Xao>GAwr}sn(Gx%e-~=A>7W~Lo*xkBi3%rGUVvi_EB7E^7#%-P5Jw5O&
zxADOvc+R*9f`FqgxVVFKir$cr18xw7I&$xp020UO?Pw$#iA19C!l#JJA{IgdDsdd$
zd+@&%CVOxyfpB?%*8zOCS#&zRxh_()um9#SU#(RD0x5tWo`S$fi3&)FGR|!{h9uCn
zX*9^d!*z#+4Ls}~TzLws%L+v4AB?waCIfjHSZEX!C~`$4cy}8<a-<=kn0{O(=pdcx
z2PPVX0ADE3z`bfqVFG>$MCtY5G5ou?7HcSkcNZDRpF=mkHyT!k@Lj*i=%r&%u_t!#
z-4kiA{dn%|narzCKX>fOb{W#y?1gjZPM$t<x;;-N10Xqj{w(l^Z}E+p%;|GL2dB^Y
z7SFu!>WMS6r%#<c>s!3`trN3vzIkr;;+ww38*jW*y!!4H0FG~Q^<C@3k4ir&{q&D~
ziyyrI!H1Uh{tth6#kY9zm6u<7@tNe4U!U|XR5c7=;Bi8pMc`0S#8rHE+_!TVY&&<}
z@5lc@Al)K#^{!68sV$siHgDd##cOJ$r~Aqf<~Kj-1}w?&@O!%bq*ovq?0_v84EPfu
zzr+gH_S~t11o7nk1xQCINW1$sQ8L=m;ZKPO0mk7QLj3aHJ+STFw|DQpOa5dSlGwa?
z(<aU|0J8tRZ`X}IVxcoa4j;fp0;#iktiPWP#)QuSX9rYaqbIZr7gX=(B#Mvqi4Fjj
z49MOa8g%Gx_%p@%)i_as#s#r(V7EM&5JCeBRDozBz-eO?m%P5pa|8%M%%K8A&|~5|
zan3BlBw$zAjn@W}wRaHOazGghWNg<itj3un;PiI&dyCALN0s5w0I>Z)KQF(Sc=*A+
znxc+`hWKte_01RJ`s5Q2KaABF=Q0=0AAc=<{I%D3UCQZG=Vnh|ICJg{XO$BtPoF*a
zM)qX(Jnp^n@@wg{=TFX@!1;LP)HB~Y0iZkW{q5|`*^A(`F3n%zbNt?U_dOt>4?g0I
zWBu?arH@J<mj39c-16*&^Jh-JmOjb(XW#zu{rmPrV!I=-Hw(@QdKK9mp_jIZBp5A2
zr<Z$s!Mi}G8wHeX+Pno|vV}8Gcjq>~b#`;+0S_eM4`-f^O`Cv|z;qMtfwvJT@QwgZ
zM+0Dpytse__}w1u>(~J59}C~!1t{GKD1Bh3SDX;hB9X9$uYUc)rcHc-sDFfD1eEk{
z;pPxL$)EzPB^G*OBZC7sF&m`f5|ULsW0h7P0jCia7T`epG@;NF>L**Z86b{bgAR$(
z34tD!`D{QY@bywrrvQww_yk9D0X3geTBBG{B@gDeiG?98Fh#Kvp?B~w!<!PkEAyg(
zNlJbXB3C$3@MlbjD1!sH`b09S2@40r!o!i#!NFVbfuMRjqK+zXqk-nJ!bvGV8J~JA
zwrB4iZ?fj8<ELIr9((D9=@)PhT+!@_b7#(;<#0F+yJs(+Idygx_m0n;IC1{msTt1!
zrM~v+3^=m%$<utw=QEk?g*WCdoPQJd=Fct^uU<8ZSKi}rc<)2ltPi~kfMWjL;-$AP
z%;o2CZ({Pug#PgOqfg+()ckNr2>~8(eJr5cA?Olpvj(bV`~9$iKSE4^8`{df5%)3t
zmo4}f!pXw}mM(1u(bCxofY}OnD8SeZXb$dM0@p>+328oWTqdCaQ7(e~Mo;C9al-L-
zz}NQeeSPgo+2OFJX{xGek@gC$pnw2<09Bup?vCH%Bmm4cTnCRx+{3H~M(J0bVnK{4
z1G^Y>=bo^T?*>05MkocJNcW340AoO$zpHqvN5lzAOrl37ar*Q2eu_k(3OG|)(df-7
zz{+5MKS!!?8Q6jDrbwA$xOeb6@DdUC&g|+R<mHsXNjWrtt_lnJMR1eBF*vpW2jr_o
z%7gJBj>rb)w~MSx6Y|_zD|4xcOf-0xqVEETs3B!^bY#>k)_L*Rb5jo;Vw00t-*X$7
zAd@<tNoUS^>pEmXxSRogIC~KvOd5c37W(~Zk4c`LIdSUrsS_vpjN@-5(rFODu#0<d
zoOt8n{H3?fd7t~?yWju8`#-#zH?H7<5I;2EGZym353X{qI`-l#&wia9ehN+lc@4Y|
z06R21ItsgaGJslapzv7a=KVW&a{sgI0h~!uM)BGMLbJP*dH6w|08-(#Dw5cP8)i!3
zZ=GG;xYOO$)-OR04dm=k(d!_QfaMtdvd5$5(c7qo5ek4iej8MDihSct&t^a!iO5m(
zV7%P|2gyZx5PU#qlx}q5`~LxO0x=O|-=ULT^k^5-iM(ry@cOoi5d0w)EQ*|Dz9Rm(
z46qCS5!9|Tw3{A*6B<$Jb&<viIv@;v;A!Hmqn8N%oMM4)05fXvq0fM31e~xTI-@ZP
z6vKploVuz4F2aS#ap<^6hSgbs1Yp9EBDWP(Ge9JvAy3#&Jn~Q^vS;6(u}8S`_~t9g
zC!c-cxtF+H1ub$K#O%qlZ+MO+n>}~_eD=KON?tjMaweOd;ovxWB7Guz@^t1~{BtjZ
z;(haM))T!~^2L1d>N{_}b%7VHePI0nc;)JQS2@JaoX@;G{o<<`E}dih4(!!NM#8Z@
z$Rrr|fIBQ~*W_Ij9W!tvc5y6pgI?|B4hHVU2-yNc6Uf7Ray>m=pk2E<JG(u&gO~+(
zg!<Oo7knks(Sc8ss}R7#w*d=z^fdv`i6GK?y73jyN*#qwRY%oP4{eg@IW61+=eB7R
z{A}Kg;yWN50?#089yksN*EeCcS}@)zejku=sna`}7T~e=C_O}Ihxgl;{obEO@gW;=
z{0$vW{~+ty9poSl2ffdN%st%gH8O?jLoCR9gu6KZHY)eWMU0??xB_u{lzU1#8gK;U
zkL`npIo5HF1-{UXD)$3*6ndlbuDj#-pDPG);5!-yr-X32jWIj0H#!`0gbtT?ht;7F
z$V4^DJMK$gn|SEKN1vED@(kZSd-BAq-+cA>i8JR=pJYy*&7MCuJA3gA@AI$CoH_~2
za_%fw4=;Z`oj!j0WcK7Yd9?K8=@ZA#X0sU%qqi^2UA*|tTNloq_hO*;-!<NQ54;WT
zoqK!!t+OXioV|eS7?j5zn|ORYwtMWM$8m3PXc(Lh^pqiVA^7jmU_p(P#ooRhJHYMS
zw*xL+-oh@-p#H#<>g!^RhkxCG4tSba5FY4&z<CRV!JBWA5t#rwu81C6NMrb5e73+Q
z;0HVt$K1#W$ilG^#RC|?60zCa*NglLinjylC)mMFarwP}NgoditV=BHj?k%tBI$}!
zb`SvpECSqcKmdiqhSY$whmQbNJHf;o$UU|jA~K#~$8~qbD7^t8GlWFQ053%3{yURm
zVR-ip;-{a7!8f3#Z5kg!6{0v}1|lc=`6Mb79u&b=crbkL5|MSlO?j+yC_rnY$U1OC
zdV#w3&|3n0a5w5*ASS+^g%TR#a0w0b^270HL{%eu#`&W;_3|@MCyqY#(ziGloCH2O
zojG&yP5yv0r%s+abvipc>jlowrBBS9OrP<fkUEk+as1?|GafU{9zS<>_QIRzvv1?x
zd+)wmG_HPse(rtTyO_UfTzYHn?YF;=dk@8*e3Cu(_(AqG2S#W_!OTzyYZXTZ2CqB>
zf#FMPxo^k)TsZF9iP15Lk*=<8@FLjXDJYGtZEeznot+2A$VeT44tVY?tqB+k4@J<|
zd!aCL3(8f@l3=VXOk4<UDNyY;M(3d+Al;D1Eq&Wjmf#Cm@yv)<w*RHlrhtRP{%;&4
zzr}SS2OKR-^V{gHZt*G9BF~C!Pt?~x*s0;SFT4eLC$UmL94Ns1-Fs+Y2m{|h;E)%O
zgm}Di6D@gI;&6!!|Lnz)o&u*N*o)Dd;MM49dL3Jj&h*1JL;|~&{(&n!e5xxlhpb^f
z0MjncVM^oJ7`-HcC^{UOh0wWwaKHiBek#z<W&GRiv9K}>{Za|<_NY2_<cUZ2?;D?Z
za@xzGoOt!6=~qr&Jj+Gvx$LQvCr`~@<ia$aI(aI6`ow83qmoJ-KY9FACVPSd<5Vhh
zI(z2g?5TISFr9yAZeij3b8qpo)i<uZ3&HVwdE*1zd+h0#UwQ87XP$eJw=$q;+Q_If
zqDE1m;ZlyOmcQ@*ofs98uWRMb&Mu^R=*e*I^46*6XSM+-IGv#w;CiE*Q{QHQL^qcl
zT*3ed0>MCGCgOXSJQ)!R?I(I0L)A?@JLhFd1`9%Hh<yOz_Ky2@zz=BT!au_zM+i^9
zcwS<MK>r0S@|a15(4(+d>l?fw@--T6Zo}%N{4R`0cJ(`;OYU@XRFF=3YrptZa8&M}
zct3=RREh}M5=9?W<Uk1Ef41|C24O17mEA%RJ9`YC_HN;O-6Gkgf?x%Sd0q=#r>IN>
z)TIPm^H<=9o{n^|B8ZKskPy(f&?=me5DkDv#f2f}iKkHsF2snd-*MNZQW8LAq>K(P
z^o<RMoZaf}qvN|ZMH$@<VuUlxsaIZ19(sZuJHdgF&7M9vbA0CP>^VQ`0V>IyIgLQL
z_UbdoPoz&}PG?Yao=&}%$()`&=h4N&+#7Ga^-l5aOPns=Fy4Ld``>^6-S<D@s5o}~
z^oevjo8=N`Xf(EG&z|U>edApCJscWj--zUaDln8GL4ZY<DEDpOasQ4TJhlZL$`h-o
zO7lHpPdCsAL?$3YyLnO#`v(`Hp6J;0{}Z7~$EG_&p-m(Nk!*keE^p(P-nSDczP}yr
zLo7HX+<|fG33YVSro%wvMHTuQZ-;umq!Qfd6rCp`!mTIpu^hwPeqq}_oV5P?z!+0I
zpkuxo4crZZBH4=tne^~}?(Q#lg$4?jHQ}>kA<SKXs1&i%;nRKe3)BM<A;9w;ftwK0
zOh-K&M=4JK7a{ndo+jCKIDk{|g(>`xyCT9}5pG<+CVWMaKY|-0n31I1IEp&P5k`ZP
zoUejFM$Tb%WN1hLTNb|kP-FyEhY}t4CY62bslyNNjqQ8<IqnorpFa65h;q|sFW^%?
zdHN)Deu!3hw@kls90L|mrMz37{?^MUGN4t@yuo+p=g!W)acSZIW9nU_+qkwf!E*|r
zEQ*h+0wqg)f*=b8KrfK8Wg8YH9>|byXj_)(XG0Hz;DA&^)D=Zpv73@e0CXub<w!2%
zI`=m7XkEs*Npof;Fgu+|Gu8u;;jD#B)>7ELW@d4%ndz{*ehk*kWE%6Q!`5r|K6RiQ
z%CcC%L7{-!XYcRZ&*>`&JMVvb?fUhvZke}keZyb+%JA65i=P6WO>rU6cI|t4|0@Ru
z1~@cx#?Zro&Q*zRgU|J%4hYn>^+jYT+<I(A?>ev!nWM#K8-KzNLJ^b$RV6WB9%KOb
zJrI{PN1ib>6ksX9x+~tifC=ye&!%>?Zr`zE`*!5GsqbRwO>f5+*?w2<2ceEkR{pg#
zp;kyMd$=Uz=|P$PAj^Lv^-A~ZfvfI9pK2$Z!0u7F)A56CH15DZ!QH`*PWB1VPz9DW
zXjpv%Fa!C_wGP~)z3m-exVZI5-{&~w0a_Lw>qozAxDDir_*y#BNQ1q=pRp|jeI(Jk
z2L2|qKy1<xKZ+F@+%1d_ww&YkN~4?w`{==K+<(@^Z6qOojh;Ba1XoBpebPM%Ns{i_
z)%&zR*5%P{$#^gPvai>p?L07KBd=uQ)KNAVIhHsF$M*@DNQ{jEV@(2E(H@SCoQ{v4
zIWwLZw~f!4k)!dk<oLt{H#b*4AD#Gg`tlXq5&!A6YhQkK)4cg5R~P$_jekBncjK!s
zIlAcV-Sz6B!$U{keFu-)+d2?h00M*~we4!1On%FkS6thGyW(!fdx?kvgn)ggZ)*x4
zmu-)7V>3EAP(PqiK*_)W&6Wn+y@6)63#;cu-$}~cDX=Mm#ZIDMW82okpik`z|0D>|
zZJXD#X;ZOVW~MF>CZW%*#pDZ|o}~MILSv+b1)21;b<FLO3x8{mZ|K$?htRF!O@XpQ
zhgMn%%B)GF0}bf!`WvLSeOSeX8)23PJKEV%FB%OrCN>f&kexCXf2Es1sIX_?U5wcT
zv5v-xx?j@h_r&&=$bOJXtiqA*!RyZJPMp5tNYcn*xv*99bac*a!x$h9w;=a{m+q#I
zC|WAw)M&WQ-G;G1Z})>&f}P!n$$#>SAN^yVT`$@9ckJZRL;Lr=GWh;!P8|}Xu~Vl`
zj3zk)9goLiV`ol{kD(9j_E>!QgOM{Q&P<?2x%_$j^x2CO7cWiQf?ybcAX0Ojf4p*R
z?8@~Uw{G6JDFos5H;=^<qny*UwRLoM_xQkcZ~zC8c?aL8?05{GYR8bn!}=|a&FC0y
zY2lYR*@&*KhV+Op-;9U?z2(jDQEofy5K%NXH{<qr<PJI<h404cfoAxHWc0}vPA|w|
zUkV^4B3tsA9z#d`X7V5W0(0D>wud84-A;DcCnTv*yYVRmbYLLT^}5V<@1ZFr){f+<
z5$^G$MxkRsHAzMr*D(Mqh&!NmQn+J#ef%zT_Q{3jf39}^h@C}yTRM1?79S<=VnaRN
ze2VCGDIT(;_xe%q!xOtuFI;nQ4e)3S%{XlC>#%jfF7C6Sz&`f{QXQQrg`H`K7nClj
zHca8iStRu7U(jn_d`}?4z*Lz_S3R@;0Zi8>{o#S#8oHvpJemz2VjsNmQs1s!FNc4^
zZO2&b#77^#cj_!skJNZ#G@ckgjcxYE;wMg=7(bafJAvB#@}=a+$V6h|EO%v1&l#!N
z%Rnx8tGm$f`0STo-n@1FrVSQ$9eVrZrI~3C9RPH7b^G=m2<>Nfo4t-sxIOUuv28oH
zx3g`5{FcThMdf@H72_aqQDG(W{O+U6iu<hK{$mVI#)iYaDh(fpn|Mg4-!}_&0H5yJ
ztX$~wO7|84(T9O!U;q%<S9dr6;Hi4#FPrPxdo_J9Yom?2!EP|J+BO?f^t#Av|5<(p
z+Y6<lk6!r$O1H>wOTCWN7P;^Wyd$8-29EF%8#VyBfV<p)#Imik6M01%(4{9J7tZZQ
z6_ReWH3`)?#biF3o&?1W{B#CEq2Dp+K#Ss>g*C^$P8=;J1>Bv4?sD+?F*~tQloW2@
zX69-$fXyBshHf2$8m!bDcO#ffgBGuZMgugH?rtk=1%Ye<Bc$sOyAbtq$+qu*zpoo;
zEV5h98{T=XZ@1UKr@!Au5+|Y`yz}ly_WnHwmI3(2*$dqDog5t<JCzt4Kf__>^rdsj
z_}JJ)oKx1BYsSpwOXoj3&oxB&qw}d7H?H59`wEZTdVl1@GpU=`xN8eGl&5#kp?8lW
z5tRtQh~A!Fgd4rvTjxx7he+LSXjWV;0Q_4EA8FsBQ=A9to9)QgBv%VfOz};kP{`;r
zq|f9SIx1ceDbrjoMEDY{{T{WMl4Iy9wM|Vo{<z&9k6Q#Uxl0}2qoLM#kBi8wqGtiB
ziaPNOyGRXI%kXt#{Eq)ml;GGrbwAm`<>&Rf`v4d=Y0fmj#x^esk5iWaXQ`L+8FGFQ
zxIV`lD0f;*`yghLXb!^Rqcn>-BV@PCR6kOM0#F53j|~t3qF{GA>?DdVGtOFs36l=p
z;*{qKkdnfG@l*72{kflB-HO>$(jdA;1JZ*&^u|eps4)B~q)X^Sbn4PmNhV-5+uNUf
z0ASQF9lB&UX{w_o&~cy!2M$t$@4wVez@s2UpvWG+cjV>1U78;7d2K2`kvw_wqj%o<
z;C)`Vd+}WI>_l?n!X!5`=KyMqjGj4nh69YtpH3!6N5+$J?mEp}yEb$A!nw&aT-t_4
zKD+kS4I?$pt&At|>f7<puHUl32k4ZZov*w#nn34?RB*;Tft|ZhhCFR;cS|xxR+>P3
zwr}6j+SZmroNFg~fGJTp8$~Z>V?)~XO>W+Tpo1s@fD(0xH`pR@h-P}E8B{=zOq9Kz
z#>N>Bf{2IRZukR2gFa%^CrED5I`#WhX|7);|9+=*eG0uEbp@LMI2;dX%7N}v9QNr3
zMS-_z08BiJ#!K{3JwS=wQfZfb3s5Q2!BkKtTfCqw_F$tphG4G??-F)aXS)E4{8BF5
z)j7WC2uRQNU>idzLwS}n>V5bJA;ocjT}I-53_NPtg`NxGs#s=*bKHQp@bnRXPkV>d
zj!?qY`2)`%Lg#pT(oYARJi2lZj*bQB%zl{wh+^IDwsbf^!!E!Zy4ndJq>a?+DPK1_
zx;oRE{_yRCFZb`!b=`xIRr2J|kH=1(Joe7p;e8xAoS!&<@%-euan4%KCC8FuiL=RZ
zu0f_ROeDuo15e@F<(e^f`SbG^CdRnA`Cwx9##h&`U;b<skG%bFL??}}zPiDoXIp2t
z@1-LjUHt5lEg1+oy#4zz=tdv!i`BfJ`DS(Ni`=)>jz{&I8yXO7x?1>ijj-*xlEGI!
z1HAWN{I?~^iH@!MEoq|h6c4+-Te?|Sw~#+_*E7?XM;{sw8xTr+q;%gg5wsP`15}H&
zA^$p!0>_l_mT2f)@^9M&_C{!{EB}VlpV_OPJ?p0F2KvTn`2g6Q^cI=@rOrqGw)^SR
zPmovmvD^gd$h|hOKLL8ESuS7+F2TuBXaNp#it4!k&oEMl-dYh_DNOmXLjb$!=SNY{
z6Ds}j0^(wc08n-Zq!e;fuQUVPqJXU`n&~x;n<XBZ0XYQLbIh-{-;aZo>1z8-k6ifg
z;KJ+=#(+^Vmyga8q*?`RKHMz;joMLEu!}%SL!Wd<N4j5s_{M85_wV*&(vfYMCdOi?
zPk%6UFzDsdGI{RY<c0Hz=x^ZBL~`uR_?cv4oXf{&=SIiJ<B52jhi`ApUB2|`g~{;*
zm!z@JuigC8$b9zMXLz*dzz1lIzP!Ps`5j%_zBi)DnYn9-YeA2Ae8IsthwVTTfD=F`
zn%)0mD|c@IeBp<i>p@MlYz2DDVa)MKjMg`DmJE;-VM^l`?(J|m>NWwlDI5ok(Hz6r
zi34E`sZxhq1Y3C6AAMaI97$m`r?Zm-HP_ab7TZbA6{+3t%m&QV4)A|VAH`+zo*(4P
zEdhi@arp-dDCkI|yajB^qk4L{-6p^vQD+1HjqSu1YFsEqq@~w+|EHjMbe!u{P<Bf6
z|K+f!6MgBMIBSV;4-F21;xF*g`v_IM^w}sj3f$IN<hdKpFy)eUpW4>POYe1oLei0w
zl=z%+4BTOp0Bo6N^Pv*uI5$meF&<I}PX&6~+TTcUID^KI`l+;uE3@zG=#O?*0d}dl
z?2BQXu8Vm64-dQwn#SMT)h=Wwkr+9B>itNt*Nyl2{Q1d=a~G1)H}~7925{|}@iA^M
z@)ssX;-ja>VhLMzGM6ULo;^1@I$;CbudZiir_W#Hdgt}GlCywgX6I&YVA~h@`20-9
zhPfarp1{60-am;9i58k-Zq2`!3&ge^tvo%n!_HCJvZWc23{qb>^pJ*d-z1nJ)h1+3
z++zyr$99@>69mMVA5!wmN%WE7fM?wy1u@#NjSP0V(O-t`&)VD4zu|p|{!#8F-NvP6
zk|(A)3d?ZYL7^yq_?Gve^gJaVCyqqw@ohz*o9@$W>6v*w#xoNeB~CvcoEIr2^l3dG
zywLunDcFudbov<Z@Biv^+-=}t6SP5Z`*4=xTqD93C$=$rN2gB+$D;^u0QutW+~@0Q
zZ$BIWR^n~xyvMU;<#ZEwd105Hl!G4O&NO7jH2l6y7J0|#f6|_8mhvT_PY!IOl5Dr}
zq14gBh4WcAI*X*D6U~xPy#?Y0GhMec<^d9b2`Ud?+qbWOx6cE6+7_76SnSk^W3PEJ
zu@MF4!nv~-M&EwP$5qI9a%^N`d_49p9-U2syu?Q09JJh?yK-(~Y%DP{h8pDBbz^4c
z@~6r3TwacjT)Af6FfM)0bxqIC@QF`TH!>N4S=|0t-#m5hB9|ph4s!SS_q}!qjyyZs
z?*4fUa0Qo%R710C8%RrGlb)}y2Y9Qr01&oOD>~GhFm|ijs>HeJ1yDmELfrlE1VGwt
zpW~oClyEjB*zH411A@Ohwr{tEZu^Vdci_>E9jKR`kGo<ZGEUx_g;Iil3PByrAkIIS
zA>9t*lAfEet#q(Y+C0MREuFQXu@elPGkus|Q-ulpk2GBm<hi4*?FpEUJ3+Z{3T#bd
z5Y#?43EL6`F7hj#UTFYxq44%#MHzjzAT?4L0LekG;}F;|)vI>g>6Z(?<QRu+<{E?x
zf|uUqz?fo{3_9E#XzFCLzDvRkCeLo}qeW5N2NYZB!(=zbpR%EDI}WsMPaWb(D0f_3
zhQ0?0!@93t2~=I-Wjo~n6j0cUkXh||`USd$Q-J<DF|BLAo_eLPuWzT<U8vI^#!sD!
zzCX0b!x<I@)N|p&*)tbE9`JEpG<N3f=*YP<qr<OrH_K>ZWF+?S_}PR&J!5CaK8)L$
zXI~nrOIJQSKYq?mO1gOcOY_Fu`E%Tk`Cs|)B5>?kTejLdv{!~lKg-xY7`UV^-=5co
zhTlhv(vAV@&TjS(dP;8Djt&FZNhwe(vTN&$7|=x)E%PuA7<MPS5R|cH4JC@pG4~zU
z^SCn=J%zLe{!4$NKYVdJNX?6wsbudSk%!XS)(UT_Ii1oXstrsS#AZc@iSzm-2!fje
zf_#;@c{kyIN}&c|djp!d+Kt`|l$bxGPq)N)?&06!E@xC~z!Ppl{6jFv2Y93%km&26
z4+8XFGtYBA*nnotnF8~6((m|!aKtf)nX(PQvQ;`~dvvc5`r|&^*f{6|mH#%YAjD^w
zy$gz}UKg>#=NSc{3q2?U+-?#SAG>iE`d@jflMiIV!9@q_CLMmY^Rbh62^|0n$9!tr
zW3SA9XBU0OxFIY49tf8n0|L?61xh)!zrSy<zo)Yx>8a6?)6wCujvc$se|q8E#N^w1
z+#Pm4TVi|+$kN#l5AMO+JUVjf<XGbL*~G^j9-SQ@IeX@##Kd_U0?l5U{rqeq$*I&u
z<L0gG^-R)EL+bxY^4iZ#b0*25Q%CpSq4Sro-!u$VU>%*>%k1drgdHpZIqK~4=(~b@
zxUJgyOm=r+1Q0m3x^?>w6dqJIn4air0o9V)RNv4D=!YzVJ-C1)Qe<{~4|k+I<qB%+
zwrxDH%j5oA+bD6ja&%IQ{0WSMzhMR4mnlxy|I)41@o53SmKb|3uunP&oAf^miMazp
zfzl8@C>Krw>evFDcgQEDKq`*=F;j>f^>d7}1q2Adr+Y8Jod8@L$dE1-shxj>%sPPc
z{Lq!dIuS$vjk6b>?5q#o?<TIQLs%?%IYlGBI?lR#>yWPR^HVw~vtA9atkB|fbsj?E
z<)?Qg%pReG9!#9wi8BoV-E3`3Ik<lx@G{ePdb&EF{U+Ez4V1s9tE;fz|M2DhzFj_G
zQ*Eu7mE%c`j-HIZv%fp-({E2+`gC$4F`xkh(DRAW<hilPPR-Wnqo+TPo&`Sj{yVl^
zxR{KMoVySkpEzS5e>Hb`I&~TFGrDyirfy}kph(WePS~#=h|b*n#`tn>l+&_K{lLk&
zYd61{<)P#DHuugWACFy`war#%XIGDJZ|KlLJOU$y4|H*V9x!fo>$V+jZI}v(zB`l?
zwS~v?J@s1-ACD=j4SHz$?_!%U<b&>10z0`WP&fFUOb%&k3nej36~RVu^vW*S$glcf
zH|-H(au>`D$VIr@*<@GA5Jja9{MAG6_wlbCw(%PhI`%d(SFjG}en@vD^pv8=oTrZ(
zKpJ*BrEd9eKvm2fPazd)<Ci7f1xfg+pRyC&qk4A>&9oz#$5iYH!NEg(tncsJEdwcU
zw}y>}8u0-MrEPc@pKk?E^Q1PP;~6HP=nld&lbp{E+mS`M97jMZ>~XgvT)9WNOJ|T^
z$YOJ?QI<rIfH?ya?~~=_36gDKxHOPtN3gA}AnVe-k$=)BYZ8-tz%Xs~O@b_S1E|^O
zd-%$}y*s_=r@<^>CkWH{i4T9Ws|)*Nox6B(^2~>OyIQeqFg}85Y9IG|Y<qR`qtj>3
zCr`Zj1|D5HdwT5Rry~;+T$S81KA%Zlj3*~}0O6}|ewMv9IdNh11Maao`_<3Byzpu2
z3|CK{zN2Tq%*@@q{Hd^4{U4pb{MDCV+Ss|P%eQafZ96d+<MN$d-90>!Y*JQRUfj`|
zZh>zP4EejdBmMV5R|{C97H4<_wTh$Agh^>4=~cSZiKXFr7v`<P{}dH9{-J;7?kwy8
zt6rN?=3vy;GrPd5^nziKUO=(YTy#K@euDLj-FP!?&h8*=6iay=qBRhD)4)1D`wsO6
zJ=n$}>D?>A&JME0M`<J0Yf#ce4>S3{NqneYp~<GtPZ$k1N}?TWM{$trm?t2?C*|5O
zzuf@iaahFD^X@hT97V(|+^7_!0J@e7&AVycUg<biEp|#z24GWMfOn<vugfRVE`%u#
z5CZa&E<OHFfSP$W6mbP`ejWxIc!w+5E&`*(X;0GI&jS-zUcz^mbZO=lFi(Ei4P98z
z!JOWd$HQ~Su+e1br9A-+uuY4eIx`l1@30TqK<?}Xz%K9lI$GOYe8^vZBt8}&J@XFW
zZc*?wcKXyv;>_6FZypo{R+r8u#?Oz%CeFphikoxOmuKRqFHD}S^-TXJdovXuxi~Q_
zR($x`&wid78~^;m2V#Zywb9w@pMO5{d95U^t!oz>yF7RE%Q>+Enb}@;^z@n93eLs4
zHUFMnVssAhF;rB{spmNm!gRP7FN?ad#%7L<K$`5+VT78eGl)7a$H6AIqtFQ(xszVI
zC2lTe+wznsxp{!Nc@q_`83CCUHhXh+T@hw;i}JoSVDyol@>91T4uf<<mhZ}dG>`XD
zCZRvbZd2kc{2Mvl<F!@SU=t0Wmv10C0wwcy00b|E(NuV=FF<C~?FeHW1voL-INUq!
zUg>HR=nBLrDEm!537%!`Kn(~_b-)bV?p@Sy$p<AkK_e2zbf-@m+{cMu2goyP_DlDA
zcw<OF;DzIUX^`%3>+G;c<<dtg&B(RJR`&_VekgoSUr#4yd1K!9RYN8(@8V5QgBm^H
zq;<7PyVAh0Oqeg#-ig(Z9mJuhFdY}}9|NiD@$m93*!h#M@7v?+>4LMS#uF#rJ>+dC
zd-N2@-?`D>=s{<1Jf4V;Bo6j?x;Cg?MRe+P{B-=pTW=l^S?w3kBmp*^oJfv{`kpT{
zGoN4l_``FFQ({H-=eMrUjGmYn8x|`@=Dzva+<1Iq{9UnPXZX^s8<XcRoc&m=Xm`K-
z(Wf(WH;m83ijKA}{k3;TCO^9<R$!jLTMGpD?-wh!Vf|1$7PQp*v@0?|sjV-*_@bDN
z(>Tc7D(Um)9nLx=cMT1VwT9<=_&l5Mn}U*q;h3cFKIG9cyVr6I^?z5o&R=)mbl2Oh
zmZirs{ZX#7JH>%!+X?qO2*2;)_lk=CH@>{nVJBHQ9Dj@cbjb~WdA9Ce%68K?8s)b@
z>YjiJ=DFmEf=HVm;1@p~Hhg;40QxSZJJVoZ_jviJlcwF$4~=M<s3XN;SD_K4NdtB%
zXsLtzfa*{pEhq#yrl(}PtTEY6-c5hRfw(@qc0^0HwFB6IExTC<RSwFX1Vm8HS^U53
z*cwmN(H$vJa9-}6!1hj0>L?ZjzzIOc(9J>Wypx@165G;m`eGUe2n$~S!-M<wdb^RY
zw(%^A)cDv(L$7+;+1sG<E+o&M9^h33v5{Cj9^I|=b`&uG?&QhX$&>FMd+PvqAdDx^
zoc#D?@+|t8ZeP1HJ2@WvC^3Q<J8OP5`}vuZr=uV8g<pPi{n|wQ<cHk15Ij0--k3O>
zJjG36NAJP2b64h!X&!cObMJlg)P*ZEpK)xCvgGmihYk&LSJ8Ih^tfxfY%i0dDlQkG
z?d>nZd0b6TfRix&J_gMj8Zd&&2QQFr*r8mC@{NtWX02h%7WgPCP!hn-oAj^I4c-8M
z&<A`6pjop|3XMpcIK+}(C-RJf+Nh5X^kFs}x|Mz#?$}icG-8kLK*5-@1xIbadJF+D
zuP1C{T><Gy6Hk#s|Ic2GnbN~u@>^1`1M@E1bPw$Rc5a&Rw!(5J!gGLVNV&KjOoP3;
z2h#H{_c`8q)7=R$%}HZ?4DCT!ecJDoWS-_ZhgMUQ1^`2`+d4K(I>IAt7)DRKfvVkQ
zm|o)uqi5WUO_Dm=3eA{_mqJQwr*>nIg(<sGfwq7;>v-cWYzyP*?7CZr5|+|DsGi#K
z*8}~#bvM9BP*r2`58mwWf|KXR&W)Y<s1LAL>oW>B==8{mk<qtz?)HkxwbQ5KBPWiX
zIEMW}@59n0h}PK)WBgWUE?t>SoEbfx<T;tyuWn4ApB($>#QWUyZT>tp`{~$+9~{M_
z{U>hRFfM@><Ii>Y-n?`pb3HYE&c;=qmp?c=d+nO-z3go7(t-m=hImwNI|f1kbai8j
zP719ZsG!2%>mFIA3aat^rWfk%iV@zJ8?&+;yk-QhUS@^8t}TTs{HuF9JLkOaPU82b
zFvAOED%}lRv{||?b5O<7^o=xvD*EaO-b~;w@OVFUAm-9+iYJHdgj>Kfs0NCMYsol!
zakhfPRzEXc)Y)V^q0#^7b7E%C7LB7e4xyz8huP8_9y#3vH@|}uK6FAK!0clb47KwO
z6?D-q-pXQ@N5FU>WKV!TjU!}owUt^hgPhJeu+b1Dzd^tF-_ZdCpKz-#-JuwZqmPes
zDtaHADRLc}UIp5}6`O<8v?P<>0QRnHPuKa>u4l*P^k=-M5ZR=GO>=hv!Xo?h$x#0;
z4aha|Jsds#UU;vde1{#L{F#X}<L~)9y4pCAijAC3jD=s?AK>lWM^DE_$4{Lc{g@|O
zT}XhGB*)KQ<T<}{pME--ID6*wIIkf1*$w0K<b^ZueZ*H@`NhvO7pBLD-+v2_LT7&V
z)uq{UvC~}Xbnf}!%9q#YE??mh+V*zsK>W(}o40s$4KAz8|JqNEz0VQ;4lG~C%r0K?
zfmu7-uzYPhD616r38-q}o;P2&Y4a94Z=7TCUj`k{!p&U*iA#m`R6Vb4<3X3%-vnje
z>Z3D#!R99RcRqRtn-e2j+gk^c_!hw?-=kQ6%%0mTCj+i`(Tiy_aLz$G3QPWs&R}{~
zy3t1u9*{|cPfCNm*@Jzv!8D<h7<gKr59>S*|F+y9^@4@qZf&oGWdL%37XLSn<L^@R
zO*_)?hJ9W-Gsh_%$R9h3rU*TT;Z7dR05W(D*`5wO?uWe?*uYQw=mii1Fm@714B+ak
zn8%ERir~#UaV!lw0MekFkl&?SbW8-FJBEHMY0%|v!wx)manKQ-OYP)R1G=Z{sfvS)
zu<9OoGQjZH`gitrfzDF&hoh&C9SmTKN2~2JN}frMzYW-_ol8&rRD5joweX?+d+`W#
z%;?#Z<7aH5Kb;&)B+s5np5sZx*Dqf>2QQ7D;4+Z~WImCMzw<Wlj6J*XjWKb4<ehik
z#G`?WKfihI(_}2lS9bM}UNbVYpV_4g?H&F%&lxvN^DA3=+Pn8ghNGvrM7CnlR+mTf
zaY>dD^`Ivjr6<M#H)25)oknhWILUL?)un$r=Bm#O1~+d`4}zKBjEv=NZ;ID1$x1q-
zW28L&$po-9c~<gJ#^gacfUvrSmSm714VgW%^}7X>mkc&jUWB{*40daqyN&#{Pc*&(
zuEzIp3M2`Yxx_8NZcsCR?2AN)F$V%3bhj1G>O4`W!Ru-Vfx&|63}~Mh;k97b>`29(
zFvwRStW%(#k<)lXG1UTFhopDwYFh^6ocX0Ef66fu`n6RaXT5`&8z7EfP^_oKjt>0N
z0l5ELz<w{&!xArmLpOFCFGZ0K#qjH*_us?7SxaXsD5qPzG2Z%s4Er6VAQx0U_3B=9
zH+6vIrbbU3eMRf+EV%Xi$ukr2L9aj1(+z60CqH(2G!ct@@c!GpJ^Hz^#K^hPix<vw
zb8_X=bE9X^o;x!>ZimgL&x8DY`2I0G`o_#mpBp=U^e5b9aP1d2E}t1Y^}$;_a2vjC
zW|CuL@hDdzo>wQnGNvzocJaLJ2-y4H^p`hp-2`#*=G%MrA3YfxJ#BlXb|7u@czu4K
z?Zawz@j8GVJGP5sY}bLb9|P_W(ONY%VP25!V;cNr%(-dPraJD;mSuKS&%f|I?wZDG
zDBg^N?Dwf^DlDgmeS-hr<5ft(y4U*Z>g_swnwF1T*cqhco{Y9DXgA9HHTdDRLGZ-?
zY4@4A87Jf!G5Kf|?3ep|1~U#?wTD33jR<4dXfFgd=v(X>X7VAAqIaT&eW<bTX{~1=
zKNI%P7ISz~riD*i=n6EkH84J35!1UvAtLRE69~>>@}|8Owhy+4;f3s`HYp1q3}w*=
zjc<s<mx%tWkbT{uP{nRXoDXF~_->~8{PkgnJH#CR>)4bPKBj5U?Mv|<tyT!mm&X>|
z7Vjh|hQ7?wk8!bRgQ$jzPIm}cCI6(@JlPTpRqGjrXPkNpr?SACGPpYYd~o@|*Z;)A
zi9+}thV0pcG3@M|CDb3o8GAVMJs-u9S~y|c{7XAUYdxnZun0bfXt6l8uB;e1z_d1C
zuv#vgiAZU9Jt<ZwLnNF_7M1XtSb?L}b4sNWiHH@EiWQEA%Z6guEB@uGNpj(-sr6c?
zN2gNB5mjB+G;s=LK2ly=Q!O(gR`e&9Lu<;~5L*!|qOImaz_cn>?HpFN#7xEMoX?0A
za4U>{&yZ3a5-T<;RwYzchH|wFT~=^vA&wuceUwbbW_NfF>`J(SLki%Wb~nHm^HXcZ
za5<W_vN^kT<dQnY2fXKUQ}zh*Ja7EWr9!NzU{7KkpcoM=a84Y~ht(FuinX=elsc7T
zxizt(v`z@N@>?p26{QkR-CSClE{PS`5DNdAwH0D)acRBu{2c3c&!{D_0y`e#$e4&n
ztiY0G)xtkw1#daUm^!736~AtKX|KRwg%~1KH%Q!0`%w&<yDDJ%G11A)$Zl-$u3D_w
zjZOShxL@Jhz^t1`%{bMC_*`bD$rlR!E*}9er5d?!7HLT%PJ5#g_7Er9ByZzw0?<g|
zuB?P`AdECiIlH;qM6XG;=|+suFC=kca0L`6h=7j7cHJR95ms!hg7UEyikL#QQ+%KE
zT?1-BqJyR>=A}*IX0k$Qr(X)oufpvV!!~hFd;~XtRtS)ZeK}DVS<gpl7V0qvHN^)F
zm?m*}^A_Ju5l~uUk7cX8S2%nkaUrZ)#eVKUDr2}IbLp-AJR{*KpDt+Cb|zUe%F%Ms
z$_Zi3ktxkAwGOX%#MP9Cj4-ouiyO~Je;TB$kWgfCu{LWonp48CJEzua4OAn{SW7Zb
ze{C9RCQ;5=Btlw6ie^5OsjApvl_YAPnXM`~@pw(GZ5k(0;#ur`D^`S}te8+16lX@P
zU{=<sH-`+PSi6qJP{lHowOsA9Y-Cmgr9hw*7w4GNaA-q@sJ=f5tS&Fi<DQ%scVTFV
zC{gS@SFN3G3a1-kZ?l>zz#p7lQd<!r1a=^f2NNrnm$hZKyu7-+TvIrFH0Tf@bFl)p
z55c~%r6sXqiMLh8N5oyjCYoev3CzmZ1e*(%$ol7`1D9e8PTV$PY1`Ml3unX=3E39P
zp81U3J4ILBAsm#W7(>R8uwmGSpHFNO^Umb7ya#s4Pu0rfCO3}KRV!C{>ll*mmgbt}
zY3|Dd9=69p6n7=v<n>sv$*|6bJ|k|NKH>?Pb4dQY9@AnS*gO`P-yI6OwL#|s4-aE-
z1$Pg&6o1wf3|WN^T^dy1#351Nh>o$ir$Ee`b!Qs3zQaqex?<Q1+4^_9=bOaeA23$N
z9Sl{{*g+pV>$d>T*LcoJnto(fU^Cm3ALxt}!x2OwF+m~AhXa6(`USI?WmPJsu$Z`w
zvdpTOm6{=9)vSqa2`e>mhi#PQJEkUxu&r2*w=U!>T5l`WT-9PZrTm)hQEXkpvCoF-
zbk=5o4oxSLOC(nc2%lq_7;7uJY+^nm#vy|FsFuw@sbr5s{5Dr4x$+Rp8bh_&bu3(*
zQi)>LdO2rI!y@Zuq+hegF5I4vS`m-w@vIM!?*9c5kG7#qSyMSNLcBF^Bm(mlCCk{N
zm=$4_Ta{H!QJnL3AH5WOIXS|Nf=AE8UIMuS;b(T!y<eD_)lw<G7+(}~B{WSTPV88i
zvCo!DfKhWQnL@k%$41e>tptBW^Swf2YzoZLRBcE_6~9A33psHz5P!gIaS{)R6|1WW
zoM~=uY}5vI;OH?NwO1R%fg1tMQ)$Uw;aM-G-GgAw>=;369m}=W$)HpJUD#f@lC0aV
z|5VAGUc!eI-(-pR_RJ8y*Gyst-A*k(HMO=jg+qPU{u@7&XJtid2?FYC(&U2tQ-GR#
zRI}KGUA-H<@SE(epwlDW?M6$Yngs<c6j~QBF7U%-?=b{eq%lC#d+7sNG9@0;dgeyY
zy?wQq=U4QIV3*?=M#+6!tp~eBj0#io(%smxAAuS+#;1?mu*DRg%L?}Z+0Z8u$XXTV
z@JXqCu-4D#m?L;|da*b2HJ9{vJbb0HgZt2sDZW$|;VbNlO<D?3C>W1IpPpiTnoXAU
z>bz4nJPI~zfZ7oi(8mblEavj&U`N;uJVW-^3L6EEP-9!QUi4^xxD^tCoG2{G@o8XU
zg#qw{Rl)qMi4{)Ms4}HkQj)LRQxjFn*4FF8rY3~ATrN(VN=V@YPZ0De#K>jI@<v?D
zjjk5Mxu_8-S&C?dyiqlZfQ1-K+O3dpX97fxL>OCtg`=^5J?|_}naO0tBNpUWlz22}
zfu>x8Qvee9J#%BBqOfYN!V%22JTvNZOvARCc9+ZFN90SHqC`a-OpS!hY?!Hx*$e*r
zxT1lKlX$7t$u^PDGMS7ry9<X!ENIF+nI~l4d65s&_*X``inCa<jJM`g^EhW6zHMfy
z&pY@=6+SFd5gkSYrWr6d;Qt$9MIy0*8^{c7*ekv^NYTK*ePkOxzr-h}0g@9PNGEOE
z!uI-Ho<YUEUUYl&c8gGRiIl#xPYTFzx&$X(w_mh%vV=QueXl+KBO)ddM{2`87$0(h
z-AY9(X&mwz;Xn3@ngK#)CU{8IUTKMeE}@XUvL%#ma$D)WUK$>Ne|PCpsspoKu)BF(
zhv=!STE*rdPI>g=XcQBt1R-XmonWfE;g=%VEUaCfm4fiy5}c!kSSwpN2pb7o)a=D+
zSBSAJpisAQ4iElrVGS^72giMQJ?!Tc=W^K)5+k^1Feo9MlNG|*xbPCDyWr$}yn8If
zJKR!#iX#Vj4oDv#e+E0OPJ>^oI1aK<$2VJ*&)2oiOV~?y5|_huwE6P5>0lZB_X*(_
zA{}fvh9|Kb3g=-%W%+FLoET=3H{c;=RdZwrmcYqwn+D6~!e(ot%br=1FPe0SMCcT&
zh~~k0qfC@mHOCUBTdWC_XgHjUER$$$4J$_#LMnuXYil-e*34S2I;7OrI1>i*n2eb#
zwKeljgMnc(iCJ4?%`ZlCAk-^swKYYup+%IO5)FwpDMp;p)deSU<LvdEMOm(#E5^j~
z1p+v?oXc4`dpW($lnta@r9d}v!UK)B6Xvp#aW2efb`f-hOL?65;za!C^w>*Mih?|q
z5%~HoOGRh^-}nTd*COR{z@dR7aKmDGegh{Q!_R7Bmsn$B6W@{<h?nd&&0ph;I0FCM
zV^5C3;e=+%#KA|f)A){CS~@M7HxIgF*jsu@+{Sf21QA!%ZX;MYq)G4?EWs~j5~nDy
zlcM6qIZUwCz{;(k7T*bP+z#N+vYvm10`2wct|hFj>(^zXoL57K8$tfl2f%t|jt0@5
z1Zb&U{zJP5wRG<-*e(saBRzn*ee?i{p@+fD+ilC)AU)z1ZOhec(G5Ea&|tAkCa@W=
zdT?C90Ubwl)R9`J^DEsnGALdGxDnowr~!JopN9s*Oimxd=5-i)a%CR?+;roR7#v|>
zW~V4>1Iirq!LbH=3=+MkB9n9IIF`mjqLj^k%I6`$lkZeOgV_DX>C+w>amhj*!lw*b
zd>`5Bj^0yZxWlrdg);sg!U6R9pMmB@y9Iwmzh!iA;B!^cZ~4y{;61+IYJH}Q=-sfY
z)pA&@sP}|n!x_0!y;xx+oomD#HVs?>U&`$wF<VVS%xI^*r}ITaDTkw>RZ`qbPyyt@
zOe#ggTFe%^#F9k34Dd_=C@7X>mcvR!WkXXdV#)2yd~_{onp4TWeB<X=md$EToywVN
z?IgwZRb>&hR@D+Gu?VRy6P&M6Tf(x{6%F=AuJ%65#Kh@QmbzvyQBo|Eh%W+S14%SZ
zY;D27o}IS^8D}s%2@Yne333#^Fs@j$Le@b{aq6<As<kCyQV!!d08$i7R#{?|u>^ZQ
zqA8D4mjNTfkI-siqYPFMwrNePp=SYS6`1QaO*0KYrnxjdy(BaZ9qfx?7xz-FY5JAs
z7`$NVxz@uChdXhpwgN~SU`ZVAQ4(v=<)O&wem%c}?cPm556Pd_)Tn{eNx{?_wG*!3
z4^Det5hsLA_|tCFl18wEsE&=ug*L6nG#?y*{pNp&lQRHv)tr{}Ns~<8@zcS6`eRHM
zy+zag7|@r}3YHO4`iWdn!Nj0f0?3u@MIU%wQ*C1TAme)}gtbsaQcY*CT#z*BNe~kd
z)KCiNF;ShTTlV^ZNXcn6pk}cqwoAvl?T9AEl1pjebr|c#JX`9gS6gCerrBLg*plv}
zhcJ|Ve%*ITEQ=1o0c?ZlP(xS*wN1;Rk>_JLvjR4vRG{_BG64z!K;qM2!2~F*a_a{|
zS%ZyJWqd`o8V%PvT$>6Y%W`<Fmb5fvCL+a^Qa@9~isBHlS|dYBs9J-b#bQp$g#xA8
zIkF)fznzU#YF)B7;$RYqQB{WQae22_!2;!0l$?2hxH-de&c}&0m7H1;EN*onw^p25
zTTx%Pr`VXQ3#E7^8x7f0Z1Pr^=74TxGV_85TGgn@h7^_!*O=mBB$O*oS!zzKSY#P(
zgG2y1iWLDfkyrqAqd05%E3nVtFUi!{W-e=mY$Rf@z@Y}X)d~apuSk)Ei}2A6Lo~o$
z*4VPPu)M4&;&gF>ZjD7kYHw&D)QrN9Ax;O|30)ECX8l*wCTuPf_n3XUlsy1sogMdi
zN~JIfu9s{lnRAfHnLaN~k9^EQrC{HD+A0{d^-|5HVt0>+9VOWJ8qRIQ2?{mu>I%-~
z!5_iT(W23TrenZ<gs*_!dxy>)5(6da6&VvmZPM5h%8c+?sl`S)-Jw%HGrbwi);owA
z6)&H?L7XniUzrZd?9@&vECIojHPswccuwD;!-H1Ed`#RDX`)Y#%OtE%npt%D75aTG
z7CkN(#7J|%uLZz+I6NeaQ=I@@;z&OnxC3Cc;F8(P`c{)VF#nidVYE0bDV!U&go;x#
z4jR1gj3J53UL{y^1mLsIHwYgz-5p4A#>Pyx)%Uwu6TKL)W9)E&2b4P-1bS_I3e?<S
ze*}q_kaG{=ZZ1|03pr0Jrjf0dm2khk;<jNWHDzsmsooajoUvA1Q<jPbtB6y8j*Av^
zW@)juA+sjV-+(JJ#28PrRL&{Jvv&PHAuLi28z6uywi`61I9JPtq7om-k4Ca^vK&){
z{1}Oig;g_>3V83sGqkJ#$5Nc4@4v}%E83b7wG>YI+rO@aqC;zd0bdshe?Y{Yt7I{f
zI;H(N2ykL!m1xV$^CF~!zCVD2uv6?W#+4243R+froAxbk5P*KFx+2yVVT*u4E)K1U
zFL8mA$UJOa@eM>4D~o0Ywu#82RHMbQBRC1c-ZY-2(%ohpp_iXdB&L_96XtZn{`4{K
z_)hovf3?JCX5s{?=X;0n8B!Fq?(rDTW-#s71U;U=a$p1UZ*gnzsXCF`{5o_}=GatD
zxP^L>CME8b^cD?`3_Wl(2!hv*vC$wXYFP&u%TX5?h-+@4*0I$VSp5TH(3uSM>a>r3
zPtZ}<sC%;J{bMpVKA#C<Tpr8`&(jD=Du_OCArnVVn1y3{i;3ZR$t&G$a+~NPyweA#
z>eeT-e4Z7ibQ2(6Cg#{aI*i$_4lHVH(ACO4V1kEnwg{HXsTDSd8Mv+rR!|?)w}zM(
zu&dW)KEsZOUYCWvL-*_7VzeuZagpqB9ex{=7FrIRo0Uhy1HS?<zhbLmqnv{q3_>qd
zF;mPTR*fn~ztDT(wJC)9{jFu8_oi}1WtbXOGcH!-lp(^3i}6aerWvb6U=S5%2+jEO
z$Rf)|%T*$zAV04KETtTsN~+I$nlDGgMowK(#fo9(jO3!xsi|U3n>*u~<pi-pHT9b<
zw;Ec8WVBib_r<JYQBxsIso9J`B!pL@3Vr{pP{5g4*g*Ldc4^Vv*w8ZCf>U@GGxHgz
zvM>)2tu~>p65->Lt*nrOLo@F)xJp$#Zxqp&yr$&DcK8;#)I5%!6=#@?zzNJs`lv5o
z&7p4(%y;#QkSI6($)G4+%O|E2!)9U_wuNXjVNN4O!hlILz<%X@&VcwX>;kq!);;Tm
zLG(n}^VZCzD>yz+nIbrYYJFXt73U{&--1V+6}=^#4;8)Iw>XH__D$Hk8@Gm(+HwrF
z@g2CjbQ^X;C0$xwVE_lTtLB|906%`!e9|nFL%J(8)6Nqm?~o%HQ5C7Tj~lUI%{EIZ
zE{0~PKz-8P-E#Vzj}E@)4i&lrzZr^H7|XGBbB|e>qda*f9Fz-gAAQ`<i|7h6{b5G_
zuXX@7L~kKSa(e4nFL!QZ%U#tcg*7?dr^6`@Q|yP-5~5z*Z$Or4hSvSezN#k<9`||*
zTgT(0Pg-CX6DPd(Bf0Rtu4Xfb-B}{(lZ*#w3w^%4M=9r!++>XvJ9U>OG+;JWr8ry@
zuyS$9ECZD+3jt$mWQ|R)D-lzySYc~x1_SI@5i0=x8o6qPg=@R1k|kEI8X|11Cg{tn
zA=q2W%8FRAij0GhTuqFB-db`lR*1E>R=W%>lyS0nrBa(zVCB}0!~)3rvXFC&O|@#C
zwQ^C&`NHaAC99C3skPduPO?DeSK}ZoLXJyje5156zp&t}%{$~{VHce9^J2wfWN|Tq
zk#rF=$)h_9IJWhCAm|Vnur)qlR%8b7odJ78)jejV&^lPD;Lt}$p>C9$>8u!coE{9W
zlfj^NpCpFCN&t*Xm|~_f9HPyD$Hbd1As;Crxe>Ef`9MNaq994B<L?8aB1^V#ONHZr
zx(a>Xe8jdCApG`OCs#}hct~Nh@7pQ-fsdi8_KUVn)7qQ^(6D>xy>4oBI>ZT|w9Dx$
zeklcTsL|&r0$*=HwU0B!O#p%P`#z9&KhHcyK7YtvA?}^@i!R_18htVlG_yc2R0~Vp
zRh&j%;aJJRC!IZbSKg3#lk+<&r4C0ew*o;=D1;3S9x2%WV7dl9`6xEx(pB^R1;Ax3
zu%H)*k$ZI9g6OR#*wDPioyFYLLv9)9kjFH`i@XryzLQ?_I973|bO4~s0rT04uD{P<
z+k5H2euRO#4!}Ud22P;LFj$0VJ-{cEew$Q`YSsj*60HftaBC7C%7tqJl~ag?GnMOW
zvtQYo5jJRIJ-1pLez~H8#H?jEHpGf>4tQ@AzRjFi5oe3695u_vlpWehvDGY#5QSX!
z=2z#P7Fjjn_FWPE<7qZyvSqebtZ|4OF+hk-QmWYlE4$*!29(UaCiY1vYk0K&WKOmB
z$u|m`5V-PMu&ESbu&Y3$R>TzrB9%a#08v1$za%nXWJIuOVO~)*5cC1NcMov#MG^t~
z%fv;X=ZWDQLGyW<y^_Pw?37qRH{3A*ck>JO^PbS+q2I=mSC7RqI<GXAaL{;Zz0tlV
z*bhK95Kf6}0z`$|CXq;pX&p}o=?{IfJ-pWC`7O4IKi+m5ePrmRUJBW<meld!Qi;WM
zI(QsR!e8SePu}FgQ)CvH6$K25Bfw%2lXKBJt#Fa$b(NSxNg60s<aCQB-2r-j(=TB^
zkOtTbP4vhqOmub5$vhYKK{KCsd026W0O>eV2e}*$4&pd_ogUbO&TB?{)$HRmCQITY
zMTz$jx{9gXe(Wy<iUg+x8oY6XgcCvD+bI?Hp$$NrfZ?F04*CW5EbX1d#DOd@44<8d
zV3}zLY(BE+ws_bG_V)*VX`okTEj}$&$<*=G$|o+IPl#M26aif3$`*(WBqfGktq_y^
z4^;yQb_Hx-*3NM>H7!YCb5srdx|m|*G_|U%@YdtTl#ydVj!oX{Rx!;Xqda9qHt?uC
zHKhyzQCPI_$OK(j%!Q%~&xm$vi3)6bP^NfPa%MJGOH5hAbKY(>GETB=70a0Dnp4e0
zCZn)FM7OO%)#|E3usvnIRI!wyh;w+Fzw<(76-2UXl*|0R;u{M}MvE^lViHFMSVCzz
zBZ@aOPCIo*$=Hc)0UXUnK+|OHV+^8BF$*XRiUXf#oSRB#^@sD$42Up*A&qx_=rt>;
z0r`bP8fITbOdP~!Vj3wad=m7K!YywqfjT{5lH+<FWp@~krxOKiq4{S)bEz<>(|;uH
zrKjCq7x@>mS~}7V!r7DONjRJ@gyEA!cw`fuzgV<eh{ci?2rmDwhcMLuC(QCv>%|z#
zGkzC!&t&<5p{drLfK2j!`nX;OR^SR@f9_V$rQ{DVVHedd-eWA0E40al?tmv`9^(3*
z7BI<%3;+gd44N1Ok?wiqw8yvA3iGiO6x-4;Kjvg&`Q;TC@C*5#1HU~!)YuG#aH4mw
zls*WOcoRgwJB4v}({8kKwVBpY-u8lQql0l&$0-1mIGd1dMY;m0#jz9lGp3c{EVjGO
zU^ZKP+pC7I=45u*r-q8X?hv^Ri-VX<$1Gk)B3*59o7hw3drBjeH?1TYDz(U@-<ujT
zs#SOgFi#H?blM7oK!b7S)%97UsA|b*&RDYb0jXxy{zSimRUvEz<Q-mX@=}4aGNl4C
z2Ft<A3d|7b-)NR)!~Af5eswWqTGcXYlKWOhacZS(xlH&=*CRk!7a~=Q?*?Wl$_9=B
zoaY(hAtgzf6=!@;1>jpm`cY3&0+;8Nz+xp-II8E(5=m%ICo2)Y0ZNNzq*4iJ{1k8|
zjSn{FJpxTL5QxVk5&mW=u8OBv`kamfDp4&11I9{Jc#Q&hNL%3DC@NqC;5MWOFyo4k
z79>470Pjb#{PYlpE-@a0aDICFiERmn6KoiN64SyGAZTCW`EX*KNg)OR<yp+@7^FB5
z&?9mL4w^BZZDzY_)b%eG<@+A}F9<qUk@v3D29@*JJix7-fRZk&n3l;ojBV_3g$jc>
z9fv+?=Dozj|C7wzzMha({9B;o8ojskL(KCuZLkdcL6OOK0gst2;nW?CKH3rl2n*bG
zV1Spx3^rhLFlHQ^1uwuk>;7?DflJhJSpKh+CxAU_rawxxDtT<v;Q|tnlGC36{_X=L
zU-(;{4oI;Ijz!+EE6E18^2P;sdV--Wudz~PELN~m$9Pky^dA9;ddo)-ZH3DL`@ttF
zS5Tp1%o2%4C=I&e$yS=#>QE&PXR@Hw$t7RP%7UT>t1IdGa+Fzif~ei(>RYF|GNf4W
zd{$WcsIp=zroj|dSXG<`t}wc;cxu#d4d6=E$dwhbqHHiWMatPwS*%D@s>NciYMN6u
za+pahE&^*_tR*5D%NghVvK1jlZA7>h(i9Sp1S$gXWy?!ubXh6f(({<Z7130~4Aj7I
z3BCgbC|?Z>uWFeM0(_O#a$y1>_N%~Y6Jl6>K3*ar3rKCCcF_x<qL-H$TV4<=FgRW!
zW+f}mkpg-PyTD={`nO<!*whqYe1VSh3Q&UO1-87pEM~qJUIgq}r+*6&8<;aN1Tk`b
z3a5j^_87wOpeKcnQP>^@x1JitZ8Dr7eV|&+7zQLvtYAanj&2_SBt(;5S24{aUqar?
z_X2Fl6e;lmv>5Y4Ko4*}8HwO##}Uu!6#P|DuRaULOf$(<5^e<geHV@VN8UV!T^>ar
zO~@3r)amosOi(1A+}%wN?-7Y7s)=}+1nfvcrIJ=ODgE~tY&-9zcbl;O)J}=vvtS3n
zjKpc_e66@TR1C{$7q6Z;oEC{Iu@DYgFQ|T(c~8P5c>28rN_xA`m1R@7k<=`e+!f>v
zGo3**lHQ|B*tX%*UDSYm+~Sqe8gBwq0QhrUI&NpqFb_TKs(pa_3O!6}nKNlsF0}Am
zYV^Ni*~c9jM}MW@<6x>MhUsx9VVGn@_vBddKgsDAVb2%}vqBXjdGlmtnl7n?<&?+N
z2G~(0Y8Wg1rj`)!c?bYaHJ2;aXl69LHnbL2qFF--*K$0IyClQ}Tl?0TSq_xUNGVh=
zR^;MNLgonolp2ZbpCTl)y1>Ma$Y-ll!^u!U%Q$NZ=vIXpOLR%8?K@^Jf?-jNHL>qf
z%bF7&s}%l1|27bh!~<;J>0Gs4DPM!}g{Kx12kqfT3P>|-h-J}wb2+gJpaj%H&8KAG
zyy6@n;)uvN&kc6Ji6L^4j)i%~Y!zt7s;#c+_o0u_;aw5WFXB%Gc!9_@OYsD((mFY&
zPfl}-K@{H~0|a8j+<<(;Uk2b6vrDi_NTT#7OpJ2{`2N`4v%a($qi0>{C&l15De7wJ
zP`8_;)4Jw~Jcx--e&4F<6b2XBbMF=Im?Y0UvA-z3KMri6Ke|PgcOG#M02Fv{9wbww
z!M$<;P!HwVkjPmPR^wCw>v1PQ_W~g4K|0q}3$dkk^Mbak-So(;T&n@7+;d~ELTMl-
zlVP9qBuxJL|D#{?H}qJcXGd`c-=u|BHFOo*8wBZ9*#A9XG@3pD`K?%XfQ&vKrbn_O
zf<Xx|^Y=t-17N)q^pHdE303Aim^JArfDJg}lZu-GLFp2?AW;8Hv`&%#1+~5Cyhs2O
znC*K7)WadOe!t6l`T#Zqpg~CsRw{)z0WPK;n0D-`S~HAqtjJKb%0eOXqMlclsF|E1
zO0M|t?DJNu(IG1`T;Ixs3>Zcj=yGmts3=nQSeb;2;aoX7RLda@z#at%W=x9}&Wy4O
zFf&lDuO$XD?)y|imRMnUhNBzvPGzB%7#Io}ChXSug2+SsW2}IPDjqEnu~*#IHV770
zR53jhMG>VRYzllqe_Sd>BBc`WSmy^eSBytMUjaEN*<3NVu#5<5LD80l<6m1|O$2bK
zL`CQWBfV>D%u0%hy-q9{+waY@1Z<8~%oY)|hC#%D-B^Wyo&&awsVb#XTx2A!+bO^_
zsC$NoL6VUl45Ph3qcQwfqEW>K^o~2iK^(lD<EbB*zrSuzyB%9!$A^BSn+xQj?idEv
zmavz`N*|po0G-oP7=(tO^mjVFN`jsUyD%=zcH*2ci2`eF1?*f;f7l~^ZFjmT0K-l3
zd4q)MARaNS#-$OpW(5wayxmfvlR7(v6_BoCu9bxSQQaXl8&4E$kV@|!3R+o=Cl5~2
zAA|DiycLGy{weItBt30*Tj{*+z}|R=!4mWa0ltjz{%0Adr0|Qu2JMB(KwZWyObZ=|
zQKuplKUU0J*oEWZpxY|cdtH_AVL2TDyK#gban-Ju>;$=H*q}}df-UIPCowPq6omRz
z_Eh4QV1?weI1s%_&#8&l<jRym6yrS}5X?uJVVT5irNee|Vk%lT%27ore4_tcQ84WX
z{(IjRO9ostT8-w4YAvG`NTyke2Mi&WdFN07y@XCyu4TotR#sVc&M$~`Tp+jAHM4)E
zT$&dv5C!Ixp%u+3RxEFnA{c1QMa2pb*32>^m5BW=ZMQ+d<8V?8@8WmxTZ?gok!D<o
zGnfFT@c^(8=LHaO6K9*(!i7M63?;`_%!o*=#j+Fz?CP|h+DI^v@BnMYFy^#OI<#CM
z5HRtNx$*C7qK!o*>(83K_kkNsqdcQ`)2@g>d<4Ju`F=HRE}_E{7Sy6)=<O_((vvz}
zk!dL<i)srZ)89fn&`a-!gX`-69n^J{&>mmjL<c8koUc3pcofZH7Irk6!%@gROvO&{
zTfEY<y&#}F0ct;Z9iX;O?+t>I_V<L$xs!5wi<e$)pbt9aS?U=j1PE#<)5Y6GQ5k3?
zCPnpO-MVzBi8sBwqhc>msfY#JAZ)v7<QM2q;n4uB4Fldu`eYLJW18YMY_6b7KY*0K
zpwZONWabKZtjbe(gKi9J?Uk9+2b&ipnRqFg3<4AXKVWz4kqba?E%K7gg1rBDw(y+~
zD9c<)CNik&J9WH&(UomTU7UP8L!E}b&gg85oc?_;eca2-?n&>%6;kCfGT2|-@nI$~
zJ##GwHyG;#nGr#KXs&b4n}b^qL{;IVq|3lri{YW7QN<&K<WUx7VXU3cM;7Mi;f9+z
z!fC9>#2_n)RPd-;ES0M9RWh&Gq&90LTNNwEr-NdBT@~axxx`8Bs);cq_Jy9;v{k25
zNdWakoEs@2j)-gaV7tm<B?1y3A-pnw6?E(>Qe6I=rm<Dv0--8ia;$6^#UY{uRIpM(
zYlZz>%Wq)v9$<`(0QOuk=?-@#eM0{lt{p`-f#3U6H@)_W=o6b@30qpH5uG!Z0(Fdt
zFhblt)6-Ag?&-ol4co4<?|hDbl<8mR5%#xu-WY*@`3#Et6cD9nos)v~^)CQ<nMvuF
z*hlmsW(gVw|I6#J$)!nzEEYewzXMfOBi!A`r$CWz<_*Sw+`?yDlV&Qt3!vGl(L2CP
z$u6HX12W|CsTJ18Y2}qIAVdEE7JaZ;PBUF9c3>AQY&wJW_E$O)$ukK<#Cs&1Z?Qc<
z3wsbTsG;Hv!1RD5_2Tp!T2SbmimgRmCix>?`u}JqXj*9o8XX?L1$YQ^f>;{lyp9?l
z^0|J4l1y4aU~wKO_0hYEn}>X_xZI)i@A#yYGYCkw554kFHo^CQ+)Gnu>6{ZwupdS+
z{fB4D+5)<g7)G~S#KXHJ5M?cr1Qoobdxn%dn}gA6;ZL=ESqUq}a50+8A){I~E0J7?
zEpi#ivsERty1cp?;sWmJ$LLNbV-KedmCb|^T3mLbQwJEfVwDp8_kT~jPZmQwbgUHD
zc<XY7ZIB2LkfIL<a5J1jF#+D94<`a#vjifk@d32FEDwkVm(EmTBeA-wX`mbOKp>eJ
z0F9!cNaw&>46RL>Ne}mDa_@^(X!O$Wk6<!dpu`K=zoS3a$@a_`6LU{Z5MP`bv(BsZ
z&?RVpNeS+6NdRC#?-Wu__!U;-<=GiJn4`npQRqZ0A>Ul$?FHA_cXCGNO{lMp@QGm4
zN(!^vO8m@j&tHw`Xcf>01AkX)AV)fs4jQERKYAxIHxh8R;%hOPEEhI=rMrjRoOuBl
z4)2v;<KU1!>cm8Z4zTI31D{Msuwe~7(&)6Y3njlz=h_6sl@2zbhY^z$ej8h4Iqrf;
z4ggb3gN+B|Nxy#&(+m7K%(@_f4tB}ueLgi5?%{(=3wBFL=HT7CfL)q}F5P7oX0ScB
zG}w!ENc}#S^<XP(8I3-p^qR~0I}W@I#}g-)SS(*E-1gBT@6?5D3fUHK3@N0^oPN~=
zhMj&H3p^@_HHoSt0Y|ftUtf!|P_`P4Dz8g+352P^w^r(R_KO^{;@XOuQ_4#5fC%3V
zh091VnU%GvS1PI)xv)_#{NH+h6}@~BG{@5%y8a^W%sA&)S4%d{+L2#zhUd`%y}Tew
zU_mQ0rKm)HU9-l@a1jZoDN0WPgkos{i;B`yr^e#I)ZnApWtYFVsxg+CCkp{y>#+TH
zytEiVj<WoUoqx3$fj?N=QY(5}-B?X9wy^NL=nb}*mN4U$tSEZBUCout#u`gTUgael
ze}e8i5E_svQS*k%7cg=9JUaA6N{40J`#;%OUFBKVY}H=8ZHacv_O(uOh&&9!=bENz
z>_UU3rAs_cWd4GGz7%c~Kp?=_)b$@^&isCBSpK&>Uzlcyo3OvrrGKPy>bNcyVkeU;
z03!Y+zI1DTXbnlQVkm1b@#P*>%`nub^!pB(O!_ea!1-3a{YLaoJ!X~JD<y_HuO1c#
zW!CAZsRkN3P+M3yK&3wv3+b~ha{8#B9@qsKz)!!&^t0#dns^_v#{^Y79MSNg{O9~t
zj=_GJbopr74eZaelMZfg&59S@b>Z-Laq=e}a{49z|A4jQ736zXlz%WfNU_nXU6Mf$
zO!BUcq!q|+gIEA0)7es6aHWen7i+oK1qc0Mzj($0dyK$UKN*$NhjoD5!*ZcVPhr#p
z>^yPlu4)=~P{01C3A0>fIlvRfNkr1F{8WT4l@hH=LW5H^N#yHdZYXTza^+5*Gb`UV
z0K2hhHJ9CMCj+ynQ7u=MP-U@}44l}AlX$7Jktm6LVHTMu^O=Qt=SFQwuD_@`LEq2M
zizT7llry<*7R~2NK-!`PF&GiG6e&Otm^wnddJ4AHMm!Qp-_-LP%c}vb9boZ46fcY~
zl8Q+})?z}OI|AP@V(U<(c5YPJfUcG0TAhZIENBc)nXNv5dln5FYwAieB9>raiLI<8
zO|!Oymy#3Ad$yNIWQ$zb;mfaLiQFoxUr|n=E;(dZX$ZTubYsdo*aQZDK+n6#)30T0
z?P1#Kn(3W-iW`v9QsKTHBqSW%<tdeBOuNlgcZ%n5lJ(*uSnCnsTiu|_TxPNJ6)*yV
zdE|1qi!qHrq*hv#Xe*XTy1Wy`4I(kXA=ugX?iSGKq{*k6&w?0ms$;LqWRI6-4#~{D
z2i9!SC8D}Rq{HWU+RVp}SDq>83k41e#Iewc4al+cFQ5F`?UU$xT=x%Bc+oq$#|*KL
zF=9_=0G>DcCG7AS2aH^KK)EC2@h!P97qH9ROcO!!)4g&5PXFYe%j}na2OE;pnvaGr
z@;-Zy?23oV<xQOMRIoVJtfYyaLq96s<4{Eq_X^T4(}Gv2)yEoe&!C=X>qAPe99FF4
zUx_+6YZ|bcX0EIVBVd$?kppH@t{DN$p2U=?axGmZn=5B?R@JQ3@_;v11E2;=EFsK9
zK3T~uERf86Mub&<ZX}EimH;#(7666o2Zn6sYFRsowt)?WheQNEWiFanvy^rK;?68A
z2SBk`M9Sf>;)zwV3?Mwigwr!ZDsd9AtVQAUtYGYJ(Ttc@EolIN3t}Us=9PC6MO#e-
zBH3ChglXjrV=ZSTg&!`ZtW5##F$=r(ZvvRy58s4vq*JmK<JI}%T)Y?nq<vLn;n1u1
zde+xp=;FdY%wtX{@*LDm7lQ!IV|vRp1$Yb=IAzyOo9VnhwNALh{W><`^H5fBlLue>
zdX|>%F<CM}puTf?hWg++cWMRG`pqQk)$>!iHJ&gtrP@v4d7U*+LdJ+?VUUt`xe&m9
zlrow2)4_Urt=k^5u!TOrQDxp1>xTwD+uFirYnL&Sgh^dtz%2(a$Z4RGnIjlCq6cs|
zjNdUR^V*wP9L0$F#B^?xOkgL?AUpiT=dmno%eGDDokT#%(}7RqLdz~G+=pmg%Irnt
zBoz*E++R>&Z|ua;nAqQo4$JBDKKcl;PJrHl4YM^Mr2*2^0lH`O0ru4Db)<RDC(zS_
zui!>`s93yQ6lBznk1D0)8X3wZr+J^6+zML)W}_My<;)ii5HpZ9gM;oNBUg<o;cAhG
z;j=7fMRQeB=FD+pIk9T4GA+xWi$pRCW+rN!+7*X$Rw%oeSm4cyLe-(<I+?ETUq_5<
zVyRuWTIS5jvr(FPK_)Ng`DM`dU=|i5Cdch@b2Yx9U}Xx&z5sI~6%xVH0f6xplYuoc
zfpZcJs)LeEEH5uB%N#X33E-kc0GOm5(={2o*;O-Xcluky=n$qH;)zOeM9YiF3i(*-
zSLqj51b;+%1s$zv%g6>e1%##DdI}|$^$%kT$YVK`Fafjhuho(EV;aB?Ex&}1fy}Ni
z0Tt+3CzQ#Dk^QT3_&c4aLoOk(SuX&8SjVa`kH^uCwKxc1up$L%hF$HC2p#hQ4t(cc
z!C2$>vYf6*7&{`9*Fh(zFuyB6*~_4K12kOXbFOBZ<aBH&eJ~=Y2Q-(JJ}DPo(CJ_Y
z=Br?jr?g5RD7;TDEGfJVVEzB04n9v=HD^cNnDRyMzDTc$F(z(og$sAC#T-10)RW%#
z1g#J@1bCu={@)3L?*gb0knX}s9Xq9xi|3`J{uK@LSrg7fG9PbJaN(qI=RG2mKChJi
zT@Y*#bC1kMeQGwm1>RTIQ&~hH6|11?57#gm6@9;DLL|wPpH_yKl4hx&@FCj8wIRh)
zhl+NFh+#wl8!K3QYm04eYHclC<U$-Wv)Pq!Hd5r`o&ceWtSVZS_vZ3Mu+(YZ$@p_a
z!zKWD#ab-kkySO6Da9g*n)?Gck;PZ0Ks9320gFGEftRjgcwR*D6M?{TA^|%CjtDZ!
z#Y#5EFT_N>3m-4S-+B>V1FM+5M}U^XFD8jFdpCumWN3<+Nju)ZhBC|guvcrz<mp-%
zMWhF|<LpdZUa@%v{D;vYxQ`yPmtMOigHYdRh_i>8*55BkrD>v91Pj0Tq@}tvo?(;_
z%;a_2^8wdqC*7s+x=s&u(>V_p11zst<*nv7+>UD(?8Ga(eku~-ZS$vib|tSFhE)T<
z3?_M=)XX1%A|K>qDx5*y61;F;dgBlIsUFu;gUblcb|PDJdIh_Z26#VkprHeY=n<@R
z>Q$|)DH%?pW+|q)cLpeSM?LAK%#D8ahZcUb78)I%;v}&i5J(>{)3@_R(hk*nwvT71
zhmKI5=5mh)vsU3A?BaI;i0soHOqJ8U0ebHZWSeT}Fi>LCCt=HH$4;8sij^LKO78xO
zgO&7Vx#03kDJ^Jb$tJIAWnRG&4}CI+@g}pd?0-09C`z>)9{T^AdKaL!@-<KF|361O
z1W4ydfNhY3B#@3Iuz9%qb~kMvM_6{Z-R`FS!o_QZG(s97F2b0>i!n&huy(_mE5@F_
z<xMhuJ?*=x&de;=lTBqhejwcRX1$w?<5ViCTdB;%wXRB-s?A+*D#`S=-Q@eebL1Y%
z-A3jwAvnMDeZTMZ`+kdxn4;^;i#g7LOVmL4-mnF{VOw5iGLVOE=GnqwxR>$?xnIi)
zYzLoMa?Ab8Px>|M_hRF>&)Wl$7wz;Ac*3(gz#qQHOSr`V!uLGPAREXS#&XYdG3;EY
ztNmgl7?hu|yB4&57B>GGU-`!cz~pv9G=+&K^(mI%JpkKWKzj!fOti&vfgQ{XW{@xg
zCe^gE2}YOZs&gSNzZZa$v3ptu<?}^&k$bV75WeJQgzdfr&Y*sSa8E-#2JBd^@NMp}
zoyZPY^xa*=m0BD|sRg<v;AL)mfQQ`1S4-nCy4%fM0l;2Mo0@;_0c)G1X$%ztd?#)g
zzz&t%&eu35sPYCk+krqvb@@o^h{RY>xt0Ie-2$JFC=D$1>Y0@N)Uz4NB|}t>cW>cu
zRMjTkUsx>k3&x%mZQ30{nr*>VF7*4`0}TJ2CSxc|dGP65z#8m+A>SyeVbpD)0YGL^
ztnI=<DO&+%u1Cr?`Gi+?XO20668}cZJ__*H6_^<G3J+0uLI5gTN6CvvR@%ED0^T!|
zBr*O#Uk=s4=T7s_aNni}#mi7WD67(>61vlTgJON58h{PJJF@a)HqyfD@;Y~M<?oMe
z{1~+*a`lhl+kNFvW4nJl%7nRhcb9r4EUR=V{8%ME&AqW9Sh0cdY49cfJUH>LZ6=hT
z-$l@Zks{Nkeyzr0&yyF)I&MQCBHvYkX`qYW2ISxEUshid2A7xb=1#n9zni;DzuaB*
zNp3lEPYvwSL-q69s)_>%Xf?K;@7`7e&u%Y%E>jEB^4GG_$l9_$S2o)><bI&V%WOMK
zZJq5v=3hX3uqgv%!5Cw04B`JdTa>|PtD5}{e4h*Cc36m-3UhbvV4v{|Y|HYcNuTHr
zy@wE%^uCV)0mk<r8x}vm?RgfsL+RYj9DE{gW0ep=xs4M~FHqu@8fPiDn5E<)#umFd
z0&?aastMgwvlb<zO)s$Qf2M2_%~d_{AM#5GTW4qUX~jL8d+coadX}{UH^M1%_?Z0~
zPJD^uunb3z;CE_xEQudxso;%7#7)v(Sn&S;q!u^JjQB0??mQ0(Tvt@LyuhAEoTBK^
z;}oo;Q(JjR?{<3KOxlcBjm}&iF8>h|7bWSx)+;q#5D(P>-zeikut+QG@U0FWYAWpX
zWSlR`dgGM1(1~5YS{HZjMRrX=6-e-vPQSH1|4ho;J-iEUm{vbmYq+RNm$l}rInKW`
z>92uL#_SPp2Vf2qQQ>=TzH+GWj(+$(zW8PV4imBK>Rny)?iIL@b)U5z?nzeXt8d@!
zslzE*&Q61`@cJ;TfkW_W+Lytu&Rr7W5*~i(#Oo-`@55bLmW}xylnedO)!<#QiR#_E
z{pSVBktL0@>cwO-rt*TQR`9o>kVOqH7o@7T0hCYr)t9+~%Fu~r)D!6szT7AXVr}Ov
z{VK$wg%dAc{C4@y4p_~Cn%%QSS^k`PWJ5u#?)gT5MZS;S(?$PkGH!6>9wX<Udcmr{
zq^a7M>Se7%Bcu%hvHeQsb2SF6c2_m{eu?FGOgi5FW9@tF!rcIt7mgNWxqwKh?d>l&
z?!FQKVxgDn%a`qilw$<jX=A{G^_1i1_;L_#vVua~v+pChyTN7kMNU_UTi!;KkF)?z
z7~#D|ScJjvoRxU~Y!@ZZz=4E97bqo_!Rn9t>>kRHGFO-Z6Ao!|0Dp$}3es#<)v{OC
z+@9p5CR;w~{2JxNXLDrscXD5AnYEU$cY=4Ccy`kHTvdI7nmzS=$G!7U@!6G@=daV?
z0`jU72Csr73u_$AY03XvoPiL&6Qq}{vK$NbMrV801Z2R548*eg>Y%e-EyEHH-7NDG
z+$`XI9**FEkdIc6R|G6Cdf<3-KolO7*9eqs%St$&IH-iNeRe|?{DR7nF{E<<0;*Bh
zzi7{Y0&%049}%1z*tdB9P#A8X_80#prxf5;i=;OAF~46V80i<bPsqSCHZd856H7Uq
zMMA}2?oXot3s|BSKi}4ttIYEjU_)*n|53tGbxWv|!QIfN;eAEPpa#&!i(K}SvKf1E
zLVigpzW+*~iz<gs%U_?aF}CR!HS>hYLHWcJW>z+X%R#wcMs1)!)DUpu;y1y5_EKJ!
zbp)I^F$??~6<i8>hj*SZ;0WN=^%M7ybIbDL=Zgh3!zUZ<EE3v~Hwq|v5n{kbSkA4d
zi&2b4Rr4==naD0?ys^mewc+-&?~$V1+0|00n~`TYCyIfn{=zu~Fphif>Mxwb?nbN-
z733O$pEJy@Y_u0-62WN%B7tXb#26P*dgS)A+)m+y`uz^NguCiD`iUpOWf`o-Hz8fn
zF++pc5T#a-{ReN$^1o9M?cnR4VISeq^_J%h70+Xs=Tq6IKKIwNf(qaYd%wz2^oV*0
ze@zLKv^G$b9r0OrxGelj+zsa9c}ZGy2KZmK;IbUy@59dLT@rTnx|1a72*&<3a~YU?
z7Ad*jP9*@73Wb=<3&yezYw2E|HKD@mH<UR7%PeJ&gDqS*1azeYN6tdPVrXwvJ`Div
z;>%35&<GAc;@}W16ed76_P_`q03PvkE(rSc5ib8WSf#?~IgoUmsur~EPH>NHnIu&7
zx&M3oGbTRMp3-f?bmJ5aO%%!c>=1v=;a{-@5dz)(jeuqMAp|9*KwsKBe~)G~x?Rp)
z^(!A&i%=7#!AEOTtNhgX3?`qoc`cy_z~qa3mfhFqu*&r7<+~&V_d?ycDNxeQ;9(b+
zgWDHhgbIUj+jm24#?$U^?&^88?Yp`D<&Adrg`P*-ei2mrpQtaM6tZL|V(|F4{pxn1
zSvDB@=H=Zd5cs_;^sYt#*Uz5azWsfn;npDE_IMWWvBDJFb9uYJeS^7Q6#8G6e|z!8
zbGN#^efQ0T6?mwZFVydpbnXt^4ZGO`zD*A{0^S409=Weg&F<V@lvRibWqoRPH-!Bi
zA!L5~FlvYajv>JA*RzfhZ2a5k?^g@MN8bZ0qU4H4KY_!i24H|Yg~=cl*x>G62JcWm
z@no4TBUcI)eu)ucN!UNFpP*^eQ0PwNPT@7MPs;;uRsSy5=dVosICbG}s@P+wQi>3>
z6Wf_^EC&1^xuGUrkjqQ{Fy1aXbyBhJEV?B4TL3fte2FU=Os%lzJL-tye!gS)A9379
z?4E?%<KN(Sa&D5e2MV6zMo6A<SwjHnF5Hq-!9!&fqT*+=7NVY%vgLl>eGme@1+Ta@
zBB^#i-($G-h4W()`h%>QFCD`4hoQ@b1$#i~F*9-R`)zz%)t1Y0-lGM*Srd?azqkdw
z#pe+-QD7~K&}o*`I-m8$L#vb(!SM)OcuEPC{KwSR{s8=l$4@#QL2yJ3{PEw=u7_75
zg##f?!THgzxS(pgNG+E3Z=FbpEW1Bq?!|A}*v2Uh<*9n&3ETr4FHsmu;O<R#&X{vs
zzS(J`3=6x<*xk@K%gaG6r}8AH-rWdknG!j<e0O<SZ4Y9;<;&k1wx4XvFL!At-pl7f
zfc%|jS`W$XXX?FYs?20eqiq5k0h$vFXgQCsL!rCdcj24SGDo(}PN;D2+{J_rpZDOj
zxd=vc2ZcIwaJO%&w?9|!VKE;0^Cr9V3~QBuQ7Ya8vkB1XA-&e_oyZQ{bo5%A0o24m
zVB?#$e4qL2@J{ZThsZrftPn3ikU)U|yst>;<&zV4ztNI~^76KP(Nahj?x3f^i9&kn
zF4BF{@ug-3?8bWb>>0%!*a)<PTSOmjI#1{S*0(uJBcijh)3eC@Ux#U7Cte$qHK(Bq
z-E?-uFTDEFxugCmM5^v>z%ZN^Xsed*BHDELQ}mpY-+NLR^Vl>WwDlY5Tjt>pYq7~>
zfz^xoK`Flqwy*+w#Q}T3kRklccPW+^kD6)qHM>X@;sqrxQA1$60^d(BV=s1@d{CG_
zB(aDhYz<2+j547QC9<-4Qg3qlGo)J$cEsdyx9@gBi2GRKb2qr*Q(8%T#3Hc)zc}xZ
zvJGIeqj)82;S+$Www5HzXk94$aE}1`X`jfdX#p3zhj;ZZ1S{WygPR+HH+|N}e-Neo
ze>f-@PU8kU?0ClUXOf~R)KhY9l|2EzEnn14%5U#}EgMd^8FFugP+rP+pUB%UU%b>$
zoRFV@;Zt)j3-kWDi%*`g<$g8Tub-HW^@BH%b836xHBJDNdwEAzpXn!12Ku(VD8Er}
z`Fv4ki=OsSZl|Cb&<6I=xU=Iaj8+C^S!Vt1I3TO_X6GIiQR|oY*PjE!K(4%7n3ehd
znf&=}1J3CeOlfH6-o5WxWVfJAekXTlCqk2(g%fu|k;oma)f9dz6ncu}RJrg|#egtT
zH_E-jduEG_A(1MWW5exxIk;JvT+lg?`;p!N!`DqZmKfn1<+6T~83zY@2Ph4i@q20v
z`w6s_N*RPJ1gc#o4_8~b_&>CqKCSl!;B++I53_pQL88)F=Fz2fg^uipSn$+D9WA*B
zYA?z_>GS%}zozU?9(a_&*}~l2pL%(>#J_b4AL02r-hJjLQH+d*hX20F{#!-JTctge
z`#eNq7)MY#gFn@t^4g3^9$i5pZ<5p|zdM&(0tl;q{`!!lf{lNLgP;r;Hfm&)dj&M#
znp!9JWV3oN*4vBP_)}^ux2j!W`Tt509-5sw^$|qJD3hDp&B_o)yahLk!n-UezNXD5
zcLViTds=u<(i_`(hm|j-3va3WG~ce&g&4#~4N}$$Ea=-$r0fL`2E2lltyZkNduJqu
zqM<=tzN)>hWtX?1BEgjRt6)FM;bKNzpN%ofvu=yJe38{?-{n>?cu@`QoMy7lMdZ8v
zFJAQDeG$^NCBE8z@?--A23`gWY-OAE_b)F$SuQXhzKpV7+v=M!r4wvtC)B=sTfSXj
zJfEYQ3%h;$^TJG!`pomJ{fYdt@EX7|xY3R2!ovH2?|2tSKlGtyisN6j?}AtOiWyXd
zG;ntPr^@A?8Ds`=WlTT36WR?t%Q5zc%2#)Q3$i=8jg1X$wjvX{gEswT{x3b7I{^}f
zZhv`qPO~%L$1p4OeN26Gub?sjwv_Gsbgz6LX$S9iQ9F^A<=_eVx2R4V39t~j9ohe7
zJBGYKwnBPI`Pn_XPh!t>jV!oPk|7`}KVvosCM+@b@0}{{&)EB&#72A>Ov}Tqkxv6&
z)P53h`d_p-1R`L#NATX!;t+vNp2S&cO{Ub4UzD<007DBu+A2-4>M{s~L)n%xT`83W
z2XV&q8(nM_CuQ-^-Me(csx4%A`VlT<u-R<dR(9K)g$%R}8vos<{hE7mK?xF+3_Dwk
zU(qf{*iJh_dB9?S%(~(8dFHwZFM+Su%`7$z()Bibp10U)wU;tHVorD|Pn9i5o2QDp
zaodpZB0R+b-$lD+tL#`lWsR6Qb=w`=@N`?2`7E|?sai!91@0HJnELeA+wF@6r%e?-
z{3_?48KfVyo5Q|sz&%?6hW9Lh?ee(NstaFB6%-M>E)70+o#R_h%22qi72ZL<NTE-0
zIkcdpT}~(bGrYmC+WbD+Yvr(?roq0=!QRlpdY8-PwCm6wPbAL2({lLTwq_mL$&uLT
z(79-GbXY%;O2#9p<n;8+jDBKfdUAAZG!Y5M^%F}Av#HU+!QNA+^%FN&r&F>1{@&xq
z^%JYNW)j20{TEK1)K7e{xH2^y9v&I!(@(gLT)IAgX>xk<l77POI6SbhdgI1g;Z}Fp
zZT0PEM#9k%{X})Gz1HsbDSn@Rq5>Bf;Z~9T`UzSpf**y@#aLEB>$1&e{RA$hF%;oy
z5$!~^zze(4H)**@G5${%f~nPZWY^ZHWuC7pE3Nnee`&ZX+G9?koz&I6oR{Oj)#Kg)
z`1_#r2>uh;p=!>VbP`EC&v4+;T;s;HOB?wPocUdK?Y2p(;0+erqU6Mdo%~_BwwkD+
z(#|C*U#6rH!2k&61FRi1<QXox60TMdmC9CR5bSowmbjZAG4pRN_|kwVTv&sP8L_gQ
z2S8_qMr`AyR#5?Ks#~nSl6B*nHRgSatJUfI*eTmCs3@x0#4~269XGJTPk`UXq5TB&
zX7C>YAt=$ZF`L~{i#MMGmyKm`A1u5dl|v{|1mN}yot3B?wP`0{;wr#BB)5(_x|`s;
z0@uZ^HwQ$=gk`54UUjR{)8MLez=xf7nDwe}dEG9zr^%0WHx(N^{`TP`C;DiMQDP)A
zI&dL%IYYbB;*nS)8Jn89d>J22jHQyJ;do?_cHS<`OvH!J4V?LamfLJBCWbDYK70CD
z4?bF7AMZckcmDio+Ol<Oc_}$OI5;#+y}<6C+0`rQiS!ih!?nBKi!QESU%f$Ozs~OP
zcAg)J#Bq1vW>pRRMD;$OpWbJgTtz#!4&Y+HO%nnXAu7?=$^o3X2+0hO!Xj=<V)7qU
z6?5h+dPF6%TH4cIQ*+<|mdGmMql*4$B{E!ci+gTG5nD)mq*iH3YL<d50A8K7aF&&D
z+uxy0j=6IBI0bCITb7Err&`p+C?r+>9Y5l1vD@-S#ajC#Hkv3b>!NLKcElpur3}Ik
zF0m>!xb3z@ld~3A=|bd*gKNO;adjio{qOW8NF2o|EA4`SJ0sC}X7_pc9u0va{brVo
z9d|ftSX!ue+At}zsBLunk%jHJ8wqzvGYhVZGW!HvxGnl{?>x%(2SsOX*5c3LYXHVO
zaoZn{;`+y0yFQKTz!i$zpQ*FsYPQ;ZrIH3L)!A`f?j~4Bn+C;Ks4po`IS6Jp?YUvJ
ztWJnBHa+e-XB}=#b6?eK7{}i7xt#9$LtQ<EPO6cQ-f4bI9h#fhJ#r!z8SWcOFRm40
zgIIVZHJ-RMKR2hJNJV3*#K=TCKBAvkm>7)?_Q%4fKGaWaEJQAx?md6@gX0Ajy*75?
z?3wdt&h+XhPG8F;2QLf`4HovF)}NeTn@*-DCNAqI?CvAUrE9CJH*V=C;0N)m1Mzq=
zu8-0)`Mk#;Xl&HKUM2xj57Zo}snJ=s$z-OrUM}U=1XO~mUWs8c*3I=w%n$aT7QMTR
ziZTFSly*hb19WQ+?AP1Es;a81s;l?ytFG1yKzk;qfyn{k7-}q!x;Z~8IT@2Yv{Vut
ztH1(9Sy?*9Xxczu7`Mn83|TO}S&qwhzqZ&qD{$YJ)61`#5iOdWz70E|9?JZfN&3gU
z0pUj5LD628XAm^n-d!B630Y`sG#KS=$zs<TF75sfaP;upZ?PSv!F=&slk|hGOJ;$u
z>5fBKKm`<^umz?PMTOwq)goG7GgKeao*>S*QF|ano-14@*p|8=ZVMCq76%RfD{#la
zts;6d=;Lw!7rfXjv(u3keQ8IX17ORXzD+=?=Hl%SIc8xq@VSF_gL!Y^%3|UOx;`rI
z;01dMc-BX>>gf@fQJ+4d)pe-8uFmZ_96G0;i1h~>eQifa7q00i5{c+Xr@~XKYpaD5
z;aEJCo?XdY(NBy=M^j_*nYqcNej+m-j}8x~CI$*?pEu@X{b$b(4D=Q>R&U)%44yxC
z?(CVuiN4h<V?!4P1_y@q6P{C<>(j}J@zk__qOQI(wR{Z-!cF}I{G5%!fn;(lrk|*+
zvD+LCjZKY>`U#`C5>N;T+^?S~FE`=BXp1cCCjjJT*(}Rusjx&qqX+PzpTI6U_yhlG
zC#s9Ua_SRv`}ghJzponpU#)kxR^!J$_}6OvglNFMo49(DPTVfKY}OW&HAvmW5fuJN
z7FTd6&27knw|99_HdkA=2woFg4gW&83RXDaqpi4gK5b>0ANTkcr0iKE&uW{av3xIi
za1k@OW4j7$;&lb0_+JYRxPFyZBl%k#jy&_D)jlXdsF`OztE0yZ#K4oLW!ny1w4P;$
zgl$~ks)(OSG`{m1ciL(1!mPj-TEl2H>wsEkaC@;s+h^BFrW)RX1J`F`&%rB(s~wBH
zTL@t|2Y<jJ)f<?rrLIov1wsBwU&R&nPXVO34cX~YG)JcbMjg(ELr2IlN6&XFo|f*x
ziD`27iCE}Ze`<M=9P?;wY;-g=vobqIu0JuBjK!vBCr0s6=29{;Fq|46q4kM37vlqG
z&JPTn@54v8Zo~(`yq-TzJAN;$T^<|i>+A0$%HTPjxi*tbCC8@7*?YRimagAeTU*Cm
zW1X`pIFL%DqLh)dqU(42{Y`$#-We<O1)KZnVR>1F8JBF*C|bsBMqVm|brrMNLv*l(
z3#!R$HE@<LG8n)-iF9{|0Z>)d@LSpw7~4l=7q>1Jq99?5wHSaAqNkta_a#(L7uc`B
zK#R1a)s353w_53{F|bKT<e#?WZE|J`+tKy?HBi(}GdI|fIhNpRM3Z02OHBfI6J5N@
zxZxlwKJyT5Z5Cb;Y796#DSOj4ByqO9$%i`7dDbj3w@;Xdh{Zw5(3qaab)7a$Ie?j6
z5v43@NMl!CbBoOZOjpd{Zq|Usk;PGT55I570EKiowEW-^9!73jhiS?mID$!1c*ep*
zlBD(2;tyd*EIL%`6a$k8pA&e#BxE@#K2mt6#aV~G3H>_3tqyx9v|Yep25B+s(bfh)
zTfP5qCp8hB>+yLGy?ZJ`7>Y$>r;eSE%`OnWqLE}`bZlyAmX=13kEfE+_~hj@0OQNW
zD~Z@ZB#FrLY;LTKhR^m7j12bSqqVW&bLY<wo;yvL>04PCAL<_*I<IwFd3u*tFHcTQ
zj8D=-yGI>g$!*Yv#Rj~84jvDu#&x(=*4XTIp2nsoA2x;<E9B|}HO%GPECXUG15K1M
zhWG`!Z5gwjUX<Zua+5_6UHFSDQ6(o*$EWC+@xRI{?S8{Gjo`Nr5bez1qN^gLreE`8
z-O?+9&Lw`oTiOO!o0p`2%?Mqp3;sF`FL+o13kCkU64x#MoL_ChwD2l0Pj!Uk#$FT0
z<oCf#W?hG99~AaxFmSVEy#g5I@P!uCB`*p_NZ|M()--(lek(*VLvWtcK6}8;Ly3C%
zUsKzjzM<H#$4O^ru?xH_5L8_8iL8J-Z74uK$M`WgAb9yhT&N8{14QUzBYaVA%wU8M
za8X;lT(z_SXe_uq`m<Ik@AL@WZB7S7Cb(}KES{58yalH_;ND{0buI$WM{oN8JnjbH
zyP9DeIe)UnbMSEchhgn;bR>4+*x8Zf6fWg_8jnU($<);R+^F`8PfsPlouy}{sfjsr
z1&muPKAs$*=AorjVrZx@JVYky#@dzGg~4-!eOQ;;JiT;1H5?rr?xR@6b86}O+?DCH
zX0YrH!PM#(H#gST$Y8k+eK?YwNRR3Us}>jBH|Ykev_h(^uBiooNe=-><tA%Yl@&XH
zw;*%@3J5@w@TtAvBul{Ih(CgF7*=|52R#GA^r$zCA+i-{{^o%ij9=hmKRmz6kcVHQ
z%LAC$Ymxq=q#y;w{#<|n{7xGLA$Ueoqn@7@a{ippox%=yfR45HVTF`WDsX|(z+pM-
zhe6Kmn3NF=t%Rqew6o7z%eC&xPI!XJPu{50k6sSNg|FfibwGHGyL#I^)%Ku(g)O(u
z@z{h5E(DBdX#Fp3bzL~!;;?0Vl{6-rYHeA!U+5-bK0Ys^A<T0R$Mw-^AJ4e>k|tjE
z3SJ@tNIgqF8k0XR2%i8{U?f?+=PAU-c8Y52s8f_bU@h>etZX{bHKLtzqDgA?xX2{c
z5vtC09IAKJx!n!zWRfnNd*AJAd#e)%IyZ--!yO+-;}g?#MdOi?v1sbj+~pKq!t|wR
zB9)q)nu^oIg}Fp38BfIH)VP^jo*5sF4D?^<qo=OkTuMa3{TD6}z&^T`OUL6QLj&Y3
z>rZB`FD=YWrDySxqrN+_dh^!JFK*%^Tb=XZ@!|N`q}D48ka8(L)~allRLGVp3SjXk
zG8)Uv%4G;)5lxt>kxXXIE;V!)mjISp!^pH~(>;WgA_D^dC>^$<$E1$@T7Z)c5p@85
zmMXR<Ig9e2BA$LHZA+MTX%afHOjOu2&DBcub^q!gE_wYq@01`&$l4UF4&|Ey!d`{b
zUIsBMGfP>ik$07ob_<h`y63e9Wdo<4WCwaXXCue{aej~nE;_=Jy5Q$mqY_*4S#7wG
zUI0c0_D1rHC<?*7PVhSi`D?-H$oKe*wgFkVyqZ&UWrvmbh=^uXzRSPm6(3e&<D<29
zQP5x}QwH%-CGMA`p9*Z?mJ4fFc?hFB+puJS9&bTyf#6(LGHqTrcs4uW>FGe|Z3UUW
zw_O{$7#$uAH8ixgAESNIgG15qyWNrTOIPsGP<SLZ5WRe5npOqJ$D_$)YI;Ij6+Cl!
zB0ZKEj}1|gbnV*wWHK=}cn&Sim)CBujE%-q{p8n9EZ>|-jg1WsMzw^=mGzay*~zIn
zLX7)J{Mtrtof>O5YaH&T;Q4TDg4(vt`)k3C`Fu@{_^6~zlC9Nvq4ANiw5+VmBv+CN
z%3ug;HkrYQhiMlu`Z6xKu)WVBa@HaMXuO-WRTx+n@GLMw5cOe}pqAFLi)tG>KxwfV
zH%$LI&v#21+E(5s?R5tX^OJl9=Xcz_$oMgpJjV)DTwrM-Q`Q23<GO;1&v~FAU1gHm
z1rDW~A7j!f01@I(20So?A-`YFMOtr2Y27+6pDRaHQSUbcJcOH2)&VX*%m0z3_B$)h
z_|(3p)^qSyXcqCADwx&BoHQBojPJDJoIG%9tiXu4#NMC?Jse@?;a9DsP{chV_aYPx
z+j{z%GSWg9yc<I^YFdd)^aYCpi}~QVGdU^W>U-Mib2}-ztOw&HxHkt*zTfD?@bF!{
z7|BHR<3sMidmj>l28Lt9AO5U2IYT+OzJcN4$Uu5_mPmOd5|5|Grzb|~<aBy=GBrLG
z8z4Hpy0SC{unYGQ@m{*Uni`*-9qOkY<HzQ1UY?$v93CdDx!<2!zp;E}dYU8%?asEy
z;`JNrzx<~JA$wim$ni772?Cp`s;1WA_9y{lLYY#d2@KDHY+TtimKe*7WoE0@f+k2p
z(rv=k_V}by{J?x~F*QZlIsaG_k(9A`g|`r)NJ5WC$%2dxp#(HmR_cq3x`Hjm#q-RC
z6Y9Z?!Gyf~e-k>gQnBlho(J~g0tvVvJ!nUO66Kvfu~Wn=Nv5dd3SV}hdlS?OtR0xV
z$c{sHO=RDJHq2VP1sA%^gIE5$3SvAzmZ2@<uMPoyasv2(MO*y5175*_pv#v_S-X$$
zA^6~@Xr}e)IGDIj%f}%O{6Xf+jH=)2C9pSs-X%C|k()!v@tCZh@S{w!AYlA<R01pl
zN$?}7N7)ctRwjjT?4PBSAI}t_V<v(wXi+Bca4%me!q3u3x9zq09^cbuAB1u?AhIs4
zr@Q~ek!A|+S}3cVj9uvTx*I!(G=xP)Bi--xrk2pW^!1O#M~2gx3^}XOq0!ONvB{}R
znxDHeaT$WWONq#!HgmPSl%ANG1!snSZt2#I$=Rh#gM)+g)L?pJVR>a@I7*D(*%n{D
zwYD%jM`E;g$H6n{`PKDXnw_#cyshtlaBhfbmDvi0$_XgL-jR$E$dY8;r<#?`veJ?=
z@NSaTiXfB0LYe75GGInysj;-Uq?kZ9SAkcti=r}%c#M8cPtj5#wKAKC1ZM0tHu$Io
z2C`XPjPQgf<IZ!q8p5$(NZn+N{&^AYQi6LLqr8NGn!7)FzU~IR1_u5QJl`RnHMZF7
z?7#5w2W1kw5fGNjq`VQLdLv&hm%s&ryFndQm5uU;WoX}uGMzx6;o?64#$Ms)ugs`Z
zz`MKA9MQiMZ6|YQ^>ZLo%!#7~U;{~s4;gzFEEeX_JVik(fucjel0X{Eb`Bd8{irUZ
z9tK}1@D&f5E=*zMv2Mm`#ZWEf0(~O5OtlE8S%cFK_Rs2oA6RWuD(mvU0bqKcHhJB3
zRD{q%#?AA`-*5H+=<2+b2uQ|<jyKi04^pd4WH6GNINjEDo>B(k^XEt6iNW|xhAIhz
zgW(Y%OqVCAT98gBqp7Jeje+01wm6-hni?4*J2rQ7BeOI&5gsOjbR@EVBeyacO^{1-
zHl1JG*jQa!Ss_r_eZl_mrPUnKB><6IY3Vxg(J8WAGMFxVUA?AJ0=CLzmMd8fKn13&
zv=oB6O0rx)mQ3)0l5%hi&KZs9{+wV(0tW8Vv|S=rv%yVV#rEL3q<-T|19-qs=6?gU
z;ZLlLG6K(0Wt5{*g_(cAq%QvZSbW3_tCgjY^k^9<Lad%MY9I*BnK6n7i}4x&QW4-{
zg_H#dW$aSE%x|^9`^bU`3c{r_2gsC^fl)cdd$?2vcIN@pZG^?XP4SwD`A;x*!gd9!
zmKhc`@#=Xj8~DXc1z05jf}xY%Qy0r%(%z;O4H(DQq826({|sN%8wS%1Hc;^M47_?U
zz&UWM3>vW(yF<+=VXAJyE25nXBE^UBk;5C9R5+ju-}!y6(>{;G(Q_2vs#~e=LAIql
zJ=y)UrUoooxi!m`jz{~CH@lqPw}>-EW8>-m_IExYG(-ma!tvAy&?~}Jc(8vsnVP&b
zL719K#Uf*A2*D`vw6=74>eA%6=Eo-2zqoO2E}ck_|7$zDoV$5_W_*&cSmzBTGwbVX
zlnMY$xtoInlUJ5k2~%LH+)CSfozy8;0hS5_J0~X7HqkVhBumwPjZhg&5fNo3orMFc
zDk{Jw(n<J$ua^K_K%&2rtr8wMaT5jBM>WxMo-q>ysrRwghP29-?NF>GoTb5!>iP71
z9dgnR<^;U_rQz>ghEl4j@D8vTb$;op`;hnz7fZCfIc1A{Mcr_nj{bwd?~v6F#4L|U
zqUsZWXoOg<5xLi2K&UTceaL15z9j;Us?9fg!&sOkT%x(*crzHX6_{BNJL_}}UaXa(
zTjuvsx&z0T;d>vFvYkFGSD`Ey+RkpuRMpzEX+_*}6A6D%kMLnczK~o2kX3;&PN^n{
zB!7X{3t3fz-O>GrXfhkbE{mkLC_+c2)5eMvi=(4K$~O4J4hNPV1YgGOs>7N@o+(ee
z-ae?fv4ZNL67J?$xbGCidv)$6B3<$LSaKlP)<K2N$S`=p@%WHtW)hKsfx%cJJw-HY
zae6!&O^si=G)TZ&U%Y(z%GB&-qFM2kjT>t#lQXlFSZF#vb?uAXm6`czjhnx9YHVe7
zZJlP6uz1;Wygzbj9v@XBH+TC2Z9l_D<tDkhrWWGYIt^H*W#wkcQoUbybjYPj%gF74
z`vY9ThY6vCs)j%^A313WM82Yh^L&M86WwG594oKDqG5g?{3?qSq-B6m<Ys6Kf}cp)
zbp*w4q({H-3lFo>g44(U5w3p(?!U}9bzHgi+&0*QA`}*p{~1@y_~M^y)y8r(TAPjh
zu|!mgVWzy1cO&=?w$#?*Kzr~Pm<<mIiy9OJC+W5UFS4um{K7WC@Q`0vtjFnNxKy2H
zlB30>0=y7{V!vW_>{&>Z){y}?m-w)u>sXM+mBAG<GyH>_uV8M%EA${a^9rxA=+nfP
zP;JO7bdv|?T_UPa@CQ_QLIqk?38ZUlDZ$DWOl-mfJ5v-0^e|m9t%To3=a)73pT_z=
z>VB)qQ|I(CCWwHf<XAk?_rcrmQ{Fr_0)B2hH54UNGd4OrGCZ0bOA{hiuA~$3iHWI+
zkIB((tjy0X%*;(4rQq<&ja+VRc4_u3K2q8TXLB1%*OxWy)CJx>H#L84{ibG=YU{jj
z1wRfG9;^0Ye$rj<!~WPzg-L>csLdCnYb!ODRRD6Tvbse=FI8Gjz%e0k5Ibba%FD~a
z5tbAekuN$Z<xe$B>ZETI4H4i5u!F8)4wHASK1(TQVI*8^5qu06fq0v-M)+s^YDRi(
z_TrW5l>At}1AAbQ1L9-kPz@AhRW=iBj+Ei`0EWT4Td=I?@`=>t<Kuhf7~2V56G+cR
zZX%+EOBBoCHn#v!N))%v)<X+=JoZ{tXb`-VhGIS>GnDgm@a=k}P69k1mjXQmAlElb
z`KNxNr;?IRBtZq-UbVuVa$3qC_7lLW71U+TLP*CZF|7c|AZIN!2wRm9{Aa7Y!q#Dl
zsR54jHG^RCu-)h+1PBK5y1c<s2VPfA_%bbu3tNZSKILin<KWxP0gv11(P-27_}IvW
zvnM)_P<uo?KAMb=r-nxeF%yZ{Xmm7{7$Y)tZGLJZIX<3_e}s>20NGhsn4M1$Vm_I`
zSpVAU6w>d_`qmR;nY9~VT+e72sXwF+q^?}2)(PxSars)`KS|iCgt*_1d3a*j00k@9
z9~`knuVgfWQNb_{jBdCX$Px93g8@Oj0BC>#z!hu}IOVntc{`4!JVlU{(+7ENi><>i
z<^4W1S4JdJMq`$^&A*dgO9#<S%nOJU{-~S(OY~v&Ty;r{a0OpU_?Or{DY0Ln0xJIY
ze`NJ=q*<3i1w(^Nr7iY(DzXWk2JBfD7R*xi=Lh-9L1_&;k4@OAkJYq{cE4k~vcktR
z65j8q`lq%Yl+<F}rOB7BQr|s%vz`hnh$BF<43pHzbC<N%=@r_2Aml|sG?3YP#Zk8&
z9UYDC0`=zf?++?b<cuG|BxsZPSkG^@^2Y)NgB=DbU+s6>?c)20FtNKBm&5aH7Iz<@
zh2C=_BhMW4I2~Yym`QosfAUE4!GPD}_G<7Mn}}aHfBMw1AnoLcjV0oVv1C{av{K1r
zJT{7d@X_+z^yJw1SSm`P)zbQn>kD&N=Hmo|o{{-=__#4aX2jWeWMF#f#;xnfd%gsC
z_}>1YFENLUIN)74-O9oDd$e*0fCak*oi2(20Tyy4kn7r7Y%c<2l$2-FK8um<0lQST
z$T<;ssA&n!3D_mn*DzqcRsc>)T3xEk?=CBU><R-p(w0Kxiy&_DRhI!Vy2_kJ_#H2q
z(L?<m@A#B|;F3z<lKo(o7TW@R+XY837UK(y|0`+{6R~?sRHXbL9YVP|7V_~&<$R?~
z+JmnFZDJLTn%1JiA=1Y!U)?0$h!^1D&n5MsPsGZatnh~n3=|>^$&IB^IBJ!$y?#m;
zJ+SZ|6B1kl!%OcqU^ABp(0qidyIy2I0-{6&f78W})syavrXk9Mr4sAH?+Sbi?jRK5
z#T>!ab3lC>t+wsY2$T0OVM+j#O7lgySPV1s$2LgP_ZY?eV4$3~>^(o<x`HkhP=noy
z4xIWpfAYPirbeIN=hvn_MkgX?&z}9{lT*D!aZ<pg6R}v5N^A+>!qL%@Xq+;Wi*wUc
zV-sT&qlBoL>uYNZ3z>x!vE}#9Tw2@6<#IFRnCd)-KN-KWlw12kGdhm?<|CmCDIzu4
z=2i#5X-4LrsjS+ET$cR{1wc?PS*+D+yW%c2_N2pLa0u6ylD*#EVz5Bk48A#xl-Udq
zih$YV*S#$U11?P5Zl%G;j$(*=eBz$uEN3z*YVCP}`iRuz;?g4YW@#I)8xYDT7`dU`
zPYZ1a%4jdimc9H3BT$pP(a$mb&?G!pjKpVtFlDG$j{+gXRyj~$v)4ds;~sJTByA4L
zu&|A~UU@yA=lpRSwzwEDq!u()IIEB6;oq6ADX#UR>%HCrI4x%NlXju#6MqClVTCt@
z<(fjb`YVRoo_cHeo|*3~=)Ev}j|`IjLJTwEP3Ucz!GkKFxHnR3u;~UXRD=t{5l8y6
zKTLA*LXY`tD~?5r@WR>u7g+fJ!<V=&($0_c@fD%awb=sZi0Z#}x*mPs$#<KYnhv(K
zwiY_DlEY`uT{u5DG@$oJjU-3o@px=(Jf)vVBuA6c(dbwzrJq<@n4U>ZO<W!y(@#t+
zt*$SvEG<nHPPBfIT)Xwf#`^rce!}iPbTU45dF93zg$^u;$(jzo^Fd!sZ;h(4zy4Dx
z{~wf$wW=EJQeIIu!3LRS*$T|)n>SrqK%z}1?Kzf`>@Qj{(XD)020n~Z0J<bN@+64Y
z&|(!884O^tvUWvOE68+YrE}ok%8Z(hGS9Z78mO)UpJjbm*(;-l6tL;9%pMfD?s7^!
ztWgM2bBfR*OIv~>?48zp$U#Zq9-cp%p=K6xJtA7Kf1wBu4&eG9LG6`Tjn8Vwu4i0<
zVvw@`#0NM55+eE0=&>?jLzp(W=(H~gZc*i!7l1pk%7M8ZlOiku!z%WQ%tTcW94TOm
zA*dNAq(v5=A&XpD5%<VI3Z%>F;|w=SgKO6E4fhRv#flmhh**P2w&)0>MAaPn$3}q$
zl)Y|ytxzqgLHL~kiSq*GJ|pG9eb>D@j<A2)=5t|>fXn69)PDv}z2AJW`EYv|)!<^$
z;lBQ%a3V?6Xk;{jTzg_NP1HIWPmRVC6I$H9G=F(|YUa|F8LGy{uH0C^v9`1{M^@@!
z*XY`<n`>(;*U3t`8b1t2lQYXX%y$BH_BS4Sr{@&ORMpgW{ZGA^HO1)LQdxDNrlwZy
zS0E$<H)ob1;HT|GU76Cd5(w`raE4I*B!kV&Mluxj<z;)$mJ0lWpoTL@tBZ^Dg&!9!
zMy_`Q&$mlzTzQK4K)_WHZ9;;ycZj#^-6a93OM)wcqg_qd#qk(B*2#YCv4#c!qU;n@
z$|BM53V4{KCaq@c0MF?ct{O3%;=G(jd(lRekv1PIgNp$8g^Pa`r7e9TE}XSdXK3Ek
z#J7P-2~_&ParRDun(iJU6d*9L283+@TlT;A8mQM9=M}BAuX#@3izE2`izt=o;d4$x
z!~Nf*P82Q4wJlJC1Xz`P#)~98%K~B-oG->H88ERB6$VdZRUm`aB=lrf#a(A#!UCM~
z^qoWQx;m$`-s9E4GI%!l*5P-Kgiao(iyn&(jf}=qsRUlwcycT?0k$VitYu;>KAsp)
zPEB7X*0PwnGJ9oiI<q)O4+mz}a<|s6uiZfIyyb6?Uc0%rx^e3kJ=N|E^qlKGAH9?z
zyf|E5kGHYyJ%Y&o8YI$o9AGqCDyt8GwP}IK3rG%j9aSA5)fwQ>C5VI4a&m01oN2^M
zDZMx*gOFHjftVx%K>~h6fmo)vxJa`%J~3E<4MLeRjZ4GbWXKmwtki2M=ge7=jVR)M
zl$ODQ$G^j#kxs#jdm`t7Y;>W{FT<(t8`Myb0~6mer6`Z>P#!(=Sg?v^Jm}OHJd#Fv
zVdEr!RK}0VZ@yw62J)~1wGy!Kk(C>*c7sJKY)%3@Pz%hs0!&X~L!}ClT&YjYGN*$?
z!Z5Y%r-k+q+hZx0nwBJX%4fAb{8UmM=v@JUlrYL#{g&FtWWM-)GreI!8)S#?)C12q
zRND3L(}CeYBgY9?VDVRzTKs6>JuCXVv(&!E6~;b@B7>{Aqu5frH!5Yzz$9H2op!i>
zzkaU`!hUyyuc^6`c2I2&T==N#{qEzZ`uYmvb@4<jo*ElVC3Lrh_5X?V_;@0rpGc<?
z>D1)-rRjq6%Ph@j0B_5SY5l~x>Gfa!GPizfV@^NeeJ7GxUIfopn7X#t`P+kCp;JSJ
z?}CiV<#aVDje7Gi#{S@y!Gr(WBwH)@*VNY3+Vr_XV|lr;LXymKmHu*wLkRJTi%Sd2
zFyY>k(vm_4CPr%LC(RZ5ypklFO<<tlW^{sUoDeu`DK-8*c{folmGVcFG*~Y9lg;{y
z;F^Re4e)n78<v*B0qJTtm3;XT3ZXwC|4_(sGkF?!F^U;5KsAccZKMP>YB4UAA@ME3
z?#E^?^;!Oj4@+r9MN|txLFtca-$mZ1i1Tn;G*h$NG9%K~=|(X|{0>=mNYAt*++J&K
zc~@DXTO|v`uv=^J?8JN(m>*z3LX&WmQj9#SNmPSvV+NlA`-O!DlHjh?^7SI}B+Rkb
zc7Qo#f?^;wMsFGiFYGp!^;z7RO8BY%cjalv;bxyl@i+hMJ#8`LP~X7E$4{N>kC0P~
z#>Y})ljCFY6uG!~YJ4m?Iv%B<EIpB$97~PQCbZ7VmBponrR8gB`r6r<jW2F(-2CDi
zwHA2Z9h#g<UtYX^ja*!v(%jbev(68C(PUwVAGla|JzAWW>iw#rDN}(A{6G!d2f%oY
zWtbt9^Ln+m1PxFz8Ack^DaAipt0iW+A)+&*wc5ho60mfoCFI~Tm_I^uH4Yc#S19p{
z?#@}7%_zL1gfCY^9FMJ8n1}?>m@t*lApDg{`nC?)`~M;QHyPmryxm;9ok=@ktn4-l
z!l(Q?qklXiQeug@O7p;hTrn)HJT~e)7x}r3m3s^e#iZBO@t;b0yWg+~*V_ihrc6@n
z4oTTs9Bsg~^nI=|YKZs?-Q^Ik^Y7kFhT<lZkNg<CVc*;jti|R4!+=!hyEmhxNATH&
zCme}l!@2%a5JW5$zCyVMF+c{X)GI!u);Vk{&dXrwx;?mB+OWiUFaIf5?=RXuRv_!0
z7G6|b=zz!hj0T^@5iD~$@{&^Ts14>Y$GPd#T6yc-ZhghyM;-6J)qLo1yLz->poT}n
z7y3t{Zwyo<K9(MzNX8T6`U!wuYH)aXG+N-^Q<u`|zR~ndbfO>&v3hNJW@+`>_>6wy
z%*@6{?#8W~%Y`{)<=yk)$WU_f^4uE}=Jf@9O>OUV=%NqytQGDGtJht<|8>8Fndl0$
z#ey>t2Wr02?UWH%5n!aOTz`&{|B16$4SP3Buttl%vs9mTD8(9GImU_l8vwVfyHM>7
zV9f-)D3ix7l~IkjbVKuDoyGjvySjI?R&e&N$!yZ5lyO0<Xh!{Vc=R8IcDF9M?BsJB
zDe!J!y#7zVT?Tjq(((g%%z*TYy95>@<7W1v+9AM78$Lj9i$gplc=!jry9t#XfA}d5
zE7vcrA$y-RWC1$7MZfk4mOR#GGksF_O9h-^Gv`3@#3r6GS?u~=D~LN6--MJZ3*k(I
zX27wS%MMdad$d*hM_O2tL8Uo;ITgR}=G)DMfCZR9kD>6DPD-x1ZMCR_2(J0Q5xY76
zN;`Rk^<gE*u65&M2np1q$_e+SdepP|wo>nQ*SQ-MpLYD84W0@HyWS5T`}nlpz8{N5
zlkr#*T&CW>AB`uH$?@b!a!fxF9ZmF~kB>zXWBQ59lj-5!srf6DQ~HUO8>>r~ujke?
zg`HBTXV%wOuH|m7-Y9IYdgoN{sgoDNZ(hUhXlQV|J^rR<{f&2ea9AW$xo<z_D)MRI
z`DO`dT=l+v`}OyZ;ayod7VNa=xJ!+%AEG-{+@&SK|Er~>RNH@+DMi~@R?g(W3|d71
zptdu!#c0H?bBN|#Z7roG*)0!Oi!tZ$$BLz5@mEe0t~_{U!qNrhNB>?@$^l0oGQYGq
z(uhgMEtFG3PgYLaIaMNSb#mtV15uErd!+I%%$uFI{6S!3X0m=rk;=<&(`n&#1;mCW
zgh1320WgSMe;!}3^A%RmjmPLsJ}B%oNf))RV!gW5PZNrEN|eIc+drLUjbOL*vmzQa
zp^<Mfn_UyAx7c5IfRPdv{#s~pI8<jq*rH}AG4BQn$i2b>@cnF^LMUfA=Ee<9=^m#a
z2(vRzUk3ZhY<8R4pa?$-aKmxM?QnEblK(HTNQ~UaQD@Tx>qBjRkH_O{Jk+LX-~UBy
z;NuTZp6oq07`D-%^JX*_8%?Grl9OruL^K)+CsSjQiE;fzBr<erWPB=hDW#v7o=BXJ
zUs+k6pVm(-uU%hWUb}T`ZCO9jJAHk5e(C!9+Nyq{{;kl_PW6LR=g#OS><+ifUI$T&
zM>~OC8SrxfAxT^J0cEQNrUA&4fxuN(RaI%%#$w$5`6pPkvEy?r){;lzZU_ht(|otP
zq?F58%m4FIWNl>-o|*^nT;(S9?wP<V7i&kuW$<Yca|OU`jazCLk9~|q<^Pr5NTx!o
z0Wo<m!9%?Q)r;%-dk|}GHj0l=Q*YG|7R<=&y$Xx0A&djIg8Hdn4;?VFJ7UBMF!bl(
zYO$XVnY`*NVlv<oBT_RJgE3uMhT4LZn3r(tm_d7mD*N`oK_enQ#&&h)q2vJvuUUbM
zx=~H=Gp!c}>vo6W-NeD|1+d(mWsTyu+Pvd^t41%WT{!=iAKwLbtv?baw(iSdGOyNV
zgFvGwGXdYsTVGq7!6d3Ljl;4yRqhE>#XZX##qJ1wzfKXQd!9BnII+3d>2zti)N@CF
z));7Re&@Yz%ASr6pFP_@Fsf0wXgn58j7^MRqOOFI$UrzbHa0p=Ig4=gRR7q-)Z{dM
zZE|uretGWN_2oq^JHNWRmb?AM&2@a#o1UM&l383?puRs(>wE9M`+jG4R|nBMnghZC
zG|IX-T5R@gwUV(^RqsDgQ>z*v0yP0S!x303{Q4~=>~CAJkHwe99x0$}^jT4HQBl6m
zo1qL=SvjsjWO5jMXE6)%dP-f8=TvZd@Gz#wTyWDCqZY=O6;u~Anao(iJ7UtA8RjqE
zlQNj$cA*|AQRpMosAdv~{vZ1dbs7NCA{}lc4^?Q2t8>NtJEJC$GmF^^v{T#V1TNt2
z>OsGu%Rx;3K6t4nDygW<X~#kfIKX2BA~ZtTLB(yiZ3iW_UZK(q_D(feZS(&#YO`aW
zo{8XPv5^yy@dL+o^tx1y7MkF0Kr9JoDK}wpP@@X<n`3qI2Z65`=zVk-VT&H{H7CwO
zT5VY)w*OVtLKvV{d64d@++Xi>EYwT+x4pgZG%4<EI`A}n_C&{9?;bh&!6_|+k%%Qn
z!y}1_acWu_jf^J8lIipWrQt^g`$orN<H>juS^UUHz|SsCrY9+HFnu{OyRf)&{rWNy
z^OcR<&0Al5v2kmI9)6NYPt9JLNhc9>TlGyXZSTDEcH5y=;^{c@SXbxBdKCA8+Tdqs
zOgANKRrS98`)g`yF$gf0Q`<QBLQF%HAU;Y;u>}u^mk}r!AO}mzr6r|Cz)(?fiPo7=
zMmRE=RILXTm>6P+s?wCx5ZOObc=xY(u!6Lj)olUA<SZU=X3kpnmp)5Hb{lo}g&(jR
z7v16BTYM4AgALLHeh8)F=t6r?H#+ZZ;zh0S==ZDaoKeC{>#7px&6uDBk_-?349GHT
zlURjc2-ay1#AfUIPvC$T9gaXfbGW5QJ)jhI*U^=o=QL<7bX=vue^n++guPR8qli6F
zV32xRu<ui3BsziZr#)|LFtI||>f;Y4Ft^IHRhX9bS?mv<OX^df_?jbqhx-9lVca(R
zLXB2{`UUQKVFCn`ud4BNpVm8_G<sU6l^-{I-fs(d8$5v~YTt}Rht7U*^u(FIAuUCk
zx-=F~Pfbu7G<solVk|K+nb4xilLKRk;jxJ*6$3}l_Kl|!m!>BPU70Jhi;GK3*R^`_
z+RZP1dHeSIO6~?3pKx?+Djhp>L7PhO1)ADg8$BKzwZ|zmz)!Zsm)TcCqu@X;HcfJ6
zbyX!m=m6ozXp+oW`7;xKu(_P@lfm+GX>l>G&NO1A3Fs*<CI|7)!x&j2bTTrIQkg4o
z0;q!H=#anCz*X!v64{8eH2?2?V5c&*H4wdO%~0TFOxc${3qu-3T`YUe;#DqX1h0^l
z_<zf#Rk&mj?eDZIx*x-ymsd{kQGdW67$H_okOD5%@6k*xnyAXdsE<T^4dG+CBD_8)
zv2j0kvj8hYHmq_FpSMeD_)Y&M!*vkk-G1_os@{(0#}itXoche+g&%9#P-c;E?dC($
zCK0<hxx6i!<l{cRElT-CKNui<d^W(lol?Hq!}qGd5I3P)1&3yJY@s9bK5fK)6`(|z
zO@9pL<;<zhw_BSI9&V>0yI3j~8#>z;iH~ZjhQy_bRC;EDOi%b+JQa^mOpPKqz8vm~
zCZgf-={Q=R@!nCu&E+Mn<ad2(d1YyNHMhE=btK&U;)`30^OSekV;`SAI}{!Ip!36%
zZ}ek;lPQfpSDn+Xhss+9Fup6kOeLBdaJHq&R~05pRi)Jm>_>~v03GFK6VmQ7U16l8
z1ndh5hv*6;V3DvDs;H>2d$|mo7Z6cJdX{oa4U;|6ziuH32ope2e+6)1-~<h#z_k;e
zq9UQSP!`)G$qnIkcMCYw_u<zame{ZS5E@E*orJK%(tYqf$WzrOumjwHLNIQm9NkQ@
zu)TjcTx_ugZBn+|hmFZW%}60NDMm2|>>VdNgD9&2`fVay1yL}^C(eU`tWdDd4FD2>
zkY`OkVH=L%f*t|4@bCx!os@m-E85cLv9i>#sR|x(kuq3frj<xHSSnTaAzav*M*gix
z_6e(rZ+We@Af|$S78_Hgycd}`n61ABD<<<}I78adi*uXVp}^C(!3wxtt_EK~vrEH6
zABVc$ZSOht3H7mzCsT=VbX>D9BT4XTV-uIg$r7C(OeA9Qv58SCH-B_;EIt}dUYej{
zO?>3iRC@gK>hcm<q8m5XuCK0tv2hczx4xR&xHdJjFh^eR_y-@JI(_u;;rHJoHwV$2
z+vBp^94Kufs_iYcc2?yD9<&b?7P1*-tE}8?vBH&y%Y@=4#!_QN1@`o!SAqZz#pTV4
z#mHS@fRX`+qNr_3LlzN}AN~eg63Qt(Z;^453duFOI8y~uYXFdz(L79>wmSApthEUP
znCv|dpEHTy{SCt9PjQK3Fzdq+q^#8J<Xu98aP|Mj(Ojv>q8PS-H<$ZG8Y^iKI?E+i
zi#sAwpUi3lstg8*cUEX~!42Y%wdf$Ja%`d|HYPM;`yASfE~~`sU_S==x8vlU9#2Zl
zqBPiRv0oP~3m4(?a!P-)Kk{20-B|4Ni{H{5m0?lV*g4>(N}&lV(J#CXOZgt9-d>BN
z4b_UJHt3?2?|UN7a9|N=4}9}E>a%Y^F$5a()rKvPcKochsnHu~J3>Baba3G8Cnrva
zshI#`ugS@=)Z`42<7gt0o=A<4kCS=ojmE~t;_*bBI_J70$z(DSotUDNBeQdJGgH&o
zSE--}(b&!0jodGPd5dWD^3t`XsYG&|d|p>qM|Wpypz$D0J-Klf89V!MN{M&>J{Jx8
zmIN6=Q(X-N8h-}3;F47aid(MD3P2cE23#iJ;;Szy`E1WwOuHt!o`S&vI&CP}x{R?5
z9bBn8sbny#3eN#njg3^Y8DRI2xqwb%N>ej3c<X<OW~&tQT11J;vFwFOd|=Z&`<(Ad
zE$|-XM!fG4Mib%#E^SF(L2Z>DNs1x+rbI$iTScR@D%5F`UjIK(O9KQH000080O4!b
zS|!ZV4z#fV0MaP|00#g705C5xFETGMY`qC^9NBp$nE%VVa3-p75U47k00LE61&{>U
zY<71wt^`=<megvq4_z&_L`jw<+gh1&Tk;_sl>mv+*lSru+mb!A4$EAhyAj^r@g>=~
z5+LdIOw3xg$LDP9#_TM@8x=b-vzqbP>j44m_r1(lq&@Cdiv%+B<vaf4`_EJ|rYtLE
zSys&Yql#FA_}eo-VOihtPRly8nvJ7Iv)X7hsuur=TO)5b8;xeO!GCA05mDC9<L8?G
zMKf(V%F4fuzcuwk&G3$!e5B!7<)7zR)oQcaY`&^*m3eXSdpoce@W`4q`c1q9_lEy?
z)&<A6N+RO;QcgFNT*Ghw6`#z$%^UQ@Ftxm`EHx|B&8BY^f047p8=8&k>-yGPdM-6f
zT=A?z)3@DvIRASd2H(eHwLq2L=FIde8dc$dxA+E3TikSYUtYl9tMB1>L-i_`(X4uL
z{Sao0|C&E&<zjrO${PdaN+1%qW3Ta%oSMUnt(co`9@x{k94jhOSh;(v%9l1Ryk9Q`
z&sH1H%dk?`FL2x{f7{IHL1aNqHyeJUl&*>@R6V<tKAM+8124ngq_|aY<LRRY7ZMFp
z$M{EjD@(GTn65Sh;mvW!kClFbFRM0>@Y+8LXBns)d^kGSrXC0XR}IgVV{tw~d&#cb
z7{UFTeidK2V-;*a@fL5ue?7c^_!e(Iss<^y&T)>a)gW2Ab=0Wg7GJn@y#L6;R(bYK
zY(lj<D+Sw2s(qD-hDaZsie4%9>WX^M?);9$Rmqx?>q!;fGuEsgD8~})AXm@j9<5ph
z<=Ow}sBwhVHIDkCbHi-#V_<Oy6NMveN}V_0-@q=teZ;-0;uqEbPoHI9^&sweZ4)vR
z=f-uE>P;SWwSm2p*>;H~W8uEZS)1c`PpWm>@uXDOB-E&SRx#69Z*#m<SuJ)scwVfe
zW3^Sp6OQLhsM+>H!|N)^OuH;w&U1=yRUQaK$~XD0s@GYugA9J2sFNB%YF4*fKWa9}
za8{-`R;?a%6l#`T6w3kmd!6oBwXtr27K(LJFE|rqs=Tg36EuE<d=SW_oGK^i0$qc%
ztXNrg`U*`Ci}J1aktUiyX>-49&su0yYtQQ~S3zvL(eQil%A?&rC$QZNR_FwHdeOq^
zfEFd;1U;pjq$x7H?PVM*Ss`owf$*SYu2bTJPBh+{HQhYIH0>bic*&CNb-V}E(ro;=
z-qP4!yW@3Y4Lq`H)v`-c@0E>|^9_A8Y7YyDxw6+I5{r1u-tQ??gU*r!9awC4X`<0Q
zw4(d5<r43Xg?yB0oZ$eDd}kuv*za=uHdnS|1v2_g9NSSN=(;GIj`N)GNjt!y#!I|X
z1;IcHZS>+bs+4Z{){Fe*pK#DYIm5B_Rx-^!2g0hD22B<kR&SXEMnbpj30X-Oj)Jzb
zs&|5{O6sJoQ1z3gx0|&_$ZE~Mk!)O9=Nrv^2lP^u`Cd85#X~73D+yU@bDp($i_GAM
zM7%e=VquC-SprM!9_I)24dcz~V#2Y~#d?*Z7zff_jI9glbFA9DKceO8V$VB3tF-~1
z&N*3kB<46zTjx>`8x)TqIIG~=r-qt9OtogvTUKWU$5*bJcX;lyVZB5$dxN9&;Y4m?
z$Xes7HPA+4wjiIxRT78bZNu4&ft}M8vD+Qr<}RfRRV!Uqc(vDypCQB>O>mBy9d-Ql
z1+mYyol_Wipx!vrIt2?*R@w=yva%A6*A5y;P>`ws#Mt4g+0Fu4Rea2Yg6TJ9FsbQf
zx?1%{iZRfvMM@vT`(3p^<ajYG2wT;I$(?_LVyN+c3E#+5sWyF8vV%4}<({t|Ep*_{
z33)V#;qXYNdSdhKa?<HoU2djv+KuaAEZ*0PKR3@iL3c$?dmTUT%A!N5DT~l&Nw>G*
zk2pcHhzBn99xY*BcG2ea;zgOUZ&GeIuf;ff@kls{%2@U8b&QuQrjHhr5MQaHn$J-@
zx;UL0IoBI3%3exTTk^f4sq%OLlH9pw=}oYD9BYV5P-^kydn2-q$-`81gUs99rOvV(
zbU1-ik`qfF4ky17-no{RWifYp*}{?4Q|YbRg=i!@IOjl?WuQE%rScQ@oH#i8zNVy|
z{~SJ5@0RQ7WWT=uR+H+jX|;o;4rAE8lFYRiYJQ<CtDraqny?)!0pS>vxN<%(;Ru*f
zXEcJW^oi<<W)z$6<7TQ=ytErK2^(%r%Jr*`)n1hKcE`eiR#&0npTjxFdFrwqmv~q5
zPxMBOH5>EYj#nwEAOT9nE-hM^3=Yfd2D^8->6!x9o_EzjH;4}u0bWW$kN5*l&{r0@
z<oG?V_>)pg6fCjMizQ^&1?zmqT5Tf};Jt0~5PH*^kke5JhjdAH3v&BuvX?+qK?li-
zBU@MTi*ea*mxD3T*7#WSXc0sfqZXy=JPJlAWTDo)ge%7&n32h`qXy@do47^1aC8J&
zCJTjW{3Y(n!F1uS|8xmFP&o42$`I6emlSVNJKnu(4Y=cty9Zz?fec?rlF((p+wnUp
zww=SICe&Qo@o_xcscB%XfzmA^7Vw2tmJRUUJb4f3CQ(w41~K)D9ANA4f|y@&{2Yk6
zU$&qk)VP`*aJ&+jr3YKwURL|_P5_y3Iv{sOp}>m-Y7kd`9|XY;pQy+#SjE;7GXU4F
zj)Am-F-V6#ya?OfBQ+A)I1pMIxXObbTqw#WCDyotxC>@MO&yM3s@P|srsRaIUxOM8
zhD&lx#x197^%*A^#xXz3$1v1bv$@#|QYy)UE%$AG7WKH?9>(nxvIo57wO8bRAJr4d
z@y->{!+840DmX#b9fMkKcY^cK^_`+gWn9&P0rJ@PImm`&IbB_v#jh*r=7Wn^G!9x}
zHy|sTv-}H)0w-UCdb1{!-|JZ27|Ir)MNA}JUCTp0xb_-W*o~JpNExb_IjS!^UN=}K
zNn%P@7cXHcWqH)2H4HVw2Ixd#nh=v9jyjM2h$5^kknh&`B*jE94Xw81IbKik)?MnY
zBg{($P*ap)>jPSHF2+C%WeTbwUs4P0L|$qRgfi>OZkxm}Ii5W(kA|d{=8k2mhlB@3
z@h{3!r#=_0pD&a#`(OyCTe2-00Ts}Uf)axi0pr%Yxh_~EqB=;da?<N~6Oc%dtEo#|
zg3Q?%re_kWoeEdZL>^AyZ{u=$15aRoHw)Y=dDKpk%sq(5xZ#i$j#b1j-Y18>`gmv3
zau6e{$;o?VYl?rn1*`>Tv!GT_AXvIUD04|1{Z&ve_NyJDeQAK|k75ir`h8%<7(~IO
zoLtdVy_S^C7^z-@afvBC{LF}KrL@w7%C<5<kv*VBZ@wsN7GV^qCFVPjg++OkoUS&k
z%it-Xs%{t38&rkED3kDQ>pfapcnP^4Bhijmt4pAjA($0oU~-}{b-}S}ASMu9yeu<T
z{fO|&vX*4bKI;Ntz|c_OS6n&!Hee`c&l*$yMT$4fl=MO958}yG18A*I;yWDEtH7g>
zgF_RtZOg&)IEZoa6^RE=#rC?iEaM$XD7}i~Pr71F63<fWkP>jeHvze;wdMjwj01&v
zaebmQAfF@&U-qDH)2^%x$X1R56PN|)(rYV12mvsh$EY80f((fF1*ttv*&$0;u-Oox
z?;!JV7V5m?eE^!iEL-O}hMI>Ufb`$R3gc7u?M}W4@CaBMklrq;`m0b6BaoMI4Jc-D
z9vMt3E_^lSecWHDdEWt954L{F1%=cAiGU(xXH4SbnwMvADFM<u1g^kHkQP;of<MM{
zx1>Ua7(45C{CLrxds-_!uPle6SFrX@&9n!DAR|!7l;bDL;-|PCJ$6EtW15vD?$E%5
zi1de{>UtcnubioFLij>m&Vzw6WxGxpSh9T(@8zO;^pyVPdIwRL%=O5@3sA8|N(C=j
zmIdISeo&(;o3<8N9w;MMz6l6&RHdLjdymMgxZ<koHJ-GBH1!JQn-JHvs-JL`kJo*u
zq830ZsWL20GPFDZt&dEoH8Sd_T(yoZfW|tw;dn2De-@`4YZxL6NDK$LOTH+py-*EW
zFdfdhYWJe!&ARr!((ufK#n7-ow^kN{a<VKiLa`6ZcQrB1zKMZcbv6PzaMgn1AF!<6
zCJJnMFC=)0DkE|ktiFt$b=BG!PNE`f<IrLtu@yy|O?E)c*)r)oK5oBCl#mCUbv%&t
z{wt1mp`31>Jp+(h78v(cs;6CI%Zh@42!^nmU2=cf`EBh>kh2d;?2;YY(P|gG45MRx
zmIwMndMe@#%0nl*LA;nOdeJ1IsKhRtN68qUfV~2R@agDLSnUwGAhvhBm)f%#nG27e
zm50g5Tu`vFtT$btg!z&K4KA}#jTE*|JHYdVDzT1uuY|@#PNc_}8GD|@^Ty2ZEnsv1
z2CT^*Fv@cf#u<rQ&ey|R=d(~S6;LBg$wEoiZ%Mo_{uAMo`yTk<b%@++JY@0Pq*gc2
zttLpCvQQVh)0jFZAn;O|yKP;#0D{0#k5HQaO=SGo^03Ry>X_U*sg@v05+&%A&1Eu^
zy*KXoeNbmWC_!fhOLT&92xTaVg!6T6X3?OEt7sUT=0mY0fDsVLfHJe#Xa{1ZOAZs}
zy}M8$N%O#3$_c8_1|<SN`xJN}2O0SYB-so742}jF2Z|i_1L5md+aJG9=2EhiHoJ@y
z-g=L@f}@3=GG-p$DA5%abU9X@XHTmez-81S0Gx3J06UtYm63<NW`_Hn(Ec#{PG8aT
z5SwZx%0PYE9KBtZJ&5VSvb_gA{S>$pHX$JYI+)d)E2*_|p=NywTm|(zNl7h$8edl-
zRs0Axb5fo5b6g;vgIghgj)*)H58ZPTBmfozpw3h42FUX03z5~2x4hd;AI(-B>owQj
zO*no(PVH#14lP%by`sbyRF8HSsFUjyLiK9(E<vrAEXwYJZ2FN82m(Y3cd1#_Q?Ny@
zfp6{i)aV!qJqR*8BDcTjJQv#k^>NwkiR^!QB$QIhYXgJhhzIaa<0seyf4~Ac{*meC
z5d=}p8_?Q#B_$8fMcy9eLogJz83kGj-F`6muG0V<Yg7+j(qetLAL_WQ=Aa1PaFqvm
z?Sj$TDXHvTfSB=8U)B1O<3CkYJO^;aLW&1qd&H%sOygi!!>tv8F&4|%dg8l33Q799
zn{KSW<oMHW9Go9KGoe<~npS5MvXzM37Eo4@e`U4Pr)}iz3`9*V+89iHIb}9xj+(oo
zHeecJo_psCbkfNVxas?WX!6kPv5c6<Hj~j~0IS;DN`mRtv)>rO)S&VpJG^(eu>GEE
z-aQIE3u-NOqXs|`$)efw5J9ee2BCfhTk;c*=aw?fgG+i-SNomd5_B(Ue5$M#L9$Tc
zRyRah{9kGLWc$!zDcFkV<c=LVJ17GJ=t}Dq*jXcGbqbMku_W~?67M(kI8&jEEu2EV
zdUThrLQG!;KQT=e2PpqZx!!98*7`L{wulK=l!#$_{;)A+#A^MM@1Ws5z)R<7VG!EE
zgz`G3?E5k2H?%K>>UKGo3U3lCCDIXjS=1^_1t3hCr=vjY5J3fO!88Ct>QBSlSAe$L
z0G^-^djP?qWpU76yF46l{wf?jfZUB;07InS7e2CG0O$FawXoYvJD&@0o3TDfHmnZv
zrhb_zNc^1hl-1vkYbQwp5B!C`FtuvaH6knRazEGp=i%+g!`zSP_L&JeRPEtFYA&Xs
z+X~1i0rh>;u{t1G1{@zN@c>o<#E&4GiKO<h+H^(H&`6c(mul9U&8L(e)62X`w^1$2
zQG4w<5OyaNeQLT{vmpNE=K;MO2mp1XQLEkkPujU8GhH8oC3^Q;Lwu+&Q(KgU=0ATU
z^asG8KY4kk`i2)?tTT*p1f%se$f?1bbc)r!FB}ESyFb@<j<*f)crd@nd9@CZ-d>j3
zIma6ZJOEV<lz9e$1I4l^<e2o)2^2-vwNJpkgC$TFfOE5H-2_y}sbcDTS7A@NYQ6{N
zIhgz_PVmkWQ77&@vO;e$snLfZqt_2M&RJZpTWx=4YbO-l*)X;}7{O<+(!(Vuin>Js
z{CFc30ye8{QayOu`99H;UX4S5PXk>{IzimcG<PQ)YotVH$HRQvpM|T0h1puA?EO<Y
zOq=!3(FlS3^PzQ|XoJ?eWUI&Auu_IzHygyevBX*E*z*9Q&j4%cxW{rTdXw_|3fg(=
zbu)w`JDBu%nNW74%ZX0WzbRW*G(3bl%;+ht7`zVG7KdIjRR_ZPBxDSz!qsL1Ha}dh
zy@uZr_QyU%i>>;GK5bc;l80&Miq+Ra@B?^e!6NfO<}gcULEqCAS%Rh>E~(W;09nv)
z;={B9?tX|uCSwPQg=XUy!d0e^cFw)KR{e#ZkTx^b`RVCz{RO>%yUCl4=C|$~y%qAs
zu6nc4#Ic6=$ywqihHTa%u9<HKTSr_YYa4R?2Ms^f0p_geiXFsg^55c_AJN%A#@LN^
zcEB#MQdqrKUgBMn<+$^f=n?iW$wSwSZP{|iF=In$$6LI*lLuG1alZk(47&Cvwe~H#
zyg^_0reuS*7sN)Es#vS6r$9!%z&xQxi+ZDj9xVyJP4-6_l>jD`<trLqti@<>X#d+6
zD{5~VV->aJ9-xOnV82@JMMb~pj{<SW31wnu&x1ChU0sQXCYC=U*W0zJ41wZ*4_Km2
z<aO;bJIGSuq>9?n3q`XtDe*Xs6*+siwqsy_TD@8Vp8&H|L2NN?h2VK_5%ka-t^x{m
zxuRF$e@QKl>IZIvIb+34<LnkJ0JkVJNje0A(DM_!z_IN!m@CT79IZpV!&tMv$FVj*
z$s$W#+B`dk6|7$m0BJo9X`Yn$$3st^)IkQY=B*`bOsoxtL+^SX-8qZ@;%4*iKmV4s
z$mvvXHfue9ahFrGVvIg6-f7?m<qh3xHokSY$-5W^s@9sdAcF&Jm)pPWtYb{yQgrEG
zn~-_X63yQ-)IJcJw#R`=dw~<67n5`VmV`e}xH8u+o8PTHCe~9J_egsOI70<~fmyKo
zmSdG*UUfUx*Ia^e{}vc?npC5F;Dvc?@p+s@nb6Qrf{Cusi7~InY|oL0F>RH_U=hbA
zWE(%hnDW7N@58S33jN(OuJ%FAzY2Q5PpjovJ+7^P@2igY#j>mp$zeB1UoGY|O+YYi
z=%}gKj;6ld*JWcsgV1X8dQ6j{fc`E(iM}&3Wf{q+Q6dvd#k5m+q08|~CHl~UH%nCL
zhdrTv-zi%e?d6j`C-kk#hC`~(96cD<7ht(r*8rzr09khdIIy^OH|8mAzt6o};%%Il
z5-{3T*oUXHu=GpzMxVaET`bhd$S00QOe-%s-a98L^!;Db&ediU)bq`zj$JovcX=9W
z?CoZwdJnL+>Ol?^>yRk-YH#!e-&IUEt<O&{{({$D6z|)okG>TQ6xA8DOTMfQ3XZ=x
zDL|sZuV6=tz;sUmQ3{SO&G4Ai9G;Q{onj{)@>CtvJ`LD~pKfB~Z#V()NF5{|ROF-^
z<d6eEO3T(4v@Z_EzIDDNenFNh+AVo>K)nx&a%6LnzsWQRC|?9RydoRrP(E}qXefK&
z7TCV0jvQzQj17U06U7Ei$uXFzU$fouHCZN_ny~k<#n1rzpp4&kDciQn+Cy>DsZojr
zqiQ5{jcz1hmA<bc*DvvXY6laLNm&QmCQE8AqrtTW=7kA052XQ7x(>@HH%aRCh9<=Z
z-?TFZ3Y1cU<rKfjKm<L2I~i>)pD693fB>*uaNlR;08%G5KGv*x|2N|cvWX3*F6xlw
zHBEaAyw$4Bpbuia=6jAc=GsftuoE$03qM}uY1gQ@K%mwpcyGIFx>gNfKP+rc*J=z+
z?s<fM>Dr+xG`#MKuYs2D>HG>Zz})l=YAsCbR;||X8a2p^eT(5Z0`6LqG<yaf-PC5z
za?+_&j>naJgPW^}Cu3!$=IIuS&Hp6e^U{Q@O)}6!nKnBL()lXvjnm(8{3(~tM4*G-
zhE;d0&Y~PUbOnn)KV3bt_Fc8nreWVIju>!Y_8d*&bk+K}<9)g!v}>^E3)oVM3RUMU
zN#pjIkb&9&Kt~v#QvQeNCX@ZR9HyL8inliVpiT3iPpitcz3*fIwa(Bz<tk2X<zwL3
z3SIs_VCV*jBU_Z9M>Z~EtO+%5(cwu~qy-dWCFO8hQ;`L_@6q0?psQ@3{vgRaR%grs
z{BrtPeVmV`=p>ReB@YtxwTkzWM(x|svsvxXegt3}2S|O1^l|HmQS7EpYXGG@4NaAh
zhh3B~YBx)xOo&;=TqZFrg<6KDWauGYvnavne!Qc9k!~&=K~<KiLFlK19MKYuTL+VS
zdq`?Ou8(T&FQ;ow>l}9CyQl9p$>-i>h#S~`Yj*t}pSCO|W9g>%mp5Uv)Tm6DbkV2<
zI2@i;4OUwmM!y29gH1{h05MtYa^_@If-4XoKZj$TU=XX;AvcI9M$*;Y1}Nl<75jeN
zS<zV|Htmt`E7|)aPOt}I(<O%m`LeznmWkN6oG`mYR?@OO3^LPKPDDqv?#@}G03ITL
zOeB(StdD8No5OVGOH>{@0KfWg9RCue6!3K)=(_iH<_p#CY7ZTKDbi;Ad-L5ox*w$E
z@ZZ@{#?fvE{bG@CZ3oo&KVEXYt_nl_cS9fB`Ue?YiIF)HfE$yJ|F6peo075{>H}L6
zCJ2ew!{dxG0HJ7`NKB$JsP6(B`w9?cPin|gaMR8EmoybWV&MM^<=&&iOB&iNd>Bs}
zPvQ1u*@{K(K6?&i-|5OCM4NXWYG@w%`W)z0X_USJ<n@sf@UTu6sjZ0K*keYQ!Aws<
zjsb?)nj>`7rX;Hq1On;i-YAWd8_g<6rM+^C(f(S^>nV@js~uA273;9Ym_9=6Ze4yI
z0;<-$tMt-VuImVYl-nisKPy!6q*{ZCTEkR-Lqh?-PnJ^h&G2+rZHfOAbMEyisGsQE
zRs9Ct$PAP*48I8E`78)GuJz;271<JJMlVXOU4Rn$k&@bZ9tf@O(j{;G05tR~uWR`F
zhvBY25-P6DQScGR8pd`l{u-g5md)O0KniqE>InR!QR<O!$F)<phd}%6HODHHWS799
zBJ+?nFS~UHsiBbr3ouYBaw?h*_Q0L@U=u=lU4q`bMq4a)FlI-4blfYOYY~yzRu_G)
zs@_X^D6r6NWyl1yzBLuym#%p*G(Vyv4%d|-*Rz<YPD8FU-A_1)0~|ZFN0fypK@vpu
zdF>kBvLgOu2;QR?Q%%G4743r8C_<-wRXxzh(ubYkJ4z~8(8sps!WMM4LqhVuA}SW0
zRJyj>NB{p=v$^ytepP}Qbfmq0^+Jed{)*nkdb4(qHV?VCwlJ!%)B%>fLTRj4Tf3&w
z_Ri&L5Y`t;YQceyvtj@gF91*VKxKg3KY~MoNnL@#lVA`aUEQ06MSHCj^JnqGqVk|6
zpo=W$rbc$Vu~G5<t@gJiFq?MS^3Cc4kkv>@`!&=BhEcXd5w!rW{IinU+XoyzD9d4o
z<6VZ}yv#+1B&)2^>FQno-<H(rr>Sa$p0@6aCNOMMa9K8D5ot;=2H|Z486CD(MCvq;
z{hynpLx^E;V4!8&h{82tWGgzlM+<V;X+{7DT2w6|c|qbIh_1x;-gJTi=p&F5L<^Dg
z5Qw!;9*T1uzL0L`b0EiV+31Wmfq6+mM@7+H0Z9UJ;8iNJdrrqnaKG1ElG8RhoN_|(
zk#5YpTCRfD;-hAeQ$-aPP3mNjk_Ct+xI!ac9zoX4RAf$RbvXxS?+{1yb1Tnk9*!vV
zqT_c0E_7)nd<GP3Lz?elld5i=&L5x}zXNCJ$Q@9y9syJ{H_c>4nTbsUX!X*P6kDRB
zq&KK$6)I!RdyAvcU2y=6k7<+(5GE}Fbex283|`g{&iYkIm~V%9#JG(-7>@Q%0*!^l
z+mhQ!v+Ql`aXWVFJF(SZo;+j_P(*-(>}ox>Cl4<~Cv?7XSKYuGi)xq2BbQ6*quI-l
zj-D$U*y;ZhLh?LB4c>2yT8uUv%Kvq;aU){uUGP8$jITSiprYW=4CZD}$v!jXU@muR
zN0e`asl5aktc{43W?LhuXz{TXw?lQ9X)b<(?oxHK<M>N10}}DH^V?Bi$&yWFq{*I$
zJz(_aY$sUu{XppooOcQOf@Z=<G0vcWW<spN_g0DCqKFY}<hW~`r8u4I?=}$&YHUX8
z)AAr@e6@h^4`Z#6h6SO;=wDu&b@R_bUPG_xNQK%D<7g+gEM-j)#p`7H1~VFQaoi<{
z)Ol(Gv>>l)(Hx{<lACDO%1tL&re{s!EpM?uAzOAdgLLie6(_g>tTsyjaCFBSY==Rp
z#U`;f^BX`n!EpI}trnzU_fE)4RW>u`9Wx#DriJUL*$$j$0aPwrc7k`6b(9w5K0AfU
zU68}|=&5vV7smM<Kmik%PO--e-+^N-snxGJ-oJNs=EJb_Y!s<V$#R?VKnGuv2Y1bO
zZ(HxDFR>bCM5(m}*tFPiPzX3}&I9oQ|18jSNJD>B%1lPlQSCOG>S1!6KucJuGQIr|
z`=e~GOmz=nzEqO61cUXT5A(MIOKP7o*;kNzTkR&b4E7m4(=(t@SOmNMFvVuDwv)KF
z5NPcDw^OjWCe?1IPJHlzrjt?bm2Cm$IWA0`=Xp)7b%59=HOq_?wZ98P94F<0L|I_U
zI;X|3KmG<4S>yeYSF=-=dLq}P4Nztcm8bx5esQ1DZ-S{H-UKvz%JH89c<7g{xwbIb
zudjyf@OvlZc-RT%aZ8^TmkT}e@LiFk5~m*;N_ARSwPqu@03}C1P}#LlZqRj`zIRq|
ztUtw4_MuO|Lh>YXYB0<M-4^s#lmcz5BIMQX`B1FcvYBlADV^ge#|v^NW&E;pdD)td
z{G!VLI%H3ZF&>?twGfx(Zs*s-8`mAjnlAS?5B{Y#wEgfjw=JFcF&F<3^MH?r!t~4?
zk+?*TQSqLK+I@c+yzf|l1x4%UbyDq#5Bb~i7ojIL=$SsMTJM7NW2R<zktcUQ=lrv9
zgxRZwW)OF6`iMHUmIU3|^`{-{oh3OQaQtV=%KtRIj<(;f(?9~)Q1OzSeOi|LI);>f
z$94)fkC_x~F)vPH1R$x1Tz4#BeI|Hca2a3^k{F}Q3HmDb9`*v_5LoM=t>Z7k_06g2
zM$KD>h|SCLe{jAx9CIcwOKlxtB!G!Rhok0g+ss{wu4ot6|L!uY=FUO%==o-K^Xobg
zx4x-$0W)2ogib`3JIx*uK(>`LwNr?@50=Jj&5i%3&<J-ZU3=8)c>UV^R$U#Td)oH?
zK;w7sN@$e|UAfWyO{-t0QURlQGTGa_p6&Q2kx#ovwvy4j?Gq0g40s-gk?MG(b;DB8
zEX+#C@;S5Q6Uc+l!6ZmJ!998=9qa#q3EoBpEJ3#{fg(gdRe$O6cF0MJDRIV${za%?
zzfZ?tmy_m|08T)$zcVRW8aA(7k;f0)r~iV7FMESJ8Or*yY<xLdqFNhe9K)vKhe=}n
z5iEshjmp2mkS-v_R{`_8LGJ2C10pyIq}8FXzY+z~lpn(_7c1(p;P~G^p@K0Syq^Zl
zf~h^E^V9tQ3+7153BJo!XTqE<HTRY_t#^kVZ(Mscy+KH3i1Zg-+3%z$_pg)=%=roE
zC4kKNUv!w+6~Kb;OMNwp;3cN34S%FU?}S$>GI<}6FPh@^cVZJvtnYY7w$`FppR6!@
zB6z`7OqWkEi2}-;xsal46YYa;1bsyhoD9lxDH_UN>tpIR$Xk|kQAjUcn+J=(;>v2b
zY$i<fZ)ROPsk~9fV$|uH<I^*7`9}4qQ45m<(hcD5#*rssw(;}Wox0;?-COh;RjUE>
zoSWBGe<M^>efKsNX|=*4WTsmqIA5}vLIofnWTh52sR!FoXH#Xh)5a`W+5Q1}*khup
zyMPnST-X_A1lj1=c{#L<7H*yl>rmUHKXrok%2@Si|9=I@oruxUWlj@aB2()6w`mu?
zvf827#$C_@F@UVxAY<&~LXe};piOL?&8u#vYJF5ki<wUZh`KoJ_!rA+{gR{W1Tf<f
zz^5MylY={mJ$O3)AmHO`)IYwOki8#s{5zAh|GgKB%p0d`d}T<RHpdN}*-GDWw;W7r
z56-a)v)jhyq+6H=hQIBKHZlNC_S><bqP8NRr5Fe8PRizwJ3esqYFyWf>?X8_td2Fm
zRgr}lBdR(Trclfr%~fHPmSW6q0yH{J@`-eFvmLDD+6PyF+>2^e!R&C=EC4qBBTUG7
z3#9xqvruhol+_mMY(R(GSIQDwg1n`7`yw=lEYaaUk*)>MDOs3YUxw_%h*`(~gEH+B
z|CNfIRCPqhPs&n~;R8)Z*D(LTf;}}{lI<~yL)p#Y4;{1iAkUb+*2cRPPR&~Yg}hH=
zl<jk}+^(HqJ3P55@jB>sk+Uq3A#}XM+*gaCCJ3>gDT@^<@BK0aOGVCZG3%CLS5{D1
zwUUO|6HLgL2M&FIGM9zK#$LBElUTN6VRCITbb_${gt>+qP<jv%fnBdQ7zqI{j!FRS
z>^byG`B&2o1qjs*Q3D8rneSshz{qQD^6*N_(13k-t<1*`*CL0QqW7wX4Zyr#EbD+-
zcVq?HEZhJ-n`Qbtgx>elaU*lj$is7yc@f*!wKc?Q{>LGz;#y{$HAFpZIae^Cu@_?=
z_OPp{g2>Mp)6mm@7mYocyC@Hn#xOe`bi5s%xz_ZSK^!%Sy&Tz8;&;DZZQL`}eCgVH
zKOqh@8B?I$v3vIpMj1ftZF;vHkJkHtFDf1R#1z2@8Tmy3gX@zL1M*8vK&WZwe?3K$
z<=h2`gO9+@YlAq53>8^O$l{XmbDSg`|HsM<8Tdo66yGVzIM&kDy=#u=LzVzebX24c
zI_`I22u=fZcNQgBm&11BpPR!Ax{QHirR2aEIJ8n8{7iIZtXc&-LKWH@Zv&D|#8@Wr
zR*C9lW|FC!%Y$aX0BqY261*b^?Z!c~(xrV@tDvG^os`>_4kA372(9f5tiegfx>(^f
zV=)soa`OeQz~TyL5U(>Yb3!fj>*&Pxh!ZfAj)7j6-YD;8nRP2nINu+E==O&u<&M(C
z?ZXgBI8~+h9%9+owIIyhZCZUL`l!V?o75i80)#kQhIKWmy<F+CY~s}~mvkf`?}C#H
z_gGA}4}7^EP1W92ng-|b02HgQ?}XX%tmB`@qCg8@D%$}Aa;00a;qNu8UINsz_ZbKa
zH{CdRMcdT}Z)&z&cuh8Ak(W%{a4`NJg^@xJJAE~>P3bYUx?wz>W6+g}squ>OnavIp
z!bX<r+8`bHHe`+Uzm#ORT~wdB&w`S=s-68Z9U0P4Y>Oqw|DQp#Y1tZ#j!==7ehi`p
zT=NG6&MXdtA$^jeShlUtYSU%|yVrokd{xH~H!K}1hjcoeh_;_c#2mKS=OE&-oOg;O
z%v|=;5-%CzTZzj?(vT&H;_#y_|6T{vo@~HezpZ4mOa<@2?I8a@jL83NP#XX<ugX%!
zxCd5FWux0<h%P+CIE%)zpQ2Yg+EKgSLx_$MuWGS8m!i`X)<B^~Zw$@C?$R$ZRko&s
z)jtv1w*EQCAD)zxF(^*P#^m;wqQp%#``s||2=n_zwK6xYxI7$*jMF&8n}2g6cGjr_
za<ewmRMU<5I79>eIB8if8XLO)W!WqlqjvtsoZ!>t7%hQrdZO>q#t#-tItbFx^_OFf
z<~juW2(}yg_I&*Ha2U^~oo|v?6X3j7T4hSMhFb}jNkBGpWdXuE-*R7wJTzC7H4c;K
zy`b^V>7$1K0uy|36ee+XM#<7wTP1ksXbhV{pnKlcN*Eh`oOnh9`k~jl0?GY~NhPDu
z`G!{7{w<)89%#4n`J<!QSd_q~pr-skET3;S?%yahA`CV6QSC}w8JCSxbOOo)#<}LQ
z8Y}orSt)A0qOyvN%#o}7wzAD)2N+Ig*O<y4Cd0BemQ|~sT_UKzE#^SC$04kLuPpO`
zDr04BTn^z7tvi}$S4L<{g<cAJ6NCR3+R1vqF6NC2%zVi5-m*QPWLl)!#UI&<+SD~0
z$_vYQ9(_@^I!uMvjM7SLE+O&XGDT|s?ZOd*3o9<2Vxcoa&E|o~Ao>9~Z@7v%olpzb
zJRpDaPa<!~@C`-?!<0p}I^y`}%IZ`*8RXbyc2>IS73kKsgPU5|?(|Tn6Px=AGH&rz
zC-B`&L(*Cr?d#-&Om(x3v0F8(Bi91;7<?WA`e_bCXRigj;|vO5a8mr=*G4|eYyk`C
z(GVPNx=;%e6-b$&o7U!ZwPwBGGDVrW_&b@x5epbsGOXy4M-DSjUrS&?x%ANiB>eM}
zvi>481eBd4i|r<Jb@d9!ILdHMHx@tUST8ZAv5yszNi(wbyXMxFQOBwSs>gL^+Ab#d
z(J5IN>}x~`uCwm|TBc=)>t$W{<6!cDJ1oiQWPL=GWEzaX2E(DOCUhRy_Ge^EwX#gR
z<S-khi&ANLlTb$>|B<L%SGGHV@Mds;eU7!M;}(nmLo`EXby*j5DkYGX&heTq$ytvq
z+ffp(4P5NGtkz?Yh9TC&9`o=nPVYOgfk`=-HZNO%5%irVd9|@N0W)Jt&O}4adKcq;
zVmWfV(^Pa@YY<M+{mTDUmfs0M%(s>4e_M3SDj~jMBS*QkJ1JT2G)czRqTDZ-D+|nU
zGFMJ4B7*43Hmpa9uH0nV_z{hAFDa@g$}N_eE|K==mRl@PZZ;U7I_$(E0MSL$-PuK2
z4Qk_8bw$HolG*RF(9MFHZ-j?+B684c=5RXA1R+>ZEc`BN&<zmdx!UyDzd7AJvI@|7
z0O5g0)z7S=Xq+8pewCSitsOcL>p`i)tcakks93fK!{`){9`?-&ZuvK$;m<MSQ|GyL
z$1+NvA0Qq}CRQAslegD_gPvr5w63kkSc4VqO@bobnWA-?K00~P@jeDE9fR?9LB)og
zA5`JG;_qYIfm&GPPaC?n>O5l&B`D~7V4x+UD|IDXZP67KEbFK~DKec1`#MNalg)RS
zN1@4<RP?CY1(IgQRNS$8rf8%4127<VFnM|hsyehd+Zj3~rzGC*{FdlJ*1BZ#hoeE#
zwUd~}K#(p$qC8fs?P6uHL$`m{2|%A~zYjp@JQF@Rqdve^6!#+Yf4;6W38>W7q*}!3
zKE-4t*-S-gz{&$RdBc#U?{)l3uI)eN_*Y5<y-OySSmQ#b5VX6pc*XHXG4mIgcM!QQ
zU@>i8HLi=bm!#Goc_QrntYgh-hFbop@iX9urI>M5%(=Ra0JNKGIU;sbQcIdd=Xp$g
z9XRg&A7mSd>IcGn#06O8vmlSlj*rRsy|UEd{92f|xYHxCE|bydiEItEG8%JlHXHY9
z%_z(AICitqyjL?>mYCM&IrH4^pltM*=Z<lN-4*8a!eF2%w(!oA6coBia$eCvuJCqy
zot0eW*ixcBoUF{?><g1LkQu?56Yg9%Syg9i1lH>x!_I&FfF%d5x33M$mTl%0bjh90
z=!!<VlPnyl144fVyWAu4gY7>ZO^KEL7swYFo@ZQxUdmJ#{x`?lD$*<J4bYJXtIC>$
zp#=7Ms^nNde^E|8!ZK)}a2SMz3M<U$bzK_)-gEw=GO3|U9jz(-94pkqDWw}54epif
ze$xqxu;3vkI~cUmIbJi+12->1g8>ZBWMm`L{?np|0CNP%@>t`D&WY}_efA=><OCJ@
z{kZcV!^NI}4sL{*?uW1m0Jv`fOaBLObXoQsUEH=NZ|X)I9~6DQ!7y7dG>@WvWV!V>
zr@p}Ac>FKg>H2GO=X+Yo?A@}s&{`G{T<|ql`On>8V~+?qtbNE~hV)8IHh-;E2VY=4
zK@`pK-gGPm2s+*%_`Daz7uLFOHf#6p)uIyk<G941Gr<szC`~DP{R58wmpCpc&J7)n
zjkk*ESw!(JQ$#<T5cO^|!gd?wMs$Tvj&Yq`T1%K2uGq5lbgTZpUk>f)QRd(W-4z?^
z%)2mQ&y8ra;kZC?5*6OBc0lErH!WPFvNSyb0Jl2AqC@D7g-<#xzz3$XzLN!pSX8n<
z>?E)jX9!FY%rBN%1x#%4NSA~?1%Nrs1R^>92<R2YMVd+6;yJSQKRN$d<GMOSCa^8M
zzbTE?nwwv9tdEzJx8PXMR$`lC5ZkJCqtUq6h)}~i3@|{oN1hyBH;r`srycJL6&R?F
z_xmN>?|2_7%W99Vk@b@|Ksk4#xcr_+PfHk?)h?=wc%iUhPcg;ndzrv^lYME9PUzn`
zllvc{y&)^VS!j4?u3A+E=wjF2WAlKbqP_eD0Q3dNpVeUi3#>=SL7Qvu4`{1@EiLyg
zxj_Xt5?hC%*<Mt0v(T^tA%BHI<Iuwb-8tcSBj;byRf+#hH(JW(^0{n2m&@f_jh3>x
zTsE8IzfnUT{;YqIjT$ZSXZ=t%YP7^ha%{B3vGVzBKAZio8ZF_GsL>Mc4gdLjjh1ps
zuHm;)qb1&;CzgBMXepazqa{uz&ne|YV_^X=wPaG;p0-;L=ROoQS;}VFWQnuVE69Z|
zmA)KnfYn4gzb`Lf^7%*=ug9mec{W(W1DGZL%SH{BIG1exA8N3aWrL;cfsH4hXt0#$
z3$tvn#3gW(^SP+O635N+x7o)Hma;iESjvkk<XKcXFNGZ6wU{bk$(1^9$A2OI{iQqy
z*SixzjP=BHKFbzMxv<63+k9P~ugph{YXbEmhX`3Qon4jbT%P?-d@1As=Vaf)^qHbG
z#~GyXMn0U+Ukk0HT{WH0G0%R7_a{rYxSRPr+bQYy<moPXByV8J`TRK@+EnwlMh%;G
zAs<zAoRAnUs0ZzB?~lTZ?6%-$vaGP6?65F6V5lY<w=cgK3o|lx0-oIFPh}jQ^PeQF
z!-+|)(-erz#PMtgPM>FnxkkN`l!;dUonA?!x$Nz<4p*{K5<qR#D2ePEHcHB8{Vv@o
zDd)j_d=%zJMlF)~iu@BTl6amV7OUGmpU*D93h0^`&*u;5c`qtmB2ZGZy^h~m$z;#i
zL#7m4>Tmn0n4UMFKs;_@ub#rOca<gTkA%a?dNGj2Bc6`c!^jCHgi(VS|16E=^I=mY
z3L5sUco5UBQ48~CPb3ln`I14euqRU6IbGkA&aZ>Ay!Mh#foCmw=X5UXB}=ie1A=;_
zQ_M3tN+H<hJKb!8^y}fi?*qMbn0?=76|X7G+3Ccz6c18rPISl<x$I%9=tuWMGQnl)
z0LN8xI$Kg%Js|ZS?GWdL&J?}UvA|{}4y;n<21oA?C|%1M!KgCxl5jTZd@!t&tNDgR
zTS$WRx5j(TyH_A4Z8Pn9@+Jv58>yp{wnCmAE1<CAoss5C=jvDvv{VfEFv>*m<Fe6G
zXu27aQE00%S`>K3X43t5HqSmtT@$27kYm=$xOUhFDV^U`y3%DX6Wa0Ye-x!8XxRm7
zq7igZVBVerW&vc@eJ`9+I_u?ig+Iv1QWZ5v!KvHJ<w(VWP93$G+7HoB;~@cCE1}KI
zS&NPob&$X=_kuTIP4$-51}F@hpUK`Ici0*1af_qCabrOnewvK>8(E2p^Z9tV3pgr<
zBG@{jqard61y*7~Tg^5aHSBO?ulMQ5`SpZmT^WmjLDbktvEL6Sb;|gCNwKGqjX$vK
z)+kh$E+~=N^fY*@7bndARW`WrqK-*|#<n_=?^Pj4iR<K3x`_r|b~ch(2r72&V2^>(
zi?ZAoIeOwu?@5%V^TU2mMMpj*0!eB<hjq9NeNo)(rHGb)GXh=gXJl}X)dTITJD1SC
zz8bobeS10&p-@(bgSt?M)%fX(vc{OwW8HsBgQI#`wjAf0(tEHAWX~9NPLyq$84;+m
zKhL<-x(&_ESdT%}tt@p%mi-!bx(iwMESPK8N49F|>`^u^Doj1mxoH0ymeB%x<A1Mn
zQBSLL5i1p}N%28D9j0@U1k;XHn$o3{{S)*EZ(0$h%1P-l@?`U(tl!D(H=QHs>26fA
z-w*DK2qNxZ)L3O-_b*}xojd)}=B9IxvJB*<vwKu7S4&|JBXcT@aKL&En;01+UC=Q`
zDty=<yD==g)h-GTn<c8*j<BZmSsd)7k}HmtC=x&~8{}tO-I@^Rz-%Q<E3bVE?2@7;
zzf3hd3?Wf%<?GVkW&v@gRHt?v9?ruk%jD)E^9v;=)*rUn=`gSq*vu!5QgPQ4?2(bq
z&Vuu&DzU>>BJNDq@quSy)-8{;`YJ%Kox|RbIl;Wk8U-&^j(Qr=8yk#+8wVh~VOX6|
zX10S76Pi_au4>9XSklo8s~xh+#60NKxS;W~H38r{#)M^?oz&t*6*kP0diza?s%$>W
z4_qiZ76^Ea&MG(RX5<8YQ*x5WFs*<db#o<?+e|qgOvN=Y`j9)8&CYk}e3b>8C3X=q
zuE$>|q=-<YtZCGj$@y_6Zz+gU2+njqY-mJRl%z}mY`aSiT9Jl&8@;4DH&miM)8diM
zl{#gs%S6bwl`Ov$oj`9kfWYf0v8R;fmBw<py|KqVj!cvz|3sUkHfW-&q@GM(H#xch
zZevuW8;T<1>Kt3#N#7hntmEDwJ$R#+DL7>h%3#!0^|V$^!%X*&16n1emUDjF))UID
zpZ|yZ8nHU`tOMsudEw|(f#Z~HIwoRyk_7#gqrOHF$?Sk#Z@Bu9;}yleE>Nh!oGxNr
zV2<OYZ4XDyM400DuwX(zV3$MB1cgpI<Y8~C|3^|+4$s+guxKJytfK=^&$4Y-85`8e
zb>Xx(3)-s&!|VRlR?w1-kIb1_F-YS9;M0??Fcl^pR!qK^<xhVbzHmDYOVmtd|8;Cj
zMP{`}9LB#K&YAqt`ji}WnESS4Z1)mPnN_C)=E{z(O9j`Gau_!et6*Fnv{FykdWgKj
zN5}Fx7A>;=RB01<c34-vg4UHG4_$BkYFSeUFd@*3SJ0i2XnG!`bjCaLekRJj`K4aR
z8!yT(bis_)y#d?(bvag!HS4lC>-@F~LvL|tHw=L7xFioOZ4GZ)I+x@)En8!eI8p5T
zW{374Q{^t{al>9ne;d(&#sYt@7gErndm*h&Jnn^L$Y5J1jF?)13@l<CcAIVjkq<$u
z&E_}>Xt)%OA}skV6&6_l-7QAss8}+ep;N>07NCBTI=RbFGVe*VV=IX5mwBQJP~RHX
z4d)i)Mhb!`{P`)}rVvv<yMasQuorS#q_LOVh+*uRxR!Ru{c^p}ob1|b67Ml5dyLg|
zS9F)SR0RfzMzr2JO-j4M4g`@%pUnX{jp<bV;OR0$&Hkrc(;?}kA2bV`xd!HH*D>v_
zYlaD#!)%*i@J<qF8`KOuxM-P4uCkh=Y-?3gj%`$<1)b03HwOV!H9+t(71J<@X;~Ja
z+ZY?9%Ib{PTl0<_ykIsOs3RCG>#UT1S2sXQ@DAKqVdW*sg3;l2*1E|Z%LM!_Fi4wW
z!#O6ogmq`r6*d6j81yc8Ps)R2!DzZQ8~E-8H@-2_V*D&y2iYejZ4G!SIu)W5!f6CD
zX)oc(`zGY9h`s35EtEK;l}=e6H7b$hcin87m4%3VxkPThZAY)M&;A?8HW(x9YFJi_
zFX`4=3w<oRF+w7NLjj_E1mMbqkKns>BRJhkX;L$9yr?U%8C8R<>6;Xm_LrH1t_>d9
ze?{UM`&F$LZ_$sD%`whI?BP%AXbVg)d+)NYo!zxrn``Q>MzpQCi<gYK5Ed78SaG~;
z*M}Weys_f34a@nIp^|N=^%q-`7DKhd@5kM+zx@xCqIO9}^C#H_M)^e@_gN1$Z}7A%
z=Zy#gxQV;1uzkBu!^-V^IBWuG$#Sch%<F;a((08IG0AS&CJSO(nIr^>Pz|#K$0pM`
z8zy*ku)1B6nQ+)HN!33Vf=+NOh*8^WbFTggTt8D{v!oviH){r5mzZQSy%jI%mKH!r
zeoF2q&04%RIc!zLt@P+7WH8vadd$?=eG${u{gRBLXCFcA4TN3LQ&H;U+7wvFLBGqj
zcZHomnXajdrgPS;wE85)*_BSVl*vp8v@1ZD*u*QclV#*m_G7Zx9?g(KmwC#kY~e_f
zgB$>%kGE)%(7}|<?Y^aDC8Y9Wbwg-9SGM=TXV<Z34hg`Byg2j9jjEk;yxWuNbX3QL
zmvADlO)x&H^S7~qp99fB=B2@_t}N#adF|>ZuWBRfu%hZDPv~JU3^2&9*yHt1g<!!~
zY=)#`sW@co6EL@)cD(+Q9ZcxNx7xJPMf+2aQ5LNZF{e`}wt-#hUDvq?Tb(UQEONiq
zFf3pmZc8uQa+on!W=G_~cek!6+3Yc}EPv3cW1+|Gq7r7*urrdWrDSb5R2>w{Pz7c?
z*gscdWkTFA1sfw#?6I0P)hb=Ffey_p=b^ZVE9&eEcvnSThh!d|V73db)&*T%9rZ@)
z&C4hol4{WiPF!Ml^CEjAv5M_rSV!6b?#OPtKMGcO9hNz`uw07k9P|m<?~q!L^S5?L
zARxCyi{<;7L=f%B*@(nj)7#F-;`2{nn5CAOc-$q4EssvJx+Gz(U6zLo4X)ZxY`UkT
z!qGsan6`4*rwqDq#PPp>O0Hwe!(FrIWI8*{Qg?O~8;8zGX+*30Ntf6#gQ>3jjx0YF
zv9w~OMK?);eNIyElf%x(Sx=A4TWy#w%zkCpvy3^^s8>?Z&FECb%=2xgVbZ3wNQzP{
z8Yq+Bzs3G$Y7W}*<G|COWOl9i=OELJ6k*pq0HX~UHj@>_Y|B(hv2$XVtANJ*vdg%o
z)mafc&rmUAlUp6m-%8ZvE`%3Jx!;<>{Ab9*QE_CRjU5ItaGbsg@fAx1nYPAm4{V6k
z-ZJ=1LnK3jKJe_CIhuM*9!|CdHz;+n1w%VEAc-;%pKOUl`e~I1%L#OUzu^knfkjA#
z63<Njt7b@a<gWC}!yW_nPP$kSXI=sYmYoz8qeY}eX>3YPe_AK{F?8-svZ&4*D9IW9
zHWy^E2UH`Wm`g5Xv%}0xwff}L8XF#o>IZ%MW;T}{8`Vjx_V?2JogXz90R!w;O+DWF
zf~c%1JEYTS-dxdLkjxe6OMvR|icJyRSF+b8brf_Jt7$VOjk_s195*BE(rIHxn6qdY
zo3RNPdc&3<W4fo0byIg|Rb8g|l0MXrl@;45e%2j_RnucqQ>{)}iksqLe;h!fjcq+-
zc`nMfr6hc!8dG<3ie5|$rQckEjy@bVS76m(8PTX#CrtUAtM<sYKq)<1^{{<XyQ%p*
zesX*E3%Y+{*f@#(&a=#vW48-cj=Cj9HOw?sXQq^$Fy)0ooYfPLi$%TlvaH7od26g>
zFR)7%5MGyQn6%jwnfhw?CC7T*P3IR2SpS=0Q;XG#-2Slk&<4+myb!%Ij>qY<v9CF7
zjcg^SbJ?(4lEi=0BoLo<F)Kfs1wEJj?vt&O7*B{x%r=L!2G0HzyN=!fWE<AqXDC7n
z1rVGabbXwWhr(F+X$J8=e>0aIaYtvZf^Dg{7^xa5=A(-&m|u)O2Ow65EM=lEI*8v6
zc~MsDV}OEj$omPMCo$syO3k@=nG>+0#?{TH=~35hk-%lnf6;**ddZjLW-tij2eH;`
zY`Nd|#1#OV=!##Ec*0y+V^%-lysb-|{V|D;nom!_;)r*d`?g_$O_~wrbOM*!hp`s6
z2VCw@4Sk>Tle+qE`HB<vL8LjtoCg3Cuf5WnvsH8_<@aH0PP++NYB%q~DJ*ujzMc@*
zxiKDq<Z?M|pkzj152ZFU0!7hhal>=$a2oU5GudcHJm{3}qNMC-Qeh*d=ykeDsRh%q
zjmZPitm!E)>heMhlr0eTqZM5-!PaaexG`$oXxGDrzH@J|F^1Z(jkWUdgU)}6Cbp=1
zW~}ytq17wVu79uGe$~tz2YOwZwFf}Y*Uj2b<{axEvo;7a2zW6xLRZ&ezXydPfa&z`
zm^I4O==Wr^WA5;4x_zNN*FHU7^m~hPs&3>)hO?2pV2=2BOJ3L<QY{WR{^gP)+PLg8
zMTx0Wb96~T_m8pdiz(ghl-h(59JI8q>#j;L=cCcBr+{-?B398z0UnU$bEY`J?{<P0
zbyUFzntC)11#F4~*kbAVk}fG=ab`m2)mu92qgApDBx9<>y(Mk5&viwOmY8D}Nlo2u
zsWl4#-WI#BF`mV&ixb^ZBAxdWy5Yp?5X2YExP<O(!OR0YD#*6?VY-f$qSi~%DrnMQ
zb}5L05lEM^#<PBhw%i^!U4k&DL}4P6Zn`Aj3|*I2g0@{Wqy27(s!82XxC4Oi4Yp!o
z)+w_KR?g|v<(+2<Gh1otS0vtMhT55v<r}TCdc4GL3H%s~LyamZYMRl-`bHS9yeNl`
zxnT~d`Mh~_M`IIp(mS2aT2ArpY%V{<*yc!X*BX^zdJ7_NC_6fqkJ5%05;yWtO(C_W
zbKbX4=SRG*qU?VIcrl`N5Eq2^M_qNIJw1y3@y2y^u630ynsk*B5Xn-}`GSPsUjfqi
zfU6JIF%08%0)>z1{uwZt)k&g|^A>=XKf<O?nLMmwS|WR+I=Ihzrf%J%X}QY?%6$OU
zAB&jG-u+=+A+r|t=HBZn<fws2ah-;1cVZN35mVBe3RCfzF!U!OEaQZAWPP?jqcbB$
z0jKTMs9jT>34S9J^eeF5!uulQNcL&3F7jgAZ6}NyCY|T)P)sJ-^&Fs0hl6)*uE3s8
zX~Ob)WUD<AIP9k@wh<lM*GNgxEN5tPRZI`3b=&lCVk_`9&CFpofE;%**uW-Etg%_O
zb-Jq$O`_BvL?W?6Cw+LpYa1*?qMs+!3M_E(ewU3lq}Do}ZHG4)^&)`NW=?E8kTF;G
z98qG<z#E0iW0MPOIyb@^(fK)@4t;xCYw(3O=C?-^hAGCvHTE%M&rQ$(K$CY<7l!H{
zPDUEfy+cQ2AEnvG0Jvd9m)Gw)Os-{PN{VV~ylKEOO^$?biyt;b;yZF6t?eA6V2P%_
zpOWRi=t`UcS6KaPVbpG|?D!KUun*9ljeY!(ZduMU@#G}^1k^3F<4$n7oX)Mmex59;
z+0TXO`D5&qu5^&rWpl3JHP*(7$~j-qR6!4G(8;zwkGnY;MazaxCGA*ab|+Nf;w5uL
zyP<lX|1uC&Nv*cJIxWYd^VJy6DbudXde1Z8ktCxQdbnLO{|WtJ0=wV@&lXv%=66id
zX!T>oSp6JNN2evk-Kd+>?<l@C&So~}0loMM4VP(Rs^2K;nKr#s+ssjoG^{%91BvM`
zpafl&f0U(Q!9PD4W|v^4Ahaky6|j7>CrT}~PsW_!9C=4eSBC9u=eNT9V9D?;kCt^y
zr(G~`HW7^ng?zo+jHmlLnN->1KG_^Lsj_?hI*RBI$(^evRTjV}*3o*jOAfnDmTP`B
z?|4A;D`}m&cqWD6a3<PuYK0Y+;H*bq*1lo7D{~mU;`l$~vNjt?<~=0ap-g_`b;rK|
zttga0-yaS_XxQe4)G?`h-$NAa=xQOg!)CdYK%>zJaqoG@OHD9P;C-&79(6jwMeX*F
zTh3pH!?8<TY*L-EZ{G#e#%Wn4{y17@*v4tK+q7}w+c1uoWtNSofhb>>HO(MeIh@t8
zr0vV#e6!0lwmeW~tNdqV<LPLtbWK;H#BNR=o81qDj5Dc4Q`p5xf?mGl`}IrWq-w|p
zX5-{^?a@IpdWklfF1R<d&`eo=Vk+pS=s%ww;x`u{I99Rf9+O<W5;h>jE4-d^I!oVF
z3A}lqxzf?XXL62LF0+jjkZ-j0Ys_x=ctuXXfRin<+Klpgrbjm0%wsg0dob%z25cv2
z>_&7r2UAE)KJ{!#*YkTFQo9ii&%Pbv83N>bE@1?gXkG|2ri-$79>OFEL6Ol(Hw?+L
zv}}$t{gU?4o+$Q3ct+^~|85^AhU@d#oI)u)$BHg5gcMqZdi<cP*fV2NfBA?J6DD4C
zVvBlV&ShP;aAIZa@h}X<#2>4W8`;Ro@Cd&}1y#G-qovADr*6m%^K-M^Yz>z8(0PK{
z?mTbS8YG!|YBJVGA7`wydj(bYY1Z-nJGVE#p3?0X7mBiV%@D93hnkKWIQ4>$o(34N
zXlx9LzYn9RE72#>mda*4dX0S&3&R%LwXN8cFM-*QgxO!++Ec}Xu`3rejY-7wx@|fT
zCZwdj7p96a;r}C**oMhmj{&;`v7#J*P-3o;7Hbz-{2OhR7k2q$^bU-F9EZJQSf$>s
zk1w3!-|gNMZ;Niq<TkoAShn<8N5sR#P8b7=P?H{1!YI>9(na>VJm_kj0P$dJ7K-+d
z&Y4Y>?6q-?d3KaeXV`{enuxZ|UIY1b(C0_HEPC6SC0jXje2;qBypsMVZ`f5E|6VK5
zwW{__KGCbG0M;%tqe{yz+@iZQMYPI3?G|edp+j?;K!ahZoDVo&W{UmLtbqx3X^MA5
zl1;WhE(b$~W^}72Go4dKooVQ-Lms5fmDPT^EoS{}rJ*YPS_Z#NwGXZK33fpS!<y|{
z8D=y0@b*{`exl^0OAhSlR0)UtJQ&9Tk93rD<U9tx?zy5Kh>?r*nmeH}Y@UNqT2eaI
zTeteC=&I%`z%h{JUn<c9z5IfaRF4}qJsfXUX@rfM&e~*g&>YB`l8t2RK#~&o%sNS*
zKfs8q6THt=r<WY-*W9t(Fd21}4MiYP3i<;{w~f|dv19N?nR?>kWBRhS$k<U~O>Ubk
z#SGEz-hrrqeb}udhU+0VnHdz-7V#)kP~?i?Y5Kj`0t!gcNLF3UB&FUg7@gu{vx|60
zH*4xPr*UkN{>*`s_a@c)xOP$Pwga#HvL+~HPLHjczyRs|zV5lEf_V6?16B>|j45(Z
z*q13(E@59LvxR#W%a5bCttxpKH&<59NxUV-PC%}`6~>nM<r)42;KtOJ1Pk~yOFin>
zf|O^RqfsGSPU4TleO|cAPqCPxx`1q3Cy3ixG`!L+w;i*4TvkjcCdFFZ=sD9vS^s4K
zwo7c$qSm{#y|XeQOMNXxZao2=W@3drJ2dUUWPWE@1Ju&ivm=kCq>kiuwQ7Jq!G29l
zj$=9S?#GxZ6zR4z+FxZRbS#e=GSxksTC3Bq=zENv+FNsBKf!X`gJ^G`VC0OdeeOM?
z?AFQ07_W$KU%xC%25QM%jHUnPlrmuxr#9J2v{2fl#;kLfNt0{=r<-iy9Yt6B&AQ6E
zW0R$MkRJrivSCwCWF}3?2D4x$=#_ui;rv#pRegwE!)ol@<g@1+_@Uh##||ias6{R-
zPm(P&BXm89H&NCQ8WUaxi~oijHg7UAm(u)-%X}!S?8cZH{aY<QUvi(=$IVMdK<$M&
z3;b|V_XXKc=&sY2BM&|p?ITSC|JP_5z#<(0tQRIq$@WKRr2TcI6>kubrH6LDjY+ue
zMKBsz>l>I|TqhAwim(eykEqT_T8w3f)<T-xZkIbTvk9}kawlad=kx-*oh$$Aj(1Im
zhm}D^>I{7Gv#y55zX$m{CR^WQDACfb#iOk|!x7vtyYA!6e!V0MFR&2a;NnaAqh@pn
zo~IutY~{2aHr5OvTF1&dT9VVfx8g>rtCNZbPTpm?o@^m8-Ns4whC&Q90E^Gy%#%LH
zTbRsb56p{YyI-UFS-{o{+Q1RVtRQOTw3B72SS0EQ>>vmZl+Iw;1%o|nZs+%HFw3=J
zC-@rUt(xc}@TkbkhUmHqd3L#Y1VQsl+GbcvnHzOKC$sO2iUSlV<yf~|Tap@^&wax5
zaSH5`J$Ku&21`)~Cyk<?W5nU`M|Aoa8%>G+S`xqBxi%s9#rf-y4fxHTgn7}K#Sf`z
zxRxpDLf$T&7VZ6x8?|kU)FHD=+QTGb<*I|L>~qd<+3Lnx*V&{=yFB<w;5J##n?urc
z=dvJ|2I+1}rxk`l#z@6%+bleI1yp#E>>2U@OiKGr4#G;!-EQ5KVz!N_JbG?F6Pg0H
z_93he$?ev00N5`ZNw4<vg<*c{_ar2tmG}p8IoPIAOQh{j0;jS*nn{My2S;$UizB9-
z(9eK6D)doU?{J^&%@n0lW!Zj{>2&PP<iDib7qENTVyuwkoOv+63=V=$`6HLc%=Pb!
zS~amZ(}S+o*Hv)Cxk;sBI<qH;J<*wIXW;L4X4<&+xHA(aCwY)fbiA-t^a+mb{6E;2
ziJi4fUnZtCXh%1THU710`>#3{4q>HN4kpY8T2_);2(Jw?iAFv8jPA&^n$WFHb{F`E
z-Vlh<ohJL5rL%TMXYuVkM^99G=+QYXx3}NRo&Y+|iW3X6vK3Da*x~-iC7v<0mOE{Z
z^@}<n<$oVI401JTT37jl`dR4O#f<49m4)bMkcTPT{K_L62Dogz#1BG8jhAA-l6qhG
zDIZoM!Y*Xzr9M~9rgYjncmX&fTCP7W>Nm{xSfM?H{n+S^UdXRd_!rCas1&wR?UJR6
znP2^fSfLxO!|KolXF4IKWY>Eg@2L_4m|LHWj)gVEj6yQ`rxy?}5jLXjraL8?%yGBa
zgDoQLq-Q=l#Wk?mxe8^!|Jg}(o1ItK*ivFibLc?Tz^T#g48Fw8KtP5Et=d<XSctj8
zZXS=TV)bWc)lN$1weTCmFVmF`x;L+29nN4yydTk}{*rRM^B0-={<wD&yJCD!Lb_ve
z^Q3NuoecY5vX6S1398@46z5>br8hHZbJ?~jfJB*nO6*K(K<Re{J&$Qvd6)5+?%~9*
zRG9`&{I<he6*V8zAI**WH_@&8Pa_g7!cr{c{X|9Br4B^H6L^XrFVJuSTGxN3sK2Xa
zIya@h8d4}7{#VV$Km*3xTAL|PocY;JopXGg0$hp;iJxfbblV6Q+rrk4Ktlm>PG~GG
zt@dm_eFYVnqZwL(f$sQAMS@u?Hbuq8P9(vU4&^Xw6XGG<-5Ds3ydhf;h&rg~PP7oQ
zkwDW;om%zL-G!VFE?fOw-N;LKb&4d7>FUG;!7d%@h$qbCW`(_-!o@z(+sS)PBV>Mg
z?9nCI^Ze8;+d8G9PjjEe^k+60mB^auKxFH0560w)Pd_D?{9y=lP_~R<WOSKPQm<PM
z-!db3)(7*sp={PvSp%1(THmB`WZ8U^COzcUwE|%_>XJ@Tvr;AQ*qxE6u$NA*t!i|?
zZWBA8n?8AQI#xhy=Pu~4?CO?J&Qsx6Yjn#eQ>lBBVA;N@@fIx|y<t{ohef{W{N6Qa
z^RhZ+fT$E>cb`~MtqsBW<QHy*-#&{5)_tE^pThwTPn&@)#d5ogu55gbt&3y)AX|Ge
zW`&`o)pzLhaNm~Y!S)Y?Rn7dGQKI$bt1&rfH(%57A!moD*c8NaCRo0^@dZ=8J~s_>
zvUOh$bTB0`uu5`5`-u60?Q`1qwDK(BaWw56i0VY^sR4eHz%+ph(_F*RxxJQ}Q1bvM
zb8NSwdz1K8;GC$Eo#l%<i;teM4{H~lw2IYRU7%#cHl^y1Fh;JzF9G}i(pCFRaMit_
zhFHV4J;`2B;T#!s3-SO_{g77C(`@cxmGHY9<51DJkXHNkH#AoqU`O+o^`GSzV56-B
zc;6aq9ez=l*=-N;8${-7N<DJNRLmP`H>+K@(G7FpkgMi~R=+6N^X%6<!FI>W{~;$>
zaHA$s#L$}y=95V$ETC>R3TS(xRa7{9I=_CkkPkjq;&=HNG720>*eSWw9ez>V2|ouQ
zx_X-K`k}IBXl&U2%Zzvugz%Q#LESlgLHFEIYnOG)Z0nsm18%p2h3GWQSe*~$apz|H
zU`$VGrh{KjGW-ylW2_*9jiVbvMI8dv+#8N{)s_9{*bge&nUzynOdICSZuFRjP^<tu
z4Ktcfgce)KyifLoVovEU%L+|X1U3u(;Ym4t-SKa*8?fW&$~r6?wu6edxOuxnq{nRN
zaVMJvMzasv<>82t4HS+8Wx10NgSV_PETwboE`$@Z(sJ82q;@i_GhnPSd1!=yZVAON
z=zNb8ES6;{%_1$PY_ky*w7}x1nav7ogIizQVk4+lABdDJ4YcN&eB!%yx)D@MY_Jhj
zOKkK`=kxyclCFPf(erND>jZL;WEI`XK2WVON^A-h^?9I$pJt*HRLhk9GZ#FgzZie`
z@62XHWiHt*4q*u23^ngOo~VvzjDl>~hNz?){pu!AkVBK|bb?txz&4l2{n%9YezMjk
z+5FXSE7E)B4ZHT)HOg=ufv}6ZH{sx<UGLEGje{QE!tC{UXZxSq(MCD`T$%Z+bosH<
z)3F<?D=jbAI+!!S1W{HEGU%)>>Td-<Vup?zJNt52@zbvz#&b+$0LVzuXin$W%8vEX
zvaUh;=?cM<A7&0i*E|&q$)`&m_M3fJ$q?yAeJZl^1JJ@u%2<%amN2slveo^>_s^E&
ztv({ysnIElImQL(`pr$y^#}bBsWFhvVp~h-j5^+B7aExuC_G>Gd}4B@SJZAzNrqv!
z)O0rIeWau-+B(_?L(Q=YoAp=B>4U(%$qUeG6}6bw#U<=qG+p9XS-qZ0d_x(9GvhGR
z%(OEJn?PYn56>BKOI6;`?pA)hdk=>do21<z3>L%G--rj&Ii@`?X?ON!GJ0CEvl3lj
z;Ww^V<6&rz^$KP7eF`pB2<oh^lFddtZ45I3>O;RIm<}3!tuYvphwnGLx|)#d(&DaP
zfBd~UwtzY?U!v1mA``WMYH?7zmTT)B+SoYI%*}33K2(gyaM+X$jS)#~-TujZCJzRP
z^;2aztT;gdgF?41OtECZQ$>4jf`pjPv##?c7bG^J1Ko=kbesJ7Zhm{ve0H*%<=DcH
z)c~>T{)uJHBAC_u75(L@-Fe3!D650C<Glc!G0gS-d3aQSTXzh*syVDB<Ena>P9a*N
z!>DA>v+AVC4o<b0p^KH_$I>XBW6Op9iY&G1@GL)E)b6J9^n8J?p^%`Y&2ze$lMxPp
zB}T-{!u#khHL?n1?S^t5Ds?6YYbeqc*pc63e?i@n_5Bb*1-eEeP_eJF`H1dU=e5GX
z`TK0_)IquNL}Mpyiz=23L<jTeO^IJJbJ+$SHQYxkvw&M?`*joVy$+qhvV9)5@@uXg
zi0+fP$NKlM%@dOpf;~CxF&iBAdXjzSG)*v7fAf}sSh~$qON?8z`J$KlB^^}&&a|Ej
z=`C&A=>#<rSxc$@|8%_xbY$6i9`^2iuTX{cRTY3nqZSkjT`SPtg&xjU#8R)&1(L&A
znzM3-LlQHjD3LPBo{>dKG?scmcT);&kp(TGd@RWtsgEowl3J2|6w%lo(2c~DkF`;f
z!z7ZTxQ^pGiQ_X;P9z#YBmeimdmq3!Avv6xuBx}(``>^6zmMWOebxhjCuD!sSw}S;
z{pAZ3mXTCc#d=6zh&J?gNZ;_d%l5ufl7b|J<aVYPB@2mT19s+TM5Cy7&^#GnW(_(M
zt^{{XEs+>id8@sfXJ}KQy*1nD%88jVvG{=?Z-yihg?+t9v&rKLv~rlcf_t$T<w=+M
z+z?=5G>8=g&&5;pD$X$Jr+%@K)A^kf6A(}8i%yX{qJWw9Y>>eYgM>}ji%7fw6!+;a
zO8o_N{649_P|E<~i5r>TDTW-1AwxMH#=k+{?xQR<t5IPN>MDy5>J*e1$ZsQ&JhG5@
z{cwqFu?-&Lor``_+ahm8zaWXh{ssL*ATrMCgz)JAbd)X|NUnYQDZ{k^-Wzrw$lzY%
zy;%>jas{DdPm%KmrY?pY2@({2S+H-sfZ7j*8X=~%T94`cEzG#lOLk2B*S7PQMKt%_
z`D?wxK6;b9rE{fb^Me?5fP#X*X9z!GL81HqU6v%6ZoVk@PnfWvNuu&tPRvHJv#MTl
zG7IblU7E1ZRTRj|nUQnd7<VE;BS%==3CbA&oD4qM9szoo`sCOWcODJiw-0TxstOAU
zN){wJ)=A@Hkt5MCV;XIQbb;dG--*LuC+E7(t=wq}UZxTd6vz%3`-v09v~eSPp`gt^
z7BseS`cwc$;?5M0$PMIW-A5cpV|p|wXn&u$Q_=Z<XM*co2&SitXj4ZCXg|Wn&dJ)|
zC+U`DaVHSJquwPn*NiHNzn#AKCq_pT8d!jI$M~d}?<48UOSg}o*o~m1rvR0X2E>B^
ze*&iX!lZ-^?kdRrQBEnJK{(yEZH3<Abn!F`IJpLR3W!xIhWzZ3*bxf133OzfnEJ6P
z@-|0O{-8gjbo2yBO~(Z;Dc8>-HR-#ok`f!x7zto3k|f>zXu(%g`v{i0%I3x}C%L%+
z44EBtwZJWL{yigm-HC=@R(H;j&-(X$M_Uwtu(csHAj6#bS|XVoO)4mnRdQ~gq}xr{
z-fUUS{<7`-Vo|KY%P7lTgJIXnYK97mzE`aDzRuJAigIASn_{kK{Uq#2fk$b{OF8Ys
z@6B}zKEgSeG`juUK4HPpd&P#W2@96#2E{S}n=r|V{sAM;Qv{c|Gw;AuGzaqd6P%$r
z8WM-5rZPBUhhNbvpdTPbF6*pq6ahO5AOP!>>{r*g5870E2B1wHVDxo>5f*?pwK}aT
zh^-q9zm>Gv0(pI_;~3?)TYzQmv=nz<ONblv?~QpQJ7E|#QEP$fw<t}KX`q+h5uX4r
zTc_jq*F`%*GGSk9*2vJCe+jf6V7^mlZAT!_uggW^)eb%n5|&F$8R>sI(W=rmwyORQ
z?*TZy#aGf`mF6o|{M!Fq!AaxMxb!YS4<H4j-0aItN0rXd{4NW>QU&E@t3hkvr=%uY
z9V3)!c}70lX>D+{5$o(@5V*)yZ>wn5`A_e4TA*pA|FnD^OkeAI3gi!p8M=WgMz|Pj
ztaoL=FJ|sq;G4pN^Y2;>eKf&LPf_L9!Ms9CM33}gbqQ`5BCi(<-)Q+tIo_&=;eP%K
zGxq=>v85pn4U{wdY#O$au2iKP|0>WX`LDL`#@?e3fSpSlt$E!!6)krnnW}5$f0Zvv
z|7%y3``~r~2c6!b)|KhdB?qf0PKNXU6jXDNpq6@<Inv8rTFo^3mY5t?k=SG3=nb7v
zG1daYIHo~+D(x2fdW4zjFjVb9B+~&a*G4ZJIUzFidEuW`+tn8S*J>%e8$29cj-I8-
ze_U;Oy@h*K=7|H+o{xDPug;51+og!{H2h&^8C7s8D9l6(*;du)^;JYa+HsYN*fL+k
z7Bv*&j~5bF0953PXFx{hgE>xATl+nn;vhZ05w+hk2K!L+?iW^XpZ}Gi4%DDERq0e+
zJ8$m!m@mzKKz192c(u;8w0LU+D8hO3ltT*4%j0htSRe&m1DhiG#yeg9Os0=1)x;3*
zlx!IGTPAKRIZP}<n=Xd>KEijG+r9pB9uG18LdWZeB8fLvdn%oVXXb<xtuQ$=psI0p
z!PH)h`Y?@x_F6E{EWmpKUeh-@(ZM7CrsO-W4ADsug?MWpxbbCii_8$Y-p90=#%KW|
z2z+h?276@5tv(+jQSJ_8K<<~Vb~ZpaNtcFHp|*mj?J30@vWH2Voj%kjn-E6YY{q>M
z6_V)~J#L%j*Xb%OVgEZ`q%4q~>M1u#dPz1q4tb<*90`qSUY~5WjbC@Xo?H`$fv(Bv
z8uR0jnCj1B!D8e)RoYdT9Hi=+QE9aSRwRZ|c#l;<GDdMYu3v4p+gC+w01jP0POn`s
zcfvk%hb0a}1L|t-MeuuEHTat|<b8$)QvN4%hPa>BpKK|^8WJ)x@KOH@<jmd?`U^<q
z52&A7aKmWPwgisM6}r2Z&2ys+z&(24QR+t{H#@9v=taOUp{{piFyF!vMke(Qn_Z|K
z_+OB-ND`M24g${vbeFy4@%5oQ6-0(rsGc!_?X=080E4()kgHu4rwS0DnpkRVwmYrg
z;EUa4PN{}FTr^!9+n3KVTPGdgW+cByMhXAiXtmz?a|4eOrB@@NG$KXK^BF2~vsFJ@
z0hXB7<v$tmera6lbVM4o0_K`oq3;<!b`>XW#BI_4KjCt5u{8{zvcf+hTe48#Ji#8Y
zf`L6EnEhkb=7!j{erP(87rO&X(4d`<3ICa#KJlR6zCx!!8WjFym)b!6%or$E4M6cg
zDCjTsjeFqtfE>2l>N~=nSZdRs=x-o2c@VYJ{yX1mL2I?3<@^T~t0vYeLE_)QDQba%
z*Bi*R==ChbF5L_=&<OP>u?=z3WeCEvC2>mDDqg_fjNWpLHOwISLKgb$W7U&BRNRml
zb)u7Eci48vX<0`AEZJyWlk80xBaEN0)hiwZWK9n-fxuqB*UOa2bYMwPDy=HUCFaqH
zSm2tS)UJ*v#70cHI&pfqOck2QVUvs|h{Hk6%7rRqGH{CMlcMr#=;?bwGu}hT?{tE;
znCvq60@sBmU~-HM_>>vY>^<Z)g+RK9phqwO&P<3TvGq>lJ?y>xH_+;>&fBjwI_hS|
zg{4mWo1K=g-D928WaV}gr@iCEpJ_*<EnkmjTMgM=iAIr+sT&pNwoh%|fGJ1%et()1
z(MMynJ;UHWhK21o#R8gnF=E~Xr@2M1eNEh|+S9)JoJR}Hq;2#~34vc;EjH=UkQ8*#
zYT`W3+0vs6!i;Op>BIn*45kRf#BEv-F^?9$8LMnUoi#gbCfjabA=X;AGi_&__S}uz
z#ufTmCev`Pk^*Zp389n8FX1_>Zj`PC0q(TWo;PP@K&@+%DQ@|yGuEh+M|`aq@3`+p
zTpsJ}Sfs+|N>cWr9wln%9qUW*Lz+8Rcm`@UEb6_=Bucjk3e}N(yaCQ_vR><qULw|_
zr1?icWg!-N)dj?gLtl21MOmL_hzXZVxrjSj-bjgjgkHbZe1I|exBI!xfINi;npqrD
zqEDz5X1XA$EHUeC+A$mv=Lv9c!sx+^gLfuoyDOb{9NJ648U&=(;I#)(n}e4P7Y7^c
zPEK-qu}Mnro5oPF2@=qEzo!l^mmO>A?)OBi9femsXMJ=t`c$-~fS;Y%Qv2Pg)6&_T
z=ttY_Z-2e&e|oRMu3YtYR(<|!U>5}^`fUvyJ;O+b)4q%0FfN0f9V8o&F34lac{10}
z6Rh-9=$%GL0*)_oTeV|+9PiosS;3nAv<s)y*YqK@@6fWzG6!=m_$?dwMWxXKIfxUc
z^XJk(G(RBjUm5r)UxAbxJz0CR-ER5MLk4xTz3EiF*#g`=eB?$8*=qIl3bN)+nD0%J
zxc)*DdXau^jF)2VTiMH-3OD)GfJa9cZEd!L*aX@TTDH3B$0pf!3(j|?fH8wZ!Q@((
zTJ60FplJ#tULnD+6!!d|;Qx$$V}gx69SY+biQ6?WzXSFqOmg>u0)VO=yBzCC8|xYC
zh!1jW(@Yo8xe%N`6j{pyjP(am;<k-gDb_Nkm|3{hLJScrn+z;}$pn-DWk8z0Or)4?
zcNXFZ7h<ioG{ZJ_Sml*&GADJ*oy-FO;WnTaNr%uMk`e*DK#lZt1~4)dEyNj<1WkI*
zGw{!bfKUecj28cZ6d1*COhs?p7vq?#A-SLc%yI>3Cht<=mmrgkZ-4!6r=zi2@=JHK
zPdS<byEgRVel+%WM?+>kw{$xi`(j(6_JT;e{qEgwU)$8^ULi7Ex34*R7}0qV+uhc5
zOV0QW`gcTmrejKTf^(lvMugI8u#B{)NHR>SF+i?Eqgq`tGALNhj{phFT1(jOqom>M
z19;c><*jCtoc7)v+3FhRfXQvX#(iyW>LofPo9&<A30dL1wA89@I&C%Fbu{%-iv+K#
zhzCf}$PomL+GcGavq}HZgpA_9GT&@Fn{CH&aMIhGRr+(siIMunKegLVEPs#wsl7@6
zsaF4`55C(bk!s_Q+Wrk7^Y|GZ8wyDsT#tUCCX<c$OZf4o`YNuAFVhLD8B6rfj{4%w
zHqH?!1ZB-!be#64qA{6&&l25<9!+5YS#&PZm{fTgdf^?#oib-+;Pp_f8M)Euyz`EK
zQSg1zf8W8eou`;k=m9@KWCWAeE~;Q8^7GxWtFMB50m*ChEZjx#*l4`-&O42`T51FI
z4J!BKT_l_PMo}DBZ7+v{J~@H`zr-NgbDM~t-l14e78$#m-ut1<yyFxKgDrFq%KS|*
z)zW=QiOmg?#Dj|oKk0bW{#Y3KVsj<}ki1xXu5!0d-?;Y<&dS~F-A?O2^RU`oItCz;
zckZ_Qg}w)qNUACOnU;FX+Q3V9TkTP`XZIl6)o<><9lfhQce-9`Z`Mbn3Q&38gh;j2
zr*tD6*=qY;^?R{n!yOqV)w*A^y-W#!?JZ}30=fM%(_q#o$dD%ra`!6O>qLE#OGGE6
zR^EW`vjq9AzE}Fgsn>*fT1_L~Yd}FaAi#8xgck#kJAK*lqU78^L6YsXt3Gseti4{(
zw7m?(uFaBFZTTCYt!@e%-QGV9*@Iknd_f@rBq3{Wk`9cu_sL*BTZ*@Z!P&yqG4c{f
z@d!J!>5*-(?nmhlj8bzG&ISF3ln)R;LPcm&y5T0U4Xf7|ND1a-a{?N5FpuKQZE63l
zWM&;_Ji}2Mi6QM-!(A*O3s&#f1dFwE48%<^uw&zU3)#*)Mjz72=4uipaux|t*_SLJ
z*`#x3tz;Xo(z9k5;_~Eial0J)7E>w7?PuTtvbKknFCcELLcMy|3*7Dd9I0;cIj-rh
zib|tne5Qaz6D)64lbj{Qq9$OwN1{cWLc5~X=FT(R_3<!D2Zj!#Df$^FaaNKuF+;n1
zg~T;px`{}d)D3_>j2Ca`Zg*M=cF7P+cP(dAUGA6YYn|%1jcimgY0D#dqy3F6r^}o#
ze2GN)?(Mf*n?cHasp`}pI4b9LlzoLH>2_PE%`b?<PX!5eQ`B{<Z@g6>=fZVsrRxS=
zvh8EcSf@|moPG~7ebu&-tB!y-hFK4reDzGp1dUK{i7a{>A@$$+r~foc5>6q&X_iwq
zqK*{J7)1+LD<rN)`3G^AcDtiA$L<nEO6_V#owqgTrA<0u>b#P=sF23JhFRZC+lXM#
z*b^oH^JWW1eA93WV!dt~6J#2nqa`45_Xo^{w<JXL3>pLUL__pA6$+c25ZTio6zjI0
zrFExm=R%ocqz5mc7fBd-dWjdgGgrQ-$7#I`f@x96Hr|0rA|G}yiHyCvM(r{QHHEor
zR{-8`IZ22Tu$_>{cPkv$)NFCsEkESXcpKefV@#{tqZ?x3s(xDIGUQ)Fd|Va}M)fDP
z9#jU^C%|GP7xt*e4HFKEhQTbZgal{kxXv?dyj=Szherh=EKWCaL^NHJv<AS2*s*QT
zDT>*gc<`*AlRj$D&W$3fe96hyJFOR#j)W3@w{f@C(OM9R$-7_t#=C)*g%)+9&NsD|
z-4-vkUaK2=S5F>aB7J4(Pfs3wiLU7APme}y@3R!9g5>+H68B&97tFmHgBl-&ux5&`
zY0HP85>|!Ww_X4|Ryr*ptLzxBK#^|x1)W&cX_AMYEZl3uXD21KSyfa-?nROYV;U3=
zvY(q!_Mb)@!!N^Zz<H>))U?I%LZ$7v6w5gMB#G$4kCHxoguMDsS6XfCyC*YMCrb)+
zXOIMebpHXx!gC}fmyrLk%HsM2PZBPF5(k0Q{fQ%PzpTel9A+V+<47L1(N{2m9zenD
z&hsL4T@|M8wc#0ekTg@Ld}a>jhFq9NZQ#jHwV@Kdj*Tf--58v*ojDMLrO}ot>-``<
zk*-DJfXzL9)^<KqFmc{v1zCI1_P$JF&@XP)B7f#LYr0n%$JvO8P_J&aoR#8s(D6F+
zG<gs~lklfSV_ARFj37^6ZE21o0rXnS$pRhtSCB=9`mDAz5wS!yTV3Zg$+Hgov$QMa
zcnbkdE+?8xwnNd?o>A$%hP7Q5AE|z0v(r+&COa3FT7UIgr=z=qKVErz-|NZ)>LPj@
z%ILtzINrzeaxO$J`_lz^BA>=n_+;YQPUGMi#Nl~vQ2SH~RLJHVIt$?#AA>UNB>k+>
zYR?krg*%EYy4fQRp4B;uT1qrNr*ah8R_An*K}g8y?J#8jt7H)R3-M0#$JzC%Wj{uX
zuvzsJHJ0&)ZDc{`+Ru<WsD*yqzQ;))xz|TAjAz0bHh`HXR!8ZS*hRDtELL<v3n195
zDxoEopBD$u^{a<I9)tQ&pVS&lDDJdXiV3O7MX6I*rZLPzaI2ho_i@mA{A4<rP_*35
zrfjc8Va&s~z%5PT&kths+-K7*iH!)ko{@s(6>SGI-cR$8Ee7?B9AK9ZqjuU<sWVd?
z*7SY3+xk_K(;*Ci%f0tAOw7g-ovmK<?^BHb$&!%d23#Yp6=Fo2S{O}Kf37ldZp?On
za!Qz}wdF~rAN2ER{rwpd;~d8nf+sK!V)o|*-_vqp+{_5lPgye89s{2)`e8wkIU_`9
z%ucI|&xFuqpq`atn-?i^_*juvr?OcELg>*z1)1oQ+#BM=|JGyRGgZI73B}l`f;o02
zB<@_WKd0Uq7!zGnOz<1d@oc+g|D4*DogUQjbW+ew<BaGXoBJ#fm-S~(9~yDgXVMMX
z-akZ^9@Ry4BeV7)8(X!T5r?0%KjwdvT_RG9z*%=IXpvCgX58_!n~@3aFzxj`sVJ{f
z6l*!#1<zNU{*`{a-3<)PEB=zAf!gW~9_IKF4DJAy0450SxnC&DU2b{idB9lkyA^H>
zRKMe70azR*k7xi-5u6><c`^5oG1ejHE|X%vO5WpSrej1W<-WuUO3&ney;E`n-zv(L
z8KgAjsR7F$L8iV7gA5pScKXT!_*T(^wL6GvZmhaNzm)|>HKL`p{0(v?S27r7K2|3E
z$Z)c&ArkdTad3rgyOH1?y4f$=ZfMeMc4t~zBIhCit5Mq&!tgYm0cSvL6!jh;*}EXl
z(#KyQ8~xcLGI$O0KOG5I8NO-<V^b%;ZX?;dY-5;0iI!}>OdiXHf=SYEe7GQ2^32O|
zfc40m=tQHZZ(c;BAeIn$yjr=2K;BQrl3a(PT7B)*mXKJlYHp2L+aRU891;tb;@+TR
zwb8@lXYOTj*kvmomKky;zKYNx4xn(J#_ulyNXID_%-y~WGCX2`0_<Y16y(DQBQ~E*
zh=cC#f9n%#td3);{2SkZcJlhm45nwOJ98h5)YKa%41bfYwgJ`>r+2!>=rS{pQLxed
zZ}|uD&MLVM?-b<mH8dE8!2i)zU`nUya;)>9YP-oCs?B%}#RFo92i=O$gRXxq);Ub+
zSDf!7DWV9Dn<T<KzJe2V(j^Xi)E#+J!PFH&)Wt%jSi2^eWqkD(9p~<^`CkO3T0mg}
zM4f;}WNr}SxatzndhX{*$_Gdae}%%uY1<efdooDw_#*{iY<t}WMw0Ah6f^G!i<eqe
z;|1Fb<%Ih<{cTEIpXQ3HAa7ricIx+WJz`>CDCQRNuwP?&(<$=b_6DTR3s1&6t2cal
zT~bs(L>oIK4sWQp<r&}W6a}D8-eAihVn{ob#bMt58~+VXdTj3l+)dOd>y6yHU>lod
z0W<f*MV=}%OX8%3iI2Zg;?$3QS1YpH3!-ziR-`jzM1O(_vM8!mw)+DZ^%d6>nw)24
zR4fWj3$s1W6DBKh*wt9I=8_GW;?~*SGRu^|`)h_+jO*XHzr}$2fb>ljC0Hgij7JkH
z>4)@w0Z7>tTGtOTwiWB#zGyo=IecmHqLzs5F7e>==N^7hi<fkK3iRgJ_^7Ns!FgNI
zn4=SU-ULc1gBP2Da7JH8DpXe}PJd3wVcq5dF9}7eK^_a*qbS>mF{ZKmhs?NbSUK|~
zY8x|Tv3g;U#hT=yG>p2}$uo%|LClwd=g~{1AH$JxI-tFyCf{$S7gNE?={brC*`>9{
zOqkQ|TOsja&wksl&vZ_Ij}IhJ1l}%zJEh^gP?iQMqD)Rad_ReQukU<`tuVmFuW4V)
z_I|u1F$4aU%c5?mat;6;_Jg~xO#vM`)&aK3pg)B<Jeg@bk5JGsjcF4pp0bU|q-c;%
zjORcCzR=(MZU1)1WMtQa+l>jUPrZjcrDbz2PD)a6{#!_=2eqxi_VxFuY8Ux*;6nHs
znF&X1*y?*0m|u}Q>~!EH0d|Fa2<I0`ZfGCLQqE>M+XId8iv_v;2-n{AFzj+KS^eHo
z>8~Z|*e1m(T0^?>Y;m3E(C7icS-E=w6<)Nmq1Gn);9X{`9dh2?P{Ev&{$1v|8vsOh
z@sgC^$2~+K{SKEUIT~-9ei1H0GO|qWR+j56yCnO+pcmU&6?gje60JNV?#$?FT}Obm
zqX4lckIsL4^qL-8fiMW}Osp+)+v7}`rC{e7alhMs*I!h?_WwHuzed<)#DM=O4bnmD
zw3S_aDAuE#zC=88%jx~cym3+$2xn}u@P@v%mk`$*`qnGg#Dgw<A|Tk2A~N;fI8R$1
zgw*TBTD4!ajsKZ;#qYVm6iVn^#qpMI!;;N3KaFF6$hatvM{MJhOz*yNQN0X=enXqj
zSatp1;NVdt2%-Q`B6n9>RrgWas-kU-70tE3Alp-%XjQNO1!JvBv~%R>>*Kb!G{r-|
ziJX}2758azx#TKNF?giku(>B5B=yDs&bF>U*}KJr5MG3ldS|+Xc|*U_@kLP|*RQnp
ze{jQ?(IpNdY7tFftBw{h5!v#Z1-aKlZe6mFBT=_|zs*16p7#-+`CNESul=?Z^$~qt
z7ji*1=!ejth$bA0uBuLq3{HxDy_GQB9KUM~zVU)C07JB$HIhTglf#~gmQD5KWbq$d
z2+F@D0DP)<XU9M<dwYea(1nYGq>rv4C^)GU$%JwP`jPNwpZ><@SM-rrb`g}60448D
z(5-DyK=u@3t-b%mZI<L`EsEaP_+VPK9Easwx5WKGJ*<3*he(WTwwIrhA{r<wOI#m0
z(`e#wSidZQy~u!*1LSU$Fc@S+eSi^)48TkhWjcwCmvpI|zHem9<{A&m54IQnqb_gH
zjoMDBh)mLb5$t2wXX#1$R2hFH7Huu^n|m<-lVaW<r;}iK$_wuv-+wvEf5Q||_Y~%K
zz|4U<Irx{}CvLyr_RIgkhH@{`gI*Aa|4NttmtPbM7X!0kiaS52-qoBNLeHUzHYY(&
zxC#Dt;e0}DNPT$V_yktO0pLM!p~~6*qQAS|tv-<_@3Fn7i{i8oU+|wn&R?+Imy2R<
z1YxY&8vqt1NFZ6g@Muw}42E-OqKr`$Z=z%#V7iE6Qj?{?>jL1O*d9I8#(>zUI^?N7
zq-}c~q)N7XwM;g^_<bJBcODnFhjc6EEUoER0Dw_xH4Kt?w<a26S|U~jqCxcvr_-4R
zQd&-wDY2TLw4LD+n`hG>g8Fb-oPIAI!bnl<$Ix~n^XBRh^I<!K;KR0nq!b}TP_exW
zpq(el_1>n4YEV27%3w<)L=mYwQ-FWxJz0{gfH~umYXcR~;euG(L*S;K-|Hsb^*qJY
z4|!O?nLcNIoj<~8k=~o$kKr0Em01AXy;-u1aUUf02LR>aCoM3pd8bEZAY$$PK_Gfa
zQDO50TCgXJ&~*o&vHh+cOi4I@uPk>8nFa<9H_*t2^qSwkHXy{eR8I>9nP3VA(t8Nq
zP&fJaCSb@fbI&wAirM@b%&GBNPch*laDy;TH_-n&UqzAuKs2`ln4OXdtkTB{$RYsi
zWA9}stcvhoBrFb1^&%mMoN|>&nR!v%v2=>%$Po7}onqNa0CEJB001Sy%t>Z)6`g5~
zR!b*qNcwyA_wg?y`bwlftRGjOFr(!YJn;Nrum5%a!eB>y8l4Z^#|$%bN?`)Ue(uLn
zdWv-xXfLLKyun&-XAbu5p8qDm^?Wk8&oyLh(C%$qC<5UMlOtOz=oC{svI=e+^>yjd
zWj|PqxAsT50cCkm)ZeGJ+H@~7^m}uIJjdTI@^n$C|DX7`@%m9+^j|05S|<UYE&#KA
z@dwoVfTqOxt8%Prf+{7?vu@p5h_-uR*<zi2^5uT9v{Y@QF-0M+NR{})XtGl*HMy^l
zl(+z|897-EKty1k_9l{%jh6FBUd+5I){FK{e>t`v5gQ-V?+5sW?vgObV|p*}uf*c-
z=!e+KiN>F+@1gyx)246A+C|ppN5Gxnq1&^C+p@^R)$4qkN4KHc>Dh>oGy0P)i|H8Z
zL$>=9Wm6V(x{tz7OybP@N|>zmtt)ypNm9r{s*CLio_8j*?<K)lEhXo(nm=;`+2X%2
z{6@Um9H}voFk&EW3S;2EX4v$J5XS#PN^cTFD%?`E0$@?$UFGyh{Yi>4ZCZ%$WreVv
zLw@Gx{oXz>ivU5^&5FfE`?Kn5ryHcSF43WWfms}DpRk=g${z)0M(JXd1utI$rwh-y
zUI3otU#Kgd4gn*H8(1V-T9N$Hj|qgBxIN~-j_LI=qlP<clWS~wVa9V<d5#;o$tU;L
z{pxng{;c4i$Ev%(VSAO*KSc$J8>!wjFq_<GqPOoR<5s%&ia<(v@SFD6jXwI!0u{p@
z!_NBOWM-BgyR1I*-o}u=`b^Fx7$<C(JcL;u3vtGZ62xyG=5*g}p!V|bEU%wClbrEP
z%c%o}k@n@+NPkECc+D7r3Cs%rmaCtJ&Cs`;y(k{M9^7(en0_%xCXBB18TE}B0hS5<
z4WOmwNrH-;lx1W|pOND&deIn02-HJ~n#~w&NbB_F&7H6DI?fMa0#P&{2gH+pA}{8X
z8TxbNt_iF~>HQd22_E{bs>dYBUn*h3!T5X;y@B))Vs4$s);-tuK1^SUaP&gzgSMw5
z{f9Vu(srLJ$?dXj441_IwC&oZY@<Q3f@kHe+5$UY%cQTJvRJ3(!t~M3b=&>x0ubaq
zNw@6bp%r9j`dN&;uTIMQB&JVLbR%u!k%CycAVP23@0kAE>~;%zF<4)eVd(jtF!}nx
z194&T-ch@6faa(ykVv8!bM6;xr;3!R?L;q&+x1LKEhQhY?&4tUA@~pT+0D)M5rD$V
zIa=Z$L)+8ID?k&FwPDN~TL)qL9ksMaQY`$)*~4(>>}UbNKl?rQn|e=8#)jOWRlVhh
zkMyKR?*qJ4NBxolGm#FY_H;-zUJ0%`_n0{B3j_oU1s|A{*WF36_W>J)w3$98CL%+E
z(aYsIVF~*)N=|_F+^>Hg>#X*`Z4vXo!}%db?+DJ$%#SidU~|eg3OQtiLw^#i<xCGL
zF#Sw&WdPPzo)kGpw#9IONKpWn<AhdeoYYZG+=|$5s)YiJP)z^a+<B5oA)Vh98v}Zo
zOxM9Yg_r^JY#IIQnBst4Y5ptDl8`m_KI%i$RLW>!@On$q@wuB;B0NC6*2Ohk^v#h5
zT+RXFNr@^j-QW|>3UMpg8XyQ9hJ(ji9p#}}>`<mCnv!vejs{@W{z@(XYBvcQbO7fc
z^%-u)#bGwsKA<E134?hd>%Pi7HhPI`F|k<D-yCcKQ-@B-d<fg1uLgk9d|9qWm{t~(
z>Ez}^lU>x0ftZ;BK`kNhca4iB#uS>PLli<p^mqXfEyhd<nJpRB+JK~a?mu&U{4mA&
z@6{m;f~n_|9;tI@5(Cx9NHr;dDS&!Zgq{xW4OKrl2?x@9l0-cW9gTt9J0H>F%;XNA
z;ZhjAmOcg`6iSoG30lD^(w<qAa`Uv@Bt&*W&OHefU|D;G-sJ+hDWn&kp5*4|WWhug
z$Y6wu#R2;>O8L<1f^l)@4RRU&K|!24Xq<cJoFbJa*>r60k%C<LDUf5wJL`XpRC>G$
z$UM>vKypWO@GON{zg-fi6$YvC$Ys4?m(^YN{x8nJ*61n!1Bd7$5*&&xCYCun{^Hi-
zffUfbo56v>lb@L-c{0k>ouUiWz!(y7vpK-<9`poD=n9T5x8tb1=_Pb*RL&3bfWczE
z=Lis0wQP|mOX0Y>N4DkcJ?YzIljj)^80?wh(TgQN-@_9F`(dpr%)RG9&1+I%>s>4`
zf@d<vSu5mr=m+;o<OU%Tfef27Oe$@SE=Kn0Wzy_lWmdJiu-}yGY=vOh)B+5)P9FtS
zxmf8Ip$owap-D3411-vug=Wxj4yaRi!hves`|oUb910J9j6SzV7UBoJxT}!=DKcgw
zw)<srh5v&v!@(ZyNKmV4#bt1b1FfIVoAk}!0N8~7=1C6}ZLphk{M{+>aDZd()kTcR
zt8c~{$3Bj!nd44o_kRT%sNM$eEietLZJ1~@K;uSMrPVl%G4pZLKCg2D-}Q%QLL+gd
zz+W-Y@}h+Xpu8ibxqsF+Qj@Z|##!st4~d4M*DBUt`3DU1enR@>>0puJAX`Pb_8iIl
zl(^kRkCOvDs0@AxWG5L8o&wXyfr*v1I-qCGX4Lk&bJ822wSKgS@}6<acjx1QZfR}q
zS2#_*L*K$s%Mp2M|0j9#<Dh>LwQ&yT=f<I)<(!qlWCkh0d!T-k+cpElZ2S18%W-j=
zL|gkAVG)`Po^Q4fctZO5PGX$L#w5dI+yNv44}f*B5C40|3iRu77g)dpZEfJ#1%|Dk
zLOybKGCX<#&abD+4DdDtVock6JcnKiD;^lOhm}m#{k<Zv;LxtLPk*~!7AJGI_xlAO
z=)A%<@;D?GUa`NfPFnL3a?%HBeJ-7sYA0iR{{zD%Vz>q*jWdN<1EA1w!e6zW50w}g
z%L<J9%>RZ_e)HkqvgyR27kPO5S!iv!CVlQ!9*pGK>t5}*$cKPDzKphUwJ3-totqR*
zhj2<kyn+s`*|3oDK=E%q3EWsMoV7@%?fhjCd`uv!n6c2qqL0!FmM-`zm@T?XRx=6Q
zb{=aC^fc32n`LC&y=XzszM0|fbmOOCl$3Oupp`5XIGnJ8#bTt*;1*bx?lS@IMtw-{
z=`m^BBs_fDsi%;u1Z5=pf*KwjN7NT%Y+pAv^sdG_O}b^Oj9h}#Hz}+^8#W1qty9dz
z?Z(U2LMYe<u+Cd$Wa}L(59%z&Xc^?x$~^f^5q(0e<~-Q%z}o6WS(HpOu)Pr0Px~mT
zIm}#?%vu-bP=Fi@6c1-mY>WnicSMTmBPBWe6{J}#x8-x%b%}*P2u}5E(>C5uG5CrE
zD|Eag4!C<Cjf#y<)fu8I|27Z(AHNA2VfpY+Z1+})tIx7vt=EA`2<j*=Rg`;=@SM@<
zD0(I>id>N%hNiw^ziFyPV{fJeULGb}H?e$L&yj~)zo<9JTt)4v2%ikfb;|}6fchp{
z1~ED1USvqyjYP2H&^4`K$G4E6yc}yE1n0-Bq3%<NRmGg`R_WNLZSNDb-`%MC^YnK(
z&q#SP*f`osaOrM6Dh@B6`Rjdb97v?<BZ1Ob`5XsPCvc1=nXI?ZCjf}EE_6s2dLf(^
zy+248WP+#NBMlS@<a4eM4%L~Ox6y949|6})tm^zayPxhqw~cR75caIN|56aj%}j~)
zj|cuL5USqha}jziSf!b6q-wS7gHq%lk(wSC2a~}I0@L7YoH;gLCR<qcd2h(Tz8HuO
za#``f^c>r8pU`x0U<WI*+$F5};FY$)1$E}`d;zN^9hXzv%cD5W>cm^8129KuEpqG}
z_n3u>gAI{I^R4L|Fgp2K1lX5qmqM739Lh_#&e1Rc_(~K`KE<B@)?=t11i?35t$$Li
zzJ>ULajI^R8+-*;UMmwo?p#F+!d?-bb!P1?lv(4|{U^v3A$9PZsMV<JnWyi~RK2$f
zNFf6`#hn)QbRg1mVR657rgJ2?L;~sjux&KUz?deD9IIk%j23V;?IU7EeQGl)?x%U^
zh1QbYF@qxf0lR5T0Q&_QCSXw{ClQJm|C$`5{|Lx2L*%5<%|XFx9HPQBabzK8IV2L>
zVIEPNi*nR-97VZXfHg}NWbONHmje8zK&23_%fc`R87B-d>l&A!%Dk89XQU*1CZ#kv
zWA2g}r$3zgUEjvp?1-RDZIa!MfvE#@-VU9lg9}_7b*}n&d9-Xl%&0DlgQVtjW__If
z`2DW{4_eH=H`DUy-~a*kUCh6slehyFMe6BptJCs&^4U&f;rAJl7*&dHC_=gLiA>A=
z>)fSQW8pL8QRLb7_Z6+ZZq~TRR;Ai;zn`vabB4J7CSLUqP~B>^TkUqsFr>^f;og8f
zZ)D+lKm0g@H8>+=)Lt%#ooNyJG;Pu)(}+^I0&GTlO|pn{3r!wkGK>TIA?=IvrcY!t
zSVHoU?9;B1MefTY^&HEQqv}^F;tZp>%mI-hE}<{@FwE@kUJuW7t(Jl4LpxwX#e4x{
z(A7o@G}3$17|oXtCvD?NZU8U_0B(xzP;0lxHqv=O8G)!~IpZV!_A)4{5yCAzc}W~m
zAdJxdl1WhoxuEf?`?J8JGUuaY15M1$wJ{!Nkbc}67Kc3lBxXivu`hEN+*9yF>%8#3
zglNcAepSr`SsJ<pu<mODZ4YS22CUxu$gCJFrKp0Fc)EjPA;mAh{C!AJ(DPXH^aove
znC1pTmE*^e$Ixw5T$uQGV!woOFpT@X3xoiXzsZSQhs3(sXx(*MtriF}<N~nJq?lkb
zFY@}Yhv0XMlSi0%dX=94rAhIyk2~7tF|dyfcQXK^=L}z{AlwUd+(!z7RXi6dm)gZl
z8|`Yd6P0$`m?$u4P?XoShBkS6xmkKTr%X|`_X3$jI-_Gif1@)hj>{R$`wF+8)3d(!
z;?a&j?6r-_B9cT0Hn)}?lQsN0DYmq2JkO20`v^KN!DuW*SxDwaZTGbzS_M#Tb(fId
z!??ynA1s=D*asO152KCrkh4x6S1B(^e|pIR*CLWvY~%G3*b3o))XD$rruW>>af>s(
z*7`IV{Y$1#2_&|j01~vA9kAU;%c9=NG{7%K&Y|<C6g8#6UFt%LCGZkyBT>XXfU}!p
zMGz}UXU2B_swj2^8bI(e+ossh@^|5i+Wb#D0`4yalO!0-j_bofIuYv?goQUTtwU1T
zRgQJ8uQPN<W5voeC_JEz?>L)P)oItc`<l~1CkJpiHeYi<=(PVBGgFG6APFaHx+*gr
zpnSU~xS>fE0Tc!u3?NGV2jy7%^f|_J-D6;B@vt9B8`u}LnHza?=R<7if#EJnvG&40
z<fg;Dm{^#`VUa#KGA-ex*h+w*0<SzHo7GOcL&{=-ltPp2&14DGH~=!L4G8%>D+|&-
zKzvK&urLpNEo?k08Y8^(v{UX#Dcfot)L9M84%zO_DV~@?{~S*h%F`aEGuoOHw?WZ!
zDFm1<JBPT-kyEm1vY0ic);=?=he%hTM_4p3qbn8P04CsekrBLsbW1NgQWm!|e7cYN
z#QGFYVz$*WKgVgS8OdCaGhuP?XZ*r$R@4jp*l5NrOfqSpS;Ew>*&JX?v-cd#B<3r@
zpO`8PcIG!2{1cGgT{))ji<0T4<N64#_q^>sKP75$pLmFoRY<V_T?3E_!<EfVCxQmm
z%4<=>o@{nrtD}>rE++PXR?%oXq%w>;S=iYgvHv)0dpd~opJbd0cT^lC`AzmS%vv{3
zPE3fIzCjgj!IUtpbu%KY2*2Smlu9XHUAxMNeQ1@W;Gs#|@O&AR4y4T(bo||tc=%5+
z@SiP6B(J862z!B_bWE=Oz@%{d7=>ebOh|I6%}drU#pOMD%X^L+d+J??f~8a9VGv}H
z!+z7a#nJo9CE6$oGwGoQu5#`dz<6}Mt$yTAFg`oi)x^-AVHnqqaX>J%s-9B-5TtvV
z$5nP1;|IwRjAYh_88~G&%<KdQ-Ao~XJ}9#02PV*v04VvOSA5lHx|{`HO2FFN4cI`Y
zmO;~PH#r50MO1oUMH$M30eqt<)_%!0{)_~bR&H3ah{}~LzZ`&$hZPwnXSpRaC%Dgn
zhz9fV*-jN*1mwlc{-o^|>FwX<A0AJj`%TVby6`)sG{|pgZ}RxQS#fTYivoMGxxa~x
zI+&&q9=RA`-~p%R0JKN)L~_^qvE))}a{%a9GnP-W8Ws=Inu+tsJmYhgAYJJ$S^!cY
zXKn#FVdTB<{S1f0AS$;@SQzJxq6zBDu0pom1{Ed=vhfL~WtDtUZ$Q+)R}+6O$IsD6
zuY}RHqS>;^mJg9}zrx5+;6VV<SqM!d*=l3Yhwwcb;t3lH_`J_gG7}D|47b22q0kjQ
zwDW!9t9)a|(vOu)2wrcVTlEGtV=KyF=_z!1@pRRQsB2nS<}DEn=tX|FqL~E{Z;$4o
zb$r~Kt+1$H(_h&A31%JGrPF3jTI*qTF>CENxw7Vd-ZrL+a{eyanKWs&XAwCnl3ACW
z#~;@#vK$hN&jeB@IgdTpB{o7@aE>oBiunqu(cdU*r)9>1PjjSY71%wc5_im)e&s2O
zcJyB=VMddDk4?`;FIct`-84iI$N{bByDbBm$qSXvraNEchMc5NJxu;6FonqzMwzak
z6#W0r^w_QSd4NBQy=%gvQ)BY;pIBlsq`Ax?977zwSwgeGu13IBGIO@9UHaAMEtn+r
z$;!A`aP)#V_qa}Xv<%Kf#fXa@OJ~Bz3j6E_ffbfWBthkv7)=E8_{l^v#ebIYFMBhY
zOs0}avI}n~L6x0IDyXm|Js<u(fC@|ETSe34L3JR7(Z%U=g%p+$atXgqDx|O^KBS-g
z{~(1W@c9{17@jAkkiwEFQcB5`LJCW!Qg|%-D?kdXq!KQpkcd0N@(13ej}n$kCFo45
zxv?Gk+_e0GH3b!R56tvQUIKsGb|RTDpxp}-iR6Y6Pbi|?ZR@`T3zNsz4SLGt30~g#
zL@EI;694662_Gjco>=#bQM+OGes?8eU`1nlBz#uVW#gq}f}TS?IFm~iakhc~+MxXn
z7mZupnG|B2qb}Gcf0C|=Wk{t`bp2nZza{;@d{oSP^g#mKm`thp?lUy76f*E+3Q|ev
zX}3#+!qy-Ai&E>#B<OONQc2TPtM<!DFcxBklA32mVotzp_R%9n3fWYOhdc_|WYUZv
zhl>>YEkl#dP>@P5kWHrckl>(ir8W$hK)GvXQcfr*T`QAxLWN-xF9nO(OyS8>Nz(F7
zdMT`pK~6)H9yvuf8cZ;icb+k?d)0knNr2S%Fgm-?ByZxV7v&c{K?}$)O_t-5EYqd^
zN&IXoxe;UCbkN1Y(=G7w<c1Oq$)7Xn5fe^053n~cT#h9@F_`kle`yb}&`GDaFp*5c
zBawMzD#$&6(}fH*!x52r=$d3U6q3_bo8J7pz`njH@fhC)_GS7g5A1&p_~7maw>6Tl
z{0$#JU}i|HN7Z068q#>I(q?r?PNX#we9xp^4KTmJ6GUNFlVk@clIglf#DX+q{6=z5
z!XUt5$1~3Q%?BhU<WYRbzaHa$>HBVV!y5YQC}&5QX~lpT`OsepKz}8C=r20(;7lR|
z6&3fx=JWml^$E6>;?P*a83k8GJcV2x(BbKC@iIk>P;9Zpf+Wf9&&N`;12-U(+amJ^
z&|#2z=mhl6?1C7iw;-EC{CAMo)irT4qCq-M8YqFHs(=Z3K7~xRp3engL<z`WsLsJx
z9xuq_aD@~DP|cF!AQbRDL*eM(t%Nn+mk6*KmcuB`DaLruWLMz~=_}zF<OZfWHg<bU
zi~&a$1mj8+&Uq1We@Olz-$_1<ao+`FdnuOQSZb|@dzV17X_Ofiy_?o}jE+;3dG7D@
z=?6XO7gj<)C`@yxEVhR;W9Ve8iI);-l3^d~L7u=7z_dgqk?@8o2uv<P%Z&Q-(xm7f
zPbNn-_nA23vqJ?2-2n48T2PT=V3HqD6&6gtCL!QS0*@vPmOaJiNfAYW4QrhyxJ<D!
zl1X{F{}+lEiWA5|%#L6yDB_?9+6(9DZdZ{lhtZv5puNz((e+b4JL<A=j@)m#JCpPV
zN&qp2&>tnmek5T1BEfNzTqZ^5=8lQVx{t0KPu4SB;N0dB6yBbG2HaoNM70`+3tZ=L
zD1pNjF7YfP{otqv6po5Za+`KS1T2}r;?nC!C(XT3WFl!p>n{VcbVeeXNkXXS$Vcu8
zG@JqdSi{}|<~1O_3(*d`!v#(sQfPHR=P1uvf`fpt3$!<yzB!hv_aY}7OPx;G-Zkce
z0apMJ_)Yx-aA0Z*G~|}f=nOr7!)HRTCeq2#grd!Hj7oW&6ju{Qb}F0jCUWxlvC2di
za9jx|ej}C5CjXWpBeKba?5<{u2{j;eVlAbTV-tzTeEdcdnvHG^LOC-I#uD`jJ=1zx
zeL@#mjd2svZc$-$VF*@XKms98lmO9%_Ekh^eUoCL&vvht1l+erN#v5S0}^eem>v)$
zYu*q=qA@0U+8zQ01G#I*eU)?yNP~M%h=acHpF-R&n&?T#G`aw{Eb^Yt)iN18t1FZ8
zp)|q&OaDt6F>>D1+y%Z>5{DPVKh00i8C?nzn;{W;LgVBb6C6_{PN$i&K=v^UaV;W3
z-Qhp=m*X^xkWeiL`ail#+_4e~`^cDxKtNzdm-i^b@dJOgCd(saFZH^vc0&=W3!!mC
zoI@9euJQWl42_hAQY3Wh0?iDMiKyN`l8HrAzm5ZX30ke?5?UO<y})3KA-|p9M9$w_
z6`4_ByB+&b@yFy2UoXq1#D}1>bpd7^;>zZlQAuV2&jsgj?D0!TNX*Km%;UvW;)hMh
zkeIVRoGy}+p`SXolo~5eCVfy6IotDrRPjA2<z;S(rBrHSIvLElKSlqlr4MbadZdxx
zEj$V509K5Aum@9W7?4wCqXqPN9P0Ty4pxHsH7uO%6Q5W`0CNFXWrvhxSJ^!1&!p7+
z8r|=HH26&zV9Z4Ul7`BaOqznoW;&G~BWK7R&M^m9v=o9;l{t7w$#gR1kR1V^EKeca
zNTt##pVSwQ5xIJ3!Sjq)8Rl344!DD7TwJsxSJ*L_#vB_6O-M>IX%`-aWS#7cGsP35
z3!rj`$w2s&y(KizfFFBZ6P|$_0%~v;KFbtI$7e7oLR!FPgD0*q`((F*Dv+x)ocmtp
zjtEW97GaW3IKkxt9G%5J#a?Bi>m^)3TG{C-@_bzMQ^-2wU4)MyU}Q$2D32govgp&U
zYVxZYqcS$(PWVDpd{2h?I`d1V>B3k-!Qd~aUd<J!$_XVWv;9jG#i_?qnnm^5SI08N
zYFhKTu@qIu9@os0?@doB4g>Nym&h|oCpF3fy@n=f;|K31E0o|4HdwAHTFDVo@dE{b
zXE~Dv>Ahkbm(gnKw>OSg5=qQ#pU$JW_o&Z2=%z?Tfv&{6{*fePM6p^NP0_v6sg!^3
zSZZ$3=S=7WDYa2(rXf)2F|x-uQ)B7W82wY}CVf9WHiq3l8pw<}u~L&Rk*5D3z?~bY
zq|+1?-=seo!}klnnxx;Q@$>YnlJ9E7m+<wphOv+p+@kc4(zqSn&qrPa16FzrDYVqO
z<Z5x#<h1de<qu^?z|=P_7-f)+dL=XJJ&7UvN@CQrCq=E7qUIdW2lRegJnUkUvlC37
z_Wh4Os-oA&uIOB3DKR=an$T<t2D2hvCx5gzhx!^SXFSWNyoVBnG0g!++t@dJvIChJ
zHL{!{Kp7L@GDeU8x*?2KjdEPzUd!X(JnIT)_m5>Ia|s|~qlkb@)0srlC(!#<#I=bl
zmB~y}2}!fEG&MDSRSStR{*ls^sTn0g_YknBvbpkXMt!~|Kaxscn#l%iGT7!TnE><o
z=~QYgrKWg5g*RG=CHHH#`*fM?Z61Ja5~x<dOY*yZPaC$AD#ud`By)Xv>7=;CO`aGU
zaJH{y5+F!-vm|?@{O-Z?rYE8;{~O7Q%Xs2-l7du9&$7+h?lUFnq)AqcNAuZKnj#W!
zyckP^#&o(shb0Y>m_+H<2<J>xiHght1Y|sXnS74fI4Qk&ktt)XVmv7_OyZ^rPQs*9
zVw7=(-{OHtxfUXS-|*XiVg(a{706p6+;~H7z|iPHZ|`e9UPxl}p{<~Ipp!xrkn54P
zbAxGMQ^tJ7$+Yb}G0D?rV+Aq)9>7seP`vV(?OY(EMH}nAQZS8iOjeq6lRoV_d}kks
zO5Axy4FgJ#R`f;@6VdBZ4`4w^%}M0B6!a7q896C0Z;`$4#zb-@JqbU3M=VXeZz7TW
z=L)mle7&?VnNH|AE4fs>HeF2WX=V9(ZtC)MQX`^@rA)s3XgaWGucyW?Ju;>~-IYs;
zR63vXKV_5ldVvDqEAkl3!<hop;0iSsE#3FqunVj2v)v3uZ6eBDQuPnQW)+4LBBp1u
zjqyq<VNftp_wi+&9QKV&{*3L76*2hW_Ls#%gIw<q<wY|ltXlWi7*W7l>m#2vKbWlh
z?1aZL+TRjsr3KzOw?C7{iCw{5-<2C<BvQZQyVtWf#bNA>d6&WnlOhI0g*^p;M;(ZO
z%y*a~Y3<4G3BV-#Dm=7jT}bI9l^QQ2d(33s<m&YLtO!?Fe%yIqj0V_ECV5nku^Kre
z02ZtLkV|DfnqB8UA%6@faN9;rTTv*Zl@`!2m&N^va`MeuKbL#A1)6=tY7bA7p(VKT
zeS@ia$&MEqy&~Lp#Hh`_Y|{!Pen|S%DK=*|?n}<_Z=0DZBRci!*bA2uNyP)Y)xR|M
zVkwzWPkJO?%{+E_Oy}gh%o2H0S>-L!v%H!dzm!v-$`yGdHI`F;mWhyl%!udYHpRqm
zUbYSQvS?nV9nCQp%s`p@{^>E%88OZ12kuAdnD2kd1`w3-IQUnL!bB>u_F3k~UVWat
z?9jKMbQ6LWZoOaO%!#8PfH1}q>oIO+U!Nw!;?X+n{0K$2;Lh#`%Q^!;rQJbNFcY@%
zJiSID6jK;;V)X^v9ViR$LtM;Rl_=f%Nb_R%McVAppuyi;{v;jtH^}!TSLKKO&&eqg
zQhm-OB@+dZX}g~-ikS(&2Qtd^)u-JeRJNZGygU$`_ZKk#Nz(SB`mqgEHtS$OT^e8y
zI4j5;JzW?~f*fi%55y<fqS}j0o9@TE=v)Y;LO;oG!wtLrIq79M_MCaz_FgSnryt<z
zU6btU2h>x5i1zlFdUl{Yq1C(g2AbAF21rBmbn19W!Ao=0<XN`&3JGRET73Rn{~B9X
zB{7caj4kuSsmtj^(vLR)x|Y1=yiov{Q#l9Vw)w85WR^D6Us!o+k%YkYI<dr^KD7w!
zben2t<%;R&40y^)$S`RM65Rcd+1}eloB`;2uScxYul;>IV$LIQ4O76bR&n>IY0o}L
zVcJiL4O`y^6B42<A5!4w6i~h<PhV~L%!k-V^~NZAkK4e*bUwg5Nwg2n82f3)Pyz77
zu1&__5iZj)K2vDWm(E&)?$~6;)jLwl3F()*mJ?8j9qPA4*V`Raf8xYYK~nEep@Q?)
zWGwN(7*1*Y&=|m)%)MTo_ozouN|yB=u+^F1hw+;LNDck4+Ma&S42c2G9Xj3IZzCw~
z8kmfwnsKyV2{b7FXi4l1i-u4#BtdIB;dgWDSCDR)Vz~mK__()c?t-{&YUD@f`LpLX
zoeK>1=$3i=cKmEMx(TBtu`s|3wo0Nz-u*rWLko=6v|;GOI1>VdzFM4Ra`(~*AWtds
zOM8E>004o;qx!ZUlclKdVk#gws&fX|UDQH4B9jCbt4G$NYf@TK{rl}MRIk+UcY4Hi
zOaI;nZ1O*erB<%l##bmb?X}$>=cvXZg)+}1X<~j{SOcL!|KU%fKw(iAbe<IT&j-3=
z>`byTeR2>ys>A6O^~p*^Ec6F*VxomWeKIG+ofp(6T-(5~_z=*Vl!%@FoLC&!Kjn7c
zGHM6_JS4lD0<r)Itm5|Hs#_tG9K0`TSInu4Cht8nlTuV0N#i9Ol#^g#h?K<&^0*Y~
z^@P6VKMC@CnKDpjA$%S%QuI;UPJ-pOn-pR{^Ex|2;(^dhKZ6iCI0GSZs5OyT4Iv#&
z+cihxN^1GO#cnrHn|h1ijp1aX5)scKtz+1wQ1eT+M=`-H=M~Uw<=rX*x5+c|<~$vN
z9z?*%Z>U_s%s6>s`nLYL(IRa4LrBOTYNbI>9DIQtQL_lxCaf=h8@$=6btXD!)gh0L
z7WE2Z*n`dB^#zL1+JudWP*gvM(X)iCd`dwCuU!?lhIFcZw+m%K{}Xes#Lw6q7KdHB
zR<PX*Bqu58)rSivha&~7?m>{cpXuXPg`>2PS@kQ-IV(gb>$>eDiBibm19mKD$T?MC
z^nn}H{h{CX4gF+3q7x%vN_7b&NJCP8Vfisosc78ejA*pfCsuQTyE@QCGJMrGeu`n^
z7lQ|8h$np&27>skZ2SvV*|6Lp?q4|v>4b6<c|&t?QmeY60qB;WE6VwMnIzNlMxl0K
zuF>SQ%{HgXP_f__M9@e+z+tam9yfvun|l+s8v}e3$3;$DY<wwLRKeYqb&EV;6dl6k
z6quX-BfF2oT~sfQ93$DX<9<>|Stf#mZ?H8W<be4{{`Y618WwavSV@%mLnRJ&=_Jg9
zw3(Fp2s1$J_>e74V=$%aDO+K2a8=(C7PVI`ALBWZ0^E3v#Dlc+mrEdnpa5LGh5~b<
zCq9sR%Nfi`i<~>aOslBAJ;?^n3SRTb5VswD(=}7bOX{YkOJUC=h0v*OyCZqA5=ZHa
z_8<coCk%HWTHYB#_Uwy3TrVRz=|^@=E=Y3lou=TMjL$?FnN_gX?xYyRDV1K!p}|P(
zMz{~ukm5nN{T=^m<Y8i-q!tl}k>I6zc;>hHHH?YsHU2FT3hs(Z!}X$g7)4)<`T}Y_
zW+3mhR0C7-lpIzcqq7hyc56`F3C_!^B^r<GMQK_%Nr51voTm3E&0|F5<a<|&a*rIr
zKBna}>LtHQUF58&Qv~lKsW!BSSY75H`P)qfll+X}P?Gdt5qB#35w^(Be&3{Z@Pc|y
zv{WHkG|ybl(xV+6;FhxuLrb6!=@iHhg-~{pu@*y96uwzZDNl}o^k@|yFEUH6rD}QH
z5en||A_^uTa|7M_d>7Z7j#D;p2zSQF#Ob|0ruYOiK@TIgH%?x18bcYjmz~6H850xt
zlhM$X!mXFY;?sc=86%HQD-mEgh4XU$MP99$N5q}7E`A=NC0(!k@t9wvFvNq3-dNW_
zJ?XXYhIG<$J;Qv}fRhvTZ&G}aW5}D{lDT^UzOh*gvjEQ{;Yp|Vu4wcr$z$CQq=kwI
zX^F5fSVIP*`KO3{&8D46si!;!{(yc;FG6uMcwV<d?B%*4vG@x?G4~~=s@RT+#jZdx
z=ivycg*if1Mqdi>PNx1u!8<i6=*j}yX%g5@i$i+jJ%sD-t&-Rng5fxi?qs0tA0Skr
z^{C!E#}<cnaAJIOv7Mqonbf0~u)TjVC5^8G*wJL`;0JpYqAmAvA6GJQ&<BJ;v3x<$
zMXS;mVBk6Fho6C1>WAM-Q3$A&3T_wjyLP_CpicKAdVLtwNk7&q`RSi1DvhA_+vyeu
z6Z#fL6iu{R*ayy5j&IRZz!&yk(udrQ0#HtPaj_oLYY*1fZhZv+LIzhrn{_WY$~!+n
z4s+jkgFG>%=vD;fe1Ac?v9_DX)D{9&b!471A1V*L)h8C8)nA}sV&hCf`;EXrdit9F
z!nVXTfvV4+fG9M<e6$OJ^sHpL-PVXeRMa9d<Wr!nF4*qBpOW`qBgxM(EJ^_Oq)mqu
zvL~?h4EA)kB4^UL)y?vZx7K=<zCsqE50JH_yh|GE$w>WwVm*;`$vnWGk_l|iG5N6M
z9ZCP<m*7(B+h)!-0tm65WWr%LRpj!i9cYIz8NlGd$$ecrXE_gt)h8j(%4m<wyC|&Z
z)t|>w6bu+2F9QV%nY$g5-W&STj0F{lvcxEhK8K`(yFMLD&BfS|G7gkFggy?`B*S=g
z=fuhY+yMWAu{24NVHV|Vh$1ngXbRx6=E)(yqEMjts2)s8)6(rJlAI%#_Vzew8=1=-
zg3SzL21)PRi_D3+Mh{XhoCAIG?6TM!;8u19ebO43L7((%%ypgHS_Xa6pPZOtVN`!I
z`vJrvX5Hc?Iu(F>l77#EsEr}Tj*erb^T_hZsO_WnBYBqqCd3?IFDA`frdG*YCK|_-
zKx5Pgv*{zy*~$xcQOl3}Gkskpj-1kJ4V!SS>A%KWLF_$hd!r>lKRKC6Mv0Pnc`{;q
zYb0=fC&n>t21e<D^;8zy;~BIhi7iqIq|ues(eW<^HeN9N^;{3dTO(!e%Ormjuuom*
zVV|H?=e~{1wpe@2cJh-jk<6d<s_lK0;<Xsr&9ba7*~T#ae3X&vPDaFH!hGKJ#Yym7
zJD@FaO6cF-q7Xhx?;Qd1Bi;6@?ba#!$&iKd)ipVmPVXf8^D##Ako5m6r4UAXo@CIv
zMnrkb<f!=7CicRW*Wi(#9h($;VGi^BTpKvKK?PF3fLRO1Z<;8{4S`u9b2rLIj;W4)
z{H8&F1mt;!?j!e$Qz>L0=lX@{QSTK`p_21z5fw%Je5DILG9?}l#o+&o;<}++b@(hI
z&`?_m+n8X)ChtOl!Kep{=AJ|{ONwuCS2rz^m!?-}!e=CL(hj0Sks-?eQ5ayQ5y{uv
zu(gP}<Gf)$J`<~=T1l*rvl>4}@SqnC9X+V!?Y?3=^OxD@+3DhfY_pfUgBg%1(DvgD
zGjQVfoz=QU{e4Qp;|X*MhYGR8S{IN9L#MRty*WTJ9bV8Ucl8>#g?Uekbz2KQ&~&bH
z=O8A%*?<)pn!)my@NJC0A_cB2I6x`1@-t6qi~kt~jXmt401}{}qb#PP&x@@m&V`z8
zKYMJmbToP<;d#4Z^1Q!pyWJ&Ja@YSWy-&>)0y2pqu<oKpT{`VyszSr}deri9;H*y4
zEFIdwpv*?Zt$5%E1gJ~iFOYT!v3pO!kZYCEE?}tn*U&kY6_RI{Wyqy^Hz1cd!<V8s
zpa&^)^1s=b_`ll8q50nb6&EAu{g21QgRx+(Lo8f1A7v6bp}w;D&__Z!{shnYos6Fu
zcjz`8F=dlUq^@xb(Z*U3E?*KN9k^{gM5P4K0UG8NUN_PqE;*kli<3xuz2bpx+cQsw
zxjp~8Aeg=pn6eEW+W>&c>7SI1kh(E2n9zmFWV$8DJtAPV<Hw4z)VkleRljK)&#*Z*
zZZf)7Xk5o1UgVsI!njL;Pl!SPNpYRrzOKC38wB06T>l(9ePk&QF6yY;y=1#zEMmah
zjTO#tmKXqj&E)}{<4<80NbFpI$x+NJd(Q)7Nt@+ID~XhMu?XY<=jEcg)5n_%;_H58
zTNSJlx)!|dDa=c1ms*I%F9&<W1di&eHCr6$UE>lZsn>^}qUik$W$AbX@2@ifn7SyD
z_Lo;N=VjyynAkgmSdu4XR0~ChSR&g7h$X@KqlF*PZcL3d=Y=vLAAtO^Jct~idd?>D
zOlQt9(qnQSY|}-a3wVxvo0yPq2gcnJ4{E^~x*!@lcO-TOMg6hBM<$sXq<}4UO^kh0
za3){)<`>(xlZkEH_{EyonAo;$n-e=T(HGlJCbpd~-u$<=_I9_ss!w0MU3KbQoKx@9
z4^(gVw(0V-X`DcAEKKmMg-gYvN&gu(>|{uu*t^967YDFU{uW8%FhR$=X9ny0eOcfT
z8t1_@4oTgR>nGEw-4YKro>h$8<-T=dhfJ$R0Hv+>UY99`^!dJtOa4G-><)w1$-;9B
zIY6BWAI<XXpy*9E#c2hImB;uc$7DW!o;*2bPv8va0o;z-Tu=*UCU1Iytg!>1=kS{5
zx84qZdbk-M<rg&~A%XFGMxuhQchD&236+P~CO)h?R|rGRcK~da@sV^=`bYTP_UYQb
zD?`!=0fSyYa&9pKuIZ9iNk)RQ3F5j)2_jwx^W2<Q3RqVBmXvEz3n3t8?Bm||VVnYt
zwA`UmrQbOC`OmhyU7~FenwQhmlWJ_|5ksmXS#T+aGw6tSg;yp`8wF1uyzB9?8MVfc
z0W!H!FjOu)+K8~pmt;Uju*#6pT}UA1wcn$J9jvKGx`-VLkAoI}A9w|;WG75`IEkg2
z{9mgX;Z?$0vKin!o4h0(<z69w`@?uTZ_iaRjRO`VD>)ABlDkj}`h5w{Dzcd-%>l~5
zKcR!jj42N_8L=5k0Vl7B)lb~5pu#<1#{KMo^nn$3K|i%kU{&W_pU=W#=R#k`c@dKd
z1D($M6fYf)2@sZl(90KM?&Ll9G+w5Seoyz)izHDtXXNlcXsju!j=od5n$OUP536a@
zMHyV^=d|-)3c-Co6T3T^mu{u50X_Jkt&<2n3)E-}mxYgMiV?D_r3-%K=|M5GHCiL?
zLEsPk)JD>zd!|$Es~;`}Q#mvXl<rdbg4wY90mSjvy(YD?yVb8c0&dZXHt>}SHe_uq
zv99GN0I^aG=|D5S43iFw&>8-Jxd}f>>-qE|sfe8Eu%q=8mD39kWXa_3zO8wiR&m?A
zxnoR-ObyGl_c+Eo%|wn)MoDuB#V3|nb~;bXDhAy;O1u_(HgB7>MNOI|!o5?0f&w@W
zu(MRAiJ}>aBvQyXR83aN68G)!n@TVZ>{36Qkg+eBvp;{wNAbt)guMp+E`GEFZSq3=
z65mnla6RbNguF|B>yf>k6^596_{kEsJ!boAsy6ZOV92WMkb(&cAxoBZM-|63#3*@z
z34D2xqBg{m#`Z!1wz<;W{z$_ZN@pgU7Wpk0Dfwb}N?{|`s10@=P<D3&X(@e;Kpmss
z85P2C%#Mkh$XFK_^C6P6WKzsp%N&3&h@f;hAm4TiBXjN&4WyXMT+WcDy`=krJF^+k
z(#QWlYSP5ZcLI`Lh8o3&6`F&E^)xXx7SP}pAUq@aZ{9DbkK!KY)Ula+GXZEtEd?j}
z4QIHKP69B<`Yw#BQq^HYY!UDl?S<^g2#q^KEAp&-lH<V%YhhU>VICS*s^Zi&cqmYS
ztiKh~)WdqDL8&7}<cy*dDpINyH@BX>V0=scG+B0{N~`yV*yaqhFx7J@%}wFk;I7OL
zA0@|0GC^@kJTNJk$MF<1txT3Vb25rIYDrC+sDjZgeH~^rS^uY*fj1dPJg17v5igdl
zH_l1T0Z_7YyMlq0G<~OTn%d4XJGbMr?>(ZAxpXR0IOLCcOqkX*)<_q9sXojq{j;AT
z%|Pc=$hXQTh6PJp_aRO)4~hG@sm%q?Gt`on{)jGF$d;?N_!!0J=SYK%fj5S)<ikm*
z+$b1<CYXpk=17#_ysPT(F`_$22PHXcm*hQT;S8quen+>|FAEjOx-`K%vA%;5oC{Jj
zQi#ODzP=6y2bAA#k!4DE0=2#zu#$yS;QRDZd9W+8XIv@s$!*mz*DpU$<O~s~!}n3d
z6Wx~J#(n{0&zuU(ht-3<d;T-2CzU@AGdM)6OXpX{q5UC6$^4I;f;I_HgdoEb!d^C+
zais5?cBVEn(T@-3?-0o@CXlYfbu4Y~k;%a(%K~plDOD7iOnZOOy~!S$v%se<s7q{d
zDz=iPZD#sWlSqy2$_V(NQmHub30&cpWaYCsZHFGbq_=_DlXZwq(F8c)(nEYqQ$_u|
zv`7OJD05{!SP#OGAhzm$_WfjGVHdHFQHt(H+pta#QaPTpaCihbobbz$vG*m90puSr
z&8f@u<02u5x&izQsmR4UF=FmeXH$Eedgff@kJZhJX8%Sxkqoho{Aa*mq4p~3+&O|&
zYoC%|hor=WzoS0l6dXxtu|pajTL?-hfNyKlG=3`Ccz>R#WY|?}B8fe$7~krWZPRJA
z(!i=EF)%pkEK+Iw4jf0|o2)ms(D%DiHjLrAaYc%Geuq!8%(2yCdsy3>mLf8Si6ApI
zMXEBi^$9xaQ<Y+Lk^muP7@!cTU~uL7UrX^DF<fSnv42c-3b_-CvVU^rfmqdrUZact
z)Y=Z?($`@PodW)#;Val*;hHa8XwFy#Td$Z{+<jD$I!HKa6w<cuxI%(`jPg1ZOlRNU
zqO0%`dZ%PD=iWc{{2shQa!k6yZV<kA-frg-NrS8UDdF>*$1{{b1B~D3P&_|Lwo+qr
zDhkGuHx*KZA=Uc<J(B;Bb%4i2N*+iR6bV_FIRMW@`{NvGb(k{S;r%s4^sg3OSa1Ul
zSSY_FJe5CFgu6+uq&@0XTw$Cs6XMTmN#%SLsQHt(Wzp(wP^({@TY8H5%Ic+*LKS^l
z=~pz>DN>S5BzTl=sEbL@SMh%-04EY^eu=B8A=2!aWPXo2*RZEHb`WJp=Y}zfcP)YG
z6?L{udCVSP)r=7IHj9u(vaRd}0aNtHuVwSuhIHW^^Y!gp^UKutrOv|n(DHNi!uxI^
zzTY@bsXb_ewwu^SEUEKO!3Gr~_099rCaMyEh93|l6$qJ%ma<LW4eolz7F26~l7!2x
z=-QuN8zt<`Z?vVP2TYgu($U-)-<W<@DaDdPDO=__=O1Ux^;tN8DUFv?F83+g8=0Se
zQURVNd%~r(A#rvBXi}f<1~IFw%Ne;qCV<mVVAZ^-6=Gdd=bNinF%D34ncOr=rVsbx
z!C47;fV+vcA`|hai@v2?Ct!3B!D>JkRAq?do}tTU@;D`@c3LpcPc18n8(K*Y*5$PR
zWrQ<;4B>d>ocQh~&H=6%Jy)u%H2#YFBF)>l0+CkFJ%$~Z+%_!3A&t=Yn^n^a%2{9Q
z9}>hp^iLO_vz}6-!@<{!mtZ3lJz>jYO095TQ-!3#07Laic{;MAMA86eNdrNd$fDS*
zE?u#|<hr|UTg){E-H4=lMYG_CmJLoRu!eh^A<yHKDH26Fxq0}39VKzm(#~@8Gs0v9
zh%vh;Bn~5X`xBBb{<xG_LI=s~e{wR}N#uF4qZG)~2;`|x2o%xtCbij4T`8n?*#2pT
z(#+`drDFoTF<E-r8IGbaI!Ka?x(eFbNIGcd5iM1>6a8NsN$!i6KLONigIid4Wvy%+
zuM#ELm5IfksH>3DDko%KlP~T&$arWS&96MZFS&uZrv3AXvv-+x=W6Crge<TLK6s()
zxDo=NM71fNB191+qv(Dt2d_!f=KOd!rJCp)vH?xhRLH^7&%i9##pw_0O*fVKtrKL5
zDF_1}QOj-~YtEzgM$#;z!_;-OSkO?hHK+{Ik>@c*&(z6a7{jE5&^6dKBt<6YIB|6p
zDs1ZaG5o2_-ly@{hyy&I#-Gs9b7n#WPonh~>8CbGQX0#g;_YL0*~RDM(eXgG{>H&t
zTE_F(eazA<D3tkE6(!ZhSvO+&x{X}Or~DnXldMV+{OkZEC%M=%wX2``ljE@oRDp+~
zWVH{V%#6~Tb^^8I@t;4tPduPZgn|g;Ur^<UgR|h}8cRV)-jmnN*;lw2xVUN;*&)T8
zs#2cUiFq3@sMWS6)5D$j=Kn3@ZpHOGIG?6+E3PBk8%lHi>391DwyGp*f)NoPzk~0~
zCrjMc@Aii{a$&MrUzuvcA~U5N7CnjmATYS8ADll3JIIduv|C36r$~F2$g0myG`j;K
z@7p*~=PzKANkkw>d!chY-Iw0=XfEV~P4?=qu&~>Z`!KDU0{Ffxfj#_&)@Xyf(+(7L
zM5OSsA-t~yo5-y!Ez^A$2lN&0aa516HIY>svnFeey;AXRa?uQVr0%;G<Yr2aSqDwh
zT&u(ZoXp*^Y@VQ)uA(#T0O|I__4!-fLyXkU>9oY)ZdsowF1kl>zy1_SGnM6SjbVQ)
z-6;nfM0{neC6dpbg~_`rTiR=eja2V3m8#iTD0S_Tqx=HfvorV#QQ69Au#G5MJM8G`
zKw|$$;ZU&8(N`Zwcn7coTKh*FA2{)k2h^ngC|W?Aw(72U(U-`sc-WmCt)U46@4BMo
z@16ySP})a<(q!y6EM2$;dak=y3}nU!n#^;SUE-JxNhDXcXGrA}fKW7H<PvU`n0(x`
zDM%2I^ol0=sT2&Vmj{RZ-JKE(7Y==m3ll&pPLPXEF2wN~{FSH|tdQ-E36S;DVwotz
z26)z!YtQS3BUXB=aLMn%OVhbVsq}yT{E|0-OsLqh$dVA`vR?LPt0I{@VcJtUv#kL)
zY=Z6o>(|}Ymwv}EoPLL1rrqB$YU4u9@bvcBc3A_#B`Sz1u5gMVc8JV6n5tzdLek!j
zD-Ylu+tD#2RS@)r&@fL`J6m|VW_y5F?!eEKxIh03&R#~%!ij#W&v$B2<bqmPI^5+I
z%?fQl!|eZ;N~pL!>~Z8%bvk=*I@F&jL%%N404CNiapKRwWrlYSt_{3K?@)umRV}L%
z3$~1-dMG>)E7qkrTFOzHLPeIeOrIVEQuB@ya9%2Z2*VAKGqj?LtrB<~V+GXFm`@!!
zp>dQ`e+!F(X`wlglBx;OBOubzv5nHPCi<j;ZGB$<bFP~>a<l%*;}dI{HHUr_IQa^I
zzDM^|l_K!H!~6l}5{$eG@$~4LDRK%=_*yt;HtQV>EjgN$+?NjxBj7hMlV>v@VGeWB
zsa8mUl__$pB)Y_Q#R~DrkoD97AlPK<v+0NFV!SNi^IX$}C>2EFwXFs>VLqs#o$cd4
zsnNGZ@`v_Pyh;0kv;&lcfij{<gz^pLthAnmBfhmZ4;<#YP?yx>QmKVyBrqd%7!P?`
zWFtm}Pti<GOAaPJZ;0SD(EShDe-JGsvnSPVz?ZXpo#PXl73t=OfK?c=)t(%-z?E+#
zhHhjacPqRt8*f#}^UY#J$P=tc^E!#9(QwGnZ^n~Yp`Wu@&9g?}1$<BwxG;t1y`n$)
zGQpt@q%1s}0N?iC@`eg94<HmztKjlLd@fqC=^Su?iaZ1)Cg6XrUE3Ai|NZiR9?;(-
z3-kZn|L+>s|Bo8B|Bo8>|62q5zvm<LoEN@Y0{{fTf&pOu&wN;!SuVQa90_&2sh<oq
zgU$B5nMI$H1XLK<k~AcP0k+6f>L~z&#%3zfg@2jzNQ%!!EOgiK?1CY{noEr+X{uGp
zuqr%jbb9MneIosfMH`LmQ=lrrIZ-rB_3DzQi183Zm$6T$?gWDL8rjL6*!c~<4e{q^
zM%GD^1)=6@qj8w{5==GSm#^06$aD8TbBHD4Ffz-qf+m08+P&v<D~Zv?9(}B!sdKtT
zZr(|jiM2~~9%{7UNBN4f??98nyY1drtl-H^$NZjxLenHSZu3p@LxTEbUJ?kk!MA!!
zqEBFxrVLxep1Eni?Z7S<QYxJCn7v~-eJzUYoJ~B=V21DCf%6dLekbRO6Jb;U;W6Aq
zq)69F{y)z4oxLWB6!q<~Ryl1ZOu}l}#uP*6H2;|A%ENJh+_Yus1!5%qpKkTSeQgj*
ze~cB$R^#`QC?GE~EJmdFjKy1)y10=dp)qqtQS)c4-KxhpiF0EHILdkoM?||K{OcVE
z1;!)trZB`A;}*63T@)MnfODT@(H?f2by?By9sJSQ@*UrRH<Bk35H?c4cE!GLsDd^E
z;^m4@I>?8e_xbpEB}eLY4SpZR-;%8;gfI81;+|SFnsU}CTl@YKLlM_>7AmwsCx7na
z=CkY@5Y$*(eLjlg%5H=3uhydMqDizK&0-uLN1v8rH(Rf8H@z0DUJ4>KzY3_2WT*o&
zK#HAh$JLICH!XBrORfc?)y<0$O{_HyFC^n_B_hU`F`A1LK8w~3HRH+mFiMgNZuR%I
zLN}`v;vmJQ?m7vDTIQD_Fu@<;JmLljx(#w@pEY4J3JA3CR7_STy%!UD<fiW?jYpGM
zQbLzu0fnA(T%STX<1@y*9Q!7;mzN-d<GkB=IbVO)*=EgX|2Tc&OnI2E(p0<`zi><d
zel}A5tk7SBSG>n7ry|t<H*QBupVTKE0Cf119!rId-L|S(7WhjFJ*NGmLDfme@QEbC
z7`Sw{`yQA+HQIl7)8V>mwcNoMJN(DjPo?s+>-HfN7P@)Zk6M>a+OTcjt4DyE<=|c4
zn~=-I?B(afttZ#MObCK&f#Cs%($}P?fA4odi_`SsXQg6Hsq3ss(jf*OzR(t5d~kCv
z9xkr{snsgsTKqkklH$=Z<u$G#%<0j<`?%8|3mr*!jxby0r=s*!#g+Iyp=!3CV&V74
zv@eJHMFr=vhER55wQYNStg0q#-R2H+XMGMbA;cGEm)Ak6(o5~&U#;Ww9Hwwhb~w7$
z!|0r9*zjrPC?4%csqJk$TJWj{i~X$@md3zsy5B8Y2p`j$+U|OmUCeKKa-9d>hjQu?
ztrvVC@F2h^ia|H$$yz$T@<jT>@~D#yM$6Vx7_sZOPpvma)dWN^P(uN>2|J(L#u{js
zvAx?h-MRC_i>FL`-3BRPRr8bwFTuTNe=nYC)RRLd9a67TSVr{65RcsmdwQ5vnSkj$
zHbWY_JS-bk#!CFXEzHZeL5bsnSl;N`l?J~(nbfTdj8#pEYDv&>us0W>aF|Pg-{IH4
zG^bxp#?0b90`}FXNz4P5IRJ7{K&hAjZf?o72_q4k&TEL{MN&H(^$Sk~zNc^23@Trg
ziG7?Ad^@}-pB}}@?k}D3(dE*zYP=ZwE3U$mLyK@A;b+c|2dsWZo;y_gDmQFj5~gmq
z)!&SEoH_797`Jt5P<@VOF<z~~#iN#0q9~Ubc04haNO3~h;!DBZdu92AXth0P1_VbA
z<Pvz8#h`@@S;OW!b3AwS@hcX8#YmKMT<B(839^H{Lln8_j%{Tz<U+LI(7YiYSa=8=
zTK_wSUhZixx%cbIwTOP2_<N7=XQFxT8y^}FKkY5iTpB+lC#oWGEJQux;TJWO<HEZa
z(GO56>v1+4+^^ic4>Cw;Yf0nK`s)gsN6~VKSbsaGz^H;<L&Fz&{VaS!Zm&QU!d%(=
zWmb`H(;IuQPgoWLG(Lz_@P|QZ?6H`f*{O@fR)KV`kd~2+J~gntr?jya8z<#A?}|-3
z*2*Tzu&^x8m_xax=ifIKoI}1wf@R1)Q<LE5fJ3sxFBSMWZ+Gfu4O$p-LtDB)Rr%kI
z;WOz=az4W){y=B|5PGCc_VaEFZO0)&m^w9?AM710fj6<_SL42y0Rh%UrY&S2nRGMl
z-P!E=$e)#KWkFlf4D-`{F(mUi`9KG$tJ3|R(Hg_TIj?0aJZsEjC#n|>>Q8J6FMnx~
zfZF30NUi-~^SfM#+j{|Sl~6yami$M%&U|PS-{pOvlTq<9*lHdX;ARi)>sddeOqkMK
zQfq7G^DE$RkMvr$4!3rW1I4?mK9RmG!+bh<u_)GB5ix`vF%~zdZ`(DUS-Dh)B{OHg
z)F0?^WOojSJG~P*B{~-TQDO7yKG8LV@(BEptEBfqy4gNRKTOvX2>1^>+Z^`aEa#%a
zNUhzAxjQytu`ZOhW@+gXqHA;Y-5S1%M6-UPO`o2AB{(Ah%M2%~AW$=R9Jv$2j~o{u
zqaA^UI`_vn)mxvX(tV3>ydLS9_YbxIwZ>I18GLMA>6NGk(oAMBE71(Py-La!S;l~+
z95+^>^nSjRe>AK#ay6Z97Ax38Ux;#S2sJpq2xA_A?h7;jL1G&z#D*m`6weHf<hgV(
zxh@iti7+9jL23*02HHLWns|02ZLy4S5eF)GdXu%|OQGhyi|Rk3#zGIDDy@L?`cmqT
zk-sK6S{w^iNp-Bhpg#^!7HZt6Gw2kJYHmfK7h>ZMU&6E?yUM2OV0{Ipm=?5$oBe=c
zI0uj@x~8R}H`zCkGhXjWxFa3CySKXDT_r6s90*vNMs`*Q^r}_V8_s<>4vE|XE!rmy
zP`wbzZL4D-|K`c^=GF#`a6tW8q?TzIIID+1rNWw@N*HgS;Un-^L_D_85OUxJBmR)R
zu_Ug)Z5>czv{<#{#xq&-pKd8H_=XpUY~#B8QlaCBpua~TbH$rQ=dyvty*ZvOa{wRM
zzT(3x;m{jlz_&^O2E8^1RiL#3bj;IhLD?=;ej2Ct9z>MXA97RemqdFvk=r|n(aA4?
zlY)L#`Xax7iv@u!AY*MrwieOkfaXIPmwv>Ye1j?@>`JKVOgh2*2&XZLhjB8qJ9zn7
zZ)Zj7bpj#%z<8T>+ncPloX`(Eh^sQ5!yk3|iiMp{z)cuLd>IoqpLsBmAYLF;t{Y~|
z7BvE!SYL)xfvG$$gYyr1{G_Kl#oM2u?7F~9sF(ko|GjtrYOrA^&r=7MJtD$lK9dB4
z>!Bc!iw~y$n{LhDVXjG`A~C2gv6n#$hoN$;SdEc=`M-vQrUJ0Erqsiw_ersez42wU
zHccdi1M0P#QI(X<hKGy(lmRiYp9+52!lTbZ%IhBr)nO+{ZaD(OFIgQr@A|@vT6xp|
z%~A<JdnOv1b_XbXK;8x#65w3NP+qft20jas7zSy4BD((PY|2V&6Fd;bDv}iw!*cXr
z2~&!5d3YtLG8Yr#kxg`uGC=z2(~;6~ddESD8cT7fDzdaVhW7JmD=ntrU?qM;>!P26
zZ1K41+f2cqEUjgCYqld*gz2WTPv*4dGF1o!-xU<=y6kCp!dvF@Q3@3kK=pX@br<bK
z%=hA){x!(@`P5i?3*?4lNd5{jh_+M2pwgEd<hW-0OsS6y=nsD-tB=2ba{Mw*7LMeJ
z#+}jM-(vZy=g}V*&HNw-=K)XwXch&hL=I4NpAE5UKhZ?kqg7`MW8OyS(_fjam;`G7
znm65EkZ-BC@tD{vVsBP&ld)*gtLHGNk>O}>=xUFuBMgFUg~EKL#gyY7$66$r8g>7M
z(lvEi1R)>AePfuoaTShF3^_KB=sMig!W34YnfDaaNbJs@5bt?ggGoWqJqraqO>W>b
zut=O}gyKddRDY?km+^U^+EVwQp`I%S(Ul2__;bplnqeUP&`9@EtWo{)1rJ)(#IU49
z#KVHwyK<>HS}}M>?^~U2hC(RBr`hT>1@xStMhpTEg$E23o&^^rr({n%uv0q8A`%zw
zXQ!%ov)MAfIN)Pu?=t*(;9@*pzv!TjdL5xcxUxmYj2v^>!A(*`6fB)NrEW8F7)9^d
zX9?1eX=#I3q(FY~Cd(*JKZn(T@+K(p@fh-LQ?eA!nI4gB2guoKp7X;pbSf&)q(Q9N
z*yCrFSD1bGV~V=pVr=p&ro21NloZ`grbwkVJD@VTw<T&#VN2^|Fp1{PQ{;16n3D9|
z1*eQF<`q9wqGy!jj1IGr;dJJEqzb8K2A&t&hP<Fq%}YEV^lTD=2jSzH_5M8Iok#49
zsK@~hbuWk(I4i^cOVab9amS%R(KU&>-269UQpr0NfBa@RJ~lAQPD+lGEEtgo69=f0
zuDq8Zp$|0F7{}WI6`E0tIyk<=F|8g8Za|4xDF%HZp&jHdWwuDMKZs1=el7A1_LW}w
z#b?CF=q0)JCES%tN-4s%GW*Qt@iFNx%fzKq6effUGuyo5oq9anJoklZ#`FhV&{ttQ
zP6S#Cc;U5Wb5hTK0U3JV*kH^OvX`2LXoHnIsZR>gDSS;7Dp^e^%Ar1Nk$i@+bO~_5
z#zjRYketjBI74U{L_3yx(Duq0paejYpYv;;H&)Xr7^jC8rCEk#^FQ6kVx*>uPsuCx
zgN=iK$+tJ{>;w(;VrAoPvo1w+4JnPxa1cSB4$aQ=b+^v1>6Ys-8d>S>aHN47Q+YPW
zo^Oe#6lr+GM~WQSRmAny@BWt%Jlmh^pVb>$XCtUvy2L&LkL!d1*|xI>d&AhfTtM3C
zlYHM}hRck6lko%%+T%7A&^=4$1@*B@A+R2}+yvm}nnvcmyESlH6YcW#saSnd`SSN|
zgg6EATD8_CvaUBhk;8-Sec~lFWA+Zi_-n!B#j1IVG*@pWA`Cz~@4jc@iG}x~8J9~#
z^RCp-7iTQ9A4?an4%}!Xx?1LfyT|7z9JzTvf!$WLl0a~X$T_EzTqvhfBI`H4=9+&g
ze;-`&Hl=*5eVr!>x*UVMLu=a0p3bqw$Xa&LN`WIvuVIZ&zp6@3-key*1ah_4?ef4B
zExbvY`}HN`EldE&ydnfO`5xi5hO-9s5q|m&T0h|nsY}TCW<;BI=SdT$@0MklOsjqu
zpkA-2VU^lx!YKTZL`w&+8AH_~()q=9GAnfQGs~Qhba*mn!vvv5tde7Z&-{d?=S{A;
zxYQt#-N8!L_%|u@qV?iLWQ{MN)<?8qj<9zD;aFq(PFh+<)bnPcfy>#tFKP|53kfq>
zH&9CTCp16(qIsbo9A#$5pQ!x<97C8dv<7a$OANwCk&s1lG;Z;F-9wi7%H5X#46kFd
z2WNsZ?+G2^rjvx-$;S~W$+a1COjwKyS4P+_o0vmboOtAI3JlKpjIrdTww#M2le5Po
zcTzeR?`G!V8>@81kb;=%?%NBnz6@}(bqhop+O2flK43zdnmF0q1b!^#$dmo~c;@?4
z7TMJh+VyUZ3z8psszbbc5^+96Q;d(ht6C9(`T1D~$c(f0x3LkKJ=@632*aPouZ6Q`
zicMH3nNB&kY>14xc^u%KX4?eCf-2@Vm%Qr05E;XjO&IKfLQ><VyKp(RC3A>{wz_Bh
z0)j(Cy5)SZ_O5Ik;>2e90umK_;&XsO{WUX1U5IDwfitmkhLFY!az+DeN`lelHs1z#
zHD$<o39@PxcH)5NTvBG&P85n4Q=R>Hk?eAMyYnkn;GGUd;f!PTfu6ble`k^=kKlHv
z8ff}`mn8ew0PqJ1R7=lI=S3&xeQlKKQX)ug(+`ip92U^#@(-520-;5zY2lfT7!}oQ
z0y2NmayQFF!`7iUBtZ^kq|f;<kSMNlA$P&lJpv8ulfjt~?0sTH68}U2s>c)Pqp_uA
zc6wR*rB!)2gn*v~!s#A9j*YMdZc;0_bGhSm=uA|86WL0$VP-$WPEcbb`0qwSg%_7S
zbiwGIPl&GIrvo*CkCl1h45u!H?{)*$T*2Z&1&7YQ3JT<37mW9_!pKd_@SNw}#<yl@
z@x?c^Zuno(nOeK2&?;P6G%alD#|b+ci)b@eKt~!CrRc)tw+{CKI;!Anm{ciRk{boK
zc}uBSAK|>V%+skPYFbh*7Cr9J@s>$6tJoTM9x(dC+J4OibyF5XZvD!>5Y+r@5aNE(
zl9lmqvFkzsg`@;a%dS|}XD&#7fJvv}#?pR}QziQF=O^jqJ&T|-JJ8bkop@9dkM0rg
z(oHY4F8)B(UY<EEa4XgG8YN{<z|<hC^g8xlECHJx6lRtQDl`7vQRv6JP7nKbnaS4Q
zXJx&pk}VRzsoj|nFwV<BMmLM;Jp3biPX&|5y>M&3Uq@<=d9kBygGWIpT`A|UDv<(~
zyS5K|X(Y~=)7!$_LyINi1}UJaSDIIdg!<&8GE<tCa9|6$0RNu^pEd8qHjOUr`f@)>
zY|M<L==rJW^z(@5L`QqbE)OCpJZBH8y*-E~N&7d-IGatEAbtdM9kjK;-Y8Bk&Y42K
zq4E2=<JSne$(l)v(eNZL<_`;fBftLy@iDs*--wR3Uu-rLQ<DeN;^0hkubjtN8|&lm
zaEfFDwVsV3Z_eL6*UgYl%3^wZ17-R_{JsCa>b)@kBOyVr8PSu73{kd5GB2{WXeGqu
zb(YaHca10)HXEWjh7vwX|A6Yh4B5huG?lIw*X}Li?7(K?u=a~H?@q}(x+_%?yn@qU
zfh@u>nCK6B2)<(P<^awFfUT!4I3f8rbBM5>7K%5=!pdq1QS0_XGmB5h=CLimNjk1J
zo5O{>+YA=U@}@;dhc|f%@Bn?39zN*>gT&MvP^L%VUHVy>B`UkZ-+(V$oQ1y{&7W8b
z^C5o0=ktwvzO%6cG@h`nw<FF2<sJJ^!Wb%$=pus|6p6{te$*CJHWK!R<`Ye#r+L!Q
zE*sHsBINN+@VnQnRry$5^X#R+;9vIt*T_}#_q`g=HpE`g#2RlA;2j_e$?fvKdFv#A
zJRz_6sMrbh{EREe^!^6*nF6tgSXl=wWInN(m7a)y2WEQaB?TTZcH2h(mJOEkz2lZW
z-V*B=CQ@Mu79TN@B~?)?Y&lssg;R1KXXtLyN*=!<rs({ofGKhFYMsMuxQ>yzqaxrK
zv}jsqsk_ZtX!2$4o`hiqUO6pRKl$w}5fgZhg+P~=!&*xnEP=dIsvM)a6Zh*xJgLwo
zM#;r^Vm==pu~E)2enBCdPG-I2NHI)93n_OG2)3?w-)@YO!7EI*B`4|E@ip)cbdmky
z*kyZU%evgU#HoD-?uU~Hj`%#|GJkY{_B)Poly86gI;iLG1&RM<dW_z|X+DVG33?j7
z_VLu~qJe97=D{n#B!(vrcY2OhQR6k3UpQ<N&!kFeu0?S1R$|<N+%!D?1JEsll@hTi
ziXNuj?-z}0hmh#WFSQqGvIHFx_t;T}{Q9xpYjHdYld{L|)J%<cjkj*Ac}|QLbI@2V
zyLE4HyeeJw+b02&*bT-a{Rl-{^-~s+SLT?V$uI!T7spg%_dAp*E-(|q#%+^>!hp+4
zU`u#Ebs~+`0wr1P4efKjZ|6U{(ekMA-zDTdP5!CEsAFk6KYCxo4&e3A`5Ah|?%P|a
z4vOPP3gRHAx6#hh^v{G)k1CO4YjB9gP&da!LIU*o|LO+yx;Wl&)=dPoLkef|8|$F>
z<109a3g;a$|HCp|7-9tXPb<QNk>zCsc%)GmQv2O?fhTFEw=1+U3zzT_{a#A>-8n11
zt_#z#q<?}*nW$H<WvVFIg93auYrSc~;Tb4f3$cBJHe`1t$oJ1P^kF*PANqhrPf>}G
zF9CnNjgnob8e=9#tqti^7inOFe|eJv2|8{9frj&fV1Rv>!nMwjyCIMLTb3)Goox}$
zk40JkMh8Mh{P0^M=p+1hZf`;qoid7I&WrgYB&z1B2|s*?mRsvHjwwZGW(r+1jxv=W
z(s_G0Tg<qGyBLEd>?V`5Q^OrS11S;ive&vX{I1+cAv27@l7Hd}6b|FYocdAmR%HD+
zE}@}!77jZ0=P%T(;h$3ZcmGg@S{*Gr%7f{%?>L@ZHW`WQh(DH=y=u&KJaq5R2Ynsa
zLb#->Ri*~a%=$aTVRNeJw&F`Y<|qTjkY{sA428Hrx~2RQ(FQa486%O?xEVBsvVBa}
zXbR}g(v)l0>s^oaoTXa5Jn^1S;EA{j4H<>-EF>rL-h=|xE9@M(-(Lm#ZiTPlD$8pI
zWdpGE3caD=Gk;;hr%2^8c<fx)q=QKuapXAiw46$Cv12*wP;8k{Jz&9RLWVz!$7%um
z_ZN;ZqjDVA+!z6E>dQ<DdDvjY3kx%|>n{ZlD$4d1)L?a;mP)~|dKB+-IJc|!;^nM`
z8gI8=gV%%w{R1!FHJ?)F`BsmG3C!ncBCdeZ=+pvX|FquDX9+!P|Jnd$N#pR5Wcur;
zfQ9C|wD0cpoT5|&gQ?-oaNe0V%$VI;Gtu=10k)<7Y^^gLZr*5NSmjQ_R3FFX<-YHr
z&o|ua*7xl64R9h2`WtKLXIRrRY+kwZ)*QM#`O(<4ksJ`kHM7bT5I<XRndw-{Q3ZLD
zF};2#RJ?o)q)AmND16LyioMPOeG;c`jQWj{f2becIfdK+`|zihJL=%+m;NJ?c*)-H
z2y@2Oq+i-sn7CPn1Xj(}Oj#>t=k2M9HQ?xP1+Q(65hTn6zkqA{rC9)t{#tJ}NvRG8
zFfJYomT*KQ88M5o7m2(%bF@O~BE~!J#v8Tpe1cFU&Rw}ovl0wT(}uIh(n4lsa&iOz
z-b|~)NTG_f!<P?v@0R2$kVQu*jZ`cN{(*DcD%0>donmAG__$MMjHQwYD^pu($yw>J
zPB33aFk=VIvXfdt6uW#zkehHqtz=^tM7~wO0*sx9U%!efuslgFoA!^5L@ixf4nlBU
zqR+uS5kxLaIu`|T(ce;Gs6(!fW2-R#{TEU$ulAeW4qx=p0}XHs@c-ZllYi=xKL-Ga
zZ`A<2RQ-b$uU4Il9hiz&!q8m2OrL?0OaJB&yr_*ofk~L27LJ6Px~R2&YnXPrrVLQN
zIf7QL%(LJHjY4F)+bEY#FY;BT)c%&ahNF>cPDKC?97o18ADa)C;Gh?1^Hm)6F}k@>
zrb`e18?x-5cunghWgmi7KK8Mji?HBJgz8nQpL7Wv5f+l;OBUKygH(0EW{vi2l`@N(
zpYJ_|NTM8<r5<igcd)|ToE0=hpQ7)u)Tq=ml!_d|&85DQKU6F>IrLz<)Gs@XW<>wP
z#VWG=7KD0VP%Q1X_>i#Wf({UP8>ZeOta~A~8|BY&fT)Z=!&U3C53$*kQ#{UyL|xcg
zN@ZQ{(sgIwK9L-zFBwor$CujPsqF(StR1NBux~W{tzzO#XS+k-(?{ZC5qZ_r9<qd+
zKp_UV4pUY#dZf1pioj(b<y#tNs|2W%i{@^ajWY^J%!EuQe}x7Vvj_!=a!q*CYgD_i
zW>Zr!KW-;SP^_H|IOxNVcup`nJEg?hN;ka#Mw$D*Yf*YG#qfd#>CH`iCHaq5ALq&A
z2#3fplp8v}d*oaAw-Iy4ifWhrRaLk_8HNwj&hH1>9*e(J9j*B_x1dm?w<6<=7kNQ)
ze_xuP9v`@3_UYw4qrwLGQZ=4{t9J&)w%a!xkTV}E`953m)aM16tsvEE#LxXXnpwH|
zjtX|~f6q!b$i~x*fpa2V2?giVK%Xk-`B4vHR;?cy8oQ7SD=YAh=2OU+b?EXnX%kCI
z<!VU$dX0!E@wZO|<S^Gr@p(4ZiQ~-i2@AQ@wYTt`zR~@P4cqLIm0d~liY6Ve(y`L$
zEmZvC{5%l!D2IQ1l`1K=2qVfScI<jA=(0;gZ07VOWc1S4{IlaGXYHUaM>z7J_$0su
zby}+NvMcc?m+5xXF@j!nhf%E2G3Ta!R`yj3S)XyO@YUt#2U|A&TW2O0IR^biq``j;
zHF|{Y_5DVWc_YDR%;0$D;Dy1SDf)hEf%xAfr)P<djt!RWPOd8RS4ynD;4q<ujUvBj
z@rz<9Y`=ppAma|}=O{R?f<%cVZz3EnV%)!pi*_*H&~?d0wUmwsYbo(>Pj5rl_m$aI
zqMz}Md#ohR!T&iA4Zmbq(_-LCK^`{~2B=&V3+a>VeMDMEBP-3;rD)xHB$f+j1W3Uw
zx@D`&zB*R2aLVQsfffqHT}{7uWyt!kL>)D%p8xn_GI+Bn29A4<Td!Hm7<@O0g`d44
zpJpozekS2c`5nXlsa9*t2fYN+Q|uJ)(YY=YX>uUbq~IFb%7W^?3XPxT<|}liYKmR`
z+EL5!)$3-SZvEQfhIq%lZU&yQN|qNicko&sM0IZ81ohNM?mdKOU@DD-^TG$MKXCo;
zY2BWd&vRYl{(IiPgKSn=R4WF{9Mb(+uAFUYNS>rxrwS2zv5Vg~p1-gh82PsQ|CLM9
z^THGc+Dt^d+E1Ul1~U4%*iQY@sArKIVRyZaLFnnHiEhk-zYRbj9<39aHcd2s=*DN+
z>YO4`K**4uLYTfm-moPmg32Dp2L@D8&CI}a<u_AJsCcqn5d&(c3Dig`qL5OIz*ug*
zeq7<{Ug0gF!t>$ef}43Sv+pPrMsu*AZ1gLho&{FZC}FGv%FuyX`cqDk$bUN=q{f>N
z4S1$P+UmL%nHL)cBDf1R=J<mPx4-&J&@`zHg|cHCoDQ*yejR}ZudTQrwMjPEf?e0`
z!OD3i0w5o@{#=x$j}&ItO%y21%DvJPgQVBZh2e`?z({}WksaVzV{DmeGB2V8ZR38g
z&jvqPSyKPTFZC+Ml_A8N-tlICUoJE;b1>q1ed~O)w;RQJAzuxZ!-h3kvvH^&lpGDs
zG!Q*HNbPO?Hg3x0`oFl)ye85l%2n#@b`cIWP4MDZF(dV>AEAlNcYscxdkxy=Es90L
zWd>Mw@T<$^KbvUzra~HXdE{dPp&5OQS-`HW2RJLBaGJ$zEa&yR@%})r>lTJ~RqfzY
zb+=|m6OyPqHa4iFBLk$Sdp?X3;U``3DhANEWHs|&GmY|nRC#fPYLu~BU#-jXw@*th
zVN~<EVCDouely&lZxY!T`)%!K09XAFFnfio=kUASj1E8x6Yq*-M;+yd@6&)JCb7Ec
zg1zV0)`L8OlU$HEHrD#tPzLY5FEdbQU$%Z3muryU>sDCmAirJ7s748i7Y8|}&y{`t
zr~iK~3Osc?5QWvQiwXrP2-E!@_$_m*{JVTw2nTU$2}s@Eu8)z+6WCK`JHr*TGwcV}
zz-{EiAMY(a>72ws(LWupun8x`tG%KX(me-wXQ8kc4CJf~aJXOl-t7da!bQE0^Msck
z^tq=|)YO?}!WsKfa6*rWCKV;sWBMZ{2{V}EOOOXEsC)>&ioheAHKBzoNlm!;9R_m&
zuNwC5d{d6}*u7OU;IA6QOGCGu5{F8yd*e+7fx;&YmtwB;{)nHkBRhkpI)MQcvm=%~
z1!zFpz7oUTODze33T_E`08rU$_%H!Nd+wb+0wP%1vSN2al$pNe0qG9@=LR{BrEw;^
zz`bXBo55mDEXU)m;<dzD{o~xj8~N0%ZVTD|;N{UrhP5|kvqm8DY`k_lPRkGPD@@Q0
zi788feoOpeTvWk|-bDViSlZpY0O~Or03Wd>#*zc7qct0<DB`IoRJ!sY#_LxXHF$AI
zch}S)$)kkh^K>R`ByX&=T34w%ZxbEW-5@0953b9}%L)9}f#AmwD&JU5!3Z-S^~&ur
zd<<)#6xiu}rRtw5n(dM_OY}ouERU-aUSUp?7F7<Nw^KA?!h<}~TOV4%#I_ASdTnY1
z&q*Y;!I@;?qfO<gU8@G(l=n-gq{9104rQIOR*apKfY?_lP`B_Av-vYTDa@3MxU&fc
z(sS%GOys$Rz=P#*@~;l8PSj~t7p7pDV^=c+TPVL+%wLr$QItESJ1>P)Qx@cEU>boH
z=dS(Q(8B^Nhy$?&GL_D)V$=3TNvXv*bid`;?XH*9f2dch%uc$JLr9`HX@v<2<l(-}
zIGQR9wu#aww!C5Y404ft_j+zTf4}#f7#fds&1!?NI)mcFdxKCyc}Oj1PMvZr1-!nu
zF-9KY)0X^aHVcbAEsnTW--)Qv)7-n=>zyPv|KmHfb$3VSB2|df_RSEouVO%VE5h^h
zxmR$^n^#nnu)--9dTmLqZAQfH&4@??O246{T1!dFQOCmjSwf`i#TFAUrus|wfOWCV
z`@fm;xu&kheC*mHG@&_Z7%x$R*A``4BIp1g&Iw!ZzfoHpZ*;Z#Y9LNurXG`%*Qmkl
z7J)Cc>q2!kZ=5|-rd7NdPjDKpB1@|J&m#kZ^5JicgFYF|fCR_xB9(FJ$7N_p{v2&|
z?70wBI-#&4?xMC*)XrbQZqJkG99d;M152MW5%F^YF9m_sk^0N+zvWLcI}lzFv+>j(
za=y@4Qy&qm<HDAcb9U`=RtF^z-d;VDN@#qqW0@?e2z7KnH2$s2!9r9SwPuaky}(sf
za<pqxU#uHH3*xmkIR5=j%tXbubcStfft`L<CYU9s&B*P?`?pz3DXjRRU%c}!A8{0J
zV$<S!EKrCUWbE-LNhP;pfOJxf85uALw!7M5_U})!VatzK=f~Gbr$aXKJG7aOUfBg$
zm+`Wa%QqL7FuE%nq@!>`2$T!%F2u`)AuBJMoX<sn399GNZ5?+B7M5h=YQI<|P85y0
zhf~JwFliFBTDx@jz1fH9P6*f3w_yL|oz1q#1CB7FjlGZ1Piv&;Tvwz5WJ_z?wXj$a
zj3AniZ@aSaHJti)FT-p_=bev%O@mDEuANS8%lr_dJmf<E%;Pl@>YH!+p1ny?FkNOf
zw8@j?t{Wi@A|iOdQ(}^2=O!W8t;GzeP$oQ{tG%Gu0c$}+Ap=AH!2{!L{gYQITmltE
zVv<K#i7Yq0Y>hn-lOk9UhJv7UfoCUxrQ7lm-QBtXq&`>{ac~E-d)7>NAm)cUjn{^7
zvdJcj-mEUX-LCbukBJX+bB_PzT&=PdeRMN=3*_(c1U3F1a$&}a)CB3x5$@|^$&I{U
z+4Cz%^w<8{H|{nl_%%X~7Z7EC@q<c(eD4iK{&6j>ShX=SKu>AnNr_coRs#Ei>My;y
z(_h>ek@})vk5^9yl5~g~-CMA0z6{PA?egQ-cGU!pkwP-!vBgK`4E~Sb)Q|w$k?Su6
ztKGtw8)AiMO<`YBdq;N0)|qDd1TdWwvtZk^W)N?^X4R~d&RDcT`DSiml?QW*wZX?<
zNH`StAh1<H*eP5$w!`lyoJYuqms~5NDHo<k|CSwI|4W@)=_(!;#bPp&>8Hg$7B;4r
z`1Vdv8qe&KL5wEu^z5Am`ZyEG&ijQ=<1BtgIsV-VL%J@6yRZT%8W{<Yvfw2p@Z#US
z=m^(xmk>BZEZ#U{srJ0hy!Z@E0{iblbP8q84zr-<R=pQgjkfZDw3VV{!**30z3d=1
zp)kh>bMp+Mw43_|NT@nMB`Ve_@q+PE3pQPxef3CJoX#c|n`A=J>k4R`pm;mQdR`gN
zsG7#ux%F!z=kh>9@1K7IXU+&~&PNtpDWkSaC~o!=_JXe&ZZbYy>lH<9peI{UFZY!G
zy%DIX%&y+9GbvAXgxOGQ!fF5mF{|^!o>Q9_Af-0p9hfO!|1SMJalfQ;<43DvYRR&b
z;mtX506Dh(?f!%RIwVnQpe1xZS^vvngxsx4Y}@kQm>Z3D$;17RilXq`w)@ZN>dW`5
zUqWa}RGs~F?RAD3jiauDo1BVT|D2!Ybk_8@CTE(JXwVy9OgnU*-b8#Ir7eDq<|ZG|
z*s9XNlW|yQM4^8U*xAd|)F#fJbutc0!{9PCmtE-uB5XxLJs$9)@lZV3uL69iY#q`9
z(XEUBI&Kxide0WE(n@uV-{ZXO*d9>ZmAJ)MvNGy+J@lBRIn3`|nwbZ$!V=|no4ORf
z$rM7XgF#b=7=UQ&+IIy^-oX<x$YV(<f)R93r=KhzTv;TIX0PQ3#QY#t9#Zq6|A=h-
zEnY}W2}FuGfnCcSA<61P8(b1r-hi?@@5(CA3gsN%5bYRF`kId9vNwYZ7Lxu=%2DsI
zS@A=Z;CiiZ#5y7OmHQT)hGZpkGZWN@xEA1xee&s&nnw9mc9I)klI->{VHZEmH!_~-
zwCRJzv$rC}2K8*9ylz4x9ZvVIvaT-d6HOf!z%p@NKEjw-jmFMXnCJ5bPS}g9^ZUmL
zm?1Lzzb`UfQ-g^H_*s(?Ejl{CsrHXr#;>+y`P<@~_4I#M44hW^l-O0FkKwBPaj&lA
z=v<nb{6uZ|SA*o$2KrEvhClx)Nvt=MwPf`~OP=v>Fd%Ys(;JgF&E0r7$hvr~#Y$Ry
zDBi!u>B-p-lXLH~a`QjnTf)eisD)2%8$53R9zp!LytLnbZa3ZV6QB*Y+=-vQYvV+{
zF7?ViauC8HnQJ&K1AOiTT5_Yw7x7s4K5oaYXQ8*;pftIU7NFU%<mfooC$`_S6}c?U
zOQX}4A$81u2yLAb@tB+h!)=!-uPx`K8}#ZH6uYq7&dDZt5DESpxsi!Cv;K>|Csc&9
zj_Vb1?-7q8@z?XEGo<TyBpHJ8x`}taf^`2ghyX|O+-ceK-PAfmP&`MDDiW%!W|vMf
zXEwzi0mw7=0^-_FlI>t|<1Mosh`MdgMMDHv%zIMR5-N>a{CB<3_(guYm=NMi)VDNC
zuy<KvO#@nl?Y)~Oq*Jq*n`N{WOh|yzi2Qvbs+H>4*~IbJ7R))=P;12mB|DogB5yUs
zqIARm%d^u<&U8h6m{wpbgGt5tn@ulhokuxb+UlG&|E1EFpA!bZ#a{<6jP*~NJua{&
z%-Iqp4_%`^SpCK4qy<BhKd)AyV^PLz@e)xF_EPH2n0&zk$((*nZXrs+uT9<LQng!M
z*)096S+2HHsylC#VbSA#>1Ao@N{M{G{qKDq3nKr0qk`ht<@7H}sDUkf`m3!!znTuu
zSA?-*>O&R&w5ywYaML=ksK2~S`$kOBNHRH0i}z|3?M5kd#Nqn}EImJ0GrA8XstYNY
zMGx(@`D2-8k);U2{DY=yUYvn_v~AgrG2F;tP(w`n#zim7mT97f?r3@kNgiSh6Rrds
zNtpxnV`FQ~8S<9Jvo+scFV5}~5>1a8MfHgHbxin1Is`HmJkCR!1awRaB||}^4o03;
zKG!y=gn@ifX2W@?Oe(Uz5Qbl{yZ=fXTtd1kIy^4p3l$M=Iqyzu!*c%vpV|+kpj!VI
z)--c#OMClvOQdCRa7nU3Z@&k=n^@W+;`o)-JwM8}UB94kGA2-m!I@~0foX53zo@st
z@I(fQ)tyu`vcO|UH*#J60|UMC?A|4i3hG%sG<C(w6mb$pgsST6bCK}0JxxG1yU`gK
zt4<!|U}T)uu(qi;-~^miFKcdH+ElZOoE5FDJt9t{%OJye)!X$^kETA$LCCrhTo14B
zXFT$Fimkxs3Tk2Zr%s~f7+{nLVbNbrvEFMA_-o5d$(A)49I#=KEZ>fS2WP6fP@`@r
zXNFI3$yXTVJJV+**WBD}W9d$jw5D?k9uYBQ!kx6Hy(Tp{>cJ<Q<ItvcM340x-sLYg
zvoB`mre<I$6)O{dTplpc<z(BOd`(Hd;t<yGZF(f=6C?{X_#rdMIfZ&5cJMRA7_0rm
zK2yu2Br${*c=V*NfOe#{_)K$HG&Mxt0~?bx*^@AT2gC0fc)Dn-{54<SD?I(us-}~-
z7tO9|lHUQT4KCoEaj0@rkWm*iy<^?Tpfokxc`B3y!%p;uO-m&gOpQAYixIFgM2pEw
z_la2WReTWB5upCC(@TGWNvRw&ak{Wg{wR`xrVt-R1KL0j__WajRPApl#}IG6F}*Fn
zF-O{ll$b=<m7ZSX-I8B<KG;(t-OlgewY;}@`hYl$Ch=O%AKEWX72BVtR;rG;dk)Y1
zZjCa>i-hJrt9w~aQi{_*AKG0HqB7+Q(90fh>4-kKLaM2y!xBtvJG{Ztns3?nZrkw|
z-~PzrsN8-ys7+(t8ab*P=9v_Ha{YsMJnYw2pD?uB6$C=1fx^?XQ@88()tuFZ7il-Y
z)O~Hw>rQ--ZZB;+7}l-w&^bH{(3Ex5r@1qnv@-ob_c~5gl41@gCZC(IhI04$=eHPd
z;|2A*N)MNMRuDvpf)q?Suloj2oVSJ#ana{~rmu8<AKXJLah2p;pHpeLy^ngsU}9tx
z`<tFYak$X@K(#q;R1%2wDExeJbB9P25&??kxiW{Var4zJkLSadOT64K_iI>1#xf+n
zxJnPsENXko+|=!)vs1j%<OTN4lQk^~Md-KEX}OgJ<!zE<s(hu^LWds#1j<p~IC1|1
zSiZXOt}#}8PUYg8fh}M@^-cpaSyk$`tA{v4`ZGO#f^XrkO68b28@&!Bra0Obarc-8
zf^W~)Ic9jDp-YHL1yB16_>Ls_Gipadg;fqajB@8|2`pIK)|qd}+I}Ap(RqtVcsKzY
z530}$$a^_@!-E{U<-<}#ODir_6$7s1*VN;eMOrq6*9Z7+{$D{5ZzvZ9CN#@B(Q<7y
z5O1fZ;aQw*RyuF{{|je8n7<~QxNqNnx~eZycY5)HhdZ%`GWVfLgM)){Is1Eseelr1
zgZiVnuTLI&?s@0A=i(;+30gd2ert=@g@p!#<fJ~#(p-&=pn>qAGy=vKd)+mIUKlq6
zm7ctbXN95dG0_tDrV+Os2=?TfVeUU*^;!p#ZuQ`!{v0(2gW22L*VosJ@m)XA+dnAq
ziZWoX^&IFE_RzsYhYm&QGxrbJhn}OC6MgO*de%97*ug)j=o|L4hvOHGk?tEQ2>LKa
z3jfX8IVm;{{IOvCjnsG3T!otkRPlz4`(u=2GLtd`O0gwIYN;O6G*fg658Xfq(M2;g
z!SSq8JqHe;5BquuWbZ?VdV3S4FsMs?{r&v|Q7bY2=#`YV9ev){D~ApqJoL;n&rqv-
z1)c`}ah{LvmWQ54mmGA82JhL!M~)n!E>aKI4j(;ApAH{BLZ6NvJsNfQX!IoiSp4lC
z*s=WVH+A&9_%7?SVwt?v;A#HO8Sy<<UOf21X?|f$aPIch=zyYoD22bRSKJzUmxB6$
z`+S4?3LV2EW$Y@?)X;mF#C|pDt(l~G)Zg9!%}7Dn`UVCD2PHMiJkW=CcxcqQwF3k6
z_@2Q7qfdhepG7yRZ}>EaejYi}8qUo)N2mw+o9G&K=*Zy~R0!QXO7GEAw}xIH!GA55
zrA{BkwIfH_GCLN*f<OCD7<<Zeib`Vnmj1Gb4X^PiqbkT;lDCgGBGCWbII~}9Y5{x`
zNzC|qV?y4|NVupO5*j|)ao~PpfiIVJB0ef4Dq_f8=To3l6YTgWQ7xF`+j`q=>Iv5i
z6MFYJJN-#YZYgD)x0JH%u>6od(rk>-NhCUDCFP4cW7)`Jl*(1n?iWWVc=h6ZqI%b>
zqi0BH^WO=_S=MLtXrDuna%)tHrT0!Blv5}yz~JeGvzBE0^wt`kK+Do8Uwg8YDwXzE
zv(t23z?9ZGlRC+Q{hy@IbQiUE&5RP-a#NnCWL(^q9m9yP(f9(BgEitBdiL{ZGC^{;
z5G9^lvm8}c1sb&|5#v8{3T2>aN{bsy(0+q3qyz}D1W0EScs#7cWn=*0*;F&ECJ%uo
z16ik9D96u{7LX~ssO#=Y(4MTVs^i2G3Rpekv!*J<5=zk*0QA*J;%2oHcKq<RpE;+`
zo_x8}>9DY?zy#wWZUd*<4cS;yQ4!bLvM$>tS&y$bfWLQCG3*xODppojLZ8id^1HFb
zN_TZWzj^DHT#hA*tDCoOn9RJPVu|@%%hz3Z6HSRFTyt|boCkqjjV0vn{5;4j*lH|+
zMicVJzp;eI;;ZycETPf0PqR3Q+G{dP|BobUxDLD>Leahq!a(E~Ma20r@u^$X7=5o>
z1kZ~rJF`iCOxio4wJefIwfcp!Ji9<=d3v)$&By&|**Y*%+tT}1EvV;E$Oq{(Q4NYA
zqcgfQuKt_PNb3SE=;Um<Z0ofnOD@ZC$D)mBQ#Ng!Jz-hxL46EC4bWNJfe~8<gL)B?
z)9GsaG>netGmi5%(?@O}3m8_)Bg~sxmvkOYpPU`a>C+t`%wMJraO5c*xk8NN=%UW-
z16|Lq=>*BJ0LO_ldeYuoQ=dRaL%7ITR^%z*2xvQjX~7v7N-Po2g&9TZ9Bqrs86v)M
zP_T41WITHa<1-^OQj|@J^?29l4Q-hCzQ{m`q0$*}%ZUwyET}*k3arRLYUL`(XQjaQ
zd9*Uv#6OjCp&DBgj0qpB)x;vnHmaziT#kzamxZl4(k;glWRDd^3*C`~U7oVPla>>s
z#EEM}m)TaQvv4~~$@r_VrG<seLib@imcaXN*M3-+DwePtjfb*6yA$SPiPDCYvt5?o
zyb(+66jyy#xnVBLSR%|Tb<4aC@)=9yU31xVH^a_+EFobzV5V%<k0ff6rrlA@p!cgG
z+Xnk2Q;5<-uKC+UD#=*lJd(wd_%3|fj*|gvE%))nDT77W65irASxyM8S|g(<7U}bU
zh|(K_Rcnq~EXL`LyWN!{{!@*OI03R+S;0p+ZD(SM9i>(ptXpPDie#GlmpWT@BtfT7
z;LaV-E|&%cJDjyE6KsYQ<Lgm_%Xg({9mx(Ao(|G_7HwNJm>K2Mw&mUaw59qyV~URH
zyK(wiqeg~8JAejsidb((FObPo0DNi5j=B8q5HB5%bH!55MVO#1F9^LL(B^_=a(dO`
zM3!GXN?SY5aVj_Cx|4#^HVwL8b|^!Ej;xW(pnXbo+CE5SZ&H3`o!t5oB1bFrqoxkG
zaoSwUu!;Ut#zsmtVd=#@T1?gXc3AF9I%6;1KPH2cOFE$nx8nS$S72?F8x02Z-%_e}
z9sKB<ScxUg%qtf*oCF@FcU!ua8A~8AQO0hk;JjxD6sd4$ECEBJuUuEf5-_DIYy}}J
zmS{F%N~)sDVJuOtmf<^8wc3d#V3@9SRW<XTL`5MUW$cIV)e=@anWgECSfa!Hh4A*n
z(#~okVLxoQ>$72aBbHFCv7)-{7IR~X_R8vfXZQN`&7_tUN`}R5Rq}gfTt{r#>>zr?
z64!6RSK#CJb}ZrMJFp&@L@{Z{>M8|_Z9j|y@pf1eQ`@U?+_1ytL7LnNhqMaPOina!
zvmK>SZ%{Cy;1l|>M3=t6^<pB?jb>I6vtkJZmo8apv71QXMdhxnBoeT!;)>eXh!eFp
zfHzjU4QAUime^4{YF7G=EX1kYXJ_Tc!z~_g@8?;4dMPx+#!j5}UGGgLOSEEHjTudg
z^?A0to)^K<tnDrzPFuk#+5s%h_;g5QxUfcJLeO648J$vJ<Wp)~w2qCW)@?FTQgPZ1
zOuN0FFrC)sDFPKO72g}C&?QG~m+LGcFq8|!Mo81g$5NE6OBwk^op>}hWlFOzXwKQ7
zlH_S#I*Tesj7fv$N{5^l?E=dV$z_wWCJZ@rW{Z16QYRttGM1?mz62bQ&?Ix?t+e-L
z+C^?fNrY)7;V4)8bs~;6Ss+VcoS9MWUnXNJC<%Lvt+z}8yWpxr-da`vi~!kNEDS55
zrG-M+i7`S40ji9Uvt`F9qDp79R3QwfV~Hy4(y4@*r37kMDCK4Iwv-95p()o+INey?
zj3u^!=(_ct&W+^+*epp|R~_?4B2jM?{rSqW3g=^q;;vj~W(5Y8)M6^K0;q8;v0Nb|
zz~?ZLfQk6DND#rNV>h>HzLH|W`N;EZN7I$~BDN!n4P*vkVvEHUiY-v|Vq%M3iYGJ?
z8fPb8p#T&5cz}PG)Lk1<oYr{dshBG68O#cq18!UCM#>HZGt*s}olRgZUG6qE<iiB`
zuB_;=lSw+<*x6~!KFnB!<k4(wlu8eq&O#x9*RrAP&}r1WJeJ6W%B|WPjXFu75kFt<
zWJ>joMr?40joKO5N1w+vJs8VU(oTOs{Bs@VZ1?<8SVY!#I4ol{o2pHT;Iv1{dEOc5
z`Iou?K9!!+i?neT_m<!<4J29Ir!utbFurn8q+P0kegh%krz@0z-;q%Wq`hnGpw9Py
zZ8HAB1InHE_OKa^6%UTjQKT}XvCKH~GHmAq#G{C2rRg|2ZAfSQG@?%YD-*_LI)X(%
zx4`MJB5ke};|Ncg5d<v?PK*xJPo-(^DNU~Gbn!Y5w|SSR4K=P)uL-yU6wN`dq}Kql
zDmXALs}Qw(jldUdOS;YYF_&FhpoRg(j~P*fAR+9b6idJw6r#%QQsP@7T~-xV_iw}!
z7*W_0ykp`Q5p+5W4>!W)N-VLJ={DLb&o<{{i6z>Zv%6fGPt>j9gAJRztBH@V?E-?`
z+GUiLc6k@^VpR=h*LEpP_ynJRQ{T4elfG{UquE9gxQHS^u^2hrMJOo30^$2&`%JpX
z<Ot#h={)W!Mz@1Ck8k^+`*xR4(hmHeEcz6MirYUIK{*5fy^PS^j*;OCg&72qmF}TE
z30M(0%0?{Fg-Eg6D9J`50n1pKt%nsi!JiE<xalUZHe-o;ow22g?A}iBXG7f%RT#3c
z5KB~n!8=R!QXz~bDhq&%taw|h1m&U`7)8fz#1i2RdCT2iDBLc^NysmqnIr1tMAr><
zR0Qel9IXjTHgU?ft_;u-?ICNO(T+#3mBCZo2dFE$das;3#n~~Py8nLkdn;F_cxTM~
zUPCMVr8IwMFwUC}Bct6E>8wtvt<$bP(FrY5lQSZCUyipa$(uUka>akpA;$mxT(|Ju
z6SPTHWQ|f97><ol^0n4r^cyD_06KY78$pSParZ|=Fqz|5(mE}urR{*LG;QmfLjba@
z4@WuP?@aw5_>6QC91lql97iSNNSlvblRH~>EaAA-vct`anvEsspq6V&e<S83H!Ed;
zszS9r|6z7iQxbrzO0&CdZpK9v%9W4-7i`YQMSvjPez=o&=T~D17)O0)ce&%oYE^5L
zR#?T{Wuw_&=-e{p?rK={qn{{QyMA45=2yvQ$7p_co-xFUZs^Boe%lW|qURI4#i?Uy
zUmXK|72{wS=RK%rNH1t)%qQU1^<rJPlJE&yy`!xc-47)asGMG5BvB)U_E)!QJ22hs
zGoNy=Oxkk*c-`VZ-@A)e)=*kpu0nV~y=rzg;VIn^OhuI%$q%*c?5ynU?9?-=981i~
z+1ZVH)2udQiBh}WUg{KlS&Ah7o*gb^%H@YU?N|VhPBK{vI|<c+pK0vK(sa0#G-Gvs
zzB5~QmXc;{n%8B;mkXt&q00!=*F(G1D8>@kO?I6r6YY&8h8)_7GUoB8AK~U{@t;L$
z<SCUwI!-XJkH^Ryhh+q>>197ktwe_$$Dr-~(T=~gV3S!o82un4{u$S0und2ZCrRoR
z0*Ks8QqTEId+F;Z(sW$opnP*8uAJ&?oz#Vyllvn@;TNUOZOP-G4!BEaw<)n;@PToi
zbBYHpe`&JkXQM!P{%o2nNx#4V`(S2km=62uJkEqB>G&V#^pi(x^bYX?n5)P&#^96;
z5)f-E6Jd;-U`lSe>V^-C0F*?3Ot-RCErdJsv4AR6I~})D-;D%n<#55Tx=amw|ES8k
ztkRTncRrqipzP1#w111O#*k)<h10XE=KQv=OFMGYE>Ym{w^v_?W=WQ2=cNo+rv^uU
zgLMJH^4p}YAB|@eZ-q=7&nh6p|4b9M;VP*%*m^=&wl&{|+mCAm*%04}@BG+rJ{_Hd
z`E(PHK^8^!5+)HqDS}rBT;2C1Xio=>BZ&a8Ri7YOB7q=6t=RTsiA*;PSlVZ=jsTz0
z%^@pzI`|Mj=@uhe{;R6H5>1FDPG7AMB~g;q6F;I5Ty{2sdGA*@<ZPWyFG!~1X$d*q
zet5g;E|sPsyw6}imDwt&rFMPeS-Sqrn(0`wy2Lg*_6OK=2MqS>_Oz_C+0tymiLyJb
zZFlnXdDT`+^;qJDX}Yq(tVTDMSjNi?A3p4cu>?L|H)T_W+mS>~UI%mly!nJztL(CE
zxw+7CJ^r|#zxnYbSJR!**J#elj1nXbIqg>wjE;`j&Z7y+RYuvmfX!a^QtK>DQ_y^w
zQ+kQf5##Y7?T)vlKHR3y$<5L4WLbZz)BEsu)4cR*oT|#WltEztcwD9(X5{FXv1n$$
zb>5AWsOjGyYkww6_p+>K(z!v*ruDMR-=##dob&&UQ#W}a(v%D*6{P9B%_31f&UIw6
z^l5Hoju_`({YasVaHEs(-PD`jWoOHOKYNbSmOYvISY<(Nl;Sk@G)eAey0g2xaav4T
zFX(jD{B<{$C={xh+qc`-cRP_pt+N#_0hI^C-cK(m@`@@SWz?-LvBr+dyReXTCTIO!
zSI%#*cA_LkU)}I;+(5k9UY(D|ySDAB4j@)-aAb{LS4=Z)e~CTQXRx<I7H^nXjq)Db
zKA)IDJn^H<Of^lqLF!-j_|*CFVlg<L{pA(SKJa~<yqqShq5A-K6rB)QR$+nBM#{IK
z@~f-cu-I-?{u=BKmgU2Qqug0<MRUe9RUAniEY^;rqG-=uO-~qiyNax*3)s~yc2%+)
zb8V+Vd|mC-OYts6iFhOBh71>?opAQe5^Z+54Y+YOs%`0Eqw819+jTo`Pc;k+W@mb1
zXF6_ArQ(F$`bxXI6id`g)6;EMw+n785$?{f$Z45*7{(Hk-B2C2<Te_ygh@uy?QRvf
z6A3UB#+n=3ek4&-mEBur$6+JhTl1aOd5P|a+tHRtbhNSKhHW^QSh(Jv-pETCe9+_f
zK109Eb`A!148-XpS+0)pt4HJX$b4d0sKL=isS|(3X}p8M*Bn|hiBor88l-G52yIV<
zXdR(Uqb$m^@;a=ClG99$>l_1gQsT|;6`zYThCUS^r)dirXC1jm*{jt=_9p!>gNABJ
zCf-!qr0m13A>K2b<bS@H66|;`V>y(3N_vJmE@~-no$19S%XO?cC;V4wg3pwdYC$G>
zMvXbOaNBQ2%J@}EKJGN9!PKMcYs7TQq3Wo7Ea8-!)h)@EZ{3I`!c4eudv<ekK9T6E
zhqAqG&a+M|(PkSv-HOXtCzg;aApT~!x+kH49j;d(kVvfFlDm1Ic7!Jqus^8rDw|Kr
z=n#|N_E%RUi4*zlU}4<fj*^Jgwh2jvVKC}_jV7%$p7W#RIBRqtMWYoz68>5@nvC{W
zwvQ$f+pwT;wHU_5b#+bK!7E-0{3rBVgRZ^Ox|rT(7rn1hdC`19wB>n?03%JV6^rrh
zuqui}YRdbXB5FgE(cQQ;vt(mRH8wWl)@;DM<OXaij9W9^hJ`JGyzp3pmcp79i!CJ*
z+>y*}+U?n;xI({~31xjF_&)DzvvOlLEbf4!#ue^X{8hg$ov;!YXPUS2;lt^0b~-N3
zyncOibz1qwl~|%uxphm`%k?lBpzY#(=ejDW?Y$wCE5%##HsWwBA=!r74L9Jn;wDYA
z`fR7N0?=K9i;zC=w$ebyx0iP6ouc}@_ci?^gY>&TRy2&Z#RVYZDgNew-Xi~CSOhT3
zV4QycuZ%Zm@FsX8%i9Amtkd8zg3dy+d@cHUDDzKrvK>Rov}AyyQ<8UHjuRxM?!Pi_
zTJZZBM?Uxht+U&%N{gq*JR=}RHI*J&WHdc!sr0BVUwlP;Hp<+?j#K_glP5<f)X&T)
z<yf(IBxYziKC3v%4sC*pPKU|c)x?2XmaHuK-Py*Th~-qm#tm2bNhzusGDNLg%ZW&N
zp}rB`sC4GT*l9N!^KA2aM-6&wtDEKxbCUtHCr*2L`Nj=5WNf|@7kJCv+y$m%^Ycl8
zn>5SjukLM7zq#1~Ll0M1{bRag^5!lpA{5~9MVrs(=6xu2kj~xQ)|%Z7w_lGW_4>;;
z*;rhbW<20ac)S#gXllUk`bp!uWN1*6m87?@OP{`3Nw&uG+SuGG&2z`at<Wvop_<Bl
zsTdh@I2UcLUenP^w<kW@40uO#(lo;nZ@*sK0oq%kuU8To*`SFxaGs4wM%=8+#_R@b
z-0qG=ZE8%{>(ch&ppz&^zXBkw%#s~PIXKcnm}$sHJ&r#Q8xQN#^_5cnb{wHr!_}3Y
z*_Fzc8B5&SyfweQ)9zF<vBa$#x5Cx>ZPXP@RPdZweXFjLC^w(q-R#ueMlp$lJH>gm
zTUROxTyH&Oid7m*ML&_~-mcf#7Q$c>+LmnD-f>ox@D>{n+ogIp_<Z)QrD^z=X_`5W
z5k~hR+bER$)=60B((J=>W1BrkC)k%iotD9?uFfkWM%L(9xvSTc3i{Uw-Xeq5KYJvj
z`e~}raf46ihTP>#h@T$=1}zCu8q5wkr8NC068(ITv?$dfE$PCP)F9>O<o?TIjqAPk
zH8Dq|%G^uhm)46(GO-{%vq21MFO#1=2g574@hO4{HfPF$a`rBd&vCaI#z#tQ=gE)G
zG?iaXP6X+c(N(6VlQT}V?xkd9vpc;fVw#0+$CbDIM8tG&7neJ`?(&{U+3q5Q&3ASq
zky>?nRo<FkrExDQslwG@IJ;)<&d<-o5Ighn;k30583UQ-YFsqUP1C`r)z#$4-8L<b
z`m7~9TrBEP<gdo(34!YL{M>dT4cFY&BxpM+Q195?CO(%GsAt5(A_HrslA#8*G2mRX
zRob1fy&7jY%&Zh!Vrn(?lOx&dug$?)i`&UL+$TRV9&W>n&S{$qhI8(Ux+=uY_-r+x
zBSA_w>8;H+c2@M_P%%!_xK@$`ED`)>6H9#vj|(%zSS6O~H|o>VHdEY6WZW%36Ph5-
z-B{*knMt!sQy6Kzy?=165iY=f<!nPH#dOiH9ogvKPEs|lRc^>ica{~L%%0=8emyKU
z!s&;lL?(3IUAAMX#-8KovR$>?sA9~L)8p;gaC5U1f|f6a(;J=n+iEhq*tDm&S16fH
zt?Dn$)~j8_ytPbbNp@`-;WIocZAsM|)&{L7#HB4xQ<z^N(|9;5GZ3cvqa|7AEZlB=
z(5uPW+gm%^zWM?B!6`~gGU3rVZ#AX2>jz^wIxu))So|T6PLT(QpI<=Wn-S`bJiq(X
z^y88;IVSz|wK=jPH{RHN!f`M2ab8GH-UgiV@A7hz8!lSGW!x$!5-dH(ndO8@27!Bg
zj+<&rCD$i@6lRx^8%YX?%l1szXvjpD?j4`Ax;vpvj_$(<!T;)EekVD)PlqpL7@Bf*
zPX?x1U2%7Bs6>W-{I!lyS6NPEV7m`D^MH<(L`Ieyo0V0vy1irrbvRnU&G|SX!NASy
zc?i&1t2n8}%~e>!e7@6}KORYZ2}Y(3ca+)m_-cAn{VHqSAgd&TMH_#Tz@*Qu;D*)J
zy_BfGHtw$;jiL#K%pz?CT3wBE-iD=@$HQXj_{i6~T`HD#<wr<mk!Z{IHXYLs{{DE;
zXHzt#*d;K`EYDsEUY`LQ+>U;2;w@TjC6f+gs#n|DAu!s7se{X{#KAG55>v3rmN@km
ztIL({4())5*-`glsnIAg)|PRQDK9L+3^UED6$cro(&<zS4)awku|?-cI}aObC!u5T
zDoav!iyN`T3X^Rjj_o8+<^3)&uQIKK^i?)DR~s8uyW5T>Iu$qcXXUJ1i6wT}ZfCc?
z0IU)B?qMUGSB*BJO3epDsBF!`N!GR&>LA2Bit>Kj(<{>pD`ZFP;dDK0ciD<pyS+61
zP|k+r|K!rc4xk5RG;L2mWc4E19H5`wlp#A#8;mMyML&@x{R;v>UM>T?QQUjWu0ntH
z=B;SpGLC!o3zYxtCe6MRkc}ClSvxLT;B1dxAJ^NdZ1({m?OFW2uU^5(RihuLFfPd%
z({j2o!-;;9kDG;d%z<e6i+;^3Y(x?n$9XCytxU`U5F+PH3)nK&DY<@grm7nG_n;`S
zr)zgNm*Y68(sPwrS5^`Mz1ZH#U*D{}hgB`>_HrfMd=INyW?|!2r?dN>h_i4jKR=&T
zvk27ORF&WiW%ml%GNZ8PRO@b@j<@8a6LM=|{Z^jM=flok>q@e-x;ozpI|*nt=ZWpH
zd;(hSn=pe_MyFdM4E8JAe#8iqiIw8|LV9)m#>g7eo9ZY`evTc|XI0t9>EnDfP(v$E
ze@d)>9CEb7fwms4E=DIT=`(DvOE5Twt6k0P!sLYI&`RqIqIA})fxr>RYdIdm9Bqs!
zs=Swh6*0m30kz2RisZ`cpm!7;$Gx@b5*@1}#QMweiPVLqHmz)JY-}Xhzv@rd8{Gvz
zvv(rZlv^SFq(wOvc~~yH6{bL<_QuY)ZPlpDdOH?rl-duMmg=zVy+f<r*|uC_ReviM
zL5~{sHrsOdPNatOyT#dQR$@t8y4}ru(S~zKL~8B-ldHE6ZYs<21n-q(g8=)zXE3&8
zS@N@=o+J#GmB~j6Z2V+DKE#(xe7Oa7$)bg6VG3cOp#%v}CdE{dIaT=-J>ApvOf92M
zRZqF9dmPM6Y>y{DEM=*7!?O{S!%lQ>c>nXRB6bzA5fh4--Cn9PVb8hmiHaS%qtZ{h
zdeXc1oZtDKbI&~|l6+mPt`VE8i3(6edjs9Mm>4Y-Vl~vlB{f>(Yc-`s)&x967ztxx
zsC>S(o>g?z!U~_)m2jPaMO-5apAX|U%73B8uU29;1*iJm?8j9{1mLgOoP8}1oEu)q
zy^xnzZ0ibJX1(cJ*weg0VVa)9Ql)@I2s@KVk{!K5>^3Jo)+Tv7wKvNHyd6q7F!Iu@
z!Q6*MZJq&7b%TMlN#gg-ao;Kl_|#Iv7$-`Ox6?ssAs3Q>;gU&PEdJ6&fBIE0VYhE2
z-_aO^0~?>>pI6^iWO|fHEfo1=vobYU+ZENOC!6noc_l~|zv88D2*L1;qn1h*lk>zZ
z&H_N7RI9`-W9v=_;lYq4lTBmi;A54SV9JtBW5<IY2C87olBPk_94WQ%vRK8Em)Tmu
zhAFI6URG+PT7=J4tG_b82)s~G$!d<56SgEchtury9YVcw5_i-Ey>g0Gya8(mR;&0c
z(t)Nk!O|(lJU)#S!kAd`_AsC?Dw0}X9g_P=jc}g2B6ydXE`%|#Zx+q4<lI5fDYsW>
zXziX_ZmXOql|YXO=hxy5+#U-ngK}mK9Jny!Nfl5i;J=93H3AefjI2u$@_AsJx!v$g
zinst0%?rwIqZ)%&i}4#`HLDz#mm_)#R%HXk)hq$K94-k}eZ5lQO9pANyog4X8lSJ}
z8=`q4uG%Q&YYSpXa{T_#ZJh`;TkQAe7*)MkBI%WqveF!r4_E7rY`zqKcQ7}~ze<*9
z1JK1BlZo;vlCLV9Pg_YhiVL7Gpip`>uWVH6<TU7(7$t<S<6-<-2@IKn#K0_%se!Ib
zpiH?PXuQ(dQkZys%X!tdP{T-<Zk}${qM;=oK1M)4YoT@AIKg@nsdOAX24ca~DFs8-
z*ymB_F)*!zf)7L#`qWdOHP$Ghp!<M<di4ExhfVne9mUFY&?cE*V<n?On<IBX0*e?K
z3fi;ejzq}}5K5)=s>wfdJa}no^14~3XO){&BDT6&v`)i}6Ptrzt+p{Sp~Gy|(`JP`
zjJ-;rJ*xWqN_jk=1%C_}n_1zGaKV>>++{;UR`_DEs{f%mn3eQM6{`XLUFp4$Ljm&>
z2<Xil@<2+eV4woc(tDbe+E{y5Oy)S>WSYFJk|Dn)Agv^1jG*uI>~#?tB`KN*dozm|
zzbt}~zR(#r1j}U}<reDNgGo{(&7Y45RL8ug=I_BE2doECi{=P199DuJLOou(y5y;8
zL-I1g6xMJdtQLR4KGh;Bg|C0%Q7hC7e^of{t4)X==z)Q~0SGncT`VcsJku^~YYp_r
zba3DL^QG}$dGzs4Nkg~?XAygL>d_K9lH?JVw94}hkOi<|8xB$;jd+~!zoe#Y#~dNG
zwo+Bzoxg3Y)HcA=5Nq$w&DJBp*lP+9z~-1_sg_+?Uys(_9bOOUyq;FX6tOkO1W0K`
zui166c^@rMt*_<vjWVbMNrnq~rBXfs{9B3Z`4q@y&3s6$5oy#)ph1BAYk9SyN9qKW
zX{}PL*yHsayc*%7D@3UShGy1<bgaaHLrCjVUPm&RNLOiEK_Oq_vsfVqx2WtXr2+g9
z6jTx-H4I4s_EjSdOp?SBfVC1kDof6TnJb`AP|r=ui8wHddXD-t3fii$LVerAl@B<@
z=cQj&X#OJSw;3n0-%NrXBK(F~l@hFqCrE8?H%S7~4kvgUxHZi)=L(+y$E*0NSt3+P
zB={wMQEeXXe%qG_txKe4zOSL4N<>$l$jg}2pUS_i){ExNG%PugCeL#{_$Kd&l0dPV
zOqmr=(bN=PgWpqaRy>6v*#H4UQElGc0r!3muFz@ug%k?ao~dfG`bUOPYD!kmE1(AL
z@{1*%4}h1IgnMsh_g;u6pBGUvisrpDVd;5NE#^jjleSkyHAey&Oh;8!n6!+_Hqn$b
zJ`E#)YCY*;(ATbEP*BwgwkXb>;wY70pbu0Br$6~Ormu#MPq?6e)hR6#f))e!$Yz+W
z<zFaZSb*bTC=^K`x=aPYR`N%(5HF8<!sYMF2~q-OQ-XeNA)=sukhGjwDwV)8+5MVL
zT|-5w2*8R`(RhJL&~ly^*Vh^i_@-w0k%nkXrPulOQgbs6-{eCQ4Jl2+Q&=w%c$$1%
zXwtMid>Oy4D3#`rqN=Q|MOGHbyCNomhEl00QZ?Niq6F$nC7R+RO(quysm!O>;X#{R
znlCAF60hmH!KE|#%0fw4A#R^m;?;-^%nXp&dbG5#Q6RlOE!>FcCE#5^{CGv-*Wi9O
z`EN+Yt~YRJvwoQs^U&1PMjo9b8`cFa@u&<fNEIVk%Llb(9rO|wQ~}>-t@4*xx?nO6
z%US*`AS!z00QNf63OYLhQ^xEZ_3cYe>6bHMqQZS)cz;+O-@@g5-VCGV_>yJpk2wX)
zc#Q#Ha|rr^)rd?Q2d+e2F&omB&rB{UeEs*{6}YUx2y3Qyg&fTx7E`+3-06Z>viZeg
zz1Z}>Bwnh$1~6~#Qh_0Yrv#A>7$Y)Z5J@We)+w(NNeb0$Du8~`+^5Bc>M0dZ3z_b%
zB&BLeMEQ3+mf7@c6+C>Hc~Z+i)5E#H_i52a@g;DpaxWmB^o)QqfW`is#Z*;i4vuP+
zQCY4QS;((Qil(oOZYd~Y^4-^ANCLGlnKZu+v+{~6DGT!7V2nX!=b@S*08}v`X345C
zxT8R)J;jREtKs$)aJKRp@Ou={6R=DkSp!0bJPhcExK^+Xb8pXhzaUYiz!GQc>Lu1;
zNfh&Rm{T@`JrOYdyq=3<#nEViIcs$zl|d6yD$sbf9F{ZuI$z=og!=wk$?LINg$K6x
z7sgtI<0}fkL{xpjTnoLVq?Z&arQ6Nbs>SnhV4abY@^06$7=Rl@*3#yPysEqm*N7ep
z86$p{CsjQev5Sg1U>zr=R*fsBORm+Fy3&Y}@_Qi3{93+b2P!LPs!OGHEXC&2R8b@w
z3QBsSpo=zOFMh4Qpu|8)a?BKM2nD7(T3U#qS;6Cj6c7QG2BuMn#uZpcFfn7LMp)?$
zXbQ%I>MEEYt%fUHFQOWSak~=MOOQKiUvgl%4|qk;Dr`tA59m5@*N9u{(6KPz0FGuS
z$S|Kt2~4ZF)c-3I`R()zA%Rz>PV|TC<CJ^i@cuPxe`ybu7VDRqp$Clo3$K%5vjN!{
znO2i}P5-^}NK5(W^;$El0W=}DkV=kGFNkeOs@9%sKa~HPz<u=R;Mf<9mY^Cc#VfU5
zJ|u%WEENf+E$Bu&!(WABH6E!`SU0<xrk3(NfJga<@^V^GFh8PR3&UXiKIK&scb!PL
zHxuA__zY?BY0pvtkTR75o2>$Xz=V-rS*S;T5F{kx_R`0;X_e)=8RDtypKltg2C7CL
z4%IxD(EACPecD!6ES5>`ebQ-Xds4W&TSw=%Rw$rBGLi|EB@T3;qfq$|T<)f<0oY+G
z$Jl1?zb6%iWqJS;`~%hsQsfI2g>|&GEtJ?<rY<?L;>Z{3%4Yxan!2=xnxpFfm8GvO
ztyPp-2{m44efqjy=<8HiLz=OlI9uT-1$bgt`FuI${Y8}2_zhbuL^fESTh}sJuhNE;
zQpv`C;()=wSg*xPqNqpt=uUG4%oAS|)OFn)A;w=lFRpCxcF`Q6NA&0Vf_*(7H%Fi+
z@w$QDyfH${mhvTKtx|Tvbn~E%B#fl1q-Sj~``8*o$pX~rD!6r8bVVSFs^&n;^R@JP
zSS`DNf2~Lnm@cp~8AnVl0qe5)5+dOXs>1sdYjK!AOd0%E_2{`?zo^&7+qq_wT;ONy
zpd@HPV7qSRxPNQKRn%C70EC~%*36f1{_AE#J>?HLh2Qllp0C97m-pCH;qmf1R(8sf
zAdB*edU%y`iU@od-68k|o$@c(sj8*uvv6%EWs?Kq9$Jb#CpB~WkP~I2N|nX|#iSTe
zwbeERa7B-h<XEfxw?vAG_16UBynly3r(2U^D-tI1Y?3n}y~2Ym|IqiAWYhTTYXzn8
z?&x$H+<W*Tzyi!O0c-VVxI<LPN1BH*o~78)o<_+$Ln^&4BBJM7<b|YK$Nkh(I8uCp
z33he((j=Cg(!(m&#S4&e(oa{t3DAtHj%61Vq5;85f;)s)<-HlW0$)cV(l-G5m}>-z
z!j8yW-u8OxG$_-<4}*Y1u+XR}g?hN$BD0PIZogK-?P6HlR(W|H{a@VvE#~NeW<%UB
zGJpdw9gS0NJBWv_<DLi5^LXB_6aWAvc#-fnzM$lM8ecEgLVP3lH|XrY1{SR6Nu*2%
zz()?0_^MqAvGeUDTCL^94P6xQDpo5tR+jWqWeu-V0?dM1iq)!kr9`VKWkFD53SRL-
zKnX-0Yxx>p*|UveU~Q>}hd~B3a2nSY!sh_Er6t{#vKO$<zGEdO)GBHY)={bPk&<4v
z`m|WO3hJ!F0%)O?R2(!LLuB?W?&Rt~wKUOzaV;GQR&-s#pcwGkx1`ZviN%QZ=JL}o
zI}>;&%RDk7gh#MY6B1?I$HP*9PmW=wVNtJ-dsy%2-wlC8|J*04>f#U@2%$davHZq?
z>z~2XGOC{I15&NCuublOOy6t<(T9Op+N#CEy@55)@g4P#1o)x>p<dY<gpUyKH&Q6I
zlrE4WP!{q8gejCF>-uvQL+D;jS86s8x(WxBfvmj@pjDE!lwNxdOr@NXmzPQbpcsIj
zH3F-pM);x*Qr=**zM%7Xj3%D1;1xJ>m~jx<5b^3IU&NTvx{b2c3a|q{C4C95L{fk9
zAjnJQ7m}c_ev(ktI3bIqf0+fDz-LJ&$4Gw%d2l%a?tcI)a%i|!N|J<l<c|758&~$o
zbc9Q=9obdV53biga2n?m$lL!jfpiv}63G$)2YN;p!@BYXS8kPs!s=^}3NE#fUu+G+
z(zbfFbQ~9?2m-O}SZN?JQ_+bW01Q|!U^KukCrZRY!sYk;S~OhER>DZ^G$EYdzyx2r
zyu6}>8+bsWP*Y%n^oky+0mom6;$znqUI%Jb2fBW6r3!&+o`_<JO;;A=vnG^k0xS9;
z@%dyevSxQ|uo4h9o)p%I0<0LtIi(bnYbhm;!maVyLOdDS$Zdh2tW>ISuObi+80JXT
zfT$FT81)&@VyPukTGv?&IAl{AwK`TxCEymp@N%zLTaOV8I^nUJyvSqJ56fw;fsd{m
ze>T<t0g9*r{lL%un5%fb^x@7)#A(GM?a(VDTn-TU%QjEF3=|0Q0ab(e>DPD!R<f2o
zTy9LpH_#`nxMa&)cFs?$8~bk9nfy%<i@q|@#yl{P=CL6CD8YSY0crlR_1Aa`!rNch
zZQo;c&Le3~31K*NO-(&7=B~lR<&%pktdu2xqv+2-OPHt<3l(4R)#rfRH3g<kTFxu4
z0a8nAjRH<7z$6H6em%;TBK1;*tI9?!%O)QUlpf(#!X%f3VVW8-l`RE<+au#%w6O(6
zv<4)Up5qm;9MJz_4FeL=G5`XIvL0Dy;tO*C3`SKBgIXV)465*=mwvgE`|2Od=uopw
z$s%en=@ax{f1k4irH=YyCx&fVleo>k0Y&|KGgsaubyP;XSzsuQWhMcv0`e-qX6&OB
zbyA`IpJu_m!)ygq@KS6eUsp-)KDdN=2Z@J^=(tpL-LB?yTY(GL)&XmIptZ{z6~2*=
z>5&qXWKpRHRGuv9>+Dg}Nkv(&>LELm>vUa-rd2^<z?>EfDPC1dq{JpO7R8^DO6i6q
zSMwzu(4GOaZUbzHJ22M=L{yQYdVZybdx3(Umk2E(uCD0m1q>AMvbJD%#3K<E1K^dV
zC0JNybV|ws&NOam6v!HiR&F=2=MwHosCb7ka2;@VNvqtihp~z_@736$b#QKhUnnkA
zej<0M*paaX&#2=(V(WC=!@yCp3_Km{`EWA*%7a}h4%=XDc&qgcilN4;MS#+S1zjD&
zn%qE2zwEOdb#hp0=`q3XL|DO~e6XYbYlWJpt(7g<*U~Tuc&P59i1`kD+VUQjy4LV%
zK=^=#ErV3Ot`;$C>Pw@%K|o4^nAU1x@;^x0bFcz6r3B{dGmNk`Dhp98s>^tVR16nN
zHA&LNX7!4Ct<Xqkg<85<BSVMVtcz-(c|fxW*Q%0z`TUhJLa0CZzbCWL11eS|Des{N
zZAaD${Hx~SOmtaEo#dN`t+DoFvRI64m<P7$Z`%_f{o&>z=p=aOpc>$28z&t)if@0w
z?PIz6LS32ks1}~Jd7IeWYNYhj-)+L<Pl+(5NRx;koItz<>WOh;0J%*OzVWBNzoI<w
zRsc0(oc45T3u+Qqk$&n0f>L4L^EP=wv`Hl(QU3@xKSXUKq|j1B2adbEUJGsTwGsdz
zqA0LIUA33uVJ5!mc!bZFq}m#@cVNa#B&^y{(4}RuPF@$IM6t1wQ5#|-rI&a;rLdw*
zI$2j#enqiI*=1-$59p;8sg{EKtlD*TEuU9w4FL;3Eh}P(tn-a}jX_0T(#Zzp$xA?B
zyB<x0;`GSNC0i`M9zntZ=1wDgEL)2=NT*M0tVhAGDdMgkI13m&$OS=;3I*h>cmi9G
zRDf6zqz>r5*U2`&r98;x+I;k*Q4ZA1@)Z`Em#tqKJ+%+D(|jA^uZ3}Itfcv^%qhYy
z`lyY|T>#C{vG#f!kVnvrZcd?+b=3`2-va*)a(IA>P;8=DCK71T1a?C40fJj&9Lz5*
zPhvY)WGLZpgYYS<Y<=6$0b92!{am>N*cj23LbyzP-vq)i`T2OERtM5b#pPsy7lqW)
z3LjyMQ6S>dib6uv0N+L)h{>yJnBhzf&wfd-UcbUC%&X#8QhKV0%Lal{Og{$>$(F5-
zu@=3`Ka<!xVQeLtB%xY_6$Mj&dm~ef2pdS6`(GqMf{UacMp?*U#f+j_{=Tmxd8mym
zKa#Z~7C>b&R6$)OlQ8>06$UbO{0!idPb?+XqloAU0hEPp&Da}QJ3!4j<qT2a=E$Ej
zHAw-YlN<77Hk5@hfgkNlgi@&m7U!lma34#B+(B8h+4+ss(t7!Sk>PoHeWfaa46Rz=
zDK;AFh7wsytvA?1DWpV5LCMCDRIfV3wMLl4*Oz!U0U%;EJy78F7=!C2_}Qfes@n~U
z0+6Fh>--Ya1zoDG1F0x5!U9%7<$)*GnLS;zt)z**RxdKftz?%Pg?tTIZKjas0k;*q
zPpk0)o>9d}V>n(yw;Z_%IyM+Az>e=&20_P;nZ+{aQNN-h{jil%H%GR4>E|bby6y8>
zzTN6U$CN&955h0)0CrKwESw_7Sc+JJ3!^7P0ILB(ebmk_$J%MjFsE1sEF&II9m@!O
z*G_GCY;(YhCAZ(lKDHiYj2(LJ1F#L{Ui2$zi^zsxxMm2{=ncqk!e<%#6omE#R;6OC
zXb%bWHyxk@1A<zn9t3VJydF}(YgYcw_f598Kx{F6od@{-HR)S!RHNYUmGYv_7N)Qs
zE977D&le5hD>Q^qH1JYKmu+AbW`-z%XSU~(DX63<r1WR}BF;BBa>=m$)$_$?cvY=d
zlWNVr4rUyTQy^KaDy5ZCBI3z<+%*QUR>K9e&JD;n#ve&i1{o&Ik@Jg5@}Zmi8a$+G
z6~vkl`hD-Rj-NzETr`fyX%P~@Y-DAN{PQI}fHi=DfEb6{G$jwWt&{RC0NQK~zOSfK
z2DEytQUq~Eb52&o0&w{9Ryng#lS&1GsI)*F4t=er01!uGDL$mE@HG|r$9h(`ZKzqY
zW&rWJjgPJ89cjimR6f5#)*~umt_CoaT7^VQ8xmfvh|#)ITH{OXb4nKGqEV=X5O@LH
zZSj(-$0Bhiv=YHxTSa9e+@PU!s8rAieoiZ7m$D>Z%S`~R3U)9LY!@j^ROWqk!k-O-
z$ETGcp9pm6f8)wq{en92YmT_QqOQJ~=ZNg3Zw7<l6N69vW{6t0a)*)Bwt>H+qMiWo
z5`;_3hub(M=o9P3@3vxX3hS3V>-Y6tAGHh{qV;AQ$S2SlRsH$~tBLj<`0v=h{2@=D
zV&k*{5Jccmf6sxa2zBHY{XR<E!LXXU>D#W3flp|Ytl#k-Rq-Gh!mzH6#qPrxlo6z{
zFeabvqNA1!J82FKrk_51F9GHRBa#E484BD2+`&kyx<WS=D(h%0?XO-d;bI}0Ucng*
z6|1jR{$=VVqr)YT#%jv;iV&=4xUx|%0G)WLL>O4-b@K9csk8=izf7u0pw-1^Hc*Oz
zRT2nPNm$RP_}8cfudx`Bz8>QZD+^)=BCXbx1};*dT15fJ@E(?30q|Bd_!Fxcp~Qj7
z!y3D!xR?R&RtL!j9*ktO7$_P}pJrc6BJ(c)wM<{13W6?dm9-_?8uQ{UvgU}XVYr0?
z9^V3q@yOso3f5FfDG($T;4|Bn7E0_)V_2s#DW(AP&RIbwV~!=dk(GERTL6IBn3@+-
zyfHJx5liJs2qE`H9Gt7AtO8sCj8jQes}*rW0Vje;S~g$hQ)-Pky~_>9Mj;~UN>#vl
zFHqZhO;;3!xq3CbZ7IYzp8jijxwc_jis*H=qdlO7D_On<UKN6?g06b*oDb{I`~_D=
z=+)WTO+aCxRvrZ>?tNJZV@r7Ep{Yoz$`kVTdKm%GOMkbUS`VWLTM6q*L_gn#h2#+;
z%UfBC&O=9OOCK}xk1g!bFnTWBAU&*LrA`cNba1)hfb}Envo=6ic{+ZW^^p65puA$0
z2z0Ld!{Nv+tRCgvUb9fF-){Zx4C+yzk3Q+ga(_a-GR%=ree`#e*f)z<254@UP6+H~
zk$xe34EHHTtm{p7`j%DwmHxbv4)Fx%Zc&vae(^cKh-jhd)#r-=+soD6-c=$#d%0M(
zDKB4EHH71I?KM%A>Us@b@>M``Fo3p*pfW+Ml3KpRKjRgKD>~KyTIch1=4#?GcB1g<
zG>!!R#e0%K3N);dLW;?;&%Mj!HC7G6E!D3`e+5Rr4lt-CMOMYtorxp?#nnZ?$C!?i
zT?8LvVJTX~ZK$Wi3|MQS5*`e};9WJl4iu?~ev-bSmq@Zm|D&AYL$p*+f|7q)xASQb
z-Xyj?RVDjI4IHU|;nPwC9FK~kEPI#hS-V=b*|Mbuu(suxQdO}ic-pW$u?<Jsro`7B
z2D6O;GV>%_5!hvzkFTXdOX&!z`LexHjK&nHT0_FL9CqaE3!;Ohc{a4B#Q1D9T`5J3
zPcDVX(pnxvg&^y?5?ccvTb8^F;YvCWevr*;7!YL*w^lT}H$yNCrjDKW31pQE7Lhf8
zIBRZC5m3!CvM-3!;ni5?Jxp0I$n)bN;0YjoH1`9J{9tzmx7&*97_uZ*;tvyoF%U){
z1zEou3?c)~V&^#FgFJjy1!P*3Y3>oNa@-gNT38<eFw}e&#RGU9utkt(4A3vzsLHb_
z#aFBn3SB*ovFZN`zp?%VMh<~1&x2eqgQf@^8SvAuC><XMT>|kPpo<p#tW^W>7o~o^
z_BEEJ^ip!3BOTbf0Ex*n`I}<OrauQ1Rh}87IBY{sz^54VT2Ass{k24%EhZV8TYUBU
z^{dw;&f*%S6d|w3D_!K7;D=!8>d#0(UamL56^!W;|2&6*i>g{*tA_YITYRIumEOqX
z65a;6eGPKkGRC5k$=9#oLfay*l14R^#Et-@2&$7IX+=k<^lOfFj5y;$X@XkEsz6_m
z{;v^TqkJC4*AVzVtqMR3bRswG)s{#sf&@4yXW|lBsVB*>F9QN9=84kbTTs{O2B{_g
z(KwS1aNBizsX-RxWi<k>o4!<vgCFNzj&0~bVr?~}By63p#?&mYM>mYxf%Sz2LYAn=
zubI~+Fjg`9QXWGX-{=d%ip{P##ES80U8v==)RA6dQJ-*aV}V5TjRu=Xz=e%;A)Isg
zw7gy7L7K`|uLkxj556nQISMx_wK{v&w>X6u#0JsYhd-Yl{sb7Q<ijR^ziHzhV*qF?
zQp?4^^ky)6TvT(NKHw8??M!~YJS3<sHT<Miq1a^3viivKl)Zo;S_V`;G-$NCARh2j
z0PX9QF>HQ?&e~JL9R^aJYsZqRb;T{Ukai9$KdP2l?6e5FbhsUhJz5oD$Jb=~tp^(m
z<fudsi(Glqze9Z@Aii5Z9AI1dU&J`2BS1fd7b5{`2?bTX+$YgP8ERpiSkl#TjN1)Z
zAAOG_A)n>DKJ<US2`nl}X(hIT=KE_b*js(c^U7-yK$E}xtfanD78mtb%+2EqYE_q%
zy3VNHYehm<Q7tgSp)30HSGCl$*9}GrW45ZUL{c`kN_;%OuH<V{l?7rOx?TWo7mj00
zFS8ad7WI1W`{0xmSQ&o!QDcq>NbIf*sn&qWt_J00!b>I0YbM1p3cMtr&Fgs305@R<
zw3U>&2GnDO^kZm-WEHyr5KJPRS1X0c26}L!oKb6ZX$=)26R~ZqH%Nt(OKQQcELFk)
z@EypIdzR~A8<B(srI<7e2Gzq^vY{(kA#M~5dZ8DV6t$KL=?7WusFL2;$cpL`)$?Y}
zA-z=Nm-HA(=bN{P*K9g?<|)A(QRlO%5Ot(<dvnB^UAL#AYirHQMrz(>UjYc#!w1a*
zL_8mg>$x^izJ{$7uCKPs|Ay!Vp`aJ>pAl@z;I>h{o@+tQ0E|Irq#lc^U}zFZLF5Lf
z3<X5JxX5Fx8jTfE1+Z$9=vzBI;^tPUS(@S!S042-(Q|`)^;hU#X{;hq9pf1N_3+zv
zkTY+Gx;V&Me}2mYW?Bn4i7xu^G;_y{p6Eu^PMVvfAH6GqMaJk;ce4c67j9G%i}HxI
z*d`dx@LPzLD=R+B2yhy~&stxnuthp(O3N<G6C0-tOWXA~f6kRdU@d0pxWyVX>b?Cg
zhH*W!3K^@@r0ZoKjL)Jq2+kDs{(MnNC6zR<ufH^Elq@G-JxdDJs`9dGM#v&HsZeRC
z$}_Vl;tR0LYJ;Tolv#QtUVp~3J}%7)X{9RQJ~;liW<A3aUrW7SD;4?0cXbs-zEZXE
zq#34*VPOVoh2({1%~P^bOP3<$|0FM`sFGi6U>3JAd)fw=e88=;AGq(5+Ccbf_x@W#
zN*i%Jfs;&{b+?3t4N?!l534q-YNbN(%Rz6<idb5yYD-lxnl8UkBQy(+A4xu7lB}t<
zP?qP_w>j^>!JQX=fe*vY&9b?wx@1q6*3@dC8OKy(F~X-yg=Q%_y$(>O=#Hh*yGSRn
zJhdt*sdsgHQ_4m)=5VYSBmRjV-k>SPZd2Y3(D@K=gLyG;Q4iZgc4cLqG=rsjfd|8&
z0D?42{nla<(EP<A3|~lq((0<;tAP)*0r0O4$p0Gr7rxFSo<*}<^%oAHE4d>w{oLij
zAP@a24<21GAk^RVdh{Fzl=e#(l4$D~R!afTP9sRfh5Di!`@>=U8mmkaAP>aCmD~K*
zQ67VLSX-wh!Tr|43NPv`Kd7$s%5)Ui`A;oIt(ca#d$?SOM1Qx9T6(z$MuD)^UaJ1c
zEJ01lFtv?x#sbo>LiB0Sd`AEh>H#E?JL-yv^$~zFel*T10xLW#9I_~a>(Jp9bXGun
zm&VTQ>*0S-@m~G9PQHh=6gA8Ot6|EW-%{aO;o&zN7FRVV2n^V7I?NwXvMJGxwXmv)
ziiu4D8=vI~ABw(g)>KRJshTRSE6ov=RGen{rJ8PQ*1W7HRURBHve?APz)QX+ECi%Q
zW5k~>yylZiX^lKL2juIoQozIWCEdJ5p05FAX^2YI9FgW1R!ULPE(+!dNr-{$z_&CD
zYdUlrk0r8ds#ywCP(t7-)K&u^;0yUsx}>PpWWW&cD~=LT7iybgjLGmkU#&IBTQ|4|
zDoLf%l{!gk=n<=78e3ThCR0Sq11n60Xag({E&BmZ)9QL&rPN!})s=;f(t2DCm~}Y;
zf`zQ2rz6cubb1}|gkb%(=A7s@nhJpey|W6y>_LMhqP!b{<pC+RH|yQ$I#qbGL3G=@
zilw~7r}Ij|tR<?2;X9&*aCxg=%K%|Op1&$#jFKwt!0*FVrCuzS+kFY}In-iB0<8bv
zIdF`q!U@HrPc1P6$#bJzIq%0U7Oc>n`(r$}fZHv_+@x$Nw*%L=fEopX)+?NB`EEDc
zko=H(sM10|Jjf|7KOOrS{k32*CfRbB2Tj`sEZ5kehkKc2eaqBS2OqwpPLrH+Tc&Tf
zQEP^N${er(J-mul4Zr{hc%mAGornQC9>ZkFmdd{}YxvT~13;_HZ5-<;{Bc&MziUG>
zZ+r`~trpQ7fSr3-qO2ZfyF)`%c^|Bu7a3F;RO!P6ryKzNV9lbiC~4UPkGu%_Mf`&P
z(JijL;QdU>gX<6I8rEO23438%SjW89l44d}Phm=RO%Z6tEViknOSMwou@W9JHj+vt
zlyC6s*~a*+^jSWPN&;qf(L`N75S3JstnoGz5QSn`cf|6qpBq(6dq0iTO3~6Q>Gg;a
zVU%>fP)aIEe#NvqR4kPuafR1YO}n$9i|Hj@N=KTuE3HU0v=ph;n^l7WU$bIKPc|$5
zu8XxS&>50!8pwLOmQ}@gG7vCFsD&lRie4#J%@Lpqien|6kMQ!3K=Abqo`lWHTXi*>
z&+^eyvHEVmD!-Nz*7;JhSxi(Fq7o4VA#UCbCUhgDR1aIFU*qiX4v7zK=)5^cx=QUl
z{6BeTG<3q-?9?HJOrufPLynXqnvX0sN7SpfES`Ad-`Ose#xX^t*tAS~I)y@SR#APS
z*Vm(%kx)0*6~JA=$`9oopfOR8T0ZQjUu<PvCCN>W>;bX==X9Jj%TSMbf_1EuXD#zg
zjvs@+(Brc{qO6dnahzNQZ3J-ML%-v=-1mIeF9)%$pk-_Z6RFTZ9O1c#7N#uU{(w{5
zzR$v#(unx38#94Tu7C56R{f5^4`>puQ7ot9UuHe1Sm{?&?Gz7Kz+1*X6K^(%pkMtI
zlT|tcmaoB=*e+q)vqc;CxuHUzvyPt>qx)9BWfUuv`snBtIx$YaF+Tp*7S!wI3o^DP
z&bOGV$H=2`bmp_<3QPuW*)*C`&a?XddN|Uo*jmB!xq6||ET*gES$LokHJQU_3kx-@
zVw;cI%@LI)%=FWFeZgEo-mzY&tBs}RE%G%bUup=ky4mjFv!!)Cq^E5WrP<Da>WZL9
z>jA|Sg3rKBDCG6VD}Buzu^}mysGcvC%+3Ixt?0^<!$uUf*)%~}FYzLn$3n9CD6tAH
zZ73ueXtpz0&jWC8l=Ro;2vtuh;2QB&bA$$ux&oL^it@5vtdNkxSJb3gh`6q<m24~d
zsM4%<TUR4_ej~r055JRbMR25)^;)xHZoQtBq!3wnw*y_T^L9QK+sHQChNyKLnob)H
zz0)8mO~H7I^xZv{h?K^zp6|HbicM8uO-<^S(ZdV2h8hV1I|}nl;9_eYaJTFAcpQyR
zv1n96wUkj47BQ6KIj^EoG0Y=y9&j0efmMFRYJXzn(*<yggda479VW#z1Rotqc=YmC
zAM5IU$WIryVB;>Tji3X*JsjE1mA82<^ekADUfJ>po5%X;lWm|%eo+sPody(_1aMy9
z{eD0F@?RMh6vsRmm&GQVs)hTZjg|Dos=LIrtCpOHQ~pOE{Srg0ev38^T4MvBLbKo>
zK1wqH0bnH}JnL5Y<q(a0#Qi&p_t~yT1~8Un8G-j=Sd^5@@d4Z^W4@G4qUC)-K$Bad
z(f#F{Q$|y`|I0%O-TmJ*F?zuLX7e8NwcSBV7YPO!hPeq6(2TZJ;QS1H!&+2XtQMGX
z7BazhP*z)u&2Yw9ho;s|n_4&FRcmW2HZZbp!G=Z4n^~uycFy?Rrp;TowQ;=AVfHJs
zZ{r2*^s}?exNZ~R@9yp{EH^yxO-E;Ux5Mdh82yUGPrIC~w~rI<n{l$PKe(aV!&?4e
zFFn@y$AzQ62F8Wma(bLSunfzt9@ZBKhCOCq0~gpO2maUi+TLF5n&awq_cgmzz3Uj3
zp#)nx{ZCuG^h+*7EmouR5<N^3Fd;3i#tn>4Pc1E*wwTQ;uxnK-JUX_$`le;m=FRr4
z@Z25dENt1fZ5wu+Vl9BS;Dl`7v9qh2wE%*-!FE8b1(4Q(ji?+>@EDeNI-JHMI576_
z#7;--;W}Lr4ns?m@K`Q|?8dNs8K%XF^U?zo^bJ0|%Z1l$Vg&G(6EHU}76F8(W>4-B
zS=81IQ_<@d<-uX&((Uf`NP`EI@&9IGzT&K&Jwc0Q%NCFmi`B+vMYKe?Nn6Wic4NwV
zU%`x+O`eSQP_W?JjcY5mz}nI-?AVD@)C%*{&TsGRau`#zr5)!49-d7@`}R%{3rDU^
z9@yTca2}Vjj5tf!0*Q5d5}iE}F6eX+AY6;>8g@p4AN3I|Rk=5TW1Q@XT*k^9mllP<
zJULxXb1IB}Q8;S@{k^U-_CfIpt_d3K?KQr!*PI^_!&Tql?6_ch27ShlhHH19FL-E#
zWhwOaiJ~twcJ9IjmI3IM1AE6W%-=};|7Y?mtdI(8N3Cu4UD)0Yeu_Ux0k6D(is!J6
z*4AwX(L*J)w%FTvAbOVHatl^ltDWoEVUkbQHf$@mV`n#z&sBKzO<USQusXX)yZ5uL
zpjR-1@N9;G?8j2J!JZzIFm=K_<An7%4Z@T`Sp#wD^$E_!HdY08j09mqsaJIM64qM-
zzSHBv#uU9MUOli*yF5L(Eu?Tvx}2|B<Og8&0*GF(%eXTZV|VrT^_lL58yCan5q&<>
z-GKRJ5;q()M|j+BPoHmiH2j`9LKFuEeD5DQe{7#Q!sp*LxcA8P+*HIIF}(MKgD2zH
z=94Fz?GK`7&R$Jkn~xiXz?)MKSm+)cBh>cc=3PN*BW?)>AEDOGZEZNrlc1K?Z5?3{
zYYX{9YO!tMJKLHoVX?Mu;dgYKl$*7@gSWd0Cw<lekk=-3I+}B>Z9)C+bYMYn9#p&A
z0W3`GbQq1vIC+P2^$@1nFjYj!bh%9L10@|b+U7Bdl(jqpbKWascRW@YmwKGJJ${Wf
z0&~J@NE*l|HU`6r(yM#|ma*6Mi1t}>WC73s08TWs)wH36%QN8fgRoc?&z0Uj@1Fe!
z&5l)WkEgFsem`>Z^axmv56_hP`z0x`U!A&m!kl9NuHAb+ICUX)%8VwK_8l4>KXZBR
z>ajiMh!f{8TuP;GUsQLQBd*@Qb0<4Lf8?Ow9P#+aA3y!k-Sgqy12E$E%Q68j6I+={
zSQ-0&-n47dYR6m_|0LbS?HB`O10`wS(S4Y;E^OJdz1uNHyc)pE7QV}=Y?I(mKog;p
z?3TaTWZ%YhbUMH&Fz9;$aI>QeF0pA^rW2vniQ$?<BOu&4PPUHqvTY*G#g*NDn9Cmg
zhh-8FB%LVdy*WAnI<UG2_kaK-ET`G_X_<8~^C7dfjj?3yGSPaR4p0Oa?v%iq^tw!x
zz}vW7?!G?UZHD!75BPlsCIX%Sgm{NPIDqidCjx|c-#>ivwDG|K30C2~W9JfA5l{yA
z3=JQM&fK`dwkQuCj;OK3)jMYpsF%-9O;6uQU!C0>z^j}0A3S(?eeOsAt=saGpM3K1
z;=T0H05-*YQTVfh{>kI`fCsnt{>h){pXm9+Zk(RqW7LPZARY_+Pq4+lWz(*pbqlt?
z!*;QB6W|E^%LB?jn4Yw@cXp4F0Sg(L+`Ju4xU2zuaR57`Fd-uz4RwTB?SXGBE%x?~
zoer2H!?v@gi%y&@uf}cP>3~H7<0kC<ur26x=BQV5G85)RR<(L5fd<Wqi4kQEJrtNe
z3rzjnQBFB5X>K<v1b%;iZ!ejFwe*U;F64I}ztHn_p9elEwSXT~?vRiX_LN1o5NHY%
zLGEx@+!`zdKACFqEVD%c(3iZ%Dj_6!+~VNgy~edD_Vr8hkQzIV59X64-|l@!FJGNC
zRxK174uy|jzLLC#vp;@hLOppob?ppGQHjqclBw%guZIue)!m1W9z42v<x;?lS3myA
zPk!|Ad}<USU|_jWDE#y%cV>KSX_kLl_{k?f`S`TEhgrvuKgloZKN-Qw#EV+??#EAt
zh)r%T-)}kP)FAGo+fKLo6Ts%SY(X6&)M6L5kD(5MQEBh&!apq*+6wA~Pk}bwYTE`D
z)>s}3w$t3Q-GP)2)^tl-N4L|_#daY#x1okP9Y|j?o7!*{mCL?F`wmz_Og`G_sGI;G
zaxe|FDEL6TWx-Vja3h{wNVZ{dz5<)#mMw^Q<ggbt54%>9A<(>D7xsFDn_<dWnb!bV
zoesv_V97PKS_YM&Z>BvxV6f@xG<_;?8t&bIv1Z&3786FSx;<|8uYZ6Ud=V84jP#x%
zW}yfAC9iMyp(AXoHQ@6P2KSF&OtOXAw|8%N{LJjN8?$(I;>3|tQ_0MgsmpjZcXf95
zN@^}1K8jb5wFjB>Y~rkM4_<w&|2Y3Jb@`~rgI7QKDJ<KqsgMho?ZwAG`uJl#ds=kj
z{&;>-d-{`yhlp3!9z4AN;N!=Gs6Clm^EZBUN5T~9<dxZLj}l^e`@5C>A^i=)rau9^
z(+Z2^OHiO!#_C$_-1d$!BCR54XxX}>yNfL&CDVybT(_gk?0X87Y%3@#UVchiuum%o
zY)oE-`*2{v99>;(o;Gjm=<EW$WeoMjwhrt|=|ugO`a8PDFQI;QbO8$`b{SZhWuD9J
zmMNJBevvyVgN7zR8+)A!9q4eqbtjy?2AyAa8T~6At{z-Vg<v63H)}Z8V`%L7a1gne
zM71DRm<Lp~kRVlu!DW&_vn@9`rOyj2jID96+r=cTqi>N*ctnwXhX9W}+3(xEhdr<?
z!2$>Ne4s=O#SQM+9ejWPMC|f~F%*`uLnF%3)A1|UFEe2|clzvw#N4$+;vAcV>*;IP
z@7%s|;uu?IZSmgydvobSd-k)1{mIiucV=ey_Q?pNpM3J<{_Le75GDNF;^Nb%`MIdq
z<eztMKX~}b&9K{vmoLbzbmsQc^lo%%v~=p)P3?k+MGR(B$?FeK^kO>G<(cX9y)gvC
z%+$rpH|E|0Gh>Rt-*R8M2NU3JSn1Z5K*F-QwZ#%a1KHBnwrw*Cf(?{>JFlQ1SZ$ly
zI=i}evU$+}e!)g|Vd>J%Te&uFhr`j`&GKTvOX)!T?KXsjd1nrM7oi4R6YM9O^T?~9
z=U^LAHSutd*y$J_L6f+n8|&S9{2BB*oDOz+XM|*sb32%p=0<|99z5Xl)hTK{g`Nv6
z)#p4mjn<G7_4eTXaA(d@9@+zx^84UUpMw7m`>|R%;D&dH8?Zc=kX8|v;s0Rq$sz@P
z_8@%(Xl9$qQorcw6D9xdLA>(IUaxO3_(5ch<+25Xp?xD0XD>7Do=_)_ojN<6o@Z$l
zGt)E4*<|MG+(o>)f9HPY#`VmJNoH7|K6(1!?u{$&?H|U4{_)et_vbFcjg5u=(GxA3
zoa}dd*u*_}q&;~!chuwRVV5^<KgeryAGlec+SQrV&FtcI04xqm3ZJ@|oXbv%nCW&o
zp15-3P%mo#^vsp3$-$m7=hJ5A(idfLbG+Wn)J*Eyu>o?yr(M2$edYkzvaTj1d=RwI
zsBM>KYqg@+suFL)x^-)-m60a<_6|cPHt}7Z+u1n>OKW>4tTO=as&#WaAU~`!J4BYT
zZR^;v(}6|9IPk&ojV?nvx^Rhb9A*pk6X)Wed%AOOuO;^k3)qWJ=M$`CFVoRcsy^r5
zqFOnT*D}YIB~10KdT=OxlLfRUgB0tL@)DMcaXQMpY|XiWN%i?OquH$sB*j|(fycE<
z`#Z>+cHkmDsn`94V~J?WLpniNwt1hzfs+OgB@T$WA<g6NGkA$-*(U+ai;{2G9#iT4
zURfRteGr*2t`CNS!+Q@Oy)ZL{0v=UH#!pU7lMm%@rZ1eIhIzj}pI~#ceCzJLyEoGF
zQx_QkEdKc8#aq`?;X}iCmH*_E$G7J%$i4w)1Ag=)Eqi0a?dio^-pXouZGIowE^Ak=
z-+A)n>K;rNyD)q0;e(4l<*=-sj?doB92IfNPoBGceQuu%_5SSH%ZaJM9(?ukrR4O4
zh&(g{Kj`w_UM#vab3J`_5D5UhpH4=k9w*r^XA;*hhTP63MEt*8`SPHLl4mk7@covS
z7Q?Zbq%E6T!lWPEv!k{xTa4b~?gZT;v~T`^^w})rV(a$Kj&00U=*?JpM|UTGfVkm}
zyOyn8U<f*mw?4IO?L=(o8X=fWL#*twtGmm%<Fc*23$Njy*@BQq^yr4`ZZk6PV3q`=
z%WN=651+)s@6ToWW;gw4x7Bc=#2)A95blRsm3gjwS{8aDLnu7~tq0hE%i(-&eE7|?
zpu<VF$W-xMK-=Olb_i%LNUKAf(O<+mM$u4p^yX$b<yW%cUUUb0oLCYb437)GLv(u{
zaU3p8AK-}#rAq#n046}xkq7=M2H?Aw2Ymw`4>EF}*?i@|Pypm=`2BsOW_y++``>$S
zU-(Gu+$D3w<iy0pu`@ICH*c6D66elcxSUAex_!+Ykx3=4q|?_DS1y<%9^Jb&f9=|(
z@ri@xh{Y#Q?$2L4IXEbpBOWgP=<&VlBYk48F+#hM)gEedLnuNs^LHNPrzI=|a_&<4
z!Qx~eGKtCa$@_N|Hx_1`jL&9fhZxwzW@hJ3NiHnRc=7V=%t#-`mNJRUGiQRmnDcRE
zc1H2Kn7F0V@%P1^9`ODDWg>lIS1%%h^G`8ZqB}D^eNb{a%RolrCkNfIM6CP#eJ;`q
zo;I=mN4ne7GD7_4FsQc4j*lRDEabtiNdm6ihe%zB1zdr{?5`GJmUyami?E{;&6b>?
zT<1>a0}|WzuC7i7Y}>lJyMc-Nf~}poJ-!4sy2KOC@Q1anOX2*V5i9W6?yj9(T|YJU
zF3KF+y8y=oL=VKZ+X#hsII!8b$8VuLm-Bcn<x7A>9vKOV6C<SMGqTW2Ifh=E=N#ag
z!(rs7u+WhqiAFRV8>IGNnY&*45DC0baDUm3jY}<P!jyn)H7XQ#c<>Y}%xOO`Q@95n
z?vV%jFs=kk_1REBLRTC(s=#tlmPhvmWv_p5C^&3J%_ql4LVHKX)#J@giJ55h=!w`R
zU=8MotLNhJOVe}dxhv*~`KwoEE?-Wjk_mIfom<zhBreBJo|`mB+_`sme(s7AI=Htv
z;(>Pi`fO-G63r2}ZasN)JMQas^_WQ$SFS$L?w=9y%*WYF^LMio?sA)~MbFM=G6!53
z`8a)U_Eut$wD>ad%X8O{4<Ljk=jLbjxf#S=Nza|y1>!~J%(c{|k$&JizRdikD3c*y
z;`+Hm1FmwXKQnh~7%VC&`Z5;}``o||sV_4zBm&hScYT@nrC!kb97DhV2YVTF3b#9G
zY5$lG23xj+wF%mR-+~9*MtU*4rdl?4bhGGMUxIEHc6J{m{eYC`Z5&XZHskfy&TdEZ
zbvpo8mw}-f+K!SFCVc=rDeHDXxo!jXG`a;wb#;G0-0;>UxKwCJH9}hj5L5v1pIch_
zE*#(0RWK5DHu2qviaB1^gzg@!^1+JYI~Px4n5V-zI?XEl^|0tR`n8rfy(p8ijXcEj
zi4;#}aefQoIA$+LfI;_pv9oRY2OxS{yT_H=DvKUZ1yi;G*xVR|aFu&xK`gs*15uOk
zH6Ui7WP=jm9tJHw81(i7qrwt?$3GYjNCT2@aMy~Bg$$>nBcb8<_Kl8@n@E23!imG`
ziOH#{OJ-2<_H_Krg_$c?64T8#ud}n4rV`1i3zO!Ehd1VvQ<u*kJ9@+%@$m88RDA02
zfe#LuBkn!EKc70k+rMkKIb!bi!@D<5_Ivs~=1%Tx`pJX&F*i8}q&cyeoqNxPf_L%!
zjr*5(^^~{C+Nm?io0Ag84Kk<C&ZZO*_Y9_{uS|v9_}rieN4>6|+z!CC#QA+5262<g
zbK?QR1+>{??=#tI0rDM2amUE|iJ?B=GiB=24uJ@==(C*JBVv4_Z1D{Yxam_)*)Iw1
zM>1zv;(JUM$pgSZ%hq<fD@g6-Ltc=mpiLkaBkZ_oXOAIqlh&=>&V#^iEaV)>r_;#<
zR7?PGb95hq*VPB-(J?oSEC^x;{Jpa&h@Bu<JB@dOEnVnbQ+s6(_e0`=x9`{llruw6
zdqrxao*-IY4A4zlTDErP+<_93LbTcrhq03u<hqDwP}un`c6z|fpf6fDU{M;|jKE-~
zSHqnY47hlFv~nG=6CiX2)BQ4FJ~8fvMz#0rUvQ*PwvOScL?2?T;s=p*8+Gsm5drax
zFXQ!KJQ>kp5G=0C>B1s-du0z&NHE*lM9?dO-eVEG$wMK(<nHT}#0NGOVoXMlgoA^-
z-}_*%8DhL~acXjWTs=E=-V8$Cy?W_vZ0Zu&SaZaK`Kgl^XJ%%nrpytK?j%l~zjXG5
za@ZX4C_8`g!qmjx;i2Y;hj*_fFNA>hHyckrxSg3h4oEGUDKd9&UcWQ9-(42v(v7P(
zZcXn(Au%RXyEb?4#;F0PVg;bPa_h=yAByAE#4OM@{A(tDKI(U|IveLt9qdQ<S5BNi
z6B%-2n(1kEAG5)LdHZ*{;V*Cv4h{~u3>nnk8^FMqleGE-&(}VVoR|Bh-mji;xk>Lp
zpKI|cmur(UZnjAVxJiGvpSFa#e`jTzljQ@PVXXIqtlkK2-tiv*CtG+^IxTGuS2HNS
zX-AJUOhgc;3t(8C4)aU{wSycwJ|G^r+f^$9T(=Qw&a|SF(Ph4~h4DdyK5DehiI)dR
zFEE!srUJ-Qm%|7`2W>lYd;H6UTDNpDe<Mpg^tZ!8%XgH^^~%~N7J+h>N99RyUO~MB
z;!fvx)3`Iy;r#9)3y+tlgU)U|BlxD%gZfGj?FqV^h?nFq&bv@}J6ID)q4(|IdwO!1
zD~hy|$_XHPE`Y#Y8u*i-|1hOe2aqSO{Cznic`#0|IDJ|G<{KmwPa3`N_n`jcDvSq3
z6jnU*cy_<s*UN-CsSf)@w_E9xmv5XM-#_H@`TPS$T3_kL)YK_8d@yqC15=<fGxMnn
zr_Lp>$4!yDGk5oPDlv2O<`r|q{d+gBUAubma_qP{;@+bhm#$nne(=2^bHvR@cQ0L;
z-R~PPg|c-0?%mYfc^^EOnYWor&)>YR^kLXAdFAqae76hhzRf4jT^$#lSPkXw?DXYO
zFN&&m`^ME%eqhP)OzE4KMlfdO(^6L^_JA}Iubeq|A_Rg-s4sDNzh6Y!H#xj(z>S^K
zedQJ|cf^+wSu{OIeL~;2e*)x422AKF{}*IGLhl#tF#n1yxJF9g&~Ar6A_1UcKFi}d
zOqLQ{-x0PeZ^78mW(fpIvTWIc&(R;Gn{wP>u(hL%hP@sC-rT7?Me~l`XnU}P@cAt}
zozAW%Dt3^0WS4|)?N+w=&}d?DJ>-p@ATC(qjgVF_!(^`v!{`=R;TGR#7$#-r*J-dw
z41;b*U%1KnG<%zXn>yG+p6~2J_eAI#ImIb60T$Q*8CLqF&oE$#0^Qv$Fz(pl`qCZj
z?#dC#_I8vjKlakc|2X050hKZHV;+Ohx^fxWqCLRqhaWv=prwLm(St}TioKR$EOemB
zz#4Ja&L)e){aE7-gmH8b=n||9AZPRgxfetk4PpF5P{c^GPfO2?_{Cn7+s|&!ojNcm
ziNFJ18D#VJ^^3<x-VX)$G!u01%wIZx`uNckrzV;-@cP{K)YR0~`Ag=Abmsn}>z6KF
zy>{LlF?TQj^!8Nj)UjqV$z1l~;|EtKhIchnMP}~ayL0c>dwp(~Ib!PO-J3UN!HaO3
z*()=NYje}1uAD{I&YYf}IqpLfojG^*Y|OyS%!RY#5=vy^?&V7d5GdgTlY@-HoR1&q
zH}!IC#0S=$eRfdpb31!-?I4vNfK1d-@B@1}r9B|@tRCeEc!Q%?K{NyOOAdF0EZ<$g
zKCpDOLVq*Gy|yCtu#9l*7+je{R}`zd(LA-9dGl<CxrglV!MBft!^r~;1z_DZY1z{4
z`j&VA@204Ir>m!lb{)BYDpOl;aBFw@5AcjAXh@G2C6TsuJIi>29OQEc?y@dy#%Oy_
z4=Wzk_bF}1^aqSGNgA<sFaz*MUX5B>cLE|Qe=cWity{ZYF0#*;*wWqs2DR0%2_T;^
z63Ys7IWSGaK`b);awQ1tvR$@3wgs_uqL+^C<jNw(-8d5RC)gesc4mLG8zk|tPXp%|
z!+h{r>*J4+S<=;yx!g^^;LhFjILkp<l-ys>U`9-TNUVUrZTD*90S_i7<TlBPi-)`b
zFPr_^wR7N5vaLAn%JD%DMi@7HwbY%NF(3h$z>#{Cj*SL={T}g6%fRw%_Euu@@PTkB
zgwdAiTbb#}qbJVACRz0E*7fPLXD`gAS)_jY_T78wsrb2>Q*2x8`ja2uzc@KE%3?OB
zu0H<p<I591FWVM7ow)s2yRp~JV)NR`>ACrv*Ca&2GYJrS#ieYLwdo5d$KR8jWw70s
zPM!-(s6m<8i*by&Z1!n$Q|Em+saAP1e(~r4dag&JL64Iu+HgojM;V-EP%+Hdu!yw0
zslzqi#)|2z;(x9RJ&S&nGogpv=g21buYwhFe43Hi0wN(>SkrocM^EmL0U5ov9LL()
zeb<Fmri7l{E+AQ$6NB3#a3?h0)^?X^yo0v3+@HzTiOYy6J<?|=UYmCyAQ{-G+4yb@
zn}mr6c?{izyVy=ekTbN++$$BW9r*_xE{1{b7r<I^bKmVAWwA7B-3Ef`a*LuF@3CzX
zFj1wqf57DLTiZKX`i0x%?*rRA=`ZmNlF+T}z-&jsc^JHwJwE!z>ggsS+)=#%Zd2FJ
z?TD668x~|yyn<_WC5Sr^Fhwvv$9r4e_Hw!JNt6V!IK=_VVj)N+d!2|Jw9M0wT3gKH
z>>z<oG|^k-9X{&d$}N(1*yl3#G-Pe+fQY+K=!?#s+T%9l^7`Dwu3qMQX>-}cVPCJa
zEXZ2o?tSnJ+-2~PF5T49r$_d9rGc=;@Q~&o%_q)Gd=NflK6`BT;jQG^$qQ%AEYzPz
zr|#dlc>2Qhm22jR6Y)E@r_N1Br_Puoj?X?^ym>huJg}>o78`$*e>8hU?01>|&&0_a
z_a9w*Kle*nJ8~Q-Ldu7g(2kzIaQMVTFB<eC7o&rN5`(?tQ|f?+32pTJ8L@{w*RhKy
z`cU=2evF>P@HEDK62pi5XdnE7Oipv8&DZaC=l&Cyb9w2*Kcx9~t6?GNhda?KTPz@h
zo4kOYL)c<FN4zY%jqIio!exytkhfbnV)xULIZSsGdwRzI0MEkHH=8-d;-{Yz+G4R9
z_K<#V=LlfV!@tAx$64aqWFdb<TX~1e$%u<1LoJ&S#@Y}bEv<qB2^bJX+qN#2*7e_$
z9_+YGTRT8_!6F)gvKJQM04@M5*8!s^Ew!~fdT?jgZT6(ayMiqDd7JIdTej^)FL@v|
zY&N^y)}e4?zHzg^ys$(0<&hr$snf>NfV*yS2gQS6$U%LlC!Nkd$vBGv7JfIE`@T$b
zLmcr0{uDK=8(FY%TFCYWCX4f0bDsd{Dx74~{((~_z4VLeV2?AmQ|@p@fc3yD*3~l{
z*@7{pP2e*5g#Hh~W%BugLwz~_pmt=p8_9^`1V{ELh^NC*-XbUFQ->rMRyUiyeP*A;
zw$HWr?c^l<4XC|*@#gItr}j$VU9B*i_VWu@9zU8o`rc4LHU)0#vi4}|%n@ZGVv6Ls
z_@jr(*x9qwSIiM7Pv3fcD?U9HPn#o-s>uhpu3nosGHH$&A5Ua6*HXKN_n0F_Pu#r!
z;MxgypP3b;jhxI}e{eOFbIaPH<5$jHxg>$;E+0BEwO5Jsg1K8Ug#EyY(~{qZ3@0&s
zY#e0L>dy=+AGlmB5zu!a#PX1Q3GcAaNV^bs^|9nYP-Qnd@(wiO%266=wHoR5E#++-
z*(O;I^N6>2$QSsa@og+K0Fy6&w}&oz%t*9Z^-ORsa$HUT^0<qg$9#h<AwVCq5|~;K
zOSbDl*!hm9Pow4`ILpY-VU(XLB3J$%o;{-#i@_Jb6S8gI+Tn14&0VH8JKu?UBRvnn
z<$1%2o7!`3l#r6ujw0;>r^7q~V%ydUrr!h3wMp_f@!cT8{XSVT-GHszQKqHPfo8T8
z2U^h6Gca;4W{%k5z>PY0^xhqFgabYR@Oa^;KQTshI3wKH@gMzogm|pvpWQ~396W!?
zOcg@21X9;C;KNc<Ig-Knezy~&=T5e5?<9w1`uPrzBRA%!bQ3m2mUr|}FK{erhm+Mn
zlUj0s8k?mK_hKu@8uNU+i7RjRZ6A8O4%qA!N5serU?#curP9ezzl)LXp8uJ-ZrXG-
z)Q@}tEOk10B-H0}V3po0cP>l>`&qR5+^w1T@sJ3Lq)lE)-<XT;DgPhx^4UvwAKgnR
z@9*(FU?-VM=gvRK-<&yf>ez%iFH`65=4a2Ji(k5C&dd3;nZ@+EOVhFWW{OjE_WqsJ
zl@t3<nIp!>&&<u=N$l|snl9Gf@w1mw*N>EcDr>ur&YntM97IMjcq(}?7V%(vhux>n
z2lfV0%Cx}5k-mWerl8XM?*mYwty%W$3gGg<Kl8*@ucSQW%AFWFvA`^~c{46#u-IN&
z=y^Mh?4bocnpTNEY@<(HmhYjQ_ge7$Fd4=QbM*5+q1H{DnLa%Vuea^$a8`rnX)=p)
zpUXY<S-zwmj4xQ;SeS%A!T<QIi{O2q_S(h>JEIxd!b(M8u^fw!t`5`RQ0|~{R?Wpo
zDXMCwwXLJG%YoaNTef#&dK+4(ww;&*<pCO4;=6%CNCA03G>^<~cer{zg9i`p9X2Nx
zWVY8mbTU45-kkbw1bW}udygJBg%-J~`{dJq`ZIF`Dv-mm@5iOTK4|8NyN`&OKl_;p
zNl241xioprfTWI|?`94Rgx)h7*K1q?WX$C<_Ea*Mg$%a;u&>|Yc=MshK{&}uS~#Kv
z;G-@7ncdQgGr0*oSLJ(L`H@fS$B#Hs6U1Q8qyLTr*FO;vyD*{EpNR#W-3G6iIv^q0
zAlpDD#}E3MHkqlD+T^k0V}3VA6117AW0NC;p4@Kv=d(A@TsSx3?{oE-r%lgaznYkv
zJ~$}4n+I~@x979B&m9i=o6O_v-K=(hHg<g695H$J#^U4o#Dx==%n_$zGx>Xoi^oT2
z%@M~YFFd+4eevMn33J5gsdLwobLR%#gXW0P@w3O2nGv_M3F6+P7eb+kj~tgZ_rwKx
zXwZ#ifjr~UKHoqO5)ARcK3AWcX{FmI_b}L&Gp;@lOS$!L?=6E9(GJpenB}*VHkO!<
zY5N~;<I3B7$P)mb|G|QbLJy%t`|&u|5n>WMc#TqOZuDUdK3E;&$64QYVRbY5ornI~
z&D}Q!Xn#fX7IVOM=c*e$z3r|Fm}9GiRn9Dw`&(n=7d(yhnIq{T^yCHwS04O2Ag(Sd
zaJi7rR(=mY@5MT2n8C5b(Sz<dX_1$^Tm!!T{=Qz9)35_S@9y;t5AJ_|x39^H9lg@<
z`xh_8j*Xdf>vXxjdo%eb4{w_zV6u7#Z$JOpzxbIs0_9!2_~I{L{POn_?QjhJ_~-w8
z$=pf(e9wiRGarBQ+<YJRUAw!bV^dd~-+}x34#&V?$QU6w#>gZ%gKk4%q%KE=GmnW5
zbUVg*tT99%w$nUmo-uvf4pVOq5uJ`FU_-$&d*HUXoQXjPOW*bfN5Ll_lw!MJX$~?J
zOH3VfcRO;Ne{%A801R~?aqPtY0DA7)*tjwg^z;I{lnzgfOrCh(2b|Qzg;P@_r!Jm3
z2(Or0KY8Qa<fW^p_xs$Y)*nyJr&8dY9T+r6965XK#_jC&nbWE{V&c^7tvio0iBnN?
z#NpHD?q%mMNA`@GBlev>`rzKVgFf+nbHvc8qqk;GhyK5&uKl--D?9TJsXCD#BPr2?
zGsB^V8qSPJkrc(3_#RR(>K)0JRK21HEE%%AqMNujWJMZMkzqrw4XbwTjgf7#NsPcj
z0PO-@pn&a!@gi-1DbS(?`WN(1SQKsSxcAK5VfH6c;x~7O)Vb$==iGC?>vWh!%5q`i
zY--5IF=W}*gv_*G3=5?OY}k=e-r>?yX%2r10%YCBWiP8U5?8A;-;WJMY+&DfsB1mF
zNFwSCbx-%w*cITFk@V^Q6hSqo%nsh4bjv5M?A1xSbV@-$|4u<{s8__{$P%RyHbE~c
z#jsC@l5Omr-4xWyoQAV0u{~4&rr!s>J_9vYn780q%ORuZXHc0ZD*`6x`(t$J?<F88
z$VyfPD^z9SNm<YSJb~{aQ|geD#ass(l=l(+f5sy}ho>ZuOzr+NObd;Z<K1472PG0d
zGBdB{V?J4aZgKuM6lm~W%O6f%*<6_%Ay(>;2aD^EA3nN!lUS*P_YN$7_4tdYPkxyR
zV&SU?_aB*!@!&DN<u4u_-Zf_vHgqn%|LEueK|s9$!=)F`Zx96h!QRX(9YKPCmJ?VH
zIER5~XoikZr-Uqe7qqjbvga*g%8p%nDWEu8usv&ScD)u#t(C?@ER@EzFBRO7<iq}b
zGQxrFBe^&-DB@|LzAYEk=}rd}Ny^3GOhSR>UDnzsl1ZPy!AdU;MtcXkI|Po|HmJBf
z9L|rQ9S#aCd20V+zISkOrOz*rrw(kaOiwJXomD#t!ne3}dG-AA!gxPHbWAQ^+1k9Y
zu`optp5d{r%}d4Afha*ph5W_Mvm>##R)P@v)%Cfc$TJRt;By1#;);W{ljqPJk<p0g
z=1M)X=Is$UCtl?n-5MtbU>8WmE}!E?#z=%5<27C{6JuCIWe%lI!R8V59Y|Cv=#`$m
zpwg%GADE-4zmlnsEPCc`mjf%VDbs|i8x%%C&rj=(>90@e=afLPJEr(09&;0L;9lC|
zmqEAhhLzB6RH{SeGo){^jb$uLw53bb+r2P%!4u2oB#a+b{sfv6B<-lT%|OqCRFhqG
za@!;*z)t_4WUESHily&j;rE|}*2+86*<iaU8(iSHXaDn0Ke$$0J~vIi#Q3!*pI?3W
z__N24$k(h)9Dcg<+5O)<CGPr(vt#^9@zL(p8waMt=G@_l$J*xR1=EaM?5y|NgFAcM
zznHO|3$K(9HM5Tcx`kLd)@yFcHo+gT?el~hXmAN8=&(l$a{w<2n2Z^^8YFe;YHlin
zj*C0MH{oTj!CS$R&Iw6N3s5d^R|AqT5&*@ylae-?5nu_ykz_GB7{Dg4)`3mO1PB4}
zDleQ(cpP>H7&$+Y3AN*R3SpZV$;J{f4<_=@^zPFy*}-HeJ3gF{9V930D5N8?v+J`_
zndF3>6BB*0q4o0vF@k8Fxx6+yJhwDGXd))B?yOFZ&&`;bXXo(x&c@K$nUN8K;QPjl
zYyDG&F0Xl)TxM}5-0k5>0{=@cof(Y_JZrZT6X1fG5Vn{KC2L|t(EF)s+(nj`VF&G$
z(!k~((`ua?RDG~_HY}V{r|6PRh60b04ZGz3KslOxwdmPNeUr^n=fh^>L(fj>QR8zC
za~v7%SoDO4VY5m7KSFwK@h?AENEa@+^GatsdVv{{RYtEm=t`Yp`yN`AL{PrOF5AeX
zKrb*PUO5iaDG+2(w=f57r(TaiS5pnLk>^Ek-a{Y1LvB^iLB1Pv`O-4#vzbaO&z<OF
z!F-t4792g(=KlN_zxm?U>bZg531V<Z-+uDR;nAaqN2Yh)d-CXL_s-*|-##UX$=i>Q
zcJ3V9xUoYJ{u%Aw)q|bI88cnLwX5f*Zr)j&J!=}iopUKmw+|0Y>64}=Y`Svq%9YCm
z(FDC5c3$@T372Wg)j3;AZ%LZoIA(9D=yg1xx#6-msyK$Pbqj4R<vNfM4aA@jQ5cmf
ze%ewmWoP2f3hmLxhGke<V80|h9(L-kdr26`D!^%unRLo8KxriNzk0f_$RyH1uS5M@
z(V}W+*eCLpg7h%b6X?q4BMSe($T2aoLRX-FZf?L&a!gEYJn7HOU0m!VStvHPI2=w*
zEU(TI1edyaVQ66V+}e49;L?|_Ee{s@$7W1Ka^=c=XENwdnTYPejbX_zI@?S{C_WJq
zTn@%=AT-X`9TPaNf}=A|^t-TAtdj+n|6!80oRh8S420cCt2KIBQurs-Jf%-TdtIFj
z!j{-0(4~YAmj53u^i>Lu+t3+#ty0f|VuD|`l?;iq7huYN@t^vQu_5|wnIPDst#U@s
zTvJvW5+xvXg6JrMf$(KMLvO9B7kwITW1Q-Nz90QdXq{q=15Z#%&|7Frb(qo|ODO9?
zf2^nfK|ejl`of4zb8se)PM9Eut(?V3%8g(9ZRI9f9TC6z=Ck`>Jla}2zjgc9FnJn}
ze}8}P_Tk-!pMCSKaSqKlUmsrE({A3oeRSP8iRSpu-F;2l*S0SX6U0LK-o5?p{SPNo
z1mPPv|G~zU2YctI2!i3|&cNW_&BI#;;*F)LshMGfu7RcX>d6u+y~MD*n|MB<u@PE;
zvAb?*d>3rIR4WO5GbBuEr6oV#1ddkG`ef*th5cD=Ho$<>hq{5~lnY)c!o(QtBVcYG
znuxXGxu6tV`_&Gn#c~qU$4F17%iaQcD@M)+gIr7L7{3&I!)b-L{FU@2(^lvTheJv$
zGhx;JCL<08ec_%$#!LJrBag)bk>06gvw)0gpI3vS+~mdu6QL{>x?(+}E1Lwtw$Dyy
zdJ27$s|3M%XI6%DNq;C$5S({>UX|QDPreBayM=MTgDWwT#=6r9fq{(}jdexcoE<83
zfObIm3@JP98`LvpY9*vkqMAM;%wChNrPZuRVVh>uMxYORqY3`Dtm)I>3~I3Ps<mPb
z<TOwRC|9Fb7Lb2MDZLRA8xg9hN8^+}^a~1=EvDxC&goyoLLhPl{WS|EqFvA}_Sp6*
z`X}QVfLpdow!FpEN5DSyMx8lK65*(-Dk`t@e)0}H8XoAS&AhHs1ZlPgCQkv=N2z+0
zf6tUvNE-YmqbnYM`PI><U*DV_oZfjtROBD-+<16+pxyiGb7Sx~mfM?G_YdwK?d`8s
z54kxkUftQdd2r>!N%CLP4sISE?38zk)8xN2wY7I^|8n`Zc8MSYvHaLbVXb`U4nYX5
zF4^PuCdQV{b(m!xP6x}ik{w_{;4FG#yUpu(ISz@yY_bhDI+rH8IA}Xiw55J06x#t!
zULSU|I(={1(VHZfriVHO?4%VfQb>D^9h{;wt_FFXYBSz!2&xs72W^?4%)`Dr2__jw
zx;rFtI94EG9>e9;gtr}Iswt#lHR$V(c+GBA)-l>0@J0tlO!*v^ACGhfLb)kZ+l_V3
zq(b4CdT!kuqje@9?#}iPnWY?zFgz5`CZl09&&UWpBk8Cl2r>yK8CRwUhXIv;k&29v
zinp?$(Z=u@#i;yY9bU}EOIEoEds})EsmQQ)y#z?9=U($THk2V&^VPF2*RVsDKsyjp
zc&}<{Py{LM`V5M#P})gsBkk6YEz~`j+KvVW-PI*W$|pfF5X92(%19wIz%!}&3+%cV
zC91>&Lq{dZz!0S;tGbKbxr}}u)uY4|s*0{z6inqw{0}|qnEAZJ?%NtTBfxxz{rT5)
zsZ|DZw@?a|{}2@4>bc%!UE4~n1XxB@rQ@SdKD%D<%i+bxA0Z=#yuSb7`s~=))?+h5
zT)TX;xO(a8!Gkhk2di5LS1)as_sS-5zIf&K;m+RP-p(FDZ0_8Cc(ix<@XjrQSlGB+
z)-EhuJ3JzY(b37J)v-)!!rZGH%x81Gi4M_i=EDZnpx3Xo@n#dXHk9?a1fDBxNZNSb
z(~5l)>>SUJ26%AevUYwU*a|IH_psBR4~k54ljUdWI64#$fSuY~3@WHOyYf-d*m-2y
zauJ9eU*eZsJR%EB>3i^D;Z(cKsh>+v7$(%?R|KZH+1M^UW|`PvQ1&a17V?xVlPd&0
z;bh3n4YJHYDj4WW6oyO$H`E>MiY5D|s}c8jHrk!e7bdERk=}SJlTGzkLzSL^ba#g=
z`b~r*)e~~VOeYQHEEh|-ILP>Li2!SHC^)<dVi#_&I5F`MF!L%o-RSk(=;e8`d5e<R
zT*Hd>yT7GXQ9>0Qr|~sL#?#2`nQ6Y{pQZVXU(9!O2Hb8{>mdO`!GRx`jywadPI9*3
zUJu5r1EsN*dMNCtF(J{97wV9aW-+Qek^!{us4>1(v_qi-hj|&udIZe-{{&J`UTXh6
z+9HTlwhm^KA*JTQ6vRt`irPuZs#<ZdY^ifMu)2Pl^e&sPqhoqrvw=kwx>S_(1}c^<
z1@XiMMP>Qx`=2fc1&-l6w~WKej(6`YMPyNqFFz*T0h{Hes5g*UJouD!2dtJa<|3)l
z%X{|;VrJ+1+1|mq?d`h+F|~VRV`g@K_vT%KnAZ-kZ*5-KzIBfvR<7)qwcYLY%{_ux
z*|>aV=lZ3|!WcoETbiF<Se{IGdI_R`c5t9KAM=O~1EKXz<x^3gSoue6>T?4@uZyer
zC2f9vz_0L3<&AWlTu=k;9BhjIkI}{;q<Xu&yuIRAw4tb9gg{jgvDIf|9WpfOg4O4|
z5)aK8EE6~vkX=kmOQX@8!7?55K}Bw5n#lt(Okg(R@%h^r^2jU`9f=0R-C-X=uxut5
zjdzEWJp{q9y=pwACe%U|(btzw=W;zm<``_Q(5nW6z6?QdY^p!yckvFHd~A-5s*;1N
zyrmQ)-5j*a)w;3acX?oU_6#<BvHV+TCura_Ugyd=>{uUQs!>aqK$!*(A?QF^*i{s*
z-&^!bB&d_66)QGR%Sm_58*tRv(9Y-~B&H77%Ku=6vkGA<+_0P=8yW_Wi0G#nT6cBt
zYyBgCV#;_o<3K;wk#~(LM6LrGg9B5%O8AiNH2ntyQTj849-LaqwYEK84>e0?P@W=#
zQy-~Lrt&`KWJQ>b)C*)33XKPF{Lv;scBTeD8PZ37hUcEE9aYM7rPYHzzKls)z4-K#
zb(v$aN94l)1w%F+-<g-8#M0@RFz)-bJfrX|$9uD@%?4t7&hO-$uH^Iw1hIKO?&1Y`
z_|iT>tb8!&5k=qGy(5BH+FecrI@Jq@_X%S5+6Pm8gX`L@I|MPYc6oDobN{BcO%VN4
z8^z7*2iG^I2_iSSu(@_|YiT4(5QF1WljlZ968<)VSU5MA$i_o$977O8D|6vUr^2>0
z6NEfD6AAiVP%~>F82?Np(AkQAHxL@*7)^GBMb)Wj-F+Q?H@2(aiBB2EI~9~g&TfB1
zu4AP2h%901L`G&A_l2lemYpqRWR~$RCxTwDx0N6`COjVR?&=5ztB6!zA{7sYQ`IqY
zJ*jL@O6@nFj#X3no@_EPKoATYPYxv|cU#CrFkP95h@F{G9V3u!g_0(_c^B3nh3yO0
zPCg;a$P!TbcQL_dAt3|lB=i%5sJat>XPDLNw=uVAr!p`PB-oIwoDpjv<=rmYEVVG3
zYV-gU)Q!YO4%N|r(rpae@~^Plb<%qFdO=Uf;HVV+d<s$Yi7DNI;Lv#AN~@>!txY(+
z4^ON-GR@zRKGQX2xKby+I^egdR{aPD*xIKgn`UI*-{|xSM8``u5k2Q|tZ<@H?~|g^
zP+NdM(hiV)`mc?FU*R>*P39HkkJMJ#27<XrJigum{nz+=;Ef$AVMBh|7+|@|zlvWk
ziLlYgI(W&Lal)KiwPbmzgDl4L*s<dGU9mJ-u2(})V#mrO^8~TcCu1tfhn7u(v@+A}
zcJkiAD+eb1SsaP`{Q0#5jUcj9bF+p1#odEz1d$nEEUrvl+TSw?(s=*e>hj3S=0Xoa
zOpnZs_GKmt0T)4ZFD~?UMtXx)av}__=9FN!*wSng3wcFV!a-+KqnYeyhYH?Am(W~A
z*aOqp1&j77!Lf_y;~rUL%oal&U~gtR+!Ehxj={98r-E+T%~cVe*<{osd*v!3(w~S2
z+kKr?L@J$%#e$JU6_JU>Q~7*uz(lYKe-<xtoz*QoCKT-VyPUkIO0+sM0n83rl8eO)
ze0!c}R9eY$a;W5NUt*ZnR(mC&P!%U#c^?z&w-9og={(5$jY$yJ!5MtX+FuG)Y!#i^
zP{4C)JJ5~VYPwMe8F#~oAk~XV84Fdxjv5N$H|Y|q=xfTN49DeE{zkT0(m37~>$x{L
ze06z{wSiW7H(2VAXXvV^4{gD-L$_Ws<U8yS2nuJdIjdd*_I*8`IWncaPwQ2Bs0f)D
zYdT0*IwcDKP-|rL%!zK)kTI$6Y_$4YUCyim6_3y`tk(~q7bj5OYW;UT+ha(Y{XbAk
z0|XQR000O8;cM4gE6CMnCMEy?{z(7;2LJ#7FfTAKFfTCee0^{o*LB}LclUu@e7w8+
zKoWfTT0CIi?t3J_M@W_>2p?|&0&;9g1Zl<NQEd@|%hq*m31&5pLxaFuP^2@eYwOW<
zrXwc`Lz{{!e<5_H<H#U@1qIflIw{L!ni)+eO+3TSl+(Da>ttMp1kvBQ`#@2ark&2@
z4`(dsgLv=m-o5wSbAIRdJNGUn<)jeXg%GB={eB^K<G1}y_|zc8PLqTyNOY&l!ZpjH
zTZLlt-Jk#K&*c9g)5O2{5&V-9ooq(+fM_$NfFXC78KI<Tdz&pcDr6G>gerfQJ0W~F
zXH_Rjp(6Fxi*J6NFV@$ajzWL!J-AW0G$7gyDPF?uLN}Vt{Iu3?(;O2jcHi2|AJDB%
zI-u0g(yb{ex=Dlz!wMWREL7;`cTk1z@nmHG3Wh>|#$B}-BVDc#lvkqbt-TGq6pidj
zm0jHHRruMsDN+HgiV~T^&S%UurDEaJig2vUuKF9*vQ3H^z7FjaC}F>)!(|z|D(duR
zOm3z)U8FL9;maZPD1_@*NU#k=tn#VIZm~YZrq~Tb(8;p8PwYnb8H&poY9VJ@uh~k-
ze2VOCzsWP%jnz=mTUVi<%AGXks?Rj>y)rDh=-Y=?ABR1K`C-0qSH%=OWLV3mL6^o$
z>KU=ilA@xgVTy{%=Y%;-uHe}(&?A_k^;N#LS>7zU6uZF;FP@-C_$q$u(mqI)K04{D
z|Jl^s$Rlv&xQjb;$(+mkJfbumD62Vq6)E|eQVYU^gTeTvfQK{T()0YRP8kwyv(=F3
zJjR|#mbrrEbbK0>B|$J5-4wK7%PL>p@pHysRpN<2iZnbgsDtZ#uBk&}{Iu2t56M?}
z%`DT5I|Ess#}xc-(;9^}(*;_=J*5K8I|`0W!>Yti;8XcY*A!iW5tmD*1^1yfF#)rf
zk4g5=pL_bOvG%A6hw^kAkLwF)vyW0j-QUD+O2cV7l};soO(!}r!h#I#NeqZSCwP?d
z#F3IIFibi@bXv$mdV<ELQUU`BCo$dvt#*}6*gueK{o3cvIZ?JPdxUaVgs?1LGTXAO
zA>kUEIfRt7lU@)SBD`y;KQW>{6?XcQ@Iz~DUy(MN5FU0QhuOIb@)kl#6f>r2*KC+E
z5pm%NeEA^m%hRTyOKxouXbvG9!f8Sd`NASQNivd)XprJ79MvX<X*n81Xk}^&gS6}i
z^~BGc7Mb{DnRWs)G)#;h3HZ>Uz=s<ABp=>wdAH^7pyg!mR!iJO+wQc49kljH($by+
z^gp0;6UXoAK0`ZjyNo+sGx}mdN<wA`j8#Net_Yxu4*Im*HHDzItU=-&NVD=W{$wV1
zB1EP*GR#4tTSF?DCgPbQm*bf>-I8UY%M6vtwT1M7SvoX;3&tp^(9FLL|DT})ohp7L
zPh<n7pF*NabJx!|F`Swszz;W1QIn4AxDl5$`f_DIg1L|}Z_lZCBo6?_MFkm&N#s9!
z1?(zTGo-O(MC2&4k^Gb><ryB32XdA*hpYrpM)I~WZn<pppM?s>YNH2XdQuo~g~ta~
zoW_IGuE`l_RMEtzRMgaCz{H|GFJZ#~Wk8z0&@K?ev0Iqolq5_TLWWN%24J#P{AgZo
zlo^-g2w$A1kqk{JRhHc{lqJiK_XTvZTmjJ7$Q;j#E`yoDexJd{w1G@iwqf2V=Vz?j
z&!ZzBP-Vloyk2GMrkDUnYJ_u?{_SqE^KHOhA95upQL$0qgH?k=kkUzu%8E`7t7K8-
z=CHz0<Q&_oK(}o4Q=r@XT@q>EpqvVy02hGg05LyD__niH5uBK?%11o9<-$+}+_R6?
zx|AR!rSiCCk@Y81JL{ZIMbeiSu_RsE7LgM;oXA3_>yYMe$ibQeZ@&BU%l-3T6MyKs
z|No_n9=xK7H`7x5oT_)vY9i178xh^BLi2L{gO3PIwIcF$Ox>dfFBNmBc&l1M@Fj3h
z>h30Ug;dnYvcTdN%Z`M1R*)7NHsHdeSWIa~#;hk29H&BziQJ+|i5Ri)G|g=Icay_7
z`J8;<AM{eua0}%k^E3K676@I1G#fG_V!~KqwgFI(l&f&W^Mhni;Y;v+Eb?!WDg#IZ
z>UKRquz_A{R8o1z*c7lq9Y=ePc_cF$0EoPumY>&OPQh}_8H=*4<p@=P)^<R*X^JNU
z^4OEZa2zF?fM&qFru?F%nGXYeEP8+~ng;>&n37xiTX0r<4NQ%IdXZ9*oi{7!Ka*#8
zhFL??pW*3SczQ6!y_t-|CIbcxk@3&+S2q7d(yQ=<v$hpye68>1Mec4dxIrh<>QX1t
zPzOI3&LU3M=jg#s&^soZn#`Yc^Nw{BD~_omBSlR<-DXxAH{@j*Ss@L~?h+66Do!II
z-w6=&<Z7;DG4jg_XS%{nvZ9!wi24B8{6UNYgO_xchI=9fk>qP}uj{htxWa3ymn?zz
z3Y!iep$>BVe-{qspS3OG1;!+WH^ZdTvawJ!oIx`Z%$iiO5kQyRJ@IE8iYyj@GH!Bd
zGo3dCG*sv!FYCoLL!{QI$(zywD0GW*gHgRm1`?-Tqyxa<4$rZcyIf0jAg#cuh4$CY
z#%?5&63>)Zg;PIV&!Zuu#PNWHRbmQpmaV~&07d|Z)>#x$hSjrmg3__mW7!M+Dw272
zXYL(2FohVjR|H#H#igQSZK?`x$tD(}B~{`WfuF+TC?H|5b(ck#3^UAXlJv#$AeI5a
zDAApi{asc~3lKwPt&kiNCCoLT<usA2Zd#hZ#Dad%QR_v-A8=^Bqm~7Yvg2BiP>wl{
z)LoB9gK{*%iEa_N(+G$S$BW6V!6CU1ev^013MLbe_=ctvGEYnUA7i_a!>O-5Lkpoo
z_NHZ<P6~Bg6SFC-u#L>Rhn+|-wgVXtGqcV1vAZ!d@k!*+wTtIhN*EVJ=aBu7oy}&y
zLg+dRVd>fkSLEeMxK1|dTMl9M?*PMh@r`kHJC8&gtSK>=yPvBKsg+K4RdW?oOyz-n
z7+};?pl5L*AZQq5p-J5!O(h}pC(_0pLP&;ENdbhuzn@OqwU(s9fHj8Sus}yNv+f&V
z-qK79BUls<*RY#G?Jg#Q3pi!XYT_wx860PhMO_LoK$Q}vviDe`5A7>@#TX{o*TiIy
zF%yQzu9da)vy9M%O}g?J;v`JMBJ*Q_VmoV(+G<#IAt?xaU^r!@qFAy=OeTaVA=@>U
zt3PZ}rFUEYUbVoB`|euT)nU4n-fEq_>%K{L)_7kLUvg2WNDGJr<c8TUCiJu{=-)aj
z(L{zgq(VgCFl&L5PlNOr!x^2?elNtQ6!&wp6Ij|@kQXO`T$(V4xj@d3)ao965Kb|G
zIy}g5f;`Dk&q>aoVXww-z^VvQvTu)+B`yffSlU;G3ZA!EBfyh~jV_)*DE1&i87XbQ
zIlF=pOAz&KN~E;f5?($v3JWk&biPG?{k7IsLut%-5Mn4zmy}xCu5Gilk1jWD;cEn`
z)9$B``j94!7`fw7Tu!VH<VE~(un&2%9$`Hup(K66caUdvf?O*m#4Z4X)T~T8CR(6c
z$6S!Jkf<{Sp1-CU-Fb)!e2FC49~kqlPSBNuxV|V)s#<l6OLa^1wzWqRDOp*L<%_BW
zSSa~9+a6U&EWU(N&1OaDv((E1o13$noEr0Q0_27YTh1F{8f)uIF$6Rz(A=;RM*?Hm
zh7<U-aRh1yAbaD80s>32IbGap=rqcL1!mj?78ug$-dgQz%HoU|4HYv~Ni$)hx&08i
z>ifEEWX>Pq=R4M#nqWftm@cg)WKft9Sj;?Uk&G`lA5|g)Cf3D{{WGD<aS<lS%Plvb
z;>4J-*XC6;1xwA-L^<`Rx-U##B3Z>qV%COKAvD)KsB>KQ7qeW=f|q6O8ydNrvoR9v
zelQ>^+1Uu0wj6@~`FBa+<I?<saoEzJKa6D=MBbw(Fha#5A3_wl(D5tGz!6IEaDiYo
zE+aDS0~&Msg)iJ@PF?5$`y5fC+tXPBYke?~Cm`|DMaO&=KI8;)bsuX;1wN5t60^f^
zwholk4MQgyFyYIMTPbLk>jhgWXmvlOXsgaKQr0Oy-dAFqV)|uQ8x4fajt=?8@P2Ne
zv6)lb?5V?DG$z!mI?rhyf`2015Q-9h5qse}xN4ADh;cP}dV)8#r|S<}<9fH{7obJP
z?Mn0&=u$5r>S<q=hgJAgKm%P|?i%DOgiCQdudvI7EXi^3IUl5vE<M472U-feK!Fv@
z6JTCp+NXsaku(#u&zP4$5Bu{*+2x`Mpbbp4NGGRM3?F8B(pWIK&u))yIvle`z#BY>
zSt$@7PJu3RxxYxOkXD9IClno+SN~gT{x;{RxD4uP(`#kpuzuhoJEffk_*+R9bFyoQ
ztWq!oGRWTQLca(u&hV7%s4J*sZ4XU0OUaAdbS|V{%v}9$%gsT${LxwqG@*Qi-lz0F
z6qrExVv$C=;H~LARhp)_#$dBXWSvVCQJ)fxzKr2pBLUrnA9faJxS(NMjJuHR;b;Lq
zg)jiTFU+Yh%|hL>@gMktV_k&6nJG|Zjv0!v(Z?H1#-`@$kd}Q$`G^vuft<_mH{j(6
z7=fgC8$<z0+{{7Z(gD)J0Eds}kwnWXnhE4Z1t#PM2Jx0)UT*S7yD;OiyJkgmzLL#)
z{43IQx9vsZuB6jv%rz;{d%E;VFbbr^4!zsO8*f4tXaRbC7;=Av7MfJt(Bqh+aQzdA
zm>k!kG0)pal48cwkTC^{f&UyCqmxjy;dDO3MFjCg;LvIlm#g#gVxq#Kr}ZYB#Apz)
ztWJenq+y7VZl5O#86FuP-CEJv7h;dIB_2x<I3OT1S__*|nyCoML&$(V6ozzJ=X{Vg
zB$6HZD;&yDCRy+vaZ==RS#PcadGA*cu=qENJ}aJ=<$t1af5!7z@v)v?#p5aeW(nXk
zGRAm+$gAk;!t7E9t$kC?TRAjH;{+Q)$~pb;<)<NJeY)8|X0IOCtV5^T(bU60bDA&m
zX}*`s-9%uX=|B!UDm;|%FUre!87nXS9GPQZR8a#&yZDX@%g|mX>wfKSD}YQW^3@}{
zA})Iz8^kA+fx)?)iiAIzrvYY9+gx99EUaa`->*RVvcii#4Hns@;>iNn!!<L05A3_2
zCcwR^hgKD>|1K-mOm@D+64l8<)j=S$Gr?qBGs$?+>=E6y+4~+j*Qnz5fCd!@UA(==
z<Qkx8_2fvC3Xg!8kG{&X(^z>}@pkEKgJXUETZ#)ivj|HFVvIj-DAEb|4IFUoMTAo$
z2G%VvKfwc&3-AQx)7(8|G^q-{pYO)7inP+iRKr{a5$xcq2i(->F>uVD;0^kqo2->1
z`l(ST=MlkH8|u>j2YIiF3pjU#EHmfQ$>-T@Qx@j}uFubN0RRkdj#+Kd$x^6<36?ur
zR$(31jJ5D#f0C^eb`{}y{T^#yJ}@C=4p!@jciHh{K8=_>uDeTXOK|?c<igiB3~pG(
z4;LkGd!&82)(addusNbnA<O_`dsVc(M{Xk4{}?c|ole7rga<bOay<h2J;)JkM3`SA
zr1|q)T2lC0>RkrF6vCIIF8XL-RQkcQ!D)$7VCAxhv66p-r!Hsc)VKLJQ!u^E(*`h5
zvOA~BhKe#?&NAn^wAQkCm#d6<J*}18O+3WVJ~TVYdWGw_m`pfXl%qC+f2Wtr+VMdZ
z#XhWv6dK;=U*TW`NLgH69-|zEb_pSQlsAw-48wciYhl-<X?o(4=%z?lsfL7m2g&|W
zjzY@K1+@0tO3Z^3@1xIuL>}6vH@8<ms>JR<uEE_c5PIQSKp@N->Jq|krBjK9yczD(
z!CP@?bVz-lSV0)ep^93;RTS^I$XhdTEkK!=;SAu=iC%ym0)4nb6P@x9=ll+?nAlvx
z>%eV@n@0-Wrgf=L$Ksr#iM0A#ElwC6M%~)(yS&(~!X6lsSGnA$7wW{5xTnx<+u^+k
z1dl|SP9IjE)8j&{{|?X*jQ(l<L&K#}+iRDr@EdzCgFh7Wtj>B2aW<T9g}gN(;GoP_
zXiKu=j!B!W<4NV*>jxGBTMwTa7G1RYW%EuVHAmhoiGGqm37<Wpmg;m?6+>{FEsZ$H
z+fD(CT{)tX0l<0mq@qcr)U8UvGFQ3oR0>>pZ)d^a&8qsm9A!@{G@B>WYOLO)p{~bR
zPnixSC9xc(+V61D4tni}TP(E<PyDN5Gi@TyJ3Zcph>>%K6`Pmlhv~FZ16q4%3Wrfv
zN=Qq81iZ?8h*2^7FO%~ZOFg{TKvwM;w}7H|F=5^#RC{KC#>hg+;S36=c-PH?!+wb-
z{-P#O%}wo8#xODh`HnX_r6M~pZo@HLKhr-qqoQ5D$p+q@&t<chFn&6|!tTExfMJ<*
z^!yORr~R9}W~LcF{z7s<<PPFKLs1>UO5dx~sul4&(Xn-iBvLebP~D&C+4u`I`ruZ}
zlFfttPl2%}IN{Jx8y?bD=(g;Wtg?|TZgUX>A{DEw)MrU|5h}X8)w#TQNW~qv;2_bz
zP@mP$NL4104Llkgp*4|8<Tl;p;!tf6Tjy+Oqlr$ZYgd>Rp_6Bs%Pf!&f-AT(M6Q_w
z9n(dZUQheQpZl}~%*=qEd<W~HewGaDCa3Cx90Ezd4|(}T-Vy~R2cB4V^g(}y**U^U
z6iFgmnSf}-f+!bdWJ4~*zm|WwpMg4y_4amh9eMX6Belu<)bCFQZY*~V^uMvtqR&Y!
zGIQYVspkfgvse^anB%sc`t((eZq{1#hj&~4e_OhlnQM30{3j~P`rwrSnA-U^83Fbu
z3!pxnsvR2EJ1}xX@h*bo+SwNhav4rl@5|MvmFNxV)~L(dX0n2W)m3PwvHylYJ%=v#
z!~KJdx%oq;2^9TM#f=5dJ;>UStkFIdwFk}iW+(gxT<XthqFLQ%@(8DRqsivY_gMn?
zZu?L&i6u;;xi$&M8g+0V$m<%zkoIZez(c`Mi~_>FZ1cIbSKxWsq*(M}hPPdE{&$r4
z%b+{!tsUW$eHBiPR#HBRCtW*E1&gdic~j5K-bdP$bLGdG5MQggC<8th{EuJVa#8UC
zGy92wJI(!G|10mmu)gKNOYeH{-$~2m*;-2vS>-3dggvS((Rg~xKQ>BqsdMXQT?ySo
z6?iOU-YlTIspjH(PqYD^NVL$PK2y7#Xkzcyvu5|x$)>H2R!cPgNUg;{sudrAcA$+$
zO=WL^(e?)NHds&G;LqsNuf;o@8{mx@$jyCRNuec4m(%KRv^UB5l5588J`L^zRk|He
zY?ItNUP?pqO#{ebBwR0`jZf3%sjW#yUvhPEeYKAcEZ0Uq$;A`#o+2ULFKmSiVj$FV
z48A@BE2Q$A3&V%<27)=-&s9{LRUVnI+^@0zW&VN>5O~*<*~*pDq~+Pw<Y?CK!LLKF
zKR3Ei-NDV-#r|sU+Og5A;q}@Ta@cash<6L_aG5_)@i%&vr~{2kQ%aa$u2X!9CghrZ
zeLxrM=u%1jdUAJ!1oB&f$$O;@c{<TWsXp_|{G>L$9nP|<Gnm5okXP!HQWvC{OhX7U
zlSR@~50LI@-d0gtkf9Nl)jqq<DAl@xL~7zjWa%lcs#*!dFe;C#Xbm8h#@d{LL`icF
zzvAaCYZcdndBj*^e%?kCS96VxG;dSTQZqOrsMo;~lA!H7_VQCIN+ENP&}k{FobWnG
za22AE^Sos~@8!!|%S!YVa<+YYhYHU?li1A1ob1JMR!cPRPVruXbCF=AvSZDCrDU#0
zdG9>i-?saIbZ-2EdM=CWubvN`@b#<3>$S6-Z~SEaM)*QFJ}_Q8TPGNLexc6&{lc~^
zb>7tyrAs6@NWuOg{SyzR=#vmN?S%^Q#xGec+$wxFyRRr0{s<{CpPc5l%&5U<6)4&Q
zMvTa+?J@B25-67=bW)iaeV#05(lRnE^eMaLoKKteDqi)qbH@Q6wjQG`ub%s;irb)L
zZZ)W=DUieeU4@GQ4K*s!T!5d-zf?$Ke0G>s%dDbHJ?585&t~>NtGHCiWJm6Ss)q0O
zGf~!u66!F+BXHH)Gq`RPPZXN_N4vBv-BdI-Rf`;&FRAcX3$$_&uyrp2TB_BZ2txyL
zWSiNV@>+H2l3!C^i-(UM_JA?j&<4@|FMPD=Rr}Pj-0^kW98Z|;;=omq$MLFneSGUJ
zgsa8k`t)>lpmqff*1ySdlNH+{+R5_$lDCu?Tlk!2bfn0;KcdU0TOe<fg$yk`p~AGU
z;u9r9GUj^}f;80^D0cPvnM=Q=qDJ848XqzGetw38KElzcYm&52-EZ&%9oi_nrm*{z
zI0i61MB^i=nvxSXUCM2ZYon1am$t^W`YD1k+!}HEt`S!hA4N+00Ja_#jt9EtI}f=n
zS(DRTau_C3$f!Glj6DbCkpjH~uiF_I0-{dvc8Ah0iTs#O8|r&fk1`t`Q1OL;^Y!H|
zfh31kRa}7(mB?x}Atg87tKxftoN134C8Fqq-pfa;hglC&b~MSti)*J&RS(;yCoUv2
zc=>|)T-6T4&>K%u<Koq#D8BHVI68g~SJX-I!Wr@UwQ(^%er}g$fi$b#_FnyxN3vvA
z!VhbU`Agq2;nrHXJSf5jA6PhcD_P#}fC7N`@L2{3jJYnlyxnTi{GIp=atA}O01vRm
zgMdsI2)oA-x7!rI1_8xO&*@W2saEw2>1Quxp<;`)(5s?*3VO5q;Q+J=f&{%cka?ii
zyIgL>BcUd44>Gyn({hoKr@>J^O_Z_b6pLYs0J(>e`~M*XNMVN0hY^L%fn%RAbo)w1
zg_C=Ui|;+2-eE|qpGrNDGCs(f5ir$08g%$1#W~-om@1qu(kk&29hwI<NI^W!H7oIF
z{$hWaO-_f}|3;I@uda<AtJ?USt%(kE;lj07`@O^V3ki38Wqo@6LU{ghar9hr#o2Lt
z?eXytT;V>E<qK@DYK@20@$u`)1@aabZHs*RGI=%W&63nB#@v#o(GfJ$mkK#D%U|OC
z6-Qj$2IT1QE5s)tb>1T}2_|i|)aliNDvKU2%HbcYXpc{G1qdv=;LzANG5I2&SBLHF
zdudm_6kL#R<b45Sd6LgerTE^Q*JD}bS;ja}OIe^L2PydBz*v5S3%HJXq7Q`aOX%7K
zszgH|Z0549cQaNVrpr|SuQ<)_q*<<+7P@U~>=+<1k90YbQsDvL)Z7cajSM%-#iY4T
zHyf$E8K-qEB_2_cQy}s0X?;xHBX`zwHLXMwJ@vcUXgg&EM*IE17<N?L3`kq}m}`X}
z^PlI%;sc_8EwbA&wXAjWz1wRU@7O1fTl!dVt^W0reYNWFiNUO0yJEe1^@4ci@bU9z
z?TYcA*uq{vcjM@E?TS%4-fvGAr>~!@U6C!?RmXWf{K=_W2`f2KdqKtKy(-)jG@Imt
zJ>(s8_I)tmzlP-m1aoIl(Qc)y*mQdvo&JRStS)xtNNn)_N{|y2Kfuevr|-E;7&U?0
z=);ITBv!L3Z1dy_La8@^EMl~N)TiMbT^dOJDaTan4Dns2-ZEB9iS)5Ze!GHZpHlHZ
zD9G5<dn<ETH^b+;_Nhkoy`=mkj?tK1%N!Mb+>Xp>6shgxlepMpDHr~@V6vh!^7_ob
zEXai?RoumUe6A8d4sup@nM>I|*AFf!b-zrq)e4zsw{p@vMqn3dXp9H;akvK!->;(g
z!6Yr}w(^hho327oYP(9L(#-l{d|{S_{~0kI9y?66vg_gv&wjj$Ci~d1=(>V?rmtOp
zZan;vcs#0jU$?F7>qQa1aCEx18=kEmJ$Cf^^ttitNu~Dd;rev7_{#g&-Z)y@|Bvdh
zT&;IWs&C2F5zdGXJ-bcC2a7X&Ud6WKcIb!^y4<L4q;yqvWgEZSQs6gYkmQT{6%H#|
zL_XZg=Z4$p^cRh!>YFh~=2g_;(|lHI6_bV$XwfHtL~Cg#3AAzy=)hYglxkAPb(z;-
z>$e4Rt<2R*PRd-O9Rz1oTgOY50NvlI6_a7rF<q<aF&XA!(>E8SksL&D=++ePe@Wn;
zxT^b#n!#}m6(0Z%-pB7(Cbi|6tj&ie(W+n0^L!^eO!|;%&bFc-F{K5rFxfUm03zc9
z(Ek@R21@NV5<a|xOe~~m!$M}f^<A#02=6oERJ9+bOxE#NpSuwL$a<ZB?^;}+zOa5R
z3nPbR(Y+|n|L9op!l`T3^JUSqDyTa8>iAV5s?#ApR*P3(KVBU_H(nK^xOTmGz4~})
z+m44uc~R90%ip9GMX7pqn|GZbP4<KeS}!zs#QRk31=h2#H6RD|$c-r__5~CcVCw>n
z>{UQeib^E;^^_jYbH+CqtC|798naem<b4pV&=m~@K3?=1WU%NlVxTLce72J=^QKb|
zZ-OIQi*gfxWb!l*f_JFEjFNTk5JI9kpyA(F(UpQ6A$>k%18H0E)}Ai6<pUX!E)Rx$
zTCm?YmNz(rnbAc)l**9eQz@8Cva83>i=OhDt<jwzbNLEOB|dir-Ao5kDt<bU2kyrm
zyNkz!sgKq@!Ykl9)=A--Waph5&r->RZSsppp95%W=vvl0E7!!i7uF6#YdFbH3%wz#
z_BH4HnFW~sO7&{^YPD#-P(7Et;V?aYv|m)Ok57-Ib#Z;Y`uZ#3_3G=ydvmw6WFEP*
zf%sWz!hWVl!&9K7tpyr;6llUBVm9zQ2JEY$g*;!PQ(xtsIemVh6SlGV*kL!(rADqa
zI{MwBPX%(5kr)f=(y0br(&yNIdJmKq+_(?m`AJ;{;D804x!Fu0?;&A*We0Ef;la;7
zq7O|jNG;M<;6E8(zm<jCR`uJPF>lyQUM%*!5XMahMvU7)r7u<(*BvV|SO(H;H)CIh
zE`1QOlPB>EO(34Br`x2F49C2R%6sUNpwkDqTY11x;>kdsT*p(P9n6%H`~8_WIH{S@
zek7Ff(1U0$NBQrH>8icfuXACO-oRU256_tPam(%xhmx05FL(o2&m9xh+8cV$j}M%x
zPTN=42St|_jMedL_O*e5@#%A0$x)noHN1Xq`dl?Z6@HVVwt1uvht_+^y8V<-%8CYH
zIq!4D1u!h33()IL`iMaJ12kc&;~FeeoBT!_zcbEn-HE<{;!ZNs2{v``;S(_$7|iEJ
zfh0{XCo}kI*h@pa%_)5@*w_|qr6F<1*Cj@-3xOSU7wIA_4L&=Iwx*)7+Q`^PLyijH
zgD?Mz#xm--k?dQhOBU#*pM=Vje0EC3FM@v@rPF2kAM|i$_&7SC{ds<y0v;0~q_6Tu
zQgSfUu~t)9F%CNDbQ6S#_?4CS7HHJq4H{!1uR}JT&<E7T7?_Klr;{J1QAv#&{hB>Q
zV-)5qXI{<nX;uX2jCW!5Fq!gDu=se@J`Zh#*xe9a{}D@ctpCi_Gs5!@pRX-Z)y!3^
z#nJHkb2WA{5PH|D=WZ0Iw^aZ2=UzEe9T>PSw)o5XxO1&KE{esU+|6HpYOv}x^(GPj
z^#WO6iaGrX;#iu`DP&CJt18}>=U6)MT&h{4JHOx0Z*7R}fWi;EENA7Wt`&BZC4ZoP
zmeg`$MVI$%m3vkiXw2Fw1kLu+DOGEc^Zb5fKo{FNs%mARxq~X|+e1-<-q)Bzz`3;=
zNyZulF825gl$U7hdWJ)cd4u#Z+(C}cK5$d>PxL*;{4?+&K25NLQgvJRtbR0k?Sqdb
zO$NsNqkOzBL-R*f_!qt*j%xZ%C!XdL!##ONuyZ1qh2+1tpaT5kLnrYL-vsu88qwHg
z6{QNsNzw;tBjMV>>q^ezI+lgRU%9as>e}@Teq9KwAPJi#MDX~TtJQUzUn&3NB!a7S
zy*TY0uO5H@R!!%eI5TkWx$$DrtF7+2H^PB4)pO(H1GUwyV)?7ru3f)Aps#2<dmPw%
zPOPsFJSaMocjSIA_3k^9@APxIWW3!f-*;21YHul(3B_L6^XFQJ;by%hX`fVkDyGxU
z)*Tmn-gey$e$}eiZ9pce(6(%HS$@)JY-ulx!rQwQ?zR*jYV1P%L4K<?+;Bj2pXJk}
z4Le%fz<Ba+yKBvrKfpr}vwKV1Tamr4ki?JK(9)`J?^={8tG=;mM{9d4zZCiN_g_wq
zY)pEKWEc{9*HEpGs-Cmk8q$r{_WEY-@~qm?($cbfcUwC?ysd|I*Zg<so-2lF=yxm4
z=7a$>s&suy$~x|$XK_bMwk4CcceX+U_B@~M@N(^~+1BtKCbZOJm^WDcc#BFk)^VSy
zOrz@A6fL`3nj2FoYiD-rFL7CH&3Rp|J9f0RW^435_uwN3N}X-3t*ts^y|wFaxboMh
zdMDEjQ0M!Li!Hl$G_vYQIfJTav9&Xo&0xkmck_6AMjsvscDL--<6WGX`{(nI@6B~~
zcH`6Ax}EK@>SF%uK)lJF&FPdlR9xKM-s(V>Qp$c7x95fjb1imbQ_}Us{K7}x+qyg3
zstt4MrI)`pcdzdS?|rAP2cf;)-m=qJ_Z#UwQ!Trhg4%_O+h1&H1Z3F$;^;H~sJC^8
zZSUHB8NJP)fAQn@wZXD&-1kf8zx}m;x+j<0`_Mb|{kLjW^_E0E*}aoHoqG8j>Ecwo
zmu)iefW`6?VOypSt7o6)USB-b+t%V_c4=e0{PNlNd9d(qJ^q(o`r60u?QCt!mEZ9h
z^QFC0La6O>0^{GkD{a6x3RCwy(BY(B7lp;+rypwHv0a+m9DdF#-}-0WZM!q@74&s>
z@mrq`+S}V(VKi^?rC0uOZ)a<Eced}H9^=+gS8u7g@%WSnG<>M5Et5)XVmtGZ_jT;3
z<CiiPzxKubZM*8tx^2$9=C2oi`@#0M>`p9k!e_tzg?l^N@Hjp|*>mNkU)$RbJGQiR
zvNyl&iGNr#-UH9~mUh~4dGBPYW5>4B>Eg`%Xlsil!QU3YakQg7o8Deu-^_FS#uJ_G
z9c@^2#86M=YY(-z;bEXjXRBB*JhY_+DI-DZ{{v7<0|XQR000O8;cM4g;{AK~R$2f6
zz>EL@2LJ#7FfTAKGcPdgy^D7nS9&LS3j`%mlvoAo$%jaSECPfii=v-`_27kFexU7c
zHT>#@ErkNNNG?c*Bq&8{Sdl=eOJh-r<f_P#297ff<FY&GPJ+Q?l37f5TYwvxEav1K
zFOr=-2YdFMEG9LZ!R*=DgUn>M*$->K@768a?#$W0U|`u+fnVLKd++!CzTfY=w~8*o
z>mp<uA;e9Jzd^`;_*<cqkk5Azvd1luej<>;)^XDB9w&n$B@h4G=PRG94+$NU$HpS6
zswN43T1g)coERj%EiM8>x6ADzqKowY!_hmD^VZ8msd)<V#AUHhaFGw|^*Yh19xqV)
zq}<pTrO615sLA65Ekq*yaw{KZlgXq~C})#;L}VxF*=#+b)XQZroaAzm->Q2(lA^?Q
zvy-*@u3}nn<S~zvfqw({jQ3CBqpG{`=iTDUFJ0sZIWJs9&qmZpWTOK+wpiD7Z(OBE
z{U2rZa>1+X$z=Uic6KgXj+@Z4y4SJ?;iGchqhrtF9=rV<zaEU5Z6VTMy5QxH3I!$Z
zrC_Mv?O^9vx>Crha0f}=s+TBw5^jhld8=7ch{Jtkvt{SH@dPRB*)q|&MLe8P;z~U3
zsd0;fS%}ABxDzI~P$PI>kw}tX<(G%zrymixMmaJT$;NlF8~cAOPl2c^bcWA=f6nq)
zWf;szq;5~zhf1N4O{(xumQSl<Daj<bj9%szx`!lTAhTI7x1c(y*S*B6Q*L2l>t3%{
z_t+Mx2;L}-tc1RDga0X)%zEo2OKDa)-oehy*1h#Ce36Xvw#!~6tHM}Pg|`jO;{8Qb
z=jsYfFO03KIz5Pkcj<V`W!qvc4*mdsmdqX}{j7`Ga=q*&b+|vf2^|KuP|ypO$LXRD
z$AyArd7LidK(i0`?c%^!y7Kggda@4J&~;Uh>}01zlJ$DF4%3t6jZ(Ev%5}KaI&U-?
zfiKG7sr=60OJZQ^dL-!>z^K=Cm@lVmDoj-tJDdH&0y_tPxJ4E|&}KPn_wB$MxSpbT
z6|eUM84!Lja2<}oue^%wM4ku$r}|4S{TM_gUYeBYSaN5t+eJLtm5yV2WNZ(fv@Zu2
z1YgA)dy;f*agpB#Plq5XN2t2jwt&el!%RZ&xdnyxV5TAw-L^<k@Y`}$B_Ur5F$21_
z@=ae3=MknGX75k!^O6`OFm+jeUJjt5PT-$<owsb^G!;A^kF{x0XCJ~X#FekiRpIyJ
zWw?M&vJv@z-NDW%kR<k?PP=%UaW4Rrs@Efwx0!|8fawKCbb1U<TSw1}I6a2G5~ZxG
z$;~lQlXaz>q)Bc8!<Ed!RlhW95tvCGdTd*Cs_B7o=<qSp!^WISFTizmHt74YThKB1
zPx&d*-RdIWg=y4vfCxR#Ep!+N@L2fR7IH)tNb7$UCxZ~y1zIS?>yfeK4jZGqWpJE&
zmX2|J(c^G$5xqP{IRfbb1Tc@_)7-*ajwDrpn561hz>EW+gZFTY2n1>t@<b%UEnt3i
zfLq8Dn<xffl}YkT7U&HSCr%r169`Apl5LU7Vt6NYD*1M2g|S`b2nPZ{OB@YF*^J_N
z0RuU%J1~R;uByfJzOSPAPu5IQrRoNWnwNJlh_K8O36(StDLY|=A>=L7EQHZ#fNn}W
zi{7n|t@Ozs>M#)zs+R#rom)Wwg4m5XVF~>~|4Byptsuk#3>61_oym|io>l1;yJ5`E
zY8fz&68S?I73enjP$c4<hNGhwB?uL4LPr3&>~xn!K780U`cn|*aMwzZ^t*l*^C+Q~
zLB%Vv?g-<d2^@>a3DW=7q4=ShFDvVc65B`z|FRuydvdWnNlWf@CKh^{9Do#UCbVeN
zuynITS&r_>)nPbbkUhG>ExZJ$D_KsKxdp^NV0f~u*13feFGqAlw=B0Pm-Pt1E(8#_
zVEGdwUmxQZED1pX=@HvP_@u92CtklvG1o&N(a0;dCC)SQ5H+&d7E58^tGul&OJD$%
zS+D?~x(E5I&QOIpU02GoFqkL}`D9Z6@h<V=e+5du{rhmkdQi8FVEJA<i}ApEgMCLb
zJjSc5lAKrd4aq^qFfnu`04{HG3*Z_Bk6F{Cgo8Bz-hhpDQUHssF7m#YK>q-8z5CE$
zPtFU234JM(^5bORHW&FGoB<t7X3LTNwgqNHypOVKTY%?d0w*hDzV9K}0{Yb>$^VWS
zFQSV9$$7?~qL^4C$(3_HZ!-BzXk2w*IE4um{*W<WXWbQn?C1M^2rdXO{O2CKZ+8;D
zmxjOUPRDYMhO$n`x)QYhw4L?05!4l>p#%*FuVaw%8o{7pD11a#({w|Jb7FaJQHeGJ
z)x6}E0^CB0Tc)HzxQ4g|U<%+fa7Ue6!0<tzb?`fG0sI8JmnBJOR3VskwOm*EsKQ`H
zbo2;5X5WL}L(GzTQs<+pCMnC%YVr#U2u*NEYFl`c=?L_HWDR`{K9S_Fk^OKjxHZ5l
z7O(7Ldvkala6q{0Cz!>M5=T;TRQ6g0bhB$d*VV{qGP&}~FjDlb|ArwvP;`;}yDvsJ
z{!PZ?e!G=0_4Dw*eg6MHJ0HR*5kYXd;9pLGy(##+0RI9^!WjS38QQ2I+!PO`TyP$o
z`y3fe2}E$U2*Qfw>lCg^i_jSS=sRTSADsLX@dx4vByw?FdIS{J;Z7kXiDk*xGX4)m
z#NWLk;O8$;6!nSY<S?9Yq@O$>huq^5So=;3EiPeYARwF=`(^I=@M7zVDAIm;NN_y>
zI46Gbg4758DLxdBv^+r18FpPA5XqQd7#E;JD+4~^B(zFKe)*n%-YNV*6k72VZ%dH0
zY{kFzxv_a7w-P*OSj>~Y?a=ro_y$xXC9Q1?Q-!Apv|SwVyG}{}K$Tq-zauWX6jA)P
z*aOCY5502#xd&4bH2KIc-^SCz&pX6lbd0ztw)}muOdjE8|98u^LHOSwFxd$hd6y6(
zGD@Ga@bJi2TluH1pX_jLVLcIla$p$e!EPb}%^eX_g5S0I)xQT^e?(YWo^avk1>rw@
zwW+*N+#!}aM#SS}L|`W^2>%FM{#CIg;+_2}{QYlXmX6}BD8k=<_4Et5*0%N??c3X0
zUBZp_p%l1}+uhRguO@urFLpd49^2_O@y9T1csqaFLRwn?{1uj{j}yEiB&n~q`FU>F
zzV5E>?)`hjt(`lDa&0>#sna9vY;#jGlykMTwr<(7wY3EXaL85q6_4wMMK%y$T<bij
zb7xTh*7ehvNCm%0LyvR{=@x)--&Zg9?OYFhdV6{g^zQqO_MzOqu5R{4S0`Ssy`yv2
zu04DAbhhJBi+jt~ZQI-1+gkC6U}(8qEqE(zrnX7Lt-+n*k9W%MZ$oGh8Lo6e{A6>6
z|GjuzI4t~36xdM8Eg?xf#f-jmJHcFccXt<jx_f)S-afR}-P;3SboU;BYvlHK_4L5^
z2M%=O^*f~9d-j6m{#|(FZr!@QeMg7bu^o@_)>>NJt*tm{SOIxKN8aQr?X(@I-@PK)
z;l!X}9PX0&(Z7PxbCJ4mT*90DoDAVC{n-GReia1%&W7i|R|t7XK&F&5VA4c!YA-pd
zB3ah@y0Y$wH!BDUYaPg><!D<4=|s@73~nLGYG55WMkB^8f_fm6PN(zvG`A=Kb(N&1
zvhK72e7syHagXVU+j5owI|4ev^>NM{Clu%duyRLZgYv<2T34MmfSdsZsApAf0UUxN
zp->$Q<kdj<ysBftcr3IUiEK($w4re6%{Gv?A$j8#ENh~oNPZz^F-Zceb;iSsB@qyO
zmP7Fi9-2thYBkBZN)l-{3US*4v!@_37-O|TF5kaY;QB8gM$HOU+Vm1tJlpLX(IbMa
zgsHO5i&9yyo~TfrD4n(>se~$(W)PIL&P7YGfm7E28pB1)251_E0P6`l(n!yc)m5tN
z8{9&YfWH{)s#93{sGbFd5%<(eC8tOPgbtLiqB~c?i2{<ZkgOxX;sgX*S*bgPCLLLH
z7D$dGp0Kn7ZFn~&8cJVaishsu;&7H=<dc-kJmGWkbyn`Mf1YC1As~e=A5IW*7NE&V
zr&{KXvoeY0Xf=;1Nm8wrF!|-onpsOEK%5sgJH^yna<ghx6u+1Xk!*kDqt#V8pOJ$e
zq44T<c1lJL=;a`FD;3_TVQCVH3*O4+WkGs%jd?;a4Yq|+2Z|VO1{>?nXjdvQ+6_hL
z7OC}h9ZMlp^xaFR-N4Z|%4NGKxE7QQg_Ns#caUj=k0?l+gj5O{PHhfLTjjdqp-ycs
z4il5rN!;sos&_CkAThjIXX@(SEKH0}bZ251AIuVxbtVSY4}=u3P)9p6g@!7ITa1k{
z8V?@sOl}giHTX<C4i<n+_rX<k#Y=Q$H{*+IFfoO=myr5Xqz6j|HPg~j$0}Z4GVl~Y
zGqZ}2T{2i?GxL>#(Aam^*Mp5%Mk1>8`gV4fsyE6qfDWzmQp74Hc{kZGyp*>qQ@vUx
z8i~}nMWrcKh$ZVa!?sAd<*_b-D%9)CS(a|qG|gzNU$Tv(X0+L)ppzO-WkU_b%CQ(=
zC2vkrGtw%|Th*zK7}02yLPKiCu}FAyN<mkd+`=j-pn4RLE!;x4NTgo(D%mWz@Wzu7
zm=U5Uxka{)p@Q{B=RR1q4dfZ+7AP?wnChEtKt$jt?hNR66>udi@#xN-ddtur1{Gcf
zq)Mi)^C}*%jMXv1%Jng_4`|jO&;*814Wg<Wf4mE{oeubi1+PcR9wcHbdms5So?ZL{
ztx^g}!Sy_G|8H&V6v-r7Fpzhzy6sbbr(sA&Ku%|zHq~-$BcFDs^@MHk2a+ti)9FmZ
z<94pPQKf2tDiY-u8mWZBG#N1|v)H{RNP?TjOSJKrEsko`<1sbU&>i_igUzO4DT-xr
z`Lt23svCNBLuqgeS>340a(-2+atkA>Rie?R6{~WKaJYc8YKAp#VVW>Otmwln3RV_Z
zD!jVRr7zZ4VNzBk|8JK;1S-0hl%wpHQ<zKu!-?d};UqA{rk*Ez+kkXN<OnX8P)fU)
z@gl4Ks&vecnJihx|0KCBT#(omN82_h)xu#ZENPndm~D}u37klnM%&`cYa<tPq*M!q
zG)*bz|F~^0&QC}RRiai|O|!A>%)t-Ay-C%*I!1Q4yT~6#qh>G|Q>Ape$F^uRVtO@0
zNLuF>8>%c3BD(_;x1g(TH*seavyEG<t5sEBuhhpJ3r{H&3KyiZM!7|s;BFHrtr$AD
zkRaRENHeH6xP=aB&uXm0AaaYUoRO=PZp0LBp(5s0^O<ypTQns}tC$e1*v1YQSqm%F
z0|~?9=_P0(<){bH+f&f%<x$eP(?!7Lm3V;`6jDFHO)vl~>ap}VH-VV(DshPKO_PX<
zg%qsA*(QrvASq{y5kJtGGJ!Az@^O|KcfK3f2{4VMI>x3e6$e@YNJ$^_eLpGzvcSKl
zX**30CRM9wz}+N!ZojPMp8S4Dt4Sfvw5&$7jfF)il#rs5X$B!I&=VxhlB8%;A{*RS
zN}-Y|nZaft!+j+LiOSFeu}qp<n2<yil5wx5xkW=KDy0ywF>X=L=U0i_Ev-{-5s=(z
z;-*b6_ue&Sqq?CJEu!<=pqgeT%95q&ya}~Sjzr=bZLISqG;qmE6F^wu7V9LoPJpd8
zbZ#M$^s1E4Q`KohZy4(_a4OZYXcAK*W<@K7xrLU{fg(^(T(K=aFwKHhppb^R0YIA$
zQynkF!2m-cUhv{Nn4;LBum;JBu)5|L*@OP2DBe0|xN?^J7x;>oMI(=d6eK~bpeql_
z@DGU;4%ccX5|TG<Tr2Av`UV8T#s<eV!!Y0$kaXL~_oeCmdx*nQ)1-#cG#+hZ){wR!
zQ&FkOt#h?7I7%~0nwEp4T8V=95HrXv!l8;OMJ-^0+#+O#Op`Xs)IsB>RiVKKWYjdb
z00E$sDRsMTJlM6i9wUJ&ff;_34bmUbyp&m$()nPVH<5Oew0ku`^ek@zvQR^p;%$ZK
z7ilC(g?iXn=Q*KZ0YYif;5s*;M$iaa4Is6=iE_2N5m<*bT;>*TxvGMnxk-jw#0&|*
z!O*P=x2S}v2k3c%#`#4O1zdlHDdHXR#=TiD%#{~90(13GAXS!u(-1G4Ob;YnP%1ix
z>rt``z~Wt8V2%Li?FCkk2B1uk?nA=04gLtpXrZ9P6!zLpR4Nd!5Wp3UTR>z04g$x_
za0~FcU@+LwgF)NkOH=+Qf25hF(g<2jgZ}T^n02WlH7uh^Xp^_6l|q&Y0o|m$y|5NC
zAfzGpaSMrrsDzWu?`aJn1QI%sv7-zE|ENL$;G3qdI5!=I*fVs4sH?n*Cb$*o4@&q=
zuPI<mHsF{yAp@sCNLV#^695M!ok<5mW4sAj%4G6-Q*Sf5MNLZ30;H}G@AsmfEZ24V
zAmsZIfx9!CMzEnMZ`ol5RC>M9fIkkf>r_f-XueuqwF7TW-XIMEx1{sPgs=za2Qs2@
z1IW`zP~!?WKqd>xxvV?MgN}_Qv#3V0{2DTV5~aA_$(z7@3^X`d=1l<V6I>Tl;=G9j
ze1IRoAKpa6f_Me5Etj1PRn0@9FYAE~CznD`A&7x=+7@4${$I;!G-?=<DFvJPZOqyX
zTI=8`B|~#^BBaA6ZEA*dMMTX?1<zv^yWcIDq!eu$#$$FdI9v)>Dj|tdgBOFfFp;8_
z5RCT|WIs@r-zXtOXw9HaY1Sa!M5RzLAU$q3AVmQ{qDE|0;tlA*1`R4I5GT8uoDIM%
zsH>~1Y052R0(4H!keJCWBnX1^YM_!$atj)y08&}m)8rNcAyTC7(X57Zo1{dvC?J#0
zEdVMZZa`7lRqcHMO8}+{<cTL4_gw{K$bg?qocT%yjFW-U#JMq~*#xCEPoZF2tU-#d
zdqDzaxn3EQafJ)(^1O+$G2HbqMw7bTL`rA=6Img??}B3$^f)s5*KOlk!UJrDgtU-t
z{Eun1N@aPKq`3wG@K@ChwRqHrk`8qcWENY4e8~x(_%11r(Jr^7OVaDxSj!<Ttkpcg
z<|@1=&89^wQSdZJZ6MW!fDT%YQiy7#iLh@qxdpfZh*EIXCbuw4M5=^B73z#vO~Wrr
z=4KmOR12Aqxb>Jbq9(K&(x{?3ZBTG5Nnckp+#(7AV>PPsYMPHhlLX2j-lSD-umJ#`
zmH-=qT#jVq45W^AN!n{qds(lRgU#?*(s8axBq<A$ZbmKc7?PO?6JlD8hT|C2#55Yz
zgSJJgfx;VD%qd@v$axApA3~6?jc7o<Vga>G)_HSv%LMK$CCr4~Tq=?T{tj7T(wB`S
zL3~9b*?Rq3cFSelK>?CLfR?>=JzfTd?5w(gYj`b+^$FfG<Nyh40wl(76e%%rgNLs2
z8-+yBP}bL};>*F=Hm5J!&3)k!|2gYPNZ}G-xL4S>&5o}wwze<3%e>_{(aXt*N(y0q
z?Ix(<QY~DnP;Nn^l4SvRu$(m^n0Sn*V9>EBMKu$sLz8OUq9%buXe4Sxoi-qGn59z1
zaC#W7gtR6JMI9*l?FxxD0go&POF{&oMOhDQ*jVyD028F4jj97B0F_EvbwhsSm)JmJ
z;g)2#$}Q3)gBmSw#koawBU9ChsS8d=>UAYK))w&)gIgp#mKiQV?;H!1a7eQZi(7zm
zU=D`=a0@rx2m}J<fbI;2rl=H>cC~DAu(84<R03gS*<j<z{*=B5;;zis`+z29vpQB!
zoE1T@Qt*QBP-jmEmMg(Nn=RWG8DI^xCWSR^b5RlSf#xALoW)%D`zkW447UImV9BE?
z*%m|DvOxA`S@oss3y1mVxghiwSe#{OKiP_#J3f{`0-2E0HPbfEc`YDHfGP#m-v04%
zmblx-^m^7^=N2K*{E9x7v?OjpX|rhpOE-0H(QLpV!j&wOTU4wHCbp&_aSKx_Y0;1b
zP-R=B65y5<BCY&}@8gn2K-M&)lJpuYFQvf6A*}(s9R^AR$S(!KZ@z8Uq9BmKS=X!X
zG_OTjMxz`k>*>7At5tzOHItS|KJVrhtEd*ztLcEoE#ypwsxj(`ICV9h7V62auDBF+
z_PpW#w-WeogIgfE1~&rP>6GzcOoNR^alrS{Y83>^I^>`X-`p2!;B>80;%s11JRx9$
zTFHt#WjZfzsq@x1tD|wf0E|?PjPXq{sjL^ILpDi%41hp@Rf4$i7I^hD8inu$VyN@G
zTg#y8O2da24t0GU$0Sg;tB^hKhEV2fA?<0l5iNy#HGsUXc)qkB<w6R&*U+sXY4_oR
z0LBE6CJ*9FZ_YF*&aXwAya1jEg(SduGnC*3Z~@3rLegqpUh4j^rYF0EuCBI-vrm(P
z$0UH4Yo=}SkOVCgJfcYry16z{fv=i0*o-<Cg50A;D@KJ>cr)M~74Tw^iQJ+T22!gb
zIbjxkz<WSXfKQ$zgAaf^K>n*lftR1OcXDbW$pB?UWXFR*G!w;W<fS~HjCEDb$mNVg
zSMA|jOM~~MiBy%Iwyy|@E58wgeCKp6A=PxfO$OEJ>;;6`GDGOAPUoYT4;#A9S5#8#
zK?{o*E5G9VFjEEhSyuwp)rj4JRnRu88;Z#~KtZ(w%`@X(-T{i6tqMfnEZFLn6|dta
zps~$*eIbs@bhBVvlWH}r=7me#0vHK05YTU%^?JY<8Gw%aY^nkP4c9Gx)0aYN1AkWj
z%J)V2=)y+~H^EOVeHZ#jxA5?#{veV36G4a!t9X1Q2SNg!$gqrpebrJEsY=i=L;R{h
z!b+qPB4*uLM{uibFIZcdTY$d7G;EnpVV^dmr4ZI>of^E^G@}L}QdF`n?rFF|LkdMJ
zeD)xxgYTQo5T8BBhnSF~L6h&X0@@4Tg_QLZWWePj%OD_X6+(B~KZU?CE8(z3;ivx&
z-Bbc5PD@SI?QA6rR5xgOz4`?NA+^b5+-d4qfIP|v6sncGoL)$^LRspnQ;o;FrNk}3
z#FbsX9FkRrHAa$E*HgIF2S7Zn4u33H*&<vZ?|zj7s}7VZEeC=j8(8maIB`<gQ{c!8
zD!8EF*5nAsX3ImdGz@B%Ti^yNJsz(sierIsPI0Rhw~!>a+r28Su5M-kU@N4oC=F}3
z4KTncaga*@Fl>xG9^iktBaqM17dZ2{M=$pGH;CkOjZ3GYWBR|`ihHFNbwIgbko5RX
zWcCoRfI#-XDv$B-c)woU@5@0}fRTWvqi^#KUm9c?pu;6+gOwU7K%m95a*}Vb0!ko_
zW%Ziv=v_IW%N4BxJTb`o(quJ%$)Zuaw<#$EDioaZxDV@}5<zS0+qQA3RFX)o1R2RT
zUIRuBux5tzW26^pZrBXf3YNCM!IcH@>RLQuZMdIuMh-NbWNxG>A6qq`2lU1U$!GZe
zK<04E;5>OJLjx<8s>CYQdG7qUP^)>!m;iUlEedfZP9@D~G`NL{E@WY8fmw9F+d!Jb
zvR5At$_4?l8PoI5paiR{gk-8^y>g5RpjB3O1kd3cZvi<H7H%@7&gNGvfqLseiuc<6
zECB|GYvG#4`zZs$Y`{m&^Lq?zfB*&pM>n{mLf~V0Q>yTh1YC|vfb7~a=Jg*Z62MbX
zReOGk*8C@r68ghYU8g697ZFi`xE}TAFj=7s>5c!9F&(cJ{8SQ)bH0xmy|ZvN`!)Mk
zEbux2DeDUtfP)|cQ<L9p4fIjdG%F>GTS%l}C2EQ)CAkHK+&xAi<2jUvN@fT^1+K&`
zfWSZynN6$dObQSnQi6o%Sb*<H;4e~8abh<d1}qGR3~r#+OrjMMAsXXNXf*&b#R5&v
zEh-XZVZGMWoyb%SgN90yP8{E$AiIE@xMglJxSAG-SnL@7*bUk|qpz2;Nj@$GiJ0+-
z;0<p&no^I`k_L{%L&E^d30aJ``qpA>zaf0SZ9BeNj;#Z%$TD{sD<DJj)tC_mm%;TA
z7*J9xcm<FAJ(yP0ihF@1zroZ&t`>%%g>MwTc=EmVbptWIN%;~@3dpdWkut^Sd?}Oa
z>k5g{0U!EhNh=X8Z2oh;_yayuV}8SzWy*YOYBp=Pyy-=MoC26(i1X0*JsnrjS#S1l
zWv5w)K@H4r_GuGXtJCSxk?#R4BQ}8#+1nUXLHkVN^?AV)JtF;WUkXtQ{HtgHWPvN0
z6eiyK&-N`Qy_P3ok%&y4m7}sg)+G~<S>c_hD94FuI^rp3n34gc5ArFukV@ewblbEH
zX0dlo!fnH)im5+g$7d-4X{%P#nhi%W0AbQBk476jf-9v;C85)jp*Wizfm2DeMq^Hl
zH-qaza9?%R*$%mpUzMvFHwb-h0h%2{TFRHWh1)Hq)73_ZI@=*VQpt?dHYF6aEf%Sw
zfI}A({+vaD9q1Up_8!;YUk5&o5Y-59Oi=?d@F+^k4tAFF5`a`N<OEPnLv~mL#p`6Q
z8YG8;7c{UFA0`2I2rf}_!W5JoaN~^)8<)D*0sw$Of4`7T<b1wb4cZw67tf;6XeCtQ
z8O5|$L8Y3>H}yi)N@2Fnwz-A4jN9YkV_R(c*!dLWM^<BH)c;#SENf%T{M8n`u<Ilp
z4F*>RhI5Q(qoHB*drwdpcs>~9xwWf>5)nALCm4!|)H9MoN3;x@?twGG$$<P(qxloA
zyTH{bKq_&vOV%nRYG%Al$9VtaV^nUFvff0+QD%TzAlxDRHuGVKQo{^VC;wpmEh<5_
ziE@i@0&oaMp~5p}E=&nzMUzN|gHyoHOQt7Wp_?-WS=Xc?(}CQYrW=(?g*Gw{#~^Af
z2I<0`=N5UlJDrv!N>{lBxEfVA=xRC6EwGd*sd_?i?$m;~CsM>C@xG*}PH9-9#UY>T
zRIFd2!@iG65Gz6reO-Q!r`J3nq+VTBdH3!|8@gHzfZlLgg*ehQ4@r9YbrV{GnjXdL
z<=0(XCk;S)2vDB7GOMer09GK&oX!E|B4yIhodNQo;D>~1CTt6DExhub{@Tj*VXtMm
zV4{zG!L@(Qs|O!+h@pQXFQPuPf-C)gKpkAMvWVzk1oVN#M<t)|P(+-vg2%SuMT8=G
z14%mfqZCpAJjLTn8JG@()=Im-<r9Ki@ZPmh-hs&bslCNL_2z37^3~=>dt9P1Ej>b=
zZS)aYa?6pdr(#=pO-=cq`=wC(aIP5zwS}oq;v5Y)6A*5x=|t4KH7X@YNvZ%@WD!?G
z4pj?>cw2z#ngm{13PtU!{gx@2QH_vI1C4^RKprePx1(=t0K0%e=N4`dY*L<9^BdeE
zBjrKx<W~)6SHDD7Nj?@Wt0iuso4OtmNU0gLEf!771o}t!jI4pnG;~D|D*TCub)^B9
z*GXRH>JD%bt}m(0nxk5&PSzV{qTuX?(*Z>i9=%*}cEg2$>6o>ISuweVELU-LK$lmY
z{c<XmWp}2kZg2}o{uLMrpbgHxJ&%>J5)>G{tz<ewZX!PXru=|Ff=#d`iNxD{;~96R
z$AnYkqae?Y_)=_xpKcXLeZtTCM=fJT^mppl`umMyP!@=%-&z^)3qOQo5OpmN`}?h8
z|1ba=?x43;ejQ~Ypq3F_k$fLwJGhudg9fV?3<iVOuJzNEc^M1A&0v#8iH8qf7JMK2
z?UkLuD<mQP$r4F8g1!k19Jm(*6t}3*s00B96xXROltST31$TltLlXuEB3emv+K|E(
zjjbd*!z)1s)GDD$)YvR6P%H#c!+9F72~iYl5S=<(39$?)WzufyZ1R)9>1kfguQs^F
zsyn0WRcRyaSU}*fZdhhpJj!?Q6_li)nv&)0;DewKNruvJ_Je&CR2sO}*;se9Vho>B
zP-2;?!7bnpGU-*7h8+vY^9Ct}O^=sbBp@9@4grbJE%332Xr&24kz0U(lR&`1e;w7_
zSYL;PMS_m5_9PNgO~NJWO>IumfvCr+V&Pr{EFDTw+hSKuApIuYDm%{gcR2-JisHV}
z<Q7&%KuQkWx+wZwSEc8%9$<4#_sTf<(||0j90hMA@MB6&1CH@ZfpFQ=AEdDnfeQV>
zA^;XEG*ErT>-z}PD6W+o)?cyP=(IlffX{k-Yw#VgGowj4@Br0@)JUaL&3Tf?>j61o
z)~Uc_-lM2gjkGBRlUqbBbP{~PgUiPtR{l(>sqJ!<0cOKcND4WLtfWEui~@UdQe6pn
zeiKQAqa8HJdl0ovhmvccbEruXsO^lSgRBj}tyH<e1}W2Y#_i6mI+>29WtyqxGa)Az
zrZZ|)lC7+hlkz~t8bnn~L2faoQz=pi(T1byaZ3~CK7~uy93U9FUOAI@ZlfG42db-8
zr->L<t0dTzYPv(7fMe1^P157G>`#?6$P1FR(jn&n0RuqRGMUwH+hbeK%eYrg%Ilkm
z3;L*OR!EqSK7b?cqD@$ZFQ}G;WUH3o79~w9*&innIS*OZze=_KSqc*xfKai+=lc9z
zaiz}>9`zg&t5+G_5>A~S4eCYWYk4>-;^RcYhkf|}MT-@#i=%!|us8}RNIb*Bihxhk
zEb7Rvg0$1Wh~gQtV-WH#q+mFOdVRtV#wNhq3?u1s3TBY>XmQr}Q3M78h!^N(UJ*`M
zxNVDi<Ic9siUG>a#4;w2HVp(P4Mu^_atr7<xGzw%ienKj5wnRYVADb?;nPSw9(&f{
z3-EdHEnet?zg8?w(GBOBT%g+lBd=G}C+te1q~<dc$TaurW~rP=nS3U_UU0A{lcyQ?
zdQG7G8XM(Cs4jWT2EWFbASDX~_at)!G)#zhMN!Imj*+;o1)eG88xBV1-K(S;Yg8OG
z2Y5FtVa+Uj@zgU-c+48DITq^%2x+~c#GF(JVCKexH*pHCrVc*@!4Ql(S;dn8iWQa;
zo15Hm>mrt=oRnO`0mKhar(T-)bl?f<6zv@T^~VDFfe8MQL;l1hqaNI1LpN4bm=@$k
zJS1g6xQcy{9Km@I3yE*Ho+ka)zp&RyS(PD(TUG4(kXJVzTozXdcpsS*SI+r_lrU=H
zbC#H1@d-a@0Ska|mQfUZi>NjYt7!Wqv_?FBkeImGVoK4<|0}SobR~7%c~sAqofX{z
zs*|{0@H*RKC0v~WC=cziZ#@L44H$Nf%DIq~2sN7;sc4tDqlL{<Q;L=}CwWK!e^$kW
zEX~~{OhTb1v7(w&lx;!_G*k`-H=ocYu`(ffB0H`oNr(=h8#cH_dKFx+>aJG!_^04d
zN~_wb-<3Zj;Q3OxP87{**z4r~IPTRGArpLpcM<tuLm}#_#JdPs7N|<A)pg6+M7vRq
z5d*a~w@6Sd=6OK3?6G+~@O%k$OK|-duhOczn$Kq-`#P0gDy@=qI#cC&HHCZWO==dG
zd>`pL1^4n4^unu70!<`v&lgQNK`+68qm*>UvBtm-KVN;v!?NoW0I5Fz9!uzGskWlG
zrqK656Bc*+JFROXkg}t)aAI^cXso>H8w~2DBmEYUhJ{oK5@x?o_*@d)17cEO7iP$a
zxW%6m04)g!mmU#Hcu9Y2$|J6PQx-lKM?r1x@(EX6B7Nl`s04&JtLTz*8rE5(ppByi
z!LCV@Iw5N0VVC?TMDth(cZo##6<bqRurkq<nigM=3c)ZnVVF1T{#p&_SX3*Kkh5K1
z3u#8PS<)P|^AM?GM4M8{K|2WLs8O*@(^-<UaF3uKv&xRe#s=>9%&X)}XtoNJEiF0E
zLP!}}rTMhwbsjZG04Ybk$*{w<ygC_^70>|uJq5WCBzHsC*NNlEibB>2IF{SlP>-}q
zs)Dv_I=HL>hJ?c48Qda4!=Vsp8oK#RhGhW*EbANG)jfGZ>vtFL`f{`p&;iC8w8Gc=
ztOV9o6PC5PR*BVl+^pz8v{_?MK7fpJ23Nz97~q;_@6Pws1#*nk>vmzz@v%o;K<Rbh
z{3&b^P;I4SSa|rzC}gN3K4Ik>6IhVYpWK3_84m=CNJss<t<({*xKo~B*hYkdLh&eo
zmrwZFHwB?{%Wi>5*`N`6v_D8Z0ik6OwB@iDTnPN^nc)<!nF4$PW_g0HN5O|b^iALw
zM)42*UW2CKA|W3TDBP9?=_&dX!KNK<x6mcGNfED8Dh4JI3Ing=dOKQ*0#KHWsOD5w
zakq+Dl1de)_6l+VHKgWP=o+pY;qx?3ty97!BBYECODjnxq<o{X;gnW`%~-jrLi*$u
zay~ENK13<)(6n?WBdb;SM#-UR`D#^82NG>g$s)E<Hnh4#D^7`5mm?&hMS+)b3t$dG
zWnC$6IE9go0D#ac$yC>QQ3DbkWMN}vk53@4y@BBG6t>y+U|@VoW3$>N%b8UO0+}~f
z#fP@itJQ$R3d12>KnaCwPE9S2uOlhof{-&Xh-%E~cpU+<Ch)-0W2B4iFlQ<g|NZI?
z^T%DK9U}7n2aCY;$A>$Ef+*6LVCFxCX+G+6ogyO910F-@=-0`B>@iN96X`jB3aeyz
zxlv4_m{2V$_=ZqtibU{tHndO0=2o`h4U~qxXw<N`#0jTFAx%Vk+qD4sl#-Dg<j#i0
z${qHeYpLamSESv(9PXbr3<}hH(ca4K)jibI!eOoAY~`jpBos+*i$wTtZx8~82?@k9
z9g|84cTr2tifNmqYPgw!go<zZa-Nc8nCPn#zjQ8MOGKOSMKj79lspk)YA}Nhr@>}P
zk5VNTi&ep-!$sECo3VAwI_^H=0*emFD{cvE8?yTmBEdH#mtK{tRmfC^)z56iwajWd
zPqeWlJz`%+sd>t7TBukSzs_1nDrrpvnA#}Wg_lv*V`V@jIlXxq0M1NCRm%<MGL=d*
zYBX@Aq@UY_2%xeBq=<5xL?G5s0%~B(V{qinx#0r}8n@<?p`5WE2mnI^X^%%bV7ZA)
zj|DhN;lp(W{Hrf#;=&L7Ct<FDnHhzDfc@cf2t&KWAUUN|#Oo>wuFc2k{#Gddib(rL
zQdkoM&?0>YQz!*>i=<lzy+K__iN%u;EfL|_B{4+?7fA!FsKp~A!uY6gO#loV5`IST
z0c5y{@UR5`3kanZNU1K!hDQa3h(#i^vKde@+CMB5$A#<9;CU`cmPL<W`1#R(gT4~*
z1b_Srg5GDSP*GU~4MJRk_uUY<1#&J*hGAG_>Maz^kj5TW4H2zSCv=QGLkoJd0VE-m
zV1q<(LnqMys^I8dTxtaUS;01_R0~BbxP2GxJbDC`Km`yBjwDMm!xE%>#cmNa`?^Zy
zRXhST+1OZJ&E)eq>}-n_-5|f|1G**Sc5brZ%QecxAhfGqs}$jkdL&s-U~{ZBKx-gc
zAS27{!B$WU8338IghvXDPfRVx8bNG3O2QiWSMha_@1_(46)=8m_yO*FbK~VR(gWPy
zP|dj6cAN&@`GXoj3(>*}T7Xd*%;Ae33iu+GI5v;3#-M;j1&ei(t?P%wHN3Q!gp|i7
zNGU|fGsNpr1acZ5hZ-k?o#ceXbKdublM_PAzZQSt9&i;i!YQ0>pU3+2q_{HS7aj}%
zbopB!q&&gTFhu$~_2Rfl`avRExZ$)oIwFu!U{^={UP~8HB7#ypDuf;tj|-?DgyUos
zaO<E?D2@uxEeWStD~kr(e??q=;R^FGy9~Cd+bcv~zmWRQtGFkvVZUmnGe`#ef$9%0
z0y0^cI{m4F2bd|OroZ;(y!EWyre-~o=V!doWj3u+tw7tHCt?AOEYJd>QpMRHgAa~G
zaYNr`DGayEND%&xG@?50&#FWnY2=}0k0%7!7(C7vjNhRp5?x;p*t;_JzZ=6RZ_0A!
zDYo|aT~=8l8OVp6YG;6H!G~<<&Qoy&cR-k4!Fi&sD;rS-Stm_rPcByHqHN;>w@^1?
zxRYR=IPV>zYE{m-R{{F?Hd@0pgZjEcxA<~WrKtluHXM2IU3~H_R>sW9n@fYr&490}
z&Mid^+~xpIn&1|Nf{xFNe(?w$kSu)St>8RDH$kx;R;-S!X_bn-rRtKsUpS18h)Y6Y
z+tT%Ok>|nh3*+w!uHO~^-i^Bng&*w{Tpe3&BjM!E39OF=?aR47{|`vUg-;e>N?L6V
zv4~5H-~;1+fH>jDr$oDVE-Ij}dadA<khn7D!_q#?RS;z3ckTDW7$6eucXtTC80a^!
zlKaW;0pYsq&#}iVa3w&uHEGKy=K#QbgL>oBqmYU3%EE*12%%lAcWo7>8(8GER(AOo
zCCP+IU3tu(8&m6rM7RRXf$!`AogG)Z#(>v4)x##1H>9ktIIOs$Rj6fv7drw_GYLp1
z_|mCjN)|L}N|cMpl%CKNVUSnzzLW_Rmqcmt5nnDy4QV|H)S=9;UCmeNs=P{wy`ifo
z<#vPr<!S1${D4SQmgUve^^ndt5Qa@nD$$5)Ih7YP4s@dyYO-f|f$(%Tid)1LW%y%2
zs#Td*Rh9C+HuxN<f;;-lHZ_`P!az3Z6C)qT0>HUqWmU~^Cgx59Dq@AgS(jfgmjfi$
zu$oQ<4_H-=CLrfIJPY3i2Y44(;?AxP3kzf(%j2xf*~^gd4=*I{DnmAmt?ZU_xP1(7
zuF<gfskk;VZ?5I);eNe%YFHRQEwr9>|D~G^5!+Iv>nk0;MfO~0ki0u02#~@+J9>hG
z=QLuTjW8{r{8Mq|1)uPvQQ<n_pw@C~R9q1N8L{4K6+8Uss0OY~1q4b!R%{;@NC*?6
zzvXjLEXIJ=A#>0X*o2=Y;N}9Z70A0seVzK1Yhp3tKMj6htPGB%B;3x|G*%w<rPMJJ
zsavI$r-2lpvv`GaGI^zCz(ofVKxH(VknBh7b0rN}RM2WtgKv@xn>x6w0iegHxj^*<
zF->E0BbgOWcuEy1SaBRdGAmlMX{<M$f_F@f#Z-MGuW!06KFxqzyPS<)Fv;M2nY0|>
z7UjHJ-H4fr>{yJok*+SPfcWE1ZLsaP2HES&<*6RSXZafqTkPG-Z)||DTupOFUTc8-
z)<G&d#kO??#&{iwnuGP3Dx`HO4Y$RSyej9>^;O*|$H8a<-^8^i=RJ$~RGSWezVs48
z1>ZvGDLC&7#F{^={yPgJD3zM<Z`8IBPW_*+61RJGmH!+<TVwz7a@`l+cgWNDWOTIA
zfGp}dbp-ry2Z%s~ydWq~R@Xuv22dvayiY9Ze&J`MLhGpTE|xs{gp*!Dkwo5R3c!gT
z@Og~TH${5NFC2eHxDJ+V`h_1!LRsLJoz_*%&Av`rl*FRT_aO)XtYqL~6}#V-)BuQC
za6IyuNLu_}UBC7Uc=NE3dUezYk{v!*k%DAFCW`6+w>Aea3-*$nLZy&|&!0FOKMQrq
zovejQeBJ4KG%ArwSmiG?U6V+O&>$pZ{t8H-HsGihq*`a;s%F9$28aT_FVxa%HBvD@
zIWPY+LQo0g4q43(yPO^au|r7EYJi)Uz|CctY${1q>Og~jR#jtvR)HjchL75y-jkK6
z3CDPXS*X{`T}eIBVYe7EOYn82X$7H0AZH||G=fYPy)pbDSxskj(4T<~{(iagx}nDc
z<v@VHlM`4BL`;xe^M4r7H#V3vrn#-mwj_g}IECPlY2e0NtyJUhqEiY;`3o!Oe7QJ#
z9RO}Aa$YJ|@Yt_HvunbA9_<+_7E8k^P}J3YUZ!auL`;90ygvLzvh~?7KH2^RzWC(O
z;Y0FZUvF1e_vYqeV1&K+MOP2MrQY72o^E`nOfR2~?rwa+OmA=R0dCQ`YtKG7qo;d6
zx7fOM`%Y1mcI|R1&-gNz*4EZ-+qN(Z?*x1C%yBaG6d{8BK9^BJz?aO}uXCZUKf^Em
z&I^eAdjx@q&k94r@s<?62dD)(>{s9D@+Z03xtTX#efDv=ulrwbAIg30<#6cfQD0wo
z7c$|o$BsS{@b>j|u{Y0nhrHgtUhD`S^>$+yySsaPQ9$g0&Om>AQ9x|pzEkpecJJN0
zhrK-q-$%1$TYEdcOUL!h&Ix>X4sh_{mgk6zy=dt`3zfuiGTcgu_-%5aoxMV1^ZiJm
zc}84<)bDx*bdrE4x47so-!2#Qt>pUZYke-}Zryt4`i*y%qvMBfL2qunbLHyg<u{)h
z_2Qi@E=|YP*T#=}@s4vZf8%RkdoFlrsF(F^bZqp<As_UP^&6&hp#K1Ll>Mx$i@l5o
z=8vfZ(X(q8bax-K+zMT5Yir*jGMVDC-wfp5vK9MUg#0w%Z=uA+-a0kV5+vfO4!QMd
zlm~uXJ3rO&f4M#tg*Gg2^|?-vUBaK^U;BpyEMj~r$h+``QAHS<aRQR?t1k_DDtGD9
z@`bl=+|<+Ym!Y%is~0Z6W8AsEa2jvrmX^GJTTd;%atx2&(XL**mYj|}<;SC$`S^_b
zt>+*2A3!zr%=0fiH-2ms-&=9$&?ATZ!-EI9yHFqx^bhp)^&NoDquJg)`}XhKzn?tn
z%XPHx?C20Bm|`^B(u(h9+OoBMC(5N3*EMOv<!)tiX;A<V6v)a>zYF^Q`Oe{%r-|!1
z9E=h1WJlJuB8txl!=Q2=5uX-t#>YIu|1>B*6ovpw`&)`b!z}>0#QT+5{?pv_%;Z#j
z`O<a$?q9SG<>GVd^zxPKci+2>eY>z2U%c|po%=VFc$B{UcIx__yLZmNg-18vdFS?>
zJ2x&wPvOzk)HN-AW#QEm2k|JT&P<(q^QEUo`mnP!q=Zf#JF+7Aa{hyd4vh@=AL!|U
z&Mx-#!ie<Jv60;F-Fx=z-My!~o1{Tc?rh)QzH{e}j?UfVs6Dr|y4^S|ZSCx^rG<sA
zs|AI)>~d*4!QTfx<QNfK#enNdhxq3mBQ4K#h!4n+@GresfC#bK{*SJw1+gRyr&`eO
zTOd$;E%*wj$G`H1vBjJ^d3I`Qdivt!>(^mK)TxQ7nc1bw={wl7sp;74>_YO|?f39#
zc6M%g`R(*ggX#GT7v8>l?S`)3xr#@r^gB0oJ#+iY1RiO(Zr|2#-?(_@BpzK#UrS%T
zG;=!0JSaLjHFfR{<<Vgrt=!4bGtZ76JLo;Y0>pplV8Ac;^|Ihe^#DphRFP+VYrA)K
z?%EB*wjVq>*S@`Ndwctiof3QDR%>eu4%ikJI4O4v8?E92UkbMj2`*v0V;I7z-xZSl
z=u;49Au{5+MnvHmd`sH@;40yJ=49c7M?67f*UF&#)1xl?&7gZ)1@^izXvyOSosI9t
z8vgR=JqaUpHa;~yx3qNOWf;B5skh>@@wvHW=0OwF--^d)=i|u~9!*Y7&c)}J=davg
zBRe~{xOo1`+c$8W*XGVICod*%;4sU%3s;kAO}lf~cpD92T5jog@7}!hCLUe6dHarj
zSDUv(^J3~+>S{6;eq6?*H)F9gZ++v$p+OwV)RV`be(I?s!z-`&CI*Lw2EE{SYh7LY
z@jYQ(-9@-eC!kU1u3fwL?8TF}Zv`-F2Tx=#18a4IzqR6v+3dJHd8FS(JBEd;9at>5
zO1v#Fe9w(zEz^F1)U>;duV@<-f55(RlaNS+;c;-gmCl17wrz(Gp!oLfHrdH-!OvFs
zY=M0Br2+jZjOXP1+`{7G{GtcO^K2|OKfkaLpI^d(Id^7mc79f!Ut(pLiP+=<c%(YF
z%;MzS)XZFbc4^`KRdzTvH#Il6aN)9c6Dv6LOEU}07Xa1n;HhiNOG_6oYufF**y^RX
zlUJ_khJKsPnRfl=ja&DO>&vg<(Vg4+o!hsrs4qXphC6xr!uj}XCl3#>B=GXfFTFTE
z<~x93zIGTqcVu{=w+owuFh9_X*^cFaec-qIx&Z(7v7*?{_Vx~s=#dcea%~Xpty{Nj
z-Gb4*+dbYPUK@}-E&<@b!|x)`h}Zl5E&l@Fuswp2y(02=_Z=2-*T5AI7K=W{f+j+S
z+x-_@#(^Zmx$W$<MOw=#=@<+)+rjD#^<U?v=jJY6SYDc6T=*~Bz&&T;7nT<1)rENm
zX_He+bMtX^egTip#ika)cc<qTnOmz<3vnFX^UQKO20UqQ={y_088tRNJ3n{+A_Ill
zsp*-;^NY#!Ej*f^o0~nKyr}8-*<hZ(cs`ke1Dz$Aw3gP4yT&bcg}Zm}>Bjv#SEgQI
zKf8J3#`UZ7ub&*jqq7rlz4^vB=-3cu;?(0$JUaHsLAf~KOL@Kh{fMuUF9o2{)s5-c
zm)pC$Q|jCe*x@0<P;Te;wykY#+jnelV|79|;v)BQ;RhWotrCRL7B?1-zc2n7P>r98
zSUPo6I_h$b3qzl6Mc;+Q-PXqP6o5IT^ga9b?nBDrdU$knOKb6{Gs=IMn_ie*T#V1f
zm*)vM^xX2&rSr?nlZ(@M1M&Ig^YaVy(~EO>G(9uFI5UIh$cj{Ta!#F`h1nQhJ2!c5
zW@akB0FxoF#m=em*_o-idGs`O65W1!9sx&&7N%$8Q_ELw+I7lV2#DFmw{P8J5pjO`
z!ou>!^!4}b!z(H6YWmiD?-^L`eejNc*Dx~o^|#NkQ*Ro8>$k4VeEkW$v4!P@IrYrf
zpFYG8dz{h}PmLWKw8_t~EX#ufKz<N()(#v1zX$a0#k&Et*|T>KOvQdQ6s4Vz`8zu$
zWIL(WE%?tidc^1Y{3v@FXZdI=d)4M&<2EaSN{5B#2E-FE-a8QLcXmjkWb=YHgp%#W
zqYxf~SRC|!$)}&lMZWREi_e`>UY>}*ybaUWx!Bq0*@^fJ^S}9}g_&8vmN{gai%a09
z%S#LPB+gE&^N1cx^WXpiky7!Q8SwCVTd<s&RO2&KQ!@)#@%`-VG#*XPIp@Y^r>Ev(
zvAOdMuOUp-`KjrJi)lQXTYzbcpTCr5pg+5?u&{LD+B>&c0-aA@xeTo9-g_(pQn!uU
zckX5G-B@M??faSg#@$<&CRlm<^3`jXm*>yD@B~Ys;qXh(hfX{`GQhZ~e<a|O<^En9
zYYz1FvpML&pRFPB?CxO)at_o1^VB_zTDu_*Ad9xOZDWOMAw40|ai1VWgcmx59XJsa
z;<15Y-1hd6wy-bcmhT*e_!#<(5tOZ4w>c5e0n!8TrnA$7EhDaPgU?pX$GCss9|?!Q
zn4|xgI~4Hy<iTP8(eW)XMNc1p>WRn39(($kZ{WGFMPB~KOX06Y-Z;kwNR0tGIX5}O
zKxkn$zO)3%V2QyF%*Em|e%Q|@XQ$^N7tAlPusR!u37S@C7iU>ooKdIeCMRbWml%}I
zOij<LQ?v67Xw(^Xb{@iRX&FaoN`+Xuc<D-t#Q?+}pjztMO`XNd;-$+MFQ;$cy`N!+
zsT;R$-nn}(a~G%ifdTWCdH=oZORuq0ucdBWyPBMPef$x;$m!FszVyPgPaTqxGUoz7
z34OBnKrbUaeSQ7?I9&%AnsuYd>+LOm=*x+aGw`!_H}YinHjIHC?QL5qdsQcb7W@$q
zw~k9<s&7R25z4rL`0Hc@$NW3wV9PJervTkvvFpg&F>H41*x9j@*O8$?B;umD(=PlD
zy4}}~j<&WwLH2(sqR3$H0n$EtU~td2q0aze2m1T_2L?y%c|Uq60CPF)Kl~)#)z|5%
zlflQw9y`S}#MB$n=&LWk@Y1)~BFVzS{QMlS%sDo9^B0zumlv0omKf~KEX~X>z}zh|
z%QNxG>Dj3`#3>%VrB1^XL4LuXy*n9Gr{gp8vlzbWxyfk&&V{9AJ3&p)E&#2+!kE@{
zd>(w`(zV+x%$61}T)uMo>Yev9j6hwvcH_=X{r&eD<G*$1y?gH)@7=i)V~OU*4K4ll
zLNxq19=-nN8>e4-?)VWu%l3zl9698dy?yqJRACSx)!<8DaoV~-nM3?R67qKJ4oyz%
z-_uFRHC$=jieucdqiu_gBZ3Pf2j)#cl%b;dsd!Kr$JLi1%<fmoLE)4aL(Z;)2oK(y
zKwi6*mk)Phpot<1eY>!SF^Ch}wvE57^7t6mMm=B3^M8{<sSSQb+I`;M-cZkYPfyQD
z2)zCSeTdbdN$h(I3=Mffv-J-J?Bmd*W1|5-gy|`Uc`v{8T<G}mli@e*sb81^uK8y4
ztr(la<)t~8u=$0>1$#p0U`ChcXKf}iJ3T!+vpAzN3_dp*n~BfNO;1g+ussLdVH)!k
z3r5IzbHE-hut1$u0g*w8TxCpRdMdsMY%lo^lO;g6lNT2+T)+3eEickH-no3^-Um#i
z=!Ws0aYw&-jkS6E&duwow-+W}W_<ariL<Z2{Or?XBTUmDIePT)$dI>>#a^xtI^T;z
z{Q#d*R3G><l%2cT%XRnd_OM87>ySKB$M$XPg}&_F!a$a>lp>G1gp;9z;zRLKu|RMd
zce#p_;>!B)N07phTJPA=!FOR{O6%AO5xs*?-1q>}hHv_WD`Ud-|Gp*ir5XIt^?Cnk
zn82PNZXFUHz9bT9B!vzKH;8k3pl9Xf)4(@L34lk2UI6?b=pV8t@z_DXEPIFKkum%D
z^=F=Z6wvnANkrSv<|iWImrlR(tuu3cQs-wUr+{M5vk91+pPOBTxSeGKISqI^7oVD)
zQQ1_Tn}|<C)|+S3I1M~y2BvYDIRjD>_-5+jB}P!xnd!;1Gf9mBV{CeQZsy#%CC$dv
zIIy9G$@%o%4{S<uEu~$)bj@Iq`rt0)!y7kl-_aJ>skiUkx_;&2LhKvI8K_U3ed8O-
z@v(!0cyws=$f1Bd*mt1M##9^w2u_^I!LFY49<kUujPr;Uvwgd8fjrl`UBp*JZ{Lc<
z+tZTn=m&v3B3}8;5g`?Vfb?NWnUX<4xbYztV3=e<&a!1IyH|*7QS88vE!tT+grtW6
z{lJad3I4dTST)#6CdE%FpUpYf`1by8BKd&g^!HH7@99aC{vP<k3!=A2EFSj(hr}XJ
zZty@Ki_g9RWR6FN2m1TGUa!n@%GaJceDL6*Bac1(5*$4wDr6Ytg|EMUHojR_1gbML
zJp&?hnU@419w9>GOAE8SXc(UYWSyCspO143Q2TK;2Inksi^<8!xO#RHfYq^xorAzX
zGj-nir9A4nGgD{Z_}28Ll=G%zph;(6duu6mn_DbEj-H&DOWpZ^TcodCy>k9SN`L=8
zw|MXNt=sRwL|>od79hE9UP~@bo<7Dc-Z*<U8hK%S%<ttEhmVXNIp`le(A{lYc>1Yy
z8aQb03I3=zz6_g%aF?@6vZo7~=-yo&d<|r4dxs?LY;W7j-^d}1Oa1O=2mHYDe_iqm
zWK8^d-(lgw@@p+F_=o>44M@T5Ov~=Ds{-Eb+lAPZJ9cch*S>^LOtF|A$=PZQ9l&1s
zYNgU{SLc^vdeGAy`a@82es6d870?$){cAn;OT~M-e*j^AnFu9G1lV^MCE?i~{?2CM
zIGN~0Y02|JAEE$;dmrzlA0<$KzgIrQJ9%R4Fwm{hCr`Y@E#5r+($`*i@zu8`=D5W|
zd~OOtcWHTvTP#AZUYMVoUz+C@bC8bJNx*l<0-PWY(;i>G$StPNotsk6oSRy7excX&
z*)wYFjkl&2-gXwP&c>$By!tJWCfs5s9-n>l^|SL=Z*q%^i;D|WlkuziJ!iupkmE~l
zr|xF%af|m1!?<(DFs?iAE4i)Ty>sL0rOB^9!7bjHP|v&;9zW`H#^dnl*pY+sAV_iB
z!h4{vcvLL@*yq{*p!IohkS@M5D(%^~zpHEC-d#KSs^%7~r-OHFX|ZS4wbCKF2mG#|
zC&VB1`Ms`|U;Li<EXd1k+YlBY32fyLJ2F`BfVAJi7fj(t+YlPIZn2vde(;xXw1DJv
z@dwB^UtaMz0Kn&cBH8X6?CB1H$QS)7e3v`iCZ)3L%F+H_I^a+BGHC0iJ;N>dYYV(1
z0`<U8Lc^VXS0!=furD_VUI0)b%ZI+*#_s8fqlXR!4vjta^o#tS-uTALFFf~rBzk6s
zcXt8hjXF2Cw9G9)?k~;)Nj|^mECf%Uo1FwAy|n1OB4A=todQ}tcb;2Jz7>m2pFKN0
zf5CZD<IMC_>|4>;!Ub+IGdVN!*6VLhE?(pops}VW-aNbTw#F^ymoF`Y>!okK&n;5d
zZ@qKv#_f9_+~XGa?`Pfzs(tVJB)7PI_nvX*+J&hXA8{TjnV3BD+KVSghkCii!O_vf
zfgw~#+@cqmPY*7zaEmTX{D2nS`}iDD=?!4sQXBvImbM)o3@QY^+mThrT3iDD+6xl0
zi!iNNO~67ee}r=f&~?VncJRx#ZQlU|9KLS1o9%1~4M6B0Tx?+{+Pf(Bv^c+|%Jz!?
z1Na*PSvM6&gwi;=hj3gJLfzse#0koNe1PTeUA+Ps?e2w4kE<a>2ne6!|G;JNcNO&Y
z7Kv~10Gju$3=DsUP|?>9`Q#v+EO>K|9XcHFj~sdQ7^}Iw_QH$LKdXHGmA4pco122f
zFa-#}h{62q)WX8z-15R4PyXsG2(CDat+jJ+#m-IxKFlCTe^Z@M0SV%ZcJ7Z&O--JO
zo|{=<8S`vxb|!Y_%_&~KJ3D=Tab{*_;Q|Wf2k~V3?YC3u>$l%$r(VB(`;Kw%-UlDB
zIugwP2W!9k!F!kO5}mFaH`C|e8fVp^Z=HGTt%&l}A+}DFI{3)JgTBE&`UHE@wwn(7
zV5*S~cSBw%Vo_ojlUSa1#^&(%A+&FA13HIY!Sy1XV?wbi{LKlh9kaXH*0vQxzI96*
zyK{_njQS3d9k$xFp{<Mw2$%n@NWU}E=@R}%EdE=cM=1R-Ld!E^kqmB5@Oc*`0CIH1
z^+^XV5DO_0H}-9Z$t_B3$6p%Deuq#W6yZinkS*GM!YAxkLaaFDS6>RbJTQ8sbpw4c
zvwi&oLkDeIH-?qTkwcF>^&)oi)$sGmGtY;=9<^t7T2+CJ$89-0KMRB#;h#}H$o|0V
z;`39JOjN%)@s>I{F{3g9IB^!4z}a(CtQCm*_*86Sa*7G=GZS;O(CpL<s|dyx&Mz)s
zIDg@7EX3w6UQMO0U4Q4+{d<g^--2m<|AXIopUJlS_ugMy``!0%Eiw<hso&DCzdien
zCs}R#^)s)(9v&Z)`*2<tM-Gh)4|?gIKxdEZH~YJ<GH%<|-3{{!6N`n_&pLMP-m`mG
zXFG%x4noSkWh-ECYx=0q_4(h7;_DoTg--_XcbvFe(Gzy=Y;VUh_0A5wTpP-5z<*W^
z-{qnMVzGaCP;g!Iij)rT!rv20uMLY%o$tJmIxT1&;?=EQFCm{C>F-&2(+^H0Twh_k
zF;~WsvG+jAewGX%Y_Etu{52WReN((b280zV{6fU%Z6E`j5};N1OYgHWPp`d^z+EK$
zKx}=&12W#**PlW!!__sQh6C~;&IKMjbkOe)j2wOXd7k^;cnKi>c_s4J6wi+H!1v~6
zCV}5OIe1|<4w-%-9^)2gC#TNM%-~`cw>WzardW+lPCIQ(oST`3Fa}=9Ehb`f)6+9k
zGqa0MrUxAkN^N2BJhzxXe}3uh3(2cmnp<4CeC6uR8+Y!0;AHxn@7%om!TW3PzjwjO
z^mp(7-tYa+z0|oA+~O8|QcGu^Ju=|@dVn`xeJS+hh_|<!TloCGAun5XwJipFy9F}T
zwVTt!{o~~H{?7I-4n5o{dOF39_AM<gz5xdCd<)irCwwVfErVF6r!l*4W%c>C?R-~P
zht2unzx)}A))YMr!QN`qL0l<Ex<~{cE<+0^Be+RKXKP6?zncqhe<zUN7M?pLZr?Jr
zh^!A3XouhRdB-S-PtosoNf7Eo!q3o80xc*HR+a#Qz~^Ek!Ve+rJ$|7mj`sBw1z(DD
zz~UjF@Iw!}8T#3$0O$w^(DZ>mCW=to!(Y8JD<J|S2pl{#GInenkD{-B?ZvN!pMCX>
zGptCtgfj|ik7+w~c@8{gE<VpHBxh$3?Ex>QP}@yTLsFQ9B+g**>?9Dyc@X=v3<oEs
z7eGr+P0z>K;q+{LW?>F82-a&JoL^j6x^gkCUDMgAspMtt&W*cw?=uB|N4t~x;QsHt
ze}mn?`^NpX-?{hB($|mT(e)eeT)&`x?Mazw_7`4$QF-d{P@i4<92oQtAiCS@@ZD^O
zLHEAS9eA{N-~N4|;M<wp%e6rchDmF+f!>8|41bLk^eKg_0e}f~#fR&%kiN0@yu!}e
zX%}-45>Dfi;|dLQ3Tdxc^!kJqsoz!P8t+$yAM}gGjuDt6L7@l=a8ZzW2Ymn}Fqh&%
z*N;Uu!zXb$5`UYN>tP?N0RjB8mwJ3cQ4l^wydT=#lRhdEkH00<iAdt<Ep_%Epu*wQ
z0r;?AwKc$|7CzoVnT_;Qk3Mn`a`~f=KgkZ?`qoQd3%~T@E3dtd13$9}%zF+iFl-?#
zHa9oFusl1>N@{@i3k#6vXY6!+Zc?3_pPrhr=MO+&axOlt#_icvrzb(l<D6ov@c)^m
z>5JzVud-8<OXn|KS-gJr8mqtEOkclo^PRhQ?y}_l-W~nk{rB(Rx%38u{QK{JaR2tD
zv*T<XJ(;?EVe0gWL;X0NYr*joPaFoo??zWU&~GoO?PI^W2!G#Ech{cI9av({d3Jd`
z60$Q~#>u(2V1*4Q6pmU~`b3(SbK5XsvuYU(qPL^tTIv65>dKnhxUz8HmRJpHNkAN1
z`_>I+x8of{gPk~bCB{pD0YPagEv2O-MRAz|V!B~a;SyyAjLR-4Q_f_5fGT-SZ1*Id
zmwBP)7tCbl7tGT<B#!5tbMZ_lKlma`27UKC=R4<oS2rSAEj%;S;kO~sd*ybvqDq1q
zG^=#CSKX_d9@8&^r^$f&Yw&*tif=^~a<IFLU5ZLVN%1)y!#5>7r}RDDPF1ZBnBMeB
zszt6-F{p=p0F*~URNro4#undL=}hHChN)d(!FJ~;UeQhSZY=Lmxrri~zYH%EM{yq<
z_<a!Vp|tb*cv8Q3y0^Qhw}0@|N#f<?4fy(OV)8aM;4;`w&1SNk!HHy{TmqI-s!m42
zQ1Pb{Y3h{6qO<XQCL2#t!jB{)$x=E8X@XjHP|D{MrEH3eK6q9kxl}IGSYvr%acN<p
zvan8styUjYH@3H`Ta?DP9|OSqJF97u8}Rohn=7engF)U?%0$Q2{=?Z(-#{<ua>sE_
zSV-P@kyVF{GBD8fXuI8Vq!DFQu^A^7^}5!DmLSU6hYeN;)_^uZ$opF@)MbOzZQ<+Y
z77JAQkjRm=2PX1Wpm3-6&?H#<8569*I^720I>>(YB7iRiAJYY!X>{zjwwZFf1NM?$
z>=c<r`fFW)4O>0O4NI4}DtTPG6oTX|8Jfa=ws>3ys5X>q9+?f(o<JyHfOL?$#J3Dq
zC&-|rdpnB`tVG<powfu2m!Q#++<06g<o9~qUZ3CZ<-e}_!61B{IeTu9z?+_$nVJlT
z!!$ZcV{Mkt<Vy(-a{{7vB11v^d2B9{0!<cAAeClg$y70)kH=^~OeZqwVm6<N(+-G6
zGudLgl*`@4RSD|9dtWS;mPop3+RAF>L1kr&FyGkRdi-Sf$#%8OQGT}nY;Uu4`#kLc
z*b7V9+oxq3c-)@2b@f6&Cvu<`2nM_^P-(|H-Vym2;4IN)X*RnJk}^nVRO8RhW+<)A
zfEk8m)ZzfPq07aF`ufI(2BW0ZS}YO{x~&!qD!BRvY|J$CQ9673FKm<o(R$hN=d3b-
zu!_1@eEkTiX8MnnU*|{ICPbq}(px(jR^38p1Zn6{Tf0O9!L$Z#?(bXiq#@oChxeRa
zVbU-40r3@HGTw)A8=xG(bA^Hww7EtZ)?RHc(Ti?mn?nUEi@_pRaW0qMrZDYmNgeGx
zP=dao-yaMHy>u3*_VL*8$i)knhRzP~vI-=1G!mP+ML9X1EtU)MVwPB&oQ<V&xp*c{
z2+o3LL%|)R$0lOfw*^H;k4;9fN1M(Ts4<_4M{>nNxp<d&das;cTv}aOUZs}$dZkjW
z?rcLbO(}R2>g?zHI~qy<y}kYY-Oc;q%YC?7)Ru~|@u3qwLid9UX9v6dUI#b!IouGX
zj~zeSLC&0xqwjUJ*{rQcaK;E_6QonLIv}I}fOB_rE%1{^AhNJcLg5_wOEnc4B#xl3
z(P}x;jIY5|FM4nWI!)T2r7>XaE0w)2A+&x$c(Ls<seZa+QvbhG@uXRRm=4&QAZYi>
zHrM@O2-Y$i8fTXU6ku#gVz23lmEY-PBXp^wVd=HIbg0Le%$69s2<@(6d|7!Mq!#Ss
zF3stt@sF@Cv+s!Gf_P}n2-qCIK7w@56!8+CWR?%y)R6}H<pgDhbF<#=6P+Ph_R|<*
zX5!AR>sLOyeD*9wNGQc}>11+>v{*Who}o-WO%Ztx$6p}1sMM}a$1}woZWCheXLI3f
z9u|3eEHZs9kxS(ZCE{^D{z<lQZ*g&Pm9p%7esR9Kv9-N}tF^U<)hd)=yAOHn-re7S
zzE>$u;cDyY<L$~q?CNRC&UfafZ;YMm@sVj$3n<uccj^OBQXfAC(Hfwp#yVaoNW~O_
z86jtuYV9OlRfiTWxdywS5r_&!GSU`5|G;jS;3@c@)HgQcE~%qjE~x{(Z0T!8qcI;7
z=tfESKH0MHabfhGr2aR%*us8nk(%r9{y|`E%L$Nk5OG6oPR4KQ6l}e=<3o5}vxiRC
zG1=~TP3nsdT``3L4f*B~U-~>w0rZ$=lhm<pb_Mc-C&<2|5G}9(rh3{l?;tn5ib?9A
zd=T)X`xEUyJYbIvUpP0=)6*FUQ6^3%Vw2;yK0ZH2NawP5vzbgXOdLy~^COW0?jk#)
zNl;gbIPaoF=91Yo=xQ3LO;22lp#R{|iZgX(Hkv7w%lG&z&So?7D{JedwC*pjXxhf(
zr+YLcqha;4ul9B-JYMfU+k5h$FpW7{ySubdOw4?!{vd0EXHO4y$v&Y&u0gbNkb&SR
z!DMf<+uPdOtdyM_>l+%Hj$oGqSAdqefjXhM0$q(%hI$)URtfh54xSI$Ok-?nj*Me}
zMJRV2-fxKztAhA83ehxZM#r9UGf1Vjz7oQNko>(r1pFJ*ec-24HjSu~+Ny}JT09P;
zB?PrHL}8h|fb?onOe5S!HGBgHD&h-no*nulpxrI5G3v7X3|j%T`b)gkwbSMrLMAKX
zeg03?Kd}n#jQ}(38Z`~Maxg%`jmbWj8yK#OvetvvSD)ATR<7M1|Ma6vXHIo1-Do(<
z<npEX+~miXuOpP1QVv8}Jk2FsJQYi&vuIo3VkHub#4_1TDqrO5shNpLJcTV86fe^=
zH>RhP1&H7L*@?sqlw$Mq_m?Or&)>VZytMvci@YQo)s2TcTTgd6^iLr>!`GHZ!}sbI
z4$^YBM{sDbefa6M>!TNX^=(=6_~AEjyNnOyT1N-^1Ti%u^iV9JqO!DLC8gDqkZu&b
zvWBH`Lqom(lU&33Ci+QQC>2Xq8%;M!cG>Di|0(G=yKF#Uz$S$4OD?k{2<N7^5+1n0
z%S8?KowxEEvtg0+m!Wni65SPIU&8zSm12T4ty&c`V;(0+Fhm#PiHPTH0jnkAq#*=N
z_&E}S(&qgAFp*hc{Vs=bi}uhcKUS+U_F6^a+FjU0kI7~{ZzhCnj-fk}VN%S?G4wC`
z94<WmZ<mWcANJJXRS(Xe8SDXuc-%f-W=A98&(I9s-H-2XA&=En<kL^?P{K{e(uGp-
z(995t%_ee%9DD~U9*#^!(>a`chiVhyiEuQRD^Qw#J{yV5C9<H|QLU8=#mszpVVT3c
zT3KD&Sl`&%qAa}y6*K7TXHN+9C(m|wcOP%eCnreB<x-jW%(XM!7<shLzTWO`C1Bi?
z{l|`v{Z7)ahH9XkY;EX7ZU@M;CbaB8MDCZ1=tr!p7pzLHsTqje)CBlb2#{J^FdIue
z1YmO;JE1f{MMu40P21QC6vDbH7s+!h8s8`#P4Lh#!wubd_(f6U5bDpF?quvAQq>Ho
zw6aPo9d;h-XO$9#X5gdIqOi9XCKd>~F9i)d8@%OhdIS68d6$WY5A^%KBJ52+s>FEw
zC=u8YKyEtxB|>6ohMi(XH2^zhgzm-d62GU9RuW$wk<>O>d~;JWZgtw-P<iX-kfuPM
z_5m+M`QZ9h_3U7G(Czhd>~p!q?9A=alc&ihhsc*oshKcYpyRRGSiW4!7cfw3(b<Ve
zCRfzGa&2;EBAm$Oin$!7%c*F1I-bsyc|DfNrDOSgah}^Q7grV+SC+NP@){@Z!_Cc|
zZ4hQe>b>2){bx_N*YD$Msj{-FE#~fgbOBfAFRK?Xp6d_!u=7)Nk!MFYDYdrt_ui+7
zew-3DsAY)F5*hMpO=xRusOQ+wSc}G1l$2Y^t^lMa>)w&p77Xb6O^A{|Nk&m-KYI=d
zU5|4ItBjp%Ls058RWi!K1JLN?Td`P3=;9@`XtO-r0H@f9ll|rI(kJGCIMNS!wu}AH
zBdLuzAn$iNbZ<8s!@w`|<evfUtk_&{hM~e%2>w3&m^KR9blyR+yA3>mCu<O`v6K={
zov^uZBZz@IbyU&=!16bC$p4Co;m;YOX{#4=i{IncpcMCq4o>!;Py#-*((yzdo*ch2
zc3Oezh2(fPlSoIekKt)z04)(u6v`0Ssq#ui!?US;3Boo>wz*l@21QV2xSER1%_Sgp
zQxE-lJe`Q4Z6<|0|6;LRzPqqc=8A3oL1k^NT3xGhW<Pn#|M2!04nnur?`26L-kO~p
zAHVV8>E14?t~#Nf2>RSyqrH!}K)c*@6xkx#-y@SMLf-`Wn;VDl=YV>vj!b*_bMWal
zI*kZ<i9Q)fk}&l5gIXWxJLFnD-G8pI<-bYBBiXD;*cd-RkA55aj_m|Bd&wgB?B84l
z-NR2q{TEP60|XQR000O8;cM4g^#i39m&E`8rZxcp2LJ#7FfTAKGA}Tsy?t;b$#o}|
zSzY*O%nYgu7z|Lr40;Nvu14?7EVg&~1@6osd$yJ&NQ%Ser@%7>fhtMSA|<HxL9&;-
z(+#pk5sHi3f=?2K3)={In@6^!a2t1VacnMk&{!5lA$;Kp{9!wA4*${Na@eq~a3D?&
z9<<yU|6XSGQo8dWjxeO<baiEAWxn@&@BQA(tZI!r8e_wZF`fPM_i#3aPwbBvd+8rB
z_Jo<PE&p7bzGee#wr!er+LV9KvstdO*KE^P$7zch8oOGf&-k*=Jjb*(W(elBZG0jB
zGhdfiX%D!M19OZnnc;%1xwwh_es)dMnB{WzBHebJ&Q9}XhAWKsvgrYheb;ph1-Ibh
zp9wlUHDPjQyqir8X>3C0Y)E}Ou*@>L`WE+p^7sC#Et_uTx){y3FQV<08qE)1)JJoC
zlNog*S97TWzA<u^dyg5+@T|hmMvXelSp{y;zw>TEV;T2f@+)bL{Y9Zr5Cwse6>Pfw
z<u)CcguqCjW3mNK<Cy+b3rlczpDubAn;h2IpO;Fa6a@6YQ*?f!UBzKg!v6(Hi=aw>
zK~N3*EvjL)+QR?zTL|2OdJrOML9!~y|5OX7Q24rL)HRQ@afo#IGt_L-s9Qf5&rdD;
z(6|p}n(w_p@*XoE%o<(8BO$p^tYEo6Bk9<LgFltm^XD(F*>>7azlYg_8skscFVgkq
z6?s;BU>eN2$&1&G-;;ybAjuY7Hb-Kn(b;Uw`*S%?mwNs)HFi1f0<}<M=Ld}Y*0Ac7
z*UUA@u24|7oD+p*=9Nm9>7=dI*?q{lw8XBaaIR3g%jShp;M5*knNrvCQV-0<QmM||
zc0f8IIhPbNUxNsts{oQ#m$U==3}J^=g?RoJTMSBK%&V0!LR=^;&k9~<nV`!(?ZHIG
zWxDtGh5BWUnSR<#r~lItLc8`jvuLJ;ndJ|z8^Tzq*>1sh@y#<{>WK-s=EmG*3pn&r
zf)2f1SE4m-+OKnIJYAslnS~k&5^}FEW(SrXqkG-ucTN6di$9`q&yE$|xR|lK&ty|w
z$6%K{$93<`8Qn`>yI@0fHsmMXX4heETpI&240%<pP?A!wTb@&Jzs?QDl{sLlT?_^1
z=t5C=%p9#dwn5Vug}cn*Y^+ua!Ya-!v$;ns3`$|tYC)2$$mR~{a|>v#%EMO!f^7+>
zS+?CG(FT#<3I+5*-<N_`P^EUYfR03=KIZY|)S_*(lm|5R1^fHJ9Yj~pELd(gb3bkB
zW<5QxJz318MFviX#tpHX=^C4}*z1=vX=b760U<K)*mfk0hs<#pduz0YR_LDH!?f<2
z8JlUIWj`RP=H_ktiJ37U(i}DZBgo!d*dUGB@Nw=VLNmFt<Z3{3(KMOk@h8u&ndC<5
zY<|oZV@AE`Z4lh)vK+5Hhv|rCy&Cx*h#cR+ONt;M@5YLJj!p>3lNEBf41%b3O%Gti
zCsBox4j@$qTn3_m|48U<MzVr}swGJBAPlIPXyJfF8HN$Q7j<+3T|_OMj;a`2yNu7h
zC=402G2dokIf{CaibF@G(1$9*R*TV*5KwSH#(^X92(Um`O#D5S{GMgAj|1I_$4KjG
zc#H+dPQyt*7<K?jK(@bleHggDxq+#{L%`u0U3SBAnL$A#jR=$C*I^D2D6X@-wgi5f
z!U;53W8{GBG*rT0DHwI<Rt93t1E$(1GHKwEi&U+kq7RLad^nU}f5GE#m1-1!T*ki6
z9Lwe@gPA$ronN#~gek%|{IV$r?YcoAY#1TN53d04^lTO%$(xs`E&MuE6bRGX4M<rg
z<j*vhca3FRR0+>PsX#h~Dlm%O5^2G;OQe#vC;;juw?qn>Z<BF^E!YW(v+YE1-B4#J
z)lkJ@P=e$m>cp-35p-Ot%1%l>rx)VpvLW!`M688SKu2L1I!@1Fy^t;=w-q5qpbyt7
z6~`AbiMcHA`us<(@qjt+=<W9(Nrw(wN$ZTgIq0-a$U3d#FO7~k8(oA#KJRVV(x6~)
zHEICWh}rCziKr=x3dt}dW-e%(83X#O0m^8T2Ij`?nt`vf8f>cmtf$?jfAWqC#R3B^
zufa8$3n?~ckm;~Y#;jj|$`N97&UlytZp>P#M8w0zRM0KN34Il^8&a~R`c<e4N`cTx
ziLP6MnUT64!IuDQLb%ZVJ?^w&5tt^N98^5-1Y-HQ#cGK?>(-!kk^zHxxUfP2ya>^S
zNP!LD-6mMzD1t?i!bsKgyS<1)yi}*V8?dlM21jlT8iU};ItUS^2oVG*kcJ2lKv(4E
z$Yx=}rE04L#fO1B#D|EEB@7OFutR)RZS`>Je2w)SKMH%dp^~my3t_{s<a=!X5wJmj
z@D0j^)!&;b)GvER*OB`D7yPXYaDHaavR}EhsO$AnqGVFvTxW-abB^tTF{R;zV2L`u
zHrc4VCaE1W7W9YD5G^8hB+T4~j76s4xs<pL<z=<I#bvrebID-IUeN(2v%$z*ZDHnl
z@dc<`M!FI#RJ@RNU|1PYk%bKrkS<v&+jdP7AFj6R9CCM|v;dfb8D(o#GAKBldv2{D
zs??A86$D_ID(UHh2df}J7GRN#yZoV>u@OL_U_yORFS%_P4>^-UP$Ik?7;EHhl|t+S
zY1nj2QUej<e-H+4a@ZoTNiNSNg%AUS*MmCcr7-RiX)+*ttChl%i>6(~^pZ=Ts@+ey
zyHOQi6H0L3UDj)bvOfX|OclPj8cMT{qE-Y)i+>VBmIqZr-39>AA}h|d!-)Qv-y+w&
zOO4>yd$I#XQs7@o()&S_7--i62u#Aj8Gra-4Vux@^#NG4u}GGhYZE8e>07qR<~W;O
z!$)1m%*R;GMEJ{V%OHT4vixplF|Bt;J<DCbZm`7#Uf%>c$@4c#2H;d9G!a@joCGvM
zVJ}ZQERbUXC^d&}RU$uY+TaV17=t<?3Car8aRFvamg$nD5m&3wKj~aTx(y|fAtMHn
zd<YHDUx{4e{6--_G%gTx!ra#&2I=U@We_~rFN5<?$Z-p;R``Gdg--Fn4WgF1Ga&=v
zLWDiKa}dZwQH|uCK|<(eF6K_*HwYwQq{vBNfbv`^@irMTnK4d7{sFuQ08sxzj*Oxt
zRYM|fmjvC3E>!kjA~p?lDD#g(8NvY`LK~DzH-ywA+9dxEWX#7MfE+qk*S(s9>xf!?
z+G~@;0Bn$qz<KRP%t0uRs$@g$9{!wiFHorOwct#`veRqH8}}Fvd>`K>hdp2uOn_(r
zf5JDwKdLRdP^&u`S3&AG_`w~co4LUS-2JQvM)i1<2&?w?GLQqNb(hFeHU(#oXfSRb
zTu17ZZBq=<i4WWLLAOm_2<e0AQs?MtO^_}z2;Suz1rmm`L$q^cMn$G`0JX}TtE#|Z
z!nxYS#noi+(KQ8GjXXpbX|oVUtVhwKRDw^6n7Eida7p;0=f{>*4PXTC-YZ)bsm}l&
zL4;06$T(Xt$%dVdMMrc%)HaOih};ph&&n3rA*FsnwO0<Mm?@8evLnANhk__T-lgY+
ziMI!y5ulwishiXZi-r!=rEutQ@E~In@c<23KhO%-K@bXA)aw=L{@|H})+i#e)hCHB
z!kMTWlJ9Y;Tj{=tzZEF8RGzOy`D93#W%HW&@*2h>i8p7~8W?||`Y1DyNI?UThgKXq
zEp+2bpm*Zf>aY+BJ_xNCiB{MPt5Td{r(@w<=u7e#hjAw?m&+Y;mF-Rlv^ix*39#%l
z$EUvz9r->$>;sPS903vY1Xc-&-Fs^gptKG{P;mRN`Oj{zNv6VdxV2w`lcG>nyJN6S
zPJaT@fkf-znKcS^@J>j&;K$P9dDk*u`S@DFOqb+X5vcSu;&qy)XtA0_$vLdX+d#M?
zcYO`<iJS>!616CC1fpygs*^_1rqtLjv@ljFBESPi?UenV!Xw<A9h5~(nmi!iC8}Yi
zq7WiLGJ~*OX<CxA!B&H+FDe8jBHO^6C1T}Zz&c8-6O)v7fj_wVsNA83q+sy*up=8{
zjGzWUpcHjUl6?lz<H!mQZ>)ji`zj~E_@l_LbFWP_u@^aU9M=*W(qa+NZY?Ky25{&L
z>Dvwf?^e$b$xLJr#28^iP_{}Ea8xG!%AsJGEe2L9F+jOP7?t64aP%r=gt&`Cz6k>c
zw4wJ%&Kp6Ia*&?v--(bnA}8^cYwGxjp}4lEEJ|1%pV2g=Y&*gd)S#y>4K1ruu|i*E
zGZy}Yh+{dl8gOfMIvt^V?Q%Jc<4y;FgIliwe`TPW4U#tn4kc=3rsS6imN+LvGyn`#
zQkO*E9RjLf4oNwd_}RCO?zeLAet_sRT74D?M?Upr(GZ`{^5SBK16lm>T~IN$;kAh{
z={g`(>H@=0GHVE*f<&|{Qz$o(K9B!!ag9PsizH-&n8O1oYb76Q2O?-Cz8v8TP-($|
zlRpqM8*YT4K#}qQA+#X;PRNoAL9$9^(Q#z%4I{6Xt+*U1ToMf}cc2s5DP<~EgpW``
zx(5#cSBWpFTShJ<LXuKQVhf<z@_R|11Nh;H+7N@Lpw{!z0Uh-ybLo{aJZbAhl%vq^
zF~zP4;66boyGxx!6rteoHhOf_LjH*BBYY~CSyZD07$=a-!sRT}pvZAVWoTA<S4QCv
z__ksiBf!<TwAhL36K;*c`v5j#Oe!2++$uYMS9+py*@8e6dczJ-Lg<p{g{EPMaY*Rx
zz}0ogEy`H{E@fZ_Fp@KL=onb>l`QBGH=%PiO00pYE{I(ZpW);%6LLo_ICCTdj*Q00
z>*3Cc9QNe2i02av>_v)^BFupUD#X`_G$J2dcC(<a6v1U6hj94Y*EbvohDf7dgB-%J
zdwJo&Yznf9N~I!ijLBl8A?8CcE{UDRQmMO>rP8X*7^#?A*dQXU>tZ=SXX=NGMpv8X
z_1PLAOer?SW7j5si#&@|&c*dL9TACc+}0^Sa7%$yF_6zqO0y#=ILh@)RBxcH2^l6x
zP1NdMcPUp190-8Pf(1Nl<cB>qf6DtpKlbY@AbCiu%2pW-shL2`^W!Lz+<dp%t40o@
zp9DICf9v@r5J0Kd9^mPeY!~Oe8p0}wCzZ4g7%NNA2b9XYwGim6VhDG<M}Al;1V{}q
zP-2?xGI=(Ka4vlTVlJIkIe8DPqD07+P=USm2<3`e_9(0G^|~MNkkWr`&FFHk)<dv`
z?XXRcFI#KnsN_<y4J@^XiTULg(i6p69pJfx^Rf`|s7$`798o}$UBd&%h{g4LUJVMa
zfZKL|+iP0_`Yr<!y)NMo-^U$?UGjF}vaOhqPO%Nbfs+H$Np!CwL51%nG-r3o>GT+j
zq!TI;x1mT8NC{)sB~=_kGSVW#P*A0!HWfCA)JpEYfo70XeVLfCP1G3SoD^1&$sYKK
zOkjdQ6|=wZS>a}GO-5rNv_><89$Cu+p>-&q0)Ax7^2zRej7_l?vdI{(U%HlqO0$Uo
z3wqK~fdR%`Mgz%4w1+L}sq<Rx?iwXSY*U*{Et`v`EB+JLvS0rAB1pgovYKG`3-GI5
z&;p=1XgPN%nfRqYAZiFHRg(n^B$quZ=Bo<ycYya0nO@Zu>O9CsPzD=~3TDy*%%LM3
z)(Xs|g<AsMDMyf+YEcs*{1OYhRqs1hcw{Q~1koqu>d7t?=mc&x=)GUor~kMU_aYY9
zrB+hFwmMPRtGcCDSrxGV*z&__4?!hN8o>Qm5gxz=lQkW9?f`iz<|JEO15N{y^C4vs
zQ6S)R5!S!PGXD!L3q>%Jh-xBHGJ5(Vq@*KC=0{E*C@GZsEkatlXayKk(gI(EErNQO
zw4l_g*F!!X_WNi7hEc&5t#|r>3`3wQ=>u#A4zpwn4jF-S^a@BBTc1>o!B@&~E1=U!
zcW}!-Ri1-DbytI52Hs2ck|!g33p5!9ob-%SE!ga^_lFQZMIR;m=^FA6AC|fN4BV~2
zcqo)Oy|1zv9hX(Xb{I0KLhjoo0ya7APs{bG8Vo>|3NCv!BH_q3ndxn~R97m1D%8kU
zkoq7;uECCEf#P2w{S<bZtfyM|3a8Z>Ou0k_UzW~MsT?g`_IsXI{8P%ec>Rw*D-)*w
zPTrD?umy<Wt7It+ZkPEEWs`Ez%-;3Opy+T!)%PhG`G|Lj6Tog?<S`<JdD3iF5-CEc
z2!pV#1lroqu4jVoi=K=ZUy-*NSVj`~KR(HRmnwl&S+ea<a~cr8%hq(WP!h>-$oqp-
zLnmqtkALlzH4x)oq|R$yBhwP!^1f>m?QT&~C6Of@H?&gie$i{&B_FZ71%9n={@p^$
zY9db(raO^H0VLLssGyhJmb_#XLffT83Y8ALJ7`ExN#RdBCm=m82x$V8N~PRu!P9-z
zYl{wRg)l^?TuopMoJ0uLtei;9A*W3)vz$nb+!s-&(CGu6s4tZ+ouq}Jst)v8O-#Xp
z<GU~5A=K(<(<Wnr=|sL-J#D+Rt`fRIua~p{%wbL<=tW5j*a4a#MQo`SHJ37kP}B#!
zCbBxJK($!!6RI)c1k|tP_(@~pnJt8{l1DwaN{C=#*l!FwM+A1leq(BY^tyY?Yhsj?
zpgTQBH3ro9txWGdY-SJ*DLhiBXB6>Zn$=$YuJ^qj1=cE+J=NkO+>I=MI?PvVeczLW
zrbl)r*8-=k=yjIy>(6C*HMa)i^PMkC#n#}0h(RH_`7U~|QbytT6l6B2j8rW>u|1?V
z$lD54n&X${4PaALWC-iO<MAiI^NWyFwWJnG9k7|-%Lv}25=Mav#>l$WMc<>yg$og+
z)Cy(IH7P+0x>>5UQssckh{+vXRYYbJo)d<fziY5hdf#hNFk>{gWa8D35%=tLl8M*C
zkcFV8-Rs`>%J=}vhX2&aYD7ly*S+UWlwf&kr4^~~-#BJk{E{KYJ$~o@V!F_s_i9vc
zLGbFjUX4m(zy`~Ef9@i%RmqDNrZl+#YZFO_2JLjRyj*C79S7%y-CuxqkkD33YKc0n
zvHvV?IuV8KP_A*0x68r`WnDUYmQ9Rk>^~1Heid{tY)z{M7D8G9mga}5!CxX&5%l1f
zk``qK<A5d|KWPzBWfZQo940NQIE#=E6HZ!CWQ>rebWV~M$c$)WVY!*KfNcSIZs3cg
zMS)mIsnB9^(!wR(Vcb!F93~Y_;4s5h(t>J3z;CbG@56LeDJO7~7F3u<-in~sZvhek
z6e6ohTBHdyA@id|9=oPpKq8Oi;aPS?-GmbFj@5CJE^MkiM__7waTJ0QEHf6d)t@Zb
zCM9uU{LW<IDnNw#BCR3TAUc*o3@f;Ouje~I9>oc#hOwfR&z2XEjwAI!HbU$cIYm!a
zXT&GHUCNIrwJF!wJk<Z@FJ;Qi1gk|75z4ejGO>`diw<IgO3^8A#sQ)z(P*%h5W%+2
z5i)y7T>O64LkVAtM&MAk`{aM+`W(hJ&kvk6$kBK1N$xL89bu2MDXUQY)M8jYe31rF
zfN&}KqeZ#`NCC1X(BxG2$BUv=pY$G48I=~z$jm_5ccBOtsRE~q;K`8w`|Pr}0S)<`
za(y7zjv~s_sFBJA!4`2S^QU$!nkOd$=18T0jj)4How}LRUM{S`AY@Gml=3%gNZ%={
z)xYJnDfUsaQwpAtP!I@du?SWtQ#>G$I2KW93<nu8aomhoYdIkDg;M<iTvZuTbp@cv
z4sl7D!UQew$}}i0_h>2X@$)V+gP4T~q=+&81DPrK45(<)#3)lB5`cR-9ZO~kPAhnr
zT5~{*W$FgX9l|gB6^mB&yKBfOgTOzj(2=-U11Bq$ku=hx6X+2X7@k=DD-kCG<Xke-
zMVJVJ0$jN)WCTDi(wZnt@&<6tURaPN0I+_lCzYsxFKd~we;m;QT@49k38`)Ou16=3
zG%=9Kx@s2mXy|f%)HGqce&|P(Vc~iP2gy`*&2%a6i(_Av+aczb50cY~lIkdpx7-S;
z_I3aSv2ur1or=5^>0zf_2JMu2yl7E!5wrq1pAdIrGF4^nF7V>?s--HGm)igdLqZwK
z?9>Vm*kaJCYgs4=^fIV+uXwcz3>rLvt$Xd2Cg=tX0%pgN4zDz+UK+|$UHgP`^B4!R
zRshn~Y{nh&%O2ISnsllY%BmEIEro-QtOSxV#Q>w4eHnq2ig<BHP8Z1$Ia@dsi8)3k
z{$81Cu-OADFo33X5*PsWAvG>jGQ|(rM%3!5BK9sKIs$Ny3?Yl)j(9_ht}PG--*K4d
zAyQGzp;u3P2Qbx^T(Sxn=d^-Bm5Qh(S4`V*>#(_2OVyhquz3g-dQ@W#$*IJ`JW0w=
zpxsmibY$t*yj4?NQq-SENTbysP~>kRWdGa6R={5L4kD@rfq}aPR^;<FvH?+YSuNXU
zQHO~FEzs0e;jT&>fI?|TW!9otT_4ZElbSG3U`!T9dbBt|`L`;6flL8O2;aQ~M?@LR
zB9@gV7y?)fY(^?!msS%?p-)DWmBp~Ysl=+pA5dAYRJO{ha2FCpBFH3JiKJ~AJxpCz
zU1@~}Zp{tV(ql;LOCVorC7QB1Bz=@e&^7}wd#CCm-p~;Ox!)3M^_jELHM)tqAMz7u
zz(@2<4kMok6rp;4u2AX@8)7nhU<agGn64`&AzGy8s$U`tZNs{NT~JGMT<soWLj;K@
zvy+8JyTFu2dvRPw0v9kPv(Umx)9$t8%7lphR>>4FFjag+a#l!Ji5bcY4K0%aIkJN2
zv}n;Va(dEX^g?0lX3Ou{s=64srWyGySJo356jA7vr2uP4%)pD8_&72=7%4I{I0=FP
z83@d*;uE54qA5DDC~Lp!!c5GyN(G>lr7=+fAS=yK%?1=Qrqsvk^bZm6tV$)O;8o)r
za4DhM5wy(K{Bp-qv9N<ESf;YFs;UA9v|*zsy~Rd{!b`9I$s9#S`UCk@^*{<LC0eSH
zGN-+7f{KDT8V?SgOjQ3hm-aSLc?M3nE>{acq<ZjP(i;<2fVD`iu+Rc&FKmHdN(uTt
zS$p$DE_+dW3nFBxWlXXx+^GIBuU#n6N&+~Kbig5%<f{lWvi8GzRWLcB>SVCIh`xuX
z0)VRl*jY=;nN?{$4Y#Ht?M5Y0s5*X6R{UW;A^_irs4R%wphZh<k5d%PFd76IxYe=>
zX7DFLFC=D6K?ptyZn{$GC}G3@A^(Dhqw=y_3(-&Lm+Nn2;U=qv5U#moVkobMPJny2
z<c1xjcgPcv0Va5&%DJ7Ei@Lj%MU`7NFUVzyQmfqQ30WwFfHA_5irQ)d2m;Vz*sq<J
zI}R1y6T|9(TmYi2WX%^BI><^3a!Uc25`0q>+NQj;MJYJcZKmZ~82mA1T(pnMZO1qW
z(ynPM=Z=^k7C1P(vZol~Fs<7{?JJ==XaV`P+P4rx_9iz=1-Z<++v(A|wW!i|8gT3$
zM&^WWK?M*@!-Drv_aNc)Vn0&%@X=`)HT@nrC{6s{MtD+ARt)RewV>INHU3v^xwKE*
zNHQ}Z$g0Sy-mYZP)k?FaiiEVSp<>ehg?aw{fi<VHA`PJ}OW}UJ!uln2AU|FyODNOg
z43hSSMf!ggVu$I*rc@+RI9iHKmKed-dJwf*?SYx~T8zEmVZKqayMjPTwJur^tx8_!
zglbb~l~!46Eh?XgYS+lNk=e+#EGLu&(tuWR5x!_!&MwueKsV(&XH9Ong2jB<qb(h@
z@&<iU{r%zKMyb^)Cy-z;ifTvrOhyb>F4rKJlItgu@gfX`3Xifp5d{75QGx{Hlm0D~
z8AeOGg&Le>D*^{9d+--kTIzSGoI6j;d|<s!{VNE~aH7!S!Ii9B@@Ehxi2H$xHf1o6
zP)NI41CYyc{rw9EEyxgFs#OY99CUgN&<+(_1EgV`0IMy%08mtJxrrBO^}=$HMw$U_
zmMy=O#`krp+j8s&wp_@E>@avt$}LHA?ZrT5*!`byjUR&y(;60C6NR`0X^S-2T8EWf
z$hiAC1e`GL1$Km3CmoE1%k63@O}4Y^TV*PH+Fa5y0Sue2sdGu@EWcGqr**DNG9R;2
z!Q?uZmr;^y>x_23QO&>LrWq~Q)f_}ud`%m2fdvyEIq#wgF=$-Q{(G-2Op^-j!j_{c
znhn-iX_f;SnatHAcDQ0z$}&(k4p&xI4uw#G@+3xFX&zQYthOALA|j;CSS`Mq=>oh<
zqbap~01J0p<-?OO;kTx3mU@koQ06hTld)y4JbABsz-aGjp?b0+b28rj)>^458r13l
zphhT(i$C9I091sgVx8boKt}mUE@ZZeRRAPRt?jmGKMC_2a;X}K+T2?+n+f~(9r7cN
zXj*D@0@)y~zr{_FETxnkT8=6cCwT-PN7SY)l8dd5Pp$w&ND|-Jp*^X7D7{377CvZg
zQ4Til_)#_RY3rT}r?hxeZpqDbyR1wkk4}QnIv`p=M>W|>3`X8Vz^XqDBk0L}QsfIF
zT3aQ$%DQrQpIs_MPD?G^P!&6%Vx3&zh21!j+?_1#5d0q(F|~J-L6T9g<E!vYs}iu8
zP_7eVOyEu|E=&C&6G2S(yLY^{6I*c<L?u^|cni=Kp)h5C9V7u%Vl>rWF!;5Ic2dbz
zQQAQf$sMbZjgL6k!<j&l*I2}~WU~r_BP=J1XlJ$baWUo0Ef&d(LI<odB(g&S?Z9MA
z7eus_2-GPd!$izchZr}lZpbaQ2jDKWW5(3e$)!GR=Sy==Rv8I5o#w3j>rh!aD8RTl
z*U4ErIAEM57r{Z<ushC8<p%>77olZ=);3!K3>1cCs&(X+uyID$RWb-8#}Ti8+oQTS
z(4A)A@@iCcpotwInQE*wnz2KX2FX<8sMt8EfO1OGXtEP3nIUA-Q4`>e<&r=7x|S_^
zW%iMUwyoPpOA$Y$PSUztfFWAc$gP<!cyPz6e=J+02rMG&$p_&?)3kprKt`sVC~YG%
z3sxnTwo0FEGc?0kC6sdKJ^ZKK=|P2i<PF7`oD1y{svcQ&!)?>H8xXCd6Y`e3RLlaQ
zDjrJBg_L%&23<2h*8AG^#g)e9m}~i*tvSu2T08cUv-tqViX)ReT6}hxAHzWAdAG39
z1Ksl_<&G_&tmhLaCIczM4Yrum{g&4T3R*2FswAl%3>(C;D*ZaJ1j^$u`49m42imkq
zB@?E2r3ivZEx94_aH}PBA0(UC5YIpb3u&cy<Z=j7P`5gy1S6omN;1_^`yy$LU$PY_
z6xQpI^LJ~se;VvSybJ6yq<wV^i4cZ~_^$n9gDeX<S_xs>c2#_LS|L4WV*4^dVMIF%
z1xxKLVP%JQFtk?WARKaGxQpLVhhZ6UvlUoW?Ktpb2iRb&QdZc99k;;Tg|a-K9>xjT
zhhW!W+29Y3N-aP!87<dKs!lsuTJl*F=_gnVzN<t8O~v`13jx@s%3NBlLQtZ|YUJKf
zB#8xj)<f;CAf_z@u%&n(#Zp(ec1gOxY9O}{+T;T1BA2$yO5a&?3$%e+hyic6P%v$`
z>e43ZY#WI*?X*>UT5E3Frh!1fwE`_`g6e$5qb)f!T(I<nED$P@*Orn>LeSr>ikK<f
z5{OUzRqvpXcIBqXNTxBbnrWA|smRAZ(!>YQXG@u9T5hD4E9&!By7*g}us-6|bT<u8
z7j{4FwRM-CrXbeT#nmQeLhMnkbwg-Kc3V$YXcf-Hq>)qioLAU&#32TwBUr`G;Vt(y
zn;z40-MHhF)Y_*@+x1FzTuBy3$4Upky%?T|z<mu7ind+Ae3Q13++`7#8)33e8j>xQ
znZMFWR#E{8q<2y8q~C%zN&#b4tH0LTqooUns?lhnY3xskzB(o0sMVZlB+W=|B7rcJ
ztOo^-)j?n>wE7F5kxyIp3WaKaEwfOf(v5>qm$ZN{K@J9_i=VGLu`mRl+;^5}0d%mK
zwA){Rt<pYb5?#L!=$1^yttQK>CG~(>{hxT>F-?hLSA@y(Dp&|T=wKIu{)%?mrj-D*
zl&p!jY5kKHJ>MBL#!NN$LN!@j+^E9Zqw162_K+ZjPMMYxn6Fk+|9Q0sdQlErosN3O
z3-l1|GH&^m&imNRfX4m|R1d*ETq(;{yvbe4Y2(nh4&TG32Q{{XbjydoJ87u(8MrY=
zKnZ5E_a0^sVR}wTB{j2N%7W4gld5fDIayxmG!M<@iRgYYi%@D78B*o4|NCm?$FHzP
zW5sNCoTTT@$<dKnJUkKo6)Vvw9yQJ4is-kf93Gly<`H|RMWu0gWUiXUrdrdQe8S?!
zVZ&@T8)o^PCoe;@QCvN1GPB%YrEjhrnyYA5R@mD0#R+R1H7fD*ECXm&;>sb$W)0t=
z^8Ri)KEZuEPM~uBuyVKp5~*ku^557zv5+Dw=iKX+n;>>28TG*;oK9SB36-D<Q3Brq
zm6DH!bXV3u&xGXva3{2%v?TLLI1#GJ(MDWp-&DB=WTZc%C)eQlT-o7R`tYys(*qiP
zI!j)szsH4&d@xZoPmc98Rg&phN>C2k1q<)b{??rX_4pq$)voD2O4F|Mf(U7m@J-q{
zPC-|Q9!sjt068)!wc$)Y`3DE3!Wa1;aL%ga((RBclT>p_w#tI~!U2}Uq>kKjC}Ne9
z>JO%k<fI_CtRBdfexTi#drfu&O2sf_*=q^ePfy@LRdSGIQR%2xR`-u6!?6pBenw7@
zo^KF}RKnfTmKsGrY3DaRT@uKUOnZ^Z0g95^3rdeA!R;&B3p*<aQ~WcpZI)<V*LACE
zuN-_nf)V_R+*F2}_AuL$tj!#_v<nZjKmtjf2wD>9l@G?V2uwcG@6d8+1&Cs#5S>cX
z?>H((R$^;KbcBkLW!!g#b&zb)xK0j>t3`2Q$u8SgV|8h%$%++K2Q!N?TMy5grrP6q
zD57H#orX-(sH63Lb4%pcO~oW)p>HyCKNKf2Qkq+?zG((Zh39NX;Be<$qE6_DH#<1o
zrlT!0I1l!Bwzf{`Xwy9oLY&={teWkM^C%ze%k=Iz%;$r^%p<nUwKw;JFdv?W`w1d9
z-QYaLH~nMX703DW^Zl)3Do1UZA~-)5=4MikLYNAU(XE*$5$Ib&9Pe))pUQdcY;Bri
zf5%*3m2*CZIqbOl&gr2%JP(hz^qozWeH^UsMVK}0MM-vhdkF$MUos_%;X6XM&O}op
zym83Pcqu+oxT&1L^{gJPsLhv1>N;YjY4wsls~x{1D1oMQE{tyf)>;*btXj+oLPBv+
zNFL5`3kA7}+)dIs+Efl&Lysn8AJM}(v~7zPXkK8~+os&&MR7mb4eioiq89U$?f6t;
zN2DYwet^h9l}x9X<g<kUr<|603<ljG#8(5ASkWGL2OyOXwAFAkGP2Eonsr3gKgtA8
zEM&a}+5p#Mr4WOh)5Jg9U{25qlgB3lNku|c5hcPx37&e;kuC~on<^ERz<z~D9^Puv
zE(UONxnZ$JHFzSIo+qD8rQ+H{uT9hzGei<iStPRQ5N@OA%jzmUkO$W3NEX>934t+m
zO!Yuz$Q;T+8WOFvG9^Uwq_HH;pTQ%a6c5i-(Mzl}7+W=k#ID6)DPrj?-jfO!dw#gL
z7t0;;ZF6t`97KDM5gvE91BU!5$gdOp_O@KWZA(Pw^5$l^9v+)|n3o0+tnab>@y@<<
zA?thoDUO(Icn-dC>aT~U1Wgn!;b?D9S(v|sqww@}eUpxsmQMXs9Qv|lxa9k%A(~6*
z(N*EnQY=+T6}q)JUSd))XcR8tDBe@K0J>PBKR-zg&;^dRX|3&mx~FYPrwXRHly0Hg
zTCB!0A>#}D;5XJz<I_`_51}*aKRi{vW3Y6=sh>}J_vKj<mwSL|(+#2>>V1B94@XOT
z=bLJMDj#76{+@fREaE%}*&g!#tw<g3!(`UiqjQ~9d$6;!14j|Kn=$p&);BlJeOPlt
zC4%Ob$u{*cR%=`9=fUy*{&ASBlbk`=`7m0o$SkdBo{{JpzS^-}Y?!Me+&)p!?2sL@
zqFEF&$K7qLz}U@`j$DUC{6<C>`%x*WC^#Y2*HvigIpo@-P(8Rr3w;i2NhV$k<mTeA
z-uBw~MEMYGmD2bYJ#|XYrz&G&zI=3z_9P>i1ULz+2~{wuIuQsak^~t{T2yW6`B7Ev
zP>$%4lgJnU#;YNPLYCJPcVR;GU^8t6Z%Pv?1#*{oEM0s-E@U{c6J@v*i94n;lhC0>
z%abGjSc0?69Lp@89&eKA`tjjWe6DXPsPsDVN^@y_f6Gm_&swH=3a{GNXMET^J>TEl
z+$Vc@bQtG_sc)Ibd3E)Y*wnYSc9Jc_`(_}Hj}buDWnjs#M^Qc>=4B{3W~Z>m^}Ni1
zqf<cDXY1?Iiv4(-aLCx6Dm%tx6MOVT&-|-!>AnxZ(K9FU>E7O+Uu0f;8(jfqXhqp%
z=&!@i@0}_Sc1qpu;Yj)fe|;Sm4E)L+341t4cgZ`^`X<lBYUu>u(bup_nj(flL%}_n
zjC6EzkNT4e-irWcc&k$arNj0(U&EM^b9?LZDMbHN0+w!uOaI=XkB)uvM{bSoM>`OB
z_P~cA=myF#YZ$walk}|hDS4E=Q=xh7J^JXwugFaf@Fzaaap|;gt-ds1zwareHHVO3
zZX-Nh^5rV-0R%)g9-f}7l9Rtjjr@pQ*6uoW5BH{OVI)rUsY^v3pVRUB{*Lrt6at}H
zGhC&490$k8=VJ3<89@fwHtc(Af4eESyXfZT*5>98Yfz!+VABLJkRtRHaL$j<_tuvh
z&16{{6WSI>O{Z_`O|x-$(rKwhP*yA+nzW1~#ayd^-@~i3|H9kttgO(sMfuK(ir=h+
zy|DDbFA%S9N1YBmqz`q-qLBXA8CLwOY}=79T=1QissPd&Md&d3q!%sP#>jDst1@CB
zTp?14rFD6(<-{i|Xa2gWtEvQunt#6K%1FTCN`oEi`x5AFr@~-@E?lDYFf2aD0Xvmw
zG{fV~{g5f7)x<uo+1nE%Ui)|lvB@W`(y(?Y&=Brr7we~R<OBuvxJ8VhK&C|JDlzN>
zzW&D}a;p-V4(&){-sSE0U(M`2keoy;0bnd5NV$(<G7kcuuk-*riwLFb)ZLh0zeJnu
zo%OIg3VCT+a_>+*!4?i^H=oY~#y~$6=ho2$Op9BzWdT;Q=VR1$`OGeb^S!+=*}$+)
z*8r`wW#Zr0H^`i1)R|*Z-B|Qb4@a_N>qTzBIgPDzW{8xhEi-F<(2|;@@vdW#(jmM?
zU6Z-8XjE>(-X;5H)Z#X~&V{uB$>54NS@yL(GCrK$TTdz#7%kZrhJ#!Y3H0JR>*@>I
zH%7?<PvxsVu3CGWd=a<O-8OCtL6OgSNv4)o^nDJw`KQVL(RG^t9{G)Ahbeg)Mn)Q|
z7EV6@g0;A`Bshe^$c@40@4eJ-Ol_gp{8*Bw!U)J7&ylC{2NQonC!yQ*e(3?1FHyh_
z`}^bfLTS!>BH16$yJKsx_09hN@;&;41@CY7%Nvkd6ac|TNsIG5Sozit+g?dp>>q<~
zZ-v{9She`mt(|>y^L(2%lLlJ|(ZXkz-`{{9Zn1sethD+&#@iw<)|+MrmX)+vS&dB-
zQ9SGyJvx;W%a@OQqXpFPZRDgaTIh2xtKG;>$hPx4n_FgoH?l99%-uOY&#x!@l{<$^
z`<v&4q@+cq8L?wV>PlJ^*_L1wCVbVR7Vo%u_{Hvs_ucdTbs}&0pJcD});dIax+jLb
zT7HQ<<euPO`!uGHaLarDT6XbgVta{b+-ZLl+qei}3^5_ujQ#MIv$y_-!#H`}T6+Ix
zW=~x9+A-`8jn@5B=@wzjOhzQ-yP-cO9Xq)MXOF#caRZ-K#!w>!hU6@~HmoQF7euI3
zK`TNG-QE^wVoAm6a2;V(G*{0kse6?7LmV6(HMf&}OSEsuWQU5Zvc09VX0g#Ip2-k-
zx)iT6v%yS7PnWiv4Rhs?SjFxVZYfq9W<##Cqwl84Rt}4FN}QdYnI?KswCc=UHF1NZ
zB=b6I9<3ISB)Kn|rr9*r$g;Jg)uUB$wv7aF4EDUZ9d<9f$W|MT#_Be_7kQb(qa(Ai
zDq?t<?3!sFHC7K;4&C4uXP^!1<RTlZxTSzwB)?TNn_?SRKe?PeU`;`LewSe6^6e-B
z@(#m0TGnCg@i4qiH|^CZTEZOJgm)kV9cjR)tyugA<7;H{(mzM*<h%B|e+f!Pf9rnN
z_4qQoPi&yeT<vFL=#R~3DVme_-kkGZi%7Zf089QqQBG%FQgwLgs9&J+$)SVH94Ez3
zoR4vSFWO34kf9@(N5NLof(~gP-)25}+0sMnlk9l&e6`;Lxc^?DvsIBi%Mwzo-`O!M
zNdx3MLKpsu6C}4--`RBYF<e?HX|ZC)+eeK`IZV2EZ8h2qB(vB{-e9)0bIgdB&3YT*
z7V@1_F_5e2!Cpu%=$h9SfOZJE@14Gt+#@7=fty=OdN_rS$Y7p=QIPErZSlXBykIIO
zTZ0GmRpYVkWo9sq%!e8xoc3Fid7e_!)BeC<qW)4$ukTo*HJ<G=A-0poF>MY4GR?DO
zo(PfRs0jO7?TZS;0~vxi>B}-cGAo^Oxzm4@+iBCZz~ftym9z+tVxM+i6`Z8ScF}3s
zx^DCS%dyTFD=;@`+3BQ(Y4%LJ<@i;u9v#}XT6zim!f|h_a{P%OrbFw*jK6WgeJyMS
zE||~ZNxvN5atnoOhZP&0{_Ev*+bpmZ*65emY3Wcn;?V53pax;N0~VFEpjTUkj(;Nh
zI7Hr32w2o{-2S|JQ7K@hs@<Qt=rLqH5MGqDsL-CQD(9vCT`KfkWR=^!<V|AjCJ~F0
z9)$fqDt<3&*=|o9_8+VA!=S{f;YlND;V|40^Ib8M7Okqw^~h-+Hv7v31qhdwPmcO`
zDRJAbb_6?%lNRZ;Ehxp=j{AT&MJqmG=Ju&-Q7a&&YO-c`%zLfZvCubAbE?F<5uY@Q
z&9izsx4Y6<JtGIb{x!s4fCC<k0Lv0kZZx--h<W95l!7SQ9wtaTRqP(NF56~m5pf<^
zzN|Xeh%CVH#e3mQC>AWq9dQS_MYwm{v-aL#FT!c;9jg!tv{UlGbeaTF{&4Qohzh}`
z3ZYK8R6kohXNMEuUQ{9o*WI9zJZ%HMc<M*{`e`MJxBCA1`LU@-M}D$qaZJg5c*;h-
z@2pb_5c;@6tyzqn)@K*P)B1>8qd-VSivf>!N7t4p-Rh`2Y*T_pdwoxnJHT=GOAe|9
z>@cY>^jp9+Y$IT8C&c1A7&M|+6W%&$fwN*2hS^x{Kk*|(vr*|-;;_#w&dkG3s}%P7
zeIQE+;q|!PXBI~*zR+odwVt$SbX>bt4&!n`wb*S2u2V4&*~${TMh!Z;Pbk@LCIqJz
z3G-+>T&K5+xva4r<&n_(iDY>!e5zua?{FQl6z*>!lXep(vvPXAwaIjSD`7HLBSfaH
zo91T1QyL;X2Z!2m&4fdog?@fhclVEXk`|}y>v<ht1pQ~TK*6J(O>^Hh`)mk-X-7AY
z&8?(GydLFu^sW7O?h>x&&s`UkNl#j=ub;Evcnhg|(jth?_wvU=H-r8YVEOzh%b)KY
z_ZihbMVx#9I@fOz2B+b1aPBvf7U=SHe?QneYxGCDM?3MuxLA3wTweO4d=v!dd*+E;
zzq!)h3z0wogjQ9(gtA5T+4W|#;hU4H1@Zdzqt!~tlNOP`m-o$L*)2_~6)ceZ?MAc3
zd;Jxxy;F0gY?flRMzkwJQH)Er-*}H2WZXDn&8p5S{XwptRA|G1V5@47JC-AO)oPr@
z$tVR2Sk+%Si^KjX3tW^dN86{TYLqoIUG<yAv-(A^Vuya^uo(}TG6CzAPgrwluRiA?
zOEp)weOABf)rzYyY-DfvxJ~c7!6Yru34Qi%82{mC-5Nz%#IyQyUYn_e0=C!X^Zbnu
zEyB`&(QC_G0Ok|Qy<)Po7jMT*mKWhl$OZT!FUu$4lB^7dR0pb&1;Z@6qq&V!;z6O%
zyc!uVyk8eF`}9;chF#L$5agUh_l}xPRkjS{)y4{pMfMA8HLXr3mfK<Rd8HQwNd>xj
zw9@1Bsy|uMWG9UGV#|u;R?Vi9jvD6KswvlUm>xBjSe~5`g>2&>&hOJJ5@d>Pp5_HO
z<d!Nkh;w&`F>^~M+^{gVY3e&Wa>i!?1Cr(HHt|=nx#hy5R1zP$oBGZc*$<VEgu4ZM
z+}r_^d{q`Fbn1_uH{ahk@$JsBEbg7>f!hH75Si>=6dWIK?$8SgLAsF%B4>B^Wg?C=
zF$j>stGx)PNIQdl+)WB=8_XkbV!U#IXWNJ&!rYNBX=ui$F(#wSa*{BcM`x?+`#VW}
z4IFxf9i1M#fjVAgD;;sfj^*};M@_cUYo3L{PVxo;lW6(U`SF&VIa?`4O?Do-atJFc
zMPvczQ7Gkbc!b!O$8@Mf@hX_U2qTa{4CioFY$KE$%SxPiBmhMB_*^X|G{Yzgw;&2S
z+FtVW(eci{dK*m~Bgfv^KlT;j5A(<7akSc0yY8EN=WY;gpQt_T`K8nIAPQF;TP@+p
zC#Xzc?%_DtkIuur?G@pw6|eL4FxqB*x+gK0XQxZ>*`X!z0bDdh;D!yk>G~80tu$l*
z)~hudamafW*jd{G+i1b$Pxp{I)C#&CRT`rEQEx-EoMusUZ{*ssSUG~5g<(;XM$x3$
z&3q!EOR}tX8bjH;r<4f55~+IQ?D>Z;EG`LQx$RS#rBl_VPP;}Cm0=lVt1!GJiqdD&
zD3Olgj96ty%6O2Rt+I+L)y7NWtZ~AGkTvMDRn`g81(QnwG#e|S-U>TOC9GKKadAY+
znA)#gH3dB2sW>Fr6-33?x6J)$RaKjtp{twj*1jq(ZSQYx?FTzM60A$-n`~=`UhpTY
z!&~|$pbra>m0704DD)k*#YV>gjATn~v4M$g?rfnsSz2v>XKQDFOMm=T_kgkE^L=Pz
z-`#vbuQFu;Jqr`AA4{8jbiM}?5yl~IOGte+I$hdEc;6#yJ6$>h2QP-9wB@tr5%R&K
zFp_saVhx5&@>H(3v=3S1@T`d=3CBjUcyx9KOv*CbVbMIItZ<JO4Qs5?INIJjJ^Yny
zyFttQXVAtvRi7FrPQjt6>Qkd}Qt6nc*ltR3uAIcJmSx7VT3l>)dLj_3q(WMA>x4Fg
zGiP!ka@TD3(y-ODJ<?f4bix(5u~?SZEvqRS=62JRmeHgg2j*F`A=7Da$p&n%sS5GU
z#-YiY+s)NTndsrl;VN<;S(e8*i)_^oWdXK*c!(VM>~vi&w$@B@DLmiTl}}h{LPn>1
zL9itY)K=qgo0gAuluuZNmu$k5NsrgwM%-FD-#QNE3$X-a=cazVzEqSMJJ^h_(<`vZ
zefi=3{+3uW<=R9P!1ZoLO^Y@HALNgr_w(>jRb1Qo0KW3nWVR*KVvq#Z2<ru}y_XO6
z%#PV>NDBaSF2-&M^+`A)eX*;R)g{W%cab^ruyVBIQw@N-Of=%XBKK-6UV$3d#iyah
zL&RV>)o_W{Is`H|s+p7Xnf<uj?(u6+GnQfeAH2Bw|NCDn!~gI-|KXSaO7EEZuuRE*
zhjWgb@F6;yOTENW^3#8C!IzA$7*88T*3R&V-CX0eN%IHhKWy{2#%<#UUHXjiH77sx
zhRJ{8{Kq|Q7|Yfz<NL<HGY0v;`;Sg<7%v&OjDzbpwIVZKw7y8Udy3y>#=U13^q(;`
z=6>V9G!BMu8v4ksWzMxb>8BRCCfH4*&TbikJ#B3A8;0PwjC*&UHokRn(fAqnxO@Zn
z|6$zGZeTJ6>g(5xf3MxjXfNqEHy{a(^Cvu4!@ruQaaxR^@9^y~&uUK$<DQw*Zc`uM
z(_Z4npmy`;!+Doc8@gpQ(l_|BVZ3mWMpK781bc?wYm3o5ZPZ7y;L{l3myGU6PLqTA
zi(esGYTAE8GjlS$i#`Qg%y5=^iXUDy&Y6>v4R0CCsoyjXv|H$IA@#4h!E|rn`#iNG
z)p%Ls^m=HQKQxTn%uT&CXlV^*Aja`!WMYRrH^=z{Ht->O+rm};mbS=weZtf3&~ToC
zoLuc?`uMcLhCQuAA9L@_ZOM2%Bu9QQ2;~@y#v!`_k)-~O9J6r;DjFQoByO&2KONQv
z=~GTBp$LT(`7P}OX=;j&GraNnn+8ukjZSi0O5+*+A-W)okI-IfL4UkqFf(iMd)M><
zdKx*y-@0hjFFnQYT%_6vv~1LQj(?3CZ;meDHt*KHm6FZs^5yWiWfIFtPdqnRWc*`t
zoLY?;oM)*;mpzsGG2<(0oH)Y2U*a$7MuROFKZAJR=0=Ts1GrIxxnrr~n1RfQzokn6
z@dYKBzcsqLi;w$8ZSZO1Hos}y8T3d@ugu)w4=$xXOx@2LFAwHvEOoZPpJ#kPe)<37
z(}Ki;#(tCkSd)j06W(tcARrljpx@-eAc#;i{<RBqU;3zZXDz-$+MlC0gWsdBT(T^U
zFYr6#^!83;Q<L`l<hPBx19|;H3W&>T4^zfHXsW9l`oIEzSxR^-MU6D}ze8Ou<FPIk
zdFSfWM$KN}Plk=3O=lIlZyG<mvM^8|)GkQ(GVuC{@nh}|+@@8Jz<3*i@7#XI_$ebX
zK6%~HH8qt~>ZY-bfA3D*GTs`Iy)O^k<Zq8EmARPf&4IsLG``6^?T47+e4ZxM(DL+@
zIIt{d@h^?rsr*n%ryFZ;q>Qh#TnY*;GLJvV@&N~(%<=jF_o15=HSs4mjmN14{`FC#
zX53h00NM>;@3Kdec{u$POv$)C;GvgPnkl?r(;qWqGo95BXu4VbeTk2{rr(h(JIKZK
z6@_lW{s#a4pT-le%z~xVWc9(D13wv+(@I^rMH6|Mxl(-mFM#s}{yuJez{>HT8T7h$
zX~5S>aRN9+<Coa=L6Q%8TDkI!oJQGr1@<N0olo5}^`Fop*{pWkq}TPPUeOIUbW67S
zqVdDQo5ox4H@ELX)R~(`=ktq3-S{o-c^z8%`CPKnlDiWa@*26<4gR4Ee-DUHZWxcX
zr;Qf}zGyTiZgKtdMp0XU{}Rf)(>M9yh#^vW>1ggjN9rxlTDL$>M!8cM;q6=etqXjU
z@ezXcEa4rOCxu^mz|~vn|KXXRl9(5iV<+KpX?30)8?#CN3ibaRy}X{kAGgLouV^q`
zK<Bbi*K?_Q;t3pbfd?!%#$PdE@9^2M3Cyo;yrC_mo@iQH8T3n-ON~7<@V-mNU;P7>
zzw?RT8Q}LW81HA-(iqq`uirF=EQA4IiUT}3eo!=oCq3%nKo0+;{+fpP<X4P0_@eO;
zaZ4X~M*qn;A=h{^bV~*iF`nnk5W&EL_JkWhLNJ3Izsl#Naj-8M?;l&#?s8-Kl9yVR
zzq65gm@}4#vhytUcm#mUPNd)p|697z?7WtGvS#?2%b#2@Hi3A-2zTm755_saCT02p
zb@S`mK*}f%WHm$_p^;O+CF7Ci=@9L(LgSruhSk5GM;s&1!|zCN0>aw2==^_ayrK~n
zIGF_Zv?nQwjTaWQ?nQ*f@1aEt5&5R^cd0y0<{bX)`+64Lr@o>YA7oFbKBSC(kUy<|
za8Z8z@iR|nQesGYnIAg~yvmIObAbW_({Az?sr`4!Nf>v?E2n<TcmR)bcW5E?)*!U{
z6n}HTc#{)=pH+c(PJ0`{QuDYp;~V^&-1s59!%MpH7@=aB0;y+wb>N0kh0$SPorES4
z&VEgM%wg1C>W6yj11bi-oie(Exzrn9Fow{lxXSfU7;oVF^GOBNEJVap7Qg=vpa(vg
z0Gfh7f0G;aYhLP=IhZ`Wl?1=~AqVYwX4K%7YXc-=<6p2@0?vT(4WPO~8p@^!<1;y4
zh3$Pc$A8NBADG6J_CM>(zksISNp-pL4Lz^<THlw}*`g*_(&zMhc?9!05-Pg^iyzAI
z?=$1>S7ji4h#A(ImT0{GapM6T=|i$Uik<~Xdx3rr0n*d7VHsE7=46)~uJ=bwLQI<G
z9Djl-fDzrrmvv@*AFNaUqDShYq7wx6uP_IeYux2GGwgjA2@6u2FKL7j4Ojh$=QIHZ
z#>sr4Qbh__LaP2N<Dn<L&*PC>j+XkMy07>J^0#w5HLS@wyqqS_qY*#qPEiN+CQcX|
zB0b&V$^v}1@mB*m<NI8O^(CGDfh-23BbXU@Z~v42US@zHqPyQj3vEb~&>)vA5d8JD
z!QMwq@q4<^5`TJ&M)xASsU7NlvFHPmen6gJWvQRoBn)0u)bAS?b6Ro5=)gy5^Z=rY
zrw)H?8cRPXh_C2RQMa#8%Hh7QJw<SSOOvu6Ql7j9bRAs7KUw2-XORSKeC;Ak0}h<n
zS9OFg)eg8+-~$-tl17GXJmwT37l}|?+9n7!sIfkv>#3AB#661u^5mlThz;Ny{DC~P
zA7f6n-Hb*u{?Y8Bu8C(CD&V>)(CLpVPl`b=vXmHJs8OPmN`VJ^YxEHpeQA;FAJXA5
z(f7jd$fv?MACc$-DaVlpZ+@KsCPp$TZ7i!|;!UG_?I{iZK+Gagla>5hs+ux>GUOq_
z1fj{|AAUgs007edfJ?^@n|a8x@XgwbN*OODZ0k$V$t{WTI}+zN;i4D#?IA975Li!<
zEJi+(uBywckYlHQFadmL`PVYIE~mXcOm+c^2%m@fY9KBy8M<-z0>UEy9sY+*`xuQR
zlY;0UfFV6jN&9}DB{@r*|D^A4e#`g)^M0<A|BH7o7(;x)O1)ti-{iS99a=&9w6Hj!
zKe_ePfVgE0@I3cHmJt(P96}GjVTkw2kjWOL!LSGNA4;6qb&5wBosH$uuz;AARp^2{
zxRc{=|L$T+XQ{0AN=m-ldzq0dXC%~23PGI+);BMB+7EQ2rsuT3OTq2Adi|nt2i)-o
zWcN9ZjY)ax>BXVH9+50`kV`tjC9(dJ@ptTZfiogV3u;(7L{d4z*V!#X+7@#Ms@IJ-
z7hITQg^+{)5=$g2{`!K8JSxNQ<#Xf~K49i}9RcE_WC#P&5HhKsa^)5>M*Us4$cOYv
zgNFZ93aMyP8{>HL<jVs;8J6BsW|l)Fe=c`CEEwHUuP>syLFom#k-YY%{Anod>m$Yo
zrWg1Rx%4%4ikw;PvE)4b<wgGW5&lO~@!BEP(sSAq8p#dqP5S3ojnoiwVy&*Jl<GR@
zJ^vsj)$`h6%J@dg)A%z+9ZAQ}K<fsj4-{9xg$FVk{j7}kVdG#D@dv#NJI8M?@fTNs
znk;`4j%mh28lTc3u>6Kbn1TLsHGF~zYu%x2O~c870lj$3d!(gO1NaD&W9;kP!KoBZ
zK^5LOdN;b7G6YWXJ?BuyOk4qJbc(RJJdowL^-Su?ZTYJakC_}2zq|Mpe}RKLlFT$d
zD5t+UsEGI?2%2>J{Uj12(tjX%#s5oA<nrPYZvE>pTM&>O%sCO5es_?6Q(81Zh$lQ5
zclfgL6PY&UkP53l=J?yo0A-Hz%Z7L%$6x;dANVZbJI7yNz=Wv^098P$zd%)?4NMBt
z`m1Nu^akM8n1}NNLqh|)xa1wA^ucs`XkZ{kE^BT#HJH9|F+DV-%Ps%ui=(3#N74ft
z6^8~d8m5WEK{}NlwZ<)D^un+#7LJ%>mvMM$WPpw?TH_O!$8b1EN26mC6BFZO*60u&
z8RM5HuHdYEL&UC$qshsMaf?b9SMX_KY(y2)jPZ#plUF9Lj9<if?@wI0G6_*Wx_lW;
z#;prX?k~%r@5>VtmoJYQ$yK9cxHB4z_Kz*=^5x6p#s#|fqf4U(hB-Ex9#AE@3ztUC
zv2p9tP)g2W<ie;mW?UGg$+pwO>5GOjnpTh84-O7NEF(iHxk(mS8cL_r)X;sEpfxx&
zNb3~{cEH2(INZyS@gV08JQ;!ukj&tfVOgGdAMy+7ph&HcuSvJ~fKl@J=P9JY_u%+I
zqUsbqx%`0&KgruX7^lY{t1L=78LuBjky-;pu#k6qym-y1zp}u)qxZ>He3(v=-G{P)
z1ed?^g=I}2qIx3*HBC<q3@_t=K#v&>O7&=DCxb%+gTu1&ni?D)9vU7V93GK}1H%^~
zC5Yw%l^+K$n1*3o7)f7{<;UUC@$s>-(TnL3lF`MnD^piUF?2t3V#>BBFOOZMgYhYQ
zdKyRar63d2Gc(iEQ&;HJe0y@{DvoS>Vw8@iui}W#%EIf_tJC<y;bl6Sp`#fzpOEM9
z^~_Z?zk;Lj8APh9^yCMkG}_EuCHHo~YUrVl8){A$T${N|KRClS<mJ=L^t&%KB6N{o
z!_8)97+*M;p}%R|Q9YAI*V3)0)w;=y90<-%${#S`8+6XbDBUr;o?4t7Tc$d^ZDZEc
zSM3Qy{-oIC<RneT9#^uPn7D%T_M}Bt@hX|f)YRkz73Igq0BK;}khWx6rZF}SkV>n&
zG&(wJn#PDkY%M)<;ljm>7wT8M_Q23^dW6hYzCnZFIy5v)ziFftJ*eShN+*A**XbkB
zfd3v`@GR|R@HivKk%ApsPmOaeBV)#atgaP|m$`)OvWhp_H-QM1Kq9yMtEIm|Y>^>Q
z`^^Pp0mi*wUEpjslcFCde0Y0N9~L&1a6XmNhb|bh7<Uy=1W*S@4C{Hdl>>(`E_e{R
zJ!1yWd6_N4X;6{u2mDWPas+N@d@@<uPYsS-95t-5%ah4gf}xA1Wm%9}zs1EdIEc$6
z(WHenIR)uYUYSgOqOpD1o}RI7d}${wCZ|cA_SDpL(qj7RHBvYJR14?oRZad_$ak(?
zqn3o(<Y7`AD^>S9yEbFXFJ}6;o0*=nVGhu~YOyBo1i=02)YOzh$)~8LO~0|mZaI@v
z(Z$SF_4dvAsi{qNWkx+mI&O0~g3&Bs#xnGimG>us8gvBWNxxN6qd865(~Ns-xW&{I
zQT5Ff{pwMTZiN3AJlm$3sv*Bmqvut}r=d*7v&;B~@f+Wkv%{dS{)t?fADiA}ndz?O
z?J9GGWvJ&|iA@$QUG1sW?ppV+PR~rLBr$a`_U@VKiM}+aZD~G}V@d$pD+3>xwl9yW
zS&dyOvgIpQI@zpCii2{-FAXN!c`s8en3^0L8R)mTJVF0&3@5j4kHg20jae55wdA#~
z)|feJ7?;Gnw*i-a;lhQwm8*?h7#U6@%mM#H!$X6Ex~7?4X5j62=TqHJ84upQkYR7U
z`vw>91q~(wVEo`Ia=EFWS;i(O>XP~cvW*O{nZ|&n%9n?1jbiK&{oI~lzXKnOxN&h*
zWz8?o-XBKPq_=L@ixoKEk<sx9b*|01rl&6$<CFFsu%;TT>A>;$mFe!Z`x=LN;4@T^
z?1M_ddd9ERhjVL#u#-uVUZ`Cdn}DLHX$R^UxmN<Et@ihAOihz(BkJ&Qh79zzs{ri`
z!FhUHbx59*F3#1iU6t^y8(w?%D&YdX+N#V_qhkOR<moj)dXhd**=k7R)AdV0V9Ir-
zu5?EY0vsXFX0m3nI5#!@CK5j`cQrwIxNf@3ZhV>`IFr1KdUBG~Ouv!HkuLe8$qSgr
zChG>(zUJ&HM8rDJj!hBhIZ^q{6w|%$%5hAR<xHqIGr!H(=x9=Hf8lTN&)U=?c`x&0
zgAefJH&<IUkZA({l-e?~K~^zsQ{a7*DsNOeUBr~<K-@1I^;FK8npByD{$PMM!1Fg?
zD&SxbVZ|io|C>|4&g3MY%UrEn*%rx<Y-Gm%th|E-BfJm8nM{6f^dZa42#aX{3jD%l
z)u>GxBn!DRrUqKGDd1e4fwShf`Rdi_D`r|X<uz?>>auxpFqsjA4i;ryOzX*3ory_U
zhjl4Em`YlVUnUAPGN|*Ug+&1c$6B(Prv?^eUL4kS)BDQEC_W8n>J`W}_}Vmh;=9=l
zntdfTFo*-5{0i>t|5W?2A&Kh`u0Op?n7stIJpOfrDXtBqFM+5{PRV%5Q^58FsYpJ2
zg_GuG@;?Ze8+v;5vOUus%+&@jjUz%5q7O#Kr^w6Tf9R>2nl(ky*cKz6HMu!T4Bna+
z@~3axv+%w^GE~a={M@yf2W)Y2iXwdXrezOM`GkJ!%O+IQuL@p8CO*Z|a;2<0opY|v
z+)XcDz1p40TJ{?kWosbImUO^-M4zq_XSgbpid{r-Skmn5Eb*8tu(E5jnd`IHi2O`W
z&)~puGGtS;vySUJv+BuH+rB!Rna^hD=_wC_%yl=Hbsfb=(fzf|T+Vans1v%^?DcFe
zOEh4X`g1*ZUeX2Jbk=dG8!6FDX4bjx&|Q)@fn0Yo&h>e^{rtwfgK;=rEq5?aC$7)V
zUYnsOn8sWrHP^&!w(UA|b92`z!qMwzow@5U{b~9BR7OV>z=%E1JGcv-no{qrn7fYq
z&R%6%T$7n4pVA%jYMEIY_f-bBicf@meB_UZ`3sJ5m%}Yycc!O(1Hzr>FAq^FgHP5}
z5sI8xu%_-!7{c{x6rd+5C_W`4711zGg}4nFh~zJMz2YrS&vb{gwMhaGv}SqElwEvJ
zW~Mvm@t4Qe;IA&zWvK`3KA4ph9N87XGdVG;@`J0A*@25vzA(?&Lu=6(so!>M#0TvO
ztGnVox-w0Mcxix=NzlIyYhv=Ub+P_jZX<mO8PA}2ZlN}S_<@w`hq6<~0O<(|sKU-V
zLzgIfwY`lI3-nfcS!2Q`iU=>eaoL7hgP`V`Q!@l!xQnZwAU`%UH+_xG8Z4h3yUHQ1
zo8H)LeO4AR4k+p`KpKlP)0FrUHKChP>Gf&gw>}DiKfOlKy!Llo#z>myEFj{{CNUCs
zopt72*S(%ZQ2^HQatlx8+@!_yRVSCf`SjB_b4iQoOzy@rg?Byo?2V+wjB{i0-S2(>
z^GnYpEw0T!^W5`y@4dMEo}|UBTUZhw`0y{hcqeJ$<O;W6{Dn_^@*~Cm>)&rYcX#E}
ztDpPC2a*=K#dqEL=<4U!KKs$6#jWSw^ZsA>T=0d@e<Eq|-20c7KJuC1SJyw2w0QpR
z^S3`(`sHB#Gf9i(d&|WSed2RpSnIdA`=bBBkACViU-*2##fu;M;D<i?iBEq1b014u
z-2do@KltI&$3FAUI6i&<V=Esnt$gIg+ewSh-7kIQV;}SV+s`H~{?YwU+`s>k<^PAN
zHvwv6-O>c}PYK)DK&G&LuQ7`d2rXb6%geR%VjzVR+uZBr;q}Rw2ciVD5QW$V8f0x;
zF<vP9rJf!3@Ro8@rCU|*uJ=6ds;M5zo8*gQLLIZTr+T`Bn2xFNOioWII=Xrk9Wm2)
zyv;eO|EK!JyI~=n{PSPV`ObI#<^1hO_E3qQix;3}?JcfGDsk<?h3@XIwy*ZunZ$*2
zXU}wg?P|1AiOUyGf72x&-fOR;66d?W?Nq)#*l4p*i8J4xaJL=U@35Mw#J49q+FD%u
z?3NlT(dBMwIlQOQT2n<Oj<>cP-QQ%dudbpJZO4utY_eM|)w>H4QR(o(y-;Gh+!l51
zX@XBx=`FTslf9wdT%(f+8-jpN0RBI{h#*)vs+ip#G*?%F!2w)G5g5Qaai#fF#YJR;
zRsVCr8GI;kR|o%E1br;fLvYGpR_sdGHKEU|j&WAQ3zLvOY2RKEJt3qI+HRuBRYH99
z1*-p-rpi}4&Q<Odw@^1Ob5|;NZQsUr%I-pn^W}D7Gf&SA2@oYgxXB%~S$6DBpA@(<
zpaw`Y^}ww_U3s~txuTL2Y{=hhgxJmoh?LD$vdwO)j-LWJ0n$w5GV)!Qa9DTb)~d>m
zE_y3FnhaonH2@vmSc|@(rUpQ;ib}w*HML+=b+uFiEYRHG+|$&^HVLCI*mLm6Ay*TX
zFk2e-e$^(ow;ZMt7F+Ytj;?RMIoU=f8uonMdFJA!D;G~v3CC9_&iC{U`1-r4#GbYb
zy*__17`R3y4xH*64o=O_&5clrue*nWq42`O!VEihb!BX3A#wZeZMGHp)YZwz;?k0;
z-k=iQ{nOE<q<Zh(5|!`_O-1kAzxUull5JKVn~E;ofADbm0hJh?nhD>%xBScBJfsrS
z^Yh_5@WmsxojDW^g>K$`@XO@~RAMGHAG&$x!EYYirxN4yq43Q+_kX$ZmZ|x0^u`T!
z`QaTZF+U%ji!UtQzkicT#6!{9@IvCwMq3i$@bp|bdUIixN-RbqGof%i5gua_k@$3E
zAs(F>q7qQ#^x|TCcGSyiIva`HNJPd5d#J=*I24aZXZ^jb*JmT)aCm0Y=lPb^bZ&lb
zJ`nI;P*_dp=0fwsBR!|vsYGaIHaz1Wym;aWm6)5IpAQaQJJarBZ<(5%_V-^@jxhb0
z8=D#%ywcUu+(0G9hlYLEzHM_k>!`#?Z_lOEGC)c#mGF7apK3qcR9D0F^lJAv^5JG%
zO;sh8IDOK6be|L8U^g`$rS)*LqrN6qVhgq$YIa)9a=pC|Fa|zUIf71`rM4O!S6_WC
zcty_S2v#Gb-IW&YrpmT@fdc}2tV)1C`430UNR~*%WUh?;)Is9nsp{&=9S`_|O}oW&
z03Sl(wWi%^@l@6B9b0K;A+RrfTBfp!lH-W*Q}oYOh2JezyKx$fw?*{{m)*P5)i&~q
z^i`rw{#79t5!gDCCX3n3%7oHt>uh$bm1ZkKleIVP+0*2t5@3=x*H>SCb!ab@FvH*N
zN@u716_v2sUG3+tcsys1QwhiZ*0Wy!=t$p1D&cB7>z$kn&y5aJ3HW<FyqHLYW~juO
zzUgq{_HA`3K_#w^MQ_|x)d%<QPzm4M4fXDWdk-Hbsl;epy?_7VgXQH1RAMHPyuS?g
z_UPACB68#Iy@&VFz^Fvx#uC_U^5HKZQHdKjZ{A$Gvvlu2lUQ85eKVmx{0)_eN5i1#
z@um9@sYE0+8;UP1+<mxAB|@ObiO527`Il5;er9ey9$!fQl1a=>&%rl~$$PAf$>7w?
zO!&5X`#x*SXmEONK5_e|N+m`|1LM=<&;@s>#F#%YJUTMJcyobC`2GF9;pv4NaVjz5
z>%V+;cy8ea%Yqf~^`E;o8j0V$K_&bH-c!EG=)%%%)~Ef0X9IK5$c>v+qQ8I8H#Hv(
zMOYaF!~WoO7}^}A5`&{-V^g7ccs9x;M#h3ufH)y0;U6BGnwh(?5RFiYvA|R)6j@5d
z=cq(*awZ&FxVab^rxN4ibAWS;3o}DhVmuHDFWg=Tja;J=Q-Rs&jd&#3dyYzkC#R$F
z&{Y5VPAahg@0gqMUr@fL5{sc|WH#7;>g)YfB03)l1$`G<T@F^p-1Owo<r9aR>ZwF%
zW^Cx{H(&2<sG$<m@b{Tkm)%@RC5F6LPP<)*4OGGd1m<94J#YbfH_XY7mIKbZn%JN%
zc=X_YK#g>hJ=z3>rKWN>Q2i%$^%f)sV59$!UV^DAc2!9K)J~$8NJiXLnA#%kCoo{H
zsXD52171eBP$2XdF9Vycq7z^wZ3gSEs;MbR{RvLPp?O;^G?7{r24J;TXOo>upm3et
zb@Zr<Nx;v0zB+zVX{QqAI@{j1GnasPQHgq|tNrTmkgxA5m1sJwTm_t-9vh$%(y5-A
zJ4?40LnBn;+iO!d?mbw(zc@`L`htsh@Bi}A!<&m#VlsMHz5j4|Syib-eCb~D-hHs{
zhg4!oy$6<h@8R;Vsl=T-Np%UHdaz6-Zr;3m_vX^lon(?qEZ$tYxwv%awyIKzh3H};
zeq-^*-Ho?^j)Wrf3pbNgB04)WIXyKViLx?6)04r`04N)in4TOR8}ScLMeb0E(ZH}j
z;2)j}C8)%(&+8i<9i5JZsl<TKJ1`o6FCtXJJ2*HD20ayuGKoR|@W|Ns^lX?)4ETnI
zhJ&-yQ>+ZH&pSLcIz2f)&m_EkKJQR47@T4f-rk<eeg3gvfJ*fDUO98d;~yU%p%T|F
zpF8!<)se~ZQ7X}Q`E+OZKwx}sV_dGCJAMtSHakrvdahnR-4Dn;K1n4!o@-Z!{K0^K
zoJw4~)<59)j|RM>RHD~A=mn4ncqf^Jcc9M~2nI$%RHDCspnqUwJUF#LC464*pl@Vm
zDs-Fm$AH%ht({-I!&(c?^-oSk7g?|OUmNm`PS3{UORNl!cOW<!i6?GSi4mXAADFwj
zuo$Nj!O`)l$>`ETWR6M%$L8jux9=^?vzm^L0_nSRCp6`w64Nu0#l@w>q`#X=gyP_o
zmO=rKn@WTiK*^$01K%8?65%+wi)nv%OB2%|AXaljm*i$Em6#33XZ@EIS3?ccpvlR>
zD<=*)YId`6f#9w4u(P(Rq976NzHr)o$Z5ez0@)4WP+e6_v;|$RCYz-?cFF#v!CHsY
zj}RsQr$Pz9U2qzGS7nu6!j8gD^M84n<34kEtV&Aexpi?P+h9^oCR1XHv$8t@lPTGg
zF}bYoD(Jye8PD?=xrr`zL^hF-Re3^8iHVIPver2_=Y^8l@z!EX_QzYYcZD5Z?Osp5
z#Y8G=EMI2V%2Uy|Y&5=A=<#7OF298sds#ik)&4I~H*5TsC@w#>T36^)c-+X{ir-p>
zFIggoxKXx>abuh%auA=smGSt}ExMd=>&G>p^T)U1EhClq(YvCqIDPV4TEzD`Rb5eY
zYn<0fB_vJ5oKZP1%Q&Gy_vGcgw!*H)OQ!PqyeFGim_*(qraak9N@WK_Q(4jDc4t!T
zr0e(DYy$c_kx~m~R6a^15?MTxx$-sbj7%nzN~N?MJy!l?J&_Poc~4%ISa)UJZV!B+
zvGk%{i7Y0FN@`3(%yJ-+)8rhJ$chP3mXb+@NhH?YnXH^ovNBQ$IVERAF_~niqcf{(
zY6^>GL%*)73JkZ#P9;yQtI9+op{;DZrE67li(+2MvA3AC^+ZY(H8%7US}Froh4xVi
zP`<1ukxwO<`rx6Ml-rX^WLayuE_c?Q@+4S2#7ruYfj-N#w@hT#;R}yPqeuB4rPk$%
zjN9YM71qZ7xNBn71YMrbv4h@Saw^4Tp#z;vi%szUY*ONU8%;@ciK43f$nphrt;5JA
zR=hrXocxj4m4YEyQ+;#+F2R9jtSQc?tRWseAH4FT$kHApG(}l?yJj`AW8PV5Wz8o)
zjW2syP6Ao+Eo0iiEIVi~b5C!Hw|pAQ{+Y@>jf<i$w{B#^rpCEjZ*!vjj+OED*794$
z?dxU-{?(^X)m*}Fl{XIjzxC!57UIvc4ozuUlWKhD)|hgvYVX7fizw$<hZ0ipPD`Y6
z3T-Rq#^_RvkJ;gS=$ZA$Mn9L&u--~(b3V<Z=2%M<ReT4UBIVhzl5SJ}?Nc?GU<c>5
zgx7k@_*N55410XsvUT~^$~qf0=!|9S)3};qSsskHM5ECdU(;BR#yKu-6pgCF+G>6J
z6mURJu2KAY^z^OjTyv_@Ds74ET*Jgw5>r2)q9|TGRhpxjdSwj{y?Z$)&D4vUqbe($
z>SbrJ#T2G>P&Ia191Km(;R)0gb`@+&PD(O#hQcJ^3)PcJuH;x5*_5oLxTJTZ3@BCd
zh-xlRPhKauY$}zPJPCU88ciUT)MRm$or#7o00BhxF%4D~G2xc9eAn9Jg2XK}W=V6e
z)89>EUQXr{>x#;9%w$DbOSxr*orvxd-GFwStah>RKg*$an3%|HNF>~VEEDVO%=Eg4
zOC{W3@=PKnW>cIek#W1J1OTF2%tKY!3Goy*Eib3?DOL}FDo+x=U{e|J1xVzf)2Kwo
zoz2P~gkpB+8A_GisboISCS6j{f$o$nYg8f&RY-{0d{Sa%B)SlHQ<6q+0PRX~qQ~P=
zlSkROPPjeUlxO1vf2J#u@Bn0{SbpV1#sff=&nKCL$fa<U<XmpUVE|~j0d?8PYo@Fx
z3mBVY+9Rht9x(}h%$&~ZL@MP`-O@$|qSY=B;7p!VpE8%?_F#6AA7z#W06I6v<yK@l
z&RmLH1ueFUB6TSVx10mtX52tGQRcXnHS4mt;V>{;kk9%f$52Cda@<?%(-n6&%c$~H
zMS&FOq7rY#r$7GaQ&)?rJGd{3PgQ4fozTR@PoDamTFPYQIOb7IibbANvpM*-AmI|p
zyR18@CK&Ljmh}|4+?2`;+MQf`y8L4<<zkseoL0^VfT>ildya3#m&IFgb?qI44Ls@@
z=id5MX406ZO}yo_PB7?^pDxR9eHy44r5kHMu6bA7bDW3L4Ov}La`MDGw}%azB5}#Y
zyLXuk;|jS{F00COtE=piTq%=JsF>cIC63C2|KO~$k=^c`ba&-56P7iRsgF33kn)Kx
zWh41^!j#OdB(oDfmIT~`*({}O*E@D?Y<5-QyjsGo%u!gds9rUh&#oCMEF>&)&YPFq
z;v7|TZ550<pEPx^vYE08PL@+$R+XCUe?>Sk>ESFg#f6_2r#xapcD*~oRbc@nB`4O`
zL^Z<_49Ho~#fomNYn|n5;M|#a+&j~{iREiZBshyv)h7H5n}E`2E?HT9M<x93L}J3{
zdS`je$^gueyDL;~ja8EqP3j!+v5SEJ)GDsa%44xurWXZ2F|OimOR`v8K_$esZa?=<
z1%|qj(ZQu!@LmsA#u}%}DyLZdtfu}|&S&9N(*(mWc>;>CsOw#<wG$I2|C-|O%6iya
zfF^P3syoT<Po7v$Syoe7Rie1z0c0_089){`Xj!)>A&Ni~>9D#}08E(Si4A-<pVyLz
zD=fcAf=fwqQqHRkS-LVFN!F5bZbNyxL@lLx00LRA4wEODQd7xnf^FAX6#<%(QYuR&
z)+Z9c05KWs#uepmNd+0%xgp_3I;$xg2)FLZX0smk$7L$vf#ze*m<`gLPXXj<+}cy7
z=BboB0q`a>X8t|+n7rhC3uKDXYG|5w*?3E3nNYmogMkzKQcTUCE<b(C#h+^aVwMSo
z6E!ZezV2d~P*&EQ^4t9CJ0Gp-gXK67fxMrXSb%T~;)Cq!W9Z0&rNl+!Q+d^tN>WP!
z(1-&jW|GYPJ%!+aTT|Sc#OCQ0FDI$pS&2!=IcGx37N^u4l@O(zm;$hpa!fgL3DbnU
zn$(z*%HGFZ#bYt4X;eZ|NX6VbxCG|hwA5UM3d-PNu1j;jdu(!x*(_7z<f^Kw6J41s
zvsfV1V)tXvN#;RiS#}Y1!p;1&{8;sCbKOd!i&fMD1p9HZn%MBd{t0jrF0e8x@px^O
z1MaXUG9OF2EfcC-{P!Mo&G?w>Hd+!I?T+X~#XDayz}Z&YpRQYdWKK?ia$TZkQ&A!N
zIgg|=ck4GA->r)&h&T(yMc0aDOTr`LqS?D{-&#rpH_GnsR(-z5CZIP-#za)#+?ome
zdy;k1>f9O!U*u&bky_*Y;IH!=9HGna*Aw_tjsSL=0-BPA@j6O#*+8(9;5ac$6{4#P
zGz?rk$FKmCbV8s4<5_seBh1n)rY5ihD)mZergd>bwye#uH7HJz;fr@xBQ4_bV|8^M
zy0L;uSi4<ZN`A+2jJ6dU2{;kiwMqx#k#DY|c<wP-n>eE1n7yp5xr!@XT1KYnTQH-v
z)yj3rEPacJ1k^9PlN#NZl5j)p0u9q-Dv{vCd^QPYnr9MS2~7s9NG3pH3(x&(J&(D~
zG&!MP^1S1TxDE^>iJ8U@a$gkl+&{^7iAl+mPkE$@f<z{h^#HdMlgdH;)?!n}eWWd`
zdMoi~(<5M3fE%)??dNus@Z9e_c}!spqrX<A3p~-&f&lSZllODmQ6iD;as$`m<T#ap
zpf3Xvh)*<92{#1SlK1T`<1H#7tNG-LZ<$;6QV9tE<Hj|NL#V{9TM!SdsENGBB;r60
zOzTh+Rt5wJ)(U8xN+q1mw@>q`D5)xykd(Ej3g#=wQ3(hDoU#>cpGmk=YbmQS16Ep)
z2tq&L6)wd7J0Q#c3N;V$z%}~5wTjd#r>PsINy@q#@Bu<aTAB(vE9E3rlc<DjlC+#6
zsY#7W<R9w^sw9oI3Yeg(KS9fgdREbUBx9wvCtXO;vk<gP;{{>AXFY`+Aj!JGC9hgk
zu%(R``egrO3xvlKlUPle-uW|bnKkft2@iOmgeYyiP|V^jOi9^bdy<5B9SCYp&CwTX
z2@e0xZS<%NWL;1BM_(9~A=rWL<ce%Ta4&kUNXMgmUe;4|slVayF)<2o0N<!-qb&-b
zFd1x&*n*gL3$s=@9_a~6Fg4KsT__cE2uYe0+hqHlre_j`pR~d-L?z5Ki#ddBQT$hv
zv^22+iPMt}K|%jD9URO-jwvH$rVQ{KW~fc(3sooW+|S_cDUtq;y$)qSbVhp$Q-Dc$
zpRK8iS_Y<I(`0UyS_T*rIDgMN*G-E^rC_*HoZnhZi?ArBMAp4NXJxj7mw}5Zzj1Aq
zN*IYaXL)RuRaT9)IcsroMYp9ZK_yIh5t{~>T4+f5qX_^A5xQM==@*7alL<`el8Y7F
z{#=t`pfzZ7?kdV|e*%^d9wrH6MsF9FVFV!%f>?>(Kb{x43`B8RnO(=8N@X~A7d)1t
z5^fQ5mS>^mAhC_-{xHkoOixl;DImrZ2x7Y2DKV+OrB%)(+??AZ<-A7PbC}VS%jedt
z&~v3w<y+Rb-14e~TbZm+y&U*na79sWP0KCMNwF=qClC)RYZDNR<^By-A-6|ET*K{J
znbeB>7}%fyj{p{CM3pOsk1CkDM@mCMDMb@usM1>;KUb9`YEW*1?0~9AbE1e@A-Pgp
zR59gNFx4EfMI{+i?I^Jl+iwA)F+Dyg&i|_Sb~NMXltQA@sG7jscPd_<TrBH(tZ`))
z%>|QUmFw@t96a)7TQI9=$)v{d_9sb2gWw+XUO(0A@LSMS&_v9<Us-qsnm_y}7h%>b
zoWFnwGB?5L6~?j^Oc-weL(H&?iL!D9L#W4lZO!UF&QykSpxL^d%_O;rS%o)8B|Y<9
zjuRT9Xddu6y~!5EY+LXje0-uvIX$m$PW>6d9VkK{ruUR&;)v$dLLxqc&Ct&4*)FkW
zlAh}S@AOwb(KG(S7m`%N=}(h1Y1VT*>(;2J%+$toS=`@x+*nr72GR=E#x0E6b8-&r
zO`ED`0n179m$u(x`Xcxf)VfFSq9+A7QGrIgbYY7my*3H5$^M5)v~q}}5)7p=^Bq{N
z$h?z?6Qi<+GreQ}s|)NWn=w5mRN}D;RzKnICd^7JT-I(*HqQCisf6ZxJZJT(5L{7-
z#Japbk>WggmEoWaMgh22Z2O&>OSna-x|*a_QXr}Vmz&q}%yCGF>s@k^8NEl&Cb9~6
zbvJXEi7fJ)WZuJG2>;7uF<U4|fC)YFa0xNt$);AS3!M*6cRjQ2cFQY27F6PiCgtU~
znBQBW;}cB)KE2gs+_MPOBfmDM$|d$_Rs_Sz<<eq9bY0AOT?%kVThy&NAy}2rvQjXn
zFz#}#Et;2PHw<eU>_>v24%0@Kfl5_qm^mCX%E{ecFd#K1f<gMdm}L^p#ngpqjTMxg
z^KdxKpe22nD;?pVJS%Pnn*<b3=y~7OoTmPrL04;8zw9BGE`j$cx`zNU!%I;}8*C;u
zUV=$lqKckYUg5yI=;`GZ-C7krH>+;n_$|mFcI5QiFH~-mEr=hXA|^W&v`t8J&ZwSN
z5-V>f$4doHw2?N>oWnGepG)9hZcj7FZ?X}NCu^l;RhYKI#J80-=als3h9_trl5Qjg
z?`eqfxGkK#=bCd8xW3=%sc+GMlwa$E%IlV8kE(i-U6tEnBOeL*p-A|hK7b~v-Dp<u
z+lbH%eE@c)A(rWPYy2TKxwg%H&_9|+$6U|DtuqQX=6WV>@N>KDkMwIa;14axm4gaB
zLGOuut;y8|kbR=*K2*~3p5}r`9$hMU#)Mc9F+IXbGEX)kzuT`H;%`^Gx-uO6*)0~(
z>`BF%VzDS-KbC^2{#Lb$M63|G)paT{F);^Ww<(iIPzg}ubua+H$x3GKSx?gK0l=pc
zz$;R6m#9h}DgjO{<%WPSnWqwB3V5m~3BHa>Bs`ork;tbsl}g~$X37nJOB8qg6QK9j
zBxw5+%S0xhvS2c`0vP>PnGkb+5p{(MrxI$?2Y|Q>{g0v~lpN}~N69>vR9)YaDdGWb
z1@9Hr9=lQH;A2qaR#rf1%IwjJgcmgqHyp`H@F_}~vj<%&UI)Q#wg;8m3aTDwk0vmQ
zu%zEBk=My09{SW+>P6IMR8tAm{fUy(^Sps>KQ&;r@k#~2O_{e_z#euB=^ZvxE?s&S
zGs+fpZl?meUQibPWwnqlb4GK8^v1FJ29mB3Vnz14T#m0o)#YE532ENWe=KPRBp?k@
z{aO|URWYjDDbzw}05<|!glWsA8eUgA9uGtac5+=L36n6&;U;;4IUMmJs7oz}XR%B9
zNclOm*1a5_tK~?<LKZ9n)kTu#1$m1Dst?9)v|E(i%W^^9X@knWt`j(e{paYo&}F!E
zx5~@JEX4#HdA74xcgO|LLD~pO@IpbINvysZ``BiYa$LOtI7lKph+;4ORY7I231~i=
zR8W~HdPgmX13+G3?k2lMRo(wk;2Lc~{Q?{*cFxX6EoLokv6+&u4xQEV`NTCsF<nmP
z!7;hJ81r^}M7J9}he9#kzq$_meN|N}7#S1+dO2fvcfnO{|G7)GfJUY=2e>aG*89hq
z45+X>n-%kVu($JxjEU@!XsCw@5|U2-FvmBQ$jcD<p$#($G3D0h(q*k65w)lp2<LO$
zHW<^C>>;uu1KLhxqzRnD++yoXWD`V;ZFT^4UrXh5@DEBH2MmZ4?NQN~*VTH9?K5Ul
z)X^0*nl4NCiIRRriX-aJA&tt(m|1NFVNjACw&v7IdUI1WsjtGQpjPElrbLiS?YgGH
z|6^qhhV&KyXFQgIhnUId%>;9N@OtjyST*U~YA8$=lTa}^zDJ;0i9=<V(9O`vdp=wO
zl%pBXGy#&v_5v2>FfIcZ@z?rhUy~vW&8p&_X&|pKft4ewa~n_=fcvQBqMqfP?(~(*
z`}9Sk!cJqtRbNCtMXz4iF1gL1`wc-*c2!frvPrB|h?O}>`(FLrh5}40jTvotAy(%g
z?G`h*#RekpCmlxNKM`E|4<ZgBGj$NRQAk_u<k_ZXa9=fgKAG4iCnkJ?k%3C%$u{_z
zBWr^37y2H0@`@*&UkHV52qrDF{Uq|H!VCrQre=f_cwKEDUfm%TW^MQn<z|Eyiz>w}
z0`~=c&|YuB^XGip2pv~#1Bp{Agk*({%9x5@hohua*fJHxi$CBy`LgZLk}`UXWGW>V
zE@ONmW>X#rGBb%3-Cwm1L}fz8%ZO=aT-Aqn@mWP<A#?7Z`MQfCBAT;Iq`oLjY>OH^
zlSs%%^!cAZfjBFPVNEhew_jwFvWj;i$aITOa6KWfO#peZ16YeBt03Ktdh(hAss`2@
z)e^;SsQ}@k4-_2)w%LNpnhb*;gQqIosKtQWwqQy^J&-}wJ*dJE#exbaF)c2T5$GyO
ziR{9hIV4hP&c&J<$q$<ZZmW&NtMw~UNoY4Q@Wx*l^uY;9q^Ob(4ha!b#L*Lc#+V?;
zUpMfdY7ucs>==1nD*U&)9MTsAG(6+bvKIghxC9Ud97*^P+Ikr&y!0>io&c4wnALQH
zjhE{Lx!ukm+iKQh?VQf40KrTvZJ<-N4)O`~u*}ZKjDTJ{FzGMopS;aZq8BmSnn_)-
znxz?D-_EAWJI&~C$a^zU%ISVK{&|7DAm_n*A<TA@L<9k-8fg*8n^K{$7mjd6#Aw)5
z7%2XwXwIdN0($B<4a9cYNsE~nt_X#_tS0H@7XbRu{4JovY~Nh8p$~&1t<Y;xd>z;(
zUX}o%5e7$`;2@vDIqU)~76q;rXq%gKT8!ldgE(gD)2}h3_8M`KL@h63+0{tBFw}?*
z*+@HPG?tHp)4L>a2OQ)BcMg6`ek`mjX-QR|UdV4umV4wpKx=~2Hm3D4MYyP~6|-sm
z$C`rI3D0%0btRW*EXKQ~*{vt*>way*1o603nCXsYyVtR8v66;hVnWUWuPn8n<6OWO
zjynJ3-D43U37p>F=pEB1XVByTTXD({d~3SWX348Bwg{ls&00<tns#XJEoSvAf}Lws
zb9^ZshhR>R(9$s6pIgX6lTbKnOVT^Z@meZFVr`hEsbI5)_H9CJJD~3_>?Bb3mJ&dW
zMmyoa>vASL9wB&5Htit#ldtv)Y2xG~96-5)eB2^H6hUMY&|u)w#!p)@%c4n%y37im
z>Hq8&(wJ$g7f%=B@ZwbrvEl|xPR&?B#XuK}i11gsDwb=+h({p_cZMvMPz^CjpFvIr
zAI*^kj<w};8F|Aoy?a#$FjnNioE?Z}?acy&B_u2mzJcm#R1Y}8<l7xV{VElS+tPpu
z3c%g*&xsI&I3ahv$gHHdpc^5XeVZ;8TKl4zbe7S6Dpx;Wz>`np<IZNB3v-fJJAhKz
z__%&$L=c@C_+G9N5Vqq>R>J4aKwWl%_WoWo*r))J&1)b%#PM?&Uk&e8DV#_l&yItw
z?gX1L5Vy$xL|0+*+0=&&KY5HZ8@S!1qr;qxo2@ClkVVsEIh84#WPBn5S;*%--1=jB
zL<Sf46NxUrEVF}2kAaJ5T(P=NC6o#d!+3=`x2RS1AlU>C+b(lS?nq<#1ST>w1GY+f
z=mpVHxz@HzNEh4rPvEyDJ2{3~`_oNMOr9jSSjjPtylE8*=dQ`K8qhHcfusdbxjIQk
z0`3We0G6#tv2DQUYKfs#C~S+vu>l4zSK5uAFq2sW-(ID^EedMiVkaM=2Y71vhE@|G
znvLg*VbEdpfR)Op?IhAF$hG_Q^pu~BMA;$yL*480*9quIBj_tU^@WYZc(N!Oe?fgd
zhdy7ED29CCNJk095E9u*+@(U{7w`tJwqs&362<JFfWP3OFWU9wk|j8+f@q`4$80=|
zxhj8eD_7k`*nuQ%CW|}xe?jyjTMT{r#L6)}WsgaERaUOjw|zPS&zT&2yG74F#5tQt
ztepVwF6f9cy-A1}!ND7vA<6~D@bMsc40*u8zcONXk&wF?fEV!p^ARETrH!<jFtv+X
zc<;;MW(nt^qBtXk^tJ?aF*AUDWs*LDEm)l-?ZU`7ic_ho9;J|w!7Ry&lf>!-Jdp^1
zIMS}ksWu)@2Bt8cl#)qL1{(9PkQQcB`D8Mg_t2Z2qB2e!gWGMiS-50)7oPVsd9GK1
zNt6N~bmMVq(1EW7ZkvO&7|9!_FiZ6FQO`=C>P3{{y~4qDkj!b+2GRm!8M|U9;iE!&
z3xqh>n}9wQ4WtEttk^-qH5i)wGrb`2ePkB`LKJB!v?^w>>FG>42LuWo1_89%q;c?q
zqYj9x7J#7|8c1|6CPL+pm79Sj+xeFQ&_1XqA+PzO3%uSk{SrGpBm^w$C=t@TY%rXF
zb~Zy;4<~rJ1als4mtIv1T&cBO%`^$Iayxmk2YM8Iwb~A<3x1a~0opb@Nk^#;e%CER
z%<LrB^>lxxoD7kYj#_A`aw))5Lmvi-+K&dE3qLC&Z;byLOE&IgEE#a@yEyv=G$#!W
zl6MNRuk0kWmn5cyRVr6aUKdfh^4zC=`Z@46u-&6V;Q|Wso{&WsD+!9_YuG!&M)KWH
z*)J_3S(NE7e54zE2RN0M&E)kKL*ZCGd5OoH9prs2IC6(ol{!RP2_6E$*zeg59PpM}
z7>^I!37q}EUvO3*T>zc%y(KAe2Vmr!ICBcBmoG32K6a=JFES{sqLGgVLbeHo1v2vd
zst^MP@u3VSq5cwBb-V(4zt(1Kham-O&TS)|yNbUg`jah$EbL=X%DV-*#9;^v0usIU
zVp3F8{IKwbFz`5kli`Q6!c;-_<yKJWF4Rn7aIur@&nn5AFIZ{Mj*?EkxKKk(6P2z3
zMSz~%LW?jdT%#cGwqxd7c^7!EYN8m~`&!CL=Vn$?Xa`x`%1ZhGFx+GB!|nh+>M*qK
z(^cyIHj?3l|ENE}M-K^dxr4+j1<vi@!<?Q2GF)ob<byWM$qRa6l0JTk!G=j&*eS?6
zY~(pkjhXEv-Ajz7;xBo<8lQFv+?P!d(r`^=;Vc%jT_P93fEvhkFwRclAi)<#byq7X
z@<|}7fJ+CQ<VBHAd?Te$>LDlj<Pu^)1bIooiFJL&4ChIln4O9<*$fd-lja8UVY6A|
zEDl2Yg;=+JyDHy@_^5%uUM9r$+i~Vi(tr$sLiXTfvb2mWd`Gzkm>Y`$xU@eIxH=m^
z8#M8NJ*w%K+5$<zBv?SBG0WiJf{u!I^3q7++l0alz9lE|4S>Q|8~9^20tYXWOGr`K
zwq<>NmH$wL4xmm|U!TAaJii${K?8XY@VTqeBz?C-&uf$cHNFZ=cWZM_k-=Y(Qgl-M
z3!9Ms623MeYF9WA*a2P0hic%>5KBh3LX1&lBOd@JjSl|00cRwE#kFqLiFf2%V(b!J
zMtv?w!g<A9Y?Ff=17O|*BejLNIa*8dd<)@E359tM^0Es}z#w}B8I<nBE_g|=4fAcL
zt&NzMP39ZOGn0UBBfXmx8MZAGy^v@vSv1f>Op?1yz<9R>9B0usPvJE!Ma`-f1N!&;
z0JfztyQU{Wv)ci8BRrsIDZry*C<ZNS*sjR?_2irHcjE1Yn}9Ll4XIMh1aVabaH0mo
z3-G9dokzC`P?t84MPZu<wQq;v<9>mg20YnL7Txq!5F7X6lqa3@BcVF-x`a*#)u}lm
znv?Ry2A+!x>9hK}1zuSMp$T2NB=6e@ze%7oR8jp#qnw2E5Yck7#tXd#G5(baj{=g=
zCNP->JO6yYkUj-!;ld#8FgRfzlWXiHdMPH=y%js90-`-L;ykp%LW&v$`cA%WMz?*r
z774Qq+WRHx6olW>S+eVZ&s!T!ilG)0-az~Mau|I-;;;|O$VZMWT7@PKvla6swvSF(
z$F7sbqe34QI`$0`Wh!KN0XkOZ#9Xpm5%8%RpuA4xq`4Tlx%VyTD9uEF(D1PcQxx;u
zR|0nhXz^|c3Y->I{d`u4b%3dN#DpeNc=P8H=n61su9Ud>jTfiS>A73m^lV-v2EKSR
zX8aSlF92X#y%;DIeKwfY04=4(0RGSk3Je{|*}!5KP787wu4h5Kqfhy7*V1MoU8MW1
zw808|o4na7JSx<ev}_{azgcgznMvFzm}y-=Pv3~_H%t(lcG-;(&uAPpTTg!tcG!Xn
z{<noEFq>(t#L07lZV;~wWbKcHe?rTS{DK(2*eDwYylB(Ldp{O(n6(0?{S27G4nZ~n
z0PpETRMXyZxQ<Z59~%S}1Oi)67Rv-bR{~!e$$LYeu8#E_Cf(c0e*`upIQfoRoDw6i
znt?jnqxwvYro}dc>YJd~zXICX0q|80)ED{>Fj_WYrbbNqn|3sk=pp!VKTyFdc%N27
zBUx)TEB_adi5@qRXFG8)5YgN<!tWJcOJ3|3Vj=LxE14Eyn9~Kz)#zP8w%E5TueJh2
zH6Va-09b8+h|TcEB2rW?)RV&VEf8<<NTyo<z>I4pBwR`iox-0Miqhv@fz<<5YTz(o
z;}-J5L=xKs_E&g6=@d8qdf_ISO&fpd)4m7o{B;p?WMXuo2*UUD$M$VR`NtcgF~sya
ztQ%O6leiI@Fol1|HsSxIA{-$dWg8DXYZK&OH<ETECXgiIGO%$6|6yE+?EuP_`BLDv
zLMImK`IOs5(z!+Wo)jKzIV!}!hK_9((%^C9n9c_*%4k;Ud-&Lbz?A@07NcH!^(?5s
ze+dUP^oRpsgmgd)X<^YyVl3IHQ)?AM3H>W7C2@)xA(T)5kr1;ujP6#mMw`#eKLEUd
zTe#k5)?#&byf-OXxT&4?JhEo=ZmpoMWo)#ADz3C?+(|o5f}(2S)l8bIU-HSFM}q$f
z+>pEj9cB_I64DkccnMNu#yc?T$T0(XGcM@&yFc4Rc%z>91f0)nqkjDX$Z4@X(B^U>
z1_1HANZ@{H=hIb!T<pZzS9vq8yOG3Y;JQ{ryjhou{R)@-h}=fv7U=ML65>eFF1=(3
zvW+Er$zY${n4X4>3)}gK6Eob9S5<`f0L!-W85oXZ_M%L?4xE@<sTt?J7PjdrE9Fvs
zwJ!Y!;NS3*A>O7J`n(QF-VW)tQ^%~fO$GLI%Z#^T@zJx*xf}q7;l(MO4GZF$S`OF!
zN&LK!w!jd70rhV(9EVo&Q0pzka8XbHqQ(UXQO;sIC18Y5bUkS)MN@{SG1m<FxC=AI
z6mrs#w4Mlxzy3QxRvdgLBBX(JKzm}G-H_&iDnZ2^xQ2-{YpOm+X_8`#LhJ}cqD8<R
zu0gl#(qrD|95yfwmErU`#GivNGm|%mp)9;v52sP3nA(5?uHdfLT2RZPsD3Y~o(u+v
zpdzGC*vqvS`*aj~R-*Ucu^kvYg8x6Z9o-jy%u>kRS!-6g342hVKa;?KOzI0D=<PQB
z>QGJ7=K--Y9iSDL?7Ay72@z;EXCRSUoeYGGm<=4esI^LnopkW6Cg}ZN0o*l{H`Tg2
zfSbg8Iv`B80xa1Ktww>X1}@_QcsPpLqRAUf@m5bhm4X>Jl2%}4`)qvdn2`R)PM(z!
zWw$>5#|g$~0N@bgG#Y*o^{Xf3I*<gvC_A=GZlJYa=skrSk-&Rf)Lh3_y{#DK!^l6A
z09fRmx?BIDS0DHGGSK=$_0Wev&3ni~p-G|LgfG_>xotbJQ3rWuBnC`oXC)s8faQS(
z{{<3o0&K*vLvQS}dh(`3f8-f3T-?<`+9CeJ{LogD#!m|}40~iRcuH{9Fjxm6l6=0i
zP{qx}06rZ0f%6czNiU>zD|x-OP@EBY0cgDu&>XEg4IaAEVNyPoqaWeZAU1Btd9&mD
zun<EO@M9Ci1Z}NCx(;0U4-hi#wHecAKqaj_Fh?$6H{ztM!N$Lu7Si?5@_KR{r1%CS
zFX}Iq#|6#|xC;8R1N_GpAy)4&X`lOWA%djan}Pj(1Maexe1}E=X0ns;`}IkIm!Q!_
z5TMl)<Cl70ayv15Bh;S{1D*6kbAdB1ffm4E9|SxGLhgq6X{!(uo#Y2ukO9EkA=3P(
z4nFo+NPi3F3co=#^0`}(U3Of0!c<Nlfx8w%8|rc9ZShOJ*5OJB$pJb)mO_94!FUW<
z$e)3p8Nk?n3SXDt<SF)Z8ir#Vg!Nn_cyq#U*GDi6UUn-CsgZP4V$C6T5;$DwAtY0b
z@Wg*^0W#EpS<blw@bpe_LuPXPuRuqgm=l^Dv+1(|AlZQ#w4Elk=nK6M-nU`V+m*CY
z$1BX%)@bMDgMip|O~hc(D-|vx9Yn_=iTp7pvw)#TZwNhptQGv5gT$&}WPvhlCU|QN
zU=OhOGz9C%P6_E*FjMfX{|DX?L7sz&`~>O)-ZA39%+WX#%XQ!$J}3~_kHw;DSc?My
zN!Odf9QOh9*9>M%A52~Wq1g^PZw1AImu|(m%%lp#97M#?RQZwvuL?}U=U9CMS{?3#
zM|}N&TQY(+{xh(~DhIg^<&`$^iF)BBu^3}eseKSWZz5})Zc5;aan=l?N7)KG_$4k-
z;6Q+a!}layg{#CM$iKw=%m7lcN!?3a--GU*{{%)4JoLpk;8JYl)7EB9=k4H(k3)D3
z9r~e`#5d{w;scZe9T&mX5%4My?Og!#b9Y0)c;2R8<Fd^`Uht&zxUS9c#6rRNS}zOS
zwnigPaAU=4h*DJWZ~6*0etN$huN?psG4P6Bk=Fp^m4M$?k~pCc2EbOj6uKWQ?$4oD
zcaY<}{yh*T8NPqv(eVeqfXZ^Mc1uoONaHfQ;j;kH)u2~iY9z=142K+WSK$5uj7mwf
znoNIf!_?SZ2XGyyPVugvCq|2a*xgFZN$@a+Pcwj5m`(`suNrs0kOdJz7yViifqp9(
zQ#HwK(N*&}AgaarN+%W)TQNoq>NL^mRQ{vxL`~X<8bLm9=RXqUktXfqcHla8K4aFG
zgg^aC;JO{;{btg+mCa<P&BU;YmV!$GMgNvf*S1!WwIKVY4fO;F7r2i9ZZA;Nb<pfm
z!mslGq9FW!D~WGZ1~cwK1Pn}5uC=2_S*YXHf?VudcsDDwwO-&>p!Z7&DQ2_uEdnNZ
zWCg)+Rys)(bZZ}2C?W1<R#3=*cM;Hno}VX~ZLHp4ao`rdrn9_d`Xx}nbYeDJs<7P-
z&pQ{Ut8rlrci+XpD~67fjyi#+D}}J6bJNCjJCDh>=~`sVAW4|%FBVB9V?yk>y-reI
zm77)ia2oHWaR3`JE8H}+|F87fdhQ6QJ7`=v@NPQqZqlBEq5xISplvh>a*@-}X3!^r
zp1DbfO*l#llmA_S!w&Mif^=}k!YT!c3B<UERZ6ZPod&i*`sz2Rp~h%Lh+Vexd^hH*
z<ijNba9`50o4npki#4e)&jIBCh{RcjsDpPm3tY-pp3H!<9>5vpNBWdX8$@GqXvSX>
zUZ!j3JZA<@_Q)2+-I4$~oY`j8aveNfh$WE&=A>+ZXT-}%To9xSlrOgT0TGty+B1Y#
z<aib9<Yy%~ldmdl<VEzOhL3lI^cQx+Ck~v&KLFku6J)28#DRgj?Z);1{sWe7&T)Xd
z>0?5y33${Nvbc*E`GPiWB8teg1jFYt2cMP%`GSLgxf{t9N$)2eo2eF?q_+P}kSoA_
z!yp_6w*Li&B_y^>_d#iZhJOcqs8mOem)nH&dxTt^Z&TAn_I7|_xvY_o?$hxwypt@H
z3V+S(Z+;2J%{%#cIUq5_%rDBwBF7Z@xeYJtVpRmK7MLP)r9knW7FAmK9#<p`pEsHH
zJqb~P@MUxvgS^1U=@WWN{we4Jz`ino)COW05&oJ21i)DUa7-gWNF-q0o1w5`&<Kb%
zzJkUX^ytteeZsp6fRut%k=>|YLIYh~E5r;=Q!);2zD^He+{L_F=;D_g=pL=VfdlU$
zAX>g`)e-I^g#I-fCR>AhN-lx#F9W>;Uf#MLZ|W&jki7p1>HH~c`m0CeJJu;C?HFKl
zSL399OSYy`phyo8MP?#W=AIDS2Ei?~=87FBf{v@~wX#{ixdiBdJnAsU!8k>$Aq`_1
zcaoQ8yyt-bXvT=uluMWB)E1XMwn4ZH7Kv+^Tl*9Yxv%qP!X4mWh=|GjF+q^`IeBo)
zX|VM+@Jv9k(z}4;xSeDHI(rZ3Rxyd!QlNz@9u~L@jryJ3IYpW;w7LbnpT)_ie+CZ2
z#>@5sF9!89J8-wkVi_;$kMp06%{fip<lw)%A*73}c*{eq$HupB5#(0D;$vjdE_|&g
zbR=OrQT~$k<VQk`o0)oX#|huTe))We6rEwegvZT_+@;?`7c&Ao0l1$)U?6KeGY$<1
zOzbCi{xf*Q{}O%^@iHDdc#&QbpJoNW93{$5R`5rGbTW<RaZRTIxZ`2MUlwQ&d{D@n
zAQb@K1H_@tUL->>J8s2Q&&4hD9d%NYH|V~%r5%i&L$D|?lZCHs+qTVjZQHhO+qP}n
zwr##^+jrhSH8tCrEIL_qs!~a>QhmO&ZMyk)K0^tqkTxkLcur7$WWw{Sab1!-Cio|?
zyP}vi;;`0TCB=SfVyv7%$eASS%ui5esB6NlFaLVjoi1XGu=Vnv67{Z5!twVOC=H~o
z6I*+)G3HkpFrIk7<O0KU_Ht*|51>Z&mpEUX8)VxYk#@z-K7nxX(_U6wjeDH@?!;eh
zF4JF(>&=`JA;(SqAgZ09B=wOCuGKc6a7!?W5M>YQWu1?5ydTRU%DM#jHQczBsSTj$
z(UX2?Ze6v}J>@;fnVFDVz11dMWIi+xaN!pp_xOlx(5{Gsw%G0FFTeNj^#Q_)Q1_6k
zLmVblLS+rS+p~fWYc~!0V$eqo4`V|BIbt-ln|K48J|67x;~a>`Vy#_f8VV}+JFgrX
z7rVJAx5igy$8+mHU*m9I*Pb%Nd3x@gW6zTQ6@M@`ZIHY~rSsBcjQ)4iRl0C!v?`0P
zCt7ef8*eOv)7YImARy|20s8$9hoITZAMkKif3DPvWSzyuJOaKj*$>Da9#KPiqXi2B
zKEfVQ={0eb#)io6PY!UoN4XN(c2D)%4nPuZHa;$c)%K$P3jnKt?GiPR_c$z>#e2By
z)UbBp{Y5yTX_DeGn=dDTEV$3S{ZOB6lN=?wLjtw*X7n-#E=cVKPVJ~-si3*Yf(pMr
z7Kjn{#5F%qNzeoHFhp_#h&IS+XLvA$e4Y~5-5z-GN*-{+@5<aiTgg$xJLrtyZ1wcu
z^5SQgngpvn!*W~KB*4j*%6ou7#G5sH`4LHZ?a-(bhM@C8-=ZR&`R~@;=T~Jehekke
z(ZFomaV?@}fn>4|r8WYx09-cv^)nwR`=2?*;TXGUnGc1q(8X2Rv|i&`3ajI<d&s`j
zT7SO)KGbhX9>}x}86_AY0NU8@wgCx!utM#bJsyJwl-utgk4&`{^Wz-+h=*r48P|Pu
zW>-b)_6BQ^t#wkmiY+6B<EW09F0lhlFqI|1<yFc6<3(y4u=rH6NHxp_EPK>7pV&jd
zHGk05V4&gmncOIC<q5a(?jl841UpKX08r6^9n2Wgm8#5F7fIoMj9Plhk(-t18Zj5?
z{V@xFiJ?t9OK17R&OQhRDW7aG%l(+o8PIpAyFWO?JjI)`4^Mt^ZfKz#W)cH2eF&!|
zVB|HTQa|0{JhXa}t@sIs`(@ftUJpiPLf}lSk!@qqaoU%3rYNc15B|JONnznNQzsAf
zIkQwzpWEoeBEbJxWt!&fn}nRcB(4$J&^=Lb(I!1KitguMDlCZt&`RfLkwLKi1o>X8
zdr}|FHQ_=O*lN3g@y-flKfuUC;NY&ykBcUAt<KH4D=JH2PZ`PkZrX+``{!=qeBIM^
z=b`Khqlu<_QxoP$<ITLzn0Af?jAuzG_<uiGU~7<Eq1Q%Jn7&A5`5$LB187m%41Vs$
zQ}hA3*e<hQ9{3zs?5EVI))PS6KKCCXD_%iwKLU88Y~L^=CjvZpH}!w>mFpu4yy6RN
zE0x%hHk&K9gKDtb8gK#P6Yw0d3$^>RKPJrTFYIAB{{`F`_}*=>VZ$q&d_rWH-6OZs
zgZ!<QpL#tjUKA5-`jIU=sw?boOAqY+MWO=Q`S{99B%;Qyi!&*H1hcwlUao?e-{F&v
zgUpQ{6G%AKo^JpOZZbJJP8h^!=?q!l<D%I&tpR#P{`OVaFlQ#!nsSIj^%y~K4P5yX
z9ffS1VK;yd6`PMIN68pAR7}A!x2-?fQ$8R+R(QN!^|39|oQ{%$`W@4|25boQP#Os<
zc&WOmF;f}IJ)dEM#RnA6zBzZ!jWK}g!!V@ID(axLCrOt^*YZ%;dghAEjM!Uo2DI>;
z25cYX|Ih?VfNO1!eO_&}GcGcbMdGy-wG*7Kj=LKaXl>MG#Nj??A<(2rXwydQ0q9*s
z8eDK_QXMQO5O_@X(`6g5W&C#ufs?lZTl3$Kxa79Oz|kruFeUmEDpRjUiXlRBQE!Js
zU$Q^C=%Ff)HY6?bB3W1fH8|;(4YP6N&kvORKBP)aaShJxJwX8%Ve45xE!8NI!D{*1
z*$1cMa1&MtBw<?myEg;i(9fwqw|+$tn^AQ$1L?EfImv+RHb-dHTf22Yli8STJbNEq
zrx=tZ>X^^E_i-=*K2S3zLc1@yhl8q{TmOeHHb^C7L6ES=uqT~r6tWpx_K|!CXuP-N
zzni?BWZmc6PM(<u^JRn`K#nV_7<1^)G|?8US*8#9J|M=GL|S3p3ZTwES9}YDI9J6;
zW6B{0(0Hd4u(~f(G`QT6j3px>a1_JGvrx>41*~13*F21|((XyI*Sa&*wxrJk{IUav
z1uUlnS9C`Zm=WAA`3U6p;1}5S4@G;rG<oKf*a=q{Y5{Uv7#PzBnIg>J+>Fo)t1u{i
z4cNd9OUKgeT$0_sg9;DJ%ZOm4`|3lPa}df$ZbuVu<$it^*e4WNh~fZqXcUO_%{#Y%
zFsz7K7`34v747X2kK^7nfuOL^(;`Xni(<ri!Ms6?wIznk1q$sg(8tM#5?6{*%0o2|
zfG{JUeQ&Z1z)P{)|4T~v0@(=`IEW9hE-9e^>I2)384cyO@wCN2^FqL;tLX3vGJ4|&
zm->D?k>yi;YR^0)i_zy}N{R-8U$7T%v^f9m>JN@dC`r3i`9w*e{(9xzg*fh36T|Z<
zb}WNi_1nOY*4`_s-4V%2*v*oe)IP^NJ<!Jp9)Zm3>!~2E3$L_Rv{$rwLXt4EpOarj
zq$NJ40G5|OW0%XEH4xthib2ykjbjT-j>tcJhu!-IFFrVEOzcYdeGBl3kZW&82bt3u
z$VHBt7?G4(7a>@}9ucp0YX9SJw-dPpe;g!I=4+neo~GBt*9OpQchG+#^+8JN?Zt}c
zPmrx3j?N89_Q8Kkf}aJtk4&<fZx`6DOH}+W3cN>9Jfn)lloYG;=fD?nTdbZ#_%ZPj
z<1^Rcu2{4GyMWeo+wg7=#qzlqN*yx=SQ;qv9h#t+W8q;~!nghq*P8?`9Uc#N-5TbN
zu>Q2rXV9;pFVqk2K)3~$oJKc`9i7QAUcRGO@CuVJq-}&9X!!V!#$!6%E8H^y81aU|
zzM2o*q6J9F?zj&dor8d=fO1iT2Iu6NT5)-M>Q^`Xx+S69zl!Y_u(}?Gz=3&YdG|+E
z{MRd7h|u*lfGVgdpx{?KGK#nzt(9ON=KA=<7k)NqsTgrTj$6P8J3DmxpObv((y@fU
zASMoWW40ggRU1z8+(rMTpV63scPlHk<VW>TvX>6!_%-b4KNGPLKa_ZrEf=^3{L_Sq
z%#Jrn1G_b|Sc+@xtd)PV-*Yr(2)jIgIDd|~ES6^ra2^eS+0sGTUHbh*8-qRch!p>{
zvbY1f&2|r?IV=j<D(1?wv7{AeQV_tpC(tH)NQA9JKb`eywD*?y-jjKDtLCG3bnV5a
zwNuAD2V{m15}&F2M@1gedt~!&KIBLAkFIyu`a<UY3|*unhgQH_5mJmBDF`>~KUjzG
z>>Mch-t@j;hy_XBu7|^f7GfoU@*4$3av$aKKfD;G0=>}k7?ttJZIZ(;oA<@dFa^q=
z$W6nj8+T+I&I&;iysdfwvVXQo-NQm8v;e@($E0lf6|;{^AbCjCHKTgvPWZ8)d$>h*
zugrFm$&4KWU62`|&tN~Myx8?=Ko0k_nw_g=!byCTfIU<sxm@RKd`O0mWE=A~-p$e0
zV(opDY}*ppgp0n}wlBw4HjCVw0U@+LApOy6wQ*Y3NLwgw-YolT>~e^<_T6a2qsP=u
z_;N`liK}4Fpf)7^DCb57YO`<<%o=lTZOE;#wQ!B}pc|;f42Im0-<6}6l*lM)&f9Q8
z`cN0Y_p!dYOzhPze!cw%k{pVF&S=4JIKT$d`dJ=_R1+(VOoB2WOt4dkK01-qWXJhh
zk(q6-2A2MI{NX}bP6+9;Cf1f>)~MbQ^&8-=!TBDUhYAHYCf6n17fd&6$!8apx5bzB
z35>f1-FG~UX=*>g>H)~<8VQ~95|P<jh4%VuoO?(2lAA6Ve(i+8*9n;S7MkzN!i1g$
z$^r@+cL{E@d$p}9=(b@)CNK^q_fRLCjYv|EQ(P2m(-^f1!9<7CmdMVtWf)dQN*g0C
z@nk{+dI$$DflnwhYIEtFR|v}!o|85g@P~Whc^sPU=i^oYmk{ko{ZH@F(=|@0Twl<9
z-9j;CT`+~(*c4sBXC96_$)6XlOJy6GW%Nb9hy0)x|7_Dm&XPL)kgj_KsNs+T$3+RK
zC{40}OZ&q}BDa185N+0(6_kg~pGPSia#h3|3741^+r4p1EgdBtn^q2OJ^WJ0{mL2E
zmQ}Lz;SSkMqS{fzhK|inuMc{qh|bVap)$`ez+Z$EdltX%>;3I7WBX)D96n!Pj?U!t
zJX|wOA+I24czinA(9&|@->btQG5FgZt@HvUr?#ZNpP7e;2N^O4VvpZ}ps+seUPdX>
zn_Z=}n_a)R{TCT3hu@o=;g~JATbp8w9zQP!LPWi8uUozp^~lh}gR{Zw60d)fTYl^e
z*fC`2>ge-|ij9i%`EBoXN$J=)IT=}5xw)|N;Wu>#4lXt>KI}rIf&R0zv+=t#m?R9`
zdvMWEa3Cc_DnyKzI2brMkkTV%LwEP_+eZ)Je_GqU`T6;JKMoGosShK4eF6lCXgN8>
zh+RTEJ$+|mXUjwh7<jnYe)J<H<w8FQNnA|mSmuac1AKAmxHuW+h=X3j-*saKjv<mz
zPjK+iG0~vvXe%MLIvw1*&mci62bcYa4XL$ybt;FJ*Tr+_-GYXD2daf7uk$~1^Yd?4
zqgo&IdYDh2VrHcqT0Cl=VL-mW9N6Ev)N5e*mGgX53tOkyc$iqQFpRK+#(Mz+3I1;B
zEvsw%96T5pn1;`1*zG5{{(RUbcITL9A@ri6qZz*1mpz-z3>-{MGY`zKui7tfp+H4T
z)oY)1x?LyOp?EM&-7$D|W9&HD*->`QCgpu|{H(|_^-P{&VLd`kkN4Qsc;A2+LGmQC
z56oUZ`8Wj`cSK8r1ql@u6XVuTFGwjESa}&4IuJYULy2^7a<id_5hGpfrxnBF>(XB*
zhdEmZ22_k(Y;En%UX*;k36dbC=(oGQxOq3%`dnxoRdlq{uQ`qlOlYaLbki`tPQ$XK
zrD*8HOG4;<w#^JWdg=Jjxo)>j%1un8VgFbS+RrNgKo)<gPm@!>Uov-SidwpQMpl;f
zcYC@5CHHX+T2KB-#JehjOKN9*>yHZUoc$%&ab&{!I+&PPXEqnT&(=BR(<T(yTCa6-
z7eYqF?aloqwJ|gM9Da8P-SfgEL5?nl{)S04^_Xe&>OZH!r}<?>Yk!7HZg>3d@Ai02
z%%>>9;3_}g<ZQW>($za>u%n>^!Xgbc!Hl7y6CKENFnMH{TuTQJ+?bh?hpC^;y-iO~
ze=RRRu`D%oFk*CORJ?PB!WjkhZ!b?@ZKGg!5c=txdRm%VW@`XrY%f2d06;WZ`{~ng
zaDsgg#M?sjrek43%r>^cz=DsO0`=~HiDJrM9EbZ^W*$`7jkDuGM9apyvtPODQy}2r
zUmB%*L-qnt-05)%k<z_|fsv1iea__?AOZf4AHV6_v14<_`8m^Ya4mZsAT^a6{I0v}
z-(7@MO=Eop`Fr<PrF~@7!hZt&_}7)0=?ndnq+h+hJT=nH^bq%22?gz1`A8pT`n_e^
z8Jp|d$4hEszrcTp6)^q8v<e)FjsX?H;Cg;^|0EE24_M>(0z@dBu~RWJaPaW31^(00
zivl=~fdLOFtQrvmo(&E3uVW158<Y>m`?<4>&pY;S#UbFN8zc4pSn>UikB_5xP08!c
z?T_2*8y7_f_}<P#^qc8NKacf8_^+Os$4flD198Y3VPiS}rPBW;AYj1$rp`S`FzDa1
zC>2zzi-~><>TRGbHA?dW3P`9Jn8<)=n*2fZ&tB*lC%SAHNFXS;U~w=j;s+}`Ej2@q
z=&GjO9iW{5i`{0|)Cv<TBR3;@Qx0?fW#r`4RPYZu(e!gCH#aAI$X@8wBfU1{<OI!*
zW(M9>KKx|}0t&Q4^Zqe-Jz~zn=hD#<A-Ub#g8>Qdwewj$eR6nk?|&LRr71(2nfZ$U
z{jzxX^u|g>i0hPxjRzwOtCNpZHunlfl#~=8HQfjvR4|gYaBfAeRU!Nq>Phe6^z&y*
zkg6fs`)&VcXIullN=&imm!N{qyQwXpU}$ltt1WGiJR1fYIf@+_`u^Ss7HyRO&%*rI
z)xLohZ3;$KW=;m)rNhdaV#IyML`VK>_LQZGI~Q&`Ua#}TT`n(-139>8Pgz_Wo=HYf
znds-Y&knh)3q>?H%u5{HQ#OB9wqegMGYcozvR^?`i|aUYb}lU3tG83G#Y4*ZdB?=T
zkJD)enO<&27Ct^!_Z_WJ*rU>8!v5Kv#tC-!=~(Hh7&$oV=y|O+*c2YDXKa0@@757E
zHuO{8`j!CcHlLsUu-i|0PONq_E5jjvrzewXJ+B3PH0*OOZ|mA70u@9a7T&YY1<#_f
zQSC{fo&A3Hm1ScSVEf_o$E+KUrQ=NzQkwssHm66k2fULSI(W}+t{usmFIzY|0Bfyl
z3yvdhKGNRD2TxkB&F`d(zhw5=Wsm1U^rGhzLdsdY_x;0rQ(5vVTB`WB_1egdQ<)s)
zG-NiH&%@LEqgn5FDraKTPMMs}MX&u2krOLAy_=s??`L9JnBe6K9>w8T$?gv!m>6$v
zlo`GD6+WJUC|q{M=i=W1f*?RWx!ab<v^rQh#s@Z_{lg9>fc-{60C2I;kFS2L3`KB&
ztWbZX2BuIkv9Tb3nxubh2YLohG#u<4!{MrbfCWcu9u78M(XjHmJ$^h4{Dao5T<zy*
z5MZT%{W}C)qB#@(enoqx{%(7_IRu7*i3x|%y3Y?V@-hKanr=eI@NQS{PzQXw+wr@*
zyK&_wGOJYlFMRziFfTk<fbE#M5HvgHe@rACAaf~eduMxwqNIb6tu{>d++fj}z3wIy
zOoMVD-M7}tQDEslbUQk_@`;iAsOeq6)Unf0PcJ#VQlzE=dqab#hmJa|is6|qx0`L;
zo-<p+_M~n<{tg!J_xzRVL^E>yZ7rOxZDZ5z(-%c1%#0r6n%ZKdC<OB95V~bG6@`fR
zjQ5U-3OXs&B#bOLcp131Olmh~n4IhzXl-ugrh&Y#C0)6>3f>i!6d0k?IcGP#X0`up
zo5*;X9eVk=uvCq^?>|WGacMc(#6q)!>4alD_^yP>2uy>=-Mnnppmm9crW%XI<!qlb
zHK>8b;dQwv{)}(h9kuklTO6U@!?UohZ^*pqJ9*Bv;9ZuV`*7Bqo8LcA3ah!IHG|WB
zdCuW;>K}~X^f~sPD^VK5wo>=QG3Q>|S!wOFE#lA4IqkLJ)vq()MQh1>8}(^#fMXom
z*zj=9YiX_g=MHk*8_SlqV_3V1z&G#d>?dRcOV;Fs`+ng+q^P8$A{6rK`@Awx%H`zZ
zA|uGr{#rEzo_S$1`(r$J09;$@$$TeIb;+^6d0IV&ZEnG9^Z9b^piWCLc*AMWmHh%1
zHDX<gq>3%v535=g;sKmBv#H<4%A%gpXWu^u7dEuf9wx~$$nF}}WI;c5*IQOGVe7_r
z!{5)~+E>+q*lX{z^AG)m$J0D^v+dQKbnvt$Mv_*vK<cJfiZsT(IpBfA>(LP>>HTP9
zc6ktVZRUkR{EwP}w!J$+4GcrZ1Helz>--wm08u-)<#s(dQWYc!hAb3>F!a`MJen?c
z{~QAcJ|K(94s^)O2d0l`ypUGs=IrQb>F6CTnA?Z`CSnf-f%eGx{j+~OZmw?}#0v`(
z2l6FgOi|bH2DUA>8CG_p1--%JuL0;B9dNKHjYC`{&?h=dPA<fv7Uqkb#m|8*DIZaA
z@FTdd=@ikW3<T64&~U!-cI~BXh(L5b@g7pbEv0N|ZOOuc-B+=jZRT-&OM1Ht*>c^q
zDj)IrN=TEwvnBtJFm|)6)9JHjR990;B`%DNK)!9>FlEwuJ9H2-vLN(QDe39=mNbzu
ze;8tPH)5-aGyi*6f&5arlTs}iFyDfVyE-{3sfpt%c&Y#`X1xb~;`!2YRa3D&6NwGo
z!ttVh|01useH`7hs~FRUym(mpWh#LDRv6hbucQ+43a!@k5tm!BY)AFw6~WfM4O7Qi
zQuZzOvaB4$IxK0k;M<?TB?U{?+NBPCVHI*)1y%L2ki_csa$Cb*Hf6m~XZeD=ZP(&Y
z>DxE9eY|N_Q&&+<Q>`nEZFwyd%LQF}+@OwSt)HAe*1Bm~RaX<5dQF%7;-iv-`Wu?L
z;JK<!!}=jIUY%z(|K_G<h_{8s>|LGAIR?yN)J@*o*l0h_6RD;*w3qH$mSa_08I8Eb
z*^RGqf@M`z8J9Q6i^yHMo!!wG??|dyqGu2b4<LIPmDlQeCL7E0qd}^>Rjya_T~~ic
zKUJk`f332@YK=^J^XU3;y}f|d6hfvr=o=I^?Q&%(_D!@}i51lop=(m6XRM=Qv~yI5
z<PPno;!?Bo{M+W@+TdWU=3A$<GE;YB+K{yj-c_|>ow&2IQ!K2APaHE&7L`m9CyF)k
zXre(pfny<INeWf`$AZ=Bu}WN`o_)g_hFG9}VhD_3_41eym|P&<|F~QtZZ{DCGM*fG
zLJ6;tet-ug%bzIYk>ABmVU`YNEAw2@XWQ%Mz4P>EmeWO~LV4Wn*i%+_J_Z;3!wdS|
z_Vw!T<wfM{Y|e#~6uDUKuYe9CADg%9{!<7%U!Jm>cAw|Fq08YUx!%R9ZyVp|RnjH9
z-A-1{k_?2MoQw?LF@u9_8+f*c`hNN0#Guj+p1tkO`4Tzw6@4%)2>#4WgIGbGdQR4n
z3fJp8x6aqc{ZPdxP6%&$7W6t@Uv5qhKkGN?Z-|CV*Lm0%JsEy|qI_GHCqqc}%-5h=
zXW7BiQ`%A!{Apfo74^-Ww44mTruz%>PK=}H$?ntgky#Y~cSoS+_ZR+`^Y<zL<>O^k
z6~E7O68`VEnNI%lkNf>ZQ=X2?SLk6KXQ5ZG`Uz+}+=;!*zoJW-Yr^y=yPflWesBio
zx~-L+shNH`CZyGq<MrXoz6}-!UCwylIAwp#!EFJ1U6VtfEp9?ccV^hBn!`I;V8*WA
zJZ)RN?xq`P)P4hq0bBCzZs+pq#jV-vLG#^|_(HT1SL3J8_izWp*^a_(#1O3DO%jb0
zEK8*-l?0a=ESxAx>jD<0l|tPde;ffcA-^rQx`#HWieu;eQ*{3meRRJlE>-36^f<cn
zhVMT-#j#a^GvzGjM#dbeY5cP)EfdUp9*y{G-02t4dgdM?U7ynib${vyNTY_uen`H0
z|BdUc%r>4QHzj^YbTw&Av-C1;$d`k6nw81>3q((7clm`Jz~r4XP_t;BRNG2srOsO-
z!9$|MJeewIy9wF4VZWJiYNnf6Xcq11roz=)hWl&2pc(OiH2t$DKnfzoe?%_Tns!CZ
z@4@-cxD})l;QCCX>VC1RJk;(AQNn0ccPDhgB#$ER_MEq7iy@b9L5nI`E*HD2wl>}U
zcd%pNkywqttE#sB{Xk5O-tX=Gcsje&@Z<*F&2BHl^XaW3P;X{NW~Lthstv{O`DtVN
zNk~^&?lg$$sV<K{qhrkU)?ppn-r(S1I*7hEJIk;9^L&Ok-Q(^&=l$KnW#nlZShpPh
z1po3U@YU4x<{!cD?m);Vu0l-dmCOu}H~m{uhw*#==DTZY$w{xKQq8mR&fWIg0{+;>
z^kp~bISY4xN_JM7PnRd_{&3`-8y=4@Z#rniHLd9F6__%|w~=Ql$JIYA$A|Cq-WZ7f
z)BPaG_Q!};;cI1ZCvw_+)FSC{aK#K6j>{T|iQDal!x-nOwIb=QNU166u`P1!UC(po
zCZ;Oq`YZn7m?87Bk$^-FhF$Pal%88l)z5lHzNTXfa1y+O8Ej51)U)D&iBbmQzDbmg
zMdIO<@}?DBq`IbcUy*)8d6Dor!K_;-irFHOh|7pES^tD9=d35sgI?gr8sb!~h&@o&
zzt%J(oZ<7t3TPeP=GNDX$dkk?$*ie=Z6znnOklnMFv5thXwPN14FX?b&2H7=x!EjC
zVvk=$<(IKQgr8%BYLZ-^qI9t8Q}R0hdY10h5G>b?$g#y6ErcCqX*Hxv);g`rJEPO>
zz{Qq%gLLthaN1UC@dxAGKsFP<#*!A(m9vP%u##MzJ350Hwn}4Xy$cFu6!5zmc)#LK
z=_;s0WuM_;p7I{~-h_1=t{?8!OCqH3fA?!U4_~gUaN2h}{p7GS#o%wYO%Q#V*z3A(
z=y=>&_`kz<1YJf3mpV2&=<)e<+>5zaW@qMP<(f)7s=YR5`Eq+-&2wd9Zhk+^EgxQ{
zk2c8VR#2Inl3s76ANlDil%6)OC&K3F%mPGyj$gjVnt&G>ewMc2^L$dn4k0m^tK9w>
zSQ#%8^zY{R{8*q{S)|U3&E4jmFow;~&BeO@v3(CD$9EA50z~|@ukXnz>)pud+ZjR1
zenGZf1J@un`)nBe`oyGgRaJWbVX4Gh2SQoAp7-+}8n=W~8ij8}63bzeT7~>#L=(<V
z)s6YfRL=CkEq@{PiP^|x$z_*+%>qps(|X71pf;etK^Dy^wgg3%4(DF)7`x;+(-xtP
z6^(X<$)0A>g{(rUg9+}RZX7^dhfXpwIK=VzcM)lUbjX)p0HV~&##+dGDki-Y3<6Hf
znqQ^R2Kt$&bZwHlI4w_r^rJMX_qrLFJW@4w5gQhvm=L(FK?lp~K*~u3>aBJF#{V`m
z;8|qv%9azA)_aW$6cUTf(?v32Q?=xlEl#Q5)dbpFRcT;CGKlQKWdI?5VP#I0d2Z_Z
zs@QoGcJ-zXVd38IVMn9{9eO9{{pN<QZLyB!bb_yKk$v9nWIDdn(D-foy^`Jc?<B0t
z$QZug?IwAiukUB<O{drIPmTmhoX|CQ*l3H~$!XphTm$qW)BP`>ni@~;QT^#e(hy!F
zyjdA(98Xzi*R0>e`*(*Nlx|Yj$9qnPSP`zp+40sZy6tPJPpdC8yy>WVcz{xNUYBm*
zi-}Ax11rSdz&<}8&aJ<#(N5CuGH-d?w{`-m75BEk;seRPuLJuA^JbpYmo;Oam7XoQ
zI(tUV1ZGz9V<)5-{06ByzpYn8AMz>II|&h&ynQVpZc{?JoW+=NXy!GRin(xX_o6-9
zDF$tda;D4uuL7J?D4F5M!&78ZP$G*Mw-cu7#ECr<x$S4+#BVn0Frt@f&8#{c4gFM{
z6yT$Ln=*uL&LEdmse>}p<b(bq^w5u6DPK0j0@lS9;QrCmXKA?juOf3n_IoO}%NKaO
zRuy8rmPJ+&u%O#AG~1u?8YltucrEyAK)th0f!0QkBfDM6KL@3_E-WKvW0k9CntR&A
zoaYdeK=$f1hS)o#p3q@eWc+`5BW2U~(wd;E?APD=M&UUGF8mv3PaNM#iC_8aH*)7r
zxj3;dDU+3hk2`s7I~Ld0{A5KO&33VQd|tkxhmP>8sQJ1b?;pU|YJDBORCO3xJsxj#
zR9Bt2Ds%t25Qi!8|4QrJ>-*kNf&)T3Jr1D$V-(Nm&~vk<4t+Mki#-PDeV*OV{8)3%
z46^?o>$YqeuwK;iebvL{)u~d-`g%qdsrEG_<6r37^;>-8CNitq{l=h-mT<k=U&Mpj
zU%JyB;hKyXQu9#Th`E3kE|`CoB(g#^D=e^3@!ZncWP@a@tUyEkCs1)vSJL!UOHnhf
z+JWZMr8dk$l_Td~YZ?VT*lp}{ao{xJ0%r&K8~pt>I#@q%?qdo9x&~xIzF3`b-B;hz
z-i$n$jyb&lsGqPI2}h?i#!<=n;gVPgrpw%Bw%{qM!W1kwr-qCO{sss!aVf5FAMLOB
z_FT2PO0`~XXt4(-sG?db8|lot3tg<#uVoXb_i_%{laF1MyGZ0V0>BCIpSJu>sBAGh
z=PjhixE6$j!A59;Tn;RLTx_*+;cXuHAW$p#8=ifNFS}Uss@#BEv)>$AyTS}Xei9_6
z<z=GWAxz;ntsvsw1<}rlG0nZfYn04tXD@q1?^GSZ?U<v(+oNe8wR2_G-cv?LRlx1n
z+1B^_q;Y$Zb`fc{hmF_ge!e+V;o&l})0MZ=?PK*YupKC=D9zg*NE11y`*-^KktVez
zxQpw#M^d#g@9;Qg=^e&PsRaAfYh8(H(u2KgHVB8BjQgdi^|ZcimGDoS8(_<u>N5~Q
z{>0M@xFd`gG1SS$9?0T8`neV@Y-C4eRZd)!tPL&HLE?y0Nk(BT-PZ9!r1r|<KK#6_
zJKDZYQ)u1Cn2yqbT8wdDI|x*-Wepq@7f3GM6isDuHIvU!=o@ibXeJ<pLSttFLY`Yi
zl&j`5C!|5$McPx2_NE=(f}m<V%paW<`VNCZHmd}i0$j14Vpd1V><xha%8L~ACYD^7
z%g>@Gs>)xgc)c&*tUolZFAo5elZ*|fJ-KO0t#h%n@`<Bb&qSLzO))6+J)U@q-xos9
z`P86oIl<)FtYGdF^)C9Sv%#@^gV4s&uGTJQ(9<Nz3cJM-_?6sRD@uyTlBksCIz+-_
zv{!;nDiyGe2@`w9a)fJ6!WX)Iv&07@2?bu7tZ>xN&aN&lsB*c#0xf7=_MNxG5xWBy
zEnSuTTV+DL@~+l}qV#!ZPtlWlIk$p8P`-KyqotF8?x?5AMTk8FJ@n??g7oDFuNG$N
zb$?BCEo*iERZ;62HV2p6vR=$#G;N(+_CK1npkK7Hi@^m`oL3(-jMcJAT2|JW{JnVB
z_0yz+OJgZMGEx;fI?|;ecu&N6<@R5YdT@e<M&OBAeE~zA=p@X#-@1Xl(Q{8j^61mf
zHW-+Q1+`|&vf^#qrTzkGl^>`%!ckdTs(t5(n^D+h+e$m!n);#gUe<G(mQaFK+1`J6
zM!!72P~DNMUtH}zkLcf)&fSMcs4>g6531v|{*WSr3VmogF+lBWkk9g%Zmy)-mg`9e
zh=BS^JI>(x!c1Hcu{T7kYV<MnPDhsAf`5cbjU&c2?MnDrrp9Z4@40%5)9z06>p+MC
zz8US-5QrmSEX5OnNBCoq9>(w%a`AWLg(pouV>#AWA@RKgW81y%gc;YD@=(WjZ80>D
z$iw_fyxQaSvMLvpM_!E)-D_<}{lRtIN(e}}<*;;UyPi>IT^s*s5Ym=rmt5E0GAmlK
z%Ly22p0-%U;&ML?zPKP?tW1pq@#S(SnRd16%vA0(!=gd;NzPE?fK}VObs|ff{O9&>
zJ7v;KR5+7Mb@UB@hQ+N{L~<=(X_zZTkT9>aEDn+D(Ja6!Cn1_h&nvpYQ>02Ea=P+N
z<q^Y@l5z%d*DONhfuYXDSzqeOIHinh-K}=5;Ih^ly`<aey1_^J8e~<;n4==~4ecbJ
zlooArD&+D6g|rZ8UQ2W0G%4()!Vfo^&t}ToX1jTJb=d0xhjJ$e(U_IGN)^x|I^)0_
zm-<RxYW0|$@?JxuL{}J{@N4TwsW`PW!!(;^RC_3FO^1vg$RM4Gzjy`Swdt<cpQO-t
zFsr)icQYofffpsxc|~n=?wutJ800qcJAA`>a+MHT+xcd^6IZ@S034dOMJ;H&5<FSR
zopfKXj8#!Q4>Pyplj_>viPCiqQSpCAT!qVtMWfXe$5};w7&IH#?_Uo=^Hn){7}adH
z_FWpcCm8ivIGQ9)G#eZf5ip5xyvj7S_bX5KVAX1n+b?8&)KRrtdEqSE7@#ZqVAWzm
z?N?&HZU<C6%<1p2)g3q8%kv6lJSi%9Og&8n)c=Yr#kRFMGQ`J=6r+K}J;_VVMrf84
zH@U%VY#5hfrDS@l`fNQ%@>!`Ipr5Qy@XWT#^>kR^3?UvEdz#53SV*06(3siPOWVm-
zU>421nip2{^*<5uSW3k9OIK*@$^niJv!&{mEI&_7+vAp^fsZWt*J|Rn{`wAp5YZB5
z_FGW_7LRxW>bIp8qYi?}rk+dGs_OqdH?rHB#oMX2tgNtXMIyy~LB{FjP>&rRif}Fi
zK^sDZxlRKpFAZm~pb7r+wobmd{m~!M=x1-OU3xie)-Ag%64Z-Hoz{%Ic0-$?%}SGw
zNO4xlc6vGTiIM^D;??tK6W&T9oJ>v;>7tw4{a&oaHF5&A6tFk62Z2%TTJ4`IlYl$w
zmZb!u4l^i=3M^t)sc6%1InKu`N32GRcIDK72FSJWL+}1;3S4irx{5o0GhITA6O&qj
z1)i-NFHDTOncMblo3>xy(g2?aW=;)IJGu$#mg($2yVS2T!;Ks17`!#^I3$&&9MHc0
z55=p043qKv@kiCos1)x{pP=(<Z3HN`cD!>dm!JjeB)Fd&tK?Q`=@`&v7Jx3Wv7(AY
zFKal*xUrI5@jE$om?@FfN;L9v7CG})PV2qY+BOjl=+bYA4mJg0#&O%zVpO+{GKYFS
z#il;^%*UC3ux5w4m{lpA%U%@FHo7$O-ih!NYrFs`mQ^AOI(J4LjLJS-2`X(c>Z?n2
z-^!_`7sm;O{tCN`Cr_%}y02G=E^sW-h3{eI&n7RhKZ}nrfoPp=@KGy?>IesX7-@Tg
zH3Q3i^!*y#W6ZjS?V`DUoiR55kz8C9)B4f56?LX>vdNwbgNprd4~Li>b!xURXE<<C
zVezhbJ>Fv6&#!!?O(U7fz-oaJ21Tv{4xshb0?NvDShZAMef3Kd=!;oYs)J59bvCGV
zlb_KfjjF`*>?Iph)}Qb?dF2(Lp^pB7L;yux-EZDzG?hGbMi5yOThS4c+Z<5tXZC?|
zT1^f#5#pXR2~g*YD(VZnmeN<JRz0;VN1R{$18tk&50GM3;j;iF8jMZrCZE(w-qzdD
z)Qg(r?0ihKrY$`XmxquFJaS#`X*BG7d&K@YgRGg_!znP{^CC8##;0)Azv`VI(m`Rf
zG|=vZRQn;Dh@5+XJfHI1JsqWTX7&0#l$Hk=wPnwtZvS3Iv0RaBqPx_0!faEG?tsOE
z3OJmKdV$s0Y4PS(NLdiH#z$NEN!gyRs74bd6?q@83jCV=$QaRvRB&IM%URlaL=>`|
zzr^0ZmiJoJQs$2_lWh1u|A;Bi3W25PlzO+jMx{7dikk`fO&EQ}6%7muVYV;3x~-Nn
zIyn0uS7rJXfJ93V{=_%i=Dbn45F&(lMfeYkLPG7?354WHzRp)M8ckHD!oq5F$mZSr
zE_7H{$8a`cAwy$rLQ}SsX+#8ujl>Zfqxho?4!xyN7(rAdb(Sz{`4xK;O9!>Hd{@f9
z`{L44oEf|XsxqbwkN;?{!O+{GC(F>?Aai=(jcJo6-=R?M^blXVI74EFc??+wX{k`D
zaUktcLy~yZbT1bNIRHfCu4od@ZN@iJ>@tt>o|Zi57ZnSWw!9Rf-Le|U^<aCsXh3^+
z#X3%ttDatDKGaCks+hse1NMeia_SYGS8XIa6dRUg)jsDMKxdSjSIRRuu7hW+p#3qb
zk*?<rB3sFb-ve1TEDln8-YtTilr%;U&rF*}Q!}DtN8|Lk7qj?{=9S#(SLthxJQ?_4
z@kpy(1rYlfo>mi^R;Fp4!RpncXtqwvFShl4)=^^p18}j;0|g&S?Ed)|$jah`_lY39
zaH}n{wWs^b^vTkef}MMnrN_b)`pq+ut9Z{~?jO(z*VKjb4Lzb%6Al#LPh^$79=i!X
zfOP{c0{EnG09{@dZ9%;*Pk)CXJ(mz`-$<@;mV(gp<qrrjuO8RpcNg>cg8d*$CjH56
z8=iuw4zXF#;1)!K&&)Y68DCz>iW7EYTj@b&hS|jO%RO;%wFxi7eM?3>JyUp<Ee*+{
z<BZ!HCtVNb)^VZy<?X-`BVp?w(FY_fOkC4E66uo7gNDL|b~tgQO`GybyJ>ou;Q6CN
zde%N{qB_wOP~9sSMC5HgQJeV+TIk=EG^2Dfo+dfBtSA5iI8x#AHUyH_Rz3O_US!cw
znN_@~HQ)$WK(8|T4ID?J$s@_IS_K-!`mt1B4qaf#cb1>eOPbWvfHr74Ssudr%Peb9
z3a(kdkAc}nL=M_lZyvsQLx4VF8o|@lg|hxCf0UGf^XgYr3Ys~v#6D-%X$<7js8g%X
zTZj0B1S4TbeRE0FXoD%}`k;9M`Su3a_r9=#bCQVj8jkVk^eb4#+s<DHxL_`eIpKpd
zda~M+U{9QvHPyz3a#<zSi`DE=j|kdR<P9g;r;u);jJYnO_|t!cWAu>mtF|aU5huc*
zp8fnS2o?d<SQ(AhJ8_=?GH&7R=ZUod&X=#6!v9B?ZdRh$EV9Vts15UcM~*n|<_Ald
z;@Rh(c{uDNb(RkBNS;n9zVq63WYF4YMJT%tX7l@TVfwA;O^J*3x)OOj(^)uHc^=;j
zt5ei5FO3~fxY3c~Qf?THTR#9Q77{}wsm@V9`_qV3t<<;vlYpF{*@i=|S7}x@<usFU
zlsLamq$y{y(>d}7hwgL-(f@UNg{@w_UV4w^yzJwM<v!qtAim+!Q_x(c_Ib+_lAfJt
zk-6R#MCs$ylGc9v3{~<;21r~G<4Ed2#*O%?GJoX(?Xncgy~UZb;C4#E<(e3sp#|3_
zamG>?N1&d+BG85!r_E$c{|`8Q>Yj;LjeWvGVMtMV7p8iDepu;M)|qcs5(V4%hq9&1
z>JL^l^CNBFu#I47z(yyI()8-E&A2mE2Y7ZRY<-Pjnr5@g245<~COZTq0w)smm#WJE
z;o$R@;vbi9ZLEBBBZIX$LM%JUGcW`Pz|KaWdw!Y>s548LCYLX@KMmSe^`DS_Gnyv+
z5vXgilo2+2r4CxGP^>*{aMTe&&TQtpaqqVyq$eAPQs9zgha4|R>_5QUjGN{I{@yYJ
zU9R)O%6(A!kDchC9y!fIAIu4AhHd6!iFoKk1mE{NafFyJeSuRkXq_zOcFhZ+`Qkg_
zA@3qVKPG1!<L@7c)#!!?LmRW1J<WRbFb2l!4NZRd5nRs@80qc3+i|aEjiS;R^=ENR
z#wYTYLRvcWB^P$e5#Piw5AUVp!qq)vb$VcpXs}?+v$Hr{uMiw98Z#V$C7R^aBtkDP
zKFGN<YmV&odOoqp2@fpl_X$|uEQwS3>9K4Hj1}|cq=*P&p~x~HGN~Js_^{vsLY=-6
zLqy%X<!a+<p6_KJ4+Wz?&Yh~XKtEim%YT}o>24(qdXX08bCdbpeXPYb<)4T-44Tt0
zBPKgpe8&;<sGZefTV1h6B(~!=z`7_u>E%ro*ytY?>7FUlFS|p^fKMWgKF6m5AbTQf
zGVxIlgougz+%reJkTUcGFk;JxMeK>2ztp(b-7oEGM$Wg8JqN4$0HEO7p^vho%s0HT
zA>|JVo1aq(Oo5t#ib^P^SH&T37(Qg^vT$}Q6fCE#+0AfC3$mUa!)9FJ;yh)FhF-uu
z<ty$ZpVDht`iO0+3wst4v&-WyUsY$3yarnY8&J5*2A@sDZ-x-uh%-cD`}ftOuTeb3
zAllf}i<_aZ#7Q$SEkXclxD=zW-u_|K)o?J$e9Lm-C#=u2rUzBjTH8z)-OVx6Xml53
zMf5|zcJ@$8>_+Fq@|(de=?{N97|7V-7CUQdh+Gxdt4tdpa||LxZN;xF$evvO*uerv
z^J&I~2ok9$7cg)9*`obO8?h3nD%Z0Fe!4c$?*LgZfK%R5cVkVp_$>!&rmCdwxqv_>
z6f-XFi-<rDyViHdOk0>9{)6A49)}^^Wc=<&Xk}5JrJK9l>bf8*E5iFh5aJ!|TY<49
zW22`_eteUam$Xq721GluPV``wG2=-A^LYn1PxeC^uVc}ztGAD8eM_^I;(11d8|6Cx
zVIaL4T;s@_jyTc3T%B$7RcNT=oiF1}3uORP3v`Eyoujf!pPA|Zr;R2uUsk+ZpDkog
zaxr)o65ta+9sUATbW+h0otD^=bvMoQ8eOZoz>NG%J~LGFY^&Q>hz-E*$vKN4IXW!>
z{+>T&mK`sQTII?hxgqR;`;P~!ShLYr8)coWAj+N}6=<!`{KIhgjv}KXbQsFj9f@ay
z++m#K@HWZvijNYVuFwETU8|hMS0PmV_^Enx3k(_?QBj*rGg}oHBiAHck>%|%NWL1@
zT+;#_#US-cZ{E~fj!7{ktZr6#4(>DEiE5FJH>t13@&X?C3zCs7NCyU60yq2B=A6c*
zD^aq-U}r*pM3ccV>~s~L$`O$dc4vOw900rMl-!vLh2}VhbMR##e;F0RnP&3X1%=He
z3l8q_9^^h7G0Fn<)V7uAJkdFSlU^UQq9MC>K{r>)IGYL1wFue92BcogO^%vQEOcdh
zP%rytL{qAo@uOe*+QfaMGP+rgbIdiyr$;@Jxxzwqqh#Q;m6IA_VMcV2jY=|2LEwbw
zB?IbTfia8&Ae<Q!D+!6h&*}ko+GgAQZy13jfv(bqGW2|%6nh8xmfQtDT%Hwb)W&^;
zWb3*jpzLkobpI{GCQkJO0hz>&It{mrP_x0(nG1t*w)rfrf@U*Pgk3GtB`D-&nJdI#
zC93_kAp%qK`&pvBcZ%#Hv_p2)K5GqspbNcN1KkyRuk#^SW0pzw@Gu32MyRuUpf&BD
z@WKJrqUKacm$+g~lggySFg&okC|aJMz~;>P3;sOU7qDvts46=ed39b8;$QVd&Mue1
z;J<Eu9-?~*dt@K74-Sc-L^%t=IClm@vvI~FEA&P8L%3|oFZylU)njP##yYo@1A-D&
zu&91?>Vdxsx27t<PuT+rf241HJ#e_ig!U1_hWDUfZTh2q!tRHVD||6+`L-_w(fM!p
z(&~{<wZ2+tgij{?VaK9QyO<sxM_XC2xVCw9XBT8;_x1q<QM7c6aMcxiIwts%9RhPO
z5R60+y~ckpZD>{Rxn&43D+rc2GaGr~GgC(S7WKN>{fBEiV|huKi}=kO;Ldq@PkgLZ
zhZy4)pnKdb-ec~xK`B1>s7^+#yO6grXDAMe?#*gWpQY&6l$!ay0l<R}@G$lsWALP=
zxJgSqr>@soN((5!?>xoqsRvt0wnePk7W9fgl)798M);C4c(x6WDN@5slZm+#2H0f|
z;9PhYtumLC<*dS-#PdNa^wycn6)1@!0MbNlx>{%9o*lL*Uge)@M4o4fZAt`?R)A4Q
zeA#P+Lp06rjGGj2ZbU;jG%XSoCD}ZWirEj*7mQwVeD>w7t9xj$s?)Q+{5a2zekYgl
z!_FvhMs<W7%gr<2WFk}(7l9CD5@PG^bPZNUt?p>I1{%Lv{CzwWbLLX<X<eil$Q5Mg
z#Z9Boa%(6u*q5am{Nk-%FFmVGUQTP95O%w+jW?Gpt|jZSjnXFSk`xXZEXzdd4rqf`
z;bwX*K2ckbC;`Wa@Dm&l;2c4uweYtVFIgn&e2bsyxuQ-6j|GrZO(q4+rcU%9m*N9u
z`&5Axk(SE{b*1r>Nf-{sof*Lts~;BK7k*l`cBluH6r)h5Rgx*|O%6)%U>{vtUfi}j
z2-)-tE^2W-#zOAr2)~wFo9AAzgFnK%=NaZcanXAitNT_}y{L`6tZhOs6i$$AMHbr(
z$V@uIc9tpEa4=h~L|p&;GK&;(wVf2CdexZQju`7rYo(Fg9J*k+J%1;>{?l?Ji4Ank
zGfSYo2baJu2N->>QJq-!Sg$X`ynx5G-(8Un!V0E9n}~tG4}PN!G~(9x|F}sQ_AJb1
zcR13AC20k0sY{!PX_11rnMw6V4{gJ2My+n1ne@1Ji^dvKE1N|k9nO2iUbChsTt>xv
zaNDkl>UhK#vB%A~C4C3);KYP{mjC1z54V2U{3b_r2UR5To{;_BREPm1BJ}H<`w=rr
z&ll#jgkCh^9MeNCTePE)QhukGG6xP8ez3)j5oz`dt@YRc+Zuj}CSb7ggSm;kN4e;W
z+hY!6lp|`*2!-;}u8;Fw`~>N}QeEZ`>gdhb{9R6zNx8TR;&|^Fw~oMB>npurZ0;mc
zU}!)g7%5Vznq+tsa0Q&d8^Y8jj5u-UKn)|SxbCLL)cWVCkbgR`D-2UVxuHG^RG%i(
z&SyyOO3*h~C``ApadFT5scJtsmWJO7e<mJ!0XTO&i+Aytmt2q$rC*deKXxx80N$hs
zy=h`lISOqC`0DFvv9iFeCm=Lr5B3;Si_zII9F3+9?=qqlDNz$kQodN^5+s&F!MP={
zF*^|wc8|u|^XUpVAT`h)Kj~Z#t4K;hrO&?*XAcSJO0zx44FMJC$~=^e%7C)pVrwc8
zn0jJy6S6s2prIVm?3Neq8@n2C$__2}_l3VL<`HyCU{Lvi*iJfUe)lq!Z(fK|6Q9?*
zt@6As_BZX1U&{3i*p?N2;Adx&N?{z`=#N}v<Qr8^^t#eEKicwnQ>HiaiTrnd(V{$c
z56fPK`JH>~d~idFVej}cPR^q-_NQ#`7Tf0J$xHgR8){7gzCUV>eVwGS+mV|BS<dP?
zGH?#2@`o`e5mLZ4CigUC!BSnPfVLw}+=1JB-oT*j8Oh3S+*wJ9U9(3du}2OR=f22R
zsh?nm;9C^=r^o=k;<VbSp%eh&;J6!`e|;C2_LrhDOco$7P%tmziQOHOh*ODf>&Se1
z%;^-gCA%*79bI5@#CuFY{7gv50HV>}EZ2aP)+bF)+s4fMpV@(Y2WK4UK%yF|3ZrX}
zGqe%gtmE*#Ohs_7e$im(Qj>CpBs~rKGng7$Zq>-IkJh9b5^UsF3{%QH**F!FsNQRW
zJAx+eyGd;0jcS;!(P-%1sst(#`)X#*a9eWZKIWjX3`1~Bj-7kx-YY7vo?q2&-CHDV
zOXLt)!c&*1vRWB(!x%CwKX$|}WU?8Q>t`F`?e9#=OdMRp$l9v|q%Pzc@v$r^I7_VR
zDA7YV6bLbNl%Uz6M(#w2M?I1X;n-iAIuTRnxxv)j$&`X#m8gIaDnp^cfgv3Hsa17F
zv#?j7%QodfgdO{AXEa`egUG^XhD>D@X^@-8fwGToBBl?K`GpX2T+nv*;*7vKWc4OO
zyn!x(Sox5!9Bd&8-pN%2RQg?nWqKOei~e{kfv_<eUGkJtITH`q5@Y1g{?t~-{?1Gq
zIBG%m=C<ZteLowpDQNvQ20M!-Vad9x9@Q7ESn$94E?*KsND|#K^TN_m8>T=J9<0lO
z9xFvnBTY9O=JDthizoRWR#{-(o_=w_i*OV;tbARm%0Vh|0FRc}W+uC0hKqt@=794`
z2D(WZYdjA%)gv+1nlhYSs|nej@PNG!^VdICk)wkJQ3u-o6RYiLE;VcBKRSo{QZZ~q
zGDT5+*F-&-^IWB(;u{w@woBX_J0lQ-sI>aHI8YUOL{-&u#3CfcF`g``jWPU2k2zs|
zp#&n{2l-ThhbC!C8r?$q2%#$TsY6N2+%SSfLbNO62_o(4?gCCG(19qF{aJoTXVKr5
z#8#=M6UqDe6N>VgT?gGocx;a4DoRJ7X)(07T4*VL7(jYq$XIWd#goE2Y_far#4M}X
zZ)OAOPS!@G%e;l)U)8aA-bJ@4!1GnB16N2|DfW*+{9ZLAxI$WgOk~6GDgD=&MWT46
zm;Ka~Saz$I7Vducj#lskz!9p)jWru|!`7^a5Zxdwd;_{eCCt#Ot^B(UWv5&CQBe8V
z`fahQ5*zdiGv`6H_Dpzp<Wy<4NuZFBt8lAV3Qd-}$v^ZtC@<Xq!f-p1+W*ANG8N#z
zW)yZb2bh+n4&=pG&P%Bt!SbGjyHh8818#|<AmG-TAY)RG?-tE_OY;!$K+>pDWfi$J
zK5#k{+t46%`e4)1Cbz*z*4WR`2zb<&rB2359PoLKRHHls&OHAD%1Z%*paA@599XSs
z{`ca40@%Nqfu5P3f&Tx_Vf=sOF#SJrnEy8i;=j-1@m~N>K(N2`!KZXg001_U000L7
z001yAGcPeOFzvl*a3$+`9`?OocORgEbI|7;05cae0~}y*R$wrgxtF|GB(?@-K#4ZV
zdwH)YDU!$`wOLXujkstbu{AI=v|OoJl(qhd6(&+8Qk5%ASqmj%YhVUcR7uKOBUPo!
zDW@ta|4F$LN0KdUd7k&{J_F`QT$L)va?Ig^!Swbm@AACsXJx_~(`$_J&Fg>Pm{;((
zFMpFU|Iz!5xin$99EM>TKMel_X6#G)8~!&^o-<=&%~r@e%3)$U-UB0Vn#l4lKBa#a
z%=n++(J&m*$HH)scib?E*as55VQvK0{Fiz`uMhL;D`MnPnSb1M*^($W?P@3{N=$Py
z3}YEC|BSv!7Hlmv(vsMe%kT4|AJ-?U<wHKww2NMp+KyZr{ML~JiHz5fIg5b@gTm+S
zA?`4(YIz?Icum<gvzTqrlsO|SCi+V^0Q|xy^o#fvZ)y35mV=RX?@iA3D`wPMQyEz>
zyjU&A1|M#D_+n}rUTiQ(zhU=8$FW>^Jq-PC<^V>v%2-RhA@Qaj;~)JnbW`wB+-sYX
z7UXGf@J=>aBi&WA3;e`%#or0C%N$wiwd`Vuue9tIMuwNWk;$6Kwy|a2IEr6uVcgr2
z4KL!_9rntqMA?mdT&uPu{x@Sdq5n3YxM?qqE~Lc+VY51NqzhUd*_P;Enw!2g_43G$
z@vD0CR(WKE+ignCM<e``_O|UNpSU9@z1ah9fwLzj%H?A$oNdbne)vtj+iz|0J@{`T
z&Byo|j*MWmL%sx2+F!5u=YAB2t=qnD@E5OP=X;{0*c$Y=gD9~LZhC?@?iZpo=-3U5
z2{dgiQPSU1s>M>Lep5~{v#_JP+Se8{7$sgy*6|zGXWqjebnK!&B+I=~9JOSwBu^#!
z?SQlJ3<+#1N(&uX1L=fm)U-=dD;v;KQkV@f;->70tXThT?)OcPlmWWg1^IX#yTIpL
zg7r-LTGm{TOn^loX@R6gyq@T{g&)F8F`JeoT&AhYh?GgTlJ-SOZ*y{FWTzaNYjtpe
zJoB<IfwIaY<lV3-2UxV8=qGgLG5NCZm&-9Ge`e+RNVdm#xaMONvU#oM$31PC$9&BU
zh$tL6Rc4o%>oHv^KOexT>mJwLG#_)1M#5BD-l8(7x8c=B5^Tt3gu%9|^`jEjwka`h
zpZ+ArgeTs#6cw^&xjjPCz0vWOvF`)*N?j_TGps;_=|pp)A784-vc<meF%QHadmXv3
zktsC5wQ}4O?dl*a{$9X`C&ULaB|Xgv-`@$9s+P)J?5cl&Rl|68d!iIu9+SD{r^F4%
z$P<a2Z1XmH!5)~7kB_tj5+WIx5|Ac&W(gaIg<UJj$&kG19$xRI%y17!ao>!bj^W-Z
zp-=!TW2#^pyKQuL=Wz>2Y|qMa_v@gIq`xhDJyBe0TYh4o#mSxck=p^gi5)1mWt~LS
zviK24cO($`$GR+X#x0xj!Axs<f3OvTC+b0R13OSBktg`(c_?D@M;0M#$qbOxHn}0o
z*K~Bpw=sdHoMT}}<)_@8`<|@k)3X}}M2<VwhG)woX1po;rZxhe1&!23jNkGuN2B-}
zHr<nFQMN#pI_93<XjST)7)Yt(tzb6T7qW!kkW~NCl8A~;50oBXZ_1&_Qxlyk36OhD
ziDIEn$&lb{hr^HsEt`U4LcDj~qv#V;=AypYUDQ-MTyF?RSu&U|B<{W$KZIfupWFaR
z(9@XkWupgd-xM=0&jzwtSA2}e^g*mFf|`38760fKMZB!_$VxHamU(P#&<gmepzg;-
zN_{!S(7QVWaTjzKZ_ihmb66sM$pu%g(3JUp@k{yrr{hsN+P0<-OVhUdUX<XD#PTKC
zH_y3FEqg{8em6=6+p+)#lWAEIi86xpNr@RXFF-tk<xMEdBblO>ct8R_y8(oTg_=^@
z9cjuU$gY$v0;DgsR3dFC5zMqB`vX{nHg>1xr}Bd!?`b)JP$)EQGLAvCEw@&%rvtL%
zMQhfH4<p`m#=){QBgg&Orzh%l@JJFh15>PwxUqTXpfHf4FQtr_Gfs8SW1sJm4U%$O
zMXGHKmyaZ0n<Zr~?{X$edz#)7?{0erGO`F6DYcPwrX^cdc_A5**t8m@gKht^fW@p=
z>-%KYW@Tg>oLFpmaRrlZPWrMF@%m$5d`M7J?pPVe+#7QCy4ZnePN#|KfKVXJ?_)Vz
zByMOaN$-;+b7B~fqwcbwRxtCn-iO-(5t1pe=)2{pOFIXB;Gz8XxxSZ+0G5%b_j9TO
zL6|`(^|Cyy<r};YvYW_nz^r(KsZe5MH>{hNBqDSDSKhre1+uKRE9H%TZft<Hi3@ev
z?Umz!e4Wz>l4?pWMimQf--1wXSxPpj5x}e!FQ-IM?z5o#8OVg7I|YoeD{(0Rq2<n?
z6fn@m0myIc8`vpo`tdELDCmS2Hruvp9mD~25OBZ!x+9QG4|s7u2Gv&KTZWn+m!~$D
zWXTm~1ZTc8LXlA6wOjsT0gp92>U_xl1yNy?f|{eY2U3nl>y%KYs1w94{*K)8@D@O-
zk)+h}L1cXVpc<L$O+UTQ-*Axws&LG=WOoqCsBNjqSCu?W(83V!PWt|XTJ#=$-6QcO
z3;~EdveRhOyC_qYc^8zF0EOd(HWW7rW_@a8b-?>+eY;H{Q~KQ=KoFinpquD-j1Cb<
z2WSS2t-51zIZ7KXFU9wJ2uH;B<s;nFWqgl&>T+ECVb3iNMMS&=HQhr2r{cJ$<3l9;
zE4>%IKU?;b016q1$MZhy9*QSqCCXp7;eVtInCm+*EgMzY_A*3EW%?3kpW)>Y@C*0k
zXefjA+{6>fZ-C5)9QL5(!Q-UkqdU=;-F;lta)+1^vYnJk5*ljzM1QtX9g+Uo(2pZ*
z%uQ@>TaLz}WVq#D_}KG?91cbCtRtLpNZ<<C;4aqO&W?=4v#sFhwP4WW2)tx8GPiJL
zLQYIJM7seXa|<}lBk_6rSg-yjdFEjw_#-#vU80h<O$U`(Kwv3hfKazObHfsX`|V1d
z_+=0>5!^6Yx9br`H>2PjO9til7-S{lo2a!V6i9vu<)s+RQ=JNpI1&2Cv)HSS-J*Q0
z`&*Dry$uh)nSmzR%@p(p7+e;r_y7oVfV3`WMv*YkM^Fj=$k(B-6;$e<Lap@Y6JB@^
z#3?vspR7v*O6*|ZjI$`M-Ia}i(omowlL;;=IWIG-c0Ves)oeSx^Km6@%;`8c;{d~D
zCCK+1@U)!5GF$WHB)`K;02BeEmp>GxrMiu)YIQAiI4yD*@Dnj?Wh5rPY+INHG^#)j
zSVp@=9&dRU(6Iql3>c~0ijvX0gyTT<^1L4qrU4;`4@Yj90P7b@V9wwjU6J4tvawjV
z^F=~VKfbF3WNHG#=r6MoV)vwJxtsuVz?TpGY<Xb8!Prb6WEN?@pujL-e5;luM)irv
zyb68LCo4TU1*H*1X2vuL^*`*jA+m-u1bv7rQ*3O3BtRD-kb}>i_8LR}RvDXHSH#t6
z)rAV}$K^%=pM@raT~ZObPl8k>)(_bW0dE^NiPRqRX~&1<1i%+6%$mZ_s0}L@(2pU;
zFrX55YeZ}*`Ykh3AWwrHMhin6*NC?P)bO`KBjoew$MlAwaOpl6y<Q2=$SV%YK|9ai
z#M;CkXv>aKkaUi*RtwH%_R|UtKG`eE^ZY$>Itr1KeTV{nIgDO+R{*_sx>t-(0?e)e
zE@Qwp>4Ro#sqrL*pLO>+RnmO}tu7(2-cdS;qb7-SyQlESdOMH;Yzi2MF%X)U4+-m$
z0-k`43Gd>HoV2pn1Ln_o7xPgv*0M+63DRs%jMR_E74~E8paZ=X5N8h{J8TxGR%oxy
zi;DF%sQ8KK$1J}RfB@3ry0<W{+<QS7(FDwOQfoJmpimfc+XPq)J3pHfh4*{fj{&6X
z<#M9xj8Id~BU$OqrX_Rbm#a_}`d|8*{t{7cBiI_J_5uEj?mYJCDuBLfP5R;S$3aMS
z3Y_!}pe$OXg+F!!*zJG$x=OelMd|pIB)yP65J`YRL6Z!f-UQP9E;%;&xMBMOh)BE=
zCAT1bLO`ROyw3X+ZEjUTrmFQ|9}o|#kqgU}KAlb2<0-iw+gI#(o3y+eB&Zkog4Hjq
zL8A3!10$~_W|~%>x7n{o$Z4+}*?dh-139tzD(;4m+Zk=yjc<$6548M)*CO-5hNalX
z(3VxkilK$j<_}Zs$Z}s~hFc0#y*rQy(d)XG-u|0FMX;lb>a2he0RZ-vA`Vz@j;7>5
z?N1A~i02!+yaW02Vt<dnhGyT@rm11xZqw+5mbCL=oQW32KfMmgkOG30f_`Sp63SZe
zmU*k~<J)Nkz;-Z7?$941CvOz~I9n{$RoO23ly-)cZ`4VWMzg+8!w*90;Xt-#xBZZx
zEYK+<&z3U&;4qTj<`$(CwksZLl6sSJOLyu&Xio@j?zqyNP&q|^-oe|L2EO$+&`LJz
zdg!n8WuuAGPu=wnN)!&>IS|tWY#l^BOlpkzs4u6d4fApWLGq5m+EY57+T7_KdqoC3
z%kLu>L$C7Rj)w~0+`ZxDf-Bj;&aBbKrt*Qlv(VHjEXqw9VqG=_f}hQwf_z+-TsW;2
z)d@BiinZAyRYo?aXn)%MFp9sUMR(x{7AvVXDH@XTj`}5Nv`)*8WCGG2V%AX9+jMGS
zXUjw(_6&4%uf=Or7|XEJ(}5<zM)EDN8fs$w=r6<xE&z0!4=VmxtqwIw>meNgR+@=S
z6%!kyTJwo>fcKU>mFW7kjjdWT3PGo336F(!JY5UT^_DDK2qyIrk=-RNeH(Yb{PP_5
zbs+0E#n1h|TRvb7{zLd4M>UDdDo%nZ*Pn!Qn2>ri3ra^2Lgl!uehYsfhZ&$I`b<Cq
zE3af45~keIGB&6V;02-3_BTO0z(waJ=Y?EU9}ljX3Xl-wR9~y=pBL4@h0Q|`$tfK-
z(T`h)T!q?F_Ciok?yOy#aE{b@@of%h)(T>~0Cs&)y*FLWPet`CzpB`5-Ql=WN4DDP
z!Ag50GX`uB(%vFOPQz)5Z$iS<D<kutRX$E`sO#o3RA1s{za0C~m)$Ve`()Mc;wi|%
zpe0Lyz#eeR4PZUMhC-Xm8jnEi(An1<437fU3x`05x27Z*ir&zdRYuPK9-eFm%jJB=
z$vDQJ<B~(@kwW$@Nh`H5{a{P?z|W^kZ+3o%Jr`QbGLQZ3?cVUySL}g(y3(<n4`F9T
zSc%u7cu<`c>8p*396g?;dTLs^hrh(XTCc(^srgtBtG?=nq;CQ9n@Y1P7eM>p;e5<x
z3M_e6jQ&#Rq{8nyaSlii_E%rC8Xi<Ac?i)~`!WEgltv~rccNq&Eb%FN8#o1QcqLr9
zM^}cVAI3hY<C~*6Q<3YK0tWMp>LBRD?Mk*eiqLNXyn?H%O?Affb!NjbDNf0GLAHxo
z#DbeBHV*>OOQvpNfS-IDppzaB=G(B38BKIRndAYgwlu1%-^7BV`tIAOCU{32XzV9|
zx6A*DQu&@n7wG1UZ#L{kRc*$Y5TOa2ai74;NZoFD*jS?$dpz8Naw1b?)MfxCOF0Ex
z&QO--n3d9eh6>S-AufTvjxfwB?Cg&yzB!{YP4B9a?cv~O+`Pg1FY<ZQx3=146<S$u
zD@Fp4v<j74w2Gfy>xzI#R`a32z^O_415N5xh?YvY4WWbWcJYs2A&?Q>U>BRH%25sX
zzXRP>mXo`g6J0H+zuT0>iUh^nfqppw?bNm#w&uqlY-VT#b|&GHU3iWD$DxpX-Cvip
zx8<ZibM99{qPzk6EgjCp4;UmVgvv;3FkE^S8VY#gHntkls1U_tm|nj;>G%IoJ^hw`
zOHjdXuUZa!;OKwQ@hFD9x;+oM9G1ut{I%9c51#uh(OowL!)QYgM&DrEfadYkh}yu3
zbf9d(D&W0-B{mXj48hSS%YGJX@aaatrG-8P>(GlwebH~bKo9*k{*(t;3kg;kS^O~?
zU07+{*`Q;Su`2Q+ltcVM3BKR|`}#@((PyLCfMk=D*RdCny>Gy>qjRwx9F_e))WHW!
zu<HgILQ(Z5bg$D3yz743KeD7$iLcAkFGfG%X1;YB+O9iu3nZ9*h^Q?tbQp)C5Z#Nu
zg(kLSfM9n?PD+{Pw#nH0NhjBN=^CeeG8?^Su7w=!JvoU&cZK3KEkinh+I|lkF!6})
zkMeJtS9*vaMV3oFS=e){!uY|v-IaNPAXCLok5VTP>G?T#+d0;v7rU|IM9C-&#AX1)
zJ`U?c{xa0s_p5<to?$;k9!Ak`3g4(kU(~8_Q{%o?#oz1IwTC{VJ9MuKVcIh+`iVJT
zp1hik#Li>nH#=hfd!TTdAoA=V=0ln9lcWB8#7j`|@lXqzM;_XqkLVqC-O`$|^RTgt
zE!AJ;j<*81-Ul84e6rEIb#!WQ*=!|(!#i|Z02xI;>fRmq>*(B97wAsQzq;E;yN8=-
zz3ij11VhxD5*Pom``-yoPnV3G1ks;o@B8nd3G??QFqTrlrL932BrPu<)le|rcw+MV
zlmAqnjc51U^|$D;g-H;lZ*?Bm8D$$`Fyb5wTWiYJFH;S=X-(GahZ+M8<kft1Ygm%L
zHYK3Ui9BgWjuw86I9NS8enwMi2^-d?<A-|1-<egtvTo=N{uhqYmS~1&l*V;g9mr{L
zjb6d*N+n!3*c)&r6vgT%qfhHCH0L4f@Ne`gH9bbj0o-BeJ*$O(nvpeLS<7EZ+w2?K
zj6o(h+V;Fc-?*=S>*holF210DmJYBuYSn%JI0}D()O1ZP#Y)55gm?@a+y_|TzwTbS
zaXT_SZP|CG?>WJGM-Ej~sJ}%RrjsWo{8n*O<kvb3#ik1#qGVVNbRkPIUy;ocFj&4K
zNp?Ga)LR}M*?nyWvFX~~|B~XkGaz)pAiAN4qF)!j!!BSPLl9Z`tiH$FEb<Xq8z9Sh
zw8UUCBy@6iKTA{YuHpdad$kNDFF_mNw@(50g3CtnnNP}7ldX$Nbd2s83JYXvJ{_gM
z)S`)&jJMU9A52GS3+BKi9a3&+1WhkD{Cq%yo7wJEgnW9hRfRx_V*Xr;IwHT|?p!mE
zl(rnxz#dzPh<+*|!<iFPp!AHTE8*D$Z2DzFZVJ1M|4a-NoAZl#6~wd*i$HB04chiJ
z6jXR^pN5{-sD>a9DzQZUkVJ2c2>@)7b1mOl4e?-FYBKIeL*c-vQ<?5*=$iPc`jYnk
z$0+&smRxK{@sEQO6o$xLj|8vv4AUBYMZGcL)>CXv|6RH)?fxq?RP04BM%Ur@46Ns*
zsK{cMdw)lB18y{EtEEFN?+{uG+ILg3z${FV=-nR2=n)hJO(>9ia{S$-N;$ZT$^Q*{
zSSSR5f~%3a)}kPXfcm*ie43X6$|mJnIr*nh=XW_Qk8S~A_ajYoP*<MKrS4{g9m*c7
z)a4UVx~jfj2qifK_!!K^E}+nI(0xC|LWR(p!a@L5S1b8_Fm!kF`vAItfx25*z9K^7
zqC9yi+{U9rNEvgt5+09b+pjTDU}YG)$)AHUKS^ZWArOeK)uDdw(t{4GkOpV^7trIM
z0Ltk3lkQ@4wb~Ga1!TSztJ~p0pBEbbri)hW|56k;n>v%x_GB0?X-F(G4`$@z2C!7a
zJ7fs2>8E9vdn42)x|sqTmw=CEflHt&CVGC((~qBChj9!t8W8EvX&F`;l<9Cr?xbE=
zhnJ)uY~%eX9cxbj+dtu|dVuF-d=0cu%V9$UE~cLzs6TglOM@lZ+x*0N-xAB94lq1y
z-l2|7ei83(_?a+z=tGY-n3{w+dk4No2^n;CvDY6}=8*LPSq-w+ddw1uI`)_zrMeg6
zw|9YbYO)$-`e}G%do16;{clwixF0j=!cUf>`14a#NSP+v#Y@Ula#$f!vwLMagzVNV
z@u#;x3giliKqjW`x-y`FQ=9LlP4D5pDe)j-YK@8}SU|IGmLAdn=VxF$xdl9x<Nn=y
zvR%$lJ7h~)$F@BlEmy%2R7$TwDpc`V?B~IMPPA#4E#W-Z+)T73C7Qm~lm!bY6AW5?
zD;E95>=he`X)C9=F}($hF-*x(2`NvOVZhOF?8VPT%($ci$%q4Z;F|S5&FR?$66p)x
z(U;q;fyiZ)QO{;h`T22>8o<^BQEQa;&(J_Jr91Mpl-p&{Aa*Pplea$x^AvjoTFe~+
zAhmbs-LvbWk)Mq`qldemM@0HxTD-Z}dE+2T2AT}iB_D5VbRJ@r3|XDV3+~p+DZu#d
z5rZOsDJ}+ObW*#-2DwoftB1yoZm`THhD|&dy}ZLNLL+Qxgre(_V8BUEYwFiZ<0yWP
zm)0cscxDIN!{V$Trgs4f7i)sW_2^p~?LhNDxlGAUDSAU(2H&Wh-0Iq25XH-_++P;s
zk&08AAMSuNrt4t{>G0#?TtKkILkZLIwj2WufmGv2efFE4S{myfsN*wjkM`ruIxnWx
zmR)?822IvP9{fs9GHXE4PjmBe4)b4uumps;(Vp-nc}iyC&d{T_P4UuFiXmWG`(AuI
zw?b*o-)+<BW&{dp490pZi{H3CWK<SrDA)0%?`7g14Hj7|!JtonQuDnGNZ{gQk$Ju4
zZ$8oxHG{jAY3rAwFS~t&2~Y+wZOCZ}S|WcJZ0w`)D@lMPspN-Y9w{xsD$X(^LBBhG
zKH-H(c5dW^wKfQibid`Di)MuE&Waypp;JpkKGN+-W?Sln0uNq}Ln=ZGmS<@+$Ay-~
zk949Q94<%ZJL*A7aZ$JFXSkIx6G>G+qs#6cK!Fyg<OS@>qy^zI?Hxe|K*5vTq_IWU
zFMu!g@4C~!mt)j3j+DVbpfFslh8LpbLUq1^)h$4D+-m`L9@KQpm+6SO->k?n=wp&D
z1eyhOZRsNdsIv@-i)BvVB|A~@M>b!~Cj<E+(Q^Q)2fj=10y-6Hl1u>7^))=$m&uK$
zTv~b`oxenrN~KLFC7nT#?3mWHEHhpMMc5yiS}XGv+Pxo*;=3(x;pgd5V`2!i!nSA^
zH;5z5Vq4v?wL6eW9lH-0GuF1?9$;cw1dQ}G#qA;Z*Uvp?;^n(ZW4jwdkIlC-m)6e|
z2R$RhO@+a;ZI9U+40KvXkG%!#G*<l__~i|Z)M#iIYB2eG3Yf`VNmZUa%`}pyj;txW
z;^(H_QZ0%<(Y6QBF#o8jM)$A7lCS9QZURy<uzo8_N-fXy>B2H&b;fx)?$cL5k5H!W
zb^$>~b8xbDU!G6r@a9mUMDMk>=#hcpY`~BkZ_CanGmI0^%~5ScW_*Tw9>eUDsycB!
z&Ea7RZgO7(B~QHE66Qc^Fhh+d?_567yr<&|eR3|+=IHEt-P>5zj9muR`x}pZHJ4s(
ztC!#o<`t+PmV|q=B{XyT+BSVRUJeO?H7`Lld>7$`xA9*vj|3wmSonzVu*o+w4wPXq
zh>PPKl*k4xy^hTHtL;p;%dIJU`BoI)tgF7LWY#6qa$}I$dP#jeG?=O?SW||}G`j3J
zH5=k1Z9DH%R%s40aN@G&op3MGN%adFK=^qJpwROt3ao7m<$v!kEMunTd9qW@>{PB^
zTnC9yfCXz!b^R<uMn&@M!##iE=x*cFn&diHP(<TqnD$B#b`gys&Z0C)`x|m_Gm0Oz
zy$hyGLP(f99z$QHrs5EpQiXl)q{DU**mH+5z8R4TEYnmqd>UtPojbv`2lvJI0Rfg^
z$<u>E@th6qYp}Wc<|e<_Za~n#3xaD^q|&_)e0RI;gY#3YOma_xQnmmUS$I|BXRs8W
z=Z+4KI>+lU?=7i7Ff!M*PQ|d3V>CGk<ai)o0OpCn$WpVRYh;x%y&T3}mNlC>+<qGd
zRMRd`Fz8IvlO)01zne|jFEYfaL6NbHwi#w#oyZ9(zDZe{`*A87T%-DxX{Na*u#&c*
zRbgvvcye?vvqLmc^cl6;$jWDfbQ{U(`y%rX+Zy&5&wVz#k-X><ZDPg$&8{y<<aj7Y
z#j)z@0C3e!l=*bYZOCkzEb2i>yt;qMyP$2yB<RaV;w52ZVsJnW{M~#E<^uyJ<&HfH
zsgNLeRk@H?!Cdlj21n$qLOG@48O(hSQ5j`Y#*ZJV2j!?l=pE3ut2C`u|4b!>fdJUa
zR4>|?8)ae<S*|#zhBHu(7-<5-F9aaMI(F}8#mo7nA}fJg-x9qrZl=M~u=+5zH8kKI
z`D(Xpd|#BlHYJHmwcYtq;DrWVK_>&b0eQeQk!&qJNLC8!^&w3Tp2voLRP%;tk!4mN
zL$bx5kGSoNKdpXe+Df(&n12?feRVl6VyiMr^kZFs%E)3_VIZy@=iWueO|h8X#)O7D
zcd^~J%lKtAQXULw8AYmw&(GytrG^34GQQ?AZ<Igqj~#*?hVPjpJ9&?JdK$R9-HMWU
zhS@w_EnqKc4!SUY*@<9a%e5O4^yXZ75X$n+u0{KP+37k3!Pj0_n(mufV2VoHLZmSJ
z>G|D!pe9tsl!~n6&PBTpR;%2@>NfqCGdhP%0{UK#fPh-w<)YewM-V6jbPVMJ7`p-G
z<b$BofrjQl4K)Mf3J~_cD@y-ni{L1MC`kTKdHNvV-_)nh&ISvm@T}UMhNu4L{Yk20
z4FO=6X=@C%lthA@_fBDB{#m;kF2ClS7nXP0{nbcwIe-ton!6Pa4YwfIGvKnQ1Jezf
zc>+c=)q%8!!kzy$U*gj%0@B+U)1c72Rg)+wi!J60v|gfrD0d++a6jd*jO9+wT}|}L
zu7U}lbT?`PS4O*A$kfPO<WX^ze^4%mG<|w)NLH)4?9>d({5})WT6KQ5JMtjT=u<uA
zj8uM+>2r*@am)+7YPoHE00u%cI2<E4c&Q7+9pcA_>LAw|%n)!Gv*gv46Mzhy7Ub@g
zJN`~zS4bBj$8sr7$3>K-RJP>-NT%8X4P~RIgA5>5Hg3s@<O>6{G=8IPSqw4Wnh@Bv
z*pQ~|ea{tda|*TL<+I&-LBr1;{j@W9jBNYaggwnNgnG0c{~%E3Ei-3>Y5P3NHy`)I
zn#wm{WI31D{^B)FGQoq%@3y>c5G#N#*Z%W#!AMZfDD5$w#G%jZwXG_IT(0miIdiW`
z6ca=_Cox_$0mBc1qKF;r7wON*<tkapn!2<j^Sd)LS0q7-3~1UHl&k-#T>8^#_+uCv
zB;Gh-%$w!1Uv^O?F9kaJSlb?FQDLSoHf)UDtxYlIfMPbCCC>J+)GneFV7rrX*v`Y6
zl$(sps?CB_)_k9WBP!Ip7{%7N2uaR`ePADMFW_q}Sq?$Ru#HCuwU?m%%UuwDUyj2r
z2p8EI$*-8+mxi|_73^}?HFAeCD7yl#cxLk}XKG!_*%G5GSumV9*Qn?*^DXZ|o&-VH
z#f$!zVNrq***4!qsQN9u<2n??J#`xh#27tDjls}j(T53&A>5`V8G~I=XZQ)X{f1oc
zCFwHgIoV{<$BN(U-ej3m1Aw`)EH8$m&luiF0()NVy{0!{lNn~f0)8*0dUgjS^RmtE
zh*Iy}t~kP%lfmdW^bS8QsFpm!=!e?O*9wz6O|7u_Oz;1o&w2aU(@$t*@g&M$3^tMe
z?x&Sx-=$ZE!|mJIzgI#=J^{pce_LJ*<WB-I9pB2IOuk#54`ffug68bW+>)%8^Jz2P
zu++*Z_~oQ_YWW)&yQ=1InDfNGoNjrB#)7#&#r!RG&}u%6Vm681CGMj}k(Sw(?cwaB
zbZ9R{t%{j1%W^0G>SaNWOZm+FbrT&KnDM>D%CgtTV1Qdu+31bpsWz>O70IWOI48ui
z+6;6D!=QAxvyh0AZ>@rD%LlL(a=LC(*fP#zRv7H}?XBLQ&+dU;V7n8C9t-m&0icAL
z;;yi!fa!VXcNIx4K#h&(Z`ijlzar-o@@y!7!y3I49brii%P4?aOC7sIb=3@@Jl)cH
z=YC`=O{&er>-h2Q$W-gHX5~dSqa5|!V}EHxFMJxCmM;;Z6VMD0T0GQZnjWL;7rz>%
z2@HLDUwf}<Qj(WWU>gBPz9};OO?v2QAJXYO(X56T2@ShB#qpnU+iCh`wbEUPF|k|u
z1X+4f>Q3<Q$jJw@E0qwiHT?wU`8_l^w=~h#FQ)@_mLS9vol3Y3%Q~vdE-bdeX&RgK
z@m<zbD`3JRz1OI+u4@&N)SVj32uJt6L4QQem|56tTIl3&_faX@G-QI4J?vAd4Y{{c
z>2(QN(4Jy*u9Ce7cq<?M(iQShN1EyQ+mRa7dm$b86vJk+6##M37KAXr1iVj*8YJki
zLm)GC#8nDe&4GS4)%z{h37S!@WIfYT1#ih}lILb0H_^ZB2VU+#kp5J*-fFU&hP}l2
zM}dU;<$>hnMV}h>j`ecOcpuj8HMO41L+6h8$c*kLeX+Np876U?i@m+lVzmI%p}g;o
ze#7c4&uX&T$>%>ez$C(K{xMyx-F+R9;C6P!XB~-A_swdQbJl{=nwR>@w{uis)3OZ}
zR%8(z1FjiyQ!ad%C92S<`NQW{R^$A;ySzL5uE$N7Y})vpTG`Z^u3Q?j7}i`op?=+!
za{gkjnAcSI!COjm>32aw+HWsI!-jvx*A2^Qm2sO_&2S$@ZJ*e0>w877SmN7YCQ8Pp
zEa|UQm(v?jI@2K>Ix01^XssVA{SP9u)Mk*DC8%jAEB(={mao%#IT#3=1M>WpzHigF
zdiyuDDih@A+vrpJS-UXlYVB^y>PU7UNOIO^UaxvGu-}HP4+t<wdi+1!aMj4qhr8%O
zDFMnK;iE-NdQcV6d`({b@A>`s=&H@{k3)d`yDocfoCdbHT#Mq7y6g?ITJBZRM_?IA
zJ$r;!j3?Pz5%n>myymk~E;uUm{i3@muCuDZUnyj><Cg3M`71QAn=khq$tAzCSAIk<
zsbqV;R=&c8m%<c^Oh_kYRt{P2+=B3Byv&KET!o&~;n%h-SvHL!l1DsR_tRIPdm6Mz
zj-y;3u~<CHKEZ-Mv)ZvMJ?aR7s#_k*)dpeo_q3U+5|$}n=MA58tY_CV3pJuI2G-)E
z5X9wYdE0z)aH<-nMQnP#%4~h?jr^4sW{9bQz&dujs9Na&2tEV=zNNm@4NXE981JUH
zBbz-@d}9Wvucdw{{L3K?_qts4$dgjxXBh<?ne;>RKhwwHEkP~*;os84>c81k8~TS@
zgR%u9F2vNTVuR?nTna2R6}v?PB&Ys7?}w(23s@wz*08^9vUFj)UsVtA;Q-4->~f&E
z{sMEj*0GyDO+uUWF!V!mJDJG8G;bwX$y3N#hd6!*f)VukU|1a@W|ZdJUt~$fp7`(Y
zrVD>fjY6;1wCoM4OK34*_BZV#yYACtPa&FwP5Paf^?2#4Y+$7-YmtlwArG;|KLK%2
zsQK}0OzAlOZWuqT@rA-Je6y}4Atu9Xve?TQk9YK;EET^JGN@5&%Q{H!0q})3X22$L
zKU$iL1MGeF1ByZRs!{ym)}*M*9cbvZsMzQffN5C0k#SE`E3FG{Rk)_@E!I?xtQW9X
zQx;5QY+W-ks#;vc>>@UODBck(g+KP)YKHRFDzLHQ^*ERnNeh~KOvB|clI7k!l{j$)
z{~JY3>dj(!O#f{;zc==?PpiOL$76Je$ymc);EO9Ac}@k@q<c7&q@<BIf_WECT!MTD
zvRG#f7jVN@=>u+Oye=zq(!y|cmo(cIg7f4jK;cV(!T*gqlF3J>o~+)?V-JbQ!>-SN
zk-EPdTw|U+Ff@R83gLT*xn7^qqNh3fL}Jsr9flrsO#oyOC`oX+%T3MZ_|_@r(8XYe
zy@;c>NtL^(xs2&J^S5fkz!i{s+}mN)nl)cXYHxWkuhNwk=%B0_vuoEh+a{fpXZNEw
z0%zsmxnJ(kzDbu_gPH(RY1qwIbZHrI?Pj^ohjQ{p9yj(^78UKR_0rmNxs2^<$RKFH
zdR@|riUQhzjHduBFx{@FW1sk1_6BR4*|#e<mCl#@wRZo^r5r=@t=ixnE$Oqg#--!G
z%*j6Ut|Td+^+Rg4?8Uy8?#BvUUEEA9E6A$tKo!>9U&yx2Ei~Fc8i=FxIA5TPNG^%A
z3-36lpJ$}0Pg_wi;JfvCK;4;|u*8X-4J3M9B}Fx)Vui_mi1lg$w9xz8#9G6=yQ$*k
zyx^)nDHjSqE1B$y%;;TB^*(()N*+K{w&bKQ6DS%^g=G)ev0cc@8vFxG2{sgN4`)RP
z)o??l$6$EzOz|d6ep2jFl{K0ms3!ncod#<U<Dm|H^OZ1&vH}g2lxzrKG$el36sQs>
zGrWC|=$%yrFiUAo*se59uycL4-_p)AMQcnATKe+qfByac^UoYTJo-kqC-Pl=BP&F*
z_C(tDVKpyZp7a4=2gQ{xe@T<N^^dFjUJ^>f8Bg-AMRdA9%`4F-)IZFgCR_Z`*wRuI
zUlJ_^c!#g@|G>SNnJ>PkZMsJTYFb-|!6Q$)?>=QVFDuFtJL~&dKZ6TqLgsbw=jLVe
z5UPh4l3$sVmwh*WS$u60gipG8d7B<{@=X%Znwp}7<&TGS1i7Nh#I`DCON$|zbUQqd
zyk>oum9%+j_fi2eqFwRN&71guziw(?YM9>PO@B&5^r8P2?;Hi}(3UMn!J8b)h8c&Y
zr~c=Hs|SL**k&b3hfR+<%q3p#cBF_sh&nEV=5|tJ0?V5Y%k8nskJ$-Hd;r)lg;|Rp
zd_cxOr7fg<|6zAc4hvZCysyE!tF1Vo->A@J3IpZ(K@XNKZ=ryxgg*O~7)x;Ff}}ki
z^~OS594G*ibusT7h}K-cnO&=;4eA>ywCMqn#U2)82C1!t`Ft#MQL~K)_BMSm6Fhkl
z<{J-PmG<1RPs6N<h24vwLZ!pFAR7g++|`4!?~$kZVEuiD%NyR-faZ%mD7id={^(G!
zljr@9gru|};~1nY^=PK_Q#zL#cDux!T-9PB7NUoil5JLe{TPdTt-?MA0c47a<Z-Au
z!A}d4_2VHL9qu;3@n%^*41894hYS#A75z||&kA`(KlA$}r=oKjQu&qCwLNfj3f;t7
zb1nUt=1s0E!Jx0Pv8H!WWCfPfUEWW-w;2bFF1=_Q2sRe39PZT8flA2YOlZ49b-jF6
zN&2zxvzd+Q?>uHbyo5|lHS!TsQs~t2P)K)PP-pz=g=A`e&`(PmbJBow-P;JXrY;eM
zOzpvtRa>rMSPHU8!nSM_Sg}I&8hafoH)9nLxr`@|`Gnpy3{N(d5~lqa&5dS!>rA`F
zJa*)5ZUHjQ->gaMxjs^JA*5KIwZwY)o^CBqD8VZ)v%}<Rp1ES@Su@^ZFxQN=hz{|F
z41KJXXb>>bm$`jy8Zt&3ooSX$R+fh8^<61EOK&wb<O%CKE>ZYoeHBjGe<mNmp)U{e
z{35;Eb{LR0LC1U0#XbxqM0rx2w!Ui7bw*sjNQu?kRHQcC@-AFLA_Z2UX!n_)<y=+5
z3n3kXRF|=Ujh27VuL<IEO(Q%E;EHx^JNC1@F@hrdphpw_mNR>o=Kp~9Kr*&nEi+~V
z?8>_B;SSjPj=w#iezUZnlXSU&fHsQ*^l4SJ5~@Zaqe0uPD_MJ$a6v0**?S|!_R@u1
zqJx!KdCK#0(y4|JlJS`4t3NB}t?I(<P|L}8Yk)^Y`{Lyd0${falgTjn<!;s7oF@;v
zMRD3Bpu-w@LaXyWF7}u6>N*IXY4HMe$(eG^XP*hSXXwq-_t;=cXqw6AyX_okN;S0E
z)!{3x2@@`B9+k#$iIpMlqHgOvc1~k(vL=UPTALV`)p?eT0mK$H?HYD(TAikaoz&}e
ztG>unyS!KpNy+SaDiwPNhQ-S^8CT*a8$vvtr?0W3JSRNTOJCb!8;?A#`+QN#R?lbi
zJ>QWBKr?txU}PNjk)d+B#}Fo6ad6NrVq}XumRZSmF<*0RO1JL_Q<YY`16#CL5;p1D
zXBmk{*2*5;z0x|6zTnk7;`3OOi6kwxgQI~w2lH$O)&Z8egzt50Mn%N}Jvx(ZyKxQs
zG0iAawoaEU;_7x#(HMhGMwoq8DQ|k;#Ec2&ka_I7G7{}yio6)hT*H+RIyt0mP8;|d
zq-~kGklIHC*6$^eeN(H>ic@OK_BZ6LDE3zGpSmiBB-9Qj=M<S!_R^=1-(D2e20ZB1
zN||NKpce4hF$}O*>h$x&g8UbfRZhq=$txNz2IZuf*PHAH^5SNGMTxbYIoe$Ti@Fi3
zZ6*%V!d}+Awk`4LLX;$cF!AZ}l7omzgjU<qSTC!-V11kx`Sxp@z$5m~nu*L%$774D
zLIau`@(I+j0i&x9xjCYJJTCjx+j!K7lGXNvA07;79Wynq)mq-yJRSR)#kcaYvr9lJ
zo0WIzjAjbM*V-;GH_WOus7!9P)r_;6zWOXLl(CB#-x%<U)v|%}Tk11@-m7LGlY)ji
zlH8|h=^0I(Vw5HDLbpe9s_FjOvO>kLc89jFQ37|R?uW;DZAqn^j@NvsMD|J~_;X9{
zEmX9*6~iuI_8l$0u)>;^DW)=}pd*T3Oz;dO(A%~PK7}IF@3mVQghbJ~IxvmPet8&$
ze`<9<7F-4*8$phB80T~|_Y8#VFw3ri&cn=CYyxemp#{^KH&x>#uDua(m1WzN8pM$2
z>Jr5T&#x(=tTExJqxBwrbjC4Pq}=l3fOXVt*pdvkn4dvE0<?!&X?m$^9CLV0f}rmg
zJ@w0O>HcIM+e;%4y{-pYvvQdcb(FiZH5Kee*I&$f$F@yxX`Gjp_1D^(Loov|uy;di
zWiA6o?mwm8X7;F|%i(N{9VVCyZ%yu2UaB&Zm<?l(QPBJ=yINoOYVK?%ma2q+h{?N~
zD$=~{6&kh=H8PlZEzgW<_Re~Mjnja$^LS%-?t1B)TwR|94jv%b@;GZ+0+GH~L_fLD
zewKISVYODyT=<)jh8vkHcRhFE$G0GH-rv?HGc3ruUNdA@2wW-@t((<aPi9}g*T_yG
z`bW;`zBew%JuesWipLz7IlbAQ2t)RRx~46co=Lt$YgoOT;N%;!laq_OyQ(gaP-RMf
zF9B$GIoBcx?Cg6a&}6jvn1*2J$3EmvJ4)`kls`y@g-LZ#Zfc^v+cqW8Qg^)C5QL2y
zKsFgw0OuS@_lACT;huR?C_uywlUd^)2?{TnbyiF~+zOTpnFwUq!|z@{EiggIF|%u9
z($H+*70@EEV^_|cn=9gA&6Dj?{sye6pTD6RUOb{GQQ~)++6;puBCQE#^Q2)|m>Wd}
zL~Bltxq`pA#1=3N9tJ@!tIxkt#qHd6C3zNPOEw&P?x|aEe~5}&-Fec?qV2A_4um$O
zsR8p1!jQp`U3>3B?tl!(JIu*&4O^J`z*Ktel``J4b5?cv+{av{Y%kjcvixUTGNHq4
zo|h{T17-B)WxIgX$-p#UnD%j+GwL^|G00qDHdlZczCq~qX{W~+tSoh$yO_205I(R0
zhTHNUM*L@WT-qdSM$12vSJk$;=#_8eqD?T70(`uPzX2Z}SXB~xy^1LJje23}xu(U#
zpypkT=shPon`EhUKr5>5A6{bzO1no>*qc$+<QCG%<b=q^f2f<aUWn2=+ThiUtGn=o
z;Cqt#GHrBlpZ9%{8K^UV_k@^zl0}$`swX90kfTSc+_TOGR`;tCo>!ScCtH?f`gog)
zSv$?_E6biN?^m}fE&%yR+4nWSZBo&KmN++w2({IMap@|P!{PFve)Hl!K^y+&ZA9z^
zC}#t--4Zj&5T=r!$V29RPHMI!P~X05U-sTUc}l18q!)+UiDh?0wtIBk>cgzt^I<hg
zq(|N-(YCqG{ysZFw1mGU1DYlctMtsJ8L=@N%Uk-1!7#Zg%9HffX;J}c_CdeqQ(_5D
zzDY+nUsAzy0p<O=w)>&=y`U<WHR)OR-&0{u7Y7fJ!v>_M1mPXK*pqiKWSK_dX%`%9
z6E)>+wUJJYeuf0`J}r1RgDSBxVKxQ@*3;O|bqK2J9m}-Opk?=pnoqjN21q0yZyz6@
zZnCKANTbyiVG~5JA#0yuc!({O*+XX`BP4Lc%46MYCxMyW2rZwy!M?Q6rAd+Mw<gKG
zW<4zLXj-p5st~GV)tWZ_;VAimmVcosdj1M`yHO3F53oTe%sp`VwHE8JfEtHGrUmh%
zqG`k|J4ip?QN7Y^kY^oL$>l6ypOQ;b0`yW+x_}NVVrB(x8?@(%+)~NJw0AQNh{nNN
z=#Hf6fK$JAI8CBv)n8C*q&F|F)FtWD#g<8Ck<opy>)Pn-hbq+9N?Y{G_{Lb7pq&G%
z11o!`k3fQhItW;f!@^)UO4eVH#m~(aJu70&4p<+C&WRHONs$E$i8Q>8Va*Q0E~P$%
zU7s3sUkS9UEprrZXrttSR&YI7c3gTkCJ&WkGCL~c*K|}fU5JHP7RQzojO9<+BL{{z
z`&|^nNWqJa<hC5%lII^&W{B(RJu;eI6NqNmu^n^JV0iwyaw7zb3)fA8ShiTWg#}r`
zWG*pjot8B}WPMlrDOHC4?4{ZUEM;Cbx;GcXqTE2M@S3!3l0p+hovD%lQm^T!%bK&X
z<vFUc+P6xD$5N9i>CYniUqPgUib@ku-bXvYvj4H>AhX-Zy2sR2u#%sY06hry`;@^i
zu7d<R!U$YZd!WQO2#avfsIzcxy7m{LHk~yecD;-7;JNF=0@=ak^(KQYXPL7XIe3x%
zLvP{H9yVDbqbnfoc*p#$UXhh=(B2BEP=u(T)>jwc_ONCb?fUARVy_}hd_@$~&iCuq
zuMbe?r{dn};8WsFDGK)+^vkl!5S9=9Y*M!eu0$08K7m!aFzTYSzC2+w;)b`gL`STq
zLwOx<$2#dRx%9vEvl1!C_$**nV`*WAE@w`4o!u!~6JdGj7Tqs$evOcxZ&@qIliQl9
zV@j?$FuPE;iHx6QchHqcsXSCZj`VwTOqk>|{&HC>D)v<<RKw&Ex7)G-`0GFwb$Rxk
z8ZD>XpKP&)lr>-edKex05J%VLtD#d$1viyCQx42~JMzFaK!xd*OhZie&e)AUj%QhJ
zD}(}lpZ1enw#;paHF?<Q=$qY7_#TfwX=&L_QP~e=`oOplZ$Dd8vuAorsRA;`xb{54
zROM1o-=gdBPbR*uYT$)i2mEbEr3Tw<B|Q}N_F;kAi49Y<A@nWH`c5sYmOUURcIe=i
ze6~^Xm%mqDFc^B9IeZu%+4nuy?2#%wDkGMV=$Q!ZsvP|dExVr&R4LB;Ea0q)M}KBr
zyAgwm?L5SS+6=3{j(F!4W&Al`PCn!mT@eW7T9avd7;hzn!Uq$>+F%&DW4Bfaoh=y{
zh~(m<^5U-g+9)i>+IA7UwFSo3^BL57DnS5Hk=L2Gkd6Ue*EAz+&ow|ydgZHJyGgtC
z78CG6&gR)+ZA5u(oF?miW6T3HE@wf_Tn;o@<IX0q6WI5D@q43vhAoUdsYOTZ4=e9L
z0E=Y)?Tvo>lO}qvxn(uH9wq-(TXPuwmdAEFy{$p&ENbw?mm_1#L~x@_7>ltg2|Fl8
zpL544F!F4)J;}+m%>pP8Kd>3zn;p#10~wbc%s^niD%ln78wu8>8w*Afi)8}Fk0N(G
zh58$|dNr+uI=+ui8rXaG_jNGLI!*eVangtFg+8VqhwcV1`YZi_WgAr14*Rk^kd4hA
z2E@6!@xVmnZzm1Y0hm3-Oxz*Yf<Ef_D`LOk#(wFORkN`h1u`0`Uu@x3GnA0Vi6vV8
zdt<E2R{$TmqGkYE`e1-h=vOSaEQ^HL>+j=ovSfeX>Nn;~wJ_esKMoU^0CO7G%Z}A#
zt{|Y<uE-9LCunYk+NH~9D)HucWc(?+5@@N-#gf*mkF498O@9|;{kk81I8VT_Z<fRG
zpJow^(||qyy`3H}TOQKpd#5=Ix4)VgF{-%>QpoprO#xoMzZ8|({;JX#QY&Klw&KCG
z)TQa&0YZ=W3ZL>JJSj~8p_h0PM6U&vxpnrKyE&ky1W!QFxW!!ssrzHBk#;YjUsQ9J
zLpie9xHQ(pR>=b_{>sL`H=)ghHY#d*E<tRJH1V4}10lKD%-!NK6xnR%?G<WeSI90M
z)87o6Vi)qTn12u=P!qW|fSECb`6SRo{su_Pz|Y?RfV+}k(T?{ewQ*J_@<-RM(N(7@
zE`hqOpZPiQo%S+MA|pQH+@7YxDLGvyS%WH}2+Q8LUyx_rp&Z_ck`HzW384<yqp2Jw
z5VS1Thk`te2zK1sN>X@vmWmfoP@h)h3<Byp6w|_&Bl7^Z%yp(Di7RCSNP!SZXhuGG
z)A#*f+m~^P{}}I@DE~kf(L5!iw#ke(KfOWS2U(-^8Xa3p#iq9&McW{nGh*e|pxIc8
z4sX`2LwR$;MhZ5V%_rpw)3f#EF(ie2eb+Vnnai>bF}6epcXk4dR&!56(|!@V*4;@m
z+BEY<a=F&04X&xeM_LMc?zB{Vg&E!0jj$%>x@(5P2E`r|xH${c?UCc1_tqqy%^IXf
zUvbNOO80F(PFmG|i#^TKFRH0}Z1a<9m@zCbkF-%&fQ=%dl_y#Wgx&V;=W=TUFpd#O
za6#JNq@8FUHdz=Sc=?d&FRo1!$;3T%)=M&u1J;H(&t9^wsNWNCU8BLm(q}<Nf|jX_
zV=ObD(QKym0Zi>0Y(~7Z(!L$~o@iPCQ-#aX=Ny+Vs>EW7t_dN|F0(Q#2;ckdN1{j6
zPy}Mc@5gLz%Td98LB%`ndBoI*FU+%cY1~`3x9eZXmSTyGFkH?S*I2$GIs`EK%00Pw
zlU=e2(rqqiXnJ3iV4j(Ggc>k%bOUl)E@X5Alz!J=Cep8~Zzfcu=MvH>uE^!v&{1^@
zIdvqO*LW0UBV^))8E%Q4)1u^5UA14yR?*n^Ij6@NKz-3UJ^C%<=eB8&HLWYF->RC6
zkFlGZc7OxdFZ759r3ae5D7a4dE<kneY2wwP(bNY3y*VWn+C7V|ACtHwqq(1w6Sfhm
zGv`2i%DNV<Jd|KUI~OkusW*ZJ$G1A_<?ypiTD3o)P_@-vqyMHXgKb~!cnpjHTWvvv
zQ65avbNKAGGr(9hI_MhJ^QfOl)A>>+WCSgL@u>#+pVLnbqjFpwE;3mOAy3Q^bVP-C
zqpIDJm?vO!-$C*#QSwE=I8SrQkJzJB^>td%-X~kW5CWNpQj^`rBd}C`0?W*9(QK<f
z@3Q0;9Ed;AhTIp}g?LE{1JQBR@P22&>rugD5BvR}bRvi`?|}|;8fYjdy~<>m*OIX2
zlkb?98ur&)5$U!1@Mcw~D@=xo*6|M@ge`3~E~miRey%f_iRw*xJXH&u#Dd2{i+z6B
zK41E@wXpHoRWRe6OK{siry|Z@u<MM83*ic8$}Is*c%`K+Xrbfi=gPHcX2CcLXMr;8
z5f5Zd#6bh<hND=&s{{=jG383oXR3@GmSy$R`RDgM#tX9>AYv{VEuFM4y5oaw_r9V0
zhNWIvwz-gw)#IG$F7D5@JMO@t2y(SM-l_xx*-bpOjLmD<emGZfvR{;Ko818Fc{i8c
zTN-5^0|d)rElfVD<>vlCJ}2#)q`=nvlqR;O<I{GBwXk(S6DjmVpNtZ`By7Q8F=6E=
z%N!m9$+qIZTf#UCLnc?lwO7we%U1edd&TtpKRmP2pGUlTB$ubS;3N;vdK+Ps4!CGg
zx0?--R&`1{Ne2!8AW{^*d5@?HoOah|oRVIg0)4q(&brjd*A5}*>kgq$f?9rMp(ZPL
zx)pucgMmDCV!`9l4q8?UdOZv2HuEk@D%9Ct`$iMWY=$v6Xxr?g7=bTWdU@>J%wJ7h
z2sYcAfH9a)i#GmuX!GG0-HfcALy#swlR%r(oVIP-wvB1qHm7adwr$(CzP4?<cQ!UQ
z{@D8->r{uTsH&{Ye9x~4Hfs^rHTS(xogDp;@oSR4f5i;BilPVLm_Re@S%PjpLP?qH
zhf+XgzB<6tfnL0-xz0nWq0n&_vo-==j19u4PBaeRUej9lxZnDCCC(<lZ-Qvw+6hg4
zH@RiolVTd;cFN^i7ZfPxT6Xi;ng4UlVxW3&IB{L#UZTXzQz7IzeWwpo-QqIurFZoC
zQ?S+eaPZY-m&be)10%vDSx`(msFxqS*R}99E%@B<Mav5Y+&i;YL;+4|yxj4SA)lsF
zZHXzc%^`y)BT@nam9+Y<wHDBG)vg3a^7jiH9?mb$*N~VOzeZkJyUvCl@1z+ssI)sH
zA?we^ef!4aN*fW3W|qt`SMG9Inw8l});nM@;}*>V?&iVPd%xVHsxqT(-bqdNla@HQ
zwc9siSequ>T=D+QQ;Oa!h0(7nbx#wjL>&)NidO@7nwVrrZ|geHX*q0k$Usk?FD<kX
z?UxAEmQRuqinYd?r-95YY5p*qgScN!qdH3Wgzoou@Lg)O@>h|R!@(qna@(1>!3D$m
zT5Xd>QfXjb#}WP_^7Q^HhFUph1`o^vFaKZ%M}rG!UQOqxmTPxv`$f{dwD<2fwc=C1
zXpcU&#=4RS!^k~)bL+6{-oXGT82Q%EY9HCAjcb#*H9DE{&cn6hylT|PPZ%nw#8TF{
z<mu!(P4=lGQ+63pW(sm%jX=p|-LG|;1UU@`2c^t{ohV6K3lU3qS-lGrGf*Y*r+b!0
zY5?fkkJ;Co<3FjMj%??5$i;W$OAlxgkg$V5{Zs_H?y7orZ8N?z0t1eR)+fZ|I<L5G
zIrs15F*(YQmh2yaq=rR(jfYlP7TuQ(Nw9pzUs%T2WF<Skf4FN&{4awzHHy`=)UL(U
zK<u0{f;lnB6qAy$*Art2NL#F5<6Ve!(n{p3K7bA#UQ}M%l&+;*L&&nbE*aq66Jl0L
z-V}e299;NjkZXEPuhvFg{1j3HkuZM`jy-egyI_@P_o}w&;STc4fc%+`usfHv+spAP
zR4nUSv2ydU$IiQt!g(&Ew^Q8dHL>;lFcCdQh|(JL*qlV`ZfG?rm&Z=K9V)Ss{YgL_
z{5_dOOV(R|X(|>=w4S1BKi1fEjvDy#ef`f{Yv(k|_k*<+nlkOgN{zY`h#71KuTHvJ
z@jl76uBvaTMvBy49lE6P5(ls4p;^o=an>}U-Nyrbt2t=<4Jz?LmKdr=<l>1}MzPzK
zHv6hoT~(4P*X=H0G>b0UToF9;=gF-hHw8}yNT-=`f=}}PQ&`43rQHGi(p8DgSA{dx
zMbbc;@LsEiJ^W0)#r*?sHL_+7Iss~RjWwlI72o9DB#**}*2!N_SJx-kga-<xWx$e<
zlIz3!+VcB3Yj*SCvPz1H^_Vi~bcTKhegi6uh@Vfv^+T5|pfWHAYQl)-dlm;cmv+)I
zX-B}G2ijhH$;3p&qc59L!*$!*p1u)9v@)s=wKHQ@+n`;BiK~#i?qa6P`9^EOC=Mfx
zvDgBT;qP353<Ivq*Hfe?XZdy_+Yc2+-+z0l7HQ1Q?-aeAyR7zrV{`hE{TamnB)-fA
z!o(^~3&0DLX}p5duo_EehuL@tq(dYFNlsxUX;PSPvVEV}v21uA^;!Vn;b$bEw2TTA
z5;cGg-BVZVb0@I#eo;j&9MK<t*vH%*nuRc3*pzzy(%C=nW-UoSv7Ggu)^JyY!~S$T
zj)2JAbCX6vpSKmM+bw=6bZ@H(jj49&iZoH-<-X3EEW)tyCpNU7Nc)O&!mf=iH*h~p
zC|~QY?cKxvy)kxTDdL}gpg)KUG4ScSSYeKBGVi=sO6FEN<WT_pm*%aL_G<l}*rpSz
zPS;{WjDIj3(76_L9;%u0l^%(;5hhLdTfkAvWU$9MN|=km=)x@BkgQVodT;T-yJSfx
z_sK59hH0GsxAysjx>gLR+W;vUySmy>*eF`SGb-IE!#1Y(4A*R4aQMR)?G-=U<gc=J
z%$BDTo{xBHIFEPg6+*)Ab}M%LR!ku?kgIiJ&Uy`f0&ZhQ?5|DK(A(9t{2$-82GuS{
z6Sar*&)MX{YR9b-Qp&@NS9KO?C+t_9SPSdFx}q?G*=b*u{}`BC&USbYEzP<@I$y<b
z;1cTx5&jTM2tJD7jO|WxfI0TbWD85Z!3_myQK8g`pS&8*{>ugTNItIU)0{<i(jN|P
zV2%Zrp;?tCx&98<VICqlrIWMjPlo-)0aQ3`FuA*q(JE-DSWW_JHe{M}H7`hiRqwNn
z>L6^HjG<9+1Ia`7g_4exX0h!1m^*)85XG#qb3?KS*6uJfjrJ_R_Kyb58Tsa{$TgPB
z;xKnMKs9Ybubj|%?NjoWLQe7nHH=zqQL%YHOV=cmrvn6BE8|XvsG5S=JPJGjqyc&%
zf(N%3Y4252mC}`WMb#(v$ke&MjG}$H$yEEHm0iaJoL6D^+P`nzVA_cDiQw=JV-~T|
z+8Od9x*McBCRwpK8kP5a&^DkRO>_I+uVq!DIY$j%cnOXHm30|^-F(K0dI5CuVj`mJ
zv?7URq0r^r^+Kf@m?Nt#0M{JwZAZI9vp@bzSe?OxnT7!ZM}2Ht{Wn0hb~7nhAg9Kd
zMgZOG{R1lz)`#!}h^+{36sB1*eqGn!u;eq(gsv?G<lCmD`amF{c1r~Bre05Z^rpkf
zk2wa~JK@u8f9J)8)vkeRM5gIVP_)OgU^XKY@K$zaw(ha*O3B}uboRUCp#BL`cg%^<
zPWG>^uj_8PQB~DI`TorpW*~|6)wf3XCFv8zb!N&5^V`KSm9_0&K;(Hr$8=k+DP4wO
zN8>VM=bEAl#iAq5Uwl`yhMM|jAzk(6Zv$M^#F6dmwF66C`s6aj<gKO_3T{xq8lIJo
zP8q2bD(}QeK&hAI`;w)PS0&q>bjguqQTO#)CH8?PMtH(%2Hg<{Kfwy^^W=N&HI~=c
z#LotGF}2!40Z-&+GGoehH#xFwBhu6n4Rqd1k0xEl?d17Z&0K&j?qrRzgO}+LcySFI
zmFNci8m%gH<2+Za@HZ>KLpF1$2m$KH2CnQmk6AAmk*%*x6YW{ruERVMxaNABoabE$
zbb*KXT;+F|a3??QafBCbULjXv7(&HlJ9Rc-9Ci|<)NOFdeR9jP?UkxC$4dUxvJx+Z
zyEm!3N-7Oao(tw0Ub9Je%6BWFn-mc4*yN5CU%{N;nXi+Ld1_dKfa}4Z5PC`1EHnl_
z(ExpbAEF357&2Wa<@hIRd!v$`^AquktH&kLd)JyP&!#>d3b*;tNh~MoP{GbNX*ArV
zv9KNq1gG|g0LDU^PA7Itl@MzuxzLzQNv6%{^P1(VKQ!&r5b*v2y4b)hm8e~5f?xKN
z?VdPI<~^-!JY+>(z%*fh0m2P_1Z^tcIrf*XR2l7;W&YcwYVp*8v8yJ}0;_l4)e>M~
zm!Kj!vGu8Gd2MwcKQ&wn#sG^6g2}tPzpA)*;pVpMsz@u^SKhr(-)_=#+pc$RQXWD}
zRJN+9cmg4Nq$1fI?LpvtvnXMF6R0xd@b)`-E{ZDaF!V7BP{^Yw2*)tTSY2m8^fZ%a
zD!4Gd(v0YC3?N^>76}D^ipF&#jyZ`Z!z!&2zTdPW66Qo48q8qGYB-W(XV#ZYRN;`7
z_cnUGzdJ14Y$*@InN<*vxnU%awH13IjZS(omYn))eZ0d*_w%0YTd1~nShi-G`<<-h
zw#a`Q#yWQNSNUOzKYm&QCeIxfi<wkT{cLz9F(xOCTMWb`MXf&H3=($bi9)$#g}xr;
zszxat#@F)al06e4zLrUncovrF`q`$=<Fmw6WAOCO0(7Ir`W$f}C4Rq%6EOwKrU<kp
zH3m=W;3)kio#w5zw?eP?{$>WX^UohNg(>e;Og7i<S5tMk$rIDfjLsCQJ;b=NsK}6%
z!!rTfHe1F^jta}<g}?kBL&xw(-aKg-7z~^Z8Xbl)Ure!_6c0Z_5czAmG>>OZ5%|kq
zY%X<r_Jpv1i$Vp>dZt+CD-9>$-@II%53)*hOhSL3cik@nZ$<U`99^h=YwAe)pF%WH
zW3AUTcReUxC9vL{H=r#0^fC+}%1$oOxJwI@{V3h5^}7FkHTymvGWOMddnr0vm|Z@6
z`7Zt0=*<Q({JzL3O#IrJ3j4<Tq3nE?{z3m=2-^RE$(YhdoUrhKfD+>V114km2PX5<
zvDTJ!)y=NxAff*#?Z`|rWhq#*uIRkEDxpwXs9I(I>?|tMfC#D1#`k<csAA*)1p*qG
zJ$+fDCamNwDcLFC?=cz!3I@4LKFEf28Mx;%^4Ym0kx6cJFf=}3=L3tdHYRLsJeWJ<
zcD`-t$lih<B`TJ#Erc-6=W=nf#JTe}Q{IuZ6ekn~N!awds}}5z$^R87N_eb?z8^rQ
zh)z<{jjFgxZMZH{uygYh`yrA+v5-G>f)ZYdZZ0kC>LOFSAE@3`(PT<W%Y{HPPEr6B
zFWKb^KWizgsnA&QamtpTCuU_#Wa*vz8d<Cv#%jsJ!iy?~fG6bXPZ+v!FEC}nA76cA
zFP-~w53Z9u8RT!$DJA_W;+K9$<Ly9EVnU)iM};H{NOUS<q}@tQQ<i>u<h@dBL$vWg
zASF@=-4t9qNPq3=jieM4nKk}>6@{W^uD3T|cWhMdBSedc-Xju}@*R^#LTL<dh1k#W
z1h%qNgj{<)N`zC`!%%Nt!Hd?4-NP6E3{m~^8hV>^oUXudU8@h$At{d3J<l61NZt#Y
z{mPRa(MwVyk>vRr--|S_+aHTaR;3XkPm%S&SU;l@O=?6r9iqpHnp^RQu3Pr>0yP4K
zi!B$e*8S8M_=C8M(SY<hRX$GSwMlb^1Ue)>36zT>G9PApqs9O7gNzD7O%gvz);a^_
z;Kec&jhc)SoPo6kY@JCgDUb?xa7f()8(Yg_K0bdGLv`IC7M%B=Dl0b9nWE94no~g_
zJSg65a6vJeucG5uCr0r?{Kk5iP^4>EPQr`T*`pk)Ow~e&_<ROqZ$gWnX(u!*B{Dk0
z0h8iz^Ue@#qGjfLTsYknk{sxb`MCOui?;Qk*_q_LSBAAXV!nz%{Abn*>dp`N^??bd
zPTx65MEG^el-ls*ppuN$&!0NQNpGvJCi$lbidN5+4=?_ZUR;dCv|YXUSsfLs?;SI(
zP66(N7XZbV+ORaS(&<q~c=>RShQC^{W36g!ovZ87?7gz@gfd1iJoocnF(GZ#?Tn8`
z6#C{28XbTPkhAkDBIS{h55b`V_jdz%QT0m^dC*l}Ji5%y9A1J6lVaezpQkXuAWs%d
zp#8SA>iLcym<HoBPeU<}TrL<$2zgaVlLp)04(h-W{n*qGQ)(GH^>VNYDlo|&#5-2-
zgxdAwkM9%-G_vGXUa4#qXnU0miJ87A;h?Sd*#s+xMlr1#wHV9#iveChf|LZvm5Ibf
z0$#GXPaxqH>H7TZa8XD;lAlG9W<#ldKSM9F&Py=V(YFdsm*^b^FI}`Y$wyvakZkBa
zTGU*Sir(@?>b_<oe{6mOv1lyWbmh<&Qv~usp>-mLiS`gY)QZ}$(_{i}tb=BmA6h-r
z^1M>iX9%uXW3EHn#Sfef5HOkWc{EW~x*G3wdqr#Al2RF7LAu3c8|)$E8JK0;c8Lpc
zlKq1$-Tca*7KL?vcxV@Gzm>dFE<1Xgl)4Y%AJMhrN!I%yE4;fAw^PED5lvtYeV-Ow
z&`9$>7lvp`cO(=S)EVt=_-v~$wfzMIywHKxN#TRfKGJ42QSz$_`U>?k)^)byPK!#g
zo@-45tvXP4p>RS`T7{1TGP>qNyl2vZ(olhvOj=Fym_jv>7%zsEqJ?5J;W^>OfC=Ni
zodl^-O{P!$J0;uHX+25q&3+V{_C5WCwO6gRY(Ix*D_5a=br7_?oS;@9?&V6uQIH{-
z3?{=WQR%_C)j19TRB6qF@|n^ly)9*~^SINF1tajUzG*h`D2f?`Iiif4Id&;B=0I?3
zDaxk!5{%Pi5GVXN$aN%P-vn3O<Wq-!m+UNj=SB(nNIAzp1)Xw4_)^mC6dfYEgd1EO
zKz~P?*C+~yvCN4u;F|quFR7XW$PP<VFktX6aKMD=M?!XN2^TWJ{9Tb{q+5=D9VjX+
zTgMyWVu<28*;U%G#b91|VfW>Wi3cn(O7Y<^-=Vsb$UI4*UxTsR%=4`nhkT0wSnDTO
zg?A~UJm~5K%!RmY<7><wEG@sx>9l?kC5x(i4dV1$VlpwW3Z{L&UhRS>jG62V75Zz-
zjH@bT5hMD$<LtdqtGc;~Ps=0nmjYx&wQ%1r4>$4SbPebWi00D1@q{O(FZa=_HIl3o
z%T^Np)Llj~B5E7w3*|7io)*k*5DK=~=@gQK|2XmFMoJ|i6!<07#W{e@K?z~qdj?=v
z<`|CI>O<^=WH+0G-U$RpNH*G1#xQ}HLz!Yk`@`!TO5D?5d6^qz@mSabY$cK;qTlEN
zdxzKDbs}(NkB1R|>22)uPWlG01RM<JeIgrkNY!a+9%v_-60rqr*)E#re!VoqMJ4O}
zl7TxL^#b}mZQzxoI9S@8Dx(zWZ&aXDdCnsDWM(nRJ^<DPx6OV2qdz3aM%S?4Fn)bY
z4=}bc2w0Iy7s*LduSAibH{w^u^VD_Z%nL>mFM4Tko%3Nl<RIHE;5}4)Smitj2=ymx
z4OJ!onl0AU96*v<6`(UMc9v>|RdONu;{enX{Th{{CYs1LSrqXN&qPawoe*4d@&IUy
zC}ev!K!-&NKY;=jEj_--zr;L;kGJkH!BdftY9$XN>!Fxt09Ay#UlQAp_M?f0bEh~x
zFAd|QgSsup9z>^sD)Fv6uXsx`>1|ppxl$nq6n^N7qGpq#BChx{=c!a#;tfG}8&P|*
zLA=S+OQAjPOLoOOC3J#HDsg#=<)EF;7ra^AMVO*v5veS&rf84wBkO@3v;&7(STO>N
zpBZ*e|DdGKt2&S|VJ)zA9W`cgeG%0YetAI4N8*In+*vocKk<3WtKl)EHE~1>dwo1b
zK}mYtM}Tq`>AOY7NJ4>SSZW1OkV88JKD^i_tD4CaWJVBYKv!ZNVzk5IVrV{0xzQfZ
z*W|0*;DqsULKG|%<}Zy|SDXh+c`b*jBFhCbJgF!YS;#?rFJKi1IT2#0cw_y78S1kG
z*7lcr3HfnK83AT!0y5LaX1tT?l+xli8k&xSTZw}b(-{aTbj#dzA-nH@et-48_{HOV
z=yKbCOAmXDq~-qBih?S8*&4r%#Rzr}ub%~pa*!O_<N;Q)qbQ)pxSm8UVwW_%8lr2;
zHd;>r7oTOQ#}L1GL6-ANY)b~<k<N$Z@aH=1bRL~Ky3Z!R*UuG9(cv`vj|m1%`so~6
zmo3q*2q_3>Ould3!vWF>iOk=4FW>2NEnNFZx~oBw3EJ`C<X>xS=&Cq(oLI!QhinF;
z+~^0c7`Ex@3|iw=;CB~q8lbvwu!SBpT=(^^Spw>gpSu6}nh(&?Z=`A)&J#3-A%>9x
zN_@X;>?V~h&fr%^DwtjE-weU-f80pM8F(>W6I>$6(~X^ix*`(${FiV0GAAFs;_j+?
z2Ta7+;gpZ)Xp<3-)~z?EWYd-il#Ra$wGwoSLL{JKAygHlJmX3Uxvm03l|x;jEK=V<
z9l{lDbh3q6XZlBk){i`<Fere;u;C9KlJUg*=p$V&Zo}SSFUsgST0WaZ*$&rEDHF@a
zgb8dCk4p5vBXTGnZWdf&pcR*&`s_XDpAZmV5sxvG$F-L2ifIL2a@n;br=5pkWE>%W
zqZCT4=);$>9_FR>_k%ITzerq6bkO?!GZycmoC0ggoQL%@_63q9=M*o0`3h6#QTv?-
z5+-)xAvFG0=$%&dAUV|%{^YoVV@_ihkBH1Ks0k0L2d13lL~?c?risHw`6&%tAWIdg
z86UM((99+LN3Dt#OJ}4jLL%XlFHU^?tyZ8M9(8x-OaK7G$~R$ewt5_)pMPm&97&7I
zZkEOH1glm#&9NbP;T>$Y`7z!mF|t8rwhYmv%Pe#@2HL=Ck9P}k&u!$iF%OE8DTrGN
zJ7Z(A_24^nh7>`Bq^-2uct1SObmoxXk>VaexrXhu$VQmD++u@wIZ<J+J)$Ilx0)Sd
z=jz(I8~cm&cG493`u+e+E5CqifEJ?6%9sl=0=Kwszk>M0Z&NUj`KAcISt=UoZrS`m
z`djMgqS{c}5Lu+0xb?eT5?aTD&(d`vTWaFb+@eky!^cOA%mkY{ouGFET=By32^)uF
zOZzWR2<%*eaTJ)f2`=<+Pi<miI)>n^gZ{CKo~0I^c8%uX>EBSjB{#|y`k>oaj}2qX
zKQXk4M9$d*t5%zvL&9NX7+{OKUtNfUv|Jel<R<Sa|JsGkVjv^YR`v$TECSBq7j4q7
z&eCSHK66{jYWHH~_OM&z%nS~a<9H2DMtS$#+M9}gd+#(l@lqtPA4cst2eo*Y*5Dz1
zDy8k|S;9^U87|Im3`CPtmH1+w3C1t_PXQyTw>ZIf8%MfFSh<iTxormZomqJ9lHPuF
z8UaX3ynS;EwIi9YhQv#zSx-}V_v4s<%kBgbnt6~pDZn)W$)@7gC=MUca)DivumhFi
zai!;<D4X&&2d~X#?>G`W?gw+^e4=SRc~2jDO*R6*hAY=Kn6$JQCcQ^gA38j0>j$~`
zKxILoPbIb5$HR?6_{4^O&qraI&n(aglr5JqpZ{sTc5s0E<2b%U223U%j2Y3wL0KCP
zN^mO?scYuE$JJBJH;HCd@%T@&n^VAM6Ln<#bX}$qM>)fj$7*&39YcBD>hcF7(XJd>
z|I*S^hW`>^?cFQ5;|vt9)N#p3SrHOW&#WIGH6UC`mI3`_nO+HzQmw}AXV7##X12<t
zzCXdXI4#Qea5k3w>tx;1Y7+!nSuyw))LoIbMsF(~ldKM@<yXJ)-lRT0fTg0T+FCct
zk23U^KZRH3tW4R24H*q&txK1%0bUr?@K{j;Rg=eJ3kL+!7j_GZ7nAkAVx45ob~--X
zow9a=e&5C@9;^|RkB&ILv$<VxtZ|$Bbokd9>*5P2=2qTS#XB2dj~(3mAmZ;doGiIs
zRpjf5@U^OTYZo8LvMw#*b@LG((F~Z-G%FeIJxZepQV-Agprd`vIkQCDQs#ndCxgHF
zR`GNOB4h;6&0!~@_zPq&)bQW77<z(1h%UJW<XJBXR}lT{S=$O3<}9hoI4c}QT3#J@
z7U6wnGAyeFxnRmSt21Q?0`dV~mnpn0lYLxjIm4+?SDVYTfyT_tPl>t<y%#v~C46{5
z=qlpogdFw->AU%w3-;>KR>NN%nXx1wT;0So1BTo(5hq|@Y3Ml)wq2<{2PzNd-9+8J
zP^|HZ59i?AP5%U42YI@Gd!L}N?O(y30XC463$2yD#wP49SyC4dxpZT>52B1aBwee-
za&aD1B=2F8L|nQiNRH9^f=*QS%MbScKiakM{>i^rsrjjeIw2n>o2qCk!{*c{p#d6n
z-6FB-+>7@prbYEwEFH^_)+TtW?(=9ouj8H8%_ZWC3>|-3^_B@-@9ZPnF}8AweD(4S
zq0vT(9~A-M2ZyM_E|b|gvBnft&vBDFhN3H9V>bk$HOlvSvXjO}PE+LcwC#E=->4h+
zb(^4DZKx9}a|rtH!VQQ_;K`_-eKq?P0IC)jy|sIGj0b~x@aSMFT&$Dfef&)0_Cmor
zqvglAT2kFajwAL}S!dSWz)y+Ux(ed0{7#lUjNPgAYD>_lV|38VaU61VuW#odV4b7{
z&*!wDlx<G*G4?9-+}4@z&L-FKA^Jf_aT&+(i*kF`xjOKe<DLC?JngyMV&&W(H8%{<
zmpJgy$s4C#H)_vr{~GR;(WDK9?Wd6E)^tsX2ECR<9y<N>e54<&&F10a!Q}w0ZU6mH
z0Apf@%ZYo9Fl^zN8O<FukAOAS+L2^<Pd-H>CxVOU%<-#&_a+&Q=J;&MZ)?K?tV?sN
zq|!5sZQEgz7f?<A)YU^@3>H0=n)Ya+nGX1EVV`Rf&l6IZlTh_BQv5{YLm8s@Q}0?D
z9TJvDFNBEODb0R=JFrP@;1YSDB9P`>$6Ic+lS2o9X{A=Lbpk*joJg-(K`RT_<x~!e
zCtnf<+=ImkPh!JCyOcK3rAk=}X4VwUC$7JTOj6??5db9vo`#?U=r@($=DMtnL6kKA
z3aN2u3c@<xKrr1LS~`BoG;z&c`>|m#_ryxrn&%3llQu6TuYeGzdUsx@Bf(x{O#g0Q
z_)e4ab3eh@aP)2M3EWRK8mvNp7u%HVmBYYs8RC%!-(U%Ht~~AQWk_>6kYw*%zV~f)
zu8mUywU^cwKLt3I&t%TUKY8csQmaV?nKcxUSEC=o(US3jF#5#Qae#FY0EQe+0(u(y
z7b<JJilc|7m<RPQ4|KFYuPF9hGHzY8XEw;)>&b3^&|Xo2gb4JsB&l07^)Yo*<?;hj
ztw6%9Hwv@zQ})R;WX^r#SH#n=Rla1xPg;h)6J!T2qBGp{p#+Lbd$g8?f2x49W%{N%
znzWCxLW+D%iRx(hY^iSVP<w)9y7%d|+4l*OwE2O0=w^rlz}Ht`IT>agli%W5_?w<7
z<zJ-+SUqZ(nknx@hlo58Vp!76Q>=iIh7#OtGOYl(Z)?o(N>nJ)n%EdK@8I`5tqnaK
z%vPCgx@m$+rcQ0dp7#@J?~gjI*h0D0i}%+CnXM(79CoT-y##VwFgEL$`5O#fh};7)
zv*ZJ3YdILKULX|WvhYxcO2d!;yx71j8MWXQ(_vOt=WJ_*q{SBfnDsqFA-R;_Wm4No
z%<#tr%`rmiUtCc<mD7opk)(|&qxi&{{S@#5dPl4)>K<JBcJj1t#Y6k_ETs4l2CFSK
z32G}pj90q^&Fnq>e%47S6k}R8;kdlkzY<{3H`2b%(#U+Xty38r_b}<CBJ;@_flf~Y
z1@C@)Oj4P_oJ_d29|kA!u!2I}o;TOfhR%Q?Wlodh!&r0^?gd^b*hVdAg7>&_g1&b$
z2Obui>tJ&VoA%zyV7>0-bPL3Jgo;g_D<&3PXv>68%F4xwn1tY^C^OkQEm~&OTp?_+
z&J_En>DnM@01+vti`X)SfvwPpro!_k_=W*vMFII*XKrj1^>p)QA`Twh_<aQv^beHG
zKoOFdqKbN2T&9Bj<*^Y#26L~tX`>V#2(Tj$Qvq_da7cn_oYFtIz|D+H^_vR2EY$cL
zW+xpUGJOK~I<tP#?ju_=zAA>7s$+rzFV;XUe-Tnf`T;X`Fl-qK6MBfzSzUsP82gI7
zMuPCIs$XhnjWmQl^bWbRoD$4!FliUw!0Ocl+LE;Zd3`hzh4`dVNxct4?tjjFWao6m
z{yoVy%B5T8gIGz|et1KsLAiiE+>Z$K+^$cYhvx!i9yQjz)KV&Fu}4*p?q_~6B~d$f
z)o@|gE3#or(#&M=DzphLkhfW|7{S|+#BNh>b@r<*+v(T8OrnI-l-ktKSO%@0kqFS8
zb~iF|9`^)l3mes#MEtGX123xPJMamY#u*zHXr{9Z^Nh-32N|SB3d#tU$dXG?9G*%o
zqrd$Ex|OHnxV&aVpuN)dobBHj=T9@*8OD~Bth=lv!By?aCr%HxQ_%d0%G~AIw+1;f
zPO3Rq2YVWW%de_pqAgmkM3917IIN<<_VDsn&d)Zi(-JUGZt6~8e_=MySqJ?HlAVx=
z0Bp68f;f094i(NOa!fB{4{_uE=+!Jgyc$84UlFoSNN__CEu|TiZAF^TyGis!CZ$X<
zQ_mj{On9v0ystAReEr@Ebw-X<4C~1d;JYG|Xj*2%GXf33h2ZNo9q0PJ0<+rnzbS+)
z@%UK}P3K91|JJ;YH`_FlV<mMBrv@id=kI4y<pGU8gE4cD9B|oJ8^NTo7!?9$PR`05
z>uwQb^0+9vBO4PXxV{=&+k2{JktRpw+My3w+t;5HZZt6V2H5~o^q!{DZ<&kv+V|s$
z6vlP)Wzz}B%)(ZQ8qHa3FQ?;qp9|Evyfy7;PVH6&<23>7VTOI+eMM`<rTixnmP!Ss
z$TM13q!Vy@tmxD>$9cM<-rP=}#-GVmxZ1ZJt)g^iM@yBPEv1qA^YSB`U9K$E9seMH
zR~fZe(psK>J^I7$*l;a;xXGst7h7@L<Sr}`BCn~GC-j!_h#paSoH55eO3&@S<HO0h
z8{8()0g^QHiyd$FORmEdjHpx@brxS1@wLA5wy1ztSVz#-$0ulSmfaI<QV+h}6Y+$_
ztEu1Zo4Ro2>=v~Fb;=bj-7-P&>G%(om_Tr;2+Gch(qn)@&kQ@%+pqB;A-*#iXYOuZ
zUUl`KlFc^beQBqZ6_TlOEhb&|{S$<HMnC~ATy{xu<6^=WTCz2x{^<6j%+sh@bsu$d
z@;DonHRsteCL?Pl7{$V$jhr#)p4~~){Tvii@Yo?`CCt!$?{RAq<r(PIQ`2aH_0L;w
ziMrm+<8w@XO#E3Vc(Z08#j8*C=nHEYU-&k&gkmz>H*N2-n3Cf_wp{o!J(m3~0a~3s
ztZa`zuBQG$r?-KAF{bsTwvJwKylI<~*)6}u*F7r8;u>sHr~i(VK&m$izCUwo6Jsp4
zW*fem`eVQsf1;<kX^EjCcW)HOlF(O=&@0~MqpN0k4UV*xGI4(_3<MT}`FdZ?U{#8<
zGa3CMkMxRGzwR%G)?xc?uRKl;s_ZY-$A(Twol!mR_bk;!)iB8C*$D4&xO5AHyJ9@S
zOfvEcD>|-4R?~DS+yj`4heqyNPU`NM7QqLkLb~AZiMhUYH^VP#QYDCF|2>e-Mg3Gs
z8t9>4pY8qr`F^i0=auPwV($^o^0s-t+~^bH!L@m8Nc9!XS0>Jz6rOiigZv=daQcYI
z+@xBPM2S}_zH!;Bx9KO>Y}8x$6l!R(V_tvpktE+g=je5$k&<=Se7B^(Leit2|Ln07
z-cUB2uThe5=|^axJ8s&QenH%sVj?#@=cNfCf0Z#7*KpLELvY%q7U;|{eJ>x(_(|Gn
zwY~uM{&2Xtn$;uar_6kTNyLc}8AkK}=-V_*tUav7e5-8n6_TQmIen_o&M8YUo5Eio
zOkf-k?zViW&=)7UZ7I(1{;-4Ug>++h4n_6Z61vYsaxpI~mRo3?_onlAzEdP!iZB20
zqI2xKNr{2rYRP*nT=XU=Hy%O-8WYKG6OckJDs%CSzqDWI(rY2-#_0>9jmOQnM3ZfS
zZD$&PxN)EqFZ~GEWKFQ~_A8!bL-wGsj#903T9=P4SFS-A%js59e_}6LT+|7qS*@mT
z5IhFwU7sM$Wsy_~)C~*2c&=^^by+x?!UkYMyxcYjTZe1^Ez1!M<T<{0Bf!^(KWgb#
zmS`DZX#>u~SCwViYM@`5X$`mgD@72V_Ujj^%N#9<txBUrB2)T_Fiif&y@*DF=k_9>
z59v{Yd=J=eFVa{v^~!0ibjxu=|1tr@ls5^t$*NEIU}@)Z)BLWH=lF}@35aIz%#DhP
z92iI!8^+!1XP7uD36<P^Z-rMee`3|7+v`Lvcd<t8LUwuovP%!xt3xiqQGzxIG<)Uy
z2pVHShwL+QO@T4_l=W*U>gr@oerKgwchOC(J!;=}&aqLbiziTWwjObD)QJ#R6`;wv
z)gZxAVlq$JF2w7Cuq4Gy&&l#{rI2r5`i{vr!FPO-^|t91>ahz8iv=HzZi_}I<9sw5
zx>r|)bku5T+eilKh`7so4XhMaK;q5nuT||X!HF)zHWBJrH5ncoYOGImV!2Cp{r<PV
zUB5s+ciw*aGw3j^wjteGl@VD=D;j{nJc&Aob#1Io;Uc3v2}E*|tkQb!uiGyd=~R9@
zv+;ho$;aU?bu_Ws?PD=NRPFurPknr4HYv1>dykv$my&*<lMDPoX12QdE%tKR3I9cz
zxwt`_@kYMMuUMh4na*d1Cec64vNJiZn_JHs*^ZAr-;?<9v@bvOETi39(@J%$R=2FJ
z6@HpY=D8zr<?pISW0Du~0m>AfXXZlh`DPLO5ZYh)#~fD=bjI{%!(muP<}0j4H#xHJ
zXTfgKR^yxti`86ljGf99oF8{PF?Vl4Uik{!Bd{}V|NXv@a?rQ=R9KK)k0DF!vbrNR
zYKCh2>|S?jF;P1~+Gigrgt?~0`w_UO8S)>0ZA|V^#>*&1?)Y+};^HJWnD1HgBtiSW
zUXp|8fi%pVIxh3!ahh^sLbd>U#9+rzUazRm&Q-Qu=B<(5Ts2wRar{Sg{4-tTr_T1L
zU_Qp?_8W$I_}?^+l62#w?Ifv(3IET7dj~1qnIB8@Z<lN8kIMWX?EjlShO-^#hE)Ip
zqVWGu`uLw|>$3abnX&3Z=5A-I%0CyI`L8BT+KUCLtmd3df=#-BmJKS;PEgXqiUyNr
zJjXtE)Uv+@QhY?+y13gX38(;CV1a2AkJ8gR8bUX=4zk2}bxjG=Cn|}^zlKP;!3qZr
z0-GCIvEHhdnaGW}jxnM1N+Y!1>(S@L)HLzlZVg1x*)_Z4@5823&qKBoezAj=(Z8Zv
z)4F8osIAakvY&wZT%VA7Z`ImA=dW6HY8c&8m-&M2L}zO5ywiC5SQ`WMRH);sx(Ugb
zFGr4%P|>^$VOk9;b}q)nS>Zj0Ym&VOVsZr4GD30~Fg(78?d?JQjs<g18N_;$JnlA|
zkK~eZ6SpMX@455A@#A7OQGo<pLLfKTX+BPd5Q6)f7ni^~MtUi_r@>4OAGTx;w5;BX
zu)=3mjS!Oh10%#cS!vUf+d(%UQ)UYpuYZxh$3|^v*|AWOm>LSkWYrxK<5wNhE}pLn
zek+eCBDAG&PLM7vK@a|6>P?p(D?yj*3O_=z3DPAHmS++_M)Egd%`7=%C68lZdCpV_
zoRy)6-4+IU(byxsszN8NCI@`Ee^4K{SxB+hsY`e3;YE344taCiZ^{&0d;oV~K1wau
z1{IDEy=1N!KN6?c^>SJ=Imf<<I%N_!0${Owa@kukGrrxO?6%r-q_txYmX|wQ?Z!IW
zhnA&|Ms!;KwYsjaZD7Ze#b<+MYZFQC=PlZfcTAD4U%6H;m+-fX%v~GTy3+aMe*k|!
z25J|?s^J{i@u&99nxp^Rpt~8=zsuqX7Zla|T5Uk-(nwwt`g=mCQqfWuufjLnCyn^D
zdbfJNTyN>K!fj_t7NO~uA4$@uwr$w%^h9rO+nOQ0U}S}puXQtHQQOpgL|wKDHGF-2
z@niH|?opY1KD>0ibNrRd<|)nE0g@A%0mC1+Qz%s{)@7U4F4(CNmamoqOp$_MxMl(z
zDsv>Y|3$P;JdNR{?)XrzQ?A8{8HM3UZ8w_2asxr&@t^u7<t3bk7FlgH<E*G`89o#5
z_5<3f`Rx8~eZ~bsAlLis(_@q*8HM$drj#ah^S7f_z^Rbp!AC4&#4Anen(8wYGQ5~v
z4*awvT^x1FDNT``>N(M+7p3K?(j57mcLjNz8HY%UgSqay<{H64C#CW1Q2TkO;tcfz
z$3qP=)TwpeE9OyT$3=BGPS!D_G))P+eI~o>Ik4-Z*gnD~Q!&~pol|OL28U}k7bT+n
zWCj@fcf~g+E#SNQd|g9RHdZ_#$gF9Yw#S1Z@IjtTZ9N?s@YVvRB*k60CrD~`eKtz3
znaR>D>dZ1%7y<2IRrq-G1JtR0sZATW@5&hBrMYjiw*9IMNM?J)U+@ht`I)_ipTyyN
zoE5n*F5`i>38pRry<~2Z33`79=-1(l*mToR^+9kKoI>%iGJnNs3z;*(CWcGt4TxQs
z@W_6NOTKmsLEi&0F7<Mi#T6>gm3@Xg;Ct5;&`k~&uiGtaJ<-^IVt8NX2u2!HYNn+t
ze|_WyvQal^)9s{6wz07wjAl!5rb12=$N}BR@uy<25^*<xHew1Hsv7lf`C$ta$E%R}
z69-BT2DOjc&i&=@Jc%3e;kS7$iPF}8`e1^xkjpSl>rjo8CSZtKD}zecE&%8!mfUy>
zW=QK_GQR6lO=}N4Vq^Rev}8aa;StF##BOO5!D^hVXBREck|vC~T;*MH$<4<)v(zhT
zWen>W9%rUN)Kah4sh_ILvP;51iJ(|y$Z=76ocGh6tt|KtWsUS0+uGW)ktdM8B>J(g
z;lyH1HD2aDaBwr#*4MIP<)e!DPj5mng-Z;4W)u9*Y!4EN$`BB>W==I{nVQ2VHVkP8
zqw~V>r7)qZCwEgC%3j{MDu~9u{}nK@#W6;@URgN<_s0^@J_NR9F94@`B{Klc!5vxY
zn%xZnf4?j@Cn%Bkvy_O_^3LEYAjoH~!(@iR!ff>;Hw@hI?m!A4r5+`fxrGUXjM^WV
zZFoueMyS<U&F63b_Ui3Fg~vX^a=qSkz-bf1F+&QN_Emv}y8F>;CDK9)i_y|eJp66E
zg-_9quKMbU)CJKe2kg)HoKr($RGS)Fu>M>B*dAfL0(8}%*(JcW_)}cQ+m;DRQxKZ^
zv}|_EsT%PacQl)&n;fHExpzKJaNQPo=SHQ6-JFeg@yacL;MHG-2;@(x;yL)2_CPT8
z;J&hkghZd3aDApW2>kB{ykH0$md{^?0hHDIbVgX$;V=h0apnyr=+4&UsgRj;TZPDD
z+8|)R)2Ki@PsN8ZgB9o8l(<vPGc$WkB&j2q!>tfORqhH2-hoxgfb*=eGF;Ew{~{A}
zI1MHxQc!g;;@$W+sJjv}+V=Gb!vtnYN2#9{qXBJE+3stUW4kAsx+c~<`Z<wdN37cc
z_d5jMaZCY2Tk7}SJ?+ZD@mtuRymJowI=;4hBu{1N=<Q6A&Tw8B7=b9qI6>V9f=!$@
zIYRwwLKa@z9w!AEFmBlLq4S3^<d*COYWJxsgQX^Ue2^wj93Xnq5(1iU){-`Z>h+~#
zCRw0{G*2o?2ZmcYOD^Fq{{)(pT^h6k$(to%Liw=^z|_NCx-bSjp4`Ba!Yci9Xux>t
zCepe-4hbODf@)EwHg4Dwm@__zteP}zUpJ*Se|q96H2iKd>0hoQ#^{4{>Nn`>BJP7@
zH(%Wvo9yJW4B%{97kHQ1ZxudE_bXC32B{$(oO4`Yn8<`A%K-rCLkQ9_8W4k>k}({C
zPAvXp??B3eL0M21<Ej#3KWBO*;^=wZlJHvsBQSYk%6P#$7b(db(;;%F9IPcvEsT>+
z_(MI|g44{98rO|0xf?D_kUXbb739joC_$VhvSUeG{IWne!IV!7HU*7^yw5!n*=1m`
zWQMLHA{TND$UEW+276Bt^RuZ;msVFQktoct);?6(1FMd~K43_N)L6u^i<zEgn5^tL
zE=j+x()%IsjFXtfMT2lNSYwAagxB@uwpZe0bJ8RczAfqd<uFESy+#Zvp)mJss|W0?
zXZxpfBFle7dYO(Ub*huxQm5bmXg5c_Wq%R-Q!ULQsIdHF)%rQ2>^rxJkiCxpBn7lp
zqViTq;1~9IVhMV!Zt;#zw+Cw?!eBd2{L4j#HWv(avV1b$(i~wCrU;*3Q@+STew+B$
z!DIOcL^a$twc3>95vAAwVOEVUU0_ryJaxD&0w*o9>yNcd97yrS*t7aiV>-jDK29fH
zn=2Wtv1Ny?f;<tu9h?|Vw#RTwwst}KFTx9MCTHew?~tkK$c4VA1<(Tl-OINUP{S<v
zOm?D*Jw?j|Z1F<IJ3)bedy8Yl2NG-duPGrg)3!60LsF)EYDO9dnc=Lo|5ZPaEHmUi
zEG|V{2P2V&!=UP%c@dq_mE*Q{LP*bV%XK<O_aWpR%M!WG2~wprqyWKlu3**-9}e4)
z_@iSaRc5g2Rw8PiIG`Pn&$Q?PUEaxLSzngzDbhZx!?8{4D0U|(`114PZL)<|Z9^J2
z*DUT;wZP8wq2{zpH6jzw4BB{sPH*-$V#*rS42z7ENy9Yj8cZhrwHy0??LRwaWDD_)
zByVxJqw66U5y^DvjANiODQ>GNNT#Zt`UrJKE8MzUAWrt#+w0IvkbR<UGSw$<ibn3o
z$ex}C>W?`5`5Ui#-`1E5*Q>!SJ?}_}ftM!966?0j>FvOVUJ<z7xT^DFhj~><s@i{{
z1PfINyQ*86$mRCYmbE+_|N7;vjNTaBo&b=%6TnkamyAaD@HOCw=Z5-RKroM=`GIv@
zF!r01v8!$-2`rPjYqGJcBo$U73K^zJc~Zdqf(T^)9X%-*Vt(gxKa|f1Q2JA!Vv7Sd
z5oBV&i-K>rOdXIhD)9&0zqCQpO8{UyGJ`VvkxA+qlHI82vS7#-PiAH&3GDGeX94al
z)~=4>c}MBx$j%du!9mklbeD}xnbK>(pq~(uoypQ*h}eya=On{A)-XEaLf9Ol*s2ls
zdxYIyrO|!DW&n;<KTq-L5CFq}uLch`<i$sD5a5=u1%fI|`m)$9%jqOwgB^OxVsb*|
zVPs21)trUTZ3}>%sT*gt)IhW<2SVaKJcu-c6buQyCKQ8Swk`pu)wd2LnP*Hru{4E+
zUtK+1w|P_(jS|Z#=VtRaRn#5)HB;;&%l@fu762hG%Rl>5b}m@k>DFkh^a!W0a?okT
zvrXY$Pz2N=iUXvPd3gx51+Bjj)Z_rSC!rn471x4us6s0Op@K19q5AS0D9E)Et}f;8
zG4%U+3%5O;noFsdjiK0Xzw04y`WCT(hiRwHctF>XSqu-m>;x(|{aw02T#>)bLO~On
ze^7fkGPuR|bQv<a+%7?Y36c)=y%3nQYZ;dSNEi!M(_v8}6nor*f`);k0z6B995HqC
zR2L^Kj}nQW=sa;=gN4h4Dd|o8YUn^9003~^4%%=~J{#-MVA&(l$Fbe~_sSdyC!daQ
zI*`j>?_<q`WRXiaL<)x$kA|9Jn;`j?os^4j^)%3Rx(u+J94`Y70!9AKV>+Ne3J`W7
z{j|q<53(RIG0m9Rc72+>aNA$*1cq(AzX0&s?zDLb|GLZ0z7sTH-ZV~Rk%$0x#kKeM
zlR_5d2PFcjTks*PueNmi+H+#f#zhSqT_0J|kecr)cWz9nD~+M6Tnk_<y@jtxEc6jm
zy6eSxS_S5hn5g-8vr{rWiOjxU=PfINhj>&zIEEMb7H*Mk(5yy60x7MRBnWfEyKP7?
zd{jqd)piGMli(8Av?qp+gyDgh>WuZE5ClhXvms@6HLpQ04*f%Id26;`pbHP}5~K*C
zJ?yaGe$GLGaAL2u8|EFYIhbVr6&+rUCe2${G?na`hg%P$ckRvo2w8LkW$10&8utbj
zJ4<}tVsTqOHfJ%!aGISZ#WEscf~3%8P6a|@6`pV|)Fv_}j#GNoiu*t}7e`2IY&_cR
z6&ej!DuuP8-5hP%O)Sd2l<cUnk>sxf2)SSj3cROmR(NyD#mfRKS4rA(CxZb8SU1&W
z!#(K79Nd{290+pxOM-YsE_AZqA)butSBNvou(%!K4rOzU4$;@N*eS5?iE*pl+fd$&
z%)lwNc7Yo=ilkhDUKDBqAtl<%8kJzwR69d4-eu0;Gx-WvJssre4r{%`U?cEz0hu{z
z8-K-g_s3i{EKLkJWmHHT!!3D#>NOlBhmWWC-T24uAV*Ovd*R-Srz>?MGe297;{g$F
z&=LqH>=H99xb}j+Mq&!RvjP;+nJjjz(_WjwV6Muv7$-8<pXB1K>kc{{;yNTD2suoC
zyIRL_s2Y>k!G>ZrZz-$?g`K07pAbTh9(Bm7AumcLP^4rh)f7;ayTv62z|<YA&S``9
z2kjXp3-;oUj`bre7-<6(*OFK~^K8*&GNy9JShCA%WXpt(C8=4Qidkf&*l0V3ZP$QK
zKyt5}mc_jbd<2UPXBKed+lvvIqcu804+7-C{@e{}ZGmy6rV#Th4o~Civ)_9FgmdHJ
z37Bv7-yXpv$Z02y#;})>{am83#;nV_DIUpR|5{TC0<2jCFkhaZPbZRQvYlW_6c?7a
zHq@pom0Cc>)G8~D1*aZ~iW$<y<`iIG%toufMeD)JD`xP>Pnov2)i0cF8MVyF=n*q;
zeX|{%IA|LY4Q3fWB)|&eay9T+`pw0OjWfu2hufV_RPQ1VoL-|a=+N4lf7XD|7A*$b
z1Nbrnf+Ya(_Q_34%44oV7{go%v~Eyp7f*a2XGemgk{BRXor84sMyv0z-f+g1@+|}F
za)*5bR|HB2$i%N4z)t&VBcmZ|9fBxo0oLZqhQqr)kH>wWB~J%=TS_g7Vt#!=Psk=F
zPyvZDnqMN4&l|Ym?&zbq9TgDaHo)!aO6KGenXn!r6*2xU<|HzJi{%c5(V)#U@e~L$
z?EW6@p;kgZM!aDCy4?<A(hX#43H?t~o47{}eiy$z)CB`<$QXtdvnB4^7uPK|VBU(n
zt$N`(NioB^6v+OV2vLUkJU|vfqj?_%)d!8J7*PAj8oxwmMqa3=BfLLp==%~U`cAj!
zi`bEV&iyaM=GQD`WBdzBgi<IvOEV;$I;)|hv~+4${+<OL=mrWa@WMtbV5KONiP-S!
zC-vmq>u-u=!UH{e5DHzoZbxVEjL<)CUr76m;EUXD2zPw(N1cwgKa7N^OPd%3<<W_*
z#Yn9yr6{k2il_e~IbMnr*gPc*f2NhAV5&F>L|WTX34ceTV-nW|!Gau!Opb7UrEFKj
z6MrHJ?LKpIxJ{m<wJ`2Jm{iogF<EWQCYx3|C#XX(*9BLNb^@nz8RVe4w&n3sLIDvH
zB#bwG8|)b^xb@WQTDW(?%1y(tk+0gySQl#J0F2Yn%3k9BEg@qy#rML${OQX$to<?M
zqV!54f(W^iX*+=tyeOdbe>(F*{Er?z)hYr*WCF@!>r8!k$us<p!xULtcDwxw`alxU
z@*7kr)#BcR62<5cSGm1g0e-mX#>+7@iSB>;vx|2g#RxQ`#pnpdr*Md|G5$q&_zNP3
z?=EO3ND|Np%(mLy9^8p-Vo-Ya-Z~-pf0X5V4;tr5L`+T09@1ZI79UOd@qF<5qo{%f
z=QcEtJ2$kbILC5g^wxH3ZBm)IIjr?Gv>LF@QY~_j1!ygDNZ8qoOZG}QKS|P;zM<y1
z8-CVOP1-@WDXAUaR!ftjQ>gQVaQ)`3@l2^*IE?1Rer0HBVy}Uj;ri5Z*{8|6<Sw;1
zfkbx^8(giq1`=J9hr{?u5w+?kGdd=y6NR8A1p?}lRF`HcM^kkU^-q<T=-NObT^4GI
z8L8dLWg3a6`M4bW@-9r2M-)uy5Q(X2UN(+A98#rVM^;mTYB!&Zwc!!oJwq$>uA4r9
zX~}NMa>veG`F~HB@N?!}Dzfy0FAqC5?8__7Lhqw7$$}$GbbiEd(Pcj2NK6%}2wK~=
zu5-pcUYKIa!zpF|1LC$=!&8Q(OE+mv)n`aVJp>4`NAm!1?BGOQ5C(pmF9bx-oUj{z
zL+;r*InmqM{`<!|&^B|sK^qfQFb&|}qLaAO2`VDMVeX9sx)u4;BKMvShR@f!OwO0v
z?b{Z6yP{Qbztxzl!2BS}7{JNWnV^EwtQO-F<T$mN<9!>9_%(g`W<M5N6S!o?`nP}E
zzlk@444$f5wb<_aGl^<X&G;WBF|prT_b?S$2wwITr4f<Qk0|elD;<o3i`vc)6fFyI
zwNaG}Bmj->!X@!#$WFV7<2=}mgjxEgeMSI&SAW3dcmo1$!)*&;(v&C-=Des1zV^ot
zL3Goxl6V7LJwTFBb#+>bE}jJCH1OWK`xHX>6E3a}Mc^NiVi;(*j|!+f7{dyJKy$dt
z7N&{8S}tQctCKtBgtfdu#ojFuqzZjFxH39Dd94L^%qPdF=nER840l5`hHwwGhBX}}
zZl$IbWCNQJoK659HzSJ8n|X?qC-1_X$CM^?_}Vxq$(_f8zcaRE`qRNY#M6_T`{HeA
z-9-UEE@C2Dim%@FX&AlszW`c5rN7>2-;J*q62UrEm_sjhGl^{%nH6~H*H*Wwyb<(=
zYgIewH<%cnUe^BK=Y%|4>mpl>kk`mRuKqruKh1Pa!hc3Z<$J7itIWQBeOeXtL{G7;
zJ;6%*&kZWApl?bHoq2Ogttq0suGQ(Z?Q(%mHiPdYsV#7WO0q$MKe<x7kwy3`*{@ay
zl4=v3IFxA)cB$JBq9n1RqWA#daw67(y%h<v6N4p~E!QbhXqL3={n@r17hs2&+3J{`
z;)WnN$Q$aiFI$-e-~DGl+Cs)!09nEk0zO$Uz>qT4fL34~)L~fAPg<@1!TO^P@}QuT
zMBe0}S^(Ay3VgAOR3wTlWR(XGWtkJt@+|3QwTB0~q0@&6G4`Iypy9=J2?`k@q-6XF
zbiW1G=jZj^t^=rdy#_&6<VtB$Ks0m6Le2<VVyqAzP;xQ$N1$jqAnom?JL_rST#pOL
zLhef8@@l>Y?Ijb&1SRi;el9U?j7-mpTqntEy+pTwRlqIecuO6&Tcz?ZQp3KyR(*-M
zJCZ(Rez(=<ZRu%j$&z1Qw$lCj*%Wl|0$UP!jQj;5&Hcy17F1krQO@<hOl8%%#0EVL
z0y{3sh_2I)k+a!FQPl~Mm-UG-<q}B8z`|OrD5?%D*kg)J(JKnGE^{3#VOC@nrN{{U
z#BL`{7UfJpS-Wr6<D$?Q*nL^)&mw{sZ3NP+bj)^=*AcsIx^B07{~qSsmhHF?o)_nn
z8$r@m@DL|?a~-$O=>4SVH25EG(YGV7xS>l+HEbmNMOo4%mWXuGJE*V*4u!_3s3xZq
zk21j^aEl2N-*h{0b*Ct8`ko`}F$=tWlI2=NH6~gcm{&(>Az>Oa5UZjaxC0fq#%A%{
zmWf0W8qMp?c5`(3uLY1~5Zqzc&s|@=+rE)M^;Oe&(X3Q%$fDHR4$e90-WUP4sDFbu
z;W-)WXA-=(wMAuwT*+2)`SYT;T?>J=4o$@}JFm4{$ct%h*}=1ip_&jdH}j4QdFUVj
z?*HL6TKgseN6Ayu^qgH}UootT{aQ7Q9j6Z-)ehXeZ5zm811tJP<vN8iKre|K6$aIZ
zK{+-$Uzi*Q6FeW}>Y%7>+X-tSEiBq_<Ded!^>#5fsU0AYnU$az8`yarY_RX-x<DdQ
zZwKIac0ZS>w>q&CpeL<DpBUN{WUW(3^wB90bEKAqjigo>&|JX5@OdysJN3d`qHBfZ
z3E@zy4m{6sJwyv;=K}~OPb6?UDSRyqy`a^CzKTv$y4LFBCWTQ(X=FRmr0F*g?8UM?
zf}cjwCD)3=5vY7#)CcbSlg60IK{afQ<sM~?fs>C#40F1D`$pwz(SO4*UPOG4*`2((
zJ3D*kXhJIxiW@pqGawYoB&`1Kca{?NcvbtR;NN;qblCkWqEMk8DMP;K_5LrQM}7lI
z!Bc9g3v`MJxuMKw|7Qfd=c_LT9XIJG?GEz#X$6QaLhGP|LC65n>TLX5hqYRTlOwbx
zNXA>8VxlFbsFe~d=I$pGhF{r{TTD(M@?!X4fO!)jT&xqfSyI>{l6csNSrkNJX^fa#
zMJ9G(18qu*5g3a$@HVrNW3qNGK~`j?Fr&gR@f1=rfEKkuHSYkX&~7DZ7RAclAT(1n
z+1senl3RyGrfH_XlrQd^SZ->X2n_iwwkHw(Xi_xEX0d-$F>z4YVw#(l68DjoxW!7w
z5v<O3q-hrG17$=@OKB-ZJ`rx)X=H`X?%T_M!tgL|*r54?Jcp1WBGcx0bFbh6p}gZb
zckaY@i%5REVwx|S=2i1*Q8fkwUM06^6tfSb=7f?##TIZ!BwMA8rDS-k!Y^O6k}1X)
z6eZ_3|6&Ui$#GBSQ-aNA)A#*mlYMPjRfy?7%gW4G^k$1Gp8frw8%XKIaLrEN{_M1}
z{CZ%wk=e^1tA-sXX~R*GHWerY!(x%e`i1dGFm5E#AZPigO%Ni2K7g?ZjbTLd=?UxC
zi}^Fe>Q=uMAGj-gy937E${qTFYcylfZzmD*kR`QRpaa)JGG%!=jq1iRtR+o*yozkZ
z1zaccGqr2Ven1bbZ{|*yT27}OM+cL8krkm`Yc!g?6O|$Eo09@Wq3pmjJ-3)3?7ESh
zglWQ#*1k9~rNv^)jq(w0HoYjYT_F6yT5*p`ULdCh+XFAKsIJ^Bm{<oG?lsNkxL}M)
z;8Km*EC{IC+%)A5Jn4Eak=|LQ6&nDXJaN5x39lE;-d6R?!72-O%*G^?d6&S10@qHE
ztYyNM{SEP908du<DIW{mSN~$ov9pDx-H90@I8WqK^>?XGku974rzClAKHUNX5xuGJ
zc4gh^bW%CI09Ola*>{nG$-kdg%Tr_U2#i4x<jbe8rBD~5d1~itmyxm%r*;E3U*QU%
zh|mHu&0-xbO<DJ05tUrRvh9AWFZ*_}N)~<#KGo_+MH~HqqA#dtv5Grp$et}^NHUjz
z+eEN?%L;M{$EA`86y)R*ktHLF-)_+cWEmjAnluXu^fGome-!?pT1EC-AWN<^!Io75
zdd~oMiL@+buA49Fax9=u>bOymFX{>rl~XT8(vnN~;5*2{%+V;5xCWQ8Q<`*qg55{U
zpb$U<If0GjOIzD57K02m#(Q~A6*!*sH^+N2EtWHm)Ac)doOm_JmxHd#%8jcpUNX#l
zIp~W9(y-g@bI#7eV$V$<0V)mh<)B?KXiCFaT(zA2ukvS@*k;y(#wfZ<vTG}Skddf4
zSP#_19ISMW9bTZx=h^S(b0Yiue}wJ^?N$`Dlg?kNq|EHXNm~8Dk#Eon8#{3vT9~@6
zK09biH*!IG1G{Lx>A@0XgmWiregNJ}DOso0DnwFPH1amPUCBj)B<|261}82=6pe*<
znO-ge>Pr(=BfnXQI1X}QTDlPCB59B!-EJaoAKZw>0q&Kixrk>{dW86F79w~Tl-Er|
zKNpcSnF0<x2@4UIvT|Ca7eQnZj)!;2E_**-y#_GwkmdW$PcjX{i-U>prygsJ{PCmA
z#BXrViDYu*j~eDuE@L@%k~Wc)Zx%91D^4tPG&aLRCg=naL^k(!3K>ajWWvpKXQz;n
zq{wq|yWK8i+7+0J0mG38G7{Ol6YP!sT*mX2MuK0aSv31vpz7H)qr)l#na`m~H3bFI
zM8s)t(|l(l1QsHOQ~Qq%;v{Xg!7Gr$%p8X+rm<~H%T+TDO`39tmAEv^)g6TqJS^ya
zy*faw2;4Y9B16^x2w|Ypi957t=J+6p6Iwd&wA5^hLyLs_9Rwq~VjvU9TFp_D<_QqD
z!T#8IOkKvXgfx3Ip(&wlII7Q@!~1K{`e<Zg;N^sF)uaoM#z}*kL#}|F2KnrWu6&5m
z@X87GHl(t5Xt7Tr1CGdiXbys!z=y+$500{#P2Ek9v^0EE%~`p4{J<NbB{g*iOhS|x
zZ|<nRBU6$H3o=v_fK1Y=-Y_&(N049d$#7>+wdtG-g1hazH*VjitE<FHuim(w&3v)z
zch>jDv>aH?H393XpkmW>55M)vEwv|x-U-dk&2SGn3q7b{v+v|9`+wI3XX+<*u>bkx
z0W*Q(sUyQ+7sJO!CQ>p7ftXY}NhtwHIx$UlT27<06_+d79HHGIYm3|Ex|*+w5=bG}
zYbWXw%oSw8@qpW`vWro&q{(RW(ivtCK#VQVr2Qz69e_5ZVUw2lt9dYK(YhWaZS+99
zK+6djZR9ociOG<*qQTXb&cY~#K25KwW(z$Tntn5l{A>ypfWStcIaX$f*NBZ9*{Dq9
z#PTE?hdXMnDe#~@k3sR3u8olAP^YQt;RfJ@=3bgjXhy2Sn~j$AOj@q$(*zX^1->X{
z$X>4wD4n=XE9Y<HL)MFp?$)_G>89#C5(yZ|1et`=5ZNF_>L|$OV|^b<FbISitzPb7
ze<#@V{&QWAmVO7(@W-pWuzPq@>IIDP*<%!dB{D<XQM1SnJO#dkyiU#bwPKoDFw1rI
z9{jW4N?P?GGfZNGwwtKwQz#huiZn?p$FG43!&#amntU6CxG$op@40HKk)#0hNncsM
zHSt5Y-%nJN7&p*KW@R(EO&^pyH5tnsD|M`9gFs7W{xc%?@yMRZJ6XdFn+k*mjS)B%
zM$V+M`9c%%7N&{uT}A}Q*dzDzrRt<LAtP$+Q6~}CU_p(|J=Hu_6@7oie0A#)@D^>F
zS+{m1WOjDe12sEZxluuMy(&pxmBH;GzOydPhN*^Y3{RMN6d~03&@K(yGQvi*c3?QO
zzb$&XH|;;M3qmO^kPtWvMx`6V?&12B&mh+V#3M&jIM=BonWplxvctH=I!LF=6~ehL
zZHsXNw(*_iT?VcS@B#TqyL9t_vdL5}S%goRDPTGXL1tA)Cjl+93d0N?QWt5*Bm!|%
z!%P&|M#iVG0{IByO*-*O@>;VA^Mgq?=-ExG@QrDei5g}Mz&MnR+|9t-8>Y#8rCkga
z5-e}hP(TH&MZ{0T#$GnCW@rH#$6@Az4FCD&rk^1#@|echWa>TK$W+B&1yw#>g)oW?
zP}kFS$GIK{3j8Rmx`7e8u8fRmG7t@sT{+(7n3C#VQ0)@zK|y)BZ-4)*g1r~9$wC-F
zjE9@`X5qvR3y=uKj+6OE&`%QJnVJpnR6u{@%B)#dFy4o)#hrSK?z){KY{BxMtzB~^
zzzd1C+f!y|)0#ZQBhsf2ZtOS~LMFWx;MdTTqXq@HNA3|IcBwcuX;O*M3f1s=@FCjA
z+Gr>{Q?|-B&2hF&!zbt1l)i$6-4U%1-;-1xQ)tKt)%@m24WU%?t)cI$_b5gIlbVgO
zYKMNEAr>w*$+ts7Sx6qY8;#QYmxAF>RJs_eFr1jZd#Zy5O_`0xGPq7N{pVtuT$i-0
z3|EGERo(@~-y<mO2C&XO{P@?kuFQ&N!@pP-a^_v(X8(@|4y8{B2vIu3IM@L}Pet~X
zc9KdQ+le__$#AL#>$dA<<sxtjc%aqa{WEe3OS;~~MvkkTBJymPHY}=z1-s4ER&g-M
z7QZwRhXZ&_s_>1tOlZ<<tilIaD54zlLuIAV{76PJ19mFWG!f>NzPskQ0j-6@AFitX
zG;DJRxYAQ%BcFwv4TX_i6JrQ#9{%d`AVh3OW0Q<1q!jafTA8RUdAx^6VdCD(k3a*$
zu^(C)tsy&}Ak^9!51~oQ3EYqdmKI_-t8H0PPgbd1tyIhx%^Ry~U=8Ey?cm&X;Fh{<
z!aIrKE0a73Bl~|WhKM7(4og7W0oV?^gy7+H`hnFimt~7?({gC0o%W5ZB_=VgWbL%t
z8T`492ZKdYk*%;|NUx+9$2sOm79jJ9nOYKs2yCf|;7r-6j3Okbsd99+w2UFtQ}?<A
z)3CzcbJan!vAO9ty-AZen(c>g{7(YOEG@(~8)I4?)Kl(`5Q0eic&$4!y~cRV<o5Dl
z1nir@(wjb+s%QBVPzcsgtBXdPw2_=Pl%i+X_SVxK;CoYH2mA=lh3t5BFlw+S9thE1
z8CH{~KAFFnUe8vO1?=us1B$*xb_VTVeG&PXjFp;9j4iOsQ#4tynf>S92@C&yz?>Kv
zK)>A%$m$)?T`Q<pGLq}|gVc>_x2WPBL_Fi9dt!Nz*a((Z>?CSkOdL_V-Dfm&1$Ri@
zlqGKO9L-_Lh`AvWzg}+PFc+FfgqUYe=$Y7jbpREcgt;;zF(7PcGTNM>%p2x7ZZwpl
z_cm#VeWNi}il+U<n|s5bsCH>hH9X`zv(?U*03Qh^z@%cOyv3RTbYHEM*EIIaK9U3^
z3TD34FQlcPJGA(;sGV)Xcfh)3UKhOvZ;(XcH;egq+K0=68|J0_IDr={?N!=A{NhP=
z)T5~u#BgWBnuu(kP!=}+-%0&n8+4)sI;W*<Z_TQy!UVYovXM@^mECdMM*5g0w6TxH
zL14-L@LCmlC*a%dAXZ1&vi6SSq|9clD1^ptkRpzzmXjATQzQ<Q^JNcG9>B`MlV~Al
zUQ|Q|O51?sv(>LOX%rf;leE~$4||9CHH!-5SA50&8X)6Yf#(|e!-P&bcv2M%zhaKn
zo@P+UVoSG&NRHU-7yEsht_R|QJ8c$Qy3H{F!Q9;2EH;jB?(FQq6UW7-Z(5lPemauH
zW^0<%GpU{s7Hxo6VGys!ck`!e-?)0oY_B#dRneQ?|C$&U=Dz>)zbPXy7R1-&Hx8)}
zw^O1n0rJ7(oB*4ueVrsK_LO(}&}-0k+@b^RKAgshZB~?fW#4w<D7Aw^LMDL~g{J2f
zJI327?FR(%6?@8^$pqJ<iRl&l!KpYvi%g4(@PuGt%#cGByUrW51d)v<&0L}}rsayh
z9~R?*)WVV;K9-M1!%r=Y@2D7$ZZk#R*BsG=sgE9cR%0^^^CGs1b{Y-j(8bWKr*{G;
z2zCxmVF*%MG8T@)e3yHd#%(9u?7=qEJF60qgXo(zC)nbF&P8u#|9fAl+u3H4j+1M?
zLd*K>iagjwUr#zvZ5>=Oe;(ukoxa^>{rq|AEeV_giWh3F)H{i7HWAVDCMxZ~^XOQP
zv`~CB$yR$82So&ccN6)wUszA*naZA;g#;W1hHL^fGKp>99237ZYlyH-5GI5QGgsPp
z<l%<I3kzHH+<>szFYMV2XgLp(vaGfDT?4c7yfO5=o>hf+<PM@N5MwhhNMC2{9Buw=
zWIK+2!@<3;r$9j~_wsXWwcVDt<<+ceEade5_XN`legDC;Y6;@UtBfr%&h{VO<s8>s
z{r`vfv4N)HXHC~NP9U%AxS&g25hp{ZWdK~$)O#gE=jx*f0Qwtjjcccw{W@csdZ9&X
z;&qM>>)EwRo;7Mkr#s+X%iwGaZyFSg4jV&umUCSNCUk&$!iq-Kjf?A&WNVr}WR=&c
zGmu1+j9q5-aZNv?iJn&7=Bf{rci|`11zn@~itZTbfqL(F7oDMtp-~-_=;7#TDQtBO
zL!)Pt#>!z%Yma!v*7Qq!P1AZ>1&>ax&|k)n+ojS--$Fat^OZ^^!zh)eXJ)dF&&<vq
zI&^4me*RE)y|Az_e`t0Zx1$a~nC^NC!B=DZKP#Rxsu(r>t}Z^zs+Pv4j_{Ar$Sw`$
z4$U2+*KFR-iR`ud@M?B_Xs&q4tTB51tj<jFxl+}@KObVtUEQE3<h{j}vrrF{bG0s>
z1%tqL+4Ad*^hi3!Uxy#t)<|<2o2l`O3;daR0e0~^!&B!YO5?=$#WoF<8nkWFp@CbT
z;HMVF<=G0|7DK?9zD2EK2#=qIEFN(6I5)T{m|oe|bY)RitxIEuhMBp-heCVi2%h5T
zwr)V5#@lQenz!@@l>(0+GmKkvqNguwQd{CugQgnB7KYehud!pcQMxJ4;&ap|+b~Af
zTB$^Aszk4;>6t@^E;3v1&2P=m&(G1~-|hm2XLhR8)2sX~L!2}!q`*JqujsU+={x+m
zcDf{nrJ7}O))it=z*(-aqk|`(Tz_)?=_m0ICDpmk|44jeYMCO9M(%+pyT5Ad#;Ix1
zn_b~=ED0!G9}43?DRyv}%Ll|qc=eb@Bh}!`Ftb<H_G&!10rkg+YKIMZR6r@)WUHJF
zA6On3x>6J@^cB9O^=xrrp+@T6)dV|Sv*Fn$|A>wo96Lg4_U9|tG=qi-!+^|B>pdif
z+KM(@60{e`Aie0?hQ7SbFocG&!D?L)Mui1Njo&)PKeQ|^a@&xVCG>rjf5^rMSNUsV
zX$nsDdTDA3YMq4%Dj%@s;nlFzX&Qho%ywo9)~?r<w5Ll|Qq#{J=j;tb$Wn#hR4RU*
zALsI3Zj@+oyY)V3xm>>YUOeB2-m&Gs$@R+DXP3A!TO%V_TGC&=zk)Ho!01VAT|d7d
z-kz@T;UjB0-=D{0kiF?zgVj9zL(X2J#ai|;-MG9aX0+uahBTM7A+Ks@?iXxfxeXae
zeQTDy4k&X|TOs>=b3rul)7y1m0n`Mq(X`PbY}SBF>0BPJhVUM)jG0?%lko;jaHu^D
zEP;XvL08n6YW(Z$0a|aY)6W|38P&u5(qS=Ns`8T$kbY~wLp@M-U;58vCihv!C4P2l
zdU`q!9QYCHCRE8o3qXZTcxJkk(;WH{?RWL6_BI*9e--jxwLkA7uZolG5x&7lml+Aw
zPyGM}qdJ(T*A%^;&yK!&_+i>VP{T`+#4Ls!712}`PE31SJ`77Cm!~N32rS7U{9wJg
zs{YmqvAa<9$ffb-v{E|1c!~^}KRv&s|MH=lrS;bG;lQsS*Djrc;V&OA>7$0A?GAE7
zyv?h8WQn&lGH>mIC9bfl%}ZyF^B<xP9qn?xq;VSGD*Vl$n@LvPg62!cP_7&%uVMyl
zMSm6Pq(&%yQx`~@w6}E8+o*B&IDbKixA;+g_{2{_<?sYkdFFtARAxPU60!1?kA%|)
zNS;$_D18pL4dc#&Eu3NF5ph=|8~=qR{x8`hTH}8Z&#;HZnbL}JONh&C83z6+fBOvo
z&=W%A$6sGuSXjghL4iEyz}ENc;`}rX7mpT1ce-Y=^^dJVvmXRLE%MJT@Gq!w1HRJy
z81%q*pIu|zS*&WO=b_7op$zhMev=*5di=0{=CORJ4f(i&WNGqm&5L|JoI$`%@lGq2
z-_8nsZiU}EBmPJBz#&-8%Ma0rFB#M{<0YL~0jDSnKOoCKqM!MgID<qG_oa~5J6hFx
zAF#APHE47-*?@UJ41kBN7$u-D`i7x!&Y~}s*I_joG%JTcIxt{>GX&FzR02CoI-f^i
zn^l){0F>z|BV#C*e(^oxX$8K2tAAbB)jZ#l#ZMj;mw8PL#iLvv=U0AIyaK)?of2nS
zHoV4Za3i2vuJFGVooRYP(V0`Gy*?+nSv$;cE@~?N9^KNEX)ivk^%lhCnPvU_lIYFX
zEPmP+pM#Nh&+#k&T%6)Zr(khCRz0FO9>ndd7>xIec%ydQFwSp@rVapo`EZTybe_|l
zELZ{BuX6slc#BoIJOMO2^8x&-V&i^i#3fce#?>}5eYwkE>i{0PRpqZ70aPrlZUcQV
zd~ANXOCbS2_VDJ@k8e$p@xI274@%00p~D4YZTM$laUS42g{z;Mot>E}8Q&@?6YAE*
zlk6yI<Olg1Q-l>C2P{9$)UIB3{2raFfB74q?9S03{9}t<SE>_F&5_}1-+YK%-O_G8
zBzh;RNBEmRjQqByJ$;C_G+El{KG8F){PZf<O@5Xz;315sI0e((p9jt2ORM~id4A=S
zJli18dxAgn!y;c=iN}PeYrRLS$4V3(rL}zA&|dzycu}vAcl}5D%yEAHQ{n=2x-0ps
zAJyjRcQ!0<_;EBt<$x|HHmLJgSq)qV=)s@iHGZK2TLs+QgMU_DA~sB5QZf{%Kd?sp
z<k7>WD`%Hx^4$#6(}WB2!$+!LhIR>tVV>DCi0!E<d=@OFCcZgU!*BlX2){K&%!R)!
zNUzUA!#9_54Zlv{s~~v#`*a(LGc!uHl6{&CLws|(M%*49fkkNK=T{!6TKv+}VhA3v
z!T2*m%lL)13+m9T@sp6AUC~~~VA5k8)8wMKsUafw79QCmK4<hETsdM~Gzo!?i;syj
z92jv?e3l=>oz@KP>GxM@R4+cq=cwUh{Nfd{&ndnVzvhUq7(V_jCU)^&S7^p@a&7JM
zhk&wG?b3(V3}bj=xl6eP)QMO}8i(8WSPguQEp!pjC^K=uXNGHM$>B3^S7B`mm~xs>
z<HO=sWrg(eIDc80=trTzi#mTzCk37*IxqEy1v~mkp}aSMWTg2=M2DRaFHf%!zdkL*
zaC+Hd-Jj5=o>Y<P)&=oAys$T;zls=%Ur1BC!r|H#4y84ogHIo)A-IT#f*v?&v2vJS
zw#1Mv!$EsLA$se}mbUvb3=4E&iqW|hzVT7<G+Gz}X<Le*Jw1nzw!#_64_nb*`G6qB
zow|e!ZACkE1pn0d2y{el)p%o`H_q}eDA%AHY%P`K7b?Ju)>5h0tz82|&MLpYmGl3F
zMHt`Qq1jXH=+8ov@bMY{Y!3T;w<Nk6>EV0)R+X0wG52oYE`imuU#M8K^5fk@XjSps
zcYOOvab@PG`Kz?7uV%cwAVy&07iYDp%o4PDXa(3r$r)!Gtf~(`hDK}JoAW|`zNS4n
zOIHy64A-`_KT~iDZ2Qosp(zSPq8C6T&+^Of14<v&V0E`1TD8y+|0kInZyblilJ@z<
zBf4_q;}(DIIB3jq?jI3DC=|9=x{|s0gZ%sxYcQ$p>K1_|qSGUmQMw|srC64JX=|-C
z)!VLWjcY#$cg+i0^Ya9Yz{9DGKpmT&dK)}kTNa-+$l(4qcUVDcE9GkAY?~X~;#~>X
z{>$RZ+%oTdP?V-0*56(Pd@t*-prIMy+7Am5Ys!gku@xj!4|BNNDZZkAlf0%X-sF#v
zg>_j*<&O#nKf##M3GJ-~A+Oe;wVST!{bWshUVX$WjsAdtL^(8EbeEstw>0qzS6qo7
zE<BYZDOjo?CHN6a-Hb&=UikSh@Jm8u4_oSO!Hg@~n_HrHw071&=;&>)+Ovl)Z#=oM
zF!x{75+p7MTQk$}#B7O@w)+9GVbsLS8oAona`pT<l+wG*OMgsC(JmYly<@cl-TZ@o
zMJQ)`YF2+H`|0A6Hci`^Z6Fl)=hRO9SLqiOZU2OrKC}X~)nb;pDDrS{sb63=ZZDqX
z6ueK17ugE;9~8akD_k?_1QmYfDDr^M{jB=T@U-#F#}!c|!T_v%3Kj+{C~bTq4+xg-
z=;A5WChyL}m}=T<mS9^Iewp)28&iR@4?g6iuI$mF${$mOgKTY9mudkB5W}_FwQ2Ac
zV&?PNA&0+1X0=FQb|~N10<WaxAHB);wP?fli&M(NexI}H(hFZA{=zS)tO&f54`a^$
zgOEpR{5)Bm_Ut=6e1BQHwJ3I{myLBHUi(;8fBA%Bm+=femvR0tgm!4zcw<IE4bu0U
z&_|Dp&%$|$=&)*rXD1;2IPCNZ!5*h05%{+j_@RtcY81mC){sG-$JNGZeris97_>#c
z#6PN(ci7+{TJNdy2>v%D+(grSBnSh4764Ct`lDGOdUI>ZKtSd4bwvP-(I3##^#Lgh
zAhs~S@Ft#?z5YdzVFIz4>1@@ZJv}{K6LP9*42h-mMOR1O`d(5Gm=iyZVfYj3>ycTo
z6ZVtK?>Hj=vqQ=RqG_=)S1qldh4n1!PcDe~$5lOKIKRx_e3bv`e}NC$Iy)p-`C;vq
zCH^_`r=!M`RQ0KX{}Lnmthmc4_e9s9Ab(WB_~;7Q9}~mHDraZKx3+4OY;^Tyt@l^_
znFsVkiZ9rP_V%$Q=pFvg`RGd`BMrQ(Q2t>)Tmr0{s#1bL!ttz>Af3MUqf=x^>a?o&
z@r^I6%`X75bU@N@ZI!<*_zV?7{yO)%x8QXrjU1G$sr`C)3QXer)93v^6rY`WRFf=&
z?W6kL>5MHuWIUw+n!mz~k7ViK&5sIp3Ka8E<P^i-1D%}ZR~E#}ihGrw<YL4tCCL;O
z`9(&xl9S@w>;%6=y<IjgEQ(patX)E?jC`bV1jCAm*g(GZ>?(&XeTXCBZG4l=;3Hrj
ze1=+hNPF{=kbthwYO1u*Fhmb5><wEC&*JJe3|?)Uatq~W$W&)%W@jiHyUEq5MGK39
z(y00Q;YLM&OX%OatQ_eLO^Yf0{VDNF2926_lOcN5DjI+FyLxu)hIVq}EEVnGZ3nu#
zi(ciqguc#lJ(Vs!B(h1K()knU4~QiK989|RYg%cG2U+krIm^F2C$fZ)e|DD0LY7pO
zeu;+XQPP_6i_Dl&aZKzl5U=76&wTC}pzj1f{ZAAHMFhOEhM0JapL|Y>KdmCp>A$7C
z4H=yAY8HYv=FxZRsP^<x(Re}`A$!lmns!a)Jm}?{4=m}ld2-m}qqPh`9xPF1?r3FT
z7$B%qlp<WnS2$ByVNPWU`LbUj#Nxsn!B#c}wv8BotZ%sXh`4C160_pHDbcOf_&28r
zSY8D1pFAw&F$8s841eSu{QrOS=MS`cY9^};nu_vYIHA4v0BJ^lUI>4-s;k0bO*_3P
zHfEP8x=(S~O{KK{DA7uOk?|MjHPuw5lqG2VB1cH9@K+Csn{!qE4@}$m1Hs^SZ!hv+
z5t_;(9<=zWufZ9?NKbv<m|9Y~qIT)4n*X|jil={ETmqRmeN=nKKpeL9Ti3J~bd|y0
zeAM{X|E$#f_5*;98b6KHdjsjklD4bq8%Gg&Dk1VOopOcJRK7}`6gxxt!Cby$XKw$`
zpIHP^%XABOUz?ed4^@rbHPAD}=zj{(U)G0QJM$$iV{Y21l3@Bu>C(kKTh~A*nEsAd
z_kU17`Mh{xrYg=aQt=o)S>ygi?PE&O{Ot!0Ldoah$bucJ@tY5lK4E^w(+gskFPFeT
z8ZgTb!la<FOTs7##k_8D<5x2N2%!5xxPZot(-dW^+AEsq4XWA(U~;j>pV!2dudVQ#
zAR9p`N39E=7Y%&{i53rxX<fB){!{z~mM3xgTRqsN4fEH;@Oq8+O62&IP*8<__?_i7
zU1x(6FHKET*?SHK*;0twT@YlFi@mMYF3}N9({fCG{+M{)sG`&SvO(o;?G)oLOzHnx
zjfEjU1hp;mQ#!xI#4oY?-%;R2U9BgrQUZE$reg52IE_@5s-rK~w3p|_WmW@?<bSSW
z9?><)tH#}V=xmwd#AUw9yN`+C&n)v1lK#b2ese)+pR95`%xg^C;)uJaNrS|9-?+$M
zI7R4DLYO35zHpQ~g49np1On=p1--qkQDsr<t<{d{`bFUW166)WgT}g5ZFm-mTeqs8
z8B*1d>IAz>CHAr9UAXgfRvKgt?bu-U5C|@iQ7lsGuMl!>4iuNT*~S<2UsicPRl?R0
z4`5k%eyP{AlS|sS-><mQG^PA+z021A10M?Ur_&g%d7;gM;{O&^`7|Wwm+up=QM11$
z*vXoB>QGJ1V?cLM)p`zh58`7q6QFCbN5aQ5Vhx$+?^d+afCP5F$}gDQ`Mmb|O!&eA
ze|0g3QsXp%8D(Q8vdkRC^e(Utws>J)d>fe)ING<?a-L7fB0saD>R`}h4@u9<|F`IU
z2fv{i4%}5#xl@6S(OZ{ymJDcGQ+iyi+EY{f(`$2c^6c^#DX@^e&5O*cpC%TJbTk7)
zV^<f<Sk|PTg;2rI==zSr`z~;muvNCI@96LEd1H;w5Y!>CiO0HBNP`0m7ZLgezcfpA
zPd=Q3ix3qP-%zXrwwJ>u34QL6^5)a?yoW^hL3Dai41cwD7&(FVk&meny|n-<tXUel
z>QB^4Y#@feUC}UP>@i^KlIXp)qK%LlehNxC%3t_T0zp*kZGgO;c`HvCZJLY`5=t5x
zTa>d?Nm#%6etzXU)>NKTzGZJAB2Sf&aPl6KGpGVw=;YsgVu~I;Kh$bQ6-^J#&&}n#
zz!ol@b%^0*Mbv!;s+SRBtvDS;mq(}^&0j(I5OAhXii2fwkCQ4N;df`KoT2yTjn6%%
zdaLX3_0K8))ZP-r=M~2ldD-L%@ew2zuRIQuc$i=LE5ROJ<{OK!J-CmGH5&M(5QYZ-
zJk4KQ&~GcKLFzAtpI(7g!cOGrs->T*!vl}j4(k_b{J`mcXw5Ll1Wzrffc45zcqWkK
zt$&Wo6Bd$ra(X((8JLMab-9q&khi@B+6TEUHETEgs}&s-Z+fctY{i}`J&%miSUIL?
zjwbHv52z>j%SYd_q5YrdZ#=^JtoWBR$F<=D{Dr>~G!qB(Xgt0mZaq%<*kj@ixypM>
z{AHw|c8x!6@k=Ljui<ZSZY<?~rJek*z>rn0Jtj_50D1_nNQGRQK|1rXyo%JNX+hv}
zZviS8;R6q>a`s))1gUYUH2jO2Me|G&q-Fp376<X4y1?PD8h`Tx&%pnt@_0uRSw~lp
z+wy0=BeE1p+qIzn6%CmQ``@d_rltUH(=gXAkc<B7ovn6>eoRkK(SCfxxI9HuJ@5qN
z6P0&C)Bc}u_GA3YlK77^$DzDSbBbUL&mwFR34TJXFIFf@5LT_}d7-<f_;bF${b?jI
z|EhRrcagvLvHTtF)Dr*p59|3R+~*IA=Mh|xX;G>7>@x8*U*vVlBRawQ^UIcg+FmOe
zJq$j2I>jzl`5VtuHl@G1B!&-G_^n+&S`z2E@(FEZtWl++dJHN0_k^@6{Ji*tL1oSi
zOe|yLwxxgDQw9#0W=K;{U0a$#QZQJ|3qLc{L#ocgve=QDReJOPfX&skTkzs1zE4d$
zEM1nXya!^mAP&vG#N`^u{R)4Yi*Hf#VR2;VFVIGbryfO@Kh582@Mk_oWXjU?j|*lk
zm*gUR{o%DzsR!hG^TD;!6uXJIL=mmlRWtmC-a`aruw@I5x<JX)5$*KXM9-?~Lo|DQ
znI``QyHwM5AHv60`CHpdQ^TcYYnH#cG(Y@a^>y&hd6h1g7<*N>HD=<`?5cL_y?C<X
zasEcoNSr)vd`l?oJN>NoXWNvA@GL{2fYrdmUHFt1zl=zJOp}j@Uw*u1y#1_lO(5zO
z%Ds;1J@o1@3=4gI`UKxSt=J=5T+_IGzS>pG1`sVob(<#UbVHu15r*K&7sxD6eG-Hk
zKj^pWOEmq#8>f)r*;R|n{|yh1{2i$sUp-Rl;%W5?e;S10@QQYUXKyyPXQ)KaxN&T-
zK(EEc#rZ=tH*E<r|Cu33>#enSJ-EWcN4fkf{h3dycyj(xHDiPaQmMr8HO?+PRx{+u
zpHlIVXNFCK#H<>Js?Jag$ByWykBVpTsJnFzr|AMp*y3SbTgXu5F%E;>V8<+WVTqr4
zPGy+J^A8C55NwPH!$yrj25#Lg=`_P?DDPb2KKvRP`db!1vqnUxn^EHu9ZY4EXqvIq
z`*`)3QR@ArxbpsG{z`+N`2bXOoL{tILZzvhY(d2o=<|XwElVvsJ#zTSVf-lOY2Mx{
zZ5$!W^e*e(|AmqwbCoSM`F@(w49w%aA^4v$;e(*OGAI7@EC}n8xb@g_3G_8SN?-yI
zd~8XV7ilK`GI$u$GIC@PeMGI&DY4IwEAtk$E+vaJwfhh(0gtRh3oDk+o>O%V{bob-
z)>drIxD4YyyL=o}_JZiuE3cP`nh{@B9kbt48Z83n!TQ#gG}fyQ)Y=3vHbiq;Y-=64
z=ic|;``-7c<IG4|xU00P?|#&;8>%<~!oEaVl+Hxyna34PkmvaeyCNr9Czn)G2^jm~
zEN)-=nI+BVaM#C0Zwt2fCXoDxYFw=bc#Nt=Kqly7t9ry}d{i)ums+L*&IBwb!i|xX
zi`A~7R^Av?vm+$@e2w3FOANa!{Ng9Krf6F9q<(Z4A$=-)a^OzYGA_0RJ5tr&{FFmH
zHRI+qD<ux!bML+Pz86vH-H*6`n(sp)kHN+sqT-%*>GL!#!;$<pKC{B#{t~6s#xrUT
z8I)yro4=sSHyYKTMAg9f%B5w!cR~N~ca>&tJqM;|)+~Lvuw=+CIy8Jl^tzyKCcpAA
z@g`fMHJZ%OdBYZRZJBpJ#dTRkPG+uY#!w=FH>@R$dleZ7`1bTPEu)xLb2lZXR}YuE
zM}-Wkuw9I&X&pZD9)!d1d#(!xoTj%})f-I3saL6H_AnjqcX_SGb<l>#Yh7C4K`U@h
zF7wL*1bL~ZbBeyiS#SxgZak<;rtGxnJyPAGsaKk!HM9->=W60Wd;VE5ytZ;p%ci>W
zxmOcDc~tbaE0!U*muLX3sm5b#h`s-6c`!ROix+X+eF95%mS$gQAr(zF%*_)>HQrTL
zqSuXVRoVYFufD*m<+^sOTxlooe1TWnwv&$8?)US<Q_8JYs~@!Demh@>Tdr5iog_&P
zjy^3{%Jq(wx=C^LX}R2HLDQ56r*YRifh9xF@`@AlXv4xJG$&?pj8#epE6}?4NwM0u
zslJx0F)B_4r&HAE@G8Gq9O4rC>WgS5MH`#GnMQPU**k}wTdqaNp*M=t^i#(*=`8=^
z^zCM3Mbcy8&R%hsQKM=4JLyi*(>np}T&1H#iUYUq2JO3d19tE&WjES4DlZz9+rerk
zLEi+GGjm|pl2M%N{jNdy#g}Bc?XY&M)9>#bQmxd>ZI{tmD}~O=<w}Q+gOQc|K9zE%
z!W=p(?;VMDA|ux=j(@Mz`^-tBC@jvym9gWd9;rH)=tJ?eNq~)Vi70K3$040qTAao{
z3QhdRZ1}|y^5GscF)(JKcQb5Ai*_;=hs>MIa|3gddd0W0p-<8uHJju7TiGU#>w4bE
z55v4p)r2L;aGXN3`M0u#o15mI<J?)#CGM`S-d(-hj;{v?=eAO}8zVD6jwnATJ=dq`
z9s25^T`32&2)p0z%w>m7o0Zt6QvoW)d2VK<O<SZY<-FB;xi0B6(RQbhD7X4fVA}_W
zG1c45QG3RVzSGG`mPgzF@&mJI3kLJY<3@I1*0q$*mK=}Gaeg|VZ0wEEdEXxuXYz)o
z`XV>4IJIj$Zl==5-{J_su@|`(jNL2_32ZunD<=)+7ZT`oDrF<w*~ukn>zUa|ue0k)
z;{NVAwt5>j`2+bHW5(!I5a#FSQXpx2=R5}$payMOmz|g;apxOz>NBl!x!w+fcB}X{
zELpC|fQ}oj6f1oz^$t_#JLeK~_$VOd-D|8}+V7Vhd^;E&D3u+2noC5XPkr-q{gvrE
zFrcgEs8M`>SO~9g&;gFkT%tK{dZSU(I{0=l-}j=Bjm=51*xU~yH=X#6g9Ym$LqEL6
z=0QKgh&J-c>(`6#F$>o3I00*4trQY;BpqvH%i^=8(C@OiuZ!WK?|!A-rX!-`gvI~s
zocfIVinf3b@+_X84xEmYpjFRXZPjJprX!m2BSpT_YB6XiNTro8EVku@_7Kw7{AK5)
zgiYEKh^}Nw%@+WT;|6OspHiG5q{D6-BTt&effW<qx75y;gRh%lUK-L@@)Tc4F{aJw
z9vN+Mno=aA)MA@*r#O1wl4x+xVZ~`J(!^)3OY>@e+Kw0+@9f`KuP3{$POBx`9VV*-
z^<`wtWl8eQ`Rt^Ydc74mt`iq0^Y`oR*mY^|RB>uh5O|&^Ju}<TalhxK%?3Q@Bg8W7
z?Ix|8_mQ&<O!_{e5%l7#?I@#>)f|}s=xmEs=y)a`UhR5pjL^KKucK1?gPIc=NVXTO
ztNlR;Fin5wda#=9Wpv%tGDkjbN<7$go;{a3RCPcn(6>54KZ%F)#|QKkJ$)z24z#_N
zwAy_ZM5)@&9sofkofMR90Jd=>1gen|98K8fCVd?q2?8Jitj&p;ZG?nXo4y$Y6V*H4
zcVv^PP0hy#Bh#}jtJz?RSBFgE_kI|to!*W*(Rlsb?Y4T4j#ab(NF%i=%Xs(JIC}k3
zH^IPk;^d8awadoo2SH3H>LdmJ2W{HIDXr)L-SGqft7aZmuZ_^tF>u(=ze!`%^h1;R
zaOzAz?f3IX>}(BV)9_$@(v?{~e4jNpeOH=@>XQS;u_q@fe0wa57##1=8I>u!oqu=7
zJNs_b6Nuj2{?`Vcoh0ge9+UG6*>~930Ubn`2F3S^_(31he-ci-;;T+PYveOJx#T5y
zOc;)6>qcJsg68-95q%j&@g*c96MsNQiqJXP^kv9QCJ&Cv48|BC`ns8dvUo0l4=@uJ
zA>a7EO)GeP<0ZIJ;5hUpHaiR1ohJ?kj5cxP?T$v#gmwm+#hpj2ISw0>Fgysj&GBC7
zhhA9RS&sJhfOVc%NK8VBVKLdn%Li>IPHBtf`er_82-oN;ZDcJ@%73?xzafTm``?4Z
zG@}SEnWk?n<ljbQTG=^_Mc3#|<pvm5p<~)ky~!p>z3EF@_BKbfUnbXabMH<H$U&qk
z&dd+Jz)fXT9Fr`D`uFXCpx64KX-*=5wH3MN7qiFrCo)tU;fkSA+vrTM;5}WBb};!(
z_O<FuqrL0b>2RcmpZ6l2m?3@nm79O5tQanQ-~EtC?(eU?6snUOq!qY3i<x7D9>O*T
zDj)xD=#MwUO`mO7U$O&<-q4{It=wXDv?1j8JxPQnKow{UpY^oJ^f?;u(Xk1|H{BqY
z{k~6#A^I}7#%LQEee=P~LajezXni1t-`D#8|N6(TsVvhuH^bPV*fv9mv%JRnlPW9v
zr7bnV@UM{@a<y1fJIyMuGoI~=(bS~8%{SOt+5<!AO6%unH3^b7TJWaU$Ekc<UDCo5
z^_OIK4V8V<nrgMQo_64HS_fMlsO2qmJA>jEm20U6XOt*$qlGU<X{wZOP*EE=Xpwie
zaYQZpo~D&O+4bBZwbNvFnx=_fr+jabDp3DuxhK8;L5u{=$3D8m8s?+oRrAqprnV2w
z&eOxwPk4wGT9+fUy*k<En|ztCn&?xHnm>59b4Fbb7+tAdHgo_-Nlo+7bEwThR7BzG
zfzd_V&@S;Uh^oiq=QaL}MWqilo2@IQ)2vv|w5QZcW15uB&!sxV*@x$l?&egADtoHZ
zr#<=ZDMETVNDm&R*;VnKxf9^Ik5SU@BX>VVbD&j=om9J$ma6>pA}#tyhuCZMocU6I
z+E;Om*0oU~W1y?r5&EZR`;BPtfIbwDEE!ZL(TALt%TQrui<V=-)Q(yD1@r9G%<K$R
zgeXTxK90C^1gYVgu05YE-F@eENxUj(*5F?(ac-WVf{4!5eC=?lW@}o!u%tWu_z}Ll
zrsgF#SXWhT)jp~&x=eczXfq)FOC9A}j}~{WZP8o}jS9a>b08;ZQffunn5Iw7%*;^r
zN*UDb+`_^<`g%;)Pt$sU<?rv`Q0y;KIqNh0vJk&QN7Pf-s_*&#+Piw*rlBb6_nz%I
zA?b@#7}FP1+euY~=^W8G5+hLf0Zk=lXw;35Dt5(!n3<4RS+g(!p-C7JEDZdeO6H#H
z4m9}-c(wgLeD1w|@7{Ctkc_k1p`8tM-auI_E0tE35*Qb&Gtx93OHN76b$6;*+JXua
z^*v_U3N7xsfsGU}SR}K+IJt=dzUzARjYi!PS53JnCVJnL2N+qmo(PsnvBaRgDe?oI
zC(&4zg=y238L}?BB6|c5ML-A|a{qZV0^i(MLmcE4PoWS2^p(nmD2>qt;Pj1ZwaaqI
zeoHI^O`ENivHTEDL;tCR0iw@3p)bCVpgc<=@$E2!$<WtWTEP)SA~dlcAqVqPnCtuy
zMYA!?iFN|bXbOP@hZvQD4bGwy<*;{8J-lTTQV@;#(z;`$wHL39X0CI+19Z-H7+O+}
zQLOgWq|KJ3<m@5nUZvDxE0UQ7VtOyJ$$ECVM3Tfe9j3(}N7Jeck%e2mR=cnN?PN)v
zzSqw+D|}Lj2?aDz;FKzGVZIoM4``;)(h$%(YN^FBpO^+eqFLo8{3tO!4wCN#yR%!d
zF9T}1GxFuoXzOurWs1d%>uS-^UNaQucg0zve>S#TD%&zDeHx89ab~B@9+wISU9p&e
z;(sI^7cRT=yXq>07zZBzT6BD_u<UhLJNfL(iw6Ycd=QEL?S$S<y5j2yNo4{TCEE-^
z5ab#YXTS*db`bj__jMYqwO8~v)q*8lC#sarc}V|ue0e%y7IOcCv1z>2l;@G{=cAa`
z=R-kltzujhuON+~P|%4*aVqXv`q#!bifm45dUDnw8@T%XCu-r@4TP1q92PSEYpwqz
z_<AY&yvTT?S8uF8`~NyA7a4y6P)h>@6aWAK2ms-0*IGf(DGcy(0002Q000L7001yA
zGcPhPFzmgHa~;`vCw5MEUjU6)cLU^*JtT2)!M@!W;N!A2BaI{yzyasdTFH_)Eop4)
z2}$mX4O=!mmK?i9g15oZq{@}D)lw|4*Y<kW>yf4QSi)-KwU;JAG&z^ft18~?#_N@L
zH<epqHkGQx*~IZW76~H1@ANqs*{b{p89fF-e|`G&Ip5>=J<it#ZyAh@F~%&$28<oY
zPk;SGjJ^9qj2(43YckFjTzide+AjXX*4ToF-_~8X{$+>$?8^VGvV}e7`>v0leb>gX
zJFNcEwQa$cFoI<>cA2$y@COj$|1D5)#y5T6w{5!~f&T6Wwq*$xZMwE^b1vBFmTPmi
zX;~Z-e4fqkxERdBe>q=atv_aXux(*H5Y)fB^gHJk4RiXB@ie+-s|oZmFZxv&(SqyV
zG@JGf*4m?+<h%H;V4=Ln4r~_>WIfj0p*O=MecP>{5XhO@_<#Jqz}R)O@8X_%es}^V
zj`waX_VFYOq+4vBvj!Jt)2&$4$9(W|e#Ha49=96&i_9_DoFOcE-LrDb!8GtX>+&hP
zxIO1Hw#hu-k)-_kC?A;4Mf_wi&t)S$ESx_>*G}x%wCeN>_nqvNVKAfO7%qBEtr9MO
zKoWXbABXX1hh|BC4ua3i8;)4H;V>ic>}~rB_9yrt(Lc?^xaV``Jjb4H7_8;`xLueb
z-!*=a*28^~sE+sP@wATPA-`yH%XEH*9UnCquNdF9MvqD&&#&jibH>-0qA*q`x^9rO
zc1axK(~7!3NaRoTefg^|M#CLHzz_6$P~TP3ukvsHF-c5MHJI}Zd&)LgKcIj7fLUQ*
z#4-ISc(@tkNBm?(uLt<al{DX`yN~R|u^(eRj98E0#cRA7R7UuE9Ec#H`+^TkQW`tP
ze}oazK0Yv<m)MaBgU$L+Oec5RTv+@SXQC!13d|~&6f^E#qiN@pA-~R?YBJ)tC;63;
ziN7Z)A#;}<r()r&*b$Nq*ZLegHb(n6`u$jE%U4e)@xn_m8f6^|Vp*S+GsYHuR5CzK
zxI?@v1;DD`h_6mN!s&44VhcLPiqUl~F%$B86YnMd_%pg|7R*Q+G~;eNPHu+A0jA_c
zv=KhZCpNb-@RFTbe{I}h4P3Fg1zjMVaFZm=26uGK=O>*D#_S~afrJt~mQQs0AS6mQ
z5^T~mZ7XLTzCVoxu|v;(Y&g|K#J8+ZShVRM<Cu*%3k~2@yv+|7f8{CXCz&@54z%6-
zk^`YsAW-y%?k5=0JH}(HYuUNko`J?{+5(%gJK``G4<{<u&G7=eN4sDtddIaXM;L9M
zk9F|^X1Hm&Bo37s@s-(iVlVf+K~FRun@%+y@oP@kcPr<d1770Srul=>>3>73<{6J!
z(`7s~NHlmvJb&46zA2~6?;7i*WP-VRj+<a%tY*$TGr>)eH`@I`avnq=+!O-L<>%9p
z7ef{M!j1X@e*?EN-rk8tOxMAH-{ds*jM!#iQVbzPf{TG@g#DPt2=IWgPo#Jan%QHs
z>F1*%-<#zRtm%4rjXS2pCL+&X#-=}ofA34hz%RM{l_}@X<@Aj^m}4vAPmb{C{ppX@
zubXpP52HGYh0EQr<+}$bn|?JB7<=HcQxShO&l`qwUQV*_OM~E6)8JU>=M!oatO_(M
zo9*z*>_TtSIR3%Js>Q8;%#My@<uI+BEkfh0O=4L)#?3jX!RYfO3|P>AMWY<$tC+LV
z;r)PHPdh(d-+0Gv+Lav{cN$JL-szK?A|`yQ!^M=;Kahb6tgzxaY@uUR7<aV8FM+e&
zs0mYWmfyyXvn76S&cQlLHe_ad!M4|?oqW7)tQuV#s;<qM^)cwI!2eZ~q=zrhfp4&Z
zZ>i@2&caT+;JIV`L38|v>KW%QH@H)i7?<#%nMHo!;z4pIP%C)jH*CzaZB`SGfV!xN
z6>RX;G4R#+uh8ZlHSRi&n2t=m3OgEdX7UDi>V@kEQj@v418%@<umROf*aGu_b}DSe
zv6!dlfZK36&YMv`N$@lN4i*d&@KRhki@yk_BIXPJjpUY{B&J_M<zHYV+%w_;(n-%C
z6)SHh-FI(l@>iuU;R4LSmQ3tWJ`q6fpfEa~{bUvr8S(uQ{`^Vj0;iGqMGp3vTjWNw
zX|bucxqC`lLSgXx07*c$ztfXSGwqKy-P|G>yXyOKpp;(aK=S;~jDLR&I-$)gmtW@g
z->pr880Qa8DwEK1-8H;EHskS>!{#A<Yb_@?B9otY^3!d;$NA-H`xuuuR#4&N>PCJW
z(s8t7K6%Ee+%wSTdUVLMu(4<0(l9bt7aTEyeR#&nr#qx4rq7sr;HYDvQ9+459W_?5
zVdn#WJAlfYkGSYUfjFNv<TD;wl8Yai+?=+R^@Bbo!4Z&~g9!Kw(yVN1Zg*jZC&>PQ
zKRWy(?zTF{GPF<*tF-0w#?t6fdX?kmK4kS|XywyV*8z?+Mx1|A4|5ya=brWK%WSkZ
z;>JD%rWG~7Q@IuJOXDPVm=v@^XVaJF5)#si16YS@B=p2qlazzOE;#IXw3#Nv9TkuI
zStc0=d)OCALVwOLggam?;wUJkzcL6*d@V^*$zsB<@c|TEQu9(=qm8eDtH8D}zi~~$
z+0&dm&Rgpjpto@pwlFG8bG*avjMN5<lO{UDAK1=c*2H&UiBFB{VH|$NSHqaQQ%*j$
z$X7VFF64I`Sj9!~8JBi)3*0*vo%a3vXGUL?OUfUQ@t2=gHyeEpjd2-kuqv4=r@Ok?
z%q6}GLwh8EuHjcM>RXq`F!<b}$pYvXdF|x|y&aDX{($QV?vC>-6Z$=`*}P%uD|q@V
zTwmF3@CW1i%A+>l)@x(jg+a9<Oy)d94lLeWf~+oj*4hOpUx9|6;SY}KSv@kqMvI<(
zz@=KeGY4D&#PbJo4*;ydZR|vicI-xt3i+<dZ<-1e^4n00P?x(W9WfP}`!$ZeX5k$d
z`E`P~P-3e#B(w2BF7I9*ajIqqW*VE;4EgdTF)+V2$uBeKuhe6~oyOu!a38BV(l&3b
zI{6HAO-vTeha&Le)viOhIX#$blJWdnmL<~mx&Bw=d-anvC7#TWhJE@efsJg?YpjzV
z3+mT1Zp{B3(tJ<RYaJtND@e~_EBBA`E0azQ!uT@Kr5LM;EP?fe^xYw=KN*?#Y`lHP
zG|oByw<I?4I=K@qfM*sR(GB?4Nj?}G`(=4Ezc$Jn?{%K7vE36;u0n@QL&TO0&NY#E
zI{{=xbTCSaic8oIah&B>PH4J|Ha8~}9bb8lIF|2PUE5*?^bTuU!U~D#WpnIb)^`AU
zKR6s2+S3>B?^wpj*bmf~_b1-G%&T$!ilttfuuXm%fR8K-@X{j8lGTNJIuaR>wd!g}
zYjl%4&vH5R{*05Kfzn%peG8;l2V*}G8F|CWfe>yRWE$TS8e7ja0|AD73^mGO&WvUN
z3&1bE1%ICJ@W&A2C~5^hKjl<Qk+pXgYZ350FvkTbK1ka%RQaw&jK^siU9iyzwDj0h
zmU>@sZ$1_FfvSNx0$Rd8lMD(DV=tWLUjP`G54?b58!tmLfcwR>Kzl$;&?KJ7&x5_J
za3%#<jVr6o?>4(aRDfDZnh=BGVhjIbt6-hCn<p%TofgT>`6EJkW(lc4(sXg{nc;1=
zEg+Qf+E*AgULd+tybl9$0?Yt!Z#*(-p%%j<G58>Nf>sb4A%T&ZU=M2fg2b9tGcvXW
zVX;2F9H6kc3h>%=*!oi6t<nD<8uUoM;_~}f4Yz(!ew?pyr=ASYpX0`iz9LNi##w!Z
zO+mgoeASd}b=&4&IA;`+&bS1N<1X^cv0TVYV@_@ZTpi^%o6dLS&F1Qdoyy0y+D)GU
zJ3qeU<Zp%70m}jrWaF6o62BZ_reW<P83oDgDbM95?WswN(QK2NdBt-6u%6Je#|K<b
z^`ZrJsi(U8aXv8gm1_}i98p({#~%km#sUEYk_F2}v`#<xP)SGpJ`@%Uj8&j$7KcXe
z5CZi4)%Q7K1~?dA$CUBUc)eye)DbvN`g66z+z(tC`~WMoeA{>mS|2>vlB;zMmVCkZ
zXZ3`(pjW|ms{kG|XK|x`pMx3RbJeWPRpGEP0%xEWP4ZjG(TqtGtqR^-Qwz)YSNSWk
zx@m`0n*1le#F`Drc0;I3n`Bs%Bxey2>p6aVjKBHZe3HL1p;znDIDgsJt9ADohuKjp
z5qC{6=+o_1Ebf!98m<F<0MvZEbCo=2!4{1hqRAylbKcxN{s@2-I)57mWex^~SaG&(
zkjwegi`Grgc_*jGST|+}-g0q-L#@`_-{>E4#B5;f(}TwVnUC<B&f$b%t{pw$3KN2{
z*ga0%>A5TT_eUds5l)M#)`$>4yf+t6g!4~3RU>M^npcwn7jNN%59w`T6R=3?&COj%
z)pTf)gD~0#n1JxZ6!zbW)$16mEwVKH+HpSksPTe)RT4blZ!S)~$q+n$uOr?Aha>O_
zCX<bLGy#aBq=r9&!4M}&lVkMr@Hn7=$XkLsnqKsRtxv&0Uo>9!oa(*7Ot9UASqaG_
zXQIQOK*gDz1>ZGJz-fVXBHuCOw@3LGxbvM_$S)eS6^ft8F=&QI13sl@2M1smy2Jo(
z+Xnu>0M&MB9$sN9ToCd7pMpS>A4z}<nwNlEOpd2?F1%*UT9M~I!6L0k1WxEVhJ2}m
z)9|#PrkCQ4_vnRy9@)NlsBWI&uZ*d6J{`xGufq!o;GD+fn1R(#2LW+NzfG<p1*O<p
zoA&`NUjY1)t|qTe@yo7evQ?LFGd13(lt7EUCE|Cc_)S-FlLc3&;^4eV>Cr-0V5e(l
zG6aPFJ=n}C{>F$RH<y<j0j66Xqj*mJ4%S_0wFV$F=Zy<mMPCD$^R%$+HY8Up&+!L(
zAaafK4=ouckpFl{n3=$e+xAF}gH1jEE|dVCzCXz=?tET~gBPzb@^m@juNZp@lNGQT
zOb05?(A>H^#T%3A(F;Lv^Sw?!*(S$<?!@RKh6jHS#*3|D2oF%raO?HDHbX3`H04Fk
z4NL6|JO;=dockXqk5q3R$>yR#kp;oq;5&YWD+Y#}e2!nEfSz6>aY_pEBagr0ADS`F
zubftooAFoXWz^{=*cWef!|D2gcnWGRcrt>SM_zCrR>loaOGT5<2AjlnK`fq$V5UDr
zKgR!@UgHG6X7KF~J8x%XVENrSzCB^p2G+<I9JW-u!b>5)K7&191elVTbbEprn?Hto
zHWzKebM#$1pN@72$58ypw!b4cf$u@CraQ(Z1EB5#R`APBtNKJlsJyYH_uwv>UMO-J
zb4hyOE?E}Ww`{vI0%O^dHu(}j3*2?`1x5haj`1sFPW=>Pc@ipMn*0QQ+0!ew|03Uh
zyWXHJ#-IPlp{@f=*Zju!p5klT$T@8CoVg5)PoXH|yL3B#>7CH~d*dP@N8^r5b`5xt
zRvemx9Ee&|dj6AlI>K7y%XqT{(;DLqOYOF`vPzo^-&-O!$oIVq>M0IuoilEn1+SgL
zJ=6U1lvZ(-@m;)j8&dF=4rhRempgp#CwYS@Ixo2HIe9ChSagN$xyHMGjCG-)HFn3y
z8AYV{MTa6$wUqEjr}^5LUYN(vKrHohR-8BW9t7_4vbxZxur2fhMF1%*LqWD<ZGPiI
zGlpj6Px`#~0ll>%UI%B!DeNfEf0eJ{r6)Rk8_YQxk@Z~DQ<uS`r#sdjzyer*cT|F;
zYK)=-=Gwe6aSMLH;c1<0^L$o1Ucp_Lbgr>?5sOD2PuHRdsIhhfsIJ|h7k1z&7~rh4
z#+ufyo}XWW<Bq+<M6Sue`QcWZTW^PH3ysHc4-``V3Gg16?$qJ}SduIG-=xfh?^mCU
z%zdb|<FKtjm?IrCr|?aOui^eV%|&XhZ%;_Ivfrdl@&ZP1FOn{?8Ii?*Sr5)1LF<kl
za_ADjcL-?qTLc{VF6@G>^u-Z>?VQ6V0&|P37oa@Qy66&MGH=L`6z879&cf0>b{qy<
zcpt2TMc#LK<3+V3#vLx%_|gJ@<IwN|mT@f_gpAp9i`;<j?}QRpgn^NhHyRy{iEEU=
zJA^(oW`ro&9WUO6@l7Hx7HxQ>;KNq|`5|JAxC3zP5(nrJUm;+I|0RQ2=?v2r5FEb2
z9d-;hpVLYz@A;0&zcALQ>7d#9O`)CUefaxN9bP#~&K-=t>Eyo{?$85VnQgkoPMQY$
zDm`5OZmSz$((YZ=Ls1+E&%gUg@;i+!XmEkqIPh!W<rn}|UxF-wgS?JK!KhQAaStea
z3L6kbP)QUqF)qR1a27emq~Y5!sFCr;tXWTPg1_>#dX{m$<>aq}2^zdNp@RW+9;7BP
zq4sDor1p!96@y%a*??Vis;PkAehYlW#%vu0SOM=$sN4D!rX<XEGc<PLJDMGnPXg$*
zjr^FCzY~`8;4=7pk>5ATw2}fftj2#P2Qr?_Lw7InyA-C43^Imrd$)MgC1(Q`?}6<+
z$K~wBLYI<#k+C`{G5O1LG(Bs3gd$!h<K$vdaHL`AP{kdCUp{)c&>oms@7WgTHyip2
zTY#VOEMx@&SbYi@X^y{)`PGzp8!rzRiW3a^S$V@I#WCVIKOPx(UuaUO>}$kQDeRM<
zex(kF2|vin)OWLiTKl`#DHz3{KsZe4i}Y;u2yy@^GbxUBjC+>UOnHMF<BAQ9{wz>h
zgA}|Y=Fjk#-{DkqP`kfE(Mo>pYfX#&)FP+o{ZB=+{u=nGneyDAxcs*wien0|Z5%+y
ztzvkXk=H|h*LK*6CB8pJ9-X<$$;1#2$=?gGIu3^rO6wAg9d?3E*O7}+?0n;2SaQoM
z+}?sQ8s$B`B&56YsWTklse<~1DS6|!^a}2sq_~7y2J-%)6SrhCQA+mDLfm0&IQaKS
zozxlU4O4BQA!4UG5%E37?@y{{k#h??%^%P4-lS$@nBM!EjVT7)@bp&aj6%9i@bNY&
z&B(ZKV9)Ss1~lVL$H2qIR9ogXE$3$?tC6?b;A#M41wt_c4T_z6AJjO!+EJ|`mH{KI
zj<LU6TRzBV(&2Y(N(eNzJ6cxut*#Kv4r!x<Gz;>l7W+w&3T*iws90$bq{BkE@jypY
z{dh1K#BPzQbz|84W6-!`O`FY!<`zuXC>%I!7W}C@cm;dW*n)WZ;FAU!0D}T6JhUnq
zIbVlU1>f)eFpFQpTo(y&RWMo?Df-vp`y&qXmW<Vp;g+_s470ZynYrmypAHE{@u|iK
zty*<S1gVx8vUZuNRWjk9$RMi0uNZoxZd-sWhx=fYf~s$|p1hTe1KpG#?U?s%vMipv
zX2T9H8aJN>&jAdAm!={b@&2UN77TwIKg0LF1g-!w1oAl+8P~@h_6N|C6TJ6~QWks}
zK-{K?I#>~NsJX;o@E<0iFTn^)9lk7cgA$R=z`(-hybQO|plnRd2gVcFuoV#2$+brp
z;qz;*u5GT`o$48<3OZ0^XZa;)7Eck8^s#9ftrA}CT2IN*gt6$kFPoH^GV+lwunqWr
zf1W@1jPnP)<_IW+AWHy&6i1LZl9om61}eS|W)kHfiw`NFh0~(Qf}qe5ct0qzEDMrS
zj}gSBz@P&aqbE_jd1&Dtk5TSl@9j8&D3g(8ffg9y4<^-1H3;{O2Rygl)QDt7s~E02
zHqdDk%*tPgzD6m3m<8CrKdGbKITX%S_|9;w|4bJdTpRr`nMS)V1t1=-{+Qw|O)I|<
z@yAf^zrM(~fZC~U!Qs}Z^9+}H7eF8e2y_jy&Q#uo-!}OJOC^6Kb4>!4ZaUR5zyfF}
z249yo_!Y<g)0%$E=GGCNEUIwxn3@OQ=j*ay<jr9HeWrr-mVmm#evyA`bl@m;ZI>|V
z4U&MfyvLlka(PpK68@Kt@Y6hP9s9pC0a?&jDmYzCCp4B%QJ&A-Z4ys%im}fw@i)fE
zSum^fGJTEbh)<p6uNb3WQF)@3Cgqs<)(Bx=y{<?2y~Bq?hK<9-17!G$emLR6ya&_w
zxaF{)hC|FL4qRt7Jb(LT0-IDG;{spjqtKGS{^2+QSJrtnFqH4cS(XNFJvP+_xoHVd
zNaZzUQKpzz39To}1XPK-&5vVnVU~zteOn2qv5bQRG{@AyNiuL_AqIK_;Ez<Ji{`ya
zk{SL8Mj7te>IlC)HmaEG0IWLJ!3v$DBz}Xbx9GYqd*?ZRqazh(V{Lx)D{2?tF5_MO
zYvjdve*d0SI=hC90bZO20Quv{cnpqRjVSQ{V8!_-^|oG{kmhH3jJBZ8zL}8e>Jz|Z
zqaBKGkfC2~5W-LitZPju3$^6t78G+F()061$9NepX12{6c<w~#*`$g8ETk}Z&d(So
zW%mQVJWV<Izf_NhPI=d&0jteEKoA{nK}Y`9>Ts$8nvHn%zGjfmMl(TwjIz8W7WYn#
z{z;uNf`S6d&}lgHZ!%)z9qP(y-{tUnOqd7?$*cFIm4)@wLb3iPBN10!J{<NyCfWa&
z$hZ+w?7)kG^2GN=v&q_LX#c#ly5WfDB2SQCJ41ynO~HOI`c*3Q5U`BFzmkda9fHl!
zdRgMvX^lQHTvBF$T)#sBnv!xuex01(q118_Q>v&Y{+%EYN$QI<DUK@&kwRZ4NjlIJ
zNjC8PBq@ZVh|^*KZcPU2fimSYrt&D1ov_AqhUNB`zv~J-MY5w%F0gSb?{p2w`sCrQ
zqZ9&CxtlwaPJS#hw?>HNjNQ?uTRBVIngNRkMr9C6Aq>tYmiQh>oAB_C@hiVG_AhBw
zj+wiEAahu|F!#_u`M6Up0|QVg42J2#U4+%#BCG>g2wwpVa2<Rwb;f*|InNq(dWiEc
za5Xpc324pG>PxTK*yA$rK%SV0j6Q(ck1d*gcu9>mzteEU4=<97pHH^I6%K`Ifz2Mc
z&gbO7#$Mov_d{TaqC@7Iaf$Ds87cH@P=awWG%j6*n(J^5Y6evnj6FpT;xTX?6@@$_
zg9(+fNb!o_tJjQdcDG|}Q>qvYwSCb6hqscn|DLXI=RD|(L{KILin0$LpfGZEDf}J$
z5t=BDeZQ`~z$>haEER|QJNc2KEK|MzbekwLu%O})avh5-P7_7ZcS%<TLG{fLYD}aB
z=o3-zcprZl2;0Z@{Ti{53vMdvVzM2P6q3_QQCpkWvlMC%ya^{kQt&&Y9Qda$HzUpV
zz@E@orr#_?<JYHU2p!aK{Fts(yU1lA<Iyqx3R5L*Jols`V=Zu`qBE<f9Pupd2#o58
z%#!DJ$JiZls;5GO`A+_?DY-|_dWqL#P(DZc38We?0@^WE@<xvG^Ln<%{;X7aml(Wq
zJ*P)LC4|+aukkvwQqOaj^ZQ2*2RcQb%DY0o{03mZp8Y<hI`#W6Gcro`P$u!^jC6AE
zoBCO|`I`$wuf@DY%g}F4PtA`k!ioiT4d)`~kQ^^C_rbq198W>DxPE1_?e{ypKhGP@
z!{NWH5D+hVp2`g>Sm)bR3aQ=$Fu=*@q9eh!UxNcC(Z<D3kdpTj-lW(_ANw5>V>;nx
z5EGM%PewbG>j4+VzWo;x*}P6UAwMZH;j0C>HoKmcMG-63p^~(?OtT_U^@8|aka<lt
zbGfA0;7+866hagQ$kIen_&|Y)YsX2ZDB?I~vE?S&P*EfzlPsJSilRscWejdlGeuEm
zy)uIW&RR7^%l7+UgBuu1h~cZfgy^5+ccK0cH{|XZM3%KXd<AgvSZJ(3w2wy6gU|_7
zfk$~8E?(qc7}bnO+6-RkHQES0N+m6|aS5vJctj@hrssUCW&x_veA}XNU+OjE3Aos;
z(f;BhCCs3^%>5%^emGDr+?9#H$LnRD;rHh?pHZr6@(euh@rc5tR~njO0pxf?Gd3*i
z70svS6GP&&yX0|bMrJbiLm`iwhoS*j^A$&rK(()?=5z`r8q$ma^63#sA{BwL<;XS4
zCBRVxkN%uDPU<;S#~kri*o#?y-#SzUBmAbJ2nf7Z;7^M0noE?7r(&d)x)N`HLyGBY
zmqfQ-`c{${-*oaXh2MbQ6D~Ad;D3}xnjwz_e*n`3^{ae?%6)+J%EUcUQ{awNWMx^#
zioyk^OA2VgOi|e2+#(Gyil(5@9GnJ`C<@}-fe$pHDFP9cnQObL9z%$L#e_o#iXs&$
z!!(m(s3?jAlM<wC6-6e7@RYJ7))Z;n8VrXSCa1JW<x@4JdG|-jVT5r7%7Ov2&p`f{
zjO*Bir=*FjMj|SR$thPbB2xwznT%!J7^OUdL4}D_8o?<RJ>%YFF!f<z95Bg}cb5o)
znvjtS{sWbJ9fNBRcC|37yp!D59-r_VHG52wr=S>gOC|)VP?D`u0hz<T9dS6UWW0A}
zDKLf429OuY-J4VtYx~UXm~bHSW;APKlfR`{h!HoK{UZ*u0=^2gYif39bNu;3b{7U*
zB+aZ;XxUr>Yf<5>0c8qQ)^h#*e-GstnlSx26|lTkN2ATFREPX~vcQBO<&}m;Mt~xh
zO%19@ak%=*ZCMsxU%|jzmnqiP=Bv9O0UyRe4g0{LqPd!-$=jGeVz951lC%A6P^9%J
zJFx$;8<*ukQvec(7~4O{GzAoHTEeWCdJO2vG9#}=Q9z$2LqSZZD10dGA=SksiXx^V
z0at@UQGhE4P~di=#~^oyFiJL16q!f|X^~{bP*Efpq8vca5A_(qU{J7O;<prq2wKCm
zDC4A6QxKf0J`GFsG;cIUK14)5<pxAlmu8GP|FNXwj~V}hJ90!4@Qah=Gf*mw7*?Dl
z>-zikc!H`q&xBN~cW+b;$g4?mM$9)x^=L4Bmzf?7zyZ3s<=VSk7KH6ShO4Z`qdG-l
zp92KZV?AMH<?Gqg6z?C`<1Cw`)6{!02ti|!CRVLMn>F|=*2pi_bl1lDD@P9LVB2Rq
zp1)<(aSDS!&ov=@m6!E^upodL)d-cgfvNOtphpMK>aiey?E9k`d*7hwcVnCBfo_{!
z-(`QHs$KLVRKHJF>@6Xj9r)>LM9Ofm&N)XMiTEQp1GZiWk?;qWdR1d<1m5NU8A9it
zr_yE7CWuT~v^#+RW!Fz~r@cc(N8}Ba#m{ldoBp<lW8ef*r}Z!dRuelevusdjR)3rH
zrk`a{xrzcK#BnKnQPvcF%Frg6&7APJ$x|w!z<p6qeKStL(}DObAri1A)P*H}t{#|_
zXBL2+3pFt2R^U&5q8|-iT4v<{C__{D@u19x_@knTT>+u&mBBz!#BMnh<%aO}7)j7#
zac>wT1I?&!qY5I;EH?N<GYeHT{e8W0(0#cNb!<Cq6t2evZLr$9i{$@Tp8&j_pfWvD
zwQ55yPVnci>EWtrQe)~teF}={D}r-w>jzQl>vV@du8(2RW4jVYv&o2}M{nRRF7J9o
z$%wOjz?-h(mWvdJhx;=H$a#iJxbjo*eSZEtjJuP!sJy=Ei;qO4VQKbq7|*{Uz#Mob
zk4k^_NT+y1bCPw}kdaA3t(2LD!fa?!-aF!ms~v+LWh@zn77I-5JVm<2TO*2Kk$ZN>
zYWn&A74dtHEZ6`J6Q4M1^epH1xqM>&MfeqZLHgh3YkH}mpaOE)eO-gOLxt)#z-*Rj
z3TQkVTCvn>Firw+aatBy*}^qT+@MTitx7?k*l8NLv7!iUKk>`h_G3li1GokSMM!Ik
zKAHa{b*s_v>#2xg!~^{02b5NYffzu4`}X0K@CP_~ZlEWPS!V#)L3#LE03>CRrGrDg
z>lXmrgHr4N*!72lpoH<!6js1ef1`ATwlZ$Xg5;s_HAN;i2EniwC+aE2bvV-(Bg)Vj
zwo)GrHtw(=3(bSKfu{mP#?(8;UHB;{mPqw59#Ap#eK3RE8spM&pwvYQ#8#ciBHwwc
zO%bSSY>6-&!O=?-P7cP}9eb0pcr{NUhq{XC=Oa#s0br!b#h&>Qikns^;mv(o0uZQF
zYs&c#@^PMf=`x@LfMSEPIQ$Oh*4wnGG5C=a9i#f+yROZq+dL2WKr<t8=7ZM`S!jwT
ztX2W~k3xCZIUPtj7x7gtkErc)lJ@^zsr-nN3hIW(20*zH@<&hcSEjYv-2)<fM`Yv}
z?8^~fp+ITJi*K}?>f@b-z!r-R8w(ahY=H6q+crT)dFU-j|Ebok37y-D3#~ax*Am|r
zMXj8?p!%=gm1IeJ7>@U$I}4~&l>;T+3k+J#Mw<Yub{bda;?IBysEDBsobS-#FTe2P
zz<o!Z83xw|A`MdE)**N*q7O2t{M1(z#J6QK7^Iqls-yuC25GD)1mt8;ia}P^6n)Ga
zzXf6;+(}%h*w}9kMOG678MOvB5O|=5OKj0gY&LZD1G9j&f_NkKV>R5Md^iwgFBh^_
zl!7*FjA|=XauUiSA3w``r*tB&Kg}ECIxj-F*Y7m8bpnRUuL<g|Ov^m;$~a}Qj4h0N
zY0;$my|I8_XB6yIiMZT`Yp)X&*CxL!kw}2o>+m}#CDMKTG`QvrX(kGU-@Yl2<N%OR
z8PG1{4<=Ls34S8g)dQN!a%RD5v2sJQ!_~RS1ZOj#@5e7V;#`OHbY(3X6fdyg(;Eax
zepViU@Z9A&*za>r{>zIJ-X9C-ycLx-+AGkbCuG!>>r}MCJ^{rac`-OtKyq%((b)AG
zwnVTjMYSIYn~us>r=q^_slW+HyZtpf_Gp0@v!af4!`&y|bdw@ei5@6iK+m{HVx0;C
zW4UgY`o5y@;a9mqfj`z1eL6yEi!^U^zK9<(Fj1^{#HD*n^6M0jK=1lczi^>6+tP{4
zEGx=HQ3Od0cML43nUV@k%d$uZn$HB3^{^DsyNV*gj9P`83>Dk%q^_N`gqyYsMUlGh
zfB|8(^caO3lYYIGYVk?^vJmc|=WF38vkeAp3=pFzHVUsS7;BY7#X{8tofk9mQ5j<u
z6a40g+6D8*2-Oi9tD|%vrqQ2-4h;zDzQP*+qP}?<oOweh$gV;6O~09Aelxd8&LSzo
zJJVDP&M&@;-`AObbC*u(E*kd$AdG;Ex$i1A=@YipDQ7yL^y^Z;Hf9c!sg&W?4}4_s
z%TxM+yE3|FRb47NrQjA-Qjju-u+qWSFLw<7tdqYtr1Hzlo)(3JIewoX)<775r0<CM
zbyp@aDE`I|6Zn7$zkSAdqv7O70}8giqFL9t1K=?OoKCgj5#<$F04Aq0pJUOC$ODI6
z2#>`4zlMttoDSmqpFJAaPhW7w-QVxVD!onBmbPudB>jp_%<e+dD)SA#Ce55Bfp)#X
z?6w_ezI*842_FPd$J#jCV7IuSYDHz7LE$DzkY<PGJ9h0ffTq=B1hMUw<bP?*0S@-d
zw8#!AFhl@=D@u(yAaltegJS%83hpl8?WLKTG?*Fejz8)LW&lYW(7r>BC_s_+Fwu?T
zkOF$zb_W|8l@vj7D{}={UQu8+8$k@rp<leW@o<=xLzZb&;=SgzdPT3;=qV5S(FlLw
zC=c4)8=;~qV;Sr@zQoNA*gZ1t0qjk-jq79Z)0X(lfT!c_x)7~nZF^)jjhr=o7KdIy
zaAYy!{jb1$kNvU?*jxFytRmf==Fb~C@j>S{0^w3%L!V8#$jK?JCjtd2!woWwN)=+0
z(A$TnVi@n~85_$pj`&uG-+;IrjZ8{K82^#6^^;EiiybPFVo;<MG;z*C(b5S;-v0qv
z_Q)Z_Zv}?1_!Ub{)S#fZ0p)z)Qn9#sV9MM}{}`2)$)U}#71*o3Biyi0V1PO({GD)9
zs#?4H#}OcbUH=om&7kFO1!DK#bt&8*c=0{=-4r~n^U#zRCBh&}b%N8!%^*m8o#6C^
zB#2e!6c9GHEnBd&VJTn-z|e7!s^J8&e2_uotKpJ>ibp7priM$X<}4Lisvih$2SWo1
zi<+WO<tF~H$d|*NRFGvUeLGbL@-qT2jL?D_4y@}IL)eHxJ)BqUvG;)8hjkL<)x!7V
zjRf5KEIUqF5-@Ms!YlQ3rVXB9Q2-zH0+mN8vfix(0}Opd(c17>0?<9w6c5Ei#(KlD
zH&7HWecQX`J$zU^d{|S+K(ZL+uZ(K0x;_48fQXAR-kZ=To+!gMzR0ni%nK>J#q32o
z?8SJ;yg8u`I`PNjd~g_Tf)>qZU>drBm+K+<huf1n`Ls+qg-FJ<#>4s`iDFozYC4p>
zqaq<AG^sR=MTR`3)TTHgIg0qLnxHfP{EF$+Aut2{C)UpL2k$$SkSRhh>RkYrdxoAE
z6<-`)kwx`q-jpoDLDd?}%se+-C4io_3~`7f{%BN&bz!%*NA-LU=9~)V;m#j9>~z$M
zZ8{J7u25FS{!wQpt(ugM`9v_AG8aC=PXs`mE;R#z#;x7KmJs{@u1QX{Cn^^z98SsC
zDSJVXM7Y0v=u=UeA`7$=2jEJrMbaQU^tzz6!R5)D5i^Y87jdRNrUWV%cch1^Ul5E)
zQ?RSnqBOU%0GLop83+fOw_qp2eo203s}Qr{*Jb>;1)<K=>`KhF1h_c#_zGbER)P7c
zSR6P!C^iJ9^EUQ02sXjcK*{1l^z|ZRMFMFYq;dz2zuJ4)OGE}p{#+f#0MoJo8>U0;
zOS~kCjp9~spnZwoe)#Z~=M~<qhn|i<*!+S2T~RU9(V?QsmQ~FAHr40V5dbO%uTIFS
zVLHQb(dG^9+)KtAmw{gZ2SrX9v+2m9P#Lr>cv$>ghpGSuQ`*0J%=qQg`tgsb97Vfo
zk0uF>*H@_ETi3m?CF`c6J-_A2H~l%8H~H3C;DANXe&cyZtVX5*VE-Wr9IkjeLb6N%
z<M5HrcRi9h{IaXBFwS2#^jch+cJek}?l<YUkcx(^&cP>81fJD@AGH~nvG-$#%}3_y
zb58z8Z938N{Iv5Q<PBaxy)=Fw;DmE3HJwfGQbl4L_E(-L01MQoEoU?C!R`U2rU7%i
z(2w&0)U52t;%7p~OWC{aICX2a*-FGV?<R3|8kC7__E7|h(y@Xdx+_vqC><LU*tbb%
z>spM34+C*z{-H{jn7+^!0!kkfgvxg<ML}xYElSu8WkU*b8HNR%kAC43_ow+R1c7d2
zBJYP~K^cIdZ~Nt+sv&$oD>BSWDf%*t(-!PtPz=;Vih}i^$pP;b#jtm)C42xhZ7jg=
zLpTFzqN{m?D2A;bg9D%_1je|v(Q9oyR1`(4^-#1R6%T6)lR(MS5x@H!oj5VJI)EX7
zlRzUUmkblCbtK@|Y)3pT4|P-7*PU^P{X!%&eW1KHP2y1>$cLHenm5mZ^JGyl8wn-j
zPP7S5UtzjW!2SuD>jE2G#+`KqSf6Tf7G*xN1vNj-w_B=Xz^uFapHhB99>g%<Ej~-Y
z>OZe<BV)s<Q3*EO5At)NalPl{N67PR+SSJ*&ssf4zr#?R<2O7oto?WENidhRcAZXL
zuq>m_&0QnEK$o;#`$xQ|NvO<-jnOG1Zgv%c=dKZS|I3i?&G9Q-y^66n2Qzk(5}Y5U
z=0a(mdi0XJi&t$cNEIX$Kx)w00XFo$(e<;c8MI>m9*0)1?0_FMKLVW|i@IOO4h8$b
zU|F2$I+p(ugu-jLd<e>=q!1q=!dWl4*XRy1T-YJ~YzM<KcI*Bgznf4$k7Nk=`?RFp
z$*5OCSq7F}x7GOFl*;Z}8RV>{=))0o<DP(%zLP>^3I=4J9uDUwJutXmsNoVJSOLAA
z6l%Dv7#0Jcs)`iFpjEUIAHS!HV&m4WA?165Qc*ngis4{@7Z@lCAd_;~Y7NSsqPW$g
zQ3u1;1}G*B_8TpBOAO#>ZpeJ1$8W>I9G9F#hd?j>Ja3HYrZU((K0bZ2rrV1sqj$dU
z*RpFjeet6qrMbW0>V_?s{=}(19`V~g)ppcvbojL;Cy&n(_NlPNH<rPYXQe}XdxBfD
z(<f!qkE8aQqekYr$N8*!rmWQUB8h1n>M{_+C)6!t`h@j)Xo`lzo(D@obI(E;r_b@_
zDVc(Qbe1<v)r7{g#VG)ROQ9^d<7#%$!jlf0qjHd@#nvJxA31NVe!M<rPHupjADw)t
zX3jg}OA&uE#a}t>x>LckcJu;aEpSD>#@!V<9`A;pzhXCS1`nC@CjEh|4*q3a|EsIE
zTlh^*n16alHjlA@Li}^UHwI(omfcLmC)@nd_&Nwhw$5rw*>4F(JxLTLzc#WCJYNLO
znt}^s-7T}kR@c3FZM@4e@wxU6mFl`F18?fl1hu&t0)V)RdWT$xpqJtqYP=oN-Q)qf
zfuf<1Obq4B=0l1;4&nT{L7|4+gr5h-7tcq1Fj+69is29rU;)l83gLf4J?GY~TdiSP
zrm@h^0f2_SEz7LXbJ^Hv6~%B^76VNKP9ARH-OHh(c@;*W5NR<OHW{5GnVz-aD6-ME
zYz6U7=f~MJ{%UwOxsP_ocrxnb0Fe}9cAQt$id`eu@T~C$)8zb-%Nx^<UeRmNz*A?a
z_JF)VO0iEa0=hzEJ{BIa`9&vpp@K&E<)-uFydL0*EcDR>P@=QBXx@;(rsdi<X6UGs
zS=B&C7?jgFQ{QRqPSDvZ<1(G2Yg>eN&CuMo<U!1;(S_$V+u=9CO}OmY+d$`^j0{1o
zgwFCWj5tk0KC)$7_eUJT&j38>w_2wRh*i0Z#@>p<fb*Xil*m-8Fk{j5PJ|SihSX8m
z$UN`7t`=mMqTcKz3D7#V;7UHlsLp<pUozLhl74zd5iZNdazWZs*FkT=ofPUiHO3on
zlKQ50ebjp<C;~m!F7bMj>amP{ew94K1x7^$6MWxWhXPL1B{qfMO@14U4xS41_1osU
zJ17%dUHAO$v8ycgt<!7-zmM}r-?yH&;88BJN&Iecaj;IlrLC@$XxXBd;%yW~AL=?D
zu$cXDxD&)lxk36n`(Z_%6fJm-wl6YGJ_JwzP7w=Xe`8}~n50>rhdZ~54F<+eWB0ez
zoyEpR(W5>hNquMI)fQ`&VB(?-*ckpWwgWj}(A#N}L~I;?8G*fEJs`Y5WNk$w%3B)`
zlQ=DgiiXm)mKY0L7QYYFaU$dgN2q{DJ=dswY61vT+n|WFxkpj*aK_zkIQa#6EEBvE
zaXA!~)w8({@$oCJqh6WklXck*{&lef7{FaA5p=8pNaui4?Y0`gxHRMBKUUWz|HC@S
zw-xcNaU%Jj)Nrx_r9(&LO~d(-`W^V{QL-O;&z5DEGxdI?V*&E@wH)?oL|>crc|*3d
zx;rfoV^Eup=}2~g1J5r**x*hqM0{Hs6XVHp*R?2Xv_I0dEOs>D*FAov>zp>^*q(J=
zhQEy*c4Y>yMoIbne`_0b)TA46*-o(uzcp;y`FbQzN>B~s*gDCE_+NR=VT`X+e8kr?
zzCA`QE{i~O;BsS~!X=5mE@nVqq@}t}?G{Ny23e*kJe#wt$)E@{kGsp(RcO&e9<Q8c
z0EdF#U0g31{KyT>$plSWW!?z;7Rg*Isb;C+A((mql#*!Hgl65?NL@cJG*b^+;8x$S
z64K%utu#pi?6nLO#m2B40Fh{++9`TNh(QtufflO)Sh+=Ps)yWxwJNftC=Xw2hpMl#
zvJ`<{n!bpOUMmaoKM8k4a;xZ3MVAu2#tYOulNA<|jYJRr|9}3*KX<$QdspS6v*!G+
zxyQ^=LMwms+Mhe$nT8j_&f&^u{y%6AzBS7&`tyRvO@c6g>+<KFE$Ugw7Q383cK+7I
zRcG5-a#q<H`H<!LrSBR34T_CAmzzuGb{7}h)b-<>v&YVU59Kl*v^dKk<vq4I!>>3*
z?yNQG;c({NGkvnW&<v}5@q2E*<ZR(h*PL@!kI+Nl^cmf^)Z%=F(zy6r>$8So0Il(N
zea|Ai<lLPKsW78ns<U*r>_|bBr!nl3vC51Fjl5uN%ZXhjmAJ|}EjkHoJ|M#Rb$WpD
zw^r~w&UL5LSfiV$bx=L#g7Z!mN$@P!_H5J0*Uy-HP2>CKX`q)lok!-z=!L&M)6Y8h
zr_VaO(BHVZ&wc_>;*66!XPWFgb7!5s=GjeHS8&N2SE1VI#0URx2<guC>BaH(Bm8eK
z{Qu+Jo2KpiNx3Q4rrVYr`Hb_2c+jd``7Yn>%C38>jQ<y|b+vA&008qx^XLE8Xzy@L
zIa*gP;~x8rn&hJMdF)T+oOjmn_X>Y|Vw|7lkGjr-@7c|FI$M+VrsMH^`xGuOVu-Vn
z&$!cd9x=&tP>EDK;#}-@>I~{RXT`uoxt_q^<gWWui+nI?ND*jbTCY2ooiolV-jZPx
z`gqjVyt9Y(0k#6kCgCpUCJ$?!^bbGI*a5R^kdA-k9~*3r`ruO6U|^oQvF>jX*r;Ro
z9zE*h0<{!|(@^IFk3!Fz^#wTo>qP3R8|yxk6r!oGw`}*GtmHJ;xKn3FP0E8&eJ^`a
zb`n-+3aP1~d)T>GP@fnq&lhxa94bMwEpnZ<ID8h~29yTsvsKTByL3=DXLZM~x<?`$
zcSiVudN)P0J~L+A`oMm_Zek3G8lDdP%hW+4XeGgc33$TV{j|<c0E#Rm@W5e88@TLl
z(Q(jlR;-%TR>cdh(*rC#K*+LF;|bs()^N+1H-Y~8R0&K?y6E_C)Uqtfhc*`J&>1yl
zxoh?)1Ta%`;i@4I$qCg$;D-4jTEet$?cuqP8&}Cr*DK5)^AB1CY3uc+Z4oM=45<Dh
z5$Z&*>(*VW%RpUc#*0*0snX50{fA*wNnW{Ywm&E`b$u0JIT>d9?q%~ucTl939$f~i
zSsK{y&<SrC@!>$&?&0%c6kC~ZtD=a$9f+be6mS{7DzagZ&}f|1+rKmD^){FY;4G=(
zT0K};fYd_g&o_EKM&<j7&RcKv;Cy9tGDT4gi!>c%bWBbcb;P0^q(NG$E(JSyUMi?C
zL{s>Q0GcR;?;jS1h;)G84=Xv6plmVN_aN1|Z#oNfhQ9#^X1qOv4QN`G)82su)lH_Y
zzpmHo@hCU6n3&9!%w---$P~)U%&EH?@U2m>b?${G#Z$+@POG*oC9g*LeZ&0kY9V`M
zP(?&vN+|FkozHiu+E<Nno4sgJ<L!Eao-L*@B_nLC&cHJa=#V%RpLLg7$hIv($&~hK
z5%=jBZLpao0r4J&F9O+f8JIaJ%gfw(PF85Nit@f}9N}eDsb_`j1*O%*(T-PC9-SVV
zDfXlYv{LJ)Nj;N2LGi@VXvXLAhzzA{OrtSNp4`)PPF@(H3_u!DgN-#+mqmH_&W&dA
zCT%-aWiaH>fh`qNSgXcqKU13Lx=X&CNR(V$G(L#c$%6W-=dO-X3?rbXV1hJ;+o2>U
zmCN*HIoN+f{F)83SOxD_z4d@)sjYGgq#}ZHfW@hU;xl&TbcLIn0hlN)T5#QLUDg?7
z!&a}1-NUlZ0owq+jp3B3(RyI!K}yAOilWu(v4U#nQ$^8gu`&g}Cz+&p`qeU}Ufm)|
z-yyZaYiZ#7NeWDysh)ZeFQC)}9A4{<*XVaVVo>O=du|M7&xYV;MG+(-PKHz?sQdE8
zaf$0d%}Vd?QTu3dyv=Wqeh93_?Yd+7f^GBTju>n6mE%o|*)mkz;Lbm-TM<!u!PTvZ
zWIr1^y4HmgOKmC`MeS-zYT`mp)%FO~>dDZx?=1i%SYMWR@;l_6!vWB}bDSopLdyLy
zcv;#EJTgE7V}*S+m@WGl!V%h^k*UFaQZ{0fl<-D(CrM@Z3z<WpmKO_!c*Az8xuBnA
z8Cfc3hMOXzct04t6=z11qSM`AP`PJXL1E0&vA>o`;W4r4a3<ZOsCno?Cpp!8<dx9x
zHZgp0hf(E*m#j=v`y);*KSnz<{tBHf4EySP0r?Tgb%WmwozGi!&lYOUy(lZD-81~=
zobIplq(PpUTgcGg^bga`fl~N@EX4L{T(i9);3m80yP~Y-gWr-L0HAV-;!8F0U5dWJ
zK~plq+z$ruheSQpj!iw{3NZbl^|ph!pbUwxC|tN;!(l3Xp(u#eTV>)0rJ{fy2Pcal
z9ViNLdT&5gO#?;I8@7h<vWl`)6hp@7z-gLkiot+*T@-_%q9A=t#|D_D2<mFs0aIiA
z5+y~&fEA?{_if{9YdEA8<E-%&UqHB8#W2%)U*LHI{AsAQI+eG!@K33Y;mEqhxy9@2
zE!Vvtkt=@Mvezcfq+ZSC5&ry=Q&T{3f#m{|O+5!OQO$#?^_jQiS<fGL@>6YUxh|7c
zfD1Nn0xrN;r!G^}$<&5Dm<lOYO+Dq!gBj{O+n}<xxqve$ZocHX2c#q0o`1umpjR^!
z=g$UZcG-1)#*~RFYK=loMW@3}yiQ<Sz#4tnGb*;AUg|cL`{Jjl?~0Vt#MJuE&F3BV
zmZ%kEH|g*a*gLsN7%4oR#MBI6B$!S62ISKWX0m%{s2z+&I{Qf5%dUG=);A+9K?Cxz
zMr~NanLv25^W!yQ<Z~Y;XpsCMMa`a)H3Q)7=bf%wsPxb><7-XbARzY$`vjTl*}Kf&
z1LjtTMENxmcE3=i4aPqEemB*p^|%;Y_eGf&s_g(<{AgU3`lKFTomwZ()@S{QeTcIY
zU!UX)GT8Mr3G`V%KPA2dnkZ|ESJNSMc9F)(Gwj&7!Tx@4$iP9+uQGWtv$Mel418S<
z=)4ql`iCYZw$6be2T;O6kYEqKNmU`(lGY&mH5rQENvQ{G%37tUn}~mtU~fFwXq9Ol
ztf#u{AYr!#*+5ZHATonk6+=bg!WI+*%(v8I#3CyJsal1i5J{31Fy6hirr;MRNgtoY
z{vVtLJm^YQw8m7Ya-$E$JQ?k9^`#7p*O{Ri`yRE14ylE?po4z0M$X)`se+@i3TB=N
zJo_HOTm!I%tJdt6%<nDIsr-5zbJ+o-PqsblF{jTQc=5e4C!dH~S+FbHUd@(bnxJt%
z$uiPn#J;X5gbQdAU8PDkxC8yTlwT_m)4`_YrkQKyCU~39U)VBsNEv3AT@Fu+)R=nO
zJx)RQqd^h_!PGgZBk39){0$Z|pLDp{K9cnp2&&I!OagqqcM?Jo8GEr)wPnk<H=63D
zj)*mCAs!qFRv|cN18Ws7iKrXSQx!V9AY1M+(Kdv5A0^Y|j?WO#b}eY|`t+BzXEf95
zd;mlFelT!QC#d+vnRQo`S)#V9zxD~}uq0FYo61?Ivsh{~zX_=j1q^vA)OO={Qq)ju
znq`vV5d0{DOf$p)a5<y1DT-pyBK8GCYo_W^Oqcjsvt19r6yT$Qroh!C0Ei#zF-p?Z
z(9=vk#VfETy`C^BWr-=aHUNu$O0lRPWb9S}2&37YYC|4U@U0$=0@~?DF=TQ0O*%i0
z`6oiu%hRV1eq==keYF!O<QCvRq8{0}4&I_~D^yeb-rQuJJmr<_t!7-Gl8yf^$<EP7
ztox(Rzn3?`qm>b#Hor8+t!Z@^Sa}{McP8X3Cmh!7kf-bXqxvbU)Jqy5<1WY3sM{P<
znp}2V?w=$#AZpO*|H<G;LCt$vuqn!die~7mJ~82D`U$@mKD>d>Y1`d~01_;o-IT?d
zVEfKhH_j3^-PxprKEh=)(YjwGF@08KhfX+4x7>dVC$?M2g1ghyJrDf6-6VX!DHFk#
zJk8SN4QsqkI(zALu=|zBOYeH}oMFF39XVQwEuN>2o5b(=4@NWbK3m1w*T*8L0ke2-
zNC#heQ=j#E43I`Z`|S$QHS1XO%7u4XFfz3vgx9||+6=1I=!^0=Kvo2qa(904#kd%x
z>6=a@xnCKfT)IwOvZ2VZN?)~Y5aLQAl!r*a!^2BNrX9|V5*JA<w0D;bSwR}O&{iJ5
z7a8ejRk!?VudcAj1_0I4$;7ka0A{SEh9HHH--m}lff@lNB`}V5|L(4=6L#0`p@0tz
z&ov8dUBoR0w{C3=0{ifELOi_XwP1L(BMU#F5Q8{Q)l2sYn?5WP@b*`s*i$A0)b(4-
zcC?UUnCBhKsslHctrjzHbS+DKB>XCuUxfk=;q_fdY|4H3KquhFxkb;qcU(5oy#f7o
z0Y2->xNP!vJEoYEIwG(;#@`s#U8t7pqqGMA_D$Wbjl2Ocu+iaL3y!!N87n6paS51r
zdz>_SzewfBWAf!_ro0Kfe54HyE(PF;v*?L8-bYY|TKqU?H*G5}DE>kj5WkcveiMMM
zgiCcQ{F)o21too5`zYz}<C|_)U~til){`v8e$RJ~6!#K`%>`a@_pEdP7>OIK%9_&N
z7a*&j3cXmIm+gA{Rud17yx`87Jm(-9U2d`GWXApF_c?!QNbtc%-$P}oHTZyoO18ue
z;YvfbW7XDJH^^#r|GP4V=29hUUCLlQ=3PHw?$SDNMH2k9rlJH2bf_wt;Eyh>m(ZxX
zWI~=sASX~=??VR+ppvmNuO^g#7D6c0^m+j1hxVra7ZRWJQ&R6~Q90ob8v;!i`0r2=
z_sH3dgLF7lV5U{T&&TgQfEgkfW)LLc1E#wYU=jrF*+3&E;N{*%j{%x1iZtup0!R^o
zuPKJNZZUGM0!5Jwy@vw|o#-({am!<|AH=Edj*zs(h6oOOAM}Gb>GjeipATObag3!C
zX`+g3HtVl;0VGff(G`78f0O=b@qDTSE%UrQcRy<b5?3b!>VNz^o2b8M#aGTz9Zzj@
z0XwGa?BXL=_RfIoc=@pBglsn+QO6cGNgpXANwVn7*G0ZAKd|%{a<WH#ZYbEgkj4kD
z!xq}J>D~&#meYPp8sBWU+|)cp$?+MRuR7v=A%#apQB8OHBppRyiK9zidgXmi-KAoa
z_#6`MP#4`G&Qd#{4hgOo05x=&B`Luo0pJxmvayIsTEfkgJ`!d_@mhdQ`Dfew#uR^f
z-u_cr57nU7bx#HIdj;mAdGjfNcA2b)x%1rpkczo@{(=nL20tU)A<6FG=L0%%36B)0
z?{iMI8WPVpW8ntI9f(Gp#mDRBFU$72Pba%oG411-k0fOwV%^$>4tPVaPSE$MsLc?V
zGpkE#e+S}KQZuzwS2#od>4cz23RS-h;8M_wW~CY~7!u>B)%(L8V)-O1vuyY|$;Q7v
zAax&$vhJKQyVJvU_>yI7s0xZ8YzY{-Ri01?CQXWxZ9qO0g2^Zn*=h|7jieIjUjqI`
zrcg-&4;O|Ae*ZTIw>C=o374!!B|9yzptEZtq2Z=Ld`mF-1(?sZcZMzD6#*`$A7e!A
z?v!QkrBdMTqRVDLeRYr(t^5OvvhCXmFyQ1>><Isj`ZHP7qNSP$jjd_=8UVjH+T{8C
zqOl4?Z3nVm`F#<6PU_02^BGR587@myyL9%iX;&{S8kfi5!nWaKQa226IUInB2lB9Y
zH!=?1PiJ0_W_;fHAGmyCUu5JtLgd009Ew$^Iuk-A#Z&@JffQIC!rWpl+@w#Ql|g07
z9JZaL6rQAt&Vrb-&G+Bag&XBYuTqGiq_}d|pf~Q@PzFFhjEC!S3Y9}~M`DLeNVYEM
zV>rH;jy41N=|TA&o9biI7zvk-o*xNK`rHtG`|T*K*VG9^LhS4Fys_of%PJG`=2YF1
z!lX<Bres#sp!N)Y?nVo?y?xoKHrp+m8&Yr22QnJ&r-fhl>-dKJhGSd~QeU^&z}o}J
zq=Bea3bA<r{83GY-yrM;^^5mVJw2!rG^5TKst?9Dz~<m65hnxPj{|HDPEE_hejEeB
z+9~vOP2pt+@4pK8GgP)>I7sAIGzP7wYn5Ko=Ul+NWv$Zt#OejxV4rBePJpUlKq=V|
zDeX>|hC|qvL+uW%PhkI0|3j)0Iux%d1}#jFtda7EcQ!T(YKMb+YKl!y^wO-XSoFI0
zlGlR}L(Wy3rdzjOdP%kl(LHXw-YpNZmlo=IvsU$^PBq%*{W<<%RjGD5>s6hEw+BwD
zoJA@Ur6b{w*vC1=X8v{UO;JZ|M{o5qlT1)wsi4$f_%0@R!_im77#(@6ub9<1HCg0$
z7Uap7{x5Lz#8mC6SweR1?59)^50CN`eG4p$;VMi5pa7NxHGsGMEOjfdvrg(P&N==B
zU7Ds<bEyv)L-_dr;BpqLXS#(iyoijMoyF8I_0h}SL{uF3o*G$M)hUd9Ly#s~(B)UQ
zZQHhO+qSxF+qP|W*|u%l=rZQT#LT~)xvN~9MMm6QWghI45_kpG_!%gIwntQ(LpJs&
zk@G|8OB*x=OgW;S5+;NjS0LGRznFahf;v_mtKMIb{-`}>@ShwUV~jh4ae`u@nf0@2
z-DE)Eh4&yz{)4@!?OlJ^=1>n<%ntN?y@CHc%yfOD%=~qz)z(?i05h$g7OX!nU#%?H
z{ZplGftnF7!?aK+j3|q?B*#v60uQj0x;Z_RT}a9b4*?{m=!pUUKxD|s@ZnlubV@1f
z5z+||7J#6u4Z%$=Q}F5I!$Y{zDSIa9!f{N4YJo%Mk{4>i_VfQ#OExq?t-3IB;)e3;
zgYbfJG?QPLj53lBT`o1WP`R0ECT)O$A`cA^{@S)T4=8hXiLm2->9CE~hQ|y>(6Ot=
zKj@?2`wa<vFxC5Rq49l{t|-Gutq43t>&mj(8HLB4=bialzFPCKRwm9fC}x25)eXu7
zgU?}H$S|(p?$6*V-tZL3W!9E9;G>n;Z>jXDU-j#4FiP<qE%NqtSFZPweYH%P%G?Jr
z3)7MpZ#@6FQshIkQ<0tOpm}5rs%GZrlbW{}SD3do)8l|9?ml1SeBNSJxL*Fp$Jrqr
z-x=XY6AEs2kI}}Ssmq_}EY)vDv~`Nk;dHd2(|g`fB+%|db`eca(a_F(h9Uy)f4=GF
zXX=L3rF{2G8-3&f<Glt3qp;`>A#i<c6K8?C<9_#AkJ8)E!u`VALz=(LKDb!l%XTRH
zr|M?>p9}EX3!4Zn=nHm(L9-pMPXSE%&40Ru{xzbd$}W|=90u<Z^vb)dToMBwx{BIB
zZM9S6_&kL7BZfK(P#yj{N-5L=;lg<|8X;1E39u79p=3W?>8x>P*^AWL&@WF)m?>w<
zW)tV}OcFK?;?QW6sbaqp+23L?aATo;;G!Z4sz~2P&EP=tLWjTw0_j4@iceK#;ePnN
z#C_>N0ZXQGZ%PSJo^mPZjO)U$rk#V}qyxfYhiE)#(grwLFj;B2N9+2QMkRQydROTp
zEcdfQ54csU{|GzQ&~ua7%h4O#d1d(5+ZoAf`R?)$G&7ajD>#Rkt^|4TIIrqC+87=$
zmo7`j&nME<%(-{-ZTIUEBy+oI_oty`AIJexI~`>r3?9M+sWBg!1yzdcDf2QX1FY|f
z67BTtBs(`0$NEk1EADAfETye(K${d)nj*ZS2BLhN8#CLJg?B7VSVBgLgh9V3kErV8
zU4BB58{3zgSYXBUvHK7osF!Iga>3Sd38=2p5!GCrP`5J#M2OD)K2heSnZM?2;sT>}
zOB^kbUn+h&Z?M{uRSNlKyXDE+q&PE<;e!};A><exvbm^QiW)XoqzI^)yk1u2m&Fq&
zFAV=E|7n$9nNPAIC?nnWI~B*9foW;`EAF%1L;7NK(SW4V;!c7L0lKM$UN;HL7B6Ap
z^NI>YwUzsKXi&kp!d>D@X;HyWlh6^-3ZwA!i-%083ag$OYoYk^mAaJvfx&QK4ibOF
z@EfYbHpO_Iht)?C>1s+}MR0pUI_iP;D&z;Kkqq^|(ffu-Qt&`5OF~mqQvLg4`6wVs
z@vfv)z8s=4^nb<_7U$VeJXer~xlmO>RaNRQ!=Npm1HCBU{{dFuE5Qs1C{k^dp0aOE
zB9c*gnXo)V7yE_?J}6MM`B|iM2%dd<)~3$%D)&VD&^}oWi1%7A45Wr_Z1a1hZu3b6
zyk5%;PQ*{WB&H43BhTRWu}ge=Va(WhRLZrxFCiieL&Q@#T`2c=PgGJ%%PMyz+jQew
zZCDM0hU)*h<HU2wq5F_4&$50k{O=H2@J^b+ML2CgQID_Upe1DB+wplzZgt&T14&&G
zB94z9RS0x!Tfkp<u0chy9h)3Qr-Vu{?2b9T<M4P%`j6u~A+?kJH{cK)>ronbt4d?3
zc@2AqFi_y?Jzc$1Nc_Dq<5yIp<X!rcZ4xI*-sQ%>?j^c&p1gAY^%ZEKa)WNymq_ZI
zL=p6r8Jc9!fQYI%qa)Y-LZaOb6)37#SOR36K=O(nb-mg9w(81)yO3+zIEg9oB86hg
z`c<e@?h}Vkx{pka<EyqPef+e0zKQLDPCOMvtAHcvPR<vRIpqS@24PU%>PK0iF2;@t
zk&#_{*r>504e+PD`EM^~30Yo2(kRceXs6_O!8vd}Y7(lVjine;a5c+^rA7f|!L*7{
zzVUpAVf#tr*JisPbVADWB64mi9{d#o2ApeI`Z4IKFJp`vn<lov2Sjx(tETyr`H2s9
z3_@}x|M4oyM!>Y9AREpv%YR&|2yOHP+ly5+v*^TZB9~y;dbPj%%>e6F)a*Ks_Jzwx
zn1#4cyG9`A<^`LT1?9OzgX=$6`z`$@Ix`ql?|p>=UXF3{K(K0wQ1!d-#AY@wSg22{
zbRTuzzAFjsS!6^4j^`>QE-$v(nXbKfoTfj6<fVypGQMf0){itQAKr}L3_R}+Vft<k
z3q}-0xhV-4R5mcc_sBg=fVc0x1S>{v``~IW*|eVT;<z`~_q7Jm-jVKBi&{N9a8j$L
z%{VtC{ok|f=UN`WyAAS&E#wuah7q~R5p;TQnJwoLTaJGlED5;#e+B1}I;^im(y}{V
zVyM`pm6fv4hewnB1r0JbCMx<6T)G{;3#)`9Ps-O=wic;Tkj073wzN;CJS2ew=TV_@
z`NAN_K2W&sz7X})t+6B-NHhXP<?$N=f9Hgy*-}N(OfM&ffY6%S?Tg?>5?Yw8z0{~x
z771Ft3@=1&!|H|V%Tgd-Q7R?mUpS<Z5ZmcCd1}!~LkVa0pQL@Jh9PDLpIrEWeewdI
zeg4vx03C;RBAi!+bB^Ar{;Q=#CSb2C5dYRb1ohx4tyi?k3@Iv?XAW;cyFf%1r(<9R
zV^k&T+pSt2uO>t^l_YeOlM28f2XOGBa{dVp;K|Gb4{Zx`(Iw$5AtcC8!i+jZuhAm!
zGpePu|K}xQivX^Un&)247GhfF#Wmap2CH1nwoHb9xKp&gehxH66&1es5~b5-Kj3&_
zTvLgly^T+eW?m=nK0@b4yYHSKT#|~@WAjf?b^cVFehK8k3<9$Tm%3$w<~4Z#RuHYQ
zmDb)7GXv_a^Z2-zhxwdlmzLE*zn}!ibsqn3j=Lk(e_Wpeodw}c%syzw^`9z0lDk=H
z^@o0p9O8TnjYT4`fvReW_AsvO(^+4oGLi3}mTOKV7^Ga;maple*(>#bdFE-}M0?uj
zosOQu#lM;6LIms`?mb$niU{5gu8;N-X;%^Jtv}kclbYWI*^7b3d)L4Z9S5>XxnZiO
z>V~@h7oWC{-P97^kJ<P2zk4se{G)MKop-yLo-%RcJ3JznLnP5YJX4?M=>$__jkTJ{
z6FXhU5s#xv7mY{#Q8&o0V|L_84f<HhY=>jsGRjS{>klQAn}pJW{kk3aL=Q57MYGA2
zw>s7(q~c2dXe`?zm0<4`3*;8KW0SSXM{c;>Z+(l-!Nq<l5mAW+uX}Sp&2P88d+)gV
zP+)T7$mfM!x-)cKfwd^WS3$+E{pijkL1lIiL$<KZ5pR&@gYee~gRp||$qPxIZ|)80
zfSf5*NRS<KSs0T$W+jG1A+BqQk#m>Q03g8M<RAEI>WRcaItu4VSX3<c^n;4AlrWfp
zD*I<t(rV5rJpDNF0PNt2lmGS)Tov5=V&ABa$U<o5V&@l`r~5vnhSA*6(MT!Hs5t(>
zk0M1BPz$iVxe>_M($}ae8f)$WdqUkI>%(Mqf0SJ&U^PR)fZ#xJU%WqZ=b2yzfRq(P
zG@v}lXsJE2M8yLn0wlV7qx~s>;{Xt23?iPaUUSM>ADEQ8TszL;N=h6re&Rxtv_m8?
zvixcZFhe6JMsa5}*sVtG?Uyf4xEYeMj=5?;ylgIdY{o~2hum5Q?&|4i`(K7WyLH5_
zh&=xHNIWtoEAfYuZ&DO9E9Q$D1m9pVy8<iofLkh@5;Zl09ius(n+jy_x3-f7=n9m%
zY6NdHq4+aRYMoVG9RM7+BbV_uLNE4p!)iaqFLp(u=Le(OL=|2Mc8%Jn={(RO0M9%U
z3QHXPa{#^HRzAnOU(Ge^I(K$ZYFeap2d~0QJ-{iZHP?iv^>$W4CsV=-4#x~oev-$?
zn0`rrKP=fC>Uv=)hrJ^pjxc2hWYdBWuy8p92Wi*wp12pf2i~_?be6{rrfzDvrrRF;
z-#z>ksw28D#6u#YJ7eQA1?w3G|J@@}-Ui%^f+ZWpw;#qFe{6e7NBkHvCB>4p9bR1w
z!~s4p2fRweoidEeWxfQ&32xMxAzmn#6stY%A8|J*K3+vM=kmmCZV7;ZH-5q&&Pz(G
zfSO7;mOtGH&03vQ*P?A@pe<;OI~7L~;V0!@IX?zwJrdLA?NI3l=Pg6<MwlX+qCpKT
ztSdElX}~0tnPJ2qRv*}aV1<b>nL9<i7C47JLyQKC#xQw6$x%IUV3Kwe_^D=6i8J7}
zL?1Cm;(iPnAH6u(O|c8ozY2bH=W#HXqMv55h#32Y$!fLUm<&>x>A4#Ch}2rtf90PO
z5i(s<SoM@Wexh|qE_aCU7UGbR0Z169X`rsI-j1fOsxqpJ=4JBb(D2X`Uo>)VnwwjC
zO=>i1+3*)$yp|ifT2<F<K<=?;VL-wK`Fo5Wvc6UONpN|84#OvQ*m3V%L`q4fc;UwG
zEF>|DJ--Vz2$ecD0KV~xB?6`Zu{`EBu#B!Zsx=>kmgDYEOai_;S^_*c^+N`7&5(*y
z9>qcbm^>3Pjj_aApe!%wl|%v-Zypp(Tpipfpoa5S9?*AduTuy>M`8FS2EVWARDdM=
zYX<`>GL^ih=z>G{+|L-UwB8E*u(7=ZD|8UJCMNU`PIC(Nw<z-{(t@c1v3pN$wba|f
zac=?+msIjfEKsmGE?J9BnwRs>6@?v-v#JF0m`oCP<ds>>m?R{QggdE|@w5r7v+MpF
zbEi5~#Te~!c?4#Mn{WXb8?c#2pyW>`Hc%PbHYi9hwiHx}6O@-g^a>Y=H4^GgK7tof
z1F$8rp@yq1mdSlPfP-P7UzR9O@sQBBD*<MnA;@yQloyt1kB8(V5baPFNWzTGWoaiJ
zIRluA+V<lJDDfNIXP5=6UYx$88sf6_zj;f--h{I38piokcdG~-PsB{tXE5-BY6gpN
zgAdIORRlid0}s9jWTqWxj9e6U^A5PD1uB!{COGDs7l0g3IQv;T*5`^OvMgkc`ok8v
zyps@BrD}-A@S2X1d*UZQDSafv6+-*p5Ujo_GX&wmuND%#Q%671nwwRBbzwhWz`K^(
zlj$2c<qq`hH@hgb2J{5*Li~1$fxYL<s3a|OMWt-JPgW8mU0p-T;Max^YHXkd<pjBt
zT~Kxn7X6oEuU5KG&IrJG4NsgWQQRU+B#2Ut7i7Snt{l`@>gl|3jx$UDfO=X~p%o86
z-!ITi;fB)KgOK4FfQ+<=7bo?k55D~uK?WL+QLx)^;<z;hxz%Q>!ppvb_;_#@NW)tl
zw~dp#Lva(LV;y-77PRfs5XzEHA>CTLxYKEOEvG}E)wMgBYsW)kLf8C>?MDCS$yEz$
zJJAUmX6tQX$Y5|VncVSeL7}ME<qf$Zr-5nsU2h9H0@rxtOM!G;RDoF9s0^5(w8Sez
z*kP>LmY<haSeGhw^>R!8jD&Lw-u;H=Ox}1fAj;o;kn>p(D}n_m!4_zf8K0L4jvL__
zW&U&*{Vmt97D{&Z<IZ)MYsk4Blf_tdxI<;xJoDV>92phP(IV{vgyeb`-2Yx8@Lt)k
zYmzu-P66{6xxo*JI^uo@x_h9W`B)$+zMot$c;F0}R|@VvV2rn)sXveeF@iFQmy)$#
zY)oMxA9#$e9Twgf-9$u~zfhLszK0p}tF}NRfpiRHgHyd%5p)u6D)~v8OU+74tYG%5
zqP}O|r5#omysQMfvGbBvU$?uxksH@+^|NAL(4Nx&veVYH_z*j3%VkG@#_M;C=1|GY
zNnY>bfQt6e!^Q%6%SA{3)i2W>CTx|#FnwKNgbQ+)8-G!R?eLw8VbL81rgr))^{UF-
zxB{D;_jyI9D4A@r;y?apzyQ3X!oj;#je`XY;#babaS)hekS$OAa?)E~Tdxg1`wL~}
z7m4N%=#dv@vYU7r^5`np`d{n{jHj!9=9U!CwE;|!ip5*oeJ_qaz&3>{B}97^pKa{5
zptGYz@_+JEH;>>*b4nH)a1{zW#gwWEZmvjIM*DTHI0zuS`IAxj4KTYMPfU`m7A=@N
zw`UzYN3@0pNLW+VwvJjRQxmA+)0i>@m?T3+e^4D*c&oU7QHAWdOgJE{H~V>jt6z^m
z-#<x6q;!~_h6fKmDUp!UsHXAqmBaSV_jvNXNG={}&TlQB8~bFA@X;m1lZc`Hx}=zy
zAWdr{USzFyh+1lw!?VmU!i+CfvN$<vVG`Sp1bo0ZQh7iE=ia7ju*|@yMeN!_YEiH`
zvq&km2F4J`$|cy09AHzZa54sT;a3E|$B|9<B6gzc{jlSfo7uzr-0Qh!rLmI!oU$-T
zC`A%)-$WB)2g#c8lFmtHq_y+YwwT9j&KcrTi_FP&t9;p{1Z8TQ5@!yoidVE}Lu!nC
zp)euP!}q|D$cT6)@K<}$W{SrR)6(dsPwBd!ta-1C{pArRp=Q<SJqX>I2(9NU4=U($
zp(`Au0(ngQGrr8imm>vW6$VIEW<TK>u^@K@<<tjg3m*N*QlZiwV*UIAFH5~IcmaXL
zifd9;RM42{!}5^ula`=k=v7K}Z9pJ#`185-$>v5DjW48f9WV6A)1nY}!Whv(`k><E
z9lkJI4~Q-%72?;DodT9&rmdk7b;@lgaZy|3SMGU$Bb^cEuk|vzny9fM4hrYXgxGw;
zm!W<rH`D*zbIS(oZ!u<D6#fp#l5EeQZ?}#_Zas?m*<A?bd9rzJNR=bPJH5OJ)`W~}
zbZ87szxSiqHH04UXY{0yB8N1JLk~#{ir2|2aP4|EYx#IC%T6AwJ4sM1OSUmfI6CVY
z2E`IEH=L>hTg(NsjSjt<E>lCR!e}}Msd7_Mgo{m!=B52toDsu|p{+=9x$9ALjTt8)
zU+YIgVkB}4`7Z-4juHCCFbRU$pJ5cxKUv?;6httCUQ-8-pbB0h77O+V^y0_RV>s%r
zK}8W&5CgwhmOu>A_D|B7^i@Fojy6p0q?k&n3Vb99=<3TwW9DBM>QSPnt2oAlEkInh
z;Xqq#Fig2{;jtZS8-OqLbuVb##kZI@5ei|v!_KEH^J~{uETg?2{7$6G=W5A8>;aH^
z39mdXe72$jcJq$w*j|UqVl(E$2NohBwDz?v+BhQLYzbqf=4BghT*sz>Ph13E9;sEc
zgIjb;RbZX#0N=DSqDHH8zWmsUNb5h;N?^*NH-Taak*u;S)H=M<Fgyc#f(%8DgUF=Z
zM3udv6oPx9T(HV*fYx9=bgnkG5Mpz~0L^GL05P7=OCuuD3mU!&Il3E1?JW)+L5$sC
zXFP;T$J&1;56-of(^~IxT3=Tir$M$rSq@3b1w*QEf!T1qD`8S?I^M>Oh|HoBM<-vr
zW%fQ}6J)~}9)WC{rU;^P5iLoPK|CYNZ@{XAo)iTf{#`S8126nXMg==ms=9MR4gJ(L
ze7dS`Q19jerLmf-V0pz+*PggEJ%K{5jsX;AnWSI{YP3x#!Jpz)rn}bPB*1YhkoGOq
zeC?>I!t9LKG*r~oHKT9?eaeq^#nenukf*tIa+HGEp&j{DR8bOZT##y-m3bi4FwUv-
z-^syizV|RNjBKf=I@*}(B~_h$d^=hMWd)jF)hs@-2_t^X1i)hNd&ybn1P;&NY74K;
zlo}rYjMWg!4bZ*|2dfSA-PI#;#H!i!d)6M9%y{OcoSy`gh+~I7V>|JnmA@*Q6OX~r
z`rl~kF`o!Pt2AL6n8Ttd9@a75hl%6CpU?MfgDD<p`r(2xwhHOar&;1C2izL{^nufj
zLx^OZA-+^5z<S4E3Xj&(Qblu2tUESo3i5|(RPwL9tP5T-W1I#*sS`{ztTy9)k-_=q
z2u_(4j#923uak!NPu2cYQGSrZM)JVY;bA}@k;)+H$?U-M2&N-pec8?fLE()tQM`i5
zV2Z!;K9(=pcQbk-$1HTm*}oHOjUktuX}jF+m*Y(xLa+3r<qGgvZ8S=oty8I!Ypq!Y
z+J%l;&-Np5%M(Q>clkA3?sv3=23%g=ZysQtf@90OgmRoy5lxY;U}1jfFdylcvbvbs
z8KJrPvk9ia@M4hnA<qx=*?OPs!}1OefNUdYDDnYEu)}k;vSZ`z1%Ay<&8v*r;>jM<
zRLA(xpO<KjhC+5F3pr?ofdqmPyYjX{vZLj}y{erGJM6qNkqdvMc0P^Z#y2M|uWg`5
z(+dOAtty|G(9=;ol(AA%d&8444EswvddEy)sD!qAgyS{!3}!>O=41>Q7Dm(>+liC~
zlu7WN(bs+v?OCs@kqqZbeg7V);)D6BjZ&yq=pwgsZ>ui<tX)icsibcp1RRbR0;&(F
z#5`<mxdNyH^DP%|Im#>Fbeb~q_(jQ##)FM-5j$V0DB>4}t6(n89?4fLCXznd<^x);
zN#$&jlIB{}?QSjPPbuWfkeRQW9GTbT-W2I9))kWcxKT^>9U0p`_u0ZL<pZb!Ai2N;
z{$)C4s^fMKQvPLKAlsJu7-DsE$x@^|v~(&SXJH$JZze`Y8#k1Dmx{v@C?IelMtUI{
z7L1k`e-wn~Y}>D@2`X1Tlcu_T==sX%XU#~vLj$=t97>&Y+@k`w6SoKD$(i+8Lg!a!
zGAa;BxWHexXEGNJd3XL-Rpd1&&NO3)7D-@7SFcDDN_H)k>5+Hn=a}Tr4?e0KDeS_}
zeR2?(HEQ0!Ov*ron`@0~GFfmPQ@xf5LUKsd-Wf~~IyP&(^tsecAqZ<&hq9I_ibICv
zF{Jr)WUY^$;V<Q4zj`SiNVU7)bG}{X3R^!mys~{tpMWfK{jGfFPFI3Sj~nN)={rqV
z<OhFUCa(K62lM?idMTb&g(MP~V563L9*aVMZ+@$hnHBD2f^%g*B;E{tIFOaBzi@iW
ze}tW!AUB5TCc|7e7_ad6TuZz*zB!yUNI3U-`^eQ_-xUPv+D<Mw)~z|%)gEuVXE87~
z?*cM1!p3Md{w$r4)^0Hrk6xyMi2YZ-LHv;D?5E*R)7J`jVI4Ks#cQ)-IHs4C`oCyi
zTAF%zVcOCKMi7L@`DZhN46tnlfoIiz;PFs|Pr)&6!vVa!h!H>ZD^;SgXqf|J;@~*{
z02SFk^6EiT@EN37qYTS8+?wBUV1j)h;-YDi{i+m|M-q;3FjIC+5J>_+ldral3@UM)
z{!q2dvNB@}!=Wel4c2QHO@fOI6$rpIAj6@lm%#-0Qx#mssP_kb!e+jEN#WLFu<NX+
z<6arg2cG4whr!c@)#6rg8J!`VydR<T8vS5sLb~`p0UoA_M_4UhCuR+yjLs`i^z~)?
zHh&D0glh}B5+wvnc_Wu^!eC0{jo1t%5<dJnX$KCd^m;~bM_iNOt1X8#NVcP^Jv(`~
zHP>DN(BkLn?FxK@?M5caSSRsAeIPErz_wXX4cr7Jv7RrjYUPNv1>KeqF0l(|UD)Wt
z#3rs2{My9akQ{Y{@YZW~9kame<9j1f%u_%RnK2Oif4!jEL@heQ13sC%W|TrsP1P)m
z1C%qd(vwgh1_n;mE(rYWEeNGNH#I<r@e%a)hUPPI6UGu19vv~SO6Wa?IN@lDk`=kX
zDPx{&C4UId-+;*z%8xOEr|vZkXwy9hUDs!!2C%7(6^;S}wd59ot(-(#r4lLDy#!<L
z8_*~r4HYc%)^X#z7N9k3fk}}6V^RMGs)RrW-W-!iY3)Z+*F>Z(%jZenQ<Jgwry-Gf
zFl88at=gUiO+(Nt-bnqOGFZt8<-=U~Q%NyjnY<$W@Lix`m}Y@FNQc_2>Vc_qyh9N*
zMH&;xTWvhttdtjsl0A~en{G(P2>gEdd;%9}<<bOZ-vcrQqeQSuHnjrJ>ED{j@G8Yd
zJWH+c(9TY!dK(jYa`;-ci@`0`tp3RDDz0zz`)j~dcWr*$7g!in+U0#Q$!iRlY+b1d
z6{9t_-Q2cizQ<)S;e|}3s`$21CVX%8-8Iu|T<aD`t;&(zXr()l?K9;Oe&KFH`>P8P
zf(xm%-&sH*Y3uDO=Y_}kG*Fzzr=LP`=BzKqBspG4fB!PMjUXlv>*CyDogv=+*ckD}
z?}94?mbRae+_(4f(r~OKE{&g_U!@nj2(#3Lpsh=w>}`1-z&`D24=;JoD%YT~1L+Bk
z<c-KK8h?*?2RQlr;@3|+a0o2XMKd022<!S;afQqp-D%zc>Ms5jP}+k>WW<s)Kzrw5
zIn@6TLC!$<2{c<gJaangyg-QH49&yt`O^Q5l~%DRYTjFOG=d2<mh@FQgwaY<x{`%O
zB_xutpk179NSc-+F2dfw6_nlU7UMAWBCZ*?LrE)2Js`5FX_#QOjo+cY_uubN%;7hU
zq3DhIj?;!w4^!cDQs6k^P0w>KIkplTG3S=d99~d7-Sj>Xe{rsVTm)Y^DWX$tc!T5Y
zN0_nZ+ATkjIHS)FPItuoeR((S-(334hbiDGSq=CWFC_MXAxjyz6#2Sf5F`+=G5Gk8
z$MtHcR&GvMeJJ})+=qdY2xoUn(LTzh59cg(rE?8l@}O%iko1NqmHp%-ToRR@brP_N
zenLQH9|Wyq0X45=#6vO(vFr?J5Jm`yiE%2NxC_R3%ALok1JmOOz({-$)H%BcK2w{-
zL!OEb&qCjC_@}e*uLC6KDVinLoR-#!4gTw-tUe))=_N8I7t{-Lf`T+>kZ=O@Il8$L
zG;QYu^&3?F2PS<$d}7W4_^OP$8PqBKhVz7!RBGptA2i1W;EpJV=-o?j4{NBFSHj24
z&(@y5XGm*nc04~Qi-(1tClI{O_oi*#kXI2<vqQJ^>^chGH*K@u?Yn%Bv{7ub7OD^-
z6&cIeYTN=9gzDB82XQGU@wNmxM`GEqq%%}@<U<`dC)4oS23b!;GC)eY2HTguU(dWy
zr2hqslUt%hf3{aIxc9Oach9EWIkZhvJgIPk{pvfPlo&Au*}GcV1ex6l|D)GH9#tiY
z1X(sLcH<;~ZS3E{JTO8~Mra;o%sAlPO$aQb5V96(24fOv5b1Q&H*wOabp4-G1Qbew
zQiD*6d%xv$b%MJAR2m{Hku><PUuSy2KB*Fz8$_YE7b%Ds+;Et}))LLU0Wb&4(c45i
zSz6(^BSPaa>Wj&3+V}cb=6@?y&b0UydWkOaU#Ia^zAylIc7|0AA^8u!mvc}S3bN)Y
zUQEJZYpn{DBV3GAplnul3LN71vr|p2v#lmWx~>yq6(Em8Y#fd_8>-s;#YW>CCqlDf
zOo7+bki>BWseR}-!*9yjv6&N{KEY=Aj*DpAmG@7wX~vt{IU3|`T)uMpy=}%zcpa%y
zLz1#Uz4C;zVD`JBVPyK(E~5<0@CogM%5J>k3x!&bsR#xqEszdWBv$tqwjN?65rYZi
z#MD5bAh8r8K`A$_1VV1GY?iSHghvb|GSVMi7gz4@JhR=eiomxU+s*Dx+n|wc=Dm%P
z&Tw;B+9%+%dYZn)me+zeZ++wId7LgJLj?6eT#Dp6x*yEIEjR95C|l#GT06w&2fVlE
z;7obB?YuWRd&uI*dwiMm1y1=ju(Q!LwLM1TWch`6DeRu{VR`-&&o%z3;W+f2FOTeS
z!_imHZeUJ(u^d99lhS>uy%`#UJ*NzEr%u{!uUd`&^hDPZR(%Y61ThW*6EZ<D3sZu@
zMUmK3cr^Fy8MKsZrz^iRo3{MXjD6_Dq4o|7S4Yq5^yIhe!FFwO5{FrYe@}#HAH?>#
z90I;IvDiU>VD?>g<0Apbhl4_*uzz}P2guzR$H-HWL=bg1zfZ~_{uoUN$s%No{$=v0
z3l4<R+*&iT;~Kc-TN<~0(_q5E)SDi611UCPZIq3LhqcZ%Du9%IJjZCCrm2r6SjMT;
zj8N6Dq7}AkdadvFKdEmwMkIWHuxcR7Sg+lFCL_;L-=V?$8EjA@&<F6dJ8)M}Fu{`I
zvVGhw4wZFxyszE=+wFV&L2G{u#4i1QIuh97GOm+Su=U3U+THNkK@|)-7&-^rOoDt3
z!Zof>K;JfhD!vBZ(KT-~9`lda%kJ+5xATPI)<2qOXu!tv?}u+}b`h}5{=R0f`FXmY
zdGJagf*1t22^#Mclr~?NeSLmk%e`@lBaENIfM=R(NW~`lFRagD^Vkoq-8Ij?Xo<Jo
zSzwTI|AuEud1fzWBgfwn^3WAt-B~!Nki`66MVK=T+~gb5kebrC5P18IUE87fhJBlU
z^1FF`5%TalCE#KGGJpDZs4Fl}RTMt&6&Up1@bI~rb^DRhN}J@d+G5!@@k?v6GTHdT
z3fv^#MMt~ZztU=+e<~oYGkyT<23p_$iXS4ZyK2T*jxDwE?RQ-Rg(19A+Q?p8lyxo$
z)_S=g^h*iDdV$r=@YreAfLu2?eZqgWJDGp&L~7}fL1iK!s>j`>e>%zDN@V+n+z!_H
zO5$f<3nte!Zm_eRQmA1BO}yIDu=RyS2zBlDlmfN+h_G+2JLnGg)ikZ`dm||Mm<$z!
zU-Xs%d2f~sa?P`!Zx(K~89G1N5h(a?z{opN%#(YEJj4-wswHp@{<80mvPx^}YBs$3
z{A1V%-a3#NN1yf`?U=_LI{U=aZtLWHDa^lYen5HYBs~jmAc<#T>dWU#Z`(MS0I-9d
zy2-po5j1x2IKud)$Jr&9c$$BrJlZQXckJ{Hcb?Xe#+k%^%N;@T&9kl<-pDe03h01#
z@&J{*1$kdZ|0I~P`<*~Z#lO8m2(h%RgOs$ussAE1#iych?)6+hciUdvQ`?Srynkzw
zm_UBO`Ls-w3FU&s;Cf}b#`^yK0#<{=YsGBizshe|a+9Mz%VtBsGrk)2Z^Xy6fMc|s
zkh%(auGeDc-(r=I&vLph(Gw>~Md*yKW8F|<j$8p5CFOZ2T{RnGm4o@g5!V%P8L-Su
za>TcY@AgZmRodV)d3w1epKDla?Xm4`%1vD__u}vlo?*S<R?gDQDm_Gn3|=h{;F5jf
zHNhBr?Kaa+15*e*LvlR!z1|XxEx!jtXgpGtN6&x%+G)O)W0X3(vYMVa#V6__9NA93
zn?0D*vbd6Yeiet4gGbTTPsiUGl@9>BXLpmzHmbKDg7ASN4-UOwe-K4pD)Gb*w0Xyu
z#`ppEj+0#kV(Nq)4|h)}G~(Ld;%Q`<<lesK<wj4E6d2_0-_!%~x#;8><F1*KHencC
zBOv*-3dSL*7wh-T@JPq?xeMvD<nxA^TdlPr$EwNle1jkMH$;e?Yq~m0QfzRTYIes3
zO@lE_r3DkuEL@vgT$sRYSZm~Z5oS5xuNoAn@eOHv!yot|&gR%)at@<sT)_|NH5y!P
zi-|@jA+XNWfZAGI5AP|6Tfjo(R3L)S!&+DfL1>)K*mf?^fTjg90Lz?zC^NDey>u_o
zusz~r|C?2G{IvS?Zwv7ZF?S0bXO+3j@d@g>2Z#qJLqKSBYi@OY8k-638r-D+w|cpJ
z4*S#-mxYYrXKr0iWU=F6RQ|=ud9&2uoiQvV_N>tvyL=4CcHWXL?x_5`0OX}HT2R=g
z>1>iH<0{54G=9E0HjCGM|I>gqUyWwh)FFPRDW>9uQ=z$junTH(wN>7PMHe)VRo!jk
zALD6^K!QP|{GB-VJ=|00b>G-%9eA%5@V|speK!HSRRldF4xA|8v~`$OeXkXx`k^BO
z91-Ah3(1~HSCBdsccK^~X(ChWtN2Yq+_IHpe^G~+73c82n3kG83LOI-i#~&^LcKEG
z<yBOsbl2#7z#5L<HKW0TY44DiJ&pVpTcyaJEwHaipe>G4YupWZBHIcOk*y|qyA_K=
zW^7pKmhoyL6gR@)i+&2awe)|#2Ui(XuhUGZQY&%QvTX~5_HJwTM<930*hg&AdezDN
z0&BExLCboV#NhCB=T8TRM6HwGxZfhDAy5Z>65ubWchAD65r2h6oG(@DqWTsqdh7LG
z;EpkONsFkW$Gn^)my`&3zR7K_RSiL@iDY~76dX!w)C2iT&eOMe@h506KV(0-FML@k
z<Pqc*Yr>%5J))xis8a%bgVJ#_%kwi|O*2`63(V)wIzRW_pvlRslxX)w?z52&^n}eX
z`rQ-Hb!sDs35aU$_IeH@L5Gg~cVX8Cj0s%=zUWJ<o>K-F`ZXhZ)*C#YaN`R04fj&-
z0_W;~p5jz3Bf@_DmAzgF-n$t_HU<O}TYaWyqljx|r$<^Zz^&Qfzq@&5;UN3lzSq=S
z4nY9mNSodsH1E|yKqq6)juq=|>Jr~$WzTi@gP`wN`i3qEz_SB^Ov-|zH=S&+FjSzo
zsgzBu_Q-@VRlC9ddUI~t2Z#zZU9`$*$l7qL6vkv}^nmW4Jr&d|-c^{MOxverxt4ov
z7Hj?R^Xo%4W)YA~LU3I%1|Bzk<rwE9QwrR3m|XqJu-`QUd_zY=EOJ-xlge{cW$0Jp
zs6Ms6xx~Ym5;d7%!&t*CTZUMN1N*E$LGa?e-{NK!#f!p5d>ipbugyZ>#9#!634Zeo
zha-<K8_S1DeCAe(EU!e6HaJ0wZ*d6nv4MG+r=UDb^3LB3qnUa8;4C<<o-2XyBpl0^
zm7T|{4f_`6KlB1c!8|21zBh4L+-v4L5Wpa??;Kd`Q!3A?@e5~dg|MvsySyM%q+6rX
z8?Hv#>>WapiYRoszN^mKiJFcQv>c3c*XI94E_JEN2n_l8Kzsls)}K&Vp4mp#TjiGi
zg`W>GeRAAS$IQbh-!7WOiAv#CDm&}(canehG;qGnm#?#JyjiE^vRTCZS_RPgD$<X_
z{mFiKW!GDmucvFa+bTcb_G3I{@F6Y$832c2x&AnY?atnCB2C=|gsutDiVfMIWc(Yj
zUv~QeQ~YSl^xOjhc>x`|OzNb`WNRGbIA2KU=?}^s{U^oPvdi-Gp`cZA_wC;4*6@Sz
ze?u_=fCHN~?f>F1|L1}KS1~gD7m3O6|Hd%=e_)vZKQJu+gMs|t{a8Yx@TX1!0EqNJ
z0Eqw74-*5UY>%%aj+7fkh8CrC5Wl8ciD(lb!B8m_xPSrjk|C8e3CgXqi_0V)`(^r?
z85f^@6f(c#3J>0*2Y<*KssJ0$$gai$*}{9Y6S5w7;rzkzC3rPw4aY@>xS(zW@@Hk}
z-%cHtlRxgE^=}2F!LZSty~BZh<g31Vs_jgLRDr&kn%Vc`tKZ$pREj8EWP(WuVrE4;
zWoFRc&yxY-<BkE*aROtu^PbbDeD;1m60`HvQ~R8x-`2}M;OpUg%QQ^dbmxqJohb<~
z{1?;i3|)zoxp@a1=kV{r7;olIsCZ6meAo^6gwHWzKF@luf%w(3TbJB@6u*N31xu3X
z&$!dpHUtTO82CiE-w2pZQoTM*oHGT2!TqHou7Yh>PM7D{ghn{K)ClQg<J1kbZZR`%
z90VQbJm&U{qlet~s|1Z>pwGy|lL%cq1c*Hmf*qnCUqgg*zD5|@-b6V1N8pi0nCESK
zAz1vD;lU<p6XrNX&VAI;DG5xt$4#Nm0q@^?jY%?#j5&njYDawc{Xxgyz!8zzsmp+S
zB3;s0aDEH1Rs6wRF}ZvEr2{8!B@}o9#EuhIsk2frh9+_oFRq3+k@JaQwq0f`%l<-^
zD4U-^-1u8y{n>)!t-ANcLHGMy7kFWq5K)}nLK6ve{yb2@dywc(ha-#tWElKO3BbT_
zFoy2g8@q40(4W2Vy?wdQFZfKp(TGzTAj5rF`%g=-fJE#?@I2rMNO+nUU9SjoL!+mz
z;R4aJY}Of^<*Ka+R04Wi>{fpTU>zDa$rSpQ28#Q-{W0R)EwFW`g_<FZiEXVx98sd>
z#cL5usOf`egyD-6sW-6~^c*;G4D|=keQigeA6Qya8;tmM{-1Q)qz*g#Ef1o%!16vS
zD$&_~m7{caoQc_uuceH|*i4ti-N7xQ`Lr<(6OWb~bbhWEbe9CF%&b$!yjH&K=sR2|
zpe+=UMfXj|t9#OU#u)N9XnuP{M%&~UB($vTY7rH?x1kEQGfr6*Y-w|h-UH54A9=6&
ztR=SxU&nmLKW<%cLofuPss~FVz`@au*|3EoZ9pApZ&$Yn3y6pdvqOXxMMgcbxr=U{
z!&UX1^GIkuuUq0c_}m6W??xEdONB6i>l<kHQMLT8fMe*fD^#jinr&BI-sS68AAo1*
z*+T-J1{ds#k6Mna;?9%N`UCWCkU+&?|IE<6gowQgig*)Dd}3fa-O!cYPzKEa$%l^w
z`Lq>2<ATxlosy>*T{GUpf|K^&?lp!cY+Yjv`6~|ZKaG;($V`Cf-k#M)gk@uos->{q
zMm&-?NRYt(HxueSXokwzp1F}qS5VAnW-jZ6k4QBL|N3OE$k?(2zo%*se?O54>+ZsG
z&kM^ic1i3`Iu3IO<x(Nq%4*7MQT3-%rqXI1PDfmT#A^oG%0QF%U=iFfIhRCb72v}J
zRvxp3H6K7<DRxJ_u8%(op_xA^{W^+t_)Jd+2w3S38grAlC@bMjjm0DhV57s(A(R%G
zwDM6=8kdB}M3<kWfn%fC0g4VwS+T{$(o2e58Bh+3H<cwiN?Y}kz68j)pc2e)c){%Q
z@jAa&w48gonLOfh!(I!#?a>P+uj3nM&0kX+;xo!P?+f7qTe3CnIlzcm#+bwQ!5sm9
z%&#ErF$YE2+wjK7?ul&$_TUV&UmrjQOW^<N0u7osV+B;kGrES0;3~Am3&u}t|BGXA
zgv$MzcjD!VciAI59pYrw#CnYCCvw;nJoDs;N8Bl+{x5DWA2D?+m;WGO!ABp^XohZQ
zXrG5667g!|?T5c9p}G3Kn`Y8ARA;>6I~r9AeU~LD&aSo-I0VkG>$bHPX^&gO#TTfK
zDW%pUd(`5`*zKE|fydW-GB{?pPuIuL9GnH9=^qHw*EIL#P43MAQf>JQ(texKm#zP=
zCoO=O@X!*wA+36dQo>;>F5~SqeR0wxDJ=pTpw?NwU)sl6>Y`wJZp3`UNJf!p#c7Aj
zdGCS!HeR%*Vj%YC(Lb_?Bo;4@+Ll|UPcm?&f{ZUzJViz@@(iGTW{IK5n;gwV*ngDC
zWq((Oip(QnCelGoW)`XFc6l|}m@lrsX7!qK>W`_hOZX8XO1f{to?W}exw#)3Z$8E;
zBl3Bl8cXpo8X+|S=_@WV`e2WovH%Q;!p0ydVE$^p#I8hFNeXf`kg#xH20QBzN3~Z9
z)jpi>H8^GHpEJOdfo;Qt<r5=@ot`?H*u8q02bN>8b`Z3`<5;mtTDPnQ1Kvv~3iEZ>
zR_O=&7oi_{9(q*(JRTSmeB{UnPbatL6BI5H;<CRx0)^QQ$S;ue;q|}((e_|WP>&Gf
z%gvRO==PMT0F$?8D$D`#y3Pv+Dz<+{OTak501>*s%mB@|ttYr-DjaZBJ@_VpnxmLU
zq6Xg6rFT;Z3!FV~oU0DB`=!|WgSWvX)88JTd6o_W$2O0(z230s1`G!_zXIj65Mg$e
z*8vt>KEs?D|BbAI5RhW~i4gQ(IuyOSmdXvA$j!-9k@cn5#tzaZ&BOd_G+U}hbU{kl
zz&^yb)gvcG4FNvHJ<9IoL+$?C7$pJb*_4hENQHO;m^L3<H(Oi|5bqy)oBl#AkBtrP
zUWWa=QK#r6jud*sr(34d>`AK^6u_IMy72>WMM#bm4h1xPOw5yk2<g2OR6P(kCS-Ef
zBF0#tTb$N&vMG?qZfk33I)=45CB1xKhWh$?Xb{MBX6y<Bz!|ttpE{tp4^VuH`dxsz
zgqT~YsUf!ow^Brg$x`0*{J{#_&g=V|BD`GV5==O6>6`K+t7eUw4bHDF$t`h*cx-h6
z!ab`aEGVS_m;mcPq@QQ#5p<ZGly_u_#e@yGy(SBl#QHEU>c=z0o8iGl*apl{Uu%XX
z5%W5^4`(&sl#5mpu&o6~9$ai(gGDA~gy|&|IaWAv_1%63g~;@4idwoUy5@&i=eN%z
zz@_zo;b|C2JQ5TJfp`81Q*$a`LI4s0tbhIdz%hUJ1?d2u&w!GKtl4}rVZ%lo#}9rF
zrk*42RKp1wYvP3zKRqln5Cq@n`5ZSL9~lXRMa=mJ;)fA*oR{^%BJgqltY=lR6zK0t
z20Vc>fj#f=S@~W+o2l4=+;}5dbC^n}N!6=HDatGtO-%aAMGLMOS$9*W!<~`Ut!Q^k
zR(~V5ZS^)A)z~>U_n~Qi0W$2$t<pU#1?%VPKis6QLg51H0whje`r+f&9$@BOVr#_m
z=@*lVe9{S}R*>u|SLW;YI7?ZL_ruGT@aIQhT%@qxX`DWAU+>5h_W>uKAMFA7d8Q>p
z?TZl>7e^@7!VO!%TK7l?F>zn;Nyc&b%*%PoAX)jLjZVr|y5rKWVz{5cev%vOhiIkV
zWHf=yM#WrKk-(`ItPV@Gj$J%?rEuVeGs<2nM8%#^p|2HU7nqb$#_C1bkoP%03b9sA
zf{eo1r-CD>0YS3?G}z@Nw4zQiu{5;cCbyJ59f&Z-;FU~84LVvg#f^WLdO($n{ZuZh
zxH_%+`OGiipte&z;($d{N2WXP3h!?MjrS=hH{r8^LEG#^8C@P-r9`Q^g&UkB^S+1J
zfiY$$f0H1Q+K@s8S^WHdu`|KpmVp9w!0zU%KTU*e!yb+i6Ldq@ulo!ww~0WZ{!3No
z*sT8x6pPE}zhWO;Q!!Y7WfRl>X6B~0Vh7(zs6o+rDx9zutFz@T){_h|w!Z}g<72zj
zzE#E9$`JvXQn`Fp5uwHeEeJO}_1!zbPE6`WO;gnbQ$!P@tq?y|wQZmi&DlCqrN%Yu
zu?)Ib`7cecWwe;w=d)ns^=(#r9<+z=gKf;*nqrt)W$|V-l2%#O9rOcp8z;&T5nh%K
zKtbub2||m6h#I}$e1!G!HAP8D3x&8{>RDO7-*)t(N63*?7!Ccsk@0v(2Fh!kCW*1n
zM*tGQzp@C=1jy>oat0i$xQNDmeV<XBhf@gBM>OLP{nOMBE`VdiU|~BaFLk=){cqX#
zpL!G&FES*ERpH#<L#+c^G@c@?v!4JfH8@=Xr#Qemf&Q5u2#UzUaDQfyFBgI+;F&<N
z?^&2;9Y67p3scx(Hh&lsk(pInjZ10Hv#IEXc@t)QQJZB+V7P<nffji`9pZ--Q7gkX
zaD+MH*>#iaYIFLoT$@di-3$p=sP3%ve{@4|mj;XI{djFeUoStLVUL}9&ht0GPnNf3
z-+=F{&HCYTtIEb1X0%3?(At+3nDJjC_otz6!Bg8VdW4290&SOl!bL|{Ol{OBNBDck
zUS#cS5Bj|RNCItJM_W)bSwkg;NorPQp}#1uQxj)+X>C6)^^$6PCvG<P5(A#wDVdjz
ze2cI;FIL;fHA8&pt<zIt`gJR<Zkm<@QngjtW@B4iD9|Laqeq?6xQOC|hVd8RsnOeT
z*#QZ$ZV@^=e~QTk$({Q|ysQliA1FxL1hqT@(UHA?FoScN6p2i%K|WLWs3>>1Z17OQ
zeZV%u>AOX|qj<@e>qY5lV29dfY8ElU?gXG21<im2{yak=o>bz(f)|}w@x}R+zmMlR
z#*i-V8#SR4)2h!(M*|j60JxphgZF)@36AHtQryC%YMjb5y-I>?w7yQr^L$WF`QjXr
zkLf^cMrA-tM7+}pu_E2T!`Qr8U#Q}<r7@#2uy^WS22##V5g^odAh)Hvns1zq^xNS7
zouhFS=xL5?w<Q&nf4mFOklxrWoI6}odJqc(>-J+ED0kKjWBeY_D@sYwn}EdgUyj;R
z?1^BwgSo-p{ZV7*JYNRsFfB5fvX#w}wZLE948{mu@sc?a$$%$)0Vs@6pGj)&9{5k3
zF<M(_gsS)FfU~}mLnkEx0OJl348A)~AS58XUZhUnDIB<G$S8wZwGasxB$d!?eM9kq
zu<UD)9Nrq<(Y<u$yC9Og7zc5iXS#_SJoYXz%Fdhi8Lo=Tfeol>#@vH1e`4fkpsC!`
z$eEw%^MtNx#GN?$PwH~J%&Hr3H20lD>WZ=5+N>eD^qN_!E!T=RCB1Z6ck$#Ydh}by
ztCr2&Q6AC+LU{{B=avagVf}zDPR#plhL}KpL1}TJ*F2}_EPO{!@e^0U5U!pgBbcG1
z_d&{FoTf6yJQEbFFGK=Yc5>$(5TC{97cv@Q+NmhGtvmL*=G0<Wvx^koJ4j*TMQn2a
zxp<mi-J*h(2bb3;scU?^sD9A=`a?p#1SZ!|@g0?3C$b*`BZL-jeky)E^^SY<^DL`x
zGb8dj^M`IJhm>W-!)_ZuU+Y7(RG^q7kTm5AmRP}qU_Sxyyswxy5Gxb#Vv+GPDWXB;
z5TO~r8Yng4d68F^z@=hLIXb7=7*@twQ{w^&@=(SG;nP_l2!L|1Jw^zr4hZl-K7UVY
zu?#j=p0%odRV&S&9fkBrXB`#>C<`*Eu!P<1bVW7EI!o`PMQaT?<&U5}U!a*v$v$_q
zqKeWA<_J<E=G1|}z5-#S2Wl@GRKr()t|%t6BQ<_TJS!?pf+8U7NWYD?kOS~tUO8&G
zRaSi1?vjygx+JG)4FU%)!K^PK;1hGx?wHs@7NO4#cS#^*qn87#9MsxcTUWa!#m1)K
z8NbttdzL!^eb`JnlK74$Qz=twCb1Ied37k%*)1NR>t)u=<X5`iUF^EvrEAw>QP|Gh
z#IIY>w5$+8^bl%CXAVl-c+dhLBVaMZRMtwceH%4{e>OCaf&h0*Fw(EYK^$;zxHBVp
zcq(oo*2tMGc+XN;Ak0FtRjygD08|P(uRCUNovgj@GplkZY8GJWLKw>QQPh3^NqJ$9
z;eLZp_ku*}G`~j}gCSfl1gE}FyMhVa(;PkIL4I+==K$Rd0<@@1D(T{cV1qfE7at%-
zAci$S57*;VpuMMbz=nwC7`(;)A>(2NVpCUu%wQ7}Hb{ncfz5#gyIY3(c#2s-%v%~}
zyk6)_T+Ejmp?O|65D0G0#AiXJYr=T^9OXQ)v@QCaRJH@neqyN}81Jk*A*MP^z^aXU
zkKTb>Le5s*u^zz_p&x(1*%+qEK(^C1r8G#vO|f5v`cPZsA>hr$-yc)^8Bkk5RehfX
z0<$Up9Mo?g?)Z-#k}%grLGy}-`@h9{q($42lh?io;i?kIU%zf}?H55kD>vd(9ivnA
znSh_yB1;1^`1-ViLVmaBN9?^rosdv1m~!=9<88(dhGN!o^zxIeD|C`&CKU?iL^bTf
zzLIpFl}q(svX#xU0S)e8d8$btPHPD6avGg`8=TL`Se=ZsVOC!f@V&!jP#<s9!&j(M
zCng0X_+moXw0@zyrjk$`fPmrLLQuRE;l({%sO8!DA(Mv)I^Q(9V-cxDzP$0J9Pys&
z`n&Tp*5xYfIOL@dPb&e6(tIvf=r-Uv9{57e;{2aVH6gtn{_v6D_+JPObZ64PGz;EQ
z$kU_qLwn@}y}Zf{^9cI*9dZ?)(FaHgBhWHuCCHA%oUl;FoI6GCmIG}#j`?d$6uAax
z>~A(WgB?tta`Qb$=z7RnW|fJf(=bW=_j`6oh6|$%P#ljQ*n`ZFhG!mKpsZiwW%kh*
zFy&65j@~fIURSLor*!7cCcAh+P+d%)^7!wlJ}ZTFtZ_Qdaj{akSwL`yMvD@2bto9g
zy|Ml&-;{Iz@qH?>G*EKYAmV0<g@1Zm;2sSH3<j15><)gf0(1>Gi6lQ~fka(w{Rw>h
zx$dW{#y0%e_P*29USrS+PPg<XHg_YRg#H%*T|lD09%$U_grZ9&GH<rnpt%wH{54fo
z`A&y%FZB6)rdq4kxUm*lczTiaNwvS$2`xa_I;awijc969uW`oveK*u8zFSjivBqoh
zunC8oCZ%yzr(qM$GV6ETwT%rPS+KZgGk8U<zykCYVIXI-ARb3BN(P}>z^IMRU&PE8
zptiAqIVjA%1B|;z0ARP2hHOcTlS*R}>`u|rl%yj2O^-l8!p>#r7l6d?oudoKlt#j$
z&!+%ES^E4dK*R6nQJKOpmp}oNyYPO`t>R3c{RK@QK~g#i7nG=UQhHZN+q#&OvwiYy
zAkK5agxjb>{v@}KFB9JFxAH*>Oz7k;&yM*3>@LlsPaq&eZJdRuf>B+8(MYcw7=F>u
zFNxWW8$gQMdAbQP*@#K&ggTd%zl;feeO*;Bc>BwTm@)u%<?Thxg5<x00vE9Ob8&n0
z@E9#kC_!Ip97witGaFmDg~I+_Xi))}OI(=779nPfqyImmu;bb7b{ifICw=V4B#qPF
z#LYXPq8%LdyUJHFkr|~MhB$ZN04Wc{_ln^eL|7nd!}r=oNsIp94J{xbLlC>|b|@)X
z$%W6A#Va5wJ=UvK^Ptu3P*Qr7cAU1?+6#H^p=mN*>ouERm;>mWG6-$gaUut;s)PZ#
z8f%dYZ|Y1XhU<8}&|+ZrUE*?gtrJ>!Dlc=8xm#{Trg}|Q<Hd4Bw?A;)Vw}chW=2{=
ztM0I!jZ!JR$hyDBmmw594>2$Ac%W*#N{&JpM*aa1EkvJKH2}Kp$)BS90*}}OB`}d$
z$5}eg8?$+hON$CSnxX81LJH?Wnx=W_cTD;|NXgMyOA2P7#cT1&N#JH+wRB$d@2=yF
z7X6&i59X9Gw+mEuZzdK@aic$N{0fX6Mn_6Y?WMt+vCx3d7hrU$dGJ*@(=eUU?Cugy
z+tE*Ox~)5#r7xxxb}Kisc`D5CQnpH;jYj8RSLl+Y*d)sR0>mZqXTXhlh?o?JgybGh
z%$bI5-=ipC#_gpN{4`@vK^{~@THyl{rWGhTO2H~<ZH$-xrO3y<_$T!3%b~I|YzMg*
z^eSJRRY*2Rci&MOSs?IPD$j;ppz(Sdgv0SHEzN?@(JVU8l<wQ$97f>lT(+L)s3ZJc
zDf8zLE)5}+vHc1UW`_XORdDl|?Fxe`kwM_YM#1XX7{tM+O68ZrQU}z&dD5<2C+W{{
zuv9&t?+;0P_qh2#6A!=$1n+yLuu5b{uT`6!mF7V|tVt+h63kiic8stlp-8F6Yg=nv
z3oZH-(ChZsyk2OrBQv?b<*u<(XmMcjS|8=cL1?j8tj2k@*5^@`M~f7zs;n2|@u<9_
zND0wpZbsD;e!tf7*g<Ed6j?O;E24xZtc_TAyd8iaFz%ScKp+(IbOB@o(Bk1V`aJ_w
zSz7SmlautrQ}h;g=1dHnGx^m#y?YtcYBBKOq1RuSrfxd&?awa(%0u6-`G*hSt>-Zl
zf$4=W08$HZkxhtazLKMxb4oXvjlGbR#+QMsfnnD#04vka#N{+zItLNeXdde!6f$jz
zd<KY=dtfgCgZ~T6`;J<%P4M~@uuew>ML(Va?U0pr-&L5Io8xv2uA-PDha^Z%r}NTX
z%#vlKC-8`|9FTVrGa}N{3WjZ%cys*j48V;kjfXi3jNJWRR_c;;8v-fXn1tt2u8)WZ
z@1|)p9zFOcX>mk6_{idMr7>a}Z3n<gj#x&e(t8_jw=`;kN&pH5x5C~1;OziL^H_~U
zqADGMN*B~bSc9{UvbW0FYIb|Y#he0Y+DcIGRIl#kF>3(o=Ofl9I6de1UI@^&D%EV>
zTIsDtl{v0k_B3_JivU`6sljW8qef*l@qQK9)bZ2^peC=%oDi;t0R6))vkzj{bs~H^
zGB9+l?0UVhiH=;3*NSD%*FuYqEOS}b<0g%&d#EbM^*Aqv2!80B<}%lo2ZNx-sP62P
zJ?J8~00GAeh4A4b_(p%}4b%wqF-U^n1mNN{Tija5>KSl^r?Ro9Ge8JRM(*AL&0xhA
zuPK`o8QMKbn~dI)0!bRDQu?Lv9Hr0xBody_AprZ$Je~iBLM}pdvjI(A&T0PBywW`;
zVssMANzaM^<BW7CP^aCowBNl1u3<*RP4A}^as^HS;58`5(n{l-Sur2xFbDt_Mln7U
zv)c?{_7wOtb`GSi$lJ0%p&x3>ZCTvcb&Spaz95Fy4oB#RR0-ZW42-|Rq#bAyD!)sE
z3O5m8@|;Ablx`M!%UO6&X&lWMzTfz<LS`Xa@Ws3X4r)@O?zffOG?;)8Q<pwOh_S~1
zj+t-?hCYa5jXeJy2r4}OABAf-@|8Cq;8aP`M5Q36jh)Kx3Q{$y!*2TZN~ID`^Mb4u
znJ-egDw3nLq`t%5c3$K?C$|rrA-3SO`RiiVxz0B1yz92_YUY0+5DbtK==)Zu6HY60
z(3@<zsqw9FTDkAZ2Y@aR7~%D}QQdH{q^%TMn54YLUGV99p@nYL%o+he?u8b$Eyt}n
z{k5igI?y6j7zbOmK5N>cv@!c;jg{e>Q2dl=u^gu=HRF-^kyTySRaT6Iu^*QYoQ-B@
za1i<$r$#yG2Uf7oI=xLrxfe4*K(uhCf}OYOC;+hMRZy?1K)X3wKS`Y<(z{fszUTi0
zBBoIF(FXY4??ZHdLTLcv*gX9-6-qv7_hf<ljYMwDe|AC%UWkM<%%=c+8mQoN(u*0v
zzE2>UN@gia*j$!=qT(zXhEzC-h3#L0CU(a`i&)b0w$eD2)qE<0jL1<E13?STeUm<u
zBsC^(uS*M@lO;=LL6q2tQ92f;gQYKGBIR(mKyNCc$d(t!6gC3#Mxw49-Y0DU%**Gb
zyCWEXjXR}C$71Uc2kc})!TdS`y6%f9G^aa>A_J&6ot<-dLx-Es;QR`!=O8eF?!;O%
z=P?b$u7h;gcGz!NW90DXO5?Ou&x01mEc-<EkK9TdE97`Pn7-V`bSzHmJC$(8X@31{
zSV0qJyNuzmmtG`J#L^5a84$)VD>j?Hn|HBxG~zkp4X`NBS3?Wt>TyGDs;UuM=pHYD
zsOa;Z(4wY6e{y4|qei}f#|bBz+6)Q#q3Oies(lUlSkz<24Vmg-P>P&=wa<%1hi^2S
zVH2Po80))EXD_tq_xr_SwYudjhZfD+R-95(R#|A#V)1xY)r-0wJ&G!C)L3(6CA`tP
zqcYCm6*<5xYdbhI1iGQ_3<g+c(zSpN-%<#;&o35nA{V1Hq5?VISx~y)&C<^cv~*G#
z(m>#KXVbi^K^XM}s|m7mw!H{!d<-z90>--Ev*_aQ;cVC#kosjLGwI36G{@=ZyU+zE
zL%k_IrZ{!1`3t{{(;gB^ncsw=Md*j`g<8^Z{3q)QnXx1S7kGRg=<d8=Vyt@@QySwC
z*+Jyk7|UvWo`{Sbz_mmpMSB}HL@xHcfQK}@H>xy1I!Q4x72Y^Q@1>PsdV2)L^JQRP
z``-VH^UgG;p|;oBhrs@D6=(PNmBw4vnBPl_yv$>uT%I)@=iax2YfWqZriz){u}ZI?
zG`?ijhmNQeYDiYSiomvc_dC}55LlNuyLlKD@WF-OE5A#FHwF|8p;|jC7hZQT`A~&%
zw!NXEx@dz+z8#h~YYZz^omN=ByjE4WcACv53FlrvHdSw9&Fni`6jd>~>6b{+*oY>0
zYpU9+@jg?d*sWI64$4G3=tL>pA~AqYH`D_bmO%HJUUiw;*$7LZ^_m)IuGZ;ngeaud
zT3p{UoQ+7G6l?t=#RxI7*Z|)u$BQPdg%&H^)w!t_<9cXe7t5Lq&~HW}-6#Fl9@d%+
z!hZ3K9YAmQNN%+`0PZN^WU`HQCO$ibj`Z1gMHv6$uE4|lQ%d8#JbnH>^xI>6z5=+;
z(@#egLP2XJ=@L<DB87>?W8KH#xo;GF8#Dz3?xR>AoRyx=pnio$FGv7~M(P}8CqZtU
z%uou^SqfsUlS%`q`3~^)aSPlrggpsB;;bm2gV<7GXD#V{8FOLu`C0h(Vn)P<V<4$N
z5X4`X=q8DkMWsWm9up-&w+ZUgFl?;H=*{&g>}#ayy<!-sp(p5$gI|~v8t1X3bibLy
z@^ug6ThIHeXnH#B5E%wM5tGZ^7{m+}dUO#?J|Stj0dAa*+2PD#r8@=In8wN60!3lp
zA+s1>?PI9sL7Rk`^?et!6!u{u^HWkC64%8V!F=Eiw)2?z<&}1OcmqhUOaI8liuJZn
zqU>;U#i_XYwo?gbDn8yK9cF_Z_B&COU!}%QX|J^04=vVIQrt4Ph%1K{bc?ViXTYAJ
zMYZEJnZD&2QGHEK;~m-M8(swI8gBu2Z?K)^(4rjg$YgC}LyM|-RAK<`H&oUPEli>l
z?y}CyBAhBI%lZ~KjDv7k$hD#jbj{boVd1Fm7O-(ykI1<P!lcG1h>=Kft3^^Q8tQUn
z;mK=iM}^=ubOCivn-0g+Ca4Z$1s6krVl8xRrk<1P?<wpB#7kdKJM1I^{ti~|bdQ))
z_k@`6Ww#0rCs)Cp1IFIA=mMe7re7**AT%X6W<R+GF8qSh0JBeK>CcWUpNlKYL=$De
zcN7J)C^y1-9#QEjL<evqC}M!S=G>W908-L(fLtnj+V9SScrj5|+&dLr?M8;mG}7;=
zBxt0Qaprg~D?y~lma>wlVlD%}(qG2v_%V*!2S~nWDL92rDE;(rluravijhOl(HFml
zGUlT^g52|3t+3Lqj!M_FZ8l@gk@l{pY>sBOu^0*~i(6sd`=d6D1Dv1s!gUpO7w7|L
zs~4?poH+)V+n#efbm=bAH~guDuWNtU_OT?>|GNN?w6Ox95=e{bhnT{EkygPXHXJ&=
zj!!_owB5#J<`4VJ%&)*$Qo}@EO*f5=&Y;Po1g*i#RbH*h%ng+4A*sr1{k?vT*W_qL
z&2~{Msk~1KiE<T2%O-k!i<4$}n`=I&YmT$CJP23Cbeg88c^i9n=r(GESG5h+9Qe`9
z#)hYAI~%GO&cJN1tyRIvX?rZ19pNB681Xv2Xy&h|$~xWJS#w^F52}}GxxZ!BLJN=T
zvZ<<+#KVMMkIHgQ*PUpXuE>3L3obf{hG|Rh*~|uE(h4lrZCS-yAuGGey%s2!Y_84+
zSnTa|Z)G21*%nTf^1l_`H^yIlhH6%8-}}`xD5>)xR^HCir`t+*8^**mm8K<C_-s*A
z2E=_s#Ym9eSO8I<kM#i7W2UqV#|%t?(3_g_yP}MM&J((+MD-Ouxge6&n0lVg(c7nR
z{w2`UC?^^aKNFS4q)<<bSq>V-2VWEv^35E5AA~v<+bie=VDu^E8|S`*^F@Hg;2vY$
z*AyaISXqZtB@kzJ3%OYL3OcvCFG``Y*lFB(`j*liv!vZycx1ccw_r>RSj+!{ri0Zr
zHhx3SW<C-s8t`rV?*`z<G60)<5NfVtgu`tZdUfP;u-R2JyTok^Ut;_DzYS+0a7dsO
zA4ataFlwL?vTe;duJc~O-T$2+a9bWYqyjIh^0KD5zsxIc#o;SqXva+IHNC;|njBiV
zrd!iVwa9yc#Sb|Fm7$YTGc=H^Rh`r}nzc@7P*x3t#LMbVXrS3UJC13t4cyRRInUR;
znp5&416OxEx5L`)=n}k2*jmqb1A~XIYEW&5w4s3%7W=TK0TFBS#c>mcHf#2E*I@(R
z4o9%-_KVdu@1SX43o4Z3YO&boZdi<=Z*NfwL<l37h7awjs#&eFxEc@dXjwMb^ewH|
zEQc0N{eY=0h(>y$#Y%BS)O9*xl}_E02k6V$Y+hP?Pq`<VxF*6E>qJl-I^7dlgSRo*
znzc@IP~zRPInGN-h$AyGfLtS;lb47*hE$ydv5gL46_MwJQ7NV*P_kS^{UhBKwMrPg
z5$PP=Rk0|K%0E@Qv5bVJASW$KH2MLNejdidWEBUc4H7_R*C<FQLd{r%fU_d9NrCwr
zS`MtfDi&D<Sqq7!A%bZ9930SB74{xx>o?C}EvYCvQQ&zvGf^GMizDbLq#mw{%Fs_<
zr#EBDf2U%J0J^EmxgXh%*J3R;V1AUCfM)|w!8||cK#gx&Z+k7<3F^CO<0jAxfIO`K
z66??43m#PZ>zcDLzG(Yl5&B%a{h~5HRD;BLyZ!W^6&$y5#xw@x2`d266LZ@EeOiH+
zUU5UWqq=(zgq)78hJK<L2d_V98Z<0+uB~-AC=T|r^kR#tgS|fMc+q@Ge5bbDHk#^A
zH2GZQj4lH??z|*%ugobeACUdfLOW1BR#y3NKb)RkF4cJ1=rmf^$E;J`aW$;44(G$S
zI_erZXmebaD3HHQ%>J^Ur{Br^*2Z3W%k8wjB0Tsu8|<j=S`&u%Jelpm&G*?x8HCE7
zJ&FeDZIzXaePhk_Ru+f>UN9byld^8gv>JS_#^qwXTrHY$M$Ufbz^5WBZ&lS`5tSBS
z+fzFOruK1t%z?gVi$!i7{M0NCf<+h(eqyGFQ!~J7@JaKYDGC9x^2I1JrBsSz5)yC(
zV1|)GT^*+rHQ&Lqh@AAnRplu)V(d6=Vyu|aoEIsPm3}s(Ff9|C2j!z#^poGi>T1C6
z7(WzornCU#N402ohJH9Erh(vlvIMIC6e^wuIS)6Hp`V{r$b3$^dqJdEa40rJI0{gv
zrI^BgEl=yJSZX4cU*%#?=M*-R!B_-Sr=O2u2+)<zV*S%iT<mw2esY9<@QZk>k~D!o
z>T6gjIcO2ps`mim!16HOKN|>&2e3PYNYr@faiMoS=p$3)g6z7QF^G3~WYu;+tZb4w
zZRJLJk+*Rj)58s%TleAJE|Rmm1k@<ba8|rvEu2?e@lo&-4Q^<6$0(P4XQ0B1E0MW}
z>e`0xIBInnm(*=Aha7b5>b_W{6kl!*^9*iePc&nCMu&HHs%o&Lj#N!oEtU^FTmrT0
zQA3pt)ye0@sU4kH`5x#MTt~RxBU{|@*rV*a$_ztuNI$#H3<AGlnG~+=I#}y7&93BK
zvARlC<8*D%CPXay+aXNvH#re&3bzg*3U+#}wlHLCX0f&fpMw>KE>%sv9LI%v+teho
ztm>?cXx%PiX0eQa@slgZcS@?d2XO;@>dV>ySA6gi-s_I6qOiQ2tuMzJPFy!mT5~J?
zrLPox|0yxn39&oA-z{7Mz~n(mT#`xzqOb3o5-TZ<{|i(>D(!>7rq5RtqGhG}Ns)S7
zIF+`UW{o+xeh(13pwpWP0hPuHT#JWVMNHP2^l4dXuq?fu#{6UhhKO@xQ6baW7*KL|
zJR1Y(HBMR5Jchd$L3{UhQCVxw`(g?`hNVsl0J}(gI1h6c^W9P~yYBp4K$1ymyE_4J
z#U*|hr~{BKnDqKMy@xgXXTj#;XJp0p2FwPhNyt4I-nEv)na5i#U-Wc~BU!gVgP3QH
zR{e6C2OP0x3mE%;3prxTLx%!T4mm<z5kc-?Pp|@Gm?`v{d<#E$bdR^&Ehd{{?On6l
z<gF(7X#BLiw?TJY!dpz7*Tm&=9p{l)m*<hT{D4)tEZ!v$3_w9uSxLNEh#qUIYmg0b
zEH0CBXQjoFh3ac%;v4|n|IFG3JZ`KY?^mF=L2J|wT9r!0b<wQD`W^Vxn6v83)X-XP
z1?8GrHXN^wtK4zXD{+Bl9f4MJ+jGl&*@m_R*O484i!?EQ5cktl%arkD794A;Ww=${
z6?exSy-L+M({(WdfO|oLur0iaZCzEtfgG^1=$o=0_f+QDE1JMEI3I>W1ABax&=t=n
zo4Gn8EnLD4oOibAN&iS;s#*71V%0r(e$8I^3tSv^J||HC-7!;|2M|Lb8GDizRcY_T
zw`!i=)zY}O0nWZipP#2cyRN*D=A=dnS3Dz<Zv0D;yO}?US+^K!UM;KHhkv7x)1WTW
zO5<PTrCwSr&YB1CzMGTolttaiZb@MbMn#Yte4j{57nB|}U578em#0!oVIKw4-IB6P
z<|umzl!_~xVVo$9E9dA_MWl;voJO}W?$@z+-~6l+ZvkZjQhh)zH4L>T!E-Wl)ZDHb
zfWsDo8eg)#(`upG*b{xvI3Ss^6)xVA*B^MTLDQo<;w{O|me<))y<pv^2cCVv4}5{I
zN?Yx$5VK>7V?Nu98#*^+fl|+RJrJyWvUu0cl5d)u`%D%@#fi2zuvh#C2pDFnvRPEi
zJGjVt8`B#-b)}~^#q!i;e78vKK&o}B0W~?!ZX)x2BC{3rsCS832Z75=+`0R|STF#&
zyDXO6w%c_w_Ze|auZ5*9xV{ToP|2E#D`h^mb|JtcxQIMlZ(br>8u}irQ#)HfsF`ca
zEvGSSZEtAm7AWljuI4|xz2Olq$JMge#GBpe*MLgPsPYiq#VR}s2=|^~ToR`+mWwsf
z8zw|oMX$8t$-**DU1!hsTL-~0uJ#zbwcwG}0mGF&O}OE+bMoL>GToa8?jWRjAQT1M
zV8&prL(mJ8m@L7l3L+q6DT6ytMlm0v@#lqAT<nL>M!Rk5{GNjQ3@rY!Br?ZlY`2JR
zJl6OY78udTvvj0HKMPVFL`pkdQo!tp;oE>nEPXqyU`?<nHd6DTI%d+CzSR82zr`B+
z48;X|<ifgx6VLt)DNRWxwhNKwT!vnMN|)xMsPd^oKUAWq5}5hJbQqt~c}Wa2pz1)*
z%UvMtLPq2j)$sIKmx_r}2HK*S*>3V>ki%`?^B;#56)WxrkSZX8W;#I6n1|)fP8jyI
zRRg|cM2^bW_6Ieh?j5M?emKRZdc}={9opNx4;G*%e~%h#s#krKKOIahb{?suOgq&_
zonUJ5$KC_;z%1^yRX!0|K&(JID~|?bBeXD@EkZW$`<s=}Vk^!zI*wP}+z%}}2cBD`
zvesmwMYA<nSpo52c!9;(%9D2rtycH6sqKAnR9S+!qUZHK!2*i2FmB<M95?G*D&}~6
zrdaEG(-SbsuByfWHD~U}TV_*Kd^zp^gwf9A`hlwYq}@$s>!8g+_mc*-R$){%TaDRV
z{h%7}vr_BnaT9u#nR1cFYn%*TrIW`b@)IuCSZ!-<rz%h34NpA8`FQ4$(%x&q6P0lt
zVRg$Tt?-G|A~kDO?!}woGuMi|R*REXvld$D{eC>&$7Keg1<<--bOyX7hZfXu)D>`<
zt!ijdRGX-={f--2bb2jOs7jo`!eD&q``7FPRovzo7#&NO7yVv2I7-REKZH<@^@6h{
zqGDR|hZ!uztB+=nFz^U}PVj+g9aH1QtXxkAdlvkvLa9aP$LKS1>_3UKV~eA>vp^<x
z2jqAWxc?N2m*8}qV<$>hdU8nt2?*gH{n_`9{UErgsLRgA8sIs;0_vR5*jRKHE(co_
zi)^|xIg$ENvSS=;W)+c+$7y@kqot8!Ul*^G-jV2%s=ON9@?!(k%(1XzRtW7lL+(0$
z*mZjhVt>C)xE)%w+Tc;0Ht*=6g`2m_%}$A}gx$ZfS*?_dy!d<Hf=|YFTjm>H$GPur
zB7>EfTC%J8>V8{jmj}GUDlib%#AX}j@WHS-+z-5h(|*7@!w30I!JnO~%+;#w5;^oA
zJ7#gC<qU-10Y|-3>Qos<02-mkR#E+cjGB9h%RI$?J&S0ExE5Q0EE3ajoHuo$2ECFE
zEEc!4mBulp8_yaC-rb`R$5=*ful`3kbn5X995D`qaEo}L6&uM+-K(v%iQ_;F^^obR
z4gLXywq({F*==?p@c7sQxeNl^SzfV)L)g;QvS!pk{R?TLvN-FMN?r{=RUuw<SxIfT
zgl7XE0MM)w4<ilJS?kF=#ZvG@5ELwTifX4Ro@kjt6v|-$;HRyg%W4j>JzJ<Nv$;3G
zJu*a;LCphZ!_(`wh)8xyVw%maaq&@zdN8fRnP(+7T4>viU&}~`|9Bn3Qd>9-P#CK?
zr43=zoJQ{a8)b1MJJMJc6Y1SFjqNEQ`Q>g=A*C$+<P^Pk6b1Qb9Bbgj<}^ar;&vaL
zRkI+;#Z2XkS48pmJ*?x(N(%+_H1zH${TWg2Lh#z4X}eL#BK8~qN0uVZqcs40F{mC;
z@}g#u=2ped2wi%PKEuR51cGx)cOyG)FO+aT>@%6vR`Q#h>OS1ZGeG5@N@^f)i6gM4
z^2!?V?13kQ1$o4q)Nq}u@YS30Bf?6K>+R#Gd{uST%}w*Z*!2apudnW#oUP!e2lw;C
zM-N<I>;bdg0eXMr5c!c%qHce0up(FF2fo0zdSJNw_sRW7qD{AAt7W#e7RUFNuaLIg
zAw<NSbr;j`pq*_?a~qX(8$Btx@e#%-TAThy5$Qiaru5?0SbOt-z=a+3iytTrJ$Jg<
zP!*Ce>)aFD@gR(=E4ZSLchlB3?FH5QZD&^k0O%WBY|B8}Vpk2-06+&dI_7S?*!M`s
z!$}(v>Y6Io^}ad~D67Rc)ZRw5s)=JoObmM-J17fSF_}6|r`6fp5Up-ey}9T2Aby2b
zcN}K`>Qjz;;>?{+v*mbwqbgM9n%!Go-l-lKLM<9AOg9a6j|e7!(A*&dzoUuB$Sm?E
zj7%60;=JYne7e)KaTsZX#{aqMkd7-h10l+);}7~hxD$!6Rh%|yi=@LT<tc=SjbB_3
zx&yQz%8AB^MW2j<(4Wo9SOJAw6||Jbd)YdcVFRM?0j)oWfVG&TK)+ag_2L5VW^hR7
zWHy5ZDaSI>(@RQYUQGOBvV%apNH3w-XQQHioBR|pO-E2SLGVd~;M3G>mcXfcX=xTO
z99tCX<}-{Jv4$F&#=OV2>XcjeIjcMn!JRyOq<Xk%5CZz)3iCTov(v<=b9;~R{J=Fk
zc@ZJ;eK~JF*z`~i0NPCNzHFKgO5!c-tE{!Z-?o`9-rxSC2kk1*!XS8^Cg9m|<p)j?
z(-?bv%k#PWNF9n(U8mF8%De4NLF{?Bkv*rTQ$t+DCB%p82`Z`s+(o`(##+a%%Gz!A
zH(A52^!`=4-JQx9r2XV5?yn=(D$iI3ap-jni_TWsi+QDc6qvhx=NJa=TC4XD(wtng
zwB`*<>E^R@s$Hro-D{b%nukk>sJY!=!L3Ie1a@q0mFV7Ht9vE?keaN&K?E_I^?2OX
z)<Au$5UrYPoeG0%5@c+-xHYJdrdAYTHzzf}VmF&yq)FCTCtq!O%?-idoqTJ^?EYF$
z4E=*g9*}aeIuHc1lV@JjA#@<peQSPegSabvMI7_g9T~iZu_AyDm%)&v%0yV;>~&Dx
zGZgy(X6mo{o+H4F8*hjdVGr4ycE16d<Mo`hKnlLI8OzXxBe=g(+Xuwa+W^jVF7{*{
z*NBaAaz`OcS&b9iN^8lI?p{*5M=bep8ap)hVmj^Ld)=hhN9ny$<pl-4#ws|GYr!=H
zf0m=SLH}a~iAkRTfd4!vq0$+(=$*8f?|GjTxJ{&tW@BB80xS*myqLpjBXYx}hu@;j
zvm*X14e|g$Ho$4WH_0sMY3LrpHiy2zn#;fgs$QoVAkpW3#oZ~o%?Aj*6<!6FeAI4n
z(Hq{QO-`zE<$>Vx%^^Ur3K}MeLhs+tKj7^O5wB3&aqS1D`lyKr-nN_Z{wB#kQU$Y<
zw#QW7dax;yXO#+XI!;_R#1(+&+ieaAMt3<!Ds)x>BHniM1X<D%0pB|24clU+bVUMx
zb_sss`Vbw)_-q=}WB{xAqe^$m8Y5jrA$d!Kv6A-57*;tqCNS$ScYg&8GE(=ql<w8+
zxLW#6r7@N<b~;Octkkb(Ab>S`1IFtmYnP}@*0+|ykGJbF9GzRG6;;;uFzsaS>Ybsp
zEccgLkWNx-&8kz{am@qKoyMN}sB*AINYJ}`58V6v9cS+VvAoO31NlLdH`Oii?9Ka+
z)M|+@H&I=|0NLMj0OW3v5v^7`s@v={kxT6@cl3=;%Q)x+Sx??S0EXBR34q<Tl>z3m
z)jbo>9P7MzZMC@;?8ije&sT9VS$hElLU&WF8`}WDjo|E~bQehQNR~b?px=Li)-!cK
zShIi?q@UtCZHsOK%-;i{Ahs_69>oF`6ElS$qWnEe>t#w8F%e^M8%t;x0qpN8-G!Wd
zZ$_j?-b8JIu>GFMK2mZE_e;vfdTE@br0j~)Eu52Lmld{Z#!zV!>$B=`s1AxmHZT({
z8QTzvw^h4S3burUAcCmwea3~})67k6%`}X-NQby>*H+bvyD5?!d3zr;M}-TIx>Hr#
za@DME3jfw;az%Ya9<U(SRo>&OZ1NDlgZ^@*U6Cuo0XUBBx|^F-^FDm~2u4-QFss^{
zJQ~c$R4R_&>NQK98)Q~yDjn&B^$OcA9Kt^wH>AYSxPs{pT#!bBiC%~ig38|U3j5#0
zvURe135y~L9!~p!RE;cN#hnOoiH8Ad`>1#g@-YRP7;E=xVn*Tchcx!<O0e6=N6f)Z
z@=%+HbqYJG*jp3ybe(XmH?W=VD^^`6gz}PyI~LN8Un=q*XxgBl<0F%B=b%>gnqIVo
zp;D=KI4}020&q`e_np4iEJvF+4)4n{>l>YZRHZc}o12eRW2YaMOFSHIZW7XT)U{}n
z$xZSI#8|T*Z8AAv=Ai64M2l)(R@CM4j!JBQC8|R&*I3I3Z68&cZ|$wLAY$tCuqwvb
z<9B>z_Y^KoLd_vI5eQNlnkTj-$XfLFmvO#u5`xD9{ZNgnQRioHx+X|U#GW4k`EAAK
zgHo0T7INh@{wBo<8tFOKg6GHl4?uaGGGp~`E9|#Kp72dIoX3>91XnX&%Ai1r8DTPI
z-0q3_q8M&Dre<-shK81ly&$4&(0;0lS9^C1x4h{P6M{4f???-FHrTH6eAPTCvW^+f
z7XzmbH$7jjg!9GCs;t3)a5_Ak4R%<mZ0K=ajVh$wRz=-^#3A$xEwm;fW(6XMa0+|7
zNeMIeZTHcBG||4SKNvo8H}_XUi&hJw))v1%jIM$k(mf(AG8{&g+HKORYWL+wk%bSq
zw|8nqS`97Q@CEqbCJCqW>uq2?2Xxb?*&pH|p(?&6CRpn(Xc{E{%a&0gJ%$Ti!GnT)
z)U#6KGL_CL|BXyxo&jP{u?(Kx{=ad1wo%kKJ+V@*-gdCM2ltLJ+Wu4EK+BqIJH2lz
z?0)9Qa5=Hpmd}46LilaZ7sIE`!_xJ+gU-@C`i{EU_x3!SH|DG#*ZO5bI=C0w55k-i
zTdCIAO3RMI``#nI*Ox&*hgqqIuBz_u)fk0l6KHV%K4`V7Ys90J)8?>B+#L`@wXg{o
zFDhH+4mU!J2lpTCFCQGR{tj3imB|0Jd7ptZB}|<Z*_CY%0(rNp4((2mg7^vR5obsB
zTvZS9FWVcm?6v$onXLpCbyZb8+(PxwEC`<)ewuW@o-qct^b@gR*k(o{mWBI+`V3cW
z&M1u|7QKFoI+u?H{UyD?tsNjTy?_DYZv~l;E(DszF!Mp#D1BCpaw6RYQ03u~(|mJ7
z=}wv`)uqw!T#>1H?*hF^js^SL(d#PxnG~IWcNrHZ;Z8nFk%82WVV#R%^XCs0HU_cp
z7;b}tTNsiWCM1jhE$GkcrhI>}1-^MNN{NA=k^P+=bu;YoA^1wyd}OMXaBn<yxd|fQ
zW*foYct7GB?v`GxmesXrJZP-CtadtlGpf=6r#-ySSU##7@m3DBP2#mYC$ea%<iTK%
zwWCpId!E|ynk#lRVgO_|cq`B&kp=hL+<365y3we^T>y2WZAG;pU{GmqFoX4?Q3s=}
z?R8kRF(1}$Lfp!&^>ziKhW0-tiQ_PADwUtTr))w9i$cu78O==HAr(wWkabI%f0A~{
zaZ4eWFKW&U+~O{aJ1Ag1#_wlvJxb%hSTZINu<-fuQIN^qqZ#`6uW7S%{D+dr_^GV-
zJ*APi>L3&c@MKshR4l7%%jVtVnQfIZd2P7^pZ=c^vMPk5RTwyS2wC}oTTyk@^qL{4
zd9PG0k-i&ep#|?Ow;|4U3@5a>pZ6VO&D-&Mp@m8|A9d7bN9~0cuKHlJxdy>pGqkXg
z)3}-M)Iy7ny4UyAHFc*HwNWz<S{$URA6OV{ZD}@58dk<|R_0$%w@D$RsgGY5DTEen
ziE6~B!1Y#+zMrBWq{Aek^!${VT*Zx08|nNQk3mF*TUlLJf-b<lN2DlmNUy((acpo&
znJr+7U&IC1S8*hTIZUivDB@xe+Du0Ssa^!Z#dEY53)U_j6U&+B;nUpNcSTJg6I*Z3
zq>{-*BB3Yrms@YAQpp4(=f@K?swVz8kwgoyO9Uk%<Di=gdLk@*(SruyM^G3um(YVX
zBX#&1TW=6+Ti11QrKJAvqq8P;_#&B@2sc#H6H}AWhCX>FYB!mfgl{I!oCz%^lgY`+
zL}KzxWHFgcO-&>cQ!g#>dJ}jfk;N=FG9}Il?(MQpX+fWOjZ6WDZoQdIB&W{caY3RJ
z+c&e=+$5Y7T3nn@fyHD>k1S@EvPpen3eE^Ek_DF1&rD8DOoSGR+2yl|Gn12NqN^m6
zZx)ghlVA{9B$IF4n9(QBOzNRUB6;rZbI=IfNZ3ZweCK*%B9TtMw3uN_(}_$m_tGM1
zzmu7{di{-;7K!XvFHT=uWG}ChNZOYY*`+t5`+(k^Ih#mbx%PJ!34AT-Y-oXKz!#ZF
z1s1oUiA48kzK}@aRwGGVJVCOncwQ0(3yUwpZ^8CAVok&`^H1TFWD4JOB5>oYXq<#F
z7U%WHk`0nhF=~z{N;I9soZ<rfBs6<AmB59cxS?RMmo_#d5R?4>MEhnUS)$>-KjTT%
zQ8*QFGM&Vov{Q*sgPpVw34W2i1?Pgzg>`&@Wb$`JrI(RP2D@qh2#=-`_}`$`%Sfh{
zMi-N*RG<Oj<1=Un_tXYExQi6-shvu`+*A9jcw4D(<y<Nm?5ka$7SEl)ExuEY7(QK2
zDgp1R8M+|Rn~HK(+=j%CrFDpOR&m_GQ2EEW|8YZtF2NmtMlwHwF^~{LL;orj1dl@l
z?^Zt(5<H?>PXg@Dgf3tznVf>Zlcz(ARd}uXB#<?RRO_>eRB~bp$@j9JN=-~oH8kr-
zH{r<uqx#gD)4^4KA)81}0tTlhB1f~Bgb$O6$%*hPbGOWdfcj);k($4eguw=9g%-)|
zmkhxE#Kcr+k(l|?MHnkEkRyv!>DsJ5F{$gJMKbZ~(#7NiJW^<pNM2ZCGl{wE%u5Ti
zv^1N2<LZUTA~9WBHi~aweJ#35GI{aVoVj4z(NzG#m(r>1jj;HU?kZnTB~yjV!EtF<
z0cg)eTU{a01dAoZ?W3L^qtA{++eg(;(AZ?O;nbZI@a~SGfEPbwgcbnYN=7P)5|`7d
zB^qr9H81udJe}Co!mXslxJi+CK2`^Gu{dI%0wM!O#4Ri22;edk^#vnTi}wF{E>@CC
zyOPq?vf*@;w4f9cNt_;L0)b;GF)wA&V6}+Ez`4jdN=FLGR9DL3!lhppI}E|qFdG=d
zy%E(MeUnCeZDXpt4)OhX_z>FkQ}PbNG;l~`)2Jg9&;)8hDov$zcGQ#`vp5;Bis09A
zgKY#Z;M&N_i{gluczmn?hek5e4Nbv4d4T40cpIt2<Znx2Dv+s#REnf6X)z7MSIIs|
z;ut{I{-NNZ7!msjY^MRplT+X#&iu20uz;9Sf>_Ull=dbxJ9TDaYVu4-X}^$3A$d<u
zM)bUR0|wFreiK^cZkaH$;PX^yG5waEN=!hj5j`i1Up8PA;FX0%Jz@T00R|6lM3|U)
z$38nX!AxMRRO!Z*nZ(RY;@^dooVd<zUd~=Bm=WP7E`I6e8>RWziV<lijPhH#oAa++
zc}eSu;=)Y!wb!mhlnjtDQ%UP;F|fc5xRc50^C4x^#*r1|>*?TVIzf(JIGar3yynr2
z^y0YEIBLZXj{!OgSjP+aJf-|oIuVC67gJQy;=y^R6OEIAFH<amqj`m-3zC!;->@X+
zAV(m64bLMdmF`$R+<IGXU?HNZB}*rOFcn~ANlc&g#0t?EI1F+kgJlDaS*s5398p3>
zv$Q)Sww+kQy@}6BOGf-ZOXBGmjHd){u${m-JJp*_r@{@kiDbogkBEAoPiJvQ0O_s-
zR%z?>G?Nu}#3YT&Qt62DiiCG*OsD2Ya0rd1y2o$=480Gn8)+Tq#4v>j%_qek80J_4
z;||ICR{(Qh68JN9fRuQ;o=AYFhu)mceSZ>u1M&-jM;n(5i3FQH_Zt&B!ZF;2dj^Si
za)Mp5wlCnX6K4Quza7LEr4&LHxiO4DzGR|&0h`G%0x7)?P=zlh!qK*U;jOc9Nx)qq
zw3xYh6`*=%3RF>W!Nk>@CVYW=W}koS6`*#VjbyeHXWzL2LIy4v?)#mXS+-w4m&uxQ
zVati++c)02dHszm7s8ek3H!^=FMP?qQVcDUiOkpLFS4t}VrT(=w0LpaeD#%=7VynX
zGHJaMwh>!Yu1%XppqM2XvE*EiZUSFSfH=KOKRv4al$?RML%Mq$>%?)pY;w|)8^<v1
zD{qqHe;u58cv9@#yC4`4;BgTYbUN9{XXzJ7`r(vvg<>mnsRTlrWay0<x=D}!Lvb>o
z5|`**5f{SEvb*SvOEJ(K!DiWxbo`HnWvrV@r*Jo)aI@@Ba7{%%wh2-0sSL$^uOZZ|
zkK+E=V(oq5?`@Nf^Rv=sOzZ-5Z$!+wV!^Gf{8tIDi))%TW5>geV7Q${UVb*Bd?$GP
z!*Mu2tECo-BEwV~!5?z>XhIJ<0GBU)sD#fDqzc2f==<O=^ytWSjk-#7<ZcNwNZRBJ
z@GLNDw-LGUet^e<a)xzeQ$5jG%>G0N2q9`upAPzL8`T8h5>#{;{>%uZ!xs}l>-F<O
zQ=h?qZ{tnym3ZjPWDsi9zmf&6o;cH3uzs?1H36y?WNjj7xn6M0DU{x4t-5jZD$0#U
z+^Q$9EuI4gX5-d6kli&y?<%>6`K868WtwNtzD5IPG#&fe)i;Xg&qv&ue&@!UZ!f)Z
zx$si(I$xfDd-3&RG2+fd{+BN0U%gg*<t4i&FU+ORz8YE3+ox6&sk7(J;J8#*zLZSO
zq{1#_g!W!`JA8OH61~F5N0kQdHhPq9Cc?K!0i`%KbLYC!06DOGoPHP&ktLQqOy}tr
z1e~+jVC@>#xQ5_=oJ#BDj71kuf=_IWWaYzaO5<ckCP^{F&Q8*M((x%8KquHGdvW&f
z?UGHuNaNOi|24RayZEmooWs4cQ5=AzPGO~YLq@zBiPW1hF)JGUBQ>~wziV7TIQ_L~
zAM3wvj)hMgZJ13paK&so+%P+Oq|XU;Uy1tWlaap%$vcFWE=5P~#^|%r@W|YBYT=kD
zb>EFa%jaUdBVuLJU4Xrsft$m<F(8J(wcx~rSTTh`WH)aa$theY4uTqhin5Gd2Hy(!
z!`~-Q|CS^$ih&`J>%^JU;f;J=z?t6QM*ejgs2mQ%-vk~VuNQ@Cm;jHx`lS?TUVz;C
zSI@zB6Sz&bb3HYIU)75@&m%{70j0*<*V91y<QJ{&)Z+Y==_%mTnV$;o`PYf7Hx|#Q
zjk9OXp!sdU@%$Ub;^lMs@CFj+Z(Ox+EL=H%KD0=hH|Lj}h2o`4p+$1~oiDw<G=KHg
zV$??R!k10!%8l1vjoL`0veQZ9;)P3r1^rwG_|6#Vu(zKaq4L+m-VXQ4rn?24AcP*i
zM8RVdP^h?7<dLlOoG9Vu*dSAJx18=#Q%l`Fg>_8wB391+1}>E+vCMetZdz1Dq1IDP
z`pGD+RQqX6TvKd_{c>EK0-tZ@aT}<{$!u&_K`9VUzJ~zqo}f1)tYDFEk`?k2NsBn@
z6EGYN#|3SS(wn!UhXGyMHLUT(Q$;L<IJ~3)2GGPQh7C(7Ddw`2$@FIt`JYaq;FUnc
z$OwgCppK9uVx|=av~w)-5?I)KHN*-?To4z<tdUA>j*AJ~#galUTcNI%a6ui-LLiv}
zcoHdVCZ_IPJO0OF1l2(mV#vq70SKKsjj4yk)R}-7e=>!636!QGLboRc$HJe}0ne_d
z;UKW;Z1yMi<dirvITdp9*Hd^1csdbs@~>Q+6oi~ehMfHNf&nH|NT@~U6^OAC;-5o$
zdoi1sOs1x10^a{g@~wrdSpbch3GX7YIDhTcbGeJ>&xI`~->_eO<F(gbxo|GDNETmv
z{ra^x3g<6G7Uvh|-@JLFSSUso#ydAJmzL~TuY?v5ZI#mImDgXn5?O$1O(xQ&nSC|P
zNFDhy`Xe0=pQfK5!8cSSr%y;kesM;`@`%?Xmh@yA_a?zKvP4cC2y^-Aq_CLBH8nUP
zb4gkVHdMu^>qedexV!4F)9bhB2SgcAY?a;yq@FzyUhnz^3T`{N9spXwf6(X-mO7o2
z+><9B2qP^;afjk8eGb%|WRsT6FoMg>C6f0p2q>^c5U1U5Sg~NkYa^M$+7it|B7IW{
zFO1t>r`RIE75Tqg64OJQQg{)pA4f7@h*9T^vJu?SA~<|Gyj6hV6Nr*DOTIgU6H)ZB
zj9XyGaJ$)~sA69e6#%%KRvACO4kOnTg7#QeOB_PC7+Ku@0_4lsMB}|ea;g}^i`1tk
z5KaF-S??a)#+l`deIEcyh92w&^&s&^gN+wK5(MAi189&SCF;ecBuh&@hJr366)le_
z%8Gp{i3Fg9t}Xl8(^xw*MQ3I-oW<-EXV=DZYHGI>*&?99>=yrtqpGA*O!jV~TBL4x
zlWdliR4OVzlykoBhNlwExTJ3U`h6b1^L^(#$BIce>s+X@2^S2#;zGbiT^^Gw%{dRi
zPwt_nEO9nv!s2J=1w|k&mh&j<4e5(LXmXpd8t~zG0EjBY8s1_@d{{6y0o8P@v4{Cg
z7$50!TOCff$BGZsP_!J5M#4UCFc?(c|7R9yAl%m#?rLk*5PiL2uzKP4Ruy3lcl8ZL
zdO~es4be6@IFgXMLcQ8Kn#ZH9Ln8xS{Tjj=?zaoUwqS>bu-FCUzz&y!&<*Xxn3*L_
z?C|Io8SPR&htB|VL~Ncq`WiP!8}_okK_Gs6l_OE$fQNAq((2M}@ELr%FLyCBnql#S
z4#a`zeGP1Q41$%61I3gM?m_Vk>F|8Yhr(zILhU^*^vhP3!}P>K^{%~E_I~LgoTZzI
zWv1S1vX*b)h&x@Zr*%5+{~&ml23xc~2Abt07%bIe4ioTO`jkfleVx?9P8}sUJ;JFF
zwJJnV`3;1k1ItrqcCzx+wvyAk&xR%c3?BLgMq)uqqBsU;c!hJ#S0MH>wwmnU0L7j3
z8BnOEJha3?hz_!|&e6IC&Z%eDfn(eEH|pZrT@;(pQsF3Bqd>4s#h&y*X3Z=hWJNTA
zitkq8hIP)lKl3MI+Km=+|AA7-D@55SG6>tWhZ(+7#G5`hB;W`Ysq>}}#rqtMO;!@~
z7DLiV$c~OtT%qh*Mb~(&zYT0pOHh6CqBSwt)!Wt8)gDyur)U}O3-$JPcZF&gOLup;
zzbD)gYSS>*j;?`dUvEcycMTI99F$@s13kmF^SBcOE&b8K?x7mS+TCe$i5~I$YndGa
z`U!~J)h|)v+Q1|-SsH@J+`%Lfd>vPEhV<#ZSo%zd{c(1CbZMpT-6C_<cp&`UhB9f0
zgD};546)ZR`KK;}d`iSp(?BE}toS2#f&eL;<7N!(GhuC2WMuKnoaAiL{TZ*6b{geM
zF?Jv1Qh?$L2HsC~Ca!cNpwr`e1`z^rPOHsV(s}83ti1GJ>DaUUf9gv^jBO*5QuF3!
zfDSWiip9*qnBiOn;a7D_K&b0I0KZ|t>d|(V5dmU8qev4geeUvtU3tdi>fLk`csHBH
zlKIGsV$_Hp_olbuAghoLj4~8Du%GarqIeL62c7O`z+H5N6yrEV3c_PHs|t}m8!&_L
znL%&TX9im=aI%sCqMG3t3z(h4XGA%&ePp=LC%D}H7WK%Y>+nEVPe)r@DA=Z8($++O
zsJpih?D3<)zV_}eh>cq=5v-rJw`l3<>+0|B=m>{e2?u*<(Guzzj`j6)c1Bzpre$DI
zib~O;xQ4MdkM;R`d%ME@HH>Yb!|HN6oXsjGZLtVW9A?%lZ*`wnU19fgf_8+XU$?SP
zwRD6PGa62_5y5Zw(BE6R|4lgsTlmq$Ig|qo1mwr((MO|Twt{%3zgA%o)Edkhj1|&Y
z^6$ej^wJ(tSF$s1Hi*@uwG(6cXja`9O&N&EZca+K(pSnrQb|V*9h`$IcS-JrtX90U
zbyh6;P4$v@Sx2frt`kkYb!cDq`Dkno$EIi+<(!Q-+913Nm~79`qWkGO+pk|VF%ebD
zC;VKeKB5~Kq=$aJHv}O@JA@eKZ=)RRayZB8Bs|%P&)rIun<(w1e|AE9ZdRjJ;?%c~
z?nBah>cF!9K>Phq*s;p*pys+Az^%O|^HX^9<G#7ZgCM(B&<OCS@eU4)MWc;tY(hTg
zqRLkWncR<}d+?wp2|lon@CQU!m4tM{b`U^~ST*`=haG2+uxj*~;cl>lz^t6=S1Tr@
zk#4u$;qU}B8EQ`q4RyErTiSx!*@f|;p5C7Bj`kYHHWmqo!@c2le@zypo)CEH?v5J9
zGT74%@k+QeT$Aa}o}pNzr@LpkhG`oZh{cA725T~H@g5HQJKF<+wi?DU8icqTSgMMd
zvsgq2i1bb$y<11`@2I_7MY2^C)|J7kO5eYGJuo!M;H6&=u|dasK=of^!h=h$hbYT`
zA7Vr028cPxkOv#JlHHhvOrM#!R$c9zmg+@4`ewVA72{|VnYiy^6*Mw?TGBYi%BHbI
z`kfJ2Ag<cF%i$=cANU~_|ImrR-Z1_K(+B5^`RTm|mPb*#!IqBLuxf_^M9-p>k=A`f
za4i+h9%SmesFab`PjRKa*rqdNwUNUfH37m=r>b@vme~R6#XM&tkc4=VG1eysalgs>
zjmwF4p$=C<Iz=X{IuV#*JN*V@a9^|8JaQJtO6Sm^+Hl?t{5Z}_m>d5^XR6nc;sG4@
zwwQq}s`76-@M>}rhbcphgP6=;#wI}w8`YoZf)L<<`TfY3KHQA|Y$~1f&YkTSn+`NW
zv{XDBkNY9Ew+k)*Lf8ey#}AJMMUN*KR?kojkB=Pd?d}YPg6#^#myiyFG3{vgX%P2V
z|4_K2GZYk6h+`b2u(P|f-LFAxiSE8`V3A#&Dg>l;WN0|jHx$<(md?m<Y&6<GAZd``
zk=B;hKy$Npp*f3i%!`vH5b#<3HYSp~d%%DCd<~XtBbPY<oSSPyn*gEfn~J?SV2vNF
zSqoyMV^ot^q>FF{J#xC^;KJdn?eyvwSr;c9QCE$ju9U?@OB`jn->;cMMpWyW97@&}
zik)!4oR8|ce^ReB9HMlub|pQofu+D10$2wFg<j%XC{9>5u%>Is_DlCz-LWq~%=fjh
z<W8)Wq||>#CR^{*!#zP{?zY*UT>{|*b~xfhV^0UCIFj@$^`E()>(xhP1)w$MjJ<|a
zoZ4&n?uRtN)qcywn2ZlzLT%P``^js6q}#}ASaRGhpDwF%a`5hOFJ^PL4=lRJ-FT3K
z`OJ9IAd3*l*rd<B=>u%I(JcK4`%X9y;watI8#723n=a{?u@S=7C=XVjOo{0uLCeAY
z2h5qv-s0JzumcRU#n!Bu%`<~Xd)-c#+ZWc%)S=;t$#AGW*xI3)vPdj`w!5dRy)CF=
z!ZGP&CqynmQNy&3^hd)Wge}b)#y8&G6GrObtC`<Jy~EwTJ>l+74P%!gM}|fQBcr1=
zvl)p=(pa>6;Cs^=KI#v)_?)ihn%VSBx~x_Rm(vzoD^BKT>Ovej2y7lFO5V`_9xSQq
zZ@<LW4c|)(E@SiQpR!@@2J7g~8hiK_>#ne>_E^uK_&I5}ADO7M$A|5kN>MgX$cpBI
z09nC|QMTIX_k>M!4+>PbhkH{otXTRB%K%Y8uD|DDly35wtWiCizR?-5K#a)-QG3Sj
z)9O3h{(tqIOS^qoR!JglZ2S;p?Vl8P&Q^R3L0q=4MIRSxbOj7PGS@`|z3;C{S$c_9
zoHg%kv&3D@@0W;D`;3i|DSZePts#C?O!cjq%;g<UbhAQJQ!K)j?tAs6P|Rj+{2Q`w
zkB)qP0KG6yk2cycQZ&&;h^!mQBQGsYIuA-SVEku75V~-lbgzJ;kxc}6=i#sj(X$yl
zw4Uyb2W?inOKiVM*%?oDo|p&*eXYR`<&4E6ow1YMJslyRuS2=!Xt?(T7|WnfR1pK+
zy(8e1+kDL`qH7=wEVDCILxiGWO?&z}gQAM?kMs@qMEbhB+f{^fBzi15GB`XQR}t1&
zVq|n|xH~eeA}j;r-nO9E;ZV<!wzN*LRG~e-kSioLwz#d9`;A<w&ZGMVgl|uPQuu2(
zs~-y?N8S1k5ED_q<Ygl{Q43d^^kYaVVGf{?mg$~Pk!J7H#p<!x1n^3yrSxV%H`2*r
zBa%!z{X;$Xuk6y;?zdL889btmG2n!5&wsBBlRnjlEEX*BJ!HZp3?}BKJzg4PK|9b<
z3{^VV`=%LetmoH#f#tINdOF3Hb(X;L-1O6Lb!Y?i(Z6Aa603?gC<6x6w-0C9OAt1H
z-ATvzJ?E5L2ft7L+>e6^5=7Wf?bx%e!CHEXldv=+Vb==fvLJUj5qXu>=OO{D%nYtr
z|H^>15a<(-;~oCb8=EjU$7-{ge~Q9ravwNYD#A-~h;-@3jM?1O)O3@*57Yh(L_i0y
zIzcJ)1N7gG7nG0Yvmm8xvX~DlA8oEbU~6n_ERFg;k9UTffkE4yeieJHZG61N>j}1X
zsUk2L9JvS*5)QVgB5<su_k3q}TTs*lZ9Lp}yt@<pr=TJRJ9-9s&=?9TqNgj=*%J!4
zdo)D2w*w4lPq@XcB7y_qfu8<8*rOtvW08sB_)u(oSVh>PiLtS<q5jCICW^x&zEHs9
zbf_vZXX%MSG*Ch_D28whHnYPgSnW$b?0%zvdK_M-&j4|_g|g4Iw1Y+366tnYaS$<M
z<4Qa$8I>9IVdjMtWciKQ{ru}abi~2^t12uYa3I)hr91#xhjKQr`~)ZI)YJb_$z^Q*
z@deBLQS5~-gAF5n29~Aar=?x2o8x^KL=<3L>#-4_UQrj6OX(!eAt{xB4!}wFSeTU2
zSHKbsobu>cByj|;%miNt2N5Zt`%Z@;3SHOHELE>e2Ty`dkn3Ip`2qH>IADptx93wu
zUBIc2aN7BXe?do#+WGKa&iZKPU+J?B?xy;#tyZ9inO&eIPI%X)PH#hF?7su2<NX{H
zBrGgX=^xpLf`F&w1VYLO=5P|*+%(4+r0x|rdC+Xp2xQTLli(<%2UJ$p;l_+1v)O!5
zgLH?34oujx2r8t%b8NW7=K-UrLB@i|t{m>}47atakfXto8&Y>itG`AfkF*V^;7mS`
zMk2>Uqo;deN3*CwhC8D1LEO`<LVCm9kw~a5;BjjZ@Y?<T;m(j>yB7$XA`yt$LtYKy
z>FFAc#Rj5@eidTxA09oD7>o>#X%OpBG|<!Hak<pnO<RWgtr!9|dnYaJt?<%X1c&1(
zgpxZv^jjnS!-0C`rQ+uT+Nm6+73W^WFsWWqWHzm`R|V(@c+<3xBmOo@{w*-m`kyMG
z3{M~IQbDwY(S{WEvJVbX@Uz_-OsZ!d`yN=ryicbzoczA>GM9-3^}2fQ24$zoP#WJ`
zuP7;UP7Kzu`Z9z{uPFV)&$-Xp<$y@TkybB#qGRJmEK=7lsFYyVk&~FPYO<B#`a(dr
zj*B_{^gF`ZPG=4vl~FFLe|i#P9KSxMbJ&#UKVYW4>VxeAjpQ=$0`GQ!!vKZTgK(=?
z(v|8sOyJ6J9NFciPnYOOoqB_&1NVN11G=UILp)|qg*-C{z}NzX^cN4Zgbk4MCY6Tk
zUM)Eraowb){3F&nJ|I{d8xNW@lD8NRf!N}>pIwc8+ItgStsb{qY}e#qVCd}m(*pq1
zqL#za<n1d`q$3d2AV-I0=8krUTYOr0bhKysVjl>pzXmxJJ~`174)}a6Dntq&9_;OG
z@%aN9WUyywxW6;#_Xku+thZ-)u&W~!sOd+fCme}kAf`bA-J$-G;mAO&M}xS!I|q-A
z4@HK@RERCo7mR`~xNFgzMGD&mOoVhOkU2}lkHb|vd@~l00}~$oZmaDTM7<E_-mRzQ
z<9{UCV>{JP$6Aw9R`8^>(+5J{X0oZquw<nVNWG0JVg~z8uqw<Jn-ucv*pgtNsJn3_
zp4sLv!2s{pM3gA)^MDuD)$|3q!`_-I?4i$yD#L6Tat~H!=14PJI*XCgmwHy^Fdl~B
ze|N1g^AMQcJrIavVP@`M*u`|%$*I|=48dy`yGNWhJj?J~tSr|s1Zev}6Y>;d8%0Ra
zW8^aGEeMU)kyorBqZ#OS24`bAa1(yFr763U%lrip?!R|hGyj>-)Px-Un$L7Fro(9`
z;z{qvAjxLKB(?oGWD5Uu`qO62sRnu!6N`;FIf-MV2mVH<P`XCkVTL0<_qZ%gh-}iR
zL|54Fu$j$Pi&J&Wq25?WYqQYo4XbXseQ4^?@qw;zXH-SRj;GFDJ=PBvRO7N2-cFty
z>k4*+Rm9Qhr3=x{wm>kbB90!LI}vURw6uCv#Kh=@Xt+HP2sW#Tgmf|z?g;p51Y%qo
zle#-w{6UTF9+CQ@gI#SM9U5bnqCJrjFxfS>8yf2D8XfNK8|+sRB2bW{hvUPsgvN)5
zBH=@k4xd*;*hbm~KZv!}tsv6YxCav*A!rslTv3!}ui&&reJmwu9ioQJE<Xl7@Rxz^
z=1TpdF0F|4U5<{vrpgGFcA;?CYLfWOUX#SV)UZdB#OP7hp@HsUQZ__@243)C@ny`f
zw0_4qt;FPKIj9hWWiH|Z&CeAf{Jsb?F$8ehFyr*=u!@P@gQb`;q3P*vmQFWp;7W5o
zHt4&j{vQ?f!bSVeKQ6m$k*2&XuXIN%*2ZdAp5ki*nsD_gaKw!G8Sm#jdc30ED>Pbk
z`H<Z%MMYCnw2a=Q*=$}nv8nklbTc-q)o%S8#<J45)Bqxj(r<xTFgE0M9t5w{e4r6~
z8^^@-e#`{1TBWpKw;pyjm3}UMZU(x5a^19F;mSqPX)%MDHaDuw_w(+s*I@y>ZPl1)
z&)`5u!0GU`#Z*K`_r#H7y*<&xCsagl^z`Jl$)m@PY65*|`by&UNeIg|aXmSAOBx*R
z>JDqdc>4BRvG!1?)$33ZQ`eIN!C){T*ffz(z1|xPw0ImAja8pNI}~gMfLS}o=_BKz
zP*A8LUOzq@?+*w4qI!<>p+s~r-qo6U<^8-jHrN;M3wI6lsCpWV4MxWkiMTYX$#yIn
zJvufR3QOwgTq9v$7hKN~R1x+u(dMwhTeqvSZHo#xc?VQ=U-154VldNeb>JvICsOI(
zV$)9~6Lovk&u_A3eQX8^SEoCCtkV<m8I&O<I<ku^S=bN)8t)O%fnz>>bT?Z7ysk`!
z4=FQ8_v&eutN*EvN#0_blj>VpspKbmoZnP@GaH>Xh`M_?o*C598gUqgu<>#Lf`1IC
zbl>45ss}41BeRES%R=^gbxW|x1=)1&*gjPQQHenM^;loF&dUyTuoja#s`{m36TBF^
z-QloX)E9>GiMwp-7eXHF2sW4(8#v-*y$VY_n0S2%OzsVj&}d!+(~yaJ+y@(<z7Cdw
z6NQ5ZM;J3IT9D|%+iu*i1Q}@%Q!~h^6oQW%_F9{8aNnhV-2U-c&~0;g+ck;o96xb%
zEZlqO^~>tV?UqhVUmu&ga&<~YM2{R9OC3F*JnB~w6Ei0}q|u2)t0r&Lx6ZVN1_s(4
z>L5n((&Dl9U{9#oQbXJw1A^iQ=dH=?TSvkz?IPT}ia0TQG8SwVK?hY4I(PNtiMBRR
zY06tXmz*5y47E6{=9?<`#AKwmJ?L}W)YD0$iAW^e*4fpfjbOxM@hIq-6jKqwp~U!+
zBZr5FG^zGR2iga_f}*ESMYzX&4gtQ1RUMz0aUF75Eg8u_V~YZ>miRz}|Jg9BTv`4J
zn8_Aa+I|mCgmV%X!Xj(>xH3R6Jj7N@-GhM44nn<$lbnGxDg;<1sll&H@OvzJ79f4w
z&XFg+{nqks%qYP^$GTTI%N_tu+M?9b@nN}eX>Wj*!PvHXbzcIdwBk4=Gt6FHOvlD%
zhbVp4#{Dbv!<4yjOjs@H!LX-%n2iuOsPUR!DQ#?^`*9#2EIQS-Yw;zHYSpn62aF-9
z4oA{H$0*+c;_I*|@@%q7u8`f4fe`UaCno#xUV0b%x3uU-TwLi#aLxcuC#2b$EilCG
zUXyv<Icc#p9$aH7F8ZYbjy&>y76OR?8*6TAJg+2SBsvA;5Eh%DCSgd2hJ7}R!_yH{
z(=>WcUpO`p9z1+*Rz-B3n|brv<hkoNud9gRGe<AIb22%5re8%Idc8k(>DZ~mtrit=
z>}+3KJl^Ls?^hAi7l(rVeLm}f{R$#|=}J#qUxzc32kE=s+u9k#1Xm^5=CkA1huXtF
zTz#dUZt9XW5ca~uH7Tb{pT9P7ywh)oqdz<M=9xriyBjo8dBXJMx$}LYP)o_>EhY|6
z0268N47$`a504H@eS-thSg(5K-r<o$qZ3CCjgP7~8X6vnMEd)>dJ`%lINB}<PKQGX
zs|eqiU}LL@oC+f3K16u%1p_!#=JL92;&&jAMh`8u<LJ4P7h=G59AIjnfmN+<0S>(P
zzfe<N2v)>Y#uT(^;vzeQ4uUxDZlzgZ6kyc{@h_I>j8kUc+F9vtOgwP=bf5<qVZ}Mn
z123flTWuJ_bL~Bkwz|P&rE6U2k&o3acCy8dmeS9Bn6H=BZjl-BqMA@c@9F7%o>L~2
z=r{G>r`jmTnu2V|8174{Xsq7yFz5(XfjUe|x#?q6q{EkP$BZ|J9g7-^Rtp+ucv&Hb
zRpNtmI8VoZr{(pO=nO7AG202AhBw)Os@XC>_nKVsogu54{M^$JSjV+J|G`s?x!DS>
zCYwWfhT_?Xi!DhMgX-bMGbj6+A=2^nCX|OMCQhFp3x$S`T$<G&L+5Y2ow|7aR`$LM
z8NPHiy?EoTTeq%hknyu8ufKKS%#op16*6^X;Ka<KKA%my&*Is5$IwUzYL^PRFxcJO
zEnvE}3Q1p<y1GNQM$7`7Io#0^#Ek6&%8*O(+{rNPz&sl5gcnbT`-3**_{s^>Gc&{S
zc83{X;hEIo!LY|l4Bq1Lix7H-M7!DiGxfm3r^h2bU9iup-pQd8@u7jizTu%Z?cDKk
zDLRrEJ3KL}LL#w5e4uYAHa?+2I-|o7JP1NyNQH!>K?kn)vo>qb(>fyH05e2jbKX%0
zTb1f_yTT(Ua3PD^=6tq`aqTA@)mykWCE<fEF&S4+!D{{eDW|4uXubAuqG}g+QH6k~
z{{yK(*i3LMtxMK^2m6|>{f>=_$1Jte<FuYm$=t!Ajw!U74b~A3ExKNp=1L}yo>H8=
zqF+;NiNZ>$NPc<`bcqk>v(#z*p^lvy%O-<*8F1A@y$9U^Jcjzp=@$Yg-SpF^ZV=TU
z_;hJ-8MK`%g}gMjAJb;khsSWYm~z={4hQ_-I-};T9JO1l@cQg_i<Y+%v7@@!2^g^s
zyUJuVxT*b1$!X7A^cK5-l;i40oA5*BIAO#U^Tiwx2dQaI=UUKI**tAsTI$oyxL`G#
z?JXnY8s>Vk*KM_X+Rt9pFqf{KkF|D6$L4O-&Xc@-dnR@L?FV->%-PgCAHJ8%E`9jE
zhB<XE_12Bl%*>4|8fNmu<m*R=Iy=IF8fG*q_4!?Pt3}16PxpmGK8Gb!?=7ARhXXEj
zR!vD2KHb^lvo|$?4ruTT{b4`s!D`EwVjV$yV-qf)oSo<h+04?4FP%Ek)d_(G`0e7^
z6MfxY8=TD|s7Ys2X9l~%9t<*ScX&C`7wc~WMyK83R5H;gC58q&0~+SoslncOV)XFX
zn1)G!8;Qk64j(_EVFrg1L#-{omcH6s?He2hr(m<WwB)sPXMc;}uv$txyffh#$N&)M
zxfaQ8!?j?(W_J*4Fz*osn|;yFm4e{$chO28H$#;)!6$oZ9jB!UvN8;O5XVwfp};Jk
zcrA^PjTqBfis2x#_rN~uD-&iL=!fgsVuNp<u#rRbFFL<&v7W8PvXFmb3@hVAYNh|K
zUM<ZGVI^j9T*jMFv&!iD4{7B`+C^{%9ZrBL8dw4JJGfLk<2e~Urgno~;HZus&eMqt
zbey)oqUu@nG|ty<b*LEw5bZJU?#C58#a|EG(au;M7F96ZKkm`}t<zCz5R2Ik%u+#(
z(h?hQwc71Sr-Yi+-DtDJ?+#a+RMUd61N6%sjGxgk3sJY-=4?%zO=*~=vq7iL(S7mu
z6%BLeorK>d4qSM*hPj=)Hrg@x`pFM#nsW2@-J2I~ymRftw>3=i%I$aG&EL;`yrf}X
zpPIh*=B+nwzqh1e4i5}P2O>igXO3tX98(bmm*{hA@)K?IGWpr*b;p94R;QVCiRqCR
z7jltO)H`#ytr@dk{FBEzz3{dJbEgJ^b{x&~&CN*dg4s;o@)c*}VG$R9S}ZSArMMz>
z1#N7XcA<+$2im=M3+mAM=|oq5J7)f9DtZ2_)Eyli>I-_bdp|ST(-|F|IC<=tcJGsi
zdIu6C$4;NUtYHpG!|{=U{>agD8fIX0JQfKyyMj>-6CRFth6J0%?)x6o?GxdVt=c;%
z4jl7=>4XP%YnX7<!4|t)MHS=r_^2;r6;+869QIeZaNMVInJB?k-L@9ZL#)?>NKzlu
zD65Z_I9m6RQ&S9Cg2x__e!*Op>Th(|LW=`l<6z_9i)_fKu1vZAUG+ev4{$M&cK#>l
zK&$<%Zv@V>htTt+tr)1l#~Su2OV&C#0$Q>NF2&8MiIMc{&zO2X#iHhZr?qq-$cCpL
z1yHjkL0Li^^3%IG<m2+Gg`a75AD6l1O_!Fu;4;ieHJ;oJ;KE<C&H6~E_?zF&1=;$4
zw_o))#ox?!I6-N|=vgh7@@H@Mh=Sl7y77UAdH-f4;A@Rt{^%18v#=2FXdgP8{d7^o
zTz@bl^~En_KfRz~ZvN!mi{po`z4PN^8s;te<An=vJa|(+uVGFm=N1+|`r!6QcQj1b
z@Zs~<-@cj6-`6mHU$8S0ADK>`(=cwk!{rjhwvM2RX>fgcI0l|lO@k7?*@@AeNi27w
zNplAsX^5dd_RMt&Y;cP6xd%PCRCbrAInf~v<Lvj$@c}m*0H3=!<ioZ9yL{=ZL#+@+
znKS>VH=P>k_t-6rfn7W@8g6N}OC|_l#-ow=a8H})_zyaTJH0;A(|`2%=`%;78eJUi
ziA)?mo4QhCloO+o=){rZCsK1NWav<Q{OFPH;Am2V^c*^N^ysi?_Z(FrW0RAkqhY7T
zF`_{ZpG$Of_#IaJhzg0H3<)mK5c?4g5*c!{c*S`_fe3z4O2(|>DebK};;S*6Z${OR
zk{R_w)M%hiT9~w2wUh!~374~%{uJmBkggqj&arrxWwGrQfo9`~Nu7vI6<Icu3oW~n
z5kS9HT89G{`~$BZhozuNTq^~w3_YM8W|BTE%~jW?;*^5W+WhCY0#3~up4PK@wGyGv
z_Nj5V$yP>Pz&5^A$w|ScEI>vZ*wlbD4zw=HW#01Bb&f3!{5Fj#&&4OJF{kAK<{EXf
z)uDg=^lvY^(Ii@J>cX$z{bm-3l-cSZR2P2zs&K2%<81DK<3kmZe{^Re(tT)Q^;at5
zosZu-fA+%LpZqGXBCh0SuiVNmW`FjMin#vX(w*F$w-!D=ts>r8{>4wySJU@DJgg#4
zz4Kn~dip1e`Kv0z-#c<_Cj0SS`9p01nnP$EICOsQ?Kf2f7<PxN+27l*E>WY4cQ05i
z5P7K!)CT{VKKpa^RWkEt6!)2zUc+~}&xWsMhsWf4Dx%`-_mzX3v`Z9vgvD`IN_{jy
zF;`riJ07;dg|L45*&Y|Jx$@7Q8-!TMjK=L$wA16XSu!r~=abRlq5hE9WwZPv8#62(
z9~_#PK6x}&8~L9Y>K{FK;mVb>N42?uk;w3gb5~~HnNtxX<HO^}Qm2ljZmNip@$plq
zFGpJ=S5(B*$&=HUE<^->QXA5}bnfKo6WxxMSru{o@`?VQkZ23uQW3|`4tUU+hHj~d
z_<)c3l|c>B+RP>fZAX_BgnlU=vmLpmWzP-on6a2`UF!5PL?x4;VcN0}mOk)z9^`C)
zcDT0e<KAvo-}M`g(ngK8VP2hDIr{qrB7)U2{8Ow?$_Btli=n)ed!%xI8!jxsMWA*Z
z55qol=vK%OS4#PH(GD)-YQbU=tb`$@5A>WyvxZ@3ETE$%Yy*tPK|rJ~_qYC!Dut8u
zY~(<xAw9?HKVSlC@k9BjtC8ax_FGgRSA6=V++)X*91hJse_8zXX%T2x@Q7xgS3mvb
z)p$qesq8N`O#Z`97j9g6`&YmHnTA=+zJK@qkMhf(q&3W)J9lpX_-F6Fm3u?Oy!XLk
z`qTIB-p(G;FxTae<p*!eA3hk@FrAav-hAWZUw{0Q+Zx6q_&QG9|778l2O6favB~D^
zJAC}~sD^38`3IX*6a^JyYJ8P(nln4Rrp7q$G)sHEI7BFspwpTmEm(0H*zi6xHh_K2
zL%%qP1MU0W>#yMee7a33Sp$mV?sYx0a2b=w9T#;r*3)S$08tnCW8OQL=n!m-mK8@M
z;h^Zm(kAM%isI-%;@H?=7-Uhq>(QRk^Rt)FAL-S+T=CFAY-;xA%^MddG|b^>>{RmY
zx$D<z9`$&9EP3tr<<pbrHO!e)r`~+~t#i@QnukAgJvsOG&B=}<HO%Q-moHs9)9X8#
zs(I!&&W#Op2*OlS!%R&d4gnu@PS-sAc%;n@WJb7tRl~HqnJ$U9=2VQy@r`-XB3?M5
z&YVHm0(L5_C3Way2QiuYfXMV<M{TJAu9Il=V^X8!@#?>I;_5?ImU^dGmt_l2_gkJd
z))FYmUY3K9si%LS+BtMFJNAIYBC6Psv7{`L8FsRfvZt(+2CGaBDwV}0iasoyqKC6N
zlte}v1wIuI;`(hcg$5ijPI~D233}hHEvYCbPW9PMJ9ilOHfedFAO7OOkPQp-IJ8{R
zCx83d^^n`?4j$GpPk;K$#WzokUs(K=hAH0vcyakB`QQHbryAy$i|^k2;Ny3f-@Bq=
ze)fKD?*9FEZrvEuF!w)w@15-Jw{N}Kr(wny9=!eb-H+dU`;dkax{sf|{mWl{`s1{Q
zX|y=~#~1Iu^U*sR23J7{p`O85Eti(1_*ihPLd8&t$GQhC@S?#W3XP5ApE(i*Wy$`M
z&GA1W7=!*o0kiyodM{X{w*5^w%~~f47W42<RtCqu&i*#JX^<m+pY9bd5AcaW8@%=Z
zMA_+^!!9i4zDJxK3<`Fj!s+-xe>fnzN>{w;;o%e0rw{dD?dqX{)7S6ZI4OlhHw33T
zvb#7EIsWFIg{#wty3{)@9+QsVzH{s9)z?SeM8TXscVRI*cQ$$csD`<)IG4`dnmm2^
zh=#fN;O5<>8;6d(c}&BcS-f%c>Zx%2&B@w%ZqJ>UI$hmw)G%jf&P2igb-Xd9VUG8Q
zy`T@hH!f?Kkl;iG>3=J!V(3#BXhiT-r;0Gy?j4x4I7C}B*#X<Tuxxs!7v69k%Wx<i
z<T3|*ba)SrjQvNl3m`ja<_G9Qv;#1?Z3Oc;bd6l;sHppL3Ky9hu-~=AONT(@Q+|E4
z9!snnUU6)kPAPS5vV8}e4xh=IrCOzHTusP^sQp;!+G>;Z9$nPQ=3r`tuAR33sAo4~
zvX)L^zs5(+j>bJYs;e_yB}VvRXL0E4WQ&>K!yT}A)jfBAy8L=rusJ=0+MdsfpWV58
z=Fo|&KhgF)`Q@X<U$1`po8J|+J-_|*qqpQoAOHF%H?%$ZUwrgVF8g-+ElJz+`X`?(
zzW3HUcT!#2p5U3gx88gA#}BR^()QRq!;|^d!l&=w*Y<!rXqj1>d+(z=wLMKuR!=B2
z9PQBdV4@LFLx;nv?rCVEE);cVqeMcw>|PwNKhRX>xGLERzZ)qwFERSDY*YC)PJJ2l
z$rnzWWcInumhbA6HS~3Cy6F{iQ=g#(4g`G6t2iC$=TelN$RyA~r<J(94Xp&b9eU@a
z4$*;Q=)QE~@W^17*MSY02995OV`c=D#^R^D;kdfuz}WTl+m}YdUWcgMQZaG#YWD3b
zXHE?G{6xW=yf*vb&c)NIsX+~M?Y+An+`n+@+Qp+9=7#*<hwmj{PtF|IFjqf#@P78n
zu}jHg8YcPvyZ5i1>OGe_p<!mS+3Sf;&*Zr&4RiU@g|UFse)8f44Kvjp_JQ*}bNh;l
z5!ziDS1fUDKzqr~FAXtIyIuVmGyzkH4|?fc_K$8aOGNkhaESuA3D%PlUMd)#(hgjs
z%Tj`HMa2$ZU5Up!c=Rd6hiq9Vh9AGwF-6qf+v~)oLxR<YxuhXhFPmJ!#S56F{=X<!
zXRT)-&dB}_zM<1c?`0XQD&w+nw&1RgaH=(891FsIEDQo1tR(nwaalthwvK)6H>y3b
zxJ7frPMu-*0nKJ~96J>j8cqAHKFwxKzx&bj>4A=p;VT;E?r(l|>&Nfkx%*L3!z`}-
zY~j=5uZwHH)G%ir{rH^^A1y!1U)M0<8z0_z|AGA8jWG=)^j%x}@rTPx$wL~(<_KT<
z^>2Rt@tr#w2AFW?-H$$cwETgFfsokVF>qx1^oWMRp;n7s^fWtF4D%OzIn{dzjZN6;
zt<F2wgj5LFm9Gx-w=fY~N%9{GbGR-QUUl|0?hVBa>@#Qn6u#uD(^l&DH<-%{n3mwS
zn4dL4T<0-4a9z00C$tLRvhl|`sXHh-aE(`bY-%dr)@;Kekobk$R}OXKP?GwYi{q)K
zw=W*;4Z3YL+kWRx_WJ9`4uwVSd2W83`{3=#v&o484U_)l<BxNbCofDM)i7x}pMNlO
z^2}t-{-;0sNM5*lYUXs!{@?ycevq0<BqvX4m^X9pzB$nuN=?sbm^WrFO|%N)t=n&C
zm{WZ{Eq06Z%9WUg=@MLa2tvbc4(<Jx&d`x9?fvS~zhtY~GCZ)=J}*s&A-eVBoFYi$
zf6|WNu$+<R&!4m-1S@HiIxqbim86|D$(EwDa*%7G>Oq*b6r}5WS;+n5zoMhO=H+oh
zoBR!n*Rw9}4dp7jFWa3qV)AOWv?1uoO#0|IJl@Iwq+Wa7iNu<YV7*6Ak>A$<K^FYc
zX{&u8AV07dXMFZ*48`matOvLqJGmx}p}2daL7&5Han=?thR$7?I5{>vn7F24I_K`p
z-hZ%^ey^Zmg2{!2<zIjH*=mh>xnrr^^3T?O_33>L<M58X_lr+|mB0UnhOygySJ!@5
z{3N|pTaan7c0XAC-RduXQCpA+I?+4*!G{mts;vkzH<@j%M-Rn&H4IM3TLiyHbZKAV
zyAqfAZJ@z?AKpmBGlx-$#hfwwOif>OAZul;6MVs<35Ow7y=XR@V@4dZ(#8H69ka=T
z{sSwrjW*TZak@h3YZ_lOnTP%_FqN6V^RUdX9UfXj(qXn*f2jzV+vmhu+WS0n1L2@x
zvw?e`J32WL7M-NYSA6}(8%KItTy~p9m8Ih42TRu`qamNuTC+$$e*gZpqle>dq9(;3
zd?L&59651vv|qz~l+Ma`&m5aNT4P=xEiAl$<I?M=j-Avn?|ty#{-ui-&rP1uFbnxl
za>-MtQs-(Kb2Izl-4ne->033+cH?sDRI3oYJ5#f4=VN_AyG4k$xKzyCkWav2(I5KK
zK8)|p7R-JA&V|cFeJ0x%jo5TSH?)I^W(;$?MXaYi2J)_~1J=cSte|%35N0^Pp=nh;
z&C!}xN%c-kMuyYHO-?J=yZu(Iqz#dY0qlQRWaWTeeq8*VsRyS38u=Rc8|AC&hIqyW
zVjM0iy`<@wlF+(%lgo5@acUmo8`X788g}k9*cs>Ji@SMKJvtU*P)7qBz}1*`f;-ZN
zql*VXv>NyA+1t>hLd=5KEjWPA1T=^>(AhN@>FpajtwQX<{v(%WuU~)bBMoBngwLfv
z`RPv!pQ#X=%QyYe>TiGd+rO?s?1J>(-#z`?-~390*lfNFzx{_NYsDG_Tw`nY%fI{E
zq6UFT*n09O`S<VEAUH8Gn3_JW%~M-Zp#uFKEusd&`F{xF9aeR=J8fxV3M2)*4Q9$J
zxS5)w7~6SR?gGw-z)5h@1U|Xt9&3KqV0l`H_33p(e~Bq^Zj0qRENrJNGU@fQ${NID
zGJmm?BYp6B{+>Rdd#(6&8U(=+GjXM6Z@Q}mJdX_r0Mf?~_4x$5P1@xx&fYi|ZTC9u
zHtV*MK$3fZA$hnL)W)W!n0)x&-8(a5iGiS7O)*)zd?kBjYVyRWRyt+r!lif4zdm*9
z<S7;L!Q$<=Po6$|=Imt^@xJ`gg9|gs3p1Bh#NGFQlD~TT-0kaERm82O57NiF#}_Xg
zRT0-`uT2Jp_C#y5nv*kgbiik~I!LouJlsCw;*`t;A>`7zxXd9hT~adtmu@i;eG0)f
zxA%Wgl0shDXt_sA7kRap*6sX0U4;H2ss5t-W*8USvZbspCHrcxw+_pTVS<Z;<&LmQ
zD|$89$j)L#d)-iylScf8GQ=24o`-J8jO)08<>|EQ*%=pB&!*I<+|pj9hW44$ggi1Y
zEQo6HY_TYm<NPXx4c3TgBOpDG$Yw*TpmcqHC>oOG35oU4Sr%VbUM?H5BI`4fl@s#T
z3fanUV7HQ$>U4RtAkDI_F2(GMG_gv|5^J-yPO@9lrlC-f<t*EL7?I$&tQ5dLuj^|O
zsW2O<<O>CMsGOJb8)bQ;%o=$mtJs}(i;r)x#(<GXWXrHtNwMaC2^kx3P3Lp0X&^T3
zT9Je)rFkkgDI;)i+pLu=cKJ?LDizlFyST#solFwE-eiJQk}=|cL{?TRN!-0en!h5j
zl}sW8djz__BG?UfWo2tc>3z1&8neR%x7ay~*p6Wf+hHg0{MhDBhCf@%^WdKd{+~6>
zi;@}a8iw89gsrWt-We$okFb?^MrP#17VEIrAh97fZ*e}pU9IBdZ!NJ-(dKY9w=Gp8
z5w&ylG|#UVa=aA5Zhc=><mwAE+`x83Y4sE5rT8jul;>Ha8B(q0W)qbK$~wkuZI^jc
zHA$u_ZoPb-B#FXAfv~Tf5)I4ciFl4oum)bs57!9Utj@EhRnl`qReC`dQuvb7{MLqO
zf}?caB5x9Nl8n80GNk!OkHs8z*<67bdd^tJZZ05`kLL5(w*p=o_SynrNWd1M-XGxu
zVhal_q`g=NuR&(*oEqd9E1jBVT?4n|MdF%=Z;DMU^wcD)O>1P<&l8T13=`LXi@!&(
zeGE3uR>~3=S+6wqL6p+TCi&G4r!4LC!igjJ;XsAccnkPdfO^Mt<GA(T;L&DXM(2!R
zcihN#uQA2?QirjTQlk_rDa$gJE6|blnAvPROaeu7WmZU`ZY?CRlUE@(O^C=Zu--p1
zPoBSwOyu%erG+wYct|9kXT5(+!~iewWkBhOO~gP#mI@oJzi%M5lHb^@3SlNto68k>
zyC4~+l%DeOhbz?rK&O*zGcSPxJ$}5h%o=17Ig*#=H^mg|hFp{?u*nw;71n&vkc?FG
z8&fM;c5lmojZ~#@mFZ6kK9szY*w|zZ4Ff3epeHL#@snGi1xY!;x_uW{U@KXX<w_EJ
zRKgE|mooNwLlI0QRw|VM{8mu}Hi3E=sK`m&UI+c$LM<Z!kUJ4R0rpZ}DN*lNGV8{S
zf0Rz@GHVco9X#<GGWI~n2G2^*C{QTGD_4Ne&RXLowqToPcod!pcDE+YrijF+L0BSc
zqp{pJwpmBbWG`;2nk#^<i7-8V1hHrWKAnV(H`h&qkx$H*c}ZzexXH_c(JVinU>2&(
zPY~1NikW8}-*Sa%IiAbSo0#3H7Pe57b4tr>nFOXcC&<PGvsV@AC3d@*6~kJqNl9KM
z1@<kH6>NDny<KIJ5h471A;OeMOvm{N>;W%v-t>#d+o)QE_s&f5phOws7bdDvj*TN0
zC^lr`ybby9>YZB>?}5iBPVD|jV|5|yFckp%ljFFkPQdtb1c+WeE)8<ZrFuVW*NJZ(
z1-U|;xEL-=xFPr#q4W#v`{vWd@CrM;4UzOtxB`b{0(3+7U!&sKG0FlysCI28uZ1Eq
z=sNsz(@Arr<txgItbc<9|4qQxpk`ShQwF1?cnrgo%$IqvU81tNuvthXw*u@XuNxN#
zS<YrfS#3mFnU?tHf#g<IY2mq*O(o_0G&6hR=1VaNUvi!~w<+>aUa6Ml1=hK5p^y!1
z<$2jCD_y$4B5rR=DfV^XRfAgPQWBH#a_V`aD)FW%hTJv;wj$L?A%{(8(_0TK*pcVe
z4$nHN@D)@C0!E9tUs1BQmIM(7k(aer6-C2K><<fjUc$@#pK)&rTYI7grBs83+oU4D
ze3=4+WzdnIU~?1PR$3M{6;V3~=+#SEE%z>wvw=z=5KtOMn6^r$N$_xg+<b+=6_RQL
zmvn?R4P5CWW~@3L*?QJ!N*rp2pIkK7#AW!FG`1K5cUCfrX|MyRQqpVQ^fnlXh|D^O
zZt_w-f_}$alud+}*jAciuTQ#K<-zw<tL)1a9xw3XsyvZHWm(T{<|a&nSxhMn`*PAW
zzY*V*ssj6Rn>=4A^V>YrtCekjvoHa0rb%c4b5j+`z+BW?V1+EqRuU78qy)%DO5k&a
z2>Uu)xz$-7@0i)R!V77-${Yl4&GRO7HVJHg-aHqU<6!fFxuq9!(=szI-gI??b&tn6
zD*{duD=Q0y>ND1*wg?Z&I%aQeWoWahT6Q|+j0?xv@NXZL1ZCwjk41UEBSIaPeb9Tc
zoGDg~DmhV2eBjr1f=}T+x-U64I`%aOT+I)!|NnOKyQnv9G#VgaLCcdihEuCktJP<%
z;#ZWI7vuuJK^`hLks3uImrsfhm3Dk7lk}Xd1r$DFFuy2QvMI8qm^Op>xB#LUk*3)u
zP=M;gmkEhy{rC)1g@ge-N-n1;lT2Q&f#}Cs>q$|N3@^9x1@`rdQ&sY?BImaY+lu<g
z%b;`le1x^E<WnMSRh5sB$gMpm$j?|4(9MWJW*wKA``DKGzzT?8GQhaU!&HTdCo^@1
z<p6Ll;AikmGbtJVO-%kGI3A#5;7MKrxj>=@zDPzn6z9PFu@m{gM<{w#k+EYZd}i<<
zl>nZ}15N-v79l&tB4Y=zwZa;EM$kL3md5}SBGoeQRJm0Z4IuoFiAs7Kd*|k>8Kd{B
z9G}nQLu2<<{0<9`bMff{x(+6%hN%~_#OHWs$Ez|)@kCmXS<^}0L<;gOG0i{5t?8T;
zpD#~LZ!=^fULd&~Kfx=~zP(K*7KD@{?b1pl2ZmCJv)BG|Wovb6gG{p*JqMP3Y9e2<
z`_l0Vsjw|?l^ovmyqwCx{blxnILpRqMy<T*gh7z-pB%6?nP*DD<Tzc~<ReT$ypIag
zc@%Itf)s579uk|vQ*T2di@9B1L5h?PI=9MZPrAyQkZnmiq)|u~WGs|?ZwH$h8RV(K
z#66{guEfy<R-zUKG#0Gf57va{eVD2FXHFkD2rP5JjgSy1!0JA5FHV|i6^j&`$r%jh
z)s5F^Gj361ctLHeYM|5*77Dz)j33v)uWm{&A7YgfP>GF7RwnFtBQPQUIRSnx77cuA
zo-9`qiUT(qAWB(F5m_-&ym6{p%?4H?d1ceQ%43^3Swi3cf>cBz%XyVF7{$bfEUmx}
zMNIf9xge!hKv<M*^MVw~f)haLY)((T$W@k;*sD2BOxw%P3CX<X{c1B#3~~}xfVH5W
zlM>4ku%~)o@wsSVGM`MMaEc=Ea#RQAgTTI{D@ii75#UgFs8T7_i}Y2;45&i@#XgN@
z5A=cT@fNG_O;I5N0aTiNgh@S92b#6apg!TdFjc8>5><t%3D|e|m_!h1EEuXrN&{f?
z^QZ-p%x-U*-+<sFU&VDKDN`XA&q4gb$I#|47{DbbsxKB+l{YBQ6N7;YjJ~XI6Dcmp
zRbHA_Vx?R@2WC6YKUP>!AvZB4S43Hn^nBs53?C<sHjR+Sh6z%rvX7RQs{v_tyDIJR
z&c&+<L#~<`^QFs?!U9AUMDI;+Y?~fq%vJAA=Xf#4?1Q&hSV$E>IDzIf=Om}*m2g33
zji^asT8Ta2a_*^(^Z||t9zouI<-mT+>4|)Vby?Q=OpzrQo2K0c%MOCxkjIGqppRyq
z&O`~_hSHN6nOB5%U|%sDT&bS}wgiHl)w#I{@uHx|NjnJo|5_KLPBTchZi!D5ViXkd
zLNZH@<_g+r-5uSGA-u{nI&Lr+2sN+HuPoz>F&Zeu3X(x_qTntJyqrs|RoKgiEfCVY
z;iVD}z$fBUn-xC5Oo`FRn`I(N0XP!3jN#Qd|1!y94&EHD@YxDcLInUyvsDo|yK+{e
z8Msg?nOspe0b5=U5NvbnNvCA#Askm~5ZBG(>L!tr$Z@hjqo)?+X)yp4A1{!QCkW5t
zZq$u<JTJoe27#vQNIDRBzFdJ{sCOQp1_FU&$W?&)2Lhlfs1wXgVoZ=oCKZ(ctG<$8
zj)56l5aUDw1Rk5Nf)k$EN&-hhpN{4q2o{S7fbT>Soh;{}ZWON2+)$-0&Xsk&s4MZf
z3)N^l&w6ZUEZ(p94SsuD$`_^!in*UkJf1I;++!9}6lF6ttXB91!kRyCnxw}N83T!7
z27Y6j<f=J7$H;#mvYjhb=T|BF4i8uIxt!4`D_?hQC6N>4LSdT)TNSc3Zv-rh>Wf<`
zP)UsW(Y^dA@^X41&M24%VnlE)Xsa2S$rq{uh-%cAmiW~&h;#-NVf%#yCSN88y>lCM
z0^{3yU%Iebz@Z9wF|Wuf@HT7(AE^=4NlK8Z2iyWg5Ma1H0-yiZiR=g1Miw&-y{2iL
zksa}wwxvew>?2V6ii?3veo0-lv{$#2=>Nfi!8z8BiDF@x`WZCf^e%B3SY6>3dXHe<
zJiPvcG=T$LZtgCYV<r2HW!&`O^tm`fn%xFNmN<=ZqxcobIgU~p7B-YGfpQOL4V%#Y
z&w;BTyg{|+29Rt?O7JXLz(4RxKq|2PJ7}0FOfRQUE_kCTN3yEJHyC+?F+4A?A@}%-
z=fP#fAHGa#cAtlnRH}x6s$@JI`&gDLNp;g`oSImcSwy@JS2wQ~c#unGxZprZ2I>;?
zJ^~e!<Jkb3cd;l+KyXr^4@|NvFN7Qf!j&YGkHSP*PNC^vVF6$zV8Ed$)S^eryoetQ
zEw(tf7QjA;CBc^_*miVlrNnzp^3X9S>{DC-cJHkO2yLFpD^9+ph{GWmKd{$mlClBJ
z*DmJS7!~@6C5);qG&;yhU=8yTEPXNvrc?rs1I$Otm*5U3;yk}yh;PobQKCxXadlo=
zFz}-4pDA!ozRW_Y!sExL@&>Sah9ui$dy6N+DtpeCkpe%xx|*u6AXtt}PZUxq9wGuf
zXOiDs-P|llOe<cBxp{uNfY*n2w+zCZ$LO8C;Yunl6HwP?Q1wdQur0Huja#IOtPRUb
zZ1ED0D$xOknos4?;MaR6w*^y`m;$lsFz9Q`BwQ$x;R3}4sVXZ&PB9&JuZ~ApD2&4d
z&BDTVxeh3fH$9tY15NNx`fdFjunn-#W#YyR(ueh;0Iz`PcVMESQ=o=tbxva%JsP|h
z&=dG?kzh-86CJ7NvOu*^J<zBVuhX!^w}3l%Ot}Q{JB>q_zeVOiq#-EKHF%qi#wQKn
zrbM^Vcvt5(tSbG08zAJ05%Xh}m7qYvJuQ?W$b{?sJCH$2%`YUi)foB+_%AH4C?TSN
zs?|TW`CM(2gTKQ6DjQm(Q6ruZv}J2qL-2Tw)Wq|YhQJ+sWjp&)MHo>H&2nW~uAKv}
z8ZL{efY#0wHS>l1P!6aF+!5xVKd)#A)Z7XL4;2-WHXuNHjvv4*iZ8bKK+NI!JF@VC
z<d##|oc%vnBIMcfG$=A^2}H;{b>ssPoE2!(3TvveKfS_>*s{Hy?1xP<2T){VQ{G1}
z;U8=`=?844slJ$CG#SGcZ9U!B^_=ALo2pNplfa?^TJhvOQh+TCP1Jc!H;O7()_Fk1
z!d$EyOBKzqxLTblHc9KdCNZSevIH@Rs6yzKD=1ll+#?>sV;%_k<92naCd97`R2CAo
zMV9bgC3$nBFukeFC_IuLn<l17ft2kmm5?t=8*mm=K@JP*jL{ajBCtf#DzBX+87R!p
zzmVrAOe#baC*&6s{6?V$dAJNA;568Pyb4(pt0t0%yRWK{xtCIMY9fNEH$a$Wa5514
zrt>7XiDOgXjrbL*jLs|s|CARt;8m3V#G5V<aT_!VGZm&^n3RUAu?-r}a4p4&)om7p
zMP#KUeflv5n2{~g>@`u!IgMEU-#{~5o6)E&A5I%62tK7__1<|3IshW~52%Gg+JJvR
z&coRFXojgFSYiFQJpFqI8~V6QoHPymjjY#)DEte@v$z}|m;=d%<Dw=u_q9{-;|@62
z9SCn&Lt;EJm{PBv&|c6zr9ER2k7BnXsqOqE?hN{?1+~Ae(HJ96@=A}@QfI(im`(py
z!M#G9VXCa^ssYafnnbF~c}&JKIb@uYWM!}iR|gyTN{&~%hoYha0hFr-wZAB6C1_@9
zLYBTCEHWpghcDIRiD@Rq2Y6XK9v;m+D;b^#wBzBAoC|<+QxTy0;^RCI>ZTyl260N*
z04nn*-lAES<Agj1r>3+3{Ix8XS01j(qy{#{Bg<=YvXeAnwtgYG%oK5JMa|ZKPCysY
zl_k`Cei7IywzpnMs9kYz69`>N^6JxXIJeeK;yPi&wh<hNRvJ1?0<EcLNZ>PYS!@_{
zYeiiPFJa^k=AZYO^7l<4kT$<qWb~?<FKk!Ueh}NZwZYF9a%|3S-=mEjxCr>rFFFZ!
zYWu6la$<psRlcyGbigQrzk898_-(1&r63a01d;f1Zi815xoWjMA<U9WRYCkTB^Blg
z<&6>p9C#$f=X2ym;_+;^(h16t;tR7ppDUNuUQt<5e#~#=_~~i2R}?Rj7Zqfu+iH)$
zmurEkO^DFIJXXb*B7qQ&hj2-fDIbwI(92476~_oT-%LaThM95t(%aJ%hs!b?sAAy-
zvH+lXbEHy$of7p427}JlV0>UlR|eL`py-iNBTdXz7}>TS$A9e{hNniOZVwmdybZ<}
z#lLY}*?`k0LsXZ;X?lSYTeHzH=ET#Y(|pDO0pH7|!Jm?t{`a`wjm^Hn0~m%N8p`lg
zM|FGgIb9~>I^h<(FrnXRF7qw81o}%V;;NW3;YQrvzc8YALb_;}!Xs=*K|$pyKS&(F
zGXKJW4h>@}$;5tVp2lFL#8^=f^b7qdcuur&_`Cj<KE_W?41<}-nCNg_h_BrL_u%D?
zIzgDKo<NLKSL&P;UzFF_G~bebhEJKQNJwd>Va_O4fPkuzl+nOTvr<-8xFXL(*i~5$
zC<Av!J}g&(o?@I1+EgXvVMUotnd8k<v+*rr@;wU6kIRuYv9hv+Q<LO{DZaJ#5d7PU
z@=+$XD-V~EBjQ-n9PmV`vH}AC6%k)nz_}&VS(Uj!5_`$Ns`suF*d0Otl~_p=cLQ0H
zLXk*G@}z-oq4fnb+mNS12(%m2O+u~0iIy$kGj3Bp!-pbO@<UH?8}?W8)44((hc6(W
z+1?;kxyquU99YKcDizseSJ9MsAsHn(ms1AD%u=Od;tP3YxNBmwTma3PX1s5!Ivp<y
zj}y|SGC%-oWn7S^SiB`d{8LzfU{smFlBWgoxI$(bO<voU#ED$4yorJC+Cw>K$W8MF
zWdKypzAT#yQX#Jl_^dqS=Yi&e5kX2VNedA7XTtDSlKH7=Aeq%F#<Fu;+i*k#V~vf8
zRIZASPWQ^<G~mLnm^B3Mg!59`7Bcdqdp+30Vr)0JL_yH)R8P74^&VQ<MaP`1U+{N0
zoA0A>tYYP*uUehPQA~Ux6a=48v4Ow82amu?E1(gE634A$k2F36agE#Cz-QTLgbCY?
ztV19}%w{ua%2S;u4X@b@GDT>MPG{nxI*5d68r6uR6gBIX^xQMIPaiXI#N-!v0~I)Z
zgGkpKX3$%ib+lQZ**61Wl`^|Fyq~$sg(#b8OH%{72SM4Q@y<|c6R9@yPuncM%GAvP
z%VPr!Zj&)iXZTg}kZpke$HKE!r0*CX@MgJCQD%2w%P6L1LF|=H(1NKK<p3X0G{l@D
z^VKYbL#QEUX;tR8pNkbHE3yFoL^j9-<D|4yF08CQOpy_!9cu*QBs6d!BxGevE^!_Z
z5u(j&(dJ?@5s}%12GbLqI0T{p3!h#Rl(EkIv-6><oVkn+0+pkhhX9*4(^vcq=tY%<
z=Q#0^m%vW3v01Ri+Z$z5;xQBXjd;9Jm8ocCLT-8tEITEeHkks1c~KyyiQIHfnHkLG
z3Y%r3h<te?0ufMdlg%%t6UqF1;l<<3XWn8ewILNSgpg3b9zNeFY^Gj_DK;jW<w0-A
z?80L<B|;39jmJ_>$}!EzX4j^r+%_*^?37-9zM0yn=1c#^lQtw*rldjy$GVb*0xe6C
z%qcGf79%ZABi4eW^&D*lGaH;i`^abD;lY-UwLw%b+yY4hZo=zr9Q*FWb$^JW8KkTM
znqOC<PJYyZi*jes)Eb{EG6Sp@1sk|&c`xe_6|eUSy!k$mYLg#33y(Uzg4sL*%$a9P
zTco&0w?yjxehNnv+`Rb}<s!tPN9JYb;r~Wr^3o{bo_1p)S|?vJ1=6SiAkF0l>?fe-
zDVva74}tb%(7&(}aukabV&$YdP+j8on~blToiwvU)GakkQeu!6DHwZ~?n^zl-X)sI
zlO3mU*x95yl)Hu*2(VH)#a-y`?N3nSYM}vtw3=x7(4;|3$f_^-?ofi7S2q<`Lci^u
z;in!?KUaSI1mZq0`Y*~!)e`}0HBVKlRenwNRS;7z2=lp=C@Y9ZQ>zK7EG4sWdM5$|
zDVI;KWm6=fo+6hI@CH!9tu6HwvV^lN7}%(YWzd8K%TZAfX>bu+Tg=d#R$k2~BESPq
zvS&%7R<O}0oJ_!IB_h4+Ekc|U0n-i<_J7G{c)^z9Kr!$pS$PM=JZi=^&rj!-IpBh{
zEluZgQdNqph>Z<U&5D^fCsahPP=WidR92~qcp)y#z9>w9{Hq8)vB^tuo-fa<i23P_
zayd6KKao=rpe~>{kEMC_TNFiE0-qri1nnG#=YW`^6=GHqSuwFuHdLkAf{Iwn2Kad~
zx0%~e5o=i)XJDpzUPWZr0`Y}e2=G*diO)9S3ekP$>>j6)8bw;N&mafkmDiKzjb_v!
z$>qh0g#5@JFP1mFzsFxdevdqd8r0tG5UMM+kDl&z@<itY%J1aC>Ql*14HEbNC=olD
zc%^Hx4oiZ0Py>k0Z;<p{=HGZgfv_<>$U2t4cea4w;-H1eOihMApdvX<V#$Q9<mjIX
zT$b~|{p(p*4vBK>I-iL=ZQw{lD=vxDEgrzz0JXsq`2HezTMVPXXh(H|zEo#2{QVU!
zMg(2y)Ew+K7?oi*h)U3o<4`O_7&v1iVz1CB0p9|oj5&n$Lz56sr*Qv0I*H>IC}rpz
zjNuo^wMs7f>`=%omtMyxDPfcnIYlZP3~3Tt-Hdm!i5{alydY0MzoUE`(55Lc>A9pq
z{d&MI<idt5XP>J8S3s!0UoRzWPA5_Z{$)}{%uYzMVeKWT2q3_;{5bL)+z4pI);?v%
zd_}~399jBv?+g)>2^mX`y-ecFIM4tH8Kr;E)_1Q@&1_ZkRk@$yH%g;=fcj)I-oFI(
zU>YOKYIq173Str9NO^UZUXnn*P_%h9@GJ13Gh}L^GOr@a^NH24IThwpDq<F5k{6rO
z<5@Mt{7Wh)5_};(F;P$vGM}5zO>b{ZZ>tDiD#SN)aehO)N+l^lNFnf#6DlGrMK%ae
zSHngXvHUQ>Pn%wdyg@~X4=aV~$I`5<BIwiIKzd3sFI~6M2Q8e^Jerc-G%>J4g`{`m
zf<tX2$c&nSQM5A7L!~!SSqui{cW@IX<LIs(YBqzh?8JIm`ZNzBiIGHzH<rSziY<2h
z%;?x6AuMoCf;8vmGB#1S&MA#yA@~ryZnOCr&??S@yGs!H@i>l6eArKp$8rTcuqW^(
zK!)DYW7G;>W+co>)YHJ1U0hax2jd&~QH)6h9npu36sPmEb)3}W*JZmosn=&RFYW{H
zLH%^8PARAQ7ME@SMf!RNz%vvsI(&eYQoYAo{LnAP=>sRX1S*tq;ZQhuB#4lxmknUx
z!1iHOUZxCYHcd#MQ1CdEpTZQLI^G#B#YMVEW`H^^n2-;k+L*=Ei^oKnF@i{fR5v#m
zO)-KFRLS;Ma*gq3P=G>UIZKw6S(IGld3G(8VzVexSzhK}k_67|G^hC$UWAw-g9HIA
zGfSNC77c4jC1BVp0VV~U3O2|^Zvz49gf2wJdGyQ;h|n*xPSflB46r0H{S+A!#H$;m
z9A`vjy0Edq3qqpG28ZLhO;gH9j3P@moS$74!$P96zy_6HnE4lSp*&GAu?Je6Eo^Q~
z7YNJpk#f0>cz%03$FfB8d0^^QvN6rbPijlfZ|4&{OJUGUyRd?#uC#|Edwsg-UMzoA
z7q7=`4KU19$8)8<BK=}7rB<x-iUfu1_Rx%t=8oaikZ3dlHOGd<-+f<hVGrZ<xNd`b
z(njPYK!+RrCi621*QDb*tdf8Q2_amKJG>@7?!tm8`^^%Ey%@0)1okh<@~p&uR-hoR
zWr%rMjx|U)&r*M}!$Y$dTjmk!ar6A>NnGcn`#sLg`}Ac95vUvOeXPe{rxe9Yn~`}@
z6h9o{MV;{MGyeV>hUg%NAa7@Ua~Qu<13Bw68PM-E`zV<<87fyfjO~m=gv(y@rQs|_
zHl*#P10I@iLDT_3?!bOpH-abA59>k(W9A(Z;(MI$5T{s#N!Mp*%u-4g80QBoy*dlL
zMu`kEBa=Cv&*K*|iwkl&UwQd*jnV%wu<XPddB`i9^5Y!g#g~BqPLrgo@nm+bLP{gv
zb)Gy#iNqvQ49_YC<S>~L-(2=N#<Sp!=Rh<umuJa8hx53J1Qy9+atk6o=S?H8LCO7d
z;4@&J^V1vrwDkX0_wCPZTv>X3yBj0{KDry=3(v-*(G7s4KvFMDe4xRHELoCiQm=@j
z3M7XVmy{yNlGYlDA{(U1l^<(cn%V5Ex03aGN3LYHc2}7sTQiPD5tQXhoTN(S-AcBm
zQk5#FT$OU=m$>pn*0Ck#oYM`?WH<jnJX1CsxB$BE{mwbxIrrRi%81c#zPX>5@BiwE
zy&3cQ+L4c++`Sni<mHc;G0m;{-J>=}F^%9?AK&#;5{%}bKO)~fdxSW?sNMbio3B26
zau2-$KIfK7Im0KLDplCzv#J~Q#IpwWnTOy9=o13eP#b%3Np1Y=ONclDdvK{bTk6XC
z{aD(&SHZXl*jdyH0@k;0(AmQ-42Bx4R9is&i6EG)#KUV1035ICH+{Nj33#wb$RX&c
zWmp+Yd`h;H%CpCW53jtbVha)MO=N=@z*^$<q956|pOaI<7M8q7vTcc~H*Dw8lVp!v
zs$2psU9Q4<rEJ5i$cO5sEk4da0-&Kokh6;`V}}wIWS}g8zTBfXx%0A=WAPa0elF8#
zEyONXa^$j%!Hs%FliD$|(jArINvtw9u7FoyW@1#47fblUjaUkmFxlY2C9l<=qMrmv
z?CJt64zSn*H(t#=`SMH3HN%U$^RNDja?LE<2mg5M8?F;<LD$dB&p-U)=RYSO%lz3_
z`42Twejink^`!}zd;bgbcXUfRn_l@MJylwVPfV?R@dOp-hcM{{czJ5boJoOu#!=jo
z8^Rss6`&7a4-J)nsXxHiG2`fKOqI4cOh34LfQ##t%KVl2&3*GLN=-sQ=E2D#JqfRW
z{ww9~S9Z?nH)r$rzZ{jjINDm4^RM3J{CDq)pfxp~$ywQ7ZUUFy&s=VaHuK#4U;}nn
z!`e(GtlXMq>)7W!A(pe$+h&=%8~8-5{8ydi%POpWhmOq?u-*BmGUa=&Vuv=|q{R-y
zc=n+T-~#gt%kT9s+Xve)u#reB{y|>iUjbTKnv}R1Lo90uJ&NZ64+h=m!iHI50(&|<
z*@Y^EY%{1cGphO#R#<d-51Q`PIGz;ZEfGsO``qSk_?#hZ%2bA%8_T-I5^pf9=G<Vg
z@0;1c6u>osXD9&8toMxcc&1X`nK!2-E=rY>2Nlq@38%a$%HiWEHq=(!)M446HnmEU
z-R{Qs!Rhyk8^DN9>8wX#pZy`qC7$gcraXNrKgA`VVxR>4WIsrWy+Ms}Qq7z}2i+)Y
zcVk0CL(T@ZTe~}S-!@5`e$a~_ACd3bo0$(Z^NI5LS0CObw;ud5<?PfK?>`r{ryTdh
z{QT~Uto{6p8T&lIJir4p0MfYa{Pe4DfTUu2#fKES`Cx5m#e8B%0ksF;zNw`Fp&x!t
zX8p}CFi&-;yafb>i)X(+P#V@O471<8XO{m&e}KgH-hKJ({ckW%0xI$wxYw=E5sBD$
zs#I(6+vmV5@Bl{{XG66TI``!W8-!Wg1&#_V<z1L<H>kK;ojuD5!V+>P)H$o7CYV8N
zT8O>Zv1_m!53KgXlxMN`683T}hhV+yu<Z<Q`6SZ|Y7M-qvXllq@mM6AeIfwr0A|}A
zfGf}dDjTSm`h^%PMVLSY%tCDiG_#b~1x~?kNJ1W4#3!lZ1#j4GNOUZ5jI3<~@Klus
z_^M)=vJa$^D~ZRK%U)2RgLb{+Jqb}<|A=C}08>!k?G(l1biiJk-4>+sK#JdRVbl7U
z>_&w1bX3vwYl^!c?Dn4;;I~MWDjmlbJGXh2=R9n6Oyx`^iB=Z*p2a1BH~tPllD9W^
z(PaeCwq->QpLUyLPu`Yn$C7<Alx1$N4yLgz4+E666Lu1@-%Wne=;)|@>fs}tjjqv~
zUvghMX~u2@9xyM{bVdM4{Fx#jS^IpgGD7<q9ymDww9g(PcEyeycyia&e(sF$&wR{%
z`2L&X`)@iUp4{E~>I?CG^V@Ij5g)v|_O&U_e4Cy+K%Uh{_ov<m^l?*;YZZ8q7PT+#
zasa&p&R4vt-F*Ts*4JNs<&4mP4}4AWH+uwo=3$R}1v`|%FG=VRz?AmYv9((1rac6N
z^D$Q$g5`%j2LC-4wN8P>1LT4owQAUUwe&5G=eKj%x{aBgSiPM$(c^Z5{=-hf86NRm
zYrEJ0l^pe#;a5Rn@K`iEEo=ys7UM7Zq_Phj6_XMix9Z7@&vB~1yobU~oCxlVDU})x
zw%o~vB7!1PM5wG5Kxw$$PPk|reqaxF*JQ5`vJpDwlJLvhR8ovRilWJ0v`3mgsU%<#
z$rHGtQQ7O*pi-Dr4Npum?lbbf-JjSW>2HM3GyCui-@6~+j@`ejs9o3wb(FOSVkvwK
zFAT=065nPG8<N?3^fAIPrz_&p05S=|BsPnEpHNf}#@N6KsfW?8-5P?6%CCW)=1v;?
zVjOj`*Zrs)Kn+5+9i!6oSgkK)u*HJ~j3)b+SoA4o`?xg>kNCSvceI}};MSUHj^4aU
zPa6IJd?WMbli2)FFBj$Wvse8yv5)V|vi*A>U=-oiBcI>9*Jtll`A5Gr&))m`+b^7x
zLNHp%56zh3iUYKpcYn2Z@7opeea(U5{M!AY^!qYUSZBnqz5%!C&7a>zIO7OBC=UKa
z0?2W_#9h&;ye=&IcW%lsD>pE)K~NYi%lG8uv4?etv_`jCj}2Ve(k`~fIVkjrSaHXt
zv;HaKh$hcg+`>J3ReOM;9h2;zMM^~HpV=vx8_{jcJod&YO{Z`V4EqB=5|~&g{et#k
zDUgclDh`VcJWn;ST~VnP?DsCxe|e_5OI@Hvwy~vG%8na>f?XZMcGbAo?l0GYCdJC{
zdJ*(0(7}?F@%o1hmk+ZU0_-8ny4~eD9b1Be%WiJ~v$AvseGs>^+icas(*s+4!nXcE
z`fb|AWIa{DQ|k;&?f{+TE;Yh5!tK_iv7`}aq_KY|9?o9mSiZjc6r(R%q-w+VMkvx3
zth}<w0UI!ZyM8aho7HwM2)H#8tCFRCTr0*FN_n=<?L;LyRba;kUj`2QNk$Qe;Cnn8
zUm8Q|c{52a*I=3lql5dXz!||)g4sbI4|hRLA!$+G7;~4J;HDJ-^kAAToy_@1XZ|%$
z`nl{q30nAPF+0-4`d%xTKl^gtbk4<WoIH8+u6cjWi9>;pWX^nfKfiYNU?rAyle?>I
znU$z2vyQQ~ddbNscu1XrL|j79e@k`D)gb=J9`{`X@_A=mA14j|MM~JLCLM<b9<d=y
z9owpPVvba^Kr-TPaaEDHmLz)~VJs^Bl0GhABp*TjJx}^`#Yds~EfQn=wo*97qgTp<
z8ATsB%|A*|)2j`Yea4Gko_=DJ1B=;!!4?^n9e6Nyybet~C{pb2jwG`m{D<EI2Yp)N
z8o~U__Kzf`Qa**-Sh%@m)?sJ_yjS3T--&Fvo|k!w@b~hF347{ztm#{am_T2OaWCVy
zgH<+x2-j&;K?{M>%!b|kEA|G#Qq8YFjtImW0`k^>q+UtORbUao3F!d=@KIxgG6#SW
zy;wgOvl-bqf7kw+#cteC2!NwDgCVIHW9vT0T6@XG9x!lY#q4Th*jrE0yzab$oWbi}
zR#dJmC;8hhkO&2x_UBd9I2>)cW+qZajH&urc@Ibn`Zr80p@)=DNaZ^^fAb%}f3S3Z
zR+dX68h_x{u&8yJCv5r5)nU5^JBb4n3K_aSo51!ru%UX_k8Lf2IsBcV&Otv_r%;%I
z<=R?=&s75{O9}ZJ?3sx^BddH0;~<}<rAmqkW5S}#)|uc6V#cSiiWN;XVM!pCM@lGz
zy`=C2%p)v$k-~PBWeE%{5W&VYc*ba5m=#gwGS|+w8l+$F_P6gs4+mheCEEp;fQyv}
z0VSQ1`GYie6ymTCMHbYb>ja}`dIZM$C&c-<swBT50~G7QU~|81H_u>fwO-oK=-bgH
zP@Q|n63(Va=K=ZU&U6t&l%Qa;y09D}oC92(PxXS%<10^WVwLxdg~<^>^-ZP`3g1dm
zUt}<mxo%Ll(G>fBFIkC)qEwD$Sb3Mkd9X_Xm~BwR3>=<6O|$I;ngafrfQ9xfH)aXC
zMXm*7YUp^uxGu^352!pr3xO}>(JjnH^uwQN9rtU&fQsceF{}=+$_z_?elO7P-r6md
zL0w&Ou|t$rA>BHM$1>QW&YslrvQ0fVJOKQXE|w_B#Y}8`P~o229*kQFfYGv>B4I<E
z!&uoTQ8wIKktOiA*6J%?$k`{;(IeZHqV6A4V2o;jlY!yesAHdPNCz2yOe|BCT9)g?
zQc`Tu3(P+)V33Rl2{|coSrC7LeI`}p7jW;E!CE!Sd6-Hs<%58-bZ!>ze2uHzL>Xfs
zASuB5K7y%~ur6d}+!R}HaK^>_8WwQ%P$yJTkZg^GPV1`R3~7?{J1WQYO67Hf_50YC
zz`tTo#5O#UYe%WT+SaG}{usajbR4XEeLEYTbdF5&&w<!`q#pPb$q-CD;2!?8IUrV)
z8IUB0Brbt6|AQ3!q?JO403p+7H!bc?qc|ab0O2zCf&d{M?7+`F#d(S-?uQZxjGO#4
z^rFOmAaGSWPS+Do`p*7-Bn$(oxZ4dMFHNI61=w@5Qmy_|q?)qKWF~$=)Z{8kh2PI!
z!~l8J!fYUa7Z`rMNGYE(dfuBu(#KpB%Lv|TK#*Z4=28wAb^&fh1$UpS-|=QGMLan-
zwc{G7cb1knRf#hVSIO2P*ohXK#cX&OAC~^NJ-3TkJOpNfo}FLjVMrsW)D=9ot-G*k
zEy&^WBXF=Pcqz*m1+kY#=<^a={{*ADDR$dy^EY4|31@Z0=O{HvuMA|!9090u1q}82
zA9AWtVpnlT14Cr?O6Epj@kH<e;Co~p?ZaoaI{;(svqlF!f`v(p?<7SN>|H8}4_JB;
zl%$EEi}~HF9{cV=)?FGpH9X*%qyttF9Rl!bRLKmbKpnMX^S<&c8Pu&<j?N0fSMSF5
zP^t)iHlsETDTZ|hMJ$rdRyqC^GMpkxAy88~u9y_Jz>R4JQO7_UaIx>wZ1|WXll((L
zD*4)x=z-s{D$pL|^S?oHuxClbtwCo_U0}AkE{&C4Y`D834~qw-(oCB5?`NN012=}C
zUXoRRKM=eUKMlx%3AO=GAv?b&gK-7Mj;dnGV+dsr+iaCeogm(B^!z%3(ZU~oP6XG!
zVF*(K98y!708Nv|hO#9I1}PXN#7Izi1!S)Q@WI+uzo}q}bBT+jL<{R^YH`s$up;sB
zZN1$TEZb;6x%wrKT!;sc3mYu;?S{DpUd$oq9RS6(UC)L`95w|!gzVV&VnLQQzwBs@
zz6P+06$P~1MFng&K!e@_=E%cHc+!U$S&*r;p$nd7TJ>`vm)Nvdh3DV^Qxduu@Yvi7
z$VIZUh^+;lO%4Mam48gOj#;l~MK{#|31di$mEbpO;p5<-bQ%e`UEKT7_$3u9v?XNs
zR;~04GGcbP55OM<NlGac;ZxEKBWclOOq9_>1JObXBkNu{?<MX)-Ai15ZU1)9UKB!c
zi^{iqWfROhOnuIYXS0g6G~M{ym;?f5m0!^?F5{Eg0C}7%|BWIfw*g$h0v`P%+o7sv
zpZ;a#SAfY3@)fSZ)xt_11MA<A)igQ;2;5TZ>MBJ+?jpd1%B?yU>Oz<Jb*x#cW1S%^
zgl*Qc&pgg|VwF2L77p$YqXvq(-76|a02O!cgB*OHqZM(NkpU}2aRq2>GqgAu!@8Z3
zO0hIH>E^1zBd!DErel@-^#=AHX<eX&Sis29-rq5-RL@(jLl~tRtK<-%Xo4|h0843?
zR2FqU&uCk7Jt^6H%CJW8W)tlx;cnt`7MW9%#^eh4a&)rBX8wYyBe7&<mF0t?{WCxu
z*kE79H2``ix}1%2Ck-d1V+V>=QF8K;7wa(`;P@YSs$Z^rxW~g>m3MHf2=q)?XMG_I
zRvGAoJ?0!Af|crkja9ycgSkeoe_N4C)rR86U~U1#kViqY^BY*sN1I__lOD6moiEm~
z{LZ6c$lBLIW_)E30MrJ{)yA(e(aUHssM+-$PpJnx;{3)l47)4u^aiLNlKcB+$qc4Z
zznUP<01aNKI7dL|N}w?xz6J94mad2^zolxX01sG=efL}_ttrq(A>gUC^c1cJ>6f%x
z*e)2Dpdx=tG@b#A<J>6$dtS>a@o{bCUi(BgP+Pg9Wt`&5y<$)8I(u)UliVvbmK*h0
z<@9eW&K+|dbB5F2Ng|Dze;l7-gO7GxI6zAy2;9HGouDLUPPxH!aV#lvE)Z29Z+{F>
zb#6zIZv*$_+9=G$nWO|wFI&y+{G<s!bmb1g5&vwka_`*#Wb1*-JKte2wc5Z^QNX%g
zTs4`cJ~u3WG>O5cb-#mZyjZQSJj5pLGl*szc$ON&+F<oyo1(bJ{F7eiBf>L@`iE^F
zm&$!c0dtaB`8f4k#$BMzI^0AOxLUAz8J-E^kL;OV8bypb5ZdO@6UHn7jO#rko6kS@
zkaM$G$JpEsmOzkQm1kV6qW%=1ql9fR96_A{sn|MNK}$&la?iK1HQo^*p${m??iAnu
zLkV{(a5FfP;s-cv^v<w+mTItPJbTQGWA?9oS5M@_E-mZ`Auy5QhRVc#!jbwk;g`%_
zooIopB4_}I&yG3+1#n`)c@;nm%}$_Apaj!k`W~PY#{)Yo^`(W^8>AoFYw!@;NTx}y
zK;c?IPP;R_0DecE#(HAF&y@_nm4Ii^*d_*FoGEoVf%GM6no7bYRc_`xG=yn^^Wrv=
zs+IW^kB16DZ!vJe!0Ex2ah|%zgKjf#@Jnv^EjcMX1IZi!)%p-_JCxx;HDOUK;NE%J
zxn<tG0TvGY(OSBLUaZCl9>Ouw9HK(|I?Jlckfb~WN(CO<3Oa`=V#p0C>`GOx1Mugl
z{M>ek4g18u;_W3zAMpnrl6eC+#@{Bx$bfUd2@YlrIi{PhN#;CgFSs4^Ac$xWb@2oX
zP_9aP-RzgtEE!xRG(;vvR{z%K5Dys{k3NYF@2Ixk8Z0YRiR*w;7IxMU=Cvk8IRd;P
zY(IpDn`I?fSWpZ70`f{{GD;!3$v$ueKn?Y%Y=Eysg8&q34bHcVWq4?i_(jlDjg_B&
zSjAS8m7gz(z?pWiCbD6rA}|;eZl?y<rI%9_@ZHnS1}d3rtW;o+D?h_O%#wlX0b%x~
zSdWO97A$OsL0^D|4*!GTN943IfEspGqOdif{|E(@H#(VEEB?q{lSeR_u6F8BoJvw1
zdQVz$TM=9ibo<No;3fvpm$#=xEH{ucK&#fM304D`{WMz!p$&l^La8@|O-4<cwyD&)
zn2Uo)loa!{#Yz2D`#@{M2mXDUZFy)#QDWg+HeFJ=31rX1wp`+mgo>JQRn$13po3p(
z!xGcLx!Au2xk>WC3ouC>ZO%&>e!!0b`WQG?pGcf&Fzk`$0tN!sp$0scEfCOZon$Ro
znSt+kjK(-K{0v0N4L)!k%hxyy$uIG$jQaXE!(B8C1tS<fakJI7iuNvp!WJvK_8DmU
zcpLRU7B$xIW$PhFc=_94yYvjt4Zs9x_$kI5Jc(Qr$rg19-=PWY*JOZk)y(y71y8t9
z+E{r9=18cnyn}kRY6oe%7|&Ng+K&Mi&;fvnD)7Uqs4F=T)AF!gR9$jZGx8ys95;pu
zW|e!n$_953Y}H_ONaygBpMks745WCHiPe=!+XjshvvCL#3?3sVP^DIGB!$_`cw7e0
za#6tX6D}(<u=D&Tfa;G7egiFm?i06Q+#=9L@WFs)vuzne$erZ+i9nbHTOX?EIf2Sv
z1cG=3>@k4oNSfb-=>&g+djktEGOG%f&C!Y?wjjpzjuyKJtwarudSR-AJIe{?2&g2e
zdd>?hxCThqP7v5dhV3D>3$&+3G^?mtpIOKF%JWmdYrxFI8tR=1B!lyVq7G6bM^7DF
z@l?$8;t@9N*;y|)bJhPwh?(1!7M>$3O(G@Y0vf`d%Yh76kx6o>jsRM(vdVyX6K<wd
z%^v@tqKYg)HE<UUcrh|3tI}`SHW%;wJh{q>F07(guEk|}YnmF!ZU}71RhgT`Y7m!-
zBE?%QfZxuLmO4POK9ouW8TPmacSeN%gCNtu2Sh5@^NccTSr3R|3phm{w!Xt6N>R4n
zxC8HX#`|`-B}0p(xEa>;nWH{E^_9CZ8`zVI4d;9RTr$5gkeFe(qQuCTDoJD}Dx4LG
z0_*QY{~p}0z9D+xXRVU?Ti|&bZ1s;SLSUYjOz=v34I&P>|ARFpaU(i|As4eoW8ClK
zZl`1FpI4zUR}4&*#D#Tg+f@xWRD*yMxSLXGe~RU?Z6oL+hEdxz6J&I60MnA02GMX6
zcPRl4PNXW^ThDta#JN~Q<-q&gY_LxHp-_?bU)z=M-1w*!+K3w&8L$6!&5m=3Aj=gH
zgW}myc`n?EmGL|PMT<(rYFR#jRR{!ZqYd72PZe9QbHoP_2xKfwhTi0ps3dr?!in*|
zLA1Uf1Rag>5O}l<+5z-j{abEKEWqA<IHQ|G6dZyF0E_)sHU==H%TgkE$KVU_)(YIY
zA*@zoyC+ua#b(_Vp{ZvplJnR;`FWPI2Z7acR}BojU}{sIQO*)8yNJ5j$0VG!0tr~J
z{<Zc5J&+O~@kFBfD6%1L&XdEuD3a=TnIc9<c&q?=1r!n9dOQE*73l?=eSp5;>OfI|
z9)P(k{|)WOEz?etSKEpb+1RW?za3qu;R?-TJ?HGrCV0Ye!``4X_!Zm)irJM#|8tz<
zR9MUQB9J<P;|_7g1JP4gTa8s4T*H{ODJee1EeKVVm|5>@YH9LHlCKr7q~<^{;P(f@
zb}2A_D5@E$%&vp<o<E}RHir+7Ow)UTh|xcB@!B#a4=SOE)^qvYe|-PX@X8m8sJpIy
z^shdq;xf(QNH{kA;L&IQ2CrJNDdMp|-+26pk`6<mP@w-0Kl<RucohhS0)dW&;)Ro#
zEQ7t_BAxs9W+)*CZwqfM5}@QAcoW-iw)k7%(#PevVr#44sS*+Jx4>K24Z*1f^qbcY
z@Vb?HC7|)NnB@<^|0r3<8(<WIvx3;OI~Z7|;n<W7{vX8Tq9Fc*{d9u%!K{9&(T@kQ
z%3J|%J{UrveoEzhH6_wd2~SVci3mI=_NcW}l7<ho#UuDq5TAOXFtj@r$DW*6Wn%H#
znUS7sMvLGS%ofIHj}P_jNhc_W_RN_JCr`Y5G*8LI*Dp=akDfU@e)bGrS*y2ho|u@N
zaE>9}dFPGk$=M4tlX$iC#_z4qjGn)8ZUnC`ufB8TaF=;>Uj}oK=C98kYEv~V9y)*a
zV3K+k21;Dwz0(Kd*a`$EX{1lXr%#Wh!`MnUt*90}Ahvnxb0H0UPKQn{nkAYRqLf?)
zShyO5IeeAlupw+v#OQM3Y0z#{9SnqM@OvTZIY>=<Y2sld$Fv97v<UwW;_dKug=BCt
zc*(8~ss^dj6<-L^cotVeC=ENcL6^8Fe25>YQ9_i6@W;Re{*uc)<wX}2FmY8X9=hDM
zo@$T=iEzbNHz<l+*WhioFWpLGb8}ORA6IIVxqU5xU_^~236jjy<PXP;woY0PzP=?G
zNxd*|<TPbAD*lk#ad=|k7G6~~2E&o|(>LDu31v+;hr*Hc`8ywwu++7{l`-+oM}JO2
z)*1?hV@Gbh`xah#{V-Xf%!_9Z<5d&Rnm-UTqIlJUlL*N6li;>ezv*U>2oft4kCx`<
zmR35z3V%1jTXr>2{7?(N*W#QeL^*11ZLyCITdjVODH<6I23B!vPmc!!d5rZd8Zt`I
ziIitn%~srY3o5f#j|Bp&ZmC?O^Utc)5D;fp_Fz92k8Z`W_B3F-MlbGfi>u)fmL?d@
zXH)SgU|fHCc5JXWo7MpT@T+|6!TG|evB91_?Rp%aWO{yb=IrU0hkN(o)rE@-*JdwF
zojZF1udZCYer;xU=EB@Lyjs4wv~YfMW^VE%UM;R!7srpCI(dlJ=H~kHg~J`YyHcdq
zZY|CXwW-kviC^*ROmA8ZnRSLWJEUWOC~$uYBkdpw;N2JY$FPw!mul2=fWUr+V8+f^
zfluq{h;=w<HIo&@f}e6bJTv;hw;L?%3k%}TvzUcC4!derQG@d!xV%Mp6L5>W^QIR|
zdV&bWIBuhwqF}+>yo&93pCYsa_(dW6?15R)HfXWRJo3yeXd)`;`9Js-Srt4i`4n6@
z0Ss(CT7w~wFWyz-uJ$xEQI$4#y)65hOSM?n%T?!XY-tUImhq?}c-2j<!EiKzdWZM;
zS_5h_-GK$FJ`fw4{UNPmZy%oMb;&J(u(4<G7|tZC_WDB+<As+_I@00;)F<~Hewi+X
z+QvXA5^LMP2ZhHawFF=$)Odu1r&?*DIS5e7w%gl+m<3HuBH?SLcFQfzWLuh0^TP!^
zLE=4-MY@2e`2hd)!|U*dmZQdh8MY}E0M1R#n6r(^)rzhJ$_nK=g*N4EODn*b-}X>}
zyhq?o_#{|VnETBZwi=`q*oRRyfE&1|&9QelfO;7XvSAsq2pBJ1;ir4r0I_sMdCkSc
zx!r9>q8v3IOq@PCbZ~cv9*<-G@YMOK$+Kg_2lws4c^zMvpPM~DerAlOVE+7kVPbmz
z(!5>1=*Fe_^AnR7CeNO*t99Qf&P^S8`EWlL<=I?cx-oNfS9exd>7z?G=U(cJ#Z`i^
zb^XHeT`{<mM%}tN@<J3aj7LSz^|q18Y1E4^b|e5wCC(`BO-6&%Au-n$1M$nmwa8-^
zmDf~5c6m)K4-ej%qI*NRW@;ZpEZV8734F7P+>{;(BNEF(teV)6hIKUow1zjBtH$0k
zPRUxVu4ytu39&SO2>^9_KejF4IU~#5y<E!T1<|db!qF@yRJrSw=6(*-Z278M+1Fy*
z^n@k2<tBe1)JIjpnF|mSibUxw^#i`Dp(zlFCFtrszD5B(98Us1-V;5D#{?dE`+!wR
zO@Xi)kLL*OZWtAgs1ds2JzfxlFg!S{kx&cRN1J5pc(Jb0kG#b1m<OrZkBYaIE?piQ
zx2*`<n5SVtE`kzvXo%v)Hhzd=n}#$sw>mhs%PzOrm#DEd_N+4tm{xR_LoSz!2ZLor
zZ7DHL3FTw(hn#wfvf>AIPjbyvmdjvt4T}Mn{Mfk{O?Szi1ce1IIEEy8-NSI>Av-n1
ziXd$Xhe~e!K{6Jm*6qQdou~QH-u7f7s)B9~IT>~@_3!WM$Qbch%*nw!b8PgbA@ha3
zdv-e`3TI~~PMsV*d+xL|Vqxm??78X5g-i3!h}UK>&P+`eCJQH=5i6H2%}gF0d#S(6
z8L@Wb>eOi03!RCGGs3!Y{rLWv77YdM5yk75=lAPjEUY;@IiA8U(-8pnsh8q#?<JpJ
zJaeosihRYeP7HKLkh)0vgP}bJF^oXqCd03_y0N(ibwK<m6%7-s2nFnHy?88KmQg2b
zikh#&{$jq!bKw8`leixmD1m3yqcE53?3synDir^S^4cvVf@mMA^cb=?481yqH4*5)
zP{n`8GJxt@TNP^s#sgydu~Y!S+oQD5pO{S4jO50uYH0KmDM}W3(1?Lh4i93AbxlA6
za=<=0RwcLiLt*>t;vf_N)nKHTi~mdNt^w*d7z{Viwk>?l(+HQ~F}(-!(u5#h;^I6H
zI?xY>8g4;wdt3czm*KYR8?p1_PkE3<fGI%wDJ2y=sH&-NB%u18L(H}HijCt|=Mb~c
z*9f3QBs(LhJs&dc7JG!^XI!?mg_Dzvi>ZFFk_F@@&31-sJQU&q>8L?04@S4_U1ufC
zJh-a_io=b4v}7HYe6U9<X8_=VPyG_-Nm`L`kf?>IqiT)-y0I$ezP3~{5s$`Vu?<EU
zrbqkx_I734y7um1_td%3fr0$knNtq#F3nt?9XoYq{_=t|;`)W+g^BT**+K=~i<d7>
zO&&S*^1(ej*ey<+-gB@kk#I(=-Mo2vK-biY3|ZH%EFInz0cN2WX0N=~A1@83tm&&4
zu|Fv%=*789XWNlu7}kZtp(ObidU4|DK9$sS@z_4>j?FP+#7sp&b*E$dV~^>WNUS5W
z9g$33x3HBqv0vRATT!VpW&|r^!gbiLjH!fj-RLyKG*)9|ieEC&OGkA6FR2`DmrD60
zxTBg-=fRtf=lB|LFA$hPNtL*e#`D}T=))E&_@Wk2hqfL7p2%~j5TO1B`*qNfEq>>9
zv7xE8@;Yz@e*j*GulWJ1@`3wiSB?R6H-Q6o(0)g#Z>hYaTC7Szje3An;mfY^?ncB~
z1<|g0^y17tAV>_rTN+JSqF7ZA--Y(h<EcfBi_@qm-e$X%X|vt62mrarq9Qj2Hj4V3
zW2diHvnyqR^A`XmT-vAMW<$VK3?*C+0NahDC0sp9xfMXX24c<@vJ&bCR(!(nfnt_Q
zu_Wv7Vnd3Pul-Xa20)C2)u`%-$Np@4TGNv4*$ziMjt%GgcX#(59X;xdIDdBh^h<}w
z=Pyn>BNpZsW~R<un4dc5j99vQ>B7Y`=Z@!0XT;k#iWe>n_H`H;XT<uA*QUlgQfegX
zR1#RcdHq~pTrGKZ>-x%-QytiPO#kUsYvE`D?Lf#*XD(j3Sui6(#9Q&=nNEOGzhPZ2
z9M{m4H0Z@kBQJnb<>E$hE~ld>)?io@yVanrOdlN2ghS-W1wWxg^LS2s-hjnh<DDu4
z4H-x#j4<nhS<<}mttyP?d84eG($*v21ML_fByRr@Cb<JX*OmiQ+#qCf3=fZFfTOjK
zaDu1N0^buBA81}CTP>SPW&{Xo3&_L>q76LKY?Z==lW+$om<QBV9X?zvE7Y5>==h?`
z3oBe_Ll2xbP*4u^L>U0pQh}bk39bO&DwYah@E&+qWm&t=3xcN!HJqQaXM%-lw?}C;
z!8@q;`kJvT`-l%d3HMPzSOLOP!ZQ<tLLhc8Wdr__kmQ#!hbXNCx8|s0PXy~d#tbV=
z!Gr*YpPofAH3mS3M^<9GqOQmz;cz6}BhZ@b34oTGFw(lS=H1!$wsdCiz|cVl6$80^
zZs5@A!t_aJ#Kh^-XQ$^b&0m;wM%=tKbLsm0%-Hc!XM}b2;{3w#<NLY~I3t#?E=*4B
z+h-&UdxW)kYySLk!vHCGVBNWJt~aUzbFdFSSk@bpr#iwR%tc>ZnLVb3P`0iu7W*Tp
z&5Yl>KGQ~E3)wqU*7f<rF+^6UZe1zt3nMv=>WNEZr2)y5wAjLn46UnfO#p`lwBZ4s
zqnVXvsg%}ZW&*U2>DA+VBagB1XEMGk%)={6k|4Bw0AA~mN@F@^@K@E~4{BLfa{zQ3
zofPU$pFk5Sx$&JumQ{1{41lY)={BcdrK+n^ll|TZb9<ZnI33%Z2=z@Z^r|*etu%wZ
zHj3!hpzo~n7M`=x*lJg{t`XCaEbb&IAV({Pi%hUJQxg7i0ba`z=7-jU+Vq!Vda<U#
zhkwC0BF%+a={Bq;KLtiG2;DQyhR38|Qoff{?2s*EW3|+M^g2Qqv}&<~v+-~kIrxbr
zUmlf8U39YU)80zBz8pYDydLnBXD_OWxO$2b@*ikmAQMJ*&z^RtqFlDEtz&Qg*w~3-
zr{>&HE_e9U`MHY==baJbr_W9<%v_wAo^eK8o|~VaJ3Ddg#W82Zb<k9W;TK=n-Rq3F
zwRG{^xvo8Fz0DbM=g#D*5#5NXF=xcvZ%mDwQ8f|{+arqWcdnf63WIxVS!=hB=yv0(
zo6Fbss5CQH@#X~s{jzTTpU&SH*T_i@Hqm(mYyR3%bl9<?;l-JQ7<s^oh6^KY6l*iA
zxqJenO=eV&P3|6O&H{N*H0w0J9SU$h-Nw@PL73+bm48cY2Y|J!4E`mV@pg+78;EEz
zJqLygRg@X;$btWXx=8R~&?tpgvauycNP$=AF9t(UK_Hv+AVzXnu1N+})rubWCKCV+
z%|Mzc@M7^|b-k|{G>mS!-1P{P@~U1WcL-a=J@7RlMME35&BcoxUIa1D|H(N@OvxR@
zP^7=L%q5hF8Nif#C6bS#;V(vz_6JHqgD-Oh)I1nE<IA9FR5B4(SdAI!RNOh7qs8J{
zrmJ^ghqAYKWcTI|oheKlb!ZQ0oRJgb^Or79J0nhvPtJ@NrZ3FRJ0mV!xiURDc5?LP
zGtP*WwTtIw@<V+uRF1seU7I~O)zy`4-{p+>@yh(fNyA8Ll_Nm!-nn*qC>D=Jqt1x8
z?%W*dMoa6s4wkjPbi}~ml3u)W$2z28tIgu<+Hx)yG9}}qnZ+x+BN$r@{k6@`=B|#X
zoTg}(7V<#fgIIg-;zSo}WURe6^D@293<ne2i+}~NQUHbWU<Wv_FIBZk+z`I<4}mQ0
z&Hx?vwxI9Fk_EI@u*j*b=;n5(Vb!Y<0L$=WLUkQ2Be=V;%yqza%DJQ^xZDjuS+E3D
zO&#FEPe_-2O)apr+^C*tX?^^vRElHi7B(2gbJwhoqsUUg#tdj>3|C-{xG;-lDTew1
zMJNK`&EnoMdKy2#=#fyCt#CB1hV6i$szxF)t*xVt3OvL$&1l=5KQx3vn+I*#t{3_a
zpPHIFj#s_IhhKjAY~f;&g3RNS=cgwM(^Crz6pp^KFgrbV`o#Eoyjr_)d2(j(=;0$r
z@#@aa%cmyxnteUJc=g8e!q{kgch{~ibhp<pjUUpJNzEX4d;RTeQv<-=)hPMb%kNs#
zJ!(V^hvCxVZoK{0xz4bu8P<)pwWGj(amjApD(;WcLKd!H8c%^LOcmxP!9#>UDoeM0
z8wDCgILlm~YFM}UpIN-yXA5&uGKV^{f`?Pm;0htf-2m(eE+D?NP7D^xqcnpiw|K!-
zQ>Qe6dA6$Dbu!3oN!2Y_F`%0P&eSbfL=0=e-Ds_WttrW332y*%9iqBZ(G0gO`7S*6
z&6lFtP}r2w)r3DvSM{g3VBrX8<_Jan9st5|ZL;mOHnBt^)wU;hXmB^JO?ziw|4XON
zo~KaUf!;%7qh}|l7O0N(vC*liiSyGl_S#I(U7bBYK6QSQ-h1s<@!Z77>Cw?sc2%;u
z@ritXV1Po*Z?DcxoZr`Va36(R@4a<-@_g5>z3nNgQ1Z^=-04g*6Q>~RyYH?q98N}J
zkuXM}?!B>keqSsE{;&1Uts6%&Y6uh0Z(Y2Y$Bm2~5!&AF12cUIrvI{9{ZdUE*yVT|
zEJ<mo4I?~u%qTem>e5GQlNW1!&1iImD)5p06ocnQoO!U6RCHRX@-!%oEu}8K2*T9V
z;x8RDl=>B5=!=Ghaugt$Q2g7k!W5T#lI%Hh3~;1+b$)}Kc`%>sni?+mYQ8Y|{88?Q
z8qRw(p3Jmm5@jCdJ*H(kx_f$iviRi5RCjMb2*PnHdeU|9=*f|ZNtjW*8ai>lFg`n9
zn5K~QxrMpu>8Z(cJM%s{HGX>h+yu$Q^5yZ#(Xoj!`rJFK@ZOR9%VrPF`<>V3rU%+y
z*hTaHhwm=UpF0>gk}(YCFJBn#ibOGDiL!fdeQEaSE?|jR4Di>pyuHmp+k@dM!M}Kz
zU4TE#GjIMurifsc8jpJr*RGmc$y=UHV&u&u`I^kvbW5zR#fU4Cw3>R{?+BVd(t)G2
z0<KGv;cdc9OIeTkgIl*TUI_deb9MR6OKPZ8g3E4+`zOXG02yoz=$0_I#m8wvfo>QY
zfk%yLsZ7`Yz1>voMoVXR9~ge=#UTRSt{2Rqk@MrHPZA*W$4;CmT%4Vpq)9tfm^wGL
zaA|Jg5?;+;zBqe+YIc5(3Y;(Ax;!^k7%QBny@7jcSLbF5x#KSm;?+;yer<l?Y}diw
ze!P1B?Zt}=r!%|u^ug6{P8uHW-3=u2M!JAo)YZT10St<+YIj|ZOX75S>LuB{kOX^O
z4c54+sm0#U<Av&aFLp4s_a<FP?GSiDxO|Uu108@XROk}SBJL69^;na?^kbYy#oudZ
zF@Gns{5ujDbnJjYJGu#>+@(f<(xO@bHJ~L_5Rlio=!2*liy57r**2YiFp)Ic_6?eS
z2fOGpy=(Wu7spP#eDn|sOjpm)$f=3x$qBph$Kdgk6X)j^F3!x74xhR(H(R`P>B1ad
z6^oZHU%WCiw?GrRa{XHIQt?FL!iB#(O=UbOg_$)mRG6a6Rduvhr|7N6Q-?7t5saAP
z^<fErCb}EIjJ34dQBgb#C4pWo4<NT`z?nfZjC14<fIk?M8n=ERndfnWtm_!M@cN(q
z7xEZ`w@;{nQc-7%3UhT!&+On1ZYPI99-<M4835A2OG+7fg*&LRxZd8qXK!blGa{j9
zIu8yW8t&Wgj7aa=XC6Cq{`9e7XT<J<!zU-_uPsbg0z?CcPR(7qa$~V*vz%W~#r9v|
zvFQTi!AbnK)<CLXRaK31z>77tb#*p!#F~1=>n)uG1A>OWvAO(X{1fC5J<Jr=94cSe
z3vk^UFlSO$L!;l`d(~rd%hG?M7=%UX2ppeK{15**y3Q7Eq=q7q@-_Ww2qz(-X))Ed
z8}M?>0F!QSqD7*KRM-CA16^s`ilq0L!^e)%#=`&oFx$B}W5fR){T+BDK@jW!B|KAg
zbw4}^2g<j`Q)`~o@j+@)8crsk@}fub`h1N|upFOqQTBX2+uUsaM8|-Q4_4m%eMAJV
zu%A;53;iB!vo0qUW$T2*{Z}If%qOk}xLA^H{(d$bDgTKc3k36P*{Ev9G<?oTES@aO
z`ro<RZC<hfg4o@K=a1GKMZ9HEw0Sn%a}6zo0PcESeVs|TtZz`f3gJ?ys#Uy=O-)YE
zm+kce$aAY5<_FddMg^Pk(j}<IMhyGo?tY>OOueNwP?C*JAHImrSeRS+ds9g|IEFg7
zJ5%I%L9D8Js{w8i?h9s+ODe3~4UTLqNhZxBfxI{^#eidY>fzR!sfO{!$%5jeo!r0w
z3s0o2SO%;2@%2)A1VM<~^t>p#>=J&w0ATF<e|+%&zkmLjo!;_)08mQ<1QY-O00;o#
zYu8%iht-yXUjP7pqyPX10000mFETGMFEG5le{dYxeJA$5uX}zpe$4Bh0SFE-n85%u
zJu?7FkkYQSSOS;^INX&iOC+_H>^=L;T^}9YR&s&XktJ~na2g<~^PaDwf$jLh)ZNiM
z(>}8*KA5?bPrCq!1_(-C`%-I0xm>AImCD9QDyaO0x|}151d-48bq|-)uFF@IyW=hi
z^z@tV*YADb=ll77-}n1%Nku6{QV3y+%eRC$jNjgQRfw;BPKaKUL_v@k7M?h7nI>7D
zs5CA7W?E)l48Je%lm92v6f<IYgMY_Cbm&-jg?Ne7v?#ub%Uk&36`?#)7F$#xAD7|_
zS!DU5{62q+h`%kwmME?e9}51*6Q#NEs)8zMx=Z7xby*Zi7=}T7xdH`Zw8>5JB_Unu
zi2}~La$gj1ZC4(MCSMLuc8Z2F)&Y%M=9Cz^fe-ki0=KASOrI1w(nLG%hevJ!pFgJp
zSvIDm3PhErxc60aR?z#Tq{tg}Dqu)lx@#z5RB0wruy9{GN#`wo+I=x318Gp4l;HMF
z?jb%8@aVWRe#5Z1P5#U>akH{xHiZfjRma><;>NCdH=%r4rc2^H@yM>zkm(7MBDx?w
zmgk8tgr_kAiwr~gF;`9t{HS0UlqcQa;-TZ~)Bnid8K8O+k1s5Av!j5kRUBHhFr<Mf
zlON~%ko_YuD5Y@7=s1m|H#7Xj{uPhRY<By0*10|*a)uPYcWdX(&%XEIrX#$l#lyGn
zJb1W!;o*)Kwb*TW%R9>r{2R4+{pQ5Z&NBY)L@jEfwd^h9|DCAC_RXE;<>iUx<)}sT
z^%fdWv;yJ&-Y$OIZSA&NJFkR|aj9K=u-j-wms?)O(QX6(g_k?Ox6^91JW+EdJW+4l
zY+S;qNg=(M^5Ydb$us&D+BbPj-`8V$9^-{6!X#LWibcSs{TR=?e9{52O1ed&tu7U)
zirh@%d{>zQ2jbjSp+}gO1d9ooX?0TajU00ZA9hyAPtZ$5XY?)P2FpLWgxd#H<N5Mz
zm!>+D=&8vC%pQd39ik<nE|Ko;w4uCICAJ}Ot+Mh{$CO9MXd2>An6)&fPjtEzNc`ec
zm8e&F$~E@+@~#T(qY#9n!$gaHDu|WmAmNZWpDGl@$1N*}yX3{`YJ$FPXsLpTomT3k
z9w}ow#gb^$(Sul(rqd8etgN^avI0S;(~w2I7#xd81x8J7NhR#6mTKEHSM^o!_^+6@
zO{T*GkXs=Q8Z4FJU8LWqM7n}I7ffM~Q7of^c!`Al3a(+j@gV$`C9>Izo|ApU48Qfe
z&IiK2`Syc%-d>KbYuXp?h>1I|?|4y*)&wMLr&U_s(JcmVv~aky+uE6!6hr?C0I=Pd
zV0rU)CPIPH;s*H(l)D01h2ZVBCU!1H;tcWAe_D~S;!+Sb{u9ZcH__4p*l4sD4USnr
z8&6xb(1Zmvl2BSrqND25qCbXlnv6Tvy}novpUTqeAqZaW3{XP^VvL@oSPm&r%ImF2
z*{OW1Ox_`uldn@Yj>%e2Fc_BUF}JMI<D~K-UrUaH+|njc3{vVt4ifR7A$^Acl5ACJ
zT~Z7e5quFDK&;YLxtXVz6&e-ki6p6EoII0-4j4<5KucMr&2D|8bpYUiD}6{Xq-qN1
zoGRmwC{(CUWbk)Jj02X}+Bl#tRZY_((Ag`wa>IrU`lXWLF#uy3B!J}>>wzUI(j$|u
zrNVoYV~G@QfXAa~Ve&ex(G#qncxBkKu#iLy3!+M94NpGOw6K(cXo2I(yMn)SM0aps
z@Z$;^d7t$U?gl{>VpbF-5Z(5AT;QVe4+GInRxr>tcjLh2${E%oUPqNS#CXZupz?+=
zDVu%cRbe+u8#KHjZf{@xtlcW@*gKvWY1SS*yfd-9C~SA50l{0|xqf|lM=XlrmE8%*
z;WDrfurx9!S~#~OhAI%bWkyHHq%THR8fevGgyXBFTfS03!94>ZYy@gl*6s5*8;ww1
z?y!XIHg4`VFjVggvBN^jV#vp45K}=0la*5bIB?8TL9RmU7&U+xG>%YJ42kl(E7a`Z
zkpXHn$zoN&!(242?L5YzLihUgk5eutsw$VH^3ye%>4tI~p?9@%l=JxT_!!Md<pGhJ
z5LK!)NwB7)%|sb0Y@8_QcGKpPsRFZV)H~3`r7fQPimYe!Rc1>{bd`+_U{7a7F7l;a
zI_Sqy6+OcDYP1HlacZ<6xwo`0=?d;_mdHN>tp?>k#adn*FH4rxqg7hNk{GGdBqVjP
z;#iN-ngutZ#86c(Vxe_Ia0H!Vr8y!uo<lc1)1@^i3P!p#Z3%u(ho%65{S{+s7~O!h
zrm4Z~U_?$^N))j=(Mvg6pt`I!1#=ja>c`#pK{Eu|t(Ixt7Bi3()6ABBP`i~CEv8C0
zN*`RkTH5vAvB7p$UVU)q;qtQG*zqv!D>Z1(<sG}^E%OoN14lT;BEbUU?Sud(+$PY9
z4?+oOF?K<CSo@8<Kd}=67t0IeyuQ<Fcw+SYGD}SWnP?6b8ouqWpnZcysc{plgD%Aw
znt1UAT~x<>K~v0hY8iNB(fuy{+>f&=IEoR9)BPATD3Tq@?{#T`i3&a_IiM#h=y2&0
z(RM$7LRhH5G3Y7GFOY^Xaw!NTB%ur32f#o+Ci)b_-EuXIU<THC&13D-VU}gN01fep
z3eVWJwAz%zu{x$XU80j%u^lzw5~vvD;>B)eXcbz0kxm~~bsBcWqj8$a;TcBgK+sa0
zMa#Iy8h%6u14{H&3?GYKVVy8UxW<gom=g%@u7^=M0L}Aaqq1p3QCDQpt%O<TZU$79
z01B@N&;t`QD{_i)xZ;=+I+1FcI^(Y=%W`&{nPu9X>49FYIi?q9#hS5ZiE)WmU%=Da
zHO&}p3v9MLCzzLJ!6h)cRC=Rmn&+Uu3>sPifO+qkJC<mGly3;@1848y@`Deqhlg)o
zSbTliyS}rthezDF-twRkAK)LByKmz|2oU2-`Nl3-*aVavWT^~h#UBHTxY-Ki3bKU1
zEnKok9E^|e?y^|;s<^v*wZLOofIyAC&xiw1x{02NtD?}H&}8f;)0;<HnC3;HD8#<O
zBH$+hv@scyBASn3(SWr8<NZDitI~3|ZZjY~idX`sq5~q(P51lTT<S5#y&GJt3qn(L
zNmz7Ms)%(Quy#5k8zO4V5{LyJas!%I#Ck0}v(Ho}Ix}q2lQXz#S+d4GR*~}#&t}GY
z!gE|PHcfP+M31`YzDZ{^`;i`m!K~6{U;#vVAw{!ByBGUxjzEGvgRTukJwd;Y(WcO5
z!;?-H4tY70vqwF&{RMSW^FCHXP#(i%HG!u_$>9$IyF!yDz|BA5(tH)l6B<~~#Q58?
ziLN<ESj}qjh3x{>9Gs{~puKNbsX3%XrAk{Kx|DDsTPpAX{xx2QM4$`DG33U$eS(JE
z-(`CMLqNR0%Dc5=nkUYgA-#gkEtgv6_FhD<tlP!b>w6bk54IzERl9!E+cR%XcoDrS
z?Lxwqx4pf#i7>H;<B18-vWO2&czaNCJHWMe3qTqeK7SUr0Lf<(2I&i1I1{AKFsXV`
zn<>o+#w!5ZkjuaFfv>=5#W>_nxIHb_a8AjnGv#+_wS%t4<yoG!L9^MZf@DR`3JqK{
zIZUW}R}A8=cy?Au8I5<)TTlAF#D<~u8zE_%Cf24QX_Hg1lED{g=~HxH#I$LWGuZmF
zO0@N5igl@P=qHhnG29RY-=X_e<D70M1=Ptz4f4lo(3paH%2sF-0yhcCfKX9nr9?lf
z<^k|lmSR53c1ePsgE#Oh@QO8FRHDn3lZq`n*9cgtkIu3AXVJR`j}{*41gM=ntLF<e
zju%8YkaQ5Idn9dr26JtZwk=_$6ym`z;!0I|49*sG*Z5glx|w|PW!TuV#*~e%*tfzf
zT^`a*wW;ZRMM6nO4*-=tXEU>~y;#}s;sqNJ+GKM89Lz72i88pJa^;VDLB!a!&Wzih
z*Klt!k@G$a0$TbF$#(1tsNIE~2fOCQnXvn}%nKjf6nhUZynZ3AE!~xi6AyL)dUnH$
zS~Nrp(s%QMw;Z-;-t-v$CRlXv+cGdNsJkm{jRNX`fA5ChoA9(90J|Z&@&xP22LEl#
zAYkrhqb1I|3|!)P#cBC=;U=WQ*?oLodB-cpIy6IvYl6fH$kQWC-?34W1IqKjm<RNP
zu|b8QJuCIx>;vZ7b0hIJZ@l7&c_HI*oQ5@rPyX|&rg37Fu4ExUOiUGzq6gGWs%b*2
zA{~J0OqaDV!90UK8g!Opq6^{)t@eucY}|#ggA0NxdHt~9VC&JC3I?G!`x(JLFEvK4
z_Cu)xeVz!K&8x_go`=G<s|L_3Fv_%glop5S+ZyAH1!%@kx;@~`tRZP0SZmZA>mam4
zrh1t`$pEU+sGP_2TEwh&+SIVsBsQ^W^Qa1@Dzq^U$yBQ{&%(6^W=H<vGHvF6hD}H-
zTuEk=uU}3xta^QAxo@9=1!}D_`kth<=UD`e`U}cCi^obrFfr+DW?)gnUX=pKn5cXU
ztZ(y8lkCtwTEP;yuydh7-mMqJfGNfAQ?}K3eeXeb`Fd!ht(*|A-}IK>zFPC57VkaS
zg(x+=<-MrI1wbBa(&csw7PSe6xaG*ss~<nl0JjsJUxpRQq<?oeJZ}W&d673k=x>6r
zc|-1vT}YdDbG#EeNm{IRcY%S`^i2<o?|4a0Ci#IR>%eja%bM=z42Pd8NA(;vQYwU3
zSm12tJE0nUk_SBoZ%@%8sf$97_vRpLJvsAJ{DTDWGa<tnX1NJO1yW{!t3i2PR$wtT
z+Dg&2gjU*YI@-*L<N;Kv0^Nr#I*bWTD=*{9$Lv4@U~TZK@6=q+Z-4?`0jil5njU2P
z71PHs*kf*W$yT^Do)9%oMoWW5&xe5rH5#NwjVo<vqBY5cBU(RAwl;A`jX@9q3EQsS
zaFt1*hDqS0NU<HDZK5g2xl*AsOtN(fM#rb*DBUeU-0>LvyrXiHhnFvvp-r2w#TZt>
z(6I#C>taay!*BA%ZQBa@hB0-bU<Xjhmo0X$NZ(>be}gT3vP&j7Ly?;OFq}@<w@iVR
z`dctOZ`~1;edCKFg1>V+HSdnK`E~?u**7L$-`jiJyB>kt$}L;$?JYO#oxP~V;_|J%
zW#)J77JR(JjBhz=0X-e++Necw+1vWX@rhP&jGZy(A$+Yy2=UIuVu7K{nW!IUc$;f6
z?YoJUWN3~83`#IOgyTX1IF35TOpRdou`1c<rmLMixGaN@fkrS%7l-J6rxB^9HH>6o
zl-E62xLm?T`&@dfNHIq}jPw=AzZK~#?d?<*!vmaPnip*Lx~@jp2>?7%(Hh+dy|{0I
zjj>MxJ%aLF)Kt@$GPTXRe-ca*b30EOQG-nA`&F<h<hMidJ9(BiRa^Y(U5b5q(8nSU
zDrK{6jO!hxRS0RmJpi7dt@c+y7?j@yz6Eg8ehZdhS=Mc&{PXbf*_n8(IzkMWB3>d7
zq~QxHR7li(j$&<1ZQh+`Cj~t+=rpNF0Y9OF4J~ANc&0;|NH9TJJp<#mD)$Y@=W*C$
zahmyZM1>@*no=E?IY`XeEf265;yaVT>}SPIGB37$cT~FSEnl}<uSX=%KKI@QZ_j?C
z)QDQNb{+!qZeHJwyl~A25X_yO39scgclU0=mY4vB{qEl0Ew(Dy*BgEhOb}|f1&NG&
zk3cdYT9f@};CsPb$(eX^hE3L+nuZOSzQ@FEZkI*xCM($>0kwuFQ@r$lsNs~vRi@IR
zK+Ac6S@#jTH=w?$&(3LgzwigDh8a@mNkHHj7CP@ORE?RhE5fv12Dm7gw%xRyH-Cfl
z&F_wDPuN}Ul{02Ty6wa8d()*g?O}R>_!e@qpcY?&$!w?tu)l{HH6v<ZRU}hp=#!U%
zu@%D8!xkm2jnL^)^_{Tyj|9z}jC$|TVyE)4hAwGn3!gwPyoNy-*RJ5pMJ1-HbaDuC
zU8U7-+Uhpby0>il-0M=IhLOBV&Q`Qx?g^}4RWcaZV7bhr|EEXg2KzKhbkNI~%KJ37
zX%buR%{*|c%w9c4ddFITc_FJ!_Vt3qvB|wa?2&P-AT(9#SU-M^7Bt3w4TGIUyR@nM
z<b8F#)$sm{$_*%SOuR|iNa*xdQwuWo-c!e}_x6rwU)*g)LU;Sk#pPvhd$;CAEgEkx
zL&jR$UfcBxqeGjsUc1HK9&ZLf5l1bIrg$EDIr97N!0KQ(u3c%e_T6o@d<8RDyKY$k
zLq%KMX%NP1sPfw|I3RP-$UhV6@Og$i^(pN_C9jjd`)l!@&{mic<0SmfGS$1uoKjyG
z{oF)=kkm(+k$YI(j0ki@-ai`uzP_CFfrw6(wQ!KF#Mn%AOIkfbFNuVv(=&qoB{Y=+
zcZ9ZC_@d%XfHk67M}11_egu*lG9IxEz{|D#(;h-VJEJq&#bVZIV?@D(HV@JoajAos
zQXG%_Dat1Cm4%$vd3U?mQ^@)-Fe}DBAXK<9z5*WOWEY(-CN+2JV~@}^rJfUg{N;6U
zIWu{P@7L#8o86k-LALMP>T9|Ma{)8(tJ)F*;A->LO<T>3cK)rg{M3r3d8Nc~8>61&
zZ-=*85KM)m+suC(vk=|pJS$%-c)d!KHi+v`C1W2z7&B#>D$?m8_5bLvIQGJ)7_#Xx
zM)h~F0RG;1>B0ekFpzJwUWM43|C+CMh<7BnU$0#^OYb}{4kx6zO|;#*>Dk$<i+y2>
z6Bl1^cwXzX=1$aNX8R^v6>m>?VT)lvA{OgwWtbSZmf2mmy!@-WDQ$dpd}7B3HEr5I
z1*x6*IsQU#ac4*TQK97@2QIHDAEvr!(J5d3ccQmLivM;3ERg@(z1h#rGhi|-gvUju
zn|bm8FsOTg&!lOx6Eqmeagd^fP;(-U79&Kb2fOuG(?v4x0U8r7y-0LF5w(!}UA%iG
z7hxF>b^k(msemZ)kJUH~S1G`d*lkhOu0B}O+Q6();}|{!WsqcasD9$_*^;596HFA?
z)kR(W*^sP5<hp>XbY5==Er{VbOc>a=RG)>c*BmlI1=-{A2_-&Jp~vj?#j;4#wnd+3
z0Vo*LT2jmaIu7@ohZ^)1vwrTY482G&t9@B9>sT>th-jCQLzB34tU|#F+Op{j+K&S^
z4BZIp<fKWnsmR7DT2?)DGY5luyJJoJfr^&Bz&_zBuufa=%KxvA@Fop^WIx883wje4
zoXE*e3)r(~%S}7WPCz>tcbgDSwtLw@XiYt*{7<-!P2Va|@V6>7bGDH6GcZsrP`-EG
z^eq>dNF`xD#21{<8$+Tb?kvA;7u%Q!QM}{rU4T@!74hcv<vp*_c<QgYa|g%lZiz6_
zY1PFU5JC?&{{O)~J2q9c8@cU`0fW?jWc&#MaCv!VL-~H?Je$b79;PPn*>_y|J>GB7
zR>|)7L*NVD$I;H#r2#SqV$q)0;{sjjj?U;EcVW`BRWcZ&A`eQx^uM5RS@{T4$)0vk
z$Snb_*w5>{A(HwD4rk~T_!mgr5)*IN5sRWA7(aNQ%5X{E0E%Hc4Z7d0ewFlEThj<5
zS#_z3Ih|3=`4_Ml%*4Oa7nQ*<KxT{%O!m4N3*5faBPgZ*tvJkBMFkKOm)<41B9dRy
zXk&n7ic??;pabP9Egey!+a+PpRVP9kISn4#t3|^95`e}eBbEH^5E1F|3D_r)u#-S+
z5kaD{4)dbR<<XLq{BqdR6y3ZR40?txR!ykw;1I~4#PSAufD$(r)pHbrp`xWfh``YB
z*;H{&7%m_RbJ;8lpLng(%x2l_vH5YpA}rgp-E?+_Abv(U+L9|;S$}KXwu9bM)5=<~
zQ7n#IVB6a~x9!_*lYK=+&%+H?$TYWGtwq!G{!;6pKQL*#c5~Uw&X{3ORxWNcOm6Qi
z?u5GN4<=f$JiOL}h8MMXeHUT}=v(%p7VI>HSVH4REnq@JB4I*DEoj64xz;Xpdw711
z_jq@AF}>*t`knDsOL(OsdgT{d-cXt2TB13jdI5Sc8Y2=Zidm5=k-nnub|gdKCclfm
z)u}!y4q2?rFopwFy3|3ZJFTA$8w8+fcGSQzpIk1G=eue13h5mz4?+ocNI;}3c`H;X
zY106>#$7{Tkh@(O%qVZVCZ9lzoN`Quc$9j~E9^Qe8&qW922DMnrSGVJL%JKhk$cXH
zI(W%oYH#|dbifK^I_P(4D@muj)xQykI)R0zF|LBY3GFG4Nw(XuI96>e&`#Z*9yZ$;
z4JoetOlZWxvNx&m7iv%RbTVVH>AusM)veiU0D^lWJfrVgCI1-HlQi2#{&bD>{z#c7
z(`4j3v!uV))SE)#*JLx#sO;F29%R4n8Uf=mKyaqW_Wp=%FDZObI+M+oZ0G{^v11(;
z?d%e|Z@Y6ggqY)IDsx$z`DrjzYueBvCEN0o5LL^f(i<KG`VU#cZ{4|I+2;m0#32o3
zp8bK@@Umhe?8_f!v$qyo-uAi1>!HG2`RrA5!rQxPKk%X!*GnzW+uMP06tw_s@?Hv5
zeAr^nV^{W0;8mLZIWQB7%UKS-3cl$6;RMr5js<A_FZ%1v)`X562>kZeNT_mYqm!<5
zwbk}~sv!KqD!m2LH3h;1Ee?~>Shtmc1U^|{LsR+RaM6%tpjJp<B4CgA7|^===k;ae
zev3}q;05U}=5ZbLQfF7l7#!>5F^YczGm_yMxv1!#-5H)rn~MedwPPFskhW&hJmL<K
z!<fm4=(B$rwh`;1qMjP)W#ENpR_KRaG;6E7qDU{ww9w}Dh+OJce!j{Zs=Nh%@GIcO
zAqyx-Tu#_}r_F;wMPDLwj5WA%S<sb&-W55(yf)iT>q|--@_t(X*pC6ZBg0twAaVbo
zLaT@9>aBM3lSz`rwvT)L6`CE2EN6Q3WsaSQjPeaz@AN_iojM+UHDd`|+f|q9%6p|+
zv~8(_6)u;CA)J^4@G@Z+I52HITk`FrJn}HK&zFFzCUgu0Gs}T%cJ&4%lmiWHb3qPC
zFa0L8`32i*M}{#NpRlh6X?KPF-0z7+JG-+WhUlPt?cA%^Td$wE^>(C@Ke+v#x8pT#
zdyz)|z3oP6$J?6_4?~?jaO3r5Hgy(vmR}6DKF+eov9TA0$;>UYpiX#f>MXNsyA^mY
z<Z+o}SMaOTpk*aK(0jU&%L)2PKVgpQogDfRc@Qrpfd%a|UXrdQKgPG1ql+*o1WTm~
z!)eIt#zmsD#>Cg<_fpIWX=8)FM`{YcO?A<RpqCjsinKaUOC5SM8cOwYxFu58TeRA<
z^NG+mH(Ozhxo_y5+D8WI5W!!Ti!B{nA{@0bjdg?5AXy8&wB?~;Njv-;kW2}oM8gqU
z1;PAcxWU3<1uoSE83jHid8hW*achTzDfEtrKjiYg!9r*$Mc3+l@3>~3prdjez@z}(
z8CDQ{?Z*afrM1gulhlmqrfKRGy@uERiKfyEP5$ASegTqo%$+kKG!VLCrOEb;&HH^!
z9)WqVZiJi3Vu3+r;EK;P_>&J*hY4qlG+7Kema*s-OIbPvI_18P@0o%xNjh>wqa=AB
z_{)$yP|S;0Cv58k2cO{Rwr7^Si#A6ZoXECXcUrp_-@Cv^GdmLxcD#u<OpZ{vas4_7
zrMI*9ItMRIv^);zGkF`i)MUwnE*9s?=UXs#Jb$q&z0JY|Za3H9UFBUdQ_=c(8Y<3X
zOF2Qa9pOL=RnNJxMO!roOC0ub8TLycB$(r(C>ee?SzTH(uw=iNWXUi%@)P*WVF9KN
z=Y*0}B;8?4Z>2)z%?ntWMVB{kXUFtb`-}UuL^>Ye<TR{TriSXSbPYd>U#QSNZ@!j+
zWqf*33`?+eb|Sxp7KUo#1203@j)x%xiUZjsYzL;s=ovX7$_)b<YwX3F9fVmi%zJa9
zSd+~j?KocrDyC}eeF?-UiBGElR?!Scb3yNI=r}*U#|L7&1PK03?dR6pGK0nffM~=m
zQs~V&#%?HD{YCD4=(<kR6A+e^>zD_5ULbQ8D^43vb_N2Kg+X)6&N3l1A!m`d2pzxg
zMBbtpgJ42?9{_a2+3d_Yc2@!of%*`@^N>Trs;fAnF1~!B2&fKsPj0ZJ-F|PkWW6AA
zys?ortq=Ch3m1#EXltb5iDd{+W2e#H8hKT4go16iH&1q3HCDSfciWpMJA2EpVSs1L
z?G}(Xj*!_~4qG%EV1?{$wB6qq9Bew#!r9166PhFuXVmD__JK@xumMXONfo@x{@YI~
z(N&QmrFYjj#>0XdILx!eoLj_8#=foHyl+oyAq>U|8jho_m^zJP{m$g+Z7rbktsK3S
zQgu-*3XYN#g^FWd`i{0tUrf<rN^OYYw5YGqx0IR@!{kefjiCLoBi{N)+WkB~Mc3HP
zHxheMhrr3VI7(Dov_96tKFM!sgIeF5$_7VIe9|@8S@JWk36b#<W!~oY5*(&V*Anul
zh3>ZKRbr|nw@7Q{lfbrQ6$FlACZwlmJb~yH07(fgdKj?NN%}9ty`PhS-RGl-iC+ps
zj9=>IYw}(&M|J~k<m3?V?hRu#>TWx<c1DRsJU$*;C>Xv3UH(-zrMJ#1-uD$?!A^z!
zNx|nzq;~;FHM_t9+`ww3#28Zs$6o6#Sb^)V*c>)~u4tR~WsJ0+oV&Q$I9Kv?=nDwn
z#jA@C-+1S34t-g6-neQumVdB4p<`OM%^HsOZaw6<m>UzG*oB<k*<lRZ^`JoUG2{$K
z5HB3SBGF%aorA4d1b1)?s{fpfBBcBnYc__FAVFJ)*%+1Hpz=FPbTYwQ8IzZ`?m~3(
z&_mx;z6B)g(#GkfJOSj`VX_GoGlOY38A8v9eDt5P7&7?PL30I0RfxNQe<Ae#yy&i`
z&CUOn$CyJ;h^KHCUmRtJV!)1%f5<;fwoOgwpia7$gN_(sCyw${Fsg}_5Z_6dYO4fG
zWrn_+VvwU%L7N5(p}Y*@uQ^<-!B;IAKSJlmD>UQjaE2v8+lCAsI^c1~Gzsb~X|At8
z%!cF|(UV~%`pWFMp0%SG7-NdHE>vrhjL$@_7CLFsy(YCc$xQ8aIr)$2+7LI;p#@*0
z@469zGiHYPxrT`@pXFu3E>U5WX!T1R*%Iv%J-)%wT<0wl3KK+(9{mx!s0?pL3#7#{
z)kBqxwRo0g3@Vm`LCHH?lS@}*80XI)avWALRJmbU0{XXPp17=|>^w;QIeS8Qn^R%H
z%X^LNiCf;CTR&Kg=-LJQ)(^I~ciy|+rfaZkOAnwdZ|=1NUOWKc-rj}1cGUa?q-*aM
z{<fVkHz$B`d)_TC3W;II0J}s&dKGSe!#1E;$5TqC=zcz;R&qVA#4)V3%}{|rkNAfw
zX>+|3grG)#jkQa!1!{jWWO@MqCA<CQDNA{s6+N$BLDenS5s%IRu%L<ybV{lhh@m}g
zQWWw5k_Th<Ag&ISs|D5+L8_K9<vBCjedcgoVps0H%j%#5QVGF@^|+ufkg+gxGth_&
zUr=@4C>~@Gm?4fCr1*?_sJqA#xG5`A@4dLRKO^r8Bis`rae_s`c&h{ub9F5HS9mXl
zeNdaKAYf?98Ht~XFd&g)QAp28W>GLF91aBghIZ1+O)#<!w<u^4F!^~-)!?vL65Fty
z&(Y@D$XjoEw{(Ex<7wrcV~#?bL+X#iXli^Ga0nn9#WPi!Jj(`D69f#FfhC4&U)PG)
zGJB$c>=P9G-y;Pz0!!d{JS6qJLku&LCY~QBkm53^&bXDW$4eU`%a%n6T<zQs_2mEd
ztq)AHTXykcBtB3I+3kr%duFjMf)lUbx@9(6A_{t6v6o*L*BhQU!6Jz1{0Gaob|8|=
zdplY?9$vXM;b}~~H4(Y<R(Xf5?atG3*mm?ig1MDypYeCtK^&cV0;Az@bjAz-b<jzE
zPJ2}M6$i(VH$<~Z_5Vg5LvWDJ_JvmawPvb+i|_P}umQN87_J%9A=6uh6+*G!44Xf4
zIr5KUby%pSVaozf!|FcI`&b}{RU@#O409;`0%^vK-=^7P-9?v8=-{&4@7A$b9>)Ms
zxF@TF_AUvvgwNj^XN75O7-|s+wV@+PUnFfv&Xc@iYrQ{Tq?Z)yebYNlfAU4Ga9@a%
z`J1dUB*Y|X=xw%jo30GW&xG5#EU_9(W5DQ1SV4GF;98Ie8v(O_z8&~D-=((9isrS2
z5-l8NQ~X_xk#hZ$xNHprHcG3-g6S)*LD&yXcmKKa9#o4a8NW$?!oH9pWBmdpYTUOu
z4&t&+KV5MsuwmDvD_SF+t3aj0?jX~@<I2D&m>aK^X)E>$djct?yW@}qcL2MXsVebL
zDl5g?SSHrF6Xv<K5E$>YZj*WO&D$4eBAIJ6b}n47AO7G~JCe#Dco!gLtvg;j708AP
zZi(gHr?G-IP!Pa)>sG5R73MR7r=>8G7Z8k2k`@?jKX0Nke@j(qL(=^Y^NZ2mF^8=}
z0nqPpXn%&8$R<bzgCzuQ{SY-0?G4=ZqGm_zxb3XUsrRT6GebdZYLnhH#Q=xNHxtV5
zhaLA#PBo~cE&o*v31GU9EsRf-?qy)pOS4fgC2!AnR!9t==W9@C7c<emE6PP79vkXz
z2ktw}n__I*O&YL^OCU*f*Hg0)`h`x|6K#o@G&%2!7P{E@3H7P5F4ZXrXr1#n7!4WU
zqu`w%nY=cm1e|r!*#NjTNQ7EV=pCIGP2SPrtzmz-BGDTTDtz%U;Mi4fr7Qe6ryMe+
z7WQ|AjB7)O_Iu?^6#fR|dCCR5;V8oee6STG3=$X~-TT`ZOgtpb_Gx2k?W+Y6HkggY
zF^6WL+_YHtwNCNv(AdX1A9rK^FH;xaao90W9Y*(uIfQHq%Ku?Z-8HJk3+EPpUh#&B
zxVg<S_m+9#+u?S|w%E;@+2Xm|?d_0vb{=jvc3Pr!A=)s3Npt5;>EZS5<)}qthC{WM
zy;~EJI-EC^=!s%6-{8zJ5!W!X1i_duEB}QGAL$(+8Y+k&?hf15tWt|+*}SZ?ayT`h
z!iGSau6$noNamQN>|-=iRS082$rOi#9P~lQmL!bOO}iZu0+cai<gQ}7ovAMfRMQG$
zHD}S24K`J)#QXa&CntFiWR#sHfdxqi#bfNd9J<*6U5%txRx|C8!<c^@1VTsTh&Y|<
zYI|<(Cc#1hngwk_2kbRg;eI%20|^X59${p}lTpx6ld&=^U2`g?PIC|e<mMAqIxs0g
z?Xb~x6FP1XI?i0}RSihhCC;>Q%^yKv0K@B&zSkB1pTfHX=ARQe-nfA<b1Dy{_@(D?
zYQ#9zgP9+ZQW`I%wZJWPvL_MnHKQXS=$9z|0v6M7Q>VOH<U7@(WzGDq_6E(GY=am}
zF|`j}D<qwQHE)!R(CjakN)XznaOd`xw@C;NRDJMJlt8^Vg}eD?t7f0Dw{O4E65>yz
z00VnR*h1XA(>SSd_`fQ76Rii^H(NV8e4}6cIYO|C)iqPq8f9UMzI!<KTcLrvk)ow!
z+dvHzR%m<s-Vd|CM7MD-89HSb>jm0;4(hAHZcNUJWy_St43BkJRXewU5tj~OdPXz$
zsWUpn_@2}oWp)@+PLE$;WRStX=JbXQ*eC*aZIG(S0DKJ7$(+Yln>;{W1(PxrPO9Q;
zT<-;Z>m41C|0GH1lb{jl#h`8gfeYaIQ*4?_AlDY}<F9vWU-itOYxpnexrS9YO(SgT
zZCUI<lP~vcAXzh26Ogs$sOe<IxZ906sL;UxUG>y{=<Qkj<<O^6bZGOJdDlX|^*z`u
zFn40~J*6GbxauRIxekS*4sJXG{mgJypsDVf6kk`D(^Ym9VH{$xn5R;7#cjKjmi}1V
zbX$<`!<wI5<(Soy;W=tEThRs%mQEeQ8e^cOMt69Rk~G)^9+ofsC+yjqyR~^y==9>1
z#Zs%p8>}K5h>?|BHy_@zAdy+Y-n4h#Y+ZLgaNeA`&PT%8+Z7MYMQ@jl$x9tk3J$t4
zNBdoLrAMbB+4WBS;7v#cpl9ZY@_Km(kK>4p<}nq3`-(qc1I*_!23IgjP)KE+Vq<N7
zMlEujV}WKYp0^?}>g(Fl4?@T4W=d^!fW}wo)F3p%Fo_IrfN7V+bdgmfI;VA}-qvDw
zYgIPW>|Zd049C$K7#)b4ygaHr({(J&YVZlYDa1)VmuERe(BQ2BkU-dZOPm12$qO}_
zh8FFpn0H4Ye`RxuwN4q-gp;XeJG5`_G!%k4Lhq8=oUQ6Dyl(AT-8iF@Fy1{%+i5L)
zPx_QU00rC&$tlxxHy&VAHbLaxuF~bt(%%c^V&14pzY|K&<+)s|(r40<1sZ#+1~yQN
zz1z?$iIc|63WKm9o!<ycTP``24D}v+?;uH-uhVjjg(tzEyO^)?-0e5AJo|l>X6yQU
z014sEyUp76^&JxQL*c%E`|8aH+of|CKLDJZ7R8kd-g{!(UT!>iU3(_2XQe<C)U{aE
zIOw34eu^a)wtzexV=l*ZHO{WkA>K-tz1n<dh#q2nRA5#p>!0GBJngy)POG4o@szf@
z!DEMM>MK~jT{VN<m(pb~CZ{&}>@$7U)hP`|)!ekPK8J^eJ;M%h_T@k?D0Z&XW>V(@
z9;9h2s~xEv3^J($DPx;o(&=K}Y2|;7PaMN))w@McO1KL|xQjQa$$N_yd274O`=TON
zqM(meBZ)p90%pscaM;OF=<5Dp6^3V;Z7&Jh?m?nBj}eTX{bDBQE~r7X(=}(5cH*Bj
zIE&AdBaV3d8b=`TtX(p|O!Oes^`0gWLY)jFTHextL0Au+;S76esNZ4!%=@3C&(w=X
z1wYr&`4WB}Rp0q)8JzLu_a@$ngy_uM-u0q4RJ*a;sBNDh)66c2B2!|rUu}8s?A)?T
z5uLr%^;gi@AGffCZ8YNHwp)j~Z&qS{mX!(21LYs9=u`pFp@VN}&*7GkjlM`Wl<2JL
z9gbo}rxJ;u2bQIn8i&r^YSA_gOugaG*}AfWmmZ~U-g<WBqQlY-7CI)cD0WXf)~u<W
zqtwj{-Gs@zU<^soBdNxVuL)wz^%Y?K8kawzVjX2!?^fUH;Or%abi+Fiia}xcDNXhi
zC;*=MaqSj82>}HM4Z3ODj@;PBlb>dxZ0eE`V9O39u0r>phI=0vY-~l_eDyw}<kQgL
z)AX$&FvUS8x}2cLIXITu7^s;3jPf`sNUCe>N?ZR0Z3Tj0%uYm^UBf0V{T)U5vRs{j
z8m!3GVRgWJpTs2H^qAP^F)P1HY{o-ZhP?@1&^{7DoGKJa)w_lckou-9<M7|si>(ui
zM#mp|FaA-PgRe`T?J+Wl52Enw)~%bR%@d`I#a8rGI;^$5c^QgCbVeV1+!@DOJgoc|
zE3}`a(^j;vY2MALKQVaklG7=}kYNc$3kyJ-N=Is(bGsSGU_%IOoduk>Hjim%OP$f+
z=&0n#gm}rZHol|1fWaA%5NU@2(n1z&UyR8a*$zmC9lP{$yMscq!#SJ~s{d`GLbOzh
zmQ6oUo;`+J{6(c`+szSnCuQsdTjyd<cWP~X?Fa*{y!^KEo~zL17~>k~FLV)XJV*D^
z1AYGzXN+(dn2wUk^H#AokmeIwPfeFK;Bdsg!g@IP1uf0fCgZi-(CfjNj<FI-L*k6n
z3>SrA%iId{)EB>kQ#EsDMy>I#Qw=ut)ZgKIr^O>v)ssN3@6h6>qf`kA>Tm$^EWSd%
zgdE{)R&9{B7Cb1uHBOAJsmJMRT72iYnk42Td*j(`oW`2(*>7<5lG6ecviQ(r=qS4@
z7cSf>y@B8D&t4NF;U1b+5Pt*>dyF?5uNtlr)=}EXDbK3vz43gF<dhPl6~|)rm2<hi
z1Bb5*g1v76N>W^TLFd04Wyx&dMAb3rJr#_zCBuIC|AwPeWb!3#M2aNM6eA<ju`u7_
z1k?xMHdS(L?OLuFei{&i6=QO$15=GU132&_r}wKifea$AHZ9macA)ewyx^QjkW|=w
zoHO9DkwQwBr;uwII%TU#{N{g>HsX5E6v7K3lrvw!+QijPsSVyM{F!kw5B?GsOBW1s
zm_@4w(U5Fu!~xWaf5eu*yvx2KSnEqa$20F(^$>ez`qXy^D|9Kr#`{~LYe#hGJgH_(
zP4{!WzFH$Ujvq5dg&u!j`JbrD)tVwGwbiriE8ql?eMssz>!9aVW(I4}Xu7ltOU3^=
zesO!o9y>oFu3i+-kt_D~#R;BXap5#?LU(_t^;hUomg8J`$MP;9J5iIHkj*ZvN2OxV
zN5rif3y!IVS(2~-JdQi+<|m}bzfCb+f<Xf9y&nQ)^UD9HmC*VSSgOkHwK&V3MscuP
zW=m6sIgzre#e)sXx2sb8-%6xM4c@$=k|d4<2I)KpHGYJyS`g$C?@{aO4Nk?e_ha((
z0PCI+J+Zv5!14Hcm#?zJY@N&2*mBd2mcN__6*y7hUAil64~Ap&-bjJBiZTV-#sg2r
zzz`xQhFtGaMpwn)<=W?_Z74TNxs1wC6^=d2zF^FMOf^}kV#d8;Oj#aE&-8|5l=^!q
zuIdDf9Q;ykFau$$uWEuA{!rxE{c`|%3M{|-0==vv?-7>-GEM*#FX`Ao+6PO06`b;u
zDtWxZ;K9WV9&*qqlY@VzUNB2c3U0q~J4ygLzq8%&=mjyv?y0HdhZzbHdWU<N;lanA
znH+>D9)Y4$NeLA84+F1tnVI{wD60U=_HXK(m?@<dKkQ2X8U|$&GVqr=4~B!uH#smh
z1ye38@!+$tjdFIe80CErOee$xqi=vw|B7pfU(?OlhyQ<RMu;WNS}ta(?-;sc(*`(X
zv1)3bQPO*vwi){7RnT+v4DYY_ycM3}U9T|9K|TS=uwZO<6Lm&IEGJpP)M!1%m_kil
zE?zd8apUiHFc2HsFaU2G(K|nzIGwKW5&s~aG?cN}$t=r7)7&bu)^|(}kucoz76(B1
zR!vUEwI6sAyw$GJqGWqthX4T;JIY+xDR=>9<qLGmRBJ{72B2eKfkFut84RlHd|ji?
z#URS*Y*T90@I*o(e7feCS5sW71-eD)+_^fJJ#b^+WM^IpY>o-zAD_8U{GjybqI6c9
zhvk&eHMb6)`LkG%Z+DH2%QRPVh><kRPH>yNuH<l|*U9ws_V;$=c&oC1AU~KJ>_3zr
zWJ~gJHkZo{;%|<3IQy~#gZaThKIN|D1_#k_FsHB4JUqaS2C!6C`teKuK>xr%F5KY4
z_xo{-zhPO4!9hOYKirvoZeSoh))#`>7|-@IV96hQfU5=i`(4$h)P<|K;R=M>NIIRA
z(j9eDy_sw-W99OEG?2qX<PK#9b+^%L-6ej$Z}*{l=sB8|b*J$JoMM~h@r99%vti%x
zC?h6_O24N{=ed*pfvTOsj{zvzo&iAJlaF?i9prNq18MF4AG*p-FyTYplnU~tW=Cgl
zCO2qv9hZJ|XE2veW9T-;@VEPUd<U}wTqPzuz}t^Q?n;*X#eW7lj)t2I@F4Qz#12vg
z9!cEmI6W?m_h)@oHty=AL1*BqE=uzg{aT-s9Z<L(e}+C8W~RT3QeLXG5$nwK4i2W0
zxx6kY(}$TyzcS&>^B`g3a(TWd_aL9s1ILb^9PG!za58z?G1HiBG*dz0XgW8gYs@%<
z?BE=#;FzJz&E%$s&{yvxox5D1{X+G(xO|+73rgzEfWdFeSnpt`=<c7?w~?Lp;lX@&
zJeQw@Y|nrGR(c?hDemdX4@OKkm(QbzJn>N?Vn5_GrzbeVK7WX|>k;<-e%Ni6z0fzN
zcPHo3bM=N%AHt844j|A5*^l=YHqzK!Jd+S2hVk5>#Nm9W=<MUtaAIhMI=Zv@yo%-W
z;rMi81oMM^J$XLHSDQSo`9Y2Y7{|EVV;elOx+^)Jh2h-blX_tQuxALnFd)Xu(gXI|
zU)5dO;0?}?cFEX3k1q9~OXi<-xy@uY-yy8tx+uM$=<Ltu?O1<4>RvL-<Cg8s55lZ3
zimcvlugqcW1_uU$ap23)_`m=@TH(R$=ZO{UyLoaR?T$Fv#yBipbizI^169ak<rvf4
zC-*1&gyu)bdz0Q*Yt1ANP(0nyU3%ZNviU*B=xcY!>_PVi`+ElS=+21f754aGG*GlO
zu7Wz}jE<uZuetB@F!2&#px9#ZA38RN53)G6YqAN_S14r$E^E%AQ#p@UKBiMg=3*HO
z<d?@O-k0wZMvBLYXEE={^kCF6naXm<(z(2j0<i}R3@C$o*f>Usw&#>CU&vC&<CN1=
zx`9qIcHkpEG<4^E1xj-EC^~d>ZUEiQW<8t3gN}T3A&BE+b;C~nSy!!T_6&9lvg#o0
zz4?5ax;0u-90&PqcYg@oE1ic~>T?6(n(faQa$4jy2<CAF!2;MY)?t2eFyOyg(m9bH
zC`MEJ>Gq-E3gEBy(Plq)j=T4h)7iuWjMb?l!9A1qKsO|fd*<ZwX^}X@VS3UAsP-ki
z<K_304ui!&Uml%Y62(lPI9teLI;eiUkYmfL$?4^Q5f8_l#6?4e0j2~j@gR~;Zhc&d
z<28e$#$NkLalbnri+!&P%%TsyAko0Hb!5>E4m2q@EeO;h!x4p0*dW&EqwdB?y5D<^
zSJB*HzJST}z6#Fg>5Ql*?(;j)XgRH@fbl@7^x)<h49XF`K5`JVEadFje*6&6aOAwH
zI)pgr9{K02dCknABPbDWXEu#YKHn=kg2B=X8R@}%zCYQQza)l$3Zg4B$oO?AC+t#j
zV9>J*gWgb$4loyIOLSRa9L`pq!9~uKsm^H)IpBM)q~lCB(gV}J@`rwMmiFruk9T&D
z&UGAuj+7kZ*^wRW5vJ1~nLe_;A)rD>wvf*cboPfMlRoSX6|(+oqh}Z`+3AVn0Z#Ar
zfCl|O=;$Ixz`*`Gs|gbi+t5$0t|vhIBX!x;`MGY$i0bdbNU)691NlCYJj~K-7z${Z
zHF_fAk<JY8`blB(OE)keJS5q?r>i?bGQ1jQ=ZG_?!{2L7JvaRWP`gdmJIok{p6$TF
z1bTFA+%QjpcY>X@r6ZOeI4op}$H45#<@-e!kAaoUpf5SIcTkVPjqG9WKu$49Nas8(
z+&q^+*f_4EFzcJZ;x{WzEGM3ez;iSGw5+`4@=uJyL9<{6uZ=cE+{r*g{Ast_Ok{ut
zW-kwbNeT2IN2)yl-G{gnvBS)~cojnfJG@>?PJZ@y0rx52z%6+>4dyX1F>ezrvozeF
z^KL4C^CLI+m3VV(PM8TsxbDha%;|;N=g2h>?09-0M{x~ID_t>*HK>thq`1+4sE;Qi
z*{{373@@MWVO2lU?9a2H4*Cx&P3SGA0Krfh^n^*v0COktlluH1;AI1zdk3Rns$Qbh
zPo+lQk4rLD|Dd!&!no4sbl@-_>(xET<+Bjad>4;?u|H2xy`Jmz)66(P#4fKKX3EC>
z`nVf%Q9%3XnFI;r^Qn;)4oj9@87Xaz-MuL(t-hSuozsW8oZXE%u(X^t^UQGay+EzG
z96xmdt9>Jz%j@6sOwc}hx3}m=ch18a7Ur+xZcZ0&mr#bOW1Mq2OU9i3gsoXqaqzI6
z?$7sxq_i{$bjDz6M&%Uf+<8W5OvlIELcKL~q$s*pm(NJR%D=>Y`upQT7#%W}){jxi
z_a@?9hq`*gr<%mFI+PvkXFb5ncdh_=WmWdkYk#L;J$f(-5bDb&*bM|JO{kIgkK}p{
zqJ){~4d>^4F`wz`?oIb;G5Gojlc~X<Sa1jbJ-e$5vDKSn8=|Mz(&mStUx&Qa2Ko$r
z(4pn+Kda>Im}w=uSc|RPeledr)B|gRN8%$LTpgFjR%&eA&de{4H4E8Z41oX|z5nIf
z04J167_;I}(Z$=Z=KJkVW%u-d+-26(jCW+bqkHY<*qOe*H2s>Wt$cDg+o}85@%Pop
z%HrQBX02E}*?IWmzW-?4Ow8D0XPlmH811z){r!CwU}&X2IdmvaBx9LtqWY0<{bhj;
z)Yuu((G{Cfqh~Tb>G+JOogXM<GX_-6N7^4uj+-%k8@ogPT~%A@?ag$vr%o8BKj!iW
z-xyC=zBhIzomPo0^%E!GLi;1CJ~Vb-#I2;fDvo{h0^eag3k}6PpLwQ0bBvv`b&fF?
z|LlE>v!ZmpU@Rpn-q0K0Tm_gDQgkI{7^1@~LKkc@bp~pQy>epQvIJ+|YBxiZ36jlG
z2Heil1c}qAK0J(ZO%?FH6(OQlT*IixmZUQu*s%c1ylBB-W_MA><^r)|jNMde`$=e5
z*jv00et}LJKwdG*HJ?Uxz<?YLt3z96AYE}U&K?O_n$yq1DNyh8Ep@%<FpuGeuA$5|
zpcxr-W-W1b;}zb>;3|5=1YI5owGnsI;vlYq_$U{sBHwUr+pxkyeK256!i|7KR#eTp
z$#p$--9A3#p(7u7D49ZXv<k=n1XMk*%h~#(s?*MKp_;j<%{e+5<G=!)91zoG9wuYj
z+_N{?ldk;@N_14^MuJ_yw)tJItEiuWCsA;bNg5~9kGryIa8R1wyTh+R7nkqE6U5yf
z>qT}#Q^|Zmn0h-hr@o=>pFieZFU;rnc^gsBtSA1WsVjn!85kAmnVfmbth-=(v5Mg(
zb>`}3oNJT}TUI^Ah0Nr%KBh1)(6MKddcdq1eVh(G996={z65RHS~r+FLW?KeEC*%s
zEoyKLoe?fkV1^aJHl>bfxE5|Y>%NtwF6mieXAFPeJ}{UMFg)E8Lp&;6X#)40v$dzu
z<2KULaX6Fgcj@4rQRR1XRGuzw%R?j_*QoQ)M42NR7CY6H9HJn_d%_%c&i?Lh-b&zn
zjnK82v1T0Qr)ui1(5Xcb$sz<G%g?J#6e{yx6hErY^zGy2qtjw-u5|3BDl7?EQzS;i
zBwNe8q_-pHIO`&7`5hbvn&neLugkxd*fT~|-I|3zRbtQJwM<lDIkwTsYo@6y*7B-7
zqP&={VWkU}C)_y}7y%h{9rL8A#G#7G<k&8=H4LLV4BFJO98V=7ZBbH}b=ZW|byO+n
zWGQed(2;ckjX1V9s7F0CuDEuMr$*V~?sZkT)|Pg#c5>@|F+_eAzhN00We(UiyW6qe
zck^Kx2YH@n&0gS|NER(w>?p+yjP*d@J9ZSA#)-%l=k{@wj9DQV(Y~q}AS4_X#=8uB
ztxHD17BOJSmd*z>?iuP4g_Rw-oLP-y+=JdKO=HmvR=I8kn=4#lJype1RXEBeZO?S7
zpxZSL4sn8`q4)Hwv=Bz7d*T&ck!hKCwQ`QNIIN!J$`B?Qq?OlMGCfWqALYtYqfWNo
z$L?@EyE<C5vqoIKqhpmFYZEK#u-;+~Iv^C7eJe;*ICL;u3ai0ec8TZQS7oZl>2!~A
zE)10p93BX}Dlbd5#O2kfVEPQ7mwQ?MhA}I)E}uK83ysoh?|BG=Wv+&0!?}h=g3Iq}
zAbDc)*26f_-65CP+JdM_9x1Bwr0T-;dKd9u{&o9{cXI`ZEbq#U+om7W`x-&KOi!@v
z@|^cxqr2?(sE%0ny_kBJ!Z>_ESD#)&bi-z`D>|frw-8daP3_`Fkc-n#8*)@{wq0te
znc(;@otz}v*_~5@t_`#s2pYG!q99E>I<0D7(*6EugV=;Mz`KTlDp(@za@e^qYsOte
z2MnB)Iu$hR>cKF@p4m;s)7p?9JY;!{Hjb&&$rA0y$I0>(#w<RLRa>Z}t*w-<pRoyX
zOYwFE(Y1a^ByV!2t-4Y#_q%fPkgkYG8)e$=pePtFVA$f4$dpl{S10`0SsS9Ox8bUl
zqFv%K(0zkCU9@#-N0@8t*gi+<^2$wc?Z+ZljNteiUbCF$#mn=q&d><=z4+i%>1jGF
zfHPLZMV?dsVZg@5r<6z?RU(TuaGcj>)6(_u`MnCaEGQ#=L}3LanEYy^w_=<cQU@`v
znJsk?)KDl@QIO<8Ep5#vl-FCP4PEJcpN8H9mN1NObBVeVZRi;1s6;Cy?OJEMMC-{e
znr*-AK-ZYb>wVrRS7h~>S0Oki*bi4YofqLsNYd5rb_LdxHpLR{O0SoQm!N(F1o=fy
zih_;8Ml%-f7~Rjd!($hS^-|Q4H7ucat=Kuv!UX<yRt+xC!!@%ybjktG*72HL;*!24
zoo1De3ivxFrLb0Xb|xf%bDEli9DMkutxJ?g?;fC&_-ZE@QgO_nA$7$n%c)a9A}A0h
zJC+%ih1J?8#Y*>(@)ET-fhRzZ2t4)P9@Mz73$|~Tc`xm1wLK7AG$K_s7GCBJMB<kq
zbO4hRdO^r~jCbBSH-iFpNFU)UcF_1X1YGoU-hDHsOFF@1gQS5PJW=egi*cfVk2|N?
zn8k5Y^GcV(o<IHy^G@qQ_*wyu$$5!GtT=9*!U(>cTvNP*(v}s?a13|Ywii$Geh-$B
z;FlV7V}*7qksKqVuKX}MnMZz|NoI0XClwovw&00gw@yLgwDEO8n+an%%1kCY9gh-Z
zhAk72>Sgit1x97MGzfOmZn@FPm5ZWO8ZSeqXP&0gXobWP(Lu^JoBC}CjtMB?3ddfK
zuGvw#G`<LdDp$>=;dX)!Am)B&`>Lx_m%i4#LSK&yeO$tIu#&-#wm#Rc)d(@%e40-!
z5`d3tMOTLsqv`C`Skz_7)6G<IKQ<0yHaW`M!d?bs-sPArxo`;5(Cu=F5LXM<g^bG_
z)HgdCrPOe(s2SOg_!TB?WuA@zy6|HA%mTXLpB*)3J{P5N%L7|SRrqn*PPU&_#Avo0
zeZR>m$KXleSz##^*H{lLy0dKd8sXa=il$h98Dru)nq$6L;eyv}!%)TahLk^C=5!tO
z=BJ<HgnYU@Pd@unlz+D~1_w=H(&o))z-Pakiy)tDFBUr8(cYPUY;$d7PNf3*9%ooB
z1MQE7RSu(a%{oIjsYl}JCHZX%!7+T64C~EzakW(F#idkK)S9<!pY~8gNQW!;ZGc2d
zXB=>_5*I9zqZ#v*72S#E<%f8rZwr<b7@DE`f~y#}-@8FHYqZ-1y21x&3`h3XSOJQZ
z%R3ahXF95-$7Ir+VnZtnl=QIvn^Rm61bXG*^H_jkz=~a+(>luLitPNt5-xxU3Sw3z
z7uZi!436dG+9tNnoS5bq8|^mdN#yRCy1w;Y9o$K4Ccj7IX^n0rUZ~Lwz$uSM|1{7r
zjI{*gxP*&y8R8yJ>2nx=gsgDs+#|zy&`w>*$2-okFCo>YNsk&Q+S9*E|NlhhuRde)
zYD-njr8eJXMtnNf{vH=wYrh0YGw04xy`P;3Uo;VoVGqazzp!JJwzx(HS6Nmek>j-S
zrFN|du9_Bm+NDd{f+}i(631Qe-f?Y5nH3qtLuNyCN=CtKoZQ3~Hn(`u%>Z1LH&B*r
zFU7`aJEkqab!f9vRW=9MqDxzij)+zpQzu|@f??RRVT55+615ppdoD1Pt`Llidq#9S
zhl2n(wiC9T*QdkmggnCfgCozi;8nS1*=+koH(YVTFrx=e+x4`jIN60SDepNq)c4Ow
zwtQN>-8XRbv9r{Co{aIQ@k#T?!R4lz^(R@D9lOcvxh&UCXs%;xv&#++bHEGTi?>IO
zYjJXXv!{aRD|GT_!9!qH9H-Oy_9DKN`u8YJKXyim%u$T}8TP$|A^y^bqOO-|vdY0d
zj`bJ@9KZ4a({{MZ<#zd9F+^&ChGM}q6G*1i_r-^$=XH7*PnfWDI6vnf@-l7q=~peV
z<&7WH1;xCQ%V{Jc5iqsgTQTZAI>UEWl3}$YaRRAL=mVHp#+WYe4}RYa!*RK`y*k37
zr_nt7N9jJbpM6?>n25yDJ!bn%SpObCOUL+uf=^XtP=sBpqd~YI9t?t$B`LaeoY_K(
zgE<ZFOI&su$}M_b2!AyU1ccB)I|_1R2c(O|d12__n$)3#ccso?n@YaI2{mSDgK;bo
z2nW}}q}6e*Z4_p{oVU3VzUJ6>xdsSl)BxH<q>!}>1o~_9jO*BILrS~~y^i%0tH`x5
zZCZ=W#}-!!W#QvWsQf#gc_eAecv`B({PFKxOFS*r0tMIGJ~I_pqGycj_Had&nQXfV
zqyHIQW(DieI4JS!#n_O$qKxH`p3JA2C5P7l1di)^<Pd|$U0^C5z~-QP%&|9qL-{#f
z?2?23Hxmrh#${cUPeVHpex^f@%7TtO*DrzS0r~@xK3OsEVig=KXR?}>mKgvkV`x^H
z<Ggj9=nfRgJS{8(glx2*^0LdpZ*3~$(EU`K%z3&XdD^;S>e?Kz-=d_Zg#u=-{rySF
zz!-gB7e3P9En+Tb#EE!?3(0YndluFcAl?RxpAHq&RvK``cn}WOK0ccn<-9~OS*3$c
zHtxR!;+@h(5KkV~0o#`>P}=!Q#^$){H_Lhr$g*QkLOQ<!-PfT@)vSGm(-7W~{{f`u
zuRgOHS3v_k{2ayFOpjkz#*v2MI|^vQqHA64VVqCU>CX0rf+RbOq6<Ba)3x>h^A*Hk
zh1NeuOTBGQ$&81fk(dsZob0^CB@Q@O1NX|<dPv-`^nFcU?$ZQ@-(Ha~aX>2fUVChG
zRWul88z~+B&oE(((t21CeP3$7*CYLaQRe$<ip*bn%7JsVWkx;L)zQ*5x~y}JO@Sp0
zs&Oe!_sodD(jzD<=Ll`{WlNl?b6-XSQ8canuPcA3s(lW}k18L!(03?iMBnA8$Uy10
zCNU~a6Q@8#gIG7{>feaE1o$}0iqD{EoH)IcZM6NQW)Y94u-=lc<Z8u908<zi1wN`o
zA$)JxnF_z8ixYxZ6SUMHjgx$W$NGAOGc|(ls<~ltY9{kvjLgIT5Q6mV899GJJNaO-
zn`V0jKT15)0Hiw*qw-#y%g}JbBJ_SVI$UmtYH~)GeU|)=Cs?m6lHj+~jOsONu+zPi
z;e6k~Df5eq8e`Fd46{W5GZ@7}I5N1{L1-LpNRp{GKKl|{<SC*SpLrAktFC><fM~H`
zu0F?A&fDe@(50$Fn6Ig}c@)4rq7Sd23yo{8U)5RfZ6(6KC!4KPPd{@sHn1aSyPsmX
z&MpYAB&W1XNK=Oxzu*hpKf03gVn=nj@1hAi(cw%nx|fJ1H^$Vhuf%V6n`u1lqTm%3
zUKlFwmw?q{{MelJF0FP49~qG1XTVX{)x?8LhH)8l5I*R>Ujn6lP5I~ftz0T7fFvHG
z*?~xfu<`3vT^+z4KH-PSkq2J`U*quOBz|W2-B26st#z#6GZ>gYu#LmI6yqf3KR!y{
zfTq^hV91BcVdD!rI(*(#{*em5=Fu!il4Aw{U_hV0eauV@FaVL(G&~S4N0A1=^?lM6
zRR9f}GIGTlQ(gMCjF-Y3@bylv%c7&}VO3zIM{+XHmdw-DN=G?})z4K7uBUBB4%TSY
z(X(-b?S>wJ7TW~iAw#-|7#p6lZU0{~I8r(q;e7|%wtabz<4I_gowuMBj=h+}>W{hU
zEO)=;(*B$LYO)a7v~q&+##7v`7$O-w_<e$B_3q08Mk1!GgK$ExZ;r9lZMH9<E4Msd
z%&VO=TX-rQkH?jFnc1_=nK@q9s0zl9FjVTdQxXqi^f2qc9A<^7gRf~okKVtz0Bbf8
zDKkT`Qw!i;;G%NvS9>IMDapGr-j@1M$<Lb4EQ6)Cl9qv`U(Y$210k)MTk*D!B<SFm
zf3Ocibh*Y|<{i+}7Uwq8;)Dt&^gd6J9Fq--ocC-!&31hphVfekJS<JFrqX>xCvWgO
zIVW{_Lw@m>KMK6>)Fj}b8-U&>0T`Fy$f!weU1#iDnts$NG+%#_$GN>~6G!PW7r_~m
z_Xae4LDGX0Fp2ohgvlS*Ui>OQ&(Pun_R@a6kjd{xOtaINOA%a(@k;{2C15PX+2q%0
zxxzRKc0x-7ZH>fnpRZx{7C>!{Q8{}?Yc+nQ!B8Z>;fvWuHESkUulk?D4Z3-=Me=?`
z>MN|qeQ|J`4q&3>M>%yUtM@bWDj0Nmr_rlm23}NtrOH{xS}$2&Vt=OneJ(87PwOV#
z?`Xeh>GE&rBGas<@{ncFNO@G-vs1dL7Q5($9lkOmQIl6h?E9oIGNldw@FMJc5<S|d
z;-k^*pYtnKx!m)X84K$cORrOTnF`evZwW-TMkWFOvYm~GQO77o*?3b9eVC^Q(7g8H
znXr<%*9l3EiW-MLtaewJfX=uYK~%dz5Z2RfKCj6j2+1|6{zZ5_en;8U$||cOdYc7p
z9%^^8o(vTqF7ceEo((4|h@v4ato<cryE*uoN$u+eFVodTyJLaS)uApY>6+2**sAeN
z&-u}2#_0ao)3Z=pA3nHFEzsN4d_&Rh1iysr&!8Znw2!sH@L&9O*^d8y&v<`}VxMf+
zpz&aV!~uYDP3o62?apvz-^w#n8Y@I!2i-qLYf0XD*Kh1&_ezYG4z(qR-+U^LJTt^V
zwwd-2YyAtxA%0fBe3L7*coi<2K-a46>L3RIHLHE+^(0+=xm_@TQ~P^eHc~hP?i4c}
zH)C$W8u)sN4$#L~EE7t*FrKNo!-+eRi*B|jO3+_1PL2hz=T#K)zUTo?hA()X0h5Gs
zU^|{)d5E=sv&!kv?bl+@j?#3JX_KivOl6ujX~~FXq`v38ez{(B&&w}rmcUCktG8=7
z-wO}WkkKeIvV#dmYo65-mm%nc;%Yy`Np^aTaZM4BKRU?hU8MaCYeVBeXMRVyQ{SNf
zsKWK^8KVi-T>~dgYVY`g@r<yq^V=b7#`Mp&2bH%n>hF-uwgssP3Qk`!*o7x~r6|uG
zrGqIIxMSc3?dMvRT)|6X<h@iyuKzB-;7*DjU5uH+7xY3si5uF2=iKkvE*?y6a>sNM
z55FH8V##j><Cms#vwwJm1^N}^Bhn(d+rt$u9?dEvs8nd9i)Lf(Y2#OXM0?4<QsZQP
zeox4n(C>|&{{`rg0p5v(T|Xvaz_5AG{s0xeG$5%{F1=bsa>`}Af_23&N93If&a&jW
zG&J(;^ZUW7CNx<j43Dq?Wz@x9i=NI5P<3gbJu`qOAX#)~KE|&q{qRi8e)^s6|0uHY
zSD$fcQWvzKRsC8uT92_M5sHlz<NA$WT0@M|6{VB&*R&p^^`cH>uBX5>Vy{qp9sSr{
zu6+OLbH-?~tyOhFh4@o70Nc}v&X`_C?@ld!3QVUgpZssSP!IFEEQ~~{^Z7`&<6*cK
zf^4f?Ltqx4A7fX41SD&?OYB4C^$Z}K)NetDWunBC-U<_8mgu;)-J2^KayW+-%X-7m
zksVCB{waj}xOUii96XlR%5Bz&{ienoeCe3v7oh)Q)s*S>2(A}6+`-X#S~1s{9@H7B
zmc4&PS0rgNWv!T-@n{4w&PV0ig@Vb8a6k3T3ijnQv-wD}Ya?1D(=TXi)=yJRMk1;!
zykoVjfg9BiZtGf0huZq@8}hFak4uRkKhsc8E3NU%n%id<QbbSnHy1C9Yuo_NaH1$D
z*Ujr_5a!&x_@{a?1<`ZL#|18+Z1C$WlK2`3%Tv;^@O`?PX=56TUJ?*f<^30$|D+P0
z&V2;Z#C*)(|JUBt{l;-s@i}+ydcF4AcW2jboP_vey*s;W$1!mTJjBk9H(n|#RVisx
zDj}2>9#CIe71YwoUt=c~RH}qPls^Fkue3raPCV<_&j?C+>;n%Ke*m-se}wZpckU(?
z6ahkQDu@)VlDjiIbMLw5p3mR!n-vA-+mx)bVw()TGt!%jn`?0)e`#NNUa_s@9-j}L
zU8nPrlNGqp-{C_;q46ETEyrdubjDN#w5F^V0JN4ADw2C(qv^tH)PC9>IxPLW_a?DK
zuQt2;KPx#=)?u)gS{5?}No`d@`+Lkr?E<?B%}^}Oj0OJU=h@H7u>+1*CAnob0`0p<
zM*bYXBRdnHVGSvqhBPmAeQXlT0@BB+M?QK)t=~bAU_$GKd2E6rfiu>GV-%e@O$%@n
z>ImC=*-)*&V8DfP)Pro?2Xf{V37p1#A>sqO<fuA497MGeZDheo@AEVyG=;oe9l{P=
z-HSfr6!zQ_o#jo-t`{2M8JMzS5j<7%4@c57PYlQIthJnVDF=+ItEecx`ijM9-q&>L
zlsi3FM8y3FebO+m0n?MQC4O+ct*s^Zxol5JB}ff>+QA13)Y)mlkPa%ed{Gjs-T>`p
z9XKJIefRd>(YrWqooS3@?F`^Y^k%``&>Oi=;U$6}gK)%>v#!O7=Q#kz*;8R~91lBP
zqvXq!>2W_9+hR#8PLF@ALh~<<6shy}n2vj@&!Y;hP(W7t@DA<xZW`iUlRR3V)U;g(
zuFeqM4Na1(C@%mIZXnns&(s3%fIYBL_Qs1Q`ce(u=o?-tf3%Ni#gx$2`ynl!F!4NJ
z*eS{)?)Tl>YBtX`UIUC`G+yyRv3N4f08*Ge+2z-G@|`@+4~SW`!mGYtM<!9iXBolh
zJ&=>lZw)zJ8A}#jZTZ3lz50THNZe#Sv^b?ZGtQ9r6tzp;1LDKzE!6hA3YDMj9RSGD
zQYk$tGjR>c1&Lz9x+aP6ZrYkhj}M`u(<Qe7!_d`mWx!u{eHQfc`+QN{C)93|-!K9r
z4%Eya)cv&+(yF{=``0gs;q$>KXD<Jf5uPyZjFq2iAWci<?=VJ3c<Jw$<YaA<kh)6x
ztA0n2rZW~9TWSR>=DZO9l;~(g;<E=rTRNeILl<+LHOaYff=EiRL$O4U)g+#?A|^&j
zZ?m>}v?`%hwm$hI>8q$!4INkWj|MD0HQ0-?S7AAi;OOusS&Hhk`*V|$e6h~-{j7a(
z=`A;`#%2+^M<@V{EGtF2{sdTt@O3z1D*d`t^5&-{;eJbsA;hX!X4AfoD^;{$ywi1G
zIK``(yOBw<6@hyw)_@1ciZIX@ZzDKWL}4=uq7y-UP)nY9(U%`&KW))-&u6pk=ev)x
znQ<cveDamj5!hJqF@X`xOlPm!FC3QXddppU0L||%#lrTu5fQrkN4h^J|9D_V0$TYE
z9F@yp6^MEo{4L}-pGR?9p@7`eYQOO&Sd}6FnUP5H+IuE>wpP?p83@93H$W2oMJ4xM
z7e(&JkHh`)*NQeu#C!F0$QtpuiALC){fdca>JW?QG7ei4U#a6}aFk+6xdpWG2gJen
zvn(F<VnHlV@b<BOTFFZdCQ>4g0ZxZ?NVA7s=Im81Z#$2cuKSkv-aPP8x;c@Kux;GT
zAXrCD#fs4_@J)r7NP6+UwT>d8BUGT11W)esa1fDTLBQ_<0sz^oBo{;3v;Tq={G*|S
zKL*WPax2NlgtiKs8pfMD%?7<mz7gu!29p<hsiV^SNM+Sfowgn_$yaM2bl`P)>p_&C
z4~>*)?M-&oB)vx3O(^o+nffH@9p0)V6(4iNOWJCh=(klZ>O3SWn`EShvy~55)Ws#X
zJdEBm-s@pWcMue+>ZTN>mf4Y;V^OLO>CPoox`}+S^sxWtorUsi<xKp!I)Mf)A1aVs
zT;z2-C#4X8c6&v3wclsXXXKSuGxuI8!#@&bDgppPR+F5PvntVI_r{ZKu!EObEI%xa
zXkZv&k*?7GNotw&-BpqYWd=ogR1#QCDYf!8lznfG76uRz0JT9<4i#{!dTXdU5&V^5
zX`xx2vmDh$+VIn#ggqAN5Xlbg4m6h>t3!{+enX;h{P-w!#&av|S#W*vd%i;tpzwV3
zNT55jH~^&nxlvO`e?k<6S6SJ>|2F)q?6AC4kXtkuEo))P%T~ph&!?NGtaWP~Wy0!G
z6Q>-Y7pO1$hFvVQPnapeX!OE>nmKTnu@5#&>w{ACyZC)6sX4Ng#%$Q^<jtQg?;b$6
z&(!(;Ym*3F=ygGOlyXm>&Fcw)uD!*_#dWvE544F+)B;U!BZ`Dt{iIY?a<tD#JR8Os
zUzFrwUfTs1M-w5%GxTacl^w~GS3@u@bexRwo;a(PsQV3&LQ2hDDuOG6CixaSvPPi8
zZjT#}r*%aO^5=yyYR#szDP?e%#eG5f{}$b+hYrW-2D#;8VeXJSHj_R!9UiJlI}N)0
z8stT^^KkYJu^s??xA(4FbkER@f%Gowu92FPiv=LB210h9L%4`CPdmGTZ61HHdv-1I
zVvY%k44+FrNl5_w3^-XxwB~AT`0$FO))P!K-f2W+D@2#xGUw&Mx<=&bf;3i1`EE&X
zoD*0yjSQqGzTlEdr=tY50~{@hHz?^-hzII4{}6xz?Gx&ws_h1v1GqTd;wht4z(lC2
zEAE;$w41+eDK$z*j!LxI-3ZYD0Q%FJjU>hi<6_e-u3DIr?B^;QDaILN7R?eBhi!MR
z={T@yV4mC&@Y)n|$33>uKp>9P)F8EssV&KGM?2l6-S@#1f4-}`qMDR+q9g96b@q}z
zQ7R9j>iCzfpvA%%MN@1i>(&{myt$5spAa&L>PbG9(1{jhtGvY#Nk*@o2aqSbF<EiU
z5Ez=glPq%j66AvSws<y{n{}qDI<Ux}RVbo*tU_qB;?1}1OQ65WPTnhQzIOPGs?@;d
zkc&n_*?&dhcumIZ!>rq~?^qK&UP4p?u6lP@i^7<YBIyk$9r(gtpL^x?7VW*>UDsh8
z6B)|8%Ykd`ww6iG&S;p{1Jwzg>-<{6YFp$Et`?=DV!0GU+BZ_*AsMk$+JoHus7Zb@
z0}2ud(T%R=*he5Y{ULu<OFP=~un=}^J&820KH`rIm_O-;c0wrtq7RJ3{6{0}tnBh`
z<mN0bJ?%7K1o5-l#-DWy;th~L+SLPmjP-Y~CCc=7N5%jeX-CA@>Sf7Owi&@=<zQ@0
zU!m$Fyv>3OM6Z(#TKl$19uauCs3cvYAoq&SnfL^o9$==f2O3Opk4VSl#_{a1)!zbV
z-hinF{4`bb*TjE^Z3a)#wgRf{KvY#+pw?WvNs6$?fW7PSkIYRWoazl#L`0Qir(N+`
z@Q;ORr6z?Nw;z^x*n*g1N-7j>>~VA&NQJR4g}Q7I*<)DEw~hCCHqDDJdl#E&>dZRj
z6!GhPp^mglhTJSK^K2AsgA>5}eny*t)7Me&CoM7m-H~XN+JjD&-!hLttBqi27!Bz_
zo{b7KXcEt|8S8<!K^NY%jIq(+tk$gc{FrQflTG3+v?uod9yd4!<a{=>EWa!pU+T0;
zdP2mu0HV%6?0+`p17<gY-8R0uBt5GuCA#yNvA^P9oJ4c8Mkh~>C8<d5zVs>><({r6
z+mlV(Wz=HYtFB4Q6|eV@-Y{$m2|yN@57BScZ@G~9Fq|I-TL>G({J&4Kb+Psg!r%dU
zQq@w#waIfK#Tl0C-XAM@seQJZO+&~#eF?iHz#~Lw!E=(5*&Iyyh{25)osn?f&T}c9
zG0l(D=9pt|zc3~{5fw7m*o2*wkcd~HR|7YL%j072@pfpJQ<h}tgSO**r(1%Q?e2$#
zbt87kKW!s%|24oGXv+woynfrn+)r)OV>#_~JS%Dpx%r%cbyJ)RC2{~gfR5oAEa6%H
z{~6X=S0n_+PEKpUyidY25VPrCW(%B6%d_=$uuAaX=r3VOpb2PN{IjhR-Dvh$W<QF~
zvE=8DYYWIWNp!a?9RZQgIywL*xRTVts^Wj^Zg`88%1%jN>2eIV^C_g8pgQYZAu0+y
zbo8|v`hb$Nbz4x?(2EGg^Uf+j1Nn>Jf!pFI-$P9vusG3<OcN$X*$!`lfhl230awJF
z_$y7xD*8t$g`!oJ2)6&VAsvN1RcY2QBvHes00G2x>43`RBJd<D+AZiS8F}oR<J2B^
zD4g3UuKzcYJ3lQW>afp5gH!5G{}{b&huJOB#$Cv^oo;p~B2Sr7ci}vN;ha5nw)J?m
zI=~dIPHKR!Cj%8U5Gduib&{`}xIB$)b~0T7Bf;K8iWYiJT8$$X%$Qj8O!^G*;FAb|
z=#&-%428iIZIsYR?n`JbL=gyR^S}%hG&F0Vmr_9|+M98N8VeO_Hyzc+_9$EMZX_B8
z?@>Aea)T%8K@PWOKc*9+M%rH+GRb5W<nhU=Dk`(|V7fN~JwGH(Z>y}@M$Jq1E~`WL
zQF(ZCv^$vIUji?RjoVQ+G3si2R5r>17?Eq4_*V$o(7`Cuv$X#*?Rq^wvOAEij!4%5
z>CjT?k03D2E{z{Y()=1j751dOB6gMk0rBOhbR_Ntsex+tqpm*CtMJl8x|;*R;rr>5
zj!1ZW{jBtbUm~eX^74ErT4ou!eVg1m9L-8&1qyu4lx`K%nNzF9v0NMgL>fTQ=}ZIR
z)teX3FdD7Wa*^%~x~cZqP3-SdxCpCV#$(5_uZmhubpI!4jw#nrm$>)Co|O6Rh;6h}
z?y}|twNE)}(wIeVq6Q&bx}HA3x={YGQ_fPpH6(lpheOo<g?k2IeFqH!=kI_-2Riwb
zkd795rK0O#2=QUP{av1&Y9PdvUu>XJ6HT#){Bd#0$6;O$)n;tGo~rPo@D{<Tf81YH
zfI3wu0eiUy3bsgx$a5{0-1ILOo<gSPxEy3f3tE&{e~)ha|3CkOfBtCY;crk&0|XQR
z000O8;cM4gFgcWDc;f&7CR70c2LJ#7FfTGMGcPb)y?u}y*L5#=Zx2Xn_%VHZNW~&&
zNDRmZFpw+_$8l`8#E;ul(=p;mqwz-^<k=a)3rh=0;Sf@uy<?dKz_ebBB(`qHiX6C{
z&?vQIBgqREFZ*h1td9Yd_Nzi|b`@;uy((;N>Sd~W|LEF3QrN29EkqKz=iI){R2Cf0
zOb<@q{yHDO-?`^pXf&e{avvciMRH%D<N^3i+a=_eo+IQgu`El37QP6+4v;e&xWP$b
zI|{8(2u|`n5rRl4EMdJ#&QOii;Wtl8<u-({LXgHk!Eb`l+#4Rg8AkBVnCKc=hU0Bp
z_`Z0QoYpkrTai2>47!K{OLa>QZ^6#J5G6yD{-zW*giWr(d(m+eJw@N4G^OdEB&QB&
zgkGX+0uM=VYVb=#%hkg$g5y{XlK&?G7Y18am|Pj`yM;#$<I|uwQ|WL(@{8ha`UyDd
z7w`ZlwTp9lLtE7vbNXN|e_Ox{-iyR8S)S9#HV%r1Tzx&nGlt>3c)wn;NL)6Z`Y!tv
zSxRZ-&$``ta&j{xNN^&SC{2s*aLC=MP!b^QaX$4rLP?B9g!|J{iI0?oF)EfyBiCoH
zlF0a@(4US($B8ArZH)`OAZDrf{o74uwpoj{TAw1zI6zb;#IhOR-IoHVZi}v{PKv~4
zR{Siy(Bp7Pkrl<yqSxs-aE~0gWc9RCDK;Kg+N{}D5^y+^q{g!-0tq~as52`NYwF2E
ze54n3;8Av*kcXcjCl6}mr%^znP9!W|`URAD;C7({M}b=zelotyS*1`A<I1?t<PgjC
zX0zGiWAO=j(|^p`d|ZgQ?bc!?=#5<4Wj+r@)ruv`<+9^+@KMDQ+MR<NjuScR62^So
z?~ljuExv@Uj03M<BBu{&q+8k9sccp@H#hl5@XcT7iJcu$+1!EGFOdgOqTAgO-HL$k
zN}?NdyZa)5?@D3^^#p`=c9g_^0Ix27QxX|`k$pn;V~LuRLABgJh+7%MX_9p2ss{SM
zyBqF?p%Lyj$hjUXl}gOVZ=9T~ThcJ1!LfoNoP~6FlVm74mKKAfg$)aAlplEzWl&`Y
z$FlUp!*$eM(0`3)>S&K)7!Ho*Xx&%~#o$PezI>FvyP&@V!we2+&0{*zvPL+hbx>_Q
zIhUk+mb4)p{St_AYDBiKHwehtU?DVDm)0u62Ks;yt;4!Q;7Z9&15S+Q>CFXt-~{Y(
zj=n!vM_1z!as`HZ=LDPt2iyI?pzo%1xRxFvXuL3B#Nhw}ED_9;zK{M!h=`C|u-jd>
z0m=$4$L#Ttd))Iv&f(_t0>=rBAt8PSw`$yRNF{ZWOmNHh2%CETR7AMn)GaZKdyz$K
zau#%nxFcRFdDF|}>>eq)%=P`LCpvO-<S`*SMD$G<XOEA^?RKh}GW&AZHd-4Pn>oXS
zxKrj9tNWaq@&tCdQFKS8DR|Ix+J^_XJmJL$ESHHBbx4Oe@(8UKVf{WK{l45J1yO0Y
zW(7XQ14d;hDi_Mp)RVhT%aP@DIu=|x9KtIEpyH0@m2eA;3`{DDB0ONPP$>k#tkQ3z
z;`B(W*-SNCZC=1F6YQzrgtqJBmhHMjRx@^m+^<{?I*ub8E5a>!Sm+zTv~X)S13Mbe
zW|fK@Gqaz`?8A%TRs~*QL7O}9UbZL1W_JhdN<Qhix_()RE=X;o#RNe^&(nAGEi@T{
zD$Ge8-+;G3#ohy(AYdpsFh0rmf_>P?>`R@3(Rz+k1?$bgKRm7x8is-9V#w!Q@~3Dm
zCA=eZHx8#mawNML4wrP!a<p+I9Ss&%jqu8eHA@VZO!^k1@ZKc~`hR3mIJyqI(Z|3J
z&J+ym7SkJ`zr$mC<7gh^8=6n!bRJ?1SVI`{BcP+4!7)II8?^4p5JujmnMLac(aG`E
zEszr)H}aGo$Fa_aAw8EC4Pw&w4{TvT3_)Ayx6q*SnNZx-*F-olWKfNG3Ii{=VGF}0
zp{6#N)A?e~2ydixa(~_kxu$cP@39eMB?vtJh|qJroz%Q}a=%J8Q}Tw`?vOB}Mx+|>
za8%;p2OOzBZ0g!2G+t>wu03Q7l+KcBz=-R@qmP2VR5Z(S3bQ^-wQ;Luwwf)*`&_=4
zBFz?Q_se{QTj6Ba5h*5iYf?qnkd(L=MyMi&_12*c%LyT#pX-SVM2zyRGOkFa@0$$A
zY|qMx4HPQ<pcCR_+_TCgibyB&{McTdGHN|sgS<de=tQt7rcz&n0D^!+%2GE(MTo+T
zLomdxW~-S>rQr8+Yy+%6>x6DGzIX_{#R=aPxL-XemoYq%L%G`_MtQtr@XSERQTsvt
zrMZJv!dC!#id(4ro9mkpM^Miprih&`S;_ZM;kz;tfCpR*DA|HP#EOjXbTO!iSna#=
z5BN&VU>^fU1`RB?jmIJZxUW47U0?%X1Tf6m-mX;t5aNcsA3oSX3BKX2)A(V1@L+y!
z?=YxvZX2NwM32)2!@Eh+7CD+VEX~mQLQcDJMCbZLh|<7I?a{MZ<6-I?)8T2%4erw$
z#)BElOBvFOzr(0Q(NN|-gdbXtKK2M02izy=pAD<|G1SUBVn+B!7IO5hxh=~B9U6e%
z^OZIDBg<v1=q9M|afl;#(g4F2R_TW;U>ZlVb<}r=6a2(#9Xvf^uSP0Mn`>!{e+0C@
z4yQg?%z^rb9tIrG;~G5A466aE85X5aBjNsj_vAbi(l-Ib;&4Ye01&)GyySxsI2|;C
zZM$UKo*0;5M(zZHL>M|V47@{oSOT0EjHT{$Q2pEB_GhsswM>&&IFlxpYBC5BrD8_v
zL1llP@O`7mq)&!W0wY2ILI3$`D9}Npj%9me(=^At-)=RfXXX8Io6STZ4KpeOv<SfN
z<rq^DIB-ikj=VD0FAy9rlKO6k1uzZ(K5{?aDUc3$Ya*{Y0Cx>vW_*^U)ocO-Xqqwt
zjLo(=>v*H0^qOR36L(VE6;&BI3aI~1B;x@c%x^(7aH819^YKi80gTZ~K=FeBbaExv
z+e83`Flq;H9Rerx{+lvPbcH}Q2Xq8msd_ry<trv7r`EdN!F_;0*cMtxcL1X3^Cc(>
z;`jnCUxpYwTD9s_LG8);+*u=}Y|YrcDUAeG9l|v}UeNcqK;JWY?OTU+qUYzxf=-U1
ze$uPpG3hz&B6ww1pnK;5SAffYh&mbg%{(ha^D%v}Y)YH~K6hZCzehS_k%g>wK~D>Q
zF-PC0^pzD*?sIb&*CC+fsjW$X0=LP*A<sc1qjW_E5zgVqDkW?5Doqng&SpfUoq)sV
z=-}}+FC3f!yP!JBuGS+&-vEVRzz<9aOpPnq4EIP1V?oB;3n!x~=iapBlOa9Z%WRsJ
zF5DSWiOt<6Mc*)nt^_uKg+k9M$6$dm*wOL?@ugFBUDroD?Zm*wErx8$g;PQG*aLzQ
ziZW<-MeaH)j5%xeE0uEW;!SkWslGhqxL<JWYL}gqFo(@=IzA~)kqn;Op27hmtFfH#
zS)hgp@`D1ZM2n?T1ii1^r!2<cM4d8`zBlRwpu@mHWQbxuaV!q>W`q~ycFKT6I-RLJ
zD|<u&fca5J$Sd$fP(Vd32XZqgfP1d+eoI~uX(Hljw)zFRs~DSn*5NMWadaDkqcEyU
z;RT!kK(YvxoWA{uwFq!)t_P=Bf$#zMxq&eOb-ml=>0BLLJ7{+W9_1oLuPuQ65cI*H
z1I7`^1G?zXwLyAKbjd<~JLUo45-+2*um^i_)W9#$Nz``+s*-yR^c$5tlX)_xK!9qw
z!41&(9!B>mdUp1*<ll7fD7eh!RceEVgW7y}n$jiuD(-hi8yrc84LzrEbn!Z<+XYm5
zbkXQlffvC20qxDwhMo@jBYAqsrdKunO^PEM5j_aIv4^OZp&N2QdXWK8Z#-E5ppz-k
zHyNEftH*f&`le2=E`k<IxjLx)T7lYUb)G`4hFAk0m*wW{%SbHf+bi_eas9FQIL?PD
zy|I=@XD<o$T<#4rntB)~JkP@cPv4#o*swSR*K~obyoY|luI;RY*Inlim_E2_pvoh7
zpqnu(b=^`p^|;fSD$?iLBkoz;>iCMc4#{vDLVTNzK>}Fg>&03r?1)0MeLN=Docj^D
zVloaC{qB!jDb_YYUlsjsH^F6B%2CNy5+Y=iuDRpzT0+pPpk*GYe<zlJ_;v*!(w}t*
z5uj6|(pL!sFb58PxW$unKtKSq6U(tmYOD@u77^T<CPyo|VH8e7Cmbp^Kk<Px2`BOu
zoA+(2j1j>R>YAgFppkS)LERM*R5&<r0CQ4e`8L=IVmMxYjHLe$yvyancotYC+Ye(d
zU1vpiSgeHrXKn+a0)hb4B~H$0^@rAgm_3#CXBE!DR^SRh7atg@FPcLTr~`x9fJJc#
z6zbGAkud{IO435w4G0c!r|Pf|T2TWiEH}P@h8O&y+{Fm!Q|bK%&jG#0e+aGAiOe>x
z0zAs7{D70mNPv{dsQdts1a8Qel7N^2FW}XsSVH??L2rC{ReJ|GfS%V0|0sPKh%1?k
zQ&^NN0B&gjWv+u=hvZyNyL=S%{vmo7jOhg6nup;buhPc|4Ib8as2uXLl@{c5P8(2t
za3xP)UZjpO=f&2Ixg&rtgo9;zXqeVcd>;Il^#*d3yLvj}XR`ELgdX_CWG|#35G=q8
z(U*@ys37N8wVPi6e3sSjoYM#A^V?I7oP!_8_cCJQPJISm<7H`bZ-hKx`;`g_){Xed
zGZESoHsKteJZAMUqvCPi_{H2C?#P9>>H!MajBRmfgDr)COu!cZ3u;Nx297Kov#D$c
zNF=D5Fx!<_SHEvXg$n2v50cCjpr&y<#hNNJ#ULQeY@Vr@O51D3KHHoOM?P006v>E(
zpvzG#KuKx?RJ{}L|NTNx;H=$lGqro4kAs2`l>!>x0ge1Iu+|PZ7e2Z_PC8j34CQ$x
zrjkyUI|3)=S$;A?$c7MWqR1*Kb8}b;BM$sUNd&-%z`g*XD2cI{jVm(fC<&z5aMk8m
zokhJ2ChakB^0_}|%ynzr*xmi2%#+=oL9hUeFPA?-P8|eq`r#?yr@xl}=}e4)9w7(%
zH7Q633tJFE_V?p-S{;xTz6gf^M9%{@na?ind<fi8@Tbh52BHgJU_d+nMedD2jlkZh
zG<8l>O#f~2k^40A=Up@`NxL6F!TWp2y9q?4{r!)}5{hPIGMQLHyOZ9)m=ve9>JXEV
zc9N%ZDZZ?erL4x;uOMLmV<}B95Na>!A0zi4hKp+eG|~^p<4}H-9=N35(Fh}-uBmsl
z56<X~l{~PB^Lm3}?k8<EE`T|_!*udkj$T}$P1up*j>oNc0Bb!APC}zs+2LQ0hXzVN
zN7c}CZ)-Y+z>5?jTq5u?jPxW>3*^|A)i{@<Hx}s?s{e=hY~G&J2Pg8!1zprhDtp%Q
z-j%=nr9EPR<-IWU{x=-wcyB&+a^IhDAkA>FBN}<N<kleKZ&sEF3K%^bQJW9U!#huo
zABFn`EEC9wH#m{|D}dbKd*EJmz8nh!O^0|7?y?;V|CK$o!H@%yGM8hClIIjEl~!sj
zltfSg>XG6AQj`Q^V~9>Xa6%=KGKJ^!d6B6q37Xoh4#B26k&^KJ5Yc@kqFCa%_}P6r
zS<LoK&M}MJZ1U@|WI>dH5=X=d)mY`SfN>xQ+c4HKjofxPkdzSa!f8T5Lhp4-Lk}c;
z+kb=@@E39$=r-n~r=>KRgFhVW1>6PBUIuUYQKG|NXs-b75NxK?DX%D*KG?~)Z?;(~
zkx2ov1Ax~TQ6hs0fryV>E)to^gcTWBn-GbN5Hm10U^hV`g9)3+!Q6KuQ$Xqk5l|%K
zY(t0vq{gr1d%$sGp0oLMGU5&fFbr%;+Sqw(4TC+9d|>u`Wwj?WSqS`sAH_RSvH}!{
z<&Ex;=nbByGkXh6F4+G|by9#ztKe9x87Da@&T9s*)j&Uz!}zqgfq*bWQm}p0u--WX
zq<DE1BB4GwlGVO-41<H2)jl|)4<5<S)t}HCOS#k?c$Z~UgQGxVz-)BtKCDOdC=8Lp
zfD}fa;D>T`aEfwPXDvtHG<0IGE`~_;!H^oiKyMK}L*-FvL&NNGfg}S6%!>iz(gtv4
z8o*MrCFg|RAO}I>Fs9JL2!bbEyr_f7S8~9-?p)U!dKTExrQ-lR&t`iVXFQ2j3-PJ-
zGPOz3_A$+ME*`1Joqe9-%v_&WM+b=P@eyG|ca+G0wQ(>oPeh4~J0c_Bx407}GPY}%
zrX|aBL?UBjpz}dhQi%*8O@}yRo~pz$2kL;JSi5EJWz9X(CareA4Q!r$Rmq#&O!b`-
z&vcV9!%{Jr2TsmP$(XylE)z}%c(#(sSeAC|GEk5#xevDIZ$t3HL{r6FRfDu3T#jc2
zvmYdbl*{nQ95{C#4|4ETVPS4~G|ZC2uzl!u1Z>Z-Sh1Rue>m84Ja^<o5b=!UIDF_j
zK__H>a-4EBDmj2cxs@Cz!0dA&=m5h~GJSBKV>HO*CS_7h+PKWi;X}Z=!HI%p0gCrW
zEUYRO?SVN?5Mb<96B#kXmnakpi44x)z&!wqOk}_l1P;X8LRrbs#=;gR-hxB|^A0;Q
z`Jg1UoB9SK&BTC_uI=nJNZ#1F2(JIBd}e?Dv2(`$XYlP6WB)SSKm(PDzc>ZQc}{!#
z{02rsB(GI??FuwY$unzUiGB^g!)6b>HfEskMNI7`rqLj3E$jS=)dP3e^uZyMg1I%0
zu4;e~2S@U>F6b*nuhX;llgq!U^Dmq92B)u3nOb{$ZOyaDI&ikH(VsK?Q%aJ<EU3r3
zhCVRz8R1<4ph|KYdJmGLkI_2tEZB=&p&9zYdCX7%{XD=Ib-tcI8(EK^z=ZQT`u+ya
zvPM=s`SRGx3F|*C!3{`j@2sO_oye>?AKahond>{1?(VK5#5*#_G6mw~SA`+MI5El5
zu0p_uNSNQVM<ZbWov;(dX-yZ53|O2m=OJ#}LpHU%aOxnP_w7;G38SblseajVfN3xY
zSSXk>foi43l>!R(@zsKNIx625xV$^xjq_SvCTg~CNxBZ!$ptBcipY#Fk(pt~Da*&n
z3y4QkgS8xJNnu<d5Kaj`(T?Du5K}Mo;{-&6fowWtcxXV_Q8X<X8JRZ-M<dsBEYCOO
zvj^TsN~9x7aY}_m-1lJ9!}Qyp)3GcEf*FZZ4r5-y>6cb2&OWCwXtie@c}SVHV#MFY
z8IEn=pZJp+xW!%tv&)!vkXaL)36F3}N2cUEq#OXNj0oNndS^@K&ElLR;=xUvZ-K4F
z9S$l38hmMG3;#-*<m~-jO7x3lh1NH|DrZ*q7chpW>C1-R++MAt)&pvUGsx@*uP|gX
zhDfcXs~;#zSo8hb1cMNd>C-mOe|TQwFnIC{I05<H+;NM4OXtTPgpG$m%Wu-FPw1bd
za+dzFC+HP+KuydJUeFsGdCJezD`)g?#MAf}kI@4QN&r-Su&g)EtZJ74cxgF$2|`dN
z4@bnRf&t5G9762+>Y{av>JTsJ+rX~AvP$3706d?|(~IZPzCNkpz>Ai>mi8Kdn$<4M
z0jkN<H#ex=IPg710TIlFa*8V^iDDNnlaZn8Dw0^N!rj`OUpG%G37`*f<x@UQ?gMTM
z(fETrJkpRuAc=^GiQJEE;&F&#UKCd@EZw&Kseo-#c~mA(-Vh#l0F0DdX3WQW?Qz8f
zR>WpN#ZlrlU`y~ffb~kCG9I^^{lGOUAONxcj{<M9nG)PCEygDdym>gq`HymZ!bZpX
z)Te>dbQC)gI7?1CM2r=GVXZbJP4MK3gc+T;UfAFv5o&*jKJjV583{uIL&5M-V!qnn
z;;0FX?N;w`DAz5)T`4A25SC4B7iim*D+vcDoE)6#O;{Grh5{}NDkqXO%$Q@o5sMh4
zL<?9RPF{-SJY0B<Y?tq5ltgU;CN$wjm{d~m@fe1I@S=`V4-w=#4(Ryz;cz%j>O_)<
zJy72dy8FPG_(E>GA}av~dcKF*iXF^XZ2ph2lJfIkLfhPl*`zE1K$ax}Rf{r6pC$Xh
zyn#W5{_|RTpFagEEO3h4B>OJY-;R@5Rr!KoLYVmm+*%)Pt5%aVds(}vZy@@)0Jce%
z>7_I2h&+@7r$2aJC#M099Rap?4Di^yOdlKtJod0ozKbjgFx2XzxCw@{lA|9UrKzuI
ze}^FaH02BQ=R}V)EE&tYyr2(A!LVFI=Vu@`5qgViLUQ~bmdjxIjj-VOb41hj056g(
z{Xo<Cr94g!0bm}i=jo+u^y(Gu@8n*Y&_WBPIeMo-ohy2rkMTJs@~~=1mH6~HJTaG*
zN+YK7L79{DEH%GbVe7HPZEHG$x54}#mCBv5#QT?YUds767*0ZTB9&X3`T%S~3m&5y
z%eJRnOhcy=sH2To$roW%o;8(3p%9e|SYR?!B}dIBYc@^Z_!aP!OB<C|#g22UZveDw
zlWB2ty{4>A7+n$=!;;leW@)?3!#T!IEKtV`K_?P>5NCL$40uLV`b{-jxx#oK@Y1-f
zMhh_|Y588n<I&#eL<o975$xo65oR2iO=?PFD&d9e`iUPXxy%JR%88pulw1NAET)!{
zh;SYcf=3uB38&)_a5ja)SV@?Dpj53CX|)n(WA=G}JS!&$v2EfOCzIXkek`y(fmaQ}
z)aq-T_c^bOh068Sr8PNZ@WosYB9?<SWl<C>0v#-1K5M&zC~UK#=Y5P-U{-vy5-0U~
zn9kUd|5P53Y+l96nb^e|`;Y7T-8IZ-uk8aK%NYR#v%&d%24KunI{8?xhl%s5gV}RS
zCf<GwCkpoyzpF9A%TI5FhLIG0eRxDCM^`gec<W)Xf}BPem=(!^Dqp!KC;LMzl>r}k
zY?WRy;QX_OMJ@u4GIDb_2u?B4w{)Ew`Qz{>oqsoLMwb1gCNwk%jhw|<A+2#nCq4K<
z*F1sg?;CTpN%en@&*1V+h)a*>7sU{S4G40V*P@7=$koAWupW=ooDWZwV~WM+i&WmI
z)F#1MFp){hn)nc6vLULq-K2Jlhz{04IVz=E_mLtvq|wUxCGK&gx*}9htuzG`6#5O8
z>lIzby%FyaQ<<+@Dn-Hzc-vGXiwal|YqIf79lO<PGIIumq>xC6F_;$<hM8oVD`mg7
zPaUFM!0ig#F-R$lI<bNKz|9EhbO6*OLqK$aFNe(Tm7euYKyZYNl|<+SPPqWLDohR%
zT2lzBUdU8B8)wrT&Pqc}Y64#+KUrh0eIo0Rd=8OmG%UKxi?~C$PTwEdB{deC@=*!U
zDo>K<A*eAXM?@z%8h98HVEvntXt%+Jnk3aqyxJH`1VlOVi;Ky$L=gkiuCuQm31(b@
z%QxQ2`DPo84$Q8?<5S8w&Yiur$hqa2SW5-;E##+inf>mKN7BLIQr6h1U*15z^L|{0
zxrsG5o16UUTpbzD&W>oD&uM%0bO0=58>`EJ*RY4v!IhQl8(4Z4*WY|cI__69IK2v3
z@B+zbMAR_l0O}P_=3x4SP4F87-1widc=X;&6=FW7(*u8z6k_f@ycULoYK{V5L96-T
z7#*%CphaIM0N4ujtu?@<dD@`#-LxJD)f5Ns00u~b|9}<TJ-vnyFQ;98L~nSjbIt2u
z-&y+pZ_=yh4tySs;8fkhyCTBIv790HfaLs6Ub~sm8;h$(c=2g{a2evzI)(5UW6v!=
zMAZ24)t_{Eafo$JwMiWHdquKouJfJlrud{xzaq6-%5g8wXK#mPP(_FQZN6s%Oax8}
z4)wo_!G`PcDOf24oCJ=5Kc8YyDl0frEcqTUSwysy1PdKeD09*(B=bg`VTt3c(o_;A
z>sMxl3W*X(1CXa_mR(U9Ci(H&?hftNm`GB~MKC7OA^f528#rx49JKv~*n4xpQ$Qms
z<CF>j04<r>=At5!Km_4DiU72hlmy(^DS(gZGzmn&d%y`!$uJ2-AzU~2fO1XL3<3lp
z*XGlq55|VNJ!C__<hlG~U~b&vSWe+t@%-Gjhm~tiV=)gX5=^LoDFo$hz=+_LYPI`G
zg=wLH)ok2N%!*BF9Q?P)r~qFF-wq5MqEW8b1|>y9>i6T}wj2kd5LsER12-4bsYjM`
zSYWn~ML1`2XLl-;oZZ}v;S0U9Mh`HBkLsAqgMST?GrDy1D(oaaucFX}%vum|o~2jF
z7Qxx480OQ9*T0DPF^*PCU{Q}V{g=oRmc3SmsK(hmS@!yo<1Qs@MK?~aYai&JMQb{V
zZ=KNI#wxSb)bO(qZ9b}lPo{4HQv1U^y$lHLy1q_N9D#lAJe;=ppXO3^T?baXjTvlV
zfho`r8MPOVOyaRPmO11N%f6P58fWr!Na3eepzkaIp#p})^v0(ER7SV{5sT7{@a+wm
zuDkp9I$z8$dd>B8Nc3!P;`-C+i1>c-CG8jHHS!lC1@~i}uAijwN%t&wQY;Q_h!(#{
zqy$2FER^#iB~glSz6$inQ4&LVCK!Xbr6g<!OH;s{eyAiy7MPL;&aa{*7-){una#|;
zlIRpTOR;9VKUNa06zc;|;%0Il;|eh8cHcEKN}?b-!gc5_i(&~-jSAtTu(6i=3$SGH
z>sSF$iiL5?rc(xsnyKO7P<`Mdsb+G(4k&1++zF%PfO6Iv?1#It1l_y5<%PV&;`e_j
zunuTCb$vBJ$VS`;j2b3a&9DT`_HBQtBmmH{q3ca;H@Pn!L}U*Oo{}**FguKvo#ehi
zXqt&&)@Mqh4L09~e|>T9`8as**^ny<u&U7571hjsERkWXdEugA7)$v6BHY;&#I_dL
z*E&HB{P$QG1bh<ku984ki1jI<6-&sOsxFpU?ojq5hX@tVaMTgtVRhUJfW#ev<w39=
zPcCGF?wvGph`NkV-R@v3_g8Uw5zbxxP!2%vuF=04>W>g(K_gfz6kvT2**_D{Hf-;T
zuv*<EPvv_+I0><_e)*ad22(?W(DoL<4t{erWglBmLtZ*Yudb*e=fDKXlYk0E@RvFS
zAzJ@G!4~uMgEW9cKzz+K=E)>udTQazRPO(QPVK)<_HR51cC(nJZv#R+^ANp*2|5T~
zROe5xg0)>)PYZneZd?I}Gf*LNy}=ptE*VWZINs8*Hc6Tldh<@r5360W&Xo5Z89Uuz
zcQRtiKi3_IK-`H)Dwml?cY$i2%Jpmy1D*vI6_;qdF`R-U24=uR<<*A(DNCLc`3W@`
z0Url`B}ht1SU?mi{Zy-2Q4(#4{tVawQ?cWAzW_s)+k(Y2$H19Lv)$orGK~dZtya6>
zWsAUZRx~;D<#X`<l;!>ict{5;gE|uOoVty!KA4UBElbv9{J7r&W@c7Ip`(&87M3^z
zBIdqI!eGV$<L{Iu5@5f=5>vOPBpk3dtK_?(;t)OIm%x>cn4$6-KW0cZk&#Z6gzHZE
z)c2?EP-Q-*^vO@d6Y^E?1(eyr1OjoAVhvF)fW3{|?O3AT>YL1D?ZK;{-<S~g*>JKO
zBZfNP-4(l4r}3A$KVulVe9Wb(GLR;|;Qlg|?bwDe4kkvvkpDBVEz8I1wrMO&$&Yk?
zbCr^R#A)2G%h_Oh={h`tgX%PQWN{L{RNA8}dl2?f-*CDY=YoG~8o{Nf*Mj}V-(~Aq
z#R`9I{3ut;5LsqjJP#vffCBAeF&saf!$Pu=EALi=oKwb>dgn3(tSr{KHJ)74$wE&1
z)*2}IuL6q_d)I&~v8*-#UPUhEv<8GSJ%2pB`-D!;=Rxr?&0saIoAg7VQI}Wg;1T)?
z)9+}RxdzpV_YfWa1LppW=tCky7DTjx4G8a6Iqi`zWZ%QoU5LK1NXRXEwg=Fz$i(`*
zDKoDIPf>G|xYM|zKlDeeBx8u&<iNHq(vdv`=k{Eg{|j+LmY9VW4?`dBJLZDnF@oOU
z{EvLk!}{pR3CD7rX#k^C`W02TFH*eUY5^9B%g<)a92aIOC*E}&05@upDlf{q<W4x6
zbOnj4Q%O(_CjjcoGOtU1ll~`NkMryhf`T$=Sp|#M-s{5<CSW8!BeL#S%)kVNuvBLN
z_CdgZb<L7PdcrEXauYcb_=PDmWK#jgswuafecY8^KDfpG;jR-Wroop_M?)stCZ>Qd
z;Q&4x#mxXf@<BO)AmK%L9PEJ<%4NJ$LAf%6_{-u4&;rs1v}Rlm<2%kqY~&7^5jQ;S
z3asAG#ATj)jQK#;krByVQ#i2;U$QQ?j`Wa}JCBibNI^;vFu{mNrNr=Mm4lpwjg6Mx
z-TorZ(e9}CD+1FBD52g5YP3V1T76xB%47C!C$=kN-_Bq`r?KDI+CX~%Y<EZ_|1H*|
z2Ky3mexwH{9Jf2DGK`<fP8~Gt-5B20ec5`z2!D2Ncv>e9=jeq$)%mg2c;W?Xp|ggt
zZ$NM<EQ&hA(uBEp7j(FP^s(FYs-b^eLu5$z;H~uPpJVbrlFdA-a$#=`0?c^~L3-n3
zh2!GZ$Miu4Z0It*x}pDHvV5VA4-C|qYx#^2?=~I`!+2-IqbnP{G_qAY(gbsHw%;|G
zYFMh6JDYr-8>5nvm<}hCB4I)lVu`vJ0z-%dc`#R(wbYSlWOBU`a8wT3<XQhQ-Vfl~
z)SH6JIBMh)R$qe#iApjuR$oU!R7s9q?vKrWia?A}62PfbEiOz}QWEU~`m~hQ%_xa>
zitw^e_H9c^tnUDz6U+(9syYR{CY*7Z)N@^|*ulJaAifj}7cfg#F<Ydih66GNM=z6(
zlU!_s{ftxM<a$`-0=y^m`M;II+K1+^gdVe1)eKe%gPY)NS5?hKfYY#xZ?~%?JdE_*
zb4682j7mO)dro*!Nrcl76CdDS?p5AcIPD3MKuL52w;XT=!Awc;iWuYk5^F07vyU0?
zN<oyAggYFPq3d&@s&~NeR?+MRU(WT4#fcv?C{+xE^b2f{kfs{0Tn5W4!&i_D2ME<B
zBimIMZivfU8#wnG-$J7TPP(y{Ke0oYJ~(W4v9NCkEpX@i@lD5`IRJM%vS|+We3<?$
z(y|9))^b6Hq|I#VXL>rgPENodFP=5R!9QU|1HeoyHk$e+|A!cZ04=VpYWAP#jf*+j
z*w{i39%2Rdo4*eshv(<seoAi~%hPWyq(i=vqwhaS53K8VNG3(nYw)~oWVO54xpOsF
z7qY+2!t#d8lwQ3eE5-TEbTn9p07UQC0sLu=r;s8U)(wJ9YwKD1rd9_w%$S^a?Ugug
zxFOk*y(Ppjs@?gFFPmUSJX5V=nM>T0BEVk4&?-pZKb-=k7v40U;qzSpViur~Fm}Gc
zUOjM~*t1sWm^Yp>^4Hlq>;bS5f?0NtI1n9Xm3E~$-b2@FV%akro2eN#iu5a(i)syN
zJTaRZk2&f4o7Ff(0R5Qk6UTSro*O^hWyI?M?~W%@I|S4Xpqfpxx6yP0F>cGa)2~#<
zCf4%JAW98!ZhlrNl(G0@Ax<6PbAsRucvhv3d^mB8O(m6%#U5XXG61%U$;=zD5(p8#
zD-ysKIe>iFsOBgM8}BgqFRqGGZx0zjT5syQ3O52XlJ$O}66i(5vf#wa5b5I~Is_|=
z3bR>7NtjqJj@g60k{F9wWmX6xf2a;p^ckDfLXlAi5g51R1gc6byY(+`;M9{!Q<x@J
zB(_+pr4ktd#798WK|z(@zUbQShz#vx`1VR2tB1fw8d#>iv9_}VzknV6;|B1f?tqvZ
z5Zz#N6(^gpp;UB59Rl{F<?Xon0v?=pQLOEg#_gQOS$co4mfPFMKGV3{bO`Sc-rE8&
z8e(wG0G|1cHE*hY%8XH5!3ZB;07#ZK!Vf;W28isVSy{0Y@pM76Uj??bkfnpudPB&J
z9ze7Y>54`cY63BoB~;-zUrCF>6M1@(fJMEU2T(_U=aHmDybd<}%EOe&Y>U<a)VQ8M
zD?-eBABVvSn6BshZ>fo9aI_w0_N2O>D8d9-1ToixUG<Fi*Xer28FI@@&_8D(#G_8x
zQxaew1Y=+)Q6{&@vCX;^CKJ7-8kX`gn<W*_-1aS?FN4qKdJwEU2b8tk-npln5I-us
zspfopU`9>WY`4u;JlyN>$T=^R+ff2LAh^t0rn~N{<5`uyU?DZUvXTfGS+5Q~P>jR?
zLV%?O>}NP06R2_-t*=vfES@zC${lRyG@CeU$eIwic%h?;bC-KloOJQ9ML-cY2EU^T
zmPU%O!R7i8f;?9dHi%gelL4z33FiZ-5727FGRc(E6wb*X*+!BtERHY`x_}DQ<TINB
z*Z>1jlh1WH2`rx_kLBv{8-(5tIhX5o%28Ah*fSJ&(EqsImNwVs$>RwC>0;p^N$4Ap
zBOdNLnZ(LYWUl;4dOyxI|D?!@us3F>)kG{N&`kiGtgR#p@Vu~kc2-al?$EZ2G8)Db
z^)BMViWqF?ezJq}y|Q{DP77~g@AnR8t3BDxu>(=8tEv?E22K4)RVe`I+6n+dCeIJ8
zGcL0|9@|9l9{ezS*rp1`2;U#ao?zdf0QalOz+i-z&#&$7HvT>v8zaEP5Su2#!I|u$
zHF#OaUK82xZHdNHIePa=`Zve)n=~^=7;RpZT}E%N(cv}tEw2xrDj4E}OW5}W1dP6m
zQH$O@pSENR_J%%K$!nJ=mICD#!@WPOdwxlF07pQ$zgp3B&&8P`&fIE7^&tx1^>@2;
zzZ!2>H|hL3F<c*m)O$W~E;h9sOT<xSirCh}1fC3bBOZa?dDxz2_89zz$%eRnXH@e;
z!AhfP%)@+~3WCr;V*X@tKP-33LbeF)Rmz07Owz8jV^#pXXUxT{<;LA|m2v=3Z&P+W
z_DMT6p6*sgvUd~Cet$kQ97MUEHyQ%!1fEVB#Jmk-mj!^D$c9^Ae)RSRfGOlvw;9JS
zxn`?!8F^brR4RoI1YsttyO>`B<Wa)zGIOs4Aq!LBBN9`t&?^D(E4lKd{BY{pHUMlH
z^udeyqiKm1V^%dnx@r?c2KI>!XmM(jqKvdQ1WO4202n350?To*;zzbBLKO5YWI%Co
zQxE`#uHf7&Y+>a)1RLyXLP?w|@>#JaJDS2OW*Z3TCvM4w2KGT)Ww8*Jw-jAgEXuPU
zkFgiT?8jryW<gmX(3WkE#o~|@UF`jk#B^nC2ar|H5QDX~N`-jYZLx_p68!J-Mt6@x
z2&iM4T{ipidXC;)q|Vc*uQhq}{lGboI=hW)Adp~=<=<01eNHuQ9qqwMp>@M|*~_P6
z(m=aFP`|YcfcU<GQ?`He4pyQ9xw-PU@P3wF(CI5W9tN)R&Q@I(FvK-(Z|WOD68r4j
z<qcWL@ILrHiYpE55hA;jaGDpMtYLk?(iTtWwdRUW$^{5oYkUfD@;!#gf9emp6KlJ0
z_=NGyd{-_q5Oz<}l*qWU{;OwA?FsxU8$8V(kOzE@s^_19{|%=IGo`Y#5m*MqBN5k;
z!T26n##FX6@0ExroY9nb#&TDSao~XEa@@&Z=s09%wwhzvi`N7I+BZeeSADMi3Mo{W
zyB=4~nVgN8$t7K{*4&|!s`_znr9Ig-Mj<E^_V;A~p!}vzwsUpx!vXx~ujU|zmEqT5
z%ouiNf*GcoEgo3X$g!h4<e>MqRQwXQiXg?8sy>BF10qa@(jEBB9@)N2q$C4-aEV_U
zN!9bP5qAn3^5(e=9~DlPO4Var>N8`pX<;uhm=u~w9XsMNZTf3q;UdC@uTEK3^_2mK
zR!oQmQkVN?+XPBfAaZzrG#a5I@8XTBJJ{4f_8T{Hh)^E?EqXXct~MDCU3*AeS0Pux
z)_|cACMG~(JS&XH{egj5vEdMC6ez6f+#xKzLpE}m9r5;-PJWbI6!gDOZ*r0SaTh}g
zCM&vsFNfKdSgy-ip^lSM5Ms#F*~LI(Iv1;3sL7fCmn>r}1KYqEBrufw<18bbBAnN-
z{-3k|+Cb>rkI<h#qW|A<PVoKTqF0|#IYG)VVL2TgFnT~&Nki;zg$Qk7^I-FgPOjyR
z$fjTd`5e8m^6R+ThKRdI=!Z|?5<6FNlr*<6K6xtbctiVjd??d6_ksOXh|ld}vgXTv
z)$skAbJE;b64jlPDaQ9F(@05hn-$3vkXxW60F!VLV8^FwbOD3#0N4#0x%!A>KT?N(
zF85Pb0x&nluBq46u^A90@Xb*<-mlF|!f^ncjMZ{85Cwvn+3pL~`NP2FrP}@REU71J
za}$nSFrA%b^0fldrdh6SChP7Dr=e2{%%V_JymjsbVs~WSJ(T^A1Sdr>8{CQHY~j-F
zaslU%9O0-^KL|SxuBsuJ0#hl5ie#oLVKTKU0=Ug$Y7b+HS_#k@P@<n>nRe!OsWd_(
zLyI%(jJXh6N)XDiNM~3a`u3>Qkj1br15+z8X<(M`!M~9m=kmbLEQHp!G%2@)w+!zi
z+5;A9p>eSsF82Z<I|S?}D^Nibu+)jjTH9G4qD33-BeKgn7AA@yYM#yZT&%a@M%BSZ
z4zw#zz^&=-NOEv`F?01|I`~vfk48554ERsndo?2hdj`SE5(3rd6~J=sdvz!N1P~{}
zy<#k}g^N0f#@4EjWkm98GcKN>d;c}PGx&piPj=yAUz1uvYFjp#3%-{(g135TEXMu^
z>2xq)xq3#fH9{`0<cwYZ62!1qbK2!O`t5_-CeH9I|No3^a1j92|MZ|C=KdfZ&Ekmy
zi~PDy=JML$iL^j_vd;s`;yG<k$9bM7vy}Ao#`#rDbrUL=1OXbt3K`3LeC?d)k7*3y
zr+_Xvm_(uw&Tbg))^<0^rc#-pvTm-gcm3fsnYXcr#Syle7Lvj-UgB7n<`h&(mnBM`
zgG*v4fe|Q#z^CcN5WbEsRyY<vmi1jQwi32W6jVPgfV_wUrxvYb)h-{&J}~B_7^mU@
z^2W74+DT1NstvpZM3Ro%KK3y5&5~JD5@ESKbJ#p#s^sUkU@Wyc;Za%D1mR>coMO2n
zR6P&UXJA56l(eT}6#>48d5>;kp+=$I?pSeW;Ebi3ePOx96EXfDK``}!b^E?z2pFtv
zVuQ0+41tXxZee?#VhBG0vnmnrPxmBjmoeW(!&4Go38EVFN35tMfP{vjZ`(s#Nub5S
zV+F&CCAPuWg;Njfyn*e7xJ<`%8gq-fhkO()^WWxvf~%QCU_n7g6{_^xeaUZlAs#s6
zblzRD;AE2Js&-|FAp1gP;)3R}weC*iOtzaLP7J>GRpJxe26zW|bT7+`QC<ijXvxx6
zZ9ojI7Gow;5;Y&K8>ow~Qlq%K0}vy`f|U>I>CHwxx41Jr0!p5v^;g$|?jXI2xqtv9
zwh?!ByX1T>69kv#x(h~zpG!M~4P5FfRIgvs<e|Vf*sgrVhx*sn*Te1*x#pUPQ_b|o
zg5J1{bF0ns=?KB#<+)OXHEwan5wm`;q;)m39eR5>*#rjqblPgXkTWbwv9WzE`xhR^
zIu&q_eq2G(LpXyKnZ@0B=esy*QLXOouG7tX6STa-`Of+#FP4-wAy&3WqW+Zm*Mx^a
zps{4N@Ki#ud5CL1i69}^pbH&2fuB@$!f6NxXmckqa15z%HKdZ*FV5vgPN&jT5**;A
zC~($FsyamnoHXI%fGd)oYPDLGVAk>%lbn|rkH@Jfv#*S$0{GG2-z>(3(+}KcDU;KT
z?R7pG7a0MV^TSRs_-t;w92C$N|2$7GAN>-jX;Aqi860n8iJSv~wD2i4yV?TB&>WL#
zQJH9o!;>qKiIHS+z;?)RQmgT#9~&YV!`M(vQi7uqn}W?1C$=h|FZ%XmI4TZHDyBkQ
zDAtBxk-oZi&j)}x^4(HW73%?VwgCB+N=kyc9#|x@T_pj&20$nlVkn6zPF)Ze9Ho-*
zeUFdasTC>-diS@s%7vLICz%$8#@RP#Nqw*9;bJ5JbB$QS$n5-%6LfbrRpFAvfe^v2
z<+c!m?hoEs?ct0(oCP?9pT!Fkl!?q47Rsu*8lGYsXNg%#;S&yo9p{*RRaIXX71@Y5
z*v@4tJ9Opp=H_M`{osIrFS|SBqX6N0Xq{WR<J~(OxD-j;_z?gl$YSAMgRR1kFJQy3
z^Ep{^x-Gj7dE>w40Y4ywhA&rj-2dyySl>!V{I?#|9{-ANA2aD&>2!#J*0KpM%y>R;
zgpaT2jqNObnbV(NQ^o06JD$<`M*zutu>tbYw@5l(>w%z`8V&c-U`>E0kTvpDpfX++
zA=g#%hpKq(waJhT0qR(ZF->vi7Bhh=78>D)PXV!Zl4?~<`eO@#C?}P&0EnW<s{d;C
zuSp3jn7~rYJV~(O>A}wZ)IG%sJ5hPYT8U|ja=`m7)-NdYel67^tUU{6Z6z?S;A&T-
zJTcV}vo>oBuL_S*Nz88s`>ZnYoJ6-k6Ne=W=Rgw(0D%#grs_CJ$(~$BE-K%v>K4Fh
z9U|H(p(IRzOXF6*V7d2Bv?9u(>rRw@)`z%ik|7$O!D)5}7gGCN9C=H~)JU;7Od>CU
zx6yEfHGj%zhZCd7hod2xCT0yLS|sq?rb+@(yEiQXL*z<=yB;=>l#)C?&_`g{K(kBt
zB!F*YcpfFQ1tUC>qU-uBN#6o+^+ymflk>pNUI3ANR!|ZEBRSk~0Mz%&JK*$-ehrJd
zkyvS09@YmJvp+#wM5wq^k;r{{?%facPXO%0;%ZzVLQXo}E3PJ;GTNn586W4Vu|6u*
zOq9ytJ}$)-8miEIaF_mkTZ?nw^&PBv->h&z+1+jh7ryB3bV1!~cyHkxt{lNmSo*TA
zHz0uC(RBXwN7uR#Me}~rGvZ`aDL9)HWpVCA%{*whhFoHe&r)*z3lWmI|5cvX+@)7_
zoMO0ysb4)VNulrGrNLTCEr*GVMuvm*LmE~Q)yy8pRY|dfll?5d)MC*E`x-J;X1&xq
z$<{IY%~!axpQ^K)5xXJ3k@Ep7*(2YJI%QR94X(`t`{~?U3k0}7b`AkAQ^Ntb53wiD
zN$xFoa2*SXpov7u>VP-*?$w6>Q7MctIEtiZ6qk&3oLQ@#6pt538JK%>R!D|uGF)kK
zR%j<|gZIY}4pU`D6TE7+%}TgSL$!uXo$r&b$^E_C;1%p5D~>{^OdRDEa9tHtihBl&
z>#SfpV%ERchJpQ7v!<!M&>L7hUSTE)lN#IExZf8Yj2BA69>G~+_M>($Xt}=FCsmP1
zOt5SzG<J<*Qqjc_(?RI8l>`70cLIi5OpKo4RIlw0UH&iJ0gRcIl7^8w$HI49G%knJ
zkPtR;5>NH8AoJ!3f0HQ5un+@z+&$#Oz*Q7&;$;CW0MEpQd`5~#U;r6oYASgyxaI`{
zdW$RVLl_Y9qpS4&qcnIzDd^c9afO&7UMyz0j;q~eG8uX?+mo$_A+B5dO?iGbcqHHk
z%STZ%(`&VGMYa}`>p*Se(s;X~@hABnR?1gorwNeMZP_tg;pg*b13@*2WVtki!G}_J
z@9N~?tenCkxG?10TVJKG{3BIUn^@3W#qt&BVmvPci~&F&-2CB&8ArrtwQphJU!LB$
zv1Ub$vpMZUM5%f0<~4orTY2rnM=)%@fh$SGSuI10(O;>ArCudBDYnM-YQXM{AZZVz
zDN0i&V`QX4jM&AF%$l7v{kSeXz{u(p5^cjNFJN3GP~hY?8l49es+>#%`8))U7j}}c
z3E;(>VheVHL8sVB1l#v8C|0#2gB`b$^Rxn-A~Rb_91ENRU{YXUNeoJHEM=d~nh6gz
z84$yEGhp+HS%8krreSI~L24YZ4BM>vQ4nj`e*<A?#4R~(nnttgV0Dz^#4{AwLISo|
zF7$Ebtp=%g0-kDP8}7M!Fq@gpnP`~Vy;j@oS2{lCvzz2>5A!ReSo2+(9|4jRR`)Zz
zMVYv)G0YWW1-eW}+Mw-|+HOszS-}w!8*mV=xpuA|3g#QOJ-D3faf3~K2$?0BI~jow
z#AnK7Dt|fx@&_C7%B>}PDy$OrQO5KBU|-05Fg5ckurn~G+5}CJ;1nGky%<k82&`-e
ze#7Fjsy?PV`w;cw2^0%UNP)!SNp6WMz_`Z$zDn;txrI$4J55ZT$`zMn7N7j{g|tI{
zlsgwidk?0=xY66eOqPTHai#|+7)%D}mdV_AUF`0L@PBYLm#Y7hJ}|Ne$dA%HxOgyM
zr0+hK7JMtG-AZG6{&=@}7L3451M~Z+mb#uMjk#QXR|u?^B3kZ`Y}-bNXWQSEF5q8>
zuZ$(MZMojWn@>Uzd=NBb&9fSRYXVHf1%Ej&m3~I0FBuY7S|P8+z9iG_zWl|@oSGLD
zX4%B3yUwe{l0pJTu~sV<+0-c~m<5@J$2+2+Bp7%;Q3j`ypb1ZS+(LCLCs|-?%7Dz>
z{G5s1@E!-Zi7S+TLuCd8c)w03C|6Ww09TvzA|fhHl^F=5GB&@rQ)4AjCLD9uW@W4-
zT781}u}?ZmqMc&A-84mwDv7cv6r!Oszsr&w#^(Au>H0iU4XHnI$q*t51l@8hVRRl{
zT!Vl$%Now!|GWX9x}q9d(B8p#VEC9#)SS+Yw_Al@-jp6S)ilTDkQ8P0U@rtzfMASB
z-NhwVcB{L-OgY{*jBq!zU)=>8GH>(ZkWCCDQ<GDHHg@c?-JvbzCJd<Ch{%rn{jMQG
zP=}G6K-hIAupg#uWY!Xl2^m^EiBYnBoVT8GwTd5ukOgKY_XA`)Ee%;Q&V9Ny&@RS(
zS6cHBB4i2Ow6t{L1cd;Yw~%83MBo)sDaff1Tnu^$F5REVS-kyy+2spJ4YnX4z55S(
z<4>};af(>3`vMwnIPd>zIz#>>hwu=~Bf)t#2(D-1UZwZh(p`<meOxyg{$0WXq(`=J
zsXw%6tzKW-+2Mz>bg%{Hb3H%D(|Tj05SPIR!G~mJuEFVE8pxW7lf8i3;zjvx%Mwal
z9rGf|;7o-~rR+ke+f_P>Yz<Vq@!m7>^zyUxTj?#V4fIr#BrfTVX<t97rUbAHnAatf
z1d00-oUIlao=8x3a-LGMPLgHS9I;<D!kX(RSbbuHZcM`haa4K%fI&$BIf_&+&gXF3
zh1DrLNgfTmjBxSAMAO5L=i*9TVOdG=hz~<t*deheFY^452r^?z0uz-G62Mt030x*2
zD)(EaP!g2@OE6mFSzk#sTPfDW?sqTA3ARkL#X2Q%G8uyej$c~`r>-REJR_T8$dfa@
zjSGjvi4=l3RYHHJe+hHtPW(2#xwb`suqCG;01pSkY^LIL;HkRkHyM@~eh;hz!eivy
z5I(-478-~=Hk2*x2~C>#e76c@E2$~j-K}Q!_r-)IBnVd|fyeI*6Pi>UVhgXaKS{DM
z*joUcp;k)9sD@Q%0$80V&av7Bn2F$Bt%~>K$*w!ZB<H;cj8u*zR!JxygD@DDz=itv
zsMc`GF+7eE2U{$T><O>kQ#8Nk0_Cg$Ra8o1<CutQm6CLVSp_XJN|dA!h=NR>MJkmF
z_6aPDEa&U-VrP}X!@0ToKj?!Sxq4g_yon9H)vCtm978Ww3k0t78C>Pkr$usM4eaiW
ztMV$q77IWku`naE_nozj!#|RxAMDY&r*yeS`LWE7_?<e=VAlf?z)^9zjJZ2o>43aw
z*6|b|w30y%>+x?fEFxU24i*<PpZUD>0i4%r*nu2!Ra5~`QZ9gwMHYYvx3volOOW5g
z00+d&p48;B{g`(FM_D7Aa_Llnz#<bczAxwbIk2#uZdFZ_GGX|{EluOv0a6^gUf3aW
zk(M4VUdE$BK`zq@Cj%TDAe34(8xS3LfGd0GjXQ#Sk%+vwa9uc-@8MkGOqN50kp;9X
z3WThch=8L-PGAz8i{1;$VAa9ctd!-R=6GiIQ|&;=<xg6eyJGEBh2Yc?X~7#_aqyXJ
zk6RE+yYr+dS6Mwt>B*ory7UEe56iuQL^?pYZ<4dLq1QVx=7Z;II5tV6zkUxpGO&<0
z)sE-q%Y{lSWrFvSSJq683*OWPE07P_@<&+n>dWXcVUwCLYG7q?jf9iwX1E<kk6j?z
zL8dy1=gNxk@_~Y5^e}q>{YJzP!x)kotcLK+^+pndRjXac9}P>E7tiZg#RPk)<t*Et
zTLdeay0Xy=O9E`hrX|~sF(B4tfaSR*Jh?h}0=G1*A*h^8j3QW=G4b&R)%+rOonqq$
zIe4T<A^ehyT^YT?3^-P07Iez7K8v^_#K-CeN83whE=aW_WJkU#g8VO8&}eN1l@8Sx
zD@!17`M_}Gl7Eg9Cl7i!F6LLnJ^m)-3I$+6G3KIo{s(Q2=oVQ5YhTPzvPSkb&7_0N
zUzDG$5qD71yZRR9T9Q)zJN6g5xH7Z~SMWQgV)!5Cw&O+B`0+f&8hKW@E#%6$aAN<g
znn4+p{r$d5Mrar0qMb2%{7Db)QE_4fbZ7t37$h=ty>fDXe_|)oj`-06AsbmD=^~%h
z;K5I=vJ)x^8>lfbDWEz^V(NmfhakX{g;hCLW(CCal?2YGhY=y7lq4i9#|kl7mmI|c
zgAt??klDQ?q+^LrP~pvgkq}OK)@&tfq+)ZFsNlk1Nk@EZ+)g$7g?^HV;jGziHc8t`
zKCY!jnytc=IH{zI9hk)=nBNIU$+hfkR=S1_K(VYQ;illuF>NT+BphZnaGA@F`b-#5
zhL_irAMGL63UD=axvn_;hU+wuD28PHpyN#e+)Fc>`uLdwlVa?iCX>(*5KUtgnQ<U^
zg~m{F9(W*u*var=Ny0U5aHI+o`Jn~3Z5(b=H4szQeO$$w@Zp7A&j}$M5{NQ#>N~7<
zLzmgpcqMeSA8hxJO&w<drassWS{i*fwPg=&AHm;kh;0zVZ5zwGdPUy=NLd5QCmCQZ
z1W#e`iS#5m6Np5kHjE2W9QgqROui>796uMMP>>}#*em4%UmV7ZRjHMpyI6K(?7VY2
zEr9*kD{@gXfg$GRu`M}`Js{^YySw~YI>V3Ude}Z=j<G5WnJO|e$#AiO<^;LK)}jbM
zjpcn&59IQKcr5&6q`%p~0JSLY=;`j@a+dDt^uT$!wAjmpx|e125^^>6?ttaq!&B>G
zze^wsu+9qc?&Y;zT)sLr_z&q~<KN}toW@VIw{RtxvroynuYdm}esI+C^77KMd?gcN
z_b*fQ0%+arRFkBaFbnb+`69?IEyqrv4!@m-UBHJgE;Z3yf#VVSJ5;R)V4U6~pE<R(
zv>aE2z<XP`_flNfVJ@GdnyPA9TyA1(SZ?kzxeOBOv!a%4auv?%lv<q$&v0pJKpvd4
zNwU_|V>G=)=2q91Pc`Nq)Gm_rDMA5v&q2gSqIuxBTxQ_hk~}>vZ!86KaGHg+<)y(K
zY`sg?mQG<`=S@Nm9!yrax|sSB-igx+I_7fb+02<U>9cu-U!Hj4asJpR&wrdhsU)6z
z;pu0-`qkekzwnZhc;WeHwy#}#Vfz~|DT!yFtz3Klh3B5T_N<a9J^S=?&prFh^VMgR
z#OI!W_WJWLJp0l&zOE!*ymiC9akKs%Arhecdi(pYzxMiTuO%4tx4*fw^WxXGe&g3R
zl*IbSfAQmw<a6e^jFLFLeEJOBv{TEcVu||6lc(UyP7UUAJzZZsapL~PMYgDz?%~6S
zk1_qo;X{YiaP#wr?mK*V{?LJgYPdu99Xd3B-+c!U9#j&CP~^~|LkABiiTT6#!3+M7
zNE|)_!yY+u<mf_z%o)>lec|Yl!%AY|82o<dU}{cN5~);bZcfuErT5NbUJiQbP%NSG
z`Oln!mnt+ma`ed2qj-p;v0~j1q$bv@yFbwOXqxQN+yPF~^#8$D5ctW-!)a|uviBdr
zwP(Pb>PP9%kD>Z%kK>PmJ~;XyeHS$5NS-!WdI=Y2`tUG4a0G#%aSA_PgRR2(#qT^u
zac>;wO@=9X>;Qw{1sXVqA36g7=adb0r{%Rem2Y00qfLgB=kVr(bNDd^bNRV}78f;w
zelDzP4cMZ2`ZAS^2?F{&WzVHgagx<OB=S=V-kbyLTUt6L7ptdxbORppGWxwU%V$oX
zIemKh%o+4pA6r{{=poZISI^_tzxj>Ne}3~<u3X*x3T{2WU8%mX{rn3r{Wk9R!ZXiR
zU%a;c+b>Eu^XxN~XP&+G+;iJ6Na*wQGh5F*|NINvFMUI9KD%9g>7{S%+<fJCB@()I
z>)YS{j`zLx59F@jM?HP*_22*9Iv(Vi7pl)Z{e_Ls*pJG3$B#bvQ0{DI<;)V+gzg>O
zI=ysyS?=|~11C?NIti~+@(2qHZ1MPU#*QA9oAaPU#}*DBK6n7LVW5MD=CQ>3!2F>@
zpcxH4S3h_d{&?SggyptDDM48V3;8`zzWMpXM~)s_AT~XlVFqDa$BrJB;BxyIDBfY%
z;o4=ChLc-HXSM`-butF^a7<7u)Lz)m5^`ZdCkrO3)%M&s5u;@3jGmyMmRU^INZZq>
zhN=rcfM>v8K1Syb>x08t?V?<zNIJ1o;7eEOl@s~^mvaDxIi08P>(plYJ2W%L@1wU+
zPqNyTqq;12UDhFpXpLi_F00_<>dU93mrl_%t^rGEme$D{+(%Ft8`bZlYfGo`GXv`Q
zW<jIp^uc1*SfV7o+yERFe?Soh6$77H2lspmTrN*%L7`6J*)>2@--S1+R5re{N-t`-
zd~+`kd}Re3VLJ299NwVMUb^_`W9yHsfAUg%!=C?I`Ky(!(!Z%7oq6xt^=F^E_S-ML
z^!4j8n6JL@%-5cK@%oD|T|-SMf9<PV)oU+Yd+{aQ+NzYx+t*+G?U!G{t?d_I{Q8ah
zE5G->@8j0*|L*U9_qEr5_=6w*0Jpv;yw}9HU-{;>XL0LGU-`Aq|LT<sAOC3lNmzN)
zTsd=k`P4}appPBW$%)n8FWi6sM@~L)|NSTKM_>V}u)vIkV~6K)hk5i(N9XU8YK3|O
z?yaHcd#U@RGJ&JReGY(ALp?i$QV<Qd?gIsry|!d!>+sQqg$2;j6#RYR=)Ant%Wx3F
z9<HZiFZL~h{cRtsV~B-lNLF%Zj~uy`(Yaw7bWZxI?s57zxFTp)dz5JMGvrp3LS?A-
zVH#HuIdC_fKJYeKIS_ve5N#a!m;4bfRR8X2Jx;$<egePi$ve219Q^=SEiKTyN776D
zfgEkzho1-ZzLF=jc`T8C^E9;$HIjChIOt>)F&I$vZgI&1jtjaqH<W&k-Xf`Z`7iu*
zpk?qr%P}~W>uas78mDeb?>5I%@{?BHqWT~OCuOFW`H9uc(y98|;__4R3U`e;I@Hw)
zE~vqc#XLmcy}7fePs`ey)4fN}=L-<y%-m{{7Os40W8;adk2}A*sd5q!d#^qJ{Bze{
zdQoL9p1=0o^Pr4h|HgGC@wMl^_O<PoUc7!!VypZWaEI5gf4#0GzWTMVKKIf~J1^gQ
zO-XzMmGax*=6<9kzWe*Hwc9_u{lnM4rzF1f-QWAYn=d{0^yfB|#IJ1pGXK>2L%Ga~
zlE|D*V?bUyc~VKB&A}JAJ|%JD`0?W>P8?q}lKjeH2yW>6<_{`~L-XL(KvfSVYiu4k
z#M5iw1`nGXa|aI35A;GW1^#dzb@rg@(>Zt_I><wyx@uT-snV<JN$Ll{JjUi@hhvG2
zBgc*%BdnS^d{{fL^9*Xu+NmXSK7Skh;$a!qfs!4;h_{eMEw1TxeRU2(-zD%F;E9?f
ze_W$14bjX5T|RG|svp+Ll8K+_!%yW8T!vtKB&*$701ueMCFNf^s*mQ*fv1A#xRl4W
z-5ca#eUK?ox&n$zbJ_<~w!-XDdR4|n{1hLJO5};dzz<sk$>TZgTNESc0bD%?5TOjq
z=jO<o4$#L~`rtU|;e+YZgUmzPE&PPg?1@uNaOnrKaE>qlerV4b&_I1~Huv5`c|d;<
zR9Di3Xj-QCx#FXr_{H_}=Rf`l8AYG}TIK04mr7rio%1hjU%z&J`|ID_mO-sreHJ|2
z_Deg@%P3ZUru_ViFI~U>jW~*ypZ-$yg=;T;z4;xCqR&^$*I)W(-4(axuJs$Y+~4zl
zaQpU8Vz1Z!LHqUBzVnLwe5qTn-1z#}zVL+en2f0xE`D-t75pBC|8qS!QwR^BQm1fh
zS;f?kd<3_QMMGzX0q!q$en;R5f<hd`E!2#8fNj#r^$r{WWjP4?gRF3CZVvn*AfB_S
zRAV81U*i$8cMz2j)N6iz5Dz8s7d`>tOz<)oK)l1SwRZRjIsZ_74j>(P!^SeMDMsfO
z<4>uaugAKNXkhU$S*e3JmPMiD9O~1b>z~w31mr+lJ`E8Q92G$Nn0tU?ku|CyBPiFy
zbnhs2mejkLe#13lAY?b5T>byJdKcg}&Mi%>y8)0QC9=DzCnb^~L=YhKf@u5NrY(t0
z34Xx75-)6D-=Sq+idsk-kTf17mn@Jb0q8;_OB&hDl}cJ_q@kz_<ql@z!EjTR491oT
zday}2I}<HasZ^mVn+htZY_Te{Q%b6~!d%<RcTP8)O+Y``#E(WlzW<!>JOAl(sBZzx
zx=nyTZE%W(W8&X#{fX=IJ`Kd<=nsppZzC&b%8Mtm_=aS@YZ2ZvR<Q&s!D$Sz{2-BR
zkp;(L(q!KW)go!w?cX+5%c*@Pi{FXWin*|e$&+qe1<<)BD)uQtnwUjNpR|j%>es1z
zxu=dtOq>Kibmg1?Bw5zhR&z#c$6s(eT~24GyP7$B;q1F_z3n^s*6C_Mcr*&paVZoI
zn<Fk>9FC4g!jn^@=7@_IE`=jw;jyWas?iIcAB~Pj#uAs!5y5k3hoe*DvtQi($+V74
zB+^&(2anAWS1#YUdFSrJqX$*9cz6EZ-P@_@iQx<8i1BFXlhd#L%zMCGlS>>ua-h@E
z+M*qE3Bo|cfUCK91+>Cr@7%R>yO|0{T7e8vqpPW|V5i6E99wDyrMK2*HM3c4)*1+q
znk_XJ!%;=7k_}h}OLo|-tAZUIuhUUmBPiZ2b=nbUe|;TLrW{JB4AQz+MgC%%4v;!l
zNi@IMLNB09>G~4J7htd3Viv)CQY(tTF!O*QaJFqTOewq(q4xg}zn1NyaP*Spx$MPo
zB}ff2q^)wJrNdgFrj(sxp;5H%Gn72Fr7`;N0T^3d7Ag_$;C?iPLmta>{IR7|B(rzI
zV>wAS&nXoeAbML});ZF&ogFRv68u2a{+5=$!z3^)8p{qaP&wHMr!NC)7MIuyU%VYV
zfen<L;tVJUnaB=NP-S7~A<0LH4jud3+D-_>{hl5@?B3sIci8Ri#`9di`smED?w4Qg
zeu0C|q4DU2PX<5v=%XN+y%89_a5x$rXWMlVx^{RZGC48Mb}o4S0zej>n4U8>&s~6!
z7@xdKF`Jc(=R?u>?A+D6hS?jNm`#20#jX2~`B^t|un+Fux--uY)Zfu>-Ar8g=)HH|
zWGyq$?|a4Vbl6GfBwUytFm{4+AVOejZcflw?cTk6M-#m$^t1v$%7m|;$(vfY^6NnW
z$I9Oe(?`y-#%AGTthHKe*%%s|H5N-P3sB~XTVNgQ>XJv?E5sL#7X^02nKS$pwkm1f
zhOL_HjPP3k9^_{7V^>o>{2H~${rwjE-ol4&I95T!C!P<>$L(%FCnkOEm5TyB{4Kq~
z=`SP;V2x-|L1_09Hv*25Mr*n^c5|xcDKB(|lgtVfkECtmMs?q`aj~lzk*br3v+%Q2
zgHiNQu@OK<oWc7IUD7wAy`}K6i(0!}#^)vY;%@r9lr%Ic)g=a6FUwRx>*+p{3LGdh
zdiRpUw$QPO1&jEt$bx9aB9e3vIvg#nl!Ln6mFRHb9<{V;5!cgGCtvUGavyNJ4;Vex
zg2NZj{`_>n{|>d;%v}hFBcmhWZ4nlZmo9;{K?<-y2wu7{41GE_KE>kUd@vjikB`rM
z&YwGf0jgqV?k4v$9ga-SrcyU<J$OW0GpU<j+_`ms@ezmR@7#HC@9vHC%w&|dZeE>>
zeEjzDmyRCcAmhnbjyQp#W^$a1b~`J<z558=kVouB_w1s9U}q{gzanp=t$LzWbx@@2
zMTwR%jI8vzE#yJ*yTlONVzboXJ!~41)@rFCmus^bn>E&2gVhmK>*0Jk>QTo~-S*iL
zdxN04a;nM{ZCib9l6^K|7Aga9=y1T)90i&V+3Tt67701HR^gRS=`&%Fa4(2r2Xz!#
zIZR~jKUjN2xleZC*Rb^5E?*VQ2bce_ABSHfM8UbX%Gx__F|k#=yj4C4L-G1nZ%a$^
z6}Lrekg4DFw`8~u%Yq?aQzAE0)Bu(ScY>l!t^2^)+*Xl-BTjKvq&KJn;;B}~@NvNu
zy6}zwC;4~kUMfDpkv1{#W;yrDy7JE;Tm`3;^1|+&2gSqiqX$GyCCGZ)h{ZiU>T$a|
z>|7^-Yj}M0e*fDiUOo0&&v6C?yxyf?==>0?#-U4>!hlkQ0w0}#*2u_Mcyhu}sTUwp
zM~BBElXDDgIT4PGjE^U7nF=>FIvJn5oW8Y43O7EJN?-r{_QIpA@!8My+jsBXeXy`_
zhrVUu{=%&*lfxgqcbc}M!{^Q%?>^vkwA0q1L!D4P&3pEcQccjU!b|(PD@Q?)o%GsH
zHy9w3;aM8Cky=d<I^g9BXNW@$@|~wXwtyRHQ;TSztj21ErLtK}l+{>B%+^#<R%^9w
zA)Z%DExB#dQEy!xm7NfjL<5w7Y&>fFynhhrHh3W{B*EDt62=k|Jfekwc7TvHN9kFA
zl;C-?m%e?4>>UxwdcrNEO>88~_8;Wl{sZ{`B+QwKvr9W`L_vO+`gl_7wJvLNE8k_S
zwv7T^PPOGbfvPuKz6HXzbxK+To4X$gOkE;H(v&U$#NG-hNWY=zu~P(aQbfqQ%rKmH
zUu!`)K#Wad=SBrA085IVoD$lJv0Z7WP6{<z6Vb({y&?xXB+bsPJy%IeSi98LANNy>
zo!>g!@oJ-&@i<xT&7PmV{NkZQ-ouB@%(qeSr;k7Q<-jk0WoEvG320Gx!U=Q4g-e%4
z$Hu0jQxoQhA>c0(85@}xuZ}n$8Xb#7M<?gZ5hE8aMW><@6Ibq-Bc{hDXD=tN-?;zS
z9C7n1DA=tBi<!sfh<o(9eLFofRm}vvePib0N2ia!*lmtDbK3Wkr^629nJJ@oN87&U
zJ$r?OYkM<@%bwk4!HgZdckhB4g%35==GLvL<J5pSM}`ha13b*36bdE_XR#PVn_#8v
zw&X{hIe^ki#!r%}Lv2<oX$+gmb|ZB};p()cJGaG<sQ{5VmZESJw~-r7W-NpHH`HrG
zos#f#yR|^=^A5>Ew9B!zUJS@dyUX@GA`2d;xbog0X_PH-v4xn~E2{X8Xx-9I@j8n}
zs~beveg=F<fApUO@&0f}EgbbXRB(E`*hf6<pxWvaBqRJFYG7Z5!vG2X4<~Db(ES@T
zKb&x8@<I?m@w<j<9OJk^xUwZr$Vr>i@<fKYb5RJTpd8rW(%Od)aqxrJJi9#-^}>+d
z4B~bg2fEPVw*1h>F=5Twzpr)gzFDzdOiqYDNF2-)@ric#b~_kyQtkZhONY9;JZ@-%
zPNU&r?%W4~{(k?dx88iiy#EuCNOUYZ8XgUs2%+uq@%U7H(i|~75`}i1oQRK`BQ69Z
z;j!pgWTJ}Y;DwRVar_~kGDnO<Tg*()Oy5{AM|^%cb@jS_>(0a9nIk~v?mk$2^yq#y
zn{@HPgS+!rW-boAV~&W=L_YDKc<De#yE)>8mkvAI*jO4P)aHb@pZsw(`m<|~p>lWa
zFa<~>p;d-GYcK?eW6PF=-CI+a{IxSevbMIi5O+W3kRAYNk<1Pv1ZRNRCW@wR0qwH_
z-ZfP`Cu*t0Z|xRMcO`g@1MV448N1m+Ca-R*smwq$4ZJp14+zGUqRq87vmB*Wq?QZ{
zv2|C1;Js}tdu=kL<O#NPKBk@0lE;=>Uc-8RPS(EcvRwWWzh9J|w97xroxp0OsTNjL
zd+d@D2km>IADZ@25k>)1qDB1fUD+aah~IBD%;5pzd{)B}lJ2y$vPGpR47IQqOrzP<
zDi|UqDUmcG$4hk^#jfowzd1)mP%SGMr*?`kmV$UtD$2C>A^p%U3wF#3h>3O&+uQeD
zgR~IQ3VZzYK<9qPen)$I)jhxW#_?k(j=%EqF%}bJqnCz<F9pwEWHB)gmKTptOiZ#v
z8wp1uljD<<QxojLMn|GBhGSE4WAnm=(eU_abaHBjXw#+8@W?oXM&b+p=<Mvo^la+#
zl{*jVOXlaVe=)ys|51i~ckbaLUXK=Ur!FutynFle_~<!*566*zIdEEg;h?j<g}n1(
z2c#;{M?qz0Vh=43?A=GtJMP%I2l@g+RUubhx3zH_3qcMn6Oza@){+lZw-oBUHd}JA
zGgr&2Ww3o<*d3~^cdyrKO}^vGSqN#i8fx8&<F=7;v|(JWAx3H$v-l5hg7mR<tlvtf
z+^}sMd2Xe#kx#h++rSdoB;K?Ya`0}B8lj!M+wE=i+PbxVtNDcW@4eo=%|g2i5TbrM
zL<OIFt-ZbSDY?@wel5`-Ua)*)m%kMNwWQaQ>VWy`RKWziqEzVYlnU_N+n5Rn4F@=6
zr;UiKt+Fh^)xwlIJaVDskobKg6|50|5C~6#*l9JQaT1k_7u?RhEq!MQSAfw$>j`5)
zV@C8sGBmlw@86>aKmxJPe+FL<I$03867LMHhwX5yt;a;#`%`DTz0LSB5O(sF?jznK
z-or<|bVI`D&klSv@XHU*en?wW@$o4jYJ8Hk#p1}=SafnSJ~2+<8xBXp;}c^O<B$l>
z$Y?k^9vz{c3g<3{!jVhisrXg8+ZTt2C&nW)>Cahm%%y;`>tEb?z&N{od;ZSC!-tuL
zS=xH^=)r?~cdm~Qyk?A?9y#0J=XFx7F7fiQpApImvMaH#bsw29{F>WE9FSnPlR|5<
zx_vtZgO#m}D{#5GdZ<pqRRV}0h*3u@!&Ja{Sx9@;)M!Tsfhi-?8#avo!CYUoSS1Ui
zi{&vP4mbl?!ER%MKq%Yd6J@~csQ~K;n?`HGEI}H+@3kuci*(EjUv0Cn1eCt*msez0
zL?BWq3Fo?iKOnGy3?Nsq+e^W1ei=xvA*)HOffi_hf*%_QWd9`p-$#rPt>U%#37j49
zrFPLO!Ja6zz=m0okcfOrQqo2rIV=_+g#YA#MKYSepAzK1qctBvTy19se9F%MyTS!I
zrCAlq;)pD${51st45-ndm%nYJKhi@URF>v5>JH+TPP9`#f!Nu!Z?2sS)~<+T|HLQQ
zr_?1Enhrg+(^_FGQ9)c|izD~q0hiP1_8j!M={B7U_}_f%?RQW6e@<I*xJ7=ku8mGl
z0DF_;6Rc}5M5B?3$?@^X7;D~0cr-E|g+U`Ij*Ub{$=prz%sw|f5(y8F#piAtxoOeK
zx!LKoe%q)yGna;OyM6!RA_r9#?%Z2^m|4^(-ZNHY@7$ihI(_lyFLTo2*|Q(M+xw!&
zv9Foe%v?Yqu*dP@2#MV0y|j+GgKXRG-8*-vg!irFzu>^O(v4GVw6;MCj?m5%<TCLu
zSeQl7<iZ12j`Sl%QmEq)4$Vq{qfILxsnvpC$<*1X2opu_XmqWiphz&2sNJ%~w0s0W
zTBYDk@}lHc8%TLey$QJxa7!z){00PQZ;RZgbgj^c1~!7w0{i=czZSTo1bqX(M`(Zk
zhXBtZ5g$4x(^77?`1{0m@$>(5#Z659hM+ks5KlZR&4R4K#uZvfo06$Z$_GIJ!yd_^
zl1P=PGWa24Y4oXo5IbmzcW=wSB!tIz4IGElj7Nz2!X#|m;%qxSwd9eYdZ{CtD1zR#
zyR5xA?yH_K0DV%D3rAf|t+PU+rLC2VdkOZOd%wM{&Ef3oav6H`=O<ox@ui;Lx8CS8
zw#P1ha_-#u3nLeYNuN$mPE3uBkAblnS9f?K3eyH{F-dp+d^j8>I~N`^f-k@x2;c~Z
zMlOv3dC<pEUT+9R#$YWIiL1N<J2jiWe)IbL-Fpvsb@tYsdmwc8uhKW>9xN_Ce0cZD
z#Wy+KV0Lb5{Nnq)ha8NpS6_X(`+%ch@7mw8?{cqw?;Ia7d?;bAdCyKdVp{ZXQdOv4
z!*p%I&4<Z@SroNT1_@YJA}=ew_8KkGl_2QA<P|)f320ROY7^UBIUDyivBA{AZRE(Y
zTJRnxxH+sfy>J)(F11EfytP{jE1l{Vi0QieZH-i4F~UTxu`urjXZ#Lu?sLUxJzo;V
zw;DJgH`ihY<X|rwDUrpha2^&W5Ls|x!u1qKNveoJec4#an2;^XL44|v#X_iZRH2rz
z4bria(I%rN{Q&KoltJS9j>?4ws=L5hDFxUp8KU=(VIe(YuLDr@h(8X}x|>*Npl93a
zB{G?mdPU5QOzD1?^hDq`c~1n<*UKT8J_CqU#9pLj*A!!oZK&v!zNI9Bg6w?ipw+In
zcBjW}M1GHZJzWQnyr{j!h087tynFi0ho4*uF>{)Pu?j=qj<Y!%rC-L!qJ}xU5Wz2F
zW1~h0@BC<ZEId9Amr7BWk<npjixCr<m&RcoC+FtkH%%NvMWn9WyfMFMY=5rb1kUc?
zyE8{9xtF>B=+W=)&JAkDr|;a=zxaIWqhoGPdHLXj)9>_kyV{zWy*c+g>}`+-6jG2r
z>$f*2LEU!KYv+#bDpR*@xQ~quTY)rQ-|x5ACcQ54$1`HOjY1r@<T07SMkd69`Pl*I
z2&e&3v^;PU&e0~e+pWoV*9u@)!*5xL$T@5^PmaslzjZ}`2M|B9t94}3>R{0t;N26A
z&<Xe{eCbka=bGqlHA%DEWD$N=YnPMv-A&NCvas$-5bMNQB(1!FW*eeZ5kl5q$%Xa9
z;_qenVd`^#q{)`rX}4-`P>k=e<+!oz|Lq}aM?yHEI_|yLV{4a`8f2#?sTADZ(efO&
zs?9B)lBtlj+VaB#PBTg=<N!&RCSL&ZRQo<bbbo0iinO$xv2--G6ut$T+@z-k3oxhH
zTMNJL%-Jb1u(hqD)Ab|Y!EX3Rm-}$fsW*)~I`H<%zBm1Wq0v#gqtOviceXOd9Sx67
zOpL{+CdSwrT_l?Y<rxhdE^{m#jgE{G#+*60*5T37(5N96E<`A&WMVRU*$@je*h%V2
z>dHOCN#0CfxpDjMojbS4N$L;pEIi0OyfyhgfAqm)5VhO!4_<ZAmyAzEFMV?QB_}({
z#qJl59CX8B?jfOcqSxL`cM?Wx_ntiv06UUKRCxP#l|-IqCYIC_CnKIF70!5TYB+{<
z%w8+xT;jLA-kRD%t4k6Zy*1YF_I64uN9{IY&ZXLt?Sqv4CZt5bY85x5+uc!HyXv*q
zz#)mki3pLjy81$*^S7ip>+1<Y#uLnHquATOZEIZ(^&2c`5u24DN`WlEqp+<D!tAi6
zkbGHgl>Y}_;u1gGVc(P7;g+5^d2Lp~%8U3>@$3Eab1USZEPvYz0%j4n2y&eS5@nH7
z7Pt6y6WN!P;ABtw^)}JBP4>emf74(l(TS%Tpa(kPQRTuB4>iybltVz(0g3I6)2xV|
zplld8%7Wc(S?Oor2MdNdr@@xZLR&fxSVV;uyeNQI6iH<g$~46V(k~?1+8rHmi@y=t
z;T9n+JGx$c?HJ$ZcV7G1E3Y1Zd*ITrfr9g&d~z-r8lNLVz7mN}M57bqlkq9O?UW-z
zSxQl|Sc{jUQFz5sVrouud!v!j(53LC5kd}+j9dx_$5W=EgCd=oNO7ol`pV_2S8nPz
z@7yz7;{2`K_a7}>XP0<4LrU}3*lBi&pWo8c(<6cI4qmK(>)m&>R}VY(?%qQ#1k$Co
zW$zv#;ZpZ}FAoA<yI2nHCY`wx#;TD+wTA|`(aHb;>v^l)R`^43kGer(T$HV}qgFgB
z3oA}hQwHH4Eh6-LqL$+tHgPL1vDRNxW2L{URzb1X2uEEBa#$c;6qEYK>#eIRtZ;D8
zh-%c66WvCs0u<Ar%z;FMk#JdvxW_CO&ei;*Z5%%PY#V$Wg(Z$Isw%HlC<=4HJ>=o{
z;Gf-?{k7CP*}{o*N94b@cG3d=XZ_Ue+_GYquTcotBA>K$dL^;&PY2bS)tWcRrg9|f
zBeB<9pYJdk7w**deF-y$(I84POUvVpv>ZkYTX48U8GevOs7%i7Jna@=4;a1>a}yfW
z0T(EN*Ez-HKZrJofd(g=lwb#80F%^eRss!cqv!>#TeY{*M(4rqpV3`>t@|Ln<Ei&P
zKFjX$qxU}e;G>IUGmIJlD++5hHp`{NM@Ppak@3i=!Tm=r!s(5Tju@0{bQoGQ61o)P
zY|Jn`XLvLeonw&VL(xcdDmte#peJYNQi;^(srd)Id6l|z-+8cbE5Y3V-r|FY4<Fq)
z-^U-l_29vM{mO{{2>Zs5L&Kl+YhL?a0$i@^;32oOwHXY|U@-76d-ezi!L{}cg8lDk
zV#BtR93}Zj;!l9Xm++6Dcf!xK$sqkrwi9P~(kD(}ws(nN9|5C*o76yrDcWJP6`r_N
z>-WTx+)b7fs@H1K8l0A7FLg@H)zX4l9i`jR2e#DFvX}6!JJ&!lF(UKZa18ylx?UJO
zAPOJTiU76X&I=A0NsD$)27n)fG~%U#IU4C7aPWW{O`F|Dz%9a*5Vnx{|BEDAt(qcR
zVb1z2auWZ0-6Ed6CD)4`V&b2RMH_*L8QC}Rpe@G3C^y`LoV`g|n9sk3L?qKn878_L
zrz`pd`MOA}TA=f1fS5+{q@A03|7e8MAV@fz1|udV_8KXiK1>=aq75qewJN@`U;a$6
zTMGZ1_*~j=x0?wDunMhhjt=*c?rOmEu-oZ6(EZw5XFfFJi~Vo)z4gxf=fh(WGjcf=
z4n<+vrluq22p}jv1{XRtUd{YC7p4sL;b=7>ZusoTXfzVK5Q>^3!WTxyroy3%Bh~&J
zFo2QCNF+M_c{Q(NVthItPo=-OZ;rTpIsFBc!QF)$=7_s@@7}+k`Q6=#YGU4ECX;!1
z`|40nXZ1)^SLQ;$>O0uF#~ks(F|Fr_vvp7P);-?W($=yUcXCfPWsXb<8I<Pg2)qRY
zxpTYHP>r`LFqYdWYttCfWJ~<1T-f8X(UNqdv&ohmgn;OQYM=nH)mG?rJtk+(4pTIq
z8Axzs#AYqXfUk5|7S4G@i|Do4j9eW@ZLK&jCqHpfQan&gIiY5SH;UVGcHA~2|0hBr
zk;cZt3tbUj)2*TUo3C$!cXdf84$Hr9aZ(oM%*S3F=?kvkQvTm|MzmR&WcMyQzg@d`
z?ygo~uuz6PnO=^FKmV=#o#Yn(MyABcP4WLVj2#lif={_=q00#S5~O#uBp_*9onUS=
zR4GGx5|NV$kL7uz(H^*glZNNcQ69SZtxWz_G)hrR#~nW{zS%wE9Q13q%gUvu4)wO$
z+d&6&``bx7I699UHF(~Ohr2qv4!zjd|ADdnfxqwgTY-U#BV+=fj$DLe9vzz;8#j30
z=-AlAScGIKo6<|+iO6UqGBHXfaS*?eY8W*V)X$DY$3w%HMvYv$k>GH2VkA5ozrvei
z;gRU{)b!j9iqEa2rsL@wSM|G#cMX$x^Tyo=_a8mH!4KCxyubLn$B*tz`VZ0875(n5
z%cCE@%#t;yo&IJ2@uSXtM*3W<!|7;irn^B~&E(E@QQA7T_U~zy4tjU*FwU`Q2iZ)e
zkz>Kouv@nRiUrxjmY}hdu2@0tv>b1@+q6*UQyYm>f}X^YOL6WAP$smyK;TG4(z<{|
z(P0}cbxE8bMEPU%c+d$9*MtPQZy?K9B&Lk_t;w)UZCD*laEd#Vq^8>0{iJ-w-*1(F
z*vgCTe=W4*JDaS;vOaVDXFGQ6BoYhwnZ2xb?%cg+7q3PeNx!N^>n2q|m^&(eBfB|(
z0*s06*q?<k_60!q8GNbqJF4+a5*7|tgLZw=2(t(XrH&A;)V;l7Dvz|IW%VX$5{o9v
zNqeVwToEthV^YWdmX_47$*)-EI5cOWYPzCZOxnF|ZD1r%q3VD$yYqn8K+a2EN-H^f
z{PcTtbAEODjoy<#e{U!fHI^4Hd~z{Dq|aDh7#*LO7>^haI)tK;ktkp{7B<3amw+-D
z#c?BJbL4zD0+fxi@>m%TM#d*EjfST#8@Wm$$l3Af>Cc%1&Q49n6IXA{Kj7tsFRowL
z?=3ufe2@M9{rmS8vzf)~L%iBCe|zEnoy(y&545seJ$v!|`zMarn;Byr?n4J1Etu}i
z2zQgl*u9&IIRkFH@ozHX%Hgiy*WEjs8bMSXTN_sG_PWAcr}WvUz|%o!h#wmViThJP
zW53PT_iMP^<G9s@IlGm*h1*vDlp^TToMI=KIjpu7xS&>7!opDtTS0Y8;8EHTMCt61
zy`~UwiOKHwdELRRZ_2r&uxbt4%zA9w3jN-#^@aXUapkPnVoAna;><SrR0Ah%{vC&O
z9aif}8ParnXO1AXgMPMO#yJCby8%4>kjeV2!48Z+58)%DqG*v%ZU3oaB)M>YILKNr
zhVlM>0Bt~$zv=r{4q)^V)H*4_jU=p58u>YNx$ykgV)`aiL#m4`!xGMlz9F)N+xOAB
znMSE~Vp?P>m{0-H|J@~itt42x8o>{{oua($9j=3Pf4Ywx?CSD(Uw^Zo@7=p^ob<ij
z|H<eCuQ6O0JQo~=*PUVJH#QO;pP8N<<M)7|2;A|65em5!ru?|6@o^55gofdWM`89D
ztRo@Nz|oP>iD};F@c86pbbS0WXTZh7@tK*#)z9y7ZqxPjm8&=J-h1%yI_r%43-=#A
z&MZv6OCVo_eVd;?`^tVs>iN;=<nWo-T>JJgst<Tyc<GR%1-y?pDRc!LyPIPq3Fb}B
zdkg=uQ{9vL?;`v5?rJhFgxo~;X}i3&#>k1|Kt`?2N-1)xup*29dJC-_kdLJ$`IG={
zLeIB=K>evFL3a)sB&j$l7=j-y;-OZk1rQ`n5l<y46){3f12xzKMQm-nwlUb5AkPfw
zX{()ydV0>Qp`qY)NxeTN>L`0p5Kf8h7A+#DWtaQ|L?#T|XRsTEZI+)F<0HH9+PMo#
zGY9Lolb!2!P%WwOSK{jbLMeFv-U_w4I>@;xZ&=)x;}$Aph|hj1etq2DQusFq#NUA6
z{-2!^WEwrfAr(%`Ld3JbWnZz8c%SqQKiw?OQYUej<vFc>xkXx6I0}dP6o_iI8^@Xh
znjrPsI@|~OLV6D!Jb1`+=oQV+n`hp6>&>^`I{oo^3XH5=x^Vv7B?!@pS-O#n<Kf}(
zWPEy(4cXZEaAb03W@?;m%%#W(INo%8f^^4XFgy|pjZcp8n$|_2Z<z9(ctr~Sb|MV*
zI(LI@<48OnpG{x6%hBA_<drlW<-OnWlQ*|--MxK3levH8W7@j+aB=bBy{p4-dW>a^
z>BQvVscr`cNM1U2?8GbXHj)+2++LjPK9YO;SXL0A_A~<$j=jyR^59<3IL6b?-L%lP
zyQyJ|;Wg{(8#%MhYQeT8Icv8HC){FURP@Q5P-wHl2PC(;60iWYgrzmRRO`3LWMR}T
zJ@<NT*5p^XJBzS!N>_qnbp$fmNw)%cQER?W%38Zy`iw;HdoHn%O3(rqyyIob;n>#j
z9mx8ZUE+7`GTxPrZIgc^Q^wK(NM-pXNYD2ot<^TUo|5t1wQD!<BnVe=9)QvgRmFds
z*nAzAlgHUZ{-r3eOZ>b4l#!VUorb#jRNW^Ykp-_?n*9VA1JT@jqRqZnupbzt$jIKG
z<C8OXDte16(jf@XHTyn#d`2>gbc(F0p3)PZyclISN=#4^oZW8ka514dbl7|3$e}|$
zz1*wt?RVaO``x$vAD!dSMDXIdq4O6mjgK*a!coXmT4!gJjE#q*lngRHW0<ee$kf!-
z<b)9li9o7OPE1d6GUg>pBAFPQh^Hu-VJti`IhFdtxTTP{@$uR8_1grlr*l(@E0^{A
z4<6q)yD!|lef##}<A=AI>@7Ta^x(mRn-lMGyMuV@%GJ4%{#RUtq1>^PZ@%4ow4;?n
zy17=I9b6>GbUPe-b{AyWZD*(D`9BWs-My2+r8cMjrhn%SrQUd$P=#|*w$|A!oYU7J
zp7=u6{-D!gv4Xo4&cXv)pKqlII~Dzx3jNL%t3|R(6xy)SgM+<RdI<VZf&#mw7GNbQ
zWCGg<c?Vn;{&QIybYlmH#Ff5&N_9$#PF|b<ObcJS9Ccg1>-E;x7ZT1~BWJU3YpACO
zC&V9y;DXoPqy`G!E?(E<oJXqMO1JqsPoQQ}vdN#ho~pnZJzUYG@>x11>AM0a2U8$e
zN?PR0+p(`&`s6n0|A#eE^NMf$J?+tQ+%9W#2dDvI3x!6W91+EKe&CQqLOoofLhGqX
z@|x}B3fqi)IqCWT)KA==d5Uwt!_n?=c6IX=e&MATyYYJU<QXFX_w&=I&zwH<@p*#T
z$|vUs&tJL_8k>x>Ga99UE$LCh*&@Yt!S@MRow*6ne*kOTSn&kGk4#LAO-;mkr^B?6
z1w2k0O)y7kabaR|_6i4c$0E_GiRr}k+eRAs-1JQP%8fhsGLPwCZ{5)E+<o}?;a$f0
zgT;r74;J<5Pk2Q>@%i=7=OP~*JHYXgQ~opkzL(vtMtr2r;iM#xW&?J+n^|=l3Boz!
zxthJ8VYIc6Q-pUl$sGONzH`^E9V(eJjUOwde2k>sz1?!+n4H|x2@ge~tt~F`$8GF0
z#2!jF%vmJKLZGwSl5mBP10Xs{7=;>9CO%g~!NC1B*4{yHO%3>*sCA2dcDs#w0M)FL
z7VA{4v)y(JrI`07->1|itC9Yt){8>_)@}9m$INoP4MrwNy>_%yEJ$|Cs@E<5wWX7@
z;a;=KR|tUH2|WM8SQN&oLxwz+&4;&T#mE2`{@tL6mt;Wf`Cr0&iZvGb--!DYoF{6r
z6l%$dekCRvVbb>P+xzzvC~g$5cnP)^?I)r7Sud|l(K-W^<@Y3z+)s&kwc=%W8<x%G
z>U29DPWQoMbd_H}*7NGCKkGUE&PPne-v98uUw-(jkBwm3g`v=eOCynqscC~!QHJHj
z)C}3O#mGo_EF2vR#|d#^xJJ;cNds}=$tWekO-|03h?@$Jk43=ijm_u;*}1tZIwNj;
z3<DE4?mjefjpEanQ|T`r8i<>}uHU(L?_uUH2aE6DdjR8hYkH9Trd+xD`PEeP!`_38
zxVQTQr{8?FtBs#oO?0^2E=SAW<gdHL%kp6J-aUMs9nE`B{-t-%PR$GF%1<}!R2u4y
z_0wIHg4EPdS7S9FTBgTQwvd>l{gJG+NMcfUMU0183ia-%5-b!gX-XE3W;R)R8|@ZB
z>m1|<UNpgzlkg(0T|*K=oKprNKRFpGA=FS<#0I~!-Db#GQ_YG$MkxI7BN<ppwb2@r
z!>QW(j@oOqUe{AjJ>t|P{>}tFQB$|2Hu(#eH5rjl$z=P6rSG@N-%?+Oa|Db3M(9xY
zezR!bqwR7%ZKO3iUj64Q;uR%HJWQAymH#V#M$Gynl!*m%>pi(J_&c(sYKs_!WAM5~
zqhzP}Iu7*HF7fve3$jOTomIRot-=#$uD!h-9;K~)zvqv|j@*HR2M>0+TnAs^r%d`z
z_V%54?U*mXiQ~WgaNwh}ADz8mILx7;;b8z`YIfF$-$tV#Me!Mi93d<ck55kX$mmEo
z3d$9oV)qGl9~qsPfS=UNB~zHW$v8u07!DH_F@BlJS$J%QVr*A$->0pa$=SKt^cVLY
zG5fy>w>rP@@ZtO%d(S(dXLsjk22at}TsoajjQ;AxAx<`b``w?v>wCpx-%AQJ;dJq{
zGFqK$kRLl0db@zHRm%9KS|$*jJJg1HW6`deqiXfF^f*IDf-*q1Zn0^fxWwm}!fnLL
zRO$7W1Z0}Ua1p9>>|?t~I$t<yhgf&*hdpbxTc5yOC4a73=<z278u8%!6!EAr0$kD$
zve#zQ{^w4((mt=8^t#C0)z)ggUD7doKheGKDP3|_{E;elbv9W<1>|t3bHA<jWbgi3
zo6aOZL78xr_yKaB`~~ddzje{$F#n~{ig%}I4gEW+n-H_tY7n^E8~v1IwVMLIu|dii
zX=L#N6p2jVMy0<I<r>8;3({fn#~MQ97U_R=wCtl|mM36g&xmi>>4^tv4*c}*!NXdq
z?gGfY`Mi|Vx!;L@I}b2lei07x1$f9lhL!(a|J(kz-u}SgVFTyRo;`PNaCDNPGj!=v
zXfzU@;^nHv(CBD%e426O%tgi{;jw9gm4S}Y5IEXI+;|VtAU-i+E^A@r7#Q2kbc#(E
zJ^CD(h|i^rN><T{Y04r0{1)-DmFajoHJiG+u=s#KdgF?I8~*a1&hWf@>(2eV^H;~u
zvhA9lo1L9F|NikqOagrVx8BlTgzaKr(b+oMngx#w_C~aLxzL*MZGzkfY!rpSe~=S$
zL%kXJh6~-fqp6Y51=E!f1XXF+S|@zkMF~V?wk$@Lqy^Z-)j!iI&K`iDJShH#g66+=
zT2^F0Oooc2>i5n;@)4pi&=rA0BI2faRNLPkmkTYO##475wZ;~f=Ol+zkP|kJpVIm6
zhgocrlTDqfMcfaRrCicC{c>T&y<(*0QV9vlB?3wOZcY|Xu|Km34e}aj;1;e-vZXNZ
zs;2JJnt&iB=yO{I;co>8LFyDg1o3=CEQo{HmmppfJB+7U`SB^uYWaz$eI;sk@4lA8
zr%;%3e_NZ~(IC=Oy%dGm?{pvF``6`md%8S_kG^WGclI88{djM$_EvymUn}qbvj2mD
zU!A=;GQzj>lM91G5P-9Bwmren@TKAL@#z_kN{oa7sPVC>X~Ql}Qfd$k6W{pgRODiG
za&jVSU~M9N9`8*~vXzQVL`I_V@pytG4<sj{C$C=TWJm~z_{8*;+Y4-^QZuP5bKw6E
zd1Z9|#;rT^cW&Rk&Y5s`ZZ9m{zCJbl%h&mH@tMhyvv0k6kf4?5J>}D0IqcNDuE>5$
z;b<v*)x{6T?BxVCYK6KY_frIx=@<UGd)IbFHmZd*H}Bdm6R?bjUYg)6DNZ4=OQZk;
zel2Xp1wLq(gnKSaat}3ZRHe%YxXW;%0ZK~gR3*_Ku}C&6HKlimpS6RkpK&K>9S47e
z2}nq=dqApYKPVTDbq!LQQ4P3zf^<WT)uK6!#9k}8Q`?HTKO#uP@9<rcrow`O^KGGE
zEkCLcIgp@y%epOf$ww}6WxIIULQ@Es$WbY6AOz$|t?TRN7_VV(DZy<Ykls|EirMRh
zlbvQ7_Y+QDdma<N=9&#R0k>qW7Z>0a*Z*fR;HzA#!LT~q9_&5m0IPR6J>9P`H$Hmw
z=;5O;9DBR}19l^C_}+T=^aq0>E><}B%Yl!B7l%iU5LWQq`HNuS@o|RLrO*fz;q2@f
zzZZs&9GS#>qYM@}xbWn7e4Llqr^dsPiSdbuk-afKIW`i37KkQHD>VknH8EqZdQO0x
zO-#;Q)hWQbGBXX>&Rkwt{2hPv>gB}MD>v^xesr4y7hl}EbL-CCTPe;b*KgnYd?s@4
z-Jcm8Z)|LI@bvL+R~zs3_1@msU+_4<^0_2pJG3*{KLz}qQc||>Dg4?cp72H}M{N(U
z#uNXd)p(U3qTjQ7rz$tp8MQ$Y^t4tD0CUJCJ^3{Y$|q+i_yCVc8PlIqDj?ai!=0kg
zI|y@SkwEpOg554@?Es+V7jp7=r*uLbw18z1%4v{f)#L-><umj!h^044#Xy>@qFqk5
zyZfP2ZAmXa`n_Zq$>doiIHmng)%w{v;5FiM)Yq@ty>(j(gU&%tA}>U{#IN~@fF}}x
z<gZM~`~%k<qhcXD_EGfekDbzI3a?E5o=PUQu>}i@PZ&@X@alCFpmvjJ_{W?Fl*xVY
zg}!(Dx4~Q;d#&f?*H86-a^WIfqyGNDd%qgIG)5`a9gClw9lRJG9h>G5)`h|0Q81{u
zfuhlixWm!uNh8k(R%L8rY$hHVp^*SX6rOH;*a*FkO^$(0O-)9P<sM*TJU%rOuL5Us
zY<y}4bexGgMC0Ui;tNw6&d$!v%%yHVc*swL-n?=7^P6AX%iLp2cK^=&-T5!{&&Phr
zDAK>UF*_Q3|HNV1x_IH@CuffT?4W~Fw}1A^%P$`6XcPXOJJ)Wfr&D(AY9@F{$v?0+
zga2&bd)X@s{ow1MSb$5DDsv(PA*XR0J%MLLCb;+v#k8^0{WjalS-H^GxxyKTobSxf
z75`tgGBsh6g!kduY!<GJ-y&))WVOWO1SAYKs{2P^V8Hncg1brlfs)dWcP7Z;SZri&
zs3Hxef&<j5weYRolKhN<A5x6g0mW~DKCMf&r0hO?cg=s#y(t`$^xen&G~DY)2Pxyt
zVzyzk)okI?OYRJnNiqs0RUa&Xann)+n12*sZy>zXiycpiK5lCu5nw!Jc;bpIT<qFj
zd*WZo+P~r?5aH<a5qVamYzr#N@OQipD}BF1F7*F<{Muy{toz-0Dp(f}YR%n(Le15y
z9h@?1ESAprd>ixC)(WM*XH=WG@~qlgVeMIuzOl5VRhzC2XiK_Y@ohY-R=clI?eF;|
zeZIPnjrom@p~{l5Q7y}_&vRGT;!iz;daz6Eb91@64{E2qG^AODYEAu0k3fYy7lNDS
zh$ZSenOe|2>(#z4DIsOOwyX)&-Y`z>nvz;r7ShetHQ$uB`K;t~W~)61S4)+$Sj?xj
zYWJA3!>6uN|HY!&9$<dHhibSERoesjmV82yF4ji1p9NL8UZO5E)sx*=5<HtuC3UTO
zD#3;2)UrqDF&p#zc41Rk>Y1nd`PJqTg5O{Am(rzbFN#b>*YlZ}KU3{R9TLipkXBh$
zs;v-;+&)w5OIQ0@gs8*0&!1MRt)Be;bS9J6eri$iT<A+veeqaHP^!0kF&|s)8|YK|
zo|&gt_BkqkL3pND?{-GhOML@WslVFYX{}G2pH~Kc>M_+vwIr3*HKmFNMN!kM!dgbF
z-fbnO`B$mbc@+;@Mdj{ktMk>~1~C;srIL~{dvx_ta~fqe)@SzU(goc!G_=&C`OI_$
zkG`&N(%-7>Y^eTeDOSqFs-?QAMtPj8`<u^P#&t>P4aVc<LB!+S?*cFLAhN-r9uLHW
zf$9jAYWwSzP`<(=S{GB)1@0PN$AtF(kuKrV615vz^7+iBRP*x{y@zVh>Sj|aszq5Y
zQc+2>X(m-><`(zWwwhE;o&MFc=7=n}!J)sJZ8hmV{3Hbzc1L|1;~3AY%X`0cP%}G6
z+0kQEDXmnf2DDmHt3_KC+%D>(u(oDAM7h%{R@ZaD>+DwJub|DJX8Kn9N<t4#M>DEW
z<<`;)rgm|ur&`W+KzT;3FPG-$&AmU<^`4AxV`;uxXq7t5YcLKyW}(%^%CjY3r3aJ7
zETh^puTx=tJy>l~vr(z|FkKdeYQ0yVz9AIXm#vy+b~~gl0nTfiLpmVJ7hU&g%hwh>
zKi&Cj!nFnG=6cFg?UQzGdD&?V3h8*z9N}Cp>S;j<su{CAz3K~Eb#*mUZBHMnWcr?M
z2$<*9_VjcV9?y`lWRCFR!W4(7e`!y(961?5Vd$rRN-$u;P*A&;sumj$2A37<vc6QQ
zmH}T57K1$*nu67?P1M>?C}|aQAB&YxC{JC?LOtB{?6FR#TT(Nc&)h{ej+vn4{eIQl
zg{~JJj(kSwt5&+AZdGb!HN9${>*LkcRap3pqEy>U`MIfF8n?SzvfdZ-_X)y4rmuRk
z4qZ(PX|3|itVX`-PY-AV*fy(?D+5YTrLwlBq|I`ZrPbAefdK)3H_J`NG!-Txqs><v
zOvW^Y8}+6K%n^BAQ}g*uNvMv{a3S(qx|Hdwwr{{er`HBnW7Th=8t9vzA^>Ex{#^t*
zsnM*@_iD8QydKJPe_->8Xlei#2o@ULj$rTy8M8lVxcJ_H9v74Y9VGj~&z!&IrfxKK
zw0U!`r*Q4@pVTp<?=ju{p&{x9QZ4&VUAm|rmT7SI7mI?@QFR<S?zc+jr)o{I)NZ_3
z#1uA0IAFdNYCZ>ImgNHNG}>e!Fd9X@m=xT<rMAq_6F!H-%w*CuTw6L?vs>A3sey=2
zeMHP&GN7NILYjP<8%QgC+QyP^spoak@Un`A8Hx#8wagopd0m4I+o<|Kn6DnV^Ce%k
zcVC5yS}*l@HmlDXS1LUlm8GF|XSD|p?A?Yh=oC`b=apdrgiR%-tyi0{76s4xHANdL
zR^8h&yrZ(Ndz9+8STTb&&APr8G)KVF3Yrg4uX>q{jc0w-7;eBkj&V(~1}nm|f89n&
zvx}wGHEm<aGvqlzkKGA6oOH415r(K6&I<RV!tH~d1`B?wZx{_-itEgws8u5@l6H;D
zjcD4sA}p_OP_^{VToA@@0Or$JYtx=(239i}HE$NIhp$l-%~32njO}vSp~p0bP^QYp
zPlaqbq{c#(e8^m>ix)!`Enh0-i3t}4UnmsAwBgFibUX90l3$_s7X5yB%uLD8#nn}<
z#1nRnt3o@3PzGC>XIxD>Q^}WLLY~bJa0E<AXXYyd8O><^ky(Q`g7r6A`A{)+1+Lmp
z`vj*OP?UjzRVMS57@UL>TTS;F**gwZ(;cdR&1k6u5(3wp#=(&e&~)lKo)OY%{^+K*
zOiksA9&VvNPu<$JYA+I8jxtpead0dGUNxu%b#UN8^1A`j??2kT@qnguCa5_vd}6ZE
zl`CbGQc25D=LTq?g$1XgC=1Fpj*7q@4;4YhhPaM&x^Hb@4euHkrbyGPNG(FJB|f)P
zi$&3uGkV#<U&4KM<j5Lu7i117>&A=&kHVH(7TX7DcJg`oLR9YE0cvOTrl;!a)LE{C
zO<9w}m|kBwo@GuRiRi^8N(~d+7kfY(sZZ^u0l^LOg~EnDR5ZX*q1K8+8}N06LF#hq
zS<<d87$Jxpv0dN#y0EaoUx=}KP_W|C@}@wIah5&BAO((A=$Zueb!FYCw@-~}7gC-~
znQLt?EG%zs^nu_S{SQi-uQ{kGI`?=F1ReR+jIP;Ti)+s?Nj*i+5*0u3QEN?V&h6uF
z2TMaZB@lMrdk-~)q(bP|SlYvTWAvut<ZcJJ`A(~{?&FqFD;|B*R{;|J3V)L7iz|vB
z){29*z@HWZQ{fyOSZGz%yMuhUa`9|Pixq={@gAm4ET)(9DnBSyF8lIotfKh2h`9sz
zC9jlL6&ksyQhU5iOyPM#?Ju;|j6Y4a)FYs=u~mhhFv09psqxJ~9}tizWmG?$l-5qo
z0*J2+C~Mp-U=?&ztEAI@qiB06mL3@B>l3)=jX&*Q9avjkHQM{=YDrnm<o#<@eLV+H
z8LMdiHDf-cse=>dbSY-sMi7dnrFl43qiEMMHN6Syn{?K{rJnWNt7)~-C>~OT7l3yt
zG`J!L4Ha756zhn`3o=X*CQX2vB?f<Qn%OMXODBd~?RB<_!{^4}rV)ica?+3UCsD->
zJ*e57IbxNY&QjMYV}#Ue@23e;O_FA2%Ei&m!h1=<TZ|{$-3~o_>ZmLp<Tf8fP=%we
zFKNc(L*-4Ojh!*|^T>zt)eq<TxNbeY437y%^_5%@K7E{d2A>4bZ+hNmxtgm~mWmYL
zUUr&<P49u~@_6(Gb5}h})SW4~EL6#sE)?~3t0HLC5x!#3xd5-TnW~NeHFE~n*Hb-J
z-k7pFH<zuOYgNTS-u_y#&rw$;Y`%@kS}E(yubCYht_HMb@W!?39x{Xkoov!iYz*9F
z$WvUZ@-_TkG+X-_BS0D9hA@q)7p2E&y1EoxsP2Ob+Ybd(!D_?MWzD%@y|#`+G1-{M
zQ-os#jWpR9-S>=twWO(4uB9jdrK*R_zB@U+qQ>$?YC&&~$T~u5KA`FGYHJ@%!BQot
z`?5}Rgby&U_(G+a!yFL`QFA?Q)lc72D+xEs4k)&CCd7@YcjR!RebntU6EYe^|3ya2
z`(hAr=~y$3*twX6`B{Ss&Ai0DsuRUvHiTm@w7L@hj0S%+0MnEugv^7Fuf~j))wxV2
zM%*-=shI7z6-?qZHA_~_2Hi2g0zT{a`(qffMH2o5)&+A=P*(RC$5z1wD6I;9Vbwgg
zK5ChjNrQ4W8zYL;^Qx%#=oxc_XLECtyW=dGBh;AD`B&475#pR(F7$T&MSvS9l9U`U
z2ExzLpMrsaxhrgH0e%^~qJ9J1nOJe<F!zL2*q7DxxG{KB=dQRQy5{$;Q=cqsZU&9r
zB@`Grf5|U2y2OP2tWMpEjc@J+)ROW+D$lMLyks(T_N-a`zcBiJXZ6eN$BV`6J{sPX
z<3eA=EFIm#j;)gL74<61t5A@dF(LwXI{-rAbi?Tpr~GPBr|ulZA<wmCaVLEQ?6SD&
z2`b7ue`Gr-IY<E}TJQzqe0)XEa_XA4u3OFX@vJ)qXVBwJ>E`8GNL^bF>YB4BYv3fY
zu#A~2^d(+)!o@6W#U8)zR0qa*^nE3!7L}luu9&+E=*3D&>A|!!cc%<It86TRlK4#6
zfiM(dJ$xGm>>S17@4LLdjl!GGtdIP#55i3|o552f7w9^V;xVyCWN~P7LD9|r>p9re
z1wqj>C7+2kSa>}%5L5Fe)*zgO67|rjm<LqJK#*lhAXVlehrn-iHB^q9NcxLnC|`kZ
z4AQgDJff`Yl{`Qas53{Xr4lBv!%;RN1k>Zs;9iw7)vFi^LHq;crRs%=>%~w;&1AId
zh$0xLmdC})n=s5^5AYU+HdiiGEIPQOt!l#1mkky%LDH*=xx2Jdi3w{1>AqO?I^!${
zo~`*6)f|E80iwLBRH`Qq$D9FJ6+L8*s9*}IY6iCuBkCpLfe)%B=EsEJYakNrv6O~5
zEtO0}4pe%2^!YV7cN4QgZFvDiOIYeLM{E#Rf*7qlGe#tQAPFIdPdMbt(Hx|%rtx@;
z2M-3Q-*B?G>#G3fXaEjX3!XLi8;rAa4QS?mv((Rud|%Q0=JdcC^+mzq86y&8**$u(
zV0V4xTv&#iUDmW^b9cnwGcn?_=3vZ3+MBlDCB80m%=v^OzM*YhsNO8nf7xKxyjg1Y
ziMOfvUsGwVcCe)oBrY}lG1w?IKFefEC8}B>7rf8CP_T!o_mmJ^cc!$Uuqy7)4N;R_
z$dgT`&ah>I)2i#&mS~Gen-0CDGyS@@?9?|EZA~{?dBWK^^;n&QRm4(JU&}j#u>mGy
z0j<vIC}ALdE)jz`pWj&0K5-|g_o$~hBnCQj)T7-)O{sKRj3eI&Uin<^ToHJ(f#>R0
zE}X*6#spzmp?v-oyjRp0teydti4-V*YT2XteN6OxLQl`LwREV+Z4-r3It>sTZEfJ!
z2s9O)RTY?HK3}O|-^?AgOup>XyPbw~s^opetfo2ZjL%hk<v0;g))L^RP%HTg^JG7D
ztkyE{OK_anJEW0H`r*rLSy#1uMkQ$|gy2&!n@ZffM~kVNlF9T@D7|B`0&|nswGy{^
z%!KqT{Ak+G$)jmMHP}iE%rg`4KdP`Mknn*4!DNK@%o81ji_60nYehbw3Vsdw)WUfe
zlt~_krhw4WFnE3VQ&<8%iymsVsI8@0s^zE;>N)@_@U2s*bG$;m9GPQ7EpaHq;NO@f
zaqhoE$II>uuK?c&;+$H5ehdm5<d7+*3U8K+)G3ErGtxbL2A2wnoKXh&qp+;p4SI<&
zcP&M+(}jfvz8RXT!CaV)#}d@u3i}X_x|_0EJ7q$t*;TJSUg&j+D}&ywPJEris6<K~
zP=-x<U%x#sbayhT1nb7Uq}A9$Bb5VteguFI22&}B`i%nV$Yp0LxUjsSbIQfFYeH~S
zSk7d*KJIc*Sr>enW`O~JO>pXKMW<!}es#4}wmMcTOMDwNtyt;PeA*kXoT5DIp_tGR
z1XM@Ul4X}&=mSajP;;u{lHRkC<lLqqFh5;i;^Y-tDDdgN;<A&j@`jJXoT(wB@fki8
zTu_4ZiZR2lT~mTX86i|G8$Hu-NmomHygSYkyhK{O0=3H@&1)1fRCR)YGpFWB6#0x^
znmM1Q`Fv#|8w?uCUajcCY@oZ@Y?hnRi+V7Ct4q6uzY^lzVDp9ojycN3U{Q^!Jd-NW
z!l4WZSDwBkPi>f2V-?-3&mP0C)HIp*3X@Js3}T8mD{6&0o|f`-JrkJ<H?1!Gp=-sT
zfvEIpkk-5+tYTKdYx<4p<jd=MC7q6`JjXFreK>2dQ4VE*R)S~e%VpZiSI9c5m;?N|
z7_N;U2WqI_G=;yln85oa7O*k@>>0PviV&lM?S9$KmDWqt`i_hA1SlxLL3%n<LO-=O
zHIi<b#!=^BjZZBQ=+?S}=G0Jy6G!PWg#_?PG5_Rg*9y22EeFhN^Rx<`g9hl)+3Imp
z$2F)8A(gVS)x`wQW5#QI!eT-m<c5m$%+2#bdofA1tQC8<(Bw)`pG8c$0<}WMR}p{n
zIq30nYK{%sOZ~5L<j=Hcpt#gAwvU{I{QQWliHCD37}oV`S~^%>5pfF3>#+7kzv44`
z^(`z|*DJod3WI-TNywDCi>vcX475ZrD8@6IPdMYsk?h%k#UJv~C8HMg6q+$?HOU`+
z2!@`L%!=P$u=|ohr?_%r&<D*!g=e6ueAJ?Fd4aD33`B8rIW@#x{&G&|LP{HYrWl@y
zgw<LJP}dDnPLXjz3-YuL!4Lux-2on{<GdAB7mOy5c`_}ugvRpSSIO%k*eO1~grGZM
z!m^Y%lCL<N-9@l0C)?7Po-I3skb`#*pbBLHIwE9*in5eirR8}S@iJ`x>S{8ITL3Gq
zm0-m~w2LxCRYi|!c{VeG19B-(O)IhWPt=%D4TVBQbM4JeUzqm^0#2kFTGapoHjF>D
z4fkR1a7Ur)npIiwfiJ<ynIqsALNU;RkfXY^rt1z8Y9U8;UC@^gLH&W3nIl3mI1Qyz
zs{FKor%;Sj%ap6(SqO?DA5>|kQZ27as~=17s^$Wo*gN+=7;E)AM0yV0dq52o>~>A;
zaXNwlQRu~7d18dl0~$>d{MYQ<s>YKVJp$P;P($w1o}54|K_KF77JuxS*R=Wh9=)fk
zv=^WV0A0meRmpj76-wQG&9agd`zvR&Nf4~WkocQkv$;TwSXw-ry;_S=`_GrlxU1zq
z>Sta>j4H(a>kVGTu@h=-NxUlAc!WGjc;(tcDyW5&80?iO?a!?j=arzIt_b|#YfKL`
z=M`U({d5jeq_46>Q-Pzi8U-aF4+!U?cA|gCM-c3!(-oFr2xwk)h=n8l`i95KJcn9H
z3ef%>U899%&+;{AkMT^C7F=IWX-fkY_O<KF>&2b{zr%FXV5WXGl-1%K*(6CPlyxo3
zAwigQpQdLuohz3K07t1(?9TGY5Qs}A?{I|J&;re>?sI^-FfAx!ZUloxU)~7IY0mBd
z_^`3hd{G0d5wZbxjH=H;6CvVC2u0eLmIQagG*LCkg9<T0?3>o2OSB|SWGwH%<b*h3
zBd(MA^J$eL?R!xm7v@lPc4(k*0Gdw-unAD}zC4j3jwwrhLv}UkaV-Y)Y%v65K+UIf
zPE6toe1Jg+VaO}7QY^-fU(G|at3XH&?t=pC)Ham%nxTG>m5PrqLIyAD@SA6kvhKkh
z6g*2h-%_{_;IcBHP$H-J{M|t)GLH7=Nb-Y21v#{=2KwywfbgYD4T{<z=?e03O~K;|
z7hZ{rqBkBayyIF7;T}_z*+*B17PmG%q$&7*Q=na&hx;(nO+jchZGCxpnY}e`FfViI
zKBI?{GDvL|IgqW3!XN-|IA;!hQ^32(J0ZPq{O~3>$A)2Iud@PqlTIrG0|tE~pAnXm
z;^9OI+PtFZ!iTP0vz|}S!`OpUO1PzIT62L{HDbE3=^l!7G2NrU*U%E|Jl{oJLPB<M
z!Js7+Q}zk#)(s;{N)lUB7J5p&iSyU2>qF0&d8}Bi*EC<+ug9JIQMk0V42AaC!TSIV
z0%W&lsFUt^wipQL{7^!$$lZjyjm4KNcu7eIi0UX;G<hPSt3HS=-H6Q-c&Vc*Ux%l9
z5f`W|<YOgs*(cEL?CuVh4Z)!Yoz4L4aFGcD#_H7I-QZ#>AOzzbtK^NV?E@QwOsiBl
zb`EBwstQGs1m_AkT0W$K)fi2M9njz4XL+AFV|ADgA7&hT!5G9zHst8$0{>ub@EI_F
z?50#m8X`;F?lR|t0W6c_V*dk|RTiN5ef(Yk%0b2b%`=6oXt4~<MS~}XGBJQ4la3j6
z5OIVVzkjvQZx|jWz1o+?d|>~%LVSi=$NL3l1?wdC^v&cRR}R{OVt0Ne#=bDiB11P;
zSAt^yAQ370j04`FpUFKKH6*tdhci}#Clt9b$eP`d?D6Le(L8m!rARU#i&Nnipc*eR
zt<2AZ;LKO>!^cttGC^sD7hE}qK-n-93c#@>C<F%oAp8PGDQE=E^*G*$kOaz>lY%=D
z!i2)4O5zAI6z7YPAEsGJ0`S?q)>9#w3a`NWBAiQSAbsH`fpE-(CAhDlA~uNWtDfQ<
z*pBBKnfFB>1-6$w$|m0+S|JkF1>N9VU_{_S*5Ux+MN9-D*A|x6D$FsKomQuyC`sA1
z0zILWeA&3uC~OOWg^JzXS~E`pl461G?rtYPUZvD20li3(4B7&0Aw$7k7*qjTj|@Qp
z^XKBgxDRtj;m-*^2RYAjkj=3{Dnpb>K;ICDc`f@WlEjk?pbY4O@m{tYbD>B!jGalj
z93uQ1DofKtDkb^w`Q*rKs~MULENF2*9he9GxKml77=$%e%Y>RDH4XRajv`A@92C5D
zHg3>wOjk#lCUVvg8d|=L>F3KDn|V?N7|;G`1wI`^9YsBB^y~(A!5L@{KELiVSXnx~
zsx!BX>m@&wLMhJ<Bd<W2m(r^xUSL%K=F)1q&(GHk8WYS(!I>D>Os`P$Z=<2^Caj&H
z59u3hB%u6bnHWx%RS!3p27^qva^?~aKu%|?v6`UpFguOsy<ROy8HTJfv>-iL_PyO6
z7rNbG_Z70#@RP*#X`up^@tQ)N#3S%Xm;+Sef>yR+fS(U^s=}*(>4hoy7p@3*kuD}>
z_aNmRWs{MvLCP5_uXx=F-~*;l7n<DrS6Ba|Xx+le4|3A5{hvnkO%L(<&)neR*z?9x
z@LJDjlCd~6M1K%8MK77zE4Tq0kQDR&YWB*;lIPmyK*rHsT@5L&UxU*q#}#uWW7+ep
zR3Sxbu4FvxQ}X3F;H;Rd5C8%ruDiNU;Z*9JfnayQS!aw$0P?|dIe^RdJE$>m{kRqk
znnh#)`Mk=Vv#Tj4StzEm9&kF%-Dz=L`?&5@ep(nI&O>ksnIp<%BVfqYiaCPTkc(h1
zCCwZ`q5o`F0AH!5sRXd?z}3i`4P$*-Vn15)7&J$S;#IJ`KC@vgG#e&H48p<O9Wk)1
zTEWCIcK0vKFriLeEvaVGi{7nt>lJV>GwB7i56;O~{3+eZ2Pc5H^+4Pp%g-US;ZL%(
zV)#>{XQ=F;uuD;|rd;^+VlV*pFH|#Fuv^MPEaj`Kh4DbKqNOu^A!9^q!Vyz4tLakV
z{mvZbOhzpU=}daYTss82QZUQ<6cZi^$c!~%HJw~>shcZaiohT4gtXA92l%thnnC>&
z6|(kVTN05cK`tC|Kc?A0Iy)FJip;Cs)S+|Gt#(t{oPKwXJO<69K)}=wxaFKrlQqjO
zC1S8dn2}n_m9r`f3yN~hnzEX$5jOM+X^l$76dMW5CkPNsWS8|d*<PL$_SQ&3gyRB5
z;hg)=IA?$&!`Tn%1G{sap2PV9M)TZ1gBoQmu4-m`T~3P7!06_U5pX25p7K2WXB$hD
zf3ggoyG!Ds8?@f8Ip@`^xie-?%b8fVx-;<6h4ldd-D!?kcczMcpgmf%IYJ+LmJu*>
zg3acLQbo`?_^p^D$Y-#XsWV5^)hQYrK)_kuhoU&MAzz?dsgBSB@x1DADoVFGB3=~K
zO1WDL#?2AIqQe20!JwHV;3+hX7*o&~vEb}(R-9mA)m;RF@$LX@b~$eh5LaIQ10U>M
zsQMLf*I6P}di5)GQt7%HGcQJj;$V)D_TRc8tEgMJraFp~#+Nxj=)tfuK67U(rA=kj
zN~mJ)43fc-%|oTA=7>-^?rauxkR5Y`T5Pr|_<lWG-AA$683cLMHFHEofMpMbve~#X
zBB6nk7QqhdUAY)URySRrta(JSxJC~`$BWgy1>+h{KUQ&6_g3_UD*m;;yj~pvZl;#f
z%1_YB#1w+&YOG|Apk@DzzYi+j96@PmP$+8yYvvKHYn!+yg7ycl9KH4I89tIRj_A*P
zB#0eEkc`3B=dzsa=p;u4K23pNbD)z*1uv2q10CJkkFqSZyS8h|UwDJ@31RmZNpQfI
zDD-IGpTl*g{otGa(jV|LTy8xWT*pguF2BS>|9r`(b2v=j*kg=<@=!A1mYIw(B2ms#
z_N-9o@9L$g_hna;{v;u5U%C>!91;o@zH|LK#qRiDWsk_qhm;QpN0`{rNq#Isek`}S
zzP@}dm?;$l6B2*<0!0(Fm@gPGzdUtKS+B$}OM>Q?2R%!fSXmcpTnVMmkNFcXTyg!m
z17}!_V^sIQG!`qtyqK0KuAH;EyQn*KxHIEo{5f#%sQBofn_mJ$U8y)UV9LA(fnq48
z>x$A`Jq)ev^TFK1gP4aA0DbEYfDXC-MANzznoXK{Md2ouc(7T~L+0L`xMg}V0Aaqz
zTydv(Zb;ATFY#I>Wnp2`>d!yz%nRMH2G9<eFx9osc+mlk6VuFf_It&mkD`f{va$3T
z(H)goMoAuaQ@(5_qkw?<{<*PC3Xq0q-7Qox#wId)5tF~Hz3R#-zHY@?_Gwzk9IS@o
z0bHqyuV}8RVoFkc4g%Kr<^(vFqZrf*f8ole^LjbZtTa0Ve3-izX}hjj3l?8C9B3M!
zF2{vRzMAZyXk>i-LM3Zbgcz(vUMn$0z<YVkpVnd~MaYzZP}Vx8^PcbN>8WS~V0Py2
zg6o_5x-Njmo4f0ylo@|a2)ce(<VZ0HgULAd#{=JaLD*!csP%jCW&JLw9Z8py30ITz
zNw1td3J$383JQFd(LR&p33;pJS1wV={i-i5^sSmlR~#x9Jsv1xvs=A7bSh-A(R<Da
zCk3vZ0NE`TDJz`TM~LiNgfHz`VX>1IOz0()%SMzoPdTC$BZRqzskWx936m~aGd$5>
z=CJ)t$%H~htpG_=D*4l^kdj4?@PNE4s!-N;lC<*Sg2T$|M!Y-=stw;`D2_lployz@
zF};Q2^$GEKz!1)5P@QtzNWRNLBmkRPW2KHlMZ{nNMBcyDbU=xA0vX>N#HlfCNe}?D
z0rI{MX7$eIW+?su_QMLGySXkvQ^%(on@(pOWG=)ke+7J??4uMFL#fBHTcPZ82y`$B
zCyrY$h6*3MC~a48z-_1%zG&Gp99Ts+Rvt*vWN4j)r8mrWNlC|4<9ssy5-zRJVJxDi
zGa*b{()g?!Gy$`&=;L!;geu5`eLDmrYptYIAX)-ku*F|eGHSfrtd&6vAfW)xQKOnL
zB^_5GTjub^Tml}$XT+wTmK2ajRZ-Nk8LrSYkos6G#F|W}MS%=<%XdV@*O8oGWpxAM
zMRCZXA&y{qbdSd)fD3UlDUqdEKIAZ#dX48K0)-}!vTtN>ARw%Cimwj>;cx)rkFqxy
z5WFr`6O;CU@K<g%ep19NXzxr=1{vl^;gl-}v(EXNK%GR30AM{!6jwF^9v;u;CaoN^
zdh#1#*fbqwQ&D>=7kXWeV(~{ih0h>r3SPPJh@uB1)MEw7mGiOgp@^v_c97ZsOSu5E
z-;LW51LfD9NvUH|ivxjlJXE494&ww%F32tr_;Spb1@<()=U_FyY%psEUtj}66vhb9
zO~?Z=fS-|6TrN67Fj};`&Zk65$d?w4gw93KmSPr8%E6)BW&li}q*7x+PigK3$^Zgh
zXK8MBQf3FB#?S<Av7b1wMrZ*riqI1RuQ@y80?1CqT%ybBWoSY*Bp9oEK#`vJ(ej14
ziDNB?d<Mb+MS%iXifhGDrsPT}Ngsz3FfA)2%LQXv`eG%(t`g*vkEQ)u3~1$P38JAn
zLNL=ttb4$(sTq}4^JxF8m<p?zkk;hNtx_r$Ttk+xW*YZVff$MNE<&YMC5BnTIy_N~
z`TenczVL!8SEMXX4RV54lpJ7cy6VqVIFLZg8F>{TXH!9|8$h=ioWOi6!Cumn1{7Wy
zD(ar0;->B~0+JiPjmk5nFHN2B^qC#rVm4`a0=J?i!4K9Kyy9>A?V6V8d`e7*qEVVr
z=#eTv2LjyzTH0$8dUcA|DxHqFp86+_QaLEsv4}}sG-5>a|4&tK1Kq}Tr3t=Q1&{>)
zUKJ^cqC^n{2^2_C5=F;xB1<F-6l5EYZJBXr(@LVyO4CUr{-Gc#QXq;fP=Z>H-LZ;e
zwcYaAE&m|NvZo!ay3=O^OB4YaPKMo?qw((9vx~Fco#q*w+0CAv?)Eu5JL||2_Pg&D
zlo{HR2(kba-n;MK@4LTv@+bBu(%HGRXUT;Tarekwx_b5M$5*dXES`KknLn7#rN}iP
z_h`8+<K9r;BnK4UE|bqrYB$G)wgMH(Oj%9|5U&KI^FLeUohB}WkBv9Jr@I{&$}BlE
zQ+&+ILk5%U<P++K8o!8bPr87h5T7fsu~1fF=~%x4W1DpCsb%RbWfUYX&n%OpCG0?J
zrpr_5%*8O(9!=TH%l0oV2TvUhFE3|avw(TR-S%=B*1!RDftrnH4#CccK_HUk9dS5J
zfxR4eVU%5p!Ce7pDpXyTlnYb_V2(rfQ&Kyw(=ox0#-#v)eNyI3a#;$XTS$})vk+Io
z3R<{Ah#0(7k7hDX$eXFyd|`Q+(hqAE`9!M~$Om>?s+JVsZmQs!Bm-EvV!KKlSu9~f
zpI2o#A%BP&*|kz7r5sjkr398dTS<|Ub+Rm*sN`7jpCR8+P8Bnet;j@;P%=fy!X=}s
zJWIA=<bZnROLVWBU?2E_eEBf!W}%w1rBBFA?{AqlDK04k%OS>+<cC*j!xZ|C8Hbkk
zsBD1v5tniiXJkxt)yU<5?im#akd%;lr?kHgtKYVP-R)WFWU|RCI7MM+bLMU^Xj3Ld
zW+FIM?2DTAq8oGpNJ3NT(%T|)%gQV6O2L5%-mk@eF#QfyNXTWimq@HLy%yywgEUi#
zWxH1zB1_HaFXbPgcGQ^z7PpU%z;0Zz-lJHiO&U74<duq4>5GEk>KVdTiu(Qc$i~mu
z;Xv43(p2aZTQq8qLb&P$k3d;rV-!5Up3Iz{B2UP=Td(fK50+=Tr`&SAGDT)ccSFIg
z@0A(JDLgq0$QF18zYYQ)+1=q$N}^U#faP>|APl-Tl~#{uMgu-tMY--~xb}o&1EzQh
z``uH(56ekAr*bK#NTpU&W={3h3Ke9PPRfu)6F|}AUN=C(rMI2pEk?pr3Hyblk$}GR
zeEq4^+8Ts4t`c*AOrZlqUShsU7DFNjdKJ4GqVRNKT}5^%QG-(8%j%(R+K}E<VMeBm
z;6}1B285u%4~SVM#uC6TQmwOW>`)e{Q~Eg9Vt8HxP>}BYB5ZZm$gLeB9f5C1*%~pa
zYOxNGd_YhyC{ixqXeI2pLV>t5Y`YADU+E?XalAk<EIb=d<M!8!r=v9nZbUz?rtVdv
z=1rJ~oV_Q`>cvLyP&V~Y`N+M3C8)t{0%*qd3YJ3d^3Cf(x7Z#z2zE4@nHbVmCICw^
zS0bHhn<g(q%x7db&4>v?5u9Ot(Mu2|a*Mm^e<jPaQxpaUoBW9SM1=C6y7-T-kcT+;
z32+N>QVEN~VGu`3Vj{<@ndEH5O~xLH@YNB)b`L_?sAxrjLZ1A_?qIgKJF0!whqtfQ
zl9Z+g3TTt>J}?@xby_MYRY<ujqcUNe+ym*5iU~m$r-(U)6ueDik<-R#IW*&i@<Q?T
z(HUS6+F_gGS2I&?T0IrY0Z;1=hb8jPRo$ue<v>9B`col094Z@uZV5T#u00c94%o}e
z7oKMHxuG(p=RcXs*+~eG3NEEeSoun}B<mh3r5uEcC2SSGN>#{D4$`KQeq6Fx)#cH&
zm#~;MvL>LUggYf8k#b=;Ln_mcd@vyuse-<tkPX!0-Sse4afJ%Gidg_YUXXyRnyk{h
zn}pwPQLJta>e_V`?1gNWC__^vxRoHohho`7xvbLOY>iROHkx0{#uB+w401%^2Wl2v
z(I_!>inDfTIaD=pGStTaby=60yL8`-(tyaK)zQ}sm0mJwyPY&)^YwCZtL4nt%b?Mz
zjNc+@%`N?g4Y{8}9LzXp(|hck%J_m6Hw!RcW!l_nHUo86d|?QbiGrE<8qH8dz-A-(
zvpYgz9-DOf)D+E*)a>AlBmzz-oj&j{)b-{Tu!O84uCGUxRI@9S2(ccQ4dZf{zOK?E
zm85rwa^UIk!n(|mf%#Z&GhixN1KFXZgRT67ukk33MQ=Vu#gQ_{XpHq~b|__kBExTj
zP9}{)myxmBY(7lBMI!)Fy`%L}r@R0JJlt)Bm+ij}zX!Ykf@9e6oLA2n4$mxu<;*1O
z73O6YH{(-A8j_%{pajoU89=z6D3gU4k{FNHUDZY@W!NFSY26lNvnB;!e1U*BnKxE)
z*WEZo-pVI(q)~AKm*>1XZ>XU-v&*hmkADS%YTC)9S=q~iRE=(zvWZj<vgcK!$8#|w
z2bG$w*Vraa!_JjTxk5;}kZU*siBcA?Ia9u;-Hcr6P&Nl1lk|$*6Qz<FS}rFI?`2^z
zs#MRNtQYq}ypmNS5#Gz@LpU|na;UoO){8|#1!zn=RbKb5NEOUj3|iZ+7qu8B)$eDG
zwR&+c(92qm#SZ1xyencQ<4~49O;%p9^-4CjmNj9u6AyY-LW~*JxQico%MI|81p5e8
z>syBVF3&*EyK2jNJJxTC;QAhKKi9$Kml;IeE2A&Z*fWH3*S*qOa38FA0(#<JX)Ub4
zZ}5bnda*V6WN>m4^;iO_yAS~0=Pb>c1|PNmHZqHYLo|9<)R76RP_2E@{;8SC+2EAt
zXrTgsP+9x;Ena*p=(3?Gc4P7h0bctP3d+d1ulc_y-^=2n&*!6(AYVOr^a-VgkUj7`
zL)a_I@O+0IQCIYbLYgCrTO&V7$}>a}XywQmNEn<2D_%{(5K(Qa#F|n5FG{r_Kc%)a
zPlv<6f8F+f*5tJTBTQ$f+fI7EGQ*&J1fx4$e>EFgX?@1%c2nLJ$ts<Wsc^dP$1{vl
z)-aa?quvEs;M!bay}NtLdx_XuiB;S(-lj|W*wz@Ukc}|vJ~k=_UoQs&0q>(%N(u1f
z8J|&)c>x3`)1jG}b<?||S}?)XLatpe-d-<MD1i^ywjNot6AAnX2Hm^Dt>#RK0r1bg
zP#9J1fIgP%?}AgfmT;kJy;v9ySpt}+n)6~|l*46WUu;j5z@kEN7?@f<0+U%@PlnPg
zIXd-y*;(Or7YrqtOjXNX>jiASkpMEvRlL><RP&Hs19Y-}oC7gF6r&0VudzQ=!l6S%
zc4J;A2WX`=!eM5@d$|PphvGzfyep{fEai&1^==R*m3@G0tuNyWzw&r5Pt7c6MC4D&
zbqgH7ysqBQSucaQr9;KfNANVj6%$Bo&nfl7zk$uBLY8-a<Gt__fazL^@`BY{&jL6S
z&3q;LV<Nhg$ZC(O7oG;>wMSXsphL$8m?QHYi;w4pof(v)Ko5%lSA}M7i{GbuSuYY|
zmiK*gV7YwZ6=@vEUqenC!x&R%IvlpIehhPSx!#vxi4rL&1Xfo}pV&*)J(NwQ!frjz
zIx!F!uV^@5D3JN0RQ|NmA)nybsq}KM#@+VJO&%}_=L07uVC>c9wLms7F!=K7;c=*3
z0Dl;udc{0Uftf6WP1MsUtCdm=CnOxMhdKdf5;-a@s25j4xl>yWe13I>lY{WucA@xf
z%Sn}hLkgix)Oyb_vPLSzy2Dc*<w@ljg<cI~s;(-5Hb!x3XX4%~r+_ck3vAu3)b9=-
zJeLD5uD5o9;!KeJNhI!tYQZj22_SOMU{zfghrX0@y*4g6vj8~;M!$FaxUsAe4^`_X
zG=ay7RMkw>Tj9WPxJkTqsE)mp(sc|Bzh2KIO_D>&4z1U($k~Jx6RAp~j?VG6KsTT;
z^<^|=X>7LsQLa>SCU6-Tk9VVnU5&*Ob|F>&tcGc3D=vd{-+Pma4boq=>u3PD3HK4I
zy36$&jhEB1*4*1~oRleYsxYeGpbtSkGOC`f&ytL0ONTyD{d;;Z(y@VPeliC2%?{a<
zBh|R`a2RNhYV@c=$ew3?J~{n)P&)%HJsWkVWI@Cf4FX}tQ{>D~s~*98??3W$7lo4W
z4eshnr?&we>%SFR1AQAAD6s%wK%c)qdS4PyN>(C6F!QM*oRt0PQaPwcNR2~;)9~LR
z35_XPFdk=Lvu;%?l)Ob=Ak`&vh+e0RzbVN`T9dpeYQ#0jbl@-qh--9%PUD~$iUx$I
z(lcp_#!6>OIbJngHrhQUX@Cj9oHEz#w8XYK;C>LUOxB|OeM0W+|DkdWSo9D+L7F^Z
z>s157P-QAp+suJXf&|F|iz}5v);8HX<s^mk)v6J9!Mvv=Q-rx)PA37nrC+GZSRq%1
zET}BOP&t=PQTGE?1CIleGpY1ZdQ?M6s>3!?(r0?5P>5HJSS7hGsY%W@Sc#aJtsIb`
zwmCzk@FXaW$*iP2cR2ZElZCR%o=Z~VeloeN(m-*`A=sm;A^AkYT~8UM1b`79O;_U8
z9D~NZV&WqoTEiPq=BZsR#K?bS$ahK=+(g30fs(njHsFg%J7`KKFEiCa6V=Vb43T%(
zRaw6b`w{}?Q&h@~ug8JnWmf;d>KafxbSOFQW0Yih<Q=GjLu*Xs00RkvOhL`d5qCF6
zW~MSDgP^}zA?!WjJh?MfA!<=JWRQhE_H@*7sTM9hlbMKUD<h&ff}bqQYPC$jau}u3
z#X~g{2Glr2MY@NeS{<q$z{w$xdtCbPSC3FfQrsAON8Sxpl{1QE$)2awqog34l;9Dc
z;L{}4<VX<AQ{?}gpPA_fu7P|8GLTkiY!cppTFo%U%P251s=U+`JPe0bl|U6TQFY5{
z)o8*_WOG&KI`g<+GZ|lZK@;q>tT-zZ_M<cr83LPGCfpg?$NKr|xBmn(0ltqNswb<M
zq#mo8uUYw&n<JlfnI*l15mJ>d_G#U&_uO$o+3jlF%+@>VuqhY936b%xD9<eC4AVAB
zCGU!~%cybyZ&JSkSig|X+HT0ZqG}f)e0XWEmrWkxZe$@|xq8ieHdU!q>;#~fmw;tZ
zN*c~Wy?sy>2o(EQu74^3hY;mNnnwL4Dus2~gJ*56Uedl^Frih}?!8H<49h|>qlCu}
zWD$2IXQVuK04S2pR_s)@&JJKDD>z|zo4U!POc?V1*6RrhRVq>dF!Q`Pj!RMXP`vo(
z(MvcCCe?thsXlo5Pay5GzuG%qgD7fFv1iF(3DqEKtAle#mdWmwiE}bF)UcdUDe5-6
zVsU$R#GcAbKyOoD1=&uaf5zqiJd$?5&n3=tWsd_l^N*IJnushHO>35tvqQ;ZZ}i7Y
z)K_ay75}KApXB>oTC(wjst4^TKIRgW{!}3_2TN8Wr+uGA$w&CVQVd#os)sDg!qK10
z=TSc{pZXlKAD4PHg=}V}z=v61^vBTSI1L19Ht6#G!=vQjrLMr<`(t&J>o`E^Q4awo
zbJU6k2YKDQqCf&2cbDUF?}`G|PAyNR?=>2eDZ9&Mw%wxW*m^lxu)kvc7$?Yd?F97Z
zCH1@tq}ZTREn9)sKZQ9rfMQIQ!Pb>8nRW$K5JtS7XM?w*>`gN(vEyb3zpW;6=ITQ*
zv{N%v)XyrHD1Fb%G#RC!CC+g@!^K{Px=&%l>q$VNLOf&}Mm1URl7Og^ppq({ih^WQ
z`AoKCRJ^>EELF5a01F{68>SMM<-wWTR^Bc^UB+3#Hr2)0rx3yH#x2qjXjI9pl-6YC
z>ui!0s##;A-CBhyDo_n-Dpi$w1%{#o0I2HIR-xx`BJs*9oJUBFVhXZ8&#_HAhwqs`
z;(+R#W}%w7XyJ{_L@9P?$(5B7)IX2{qS9TKkH6zCeUi=QZ0W}Vomq!wro=63=mH=Q
zDW~*l`})P;REAmRXz?FJF&OQfSrt@Bso58UY1_2;+(B}<FYu67oN$=T4WRp@Oj(!G
ztCK1eLFHJ~FG&`y<bjI_gB<!qI*Kk|zD)f@sG$g%MA^xsq$*0CEESg;Ypm5Gr@q7=
z@8|6>NhrZ{<{KCxay~p89;JlN42$MLT-TRvX!J0B>UdRV6)+VB!b(FpS-dK<>?s&s
z2qg<uuQ`v4eX&!il$T{653N^V`&8H;R~6!=SVh$|RH#)#7WyhBpDK$*V^rNCBS_gq
ztU{_v`oT-7R3#KIsNxp~?6n%QbH$xjerkOxo&pjfD~~6QPC?UEfyU{w@YH&;nk*H$
zMa5dIP$>cO%CJ+_c1_%NPKLish)Oj@ets%oCTJw9x?~Ir>N;5f#g(?K0!_x^l*6wu
z2wAmiMYYf|%+Ru1#hR-MTB>M>#nz-1&4;E6Ho!^3kZ1$AD;qNkaaAH2DilD9p<z`J
zO_n+)LzJ=|0XnMStff+_6P8&>;oxA&R12d-CH6^m&u^fxfJaL(??az{Oqnq8B^d$g
zy;9xt$syXP_!tZE+D?bkInwrM@ta|7egfh+VZBE&Rhhr(5hBxG`E@YO@=-@+`MVh>
zGD|7CGp;=w<?IGOKP^6$ricGl1k3gdQKulQR0_pi7I&_G<>OD?PlsOhd|8GO%R=;w
zLtdYlMaF!K<g`)d%>VO06gO?_;*lfNppzY$^TJMT)OQ9_+7af|g~obsRJte$aeS<M
zUP(}4lHP!4#73ve<#ZU-vQC)RUCKLx0{I=YtB~-e>^koRxq@_21h8J5mjkD)<|>Ig
zVXBglr|e|4-qy1~7%^LkvpU<MgsfC7YZU6F3sMv-t*ynf^&&xFEOIG>?0Z+lSfWHJ
zPxs0Q=_W$Z;zpf6t^?#kN!i(wN6Tz`G?}uYg%mAwM#HXY$L->i)_ZB-&t$5U$l0F1
z79<hsuae5usU($NRVBc#f2ve9StU10!E<z`l5qfg98=HHS#qiLj>6p@$gth=dI5--
z)!mqOm6hFOu2QMP5O7(@KE(Zycf~rEIZNGSV)b^5=~N;H23oD-rBH!v1h%N|aRAz?
z*hxy3@~)t26{7XIdM88}9bg}vsd}%((xK{aK&xhEKCU}lKfY>zJQQEL*DEo1D9b89
z>E&g01+{S^oCzK5=S)|N7Mikej(|Z%`M!gc7-MN?CW3D9s3l8N((W?5W#v^tKK)Vc
z`pmMwZ-lYpbVMR3%1JU!Zxep-1K$sPzRTfoz3JW>bxdWkwb)v{`K@92d_JnV_pVsN
zS5^L{t{~{)F;$v0k{PMh{-a>}^RpBt=<a4uN1bju65(#xmmeA36!a%9+3Ax2xjXEp
z0nuS{0LQ79!aAE7RRGxm$pY4^u$|UxIao#`m0($Ks4%(vQq*s<4wWl8D(_ClQ*}p?
z3$?{es!8;U1l;vx0Sq+0?iC3X+*H<}cxBx43MR58>ELGdjC@Hu5{X>JYlvi)>@Pn8
zGh7E0Rav{5%Vo0w6yza=4Rwj@#iajpqqE*UQ?<=x@i0DII%FrQA|&M{bwVK*ApezI
z$V=Izh*cG8HCMQwby15N0>IFoIn{}!6X%bRJeY0hKDM!0V}B8|Dab|st}WgbZm5ui
zNlur&EAVSz9Lgv2u5jb=YLePLl)Nj}%S0cb=Cj@vGoZ_{5{^vDyCPmCMYA4SpOIH=
zaAMFAaai}Ak$fz-mY}#nCF`}-!BJW}v{c;__gb~s@psA}!_<E~Q*UB)_3DfpU&80`
zy2nr;4H~f69u1{uK7571MxF|N?NM@$cpZlz_cy37wmDTC8F6Qd6A{><yFe!WR>yMe
zqJZ2x1Vw<kX)f!BAz#3dzL5&`Hz6-aO8G(nJ@B6au~(1DD~rRwCUeAY*;nbe;j5P~
ztKiqr5W#u;r5qxyGE1gb+uac^%A93B(HHD4PDE!7@)d@uPh7Zr%9ci;yXd1NFqbW-
zSy@Hpt5uuQvJIKKk*~mJR!nBdBG5c_HO;N(VyX=xWjrSV31r-n>H*iwWYAS<5nFcS
zsREN3Q&%VvlensM2#``|Fk~@_L|8T!I}|HbR4+RGB2l8mb!q4UCBdViZY4^wDH$Fw
zsp0;o;%1KJU<oL&8L~rA=XPQ(=Ou$t+N+VMsQj~d2*0yINF`v!@uHZgp?U@6@!7z?
zjFea9l&}fS7F2<7HdV0W)Iq7B;E8Qgow0QKIMfb>fiZ8hU>bobD0@bh*DkvTKAnNL
zkgJdbX0+o4)es^^?*uUZnB{=i0+$(?PAk7gy;UU)CS=H5_hV|XGb1amKej(T@(ze}
z%IgV`0?dKJm4WWGET^JG0F}E!1rIaWTyyHiPp1Jfq_>QKhr66!hE!69$g=8iC+Dmf
zj_Sp{3>nihvksM%%Z`u(+6U7ep++V}v&2B{@ZqvqC5q&ED-TgP#}iE|6Jt~gNuo(1
zBqkw=6itbaYrBQ5zaQ!zy&0sg@F8g1Cq*Vm-^6wcSpn8P3Vj>S7%&TIwmg$wcSpmv
zAIs-fvEtcWQbM~*r5aBGE5{Nl%niU1N)#KcJoOc<mgCq-+5u=_@UJNlFo^)oB*eQs
zGb5!L%$8b>7gWt?fpSAY_EkC)btfi(RU%=#Le2X~Yf$~FlZ7~@a4!d~e1d8%O*d)F
zmNb=RJ5<fZU6o>5NUxizs%flAFB-(qP8Ez&MV^2-WvRmUQesFx$y^&qDOXk5C8kXc
zz$?=0m9Jzgke{3>6EZG>c;#>eLX^>F7!~rI%iI#jG;(pAw#+xJd=hpZ+ApUvIzyx<
zq5Nb`pJT?T9b`2#Y2~qS2IL2~fy*3fV2tz2$j`a7hvJXyFRc6wHT=5z@etcXvgi&S
zahGD$El8bjz(1<1k@BXz#Wtm4%|P7=do`lfM9^gyqxl(Ebs}|X3Qm4mHTYhZ!T)}?
zTv`$KSxaAlKD=Q$lok_8##zMD#`DvZr%g{X_mrj&?r~ko%c%QZwge-m8cVLpyjomn
z$c|90Kb7dVwtF=^8XlEl|1gXB`a|UToyHHOBp&RBNiT{aXNFAs=qRHeJJh8$y*v}{
zzCq{V7f#uAE7h`>5QVK`Rh#_vB-qrtwvvS6iYc8NTPwv<)R<5zLh7fv4#+5*%hVX`
zWpa5vJ+tiIYdv30$#&)Ov=<6+4GOXwiE17C0wWNt&DJ|tT*{JL2sG_p;|geEgYwVn
z_&Q4k@ve)TtOq3AsSr41IajJ9@c1&ha#FFF7mE&=sY;>34BLxE7fed=23@SX%u-3p
zg2@$<^`_lWq{MsiiM%VS378>@wIw|Sn243=VdihFAH`zSm86`ku6y_=8%t4DYCP^;
z{G(LK1nVT{c^&@%Yh!cGl-JJO$r%i*S;-u*oV6SyjYqF+95P7BfS`F?s7k(9Ftn?6
zs7kp?;g8GlJ$1<ZP8@a#M(iF`rG(_=^c1^dnKKi=eu#pCDkjLs?~afRTl{vA$EJmH
zk5F;XAJSanX=+YgE{g5_<z<aED8EqudYQ&gJQ;CZnTVXU{|E~9H!`1SPqnK2T|cG<
zpwiSCo)^lXmi@9A-Sd61x`O;a)u@W^eUV00eCg3g4m><H{p`^f?&VW_<IvZ?e&pGc
zCr`|Jn|t{1Gtbc+rlZe!+yAZaJa_E)iBqRuc+R`xyDywNe*Eak6VJWiU2&Agea)Ua
zK3ji{6SF5yoIZLged3sR#c>*tdE(^U!fEe{V|YotrgOd?vO0bYk56ZR=w9-!IC?CN
z$L{M_-uA9IHGlT(`K8z2&AsJaap4tr>D5bbyy>3uuDJZ>rPr2TJfA*tz`NqrSF+A?
zho5@rbJ6-|IsDawvHNyJdbiXG>F$x?aPQXct}gG2ZQFW!Xi)IxdJ+r`dg_uRHoYro
zww9bjxw(FYH(14J_paEqv7=M8(nxCWiniuJQ)2_oEb*@J`*a#hscYI^Z&->qy)yb9
zmt&ncelJ-{XqwXi#J$k&bP3IQ(j~&635jwvizc-f&03+sQgR6PD&v|?0~dXAULGFe
ziMXQCFP}=!!*3cI8%W9Ec{FPsUt}0)8lK;;`^c|B_ef7`Xr$b4+}$+I{*-!(-kHAi
z257Z@#>Uw+9>|wBL5U9fb&cLRFGq9Jhi{U%)!f|D+)O{Aakycoa~`DI$LIVfUi6b!
zp@k3JGSq-Ye5p61#aBa4=_MQFXm0x3R>MAD(B`xe&N5mgPb<ge%$i?unqtHKBR-!R
zOZ(6HXTJ5!;hAHn(x+Z%=L7lg97#fu=T04yGk?FEeD3({$@HmNIS=f)<HwIZd-BAo
zS(=f4<>;|f$6vq+I7Vyo+^LgCkDWZ_O^`h{d;G-7Q>Pae&#S>uM~|LN&pR)=s@urP
z<0sN{XV1U-CJjwoP1Dr73zy#h$-8PW?0ok8%dh8t@~(tnFT0mszx?)FOY=|Dqf2kR
zaruXf=_6lyfF4~qKX?4dRQ!SAAU!(t)T5L44~K(tOlN-A@Zdl%%^Z_sVrleiS6A0&
zRr*3}hVQp*-6CgUZ<SKpy-B`1&5qi<af4~J%RAi&@rA@THK;jdtu29;Mk!Bp<9<2o
zUZa_I)Fx$B1a+GY^AB5toB*H3Ql7xdaX_IFTxSgOOxp<833|y{o-`MTui&Ogpyb3m
zdTH7(T}m9u8;`MR2%_9`nq20ivDsk8H1SgoF!rfIqcl^G<{$h0s)U5Z&_^?ladAlZ
zozsQQ!?&ay;E&I*<}gFfMs$t%6^S}t4Z=;hMvgth`D_Z%DmBp*y~f6-CiziqIqYmq
zjxhTdK4DHv*%EwUqrv6CJlqYfu$;zA!fE=i>mz=DrZXZ1lV8)l8CATfac}PSTz%B6
zpm9~-{dV%17fzfydFogzAGmld`2wWv<Ow-~_~`8M7fzixr6ye;J$~#M^zJDdxERi#
zIC0|msbllbg51obM~|I2dg}Dq3m4Q3s@bC_PA*<>mtL0-A-iekrKLCDB2c(Gm!3cS
z@@sGY<VSDHr=Gv?($Z^hy_<VY&enSsLipyJub%zRqx5L$(j_;0a^|rw4$`9&C!Txe
z_u^mN-Y4f^KN25*0E!dhMvtQ5Q12F+u1<2Nt%~Wc?#)}|>&vy-Lh~)<z0hDnIqY(S
ze7I%H*6z)lHkhJ?Zf(Pc4IM^nOQWZyT3cJ18vQgLkpc&#pmZ%0h|)+{IY5?iY@hFJ
ztJsG{J;nIVRx!z<9GgXx$xAdpTUdInc|_NXMi@VLNLk`}aUSADnxS6o8*=27Dk)i<
z^_bdfuPC;MZ;^PBPHgb0+yK&+B!W_EXGtqUTXK0XB!{>)+zTH!r)gHCk2=nc>(eBa
zQXy(Qc#vigOYPOzpoU5+J>9Iv9|xKP@?nF&LH?R#dBEf`pUC)V_WS?E_euF_gm$F)
z?(}7LDD8;zzM1}PmWQ5BlTRLxd)o23E{b}T#_s7l3)g5G*3Qs#&ra@|I6imk2}UDg
zk3-5%o^U*fdV(}w`o!_mbL#O?8ijrO1T-7v4Ab=W`BT}KU-Xjr$#9=Md)9qji5sq6
zSae@~>&n|I;hKhfzLERU6*&Rz#S1UJcIDl-UOW4=+~P~Gy>|KarTJ$MN<H`Di|3sa
z&pf_Q&Rxt;AO6}?2OiiS+A7Bpf8l}MJHo-O)OA19EA4excLsE2i=0T_Wk)SicbnBD
z?2J-{Tei|PG-7Mi+G#V*CZ-qe+_0h3Y;S35AOq#V8bRwduoi2Ywo%VC3~F|-V9}u<
zzZQs)2i<03RSX@+(Z|W<2c_4ZXAE+A^L<Stq$I77rcH91=Id~>>$>)->hYEd2L0g9
z+8r>`zNka8D-Esn9&J-YBT0hFddcfPo#tfYxe61QdXbSR)4XKe@5_V+`9gCXc3fAZ
zh4_NT4;VrLK5buzU@cLnk%k#JH89OGTbS`MX|_L6(Lx&ShUXSd8XH>MW$KF!2kA~9
zhb_d4s4sOaH*MV1MSr@wWKYJijohybWu|K*dZv>m#1qJT8H$knpPr=c%0K%Yj3xxf
znSTtgdi3b2xpewu`uqi2_T$IW&^_}DFG_oN?9{2#^XC`OyRXULrRNsT{_rLD&DZJC
z$+^V~FJ5}>&9_Np@(bCQmo8s<>#bMhV7`}^UcLPG8?QRwc|>ZcCHIw==briUnAA`w
zPaOTu;m04`5t14z@yLPk`-f?qB0U<6Mj<|QPUsN{1|1qXK%L(ZBVFC($WRyqg0o3V
zP*0B>alMhoE9yltVzk&jVTey>2gIjAj)c8J@TRfBPgC>4+KsKkZi(`RAV1JfrE&V*
zcCi-<QDd-)Hrv7Hg5qv3bc4~Mms_=ql00dvK?*fa6Yhh?!X`Iyf1mh3#_2U@r?7WN
zp_`~XV7oPoGY3m+w?#Eu1WAsj<#g<fKBz&|d_`_yV@F0HN}UmYopWCse~ijAdbKfa
z1dwbp!uRPTfOj;450Z#m&up-q01cQ8G=eSXn-xHV7>)5h+yR{cnVnvn)+RcFdeO4-
z8#is-xN!siY+T_3v(Vdk0PH$T@&p^p<b=ju+-@YD^(d_0-ats>=Qk5P==5_IY{(o4
zE0H-)^AYDx&%f-F$iNQHIrEDzz4n&$MBzd9Ja+$z5{vosuUvZbt#@CgNAqVdxR<Zw
zE-xLIs^gVQZ(Moz%?rmKr$_GVZ(M%;<@7U;$~>3z=d*Lio__4XVL5_&`s;_Dh(EBs
zzekG27w*4rI0_lrEX5+!*V`ij6p4jH2*0bl3#Z%<$g_nkL?&o<XP*deAm&ap<Oyzd
zG%GbsrVTo#y-})p94PRCX1|7gA4t)e#8E%rP7C1R6#6u>YE}nly9Aqvl8Tvtv5GZ{
z-$HD#XcKIQcDr5dhe6v5apJn1EZsvR&Vdc|53wbh)ybSD!FES<{FDjH<okC)VGQvs
ze%oR>KwO{>eqgZo=nbXO(O%&~HJhBqBhEegp_5`F`oXVHa{tb{lDpkJ0;^?Oe4dG-
zF*pl_1?WwVUdT%u@FI}?9VW{Y@QWr1%h{$dw`nw|dXd_6*yoRJ6LXLP7H~+Zbjbw^
zb#~Z&)6hKfkv<0fwLz&S4>gh8tls}StW<j;pQhpDXD__+<`tTce)?3}dF3VO38^(4
zXTiPv>bvh=k~4!Z{P3l>-hK1UA0B@~;pxlozWrMEJC8|$fX#XJ!tt-~-!1LTsk!6d
z`R^WjV5o14(i;08#ChAQaLrIO652+pLW&3RJklUaYh)Ux3H3=`qkc-*MyU$HMxs0x
zobK*yZ<L;7Ie5B5KptchI~Z@E?FOAsP%qV{KqF0_Zi{GkD;*(_H9`|N#`u9vq;`3&
zSL_$t`Q2UO3=mIEXw9^;1LA{&QRs++goX}a+xI@n{f73W(kk{g?T_SDeC1I&G&5uH
z^9))EP_zwp$VW(shF|U-5=Azs-2fA#<jm4H1q()IiQD;nnRe(IQ~W{$de9Eire?T>
zn-+Gf#m51;gscG0^zqfcATNG1e5;YrGk}t&E8x^h_(skWmgqP$CW`kB$z2v_HVys(
zIU)QF`?o0#)9cMurY|o8+B8f;I`~rV7rwWhB;pH<l1pxLzh88cdZ|Nd-+~;Vt)#_q
z78jS6-n{g~6C^D!p1-hk<@GmSJpN@V5trO6Z@cH8ef)Fu=#49{z2%<##(~k0;$jyT
zzVpO`+oeP}-}=_!gX6oy#a)*3#V_7B47Oz-u$)k+7nTJ=V$IUt0)Yf~9PH}e+5_ql
z+PwLW5Hy#9L;^~ptFw(Z^m=f*Yl9JxumjJ4u4q{lmIIpG5&#%zvK)ydHGWO9Dvh-X
zhgp9~po2UGSbnv)oqS<LWEvve`I0D!LGf8|J7>dUABP@k)jsGGH5Tb$KNmsm0<-w-
zMqX;u)L?o(C;B!07xaA}AGb%ib^-f2Pt(f*PKd-|+l$Q77CNw<47Mc3WWaTA3t>md
zAol*3T3B;pK`qmP7w-fMqA}zATud-CqOaU1>}hM3@UhRwelI#pmINx}@u+rvVx&2c
znU3(iqx}4nVnrubRT~wzH5w@U9%&ZE>%9czEn9kepk&#Ql^5;85R~_CsN4f>pC7mE
zBX#kgI{4xy@vvrbyTQ{Mw}9s)C~uI?3aLAu%fIsaYnR@-l>PRjqo8B?H{OC0n0q=t
zB6s}t*ME5S=u>0EN(Y=uKYRG$`@-9#4safQH1_$y-YwLznJ|Rp+FLRTL`d8%Rlr4p
z6Pu)Ju*|MSF%6C*&le2?0-&I@8d&$~ZpcETHyWIrMk3%>{u{CvtpUHzWg#{#8cygw
zN<mF?ZL8KM_e{4N#e=L5hn}+*UV6eCLdi43bhcG$AHUWR<XlAg82xS#r(!2BG>KJ!
zP#hD#5Fas`0xfhL>IsMJ2EWbu%@DLexPwo&<KGCBh34-NG)34p#QqN8SB?LI)2MEK
zrx{xx#Ga3eqB+PX$r9}rMIPzU#&CtUeU?Z!fHaRx6X4{<pcV4@@7g08HS1U<Yyln7
z=$BKauMqKWA`M6Y$^nGd6nN0iaB=hVQ8U2VL9#7B#HRIZ>+RjPt!Habk6g00wzl>*
zoF36eN|H5d(ryw;{V7c0L*kb#s_o;F``q5ZW0NAQfXScdFTMWC;tRjGZz#Cs-{NJ@
z&dp9gdVd5cfOh}uUrFrU5!%uvxojTzV4$a)cA2&%NX%o?=FA^kbbzt>TiCpn2T17Z
z?uIyY6`_IbCq}wV3VpF4v6GD=KvYM&A!g0CMqQ-{0WWom)+WEw|1AW){KZ|-S;FWV
zpTnoYKA!P&spl=RugB7Ew1|CO!+fO;`!}dLV}d;tB@BLm@5D6`{(UC=#-NTZm?T_L
zYU2-640u2rpXL8n9e7&{>UQ6-SZyEDc(WKcES=%FvM6Aq*vtE<`n=eV?HttizW^W+
zh6Ug^4JCU)<<{}9YLJ33-^+zPI;f4Ypw4D2?mWpq;$jbMNM@($KliF&8zVXCRtYpW
zH8!a%)PV;7;;djVhqVkBD_jD=QOJon2PL$+I8AQB=8M>nZP@4DZ9UtzZKEw{ZYFR_
zhJ?(n8WBETpGGeq{fbEwa6UjLAmsBcd|MR%L}H1b<_~}6kq3v#o_GI>4@~d9e@A4S
zeR$9b_mjh-i;Y8&=SRA`@lF5cuGqLJJ|5A>gCcX-B99p%ybYo;!v~};-@Kuttx-Cz
zaM(APP}`b3u0pi8Hu>~elQm1!yS|0uw;M>{z96pqBlPgPe^C3ZMci#2;*PRdP~ww}
zf7q(@b40}X_8^<=ifSuNI037J-2fGBgW3h8;1LdsP!u~fUx)aBTuSXhUc+H7u^?ZC
z@-GQGqpO5XMn&8=q%AP<As}6W37rp#lD1PDhv7JA@z_(G?-q-AjcXx(Q=?@wwW7?e
zG4;}tu+6CEI1cEr4>tHi*4NRp(smH0U5fIG8}zYJOF0)7e0<UeCfGlV!-!qVh$ukn
zNY6HhvfpS&o9R!peCB7cCY+Y!eeYX7FP*;4xRdd$)6f7Da8G6bh0`Ad`0Cos?uU`x
zOxVlb747IM^@?IIezHZPufx&2^eA<2Fq(aTqtQNLvq`T4R7afdjb>Yuk5g)0ao4xZ
zHqx*%?=CnCEd+SJ2U-<(@L&(!)=6=vjUW{W8BFRn?Gd`NU#vidW{ATTAGGjWn8qDZ
z`LDe-A_xCAMzI;9*gEK2-6=l8M$MD19OU}|&zlB$p<S%vn4Z^$_~Q4qUl0QC=VvI7
zG~!#)vHF9ciBVdJRggrO+=(E7m>7Wt1+3dYE*g2n<e&W@sAs?x_!O4E&q|T9fS$d;
zC8;1EJM3riO>34M?t$haAn0wKf7CB-$iq@Q%C8ZE697ZAFsJQ+DEa6uig(EWw<$Mi
zW9iG&O;E_v|EZ3b@_!yBI`^VqYg8sj{mL^r&hK%)K^dc3EjYVrBQ)dIVsA9m)fE#X
z8{3PU!sg})c5p*`qqd?A%u3HpXXf#!Lk!An_Sd#V9JaY@Lwmq?=L_L!2%XV7&jwS3
z4`D(A^vYpzY7^;<w74FyXwQmbxIt^cPyUcU^Z?d7Dl+3Vw@c{I_~#8#+$2w(-8ksW
zK<*nO+Cm$tJMJ8nvx7e9;qfWn%q5nNwGZ-Bns6ZbUkHeK9-$XvzU|@~BX}b2>N`Pe
zgvPgP9|~OxMhF5yY>dxO($ETiI|znN4P<3-2b&j+X!{nSAa8;}js%<Lc!=AE17p@8
z9o|r8KJk%8`n#6Yize>W%A3l!2i*HhQaW3El)>vE&DPLx_T3SHn$|GC(<oSkfb?^G
zMef88=;gQvgSFb{aGia%_G4V}ygVRVyE|L`{EsD#!Rl{lYarDXncdR8vDFVf4g>nc
zQ(YY`{`&ENg$nq*;{o8dcixg4K0GMT$!ETZnmxEv+-}_t5!;0ye_kxML{#QINJWEO
zH`{oY-(VuEMf}X*Yx1?R`n$CWY!DB_rf{uKT*qO$t8qX6(Z6N!|6+=X`vz$T9GHfm
z|EU<`mR20)vaxOi$dr(cpEgK~&_P-pjdG@^u;w5&>`P2h+!B%3K8w#C3u?9lUDL<?
zmxO9=IxF3~{$eruqn1`!m=?mRD!NR%dD0dt=}nyZTS-@r@wvzON1AvA@N&b(jT`8z
zQ&CrFBEZzG#YdwX{hSz9h?d}vk7V_zKHntHHCP(kDA>;+pdq>2|Mb0$<b-VTUudGk
z<j{_{H)ti@as=2wgT_y>ZFu*uwlp{SJ&+gl-yR&)_O@tp5r$|<Xa}-vhq&&O-`e=L
zCU$VGmEIY8XqPC17x=X8_cnt;$9G#06R6NZ?M`n{`{lN%a1QUld4_f&Zv(*q-YR`Y
z`e`9R__WhciR_o7T84@JJ}k5;#`Hn)!C9#(KW(S?4*Ck51VTHFH|UINMd&JWdzSj4
zyDZws;!%LH-GbRTeiy&eK%N9|OeKY1S_mmLs(`wd+0D=TbeZK^`#XO7r$Jw45vpYK
z*{@A>ZQ8U?8whXi#zODI9T&+xr4}eB7If^jbUFPNHd#5reVK!`|AP(zU-(d*?;Yf4
zzAElOXjWRp^>ma2Ro!lqIO>Kv<}1zeQ>}E%f9?!z2L&5}THYxpB+$BFXbtxkn@tRh
z3;O`5<m&Qxj{<BF@sYkAGQLCK|4qoaC00iyak|?Y4KcQo686xb{wYoYWP8s=!GX8t
z4hvherpXJ#(;AlgIPofnF&R6v+4G<~=AfxhEDEP5qGvh;`&^Wd>msu-2)T9$Xv0)r
z;2}~kgs&+P(9Q=NGwT+w4TzcyBh;P~Uy!$N`dNF>Up!(tL{MQ!ix;igO`AYUH?p^*
z`q&E)hVdWqF<Q+a$VNXeN}mkibtfD955cD5IZ3i>qh#ZL=^Fxzqm!@c#LJ^{buzuX
zpp<utyNx@<nXg63kGOwOZ&j`f+ds(lHmK8GLhsqGO~S(HgZ#tC#N>d~GxlFwTptrQ
z9~Q;K!`cll#`zGx`3(`n`M(XtqYY};Ie&=p$GHTzAASQjXX&f6;`@w5IE1r*miROO
z>>Gq*6?HcKv0l7rRAV2A5~O{u8T(4}Va1(5gpYObJL58lw0IM51p6&SybEVyfFJ1K
zx0Fw8%*XwP@J6^?)48wDb6#-v^t6m+!d`w0YN#m?I6G}Nt6$DG0tPoW*dOEkaGYJa
zdMW)HK9`@mv^2;s@YaTZ2Mt5!n3Vq39_3pk&piFVVS}_9?Z1P-_wlhs{Y7<JGrCx8
zARZj_**_a5`Mt(^<t}|*?A0Z{INdhPZNJ#($7PJ4qg&gKP1-JMkM9)oP!^=yZ9kzL
zp$B&G1BbOo6?wSpCnhP1{wQDBCd#2feh0s3vrK+-m{z`njlU@tU}Nnju5nQSoyctC
z*Imdp)WP$j*c0XZel5n200O@StrF!6SH(D}|F!FUv0ZzTtL>@%@3cJ~zLn?2O=caZ
zm<8D6FA0DI`P^Qf6?E=-rh%XNDUSa?TKY{+=7#G*BCgs#9VafTlWAy(Y72f45i7*?
z*uOl`(Aac|-lRL!6u21-wy<AEwAwyVw4>rv=}D-4PY1bS(7_Y~Ca~LU<-tRG)mJC5
zCAlC>`4{a2Hs4?0hY>y}jqhVHzGp-bpx*+NGI1Ik8)Y**32AG!|K$I<PXvsgNi~rX
zL;M$8g8FHaxGjRhhWi*l+ah`PSg)py3qoPnX2t3-7ExfGqb3`BPT2QD7o6z<0*Y#9
z4Dm-B0QK6%Lc0b1GXH0Iq3tkzXaCiZxVth8P1&Kvg>ba~Sw@i2UwjY*@_7i!Hp}#{
zFbRpyj5(ANqA{icrOb~^Q<$E7*ZTfGa%FK1RM6y)N!+73P&~dc-%m$@%M;zFIXIO5
zNL~iGu-1X*dE)3ml3oS~RENVzPwBdC5{Rh1uibzhYKZFOwClI>!QNo7udfe(eMuWI
z+e%laLGauETjH=&gSjU=RSe3=Iyoc)|CNup_I)63sk=!9+3H&d-(Kjle5ZZNxzWmh
z8PFst-X>OmwL`bBlhWe$Hd<iX0%#V$LU`Ajh23oN;!9ln8*v6dNMnOe6LHfgdPL^$
z0LO=g^Cc=_7b~qpv${r!1-}@;hP3hne-A+);I_`sw#v}|c!<ZE@SP<VK<XCq;>L=_
zGl#Vg-xanV=Js8Yd32CF+eGp1py@k9A7a?l`2u8mfHEs6Xb|Dorh<HbXOw?m<L5{4
ziNFN!<C-qtft0Ktcm8cY-b4H0$TW(^fZYa?zHPdRVpSUM=}srk*|W4_&+22q(3+LU
zTDQrs)-@o{-e6xaM4Qp8IJnB(X=(XyIJj1%GKL|(_kPIoptf%|=(kJqEY<!$!N!IK
zYqiL@W_%If_3si^_RsmmVjvv!eYS0oXa0L0+va7B^!t31U#C+s0v>(eF#l|?*vG>f
zYt!yDlWpW@S`Lt7$-`*1mpI?yVKh*q(=fL~`sxl4=<xR_Ny_K*T%LJAaldqSb5b1k
z?{jV(pdgy(Po5VPoAX)xS`&RJHBVqxMtT|e8F(L`obaoH5seu^-z259P}pB)TzUS;
zd1xOo7}E9qyM_I=2%p=-eVzQGvJ2OOyli?FLkB=A1FjWlyDa_Zn%<}&10+xTR0Glg
zR@{WsTbz)-1i&Qrew5Tm1BL3KeHVP<`^tR$51chi_Xnj+K_{64v`#3C(TlT$FZ@m1
zzR505(@B)1Zf~PU>bTS5s|WYwU4HcWx?RhJxZm``ezn?m;cwhYU1RkJeWa!QnWxEH
z$me~X+8QC)z5(oBGjX(8(l8ny2lZyqHrR&GaG||Jtn3)l?mj5?^+Mp8kB0!=q4XMr
z-5Tj&wdV!<YLu5A7sc;J`L$LtxoeObzS(_Ii2rU8BVXmXV10wUc$iQ2Xoe<9=p8N=
z?Llt8txbMelInSgzaeDQdhR~{QLj7`6L)3XiLnufwoJ7q#ktTZ+;6{+`_cG^--Pw+
z)7aDe+y)#BOI!8p=NlwfS=cyCS76D`>I7n-lEeBJ$Odf$6WRC`%JOJ@N#%x;wkONc
z<U!f~hKAxQAcUoJGCj5b=<S%M4cwCU9EQEaOXJwqgFTbx2KT(dU%DuY7s2zSQ(I=I
zG;*C*KcZ#!2OI3!TI~<%CBGnwZDD>k!W(6tk;$FCG9f0@%Wn(|e-jkZquNdB$KVs~
zWE#Zk*mlnL=w*Ux{UgAfbHjey5a+<gK0P4p-W}X&6~za`Cc7~qiS1oWWOfYkvrmW*
zx#egY<q~SEjliMTNZazc0QB5or^Y$}sv_EH8@eIFS%7TEgbwU@gZq4dY++L`a#8#*
z(B8J(61*$Ut;uVYuOIEuD7wkRK9I?Ceqi(t?)wAC$$);^J0{aOKw^=!zdlV#V2wAx
ziUWaFu=`oS-ANF3>EZoLaibrou6vd|BtBn@Hn7^Y3IE}L09?vEk%1Ws@RRdi#nQ<U
zF1*#&Y`?N010BtoqF`aA)M{6`y+LGx(OKg6n$`$9R2$=q64OEe#N9wdKOG?7&j{mp
zn})Hv-~mB?rW;afX=ndf*lkf$TWJ=>EyE<<A<oauQDlDu$6XX#B_Z~0;|C?Ab7aP+
zPb*P)qaB#MC92(-BljFkG~McLd0hP~n}MXmGH%*lkKNks)3j4M^_eSPG_|ZL?7s{5
zYkZMXQ6iLaO7v(V8q&yk*}B!K-TenzLH+D~qPQtc0ltTJ@r&|K`1MwiX&EFpv!h4*
znYM78KTL)u6!Q6R{&}#mI300h?nz@qu^(rui~FU>SNUGa9I%ZV;Iu6OfIoF)lutUG
zIyNtUDp<ziD;vGFhX~B7)&4|WZ^DW9>7V^?fO8SPw~e1q)B~I{ypbgD$HSy~Li)sn
zRH<Vh&_De4bw1fbt}lQXieVO8B0NSjqqlSYZ-qS=;rmB9K&nD7d~8H3-=};!hR{2s
z8~I`zR6>Ynbe@R`2Ijb60@i6*WrJ?CD1FYNsBPzylx{u9_xDR7X5(zc?`J$b%_z$@
za}b2LgC95`-R4;6n<+qyxD<>b{vkF++d+t%R@MgPU`O~_hhW1k(*2~g15GL;65qlK
z_+c0{TNkI5Q}1W|w$x4k9sr^CJoLg7)-4c+ZQFXutEXbHl&7(YGB!4ntY-#*{9d*A
zL}OjE6gx@QGv~tfRsU@h5df{&t~Cf+6W?d8gm}bU!(bDxY#>qwfxfoDvoAGCBiGfT
zL6;XFvpRgNU7Q;Q>uTX;A$}&S{q%Xr*ADDS+la1Zp0p_1#9;sT@1o;BOWDbq&+gmK
zi%$zX80K?iiutdk9BY)%HwrVbm=f%{s5Y;OJ6K3?i%Ct`^I*_AzxhI4=z#^!&DV|C
zL`Tq{*&XGRPX&GY=c7DxgrDc0Q8xJvo!~RSrtt$pC^Jr?GC9e;pxR!Imo?ABIjd6w
ztIy6yI~y0BV4&zk9Eqjyd3=MKbZga?L4w25dJ-b_?5f!mI|#b`2~mmOK7gve-d-{_
znQI-Lynd1HKxafO(|7k7Y|d^^+0;HK?)rx`*1$h%6+iHW!DF-*@nMU_SH~ph*$4T{
zM)?QL1U|TfGvIr;RSK~^8uVpH!J}ySPp>6C`4rmSZuy{dGwnD_AyM2p$j_QV-F{Xk
zpx6^2y!un5Z?tx`1ZVJDiuhk^<^DF2R?gmeoI<T0c^v<oIC~LTHKq&4XK9&!p50l`
zU8>zD_`gJTHcO7|zA#Y~yKiUESA_b~9uT!JQ=~xi`1@yTB4a?NI>Eq(cqT3~v7rv%
z;&d=@M`Z#82z^qXZi7N@vnqKm(>N$5nuxg8j>9|+>5iY^qS?Y(usL&#+A@a*`up*B
z-{W9#f`Z8S5>#K~v;PUp9?@2U!2t8sSN)jwTff-fU}@uzip960{Q8&p*&U+U58T_!
zZ;nYwaT{iNi#)G>aw$hTw8?LZvpn3PE&NEZ?KEguW}(g*9Q>5=0U-FDA;xd~y<od6
zKQm09g1uVpNs+N(z%|OTo5R*Y>+aXYxwZ(Oh)Xwh(Im@D`o=lVKMG3!?!pF9g6%nz
zf)P}V?46)IS-0Dz<4s=yYujy+L0tsZ9@E4Mu<Xj`1UoRyZ~p^7Z+j=EL*uaZcL8aM
zCD0PL%&UYR8Fi!FNHDz=Me|`zB>k)X2R^n@EHnX#G-~k$kobXH?d=p#Ao8HV43<0`
z4iAI|WOyCSLI|1DPit4){X6#st@qEg+s)!;02ZKIl$}AX_-_Q8!-2PtisEpToV~?e
z!<w&6Ov1$3&uj5#C78*y1bvx*9p#@rHti>zxrqH7$Er6)`08$cvsbFNRZVl+z)heq
zIR9vxh_y})jSpLVQt*#@)F<lIRzUm>K-`rf&JR+$3{-t=hv_RlElN-l86i&c-Ug{5
zaPtkS>V{&DA9accSU2goj4kZ;Fr{K;`iH)zle<fn^mLiNqF;<Z1hDwOk|&()x2}+z
zsDViG|EOxO8=&VYqpGFFtG%wTy{;*W!{>Byra>y`zXV$mHEjO)Uy<5w*HlJuCj|{m
zwfg;`0W5xhsK1|9AFnG}T^r>wYIi^;`=Z{`|CJcuio@2<_dh5Y4CLHMP_ti#h2Ap4
zw9K$&>eoIH#V3F^0^0dT(bCY*7dSuADzlOn#zlPVkj}P}QFTZa;xm^(*01jn#nGrf
zb{}3$fUce;yEzDh3doY_i10fv%u>caRv1L|Y(A*h02*yg6gvkw-zAEZgB@C}pFgZi
zRW=7TuMa{T4Bs!FCq%9l`}vFgATU8b!D0Vp9&YVhJo~<q=^$sX26ccCja}mBd%)U3
z`>uj3@N+6uCi8qXJ<|!8GR@CVNWfPdaj-_MEs`TSEv?Wr4Su`R3hHzF<#PR%2V`zh
zzLAd~ctoPZF3ud7R;s3ovtYize}Lq^zrSB)P77fuZDagS-v6^G1j4d2M<B>oVQPzW
zTz^)tQ%uQvC|ei0o8tiJx1pMMNBAC_pL@FA)Wb1-K3D3^YyU>*c`VOoXGCV7d>$Y#
zXtTxl;V`rTc9N0Z!OIZ-ZDA881d8GjK+*qO#QLG!KF9q7VodAf#r6*F{JpTB21-fs
zn}6mh2nV|=3qdGb;CYx1i;o@TO`Lp-WaUnW2<>Y2haxi&<*QFTC4*n8O-V@e&4)!%
zxB7j4N>S7zrhoMnVP6@%LWzU{D!us38+6yw0s)242O5=npO%TW6L?LwU!-KZS8atB
z9$QcW*ttFnlvRvJ%%0M;)3bH!7RBrGv;h%p!N5ShEXuEnMZElFX;=B47P<7mV<!Kw
zMZD}E0Kj+xs&hAh_S^iUKO?ke`X1~O?Aal0(NtXr0Y+Md?~^ED^u=%90}ZG6fv<Xo
zoIa*4z=A0WoRgu$rSaYM#R7l$C{rig_OBtAV6^koI3JVPuiaAJ&+ms(_JBQ~o8lko
zb&#;y>w8F7FlVcXZyVGzJ3+4^o$N-=!{S=zfGAE3YImO?Jm0VRi!i4?ix)>I!^;Z!
z{bNUh{^Gxmgc=(8t?8E579d0(;tM;bTPPe3A)RFmCf0xVKve9}q?_)qwUq{bu0i}y
zyuY&%c!EttRtE-1(#fpK^u}m(aA^C`V03V>?uM(?cBsO`{~u6G0|XQR000O8;cM4g
z%VaRZ|HJ?Q6+{652LJ#7FfTGMGA}Tsy?JmX>2)8N@5{`p!kH)leHE%vjc(Khpc^yf
za5y!%5@>+ph)0v0(Qru7Y?7vRnbdehi4=(|foX6h?b58KL`hy*mSj=(O4e$q%aV*M
zf$822MR+Y)D_K_TdLtBzwWDG;q-Ds5)&Ls&`@PJs0GZmqc5FqnJF_ys<9+Y_-t|i(
zBgS!Zj^lXFrA2YB;(v8~#c{e{aGW!z(QGvFU!&1<_@D0#zk$CsTl~l7lrt>Gc~!5s
zLZ|j)4c^HAKHvn#8F~YMZSY@O&F7u##yI^=ky0yiD*4vD6NFCX)dru|2&MY9<UTyO
z@dx_jd}B@SwQx0gi#&0}cO>97j-koBF_0PO#wReaMyq+($+wcr;+Xq*PKy^^$9$sM
zYT?d4Ub}v?(Q@1%c53;i>tP6^BN)0D#HJ>p6GTpJz189{TCp=Kp%Kpwz91aChs%yv
zmSsm?cg_3sVG_CWzzvegnSG4TACnC?h)mVl%#<3Tsf;#T2gdxq-i~48*;uP)W7;Xb
z$OUcT?$FfpjYm%U%>KrlGlv1sIwK}F`Ia~VZhnb3FV2}Da?76Rz}LCdElej{{VM*~
zBA2r9Kl2%db-o0z3bU10TU>}{=u|P$Rln49OgY~WEP)x5Ic$O{uXB%EjfR6YSkF#2
zIP5R;_ebH;;<4!JZ|7cY9X)Kc@_c^r4N5?35l^<evo0^T_{QYAS<9AMPNpWS8LUM`
zR&ruGgWqwAE^dt-T=S~3>&v5V_x<_<naRmkSJ2Qq)|<^EN`vE8Z#EjHCvY;OBS(!W
zi{-7DH8*fN>ShC*C6!x^qq{lx{laJDn{#pxzdOQm?Q^+~nn!#P#7(A*JoeHBHj!YC
zu~cL}8^lseH%yj|;GzFn_cGr&2ue--(u7@Dvd)UcT|wMYGp7(0uWDjkjopg7CPCDN
z`5Bqdn5L*qINp7ph(!#;jXUKGw>V`pn-AjdsvBZ9eN~z5!ar7JZr~*@TBD!89Fh}n
zvej}-#jFc9__hw<Rh}SBzPl!p!2(ooHCyYZ)cipi^01g^GTCflzxo?71SwaM<$gKv
zy|3sIGSifo>irfaE*hxG+@(?@?yO3fmAiexUpjn*IWZ7|8YZCfx(><VF?O<*^%jJR
zr?aanJ6XKP>8hG1SS%@v<G#$Jdh}x)`87Gqm0Dr8Dv^<e?%=b|wG7s<CA}{|t`@Iw
zFqh4Ae-QfBo6XjOlPnsRGE;p6lhadi)cOz3)vR%T5!2;4IeOSieh4jcL`i>m)OwrV
zq4ELwbNXtsA7DLo&=@R^LLGZpS`72$d}}TjM1A8y*j0lR#U^k%%VxEwgqc;%YzAYg
zxtrZsvr$>aNV2uT#zyazqdziu=T$lOuo`~#Rcf&2ks~!%B%sXfcTBdLPG1?P?}*wi
z3Toz{FTg{+O$mNeI6&Dpcn!oq!rpgO%}Nl2*n3AHN|!4lSFj6i-F@>$_S;0?7Kto6
zK{7iN4`Sm>Rd;<5V=S96C^e!CL<WP*VVgYuwI&Cc5QKK$51boSft<}d**{92=D5(Y
zBUQ7Hb?&c@G>;B*K`1q|kqaERe5=to><FM4pd|xJPSfcK9H~Nxak(xtUf}drsBV|M
z;0KJ(=j2up-Kv>sJjWTAMH9qBqq19+yORAQCs{8%OX^TI*zjhU!NWbM$>2A2N)n6s
zZuXMiYW8vKl`+9Nj<1eQHk&+Fb6luOe@g~~s8sH6t(nqdELG?cys<3DSo@wDf8zKx
znYnr&^763pIaBcQ@KgC9)MeO69xrFz_wm<<&9^&xHM}Ce_yejIF^>CCTez%x1{=cd
z!5+7$ZTc$i>h-|6S#cx0=W4~9oxp;OQBY+4l00(VhpK0UmpjK~HXB5_D%PE+QdY9^
zxG(sB^uhU7e4}&}cUL^fVAxfbRguR9_hF*y!hU%iq^gdm`{<|<UmtU2!0N)~0a+MN
zZ!k_d2>Wgaac|8CH>e_O1*{2H!I8%qH?Ko-XF7w}ugK1zy#93X`BaPYAYn6xE3zKQ
zlAAu>4R1gbRYox5-XP4>2AX#>scLrDAWc1x@yp*v1Hbs9u9^vNQM^qIbBsgwg~ZrV
z$YQAW<sNxFmTJ~~a|I9Rf{;QNIdz$JaKbC@S$7bZD(ke@So`n_RDVwi7O5h~t}JDO
zf2Q^o;s`@x5-TlJnBCRXu;yC_Ih-df@(E6Rwnj@F*GJuG6n}$e&WZ1tzC`&RcgSN&
zf9K9X(%i~GBfN>TQkE&95oqcQMw+czpBBV~P)n2bkyc|P2;%FbunvK9xh6Xvz{k<U
z83BTL`zJ8*X7~*|whl;G^BW-)ya{po<>td?atY>W9cK%geXSQZ1se~1Ai+P=;mEct
z8z!BgzYYrkt$RS}8HG&@;{Ljs=>RgRz$}Yj3!YDwWhM~!n*CMCUyb%RHy{eR>N;cx
z2M+3~!v9HC750@q=Z*@<UKh_!|ItP_RYV@pi>i{#{CF^U-sr>6I$?{4U=SQxu=Y{5
zOWZx<yd4+;f(?w&GbVcjs`po~$%5FSg`T)?wL2C|>Bt#{HHB*Jt_6{I+hB!xUguyk
z{K{Y}yrlcJi?QFXjKDA#RN)*NE|o`{H&~|0io?2*Noc#Wga8gs@VuM64l;2ieVxa%
zn<;a*!s}HzhN{cg%#%J05`XjL;F)xgW_CJ=%NYM9sPBm&8mveJh0vQqGIw_nx_=Bf
zFZe=g`Gs;(cMS&LT^3x309H=>WXnl^W7dISqS=aU`;_$LcQTcqY_y`M$7RVPIkSKB
z9uDC{piqOc&-RQw{7?!|cO9rO;455`_%8GVwC9+4eMs&l*W;&x(3>!eH-qH_UqJ&#
zxf=H6DIo~XRy<%8Cn&oBFIXr5KS030ceg8W3RO3P91X)d^JI_ZkIY*GXR_i&*PtCn
z%~}Sy$H~E@;I8*pWg3g?O5o}nj|1@sgA~o-FN;0W2Gin=r&r7lK-f^#J?#Vt1Bzc6
z2%L#pf9uIW5W9(<hUA@O<bfymcp``I!A>5<US0M}a@d(p$LwT)rs{G=v9Gusk6ShK
z5ZFQumL~|W;cwI-6*(n18<T}zn7y&Gs%!!7!lpu&fyFmG`7%xRu$jx1)bi{+PyL#%
zTjYrA+L<gnrK2cc7X!=se8u3<IhX3@j7JdK!4qSGsRZs))U2~%oEwxXGyN=X2gIq!
zrU|z7@z5H3xR?dd1=#4Sdh;-zmtY!29{KWn$<KELL%&otbAAv$Q!&olV0Ei9^$vOP
zTyU(9apT*H-3Z~Zd|?1d3f~3Q<SarBKTP}~ES4-S2G1p+ZHI0H;3QRZZT+Z4P2Y-p
ztNE4(TkVdTFr%jz4vO!1A4u@!cBeePnLa_*GB9age*zRkN;Hl}jHBTMKbX8@1#1mV
zw=5!~UgFWYtC)mWku#s0ncn9B-rzpKz^%*e`*MW4KSS$={cjxE?Z{3Z9Yrt=@-ASG
zvSJQ;UfAS**o#sSU4t?z0VnlU-L<Q_Dh|+9ttQ6`V&qAeEav52vgNxl!JgWg5TJYm
zaJ~S+p={xl=VY_X?&nTUF)mL2l4H+Ul;hgDGna!f4}gnjj8#o&R21p!U9Nd^BZMV@
zk6svT>yylrr677|&FtSJQjnQTSZs`KN_@ND`Ndu6wR=@rf1eyWRt~2E{Kd-Qu`iof
z?1_pz=ZoK&Ug1fgj*bmMR{GO;5tGC_#-M@h*iXmBblKAiHN4efg>}E8FJFdI1xj4*
z4x&r=Ew(qF!N0yk-1piwS<ajf$xOpWU#-gO1d*_W-P9B}t8_VH2Vw>#lL3^*RL`=q
zA?ae|oBM;1?LlZ5Jm)&}&KS;+d^tUB0JSgLF#-WS$h8ktC$vKA2p%pBA5W7;1lEgz
zGg32$!?YGgo~MS96<EX!U2|D_I#`t(0yKCyu2vF<-#2zamb0=@NnhqVIEB|MX161V
zZq#J~b0}5}o&<*yi-pq;FQEnu2bmSw68W-fDg#Rgpf9r%39^|R#Xz8W3PeAER`76!
zEAA;&_2r5aea47g23j9Tu~``o!hp7j8<j3XR1p7}_C`T@dhoiTCE?_)z|7Xh4AwTR
z5&_5oo~R>{sc#LOcR-IW$x<m5gVDv-LZ20&IN&Cv0<?B7h`tLay;~mNYRd=2_-!>e
z>I*{bDzvRroS-E=PIu!u_|#)Ea|M4?@{OG?Iso}2JTo4IrpAT@0B3ppQIpg6;H5Q*
z-z8hU@_WhnR<O19{Qx4j-MOof8>oes<x#JlIuxq!+Nn=r=+|npO$bnvsZk)Y^ge$b
zj?E3|%x+n@kxtfqlBLI#ZvksS7${12gY^D<W5WPkLosYSlW=R_!Q+DUugeK`80upe
zIPykYksG<&ZI^AY3yxQ*M(>*#?X)C*U#iKe8t(qB^hOWPK1_leU!7|%HrJh-65lso
zhH)4d*6;}i1suK);8=npchvyIo-9~^;5zvIaK+FX4^++RFnq~DcsKKYa+;uOr0kvo
zSpd^M@fme;^`T{1hH1*x%qi68YE2wpSM3ZU0$3Av&`V6fkWZWGjk>2r`fxNj^KJ@l
z2`0m!=0&*VmR-dbkmeh7WK0Z?_iqBr>(XV%<WMa9hNW1%oT96IbK@#Jvv8;)doxh(
zu<(Z%I{@u5{>ap28hFc_;L-g;ic%dc?RQjR5DDk5VNXhOFltA%`w4k{)`rPeA(UR-
z99Dw3vnF>x16-!C&*=xicjSSwSpKvZ+B*G}I62jVr-R~mTYMElUf+(%^fGJ$S9u@%
zdK<_M4$`ZmvfOu{fsCVRDM{ST<4VY|{wn5d{gtD6MvRUcL}-rt8k7?L(y$oK$m>?f
zWe1A%N=<z#n6yOtu)K9MYt)O_7X~*J$$S9-qaT|CM<4!2rfOh(;t8BWPd1#?a>-tn
zb4&HrexF9k;PY(x=?ONw&{{VX3^6t}^=<+y10)^8R)ux!NnLiZ7aykO;wem2ksA&L
zVF>pFmzJt@B+gY4+<ix&#GNq;W(e)Ky>YG+`kOO10%rhr^CsX^Tdj(or9{y<ml<n%
zdwF1SPh(p7=FYbS(fgr#=48GvHGe?7&BfRsm%Wb%A$D{H3-@DHcP66~FddvuzA+on
zH!=HTLG&)n?nAOL8KjZM2)eDKZ7K86m^C%W6|A+RJ_wPTq{AL;Mjr^m@~9v82Jxjb
zHX5=J70cef$3x~lVO%1KzID{hOj#k^2|XbikuhK`xYkwKhZ%BHAPFJ7e+1M@sSt?a
zq3$q1z$}hXeynsvxUdd{=URjp-Jmx{|I+Wi06e$4>@>pn$%9V2j5vD@z)-kIa}$CM
zA(-EDse!$P%c%wMq7qkFoGkHJ`pD^mylGd)jh+e|U|67+IIDOihC)9JI9r(k{O_&t
zFdcRT%V_}DCG<(hL+{!G5TJF~yUwb+>!`(@@)_iDr8}LSJaJ{q*ukG^sNBf62T>0c
z+*}Y11KCchi9G&q<k59&!gg=VeEamw7+D&yBX<}<tVr0)8&ZFOp?7S<+2z1_UyT|f
zdK)~}ldF@hMpP}kv)6;@165aJj{yH2)UK{Z!OLEhQ8WNm8NIiP4Z1D+6SA=^zn5%g
zJOEGYsHI0ds>|90SLoFS0dph1KQ6BmaaEyVf~ap4PZ8tUDXjNFrQ3;91hGgl2MVvm
zm&bm3u*~WgVXVeX{L`>PqYQjK_N`Uf;a)@i{(Pee7_1SQG{_SX5ZZt@wF)kUpMurB
z0rw;g)fj9^+*9p8TEm}D!*v)@sOt2|l1W2NYT~Io;EMY;fE4#qYLaKm)PVRsZW5Pw
zXP~C;z@B31s*0*ipAE}HdX1#_NjNAQ75fB0p15l~-`MYjjvHm9>(H^mtW^eW?2X%R
zhi<ixfL(-R4gVmGN12(=1W|X*-MB+{-|RVR=w`U?6*=h^Z^Z_)R{IG{<OE);Gv2=l
zB%BQKUbDH_iaN(+XD$f)fMy%A*_jT+JuL_EixnzE-@eg<#*4bjBaPPjK%lWIb7ADW
zHQBn^9(e{^Z5PRbR{=0HgM;t@K0_}f9_b=&i$-nY9AUD-jkKxrqUw9slg*r+1N?|+
zVvHy)%$1o}aDJdBj2jRD#2NLL=SuRpBlx`Nlh1%AZZfJzl<meZV67^$3bl0I{g=sr
zw|ivX*a6Qm7C0_%25Ln2dZ0e)X0bQD*Tfi79|VWK(<dn%lg%UNX`p~hwD^hW`~pSp
zNJTFRkLHgAYVu~y1xAiw;ZA@)zK&yf0GHx6mfPi4zg;w}x{K5NPXOdPK1dt8_-z_{
zbs5H8#991p?yaoi{B+q6@Jb+$Bn<&e2u<my@ovi6BQL$;o?hYB(y?=H!`eF>h>3#0
zDb$$qiAUfPII{4G;0H9)u1Pt-l3A!@C!36ds&_GKpYC)+tZnG|1akl5fR%C&5{((n
zi!XM7VYfQpSm=X{ebRET$d&X-?s~tj<#ARvd(s<Rj4U3m%JdAiFwdg%ftopZk$wbC
zjI0^vMF1Ay{y1rNz%bn~SoLUx0Wwu}LpJZio3YV!S`yFBARd5wXV)jX3v8FfJbQy5
zNCq|ouzv|}|GK)=Fxgus`&GStq<It$Dt6pcfiNo{rKc>*)1_wo)A+N4QG219*@al*
zoDWy%i5v#Oe@HSJ$Npra35{n~nXj$+@L`fi%l3`QqedL4H4UHQ9}xd^F@KRL=^;g{
zndETRnMcAu0AP5ruU35TVG!bkEPN;kzrQN8zlD9T$pL_KwQinVQrN%Jr`wbOoVS|G
z9hzE^rCdkyREZ#{eRY}dB&smej?QMSN8OiGhsW-%!e6;mGezuEH^HnspTM(Sm<t!v
z{-q%PuBu@KC$9?RvET6%qR*c)8hGEG1xAH^zb}Vw@aqnrIMQrw+z!I)HIY|Tw`}8g
zLB~%dsV)X`reVjJ?7m(0_}8AYoZbqY%WzYM)uGxeD3V^yt3lZwmc#c1f1#r_I~`0i
zdT?W7I0&bM*jLy~xa(Is{y3TV_L$uLgW#<?6rLvIr%Pg1U?aa?rFk)4@R{TWNYJ5^
z-hjd0Hv7Fn^h#Z0hm&Q&Pr`4(EHysN2gHyR$163%J2lyK)Vxl?B<Cg!g!nVbKFst$
z(b|1D4&=?fbU2<fskzM!qw6wrMIJlpy5x^e=I#+cKdT8sc<@0qQj^`RW(#)uxE-?o
zcQDw@AMyv+T#9W!FzILIO)pI=n$^qda2)_E^wwqlWw=N<KHc)Vm;Q<|!>|i#3={g%
ziW^;F$kIg9I5~Crd1^0DpkO*{>#YWJqb(+AcL6p37L02Ljq9^UUj>~I%|UDg*eUZ;
z^6=eHLy-l^3=|c-8<N3vF8paM-5sFY!`Z<3cC6Xo#wlBb-s%Ogsv5{;?AGN;H@!0n
ze?-T@BxvuL%moVfR^j1E<`0d&XuFfgAziB2m!+>{26YH#1%v<G7~`7Bl6c{fZc_NM
zAeyRblq<;mSh9jxgy>6HA738j)7u#z7dL$vGbUU1HD(86?5vuZE{%c#E%1*yI1~RH
zCJ6z|X9kmmuk$%saP8pW6N{wJ^ZCNQ(frX9%<S(nBF#kVm_}CM+{Qk(pi|={(Ewv-
zX8NB5&TLg<pEzpK2wq9(s#<Hxg%=uqbX=AOgJ<1jA+BQEVJAKDzcbwu>Lz;9u?Mil
z?7HB5KMg>e38KzA&fG-4<-kk$wu(E?I3Ns4K~aZ8{W4DFLJfQ}sqv1rUM&WRM}X;T
zX8pHl+w%?VA(6)#!yOfctM7zWymLoRpf=>GAo|=WHQ?((@T{M#@pW1HS-Zwl<KpGg
z)p8^J;%Vl-k_erze#oY%irEA7z$!43=~f7v7c!YN#SZro9%K59RY%>ag=~`cqc>jj
z&L%H6(-RQV*So{mJYY!>KL=Is$(98FQGbr(Hp%#Ulq;JU4$`M;GW}u@j^q7~%sY0E
zVF(^Qu#)kl6M&=UF`48tuN62waPD$}R(U`H4Wz#^abBIFX$4}bz^%ICH|%2U_dz3A
z(ZMQ&#c_q-`B69Y72uxqsWE_}j2l&^k7B5Y2u{sS_`cAWuhbX}hn5&LiHtj%&xVU5
zCHqQj#*%MeIpZ-sB**`WfIhupKdVnjZUAUMFm_C<P$^w?jl~wq`PRwDf_P2CddBJ{
z=Dz1U?ES!T*mHZF6cF3ly&zkkvZwa+&*;(n;#x%(!pEyu`&;s*AgsaeehEh^J+^Y(
zOIu^L%rlxOGp`0=sb&rnjl4b@M4!MB@c~cm+RyzBy16pbt?@19j52lR(4(n}nHvbg
zKLebt1mVZ4vYO-h{imYOhgD!~MXst0F89b`S2_-jiGH;zGa1>+*_B)QDmTO&IBK1l
zAH*M_d#<)+sz-2Otd@6WbFjS#>gdYp%~B)2rY<vN;h!c#9e3k_6>~zZ1617~L~p4Y
z>C)u$>2)=Nc<^JBc`2DKw>@8ViSma4Q#U`U34(P<4b1=YbBqbzYBt||d+^z0noofG
zhHA1hOei$cY?}K#%;F5deA<z(4)Q3TYj;-5VCR?mtoom$Z3aTo@}pN<t=3|*6+W*S
zRKFuVUvg5zO*Iov1o2o+p7fPk&JW{7(>%2Ot%HDtOe$Zd4woKhs64QE(8B=WI?LJ?
zn+<H^kMP+n&3c7WehI%b6!ZHnRxmiZ`oQ8DW^%bK^WPhUFmQ7>g187N`Br9+ZomwA
z%cbV8$)!%#_~cn@BimUV@6J~^lS?LsV)!0xMTVA;*?>pg!LK>Io!DtH=)9`;3EiQ=
z8bjrWF9qMHH)!e%&s)y&q!<|{x>6*IJrWm~*Q<Cquuv5Y(nVuc)e)xiUvuX!<(u+J
z9Zv+?<D}1o4;VxpfFbYz?$!uOoEt!8qV-bn%Qu|PtNLr=`=y@XEy=H-2>i?GPz^&|
zAA|n5a^bOX`W}aNF3b3-q(AL%oZ`5^vDty7<r3W3QSsLQjYf>7Z^M??-8n2$$Edq{
zm*SUi>=lz@5B%!`_<tB&x#}|zETc>og~f`y=BabHXT*PB=PRzh_L%9B+Rf%7D_Fep
zNUOE^J3%y?7?O@E#i(`EVtQgfp!)c}WY;L*Z>!!~Y;F905O<e@Xn4Y`;}`Q#ioLS+
z9qEFY7%uf>)t!OneNV-m31RYByahpNw4&ZB9aJV9PM%||%j^v6-t8I9)h<tIxQ8z_
zx?VGvM7r&IO&JDh(xsk)2)OnNT~jx`!mvWrTXzp~scaG1!6B8MD?$7UcJC5gCM#Pr
zZ-G~6pRzwBe$GB0`})|VS7-_%uVMhH=&(S$EDfYjFf6fnY69nP9DW}o>a1g=Ej`6B
zzKw~UakE+t9O%mVTf~npZVNwx)t1Slrt@EyWfvx>yYnaYTrmL?eUu)Oyg6*;dj~eB
zyXL{)j(SFQ`}!xuxP|7wPR2c>dD3*;yReh*wKLkqG0EC15L>^!VsRflJbUFhS^XKD
zE$FQ2q+Vw3Lv##TEhX<u_x25qH?u;i@r-jN$Mx%!jsDzaKJyA3IC=E(Ai3hk*w~&i
z7M;cJsKgzz(4G77<i6>mJj$l`$=Y?kEx%~4P^ire<(3`;^AJ2jw7okFu8jc?@JO4D
zVXX^_;Cs2b%SIo$t%fdrBt+xUd(uHMrW3!bO7wEz2H&qYc+5$3j0fS1P&iaVc3{zG
z1mHJ)%Ji6+lARhIz3%jiR{Uhj68dnmaxW)0tQdLZ+Mlk}#IM-_M6}#hIU8l1I2nL!
zKPQ`6dqarXT}u4kD$f5uSNOQs#bDsSPi{YjVS44_P(EVcbn>&Z(cPYE1}3QPt^>D}
z%QF2_T2H$EtBeN74z@VB&G^hZ%Nd)kM%-C(SKk{rW3a|S5MO~=gW&E~{Rod?=nx?D
zd*K@NFtZ@jP$VCMgX6K#&*d4<l-*MncvK9o0j{wIkySt8M8(}@r5OyQi!&5F<8!EH
z{bmruGsj^JZ$roippoplANR}RZ=_Q)z`-FjLTI2i)73Q&Jb_Ymuqii!aBx&1R!}ic
zDPWD|TsKp;CVEOeJwUy!>%ngbpXHz3Cz7MJSTc5}W;AwitI;se2P~`JdmGn@Y1$BW
z@HD|Q+g&Wg{eDU0X+-tM9F7MDwmV4C)L0KwWH~scxyw8rSKM8o^`VN{nN<)1j4YYp
zH*{9{#kEi2T9tw3ja)hukCibP`36?2Lu1fDQ|bL`ml?+XG)$EpI@Z%~3mN03z7+~U
z7xC;B=XpHHUcpn}{G7eAOif|M<+MX{A~St7V2NPT$%;Nt{Gc=5eScDm>Cs`zFYdsx
zT&mt|wf0Yv61EK9n)`7{_An<~_JnA_u{19JiXAy{KMO4w#WYp3>jx~Cm0anFTg_By
zUyXV(9x1~iD;?1gLg-(g3;unw1w2H#nrwevwzBCn*R@y?J{AmBd>MPF6+GdUaT?X+
z;F$f-2hP>1(EEcQcbZk39u8}e-FXlGR#$%u&ci%psi(%goCB*Asf@^GC!wpEc^3{S
zAX10Q+3KjK?g<uqaxc5d<PEXBRX-wkz4r2Bmwv6S6CLJi70KZxcwXFjJ8<CX5U1x;
zDe_~d)U=N>ve{)HwLV1imp*Fuz4V5~!5+e2-G+pB+S9b$B}-lH9WTO@tux{lW5uzP
z8r8r6K3t=|p3kOlm2J3W&!@l2HxCk#X9-|e)t!X_x>a`L3A(1{$$M2QFlOJ)y`28q
zVRZRi|8BZ%qtMT=zSXHO<B&m_2-739YmQg%Z*1aaLojULAq)L>I491zLN_!2xYUUL
zF3{;^jX@ojG}!W_kGW*c&%6cZKt6obe0bD&C4prp!}pJ9s?y~;Gd$f;?nyQClQ)9+
zlU3RHi@@owzDk?cYDQR??LjfwbWUb^F)0AbCRG9+Yd4b9IoOIZ^sZ6X_O@DK7XWtY
zDS473oWlRSO>=iBc5P;$ktXa4tark3wrg{IQ|)e)lcl0H4KPS;v!exWz*46HYi-?`
z#0)|Qv!-emN8%3bN)LU6R8y@$S+t){gmiIF&aX_1mQJ%2?T5-5N|$tI{firGLHzGD
z-@pSmCHl(EtS0uNYfQ=+BAXnx5AYLe&gqw>T<%|q75B&OgTOkR&yUONqnIVm^)+A?
zE29|B;pgr4?%*X~t!jaPvvI^2f&<_wZL6GRCNtegoMGqZt1hGOPT9=;Ae}D5P&Yt>
z19M~L+3M$QB7M8I@gL$Zb`e-m7S!kiGVHhUFH|!z?Dt~gUSsJ}_5ZW7*w?ncz~vvU
zF_7<l);>1uJ=dzQHW*oML>~cq&dbJid(ZCtWb-J@RW+E@P3I?wUaHH<h`w(-1emp=
zf82Ee%S=BfX3)NzX4M%pYo5mEcHYN$hs!G5>y>=#M58b+rLdzc`(@o!Nz}2U^$aUe
zXTOPM%E{qOy10t!aq0AyEck7B1TS~7Vh)}QqRz@l<H%eK;)vBx&_B6<m99gMnA2`F
z6X`YjVPR*@U4J%kYGtYfSfTWGrhZJ#g_jqa3M;t6rz=d~;`kB!hdp<a@}{519}tyO
zEySDZARg7qzb@9%P9C-5AJXEucvlrLm&r{`UVzh?E>nK-30$fFs>YlhhUG?BV}BwD
zN2_MfR{$@aOymnA?{#c_ps;rq!+>XrTX?KibIg(ahEV}!O1%TXUSzXuA<1d40;&+U
z<7`e2>;ZE3U53!jX*mclW2`>3Rl3$b#55`Z3kM9V-8^b;{vI9k{-Z}PT6;x5vlCXx
z)he0TCBRHK>de=`6YbQ;a6o$RtGAy7D-0g#Jf%4Y;y8zGIMFnAuv4D{{UV-?qp@ZN
z2YV(X3+*7blhYCorc`s9yry=*nP&zk^yIN?e+*A!DPuz^`_%b1(7F!;gH7jNd38;d
zIhFM$dt;i-(A3Rc>~(gO`?U4(Gz21AX<O@W$-gG%;wTuWIAA$P)oi?v{UWmGvf|lH
zXElg)0-NJx{xBKLRGC?YGzJNU9OdCvY64xh2W0CPY}DxN5>#1T3#B?L`J;mjm*1D`
zX?%oHrN~S`8`=miU51&Y`f{e~uJ&jkVYyotO7<r#^%M=WJnl??#bV%)<xzv07YsA9
zQA}e=tdKi=(FUFNV7dE~{7`Qdr|a-vFsN&sU!jFIENO*-g0JFyv<&~68G9;EVSe~O
zChK<cqvDm?AwKs!fN3J=0_ejPqlw`er*y<33II{x#*_?mwLy~Fg=f0aWyc6G_qbpm
z8rS7+X!m*A$m1@1Wll<qM8WY5dC+HLaKxqU=;bQFLeIFFyQbc1%zBl&k^hOHSv1;<
z*$uJGDscQeL^J?~#&A?+g2<(N!Dlt!;juE&#TxVmPQ~Wa%=}_vOtA7+r0Ms>Ux8km
zQj9YbFyBJVKi_LZU@OI>mKg@g8<#y#pRqg$#A-ur$DQ)P2F1<F5FL3Ff0_+zT0`-?
z4TZ*Dsp0&grUB>O3n`2R8(C$DryX<E@{(R+*`$rbXyli1mJD|3raCMuH#n6fis)$w
zrXtgD3_hT+?onHaruxnoxxaDn^&ozY%6S22H>}AjytOY><YbR&`E=GhqV>SrzHAyB
zF@!yQ^clOe>wuT-eWSjfw^vp?#+TD8D{o;*+d@T-yTxSeq~mwW-Ldwh@v47Wm)KWl
zGwzkGj2-ukTzJ%sD~s(=wUfPYB~FU3XGY|4JGM*I-&e~wPH$*?86fIXCf$gUW^)s3
z`(lO1H2iI>W-*9ffxfr_5ScCjO9$dT9MhK+W=(hLQ=(F7F^sDoD?NKFBA*E2W;NfM
zhF0zvlQ(a(q}-o(({Mge9V_S35l6!pMhpzIXf8x&qhXkwkgcrl-JF$|u;V;IM;sT9
zRH4Iy@D?;26N44k$#ZnxK|9m2>|BWYuDzStWcTb|;7n+{%p<QIl^3;QGu$ex$r+&v
zV7+RLf2Ug>b>C-IL^Cb5pX(FPmfABw<X^XC{HvPh(lny4S+6*c1?g2AGL6N484m{3
z5nI6@^{~Auee5bwZnu4Gn3R|tPim$u?$9I_RoldvdkFM0HtNm}!(dd+e3%@93?Roi
zoAjLPWy45Urn279UO0AWi_=5H^Oq(m@i+A9{G@VKIO=Dy$$er9UecYwxFj8gWno)G
z(ip%(ROc%-Hl;8Y_rwq;@o!;Y#Y|r<wZivcmYwprBb^?jtqeY`b_dZy#q2WsUUk>s
zi!(I=9gweR-Ra<MoZjHKlm6ETn&K6^274@Zt@$yGDh%H-!->IfCkwsH`qWBAbLCFj
zq`*ohAgXjVqw8=W+Win;3gRtoD~kOwcm2B|#uaTCfaeI;Ec(?%r3_SMcSV*irK52f
zNO5svr#$LTU&5t}CRN>r*~FpqD`qe0JZ5&Kqi$xu3nu{DF=8vYy8#qXVoxzVun{dR
z@VbK^)P2xoOVU^uezfY(u?Dy-2iV@Xj2ZU^U~av1#MaN9Sz0BTGcx~G?++5$InJ_Z
zI~Ba?9*uQOb;*{o%Q5rWAX=}RwWshLAjUj{LiwY^qz`AsWl_y@I!})&fo{mbygYK+
z^MuiOt}d%pVEn2FlMhFe$0X@8#?fKC<Xl*BbX~Up1Ql&QA=H466qk}<?)Pc5hasBy
zSG2@*>LuCe3;t4)#*{nwUCprP$sJ=W7BucH*{oSvJkj!2wO@`VQ^QPM)*u{xWm*xS
z%w!%e3>Wniqnwv&S`+XR#JUq=S2slU!b)i-rQonkdK+Swl4<genu&TegLC@JctOQw
zQW?i~2g;@^eE}0B(f8Gv#EMyW3dy++tO+TBYCpR!4=P^T`ppzB3<nh4#z1;}=zKb!
zR;@k0k*>0*&0lbSFHHzkTQmzbI``8-JX!J9je^JNfUi%x!%v50$)t<Eex&8iO$ew4
zc_AM0b=E&6Cq!|xy_ZU7seLlwt!^!)SF|^loy{2y3~T#wopoQ%z^LnVXk87H<b8Dp
zN?0DW&OgRkM^4No!#JXva{ui_qFHog>iMJj{}bC?g@wm{UWd4iml|O(rfMyyz`~Xm
zbuFF_;v03ES?<m5u>LW<K+xcZeaslh`nKZX6`zqaO+JozA8=JJq8>cdt!glOuwvG8
zT3oW@@gTdagNpWz_O~;?7sJ2Z>lD9k#g0B#7q+h>2n!Xn1{ClobW3sM$0UBYMn-^m
zDYUdxZ}q;CZ0$_1Y<g`i1D*CSYUYeB)bOIQXK;Yv`9~#&z%V=(9<o?0Rf+7Z;fdd1
zmUUD`x>J7_{ayTVAE%wAPCX33Sw;Y&Q@f9Iom8lvlPnF(NTGFLTzSrbg0TCkpsqXT
z+E1pQk;9($h<jx|W3RC2{ZehPdGJF){0~RnneWsM2ZlTpd(fwSJrr08=eMdp0}}pd
z5Dwkez(#+abwT0PIzhX0qv~#84|>ZQF2?IkvS8SPyEPc8+YB^^lUN|Aq)*_Fh5HS%
zPNeOptC(r8Z9iQem&bo<TMQU33A9!qcE(s<Prix0VeJ^5#x53s4_8>#`@W>pApUcr
z9>p~|?Tb9LO}l0ePUlD!CjX^obI}r;n7NKp3x|%$7{KY&+=W?9K+k31?OL5mE80Ft
z$3)FzGIu?2exypZ9Tuvr@r75y;Je>@K^w41N#0s&Ik_>3f>JX%r7mR9>94q})2ft#
z?Ur&W*#mLUg;({6T-Y_16Q-J<HFG%oQ*<(|?p_rQkHV*oSJcfvykpfutOheRi;PM_
zP@N(ANKl-sn9$`4QR2q`VCf{*-(V*Mjb+@eDbk23bZk{FRnM~PvcxJKsB=gBEvsB&
zwo3jmj{CFF0x(Yk^?6n`Gg-*_`zmI2^WM?JZ+s|e?cpXnUE^la_JEm{EPnkI3q;9b
zGDF`ra6UdxeINHLY9a0ku_L!_RXp6ugI-&hzU#4|@5|&iS!^}g_hX{(oop>eGA7>p
z@#9g&Wcb_uQ#|dSL%+7{?GZ<hGtA+||0=2D%J9HWn-W}9q7nzM4+mr+pEjPj%+X=t
z)-%-l<oaMlK4Sd83kn3f^KuaO)Lb}XAuz_??SLI8a8VqHB3;|7!55MS?$eOH%;_1}
zHq6PUX8?*dyr~%`#$Nzq4{d{xiF#E8oK9J4w=b`<UdBG?6x!f5+j+CoBa3x=W#v;M
z?N?0GGs|ghD4SI9j)h*^@&gxkDX=$cfl`&WBbuvlm<Qc<EV~~G;-9O@K?aWkblQIE
z{Or+IZ+Pwg@;q@+@<2aiof=zwN=+uXS>trG%3RCij<g4hne>JC+c_*dFC8@>K5Vq{
z$Nk39!!S&)evLU+2=q68_aM3c#@D{~jqqz<n}5yuB<}c_G9Nkr=AGn2Dh?Hg@L#bw
z)aFCN--ZhO$Dx!DNv{{khg9T^{4eE0!e5L0m%>oWhcqNoDzN*pkn$lF`LrVWkdpiG
z;9|;$R9usL1zi2>_>lA^yjV#2kcx$&yH37v&WD8O6bdOH(oms*J5xTSVj<;28cO+)
zF!aB|hg2wV7={0zd`Ms9%3)MPi7PcaRA?7m{dX98flD@2Ou~r+g_ISk_{d2kr2WM?
zXBxvU@P+|7k^2SymuAypmM~y%FT<cc*B>{AQvU+}<X$96`*pqoFCr;YfvYh@Qlw&G
z)h`W^6sdSliUg>^ohTHGaFFxGyPc(?lNo)36TldTi-j~tww?QMp?JMmNHY9yP!2eg
z!jMfp$cH(~p|m_@En6yl6Dv|$77;s>g@V&nF|!?b88ktdBbA0bFP&-4!Cv=dv52#r
zFGkrp%q8_d*WA(&apx{nP0l)?(Ao=5dwGjR6+FAVnh<8IZnjip2{Qc6Sjzpyb(bN;
z3v@`2JJKu%>u>?J<;^~=jbWw&C~^(5%VcUCl!j6=B<A%tyh%t4V8MYqIW!b!%S^Cr
zcG|juHHb*IowZEpkam<~0?>;+hU*+ERxNVN#>wFoMqPv<zUsu&u|*D?@-zWrb~|xR
znQ^qDcAv$%X=pfMLrR0xBSVE%U{QFHVIb~+O%u#r!YXuD2Z{#+8jIbz#BO$t_;*$@
zmI4>g$>N9}m{Ji=vP@+@OxYOv$t3SJEzn-=iVqiC49j(v)9_csM()m^)D6rRq!%mW
zWXmZP5({=>Z;WN&w0uPtxJk!7NK_%|ZU90p73d-D7c?sx89cnN!a-5c7`8h0i69}x
z=WIu##iDUjE+7asWH;(b9pAKLK=z1AY%|8HrwH?`yHsS)?a;hv;CDJuxiY6+*xd|y
zZm<>EN`LX7msuS53?ojP1omM?v-WY*?DV$13%eb7$VCPuV4aFPmr)7?=)NLTPs)Cj
zQX!c*qt#~fMP>rcj>{!aYALYA;U)gH<}Ls*7qzr3?zyAI)x_qVWwVb#vJ+-MX?is@
z6A+0@EMtG0tKAYQ>(Nlkdc;cBg!PDd@kkx=bv?typ=fB7oJaAkDzvThxS|kXx2S8U
zG*M<XPso=qFaiq6IMte!zlQXPp7@ewc#<_=ULUbnsKea}f|RJEJW?pU?kELPVT}QU
zYX8t$Rx|%81yaQJb$Ff~_lBT&{xWs*<YiS$X_V}&8_KbGeJBNdaTjy&P$YqKNeMK_
zgm735oKaYAADiyLcV)o-BI6PDBDCpvg)03KfMNp8A<qYGBuV${O3kdPi<XCEI$yk#
zf>9+t5+y!5$hLVR`tY(z265=2Bqs6FkPNi_O!6LC%sPDw-f{a%hj_jPiSW;(E^9G~
z%;j+=MXM}<YV#mja61P<CJ9nV7sq0C2Y#Uq$!W=YZ`Hk<u~&Dxv2}JN`<Gc}k<NL2
zFy%sm*=7nMVeFWtCLFG4V;5Evo~SZ3>7vR^5+#_Qz&%&0+Wu^*kG!wwvKl(8e%&=*
zshEr)U)bn}LV%9gP|_SNfC8{Q)lTq!s0u}d%64RfX9?R;zPQ@Ynj_YgIBqpxnDrB<
z#v#oSlvr6M^`IY`#Tl1_AoXs&P)3J`t;66$f`*2NQ}lG=yoA4AAF>P5eI7`XxJS0y
z?j{ZsLoE!6K3A2w4w7S~e#F$EY*y@j%O2^DDEeg3nuE7oPVdVXPp}A1M}<^JFo$xO
z(~8SEYM+cYCvA0DH)*-V&eU`uEAn!Y7JIO50k_(9*i%Vy4Kp8uS`hU5Gwo=xHjAbA
zCCo?cJ7TH%GQ(@|WI3R^_Bq8aK&)Y)!mxbuR^465r@1iz+&jX^qbLhc<U>N4NegO1
zHz5lc5fvCBHGBQE{>pa*V15V}XTBy+CRLbsc{=ONZASDj@Hgc+!d|&>*ax7T#^kU&
zhzn(4i@>>4Gb=gPsS3~AV1+GQDtVVRnlzUMEUp;FEg=cTgxE+MbMh7UNuJFrW<xZu
z7U%JfJESyXB_*sM<U3d8*@jIt`!^?ticViywtMfxIA6c<Tu#?~-+38^s5opBV|e(t
z*tOgPez;;Ya4c~2#>r=7^Ed1^O|L4e5u?NZC94r*84JC^vy!A1aJVLFvhY@Im5w_v
z7t?GbBg(}pBhcYoP5T=9lJIsGcBDJW;p&di(mcx8s`ojpRi!#Ow9(1p4w<?qi#F#3
z?YI9<J-p<5>=-k~)7ajMrnea^k9#X-?j}i$%xtGdz7rB7`kc(5Z}{4yOgn_bKJ6)q
z(SZZ=H3suP$TcU4Q500QsUK)+E(cS&r1V9S2|nwk=@@y_v@<>qE6&m^1zRnjnYfT<
zn#;=T?W{?x4WUG2#B0tC4TNGX95z#tz$ndpj1-FJ1V+v^r8lAS(0=r?mWd2iNk_9;
zv?*lgVsdHfS=qYR&f#4p<q%zdit?G6EEdS*5;`vckzY?b*YZOfvwCn0?s{f4Uz`P~
za<Vu`cY?pr{xP#U4B2xlY*eEc>D%tHl)fl!dOM?_j+uG<aig5@7TNozJlX8F_brQT
zzSZ`r#Tt#VZF9`M*W7*f1Xj#CfLrubg~UbSwW=I+VXIi;sK?WnKHCzw`d1i>PM~XZ
z8o7>0T9(oBkj-m>lOHwvy@bcg-oae^ZdM^IyHt$rqSNSdp+?Fg;G%@G$j&06Eb1RR
z@RVF;!7z1YW^1a#b{wj2_$qm=E{n91SLuozZDRLA+b<brWg%<lf9k1vn5qZiaLQVg
z_A|=%C3$ni-Zyobb&=^hDRoi%2{%Yxlw4sb$!R2fCfTYt51@i`v{rz5#;M4WYt5ax
zitPn_i8By7yM|{SLHKg*n>mUK@l3V9Fb_31TS@4Ng3oA2r0n&Jm$5C5P;yR34ZuE#
zK2~L})gQ34nEe(Uvh+SSNiiD(33zPMR>=I&{vbA%OjpdLb$l>gYax|MTVf^)MTW4P
zo*;Y&<QWJ$d=|#GSEHwA-yt&4aYbihrUU96>T6c8%yzNDBOOY}L_@nl@}-L}AaRks
z!p@_+>6LFLE~0>*ak`@{?IQmYG{S-D_+YY-N?&AmL+yW6_C0u&c4AcLaKUG?>Y1(g
zlH^G#jLN`&eG@5j5#!ZM68w6y)-0ZD4}1;UxmY)v&Z&{P$nmP~*#Pt(+`ut)#$b{?
zu^Tn@t+ExQKh76co(`fB?Te=NWXVilP5FxMjhQ!din!TG<Cb{~`KM@aeBIOYj^EYi
zaA@s#0LLQ-FeZFj(L1r{hcK}W$u|@Ik@6P7`u4$;R1@MNd#E4_8*Rbf&YV9uVK4%+
z3NzZ3%_>ipQ!8ze+3i-gsHst!>tv?>x_7OR3S`(p<|^6fQnsaCr6)<HU>QDscl%iN
zYT45^o!P#s7HY8Lyi*=rvxATErt!K~FWgo--6gS2#g2BwFd@J&CcAe=tE3G|n2NL<
z?+LKpz!<AA*jYITckwUMZGrtA9&^`w=q2Tc)+-nIiDci0b&oDrj8^+6rMQv=rn7Yd
z9fznz_le|<^tE?9LVu6^L_qmZAOT*-2VI?H*ui>;WQmzDrW?Ok(k#xd$X#Q%;+&-@
z63bF#PM&8e{y9rgX~?N*rxe)`=!xXg9%<N-tIEtuej=xOvsg$8ilU5c__j?t>P)KS
zgno9u_~s7)g^czWW(yi}KY$MZBA{iC<V4A?y7Xz7(eUKKpglxWu55K$p@II7#wN@I
z)4tlJQU7y(q5~)0eEO%XNL%iK+aKaUbIL#=Y;s?PkYDBICW^!(hn`Vp#;5|@*-iOR
zMd$?X@jI*t?J@=d!Qbg7!y~J{7->nkh}>BvyJ0$$#odh0eH!p}NV^-1Q4&LDUzA}~
zn?0gV)uf@o#Rp2-%xUh6ED4^H1H`p4C7<enTOm2}dMcRxaFuSl7RIW?kZvr53a2nW
zUtuQ=p!Z++I(o9Yiq+h#2~Gse>4v7CDKYbAW(ZFJJ%+8iUi`9EC(B(j{~kMcw%AMC
z{$GMtZ}R|<fGE8Z#9g;#H&2_D?hwx4<L|R7c2!%2NJPY@gSFl?{3=+UA4r*qta7K}
z4#!j&`$pZfjK-LW{jl99uaV!7w0W$jT<)Q=PW7kLIaw$~KMGHe6pUQCNZFQ_-==iC
zLy3m*=tuZvcHKvvb#705i6}%5H+d)Ajt`o|I0Xt}Pcqt7L#M<U8yPCT2}71Dja4nx
zCzy!fJRB+zRbCu_R6F(hG^evvw`L>8#J;GBDk70YR%0&-_v~a;13SS5Ks8;EP2Vp3
zsVjb`-OzLTAr;E3b|s&>&~G;@DgV%0(^bh`(BiN+ejA~kWMKFc{vqb3$!tl<%4h^<
zXIM)U<F_cLjD9MJdTNFY1H%~OoNRg>S9F!k`i&s|PW+pCc`5G!q-Sf|DtJb@aVj<e
z#j~RfC~EAI2E@=QXWXbN8=d&`X^3!#yuM~PG|I}n*A_KkwEi|UaurBzv(h`2HYO2q
z`uy`z?DBMdxJnj=gPHbSO3#@uZoC{gAD>_)e|p-F**Mb%2R_xToIcHHZn{zDL_~3q
zwuo=GEyU^<6MqxBWCC)~r3|3t+3rz>tHt(a%xEH*X&LSH((DY2GI68Pq-l+H?0|~y
zL63Gb?ihlZKbCLC*H6p^9*C8^m|Pp?xbnEYZ0C$an|3A%<B+{!ze6^jYs;824#_(E
zgvz9xJZ#HiLO7J(xBd<}Y(L?ga421=z2`|dBrBg&KG}1^As&1s9BQMues#>(KAAXj
zMdBF?i|?_Tz{KwgB3Ax?Sx*?uDDCE2LQNZX5e?-TlVLH5161MJrDDx*8~07IWyNBn
zA;8!8VU>|ec9$nCLl!i6;<aTU&XtOBxvH#@PMy7+JfGyt>#4HqC%mD2p{9+MNh9~}
z_M*V!eM|eK8Ewj$EAc3%$`Jx&3ibxlq`+QA${4NnWj$^55fDkbn>}{-AgEqf`&0zV
zH$Z995~XqD`4-Ylk@wCjj2%zu4%QsalkRG(fR%g_BGegQWJ~Av%i_0vp~%0m>8DCP
z<T068Ewl85T)sPRhu>N^fU8liEK}bjOWju6g~0z=3zFwpzJl{UremF+(E5uV!|1e$
z81W`^ENP?0%%P~`b>>_vrn@=kT-Z&(-laCObGk1$OglZ$EkDk(M*?YUgp_N@x}N7;
zL)r8OpQR3_>~7pp+7uQokt)>Fl*}{~o;xlZgGwBkBsx4?b4JR-IPs=NIGlRr0=E#n
zE`<Qa3S-#Ov(=PU=-1uE%l<T}@W>~mgtO!mva1d7v(&~rQHS_%X`f<p3)w3yc9Xiy
z_9=!~c@I5dZ{63@?K8T^<BW;G#t~>aVQruY8_ivx$!odrUT;EE4zOCP<Jflmv9ZpW
zXIDz0ACqzT?|LzG>R)2moB#b3N7PR;A*Tzt=@KhaWolUb@!$=ozX#Zp^y2r*T7z1J
zfgM#+uid{1Mb`7b=#Nukp-H`+S?LE}&rtGMc&Kr%jKgr7LCWxQO;*Wc6a0B{?=nSW
zOx0)}df=*M6$-OuIUbh7p`Ia1Ourld65L;}>OpK?O@10e37GUX)CkgR2QW2(H?*(Z
z55i}mFDF?n!%rr(Ifl|PkYgyGsw;K)r^e(ikZxv_d6p<ME(bryK!6)(NuJwZT!-oi
zM)Spe{Nz&*_cpx{5j{&FCVGC#=y)MaEKi(U0WA8sw(o@l8WeIql|(sSfFi2MmLI$-
z9K{7TA-2lIJ$1Q@&4vXf1p*8=*@PI^gesAqpVCE<C)eq1CbMSLI?9b1Y|6JMGe7fK
zl$l<A0*@8W`iid@8=k3)r|5kyxelRj`5l;Ht@UHS&D5YQW$g;lk74T_j8gmQb5url
z#ivEyv|G-~8m9lW(e<`0y^xBLoC1rxc3To=A^P3G%E^u@ztAffV}aY3zUJ6V7-<uh
zp+XV=j~R4j846hmaaGs(BEL}ZhOVgWewvMy-oY>c=I8}xA?Ai>m?ivnNbw8e5B7X}
zvYe+5>&wz9Io+h#(Sp1g_`n;B@N`CrWZ@9HbAdWH7*%{Nk(}>=y?TmqU^ntr#Nt71
z@LieL+UoFQ&>uC{i?ETFO{uO{S<GMS`6*XdjX~GKm>ghWserHc020?(C2~$7L<99W
zV~^cbMz#uez%e#N?D8s+P<q7=<$BRBJM>Q8$^>;AqpwLIZsWhjglk%ooQD`>w10q|
zm9AZ%sf(wajgt0|nUrNH)K1D*(__U9B13AImECs+u$Z->e12cOf9S4@LFsdG^l!Uy
zrv?TN;2Yhpnsw${KT>heIvLSbR(BRs_wjV5yUW(ezHxcIC!w|OCAxB%65^K@UQoK&
zlMgA?(0)lhVk*F2Y*P(!xKSWmW9fmV6@GNvPVV@+JbJ;d<w+Mghtex^9}%xD#K-Vw
zJM5Kn{-G$zku5xvo-m28(PX9fk;1dBomP~+Hr)?$5qV@p4WggJuw5l;VFer9;k^#k
z@k-D%CT~hoG2*EXPF68=CYhRyJ4PwUey2Tl$FqPJ_I(UYjB2-(12=cRi=jpQazYDh
z^A#=hN_dF;-gKqOj7-;fj_Sl7%T<?sx_0K*F6i51C*>h(%ki`>jG0S%vS1w^8M`o=
zj04z62+Q_7ZG(710-RL!Xh_tB!#}HEY{6L|GMs^3_3a@z{@;n|)1mBV#kbqTs%WyD
zvVV__z`$a~a=vhpg(#RzRYj3z$jA?|YmkkN^u_o8Ex!~&wxMv0Y(w@KY+ntcdW{E`
zEWh!W*!h*x45e0WyI2~sJVTkPyOvX=9Q|ji5-NX(#FP#FuE`uAxz*?1zQZ(?u1aUk
z@(k@@YwwTc3$CN3;<J}DJaUrcLRY)gDv&$*D|H@uC5)rTH^Dr=x+3>#X04Nz=!_>k
z#<sf2uDSA{)9%_CG4c3%p-^O<M!Ip!&iTHQQ;0c;6G;*`{nTJ7r;x1lKo{4PgCVa6
zjlLZ7P@S5STv`q$P4dKC;4CEW5<~x5Cg_p+v9F?y6C@?*rc9?x9ciE<-P`a6Fq73d
z7a4_8jpOqJVL7chCX|o9N4ARRf+l{ceY%HXckRsMqIUPQA)7Sz$}D8oZ!=VPfmn#(
zYriB1WqT-~aKaAEwU;p=vR9JGocHJIGW~-=G*Z{RBIB|pH4^4q1Lr|SmSGVAYD}Uw
zB_R_Mf=;V8J*Z7+tuv-TMm2cfWoNNQHlenGf~e>0a<H}dA5F+3-#&(54W1ZTF4=qN
zD{4q>z$KZVPM>1Ag%~opqszH@GrccAB%jm_9J>R^>ZYthOb5T-Wd(g&%|ki{G7RO%
zWVVO!JLMKib<i@qpX`c9c;3fqvRq(r%ZeJgh3pLpx6ov|9uSLLRjurVqp;Cd9gZvW
zb}eXsq7E!1Lvv%^=CvLRYI9_6=jC`+^J&o}n{gEb9goUm*D8Scf>L(1j_r@iLfT09
zHpf}<`s_^NKo;+u3!zr>Fv_?P*r^<M5G7r>gRGR%b=hj)0ikgOnEtj#;D@$ePKRqw
z^MNy_%`yNx{e_uB1`L^?WZWT^q$7A%q4LbzRJa`dPD~KqyUkUDLVGniXc)6}UjWDR
za=~s(+kn9_ecac+f@fW;$!;g~snzo-{m@B9*LTL3g|=OR^;~G%m4tpMeUQ=**~KLN
zQ1&AI(3X9IIqlKJ#qpKDo`J}DPmKw#__>;r<dT;zO9YwNJEh#XT+z_*Y?VYrrrQn;
z{@H;!H%PMdx)qe2gf(r|yMScL?#5C9)hHU~yIP~6<d@#~dApi^_kjTohJM5Xkd%1n
zOaXcND5d<a)8{1p5Xt%+J6RSgA7TkRHC3_P!4akaoODC1$OuTCm&!=oA)D<D41a>8
zLl!>-+DLDT>d>w*+sbhCb@u*gj})87$f1@hQNtn{n1isVmhcYQRnpIdwPgfTyJlAj
z?wIq|s&ZVzJ+_QP|8|VDKJj3gwZ$95R!7ejWg~a)`{BT;yPC2L9lG|wl4Zy{m$lLm
zOAR7*Iue2*d*f7*{oCnK_?3|W?#L~fciXPVPoL`tcolS>{rPTt6#!$)Z7YVSl^P*o
z7oz)2XTd4xXLfc2wWQi+WG53RG|)T$BMAZ}z9oK7djrWYJ0Y7l?28z4S+c{xNqW#e
zR@>by2eRnMs7#zpre_-v-)=lh%8SZD<V<KF(iyBU`^XMk2BdB#?%36;@-9x)SQh8M
zFZgpweP=oRO{-`wG7niB;Pk+hbXPsOalM#~*)UPyR4)|{ifv_d^@6&Jp2D_>7M4A7
z+HTo@Qb|)HB0Kklh)7O9NY;eF`G>dlbC%szPKn~k`Xy2b^p=L0{6EdK>4!{Rkr*uf
z6zPY8H&SHKb*`|KglM4V&COU0nJ>(INofp}f~dU#9lEk?+P;E4?xU(2DBSg|b=v=B
z>`+_4U5dVi5-b2|yQ0cJWUXosz-M};e<;$DFK&tBSJ>LK<k`~$7uvV#PpOCA*`^-a
zpdqx>LlO<j=C#z$nElUcF%9D#v$t*F(HW`uq*Hp9#OBzl<k+TsLnlf>sg3@3)Wh1c
z*w~{6%$M^;vI0PJ?Wi6j>Sgur89bt~3ZWLY)apw~|1h@Y3J{2-2!!xrD`V%r>%dO5
z5g{wfNH|m~#L(a2ZT(Z@&NCLA<FteWxOT#<SH=Bi=AleQZ8Cu9>Zq1mDDzON!Bgg;
zwnl(CZYw;zWyrcke}#ES__@DEO-a)vbph1M!aeYLg0kxV9Qx@#xu=^<+qefs^$ZVI
z0)B&b+o8En9f%dI@ZgxNv+82ZJhB>FW?@jPZ8N5Q@3L}Li8f9;wKe{j@F!i2{E&Vw
ztLpB;-T69v)-L_N*YZEtHBrK$G?qo}ymiqYpS$fRIl0?yq1pQPsdzuaE(3k;BnhqU
z4?+psd7pfXvUc<9kWgzg|2T+xsu0@C%EG%ctJ$vUBo!U^Y8+xlCWo#^J%ncp!KXYr
z4Jl}tgGKLcBTD7W*7Mu}@b`bq>un6Q&D3lgER7}&Hf?{8dG%PzZphC)RYnVi%}=NL
zPML=0G;|q6!5s~QIZ1cK2dea-7M(O2rtCu9DZ7w8?om$=y;~_&$SV|fDzDI9lH?-0
zWUj33jGj`tZno{T@(Nurb8>O%&##>G3PoPUV}V&Z+qL(LKWgv#CTbxksPH323^1@)
zjxlh!%QsSLAv=cff+xk=xrKJr;7n13S?L1ggo*)VFt1oR$k}{FKYw=62FfIhxpe_3
z`&L}YE)=q{TVQ6>B{S<VahH{22)a4p7)m!$yMo<Xe-Q(0;~?e`(s5zcwtCvK;A*;q
zpUJtLWVwF4YUYyfee5KZCscji6MTSOc6QaI56Bmv`~!`6Vd_f&NkF#0qjo9`!nPgI
z#9gos8hoFj8aZUP+9++soJTVgnxVF`ctsvR*VbYGUo=C7iiw`Sz%u0SceX#7NH@M)
zOqbP)$}-eOAPLDDS&l6NA<K|{O}B_iLrSm6VbLBAWg2P&f!u{b{}rYo+4yu2{-<if
zG-NeV=vt<sxI>wSq9JWepawt9wV8%qpCHqayXtBc>Rv`EuG>sQvbB~PRV{z|;goI2
zuA{OIwe6rQ3;DKeEB{qHn#fP{nsr~Jri*R2Yvt>z&vtH>it)2rslzbgj5!b4n3X}+
za2aJItX|+Bx?5?7Y`U5KxUjxAYKhxeOM!)%e+NX3H3Cd7Yw(lR0sO35Cn?}$al{&t
zsWJTlzlGXa^B620N<sin*UYA)Ycdbe^AE^7#A?1oJlSefi2Rz&PX*z(RAu^V5dBi^
z0_o6!pK5CpK^T8IVd%X&$!u@FNLn@0Q~F8XC9Bn%r1Wsh9@Fg*4Sq73A6e{BZ{~P}
zfx={0_z4Ai{nI&J7#OR^y=~|V3mlz;6r9?+nJ1lb@=ZpsnlcQDOb6iy#z`6&k)R<b
z^G+H>;^SFwOB!j<Lb!xsh#A$*wje0aP#dJ)5I@_NTIWLIAWmrh&y2i&wf)nJfne^R
zfnd(08Oy57W+4~t7&YrZd#XM^+Ub=I%(wHC6-zjje2Byav<{!D8l{vZDq<HSyOy;D
zfdv;{x^^DP(*tF1JnXWgi9K2BZ@U9P4%UVd&@7$n4EJ0IlWd5Dr3v57tJWMOZDH~x
z!>&$#X$!80kx${gjv34-HQ$W7UunmK-y=)yz=g66wXY=o<_8}JaLQB?o*}!>3D1!1
z<uwkydQF{DfmHoY(p1h*zmDqhVb{!+DoeImW|UA3xe%`SpH(i9425s0>36z1E8fCV
z@M;p^;|Dm}Aa|#WTwxaEPMya9-2IID)~tZMY?tEHNjZnaWZJgma)L**R9|!v!>+2?
zOR9gIkIG^@mg0D@Z|(4!r(D{*$)`<@@wdNGOP4(bktxj(Ssr0r*19p@|B_~C?-|Y{
z!NrzlXk#FV??P>0VZy5BW!Q-?giGl-LY64DqX3@x-*o~0pPS>9X=qiypJ~sF@@*v?
zL+3)DbOc-!nW$3^f2{qAZe4`bJ%Dreu{P?E3v#%6(d|yyhR%O;;fmItB|Jmzpg@wT
zS<cJjwi5)y`QS!dYoF*RF}A&g_EF@`z=DYos+1%R$KCqfv6Hv*D@iPZaCRyh>0%t-
zBSi<)#C`2+{Z$$4q9AuF4d-l;WJ9tu3EkcG_xR93VMmmVd54+cHAnAdH5+{%Hr951
zD7h)&8hTo9&@9YEn`>x8?32hf<fb<zA4uxDrdPC@DPbJqhvl8T8a=KAj?AW~`Lu*+
zNTxa!<0{cm@Qq~f3DFR%B3W!^vWnYSfp=+Co`@V=>AEI5faP9x<fa4Aa*A{S+LYa=
z9LGGYb4o4bzL^QWk=%O%6ZvwDyYGvg@{Go<&!_CLPM@TXqwelK&1LaJu*Bb)lvik|
z_#qvKeh|7FcqGeUOS-DZH{i0R!{LU*Yx*n8IWkn-8&kmZBuPTCjeAnRD8L>!7NdM?
zU8sQv%gQeV#d5~jC2<4n%7{`6Mf?Qf=SXy%cyjnXi@7eP)Iwc<&rJsCG9XLX5w2I2
zTIj}@xQp86aKau0Wfx+q=Cx!CBDVch5{MXLmq^2uZo40MmWt_`E6b2wa}r8ds%fuf
zx(eGQ8M0Cl=auE;;4b5<%1lXqp^duTm0fH{#xB{^KoBh@A3waV7WY9m_*K2n5)JJ@
zr?&<6OaXd2EG8AY#$>ir<Nf@eOF}n9&t=8nxB-8dan&N@I^YLR*PkRJ1*h+@$3ADq
zv<ZjcB&@UCNXbYdzoNnI9oUYa=}Lsai@u^fM%y06D4jl(=0;lxVqZ31wU3_aQj4+u
z_r?3pbPoBUIa3;9&IdN|L09?=chw^~mA0Xn^iHK98Y`RC`G8GzXAA7CR)+G&_w8ct
z`{(B|%>vs^BN>ss!oI+#?3F07SYhHNoMn|MWf}VU?{xi1@?v@*SIcr%B5~Pk=V#@=
zuW2(1aM(!zN7-r!T|nh0x}a`&&i>kgt&%IoUcruU_1Y`Y<8j|@7=R1<$+!B6$Bz}4
z`;4F48=@?EveFv}-)~p_d3)C3_F<v3_59HKbMP|CbW>r$eCU{D^}M))VSL%`4V+I9
zN6OZ>**Vd9ex;UtgRahoD`pfKDtGJo;%QPykT4k~XNgQkN-*h?Ime5<zrtZO2b?gF
ze9|N#4m!<f)Yl}Xnex%#oU+KB8DYBLJ<ARiuer%!l&Yw$f>n`Yv~Svla#w$yB}wjT
zryiLTh<YYHMrPkH4aNHTTz&COHmL?KiVH21gC-f%Kp;^DHY|~H<(F>1FrhDEkr4@J
z;K4tR>?*B{0~57{UBv%=yRmbS(w}G#xlL)LAHEw7!v711<7rvyOeK!pi;-6|&fivx
zzvA<oWSU^l!(HhMoP{w~^fG76Phz^tXhhP*yDXF#Wep+*@|sEB)_vhP?sbse$m(Rz
zvKtXYoQ-N#7x43f*m2M;oM|5v2ZrZ@3@^NRK2@c=Oqh<SO+0IO*}y&&RVw^3{EqbS
zL^>0~hy&lA?l$XDshHlyh_bKDNAYzsAF*Ur)&p9YWOx)J{YXKNmiC>IDLvh1r3=Z7
zauc?$+2g_7YTMY6h$&xZxiS?E)Zt;yZX=AU45#;bYk!<{D-?q0O2wT?%976X1Lj^_
zXLX(*N!uv$J3MeRpJYktoiA=+_N>Jw@sBgXKB}h^Q!`~Q7|L_@BXa_O{qH2fbbf(*
z3PSlBO`o{FwNj@)Esy`ynx9iijN>=)9s!H9Cxy)i`~7O0l3&MvF7t!-*MM3>JSc2?
z!X8a^Cts-W_>sv(Cz!nq4#>TVY%^NWUdT4>5tc92a7ue*XS57`_+3^yH1SoV2Hxti
zx`-I1#4G@2J?_5QX^$tB*43J(*q~=j(gMB0a!xCfN`Pb^&Dd4@rN=!KXZ88owg}Fp
zZ`v~JX}JO*Ry0-hm_fnAAtA3DYd@6w$XafuiJzL(PYbcGpJ_c$i%tLl7BY4x;esD#
z?SeYOqVh^Yeq_g><VSW4XJzrX+A3P}R<Lrw9sjOIOd97CV@;ba?=4;*zEPxL<rC#?
zv<jF}gtcz$+?_IskKhW<Xf}{8DcNn!M-on9Wj*>c$@iL+^{BVVG33d5M8Y*E=^T!)
z%jO4yUvYR}erWy~Er$3e)}t_}xa@f|<0@gtomi;ezprEC>hM7TrVsjq?{$(F4glMx
zFC^z6{Pa7?6~-M>1|)~5ybcVln2eu(c(!JqKpzg&l>x~qyTH%!-&Ru8$9SC4$DMtW
zML+4|wt-zt`XX)nnMuB}!RTryOI?zgX+_)k7>tB|ijs9h7=JRng!?FYo;d-m{dnDw
zmvW$N_B)dAT^NAe-v2eZ9k6}Fv#+0~va|C{J}!}5A@vc-@MaC$Mo3lc`}T#gDk6Jd
z!jQoe(Nj%73U77>`BiZPmpAgtx?%7aHj~C}^}Crmy<Z%<e!VzsxC;Rg$vw!+u+1Mk
z_lAc@Mu#1}_(rKTJX|W>sz3cK-r8ZD_bHdr&F?0`QKPBfoN6_jmf)z=#P0k|1OMSt
ztF_{k{tsShCjZh}Y$achz1eKAQUTUd<Q{(BN{FTS0l+5y^{f0CXsd+_FY4`PT}my-
zR2*guoe6%fXtC93{+7ef%kttPr{$Q*Rufuv4ugUV^lAgYZ;&j~th?{T<C+P9dw)|b
zk?I^qpKvJrBYxSDBWyJ7SKipgU|DgJ!EmPS4|*ig1Ae}WpW^fG^97BBQ};%rWfH+&
zlNa!>jkJ%0Uyfkp_EDzYNaMbnOPCN9y}{2*VgwjQ`q8P@eoEBMFQPUusmgkb{|nPJ
zswy7&mhdNZCXX8A0BO$YcMjJ1b$UFSakcp@`LfFQ^?UR%mHkbgNB0hUe%3j@1{X}J
zy+c#h^95}DdS~!!#(rzbIO&&(^37?7-weanv2ehzi}Cp-MKkI~YN{9n=Z7RY*rR6S
z=&02MTw8A_*LX`m<keYfgt^K{v%xQZ0Ir>6_>pr{ew71h9#K*w_r88@IOUJuGauHE
ziKN^~jfecp(Zld-2{q6!g<lIFJ`BIncM$3wm%seLdGNarUij|tZBBvv_lwO(izC12
zeLmlp?4P$zrU+;{Gl?bYu6hnO@;6eF_w2jK-j`_I!6sv)zBb!IJ+G7R4gZ(8xBS9A
z8(s7K%4GhCAL}%gkw)VX%05@t?l&yu7I2+OO-ho;>D5+{&Aj#?&h%(y{3e-ZYB!s$
zH*+a=G;t0>-;;d%4Oj&_$+aM5@JL{TWK<pAzS>Bm8ReBO`K+H#USja_N7G4`mSu3h
zMNli`PN?>`=9P`cHQrF;@3pNKWtQs1tGIj0F$T$&yEYC$?vpS#YMwYw#zG^r(_Lyr
zrkZ^21&f){57BSgktTHYwSm^WQs^l0f>VCArE-pyztw6ngzb*<(;J%>H$&q2t)d3o
z8rbyWl)bp0MeFO-H%AoL$|X)AF{K7}@QCyX(xsp5oaL94ow`|YhmQUv1uPx7!>RN)
z4zl`DpFN`=mreGZJl+2E(Zh%7K@2HP`2SyfkQ~IHo`2x{?(cr6&-q$<!*~DbV)$CV
z`FZE_$qm2k^?6T^dVSyh!h__FGv_G(JC7Da=csvPb)&>x=ifiqUG1(5iAc$#m7(7b
zMa548<jVQRMqfhS*#R4HyVQ)k>-ol9pBB+1>~E}|V>V%~Tb45JL)y0@aM=0B+|3^3
zhk5OjOH?~a`16YWqIq;-Eb27m^&7Y(is9E)o$>yoyI%T*@PX!9e<BPl)YVKRDUMI`
z_pn8+6Q|@xWl2~dv})F*3~&5GY}8Yy`oeBE*n3Pq9vJM|>tx!NuwMz+<7;e%PnhD&
zDGMlS<n|zZGKD0R<jFxcCF>hGYOMO~@uj+;DD+enA?7R-;LHFJa>@kgo@O*!w68Lz
zuqj*Dc>tNip^Ps<a*vLnC>v}Lp6}7j##s-9C8wnrIG4{S?1?*!5LkjiHVEFRy-L-&
z*oYzioMVfMp^n4o_Xqzu;U45y-}}m%Lkg;S$mkN}>O()OR_%?iJ@{Qp)dT0XWFLMZ
z|J}{s3IF74zw@VkiJ5$(LprX#|C3KUpFhGKFjGJA=udy~{hxPU>-&aUsjF}Nzg)d*
zkQ>LfCYXt?CRuzTt4T>NcC*21Rs#)6WDBw+3g#<8m25+nM8lG$fhFBGG$kn@@u~@u
zLoP&<0OZonwmlvd#=iE2$Fp3-lzol$-P_Uon7DmyiGW;=UF?r_U?(Ovu>Y`8e-Qf%
z`^L2%drnqX%e%BBvkG5jWo4bmcQUii8G;yA@=ms$JuRH!-#9&InB(A&U70efwi~R7
zvZ7^iV=+A9$Ft&l=1&je+^d4>cptdJ-7@A06N1lT!qSK6%*ps;F-$^LbHh~MVnt|g
zm`!vpF|O~$X(CYnJ;^0E`1}NxuaA9tU%Z}J5o`H#>6skP0fKJtf$&V`!NS>a5FhBp
z$r#@wwxE5u7ejimRVQO)&n5JMVSZXLaVKN-xrB>l5-!Ywdk6W9o!=ks4%5UIo1RE0
zA+o|@KJ5F%4%^@EgI;|(4KE;Ge-tMI<K*-*y|(~%Q28Ij>{J&h&OXX~KxY_415x7A
z3&4_2o`_vMiuM^d3E(zhjKday&aYByHp*-*zGPjV8-F+>nC~YdNe<<45T28%LoP9}
z0mB`Cir<J~S?m|l*$1*lFS&0ObOM)6Fx_U9>*g~8`Xe)@z&krEGF=*O5W|g~D<5E`
zbg)~KP}IE%_&iqhCdDWjWuAEzZ8&7ymFX&7ZkoEyGqfWSb_Y6<sg5|42o5s0y*<n|
zttg?T=JgmUx_;C~-f?<;FWW9PC8E!Y&cwB>_E=_b{N8@?^(3Yt+4m5<>L_6+Fm?jM
zkkjMj%tNc=F}^8!0NE|>aS)%b&?rSD3HQ|8I~%VX%d@znT{Uqy92#Zm<ht16hN%<q
zON>3Z4d)+r5}4wrBe%n<?m1Dp1V2@Gc@}uhqWIJula%j035I6{=hiW*z9+I^t%FOk
zK>zPcQ%4B*%*Xh%iBm6)<1scP9tD#VV*!w3V%m<}j~^(6H`m;HT7))rg}z6k?3SN`
z!tIJuihc%h=q_nHV)qV+Z)fXs;#;xv6zNlZStPi^8awa^Mv{K=Bz<aD4h>Fl&K!`J
zZ)U?ne&7brl0>X)Vy=9CbXoZAgK2v1px7c+OJFW#+<-=BVl2#De1@z7Q$GdDyBoin
z3pqD_RDnJgh~i&m1*;0OO=+M4IPyTeIFkm775il9IXSW|4OH1OTwd^jTSW-n%(yn^
z{%{AOl|2qJ6i7tAk{=RMEN0UZ(Hjn(TruEnKWc;IbHzzETN+0Q)_1bawgquSi0Ds(
ziPa`!Vuc8eW9GX(DUDMhMeA7PX$)o~CB9);O~*J04U9+k5!!n&ev_iD#3@9+Dt6mo
zHSy2EC#8VZ9-tqeoBj8qSqxSi`{SW$ow@e_t|Fo!@MGa7T9CL;za*+Cf4H0ee$VV7
zDz5rOEMJ6I;W`PJp|G1G)&>(%e;objOuZmJaryiaQEE6B6Wh1`B-R7M9?qhvWG4L+
zmRL`tPpngO4S95cPOWhO^8kR@y);Hr6edMPA4kBMV{;U1F($Iz*=5cB@R>MyJ~eai
zkvREUiejj&q%fr><{-<_@Vf-CJxOWuaW_?$10(r1(zm&B?3-w!4_Ua$N-@_l3V|1j
z>~{ty+326*aGz&R%mp+i(@9dkgijKtF{~lA2RGY&WCeoeM8GxBM^+5*PxK`zSwqs*
z3@_+3G5vgz^(S8VJ?Um~(geH2hlEMQ(CGz!wd$9-L=@ZtHEoqDhD7+IQ91B}U^tNo
zEzfw)=}(#^iST-4IGOOV<qO0Ecl!>RG}~jV^myn`!9DjUE*ZB=p+DX17s1_*+iu&J
z9=AW~7p<&6PERF*g9f$Rew*_UVelsAT8Sr(VQ_mdP6wI!fbN|QmF!TiA-=ts^Wb&X
zcO?(=-hOn(TJx+flJQ*-;t8zh-Xazc5gRx#^aL-p0zqIJbh>*MDAF8Kznig8vT;>c
z3LUQX{Qm1w9Kn-(I3p6uo;d@N!fY5{(=$it?1e~Tac}!xd9hek1Y<=GiPbVpt%-Y_
z7DeVc+?4kfvETRmvyo1Hj<O%!`L`6OZe_E$_dfOz$jg0Wc~^)n-jDPohURZc)C#B{
zNX=lTi<dA&q>qbi(03ld<<A&>47~74RB0Adh^S%d50;L_4vG&{ZWBxgo}{-<Q;W?0
z`<S@X_u}FUGfYpPh~EtRgIg4HQBU~{eead1r=Kxk9IIG{8ockTE8qk`wiBRe54_ZD
zLe%*m<a<Wp_4?p|r6lBvUeg-};D4ng1dKSE&6rz|2)h%E)WWE$cO*jBm5$~OD`iI_
zz_vS1Ki7BKA)@Axoa68&Jm{uV?B^ytOU9+}5&pV2VL4C}k`1wUy(a5tvu%HTn#^Nk
zLDQK8mhVSo5CR)#GA3!?W%72M_XEpv{Vhe(#ebY#E7@EzrMOh{bQLAm$mFmLYAm^A
z=3+<|mkrXt_XNf+OP$Gu1^g;$i8nuf0Qs|)zd(Tl(d1nJqrZrEzm(KC)(}-w7@t_`
z?DOGE`DhRQ_^}=7c#FQjU%rhRj51Ctp`)#9_|--DymJ9&!9yw-6RR74nn4N??*irc
z?E&1%E0$a6?DN75&)`RqN)opOeqV`R`iFbz?7m30(NZd6_svBb0e*|~!jV+qQU#3!
z6cb{7GX*j5eQu;RGxXy_(F2^H$FDSTnjiNG--ZYjKg9WPR)lw$MQe5?cK#8%OPzf|
z^1oQr<=^jARKkTy-~{Imf`vQ<ycM46TMyF4mq0aAv;o{@aart|kFU(Rxrf694dG-o
z*+ri`6%|D~msra-`J@=K+n-_f@*tRaETom2;KiLujyc|T2>8`DuM8bhC}ebrP$9^0
z%??;li7*wabOMJsjzn;`v(21l(Hn<|TG{g^*<f71lKfSUv0#z~_iTsh1~+p+0E$_X
zwxZ^o=7f1o*B`gT=I-{hMF(6&$$dh^Ilr2KVnJx-`U45b1{|WAw9O?T$U0doZEq=D
zcF4^Z$0e6BWgzd-Cd3+;8;aQo5w(iq;6xfpBx{=Pi3v3`S%X*~d?y6RDb2lzDLs?N
z%iH8XLJ`-7_i!37xuoYlzaLWvEO8HWkHIgM&$W2{MoMF6pT=*M=870%JeZuz@kek)
z^LVe>do|%cK7()7=mlc6BDs_ca>s##E^F+2n6NZ;Xp%GV6Un(Ig<xhWIa3Q$K$1B+
zv#=|S6SORkff-^C(mx!H#H98;2!+T^2-R_Ee<gP3TD<$L*nQB&>d$jx5ft+$Ev903
z9>>g;^tT#q%*gbkbJ=?j#k&`i^tT7YFLe&%9FMG3Nak=0GJZLNpFQF(^0}SjYNt^h
z!YR?i0hY<yV=hhj=j#{-8Eo?2QGCi(c-tg{9RJrjPn4Vv0v^^{HTwKhwi<Bqthwpo
z6dqX92@4;p1tJQ1A54nj6dl+qK7rr+q#`F_`%aIrNzZfTB<!ZgEu-QYRg+1CUCk&}
z#&{<}n0m&}lr={B5;5|v?Mf~ejI$CkvMRlP(X~pxL|EHBui5m+rL;uAO@VRygrp^6
zQuMOC>HEGd5fj#IPO`*x2N7Zdfb4kcZiR?i5uOuFT0NfJWC3qlByBdf!sq_A7r5>8
zphY;B%{9j$*a|bbBAY9@Y0ftI28%j9V9EyD+S=ls5V1bAROlq;AotwP1PEgH`DATa
z*ajNx0`aH~Z5Ft2c3-l_3IxR6tsjN6I_g}uyC43l^l`=>EPXBTJ!E${e_LQp<auC+
zmkQoz@i2P^!Q^`}Dr%A&N*@bh)8x9EYc}zs)H>}=n$SK=9a4KLN_)+9;2E>ot`3UF
zuy<K7k!!%SvRN?W25a`1$jcT4Pu>A*ZfZr$oIC^CRTCsz>tA?FESY0I!}zYlyHFYp
zFH1zC)wu~59|vfY-(e!tlrag;33b!FPm!#qv?6XtMRTfvUw;<75f;ZdoTBFs(#CB3
zaZ%2&1_l#HtBZxrz?6Y>c4v|`ukQfw49LmkTAuZaAlWOw9tHWn$2mxExS&u|MqVF(
zg14*Kp2Lu-7Nu0vg6H&^H*w^v13)g<_gK%9FPC;Igyf3ED@#PC4Doy38I}tY;Rizv
zLUN;^ON8r}t@5_ZbW0)>N)+y@?sjw+oBM`s1O1rn$o(kbd3ZBH)P|ukr^tZWhKN>~
zlRnQjcZ9mvgI>GD9oVvoCSwz@*=c(!5#vb_<UXBFyAlz2p4;T<w7nq_ffKmRu|L=_
zB_iu(fm*u_C29l4oRq*yw<6W?Tx+_u!Ppjy5M-(-Ev{@tk5U?JY%ty$u&}542dvdn
zT*ow?2xlu8-`Y?}g}O}EvMRD6%QdrI&;u4&wga~WF`txes~BYYf#e#ulp*i#Us>a2
zm4J0xsWJ3z*`T{8StFX=2SU$ZPu6l4$STMzXoi#VJTO*7C{&-Lw3x}wVHNlmu6bnt
zLChJ}7=wrfewzbL8OGw^xR=*8TINNph*RTcVY?W(KxJz~Q!j&xg2=6N)eeeH2*=kA
zW(+3*VJVMyf*!Op4zgiUu}x|X`(oBo&e7DAz?pyolYf$|>6M;PH=0~ChYqgQtgPun
zhCVKBFt7KGc=y<Ht&pFLQMW-8M>#%r@v)5@_C8C1=5=zpXK<2qo#$M5&@M@>@xIHO
z2rGEa2?RN)A0#MxAXN3Yl3u>(fO*Cr!U|fO6V1>Zhj}}tQ~Ds5K^{SJ9%)2rX2kP3
z){o|*Or}>|&B@7kw;5D3sy(v2p(YU(%ci_K(#pO>xNst4R^5&%5eBiDN;7^mpSQVf
z*}6&?fTB6Ea@EvT6&jWZixj}yD83a)M48yGZ&Z1{C=omWHc_b%CTF~A75vlV^=Fe_
zrQ-CQN!A*dWaSoZnCnkKIDAVsH_V~A2#6bX+T-Kq*v<L_TOurX44ToNw!#Nrxa)FU
za<rLph9n@2{z-Pywp>t@h8DH}Zne~Iw;GLTa3SUdwnV@w$a_G@x@D5qlx<1G*tZ)S
zTP^11B%-vn!3QSsnIaKejTZD^tdXb<@Is7p%jBL!v<M@)j?E_H5OH@<@&euO1?{hp
zMFb3d*8#r+ep@z?9(#@sy3#B{6EiXL(;yd^1Q#L?g~ZM3dmYfkAlsBo(#mfaJRWpe
za&0_x%?gOzud=;u#Rc68f{=^UpcP_y0Xdjl4;({rJ#>D-Fk=tlO3-v(;Wj91eQ$D|
z<$cv?)=8?C%fp+V1VVwGVPH-IelWS2>lZ7!n2HFq+t-Q{&to2{!8*M6AT#N{l&ZOt
zq0wmq8B4BPeO}!T(AT-lQXKSpYXCHh(9?BN?m(;#G3<JUWQJoG@2ibKaIyh81pV?e
zID-q9)C!#}h((huF4wkM*#(0FA?~`)v&H@dy7()uJG}3}_y;e{h>`MG&dGZ@a4!*W
zH;KEg<@=L~B*En}kYu;gD^8ve5#V1Bfi)Z39%1)M_v3S_R(*r#!J6)lk)OMxf=)99
zBX}TOTIHV6sTNeFI+9DP!4NcIWGkj37hgT5mA5T}D;<eoUL}AxV~nEZSqD^J3xcxd
zgouA#2{doJG7KsbFtjwr^A00D*@P1Wj6vM%F^R}~!4Q1pWHN~mL(R)W^xNbTkt6vb
zDK>d_ED=S|A;s(%q6&$az<X?3?ZCAqVghs&SeW0oB?3g-8n?;Rb|nHgGL#6Jnj7Id
z^4)Q1Txt_eHXaL|PunV$AWCVqB(vMJ+GBfbu%T>iN%zz)5#C~~(NZMBw{6DYTr2X{
zQ`XpMY?w+`i&(0n@C~w+E$b4&T5PM~=8S?T5seMdyS&+Pni64d5x%Wjq-pKA+Db>?
z?q{v&E*4it!{V5<BZO^vP7}J{mLC7tEoGYZ%K3aba<v-`)8ZWh7F!BO!)#A<2o((}
z9IZiVOmxPJ!)V>zYPNwdHn}55G@UJ$D%K=u;>x@lBfrRc76HX=ay?u*wX*Km0UZpQ
z;mT<(Yn8^m>ID63HcKW}xhZxIG)rD*2s)PhTZq`&j)t+p{~R{q!X=K;gn&>sF@`t7
zNR$6n@^4F4y6F*|#Qu(0_r2?<17=|e@@3JVnoF`w?1EUX`L31C50Q)h#&+8Qce3E<
zMERY=>)da18>Be3=@NgE!PV$yxM!mV0tE3xv-_3gZ@eb4`oII5lW;M7(*ZLuVZ7P&
z!jyEsaX1?}L(t)3xSwE?^@koYoFb19o>R{287)`zB%<H1a)ow)Hin2_<Q!5}IkPGf
zkS7_t>MEQ>O$^IQW!vY9Ye|G-`cB0iW%Q0j<P<XWg0c_pHAHwm<BV^E^OOh!>>*Gm
z&)b%W3J0xqoE#ZS1TT`xum`?6ClNsRNDk<+7lepfzc>M^%WKKye;~bLANV3zpVB`G
zHK~{@GJI#2)FgO5uP7?e??h2RoZT@QyE}1KALwDbZAB970^tmr)|f=GT4@~M#5b5c
zi71sU#JlN88(piNhR`kRM%w7M!3(D$plV1&n)q&du(hQ`h$$Qc4{2<*qNp-GNQ2u1
zjg7*u0WeOcD2=H^z^_bc5H^kYH~iRAKzm5U;Ts!@!tC)d;|s)>K44_aVu5O%4yQ9r
zRsuuIww-1)ozZk$-SvvuthDvug>}n;*iddz+N7r8_2D?G9Q~_cC>G_wq{%rG9=Kr5
z1VG%Rly+TEf7goUOg3B}_?y}Bda?<yOJmMdupH4e58p_)i#qg7A_gsm+eIE^suBSM
z*VuA8`4N?fhS}O^IAupGMAJ<J6WIGUV}?Z7Q&VY7f}#`kqvV<mg;kg{l!$SOZ%jS#
z5Yd!XU=6l_Sr9Ek0NWW1%DJ9fi3Y6gyMD!S$~>C?8T(|yfq#dHBX`^WxWC;mIxH(W
zmtS&=<syW55o7Y(<H=~^6&=ZT+NH5OE^x0Hkr}j}B{pGRw0P>5(rq^=_ID8N(!kI4
z^SypPBAaAjk62}xw{{4tTPkqPtJpgWu%vIOM03rE9cEpNx~gI55w~-js^)U;M~E!W
zEPK9^k%+(IO=eH>K}VGU#);PK4a=j9WL?|^b^>waNU|=cuUXu2@<UIuE)ND|GU?Zk
zCV$m*#@WfF$cs$Q-+91sniGhjB4PAE>nFSq-ZgqZJm9#FQi>2wa18-(f?buu2=TGl
z0%l2JEKb_vF`Q~oWfT1-Q0TN3wC!k;5a$DZ(%eBzvhYIEzS~Ym5}&n5DP2mFv_t@B
z1}PwEKbi#eOBR@iwr_7lVlpkkiIUxFNW^q7wQbin8;wYy?Sa|a+Atd%64Baff&W!n
z4J8ujjYgxv8m8h)mIcDwP+EhjBj@22#bkr_IM+EXRYGa7X^_kN8QFr;+M0qz=b4JU
zhfA785EXZ4j&_o(SZ2n`d(nUbztl-3$6YIG14spk#&{edED&~K4}xe!A-J^K#2QC)
zv{^VRwJrWXBw=7mU>n9(x*^|j+6Oxcw$)6_hXNjCS*5K(L>&!?=9}CrWt}fVb+E`J
z8$?!*Z`kAJq}S)sd>k0fv^!?JKZz{ohSKm$6?<p)!`@)##vq`TotX=uK4!~h<(@?F
zmN^)hhDnAIOHq^o-{_cxN3$Qw2AE%6-QJGcfVWAwqW2<C;zJ~~VN#$S5|J+P0W{2-
zQ5)&Doi5pol1jwd{6V|jW~{s|=SNCY-2PcLqggtO0M&F2Q;FtB#%|zQO;=Yk5d!4D
zG$bmEXq^=_v%ak}eP<#EVm_jFOe*K`YT2M&Dk|ILM)KELP^KW@M!EQ6G#?s_T`#}Q
zBM#{CrkCTnVJ~_r9yEK+BJ1_D(S*#n*>j7m?~NrQJD#xdr0)e0OXP09nDv;GjSyZI
zxCv*yAR0R!Oq!EyvDl0d&1QCt59*e7rhUe3Zn?fyitYlE47?jeEb_t}B(Lq3(tb2F
zV~lRClG~0Dgt$P(LBHjUDX=V3vMl~ea?>4`d_N7>b2(!Qk!_kx+u$QY@Lh|f?Y8Tt
z&Bw#-o+UCJz&`^enutmhdtjSfA(3PbFqUrd1~H>~IkpAPZ>!OWygsO`vOyrg-q?{l
zLO^_p8S!TYqz<mJ-F(zW3*vJ#&4$%T{t5g%CL|LH4cMNs=T)g4$(`5lSBPR8m7VD>
zFxfis^8M&7b5*Un`F^n(aU6RD@tl_h9xV}-JiM~(cx<&LqVK^gvfwxx|EvqL+#Zus
z)J7W@N7}?sNBt<l(8IB7H=>>rFcqb=&2ZKmsQ$kwku)3)LZW{NJfWYS4jOzS_bUIb
z?@w*60B7#VJ(BsrHHi`AT^$hnV&p$Hnd`7zkk5$Ee>I3jw|icZmzwUw<k0>Y`8y!N
z&B@sHvrf1xe$xxmgC=mgaZw`Nso6@W{idIl2!()co%$2EBoTwbmTB50p5_uUO~bop
z?WW5lV(RiKZ@I;3gxE5{7=ZuU@<YVkjSX&^({@@}ARz)yFlM`3)95Y`?*ZK_ad#T^
zqs2iKCR5Xv2#A-r%mGO^Y>8+z_;hOL{nl30#sES|p7#eWi7-o9%TKd*$qW%SUUIGU
z*d@!!+ExjarRmo9CI8Nb7e~g^cH0cU3E1@E)w^jp5j|lWr`U<_mlWA@X#y-6i0@Rk
z{C6dI+-%z~4a|k84L1wU)S7NYqvTt-9o_P`B*LCTv)mo02RrYgJ;^q~y+&h@cH0xT
zJ+}O44BRxxdkLg0dcpxXYb)(SKr9g)I!UI$<OUJ}@d7CN6kei4Z1FUBp(!wIiD+%`
zv^^cPHrUR)07c|mj6_enK^owV8QI`+92uT~H}rDy@4%67G!)We{1y3Hz_&MWnk#y6
z)&fKe+<Vj|;QH`~De0y}n5@+xAclQSBHV$!WtO;OMO|{+FqGcVpq)sNi$#xUw&Hsd
zF&tJjqG!s(zC>iI1>h4LG+835nS$@;85sR&XgGIr6Nq*!iE#Q5X(HcmO9U>PgCT8~
zB837Q0CpENQ@-ZApw*z(X}k3>IV>av{*=<3DbX8((FdcjvBB^yAB>R?K&yexwERVa
zb5I91eYhAxAwI}HMB;FU0;7Tv+p=BDIVLdx*qXW|AXbFo10-TaXWNZ1?zow4!UK%#
z2m{UzCyN88A7PrF;~BnNwVVh8hL4zpGLuWpT}ShoIU2d_A;Q9DTw)s#w)$q&OhN4g
zxn?^UGTF@CYPsS7`S+m}ML_aJo@UeO))#jInFNg;v`8~*W<VMyY4G&88DUx*TU+MV
z)_A<r;|<fbT^A#y2-6q<A@#RxWv88uDaM~uFsBh_D-A*FV5@CyMHmj6Gu_%C7MGYB
znz1dA{e#KPsomnO7MrG9-;LlHj<&Y8_*T@Ui2>;b^v;f&G+V3zV%us>zrbuL_`k*u
zrU6mu0DNF$2g4f7PP-c$8|e^p@Gi(gX$tY};H3Bn2_2{Jo1im1`eI1gFkvXcc}~Oc
zlr~#LF>SlGq3l3_QA5{2DY=Afv<RpbXyR4`0rv|bG-&YvAaI7<#jb9&Hd=ln8c9@Z
z(=@mIu)8xKG|UD(GoLPz-EgeJ8)|R{1kz5gkbQ7w7C0)#r>&_CeGW192GVl|;~Qbz
z7P=J%f*xVo99kj@yziZMN@#;xENDg;+$J`4OC?r`FwAi#5UKS?g$QG9SMt5yw#9ga
z$pCM%NJh1{BaEV`zyM5J%S9NwkWo#D+H;c#Q!X365wP5(xznFYMH@n}+ssB7oV)4c
z8mkpyCY}e(0E|;9!r(_jW1v$dJHmkV1$zr7!rXawFlMFclq(w{X4hTtB<>dYH-DL^
zaAG%*f%Fu{jI}38dB&d(;8oae;K(y~r})lGKtPjZuQ&l#*-U4P*{nRV*)X}=F7^W}
zx@L2b_Q%aWkQ*;LW4X;D5ZYX>9G&SoB;W7nwZPrM1e)jMD+aNnGxo^f!|igpnu*R#
zfmGncU6b$h*mAQF!a`UZooSEVrpH*nIQio4!Nln~d1vR$7*6E3T{mBh&SWS3yamQv
z+j$C)<Sj;3Wwdjq#|^dMb~<_xoe8RHr@S2m)Zgh3EmVd*;<25lFsoq3#uHxEqcb#^
zSX-@eE>L%#l=z_e=G564jcwpEd@x}CFgi0NjRDAMnlyL%<0=p}6T;iknf_p-<P)nj
zm_}!coMA*rY$bZ5Y|!!vu*yO70{eq4*M}2!Yp0nOx6>ft>2!3)Vcd4pKuxXaOdc%3
zU_eMI8=c`c#DHeH?e7dv#cu!y^NGKM@hsLLQ;252z+^dVaBy%tFVJh+V80-W{j)PJ
zaC(S7cCOMUev1IDad*ya1FuuITo8}w3`8?&vxVXioiRMmohoT!?O>|gPOc4Z&)*qB
z<_E*(v;o#AI-?W}Etj>yjzwn*s%upo*3Rxcm#ga4k-P0^MtEk=U9M2G3Qi@Hk}4Vy
zJEJH>EeDZ`4z)6=7DgkdCsnlOc-(cpA^BgIH;WE&7|Zo1S)1&^7B`zk2s?0ff1DC;
zZr3L67MpOe1=g~}xVXt20?u)Sp|^gy20_IR!WfS)F2?!4Od6I&PbOS`c6qZ+(!dvN
zQ(=E28wSe)zRGNHcc)?a8Q2xGg6QU87}%D(W%qj#MggwuyQEzyM;K=Nr6#bSay7#E
zS-08amA+AkFinR$70YrgJH)7W8FRLMe;5>2$bLAXY;rG`FLzvCDI6!bi)8O+xdN7=
z({U?>w8V_~P;-GjYdaWwTPthZe!;aPOrh)=+BV_7yMr+dvORKbzSB+-S*8sFVMUnn
zmNH1=Buh5J49Fnew(vVuiK!_qpwPHfpRBd)5{P9MLtq=!O6=mxcI1^Hds(#S!8p8f
z-(73m1Y_0b?g?@bPQ<`kWs4-&Ba^HlXwLpkFke09RffgpgA(ITNTqBLp7SD1(63mW
z70N>=!c2M=t{W8GUW9Qxn~kgyD^x<v%m=R0sW?D*L&v*!vu7wS@%j~;M~}+f41=h(
zXVGXlJlo9$5Vd?UWF9Ad3&J}#+QI1MzBRQ;e_LYiR+MrM+>Z^<9p0)!UB|UsrW-`f
z<W0i~Tp0b59GhCz&wIYPL6qf9X9PSN$i~*7Ob%e*H~TIf4cidmnM-6A;hTM);oHqA
z`1}(RldIUe;rJlBI~cD++`MHf8xm9NdxT}Sn`AM$*&kY*`m8kAdM$!GZijKl_0v(4
z3`V|618{&*li)cjmf5M0UeqM_9H#jSzm(hzCPl)uDx)lFGRr-d>kYRpH);}P1UwcY
z{isRsSYl!}*uhxi@FS1$SYi%Yy?d+H4oN`i8{;xUdxrp6I9-F0#0~}yAPNQEutRLX
ze*1nJV!IuT?@sNh4S`vR*?Si_12bEVMk_6!F3o{uk;dn<%lC*0wlh6oB;ch`$nJvW
zh8SVc1UZZgIfR(LPaMLy7Rup)y8&U9$|N@$h2)>$tf>~1oqVB?Ah;Dae%Eu$M#t4m
zc1nERzR8UdaWi(A(W4@`XD~#5hqDYZmGA@jO}{Y0Njle5BS^JM;0!D5Knfi^p_&;b
zf^gC)04vtHDj~KpssamV1r|XHU{nejU9FlDQY9U?T7VOF1nG>bb~VG4!bn0)+weeT
z-O_ZYm67HIC5VVOBxJNrvM8z>8xf>DoVXhdSnohWhKw+C>iQ*LLhdrq@hOCg?NxFJ
z5!RMs6I?p8B%;O%Ps0f?L_o}NJ`bno!X#~XxeaWo-5$4(3bM{N!OEel7+dY|jy0c*
z#Rt9*BsU4zA>3Q%W?z;48^Z~Y6?rp|{lgPLmWz{Y^a$;CmOD-_H_1v!+X|TDdA(vY
z>R`JaIKzO~kK-+xpiJBFYuLfflEr&kxeS*?4f<nFG>FQ1Pc~R`y`E-tM&(Kf(e7H@
z;Z~<J3LrQJ#0O0>EW1^I`=}75gPSFibwG>VQTb#jZV*np#auw#P8gBI@0P}#d6wVt
zLusqE$vE)x+vFdTcVPg*s)Mh2RgM{qwF?#-hBkUc%pfr7Y3}xpXoBKpo6e9|qJhFc
zLDAWHF3oC?OOrn7%WxgvV8Dw!4A<ju46n(}j!%U%A>s|U+uhws4?jvq9VVrNV#&xT
zm7G|j{WzJ&iD+Cj#UJCzUxV0yYL`l`EhnOFcj}6N<y2`4=iIh<%Zz49xe38iV}or)
z>!T)N_SBrVt)`saWe^E~XW&<pn@XujoNO@kDspyrIvHx)Id9vDmVL9iGV!&(;YQ28
zy^8PJe%>z>Bto+aJX6?q^=Nw6aCt`OzOC+T!hmC4FBH^hPi+<SSylDS4uY$Ss)7RV
zAWS@=swRsN8HRsU;MWm?fr6_F+i8R8CSIa4HAGxsrq0QUU&D>@ZVF>^2u<8;FWQn#
zWjH`|=uk8t%?sSlz$KYz9-gTb`h)CQBCtKPV0U~&E*`*f2BfKeJNawyWmT)fh?5I%
zSTi%Wf$Q-uaEYp4@z7eg<$${e*ww)n=i#1~FV!@sy|n@2@&58A@3~tI2%x!rLrkp$
zpNFt+3i2SZ_urimi1yPZ(tb>A8R?*1N&BUCyDdMt8YlyhAQUF~$(6$KceFj>Cs(xr
z2p1gJbn^p<OiB=Cl&+I`gf<31@JR{&gpC;uJNCNBETO<XOT@1q0s(?35hN7;`ESA-
zY)sSeV;bC%>_Q7V&;|tY!!A@9ig&5>-@Oh$8?}uz-lPr9YK)UL92(LfOU8!FPh2Yb
zX_6yLn;Ss5N;v7AK2MB45@G_8BmbY{k~l8;oE)#UuzPTVCTk2H-^bQd>wKDqaj4@-
z6T%`=A~VTaV}s-P)n}6HV5NCF%}M%?7&_w<p_2MEvALl%T6_S{CGW;IHo&5Di0kCt
zTP+3(x3Qt%-Ele_5#LPy(RINK+xEa86Y?H0HX#_pD6XCD0}#w4?uX)&eh-h@Ko?n)
zc$$VsZZW^DK?LFB18p{$RdvBRa~qHPW!ubbTRL<Bj#$;y_09;SSzO2AFJ^}+Djs!A
z6!L<uV8=j%Km|Z)6beUo8R{2m0VifnrKoPKdk|hIRZ+I#KXtf90kMZRbX~Nr;#4eS
zI$o5l!D;wSg)xW`s<9dTnDuy#P`p6x#*%-esC6o8t$6%3Xhwl{(wmu#DwJ8rH@&H6
z3OXLC>;hT3M>3fL$79_Thh~ORk;4IdeGjgbM<^F}xv7dH1s}rZI%ZiQbIDELH5FCY
zP1D4OC<B=Qo#%xNC!ka&2LEn{kc;q2z~#FmtGr#-!guM~RZC;}T(2mPt44)*eB5^N
z;W~amxJ9}zB>z|rdQE~8ZD#mxhlH2#%Ydx`j+En(EeNy*1AJq5^IpgZrqIpJ;lw7U
zJ$0v3{K@k`MM1LC*tN-)IRzO8;Y6VyHqEUxT7O>*L_Uja7I-WUdjtY-)K0ka_*%|a
z+;*3()Ou+Mj6pTy$$N|_J_11XdSt1_+6@<E8Wdo?;-cE}gQ-oPZJ9P8(&;WazV2lQ
zjV-r6ms+nh(~LpiQ=3EHhByfu>WU}H`V6%VpQOi{r7bilLP&E?vpwBlHil2jo52|R
z#RoQy^3q*4$&xe!Q+5H`=zGQN7=~^G4(<`pE8^E0rRhLC)?@;P5`y1x8(%jtaA(ql
zNUJDDr0C=b1k=6zP>gXe-y;xeZ(Cwm`OwL4m#q#WYs0{@hRmufNpMdcyIk=z8M}rz
zD0jGCunHji;(nuoN}0<jMHRW{f~u$>MpTH`W<f!%&=pGX<(qhf0-U7vctWkg5EIZ3
zR1naMd)OKcwMU^8zhJM&*YQ9I8m-ZUN?6KJ)kb28vE4|*7dM3p3gJITj{OIeWOQKS
zocs!|#xQAm_?g?fDwL5YQftD~5pAUgstL*jjxPB(CRhT{F}PZOBdKS2*tjk~DAYM-
zJfX>#z;@_L_^te!&RrV-2>`s5sk)$y;`};<;Z;*PO%~yYe^%Z$s^F8upK2brs=7)~
zlcVt48#xw?xElWSLC@0wsVHZOA(BsdfiZ$Mbw!n*lW!ZqAM8S*V9U?RjgjB!`2NU>
zK5GxQ%jL3F4l2Fqll1&>=y~8#`_U)qd9UXbnO7`Igy(7w$PMtd=)-s7vVODeldME^
z+;ZNt(r#LQ)_%88E$5m(So*Bkqw~vx8#rSde1I>TD0DPNxB}!!HevhRn}Ta*rbO7I
zN|O_?`wfXGba>Vz3itwv;I5Y4f)lNlMDS|Br(hY(s11`tj13g6WlDt3EeHHO7;1?C
zarMACZJ0Z4xR%zl@Wv8R1v`~*x}fk9;Tt3X6U0eFBCN7oahPjwY)C{9cwps%^ngb_
zt>l?QisMq02cW|8POs;9&8$Rt@Oz#OAyklvVZJxyoL4H92$8P@-19uHMQw0*yMh>P
z=jB63Jl8PFGNnp~YzNxNt-3O$O0{5*%H=BO(MP*HV{*S^f_sx+(SlD?OyG+&`id5~
z8C5|Vsr-r-+!UN(sD%;%f5SCIIJ2`wNI{)N0PeP_;h~B?bA{GV;U}bPaD}SixA&w@
z5^9ev)6W;Fzbcaq)KKL>+q&^|O&1!d+>A67m9Tp(rLoV**U<rn9PkpVH72h7?ZGwS
z-9q|TL;Zvnkm`fK0{09DYIuo4SVHHT3G@*|S)CY3ICyv!LVC6geA7hNI3W-0L-wf_
zT%W7tSn`&hsgjW`xo!<8DulxNg=d%Vl9B6=I#tg8899Rci?wZ+z(AWyNYw7a>mIt*
zjIM-a^5^jK2`k$=mA``udS2jXqTe-C)AFdmB+)Z01N41VFjdJlN97=}K-sw|5#=G+
zY)-0$j6`gE6;Na+7!@R9+Zq|JN8k(~aPvC&;||gCtSoju9Nw(*3<rnJncVjJn~Vwm
ze1xCY%Z;%aJp(S?AigUR5CsUKGNKK-W+r1+4R_luM~F;@``eX@rbTUJK<R*gF%}|z
z1Obd~ac?Mp=eh}pLx`E97MNZgVT?T4X`uj&E#EK77Jh@V0trBm`x4<3cvj8p^&Po^
z*WI=Z)E1Kbjb&JYH*|7dw6%F;1)z_l*o+>#Q`RbI6((FZ*Rg;(qKXzJ!nL;f5dTEG
zj^U9#PjlUE*#=Nbw``G-+^=T)BiFJ<Kpy0dwv6lA<uaP)Xy;u9*pLN=JKFQAs@!!u
z+{{E<Nhwh>8I08QCqyLs1Ehc8(!woQ_ibXma9qz<)o=^DL6wV(35Dp($0@BJjK8Ow
z|2c9@bZ%4;yTR|HHIh*3;5n(9i;L<R=ZVN`!xO8(GY=-$1;^A$B1LP7Rg-n&K<3dA
znq)Br3JHJFu>$AE2l479U9GVM>&8q&WigsynEmBmoW@xEe-jD!P@$1I5|%WW{&76a
zy(Mxp)xg8zt?DFc@WO4fs;hMd>=`3Np81TL|2;Sd;NR7b4J`Ywsd#2MQRt8kun4(r
zA7Wv<GxEVl%5D2Ff`zK@gQiJD*{|BwLbX$fKFH9t?d@{MuG+dpfZi~nNxDRU;T`53
zZDgy_mm|a|Yo1r`WF!KNEErqv`UQyq%>unCyQAoXjDl}z6%Ha%jXp5w5F>CLz8!tk
z0Rc#%<My24cJwS6-Grbx=L{u6$1qwixQ_g|WKOT$x5Bm1?k=gyo#d+Rh1&mf6@>%d
zwl0-lWr9g5dLar{b>uEE<e3PeBh|5O&LzTxH^r-9*G3WnQBkJafd{Qf1O)Xkk|WEN
znM^7wTma9t@iK;=6|)NLzg+(6VLaNj4e&->3y@Mm_=F#N@`_gxAsK#?wyjl$FdlFO
zPRYUu&B@`B&N~J`z3?}d=@7V5^YY?1u*YC)TvtPy%5Ac30ogGG!Q=&AwK@fO6Je}V
zFwIdX1I|wzf-W)F1v77oz)Ce)hU?wq$yjVJGC_uchZ+0$XuQ7HtU*YGdWGLa3KdgS
z@)ePtw7ZZrC~Z81a%=#VWtgfk_8E9J%#g~TOEApz@M)Y{i}7=@<5;*x7n!u<@%qsf
zgRzefh&0x>MOuG@nV3e0F4H^5uyW5F!#rFMn|~Az5!A-i35msw*uA(Ypzv9I6@oCD
zs^O2ISY5WfE=a1*A6}Wc5QBSB)5v6cTD(37stk`{X1Y(NaDqiOK?@-Iiya4ltLUcd
z<Lo}p`M_JNnhat)i~!Y)-Elb%uI-vYY;E7o;K2J3%t6#w9Tjl+;4OoHa_d)<cenB7
zXl1urhid`@KhEVqO7WVqQ7HI9g%f1_n<E24ZW4Iqkq`%BgPL0KBOVoeJHx@~4#jn*
zn*qTzDtS)`fDOGetAUdjuUtnN?+knR%IEa@w=bEl_&dFG{~Ej~dkCQ>C3|W}SyWaI
z15c29<S|6S_F;4dpCPmmhOKBHDF)!;xhcld5H`C)s9@l9@Mz%pg%nZvRR;%W%R?Bw
zOaVe+2-?hhEK?Pnz?RLLwr{{db*ci(z_t3M3<4X<Ba^D+;-!E^)=tXe(z`hA;QJka
zB%(Tad@ymKnBh&qJ$4Kqhff6YOtnb|9C;yB0#nsH5FunTBFX{-QsAuqUngrgw+GP|
zetX^nFVQ^;l22AagcHd*<@<|qesb9$p+Ki7Srr+7#s8(3s5-M6Cz=_%$FTSdD8PH?
z!l^3^*Hj$~7o27E;=$O{F%i*#Wr6>hSWB{YAYt-L$=JOFrtQVTi6mx<N&qbWl`u_W
zE%6izb4Y3r>-R7Vh`A};24sB$kS{U!<=D1u^Nsx*+x8p2v2EM7?RjI{w(U2zcD}Fn
zzqMQ2Ro&^XoT^lEJL#lz?>Ux!dgu?X_%VI>0n6q@mAywyeK-^XI?PV^sG4(!IF{fc
zNj-zHwz8-^$P^0sTaz?-2$US604Om*^?p;|a8wS{VTRuiREoqe8W7_~=LxQ)??b6W
zq+kHlin<`|a3)y1Hw#m47qn2nn!R%2!Ee~VJ3{dLioCzow`lAzR$`D;p)M<4K4*Re
z+9hUIHWibos|?z*OsaYvOlFgb@fFZGR#SvhEncusJv3>>`(l{;IXealDV+AG(V@sl
z0FVX1NMDLc^D?ftVEKP>iF*<9{{60kQnX{WgEkRk!^7TCVOl4+g2T${RYILB^h3%x
zjaoc4?3)Y|TY>^UrVgY`Vnm{VY>_|BC5FM~ECkF5qoWQhb1YQ=6hvDTF{hw_LG+tp
ziJ;~hdp)ZHHdZuMNp6B*Z8Ojdew77K_I_LvB?&J<cxFN)U$nBQjqaK?&FZ6js5~cT
z_RoQg8NInIa*>mn8E$gbdLb;Hgh4YD0{a@;1*c6amsi+?x<A^CoLy3<V<Ac+#b83c
z6U)p^mrKs*Ylv7c_==-6`3T%`E^je9Jbiza$t-egL`UN7M?0pi>+F>R`lne-PnGS{
z2T}hhE+P64^yex)WQmy}j)R3hY%=Ey9BX#^f2yAvv6T7lIgUW{1Y_HVr&Q&ep10xw
zeTmFK>Hlu9Nb^meRaN+al_c}Qvb^P*G$tRH`S=%?)`VQFPpCbo;vjJt)zSE2eWTz0
zdZ3^@bEOB`#XN=2)vKw5TA;@jypXM{y!RD+<0@j<_O8$zdCWLx;c%((=uVwxFbw-^
zxN~kXbPN`|uby;o`liAn7ABqX7?yK%q)d5L2q>3Hb)(`A|F%|5Xo9Y%F7R{}TWU*@
zSa`MDT1kni$Y7ouc%}$9UIQdB7(;NeSOcfmb&Tff#@EuOB0Xl7!4oZ`lpOy|%9M;h
zS>KNm<OEL20LKgp!}<-ntY@OH<%}2z4-$`6LGHD>t3s`kGqG|MB931qPNdvwcSmV>
zOBg~=+X<G**~UMRCPo;H6JhHwtfjj2Cm0zaSI~U?8ZcUGMxeOb)y)E3^n7iun)7RO
zmY8o(1B_)9f3gxYyxCo*VO?Qf&2DBiKWTqOH@95e1q)vPt{6J&F)_(9AK^7aiBa<q
z*nvDHvo<X$q>|(LNh<T72|S(_Oldg_sRNZP-X9mnj)yVV{qLBFA{Ha-$negba4?TB
zk@MFjrnSXj&Ni?;`7D~5D{eXm7$Gk-O3GCGZmA{}%w&v#Ea8X0Vz>Yb_Uu=4{j6FF
z#Pk!<<VCDbQQc7fL7TuvV@W!&C8qt@NQN*es*KJ$h(VmuWXbOILG$wGy2%g~k!;}L
zeX$CNh~SE$dbtHSs_7O%-JW2rN@_Foyv$g#_`d<M#2xapl(8ch9VzgtpQrrsa{un%
z@7w|*XYqFgN`KWA$v7y}N$>XOe9eGmhpyH_xvDJ2O|A?cLL-I#bO0=hwEo?YSp+ad
zH;~`5!w_)Dg4z#Mp~QMhK<<+t*dSJ|mX1%N552J5^eQG%1^&=&MQPdQM@YB3R2r08
zT!SxwtkFv%K_S+Nb20t=Q!Hlxle(jo@*9LZ^ZFhr1HW&P-@5P}br9Y`O#W3)y`bov
z>gWsbtn12h%P@K3HjC<pj=fXjvi_Y8P{h4wfLk;a=o_PUe3E7ASpv8i<qI@S7dsHE
z7@uyQ>1+LM09T3mILvox>su=ciFuy8gtF@IbKXm+cB0>SdC+^&MvwRMffS>s$=f`l
zX1S4}`W5Cd%X=Mh1+HJ<Q}JE<_lNJZ?gp6}0SC*DPEQUW6+oaZh4rH8?>Rm%sc9be
z%5->pfEIUMKw456(LiS$S}+M>$%#{Zm*<)RQr5^Tv*Kzxp7hjBYgyVW@sAtM`TYRX
z#!9HcrzT%c)m|sQgzb;a;2A$0JpD{P9w-Ht_Hcy~#+su5!?}Q8bKcaOv7|=~rBl`{
z#}sTxnRj%HFIE%KBG9@pg`}yvs+gX3{?>`8sN5;mDGm&Mjeu+H-X)k4zs%J3K)>`^
zM%st^;x}nXteP<=J@n{vB2Hl`u@Wtr@yRoR*>TOY-K&AzwU7RT!h$VN0Y^RT%0V=W
z`2uLAX};(89UkvFvFGzMa#su+@|dY5!kIboQ@=x%G=mUSz84@0OMS)P)2uaM4r;}c
z39DD%PF9ZenPEx6UPI!MnPtv?81{;+2I3rBwZ++<OzqKMCj6yDdIbrC;gC26__a}X
z?y#D7Ge(uws0~6LZm;dudvlu+rr68F6rM^0LcNB~<9e4I+#}=<%~q%ydT|cWK>lKE
z4NYsa7@cN8QAM!lZ;KL78(EnxBS;@lOL%dnOCULF=m=E)g;0BQXklm>toP5Ju$9qy
zLTHHWh%~wW3HD-Fso$dAKz$Az@ll4(j%4>IF}()YBOqcA<z@$%R660^Bs#v(xx8|@
zyjYmeZJ=-`8d?jE(9G_^U=XAh%8S7)N)QY!2I2l(%RE%VramYWKb!_|#!8_YBOg|(
zXf2bvy&7W1J)j?xFhiUAr9=g-K+F%phlKuyzaQ!#4-e7|PfZ#9lXr+6B!9O%flsoE
zoqDKi#(4ket5J6cK)2dW3JkTEQ69@A?S4{>Q_69oS`R5auJ(wE0}psJlm3KsL!M4n
z-o_eX6`ohr%~WXon@?KhH%BMZO;I>^qz<h2)CbX37UK1^i}+?KKbu8l*O~K9AOMwW
zg%BH288BDIjJ8+yACL`LIENVrYQiVo6&UT2o@WgejDW>P$Ba3{Hi4(yPSc1|o8#R#
zV&fEGCQYl~>lYBF-Os}rXPA~(^ipMDh*M4gyRYb=L(|n^S=PM;S+QSMQe+m;zuF~F
zR^989k*#h~OV{nOnl9&Sh^T*NsUBi9G@lJ#W|(D15@mG+F1`UmqM|6eiF;dXth7AF
z;}W|N=oMz|61PKeOs4iCZ7ZT8q(n)|(k^M^jGE&aTMZ6Hr7=6hD!KPskMbVvb!MPo
ze_VK=Nef6esfs(>f%G9v_JEimHl(i}P>~$8h5ib}e!v!}54djb{wrKhgraZ~`vgp#
z=L;}y$Li>kM=Rt?^!xSd|GUbQ+Ml&daNEH*JXzAH2R8Wjsc|uO#8%NtowXyCX`(ry
z1Hc$=%J#$;(gv{-kMCzbBtPhv8mHM963>{mU+)AjY>+g`S^%E~DV#C;X_=6qlZ6-X
zZ)(2uX$}z(_<%P&28S&Jk|8~{xGe%5{FRILR}_<V;N-L(YmH+h2@Hd2KykN2=x|>$
zBQtcw4a})LQ*fKGa>U<Z4t3F;WSSjr9~B0p^28nr>&v)q(9p9jmz<cS2TDuVYyt}+
z&$ANONE~KX$S99>%px3)X5u<Ym2W{+>0w`~|MIJaXp<0lt#7m+pee#Q$)C-IQAt>y
zM-BXn_zso-O^%)e|17<Ts95D!9#8`<KW^851>#^+7xz4Csl%jhFD`xuieCLUpo5u+
zA)_nEvtSm%N8<E7c1Tp4Rb#nZT8NjLmq3$O5tU3ubVE`=R^fz;4d8gl8ke+$9#|po
z!?(=`?m~<Z@F<IgD?<-8hm+5hMJzzj@mwnuD_?R37dG={;$i5|?+#jY#94N$N2enr
zpbO}EnnFv#9(I7hgi@QPcxbI^4aL#+<wnr4KUThZ3Qu0mR<@_}91>#kM?TP6e}~wX
zX04wmp9Q{o@CEvoi5Z#B1^Jdr%y=Cu7-jPf5rL(wivUuqs-i3_%ML&lO@{;1)eT$T
z-H*LBN-W@<FRqiC|GsmsN@!vd5J3DUNYC9VPhg8xO~BYi{BSyis=E`|XT0CTRz%1O
z+Vq<*-EAi|tT3mG4I+oQm1>3afl_WY1}`GjPZDqU0Q1#Ji*>j${!B_<2XWaS<yAP4
z{lNY5_958cm+ia<!K1?izMeVu6}abY!lM9B%Pf@$AZ!m(A1x>JBj}T3n4HKu-Wiaa
zJ2YJ-^_s4zqCr_se8pEYL}yRvhL3v<zR`?f#A`#6rVE-VbcAhQJ^ujdW}8LC%0gZ5
zzl@TJ!@ro;=|@g#V~R1*kKN@AE@wE786}Zq^5FC{kBHsfiJ3HxN1+?x!u|H`XF=5H
za%_=-ZDAAeHAJM?UXEFOBEx8xa<JiV;i(riO+lR<9cy#fBn!W0`6FIua+yb!0O%)?
zWPN19eWFCG3DCY>#o2T=+#?+DAa1GSoriwI<|SV)g03X(8<<PnpUTPA<zv|y0!e@e
zpD>GTmw?s4wD2)3Wk5N0%mxMem!>fLJi{>KMV6qA11mlgKN8D8@!O_uXmEe7P^0An
zkW}xwro)nwP?{5_Hr)MjN?M8N`})BV@rM}X57F(G257iXr#^I`@+_VkMxD`P`ckla
zmH28lve?VARi}?ZaE|Kf`@6|2ES(>lFIf12djxo#QEp|y3&L^Hl3E=EXu9m2r|0g~
zbt3rz;Hr=T8Jyc+z#R736yR~lqao-`h_sKDk`wLxyxU}^@_gD4=bcOQEp><%Gzz4A
zA%NT^r}$xR*j?lQ88;N0<V&6dNXjj?P-It^H3Wm1d3xS&ZzFAZnmc*85q{b9)q6Kr
zS9yn`hg?e@PUi5j<ErvNLxfE<SSke1>bv^qf$VHSyqKEKgleI3e+s2K^n2>{GtJxU
zGYm<)LBRQAH2zt_XfGtp{^WShj@sf<A3u$sOXgd!Fsg%7vs>PDGyCjcppdksxQB)<
z4ZUUikmz0_xAZqqF=2-OOM=GTz{eTDzf}Ys;xZ-RNdH?Jd2X;Sijnu+Y`hT`Ry;O@
z{4WQlqQ`FTppu5cO%LafWaKdOfDUxea_$CivL;`=&&{Fn2QG^JTzlH*xcf!$bvH3G
zBf7rVzt`(k^%~u9n8hzmSzSCFA3Jc`Yy*<lx@}~+yF6m<yPn7+1DPD%5g1s@eF^Us
zm``)WxIVT|IO|!KWdkrd;hAm5_E<)6z3UMo=8lAVM?3H}P=H6wS55_EI8;uKf9Os#
zN+m2kN-*;Yz=Q=0p!lB5D<NP^LjNjm*A$0hab$d!?kSx%mE~jmgc5ZUk4wTwx9sY)
z??54(lpJ2Hh|)ncbnkjRR5hxZk#<c0w9+8Hh}A}J?(&jgtc(9IZrBL=QA5fi?mc#t
z!;6-#?W+q*4L1HP+xF_a0AdpExMs-67EKyivX^of!yN3T5k`Cj5KKDhv$GW(ochfO
z9r{#ohG}I^A+;|vGZt{o`cTk7n`B6*0qmLp6jRI8j#jB?0IgiLoTwLC&qeY;SP63D
zW|`vmm~{WEMd6oF&&4gT#1b=h5oHQoQaL#*y%{J0uk&3#YI$-fi`kJ^UmNVnbe0eA
zM9*yk04=BE!RiY)ICUbGe1GY>Q^)JI!&axuU6o|pt@`2o;##Lttu`1+YX>|8y)xCu
zeEwNR(?TAtbc>c!lS+=Ae4ecZ7VbJHw9bQMnyt?-*deUA^fQ#?<{An^IDv<3R+eE`
zxi+YoHu0fQv|_TnAp~4)HV;L53>Yd!%?Q&;aZOqKCEM-w0ikm&=uIFTR?yCVN+Jm$
zj43I4W?U5kW_wgcWdicc8Qp5;JU;k4!l+RL75Y9X5I=lQq`+V$chOB<fVl-}!H+)u
z^k^HBJg-0;&?n5^AnpqifG(>uC*a>v?#m@BAQRRG{qUz$^lIiA;WBFA)4+s;mmfD=
ztD=(V^DY$|3wp06iL=cXycD@T&+su(gPPh(VzIAeA~beZ_f41zZvBHYLt?tq&-BZH
z8$(SRWcc>T&6^(`v^=CYG2y+A<(mEW@Ii)-&YBPv=CeGDk2ufNfs-R%5P#^KPU=hp
zEY%!OnvNjy7ZABJ?HQzU`C_;@`TiVb_gyk;tU!F%O%;Im^OALj_rBRy=S@zNr2GB~
zv*&(4vbMY1M}$O=y8CWD<8!%LdxdPjqj>(0ZMXO1amNM9t?6qu2ZMfx{lW1glF*Ew
zw5J`pSY7+I6kVvQSfZhG(SwZ5t$*-4U@Qp>GM=l8M2akX1Vz#SQl#B)DZXx<35)K>
zLw(B!u-MyO4I}jGlv@`0FsH}%L}b=0c;fFiYo~@vTTD@JDd>6(md!=y#ZTcQ;1Qq~
z1ibZb(8-U>-KN3qB98nwMS<@7Wwq+m(-i~EZ3m{SG{S<FF4p-nKds;j;n|I0iqSxn
zg6W(uZXXRW3TY8DJTUcA|L==)S*W!+*2l~Kxn&4kW9ka={kI{Oj?URXp8TmE`J<W9
zr1lBgheYE7W6bihP^UlOwBEt@en>!bYk?gD`1tF>2v};~zt{tv<6Mf35#pbRV_pFL
zMjCg}RxUEg&8h<VX`H#gj5Ja(xqV?QSX%X~d|*JF9<GBkztJO<K?cp{;>cihjVw)G
zTVLafG)vV8eICLWVtGG~B2f(a9+ztQ?jKfqzBVgSZu{?tF!f%iX?MI2A^={`N7vn!
z8@64}kADH3Pv@1zD?9CX(^J|g^`^ehk1Y)PU2p#$p%i`Yqbn~sY*lI{2QyP^b-L{v
zJ-R$d0p^jeE&~gt2=opQ`4bmq;Ju8l;UE$(gBk{Dg<w<j+kxXP<`N0Jq9f$lAVx?i
zk28KXbj4>^UG@%O5I&44nQ6exB$bA@q;_M3_=Dk-8s0r|De_OV>7U~|8tU|PK4jP#
zR6b}+suux^gp!I;V#%niZEb_Xqa$c^+r<&{Q>~REXo3lJa%h55bjlh2HTf7o&#I|s
zS5<a^-??eQ6|`&|wBhMxH!bq54qi#^V&8Q%8(QKBzQ6r}7P{|&qOT%Cll9N4O%78H
z34dn5cO^5=fq!`=Iv@eMWO?@bNy1v(4rH!ObPS(#HPy4M_H0gu=LT81m4q^e=?*GT
zdCN&+L2PuPWRS<MQPb06p!d+o#mqBC7#|Oiy%g~g_@CKPFnhAoj0CK3cbg5aR=4K;
zGT9R8)NN@=TE7Ur4(mq<xE_PxV&w!p-ul&ZeOO#?wOLSi9a9;)ZsutjyB^L>!l`^*
zuXt*EZjX;1UCH;8S1#2V^?gp>qP0;BdtO7l-9L{Xagq0{9nPjERw`C(fA)rKyTKV=
z-lqO=*#5^_J6;#VOWG^8Km9HHkyhPyyVH3gehfVtReXR%LhIbK5zCfP%7+biWL#xL
zz~7uQK12H9iP%|^&SgwweQvn(CXA@_F;LJ3a8{VUX~Pz9%2xj{7uvCW%sdTyP@N82
zQ6@z#MJOt|$`5G)#1l#$ySNDF%`n|VOyPnti1F6u_IZ?4X6M8b4qN5?7e$Q|#G_4s
z&J%2(qo-hT*L=qTPI}MJ?45pSyjMRRy08=bZBa&L?aEVvfiP$#OCv6x%M!npRm#=S
z(-Ah$`lf0f#9IgLdXQ$SS7lll^Qm@Lz(Rv(0Y0+XKe)d_%s`o#t+-{c9Xra@uimec
z4_2hK=(lDeRtl>dCpn%I?^mqh7$==_7u9>QL9zzYh<qOy0fr+wQCNe<G4@^mTp^L&
z9Unu%y$q3T;`QxI{oownT*xjR<<?+a$K&R<(TtFf9y!+cwQn-<ReHzmTr=G5y!?I!
zL*M=J2y;6w%(mx2sr=#i!nWI<RjSaU=W7`Ex=O#pL!3m)w(Irn$hAhTRvhJd{pjvO
zy;i4EFWTX6PnVw0{rOU6ON~1D{`ebiYVBsLb0tpm?KDsE#7bq0?bfS5p!0q@Q{85>
z)$!t!P<pVrQoUAn$C^{XCK&1-cP#c<I-0H9rL!K=IJ~%)U}S!)aRP#)A4GgTwcH=T
z49(*8PrAT^ZjPxUi}jy3x!z9ZB8C8P_-1xS7vvy3)G9sGP=~r{ug9*ac<gqjxV(%&
z<lGwHcox)eV-5Rj>?Bdeu~S!?_JW>Nh%-TrIB$mP#X8<7sMHH2@dzog@hrBj(0Hie
z>{uG??8v!cL+tU;<R}*y9V7C>(d|nW77%Q<vs@#MA&KqG>-TR}W^Q2(B`WYVS;e8#
zLAXy?MUS*FZh+w@2|1lK(FNv^4WZ0rVjxkj;17$$E<}<ba630?z;~UWA{{0MkO1lN
zh46j2YSfpVoQrZ2wLp6-mL$m+ewc25SVEo=RlOT;bLU+gfY*s6TWdOtKbwyf`9w}2
z#r>gj1|!E?j-=az+4XBJRm$ZIKK$j4b*5Xx$N00lrB-?nwzkvZ^*s5<E}QXTD-%bw
zskH%>))IpkwmtVx+Uh@s0Q|j<ew;XJS*hJ>_hD^_QQz?Z1zc_YiLcV@zI)14ul1+u
zrbJe+?F1#BxC%KCoA-K*uH>-c*#4elbou>QeQ~}0+K1@#VN14e+U#-A<@=RL*pfkP
z^m!E7+lkRzu^3^7a=Ov3FNL$?4&q9cnDkUuW%AH3()@mc(GL<g%v#R#92p=cj}O^5
z@RN|8!>RZEs5F}Y&ho}N$Zs>wMQs{(9Qnx#ac_bkv(;B(6$rkuB@b3T+U@G1wW>8;
z?0fk#fiW}4Q7XRWiy{oY$G)G5z@ZKvy>!y|GiR5jW@s)pMr-|^bWoW(9q`3DSrKI?
z&GIABSaSrg#C9f>{Ua`TKf2lQ%h!ikjzBUzVZ1Gk)@2sB65N(n+GhV(%Ucav3TwYb
znf!su8oDa^r&TIduQz4PW1pWC1;%gUnW0UXX<iGlf96?(%Io$S2&#&bQ_EwU1$bh{
zx5_5YhRBqC0+fHu`J%7m2jO<S(Php+25}mcD8UFLZz>H-W)gy4(4dX<7c|(^<@jly
z`>L`uyg9q>ZjANAe?{<pX*_)xn^o5eyjzFAoGa^lzWrfDTe;*Q-=BA!>3O-ks11yg
z8Z181_qm#Cso8RSP66<K@Bgu_t=(z=`ez;PHudwlb2(CL_RuC_=y`lva$UCFYDf3Z
zc5LhH_Ib5@oX&nG88iXX>C)@C@2(nqT26kP_?h32poksOURUjuZGW9i<xX(zwbbf#
zxW9LO4}K0Y{&u`r5lZuYSXgHCq097qp0+-L6nGty_d#-g>mvL(4Hfu&o!Rj{Swpfv
zTRNG+-qN)=NH!B5tM1D1g(^o(Vf1)BLz`}hHy+ckIg(}0?Pg-^33PufC(p{b`X^u0
z<FW0x<M+Iz=RxML+`B5n?~IlVYD9G4wBOiO0N}$+7Ctb@QI^Jxeinp!reDe7jj^>Q
z5PodVYIAeSA=Kb<Vkq6W9WIo{5;z-M4;(IN#g(i9hRDd)oQr~O9iVky-E}PRn5$pk
zbNfVc3mq0ZgcWvrp4b<?{nqY-wxyr*>tGBPHE3Sk+%JWkoecz{*xwo`Uwy?!#wFwl
z^*6G_kRBSETm`?mA7cX#iN$HNOWIFz7?&XPiFK@=Xb!3e1G5K~ZYNVdt_NGT9OF%6
zBl6jsA^Se|G6fge3mzKk5hi>no{EgErNfq>jui!m`*AAuV@$u}p%BCqu<;wyjSqv>
zm&-i9H9j7v4j;`4FyL-W;&#>|A#g`p?T>i9IV&aGpA(m>&ha=sTr15<4ZFvDd8H)q
zzDvg}OvsS;{cN-4`+Si8^JEg<`mkA?+I_#Z!ceOpA7<9As^fW3&7z<X?zYGClzFYA
z+p|<AHTb7Cc?TlG<D@GDQ1!Fc*wO28>`+V$yGY#u!S3;Xf5H!My?feNS>9>$?zk2C
zc^FRqbFpIE^*oRQ(D8n!iQDD*z8m>Y2lz>;?10mLH2RVv+v;~HdVc@B3THFENW>M*
zgr6^FJukP2g=X&0U4&nUr9Cfeo=2tR{m#B`jk%vMa%Yu@(t|(rZ1=ezWp57uijYZ`
zx3xSUFYWCH{v4&|_<BL_>>pv~=<z|^c@b%Pp1ej<#|afstZcjQWrhDixj4d{`RXb5
zzOW^k@}S)EyZ+U^18nTrcnj}2OrSqJymISyS??v<4ZU$o4k3(cAjAf_Za3-gw;L=N
zWwn+uH@G}n=x%&OCgsp%_MH7ZCF#_pPjZ#|0sM}6IAAHCRLJ_SqRieg@1w&;s=Oso
zQBj$*<9Jr%(XP7=^VM+X<|zT}q2A%puw5%y$t9<6aYR%~^qYMkUu;aYG-1tmo8gc3
zE6FTViT$itwfUd7?I1C7TkuTl^_=r7OVFL9jda3)HX@wO7QQ}J>i#(E>Dcqll8ol?
zEx)#7e<H?ee$m67C$aQ3r(~Wl5P<{`v7&M(R~3r__14Rg7m(b{uvJ*tT8r6|;w(^U
zy_E9a5$@!@OtV#`um^5h%Dy3JvS!WEyz%H2sLog(89*+Py6cTH0zBsCNWlMD$TFhQ
zvrt!9XdvhTuR@CLz!cDTA(;~_S<|%A6uINRXdB40==R7h#c251u26;O!JRHb1=+5g
zQc{XP=$<2hyW3y(e_XEK6J%G21R@V})aoIey*J_Di(S?*%5}TdtUMwZ3?9GjFOHtx
z=kzH?X=v+ad2?~G7^Dq{RX+~3VGq2Fe&9x}Zo07waNIkX+JloWtLrn;(aH4aQnm<i
zs9~mV*L1CMF&PiW*gHFWyFS0*?P%<~%$<z7)K~dzZt?MQH*;??VC>j#Z3}QUu3zcp
z;;Og!8Z~n53igIpHm>SKO`P2X2Vm{Fv<n{c>9B<$>y=I&Ie-V$gNeD}tHo|$M+`1t
z?b&f^#8PI+>==Q8`Rtw*+1S`HgX|C6ktKWjq7Or*GNw&$AJ%|SV)ca_w79NN=UU*9
z_MdIO>r6IVpZ14ME<G+4TYEQ2#~`<<OnNr(7R9q01HziIP9T!1W!<1xjYm&-MSlS*
zdZBtI95_pZL9N}v4w`eZ#FIgqLmYFj=s^eI;4O!}>mIdeQPKX$)O=38%8@<A6jq-R
zV7q<5ee}*!LNc?i$*)j&^t$go>BAFKU>(v7|LtHZ5)wA&7I5QPi1qPssO#pY6RCaY
z;@#wk0okBgoE%Gccdde__h8kg_dIYI6wLfw<qYtPT4?Y2MJ2kkX~tvQjw~Q6xA4{k
z1Kl~*%Do;!!@sTZ4>DK2%+N($-y%a>!Fq!hLX<Uj$DN17TC~fP59+O3l?JK2wR&wE
zqYbaU)Mqp6!qQrq2-K8rbYdw>szd>pRO@#4YRaW-aUG!!!7ck>xvZg7yHpGs=a)xE
z&Y357vNcQRw7u&6{!ruBPh@G-!$WWX;=~E)r>><=wvWZp<L2S0T@M1O-eom?k2@dh
zZI;y_+dtcGU2V-Qf^4D&i}meQEq(1Yz2UI?F5N==h1S1DgJA<*+1b{G_Qsi=Q|>FR
zT`kQWwwrtu^03P-vOJKXB?qKYoNPF<B?CXo>|A1am)Os;;uw`nQb_L`o{&gUEWe^S
zx%gKFezE?7EZHnvbMUZoY3)52fufxxIe1#l4iZ(1+(PJ1m_Z$c%AC4#aqrY&@<Wy@
zU77Ic(jk*`J2uj-8u3gYHwqe=Y5@L)G__?Av~d6vB62%81us;$Jz;)HlPzr!#E2C&
zq}0+zwa0@gZMv{_5oC-@N|HWl{R`d2D#{Q*=jxn@kW~f$hnXZDTn~Q|v7!hI8QRlY
zo7G#2dN2Lc$<@6|dv1L*3i$#S)k9X>Q5jVT?$KhScq%$t7A#)c4q+lhYfC!k{`UfM
zi?wF?Y<F*%3d?@|v=HY?Eb<)E1vi26=sFvg{h2B6?y{uGRnQayYsUs;1O0bNI^Dkm
zGdrM4=jkiEcDYcK0Gh|dfvNVGoWc!D_xK|`gj(k=^$1=7&wy46`>3Xu6K7YBh%PN>
zz$+wo7OIciIwQMN1s5im6Ghj<MAuum^LsiUpT}Zc&%&g;w@*ho;+oko?hUsL_n@AB
z?-l2)Uv{v?^Xd<knVK?dDu1lCVh936C;tW1DSUngs3O-KyL8WD1tEQutFAx6<oFl6
zZI_(2OCVgC6hk6UbM}QQPOzckr<>2;+NI~p_1_LvxAdjB=k>_C;<(s}jg1_-sLFx6
z%g7e|?7X>}Sl1US31*lhq>;8MCHkk~V3)Qsmo{CxX>QBnSj^u~cCL;`ORGfX#&2%E
zGp)BSK3P<eEhjuB+4M~QSoJRLwwtV1msi%vrt5y0p`nx`??K4N2V0+oiT91DM(lJc
z2Z_oC3E8|N%-S>4^uJ0$8AW_}S#tg5A^lk+kw=bE@3}zp+2UPckv1-!xUUfUC+{5_
zm(K3mM-y=>U*WtsV@G6jjyU^hn^<j9S3;4ie%RB21V9IW)!PKQzJ))+wDS3c72^T-
zclbflRS=Tk-Tm|ES;4#s?cbAuAmyae7c&~m#1jMiB=+URnb1Q8P@zRr7=_DZkYXT}
zWlNSAZBmO3qJ--}m^*ynkj}5kP+&M+^^h<~oYSDY<l_2Q1$8hlclWSuZ!wUoPvF^1
z^DP9>h6h`idHYn!lcNI`Hy6!&)QClY=;5<VbeHEht(YnZ`;@IfNH|*9_Qb8C;U6FE
z@`~FqI8YE@E=?ys?zZPR97c5i-lw9{zGK;YW<GjO8qb)vFzqv>w!vlSpNfT1IweYw
z4U`62exivLk<MA&HT?t^%Al!IC5&lxpyLz}1?Z3^{ykq;(fz#-68|Igt(;H7pBdQ|
z<>-l&iG*(C8rt7o>{1*<)T;;`{EIt@@6f+#;Q;o<MfIv{@am@3OYb5^X-*VLFLuWH
zZ?XCNa>T|6_Y|(RL-2W~<AJ@V`tQ461!cTd6K5XqkYTQ44Fs4x41ui?R5r`k_UG$p
zJ4gh-4tW&)A}c6RPvF7T(Xw&aiHjHT4MIDd)~AVusY;)#zKiu%L_Xvr2io|X9~ydm
zqo`~sSsT0BZjAhh@SYq8&bBwskOS(NOGGdH?cGDHezsexZCJ(MacOIzj;y3jH*UY4
zo?zTReEwej%_bnYyhd*HwzAjuZ`+Y!a6EO;s5Z?^Pt%zw9~jn<$AWYZvISn&wl*^m
zmXx=4!Sx{NLjf~(1f9Vy4W)vNoQgF6=Y)D>@Yh3!f%AAT?9HGT^{L~Ez$i(64xcMG
z^);l9+radLzjWk#%HG*iQ{dwHEgY;(hX_%xhcO75e;FUj4+<=N4Z)5M&meG)jJb`N
z0SgX{)MB3?G%#O+4KKDR+%PtzaLkPcRTlLTIg&DQtkQ{0NJW7rJ)E3%ZkFS`6eV4P
z?$ACPNu4TNVubU3tZxH3N&+yDHPzJ3Bz(xWYclC69b%?MV!WKV_4pdk-<;*<HoWx8
z>}>{#l+9^<@WxP#cgd}Y;H@jA05ydP%wFmzfkgKa4ER)?h0%9|SCC(3<!AS+7uPDt
zN4bu(G&cwG&1)+!0lSV1SWvL3qDD6!%(z{gUZtx#KqDnef-v#AtjjeTG~qopsuDN*
z>lihvJM<}+YH>0df$X{_vp({Vfk2aKU-#*pn}9{`DuH|3-`5d;3vY+BKWt<3aZC5N
zwUaX;sbKi_)^Mu0x+@b&yq_CC^RvSrSkiz#2^MEAX4j^0WPT{K{rK_~HBzycwTW31
zC!Z8z=NCR90o<%?-t8f%T*kv&x8V_vzf1u~AaZq5g|L-adrtx4XP1Q8dV^4@3pVzw
ze8#A?P#{>n|1R`nW(<Qira8SLjSq|+vG#&ir`{dheH^e!@mvu9<ZOF%{O*T>j2k!K
z)ZAb)4w^D`wbnxT>w*<kw~93pe)ao%R1V4IIE*=$Fq@01|DRDz*6}@SWMtERLrzDP
z8Ab;#sns-V<A8(DIT2Lk!J<`THsM+}m|+WxTIkv&64(Hzj$NA^rL<OkEAOwCg%eXr
zT8vW6EGt53B)Lpby2ixE_fa<>eO);Y+#95zl?$*QT=N`pBJqid_ARR7hJ~RwFP~US
zyLA1AuT-Ssx2`P6D2Vdu3q%hPU|+J}O5-jasIOoYO_r%`11hXGnW7pd5;VVFPLFgs
zT~xz};Da+a&g@A;FeHw6S<wZ_c`4pRDU-fgaUHDqw)XMgiMM(8K%^{f7gj9$0z1Be
z$a5+<W%iwK=itaCg1shdo~&Gpq7=86R<6z-Wj)IN$UJ%dBM(~5!V$=@tc<zOW$4!P
z7*SaBA|Djul~BwD%3IqMpw_cdEt34yhe|3|HkN}>cJRBPM{m3VIY?D(>}-n(9b3^7
z@@(vjEAhNa3YL~uR%Mk8#2x&=vp`2m$U<zw^?w^=WR8&46{;$$Y3TEq1*<)O^|YJv
zYTyj0o{F1sAj(oc1*&5)f4W?Z8vU)Gq!6>pO~bC7ICI1^3L5%{$h^DUHi?D2OQP7b
zGx9RJbtXfTF5$rc$8RXCqa*X;g6Pk^zR}?Odk3N`Ga_o3;ov)B%eAee9IH4I$4ZN9
zON)zk+Gfg(>3<ggo*&o^&o~G=x?QkAJBexy>6yRJBf36%<9!Zo4#rxOJ1EY&SXR>Q
z$eb?a6L6o;4#`Kr5xwS^#0Eu>IP?f!gcYO0>JVCHeE%7eV%d*zZ~3GyoKf(>H}+yv
z?Aj+ZX$iHATsYek$b*r3F<^4`+WF~JLt51iT-?_~M;TP_vIP=O#;a-6?IFa*!hhy+
zXCW}v*)YT)XU$wW0O@<bAcM9#DO69L-Gz2fMUI>sY)%7VBl`9lJA3HZ5Msyr<$@;z
z?_svBBVpOK2mr-1wP~FerGg6l3{a`S7#cId{Y9mF(mfkf4!d^705+d9M2CFytVLvb
zGNbwlJG$h)FgKcXIe>Bbr8Pm{(5ydTv98hw=paXyLaD7%yR(oRTh=u3^h*^(9W%0|
z;Y{a^MzS5O#uvitH7K_)OoA>$#$O`G+898D1}CnuamMW~clgk&p!Kv;0uio|IhAs7
zH53j^FLrr-ZBsiP{a`6E?yqjEHzN<{1YF6y|2ldDbP7bo<ukmnv{ZZ^*X;9JoME9Z
zIJssOXU+)~qOJAvVIa@@j%@hn4tIqRDL)e_pLyU+vQNsoxd=~S5O8T*R$Wm>HH65V
zucNL`PR+<T3<dZ)kGN}?7mg|mZKoNRl8y+%0xq49l8S%@p!poQX<FFZE9PrR9PMy^
zMfUdx^n=954Wl>x9bac(XULZFr;QumX#ND9$$2hk60TW17l&7FEY!uypNEf{sjae_
zJ|DvgH47PHhf>>#Nl;~Hoft+PHr}CRy!C3V_dGWS<=>zY!%MUN!Ws$Q3dP!k3!Xol
zP*|KW08k}&%aJpFGC+_PtYv0iWY$eMhalfxAYSu(NeG$;A&+&0A|fJkT(cC#T)v0C
zBR*dfUVmcQJAR*i?fpAmIAIdo-1hyr`J#A#N$*@lqprx*dD=4uA>Hno*gAGlzrJ?F
zvd^5*F>&DFXyG^{zc%on*F4?eiE5qJElw=gVR-(+CCLn<?0qK*V++d3x8u$x3)5i1
zc!1nrd*O4xvLHJ*ZquN!4@FMbSUrg>+CS5d8XY8M@(Xv1Sd5n@C+Ra_%OMKO)L}tE
zpg`TpNicJy&V#AD2#H!%rO5D`{w+ycF7qpX^0=W5GHSHMziee?g#!^RUP>&%uD<1Z
ztaC6imDvt;Cq8vse>f2-=6Jh@)EVqR()<uc41*M84nULL24b7YTip|+m3PIIj)@zI
zCdFn-*%*tVVh^0ceq|JNcC!eBytX#}CrV>yosW}yT`QOTPlq0Tm#)6PH#_TMG&1S}
zYwa;yp-4MI1BRK~;n8VhcMU>APH9VvZ=QbXS)AlOR83{0a;YK>!<U42t&%g<t7q?&
z8*{o010?Fs{Nm<|buGNsAv{F~gFgPs;v$HgS0S(yu<c8{b<HTFb33H0g1)}8vZ~m&
z(1i9|#drh>GqI<xbu?J3uAjOa@6wWrdI}~cMuce4Wpct@g0MaDTG2fjH6txGN+e8o
zdEk74kwHgmUffMrS)CvqMxk}{i)yQIJk)1lcy}IE28J;587wkAr$337a+WL91rG71
zMY0}UMJ`T;ww4J?x(>wv0&x(hk`Hwf9FHK>Y>i6!hRG_hWk^GNN2&N$2y!(GIN+3Y
zpxq@Zj&{lWK$&&H16_=&<4wO?PfL$r!7%9G>%>tseWAT25Gh27-t|91{Oc(M!@*PB
zSw4n~=}hLRG#0I`y|Rlz&OqeIk?tSU_GdE~4yMq9Y>#Xu#{#(Cw;#4bV+pU7;l%L3
zSqKRT2nlV&YrQbWeZ1U0K5k<Mpze>BMn*<vVy{uK><PyCczxc!ZW)4+&GIu55$$&I
z?QLcXT7C-V_wDW(30qjb>Og$X74ZIuLWYdbbai!&jV1if;4BgPsok{z-v<h*i?_v1
z<WD(JMl<-*CEEf%9}n<*tx@E*gaY1gJOKs)^@mFbCo{gG$euDpIpf}6U++Jo|KBA{
z*)4wWZ@~E~w;3ZUhy2bryO0$@$7lRz>2>Z`%3!G{24!lS?}rSM?Oz0W-rLM)#9X_W
z*tM2n?+|HRnk8SZTMz5^L1eJ()(l9*8M^9gf*emgGINh7hksM!$3N;&I5l$LMn;xj
zQ}gqKP{?4Pv!jDednUCAq-^bapZA7cdc}iK#Zntf3x!KmVS<1C*(}-c4f^a;i>xIK
zj`W9@@U$4nLAARpOTI`KSJtgwaN&nc%;KTHuX&j(GN|oV`bbWErK4e&ad9vHR7&>7
zTzcv1%Bq6f;5P|cJ3GsoU_+l>>=hLWD=Dh@A+s-`)Ge75lMsukNRIo}42iM@v(~Ek
zU5Q;5OB|y!Z3|~$D01FQ`IiX-3gKxu^-!VvrbWnz6?;I@-lP_~d6NqK7eIhT?-i)U
zNwr|XlpP*j(PVE+eJB(@sB_CRcQ%AzRVb45C7GyadBY<oD*s%Z<78x*f#b^uo2WK_
zd`74xA$2sNz?d_VN}bV{*Vyj&RP3k*Hte>T>p>;$<mVO;i=~&$sTc9g4P3=gzLcX;
z2oe7gB7YIhY!E32#IEt=2>Mg8ugl41qFp_wQ1f`cKkDK;@Iz}>7BpTDz1Y>3WbZ^W
zC_hC{Ph*F8-j#!{H;XjVUeGoUP^~>7j^~6QZHe4`y&QtekAIy_8BeVJ+lO5YJ6@wr
z9NOd5Iza`s3{8={B$#<c$c6qlbe@h2g1-Rs&2zOnoSq5mG4uE37dPcExh#LCpp@7B
z!{c&RtZ1;yGReo&^>RL>Xx)ZairgN)x)+k$2_VZN-JUwf^XS2TVilzanVL&a2IG1t
z%Z5L{4I}q@@$PyqPVq9dc^*YkB)j2*U1sZ?c4Nr)TgwQ2e>~y~nUi*87oLsIuefkw
zPB^A%RrmrAU_<3{1!9BeJo!!7c<^3tmCAVD#ZrIz!mRw!70y=g!#uZ~S}2Bzh11MP
z>99MUmgs8!qSN!^jVN1uFK)4tzbRe`7V`;7QH3SJH=zUdxa!M$PpZyGW=X}_^EVCi
zL+=hFI^11QzJruM1)ddggw=gBaV!@9qw{MK>J2!5Gy77R15@0R!2^SbiU8Z9niLHU
zvd9bGg8`?sloV|QEX*vD6ix3WdJ4wj{c)=Q7+QG55ZlyAulP0tJ;p6INDpdc+%9Y|
zQJ5-8k4nF)IhT~5MBrg=Mo>iDCE<AacaR!?-?yYti#ZIRj*>J3m@kO0r$4iBeQRCo
zZ_T{77z}hY%+w@RLDwC{g8qcNi1CUFNvhfXgoyKu^>(dAXe}KbMP>D!+0|bC;?}aN
zb_8(H*Q{ev6V)=Xc8EF|Y!a2ke7ymcWuVLq1{ii7Yy8y>iX?<cAr(uDUuYJbfR5$m
zlt>76$k17q7sf0c>uzwKO_zMdZ@+Gu^*L{7BA<6xSy=-=)p3NT$F4Tj{CUe{YbE|{
z$Sh#!Q(?wX3(J&%BBudr{&x@KMw#-9t0lt>_B^B9?poO5sJHxj(VE3a#B<MkMsIV=
zl=AjB2*^invQb&3;*#gJdw-iR9nvNskXM<ViIs)b#rfs@1p(Z}6Epk_Me}zE2*^0L
z0H3(Zj>kYycMC9k3*djx#&qi(^s43_58ki21+w$A<vBKsq(!yb#a9^&-QsBKHa~w5
zEmR<cN+nAajvd{O#c_V?q|^ennVNrOyj~KTe?w|TcaHiQ1ZaHd%tF*)_Y>u3?>dvU
zYi~Scic0d|l1|b{FkuC9p9+cV^3lhs7ox>AH?y;|H!rcPawdw>dx2s@WXF;flr$7H
z6?GPsg<<Ym-dw;)MGUzEr}SbP8Ukly?xG<5mLe-rn2$lIK{81$68+XGIVLI!ik*dY
zkcO==$FRNvd9_N7f?>OPzF4VEOb|eIAz_zW@MTzJB5DzYQ#geiWeoB^-9wk4@QM&L
z`VKA-9V#}t5gOy)ZOGSAQB%~^)Eq)Yqo<>*1Pia3VpUa9(9#6`m7kAHe!N@phJ!Ol
zLrb;>Z;q^Hp-LYG$Jmgt4)K+F42fjTmd2D4KwXiYxLBZc01j1Dgt7H$88j1|H=v>k
z$yo;8r6aQKx2>%dd~Oc-?uOz<Q)ODFn8kUGuNH&vYby!)_)sZ?eiN5UU{vi3FY#R$
zX6$%LJ%{*W&?fyVE~v<n*Do~mlP<H6sxGr=73_dmQe_8`+IADFY_nWUAEszptjDP-
z2c{pYD15!*ka32O5=7MkXljC!Sz8I)Qk0if)ri)~)g(}QA7JJuRK`hE7+&V3ltx6r
z_z?a11K%H0dgoBYT2Xn&h(aBR?RSrURQ$0yP>RMs6da~BBx+s}0VDd_lrIVnzKi5n
zc9;w`2yS!(X^s<t01WeLamzUSevGCAd<P!4;YSwyrW%{&p;;0CAytA=AUX!n>i%L3
z7m9kCc?7b=$M$W9gHFl<?L!W5WG0C#%!4`vDJmVEt@#26uNSkoa3?23$%p&X526r~
zP=V8l3TrVk4@0%GpRFNmZ=YU-0uLZiB>l+O)eHrtP)O{Q@rUlcg~by@js53&C_<y9
z13|iNPNmA~B;*c{!VgbLR|O<w3Ap$S8cKGSDDWdF*st)gn}9>NYbt^vD*z^U@nZzC
zZZ%hR=r0(58xEmhJ98q|4g5=Mf5h%gBmu8Ko(!i8m0d2*xRM7em>f9htcL!15O*kC
z5imgo793L)bHwr2PS{?Exm8qQr3-2pZ13XY-k$^#5=MHQ2HfZ|F{}mG{K+0G3;~Vg
zT`@cqsDPENdWgLEmG~4XvJ`wt)GeBA@>dj}!QcVNtNh13nE@M^Q-4`fE_FQ86x!##
zViAD?nfNEzN~|!amc*wNQ7E*)G*7^XXVszkADUYB*$-duqz|o4dTd4Fwzvi3M;tN+
z-?Wegtu`j8;hP;;_xQ1I<WE6K46q6u1qp}tR-soSfb6`)*rB5$lbs+HiZAuD%G~BI
zOoE!%+AJY4O7{LoG~JnNl7bFcgB~XW2@Z|}Q9U&^!}RklPhDkk-mgeXKjhs75@e7g
zNhzkRWb`A6RP-eOt7?#SS3j*1*ol0wFD@i}I6GqQADZvf?m`$TL8w2LFJO(LN6EWo
zg(2`wA{q)bz^R1+qkOB@MNn*b^mM}Pb*tH833>rC-rKC=CZ}rTxv2I5Z?J5eMyF1q
zUt;>`kD=|!0SWUgB+G0W6iDDGAB8O3N(yP>3OzMDNF?(|Gb^(yLg=3xHr>jjiJ^*L
z^MyHJ1Ac#BzQhBwFc>W>W)YTlpbtfvM0yxh;w3*_<B=?Y`Jo{{t`ZiMleZ{{VeS~g
zwbDqTzNwq`&JfWPETp7gUp^P92p<qZ*w?*ys85p?h^0mpKMwn^7xAR5;XHPYlx5w)
zJAHuiX^Pmq(eTmAUN7Ouaa!XnD|XSJvfIm<=x;@mjc~5sfqBR<eah7Wh7u!BS1ivV
z`;gMeeK>+9!S;zUdXSokg@UHf6z3JY6;FZJpTd4|tXQ5g9#OG_e-{46(r6qnRV(sE
zdkh~M-7maF^?bn;3+q;s024+Z_a{cOC?}+D+vNb?a_B3P5dTE=s4ax>SQZt#tQ04q
z0t9+9yw2po`RbCrD&~o9gfeb4Ej<K_pafLDD3L(-EAA2A9&n2|t0_LzAGRbN%f~bI
z5`A(wkxMy|v#}E^6s|^~gr6Gm|2;1RU>4Klm|`B$AdmNv&J`HG#|y8&?2v_+WiQGU
z|Nh$?*-cl9dH*}xPk@B|vC(}@V8tRhNy8|v{Ir%NJg+^nfZSm(7zs;SlA)rRtwEjy
ze#+K)e)bzYuStw#^X$_lTE7QD;wxW5+Ebdmhta>1_AJn+rB77{?w-fsJ3r}7GIQn*
z3_e#uz_q^x;XEMWgY2}(M<`#qgz*qXs2pM_QeW!zAMV4c(IMKpt$bm02KS!rT$9&T
zQN%2Z2YpJvK#EMHb3YgJ5MpS?mn^t13l!y0f?l}aveYoxD~>zw+5LACR)i;+0PR_#
z%n53oj*8{!PO=22Il<+VJP5s1_ATl<2YDQ<f)+{{2^fhmY>;9%b=l4Pcct*xJ<phL
z^{%dG+G$Tf&yIA!Vy@rlmq71#?hN5cBi^U2f;1=?8qj}^y+12j|GoL&7qFj{g^`Kz
ze-KdrMTqp26#gd%<mZI`FM`3t(8<Zcv9bmn=>LU2Z7UwO{Xj&4|1YS6gQ2@~TpvOJ
z6I{qO|ImD6xKv!=?XfYI$T5~-zSZw7iJ+T*HlX1IomLmAwV#=?Ji~rC+tRIdo>W-0
zcb_xa!S~3yL^!qDZ?qV%rpqw(c${yXYMz6D=;|VPAe)=|tfq%*m5RiSq&f1j9PNKH
zmYj6({Z3uU0BAXCG!^t<N*t8BOJL!91_;oY*I@+&6j0t;KOFrPtmXx&ez>^=98w+#
zw$jOXZSCb@mrd{-dhK@gH>TD%IG20e|Eb^q-&hd;Z3?FUuerJ&aoELqfq(>!fPf(X
z4~8ka6Vgph^o^hQI#W*`ha8DTa$A9wQsgvS1X8ggFN_Vi99mZhfIt<|N>xx5VWiyw
z23Bvl=hq(gXJEL!vY=*v-Pzfh{?FGlAFJWU^;^x%#odjmT&DZ^XA;+~hPzIf6EUCx
zY8ttK%ZG1CHO#m=SR*rw?nOVs`~bYb|NCl5Qc|F_DSSxOT}mk9X1^esK%ldQiB$J~
zOTy+a?%4gNgknCf#qwlylli%rRAxu~ll7*=$+S(8t|!NQ`*8G2H}2SU9jRWDA?2|s
z_3?-j<BeA~nlEqU%2-iZc*3ht3{B6&=ENoIG*$gf9C&`|`2Af-x}hc#RB>d4+J>X-
zt-8B?3SX)AaqG(8$>!Q*6UCgneqR0O%g0te_P?2#2hFfsL-%H_@tS6B@qpya=23@4
z_^GPYG|3U8O4g}~1GhGr7_Evsy}->P+sku`E#Sl_l9^}W4?-yYU&u#Nzakxyt#Fdd
z@A@AGm{|wBK8iEp>Mp3CuU#Cm8yBWb<`Fm=ta5QRQx3&!xMSkobkKN>A+#>sQ9Z+#
zvC7;|-ko?FoFj3|shUak;!M<0C=POKyUG?*Z<$a5ca|n}{Q(XAYEq1fT`caoI(P=d
z!38Q~ym+00?<@k70}8Xqw8%LX=5vQ!HAT&I5k^v;cOdWm)PJ_nd|taUh0nWe4!<Hd
zC9b$RSS~0y9PVLl$WH!n+$pBxmix{}%al2iI%0D0w<Y4bzg@ck{z7xp%Ky$JhpBl0
zmLKJ2tWaZts8J;=Eiy~vQK{%SsF0xMVzVs%?cbYlFX9h*sOl+1;D&WTrMAU;=QgU&
zg4sh;GVRS^lXJJM#*w&{?m}@#FsFGIYU?z(`dpT|>p8L+EbzS?-K4!waic<}DmwOe
z&!zP}_MfnKbH`2T^X903#}?1_DYX{mkf_nq6*gYk;+X}XD7jcC(*_-vl%@I0IBZeu
zkT!Lc2%Y_?5(~YAx&sg<en4acA9*8CWQu#zc>s{{6u_4}6AVQfVS<==enf#ll38#}
zFJC3RlCh2VXIFJ&z(-2J{+{OkZSbXbGe|Degp%y!4!<X&HNiKgNva5s+lcXH0sbif
zFkJgDW!rO0q9b&3^gMQRG`!^sN<$;xY2@*rwZPVO$h+89lIELwPVYD_xA6a}>@1+-
zO18G$xCeK4cXubaySoH;cL^GT1qkl$1Pku&?(Po3<!2^yzqymS^53&oFV0$hp02&$
zy{oIwp=uY9Wt2WS6b(_tFgBrNeCi0l1sAM!WXMg$O}5V+ugbx0Ffa2+Zb|^L?(~{m
z?SW5Y+8}ks_adC<te9<x<^JimrWnrX#+dh7jqcAXpps{}yZI^3iQmt=z~84DWeW{J
zWKU4Vv`w^%yAT!8MGPk3IXoNP6iX^(BB?d=cdkB7@}BMn8<@47Yp{D9sK^2WaB5xv
z#_A$DJGdNhn{N;N0dK1s(LO0U$j_rI3Q&!!#?S-@M4avoSpgM|Z4;_pD^v?fD}=S?
zL>njFM<K7f4kWlpFcA`ntpt!#G2W@v`_Ws7o<0X^UDbcYrCiP7Y)l~f;ar%2clQ*1
z6W|Qboy{{hs!(y}ZL=NOVIu=)9gjv#nFJ4-KxIElsT#7qT$vmj2tu*r-r<&4v1*e+
z={oh*1f0>Nu&N(s3l0t|TRzI4lCNkZOhF9P_``HGsDw&2g<n`<Ztiw)<LCSuZ`g#*
z4|g${%ZYgL{1fys1_KPtgYpk6@GDgCtq1wd7u@xsOX+sRL!MkNGJ(>hH>(Esq_^RD
zl3z9wJjOos?e=v`C%E0=p9a|Gpyais9q2MVNxkpQ$N|n<TiEVjgTJA?c;<1H(g}4O
zvUS{hG7pZ;fEb{<*e{X|jehPO*<qt$wx4s9b!kHTE|I7@U+;$4pWotV9C)ebc|?J!
zl!_=3{4(SeQ)JAB+Mg8NzXyagLqd~7G9jz@c}nOmde4CM+S#>SlAZqI6UX2+Z`Vk^
zrFu5f9-LE+#ohdf=>$ZS>AI7v0im@#-s)$!>I$vNW4P1hAA)b8?@>;0GyWPULYq(N
zeT4c6Z?B`9RI_zwmB~gfr!{qJXiq@do$t8r$r?oflH*yICFH7dwR<cPKP-8V7tS`!
za!lc&<lQH;ArWMAwep-<x_!lO?3ra(uO@ugGJ%jz)C=)Bg|&;sP$>%VUxm7mz<8M^
zhr4Qu*ygNUo>pILw_GbK+a?p@ma#@dpb})@)AP0yh=fUf4mVLY7Ag~C)dX69Oe(mT
zhGF+{9I{$0QTQ2@#WHu1kj{xrC1}GA$ieD-Hki#H)7>p>)z9<1qUbN-L3Nx?nQJiP
zyC!!%og<JLh|Y}g@Rf2s-IsSg&DaniT>@`sllqo3*;+_#6~&=50488^Db64(Ay>-~
z4>DrN5oEcapP2|iXM|R-Mr1{j8O|Dfs8)e&Q<1J?fr>bY{H}DiM9E3#_qhe-hjN&W
zoKCvU7ss<Ln+eZOF4DJMVDccl6oD~n2R6j#OVEgE)ZSl)b3uMYdtUMKoa~CyWXzrz
zY-g}SGm2kE(+&fX>7GT9ec9Af?HT?7!Z8O1<h2W<?zQPQT(yH8Tf_or$Az-~a@0vC
zkG|jcxsoyu*a-`pM&%)KfOjh-<VuzUs~k-R2+pj+f#|SM8G<|*V%&J{foWjg@vW%V
z1M|C&-rftT<=;uZR&1vscK^5pG~~1Sfwf)74=IgwDT&IFszHY?$@$t3Th`1%N%gI9
zHkF~pB{Z`Q`w_K2_9t{0Cp7%fqNYKRY$!|aP@M#d)+2C;dX0A+NM&f!I5>Iqt<7D)
zDOYd+@g6WF2<t9H$FWfD<T`@qcXdd^hgDz-ggHdQ0oH~jAcgB-N^rXp?aTA*LX>>n
zB`v@+iCFf6*W26ujt(ljEn~Ony+Oym%taAGIYxS52sb0fD+*0oO4^QqaS-;x7a89n
zF1ZU@`-2<cv>|{LSl+_Z)BFgr-_n}*&GU9n2{$hNUB?O$5PB_+srqf(ZJ*dA&|a$A
zVXm3NwD5pzhm_=P%S_l@SY}Hst-d1?GIbgzcSUr{Ia<Sj$oyCtG0stlErgGZ)#6Ed
zBT#nf5uHo77Ti@Bq1}OtdD^n9q?g<B!H>N*jusoe6Dw~0G8*{4DM@@qk4q}{BbiMs
zQuvR7@lPZknggVSwMXcKXW0NlCvVWLI}5ug$zx9vVjFJ}I!LU~#n%Yx%tDRYmiK<_
zEtUK)5U0b41>+_HfYzK(-j20q;qGg+9b%gUQz)qz#`|dmTBNG4+n~ov3Z+hGwm3cf
z9t#RyHR9yqADu_DQruNYC@WqU<d^xBEBKB;MS0~8Bo?VqhCzl0L}K!gU_3YrDv1Jo
zmeCEp;52-wbCFs>qL(`laDCPpsp~7i{XnbCDX!TUvyD;L=F+ncm60AKHLs~HN{A2;
z^F<X?dnbHz$07X;i34rM`6i&6kYCUgo!KLk%qUcCRg#k8?oyp5dBPYKERXTFX1m+J
zy^o{?IV%wG3}}>Wm4lgA8s5Tw58y-4%#ir%hM1}cBAm1h8Rx-?RqiwygHMY{1~Gn1
zLZGmahKwz`b12KeDn4B#GRjY1AFG(SWo#`t55}grO~DzqpJkJ;v`{9m*kT<V*VKZ5
z3KGN5xl8fLS7s%pAVwT@5D6w9Um&I?+}Hc)fV$SigOPt7l{~s=eS@o26To2&clrXZ
zG-E-WDn1IyryN#RBgP>e3)2}!&%-#A$QYX9e>Xv)N7e=JP6Qqyt|Q%(ZD(G-eHIGL
z4|_3qg#X02z;lsc{z-EAhP^;62lM&~hmhpqE5*6GQ*>-WaHt&_1a*Rsdn;<Nh;B=Y
zS-$yumDb>G<ZF{g$uZo8Dcx_E(ylYgheOVY+LPcys}T|jKWg)-vw`B7B+Qrs2cg5K
zBT5o@1Xgk2=BV6x%**s`!ZSTsLWIMlzJF$j!*rJm=ZYccSoVY1|Cpg}qH=(pD(&SF
zr8V=7aMp*5qoAcGt;3x@V9HnOZC@;S;9dkQ>l@4oErEdd<S_5M;vs3qsCZ(H)o@O>
z8zbUz=oK3`o$}(w?5W>oW!v<?2%764b66)hF54lRIFZH3#!)2DA)IfW8E8>G!BqNA
zr}Ir%NLJi0SR4UQZj838h3yq^Coe*!zWV{nXiFHo2vjx0EzAw%j=M6*w93K?82A!Q
zA6RVg4hkBVS3tg=9WZ&X9;w14*n@%E86o#^k>ugW0E5)D5xoQW<)zJNfi}xDWv85B
zODC)<mAe9fdLo&=k?jd!D2b5puAT5K96Zn_l9e#|dURtflkkdk+M?a)$pArLDw5{C
zxv1e<yK(noVSQ{%Q3yH`@`{jo3X%X?U&#5pHsWSo7?jU$mEIw&AXOA%T6MAq3R}2(
zW{TpYCep27FPMA;ah2s@FDR8~C4t}x4Yna*6%Vak^~E5BcJs(6BPa2jxYMyqUFi1Q
ztOjt-h7k0P@K$om?mr-nPIj0PQ->9V3YD?y3?)q+07mR_H%_>@-~ftXcQApPuXY>_
zXaRgu_Ck89tIS1A$pc}~Dx4=U#05}|pe1o<jD(DDb4C`QNXJtAR&w>E5x{}p_HQ31
z!Uu)uA2Cqg0F%E~;&?m~a!d4?h?3;Pd_gqj+Anh&dKaBfa?ZucBd?9GzRJCvN3|B3
zUT=#hh3TFGgDcvhO-M%B7?y9Z#L(FoOiZ}%o(ecbm{@y6Je~ijE{4A}PfTer%QONp
z9a9@G<Mv%X0e#N2cNj)BHh)X>>*NZ*yK++FFhUmqccW5&)Ic}d{sMD?0883#Q&BUx
z>bfdN2=X`?NaR*~@T?%Rg8h9o#XXAJgYtBG1D%S>OA`<CLi3S~JskxC3;6^=zz<k;
z>t6EY2~7M{sJ*<YEtk!4i%vX0zgfHLgoQJX>_SLnuSlj@zCx2&^788<-vh)g-UMeU
z<`Wg(Lca{%x=EVi>Y=rjb99unIt5-9uH%u<IGf{XtC!2?AFzZA+xZj<w{7<Qc|_t-
zanE;<uTjMe*df#u%q_5lL(jl3cOUjum+=848GayhkNigljf+9xFHM!;L4Ht0UeASE
z0t%o(>ZmnJaa+VjX!^Wj2;J{cas9%(P*gb8(+!iSafTAlLJ)RKD2j-4t`d%;3nhKJ
zyI?iLm-m(3PMbC90X1MJm42`oz}Wp9aNT&q9oI=bU<cKi>D9iKdIM|ikq3`zoDxq6
z49c?#J@}u#mJCL(davHIbl-u{t6RXy2TOSZr9ndX0Zg|EP6CD9B4Q$CA?yZ~hza~<
z3=!ki1s2aN>jpK)PBw_3)leniSm7|;`H2WDU5U>xyVdphkaSCsmTonk$l4;S6P_S~
zpHJ2m6`NA!x*y*mKj45h%oO2sqhv_3o*?VM7v*E(q6o3PXNWC=oh|8(R6rBzXAcaN
z{@~X~kF<G8d{vR9yoOP?k)=40;nytKt|?a<98MnCd=?N|@0Y13Fe8(FucK%BS@~@%
zAB?4bZQwKq@P5*sXv~a6H=E^wNd5P{>Yu};FzQ@M1KjR}_6S$sy(iv1+vhQQ7ua@C
zspjz^uqHDuz#>UDAHMj5rU1ue&!GQ!REHt-B8UE~#OY<(_BArlwh=_IGdrep=&A)d
zn5QUYZeb4jzKdeAHc01M)rEu9=?b6$VA^mrx3Aj&jw4y>Xf0}zjW@LbR?}vT#rOyO
zm%K1$KBoxj=+R1`c&~`mB%wIR$j<ZFJMOL}srY7^Bz;I2ly}c$zy*j==G?+}_ZGc$
z?T9<Hpw0$E+%U+U#HSCz;aCy+myaRX7@(}Ak!*M8=(~XtVR}sZg1VkGBk~63%7QoS
zN@1w25qkN)Tg_7ZopC)A>Iq3tWmg+17D#n=_k;)E7~g7_M+PzO?+?}b{&4b-mhWKu
zc;C$%OU^J$$@9^wWBx^-0?LOCZS*KTv&KDn2quC4F|0^LOa`O6-Bd0Tkn=%&{x;ys
zzK05b6_#C8fxT%qN)rD2P}$C{7?7Xkw&e!D_9}nhv`90EG!%&=nuI({G77*koWorF
zD7}u(G@+Q3k~Km5KAs*2(I*>;v;s$hP3nxMH8U<cW@Nl-P2T+B{H9L7@boqphK-EL
zG($Re*f^E_w&I=rt&z^o@*eIcUNAdpzR%lMyl^Vc9_pghbD9S|O4wT*htDpPj$jAV
zs_lJV*l8om9RgzX=c!AbF-|XK2jh%8d&GkY9FiWJpXLtyAA&tGuCEKEXmc$4Qt6@T
z<-<O{m?!4HZ#&|6kyBT>XJ4G?A?fK~mnKLBd^&|gGLiAa9Bu!OL7mjz2l~-{M&h7b
zudIxb_g!%!1@7yWTpbY-vRZL?6@5c^e|`BU5?iC=7siuW5zQm1uuM-TmnE<eH7|z~
zF{MwFys`~PuZY9zP2|PlXk~1RgA$~~OsD_`@p4&(L@fp^>Fjk>Ff&Go$es^Phb`KR
zM;$!C!Cr<MI1kKR4>SVJ=hkjedD-k+)zZ}lXfb=DB(&w<!)j9{Dbr9&{gg;QThsgb
zaCeajl1Uz%Gef57*Qreyydx?ehW1x6>%cfzDSDienc1r;(Vj8mhTBxMPmcBMza=7C
zW7$ubICdKs;hfWxBB^*=D;SPVMKW<``o4x>X6~^XUgc$A-Au*a<HAm=V#@n{g<cn4
z@#Ykhl#AQOY%X4*w?_kLF+(>~!R844idXBqSII$yFAiuO#C%q|bQ9u0E6Q5Hucrj`
zsY&R^U@2GL_vqj}D^S**nP6a2OUE9rszQo>R!)Npk8vYbB)pS@mEd2fWmJxRZa5!j
zzaKoj+ki@M7)cxhw@{zM_g1R*zsDH_)&-*;%p0!U6+X3_5o*f87Dk3?=kG4QB~Mms
zhWf0*nAf6pelnqDC-0PO#>hD^A3BvYK1uh4VKg$L1*1>0sjZW`+KB6a5j8<M$bF6}
z`xMrYQ*RDJT-n9B7y?k=5xGYA#+|kSkv|t-Y6a{t1pVm;asiTmt%^sN>u6d9f@8u+
zN4bHv?+4H#4Y7ez6N1{W8VS~szHFCvuJfaxiK|{miEr{!DB5mCBiv`OD0I;ZzJ~&d
zV0IO<JVbMlE`$0)nVNmQ02F@<L)b$>7Di#VN|U6tmZa7hj3@}Vm&Y!?sqX-hl+{0^
z{$BE9uv*J5Owzb@4kHYS&`YogPeeHpM^QXAD8!v@O==+$NXK)6HFDecqkznMm70>0
zDN+1HV*12X@2Ne|skRtDcZlFN+c<gE3CLbaM(zO=SVMCxfYkWKk!}^@1IQ$Orq8J8
z6HH06@Bp&NG34oCL*0q?bs5RltUgN>#s2pUzgO$dKH}!P6>}c^vnl=59H(95`qc}P
z-jm2(`19Gbq(na1MUtr%)T#L!k{yr93ujY@GNf$6rT0bzit-yJ!^Q`#8D<o>%usdV
zaVPM16zr3JzN6}OavW>m!WS6Sj7Uz@TIQS1Xs0dvsO?HrIyBk>k%tpj=!jD%nbh=#
zNHB3831OX{L`e<&pW`UwvzC%vFa|%{I0LQ~k#Y7s@kwV(iJ<6>2Qp)UUE_P3;T_F5
zyAKDnudu)+a4}j8V?29!L{4o#^|Ru*2XMVWDjaDE#v<2V)S}`h$qfY(&&9cNxizK`
zo-qPx*#nQN`G_ybAbfB()hS9{btM|H;Frz*-1*43atSt(&`twt<2r7WA$rmPRY;-W
z&d~L+MjOONKiR;Ckvh7a6e#8|r5OICX}f~4);+81YnUfXa3YWjYVr74MG(}ukpTdv
zO3)kNPG`~$SF1p3O7(0BPY%i5y)=D+l)!Oh58?UMkIdt^Z`3{7FGnJB%;{?t(^ITh
zAC`*{^R?Ksk<pD>VK;NmvdTw_AkV-B5mEI;G_s<)(4{12UyT9uB#ni^$PVdDnH85(
zW*pi8N`3T}g(Kq!dSjW$^tUHVF-4!u?W(o~{oKQBuC(1UfD-dwV-LxeA~-~$#jg_-
zu(MNuh80mJS_8se6$jxzmK>}OCdg>-GAwAF;108n0OKLhnJ>b}HU_7MS!`g4p+8=O
zTndY=^c_%YGNC$d&|=mxFvc^OV6k3H$Y#<sX$-(qAh;@!o(7cfzfa_hQJCJ10%bA_
zmn0hf6hA?<8@;|B4Tdmy!eTc!QD<%1jfr=QtcA{T)xa)b=l)r6gVsqHdm#KVX`mq~
z{%iMf@7+3tIuvk`83w*jC&w1{7cHt}nISTH{E7Q266TZ}&{E;B_*UW#>`?4ah^48$
z#wYwmecy>f%LL4m)MrK!pWnG*dT;v?KQv}*EHUP%9aWMCp)f9u|9IVNV>db0e*|0A
z1VyL<LO8nfU46)zTiZP>X#vt#)LuRlb$_)NwWaU>hJ}cp;rVRDhKn2O@uahd8~J=o
zjQ<0x+Mi*wDwQfN6(^J`Efy;@n28icMPP_ALS%DzmW-9}cFpGOplqlbHIW0SQg-B%
zncBg!7hiz{GF}S%UR48WG_9oiYBuotSa4H=dbgd1QaTmI`oz!%BX*1-DgvloM_bzw
z1U*fb(M9~|<*b>?L8ocMXoQ3JN-?cz3HQ5=72<+R4im)aJ(|5?)yuuoJf6{{uJ>cc
zvL;-%$qr=i$v>^zi?HKaBJq5wTW4gCriWB~F&bGrQdi`ukt{H~h<y^`tK=LGrnBfF
zC;Py`;{+T%q;~G6fE(>>cE$0Cqstd{u*=+caT!+N;5KZ*lg^e--p8!NY=R{>TD)`K
zeC4Ly97&EYNcQ6{Yg?uy6Zmi~%n?L#*fw?59q+jyD^{(RFGmuMIYM3Nn<bcS_L4K%
zL|?{eL0Q1)Au7mSF=v9;fS=;K$LTs~JV_Z&rc)ZLK26XptK3VV1V1lu(NsbIioId@
z*y3%RJFu1~uTg6j9TCCtU~$qY?OgA2eu*A$JZfC~iMhmJkf~xoR#Nx?S>1&{s$=}D
z4#=>>rMm2g0}Q;elaVcr6ON7z>G7o9W`JYO6?2*pNIYGFf?~qy>d-i+-`LlYMw$Tk
zDJe9E1M9*2%xRXcMJA;MF3u`CT{kL~rF~aDp-ZLE6M=E0U8b%ZzEq9;$(EV+YbxFY
zlvZN{<>G7Uj3K<<&~MBKdIq2?%(RvgET1TQwfx~bUnpRZA$0-?z?c{lqm$8R5QtnA
zG{1$NyK-HKQwiE3J?U@3;>Ra{RLo5DdQXNZhlsfn8y=)TmspnEhOZg|v48M<Kfhr0
zi1{7|WxTDHa7Po%h71uc?t{UT<DMw)7pWVW>4_S%B+Wdt(M_Y>N(09eFl}R%@r1@y
zL&cA8&njcR(wZrH=JIBa7`xC!czXnyOI`TzI0rr|cSymSC9EG0Al}&>5?l(_?{1kS
zSz}*oCi#@p49O#n4VPqT-X8l8xJ_`jmh-~boOgqYhjXB#n+X8}-@be+^X61<57w<C
zlPrt%zV~4qgn0Lb=C&Qp3HFg{#gbudrbk?Wl{;UW8saDolHe+}wq}Q7j72|~hLxOp
z3r*DW<uMpXR)8bI$Ev4^A}V_}jkAmSBL0*5V4Ya@aSRy529qh`K?df7`cq+``ptff
z_Kkj1@`ph==l7S(@N|B1hQww@Q<TAR^IV~{-Rfy`9NhbvgfZZISm(?Yx~c@r(@Nyw
z*HoOiF%hc>v9flvOw9WxWo}OIw`#xi?{>5Zm;xHE?=rcC%hy@*n+W7_xqAfpOe>9-
zDtpT%y1j+NC}g3ht59sUOj^53u?`7ur4rIvxq}R8^eoj}Lnb*JP0=!~-s;yYL|Pgb
zCy8-t2fn9fJKeZQ@t#tq=0=in%0IIiI<20?oejK*2Qk21QKU}_&8uYsEsP`f$GeUU
z2GZsBgx1sQSN6s7_p-UmENWY<=L776x=qk5!yD#mWg2nOW=6?$^#LhjygHR+`g}7>
zHFHi1ViT#j3Q$!q31w$Fu7*FCrU%ZYmhR)4y@&L_rCiBY0hFWwMP@NG4R3<52a=Kn
zXAIfZp#qCgm73JrNk0ch$!cVl8~Q7TQ!~y%uL+g=IOp?PB%+h}Z!?q#!nRFCCHWNf
zz0=6hBHgROEsXb9R24`s>*@~Be0;#NZD$E7X&{y+20JR_aK5gZX6h9V=m0M}P%-{g
zB#hzWZh%PaD(*Y6r>p*fqD?CLm><Dbdyq!p`#P((7w~Gb#L@A-ZnI0|+MQ-^kqly$
zheDGMg#^7of?XoKj{xcr+*dv6EnhOdDD`?$)lIOJb6M~gT32_2o4vZWekUK2WD;tt
zIdt9m<^GVm!1cb$ObDYqwFDfbB)YvC42(oZd@TL1YQiBkX%sHq8Uh!F)x=N3i6fYZ
zti-#_I-MpY5|%D>!D^~YSg!@CYp__9u-#<}kj&?<gb^=wl<gK~yrQ{_^GXo|4DY-7
zbmOBrnG6^*(!`m2piHPSC_6Ax>a;(q^}(K?OGGC%q>?Vp&cY|BGfPWhU6h(ZK<3@q
z3{%5O)UVh<mdy%UbV`T3pCOMbbazMS^AZ&<LtP_y+ky%n*;+WltU@3913}5@6=Ytb
z7-6Q&8l)+yOr(WKpe#0bXIn)Njqdf1x|p-I`nUu-_5QL}&9@wC3z!dI7%;4%I&K2`
zT^;=D6>OOnhLpw_qICNxK?-I=Oh4;HbZ1f~IZw(4@LC2L=6aQ(r|t~VmBx;lz%|j`
z`IVvg=J<ZK$-4!j_j?I7+aH&?u1zf}<)`NLUe4;IO4^2!tmdPfvhd`|fBfn=i<*C*
zmx@;uIsVc3lbU~%t^MHl)UF^l*g7Iy<>?fH)?h%r3?m7=Dp6vY4dppgBMmkCai^aB
zENbSGV-AF$xG4fh!bSn*J($U{$LTN=02$s2&zwkCL?0)Yf|r|LvOKmW@M8mDUz!?P
z(35P?avo308+u<9C`(i1xkK;JCH4b~*hp<@mY%%d!PUFV6vdS7B{AU1I2n)62tdBb
z+cTK-7!%h$_Z9S>;Gztd%wXfUiXh@rz``f*8p=xR6c}2WP*4r<iIRu{;&+CV1-^b^
zjPM}irmDnxKtXCCzM4|5ofjOZMNgHjr|Z3=c|x21Mno6PT*O+9q`{dbI(uibE!?Q^
zB&+gC)Hxn?A;!<~oxC64Ubb+hrl|CxF$3r@RB?Rpcq)4w3Q;o#M9q+&y&hVv06fpL
zd~5_-Zr|xgl60i}Y|$@YCQTDXdTlN>SRjpx%fcKs)CE9eL|faxR5^+#`Rt+uA|D;2
z1uN^-MQKv;`l<#&ZcUSV>F`CQV`fWYio$h;gj66}l6H~n0{e_B&m^_(+7Rr`v=;Tc
zWHy?2#S4}I1eI&iVABF0>)SC{ZCScTlf@cGIYL?VJ|s!Dm@5Eo-lba2QgNwIprFVk
zNrUSfEnI$yxIkLQG8C;B7*3v+{*338a#vITN?$3o#RV=!)8z=A@J-6=)sPPjTGxh1
zoc`<9Q5J|1B!T7F-q81t^}qsdplQk3$Bt$W6vpEKkB?^FTcJHgZhdG^zStD216Y-k
znlIsY1Xcz!ggFgHULgHZ*deb_&>ONOfFNTbJ1U+UzBAxV$RM_pdHZ+k8Mu+T84vRz
zm)t`^>M8Nl4N_9%JtwMo^`ydum+Hed1hI@=u9;!#)k~Eqa`v9dvB?XPA9(iTk9_OU
zbDdlt{qYX>Tp*th{IDhTj>Pa@2cxW3&csgLhoVI48)86g8)A4pSNb(jZF0we*{e4+
z*qLtPdSiSWVopYu`%e{YwntHIwqts1wv)?jw%6I%FHhd44;Z&-?S9mL_D`@8p59H1
zif&svDQ&{t8)Bbpq}96}ak|CVIi*{EYmd*XJIc8EM9grFrMzH1DxUo`*mA9b+eUfo
zr4p%rOeTFDCIe?r_fB#PuVy7GWmh+4N6bdtmAHk@j+k23k+|N*k+|*cAMOF}QB3VY
zHbw}d+X(1%^q3faW)N`(vO`m*1*FL-YxkM<Gq>OSa5Ij@LUfMA%3H@rd}&Gr+}liS
zUT*bf8sN_1Pdl@?m-~y^aba|Wiw{oe8+cuwvw>AwH|cF&S3)X3ORQ?wfhU_PJ$VFO
z-pwMH80|jLCyV&TVPEMsj7j_ubWxFAJjHWkx4uPgUQZr54Ol`nINWk=g3(<^{v;+N
z!=RKN<2*0Ra{HcrB6?^=L@N19;pu^K-T}Rh=-ZY}8>CXp!Q@F#Za*YkHxhhZ(eXGp
z=$fxF*_j&b;n%-VFZb6(H^r>!E;dlhKQLU9g-HW86)%RdrBaw+MjGgq@S{_>m8O<i
zVi6t>_r2<eB|=jNr|9e>HR9~f2HKW&PMEK0fQZKNd3GW@Jfpum&N=J^8?6LrHlKzh
z^eZ&&jhupUQ7P_VKQy3QX*wzfp09R&#}!^P20lDlTA}r{(0hmMnp_tW!y-FpEm7l%
znqhFN&ySq(y~ES{5z*3r+u-s@_@RgX<Vy&w7$Kz-NjlY;s&jIqPBi|y>iqY-6dP>a
zM*MfGdX>xN<C<%{xx)u-t|?S0dyS7TtE(5=8@o1?YVBZ&ZFi+w8@zLzX-Mt(;PS@I
z;UHfnO%&G}Q1ypd@~)V`yGxv0pspa%rL+4u!0*bx!x;-5t*YYqOy*9DA<I6;eY;@Q
zUNnmAf;fXRRJoMMcaUS)VtcU^Tc-sOIh9B@rB+=VVXNaT^lq+8e&J(7Mm$>=8$3}?
zmI;cmEL@ml_G^kpSsp9BkR`&Q`ndY&02*}5S3Y5jzhlI|2dl{>HbP)483>zq<;a<6
z#YdZ*7vfsrKo@N<+`T8w!EUg=7?swrRz-i#idI}-b><C!l!Fb4pbG&y#qERKQv#_9
z_tjiKP6@<+9;m4K#a$X*%@f2g&5%*6NXDRp^dsey&?tXIT7C;(WS7pU{@X_D`Aw@0
z{sXz>HpHwI$sJoB`7}GKt1j5zlRT?Xi96iBfw(qAe#J0k^j6m^CiJr*Xnp)zd)Eg^
z_Cvj<B-Wafivzfpsxc{IMIek*z`Nn)G}Jwr(CQlCvMdwiS%6VW(D0n#mBEdda=EE}
z1L-ZHb37YA&J#iR)LpUd{o~fF$KWQ~b@6>Rd~nbKf9sIrn$>z^My4{?iCMa(7@PJ8
zTOo|hEhyp#F5)IT7FW}4q|iNw?`is7xeP7ebQ#)rbspnl!5DBr1Z48L!1|lwQ!ZZy
zSf;O%K^SYGSW?k-1`=s^#WsAO68PcI{r9RAZ=B?znNo=a>M%%uFxTb0V=$5bLVH9J
zn$k5DugkzoWU-LQnOxL+(rik9q;87{VPiz`Jw?@<TOgN*>_hxA1PINU>B2Eay1ufO
zuO5mJ+4~qDiDR3GPlo4cqSuGf6rnX7Kb+U>V|PM}egya3U7^1%B0Ckw;xn(FFQbUq
ztKq-i&`0>5<0;S!e+5*du_%K@V4cOh(yr7of_YpQHnH3L6lbypg0N7D^U5^c-UcV|
zE}Qi>e))P5(43F|<4E<;LUS5#_{HC8QTCg~1=ZfSa7B+U`_UsgS9{%P`C#bpm)dYs
zP}r19u1rS`<3YSrUfyfk{e`Qweu?-DKH(an#Gn`47$#@>a+^M_cMMS9<K)~rY99)a
z9?X=G^zHOsa5hp#y)&ZkgW{WmqB)}oJ;)EY>VKfzk+$W`I(bE^!5Q>Ei-3_oqQ?dB
zqkBzTe&DbhO~h%4k3!C9>jDb7Q_)p66adXetpr{t>D@*ec^?nxNTLOFDM3^sv#f=T
zlSxFcL2O1^74LY$S}U15w30|xnE98%I4(y7VoLH)ZdgcP=E!=vKbn7vU5j9z=bMi>
zspVY0giy4#63ojVi{YlU<ra@2uJx~AcC^P2{6Z^Cnf7CPWCdk`J`70DEg6|l<oi97
zWhQ@3?hE0PZ5utPeY1HCy&i$>qT&FZiSLXkVUi1<<+@COsbt1|w%<EiD5|7E+wAN2
zYE!x>m3s#!RRRa(XksA|u+GS>&2(Qu<C%hzUmV9spE2NadmZMvEn{~>@0oyWifU7$
z{0C}ar)-q`{eiXC8Ab*)0?H`UWIBb-aIqlM<9XyvbytWP1PA2v@Xa$by?e>lxyan3
zAX*Yz#9#d+rYqKjJK>^CDHc-v*`#ht8g-7*n%;^kM1xFEA=3=E4r89?TKbSdQbr3C
zxX>iy@1Rxa@fT1p45hc`)RtFFg?QgG9&nR>Ev#+(B6QW0!TIfrl`axXTB4YpjXVDZ
z)vnS`ralq&t^R>e-i2=GDe4p%Qi03!IbLX)>++!Js<)B8QoWeFQWw%rYoNRt+a%Kh
z>NiG%x?xjEYAt;a&gp!bkmY2;0ZtGi3u{u~^sBpzAeP;cJ%%%t-t@Q)yB^Mu?PV6j
zeMg?Qn-`GGjUJ;^Tju>4?41UZKEgd795`?k-(tdl9BsC9DEH4s(~RQfhi2&CKlaOh
z&8qKSP+k{hiH34vh_9m0$ykCucnwnt?V(W|+zU)tJ_pH$?GkO;B8aslK)#ytjBPnn
zM8HpyduZLg3dyr746hkn4#B3(=635cal-v!h3Gk7>o9Kz@Zp09nqNoAD}qrGb`dBo
z6`-kY)Y+)}U{+bg9OW%;p+Gn_PhxERV2UiwdOr28)X1!Qt=iiyITl|OJ7H88k4&xO
ze7Sw{2g(=seCifQVsaHx1<pVl(vLSDmJO*g1?|Xc?ExM2eg{%~q*L#|0`HVB$$))U
zD>M2o2iD_67)K~YocU-rL@|2&ZSr34GY-7d?hoQdL5f~)8T`;$$vw35k*nlb?7qua
zp?om>jf#okuF{;7MpmmnpEMV%%s?>r=<l{8vc6o<SV1%$xJ$=E`{vjiK!Yo?b{iC8
zjKmAgpTC9q%kKaq6)m6o4&=*zg(pObjSMD9FVamKo+seC^*fQkPTmVX^LWT0s*zMx
zJg8fwv4m-Q=96p_Qvw?q((ma$CJa^ZadmVYb(rk{uTBKlZ|ZWaRdKzF1A&9KIYwWs
zIh`)oogUAti1DatR9lZQPnx{t6Srcu#+7IwZGJ!S2m<Na=73dOkkrkurJc8pzo5ln
z11#|X&M$PXq!hkAGVvTmS?)0$+sG?%cyb9TFx9w2)L*|ruEZlRpOQXGx>=)x<0l<Y
zlL=Q7SLx?48$?YX3N3v(6#=LZ%;K}ol-^4}ht+)K7Oy^~q4pi}juUQ3%i{g+xfU^7
zb6X#B(idHI0&LdTv38`}BBGk$#ma*1W6-5m)m>znvD;~jqJtTMR&}+d`DBQ9ZyU5?
zS=zoX0xz`I7Oa!7>PwcT3!T`&nFN39U~Me9TbjRoa8#hXolyb4JhnTNBI9<^Ptd?p
z7Yw~Sj~mI{G((}*TN&1V2Ykdg;sev*Ptmm-*RZ$bMc<9guI`4L;P0ovY|3xxmic-x
zT!C;-YY0pR+K0$;<$T600?zREz={+AU3bTe*+9Vo=JUh!<>?dfHJhirR8O#gfnMBP
zU*nPqJ~sFj@#+5IE=f}WN-|oyloEtJzqsuS2v5utFN~k-Q&b4)r-l9I4}9DyBOmLh
z4o6`|l^(*=X7Rh6m%Zsrl>8?+#}6s>dK>F0IYymStAdfmR4yCud2O@4y=01_1xv;^
z?Y_dkZj-C3e;zF`p<=k-ylAy<|7sp#g*ogjhFr`Gq8;mX0%xjXz`XE;V%@{!vU`Js
zFA)7zaf78YApHqbZ6cUycVT2(bQvW{%tpIs+95S;ZbsUf57e;?WborcvdodTh&^8C
zXKIN^1rIG-s&$4N3tcjV5^bKiO9$kOv+Q#=u@DpzVop6k1brvIXOh~r35}IMe``70
zv^Y$xMj(1`e7mAqm2dN+v9~CkYsijfZW1o)WBy7Hj>8BXtw6bn%M=uDP?5m98;zYf
z_fqnSxkVlkYWd=zjN=$>(|7RC5}Mfu%F8PK-fy*^Ys*${VxR1=q$HA*q{6kcmqj!`
z6YESwDW?j2u8OzYx^`x_GeUU5!7bnX#M8kWmJp;ajLEqys02msZ9Bd8C2=9vqney^
z*?NCHm^j`-)M3pGSmLr!d&hJ_Opr<DI~oiO0BA$KbOPhN{bRDJDVBi}P}i!^6)iwZ
zd_$;bKyLn=8L>9ow8qu{AV<6tb`)?xHC%^$umJBJNnAgq&ca%@-Oj%v$hp#Jy{&Sf
za!eS*I(*zVC_Cr_6n|tCYstJLfxM%K<-fLZ+v*iea<A3il(SGc$Yg8tZ3d;H>J0T2
z-`D`nkwT4(+?ZKHM<yk7gISB%jd7+MBdMwtNJK<>1Ve-+tBA%JLCyR@sQ11)6rmFA
zTkGec!M&_;<p*dh$_}gUUC~CAOGD`Qj43By?G|YJ`|z9=x^m9+{e;&asa?W&IE=oI
z-)tz7@)Hu`Lvd4cLO71&u9{NRMpmMcLC~E*hW0;?lv>x2sK_O=jX)UJEQAU1@}<1Q
zEnt$J4Qyk{2YC8uHob&ZYu3T(n~WsrxW9W55HOGyZzUxfns7f}Gm}bM;QMUFEt%v-
zZD^2}oCR^K6wlzLzoW!%i)f-YfV8S1^hs?TS4}YK$97hC@H5_y;SHc`zdZ3HS$~t%
z0UvRw8lP|Q9@3_FUfj*4c4TNSW(rQHwoRdlH*dv7gx)t7-&<<cYnhD+BW`2Kgc6nw
zV<r?|0vSF*>>(Bdenrs4Nhb)y0@f(bRtw^9zS~t|<PEp6T7{+$WalPy1&s?#czv76
ziPo}fGd!PfYGisM3&N$kYN@nuS|&mI90l2R(UL}UIJnOdSeC^fJyG#nMc(FG)>c?t
zuzg&b*SQA>Y~Y!yfku?m7AC{NeTU=Iw;mv23pxoVRCVUL3<VcLoBwb;nxCs*EaQ}`
zM3h~{M!JU?e6X)iS0ed@fViM0a4n&4z^80#mo#xM<da|Em#2N&WAVWc2hX^zQ0R1)
zAw$_aq`znqM4El-Vclgti^8yvwmuapMyK7h3BQfCLAf1-k1fKA)@0#fzoxg#B$b9e
zSrdn~de}R=dxvNkJ-5NI!hQ=(3$x!Kzrqr72_2X#9$9^+l7Ym^NP;DE_Oy=+;+CE@
zL>>*nLql4@8aR)^)beQCTuE0!8k!_PRI(nbl1&3QRbQAz)mzC9ZeoXtlw0gQ5LCmI
zG5uDC=y2b2vWykKG&%4GqEGWLOmtL5tEiYIBVNK&<h2M-h2Kz>)l}dK<A_cV8@Fc?
zM5x`RMTE9;%G^3xuX$<H!cuI;vkz`FW8=oa=?q$yUzby%CLC_0l*5BdMY;}^BU+po
zLQ~kDk+z9~pflu~eBSL`H!B#gV{hPzT*GjVyHZ2g7^doAUYillaq7|!lAYIM5-GF}
zNzdAanUdN(GGK6G&I#X3*Cjumqvf+$<j&sZ7h<ePgnsE7F9=D{odQ<;!2LcuVm(dT
zQV^ZTnGr{k1ugn(&-g3uBN(mUm=1K+IG;@^ca#jQ3<iNud)dqxWg~g9n#Tr91NuE5
zaoGI?z-2Z`vbdyzt}cF<voUVY-|2LE&EhM%g;9TD+)c;{qLwrsM7tq@KWV)t&oLHp
z{$uq=hBZ}x$b=NrM$(2mNZA!QLjc#06%vP%Yj&~$F8;-y)7Qj1u#X-TxUK=uoOj>`
z%dX0aLtQ-NB5-T%EwfrB36=@zd~0sJ*7f5PVN37ypJZLWqxENE$;Pkv^@{8=M$sgh
zo>O2b-E;DR`Z86&;Et_8kcfZO?G>vz`l29h6WXeLNqA8^$*w0U;39L!s&-p8=~!@n
z=3+?82u~JgXsrsuFGT53x~VzoV<6#X|E;GKj7`o`AM*s-Y!xv#L@oRB3acuyOv~NM
ztC&1312hB$BH6tqR>|xG7ju9I+Q)Vz9gJt~&a;hS{*1;vjU{pYQ>?kZPvh%WX5nVs
zf%)x@$dQWkj$27%k|8J7MOWHSCZ;1dD8*kGr6}uWNLZW4M5zuy(VxSVn0oBV$`8Y^
z4(G?mGnPnnjS0M&Z=t%hhfVG3gYg3&byy@1Znz=xfk3~K1(Y{T8uf{e&-XVk!)R)V
z*k?}XLc#UPD3XtT=x_6|ys*tbfSaLY4Mfn*1$!@mb7OEw7$`l4+osVjORMguHQ!Pn
zl)qu^GcCdV<STg)2+usgaI8y)S^PFZ_UirWBFi>g()OZQD;tZK+0j)an;mabeLoCS
ziIweVW?(V<{((}>K(fgmR7tt-tN{i*7*QgXPkfw{(X9m~N##z7r!fO2QfMam3>l9^
zxNJP#wQWq}=0GRs-ECu8Sy?HfTKQ)P)u_{h#*42g7fnmC*y`*PNW&8mqnVjrs5HtR
zS01r>uMFkZ@*JWECdXfAZW+E4p{JM*F8g{)eD1JGZjF>9YYbgs*?Z`XjF`|DrB$y^
zZjpE@CB2Z_V<x5;LESX7IrZxMYE$xcH|s~8-bP+&oECg7ofQ*7kz~E`E3c>3LVcG&
zZITmJzMSo-M4f?f%K^x=%84|1Q=kM{2-!ikR9)>tBKXw3N@oZf2>N_Ls9O<feS^!4
z6&BxIZL?nG<hCBOciO0!cv{-PM5@)NUeU5oeRD8NDgEhUprta1-#rwtIuu4_<2DKL
zVo&bYW%J@QK1nx!xY<$BX#3zPl<0nX<*YlsY-^=GS&dp5o6ZzdKdd*hr9JgUuf5J^
z325{bZz%@L2%I*~t{OGvBSiqwTz<~*Et4e?mqgH26E<!o>?VxN;y`<-I`M^NDxqy*
z;&Zks1DceGN5X1l4E^!SY%@bFTaG?^Z$ve?&nn9(97^dV%bvwx-F<wH1;x--AM9lO
zsRlEE{&cWyNZJdRnYVBj4ULw?dYG)m+{vw=+zQv={%ZGPB_dgJ27Pp|N+U+YhssQt
zIA>}~IF7vHt!|`3luk-%P`>98HYd_NeO>aH{65`G_X2X$m0%ZYH1E7!#ZqlGrO_2B
z7XALgQ;H+D;P8ie!w8NkSl$+S5O=Z~g>r6|+hKrX`PMF6V_5IEx5qpiwG~PupW<1_
zpeLnMuy(QGv9USPJt1P}`JhWy>Qrz_t-31kV2^|vv8@BzRwL6tD$<3x<Z<qct?OZ$
zXx17nvSK~PVsRN9JK8*rmuW&tn{#wT==OWn=ym~Tr@u`y7Nt2YV6hPuF3pUKQ=efl
zZyLVF>hZ^kfY`ps3BrRPxzk8uVH5Ts<E2|-k~~=r$ve(6JD)&?omLS$V0tB07hLM~
z3+#m#no~Yt!W38%`?PBvF&|x^R=!u|QaoYrQxU0GJ1#K*{sS5Cb$xVhL1UQ-p&mO@
zC$M%-KKCI)Hn?a&#p6cQTSUu#;}ZJYfHflBrzYV#v@SVgKYPqpJoOoBQy0Vv&J`U8
zzP8+jyh$JWM0^=z_H3PYJbAM$i(u03itv!)@S4$uBtte@dfg4a@bCE-N}bGoP1eJt
z!<1%8wOVP<$AXhh(s2TIEg|1j!CKj*EYwSD``6LVal|6;OBvCTzOsrMZ-ebE;W)fk
z0D|S(Mu60{bg_dqU8#@}5$BmAl3-JGSkzmR3n9DbiqW69x`7(mk|k=?W>NE4A&nnk
z>|p3UzOqU}(@M-bo@0&c<S99%1f7S&WoV=^&{qmXj^a8a(B`B5NR(9QL}NzKtU%@M
z(+Wk;rD^JXBJP~>;Rbd%4;`zINQqrDU>017)`YDaSVsDhI_En;e%+|vKlM_%rpFj)
zIaJp(S#Ya{b3A5=D1}ifrB{4kpo!Fen1*Z23$cfcvDvq#)_#hnAFcDsTf>f_7n-ZK
zJYH1BPf28BD&%U9$uwxsVQQf0iBA#GXJue1clz~o5Th{spo9(9K?~;U+gFa;xlvPw
zTHuS5bp$@k%SN#V`fV?@_cM|eUk3^@pr?)aNG&vZdr;QCsh=6%KD7bRmE?zu?XQHk
z$TH5PlS~Vbt0q?i?w1ZBk1?4)EqSO`CWzP?zvi@F)4*KSQMX*yj#sw$MdfZS*h{<C
zjL+?5$en8IBiw3UdQ)OLf=?~#P-={XabIdk%7jTQvFT@{Sv(5M$TSTjr8t^8&_r1$
zzSh;`XBpt*D3hD=*PsYvtK(@lrGK0(+5T+qKWWC8AIscuWQrBW<DX=RQ?~N9Yqai~
zL0x&EJ{?wPye8sSE6jbjs+-{e`fOOj!t96c1Mn9FviF^%Ftc!s_Frl1o-Fy7g&7n-
zzs=YzcI`CUb{NwLal?stu-<}T>lWv^6k7vzv7cIk^FKUGmP~TT$>E)%*b`E*j7##N
zSAJ!ZziB&NwmIo3E<VZR3!93xr*R-XpO{$%P}Q=@41A8gcd428wefkHD2_C{jZ11l
zPp5`fDsx%tG|9rqeL3n4(M>PhH9Mr5X*-0tucJvAE_*0y-}{m#GV%TB_2{Lq8N}wk
zqwVB!V^1NFa1iATZeZxu3}hdSZh7NHuHK-2+D~E0w8IBQLCLyv=e2Rl>SV<E3$xwH
z4TRStCw$`QLq*C>AnS~7DI*cVB1|E-S^(D(cJb@S)ByaEkt*(wT@$VMIP$qVcqDiH
zcxxH^Yg4ODy#bVM-`JpESBJ4*E3kR6%OFD!1+!!wbhW_-BU)a&3Pbuv9Hq;3mb@N)
z^)5igTwe;B(wY;k!e^CVGj5-)+7PW;1zs}DupZnj2i7cJWeE8u)u&ir8!ygZAKTDr
zvR{4wu^##7((H*ZM&`?JYpnrb007+E9~%o(Cky&NmS=k_%gAjppfsOV6nd=$#0nYo
zl&N5ccJJle86bLC<GRIeIpMySjJP|yqyAKL;vm6e^f==76dR2n2-GMuMGb99#k8#8
zz{tV*%sTx98xg;kXUK=5EJC!e7o43He0wH80WgDA1E;=QP?f)1knXctF!$PpID9rl
zTMhIhQnhp+QSXbqNs9X{(U_}E6@owwfrPdcbtCX$n~AUH31uhJX8Zf55wR>1N&<_|
zl!hnpr7~N5BW&uPkr@|`+mtKt+h$%g?uiOHJ(%_}R;&SNCoILG(eJ_dS0p_W_fTj0
zLQA0sRNKvaB^_fqNN&IAcD-=I+BjB1@i@e%^;sgzPb_LCIj_#Zv5?I}@36@?3HpTA
z8LE%_P1%hdM5<EzV<&#OVl7Gm)zH5tq!cv}GP>(MctGV4=T3O`J<I}^5VeCDl2y-A
zfiI)I+;dK8*;prvmW}S~kiqN8ag;me*`SuW#BrbFy}@J|%XFN;{(#Bsg?YmUF7<Bi
z{9(<SSDSSCkoy5Ge4S3&^RU0e%izguxq5&ojXfWESVdDp?Jgs+f`=2oUeApBvfxv;
zxyaLXZACdnPIbAL5j9m#!k07{h49a>GHV~ec@JX~r1XnZ;6L||_#R%t{51_2ma+2#
z-@-rm_WDa2{I>Mo`jZ577Xz&5EobmVlROuVWIeAKr5Fh`<BuR?2(FcuPr}0J8c;2-
z8RI1i(8lfJcB*sL6wVy!gU#0YxwzGBLm#HGEq{cv$>opDs$w+|(*fwtElCaUE1Y^`
z(2<+b!uykiQ0r>O!O@dNsI*hbnU44>yOhs;TI2A3Si0@uvSj>HPXK*$+FJO{Qth|I
z{cVB#&!lCDFfb;7W?;5sWME)oU}6#=z|uzoD8b#_U4WZG!m&E|0U;w~2S7n!V7%Z5
z=r?d@Z4v;GK?b@2;;_l^K<<knuy4f(fPhgz{&j7G->Mh<JP-iSg1?>pR_EaV_j-c2
z>ly!t>jmDfXZnxV|5iTW=kc38`fsN{b@<b!pIw|oqSu%9O{vT`seV)IA4jc!(A()B
zUHw<c$g9;K<Lzy<x7S~x*|(3P^DuL;b+-Ex`g?JM-|9X5Jbtqd`As~=-wPf5d%gZj
zu>MZ`vts|cmc&0=sr6U;o%lEY%++cEe}B97{hRf_m7w^?QR^S@5A3&8|4$zMRc~XE
z-#q$nKK+#m{e$_tSG&us4o!9d08j6)a+m%e!|<nZKc#3fuk9C<2LLVue}y8P{$bod
zL4S|YU#+|7{u!hHoYjA2P<wtdfA=T~(ejMK832%&_|-Vh|6~5ixSt-q5W6TV*a86i
zZzVwfnsp&uK))x@TeXZoW%#>Cf6bw%BA~ZE`k(#zD}h)18}ZNH{I@m)ekcBOPyK5f
zhQAZc|J1ktTV@CSPW+q9E~iWs{4KM^|CZSm|G@sY%#JDfslk8N?XP+8?GNTZEB9As
z;Sc6NYxh^?`48sr>V4XTi-x=f0M5LDen}m|(x3jk_0>O9=cnZTaalg5SpdM=`LFpV
zn*;oNBK#%aenL+P;KgMd0KhlNUt3xb0r?$b{(DQL!;|l7s{nvW%3q-pGSJ_lx3W2Z
zn)mmt`>PH?^S?p=Ew}&56#l{dFEJYagZW=#bp8kP_ZacrriILx0sy{{zlwme@YA1v
z5hLpU88b360N_R9*BBv&fc+uDKPmS!Mw`!`x2kWIiP|H7g|th5LjNL0KS1(O6W_j^
z^4WehZw?&%_m=*r7{v|$2EDcOPd)v=#kKwq=6{LN(jUzK5~J5Yn7_x!{ko&TNg4oP
zi~UtO;*p>J{EHYdCHFdF;Q;`#pMQm#F(LjC;cqc|XEVSJ`!;-0`2Pw$vj2qsMT`W;
zC}GbX-oEbM2CKi05Hz7bq5mmHf{(vJKPy)K`(Gx1?MEhmF#k)8!v0|Xml&1(!Tdc&
z=8(vI32#5u5$JwR)QSJI?Qe2#eVq9cpa%f><o>E$L@(qYBK!?v;EXqR+X4W{lz(lB
zi45v@=wHNW$e5w?^({WABELdoP|&|a|0PC$9WSp&q5r5U_KyhtxA78n>^I`yjF-Pw
z82j^=puj({|82Y^82@SCKlk&W7XDhu>(8b{{*U>a<iFmL{|QyX!u<9A{Lk^?XM4Zi
t#r=uazxyZjukQUsf4!yp6E%VV2l{3z*za9I03ZOsd%H~>d3y^0_<z+0K5hU2

literal 0
HcmV?d00001

diff --git a/tests/data/oct_single_volume_zarr3.nii.zarr.zip b/tests/data/oct_single_volume_zarr3.nii.zarr.zip
new file mode 100644
index 0000000000000000000000000000000000000000..c44112a9722c09cd95d9130a30cd66a82910e397
GIT binary patch
literal 522282
zcmagE1yCGO*DX530E5op8YW24;1CE5?(P;`lAu9?4UoXV;K3od3@!;4LU0%?xVr`m
z5+pc;AUEIt-n+Nnt-Am1uI@fnd-tx>d!4m<pVO_Q4#K7Y{AXKto-_Tg#{YZ5`gi5$
z)A?`h0{<7g;D2Ms{TJWW@wJ!Z|MbE8uRauR5+2$C0e}HK0094=kH5{^x4cfCZmuJS
zL#`-(lGZcI{v8fxNB=$Fb0b9uLRV*emzSv$y&ZF_DYG>2^63ahYQehd6O#imRejt@
zQwiUGv&)2BV%wVLPdZ<546vn0(*qMIYBrlG)##F54H28Y6L6>b8FR)VCpYqDV?dP!
zE1sD24G8CIK#Sn(OCEwsr#N#VcC^*<k?-wJV8oAut3U1Dqs`c%shhE9u7Dr?938Ln
zQ+UI$x8mtu{w?q#b}+x#*L05iIUlewQ-UNEsC<<-BbfEt9L2snEAKCTGT85MVe~{q
zxKTZ#Z>-Dn`})!*yTIk51%0c<$iR~KHO0p9a%&qjiw5;DzjTq^x)Q1x(|va8Ln$Hv
zdFWYM6AehvJJUmIT*;+6<yAqqcd90Aq8jIY-(MZ+4v%6QM2KQ3zo*i9;}2<@_uR9L
zE#QA0<>S%_gLe_IC>wUUh*)mFCJtHg2>)ndsEagU9g8TbHuWY}zw!M)qmBI!2?0L4
z{|&1N?3=ew|6#TIZ?F*lm&gA^D^_pGwTqwV{mxS^X=A#Y;F7yR14A|sbp;h2UKN~+
zA3H?}A2l6@<TtM8``F{EKU83K^pSTeUks#Gm{$JSSGMa8NY+T8sUen+3op|!dBX&<
zeLRwXn3EJ^?ny->vHe{6{q(LiGss4>^k$cz!&%L19YK*ids!K1`(v0bkLCBK#&B?W
zYD|q@#(e{aDuWWkJ;l$x(1Utj);3JMTFzv%WMN#Crx;~JQYaskL*c5cg()GTS>i_3
zCcIxIYyfN;hQ@ate;!qqckI01+i^W5?eDGnV*htlNTZO&y99o)aE_|bmkhBxDW9Ct
z6JO8pFEk#FGbU1ld_rMN&+9*wKjn7&wU3kI4BwBVng5gdKAhg{b-c%;l8Lihv3a4b
z@#_?M-iD4BF;@TQtpA52|H=A)$HV{6=fC6PKPvrK9D)Bf(*N@MU$OolPSRN4bl5rp
z0M`GG|8Vj@eG>S$^8<8csyeWMiT}pHf9}TqFAti3t!_C0p!DCtQO|dW{*U471He?w
zQALx4q?BQY3EI^i5;qg}7oqOL#&m^eBaFGsS-wrQXMjeh@MyXRab-xipzr()`S)#;
z^$z7$80^E6zpWu}h}S=uPIJr{Ej?J8ntsvO#CFH_!<K*aCdmg^bckVV_An0?ZAEQO
zfD!GGk)8q1EuE4!Q6Fdf3onW{4F2kiZ4X<nYuLM7Z(EyLCq2!l!Ij&Pt4Q1mA<O0J
zC1yB^K_+(17m|=rgm1}sGJ_gSg5~UAcaczMhYTkvNIo~j_@9AD3`Xk8U!{5b^y2hQ
zVol&UB`}tYxtLD&6sh(lN0YorxNV<8wM9p5<9RmI!{7O`mi`WG{j-voU3Ca=82;IK
zWZ0F3uut1MCsG`)`|4)4eabyGBsS{bcWFd<&-;@z!T@=`w-boETHCzMeK@sR4axf}
zP<?rtCb^h=m-6^jRcc6||CTr^G(4P-Xs3q#tKv~oR^QLf$&*eQ`dL|QV9oCSx;}=z
zFYAY(CE0KMF}%Od>#cg#B(QAyxvaA#Pz)%V>6FvY#J_G!X=_qZ!jE)4{G~qgp^m35
z+fJ~avWRD@Tr`^5LHC(4N2a%IQMQ*hEgsXSXI0{#`Ce$5seFOaSW^LGvE<j8adGW*
zo<Bcn28%taD?BlY+VZjZOdtEb>cAjdiSBpRfs*SF59L|G4!5RlueY_mx^ah1^lq!4
z#oD$!EaqCPoCC)+A*{aXOZy*ZMhWbB>PCyZQql#BwaWoNI<Nesf_C=DPTd|~*+~s&
zwI$D;y72v6Umeu`^X&)ot<WvMFpM}t^i%KZ8^$!0FJNvo4NyZU0j9pmKhfNqIaa(#
zt$J*koOYT1hL{&yg0>CM|79!dZGL25!ZR+eF1dHePkY{vYWOb%kmGMPv3Pka*<oCs
zv%lEQ)!Gv@b&3d5e4Fk_{^n!m^7zDemJPwCem?2Ca&8)XyXd|+wr3Fc^mNU4*~7cA
zt&ytM_`7*S_hyziFQGnPd1n)ss|vkeD)0B%Ni(DF`uD^Qjkz*Br7tV!j?@B<+>^%6
z$IFj8ZDG9RzY!XJ`RMC}Df8_UP0>FRe9l>-`KdlhOFT^pW5()IqVS|29?46Zf$Vej
z&s;CQj8?wTE2ZGHP)pQ<{NCB8UbjHV1pVZ>=7V0@v>#-&CP)XcJ-#vt9PajeF3(}J
zavaK1ZSzPZ=5R{QBe4;+y7~dj3-|#ES|i-=-4h6azf<Eqjoq|3iAD&T^GFgR?b=BF
zjg&nSR+Eh8(RS%_wIs=;&~A3FQgLp69YJ{*2TO41Cwv%-_V?A$N5?q57m813)GEL5
zcgxh)$c@WcKC7YpwlN+_$JWnSZA$VBA#T|4%iBue49+o|u}oEn`e?C`$Pjg4&_=Kj
z?{!zHe_;*vVd;P`u4Gt*eF3+8c?|!uE!xnuV$%Zt^M1<<I(yf@pZVkQa|$c6eMHid
zg*Xf{gUUAQKD<s^y5k5X^GzSR1?3&G#{21S*A2gc^zQr|&JwU1l-L&P$THs+7;(1j
zdlWr%t98n1b(-0y{n@T_Pi!GpUCJ|KO3>{zV{SRuZ}?5%*^StU<LZ`h2S{Y4Xvc5C
zX4Qr4cceFWq+jDPh?)$#l1;@XMiHOYBfgQdXjteZCn;lCrBbR#%ZbGqSAE7l&bRY(
zwNLqYIKF+J+>h1m(xt<Q!jOXUrQJDIeJj&%pyi|AN5uM)&J=%xS-Y^X$N<7v$$>1_
z*ln)W%UM5PbrzdWd^P!u!vjs_=IQ2IlKeMj$y2e6M-R`W+SFU6+wlT}BCC+CPprs@
z)!wF-q~bD`(0ZbeJD(?EJin(4$ht%<9(+BSCMu@QsAm`ueEo!gjSf&vZT`koNt;8f
ziEn|^UiTzvliMfXqxZNMh>M4tl9Qmn;e8UK3I*F)<u7r3;XDlV68Eu-h&8N{JZqu1
zF|p)*r8Ok{hA*vE>@1yq^W|{XiQcwAHtS5%w_=OQZ|4dXDY^f0u$Aj}7SMjQkGWm$
z^OLNO_+yrLVHR)rv%WP;x7MLjWvEO|m*#g^yAOf^!E3<b!XWD1+sc5za{zPvyb7rv
zf&aXF`vQ@_OnX3T7Rk_~g%NqtZ6d*k#hWWS)V3aS4Dm0wq*t`+2F6)F8elZ|q7d0%
zxWBuGnb5&wB0#)4iG1=g-JzhEAcvEGG9~*OQP7z{kSm(aXf6=UCYhM4XJKmUj~?L%
z6{zWa-pL{6Gte%pnn#47-*7n-^icFs(1&?R_W!Obpf_}fv$$L_W;WCNjfBF_`kntZ
zmSgO5v-cOb&osx(wNB^bhID)-#?H9w*1kRZP-$eu?VL%e(VP;kB3;C(N9JI8v=3gt
zh&=WQ9Q|<2c#DALU6?>iF16YR>;$^>ib~6HSpYOP9%hXWmfI~`@2ixSMOSI!Ltu&2
zYspsBR@3Y~7iWWObdIHsucxId4@!6pvc9v`OISYT%b-rsK4e%6SnuoU!{CypYH;A2
z$`vZ~eDcyE1z>Z>j2~Cn3ch8n#5cn?oNOe`1jN6HWOh~FU~)zC=AO<neiGIdo1oEQ
z)cV9DXQ*0HQl-;)gTBD!0<p_6sv(i8*2of}fST@{r~{=}rRXYKpY)~v(F3&r%fVJh
z&&(gK-+mTp40q={NS(dn9ug{rONj1disn^zezzVo;c-dP2CL-hz5K;=c>K0~q&o4;
zC3m#+&$j5}fwZ=ypuaq0m#*51*Ikhy79lyZP%TrkWtc0|)u>`{PM0S}Im8WRMUl`0
z9f5A2oUpDi#s93gK56xz#xloVmE+0wT_|uLIGz^8g@R0o*(lDLp0GSIYc`Dz?tdyc
zp2EiE5{6eyXgXZWCGwFtA~WqP?dXk4Ewdn7^!GiaQ4FJprE?=Tu)M2v{ZVIB_kMpd
z&OVZ&m%^r>o=-ehR8lkTgI;eXGl6IWN~xld=F8HqL5`z>&nxA9hj%K*r_J;&wJZS%
zKYWaFn_PSaTz@d6{?Qb5<DK(tjj;=Oah9Ijl9;;>nY$A25|2Erl^01b*$bcMj8%(w
z+ujpB^W?j-zaNhOBNo3Cf4eXgbg7aX;v2vb^m8Iy(uQt5Y2B=EvAklpWaw_b+&|NV
zt~u^=%a?B`(T*06sz0qRtLr1Id5&e<34}Y8M!&tg#m(OX5M-8N2Jfjc66tP#Me6(f
ztAhd)f^MXabN--j=dYJZR7q)>zJ!n>lciAFXMus^Luelin`3?@ohZO6@<*0-gd1wC
zUlT(-+1wOjE>M|fG^%(4Gb{QCg_q?_#5oYwQrDb0MKW}5o1D~$nMl9+@GbIH{uOqp
zJobTy7&8}+X>{7lVu1qfa*ZDo29c;oQ_(M}^}}Z8O=aR!Xsd)Pbs2Gnr76F%8Y(U$
z{up+4n569(QB&>^ykNcW44n`klQq-jA-YG+N6uQa)`UL)`#=eNp28@Dt5m0y6GSQ*
zCn&BmZW9fLJSZ0C&Srf1e9(!O^!*AG_IWM3=y7w@xrA5}Y1nC&T5TP8BgJRe{?bse
zUOm=O@R=&1)s+{tJNfw11~xkP2S4y&Ah2KF?+f_vj`Rb*dv`UCHI$h{hN44InjQ~p
z7u#texvM<dt0KpL=p1i1XK&!ouj|P3&&U18^X5E9=(IkwuDgww)#l7cw9dWxlAV)|
z_Kj^bRlSp69P@ZasGRJ4Lq&&p<fqv_2OEGmM`}LMvI?+1YsJ(3u1AL_MB^$MBf8yB
zQ&_Z1kob|r#nxH(rC1$JxB;nv>~_!42O(fJr}39L3SL?Bx2>ka&)n~WMcP(f^7nor
zy-R`xg>5z7EZ{x0x#}t4RGm6A!7eW4{2h1DSrIq;q1odbyw2EzuKi6jOH_mlY-nYE
z-G6%s{#tkHRFLz@Eb0CvtwG+6lMZo(>QWI+5v<4#OOoheNBg>2K-&$omG~V0bmWIW
zvw|iwkAmqMv%;%)qVG)Jc}w35t$~UkPu2@-(?wEu8E;2i4xM~BYm;o5!wjMNW{*6Y
zRw-6XzWLa0no7IkRc1Ri;CvM}C$R*ZlJQQ5Im<g}B7hf>7*+&s4Q`Pw8ML@qk5G+=
z!)8wx3lB&uPeAr$RQNZWTUn2jovSlvzj1B~KjC@x6TEafgT00CA4WRTNb%6@300ho
zM7I&LZRXFj#+rGgA1oX{Th4PZ1xr4kzt{F+L_(o98Xb^l_aF3fXb%i!c?<Up+Xz(W
z;)Pe@m)mW!e!Trx3h0Gbq<JfsMC~EiRwo3t-!f4|FvCpA7J7Oldc?hr#>)H*#JPwZ
z4S&fveH5SC&5c+Gy(fCCGCcR^W~p@^>Q}=aP!}Y1-X_%_(P_0N<(`Np+eR9fu^-f5
zEMChLG3&uEG<)m59Wwy8uiK8zKrtI_7ifgFTfAsotkVwlZlGgJkwGPq=x}{N-hLMR
z`-p!I-(=3)pQ|ixIKP4J)n(6x;r^ZmA!K>QwYH>FDG-pbK!QQnE#o4~>X#X|SHWCt
z)8hrl9+RO5<0i%_kZGJU@C)|F%;xQ{F!#y#_1EGzf*S?Vsc&MhCuRz<J~dHW;a#tF
zhnJR-m^~ukSlt~QJutY{iikJIdGfEQO8&9DUB8m}L(=4jq{><I(ecR7Ur=x0v+x_F
z+NF)<u$!O257y!CyQS{7MEg^X_JhP4Sj|fl$h@RWHj|DDswRAWNhg#n@aW;4MKs0x
zFVug(Q0q&Y6dV1lcy)KWx^}WVa<O`>^!d%S_*0^fxZYKU))$>zFAANPH>@SUYR!U-
zBAi2?1ydHD8c>DT_gPk2RAgLaEOI6J2m9MUD_Shp-HW5p{Aj~drC`eb8!SQ5&VC)n
zm2l+ZkW5iBZSM#XaKdGKq@|j@C=p!AXeyFLVg3sF${~t@{F%dxw+E?m0?f|jf6@J9
zY;NISgLVD%f|c;kNQyz;pd1ui+j30)_1lw_$!9x5TnFX*M_hNo*gcBa4BYGEj510v
znx_Qw<VcEXAR|&)T!WgTxH*$KGO%<=Nh_`OFz$fA8pW`Eo)enn%;7&er6G4>(!cYE
zTT^{%vd(}fwnSyp;f6J*S|VLAetW%rxSR7-S?b2FD&?t{XQRb3m6Az}Fn<!cNSLH(
z$M(s)Jh$NeM2W?KlL@-F^oUqDpqaTyHI7975;LfNNIb&Zx^m*Xb$6p<OSt#9@I{hJ
z$n2Zg38h+zS?DC`WUY6s+E+5$pr@dH0>?ZGCACtuN-gJvXBfjS=Z*GVM-mD+0o#b|
zWa6|e{!kKSt$GyH*kc)3fJ;IbiLm~TW8`8@^zKD1yNv%Ad8(<NgS^TLRlUfidE@E+
zATq3;7>u=7{c-3i-xE|By-5}o_E>X}07aMWI}dN!dX4J{OW=!SnSt);zU&}63sa7o
zkYEabgM_=FU8RZ=dwt{N=^&3!pVqxsVrwT#0**^|7ONaHs{DqtG|N~|wAf}ze{U4O
zv)37vQ{!MQ=@I7AOdLh<LbsQsjym1_8YBJ+nEl=idWX%2z6voW9z$M*6;LZaiH@Vt
zrR-(71-o_R@SQp5hEJ!Dt|?x8_ji4#k!QLzom=nhT9;!xH=Fe)pR#+liEEK?xd>jG
z^EPWfQ?k~!hV2EYrV4ZK-@rB_#F;&4w)C0wv#JyBL5jM|Z*y{K78{_-9xjDESyCi-
zEYAcJRa)aYsaAa?jERCIxcfVy1C&`|gI1+chgRQAozRmC6-~y<5fT}d^j_=(HqiO(
z70%45zidCb!EVZ__^(X5zof(gK5Ji+z3Yqnf}b-;xDT7SCfwr7V9Ti@TS%DG%_-ue
z^%SXlS)N(gU#^W5wUCCxhkrwsymM0QEv+uB-&*q8Q);}?N0q&HdO_rvRkf!(_#uEu
z>S##f{m;$7A=Do{*naJOpZ!HMA`B7Y&wcKKab6Rg4?`R39JJhK?5u6J;yLQQH+=pq
z%zMG^?CIa$Yo_DP$yLWXlc&73v6JDB^@}X7Uw=-$9=|k|I*R?~`l3c|w)~?bt4-{j
z^g)sjb`~pf(V~f%HK>+*nWclT>w;sDgD@#MX-Tj3C3!~bHxe8_{=YIiUR(0|SZor9
z2`i+`5&dyo-1A!;XXMfbv#hK!nk3Hx`~|uwdhktmC|~_sb=4A9q6j}5Y*JFm<9llH
z>V@k!$REI08THMv7;aie-4|MpN{wL)WkMo$Pc}%1fD7J*l-49V?mEJ-@R<HOD7g$l
zw=E+c*26>4J?K3kxGB%{VC|tvXbk&e;<@*?Jz8xi+(9AjOvwxGSKwxc(Lc1>Bhmqb
z8Tw<>d&D%QC)N)Bm<;&tg>x|f0e}+w(G3K5^<n4DrfmMR<zR+#plR4I)Q@VuD+tv-
zgUV3I=ha1I?jH$<f}fq}qle`%$+Aj`e(331?j(S;2wZ6Zjb;Nnbb<=zgYG6#Xh&#*
z@<W;u^t$W>nKuU1fnNVY0EUIpOALS#+)(dhfC_#3NO>73Ra#LTxjFq5*9Ri;9x%WB
zONO1W6Tf~E64=G5uld6n96-INfM2#F?)z(5-(E}7bMeop7hq3?+C$MIo7YFNCEc|L
zig#l4OQsD~u7X;LgFcyD558gq?A@YeNMS{@WBUw5rO*2p8RnmCBL6V#=KEvb9IYK#
z+c$#bPW!x%(5D0~!>D#e=<T@mKo5$U7}e7Zvc}2bfd>8r=0RPa{RR*Y+eoOKS))&p
zmKoqaQ9P1x#G1VOpEcz&3D~fPLvrV6#L*?jXs(0jw@mR^(EIgZYbB_GA;G~1aD8mB
z))H7oYg=#Xosc~otq2Enak4r1)Ht89<?#E?a=tDV7dl+#e60ny`_-!dTFZNt0Z;qx
z?*SH6tq-KQg|UJba6r@h9vrz0QS{SCGB(0!^N(wcxIjsCsbrbWrFB_1Y&r}9sJ(}a
zpRdszLMWstd;rjw4#0~`@$~oB-~@0l9SGwKmV6B*`h<T#@))lQZi4>@-4MWUw}MhQ
z!UAaTchW)M6@abA{j8Je*US)@GZQFo<jp3j#6K)Q-MwGayq#k8O&C-_{)X&8Zweje
zfort(WAK1qe#!Q^&po^9$VYR%e7c0#M<qOtdd`+*y%muB>z%fsaNltq91}`t`h16V
zJ1CeB)!_wJNqex;Aw`+ZqWTUYpR+==VbhQU#;fH#st@2R_Qw>O3m|zs984=n?9T%n
zAyaeGIne|T-2SZ-a9p(Axh8=jA3`l(0nwDOvKoM?P74fAZU)t{AOSe0!6Q1w7?t}m
zI-g?V_K?<mHyzuv%OKec@LQV$OdQT-+qx_Z@pMp1UZ-1|A1(0#VEo}qHcz8f2M|iG
zAqro~aNN-n@LZ(T-^mfoqhi1opHwv0rLO)^T^83T$rw7hBa=7`p^Hc91cAx=rA^x+
zY=p{Y4;V$SLE)Py>sJUJPbvg576F(%W-J4LUFtYo1?s~2VH6D@%MS%^){!EkD7G%J
zr6)Ly@v+22@Ol|IAsFl%)yZ5Wfp-ziBy%6hCE35g@O2Otxh?x608qog(ey)h9hyKU
zz{Qx1huPzLcWioz!SY*cM=<UTfo#oDZodKStDpx%`X0_B>vzcS<DeUU0Yha^iP*0o
zz-YSIZ*wPb^IA`lXEBW<dzQD{o@Tb+#xnkxmU!}1=S!RQbHMy<G9yePU&6YpLwXbr
zAOhjnf}}Tq-M&G^kkcXT=(2Qh{Yt0gg>-oW4xRM%9>gCP=ePxAR(La)e`Fm_3@nvw
z1Ye+2@gECI?00S#f_r_y?=Fa2z_Rp`96D2ZsAV80F0vR*6c3I{0=sA8at(lKTT#Zg
zYucZ{qRJAHp7&TkA-5Oo8@|WQL02On6Mm?}xoZM^Uv?w_Y$A+N#fQH81__Pt>Y&?w
z9X`p*Q+}Y;Mg*u`==|+cI{NQ%H1x843;w8%X+=L`C}QzWe7f4}J@Hh^2GIPS0+PPf
zX-%yX=MAW*l#&392j^1<;rOEMgh;mXAh;kYY#9I1FIiddag-1G`J-h@=$E6%-Ea=F
zyE=a8%^VESaUWgKzh=|{+G+sM!In$zZxP_HZh(}P&c&@fQo}HicsUqwfGobR7J&-O
zGHU%<E88Q-6(g2}lPvqnOo0f<q1W8+gLFOtN4I2G`_acPEnuKY7`>ZBSuMl$;%;Y^
zG4%Dox-6d$NuRWinM7G92>AOHo#&YR(djG5M%;I>iF_>Q`B_g!a&C^-WoR9Fu9(Mm
z)Y(r4Zkf9uH}K;hSqvo0#)06r$j(;8@xZU(JYVqpHb205J9-*oE2u-i+afv@k-s#i
zDY<L0BRdX+4X1%RNuW2do2*sY!#^FX{%g-A@SGl4jFx2&LZydMbTg=sNn)7J`roMD
zm&ex-9fM9;KOIK@V|hH`5fpY_P{>B-yB<^?`S=_|!i_l+<2&Ac|1eqRi-r<FEeY3y
z*}sG8&em*y1dU8e5nozDkAt^l`KTp#?W!ahvXj~3<Ye4fK#aLI_tQ<K**TX7DW2Ln
z@QdMcA#FJP(C-B8ehV%-SwnZBRyL)nzJi`i{dmP73uxTx+yW{};Hl69T;7`P5<>ks
zX{L9$3;BatU^Lg-*D$;(28W@bTs2vc)Fark2nhQFxP+uX>jhZ-Bly;g8iSBA86WwV
zEYJv?WSXJO7Km7f)HnrY%~N9SLd<Ki%+HK@pCm(%?jT19XpDnR)UgbdmWKCdDexA7
zR1GR(gw21iA(1$~2RKO1uR*M3p$7-Sndz|BMM!^Uo!_xM(L7FZQ<0Fc{HuF;phE`E
z-IP|g*vW8|r}lIB-U7b8wz&K;<9OYQECR7+{1DdXdpva);VJ<jy1?)W;Q4tcM1^4<
z&6oFqY+%@L{&n=<1bTZ4bo=*5rNNr);S~;at@FJUzt9l|EHDeiN(VE%_dSK|>OR)$
zL7gz3!OO~7Ng992cIp>gLdM|$u46RjKEM>3LIo4ngRPmM5IWZA7GESB>~M|*uXK+8
ze!y-A{dBN4k~l`*w|)m<c7eL}<IGU6bBInLiZK|Rv<*z?#Kf-yyPuHk!QE?ctFbeu
zqH$B=U3IG9CmK4r-dzj-QIdeJ4Dzw;C!0W>TsZm+2*|v9h4f-LAC*BqjC}&xJOa!H
zcZ@<>5350CC|n3*6(YgzKEND&yAT|)cNKpOu&@RTKt=q)&9eX%=*t3l*#Pcb-Z3Mi
zpSAuOCJ5{zD5>)rb<1#|f>KQeOQr&?*E`7!p^=044Nb7E0K$t}u3Haq;=%)<2etVk
z_yY1y28$T{*xDDIP0&BhfN7_bP(iE>IgX-Q+;LsUg4Wf~t$%-%4gz;RJhXe4fa^%0
z8+EXAbZ}BG*t0dLSLF}x$$GJuo}%cBk@xT5*8}*kOX2_jm-OqwjKyG_(+ANG5Gbgl
zEXBEoOyVEKqYu&Q=y`J3wHm@Y`+Vi4*aVkO014uO#Su(+*}K$vPu9-}C%HT8fE*j=
z|0d$<XXs%=t?a3RBi@2j$iUdX;EIb<K8b`RU+Y{f5D|1XKKS#Abv}$^7=*Q7T7hbB
z0sMuKRKrM=gTYx0W#55h{@~y>G=ORW1VHewKu>*1(Dz`Zzq_43dUFSa<qZf9Y6A&A
z9e*a#|MmWR4%p)Afzi4LbcA`R_a3(fYiT`997NUS=D7b8mgIlJaug+`>aiNN%`OS&
z^ut(uj_~(mL_gzKLX4ZyU{jsRL}oH5Oh34S^>2SX^+DHTGQgdzXya*!#6IIC1ZP3U
zmtuthxd!CLzkajY$#>Bg1K!Glr^`LYdb9r(1*8V>zz|QQkV%LdbG~<e)}QI2O8sly
zxZz(Lac}JJKErpFfEG_@aCNi5TDjo3CR71D@{EaT?%^});l)4U;&>dC`4xmo#ZGd1
z2kkBkYFP*VCV065%%yVADaV<$13Z?PKSF<ZSo2O0me9e49mfJwb|5k&2|N-2mmsh6
zE|g_01Hj?eR{73I-swR~U1?6v<#72w^%1);clrZT@HySaY$MRy5ab?a%%5>LKS*N<
z6=VZ@v<SftgNFWuPJRO+KZC5WPZy<!Ax8{%VnN{GXC%YlQNdlPqrY?e@PuX5(-<(V
zKf3S&@bP@D?mtPYfMEv#b<Q!>Cu>MV0&gb%!HIQ^?y0quK)(|B4aQxvu@8<E)&lY$
z0i^hKaIb=4+%SoGhpb23YmjqLm;!=-;=XX{oKR<3`|uCC8}x1*WOs`}fN{cte;uH$
z|0a8Yy%g>(Bf-HiNtu`jP#D-fJ^O0<pX~fopXL9^4t#w<^<SaptGB;Kj&mUj<K~0Y
zP^f5$R5F+sg5O$tV~QAK0x@_nBC`X)D=7{bygv)?CHepm0hTF7a!-MdzMzh9zJrsU
zz~i5hGYlyQSWhH4GVhuoMYS&)PXKao#)aU^q>zoV@<YZ$nR83=-J_)@l>D!)0?6vX
zy?V6wv7`izH{&K`!xh}R*cn6Y5&=%XQjP&5?+GV;(5VjsAHWhOI8alwM!dT;r3_RO
z0{N<QoZ&dJP{(fSoH6GfKMKr19`^J+z}^22@med#>w8az*08vD_&|nMy4YS!d7W1J
zvqQ8o4c>)vw;b=iZ!eXXjIV6?fy^DQ?PrwtO|UlO+k9#U#GiN`iJGO>dX(5lEVEyQ
zrVI(cNw#I7>%q$6I!;f=Y5vxN#^nl*)-Ed(@K(gqmHoi3`Rb;M;D!->X;txKByJLa
z7VZX()-Dwme+EO@!7$KiT{d}iL00HOCizgt+Y4}o#T){@{krd?Q>L=a-Qxx}ppkI{
ziwf3|9iY=f;vs@5b+}$YN=o3bNm&P35=L!y28cBWQ2$XVCoUO{h7Svt2LP<V{sisP
zL^bx~s&&hxH}TwWL#UnmQPQy*W{E|~%q)DCYS=t>g>FHwWCnK~*9teD`U{jE!m^>P
z)D=NoQh&Vo_$0%}ncZ!TbDQ#Wzq@$Xz86kh*N60VuZ*KE6O)73y_#^4f42>hH(qnp
z?hC0cADTh`YXxQcm>)!Y9JAdqJ6)!xBHL8OJcr4i#1tQQiOZwdl{qC0gl0qynWj}g
z(Ox80nDl;1D%Yweu31Ic7!tqWEZ4#61^BA*a^Oh`F8e3ouYJ5!p;78DV)UmldlVv%
zp*eFM#v9(~-$p4ALy@5ZG90`}#KZLU!l5iPY!>~?GsXrNbwU!KK$J%gmwSsq`ugL4
zz20~Y%w&At_>~>p1VITO<FW$m=~AxA{xYwrpGFVOWPIW=e_fNHLp&&FdMEi015QaU
ztj`6E{ZXMjLSZs9AFCS6tGEG%EZiF2Hl@}x|0aV((LDr$*-p-_SeZ_nyN(1=43}6R
z6F51j<_%D|?@b1(gw39Bc~v5_e<9bkp3I~!P<~P))Eo>kT3B4)RBUyg>$~$HSluCO
z9ihJ7d`z3*c+60Gg1g7S$;62@Nl-*p73u8TXO3N!^|em2*YHu*ZyzhT1@=h3tni2J
z8ZS(YffHt6dwM)-&aZr#!UDA*jBELllbBhnyNRVyUHf9IZJ&gwsJ^D~+l1Qp$rbI&
z5JK-Evh)!8f+3R-*QS`2(NG)VSa{=7OARE|QzaX9;*Rq<Qu@3t!dUZfZ{Q$wluyeu
zm+cv$Y<`K8q165)g_5@}Wm2=sd)wj)%Zj{D*e*H0at?~X>U2uTM&v$TB!}d4vG4vS
z?jby+SfnIz6d^>vbaxRf{W(3fBC{kOmw2BOyT<U*2J!q6PT2XonuBG9>!|RhJe*dV
z09TYZHsKY`Pt_Hki=V;yxYg>A#qT?zXb~~8r(E33Psv*tFZ-OMXLEQV#$y#3PV$O2
z1Va?eMr40OfA0R;{pFxXMke_7ba5UpYJCw=-y&i;$4p2}I9HWy@GimR^V5o###>vU
z3YIZz@l`v8K;()$@F4u|UDHSD^0)mFel$Kk$r9mL{G^Wbd*qJE=el%-s^<}b&U6-A
zjuC&CckVASgi_x(wdT0SarOLlsL;YL7aV6CIgVVqNiBrSSmL@?VyeE4Pk6&;C#}V6
zV)Y=F1PurNj&rWemR;0dg;_syJs1id%S$F{ud(>DKKIq2jXFJeuY_A?EM2Zxh<a6<
zV^0)*ufLjNcH(iU*4j-@vIjZLC4X>C;9`85>TGPNe1Tn0IHUeiKBFR4J$#Pr6TYpn
zu!yJiK{(oi@wyKoi$}re4o``eAS+)3&oR-ka8p6|p6ho<qw#wA<QwGVPziyKPBJtx
z6b=r*)#Kx8fU(B|`2l(j&p=(dX%-(Tlee}pC$b-kQk4}7Nc@;FvUo9=8OCucyUS4m
zt`CuK0C3e)@x3n6*)Ga)O0q1<g~o92=vFN?E!(<A#_A-WxGLw^Sf9D?O7be)u<dT*
znkP$pwp`zBxlpuzDNy%+<>+aj>m>G9Tl+l`&cd(UgUS_bImi84jRX%iQl9ZAZT-~l
zee5=ZHc7f~^SzYIkGZ}9I5;`lI4GAGD@)?NXi^Jg=;im;W*evB<sZ$zIMUX8q`W*V
zoUN))A7*W_bhX-XAP<{cG`tNhJWnF7r`ow2X1b;g><L9E+V65uN1q120%>rwKPi<Q
zlN}dxV5+b+)O|Mb%s-@A#oN|GfYPXv5#9$R7vzG4hfY{;o+Yok4>CPBQ7M8ZaeQxt
ziKHSJRJRJ%=CO64Djy=1QDUHhJjO0*AribE0LkxaqS)MgT=x(ux&Xb`M1bd@>MBJ_
z3)|f625|@O>B%xb9Duw=40a7Z!dBZvvqH^8^3(FmIR#t%>iDAP7Od5YCdMj6#sjMT
z-v_?$7co(%tx&#=Me?G3g<qy+wC2el%Ps4|eriZza=4q4?EF5eH@$XER{yDHNu?_{
zA-|iy`_Uo#Y5NBLyA6Is%)~Y5lR#b)c`-24HCrk(c&<;<Q*pU9KmmW9Y_&`T&C2oc
zHOUm-Fsf)K&bg4<@M^;Lql@X&%CFRajzo3`+CAADt*Ww|``+F58pMyh<dmAQY^bOl
z@6r*$+-_iRgs#7!VP*bk+pH93duLs*=dJUm^7$7_BO@+3D`>yTVZ@_n#G~;%6WE*R
z@6z&0+#W=74WLM38Kn~BbvaO}M%Q|Q*fEv?<rJ*lArnY}XLL7+7qXjt`IA@*>uqG>
z?kFlo4vFAn>}l#HCZXo&8tbAVG^Z^i5qVkp;?CltKNHraW=m{go%f|GVV+%iPT6>1
z-*n5HY!Wg;%Ba%syjhg9V)`UpRn^?PDi%olTEpg1Pp!k)Uih3Sjyu`o?B}BPCYIb2
zZ8H0U{k2k#Cc~+A))sb;kTg?C<8N&SMw|S%y3k=Gwv}PLD~c@+X}yZwok}!`-ZfTO
zR%iTIZw0j;XHq=Na6Fw-=ur*Prz)k@HrF2e{X8BTcp{^7d+5L&cu6MxcZqe4<6D=<
zJn0!UIXWr#waM9Hf~%dCBg<j_A#alo${RZCpAR1=t0E6~ll)Rk7ZPOiNgt!!91QyG
z!@@qPm)_(Rp*3OfS~(!GC3`T>XQNiW$vlOY_J&n^i}H8CCd(r%thB!?(zjSYq#prc
z9<&Uu{o>cXe>Gb1s4d6DA`u&pYiarZz(20mxY+u)DcNO!xo2L8_t>Y)XCCDqp<x1T
z5{ZhE(Uu8xr%$e*Fs}$Q6n^tFVys6t+ZVfkOwrS42!8)b+z4dc#;s3?2Y`HUuPK9;
z(Y1~j%#!H#M>irNqhrAx{NGdq!bG}U8=G`-yx0Ue32qW@^KWHekrJ^mku*FCkZ<MS
z@;$y52t(<pJc~$<!-ID%TMs2}yT`{$^$<ph?oRItJy%XhT%XS`vH_wH4r`=6=o(~)
z5|Z(L7B8CV07G38uMz`mMc1h0QA!isG~+T5NsTKj;F=O~cO3k{maLax3wFGppWgFZ
z-{Bp#endCX^pqp_`u*K2#u)w5hS>ss=NfKOpp?X$#7Gnz7Np>)F<JjXoT|=W_{2_s
z9V5_{KqSN5RJ1GqGLB5k_FKaf_DGLJQfXC;HNs=!HL97WI|3xZ#*g<m<u>t{oH0%(
z7oXawk@qz*#}CW#Do1dAe5;p=y_f9oGYo6cwt2x99p8e?0&$sF?xSK%CS+z^W+8&D
zu~%)!@7(g>%RjVysDfIS)~gC0j_NL&NxzDu3Z~Mfi>1FxN%6`PsmNOX1kZ72xnNA~
zF>>h@<HhV>bLF0Va6^Kj{d%kZ%<+5mv&7GFUFk2#m)4(-6pef41b6dOt8Y9p_F{E&
zd38nKHju;ZPWu2~Ivj2HRWkOHf%aki`OZmae4nR!Hbz!eujuUP{zA|T@wR1;D$F3r
z^g~K*3{myv*jGdbJTEH?y8J}SMh*ANWGg(Ur9LI@3uR$uQ$GRpi5u5AhW{KFR^VUu
zbQd;q^OL2cLwR)E)R`=qvAJdeR*zPJUoKHlro-#ALcjhK#yXWbkWxGsgM&MNu!(z_
zS7d$gHa~70D;){8+wi!oJl;BuP4*h3qq?0WBns(rFPI<zE{qxv$t$!ndu)~q6nu0%
zFfe2djnP(JEr7pbh@m!YAy}gtAwDiph9yzH9wpG#u$9FuFB7QH+($N^Q8_9Ae915X
z0iAOE%z?xF<F}!JwES2eS8Y8M?hD7}xLw(CFrxl7C1(uSW|NVD3%9H*v_Gq}U&%bx
zd2n<wlXj|$$tX=NG1mF`LropYr`6R0k`R0ely@1|cl=s9-5^vImq}%Urvf$$UevRn
z(IGkX3h-ybh?Q3hCIajp{g65VDoc6u-Of(?{z4LMTWxP*qF6lDiSU*h7M9bLhR~An
zN8(lLkA^$4hniXk*>fg1ud_GBgrS*W9^g;lPjP+RGjJVYU9{ffzNLNNhPzwK0(fjw
zOl$L5ij{4eekxPCj&WDpl$_o+CvBs8gC_g96df4e1T=T}#1Qg$gZ&nn-+D`_WVg+R
z>m?p|13Cy{at{sMAnIF-Z(h_ija@j7$H4XlT<!X)sn46_ucNi>U@@=2@qnWkmp)iy
zIe4yZZ~}JO^xNjy!A>BL(jHQXXeySfZ!*73L61a-Qb3Hv8|g1ouQU@p{WaP+Oh<BU
zu`Js7O*iiP4LMu?U{Un<PzonoK1hGapiZb3k?p6#3Dgs*Z;vDC>W}*c<<$%4Y|r}6
z#uIdbOmbucG`2LuLR-K%*)R|6O1!`|rf?EqrwjT;3~@L!F8QlSWN;@Tr4ZtPwSq-B
zLZtzdleL`Rz~vI{&b%=>kNE8Uf+blFn~tuIi^aW+)5&gwgdHhP^1<Q7+Hj~?IX|UL
z4qoL~MRPkw4Vg~G7mNf7pV42j{qV7nU}Oa6GsF0=kuMj@b+GB9D#i((W+}>NhH-LK
z)KvibA(+%oCsL%XopB7rK92Mz(mly=O^)&#>kD3q&xxM3-Xd5!T55#O-76K?<ppHl
zc8OzZ)U-|Lnn;YI`v)ym+RCt=qI8u(gi(q^gUq&ymIPd^sl&#J6r49ECiT>!8?q93
zIC<70yqjblNd(Ki`mfdM3L=X*ie400rcjy6tI?`GS9@mlcga}dh<o+^vZ>)NcH}`~
z9A9!gDPb?dPbErqDhgQt;jaw6ZhX7{Zl1dF&D5ucz$ngN8tQKTXU2ZpAKTvzxs92x
z{%JoAYX9>E^_<}KP4cH&YWowM;Vll=F55<8>J50qc&}w~>Xx{g!B3#^=hzw&c7~F<
z!!9EJ)TubKg`6%{sZKpc`?{GfPj)-Kb>Uj<ZpwEdLRj`sRRg{+q^xE7YJACc7iWFU
zM#2h%yORxas@s3)MU*<1bIdHmZu`9hU6c2x9k_0x4Y!>)VpSV7Ja@zwo0_-hkK-Z@
zZwG&mK8P<Cd!z{4!JU+h{nC6F$i{OW=$BwTVSBJ&DK}x_ubU$Xt%Y3x${0e5++$HK
zL`Q>gUBvT9H_ZN0EH99UT7N)LZfJ+jX=&%g{I>#cM8@j2cw8htEvOyCkU19CBC|O5
zY|^qi;ZoDA*n5p&-0WISx_N|ZOT-R=?Q2bH{&UUmdYH1sbgmmY7cx|+D7+y#N&fYT
z)LOekEwA&F<vtziPPMoL0k?M0<2{DTId+LyS_?`Zz-=pdcG3eu>M1rW+d6@ikH4G!
zg!c8H=4>6>n~<0EKbXoox;@o!6QBNgUn2c*Ud%TpF_mL~f8V~RX&<=vz8b#r=lRae
z>V~losyivKm5N4N`J1|Hmf+`CX5WUS)!T{-whN~slB4xfUr&=Wv2$pe?9i7Qd-c~%
zOwpIXG>M96614mTa}u}>OMOdR3&?Y+(wNaw<vd011<m|o84$gOlE(%18m=W8Wjtln
zMUm;(I_f$ZI&&(-A~WfF{5%T9GMV!fcBYXxMX8aw)|px@8tj_AGE3YOnh_dsl~~DY
z?q1FONqU`*Qiai{hEjiX=}ZRE2IA$8i)N;^!;?(u$aLdWuePw3k#94+UL5~^YnneW
zu)L^jgg>87>kD6L*QBnXtv{j56QCIq5aK2`AuyeNA*a@$!kOTo{5GjQe}hxoV<vZH
zb3X8r6nygSD|ttYyQz|z=pcTIbE<U;-(qo9w^3YVZDYr_4^dI_aqfOo#=bZB0`I$L
zy(#&dH2AEk8H=&{{%mTKJZ~Jx33fR1%10V2aEc6ppLXJ|Kr}mE<*BUYv9MS%yTL74
zUM<Yj(&S}P$S2IAyjuwt2SrFco~4Ec^W6?yRc+eO_k*M*qMgO4+q4;uo~F0n5GV%_
z@9;hPPCj-~Vz0d!lIA~^5x2p1bY7|a{>ahFf3;!Mm%r4Orr}h@VuR3J)(CCEaY2V-
zwOUfa?{P#ehzPkei!<a03WrHX$)3n+{+ooTC5EUvsye2dmPQ*^{4$w|k9MeU-e_{F
zWz%`{sUTTW0VnK@jUvT1xNF{!rGnpBfT`J`fBfUlAhzL$uJIRU*q?Yf7KopkiU7H>
zeRy7%*Kj0m@FK;aME$TRPnoL07ifIZimk?l7dFb3TH)*_NHx4@mac7+Z;h;_8WB-X
zT|8frex2pO76)<XdjZu`!@!=eoW!}iAr_o<1OP_&kQqYtOI6n3)C^q8D)i^*s(=ay
z1A$bR8(&3%u!v&$N~tK5PLmyj9kgDiibk4>n9^M~Gv^)hi)^J>xr3b32XnD4rl6m6
z&2NvAv$kNgUij@h1drnMqw0prJIlKUw87fdrAtD`jyRfGltCvA$%v@r>&U#ELx1R7
zPWv+vbs-IQwKr;(>4`ki@SoxrxZ7Rxyy?WsZw-UvCVb`{YbAyMt=GhGiucYmhs;6L
ztp!%*gDdF>aJ|agN^>-grXh%d*M2UqluFKEtwl|yF)#4g*SCpRaC5XbsC>^L68*@u
zbBfZ}n4r|1#{A9F>|kkekf&QK9n52ZD6fU43Qh+BcUgV*VUvF8U~J81+#}okD|e;C
zOlIZIqnNvo-^QR`ECuiRUh3d7*NBf&&Z>egXClI>tdbp9k40Omz-_W+kM!5$^2bh(
z_R-}f1(u+4m^sdCd|TFm!8NjgabO4&*t@lgLxRh5i18U)#DNAKZ8ZN^Ard=Rqx00`
zz?%7x4Q%Fg`f=K%clz9jsF$SBsF$~`N7FJ|Hec*LKIBJ8OX&$Bzfi2fu_w|ACW?sd
z(qO(36C744Uckvna0*=nnW8F-qLdU3@rr~9u{BK(3J@9Pqg^9mgL+9y#`f5RH8K8u
zCWUH9k#Z;tOF<~Y_IuHXf*i)zc-H>Im;q{7ICj4Bjd0W3m*qOq=DNhX_>=VBSQcxl
z7Yd*^p}ewU8XFv<v>%GAB!;WAhZFe%`@j#v-*z;2Sr5U*@vjTd!aT8d5=#;;`z1Z{
z7c0m<(bjLh_slxSwlpEGwidOB+%dtDcZ3_O*_(y@-5&HNN}W`{sV+t!17?%kdf%FK
zwJm?Q;Vpl5p1JMbT^04Av~#(83BlC3KyAxsv?UT7(uVN+S%tO|KQvJHp29hK^bRPb
zY2{rR(6)c`$xL#80k<L3f41ZPf_tV?%Db&OMC;Bp?EX(FoFSSZO#E!9r8Q|XtJ>c*
zT1vX)ykfRm*WAt2V&D&jMebhto`IAs!!K<sQ&sIf&Jh&``FdT=PZheK)ag^F`E{+y
z?B2S|iJpUVcf*q;qRD$6EPlWF;a-<@y|_bD%i_SE_BP!wn=bolrd7InYOKZgz?-h0
zQ~ocUc2`=SnDnx~#c4_WdyE%nNv1E5t+lD3<@NE<JEMyF^MpH$YC=~WW%MOysL9ks
z&-eku?w~pnBDCA#{6@-HJ7CUdMTN~pY$fcIyM>#;BeOLL%{kmAEz^Uyjc;kahV0D4
z!1Aq`Z8OzhsxCMy>?HS%C(VM|F7!D$oTl?4nx`JeRs{N&!^Qr6C-N2Pc*(VNX*?J}
zY%dZC4|;z-Tq4~#o29Y5XFDf8y_oYDK2zxAD-P(eB)FR^hg}eiiO<zV*jo8~l7Fmt
zxi?ojY?h@}+P*g=T9{_~!~BK}x3Y*z?`gR=vRTPnuU9vxAc^Ox3Cz~jX3_fe{V2=x
zoSmj8ar9yvr16`*JG{O^5bBerhm{k-Z;t84tkT8g!?@{VuZ)~`lnxyTuX;w5Fx0$;
zzJ5hUwIj{1=JD;|n%e8FeS6h}=^s$X5mZxLyk=)7=<soNI#dZJ+GX9zLHK>HRF~ud
zIm0VipGn`lqBL{nIo%%)?B<f9wT}hzV3RL$JEcw4%p6>4R*+)H*tna@D@In{B=!<7
zL_Xi(j@>*9sPMEH^xv;^z4$d<S1mqMUY7g*VrnO=L_;GU=Fjn~Fvzz351W4Zv~EZI
z&D|UKJywYuqpo86mO0v+Ml%Hb{i5u<fgd+fqSBkLZmZhWSEWJ_sSl66={hhFsrOTF
zZm}aQ`U>L^ZOQAuK2^6oek|It$phK!T_4@@VJ{4rsSI-GCWNky^NoeRkFXl^D&8)R
zkh&@EfgE7k_gnt%Og3p&rT#VU)nU+oWALnyYy6u7@sa?~N2-W)H@^(GKdJOE_d^%x
zx^G{%O=;55BvD;l67^X~-D^8VNJ=<P)}k9%cvm2uF6hg~o%_0J58H`KW#LfC6rx)4
zn4tt?avOZdzvp7L%Xv8Mc3AdlQLfISVs!)1zIp0^+3q&8M?XEL30MO+V--5qXnCj$
zV?7EdJfSlad(s6xR@4Zt%?$-*g=lH~ou>Y=D^*e2yy$sTS*~B$kh}k)T21orK`HEG
z?#=DRjC5W@uK!*>n%BF8FQ@#S=<kE=j~zS3;WzX7N5b&=ym$Myl-Wd9*RggNDOT>6
zI$Ahgp7Y%qk2Ik0FK3b3XV0t8I_>Pu2Mm{gsk`l%1`f<V&GFmKt6H#<_@$lKJgIfN
z+H~KEb#wxk)+-&GC$}7fJr!XRI!&RH-Xe_&?NmS{)-{F-iAeU*yIt%^E=;X@6?cDA
zUMlMK=;XcBtDbqIM{7v_DZawr5D(WYYj(;dlQ{nO^SGyh%BwrDt8YU&l826>EdXPr
zAwQ_nc0ew}LA61`T*^l5Uc4x69p5}y*BmPjgD{Q0Yku=xs)e6U%M4Ndra*Hlx_*Lf
zLcl+keF18J@@N%<f6QoaBPrSU&NXh|hxRkb?a`Qx0JXgKuRgX-FmWi*k9f>Gee+Fg
z$ZHq!5Z|7_ssuKJt*3L=_;d+<ECD@X2l(g9H-ZNj3=8THtusu|EpE!J_}K2w^&4<Q
z-<6@h2=L=Z1k1~uLdof5u<a<Y1-O&WSApcnur7WQ?E8nHt9syFu(EPT@WZk~<`jf&
z$4959A5OX^Itn4n86nqUo2v5@^vp#TL)<r2a&yx|a6FT6D>HF8XzHOben&7pJ1CID
z2but$A;-<s*CcAq1Gax#kc~d9t3Z7i1+Rih3?*q7f~ZaFiTvxmYrb8|7!kEjf*zZD
zGaioPAc^LK$CVD&EX|SY+4q?AHW0%su;~|sIPsER#>YC3=roPNi|KYLd%dTXVJ++X
zJ&GBg02&Lz@j=h7DATV4*EKN_2@EN(WV9$marvYqOx8=|OL`#apFbc@7*~9YwU^yN
zuo@8cbDVE95;C$u0F2ZwB(P+`kHhfMnwuN=K6}J|iel=|=W{=CQB92!y%=xI;R~8C
z>z%Sf?Tk#>he(vT%IER9O^m)S7?Vke6uh}h;jzwHw`%D`W%)9SEy*Uyw#h(r10?1R
zXCT*i0k!k8PhKO9ZNbg`mSuz3FClH*x4+UDzVZp8>wdCt-=;-;w+F*;{BOn}S~<#{
z-$1DGhm0NwLDPjgn$Hd+mFWZqHr*MbNe|FHb5d%TK>pG~_;r@%*i^C4@!9#i%%#qE
zg&HNh+Q|c6Z^bh-ia`gMN-0K;Ap~5dyu5JZ2>pN+Y}v+eK7^Gg96<c}=_c9rgLos4
z<?ht<@48MDqYXHylAz%O!?DYBSaFf&-vwE%Nl5m_p$wn`pJqxsb_Bw!t*LP;&Fccr
z{_|2$@+U=^LxJaGK%>4ts>AUzThE`tpr$SmlKWn+>&FlzTf5<KEx_MjP;-4DczeOc
zUrPBKNF-Nrt_vhPo+8eH#@h0!I4{g62B6kEr^e63F>|~Tg}ZNwq<jz2<#O-PyynPk
z$Q$OiTGXDFZk>+~C+1<Oh#_URek^m09R_zGS)|z2FO{{jx&V{p+z0c)e8%lPIVTFf
z`K(PliVI|E*VRRF#`<wdIt`we>!4$6Pzh87hqCb=Kcw@N0&vAs8DtixVqjj?3QB9a
zxp~{kQ^PJ&IhyRHoj&gUB``Y1w&b?|0ark%zuUk^MN}pXXqzg);Q6CsAm|SSL<jxA
zk2uPc)BJq;u>%R|3jl}gpm^$u^kil_pOHd6n@y(E$%$pc5@kAgJAg^*JeioL*#X?i
z+%%n>&Sule%rrTlCg-Qgd@>dH!N6&zGx(1>omY0iWQt50=yBBPf*<%lo98E{>GU+2
zIzO4rtsMkBkM6bubAig*fqF8ZnanfuX<}xc&P=DX$#gcEn$MG&^JHe8%;}?l0MObF
zeA$%Ve4g!KZz%nFRP8_q=Cf&bD$NcEqNbinNlCN=-zim!S!&d&(4bF~(xxUS=gH(W
zIh{?W(*)GX<aC})o+p#}WMZ1MW0^NK<$N;j;=zw76Z4F;N!pAQYP2a(=TTEkpMoOV
zG@Y4GXOrn{GBKYgoYRxD({wgDolTRo3CfvyIvekUYO!zdPs|`YD14etkuouz%%)9I
z&Z3|~F-@dSodPAwWI9crPLs)LVltghCa05Wax$4r&XdXMWHOyhOq0`CAN(o0!LNdR
zn&V1cGVe}CxxoKv2S84y`Rp_^n@?xbr%s~tcCebW$viomOlIfF%y}}KPG+X*`7}8@
zNxh6a0C0GKz63mAt)Dw+3!Qi1%Hq5O2<IJ$LAxE?vV#>he>n=?^koNIpXPRUPB-|+
zxaq*k0|@-lnSUQBcCZhp=?vP`*?e*~N6n0m+JQa_=sBhxv^g=KW)r6A>@+!_Oy<*+
z**uMo=pDEbhX=fm>Odfaf!$;~cn>YiwbwzW)<BM5J@}W_1ELMXgEvlbSPvdlIS+K%
zmIv_GmIt}v9SqL~>e%Wa#T-nR@IaIxJQ#y69dLYy9Va{>zjV_d6kYnj-%~j%So3`V
z+G#$WBC`X%MNON}QYYrw{B$y#CuXL}`7}8@P3E(S**sa#kse@}2Rfe{00ekYw>yI&
zod?1=@Ierp2hNG$LHB0RS9wrexC7ig9vBf3u*vX2;ZRVY)&sl}9^9hs<F$W&@C&tg
z5D!h9<y+H_`^7f~dn2*Yy@5(gH*CN_Nku|L!Wi8MN=s}^KoJlDl@dm`QYs~kl$P$8
zf^-Z?k@$VC>-*&Q<opBYKG%6Yxla&AS_$sZa^$?lu6(S6PKjLMCv0P2#sI~Ff(xL5
zQzuSGz|DpUN3CzYKp8;Xu)uKy;@Ib0;lq#Rm66eqw3O6B`QeeN;!ap_b=_YNxgUME
zlJ=Yc)nw_(=&%4vlov#65xI1Z1sapDV{gIf+>w(SSK$fQ5M0{92}NCy%raAqv>9=G
zSBu%=l2Zbz=GwUcY8NDu!%y9`1!^J!xHP~$$@5Q35B2F<(oe13HZ+rVHD*8wNqI#T
zLV*oesT||mF^y=Z!RRLIpWuf^nvP}2!Lz^Mie+v7Q+>sQOvJHw>5ik?&DSIdaSHaw
zUn%`|`m)o=$kP#D-C#9TR$t-EJy$tB8brn^@ZcvtlY_g68M!pO1V6-V;})u@LsWuP
z?7<i`&NKuneicsXMR(<XxX2WMdtKR@(fX!7Xw&%z2ht|+HUgjaQQkpkJe%f!vG>l9
zAS{{|)7D&06+rq)<>iIs+dRX4zoK5NbASQq!O5pzNWFpBBPxE{szb8EKQ!&bQAn2H
zMN*!TGKlMglDh5rBp6hrTDe>C>PNFi!QTF<Lh699u0Lg<aOLI8AdU2lfr7OuCAC%0
zqm`h3Sg_?3r(iqGOe(x<4<RF5F|pL5&hQ^f2LgvS-CC(6!h;WP>GWS6T7Kc5v&fv#
z!=I!E;~K1?C@cjBQe!=q2xJls9`w9;oE1#Rd2F?g9S)!hxv^%Spe%<pH~x3Tp#x_k
zz63aLVt!D=V^xC$k}IjS2LnMzVwkJ|nMoe1@}Ny}^da1^gU}?dj!EAkavtM1%T{r%
z^5<4{=;Q8bO%Kj}_EeGoH&wyc0ZN1KD%}>)x64(4me$CV;sDKo_&1b`reZMp<ulNH
zV2x3tP%^E>z1ZslJ~L%&C3H?J&bL9s54b)J59*`{E_V4dF*6@OzL?4U{GVKSJ{G$p
z2XTT}K_1)f=RxLH4GQb}ZAXHjaf0}ykytt-kP@SZiJOPZ)xKIg8z<&HnoF}r!y``9
zd?l_^ph}H3XO?`1xnV(vQ3=xRUpZ8Rz%7yKgAbmo;}%Bx#(fT<`f^FNK8LZf29Ul>
zEW`|l%dR%;+G_#`+xKO3%)<NmMpwcIb=F%m+4{}W>Nhx8F~;}RKacA;$t`lhgYdk2
zSlNl2VOVjg0ogaX`g6ayH<+YoGE~?&vQFAfO<DQP%CG&JXZCEi@tn4YbCsQWf3=2x
z-6~8!b6V)!;;r4=y0Ys<iQ)R)B_x^Pv~<ZVA+Lt%@yQF#Z)@5|-f-iS!KcugtiK^Z
zuY*#ad?eOT;HK79yHcNCvuoF{$=wl%!lhiQ{2&|T;+P;l9z!==!EQLK<zXV6CV7ip
zWy|FD8^JDMwkR(SGjA#D=B2G;2@>_xYp_D5>pZD&Q%F2bt8|U%nbJ+95!2Nef{jK!
zxKjEq&VS9E@1Kr_*{zv;R#E1<76@l*PexgRS||PK+k@DkTlO6?nY;0ii&Va20d5I5
z_6e>{p^j?*%8AEOqu1>y<Ypu@S3BeP(pNk4>f22R{)#+1yHiyepN>>^n3bnH#{%US
zjvGWIkZ9%YO6Y&2GPbRL;=dR1RJlBVt|py>WsK20tIXW|K?zHqZHb<ZiLN0ehhEZE
zYi4jo9da_@D;3ylv;E|K{;cljFSS}Sm=On*59;ZRd~Zy-%x>S+N`X6~)q<B*9R<#E
zIYo`_6B1!I>9c7KQx2MwYKigYRd-_y2$M>@j*k--?OX-pNIfRfh9g}2eR7w>>j@Hq
zZ&Iw)$`OCHn*_cynn&7A3o9id&4f$v3?%9q8LK-+G1tG4)rMT=$+yf313P4$OclqZ
z{AJ&bTbpOqb}ALz-W^l;D2sM0`#gUIsW^78J(N@AAsgMZBPfioD1GIhve)dlSyXW(
zWamSJ_1CSb%BiQ*@^e+rGfh(ip?l>GUp!|n2IhQw->GY4qB@@)dCY4}H${Jaws6i^
z_P{1!XR_LP0;=&Ik$$+N{?&7~+4181n~loWOap%9%Qw{5o!!~`?|vHt{pp-H=JgxO
z>DR-WbEJEeSI|k{Yvht{iHv+V^mu;zfDu1|UQq{v6C$SApSVL~46rl4_D@FAd3e(-
zeWqouc3%;s9~mgSdUNnfO$=YnyJSM$M=ZEe&$dioZK%%BVjzA>th9Z7ij!_hJ_M-{
z|D!grM`ON{$^PNfq^E-l9#Q*O=CUpJd!mzztb2512e0y5U&_~BzP0oBd7DJtchiq#
z_D2?2<$G2gF+LKlvYEfEyIPA&kh)gvuUf?fOfB!19NUQU5t?ThRodA@7gv*{yL1zi
zHnpsWMcs6=SKo7FKTSWFbyiQOe7GoE6Uxh&GB||9y-b6pr|>}BBwQXk_$-5kFUiM`
zPG7I?<g0pX?k?<qb5WFe(UPhpGHr=_AN;^e`|hO7(^>g{xc$U?$w?21!Aeo*DiS~V
z7*-IRYWqy#6$RzYLtKx{u9w`n7wd{p=zql``P-m=QBSIINjZAXahWw-wf6xFT5(c7
z3V+a`d;_o8Xvtt^#D)}7MANC<<~s>#d-y}?aoDq^a>a4a`IgFpVP?Jg`*JOP6$Xyb
zAwiCgFv*F5Cn>`U9;>>SJz9fxZQ1mX6Xw}|EIVKZM<>g?o_Z(_ru9ASds3<NB>GbO
zlI?9PA>TN`8ZC*pCo;^z`O@Pt^+cG1E7C77ss473<h$s#&x|gGidSq?uu6rxT|#D^
z16=+3F0rmE35lu+*5&OyV6CjpxH)_r!GBof!GI4JO%8@zc-x*SthH4%tTH~Gq|zbs
zaF^q5EL$~JR;W=_(eG|@V(SSz!1D6WZYTd6mErNNhUjYb9=Cg+KpKAU9-m&ezUlt*
z^>aaH1GL$j^-;sh{Q{*MkxbrnBYy`1=+=^qZ0-7m+*m3M>ep&*$9lQ~+qGZFCWbgn
zv@2BSU2@ZFmZ0VpO43hND$d0SQdhk;;||Y_7#~t!N_Ky_siyB<D#Y7=!|Y3J9`FQQ
z1%714W7E1`W5&9kFQed2FootQzKgt1?81F1Ai6Xjyh<7r(telLVY&Uso^OV0Q&4Kz
z`a25N`itXn=%Vz`d-jZreC>r%rl;$iv1u$1b=cYc=!#1-duTlOBCeCAzy4zc#+!aZ
z$KM&H|F!G=q8_F*tFsenBJ4VzUYrn`#{TwI1kv3$wqVHC1cfyM-wXz_WK{;RGo&g8
zy>d(vBL#5p_gfN1ak~q=GM*(_??s7Nt+TTxdHkN0{P>4l>@G7Nhf-$z>BYr&1ongA
z|2=P>|EP?l7OK=&9FA$H!l#+)qHI1{Q7bAc>DRI<8`U6O#0N{9sx9AI694KRnyB)}
zgc>b8G?o6Q@UO4*!1muJwN2}<$!qn5&Z)~5;^|wGEcDK<>AGR%4DL4$6Yg5X3<ykY
z3iaoKRqkX!#Nsubhw0uK7W&fW=L8&@3O>Ntt4ZM{luvqfGYCD}AuSFTmCMrM6_9X0
z#@~|kf8AAHDXMg72lF-dh!l`iQkG>@#3wuJ?#^njw^NAHt9yULNDEg#0enH<e2|}h
z$XQ?Yztnv_2Pw*f$n~jtX=Z)%DaWgN?pB>vu{V&0$bOdYrglD~DHiN6hsTZ#>+DOh
z{ne%?gk;%aCbm%xYs9(>za?9}HhaQ7n?;?T>sM`6soe0;?7QOSZ!Lz4#fo!WYoh{8
zetMnnT{_WzGnj)MV&idqLorpECds(4s74RXtH!qf;4Z^SZe5Km&iJjWdC9i84kpiZ
zdGQNYxVp9~rk7#q5%4~!M|0pO=^?D?vw7?zhLFyOB*Gn%kDavWCOEta;S*h!s8gkZ
zbY(Jpu8mO-%|$R7`ln?%__-*KYR{cawoisAB3)GNtnc))ZSy&5xd}XzczZ~^=8;UL
zMpIrRAM)I7YN4ki(MI>D3*$^n)sVDK<^A;zz)#DE4@k~TiE5K57#2I111I-0o(U%3
zTzO$Cb@m6Y=A_Sw`K?i8-0yF$oS`V4y1_I5Cq3wXMn7HbQrRnp-(`aERD!$2EqUfo
z`SU!R0rA{S+pQv}%t4FBB77@xEo7}nGRM7JxV9qfW4@Dpng@BWk`q{_D?V4NNo4Ez
zy6D_HiH@91_^6=}#XcN6s$227F0|DzbxnX*TNf|ERca{zt?PEL&NU;3Jf1T-{>YrD
z{X?)q%&fMvXTxXB-!~#SriZfQshyGU6yPqI`<V-yE6kbLYtKRn1Jy`U=>E%bqH<)8
zbaDh=J$-hZ#m}&Zwgx4n;CM1L-j-qfPeQrZ)A%~HqX0j5hva}<YMEj!K0wcE%Wn)t
zmaGZZ;+H+%`x$W&1}8KrD%EHyNORLw%9&Bg$tZ{`fcjow*a%w7sdt2vxW;c>zGlLE
zm=v4%t-M;LkLpw=0G1Zv0F7DVD>fJ&?}1tA-)!aJHsy-Th4taG`M6(8c@t-fwl0mn
zq{0eV^bxN7)u)awU)KC?OBPxn-q0Dghr@6uCc<!r*#wx#b-!_pg#Cw9>5Azew<Bba
zm7qJ5hn(@#pIsFY+i7u!63R1ko!n9)y&X|`mOS{9Ax>YLdZk(}4>gx7eZs=;#BQji
z89LnCq?+Ql%1$9pJ|3`?s_L3f#TKM+JJ_b&&&#fJSYL+N8F2L7#*V*a7s@)g{8%6L
zM45W58mp#*D&{o~7?w|SqLtZYpwkD$e#8z8F(wx^oE5<iTyI5jt{I6KEy>vs4b7<}
zoh2h!-nWq!GY_X}b~qtC%CBZzHJ*5KKO@fOy>~!%OeVNmxIbvfS@Rh2{xTgH9}StG
z+1++baMrJ8^0?-uo)LGS-iCv5uupv1A*whhu3LWZg;hk2!dkn3rSvf9$*?X~%Tnu=
z!7rwCBXre(xx!i>s_LbIiyF3>Lu9Uxhb8iG3T6>GHhm@L`Zu=M5mtZ<!Zo!>P-w)D
z{vg{bp3O~uT_=3ih-QubcdmU6SpL=uS2C4fa;p|B=Weda%AD%`-&b|tr47{<f;i<a
zO+;0t6Po84m+htD3;p&HZz<lD6B9b;XQY0TMD%F9(x36TrUm%wKf-rDrL>_<kyKoe
zknZ&_MTZ>)ZBCsQYvcAjZ=QUiwMt4C92=E;tbfbw$5jLSpIz?_f#ImlX_NnG7oQRr
z^qfyHyid9q_qHm8BiYTAt-&G71s3DnRwOW2r44lz_?-7*KauyFD`&Z>Bi9|C!N=xt
z?@SfeU87y-=gb7wonBcWYu-BrMH*hH^t+w!uFNGv2XOBkL!9Te@-kW;ARl1~AJ9w1
zp0wN@)?Zz!$~Qhb+n7?kIxJ`I$1YgLqR4?eUm$<{Nw$yYyJohwchQqK{<&~(T@`ac
zCYtt(kL8Tky4ikabZfBobn6z%Lvqh3%VjFqT{bZ;xh|17YNk^9nPlm8E+|}lL$@MH
zkjub1&VxR&kIodZfT-r*4Q_on&GE&}Cn3lp#%@?kJmL${oUTC8m!Z`~NdW@26W+hM
zRhDc*r~7#F#y#C%64Re^$}|}{o(~jN|7I1;W=aGN@e??ROeRE(1V>wR<1B;~*Zte)
zf6wH96O}@1S9?j#soiF2uG(}(DRDf(Bf9<q=0iE`I{PIET$g5Degri7a<H9DcYxiA
zvI!z&H*)*@15rREojzjcX|gg%;4o{0^x_)D{;aZvpv#F$2^kCk9xQ_?uZ8^vzb?RX
zv|j`8Wao<=cKAD~Ex0HNLV|;z{lahO;XE&3!JVFiU4-j<ASLvqBlKPfaR1+;AbfQU
zG7<@Vyc?c|-y*ondo#av2Ne&0dZob-g8H63!g>q)>r|{SC6Ugs5^=*ge2X~Nmx6Rm
zHmygj=KXt(wx#GNQ!gv@V@%2*ju<i=YMjOrDEKGS`~g<Xl?(?`%KSi$(x*?D2X}~X
zDA0&!n*t5^k8P?Ip9vm7tX;t1w-VgFB8W3*t%JIY>k*8~V-3vz4Fb|9@w2ATT&X3r
zo=9)n1j#sKM<|%4V&HH08U1Wad2urXjGWU;L#oG6pI{U8gKO1}{mz%}^q~}Y#g=a?
zXQ}mwrsJI4*7DzpI~M0?a-kWDSP2F9NSBs1<@d3r=08Bs7hoWMhKy}o>O{DR4;rW2
zu+v^o0Ko{4)RB~6D2vo8*tP|TeH+sOTKB`L3r;kDpTJWxsCIw<SAaAREa0$Hv?$%#
z1RU=1^TJ6{f$}dv;D}9So2)BFwf_Wo(oE7U1~7++Q8URhPf)J!86o({?TqozJLb}g
zu?(SS|8{zC)Ftz0D6)F-fHJ>&vPm|rkZ;xcObg4!Kf<^=QQ$j+jL*ugii`JtC6i#{
z0gPz_lKmH!Fh>;&M>^=)dYd;ehOEM%XF#%sx`~rNDbg$ypn*a|N7RnfXujQqQv-0S
z_?9zR7>H(m8qqZfJonQG?AXOLQOL>~NYH0|eF;!ujG%<d%wG6%ohpwd@3Hp%&+aF|
zz9VlC?bq3jMyFvfB89EZhh7b@m1}M5Y9YF`F-5alAGa@0&4Q(OF`XJ4YTgNAOJV^P
z9_Rng5!AChY#0kL7*%i>j_u`!v;D_BMf*EDhHwYTZO{gMlX!r6_y@0E2vCc`vApp0
zS+Ga82f7G+p%4Pp{k&Mj@o<MYHmefv27vbA8ihMGQ>;$1zfakmQdB~v9DgcT60Qv7
zM)0t?5TS9!&P=xwQ!w+Gx6tMSy)mQ;(@!u2Nov5buzJy~Y=X&MkSn4PKoUt_n~xqQ
z@E*X#O_>r=pvE&+)j*lT`E~rt8h!~u+b$u<0$&cL7DZE52C%pDWNE5aFZdZ;w~0#O
zV2)5gcKhN%0FxN)?6Y`4<2j1>R8PxqWyu#FW@2|3E7q40J59|xcxx+UM8qVKC)7Mw
zkNdxf=v{0GsOvWYbh|K^5TM73G?6<X_cwjn!C*`9z=l?PJ7o0<aSP3qrVcvv#9$gB
zpa8myTEe{4ik8gRX5#{w;N#2Fh(QYN=m<f8Qy;x0LG~#{y;yVrH4s$(YTDX55jRk@
zeHTX*?5|zC<PT6;BO!Pn)c>m`i>D};bOvd^VLX8oNg)!Z6B9@uQ_}n&vaT58m-ih3
z(D2QB^~txV{3*%@BP)ds{uPVREBw>=Ka2Q1V>pYEF+2llj-k@5hh&$KClD@qV7cEd
z@o&O2X7EJ1jbNE>kXOktm>T|Ef(nUdB40w607fo=As>XkmGGb%x&I~D+kOLENI{y!
z15JABq93_yGZEyHX7_4{sKa85**<~_Ij9It6ypR)Lden01KZe8ogI;t)Trf`BmKsn
z5iiZM`8Pp>`zu+Rl2wGTj3>^<wyi|g*(SWJPQZc|8F~B(Ww|OmXaU^k6m_`Z|I8J5
zh{O2_v>){#Tw25_Q2zw0%k>CfCk%PEB@RH80tvooCfZR@t2k2dNdTx4B7gQb5&)gS
zT!dkAnt@F4D)oO)(YR1ZRQwO(KpUjpk@9AXymTSF&?3-=85+ugBK<)wr{Vc!P)sY~
zSp%57De&!-u@+K)mxi={rVM(%CGet9^FwF}ccHVaZD+CbEm`)jgv)n~gVy&73t!8v
zyY%u@5=PfiHH4PU=88a2BO~S~7_<Gzk`waW3=mQeJh_NbQqt!?okFRsGQ0rb=k4e7
z<|RIWasp%$aU+SYD+!3_n+>1-2nnOXA>sZx073_pGNHxB7R(DLBdCKYsgTC6h*JY-
zd=Y{+kRH<qd9?nz7-)_Ls5AlRoGLJAgmZBVN6UfPn*rCI=QcnDHb~zNTFT}o$Rnyr
z!-^yA#VaW?muW=%vY<xmMMm*<_2&7C4>Y~6Ati!OkddW$y8xyP2?=e)ab3dk#om4x
zJMLvToELtMKntvL9j73ux55osx$aghwtPO?3j`wCH1+CX)IHgWc&`Aa$-fgjFi-&W
zcq!PVo}l^y?BlCK9)(-f5Ik!?O=%sRAN_YE<5Z7Z2zsFtyJWqouPpGW!$9&y0C^-d
z<?26rB>Fh9WK+N=J0Q?x#l>6XfIa22M#9Aj_vw(r9kJ}lw4jk6GHd2{Q6>@Fn_|Kr
zLOv6ywn)mNIWJf|KSQKp)M0*@Nz7s?<l`kS0LjJ?e!T#Qs3qjS#1|ke4}X*s8dtRs
z@l6P(p@r}3SPSvf22F>6L4J+F>*r^pYjDzrfVT~Phk{$ZWS+N4-utoEG|9g{n)S$E
z<_4R<ICuxGACA*PIIx2sZW0x*Vb)>CrKzp~yC4DbJc4@ig4!2N3uCl2r2>=g2?(+E
zffCq|<U1(ZOicQ3QY@Q>N!?dX%x1(I*YWX*x^BLeKP4%M0JARW*X%HlF@d5;yPInx
z#FU4XgoV8KQhvq5H}l&d)Fr#{Q`B*cm}N1H2wy*JE^LQf?tnB4Unrou`a{9f;DhY*
z=LkyhMb?NHxi*mW?}*csATP5?GGwC-L#--w4J<2&UYiCFdT_HTY?GA%QYi3Ef-(Ri
zZ<9GW#MO~(dIU}uIPT*+-c!RYO>*3AKZ^WQEfk8xDoWmmInaT>tYiJ9YYy>ckHYy0
z@E=(iz2Ffel<ObvqRgbU;%;MNdWo+{-t%EBplHZN4V*avT&=LE8ba&dQTsGF=Aujd
z0;5v(>;<C?8KJKRezZ>hbj_DH^kWT#Nh})a?Rg<36haX~t<s*ieIei+vp><nX|FSC
zU?)9JwD(}E8Eu0qpi)B987@`J(;r9H5y+i@P45%iK??nKgiIEGu0cQCNkZGj;3FW1
z!|f%2J9tDg^8$_+G2*+R)q~eNJX7J6wXzZ6EEy~D>H-b>X#=sGnC;Q0w>~KCc6Y&8
z#Mb>~*7DyQ&cXOlOshcC-Fzr62f@V%`r}%)aWOiLztzwxiJp`UCAGqS9Ug^}yXO^U
zM7OF5R)g<zVFa;@$D5dqvndJ)d-T0vVwaQ|zNXLtiS%f(oYK-bzLO(Q3#Trlt3(N8
z&;=A4L+A&?QACqK^>TiRFmZRx7C90o@ejjnAcTui<<G5Fes(D4QjokZSlpL(66-2r
zq|wnhGOVL|KrK3AIF@k&X)xc+ak(k_9?=&L#$tgO&7|^!^GyNq_V!1Jr5Y36X*{OV
z0gwmO#U~Q8aL_5OQcp8?O(Ruy_%C0KKY683vu(C+`7kIV>Ed=-#f5qR=p<*A-%x<f
z+Q1&XIQ~0YHE<(NQO0)B>GpDBFyH%r;A<hn$z=X}TDjDeW0gP4<!)Dw<FBv|Nlhm|
z-qvFjVP-6_G8OK$b}#=tPCF$>a{}H0{{q7gW~tVzF1${^#?;;HyV2m9|0nAL8dEP_
z$111##4!fhZ1RQ1j#XJ^?N?F0cJcjH6CPpq(g&Z#bpUtHQT-2uUqAJ2^L+eZ)}_GM
z?K7LJsy6;CGg}tR3L>zt55|2&yeCb)_dKU>NbS}nI->h;KIlb9FCgvZ(;AfiQSk^j
zQaZo&MqW*g>}Z^Gl+t9k>Xvf4l1ek07&I|_W3Nb3Rz7PY>I-jd(6GNUp;LBnN_9R_
zIaN<EIIR_NFArn(#n-(!@44Z~px~f%F@soKT5T+QFSDri@5|-*7%e~jTr(*b<Fp)A
zV$fLkp(hjX*XIqn>i4P*qRXi$tQ<dUnms1#+HQTdn9vN^e&fiYEcu+kn6e|=+g<h3
zio+%RSm{~6$|(owI!u0Yj$0z~%hTHQ0YzlRZ|1#rmRHW)J-yTKl;<ptxb{k)DP(15
zq~5radhK=3l8<j5d>Eg1`46nh=!yQz=;R2&%iNKh2Bo8d*9s0XL*gmowdg#ZRpz<t
z)x)2XscQ_aMe>v8$FzNiN>dJgvaEm1_$~L#K-J<Yz5AR(i}$0ctWSd+Gd&uI_1K2r
zPIOgcbQxb}CVhe1PFYL~Hu(N&_Q&#`ZTfwB%5?UUH8I6~zaG<gU8xxD{oU8@B$uk*
zom=J<w~QJ{6Onw|{a!=*eK*QGer(<1zE7b%*Qq=B+`6RoHL^-N^D#cuGNflz`}-sX
ziMd{`H21W7E?#!b7TxUW`$Kx*#g~lU-iLC9Y8^MTEB%QnkMrxVp7{K&{L6kB^0Ahg
zjdtv2R@ar$h?4wH1A6^jle(*ll{`6)_ic{4Zx2<*;~QH!sJ&mMpMH%i{yf`a(@;ci
zu6DBi<W=!#(@xr_H}vyQHU^EwFO_`4Unev*8l%12A@5J9r`$KTW^Zma68yLQ7c;rh
zUIuD~XJO;h(AeJ=4J8Iniu(+F{}LX2WqSI_Q$L@7Bv0-oU)h6F$1I{q39}gUnw(@}
zeX(yz%Knxm=;ZF)DEFYs7<kmk=SNxmR!M-pMHQW5dCn@9^>+35&^wM$j+uS{_~@Wu
z^SARkPsVbiD_Xbb=|swol#180-p9|sN;+Kq2a;OiKz*<8a+OTD<@_>TI~V&<aoRZN
z(y=NJ$Y@2Y;X@zqv$YJ^YK`L`OT9O48srvkeJNz+I=g}qJ^>_j=gnxv{tLR*#Ql<a
ztqJ18HLD);ozW8OyG9<)pVv2E8K`)RV4Bjq{SOK0>+PQM+!Z$HTC~#J^lov<DT2O|
zE0<Ep?f`R$()<(M6w0?t(t9M&6~<+i<}(dBD&;-h)9*U6hn1!o!&93Ea?&jx(9*gW
z-uFTl8FZVhiac^(f4??`ecFG}_Rg{*+_LfW3}18c_c7b|_7#9)2Tb+pFX1Eah1-FB
z*f3l73hv0Omb+@E(4Q-=xl_CEKSf!`(aWDNHohiKZ3-witsIT`YqQ!FuZdo*A8;vr
zd&^ks?0_lJnAOJON7TRaBN&%cM%}2{jnmogA8&UmdYe56sVgC|w-%~h(MPimy%m=9
zg;%!X1;p>2RXX{@tF<QTqN*-WK2Ms}=`e)x_50;Pe~SN@V!vBTN#PA(Z87({k4yJZ
z?bgpsOV|?MC|^|h#`@@fcO?3q4W;_*<csyTY(qHpq^tkkqz@^^W}C3T!}x&E=Z)=-
zJKw0$pR6{%mdkrLMit^hu9y5~eFkqjnwppT2<2^iSK&BrR9=EMSMZldwz3qPsT9b6
z_&hCuyk$?y?St-=y<%{ZGKXuOxYKr$g|x25x8S8aztz6E2($V3xI>H<)rEgmXE1Ls
zf9@!3y*Ibi^wGJ|Z^6x^y4?Kk!SKwF2Uypx5sS>ZklnGH^=-=rHqr;hH>6d2d_*t|
zq>r8pJyu+9oaRtEnr|hJ7M^}(<Q$Vq-@koyQt8E&<IkdW)SjjTdW}^J9&NRK@o&7+
zzB|N*H92;Ef?``fpxHTkva+5<-~u!HGLfwAlKr1!%OQpJy9##`EDP0VbMNx`6mJeL
z2lo0mU=C(<u6eePEbZ_5NI5Hgh&K%BF<YM5{~l~L9k!S19{as!_ysG4byzGDTk|Gf
z>3*kNXDiD4<J)Jr&f<AFdLIp}#H;OT>4}e?pQGtDlI%TvUxBln<5l;H?su1|xt6r}
zr<3dZXWLkI@9$jQxbxxiX{&IV@r;?$lW7xD6t>{a7q{RYXhD6KcXmZkd>SQ-?JA>+
z-K+*wj`<Z_xl{JEZBfXbWE3w)(!RB<GE?J_r268`F-V@Caj9s6_G8U0C8IBM-u$ZQ
z=&8+0I?vZ1s=REpjcl`Kon9WkG~3#%+={yMo~a_HFuuwnljD?-w3)Yh<@K3jY%ZZO
zVzZ3D)-9(2|M0~7^2(!XOWB$6KK!AYr%UEfjgV^|mm6ANN>5D++SHEG6Ssa#|Eo4o
zXK?)M^oJ>0Ig?~^t|sM6*3NvGqhDBwJT3FOwvkWukv71_Qm@EZp<6*>0=f-arGGXx
zz;l|XF-2BQ_sn<mjCq-1ch%;`_``J1Vcf=i)!TzIsgO&a+&<|kU8ayTl@}{@1*dCD
z_A8?ArUyJ!?gTxSt0*Tog74jw&-lmT`Bjv+GCg9r$Znllj|>0Y3(%%#qM~UPpuX%n
z>jq~bx2Vu*(Vkyi{7Li;B@=%@l^-E!tpZ=K3N*b<XRCeY4kXaA>E#3Mo6~p!$S%`1
zt~rz{v@8JIh6I1|FN3hd?Jn)ScD)G%&6r#We4uQ3lB!{U)NW2N#^j_e+Yc(Opgy#2
z;!;AxFt32hJHZLBPC%jCFz>8#%DXy(bps=XTAkQ23+{UgxCd#}K1(`*(zVTx5JyJ0
zh=V&n#OT<@$S?A)gB`_34O9WG2dPR;Lf1?sDWw|lCoJbdpAIl8E8vRj>XbGK3iqnk
zYky#y^)4u8->SBW+t(<I>e~p6?LqxoDMTH{`8@meFDkglHS6FJxmOw+80U2DkH26}
z(9L}W(_7lp<B`$JfxVFM^PkF-TM#Vckw{z<oDz}vE6JtlWwL7lsAmI{Fql8G2)13v
zaMaR$XYWy1&Am?WQX5V}f@F3CUR<HEl!Bk0(@^PMaP9jno?~$FHLvlS>*nYQiQsgm
zO)`5foBA3tz72NLwS6IBJ&xb@y(}=L#lS%Sw+ux&Jf+!Fv-ErwQ42d~n`G@VA0F0G
z?qHj;y%C1)lBN)4L_oOS1KdK#BW1G-gclqlz4l?xV0ynGo1lR>$t#4@)@@;5V=wUE
zVEc-E5hB2M$4LCc=LBABDK*Ms<}y4iMVm2J^h9uje}4*$c(48ID@1#NCcN-Hk9slT
zdhOuRd$q23Q6m2gnA?{hX9rZ-5Laee*w6Nqj4!aP1)4R3Nw;tL<1Er>*h|<<hV+34
zJo`j2k}@8Kdp&{YJSI(818TuG$1OA9+4zVAYt>_eecb!M;X4a0JDNTI<NzrU2n`~k
z6CMrTMR}`s592=N`LdkSH$DUwV^8+w)wt|KGl?$n_1h~7-aqErPt=c}Y+`GNeCd9(
z6`4gLK*=H%z@0puvq}8z(UCrX85`?tGx&V)7WpujSh@gmUHV9plPW=ik^-5EF0s)E
zdXsXRO)$2>CN3AeM(+3FG2?17`>idaUm^Yf;J#BWC<Xdf3MosK31wxRcsKA940C>Q
z(4Nc-Ib}QCSZ#(FyEUn$QKrELBhxK#g;nJ(flsm{Tg36~Y$a6DtLNId=!byjiR%6p
zH99jBK@_clEv}N_OC1mU;KPh$V}{WRBSA{*6G9|HPB@VD6T<|7hs>h6mRSUXf3<Kd
z@8|?G)qWw|6~kw01SVFKfWJ>`HDD)s{uMV^751jI)baj<(xN81c&c@C(OeAv30=`D
zzS0$_a*+TP`csZ1PnU}!lee>rBv6CTfoM}%K=H*HCJMoaJHHM?t2msifRWVgRH|%f
zP|9ixo(D<GR7A+>j+{ZTRh+Z73<oo9p2NNT2DhwM`H{yK=UFunj4_)MY}=V~3{r<G
z5#{^+!`#?J35Xi$DZF}u0A->t$FOn+Kal&;f6%&C$>1pZn?Es2pKJ$&9n<5hVZJ7?
zH&-E--l(a9YRZTtA2T@H-Z+cDfE~bhG6OdM1RTxrSIJ#qHY(r3z5i03<9jJB&0{-S
zCO1H<3cW<$9RXY&<U~|a&3kh#ly>5i)~7rKTX{FzZ4`x@Rl^{CK*4v=_&P5_&E@86
zDCi~&9IY?Qb<2CIg|P^9unwANu)(DwygBe)!3jmCCU9!=b_h9;i4+Cs^0gDVP^AFI
z98OL92w1<{(&e-V61Y5A^avif4RaE?P#N4M28J)}!~XP~`&5iCVDJQAm`lXShr+Pw
zmJRzWjy-H97$dMET`~>oMJsHx9p=S$adk>-E(e2{(SpHf=!EYQrtw>qq=ak$ath-K
zd#`5FO!QvIjN=y_Sd6l#S_x;}+a$vK;EMMs61}+jYKv4J5E5jP{tc)C&QJkl_}AvJ
zaj?^;R*nz$Cb<BzBV4&4RQ)t#v_|+HVszt9+Kxl8`QUYgrPQEaGvc@!GM+SvAIeLY
zV)FsX7!XMOUI1_E&04D0+noX`exZ~L^C3_+K&JymmvwvuK$_}Bqu;5%aiB%F?_<EP
zBZ01|V4U7QS(6(MUEpT($3U|ZVyH4MjWQr9Ti+oAKb=Qgq~6g5;sEv;NCX@E>hL4Z
z{qDKK7U>e>xmo9|y>1bW%Zg*k1O#nv2JG8@7c9)CUGT4ncfKT?)KwsKPGWlAA}EOE
zcNxxu(gY$TlCB-AKES76g40<Lho%_(!+|K``X?vASK)$rO)CiCeT!EgAw;N^7E&D{
zPRr%IUjWU>08&1f2~E7Xg*iu&R8BXR17xDf(zfFNsIDNF-kxq;Y+!zn+jx&x+8YVr
z{{v7<0|XQR000O8;cM4g^J|k!_(%W%x=8>42><{9F)w2;F)uJLFicx{G?d@}f5tOB
zlVzSswqh1qsH71^%?vY??1YLI4O%FQY-7ueL6l0U5E&&&C2f){Gj>JB5|U*sS;N?e
zEWgk9zu)V;?>X;t-uI7t&wah`>virqR}66<0RSif0FXeD82~8#mj&noz^VU+#;3ij
zoc|S827$|HGs;PVY56PkY_{#6GT(P8>awAq_b%1Edt5XUey(w_?QGd6b)Eb3^;emx
zr=KqlxoN-ZCCiDhHy?&~)3VogTU;gkI#PL8lNC@(Uf+`n))}{?+{dqmOqJLNfH@!^
zyk_LPRP?k=@oZh@xwXjmRXpd-v*+Ix&wg`^eXDNZo6gvEb%D_I;d!)NyLWN(#wWHf
z3OzdmJ=;4Ait@fUyHA*pKbX)xPC9$%t(*leeQ$u@6N>%ckz@Vq28(r??*d0=ebHfm
z)>oDcbJ$C>vEg$$Atg=Uc|D>{aUOXQS5{?Zco%F>c>BBCe)rxWwac+cbhBxTLtpIk
zTto~i<M`yQ{g?>AFJtUY`BxW|l>@q(RWmrjylI=#cW0uWaZtFCsu<ux*6eBCJ@`1_
zOn$S47(6P*bQA4@LK4^1P>TX5a@^37YikOH^|#Rr)tX6vs@f^qTWO^~GT^8o)5c&`
zr=Gb#k8S5_&M=eJPX@hDwutT@4=U?d&5-x}^B{MF?>@-cH-|hX`zAM}*`(=;)${qz
zj{&Cx&i=GM{y)_DmFm=m_N(`%gg%?SZLs8!vC_3WLwdRL&$_|VH=Vs}(}^~r!7a~h
z*MtAu-e0m*b4jaYbiMM@8nVZ){hdLqT;(I90$znd-AAz1MksTu#CmjR98V0fTTOH(
z%{VkN=Tg*m5@I(;aWKpX#m30)g~<mfTO+GE%(>tz_in~1yK=z_uwu8G)SbhOSHW9D
z;|-beN;hr`)ux(B=azEU&_j-EPbjEIJU4H6a#>uU9sVLnN9x1MQe9lN$CE#o8tW}{
z^upsVEj4GB)>pp`?pE$?Fx=Q16SQxGPjgDly<(Mqm$cCBBE;hd?XfC(4?U^~Ueu^&
z{nM{LKdcV;U6A)JZ`Z55l0&_W(D#>aQDzhOJ`5e64!;&UlvvXAawW|$W6APqV98|S
zwYVGm7LPvD>lGEfeX%@%UmvEUSKT@`o!c;U>e@<HW3+Lf4tl|Q=e|<q=uXB%Jv7@w
zGxFpOs{Wj!mCxZQ1@*3Vf%u%e!4c`2(3uYVbDDOP{sUxU$&O$X%!8NiPur1kKaGQT
zy;LocrEkMMRs<CSFFpx5Ts(cW!;Ix$Y^{%pi(VW&b|ZwPZ-1A)3I~+CnHJW2poiWL
zYI(AyxF6(7MigrgtepM+D5KtW^3U1zkPB%QkJtY2^{VZIL^S6V7TNB=?K|%tXfC{u
zy(v(bwho=s=<)rax~T7ZmFjhCvdLt*tw48TVd%i`fbZ`o+JY~9ohUed>hb%_-*VFf
ziVBJfIuE?@Drmn5DxG;i*jBE`n83~)yPI5G<Gg|NAzhZDr62XS*g*I(pfN-6U~TTd
zBlN%xIdz3$n>~a|XNLGsuawOAmkl-*){)kYS8iJsZZr-%bX`t=)_uwE@AaHFSKIGI
zKgoYkcQ@DAzuBudAb8^RvwVN+mf#n?r=~iukP7lXS?{^vblmEs|M8Zq59;JL`7Y1?
zT{PS}XXd%Dj4U~?b1r!EIfV?GO`^l>=G+eIk-M%&mO%Wa+8wzKe6izalW}x0s(ovV
zvc`wrE!*Gjkj=kdzTFNJ!yZIRp!VD_aK)Lxo-q<qx^EM4(qHqtH|^}4yDO}m>pUw#
z&RDEpB;VDW%~k5#cFN{&aIV&igAMDqd)P#!y*J7xKkE-DYaf$HxKc?AJ?Dz1=ZS7L
z{zPOxQ?0T5E8hN`ZF-x3apX0hNKk(Dv-)M<<&u_<rw2a%E|}!K{PHF>uOzQKd#p44
zfc@V@n}BTwvpL&B)Q&A3HVko{8L^rAwsi85F{SfQaML@LWus#DaKgu=cgf$9A5xo=
z56OPqYX0q|gsSrXfL3nP8;{GQu`Q3EE1J^GozkwJARRju^F)MN(ufxeZi?8;+Z}L_
zYuLYG@6R9gc?A~VD8>C>OWlg`IJD+aqvC9i^YJZHGsC;5(eZcZv>JoA%f?9CM|d%h
z3K#RAhAdTFD61Udw_nI3*YEF1NjFfKb}~u0S&9w+<2I7(s&x(hMqI0rGQOSX`rM`U
z^@%HazdsdtdF*_g=Mfl~yYGRG$wR;8S^vsL?0xg8%LcRKu|4y%gBBOnxI1jNCTT})
zzbvh-Deh$^xoP(&&_Qmaw3${~0NLqapXn*rtgWr(jixyRW--M>pXcI4GGA(0^1>4n
zMuLMh?P+h4`q!+p62ix4=jQulKJ2bIeSOc=owvJY^BNC2;&uf!m3578=FepZ2Bj9C
z3Enu#yNz4$%VJaHvW>$nEq9dOzhA6#vHWD*F@{f!TMX-vsfyI6Y?Wsxj88hfbaOYq
zlUVR$qV4mkmZG+TJ8f56E;r;|`5us)?eQXaEc8Y5&gxK|cLT~glZi*qPHK*Q*9kxH
z^~b}hm5A>>A_w%m7989f0~qd~p4Aw+of@6(u&d3SEq5>>F7?b#!6v9|8}k=RV%rAk
zKy%yDy+L9%dnTx{L0i)*PcN%JRPd}CpdSTr2_CoPo-}I34TG2ZGMP7vOCR?gzt-co
z$8m$myzVyq=S|X=M~2wc``iPJhsLX#za0-XKSRr?X#9%Q4frVBT<E)rM}&fjvLcBL
zgr@7jcanJa400v<<Y~b>5p-;mTC%mv;dlvCGt+}yS1~UhNcB^Byp2$y{Y<ZehIoK;
zj^Cr=za=Jdry@<6ya!l%>OvJy+_x#?+#SrRx|{H$<XzWN5-w+?Fm|0tNI!0WC~)bm
z<&N1wZgbwaQ^lsC<KA2=<NM3}BbSf6zHW0mRd>qkaa+Oh<G%yEQcqoZRGsT(|JeV=
zjDP(g{=vF^>9nt9e^X=9`oEbM8LNB8==}CS<guok1{kh}li1PH=9|*r06U%dV#1MU
z&ZgoVNl7Wh>%#Y9&ZD6=%&*Vi?3VM4XZ^clN>!u=qekD1u$F!b2TjInP6vkrQI5e^
z8@RXct3~DPR!7HKI(WMfq+um@Y7<9IcF6eK!(EXI1ChHvqr~uAtc;v<j`eLL@@tZM
zCMN{gm8O#SXqnx0#y0bZ9%ULHC5P&+8~^bC(Fazay)N4;i+w!(vi55K=9s)-MZ^<L
zeRKT-y>ZSVjz>&y@A12Nr-kPExTP@rrDsuILvxYW<LUs5D^9LIL<bkIk2F0q?4OD)
z%Wk^AHmAAfyd%3`zQ)ul;)jTP#3AmwWoa(%xP|7X6FEV$5$EkQjpPuy*|!cax#t{>
zmz0+Mc-<Pgi)4owk8Mj$Mm)prvSnm$kNG#QU3K22ihFH0LOZnsrB<VGN7s0-k(QyB
znp&$wInG(zIb^#CXM~=6-!noJZD<7YrJa(aR64izMQYX?HF_s&Ci%SeUF@!;^`}cC
zqh*c5G({JM^Tm%CF+IrZbMpzkBdu7)>lUx&RB*dC?(sg`Ty!I=&B>>P{nY2v<2Mgm
zx?gtgdG()Sv?m?6f8JEKCNjVDW8~8M>_}5tT-mv+qc+!!R-LLpk(V7p6KWL-H}|45
zv$rW9(`-rF{q}`|$1VH&>WVqh-cJF!<c*555;j+3T#mbzZNK%J_?-E!TvFNO;?ZNr
zzTi!{4Aolp%Q_j{jpQ%xtfQ(LN3TZeTb>Z$-p=Qd6XM}1dFjFZ)7-f(`(n&Z;6(Xp
zi6E8m(02kNT=gjL&pBt~*+ZYJj1QXi#NK=&cCK;v#>Ci1wM~joZ*MdV(H#jDB#jj3
zyR|%x&xPra^7o{+YaQ!l9P07E_xsZik0(Fgy}A72@~hXK9&bH9jCOX99!se&X)=u~
zwH|HA`tj_>P}AV<%x@(f?VHamAQ+N8W9`gLapEtBGel(SKDA$*=*W}yM~zPlQK~8t
zB=xk!`<s-Lz+FD&u6@S0B=2w8w)Kg3R}51>K#n&R@yz_a&8>~$?ke@X(CR|Tdw(o}
zRm`D{u?!z^rE+k;O4u1{@QB~wVZu|k+!pRra04L0%#wySC7;^oCWbrWH_AUBjmOFx
z=9!}a$C(E0YnVB=<gM&mqo8i<fb)^}Lf=yp>ke8Vd8lZ7bKcB8#BbnU$tmY8hi-r$
zx77$QvwnY+R&u&@tBq@7Nc~Dk>bs3fz;9`MZi9)avXXzU=wh&c_sDDJR-`8RMpC3-
z@g8z~llZ`5B|8vtHx-+bfqgG~ME7b``6`o5eSy!xe+;(2VpTDE>eQ9r=Hn^_UROSZ
zxhW4HK>z-aKHZOHYT7=Ze&gF!x-;W%LuJf2!%`=QCBI!kvndC!j9G}shnV?1{21}-
zw)n<puT_jFcVz(WXBH2Y;KGD6-h&;-XyVp3DuOC8sRK?$grh_cH8Ghjs^$#}DfgB4
zRWmT9s0b7K9S>FH-^i`uW(9Ux^CmdM?IO#~qPm&0iQ@NorooCMXAl{8kFxGK<HIy@
z=`wMvbKGiNLUz7`stnSUAd96*;0a;;D)!FJp8is1j&v9ErdVmM)-BQZx5_zK-16M+
z!ttRvYJFB?DhXe4GCb|b##l>r+h3iX1p(awPN%&-eY!fFrI%jt%X>?E!KdzmPa$qz
zTGMrD^?|tFAl;CG@h2jr>9(r_riLL}M^%lEIS&m3rUq*6h{GlypC(tcUO+$epU3}+
zwzx?!Q8{)w)Ptjwg+M*+a-1HB6W=ysTHv@3d#nQWNd7L-VNd8yyz&tPVo6FaaDsW|
zVB5Ne)lRkW69&Uy36h^#=a}ahS1QY-k(R8$7-tl<I{0<${Xs}9UtYrO;o)S@v$l}~
zG05Gzg{qNwb8qV{%!u1^(V@gFv(`<zN4LJ%d(6{7v=4ls7n9az4JjSl=;vOR@)9cA
zNj?3>fcucv(sul8yK}ey^IvUw^Ot>p2fX^#dGU(M={LtOcI|#}ZNc){{lAMxpQkis
ze$gbZrCknwrn>)Qantuo4DhXREa46kd%TOdwO&pkQ^8TcUc=47wcbYe>Y%W{_QCfm
zaTZ@@D1L*Y<55F<3;M>`TBY;!ZIgo*36;h&I}Ogc3Uyb-mejwA*{Erj&QZ9K;G)Wy
zOWBcK8Xb|QmXhiQm!N%wW7ghTK62uJB2+C>nfi19ZEMHM)7q+A;M{S!ABB;GJtv-W
zT%{34O;WJkwkmDu52n*4vfg+zvV=y(PpVGytrD7_pOa5|aI&A)AF~!+tCq=+zgmy~
zzVN%Ppdg^V+T-!>t6nAVtX>`TwajiYJ#W&Ol%wCAX+YYt@7B}ZOVG9It;mV&QcPb=
zc=SWYE+)|(lz4zK-kziDo~crO@`z>xDnkX}W!?~rx|1_Ie_FF26VI9hpUHCwsBH|Q
z97@f&e-hlptsQV7ppdMM$hCEwUN8{D-v~%f0jMMEhl2#`i#KODpQosVbI6q@hOK8G
z3oiq_Aq&lp)ozs7vWiBJE#F(7N9U$~$kx@HUfPsspbTGiZsS?FulW%(<YbJt{Xkok
zoM0F?VwIvY54>dmQvF?b()kgodnMM{93YnhLx0g<*hf_7`_hyy{}V`4k~NT#$0?j^
zE~nQ+e13u~=Ps@VyjC%9MbS^h5gD4N;Ur&*kcET?Z;|3FVZn@$d4LT?c#{}=><Pcy
zxsOPUs__#QASo2;Jd9j;3aveYtS$g|CSZU}#yB#BWy%<81zHRgBz__=6!5?klE7a9
z81(zXcH#GJLEWBWcJzy_@0ysTW%kf~!^9N-L@udkc)kCU_yh9KPqUyt{LJ3q%e>Q#
zxJwbsf5ZNTK>n2vpsx(9#pr%w9}a!K`;|rd-v@pv*0MHn`5mK!9VIpANcr?2ghxpy
zD1h&tSv9l_;>$(Ds3!IS{K`l%ecLQ+s)skINF=tvF~P)vNAUT_B|IkzCJ$HJm<{a{
z`?tW8pkzsHqbN}&t|0KmW1)cOIQ!Upm|0LjXsrYziX{-Hxco65af>7uixa(r*JgTI
z2z4MUKmehT{5<g9I`bVF6B#5>|H&&Ywbj20nPHL0vrE^841DsI>@)OAevLk5`$%@Y
zwS%nJkN2Q=Yy$(DNkqq6h=Y0K9AXpVOh#K$Y=d<`_2G*WxbxwEqf6jAsOIE!FMfeq
zsO6qNRi<VG$Jao}8mWpxshU_=t^hYkv3+_3FP*(aw-5GSXrr<2Lbh8N`}xD{F?3~<
zVRjEf`5Z>>4Iez~WPmy$BE-xfZZ9G*iZJ?R1zYX>hEM`w3+qL@p2)s~_HVtklSMxO
z&>NO`!*lEMu-HwA_P+cEmSBXnG`_(*`56@a3%8w7nHSV#99kNjwK@>kJVpqRR-jyl
z=mGJ6+gRpwEQVtusdFQBbW?`jyI*GC{Dn1U?#uGbyZfd;1HlLgoaS*&)g_<JGwGUR
z|EjwXgMZjnH+9DGo|+3ljGbeQC{c9B*S2ljwr$(?zI|)^t!>-3ZQHi(-EP~o>BmlT
zlbg)RoiCF!bM*iDq~<aN9dt=wdO=exfMo}F^$6`N%S;*G*5WLGiI9#CRsnc|qNz7S
z=u-GqhH0V=GHwz~b%rf0nnJ)Mbdm#F)utL^qvgWN>0;s*<_AqWTO&PLdGzxOoqLRR
zE%YE%4nO?`><5RZ$vfB_97Hu33n)#(XNPE4eSbTna4nDL-<vT$V9hw3JxY%70Qb#U
zGy0ljyP>S(-Y|Q9o-C;A+nVX=X_`wFmmBNBl?YAntZfI?wguI#)I(l+F`1T<<U3AW
z5E;`Oq0|V@YX^(Weg}K5tShCZF$Ug4)v!?wdqtG+a)GNfP{&Fy6gIIG7Q=T75&F5s
zWg3R1+TMj<nISy2R-*s>o<<fka-`l+qUv=9U-=yS^jF<k(YAraWVOi!cHD_sO6WLS
zl^B;7LFv5`iZEPeE}tD`UvPVqzf2jj=*a<#9I+Fnr`N*#=KkrUn%aqmQuTh3SmVu(
z#cSW<AF@xlSg#tPAEqKVJKem7IL8cW`9@JFfg$<a>skvGdZ{H#41b>#CA+9wd@+AJ
z`L5NvqvGEE9bZ7DvoKJPkld^eNy9HPYQ{cw{&F9F@Q#rih$9TB*$c2lYl-=SrRstK
zuc<Hm%)M`9Vns{d9S7~M^>@6zbs}AjKy8~~PTIxjj<DryU6$sB&dOpYQu8nGflaHb
zMEGW9+G!UzB}L_S<5gDr6rlaE;i^6M6Gsb2{eihvD+awccDJFKV^=p1oo+g&4<F;w
z_ZcFqG|gL?)=}a=T)qTyi4Zk0R#j0uKFgH9^t?yppJjh1mG%iJS0sssfu8j{;u!#M
z)1cz|(t$2zgV!|J#r73UA+7)%56BHM-KB|?(S`Sn5QZ`ka-GUsbwD!<8Mz_pYGFMb
zAH)LkF`5U4@n0b^hbFu#*Zx!^OyVGfAW?FC15WA)vi3s{&jGcgGg8)qdGfFj?vKpy
z7cxFeVzOCz$?(?sdna0mAxu>n44aA4i~Q(d3D7`^-)T{`vSrGa>D5i}9LPHNLi|C`
zhSKtV-M?VAEjx6CIsu>Tfv<IAtbG@x+?N_{mpwr$Q^e1#f?$-=zgbl88>jc3RYgW_
z_zvRDghyQHLDDxj#4&~4DysEHGDG?g9@DjE2k+oX@otfFy^f#7o=!wnmP8Pah^hr^
z@g|`0@9rU8b@Iu2L5UE9C=CjxFba7F0|RiFxJNPPST!<8em_Xdv5-{UI1VCEXWnj8
zSN`aj^_%)A1_{P`P!au4fl*vT825!~c7o0TAyUo@Dfd(F`(|a5o`Ic~7=g>{Jv8L=
zSB0X&n+D?szsDtUSgVRc4Ur3Yh0(K+1jbu%ZuAS7)7mTF-!%9|V(d|0?SOD{#hM7)
zNxyt`_qzicJIX<}>_f*KLB$%vMEuOf5t}XR-lwkS!8WrwpDwz@fHZJVBS+uhH-_0Z
zzRh$UKGrEylW&8Zblhnl(*A#=ucJ^RmWU8FDZ#OdZ$<JNvnv!5E}ApQ5rRb4LmIY~
z0D-TTbe$5w)q*6GTyN3<&JW{d`7^tDPw7&RKwtL*4mL-9c_=m0^tAMSvU2fAE0RHj
zPYK^bL40NzaoZ#4r_74hi)!U%*8{Xza$MZcV=xC}B21Jgqzk$$S#C7X2z$)xj+t~w
z;$%X@km9c2QCx{Ngid}>tb3-qq>I{_yAOcbibBht9NRc%QWBAIjP>kc(H)#JF(*vy
zsgAyupI7&0>H3B@Ihzq^8F!`HwIBgB9(W-+AS@y@@T0k9mB6&iMBQpP>X6^Fq!^!K
zvm77Avwck=tjK?m;u(a{Y*V2(_W@DA_lv@MbkAvT(ebAL#Gyui7eB$Rx&0Meudvp4
zkd@i&_C1lV+@vAF1W>8|QXX0NhU;ZOvVFW=KBdH$_?(z>KJv3ZmuWM|EkvP4s(OJ!
z*j$<7>4w#L$Dg?tz1==Hn|pmC&_ZLC*pCQ|Z^{`1as)<M7lJ=nTg&2%$*o2V6TB;I
zQ0lz{Fa4x6WA4O(?eTra=XI2vr^Xx(dy?#nK=3I5I#63<O_=|r?qczGbHz->lWY*J
z%on{vCp=L4a|<^nf$3I+_1YEyM+Zg!CRwrHr3v2+l9i@Wb0)fgT{?-kOh!a*UDBS^
z=V2i&tmWs=FQ!57?)~rlt18lLzfmVrw7Fmfg;a_ShY|od#~|T2-i#g#Pty&Ust3I3
z7n5C>uUOueT)V?JX<C-&9>BL<6Rqo^)n6|WiZ3e0C>kVd6rDhGa&Z6w|7wQ`IbhCc
z%QOQdkqOP~112~X3{%a<x!<MFK~en)cviC(DylLmRvbHyk-Jt7eLWEZosIkNr+4s2
zOj;iLaX3UbH~0LW9PsVJ@crpzvCY67<C!^(BW~|6CvM(QEv~s8_maS9+Ht3b@8IRZ
zR!6F16~*7>^w%#Qea{9vGPE%U{O(}x3-?A>kzV+o6R;~Qp3^1+dU$Iu#D+5?&I>?C
z^zE9*X|UNhYPJKKVqlq9<mjPL9}r>^u272@ihTbI6S&|VqLb7#CUJx*hpwtqKKt*0
zq68K~ioa*eR6@_#ZU<w33;3qtGJPl*n8X(5+h|+7Rxb$(oN+fLh7m?Z+6ULQ!@|++
z&kdsbp|4IAy8GIW=`Wr0e&;!B(f_z5i`EFPH1ual46bV5%o{D`IbV0=wkjUhCpGCm
zy%AOj``2^T0p1O1oZ-bB&j1G8&KS6%sj2gtMwfH*yc_;y!N)rq3b*ccNQayTjBYML
zVA*SOx0=Yttx?ktHdHxjo%F4wY`lfkh=zs@SXG1KT}5;!^=2ES@S7ZM0QzVc+#&E>
zHy9+e!>nTSliQcn^rF&7*LG$wQI~fRy$E4Kh1p|e`O=I}>LGwQnbL0N&q-H`l8dLz
zjeR|az#av`&kmD?CV-q$W?#ej<m!>+#f??@vDuC^JMRGTU7h<vua)^oCT?YVtGIIv
zHJAF0IP)CB;I*oRa7Il4ufCMH%onwxIKqVSigU4G@C~#pep3ZT`)9Y9zNZGI6Y{ln
z(O(KoXZ<kbT>pk2gHc7Es>G}VSwwZuIZC3HbO1QziF=nL|7M<ul+s#94#xFV4b|}r
zgY{CFJV38mZ*s3(Z5y0`2x#P8RP--Z(rmJksc{W-@lUkqU7b`WsSCu(J*(BEL@uH=
z4ukLfxq8%J<CoYU=zGIT*@Yw3IbwR@X(M)|rNd|lT6zM{L7nm=#ut1T+hQcA-6wDl
zR{(Pj6D6B#0{%)P_g~?O@G{@;7{-297{)AC>heEJ+<hbqUpcFJh>00b?MWB4*nK4B
z@|X#2LMtxUp#bbQMXAt4z{$}~gcFs(*eZzWA+3f##)=Hpzo460i04`)MBOV}c|+*j
zy>vV;s$&#4pE2W*5uzmev0E5%g)Mo$etQyg{}EGdnvt~97xvNLl0<Ak-k^D=vpydp
zEiu5yv0t~AFO(+qYB|vtZ;I9#YLrJ6E;2it9EztzT}i4<JK8PVN&i6`*pD1wI2e3S
zu(el8{_<AM>G0r9$Z%~E!p2*{Oq_mnvBqr8Ds(wId#K7j<juUik>FXXKis0FBciu=
zMtjm&0vn^X-|l22I~l%o{$itZUz53OAj3Vl@0NIyhfSSW(`RSfG{eGviCRlTy&E=q
zF<T5SB%F>)@iFlhwraPOjh<k1d7~Zfh<x63fAE$J*pJ`?yGQ%xcqHCx^cg#|AOF*R
zc}|{jKmaM*s_WfSb74f-f2r#<s}$G!VSKU7P8WEh8gy-?ZR`@A&mxCo8OQ95;UR(*
zZo6$zmdCTBYNHpap^f!eTpgxgUS3Y4_o)=imigWE-NE&32sS}U>mA(AuA|s~E;p3K
z@)>)ZYuM_%fA4HQ$eeH@mo_DS)vl1iZ0g*!bzoO#ii&$FGld7X^5E?&CZ)NvBK6?B
zrcYa3=BI+%lGtNbeM)oIV>pb_w8TVs-_Ildy|?Qgel(t`wMyCId^ot=K0(&Yh_hDR
z-{<gK$`sFRBl|caSvg79e0j~HER|0i5l<rFrFUoYJ#FKka=7L3q->7zJ=|1W_*!i7
z3d|g_LuVR6ig$v<bqtPI!m%xuJpOJyl|YTJCtjhI!d$KH1eYuk@uHspE|OjL8E<E>
z@)`ei`;vh7{bjUA&s6${S%G+{((Qj`Kayw@q*C;*uF`ZUKDiWmc$O@0xkYZ3=W1Uz
zr4aVVg|D-19~*;$ZC8zLz6a`v>1E`A*igm}dLrriQ_-<J*>IlS+7wTam8b7(?6%m6
zSIYASSTiKVT@9)WoDSwtfB{5ntdlq7Sf1otwI~i$9G^z5r^8ba$?xS$COAL6w(P&p
zEWaP{;XYiO7e%LVyu@w7>gGpZ4cZ$6aZ&8Lq|HZUhPSrJXsb<uerk)Y(I1o&+1$`6
zu?cpD-*2~X(6%GGPfDFc-iJL9dz87bvX`h&wKL!6Hd=aeyB=6<JHM`@@7+k>=pRp2
zrf~a^GCzFpX@=KtM#FUJ+n=<)n!IW89rvo^^O;kaUH#h@&a7P2XHDzei5bQ4%6oQv
zeds3M{mIOOu}Hsm&*%bJkYAs_O7mr&;Y`it@g9T^<Kibv-o)(Xyw%XmG%r{sb1Crc
z+<4G!#@!QDGWys3T50Nf?f}zn-*&aXw%_-S&Ogo?bCR3B6Np23>Aeb!@GmlL`6pc$
zx64oB?0s(DpV%(@Xg4;*lChbf$mi$FZ=ybFvEe>hRg{=%c>mP&<a$Fs8V0>%=eqZN
zd2T^+PqpwFk7;ivu?k}5IKW?<sPpRcJ)aL6BFCM8slO%EWJ~k8oP1ZtDs7~Q<=W3S
zZlKZ^KhvyK<xH&?xXiNzyL5Iwm9<ADxB_U#9+JLDYwOnEElU8L=3O^D<hqN={Vgeb
zwWQc$nxI2>&CDt1D^7EJ(+KP|y~MScp8s?h`)J@RvB=?()n+`~=BGHfkMC3w$D+iK
z0omfzY!cj@rkLD*YTY9J#9jzS>TUJArx;coc1YE~X~p&T)pq8t<p9I?reJaJ@f4*f
zcAYdcS8%^#zi{(BjsUdtjbefG3@w$Vmuc0=P9yDp2whpNcm<ErzFgs?6W#bizD_6P
z;J@1T5s_3A!Q$mIPy*0}q1XveXz0jHZe={Jy@&u4QG=%adbYcw(pHp;SYBBc``bt3
zdcHE}8Mst4<E_gzl=`-)^d|B3aif*vIpMpUEyBtavT*B~G%_-Rf05W;eS|i0*73`d
z+Q8)ZPCufTxFmBQ_my@lepIOvn%ryqNTn+o%d;&&8bS?rHw>u%yPi{tsYZ1FBs>4r
zP_PgCz)o|+>HA|<{MM0Y9AkTT{o#|YO-S(};WTv<;6p}ANgLfA(_v63BT-#rdZN8z
z)}ghNNx9e6Va*Z$zEv{vq2+ApIQtZwyyAK*Zi9RVqg3i@<fr3CaNx3bSt&DIIoZJ)
z?y>~Ftv}(N*`%2)pQtm9JlK<Yw}(vj8ioPRm_nP$$dy=;nQQv?Xl%W0IC3CA(^0sZ
z_e}pb{eg=gZ7FP${}QN4qsiXv)?ClFvPQT}ezA0x%-tgM$kyX=yL;bx6Z|#_{8wED
zU%|E(Jutm#2^G1ZNs+x;9l0H}5DzF_AHJZ)hdlE&RKd)8>%IN)g;!O(>Y@Svex!uJ
z`a{<K#2P8ZrSXD0e`6ybv{C)1%FD4^<aj-<mL1uYDoZ_5m|6SbWrU26E3e+Vr*Q;K
zleVfaUmi(rs6ck;5){;F(&N%kbanDMaC(S~^t(tJTzL9#t4x=0XgRruCTJ!4PX<$~
zZh_g~mmT}9kc+)})xS?y8+M1C)VfNao==9lZH7(09-F-+RY4%cd%IIH-641?Y#D#o
z(sn&^D-Fp^GGu>+ut_grhwOvr0bg0a#vXIq7NF6Ega#(SiY2T!Rfaw5Q`*Ic*S7cB
z(;F6ib27Fqw&p!WABgbPedYcf<t7+C-^9W#_q`9XZEjkZgwnUu%ke3(e5%*HY4+PZ
zbw4gzW$eHAj6qBL@3eIjB?Wi(;KyTbUm(guVWFyd_`s4}wz?Qz-8g>%l-%Aeoqf07
z)>{`{+YcxJ2Grzb(6hdG_JmNWA4|BJlkvwPnd8uMTx!0Y$667}da9?*Y|qtV2jVV8
zd3uLFm3Uy^4zFx%f%oiaU)#5$H`?CN4sCqlOQBlE@GCC|@$t@XEXB`E;PPe--s(X%
zBzV-|Tx%|6qB#4JM@GVfGq`?IIgJdb%99Q1O)hVpAd}QyaI_U|{|>)xvF*KHqt%p$
zTC%1#x(!&84z>8oB~_K@I{1e&vB2`T;@)y`=`UD(dDe&*E2(HsUn(X6SD!Q_BeOd)
zG{0So1j9ZxIXj2RE*7AozEjjaJ>8o6y3<vu7V|iE@s#HTSC(vu3N0vS7JUs`E>{Z}
zg-4E_!*aR6W+dbKkfKYqhh|Wx7sSjkZA4%{KpBA91-xfaGYTWm_|L1tJ>L2;65rr*
zOzG(n>u`>(QN0xg+0F|eJM^cSJskX-ds+4qAk?e8WNTIccO%=~Dg(BEM2(L}E;!|3
zvt~2CMgRxC9^j+_Wj@ioI(GP$OH+VhOr#^HBynT%V@6oj3P<@Zrb|y|3PhG=_Va11
zdsN*Lz#TEc56(d295Hqx7~!PNLW!mb7~WpQz-rj#vV&sh=+x}dyUF}ZSrS(uo73LZ
ztN{EWIA&)U3fM)ED5~Uh?xzaBxG{uavt=Z0oCl+ugS)Cx(*4Hyu8)1;gj7-#OXMH9
zLzjqzq07UJ{9ckPMZLF))SEy3p0!BWJ29;sR%0S_^RecqJp&L_7pTC=O=<zs%n<}v
zCeri`5lK-@NBrX^&*VN&rF-}a3@#RFSPaU&pD41&^-Z$qF}>v{CzAp>+9x@&|F5N<
zAOq#gL?&0koPx+CyxlchYs5!!<}dQUG3B6!Q;t~B=michg-@1Dl9uhM(U_m{?))Gn
z6d(+yyFJ@oP;~!<=mEq0UdwtODy)+<SyFG&i;<a1rWWmibZLZ(85Bs1VKY{2zMMik
zboxn%=pK%c*4YuF?^D>&MU^&e^0ItFhP;feR(BG#Xtvbiwhv)(9L)?Aid0SR)>8L>
z3vI;PRK3fxJ_?}MBe^^up@18by~5SI=o5)&yuC<JZnL0rwgkw;j%G3d5nGdj$drqm
zp{f81LuYhP=Twkr$&SXfG8W-NO-fQMs%QDSFc%vfW2`LT*Dpj&9+Jd7prHKqw(cAk
z;2&nd7*0s3c!H(VP%1A$^5DwsFm=Vk;qAmMz2yO4Ho@=JX<sr(dW1vPa=_HF0)C@?
zOH!iEarxuyd#T{Bw9QbXk7cF9pwp{+QVQMwXwvn)?*5d6n3V6S*p27X3TnKNQIK=N
z?Z}P{4aGS}W&oj%^=4azGiMn$YQLPMwKJcBA`^5#?O$dBF2>b7NEWMx2%G2f=LE&T
z4TX`<)RiJCu;IxO+b3tgNw1)Hd13scxvqdVV<cpz6_G*Dhm>a+HcsvHJ0m&SJnsot
z=$}>_luu?Q&87-)@C5}AqFWu6Kk^I+Ix$JalL639OBuzTkPtG~6=i9AhJrL^8J_>5
z_dtMwnR8Bjrijh%8DOJJt@Ts48ZujQY;DP1X|<JK**v5WqQ0@v0uHl9aD#TsN$es&
z`=rC_7U1wZre_cbdYjhf!}DYTH7FqXa@7GcH&G2Jhe&YlrRyF{Ry_bjyFd{qN_Bps
zt7hGWpRq|>&jkMB^_TW^-SUIl<Lw&7g|f}f@@q28+2!cm4~zJDo|$4vEae^6O^HyC
z@HZ>*OELs>I|okn1L}@FU28tNTn)R`P?D)uh)I8p;AWz9Bg~=^q2DZ!qrW<Pg{?B=
zexG22uWbcC6NkEZ7VR6tv1p)wwAJYJf~ax<NCnZ0H-0`<t8XOdjJnnluuMz%3~j1G
z^l}e@l5w=doA|sWr-Y+w*p(pk$T9omlez+DOO%^ekMV`e(&)`=5BN=@1LaCF1jX%D
z>=+Z?2dO2b4-%h#$p&t@o$ctELQFejYhUauHbNl<+5kdFh-uWU-{BxF0o;^ujYvWI
z+qo;sKIC4lj5WjmX;Wapg&Jn5`#Bb}E2=<WpGy6^MI#Kkfh57!Jd>~yOpy|i5I{N=
zn5GF(A7J~1N^*$tcEvw+_I{&AM3*4e9I;mS*9PuOy!@;2`2%U~uSGl`k!F<&pi=_A
z5Mi2TZX@y}Mn3D!wCi{2@oGdZx-27i+|$UOf-??h9F2owCEAEFMH6Uk|BHLEF@zxr
z%g<=+6iinb&peO|UT&C}JEqa=gM6O;R_7+??hviCU@y$cL8d5z%f-41^q)Q=;J!5%
z2Hw4*M9w>7j*E|ft^QzO)%F3u+%>J{oMjI+2aH`s=qVXQxytq5Ubvcz_3wfhaO5WI
zzM)9v8p5?elK|igW{=yT(J+*nJce*HJ0*&)iQDKL`yx$C%tLWd2jHMg_ww4Dl>++>
z*#X!(#<X}aiB;!VQ>K7X!3f)At9D{D4QUko4hH&LT1B$uZwpiU!M@O-(_N%|F>22+
zSWG_c{pmVUlstOS1;IIST1N%dST`gUVk1URP5T&=;YlUqKL@rHnZ29=23Ugsg0gqd
zHypEFjIhk;axbY)wZi4Z4|CY8ZKkX)<CItR%CfcEj<H8oblGW|g5ThUO51cRGmH)R
z1P~eVh0yCBa6YzgYYrfyh74|WvrBfXdAOKkWQX$pes2Se@Q2v7RfWC~XM(aB;}8$_
zsdH@UA?@ZOOg0P$b6uhHg&crF*kgf9o52XZ^z3QwBSRF-`})0MemPZ^;I%ZxT**6<
z(?Rvu?(4!~na9&hcrXqS-Wz%}$10fR?jZKZEM9RiO%lu8Zg+_f{^AJKu!W^c32+FY
z_Ade;n;d{3m8sbN98o%3rK<6Y_fS0;$C-At!!a}Nh}FZn7m|N*+<24?(SMA|t+%k5
zyg)|<0ov_Bo))UOW3H|?`_$8hV3mfv;CzkYy$3H7rFWMmk9B-O|3(bSptzpun=xUt
zTAX6V30(`d>FS`K5?C#%CvgtEk5x@zj;P|dv9aX4oiBY(??_T2Qa-1!k6n$LPF3q6
z3SfmMC4br=LI**SxFaw11fQTl86GaFIh-KKZH$-`2$@MG=8aay5XNqeYct7*)CAKd
zWT8+Fg;C#)Rzd~))hX)1vELyT*E$CQg&+%BA6$3w$vHIFD+v5QHOX0d*+{>RlrGG|
zk!Sb{r$_j{8<m|s>oK<opK8rN(U^?SR%s#o*)YA}bU$4n*OlZMe8QR@PSR+d{qKlv
zWSG|hsk0hWK3(CZj&KIv8*ZQF5?RquyT&`|M2$?uPN8zy?P>|V4v1YY_Lrd;Jd|q5
zOontva@M9sOCpI(m{)4~*UAkM5+pt)*rHH`|2FWxYw+$Z0{*?EE1!t>dqSF%9d?jI
zQ}dh25fnFD$q|~{XA@fAu>NC(ki`e=b+^kNzhxqlxt?P{V4_1}k1LYf#|;OhzDa;R
z*A#4!=l{e6;^x!PiIVAk7aKj@2ha6Dmh+AvKPuP_&etWA<gJ94orEhl%h3s_(J*SY
z$GccroP><q;Wp(t1EMTUjeyPY=+ijnL>$9F23zET0_Y06sXClWdoUf(3(RsLqf?sX
zR?b<;86@h2fUT1gHKU*zWizF;{e&PPDK{yH`TZ9iOXJ{iZnFr!>RJ>`sJMMpr$hP{
zHdBdB&dy}qH9Oi8jQ-yM7{?j7!VS|4W_1C$HKnKnzjcbddls}*D#>1=PH`dw3x@m7
zIIj;7?`i3ok72fH7xTXcFAF`e+!(QDvX@JlFU8+6rW#Y@3ey*h!SIFeRQw(7sKgA!
zG*J72x5~6M^!ccU+RMZctG9HIbekEef3zfw*=YqM77>^F)D;GQIYerWOXg&3N1Qjf
zOYyM^=OO%Ypl&fdys$?Os~&`FK{)U7ewn<^qlrD^#BC2T+|7n@?iZ@XiE&>XXGHZ3
zVY`KkeWNG#O8WvG0m1Ao(#SsL5jkrQnG4a-w8jh14G3P+D@S{}Fxndi#kCP7wTKO3
zaz3EJSy3+p1^ub+-nklg^nUG<az4cf;_w08^Jgcue(4-7fHX94KTIh;z_mE$io&C%
z``H~V4$yG!`d?ZbqBYr<z<ONZM&fDM@(<c!yC5T6*pHgbm9NfW+0WkB;6I;BY)n)}
zDKq^izq&r4FNqCt^5X2cEzG}fsWx`9BvYQa39|WFIzLG15&5HlNG-jprII~ZRlhI)
zpb>42ePyT$C`}HfUz<_b*4or1@SZIr$3}WXBvb6VYB4x+s78vQA%0X4afIdTo`a-t
z?x1$5-oO1+0L`$1x!OlNjtgpMKiOTO(y7{bh+R5{VCVq&5AITv;<QPE(cK+fK{vLB
z8LzXiy#;6o(imyiSP0f1AsX19*(9*hAlhf^d)KaO!ODv{bb8!Zhr9h)xFXS$yJ_I8
zLUwLuDd$*NG8flb-kndn#H-_~Q_6N$`K@O4lACD#fc%eI5zj;9J;I`k%p#)aBrX2~
zGmcQ5({U$zbLWn<a2O-%aLQD$d)x({Je&17%6F*ddi=bqdv)yvOmLl%^k+h!NhBq?
zla|_&qQ`d2JagO+OHZVJi>ujTf<EWxdFk6|L<ULt5r8<7>3I$$FuVtqnA%)TJLr33
z#*V?vBEA?4U2%ixDrI<SpgR&EEKJv**wfT7O|lf=IXKlow`-Ttpi9Q#e=i0A&iL&b
z5d$k%bYR71`do|o4?D-(28^GJpNSy>Q!&22jqj>G0~dKq4=N%cvqgC0=cm9e1ISak
zt7F^SSZwlM>Cn5!Xh(5oCW@_CV(29iXihKxj^a{RTovI%?v5V85xqjY33wDwGVb4g
z=P#JdqR&r3B8du3OZ&EAZI1c0Io-lw&>eEC7XBn2(9gO*#!PB3?Cje(1rrVQ`ZcWa
z<Lt6DMCt5eD<yM8_VaMZ2;!CnxUp%-3Rvw3kGfZ~d&N(4g8yuR_oouLj@Giyk5|}+
znrk;7)A>^ES?p}(&};|?glJgsxo<%PTzo#`zPnHy^>jBqTP&<ackWB+>l%Va)kL88
zzL5up*TG&!SXy&a{BecCECuraVPV@`dfuMlmx=@l%cq}@$|y*O6=1bP5oEKYV}J<c
zF|f*YV9gncUY&^auTc*?sEr4LtQ}ms4*neRC^_4zqy`Hc#`<fH9Zjvc-mkab2m<_1
z5g>r-=f?*f_Zd*;U%|pxG(NwL*DF89MXB8;L=a$|0Eu6wSqMWsu3;9mE|b2Uv?+Ox
z(i6W6xUk2zMau_|e*LYs+QprBYpNk>%ez!oO@6~$%#UJxQe!&#yQPj@FIfaHKfDS0
zjE|~qLWj`1j>^2%-SBmym>JZ|V8cNP7Rq@`p|&{)jzE&dP@(QWF1=J@&Q8^tF;DHE
zW%ndYC(nC{4P(S2-F{pUA%o`V?(7V`!~wzKn8X!jD6UfSF>UWkI=`GY@pKQbHEa?V
z6hEP9Y|!61q6$x_0-si~BHCio!a<#}2+%tRZwu5ok2QrD$EaKqMLRiO>#`eqPpJ;B
zdjF7_Nz1#{PT%v{a4=m}$DKw`E;bFf7!7!h;2_UxLYYyIcN_Jhl_bFVb)Lo2BG-?x
zoRh3}T5Ptr_?n78dM-f^-6qs)?j%;aTx}ZpaUU$$Te-UH(k2ev-efaUH{07KN_JV+
z*Xl`SzWLTYHBzAJnz`n0>|l;CPtUzO%hTb=+Knzz#j$$F?wtC1dhT3>aUSbH2&Z&9
zF)+<2c}|>LG5Zy2>;dQ(*%O$gFlJFYc+LrY`Vn!iY~@p^IlKw6PTQ{7?R>XBW4ilw
z;?+A+@;6~$N{!SXmfP1pU#XW7J2@XW+?V_tyi+@Nbk;l7NEj<CYLAk0(-g0Qfv;j8
z+wFOadmF%fU)N8T@NipdPaCUfYAscBBPA~-HxMoL$Md=(hbuVE5_&h0#X)yJc#^F!
z;-rujy1u!xD&dt*;+!Pb-ncVv0%nKO#8(!zK3r>$fEb#<-L|BNhG#RUENX*Kn$sA(
zU|gLsm{P48-&%e{guc6l?3fPby~A{REt&f1lXg}R#TlLQl81g3Kj4F2<|n%sy^;ER
z&2I}f#K3zi;6^s8<n8RlL948?(t*F-vx`-TJR;d3>H->I@71%x8O0p$f6SPx4=5|m
zCcWEBfiukw*xJAuTD9-;pagaJagJ4gW2=8sls2@8AV|%ESn3Y%6PcXlqke+$|JeN(
z&JETEte=*M+DBuv5hlm*3)*6+c3C^}79J`e0ufw8lGulx-oVT#Dy8<g=X2XwMXZTE
zK|;M+3HikVXw8yA8D&!tKdADivfQQ)+~#~6LPR@*VSUG6pxmEChkfY)vJW~3v}!@r
z_6@n^B+<oeGu%MNHX)ERgA>d#1L`UJq|IGX!9p7JTr_lr=2O?(?-AlJ%~uMAC&?(-
z{AIF0eG`Hy8Hx$R+<RyLPBYkJj=n*!?X`Rb6h-9DlY~jtRfQPo3s;66Y`8ski&8;$
z+l5h%#Bov`COLNC<~7F&Iczxu7oZ3DgA1&Hd7ZV@F=ibaua1s~4I(SV09j$+zC~G!
z6|8#n1mHCH&O4gEys!PVVHY4UYW7ey2f@<3LCBC<oU4U#U>9>P;^!X1DexfEli}tB
zW9uM<?ZH0W^o>pfVTMxyf0dvJg(5&G?k4tGlmy-_qc@@TMJn7p7^>{U-&#;<5~pZM
zNAEzPFF~OQzn!G_1co^>Jg`^#j-kUnvx305=~ztz+15a3m6dSB$}#gj!%x8=AXflS
zTnKI#Y6#(TTXC&!@Ww(&Fa$sN6%?VCE)TNdjo3M-kU}8vk&j)6W<SX}*;j81XIznG
z`jhI#-A74a0WJ6PzJ`Q#JO2Z_8DcSDv{M>YM=NKn_;Wty$?#4vS;^t1Rz{oXiB+O0
zgjT5>jIt*WIR+x}&gGR)lc)(&-R2mo=?IzU#f;;K5MPcKt0>GQ72uH7gs;0x%+ZcU
z@Aj>w=?nHQ3z$4~y((;g|4xjld?o_xM-np~L$JAxbR%H2aMG;Y2@d=wBFi=KRlyax
zR{Q+~EulRk9}f@$)q_VR-3v)e0ds+-pcA+MWwNN<<dwQSnN@_82x(4P>ig2y&gH2}
zh&GT4zCy4|7=%`r11g05m*Cbum+(~#t}_B9ax5s|J6gE$1}s`5{{T4<k;%)4n3+@T
zt_y{4TfxK`A@F{g3Ov#8Gs5kCc1Qn19H0n?57l@ka&g(8_;sJLh$M1H&@lB{Z)$2Z
z73KVz$RQA$GS#>Z!~iH<qHz;PZCYkbW%o`JXD8G)iCiL{RgT8DJ`H*E^7xJ_Dsy7>
z0iv!0fe1YQpMj{`?WqfTHnnM7C-qIAyfDR>G0Qs9o>XguHSJ=C;_~#cqu`?U>Aetr
zFmj%2cq{>u+esN=FBo^HQc7ZDQ^35tFVs`@{yHuPovIHpi6Kgz&??jpMUcL0AMx-H
zSBEb_sf&yUcE%GBE_$*59n5hiJP`^Vl7)Adcp#&vTG=GtHbIIN%tVy|BmhxEhWSfu
zGHmdIL7+!<cY8U<YrDG5*&zc`k!0WLfVCQuQ5VmqLr9T29tmS+oD9|)z}8d9pcE`~
zZ$>#CQNRY$le8cq$y>(NyKd~w$W+j(n+i|m@;&xH+W?bgg1Z~)0R4@&#W}_0FKc~5
zqFK|@KNrkAEJMW=3uWhoK@J@Ae7Cv;xpSVDded7OH2rpBS--lbu^ki`x=;pkh_AgZ
z$*VK^a?%E{j|XCw%7zNF<fDZ-ycCe;!iGIy8tIsmHV|ciA4T^<fk9jkndmEN@{*sT
zR25C|UhBcB3dP$*LpAfQH?Rh9avq4ZxK{%x0sDrtSH4CnmEV@tl*Vb~%Me6nZ9K5;
zxhYr6p(V-+y;SHw1T;B_k#+9Sv|vj7f1dm;BXmA=a$$G~4mJ5XZ$?+DH?(iSWhV^!
zXZ=*WTiy9U?$!hn5v74gICKJtHx*?95)#L@FD^X!|JKVr6RL`7+$EPQiZRA+D}^x2
zr87x4*di+w_0*P8{TUGeQhxX1HF;u6T_7@m?5>M)1M$Ip6-XM|wlnzU-2tI;{4-96
z$e9BHyyGz1?uHvJxBlXk^B6IPDwqN=4xdnT{LSWdf-SL$=;{%fFmNz|5&qVJ_C-q#
zsK9&nL(#)l_qu=)G-E_BbT#yQfEMwjq9ayQl`GD1rDk&vb2P)N0B1}EQK;`aygQN5
z%rd#?_*MtTHvw-0!YClO>~pp0OyWnivXAFOG?%fOA%Nkol=<qiMfmBfhb<X`14U0y
z89~)C0yW7Y5tfy8kbxS~qlS%^YpEM9q7QgF)DU(B!)NFC>W+0el2Rrle6WKe58G4v
zngt&-3BG|j=TMA1l8@^Kkm=b2psy&bM+l$pN;x*6?vgTOAaW7GAV>>^RfVbv#rGZB
zUwd3u-!l(#Y5*xDH!P<|&##IPWy=&$!!5xw>5@<J#5z$OGy+yGU7do5E~SW4Xg1MC
zzcL}WQjv4zW)`~Z;lGmG0Yz&<(R=)^pXaI0J*Oy|;3aTb0&-)_n7@-v)*Aw3Ntrzf
zl{H?`VMqNUM1L@4sxMB_U;uuqSTC`2v&K^o+K&YkvvdmR9lTITP=gAj;*IU!loHSF
z0oHYC=sCm(+dOjtS2+e{f>M2mD?gw!QxWWET;$kC&-M^M-*p022Pbze#wECU)BsUM
z8GdX5ui5S6Jc$e6oz_Gw()YIN=I&Sq14#ZJG{+St9CCsDv_`rM?K?VF$I<H$2#8=E
z{|pb)E1o56_TbPmk%zU#2zG&EX-j$;fE<<p>6~&SGrb9GtH*telVR4A%|&PU%byO^
z-jXK!8VTaEYfKb9*AfM!d28(bYD*!BZ!e|^#$=MII3(naOG$L%r6<E*Cy8JoIVnAf
zmIQE$q69A%z|b|tc!P+4cJmbz<ZnQI^PyhLHVOHqEg{rdy+D*5r0?s1cdS~+6%puf
ze7k%iIdlgOWB8a)sEbA4-S!|@IMz50f)g4ZI(Op8%toL1hnab(F8ruET>Hu{!Q$|n
zn_ojSxr*h{7@ChP;tVPOdO}+p;R)%~36#6JLyC}vFa*S5Q=5Y@!o4D)eij_6n8RRm
z9g)FW=GsmJPS7<0|KE%xCNLQG3NO!3|H)HZr|<jad6Bsnk+B6k8&JjID`dJ0Z9<3n
zknW*8lXXi_62+DXuK}+4(b$|7L=}n7m5|k-v1f%0%d=<b<iNR7;0-VoBZVj{N1?GX
zygu<%5{9lM!XGWFQ`y;!?59IHB2xJcD?vHjmb)d>!s&=*0j&BG;3C(tp2=FiZQa4%
zRaUEAm}06r+&Y2pGW)R3kWCl-$~E_OV?1Z27Io?ZBh17<Ok?x%8;oScN^ewTi6HfJ
zUWVQ1-e#t^Su<NyAso2%z|=pO@zt*0m7tW`sDkJ)UPo^OjpL%eJffYVgB}V9_`NZ8
zn*A8>YiqTmT#MXdVcyNqwr#y7x>p9UEv;fL!B^|efTl*zVPJ&`re`YTDG5Fg@0aaY
zOC@+OQg<Zog)wiO6=UUeqCVN2j`)kJu@%MWuJuko6rH$!#*cbho0S>5BO;e<>LUa!
z)x=okR)X;aU{i0S33Y`;;rq9#OVapJ`yV1Ubpj2}4g}|i>Zu#*e5D%@^*}_@dZPiF
zo&;y%;a>(Eex)*tRow4+AshL$8XwJ{WSo2gl!@;Q)n2}|^SA#bT;IBgBAGpn`r^`Z
zt_cq8Pw@$*hXR~LK-tWJK462utE+ePj*PmVQcS`T)(;#VNeR<4YN(kVTCR#<DyIb2
zVBkB&bL8Twd)bO5P(pAEo2kMjD&%-Mphe=DPX-1d?=@oiaRm${>~dnR$AAAT;1-w@
zxVYw!+$gSf-3RUwsMZnCOcr|YUeqJlAX!OAPs1gZf+*o($NI;&>=)z$e80W#r_*w}
zLbc3C11ggD@osWq`(}Onzj$1vR{-ySa==T!H6ryDt9OhnAR95>6*ZUM=kn=jhDRP2
zV2h}CIM0{P{_Z*?p;dghKP^A!9>w&;eA%?E$g8Im{@vwz?sCbg(R`+HbeC1r=I!V-
z*0ok1a`+6GHFd7WC8r)B@oe~e_)>sqB<eUb(46b@>w>bgyua5Mv1VwH>%+R%LytT;
zrqMDmCwuNr%2Hh(rVmLVQnJ)UmZgbuGMpE<n7e6;v#9=2IiKJR!v<t-jaM+1uh0Nx
z)}?3drR_Q4cGiQaj`zG?vndA*z1aP+ppUcIK9Vnh?y3m>Hvu@@XQ~ZNoIvpeD@)Tu
z9)HCWxzR&54dwnX?3)iB>@(HcmkkbjyjQmF&ZnGiJah-6zqm%!K81vj;1xNMM^!ny
zaNzPOOkTS_CSXg02SAjk1S)3&q<cDMIp5N&$hM<*6&yX&*s+r$HyUw+4i>Q|#tP~O
ztPbN#7i{5*)MJo;tJvtFD%Va+!Ys8P9#qf_3&&4zX)Iuv5u%(t99)8144M{`bUjvg
z#a&v4(2l*gZb$HyN18tT2bRx^TBW!^#z1vE|9DTEp3@Homo-sLjH&aZn9i<m<G9*k
z1DC`1`YadR4@!QZ=qqFvQC11w5li<K!I)18s(%luJMd4hX^!_41h01b**b3lcZ!K;
z=VS@wB4{_~-|G>;s$s}Ap>jSPZ{m`-rEq$)J)PsA36JI5=ubkG`V%mh@H{-aYS$9%
z4L|MeS{Y-a8VyrblZrJeV6Qf0CLKZTVw&iE1ljHufT$`lKFlE9DxMlfy#hXI)RS$R
zzM6LyfFP>gQ_%1pOQT6MhZQPg@`fpk>LhDb@(ncL(wvGj1$bc`bU9gtA?SZhX=Jlx
zbz34Q+5a|)m{W2GM1wYeThE?TXR#;{S`h^siIJYIQ<RIoj_##vzXQnNow+fhk2}Bm
zYadZ1+>D1GF^qTqXxRZyAtJhjS?-J+2>$4ZSNx)a^@|;<S2_HZDIVP5-;U>iHAF0r
zD*qUt&2t--I+{%9{)xkSp>OYVo<2<!&zY8<IJXinyx}RB;*1J*FBwEEQwj`2)~3Ar
zh7E^OUhD3=oTG07g?i)}-VU6$1?&d1d|_3gcarYofYvuR>+1~N*ykZ3#wtif24q&_
z$h~9X6fvHcT~lX*WezFST8)_Ko|G=lxr#YkN+?5L=-Z$OiZua}06awBgxcZMW%u`F
zKi)|zRyUjlXUIT*hH@jLJ3`cYEFW-a1ygw}M*cLf&7Gl-Vw#%Yhwx!QrI$%4doqWg
zBG@`~CZEUKhe^~ZR)~_IQNYw*c&?UW{`S%pb;?OKuuNEHK1vUk4wi5wQsG}S1c+iJ
zDp9leR5fr`f)$d2Y)R=MSK#Se^`~sjTAW0O&?~o58wlU=O9b!I#-B1~W?^y%Z}qkf
ztJI|oyFD7(#7?HbQGzwFa4o@+D0wbvKo1oFV!T7IaJdkR(}Oq?8#n==P_m{wESP0!
zCMFM>*%L&<(}tZdF4dNNM+-V0kVxKi-k9^(aB{N?H~JdVRJsJ^kM0*$Ta!1nkXpLv
zM8D_|u!A;|N?PFj)K{M|7g}3AJ{M1HG7{2Cie?onTSfyc5>BB^#Am9|oUMCS<^KfA
z8fK$rm0Q{U5H?-uYiT8-v+q>^XisOH76xgsbWJi+>Y(d4>$R2e4I|(ytRd9g_01y}
z2J)skc*7>q>`?TQS5t=Q&UxvF*rabOm{m*7bktb>cLyqU(`jHAlvP)bN6Phctw5}T
zoL|cBr4~YS-{SqERB|@_F#F&_r-+TjRkRdz`xL0~dZZ$ob&Hp04St53+EW-4Gb}y#
z`rC9fa9@T0aEp6e$_<w_`g~k;6^hvg4L_So^sr@yRp#!0MuvD%Qy@@g<a}&j3lk42
z+dZ1Bc&f)$jW`aCo?ey|A7<4!zgpWb*DKljIOY`j@D^qx+e4V{0Asnc_m*PxNPZeX
zKR0fObTx1dI{{|^#X3GMR%&)xd0sfg66EwJJPs#I9D0>fZ{o16C~rVrLocIOm?kf0
zFe9!YxWT^zI^<l^zJ{t<xWmRCd|yAX*q(E=KtD4%N^OOKr2F9^{^>+P4V}zZl#P)-
zTKS`~cNOXfA(-Fl10DIy=hi>$=HPKxW(nvO25S>4=H~^lej5%OyfH)Co!zr(=XH9y
z*V{nOUUU=k{0;fAJGC_3*=shIk)$Cqjy2GMFE!!z4~*)v#=ArcWxQo*H|kx%boBgo
zs1<(AH~#;~BLM*HS+8gT{GSWrch5*~O#ds6MF0P>V*FpL|CU-BL2L{JumS+E{9Ta$
zdln--0|2YQcn=U@93TL|e?9}`zbr6*cUH6j0CK;JqKW=1_djpYgaKf|PO-}%V3?N`
zG9p3bO_1zm?ZU+s0U2cUQcRVgj#){V%NV5FpN%b!jJi|U#<cf_N*snaNkp;e@f1Xh
zyGxjA8zwa^kCK7@o(~X-m<DtOgbN%4><Rtd%dq^wwq?7$QG(xL+b8r)7pNZTH&L0H
zG<5k-^woc8izXRdxA}m*VspYGCKTtmx=4)U=1@WW>56q;ia3eS$!U-C_+wnCYBA{9
zVyW5g=y|iylrHLM{V3FKvl~{sSyyX@Y^^t|&O4%I;z^4E+f3PJndoY%T!TEK(FNPM
zBRLSp)A-}LRrbOVJ!KRx((H^TyNi3u7%eEPA#bMA6td-(?f1hyZM$Vq?UaVA-HfW=
zIT50996*lg(AIo~H)3n*S-Gob_HjG1j|r1=<hW;qzroW-bIm2nW8aW5JpXZ7nIt3A
zG`}Fhj{9_XT9B5#Zgo!1lfdanVZK(U+3F~qp;KpDy^mK*wM%FC#WvQRRMi~+RhhZ#
z*l}gVk2#}j+?6GhW?z$1!r+|o1n0O4M4kP*MJKd++h)0G{6dgXW!SXDkT~&dJuF<Q
zGgLj*OS;`YgjRJ_CrN|mwrP@+Ds5XQ`k8leXfRSTtTirqKK=(4X-PwheCu&ZP0Kg+
zvX*_2WBl(9ZHWn;cH0;)Q|kmE#w-(0n|owMWzo=|1q^#k-vU}=LiG05>(-g$d!xtZ
zv*+G@1nn(DF8B&u))fji9V3v3$_+cu3ac{d%w{L6a>380<ONk3b?O`+El3w#OqT^&
z{2nb2%R^Sn!klERvAsVv9mnYzBR&IJ$*vESzV5I=JvMF!NQs)GdVKX+t$SwJV_xLR
zo&z>B-mk;fBU||c1j~%!%2lG5hQ}cZ1@=`%I9=yeDXPleo7Cr}HHFbwZ}C<Xqzj7l
z=3HHmixUgQImJ@u+k`{zp>DPq49|>P-ZyO;c74V)z}Gk{99PXv3uKItNEvRIhy``B
zMhGbwBC7@wrd^#EH9gg0)rQq+s`9!s9@18&G1N7R!cm!R^Jk?=^x{#K!|PTR30fru
zua_t_w$Gt`aCf0YU>gI5F;|9gu5OpLJz^_b1CwdmQ9SNWM@rgJKAq9g(J;=~Z_}PW
zGACp`uo$N-%-g0z<rQKvOpM?ijd_UbcJek5*0neY?0g(~OO+vUJblp|Siz{|4N9$@
zeO|7boD>`GV{nxk=}VqLtXe2knP=TtXi2*;jTXP41yghIf!eGLnq|lV6FRSJ^l2Vv
zO`F<E=Siin!+Ke6WY=juhk1rgOu6a>={YrzT{M~vxibB(#wb&>sK*tPXNYBHG;2<S
z_bdF0=3rBB16t`;X;nHymWo5}aOCfPvN!0+By58V$jDS%*9fsk7m$y}l&^9FV0Jq$
z^mW1yvzKH;_KGIuXP$r=nq|2t3u1N7Oh;yZcep(cG^f<PLpOUSdQ4jPC3$&4&E}fS
zUhC)Ckg9*I2Ar^!#|UCLHvwZdzYO(DbN&s?8ElfSey~<Yaf0jlc?ZLb%hm2xdels|
z=P9{b`}9m=xjJOKhd;I;8OJ7ETL4uNAC)`qOB|c_&%<z&$E`ay&TRN{COOIDxG)?L
z6ULwvZ)52i6<IQURIWqRn>gd=wyT7fMJ7TWtjQDe)AdrwZ_>8?JC&|!sac)uTT`ZW
ziqsCk)|?4w!y?s8G0IkuGmbmX5xvp0hi!8<i$=vA!&EIWuAAM~*lHPeCuD{<#Msp@
z*gLGtw~I0n#BxUr_?j)j8`RonTh9(dmk=K>5cq!w*?e~?UoeJQVO*IuiJqYzHUbN#
zJ`E_@YdmLyZ$6JYrf62_?Dx24G_kdfH7}!*>L}F)qiMsp8n&>4F=GmJN*FQxk)xh3
zfxHelXrVdwxQ~f-8UkUCkbL-fMsTB<l2d37;hCdN`hW25pigiQ32U;ZjEI>r?HasZ
zlTqC!pnS}Rh*vB6WY}|A8_oMZ&}{cQHAY;TXQ_^!vzYYaYc@@)XJ}r3n@q$yE=bt*
z8TNx8x~}#DG>IerLRmM%(tu6`-trbWWC+U`wMIoAj&R~(UmmZs;&oW#W^9p~lHX`t
zwjnlO&sz@9wVv&-;)0JGFiq%iehiOARy13pNv8PPEY@fBM_GHFGDp-g#>jKrFuB90
zP5!Z$WQs#ywPghyLrR_?QLPH3kpd@`EmW8l9-&AI;wrHch=>ic$}bPj&&x0>BbcQu
zHNs6S1RxbbER|PkDug-Ag(4D_R$S~#S5a1BD%4pr(gozjyDEKUp;Q#6p-|;dSK$z9
zhhj-Op`<_irIJI*sY((4gS$#zGaUilXjidT>HF*TiDrub^EU3{kBvEvw~1~B0F!-6
zi|+%N2g#5MyVZK!w`Bw5DKe(AJZx!<?q?cjo|fO1&)TDq`1cSroHl%jGP$vp#C!}^
zIXj<E);704doc4g_Bz)jRf*^bB+2GouxP|eE(x8AQ<*t>ynuj)fu?~9LxENmWIn(c
zgND?ln(YGP98j`|tlT+C5*1kyTwz6}1*#CJJdjFr>0T=C6dOfewOF+rOjX=PsH`xf
zdTF4&QuawKT`en@jS9UGgf);Wbid4|dNJ3#6kJszOAvLS4sKjMX%xPAUjq~`B3FAY
zO^Z26jZ!O%z?1|P%oOw=qzbqUwLp_4mQKAu_?*PdSWG-oyt<-uhK#0ogeV2ucxdc+
z=3lfct`5!|nowAH=a?p@q`l`1hdD$C=#<)QQk_|<OmlOLY!lWB;VIW2TBkde)GIpc
z=E)(hYq|)wWYQeWX&D(9H%QmpsH<-SbUP%jaeKVXs~MC?<E8{UvJI*mtIG~guV*mk
zhTGIQ924$eit4{nj57{>j)~=HjD$*@GEChpv&3Xe#xYo=^tohGMp-%rR8mraa0F#M
za-?*uq)!UfTa~Av(QtdpsQG<mWUGM$!~|_57;;hyDsn)EI)QN`EiT3^28H=vh@km+
z$%-;)%MfOGB@9yFM2IK`j=4yHm~)&x4pxr1=}sb6a%gEkSi?KHHq!>%jwS_Y<AP6r
zNLS1N?bYf@tB))8`!T}-w=vSq>vo$q!`Ls@EyPMQyI$1QK;RhXJrO!4OkUSo--@R`
zWw2hNTiouw?gr_MUqP>oM*WS$UO(+7>Ex(sG}^UnZRi#&=@%GskPDL;bB*8!hdCUx
zA=_O|<lzn5njY2xR5z!?5sc+wIzByB3){-xU%b&>&e`#-xiZZTUP|m1(PdJ@g$)#@
zqbRa`*Ivn5vd_fD=)m&B<C5+~6=X?Fj>cpF$A>L)%^C|wfm?trcJPDOu~0^DRE&-v
z?k0(+>$+0&NcpYPhBLL1FHE;dx9$cy!ezK*>l6{mwR|lg9?3p)g5pG@L_}jhrHlnX
z^uFV+0G<<K+X79?wpYM|`-J-kz{9>gp8?Qi=-Q`ihBk+jqsa(`v|@Ba7?e9|;1U#-
zSZPyvie8x`Rqi?|XF<GbJ4qUnyvOoUy}j^qioR|Be*k4bn!n`ZrBvbowY21#4o$Sa
z8h)BvTzAaeZixAr{Ye>1B!i7#n<9w{TNn^yhg%UdLlKIY(7YmqSqMi6NYF)(B%vC@
zCO|6ap*H9P2_Rt|AS?QgN?ssoBm(!h*r%s(58(+QRDD$N7>9rbG6qTH<8#LVVWB`R
ze?jJ0sAEhbgW!g{L^3|u@r4jfAR8TrI5>9}7zPrIfUiyukuQqLUXmq4MEJPUhX}C`
z5~(80Abo#n64xB@ASm|tCx{M3GKFadHz<-vNTtdFn!HGYhlGZbKSnxIPDq@CSg7R4
z3XjFGDR30I9GR<f!J-OMVjR#I*ktmTDCDrjAOP&@{5CiehwyC&Tw4zshH{|UU9GtQ
zR)r#kHVDq(x?X6N04wxC5SNqEg5()fLl#*QP0}!3OqxmYq!px%>7V&5XcN9OofCcN
zL#s3kh&Neq!+D4~Z@cO2mNS?4&Kul;w_M~9&J1^zZLu)U!;{B3Vy_&PaB_me0O|lH
zEKGo|#-Mo>4f1g6f$Ei%N|V$*$UUi*v_@ru7D^ja4=4;(Sv4$>qFKhN1E@}t8fYQn
z;HPGgCV;8c0Z)j%RGD?`K!S)fC}?Ee=qe&%sI5Z_6kHOB_>-ap8$jX~!LFn&#%Rvn
z)rlbk<d*iPKpmhRf@fo59I`{iD*&I^ie@v}XShel&yGfu-2wKb?9uRHK#n(id-PDi
z<G@dYAUlXCz^}@kpB+>L5ilI{0fJo%93Kpkkfitlg08CRN04cxj1WJ~Ef`gQbbwoa
zBsF(!@!ELw-MR4QSN7*^$Q+&<bSzeg!D-{r0s<9=C)~Q$$jX>VB*FZGfw|ZL1sI18
zidtVvE?GmE&8!5HS(1lRM9DSDx1?0^Ps&#_NYT<7NxiD2CZ!0ZZ)%g8r6yCu6p3}#
zzsf)jgtQ^WM{zM{xyn>lZ})b`)@>S@z3|OtDA#Q#V+QUskLi4zW&w=16c;ye-%)m~
z#3`)j6t;zr9aHoLDQUF89-}m-L8&<?Wzh^JLQ-q6vaIARSw)pyeYA2k;7O2Giqu2%
zkbI~DAu*_fY7$!Gs8<1{S10HgG)9es9svD-<e-vOAZQ;H1rjkuQP-e+DhL#<%BqAK
zss>a%w6HEyxf(+f?Nf6k%aUtKJ#;Tsp#)U2S!SU}(kG>sQc>B)DFu{FR3?=^lnGES
zNhT%%lYm)yS#-%SDPKw>%PC6%NgVYA6w#6_OOUd!+Chp5f*PozAcR671Vn)Sk`5+j
zMnr_p0}{Yc5Q2o@|Nk$qqz!%=2pj+vyys-Nu!9U}s8otNna^j_WMY~oCezF`&6uW%
zX*QWmleuX!nP#TRWH#dg`!)zp({!R8gpa0e?BHuUG0&%|=XCJK`rtU7%;tIeG)+wB
zscD)qO_RxNGMOfG(<CMKZxDc*y=Vs^T7<rL8Y-Ql(W&$EG(VlD=V_KYO=+|FWSW_$
zvuSQJ%_g%+DcHwBz`qVQ4h}+>wgV-)AaG589UuT4l2K^;I^fiK76PQxlr+jTot>uB
zX?98{lh_V0&FA^_JfBT-lW8)Ua7#Z21DFt0T5AT+i8H4i5Gd&BvmI1GC+ZZ9^B;>u
zLX#aBgzMi*YRC?v5BFs4;NN7Hn#`t|c{-b>CevhsrlaW;%CP>PYId+KMNg&7X$ObX
zlPQ`g2x`!%-42d`rj>T^15M}T=^ymc7qo*Tt>ps<rlrx;oE_|OPS0pmIu%W)AakDw
zgo?BSEof)AW@-wRPNP%jGi`#V&?q(R0D79H(ot!uX+BBQX&lY|18J!fnr5bdL<fN*
zh2azmg-%)Rz^Q3ArOhWwih@2(W|Ik(MpN@%9}J8rCbK~4Ks7jUd7@HK^x0%WQBf2$
znjI8R^E2ucnAbG4E<1SF4(R4vIobKXezLxZik>;_pkR{XwS$2ZoUHeMB@~L1PNPv2
zDmq0=(@_)(MV-F3gWe(qelH;J9$?{FqZ`xobec~mb80#}&8E}Dbe<d?#3Akf6OE#q
zJ_`*#kP5Q^5QVzL`etCLZwFL?)R#n0o+&z&lA@sL$$hH+pkT%{(|}f{ff2|9ED$K_
z+CDZ44^UPRKLDVx=sVMqG#ZUU(J81j-6_SwfuBl8vuOtiF%6na3B`cQ4oeS)6gTVu
zn%(x<0D*=^rPC-11=Y|FqSHeW%PcuSMLQ7mg2u7~=t2>j1DwHm3~G>YDHIwtiZxXk
z4+JPwIvq`C{`z!ab3@{AZU?K#$>K?xXY*+~XYB+>g94MXeFW9v02(S`Mo$nBrDb*7
zX>h}6Zk|vj32I=#Q3VK!8VGxNUZ7f-z(R-<AU1sWAq#+*q$5gax_Mr!CKpIc#KfQr
zy-ZA$Z9QYH?ccItC1i3oXY1a32Z97U1V02r(J4F(ZpkdlR5^wP2YTSjG&PEnk;1`x
ztxv+tOtIJ&XG2&ORyI@YSqU^YS*?{yRRGJhI)N5j9BrZ5y3#^gl?KIvsbNY0RX<Ev
zNjVxyEV*$Skql#8afBgBr$lnp>QeTbqno1z?CdYGiEJv{#<Te@U8+m<zW4DyKL2kg
z{@pM6yYF)U`)l6&?8F|T3*8^?OuF9Zzx}*Zv9*5t+o#$t>;U}pi+$^O#pdAgF68)i
zw8gmPsdgU{E$Qv3PM5N^kff5fQik{Tt`W%wV_rM+zyGYEIHO(r+xqXbgc<PM?>lNi
zS}_BE-oq%#sX97~^IPN8se){jjOuaY0aJQ!PR@$H?-(T=qe1mn#@?~Czy=Z=+qw&4
z9I;#M7Nf;fnN1dxUC3Ut6@z#$<{~R)CNfi8M+V9kVn4W;NL(W(i(Rb6AjD1Lws?<E
zt`J*^qsVT+74*}b&&%0Mp+}J1kjqaN;RChPo7q4kmn~)+m1&|@P$eLuE4jJKttDW4
zq?x&TlGd%E<n}X1CCha{85>D!OW34rD9H)eu29EZbIbv;rNK6twz)28w3TJBPObO!
zYE5|kl0_ox5rzaCMzcFxlU)Ez>Iwy$EJJ{-4fM>}nyQqkO-*17fwE*+aBBjn4TU2O
zYfY_?&v@$%)GY-)rDkOWg$Jw+B);59s6Z&Og+v{yvZhv4xaq(X0iuo}=0uHw@^V=E
zU<~17M9@7iFL3w@0mq7|L;#dq8Wgze6kS#~asWw5K%}KWW5Cl9(Q?YoA`8rl0HYxu
zJ_TPF2onWl*fMbjh7qtlD?SfYv^3ye);wnuDF#%;O^>QcTwACl6HQuO7u~KnP9C7R
zBhs#zkVP$>G<_jaw>Xjp<mkp}uge0S0`1L_!c?D{(2O7(-q9Loi8%u3=G+LetjbDb
zqs<Q@JAyzAd9j8DEf*$(=<0`*1ocT5kQHi2@lkvfE90dD%s(g17vv`|WTRM4jAa_b
zh_T|YxC<+Wi_v1V_-c*S#B}jjd=@hhqlp0!1Cf(tEb>y!ji<z8ge3@tf>Yp`9bnNB
zhBFtg6^smdKkl6vmyXCFxv7m9onbl?0<3Cy)PB%YVFiq8m0BVI%W0+8z}%8doKS7C
z-2hH(4J?i0CM6CjZcet_mbAeEZp+$+>V^ZN-kLL#pm~|1n5)x>q`_qc04=~91#2v-
zSk*ROL)w03p_)P3BMeJT1r`o93ycZ%KrIMa2OI*ZU6|7B$)ez5qSon^HH#I1RgbEa
zK9ymwS!6iGjJ$|vGOlq{GGHFUn5;CWaKex;f`o-p!&4AbC1b-VcDkeb1iOVQjGB#I
zQGH}lR0}XxfS8YKSXoh23I$&ez;;>5@F%GpwhvY$*C<(-Y85s-?2EE51A<MO5wDe?
zrk8fja>-eFL(=-NeP?_C*MOY-1_f>m$CgzAx+^*?<Y1D6gsBi7S%Qf9K&l}&HM24H
zqfJ~EDFRamVn}6((0aSUK%s!4SqU*!Gqfq-g1f?!g5wt>IN$wdPd?7wQa_8Ef45t#
z|LA;9eb#<m!xwA5SAO?+6?Y&Y?hw2X>=M-SfZ@sTlN37fVe2^&^o#jo3}hCvGTtD@
zi=D(wVlOcttp!*F^xEN@sYF7e6NtKqj1-Jr+UpqA7?Ck*kxYVO-~^ec*$M<;D80??
zII5E%M_dmRb|2)B+^S-*iEG1F0@h14fhq|xvZ!;^FjF5>Ei7I&1$6<c(wH2x3(DMJ
zn^=uhpVbhgRbjL=Xi9=b7eVK~pbA@nlPEtW9ugOl3*`{$jS<Se?IgQGxDz|`!{66~
zI<h<e+lgK3!QbsVsjs{%F8}%7yvyHlpNqTcC7Zu({&)MuW%s%7{j3~+{@;1O`FZ}`
zWgluHiQzNKNm2b!%~$&^>pa0J;udj>7%NTzBn61g&~F$W8tuUCRMAuDB>F8(d=|%u
zjl^=<m`AJ@Pt6I?PO}9wkr@Th4I+hMbGQr=D`FPy)ph=-f3Z(!AOR{1)m;^X%C9QZ
z*g!5DSG%3SLwJL3?rE;cE^gyNivZh&6>6KZHLyz@Ncx6GhE;*%!0*PelwGh^uX47@
z^eU_68gxeG422bhvMp07&?#OgpjKX-V4{kM5ch@=v4<uNNR(X3GD%8|qQ(Yn59}bu
zU|*N|?}t0F6T97id-A*A2Y2FwpZji~cll?R+^c-=bBk}4uk3Qa`&s||tQw5pKcD-{
zS3YaL&-%OO`{#Fm`^x8Uzx&^BK9`H*%BS)D{FPtqT<+uFte+qWQN9+li2t+RTZ;L5
z;EO+GM5X|OWAM-VZ^IWcFkS}mBEONn$QZ~L2%o|^!V^AmK6g9hATk898kvOnOze#%
zh$V>oEXYFf99b!=$!O$1IfK~=4>U*@%mN~VREXvf;Y3D;iWHC3MU0{}VBm1JR6<FI
z#Fj86R54Up>rLB`9A|8N;g)K=$l+y9OIswv0vuUeBxWXLT~wK{sUVw@)tC~A<v_b;
zPms|~KSax*<z;U0w&@JAud_C1Q!*=9Ib|itlu)B%7@%f2lvbD($P{QJK1h+ll!y-_
zETt)d=s;%!0FXz=rz3vk;fU;OI$r<wZSQvCFX_bR=HKPJ->rM^hr!?Mdf)r_fB&Zb
z&?_JRV)Kjt{N>;G<M(Gho`3W42WNfppZ6>4zkj~+uKnu2U)Fzk{rC89Yd^gHbNgl-
zZV#&ekW}P<e_s1ARq*}pD~s@{C-=FvUpKZOv3+mN2cpfj>-o761o)SA?(ct66=i#X
zk*WXs0Hk!NI>xqSD|t%hASdM{y+sp1YoJfiJ9IIT7)(q;JOvudh~;7~xr2vziyW1=
zGEwH5Ihd==G2|-rG>A*c=QBc&1;Sy`kA($_oJDO#Ozga*A0Rxq)1o$LqI%j@<H~-l
zAb5d^<I<h6@dWN`jxUD?+X>8soRQEmWh+89Yd;JO4=_CX!QiKAC(KUNyk)0s2ao;<
z(iu_(^#M5zl@(3ZV7l5e!xVJIQkEJN1aQ;x;}~R)ofNyRyp0YUZ+~tX#JJ7I%#dK|
z>I<?ccpa)1H7hJRwK8o(ZIXgTv!qzWj)=K|>cG`R6zLFWDTJjEo+=nsZ6|$=O|_SH
zhMw$s&W^O}-Coy`|5ehx-Y%8;ZfEvMm-J*ZU-DgN*D}A`lXwsM?iQSXU)QVr;&<^c
z_?KTqetv(wfA{y}k5h9bF_M@YBboQ+?(D(bow4u?gH^#gK_{S8$kpT1bL7J%RGPEH
z+}S`s1)&IGA+i#Q5u#ETd8&OhS{;KNHSomaN=sK2jG~y5$2{bSkmC;uxzmliIS+6t
z*p$#_NQ==Au3b>64CooL4#aM-tSVX+j#Wss0;$;bC^`cQ1@jpzQ*{6*6&$RXn0(;i
zXoAs$J!Jc^p+tKh7pd;-O1ic)yYs!B*`1$vY1e)i@4r17?ZluDcO<i8bz-z9e+{=M
zJCpm$r=F5~fA5~Z1%E#Wf0(<yl{dE&@B6)5rOYHp$w>L8edr{#6k2RX^JDds{jvHn
z65_OlxeC34PO{@go}$fw8t^#TDGS;ox^ltC!qd>xzxAbY$k7WUB}v991z2o_o$%E}
z1ENF8BgCCp9UVIoY)31NG^Mn?8AebNUX;Keh}vl<#_+<Li2aH6K*OzSqF?G)RhuQ^
zTxc6H1n_2wCQ(pKZykh0A&qEbZC7oo<B_)8b!NBg$?)gj*QLbo`(m;?vAVP8b#2Ge
z!|Fku$>e_DOVs;rPcA>tyB+!9FXqeb5B=SP?(b8di+7)!zc>G|_w(iQ_3-+y`M2`(
zxt_h|>WpKS;u#aX(vu9H@ucu+>f!cO@!{Yj78i-D$SP*xtemrUlz8NVOCXg{UO@_m
z8yK)C$o(9fK7u*&9=TAer#Lw2U|_xO)auN209S<0h{w*4E;bfaqFM%LNZuqEQxi5P
zZ6G?9W`(LH1>zK>Ppc0r5V9c^3SQ<qHH9PA6Lvxs$wV9!j1Op>R9Jl><r(*kSVs|(
zGv0^0v$uU1+3mhvnhg4IvJ*S8YaiT`-{<YpJnw_S-}m?5ftye8d++X3dr<N5?e@8S
zpXc0Pax05Zt?B4JUQ@yAJ=y}DfnGs>m`xZ4V0dMSWH|Lh0G%~^XANlLd?Ypzx5-Ia
z0{L$K0R#(X@nAp$hrU>Na$$SHM+n@p`Viv}q$m=Y1`Y15D>W{tUPm*fjj<eFJVv0)
z0c2`!0xcc3FK1(L9Hfo8c3>4E-65;HYE_3w<B0KD^R7)+3pkGH6L!Zs!dk()RF>Qd
zQG$jQ16UMnfobx}kd;KI!3tB_v4p+Bp0Z;bg1kHJ@E+Xjm|feQUD}<U*_qxCKes3I
z=XT_Cy$^Q#F5BP!viQx~?|aAHe!T%ZaDYXi5)cVg62=gw`7!ac_oGCXBa@M@$Pvg=
z=A-!m8i)p)D*#Fpqy&To=!a}RCVG4X{dj)#Kri^X0Oi86XlAI$=mZTRoT#3#K&+LS
zFy|p(;Lbw+bt8L#PmKxSz|5Ud<IH*$1@wcl+L~vLRJC-S0UN?d17(qIl6FzKGDJ~M
z5Oo2GC0I%7>?%g15%9g*KDCM6uD3<Cy{qj}E?w(of|;G@?Z_@gI=7wqUH<#+K|QDk
zeZSlNc9nnslIAz@zwvuWS^p`&S?|?;f7efHI<H*TRDd6VP9PRo1**+uX7J2r9$_Yd
zE5DHqAnWy%37x_zKWIN=giSpI=o$8q=-Dt#17aFx@Us-^eQhHhM=&aLBtk{WDj-{7
z4bGZa9WjUqKel#OdWd;DwxK!e)HGyS%G_MNNX@v2pv#yoVnuW1VC)&afC6mA5G(?!
zj_R9{21s+3Z%q<BopI?~F1@dVzgyS6cCy>`ye{qQSY1gSUR`%~Z;yU^-h+|d*`>Yi
z`-okrGrf0TZ(jfX_kJ$;2Hz>S_!pm#zcR0daO-USSMSwA9>4J)dT#Ca$`-Vlo#PG@
z9cKq9n~_DBg=Qc53k^C2GvLt@*7>1_aDLK;OgvtKY=UQiK_CjDBSbUNm<neqps=~h
zW)u;t4^TMqN`g}ZQZ=N^$JPf|9>QFU869YC#0Yan!}`>6@&$z~4E|I#!q>izP{XPr
zRISLWQxWd(2?MSe;HvN<&lq+DW5jl(2C3~sYP<Bqwve>fb!L}x(e}1p=j?g^O%kPf
z-*qDKPJF!&e|ufn`P;j&-uCu>Ki@w1`FJPxpsttuocp`x`|i*W{aw@frxMIv{rBNo
z?!jZ?E^(N6484J-KzAByej{_4oiq|HG#en?0#ya&KvaI%dPMMmfnUH7J1>G)J!wBy
zATvN&qHvK2JBbu0nInU=s(>kltrAW}+HI#}$c!Hl)Oolu)K;S{S5rbO;Tl8+;>u*D
z;A@2xZ|ZlIGc`hWNN@atYm{uq)C#K2Jpt28DlCGE4S^BN2EmRq&e<9Ax)(36<AHl#
zSJJt4{o9k@Wl0a}n|5Xo`hvUMo(zAJyTxn2<$Jf!+|B#+-qf1!y?FlQ?;on=zPV$*
zo0H5&X1aMg2brVHKjsxcyPl*EGS~&kW#}U$BIN0bz{dc32+iEVfii$mK5;@#6|@&v
zV0bDLGyW-2F?Tfcr#kF}jS_hkyKM~$Jcc@+IJh`WXdRH@mmRwHAk$haP-&2f8PhU`
z02L1YRW@QOk6lI0qH3mVq6ti!P!2c&b%@hJhm-+EH@gAbt$VQn@a<CCF74i~?ca_U
z?aZ#EbCHrhSo`5**Y>(D71o0Lq+JTk{c!iadVO7R{pWq|7mK;x=hSCUQn}sl7JsY!
z=ic`D#aD))?dUCZ7CH-^z|2N>+Qm#~4uqPh^W=I|h+{wo<qty^U=UD{U^Ef}M*Q#%
z6F^L4F%Sp>|Nnpcr49WDL8j-Moj85c{3#Rj(@mP2GM3$eQnUqOUI%<K5cv-PRIdZz
zf8e(RL{MxQP_u&{w`B)FcK?g!0gyoAQU{*x!U2v4K~oKO{&ztC>qI-~m4Gfi2srOM
z#DkxoJ1{gE{BXvD0J?u;h&J$GXnB8wcOb0GgW#@%z@7&mW#CZ31K*Da9xb3q;K2qx
zAYk?<{&#?L9}pnH18&$3GWi#>;Q=r`J^0`2-&5a#@A^Qu<w0PrzY)fRU|qnsI|vL6
zjy2`+gQ0Z?82*Cr4Cg@~mj?o9|IbW!(3@fhwkY~}2lg=t?2I`E?V!z^I)D1K$urX?
z&rLPCcEE~4(N@|4+}c4v`3o4B6Y2qig?8|eLBCU{cyLs)pXy*aVVVE_9RP9bfAtOu
zhYFn74t`31K-U4M5b(u(2XqE|MwJZs|2qg~_W|lUpnAY}M?XIv1e67I+#MVU{P!as
zAcp=ucn8V~A0$&1KrDJ7L=hek10M7W17Es>f3X5L;(_7Yf2N5Hit0QdXcj2cgTKTB
ztUC~7>s1H996i93ZRHN`;};CSgFa;nH;%M}_I+8(?qJaB4jTV?NZ*w~5H*!Fn0@K>
z431pg0!MUmLcJXz=$VPrCQZ#aeQxTBxvB$6djJAFQ0{6lK<*Asy91(wBbjWWItT^=
z?*o?cAVB}VVX}k9j?)9Cg8}eByB!2M^*-=_cCb_b|MngH02TPme~!?Jc!120zl~xC
zoqB+WPND;w>mB^HJy48=2a*PKH6HwW28<mKj$1t#F#Q>^xC1zS{;3BA@;fN5`2e`g
zgJZl85~ezU^#nG>1HJNpw|6k)vQS^>K>*T&VQCKVxWf*JK5IbW_OC~2Vu}Ykyaf8Y
z9SC0s@7PiYLG%7^8dT)qXGcGSz%612lyv&p$?2wMO`SY%`h?lkld%qtkOFrH11l~R
zefAE*at4P(?ZCJDo#A%it%J&fa1I2g@PMe@!QfS>+d<ER{o&OC9-?3>JK*R2pSTW6
z6^bbXV(?(WDgcD_$H2pX&kK6+w^utD?EV4NJ0S8;x;w}<2|R)QePsuSe4mkcut?CC
z?0}~g6vXi$mA(!S5GL{ffXN^qoCk!07IcU^*i9PH-GSZcK+x!cqO^nk2X5tfK>Pop
z86FV&cSN}!2zYqVHHD#x@4)6k@P|S(xOMLfw}1zq$N~Hn9qj!5c6H!C1Fo_|^bH1h
ze)hy!)23#eo;Cf%%=BrZ9rzN!Zn=~PM<4~YgOV8_3$+800K%g39S{>2@(2hDJLo%g
z;6rE!_YQ_lJJ5{+Kk#_)r}uyS=mDHN@S6z04*JR20bxHdJK*61z;*|{RR6{99Sm_c
zSde&tm^|R~Nx?9T2R<}BXhVR)gWjkAf5!tGW&drmgH8A|V?5ZE>p_Azz))q7;2wNU
zFMNM@x*W^}{|ovZ{B`_mn!9_D1bR^0c2Hx88SH?vAVdcO!yVK%16_m%(fh}GOEqZQ
z)z={CT$@&Kyy-Ki%%=a7+jkIYj=4#*rp}%=d9H#3UL7RdKwxQqF}H&x7ZR9KVh6PV
z!j>IO4+s|?0Hc6l)B!Ouh26e`e~CYG?qIOuziUnh{Q`VVqZ$kec2I@<jkz66IQ_Z6
zI`D>oXT$>r7MRGJn?G>y4upySpY#B82SUI9Kit9c&;LPGcz}952;jzptQB+zf8veV
z0VM6fty!1=4}41dKklHGB|weGgQA27gCPHYyaQb};6Yyu?0W~a^09*H+QH;`;1_V9
zkGhNp&D{Y{)&O^`zkxuAwF5YMYUU)1>;ROXHaltBw3(qcd2Z^-Ne3za2|UVQ1*rk?
zU<kH@!qoq3;ens@ss?^$2R$5x9_4}7<{25_m;nFk;2LQ_Aoj1^4hG@^f;-?HTH$hd
zkWAn~Vc9?!@8FN7zZ1TLegT8w4g@|B+=&M&7Z8Tw!RrQ+cYse8$nAEJwF0`P2gJk<
zDv$zsV|QRksRusrm)dwBK*R$C12uIAxIzHPplG_#gP2PX4e$^i05Co9ul!j!JLtiE
zEaE}#5tx%N(mNoE`MHy(O`AD+YUU}ksi$U5J2k})euxLgwF6t6fnxI=7&(0;l1d#|
zUML{WRsZTBP2gw!|9S_9Px}Ar0N(@O=?;3b7e2xcbfX6<JQ!No!KMDdKSy#P2ObFe
z{pc?>Ms)Bu;DKH{*g>``JUF?47RrbRopJ<ncR)0Zf>ICmNjtC^`~{0vZICq+h3&-y
zoiEVh4txsH?f^Iy2T~mf#0u0E?%?<R>k$v~-Ge7&2lOQ1)@#3m08`A&G?_lz)U2t~
zXHB0ln|g|LUkAB-q16r$(g(-i4g^vEf<9j~03@iA-GLF?-^30E^z{oGbbwoh`T?nf
zttPOG;{oEo+Jl6C4|c@|OGcRnjy4_~roe6q4*=tT9C!fG`e!&i(A7I=l7WrzKrTEe
zqJcx;9UPGVyIK!$cLxX$3GD8mr9ck$KDg66*b))od+~ra9>DPceD6SxK%iB!h92-6
z`moK!fp7HRP~P_dz=@Nor{+yJIeXgl8B>$zrka|o(ZR_9d!d7^8bM(=08Z<msQRA*
zm^v_W{y)qmIRKbCfNB^1)*U=>AZYZ!C&UATf(HfhUkCsX3<`z^5P1;v^k5jze?oQO
z!a|4#Kd(R;4+1iQg4hmNE^tCuJD5}qAn8F+*FUKPR5-wg2R3Vf5bNL*3OqDW%i6&_
z9^@zoXdcA0{6k&`G~Yn4*nus0fR>C0x}S*H_aKP$B;iq}=a`x`?ex6q6K2y-nwx5J
z_O!{M`|BV_{z>Yf4hsTv2goUh0Md65Aa-D!NdM(T2QexnZ2Pqu!yqa<fXSckc<?aT
zL5#p7w1X)5fIc1s1NT?$pcey)yMrHi{GoI(sb27V>;UNk_DioBe4HKJ+74n$fnd9X
zh6|bA!M#%fIXg&m0FVV9+y?mm9So47L_4sIe&8q?4(@>+L^=X>B_7x{C$j&6Kt+3c
zt|)UmIO<cAQ%%jAa(dSE3A5=Z%}sTxSv)(i@(w1S&_Qhith9r${{yvy(tYLNf%Dft
zz8(BL4G`Ud_5}J64{+FlP`5Cg+3`C76@$?fVF%Ivh0{7%E>nOLf!1}P2qRWIfUAE#
z>Lr6yl%?);P#*@;DduOfJUs>hp9F<z8av2XQ!`GSpKf}_)bv@?Ce2PgHG7&#YX?x6
z4h9J9KhDv?Ui@vNf7;c-0|Eodc;L1Uh&~{c%ntmlZ9BmB&od}QM>Jpu?^>b*F9mL2
zcA%$6R768mL@{$JWj_Xiot)6rd^-q9Q5}qn#{X)XI6ZZysYx@Z&zcU(^HV41O*J)h
z`lR_Orq-^vgB-B~*}R!kC(oKZF>CVNR8upjPwUs0fk5UHoO&jxoKk2_pEf_mWd2lB
zv!+g-n|jJ@>Zy5CP0pS+d1l(=xv8dRPM<V?%EbJ1lUb$HoC?Jbq7kS?H7RDCJT?2o
z%=BrqrcIomYI?@B=~>gJ&73}Ieu~NbsitO4ojf=7l-bl1$RIlVJOBVFwJ-gk000C4
zr0f8C|GYU&5Mb#z2MtlbOI$|iufTW)aJNmR6wEGJ;c){@mjX#`H@i0u)?Xlt2=$AW
z!R>#|`=%k?q7ztDtRP-yE~ti0sSecw-S$t_(8$UbO#_Mpo&!HTdi=*nK5xujqR(LM
z^J3WJRu($zZw#}}<-*p5uD7kT`w2F?ExeyT&)&Mz*_ZXXb=H@zFI%@K2Umt`!YzR-
za~2#5KYJtpL!+Qss0OGPiUHb$y66;Chi0?W+8x33-IiSrt_|*r9t3bD^zaNdv6)W5
z=3xj40)j}Ildvct2OVcDfTKmJOA?sbi;gK?RCvf@!3uuTOgc$nRkaX>Dv7|BoRe;-
zprDe$fHEFcayWz3P~-{d17yERbb*WvRxkUnqC1t(`>iiJf5syp`Ev2$b@(vSjK^<u
z=g+(kuFUyYp3lQye{~(r^)i=T*@@3<HlO!$#b7YJBs-TMm3h0@T476c;<6R`D+_zA
zGYR9DDy5P-rA_HmkQekIF4!cvluD({^ejb7%V;lp2AzTqL09!e$>rqK<cjp*az?l&
zZU|gij~AZ{Kv+Of{G92{ML`q+VN^nJESO^o4y++sI=Gm!p1jn)81W(nmNr=pK#`ha
zt=v4J!l?^Y87e2DY*Do%N{ulDrzA+4S~$re8C=1=x^Tm`g9!(F^_d?7!`4@R@R>ia
zO8Ms>4&OO^<|Ajk@sWR~<j&$7U-`^mUwx_dk^l8d4!`of{^;|sUyRkJGoG8y7lvb2
zp8a)QhkY3noo!uTzTP7e{m8c0T)5T1e69;Umf!g$?&k-+y#bjJv;(RF<ONiNPM3}t
zogZ{`&`G1gXe=5_YiZ;S3>_sqOLm^*G<QJkis;_xKG4<Bk=c3S@#LWBL0|ZBfHypq
zt;UBCBVCR-lXx-l0k)RGj|M>u)-X0K^h%2sm8&k28AM%CwE`6q351ddki@B`sVd2_
z<d_^E7yv6^0uvY~Df~nf4TD}FWpR9@%OA((AHLTk;b*?_#nj(=rB{E5{Nk_gRea>H
ze|)iLe(}GMyf41-m7b@5@rSSc;Uj(iqR+2<)!+Gfulnq>%g_7b^IZ1#hp)Om`~2$C
zV{dwy!@oNGtIICK@DE*%fA#ozz8rJ;_1Ir``s_Ai`E{AgS%+P3eaX7(tTTDsdb`uS
zby&F5yyvjTKKFU+@9V6CdAo$2b)vhl!`}A%_1J~Z3jOuhm)<Vj-A{LI&N}N$husZM
ztH*Kkk=}gf%f>UGk6udT7sbAY!CznL@%+ONHka;PqQSyt*){`m3bvB{?ClLUnfvy0
zKb_cfuuZm~d(Fo>5$-LyK6~r>lI%pEyF!?_pEJAsb-5I(IX%9G-8#5^-HtaXZGy%@
zpV4JBS`SWdhTfB2ncfq*tsDxu8gg5@9*O|ULpPzp=pwtY-IbkDjtvfp_uHxMbaFrB
z22kCGo#dzFLkJ%>2uMOm2DHJ;k}tq6Nn2;0bdcZ~MF)zTCJR_~p$c-mA<F5Al9Ub%
zjO8#&8tNhDNKCZm*&lurfZeOk_xc%s{B?f$&t7TfnLe+>;j!uPf2qe;i#|Jlm6y`o
z=P(8P2?SA>eFSigPwl5OITzC=>$z_1E_o|tUthK`>q1}7?fk-9v=zNYZ_!~=1kxVq
z0_j$o#b*K4ii)L<sa@(4m5Hi=dZpH&*Jv`j0u7~&xhpvma!qhoc6xMIx}jWFPn_He
zLoIBwA*5fB&j-?%@QKE}vLOoFVuJ!W?oQSVPj8e)sDzQSlQLKhlSoM}DIhWjg0nWM
zh=qu=>7i^uI-y7h6jKC3jVYy(`DXs>RpujK`AR;f#CxTRjJJOHX5Q=Tkw%yQ_)Md}
zu>3~#mEJh7!xw(_h|8CJ2B7MZY(zWz8E2zueXhr^E`6-)E@R;jVUL%uH(zgwZrkii
zHAqQFX-LWJnsjk=VLCRt5PURzAoy;+0en*$2%Um1L3^Nii11wPB%yQTHbpnoWzqd~
zOLRs6Spiw`lg5X`$0*|q5d%b06v@COpwNH<<B71UiY7Lt70M~HoKWGxDsyDhemVL$
z_GsE!1*vvCIY7!t@<@;xIdn)W=D0DW2x#_BV31)9?D6V<oqa6z@QeLAM84RIeK2Nz
zaQI#hD|!4(UUPZmvD^M|`84*E*n`>qB)UYnw{(B#uKUKby!58WvM*m5>}B8m^d%QM
ztc_?^8_`CzklYiw9&%T5OL8jwn7=GPuOE<K3}}&_QB_Bwt++Yeh`4d3S18x+-Q}=L
zVYk9A2~Ujb0MEJmKzIAsVc-lRp&wI>K}Z}SHkj5lV7B#zl`Je)v{1pN>d669M5YQr
zj%ga2T7yyqloOI-P`alvPEQ<Yp{e+UGy}{C41l0f4nn2!#XkP6_fmiOUq9oA55L$K
zn`g&2^UN13zH)tJ@V(s0{IfrL1-}?TV|+v(9&ZMc8yZP6)PO(Rf~_(w845`b1AtW=
zS1vBX;HUtLC<Uh697Ukw6NQAW3xZ(q<OS6f1anjsC$oVg2^*;}RBQamD~phz!2}W&
z^N%0rmHw`;^l%aBC5BYWs`A$#!ZIAktJ_TOG-tQj(az#WNvF42HkR1o=Q%w4ymT1M
zVb`6L?k=53=E9<m(nbwL3xK9cb=pfc%0_Ej7ka08bPSXX>V=X)%}@`1LI|-!F$if1
zu_>2yh4f1*CY_+?3+`;^jZTiV`Gf1Vss_8L+?kA&Xva4Vz3>AkYRnNHc!Uw$@kDTi
z(Uqjj7^^NsEQnxCs)MT_))!qvm?Vk%B5DQXm6nW=4NFBlQ6ObZV)+<w1EV#evxWk3
zieh6&S!{me?63Rl@{vN~uRhPSyYmto!^Hhu+GzILR@=Te*lNDCvA~;bZ{T3Wxalu^
zH2au(@m||%ti!(9mSodm!(mIZC8a!4DQS<iO<8?JAGHH|h)w{_p;|wox6oV&1qq=-
zVL~PdQE~g=R^|5ImbbB;G&@pqlDG*$&+L+PWI8W86?9shH}wA4{QOXR`~c!m66^uZ
zev6BfE6gih5lvDLs~lGvXq~yTQUE|w38WM92C^xFt{oY$Hz0ZK4T_I9WxPT8Xcj=q
zOBH2bKGIkm!jJq~y?i$FN@8kpo_~GSU2kr+vgMHreMjsgwwep~b7$FTw%Nww?zFAO
zx^F*Q;!^7_?6Z$`m*{f4)7rRYVHE`fy#loYwL-%|Q>}znLvfk|&D2<Q7Y!C9MUWRi
zAV1v?1RWk7Av#oargTcs$>nglX+fvZX}TmkogEXqA#z~=UGd|?7l4XJw+gk4Zv2}2
zQd!b8f{r*wNLALXB(5ZNg-LOm5@D)?s0pTaxI#iA1Oz~!lt(b46lHi|L^R^y=*kW&
zvb$10JQ{s&E{}hFA9of#E)IS6dSub~>iftq!cO^l{<bmkHQQv~?kFzY&#ks^5VzSz
zv#s`%^(7~6EG|4svabru-08YKkDVxVTlQVbuE#k2(>krwKB=2lkUB}dq+J?Hw_2&C
z=m~&S07CM!0uT})B|KX^G4ODK)8UzKMClm12JLAsJ2N{o-j5vuxnoa)7%|kO9WKX3
zghr&}hyL3?PhLFj`0-^!h-ii`C0#yPTyTNNUeyy)Sy5V!Zj>2Hn3Ee#iabS0x=HQ~
z3xYw|SQ8@Sm4E>{&<IclPy^5+4Wx7EBweI^Y-?<4wl+2`Y)06Iu%+45*wWZyTo_yv
zToW7+oX1chMw#A^-i_Xo)Xhyv3I$C;!%;c#A)<!ywsK-*D2aA<6hdY|WL2hM4RNAN
zLi(?x7b`Fm?8uTO2$KY&K#~O&oF&Sah5+fPW{QdkfVe@hV3?#2U`63@oWi5%3mZ$P
z8ICys(~MH6q4X-yhv-Ljw>kd|C7*{M>9Lp1&Z6>%k9?z#J6oqOn`N)^zBoMoaOs4X
z``PZajfOpP;Z93iZZ+T9uW#J4t?<Ui;YTW<V<;F(0Xn6_^b4A)!?c(*wjyjnNMVCx
z+rl>6nmcB8z;?iPx^_tLG4XNnG2!Flhe*nmhM`QLK|N2QF6o5m5&IHc%8&#>KtMrN
za{FV1Xh!k5S|gRCE@xH^2Fy%8PIjg!xm@riE13Wi0wh|L;}k6(L=f3MK;#L`6AMF3
ze2g4DEGd#20S#ytR1-i@>qK{-2|V-qVwgF6-r29}j5Qc^KF^!7!|xJy*U`q%+^yDI
zZZ)AV%gowYb~k1kBMN<XG}hzRWp~kRvmPC!bNZ)kXc83x)j}mer)*Hz+SsbFwXwai
zsj;=OsoCDx-sF(UIn&w6@j>VI^FJ*B<p2Z&&<|*guAwfVM6{Df1TTr5T8;`F(FPmR
z{gnJ@;IpEH%h+azT;%4*s&ceqH*G2`047P|CrDU7!aQw(Iu3cVpO(04W+i}Q2_Ih|
z5PNz)g|U}BjspgGDnf+-lQ)UHtYrcSEAu$O9!h8~|N2NJDMxdsmp6H0>Z^WazL(SC
zFU~GM5_ZPVdmh&h$NWWW<=B_(R<h9~x7to?mt5?xA9VQLYGtk;v2W64xAnQ3gmQq2
zfPO)@pjBFi7C<ZMRd1UQwk~XKw6@K+vs;<l3pW^URf2|s%={Sm#R!6fW|8)wG@w-I
z4W8C+EEfmYM(54YO-Ku9tM~da5M&4s_Gk;y&?{L9(y~AmvIU@mR6Gq`{U%@m%t=d2
z>q<Q(AYx^PD>wj^2AoLdJb^)7v8{@riU4t}Q5D4GP8kHyFtTw2`hM$&th@j9!C!y<
zuPq~T?3wHODl+&-Z_2XAGuM7@wQaVo_S4&KwvX6q?js_3yqxE@%;Wg=7ffz_*+aKL
z)u1<^CZH~89Q2qbL35x(cw=kY)NE;NOQam6KBQ#QGieM#Qor0!%WuoiOqddYT7e#+
zi;?TmGlU064wr@qs1p`!ECU%v9DidJU=UD{SUeVo%xIh+6TnPmVh{)ff&c%XeK~Xk
zz$TmS<mZ{@tftLyuGvmLkx5EJ`3}~@9Zd4*he7a(2VVgm42i){+YX58KZ(7A$^ro8
z4h#`(p;PT(q=5$5LB|Dv#CUKS_yu=>koxa+2NTN&!$cjl&LN1{0pK?P45hI2Kn^;(
zJD6!53_#w21?>xk*nvMV-gw}nD-dr7xB4EaXpY{&IuCdx@qp2RL;d=X2MzN+BVY&T
z#6YxoP_WMfUx9!y_D^{pD32x#df5JYfMzn#HI=}i&v(%K`twaYP*(znX9t=;0LX)S
z(}CCD_ki~;4|49`;6V;i4-DP@*H`I*ZB09ng&z0?`409J1A-_#cxwkZEp*`0eY7to
z-5}T|PopG))D)X&zSAB%_+iXzYE#ZO?ab#1?O-xJ@t}en82)z9vHCZ;+X1=$5np<s
z2&sc01A9Ck^z!d#*A7A&jHq~E$olKv9rX10>)Pw!4~L%Wzh8Fnd%j-a0YL_RK8ZWn
zZT#z`gv^2O9S|lA2GH-o_Aj8igLE?qL>3Ri1KWvC!oV6Z57c)s5M*%gpbx-;5jzi@
z+6F)k4-hUB2$=^1mhUhA@nBbaFj)3`EqEXp#RH$q;K$Abztvyo@qnP=fl=QB2KEjV
zFEbzj4_X>Lkdc3pVmm1QU5N(+Q-R>oZ3aX*>4BuZ1N5NBZdo4my)5Lr!XP`)p%qZP
z10W>um+l7|NxDJM&u?DSn{u{kXP?UqCpFmw=S}qV0uP|4cF-=MY3$$;c>r7#IJAKW
zhY|&CAf(|z&?De&@ZgBCgFgNh=urnH1$g|F7!;o!Bo|W1v3>`W82dd;!(~7a+(94~
zY*`O3z575f-a!D?Uo+f+L(K#2^9AAXK#09RZrkg@G7S7R)*3{pJK$~;AUz%=GV`F%
zs{cj*<N-vKk^!#c0VM9hzw1EYc?ZRu!9U~!L2O5SK*!NJ4V*N0AXgp~F9f)twj02|
z4|sHU0JB*kz=Qv?e_a!ywlGXn2YLk`d_2(UXyDV`0gK)LylV#$>?2R_4*)btIX6r_
z+4-k3%ZX;2<4luId?IsBG@Uay9wu(gi35uF!{;sAJD^CD2M*Z%V^lmybnOG7r~}FZ
z0j&<KMgYz5K#6x?z;=Lr6@K)1kV`1!(A>eF)}S}l!M$+cP2mB<hXH+bcK~GCfp!Bv
z;a^Yc0J;Z${tkRlfuMIV@7uwTi=8YUD7fRni7i|*$k=r-l2t&;dIyE>8_dsx1Yd#1
zwmW!I|M?wI9xn(w<bhEBRtJl(1I97nx9`Ac%>dMabFBc)cu)`yFu*&Q>3|R((Cc&u
zU+18Ec+ey9pfL|gBt3|2_u0BSA6Q--=7A33!Xi8P?En{dphx}Jgm)l|k`L}YJ*YDp
zoP*(S0La-+S4zw?U9&Ztdpy&R7ysY$#@lt9+!i)dLM2gh+ptMRA)?ZaCAUf;x0%~!
zBBhc`k=uk)xvUZ?vdJ~KrHe~q?sw*Xx8LXYef)m^oj=Y$=RD5q^?dzvz|1zCrkat%
zKWo$sf5i2|$)D&18`Cd=KC3X+1c4eQ!1@Rttr(#7O_1(Gk&jG})70}poHjCVfp3(6
zK@u@CDoWac!O)Th=Wq{9b;^YK8dSQQ0*3jixX`{XSq5nnY`HQBvBfzc7vUNLMS4TK
zevz40>tCzj1@L?U#IDzoPljRH2O<Fc7rKxG8SBGikT9#0f!s!ZJQp6fRn->2L6+ER
z*U(97Gu()+veS4C_YQiu7)GfK-{8FlWcWgb@?dgg%RlyG&-MFIK@vnWR{RtS8NY#j
zF6_9*{nN)LIROXAK8FGU9A0Gg8kE^T%Y-<H$eU09GZ%iSyWx)-H3RSV@;3JbBa1(K
zHMVf5o<rAhjxzQ>+0@HuYz@oo1v+;#A`^$)!QZF__go}kyJ64L6uI3rwvtyHomNi|
z>+zSQ{^E-Hj}x(4xO*rvP|O5bpis<OM_FJWOxgo_BcLK;#i4({kFoG1bH8!39^yLL
zL(Z%40gMHg%vBfUFd*vpZrBpvgN19L&2r-(Qy+Wu!N4N4MIMZcBizvB`J%bc<V7mL
zzcBk+dT$`LB&iEn`38RDRedvxw>-!@i`cxd9c_&cRo1?U8PY_dv@i~f1j6^Cm&uqR
z{s%X0;L`*{Qt(#^hI0fnRSQAa)`hF}zpPmsdVl?p<r*pd+`GEm9XDqwEsnS(g4b3R
zmN||`b+&?xyAa(1EWtT`cfhXp5))6ed9`4G7}5hO-Q?4Q!<dS%K~d!~dmM0Yy)P|*
z2T#jU?lI!($WpVY=MfUxWS;{P<RDU62<%NCk<brZ7UcH+BR-xa)V;73nj$=xw4y`8
zpLbB@5Hh`UzzGT4Ik?17KRmL-UnEKb9t$-%LV8qK1snACbY7#%&0sYY0C$|mCbfrl
zx_Do6AtZWqP-5Z;Vso5e^O;^T3jR5R5TtLLk*WHr&^ILgx#eS&k^-hd1o6I50Kdz~
z2&CO;9e;^i*n2p=qty#|-s=7))!JY(AYKCBZ2IE^NEkB}`fZ}&8pxSimX*ejNgLZT
z-xF!3c!F>*@!b>P51hgxz{)}Namh_!dW0d22#*M2bVU{i<9PuBrPc7wewKvBdts%I
z^h@tqbJJL~T+v+|cLuP_onh?2tezWueA*bN?Kr{M$=pJOj1jtLmmJIwj(r5P7nG?%
zTr%EbzcKdJ56MSA;8X3*Q!@<G4E7l&w6~v@3h~9^JT82`8#Ba|5X50>es2X>U{I@z
ztUp>jMVu#={^bvSc#xPjIO`RJl-Z8iO<`nhzd9^3C7pI7P`Xubwpsl!J9Z>(=yHpz
zgoROyj$^!?RWgmLpaCPti_9?c$%I@)&otL(>&PRhFNPqC5s@`+kfJMpK&LFtlAwEk
zV?w7EGSEE|LX<#z6!O6qlnxPZVN|;yO5EpQ9~lbPVi{IVA2<S&M?61|NZH5t^MKBy
zbd5{i&9PkV^&x%AAnovOMjUj)2!pRCXb-YUK7={4k4!IZW=bH2;v>?}J`EyvbW4hy
zZDK%YY*B(bYT?iqSDeN^uSer>%+#$7_fZ;lKZd-ItBPSB6)?#KhbXkN6%#ti=;QcH
z!=EJ|+Qg@^gQ?v~KU)IlFT4fYnOxMZ56Xg3kj+%#M}*)kTx8^~G8{ocfZSS;tHv9h
zCe#ayKA0vb3zod4za?wj-|8N_3SRAl{a{42{$sP<v7?g!Dj(1uruB7x-I<I5=F8}f
zYtDIcq1q8RgO@@FYv3Yp_-^m%a-FQ~G3w^}XcnRyk#r8PO%RrrKrFUXbD$@a>?}<#
zz*_`7CKjpJ=SV7AoP|MR@d*S_M~7n;pH|fdQOR2ogS37IZE90f#%l)d8O)d8hDRd!
zWyw&{0^V^iy22(xsdGQZ>L)fXh%?H+rtLwYv!45YZfp&EzSHK&7ekM<sUhjJP>zs5
z$@C;%d&f5522~I9zcs-xzqB(-xkBXXqEyG%V**+Hjmaz~y`9YcDUT6Zn_|fy;4F6d
z;__h#g`a$4EByB0`q657P8dTi80)abzx4x;rS4bS3}j9LN3-w>w>eFEKiRuXlPhGc
z-h(BYKq@-4A!3w8ugZY#+jHW!(HiDt?FE<$g}Xt<RzRUj2ucBDwo2H{_y7*aVt!#T
zs7g8|3L`j!u4tq8o<syT(`5sBho=|{U`!)j;g_<y5T9EZ#B|z}ydm?C$b0Vl)rR=2
z++DA+Q7t3lkRK)5P=t&|G6i!tLQ3hzcg1!Nz}`;-Y`#f3eYOp%K8w>Ht?KBYRbn+K
zC&Q)~8w!Z8hd6I>4Z{efM`%YYak0AtdaIJ%M7e2fgbWfJ<ns+-pQqe2$9l!0zgRu5
z8AKXm6L(^;kD!NLrc~cnP~;okEdnx|0#@mlJsEJ3p4}b5IKHzd0<@7tv~ywEg>1X`
zYz|_^p3G#;0p=STcx(gSfcsw~#-X0@I7zRMZ6l`oc#-j7ka+1K^b|Z_0~)=g%ON@^
zq4J3ySQ~a-GV=DHwU-$i_`~VHhSbvayVg7o5%-?DKf&;U6J4+ck9%pPPFm24JkJO@
zq|o^r#=cv9yOf?88ZR?NHJDO7s_4RL;+!ONn@mr<M)MfX;^Xkhb@Tzm(@&j5ORUHz
z`XAUh&VaK-%_bw0$*lD@GL$Q$;e>aL=K)(mBF2P-Z+_r^Jnp0LLIQZ7cqD`OV9mtg
z5i%1chG`gswS}8LK{wbj?m?Tfh^W0h?HR0mA?b^q5{6@<-HijNVmj)Wo`f(@`&P-`
zy!#L>4l4Abt{AbNm>rmIYyUb65TtEzYvopcFB{zrI|{O7_NYHkD+#b|cx_6m*@39G
z`WVRM%P-FYk060;v_HQpr;Av}FPq{<d|>Skpjs|o=P{J$u(J|VXVJR7uvtETip17s
zy@QV&;vgzPsnudu2ix;ChrR@84$!E7-~w9+d?!o;$1?N@Cal+to2eX#7gkum%C*L9
z8o_8JNa7|dh|IBnL4PB^I!Y{798<-SR*N54z7o(U#|L-Immia1w$}^eR~Okeb66gt
zsF)l-%Y7(oQ3q1-DSl+1)J1}TK-gWV#rwZ$L#Oz0j9DQ5#r5ZjEdlGPR)%la+zq>O
zrL)`;+7r<lK0wPi3iUXSCoPiRK0@73CZq)MbQ~QYqFq(ueY;_1B$8U{U)rG~zhG<=
zQhqO^3C4O&Pl3%XLg{FSGf>q}Vi@W(kEPj2tr=q#Mrz^4&QU%4VI$MUeQd|A!}e(1
zYgp+i)<JE5khkbzI|Z+>1pnRA)sWfq<3GR<HVbD0u`*MnliS(9hzk&wOxPSB9o#W)
ziu%RA4_wBjuwepyZ1^DkNH@_5q_V+TZPI<r<s>w!Ram3bD8F^9NOTdsDifciJv#25
z5vu2xe%(bnU3ao(^yu>@xVhhO1zOkQ8kxDle|0%w%tP3$Rf$b^=8+=gTxYS*-^z6M
zvPaAxqeXIOB^++EtT!@Kr)ddwo{)6}X{-#baX9}rbYmea2TeWza6pg0+3z}zof7w<
z1Rd<4DInbAAc^b)3MRO*oz{P0Gt>jWz|I=Fs6TvK2xp*@TKq+zb{&}5C@?yOG?07?
zdW&ydN2FE%d?p%v@|(c=2hlK~rdQ~#e!U<q(vd+GEzR5ktdR<X;&Nj%)7L@AnkM94
zkG$37&I4CmD4A}deIc_|R<I;61xy3~I@RClt8;jN#a2IO<9%bPrWwt0pH@iXzG=IC
zdYM=Mv=r4jUKf>>U&DKZWW2NwP72kX_TZt@g`19C*z*yo7z{*n=t<H3-9YT4)X;$d
zuATwBbnu|uC-Ij92j$43LDhF`4GQ6LLN=%9lPnkBm2{;Zp;78j3F;T_9v?+3p|U-}
zc6fl?CVpEMN6Yva<W+d&^olAzD{BE&0eO#(Znwm&K_<=gHQkly5P!E0!5<29f^(8m
z5A!VqvtQ-BdJ&Toqw0E~Xm6y#DI{B}R_UQ(LiTC>B%Kk)^6NAGJFws1NbJbNP8@sm
z)<zG>RH2`YR&Wn5*oy-mEJt3e)vMjnbu>!6QwWz5>K||Oqw^^1L9Vftic<>J+&Url
zx2msFYHfgy$h&lNHTxP*U!8OJf7kdG$ebUPo-4_!J^cCOwJ)V<wYFPv-HD&mKXvA~
zU+Et8*Z!5M*4;+2?|xuxU0>Jwsk6l>#qqWGMyd0LpQ2)jovr+@NhgU14~&v$A_v~+
znn*RF|6cbhn>VBsgzc=&Zq&W<{Ta6up%#B~aiSe$q&!9;nLD5lO{|Zfxh1-&qKDVY
z?c+r2ANK@9^>*w#OtcsDfPLqdaH#EQhZixVE%PrmP&8t+AD>ah?GMe;?;khW2=1Nk
z3r(-uPWH4YF}I?nM2%Hn>8~y?nXD<CI2PhS*%wv8bI>?LlCV$mdwcJ!s%EZI7zpVe
zbMjMKf)%3G|0K{{joPJhf2~EmHaIQim1`Z#1!I%6F|JoGgloFxWB;oCS^NGNch2R^
ztG7nqze`BN)aetRZ>Qq@Pkly*wdiD^4wxjk5^Uq-9>ms;jjL18St*HmuiI{V2cG}?
zkCNHGS@<V(-znwMy{nIuhkH?P{N@yj=z|WbS32R>#XPk7&uT5~_6mwgHvF}>EsI^Y
zrsqA<#3S<pd0xB%ve8Mh34e4jG(9V1sxMf~sikR+@ECm?Wh8n6nW=qw-=Cens6<qG
z+^tGEV|^7PGcB^y{p)p3KjOrrHTFB(_Hy;&mfv0`#6Ni(=K|!RV!c>0Vj{&C*-Ss*
zy1E!8l&4DaUedK0n(Hxv4ry%}^IbfFtF^}zqH9O4N8LMYrEzf)9nrb2*A?|ES+C~g
zoP=eOR(@CV2tIG!uPg6G?MUgVwM&(k|7<lDx44ylmfY=EzHebq*UtJ^+&#?8=%jIf
zqj#GpFQo=-cFN8R*&81}V<lyMHbMhiWpDKTWv*i0JKz@+`(fxWx%q?R%{0H#)~|8j
z|78@P+IzEb_`>A!{kuOIzUL_~*OEK_1*}~{r;D0acX(I3U-d4_l=Q5RuO1A>XKl$Y
zhAum=nq;9jCSt;tGAdGoLds%7$_9aB0ryQb1kMb(H{8q@iw9Gw7b!NzIA?Lw{igEw
zip=&^gHg0-IyqKS)5)mpwrAZn3kiY%&+f*<(tAs`yM`LQFAgudys4jTd$RkQb9!eN
zMWq4OzEZE<fWchf;Yh^zCRdzH@K?M3+kq{nq8r%|`|(lS)hpdyrJY*8bKV`1>^s?(
zd8X*@K=;6zzj;SW^;7+~T#7x<>3n+FX4~1S^&Q?+a&hh4$YOKhzq^wI7+iJJTt1J<
zt0UjU?|od&50-J-*oXhuw>Blb%{afI<-L4%drF-w?$qMPlaaBOeJDGwp>TK`hJob(
zvynQH;9?5pT&RbMsp;(`Vu4~i>WtKv1f@l^!q-RVYjk#DJf*U1kwF!fPt=d4Tb0vP
z70#AiJAF=6+|#1^LF7wW^{5sH&8C}gZwR);?LT|5AQyKd9_i~^TO$yci_siV$e6(-
zke{A<eJfGnPvY}4`;M#^eDtp@{Kg6WBvDBp&gbpXMa>MqM<+IBq`TkI4AozF9$mZo
zM7bZA+v4`B%l~g%W=@ZyUVHd-=<;~@OjmEygWy9|!<7|(&+{bkPY>kC4l3?O@BSTO
zyN_&cAY&r>Zgb`KVs0fO)F!LF%I>Y_34b$x#YkQsF<4i?U4XNjGFMy!?sk6JrWWhC
z)+U?R)NEB}9w~pFZ!qvuz~_qH)x81R#drM6ZyBGrljrjz?_|ekyPtK9dCHg73DuY+
zm>oNJLX>|}K_|n}vddv$tNy3c%KFafHjHtiR&YR9+A$ly)JvmU$#q8c$BM!R|CZg5
zsO@9^%-6m=avr5sDqYWdtbO_XC54~0aTY&+tm;?_Ji0c&TPfnIj!8y#`d+C1cV+z^
zM+v#KpEdRaN9OL4k5`#`joj|G`&&~Myx`k5GPqsl8GN{`$Uxps<Fo7u5kCo2iHzv;
z(HARG#wx~dGgEtiioEh{&5LE;(~ZB64H&;9seIof-rz~Rqzd-C)x2brwcJzrLUUXW
z1=Kp>AiG0_nw#r(A>d!b9UUQXdFYtBh_r0j*^!C;LJ4X}bPC=VD?4UERXwk%R=&&f
zdBqd+x*L?!!iGZQi>)d#4LMF3#f?G3WsAERC#pxQZPERAEYx}ko#HOEz0_-wSBd&6
z_VEhlY(tiP+)IV~N``UNcdqW19obfWyX*c$S^U0#e^}^A;Yx###m*!9C7S$k0SSBl
ziOC$edOR7dc=6(*j2p`Wehpz<;IXHT^zesG*ztdRl5eIt6v{QdtH?B5cB^)=v${QO
zJ7#sQ{Ns#e=jT?V4lA{+E16Pl=D*Ip3z&LyAcvk6V%o=kOYFBKf1Zd4ON2J|CAZC=
z?VY*>Yc$6=8xAED1IkZln;x$n-jzi2{*FAytcj1}(0!~ug~tT6<G<*6DNKl-6Rp#Z
zR%g+w0!|Cq5Oxx7iJlJC1a<COb)`Fk+S}AdXN5Q)tiaGDTqL%zV`6ueCEp<Xv=0F<
z#C=(t@!?VA&%c=D<+1mt$|^s(P5wHpedg<Qi(63Ik+9mp^ABoo6wgaEUASu4*-8nz
zJfUUXVQCy&wWs{g&Y};498BGp>YLvbzvT>8c4?NzU12?XXV<ev>>J&x$kNLioemZA
z9;Jmo(VssR-uP;(J1Z=yI8yLypp$;?JbH-E3aZy1d$nvYeQ`jX`%LJwXr{KHScFJM
z<X=YGpu&qoHQ1xO`qL9=y=LB5lYSFM?$-Pm5lTc_`aWf@TS^>Gjs5u$h++}PN+po<
z`_0%gnit)cO3n}{bj!vwad|?gBE%d+HsWTqKD4;)NH$V`Z5oo;(SZqbFaP+Zq#)x}
zAn#xEtJSHbo09=`fzL`^+=`};jrooga|FytW@n<RqfniqUecH9{=B<Vkv02)_N6Sg
zD{G_tS;XY)tfAL@R#5QdrQrPsAD7kNTnemI3AZv`333;i@Hk;ncz#7%KuLgzQoDOT
z(!W~e>JHV1g9=jVD*h<_BP!_FGM1--dD`WeW;<fASx(Q5->49UZ=|@pujO6~{#3ir
zR78@Jaya0_8^5|l-zUzIQfR+;COuF8mE1}}^hArBvs26cHmA^&zDDck7A~d@bAqGi
zp9NOm3Apf8@b7QOqQdgzuP%j0Ixc2d89c-}H{p0!zBb+LvMEiebPMV_+uJ&`#pu}1
znB{&zeA|xbe`Pwv&RoAb%POvXHaah<^sd6Ze(#C$!JntwX76Uhk9r@y9Mw(nHI+N+
z!1cB;vyk^EeA2VJL5=jfR<Qeqc8ys!)jk%k=(9(ur=dHAbySOhEpN8p16ii%yi!L-
z4X@4B$jaev7k7D;_7o|WY#i^lNQ-S94VE|IEHutv&l+ypF8p)wAp38y{_GE_mJk6$
z;7;eYWfNZZ8ckAaZ4G$8vsEhCwpjqLGDgf-F)(+meTI${=!JcTy%YH&QFU3{<tz`e
zSz`e+5R5TV_^j=$IV#|&<H8XUPie3_6J2miOnR?ivt?ZVt;%4b0MZ9npC25vpY3nv
zcb_G?3B=snC(HDF8KN7rn5Qcoc`~r8<+FoF;`e#4&cvHJ*7>ET*E4GhFF&YU*7z!T
zwvM&(D`0n)Q^w-rqYHk|M>=z!UT|~L@6>z$O%GIToSE+X`mjf_?eChr(--CG!m8mf
zGQksxVM*#69uK(n6*E6(l7aHY+vBj1bIx7f&9<V-owkD22Il%&@mv{OjWLOnq62Gd
zC?kPF!A9z?I2DvWDlyLcsFqq$bv`Asp#~kNqgh}OhF>$&bNG{ZXUQDu*tzSLqmsoJ
zZvLGE!P7tP53H|g3w%p?F&-tX72k<eahDDm>r#EZTjN5>%l*UM+qotm-Mwx*o24G>
zEBH5k>~m3$7T3NTWj!x$YPR;|tE%#vreDF?BA0jPwVVrWXNJ0WhrX(OuhMyXIiYeW
zLh)9R{H-BjZiJBNSDHu2N9T}_W#P%EH*}Rpsy0*A=`s|*id*qkvlqPItWY1X<F=bu
zBadPu<s^oYg-8=v8?}}pgZ&%Nv6ZoqaRs+I4D-@T*As?XNuM+_LsBv$Uv+6DUbA_m
zdZa}2er~>Yli7&wQQ{%_T$+}GNUYLLlc~=n&JO?DiuW$QFeRX$ZWv?x0;Mud|Mc;c
z;lH>u8`AgR9FV(`X+6;S)rzvLF4J<e>$&cr=az-vh}ZDPX1DN%3BfW|tv&miX06&z
z%;aX{nr7Y~==9VR{^F^43())N9=#?U-g1I>>uYbL{@T9Tp+@{O{RJ-!d}rtaHY5Is
zlj%+4ouTl}lyD=;xo`xq8+BYt3i(vj2zDQ)0)$Hj1NViVMT!cB9Cuba-pRb1^so#5
zD`$r<BCq(A?Dd5+i3-<=R6_DTB@GMbbH`dAm2`bhYi~RmDiUjUB>-)!XyfJo`XXr@
z+<WS}*@Xyf_J`{kE!(=wZm&#2o@*uNsT~VR`1|@o+1DGzRx{~8OU|Q;Ub<Zrcblga
zIm0uqXS&@+EN48dhL^0AbZRfhNmed&)^GPfh!qbfdK+V^DZKH-+M$mf^S5Bp_W9DI
zH?emFrS1kv%Mg&ZJ_btgsCsvMBU5Q0Zud3p|9;-KLFxN0c}y3`%tThBSVrJc2}ljW
zNL$~IOtc}lH>w|wwNyJY7Z6`Us|kR9;DA48tgq3^{~}-;4fOs%sx|`+>_tR=0o_oO
zXqh|-5iXhg_QmNGXf*}ea1dAoF}#uqn#nlrpge*yYl=OHaZIj-s!+YO7AtPmDBJAc
zGoBB$WErsvmkU)kAZ&q0pZ3BASk4Q&7I^Yl#CK7Ih6)Q5Ee2{_(aeuj>BrFWHR?<i
zv>JwA?U#4O8{Bh)9V&nxJi)V6TEHAT5#$%}q}Y+4XjHO9Lm?g;&R<)iFut8Zb1Q-P
zqpu~xv&q^wDV&V}VE^+ruJJtgNG0@{0Ae<Ojb{~EwLlZ<<vr&~9Vx-xU2TURTu{L{
z7QM{a*8GstVl_?pG)et}!<JT2dGK)THvh>0+b(*Mdx8nhA$g~M83Um+j4>);+jCNn
zv+>K1krw1LDvWr~p@pkFt^@Hdn>V8%^Oia65Il5|mhOUfB++&(U`Y&U^B2Q(k+kv$
zBq>1OC)pqPWFXgq%+X8RxjBTkjhzb`>HuSAgX2{~kr{Z@)J?!*iMmq)V=$=^hd?C!
zFy%et0cY`@zlHGX2tY=_+>Zh{bkH}4;BcAeta=C8#plD|##1~%tpWE*b@JhhzMCoy
zP<S)mHg!w+%MK3hS*NNBvSvBrswY%^sL%3r`lh*BN^`DS+K{VyrvH2g=w64`j+uR6
zKl&S>1%hhfkf5_M_W6J^LmAImS&?31eOd;P%>bXQ%}O<~ndW8*7R5qQm}zG_eCI*o
zM@uA+hme5!dJV2Kb{NL%<eS1U4dRG9ZG?MY>FAsYZ(j-$n56kVG9J78tttu<ybX#M
zlOZ`ALU10xnhku&+zK^AM6RO^1k)`L&&`9mj0*rng+kMyXi(_Jp95Qxf~9Qm#gUy;
zg%Bi4At~iS>#`V$YQb$Me5VkK^Wt$Sh1FM+LqrAvKI_GrcoFR-t`dcMxW&^QBRI=9
zwUCJtmQM3YdcIiGc-lQO*2?p}rOk*Duh=&JBfXd#5l{yTO5sH~%cIE$CAvO9{BbG}
z2(=vI^Ho$3GIAGZY4H@q;!a${@ZA?J#D5g+BuhKV+buXU8gQVHkhe+8WMsTEA_ehz
z2bp<rgjOUj{DX$49;yTDC9Qm+=HJe5sxVf2KhhIm)iHO35fm~OsmN$XfASZOIx~%J
zi#YtEQ8J-$ieas&Z4he99e`H|1O-ArJ*d1nQuOPsW{8i+R3rowPTODuDLzBRknb!%
zXojJohV1ED{RNVeAet0^;Zq0wxdtYmx=vhR=<U}QRrl=Pi2<tZPrh-(0fdo^m4Xka
z-FGBf-MAxd6L{u(30r#v9!`RiCeRXs+VL8}0G@8+@qnW3C814rf&2x8kKlo^UV1cw
zV$cB+G%!Q*NaO;QCC9WjM#(jTgXY+n30RUkLWHYqP<>Kj*EF0rNh@jwnd|)5?!K5Y
zDIdTDk>1S#a}cV*+(m?hF-G^cz_I5`1dZpA2}9YxgScc&7&})c5Pc&8)8m;-W5+?a
z9Z1_eu9_RmC<enZMqGp$Gdd&^6oU!P^9=n(XK0XUbu0z4s|C?ll|Ma(UZ*en)<D2C
z843KLo76dv<%ZK*;8Or~S?Y}CZjK;E<ml02FDSzOrG2L1MwcB9b>KtBd`)ay6I{$!
zPIYvaBvQan&Cg$A{ASIIV^G;K&}R6aUZVCAKy?V@O@Nen0-z+ATnc8glob%0E5*{|
zqcoo@RQ@mwgPE!%GjO6-Il;`HcXt#ua1RHt1T@*!-*{}nYO9*wH)TU6BtdqQwBA*C
zid-;2`Uu9HKpS*gUwaFSUm)%DcYZ^ItRi|~gv|&l2Ye-qTfJ9}%t51us9nUzGzG<y
zZ8Ue7erW;SEN9HviR$c~WAQ1ZobBRA98jti{=JSro515%rb8jtw1hw?f~jx2yNtfw
z%KFs^cAVr(WARM8l;Hw~jE3%9RAQFvj>J^YJBjK3?TI#*Au}yVCLxGXu{|65+z@(d
z3jtRMNefs<(cC7wYLR06on9hqTp8$vzu#s@;DO&XQXkud3pmaacGgqxNh0o*RMUsR
zBEeNBjMAYwh6nnFIfl23hBd8R=fZ{vGQG5A?CcVu_zNUUF0jFf$j`F|#gcx~M{yWt
zJU_A+V{i(Q@(XJE9t3E?qn`vYy|OK^2&^R^m?Cq<XQ+LbxGYfc)aEFecc~as=Ryac
zM^6o~pBOH(^a1DJc8v2oFenMZ%5R`!FzeewTVx+Qqm_UEKRw7G{8y_c?m;@=(9|-p
z;&+6kwaN6_&jGn8wZm;jbCzm4sj+H$Y)f_H@tSEWqpK=@zqPPS1>DBdmiG^qfJ3Tk
z<FT<AC0h)#j-Ih19vTFQ?2lg@q;YeAJCI-onSsDyw|(1igmYn;{!mzv>3kRM1%a!_
z2JwA_2%TV3D^6pDrrASdZbRDxe_-QgU)PGa(VN*4<ou^TwzKG(U<7j47kVqHJwXqH
zO@LxkzuwQmn0t;9k>wFbDa_0LupLEw+W>A*vM@F?z?M#A5l!iNqi~8UjJ^RsqY5Hl
zLIxmWz+j`E@VgF73F7Ta_6ANRVy1Sq(fjrxsFvcFM`4o5VC4i`%M?HMWc$_KIiLd{
z%t=tec3o&b{I<*5pzA*xtp0x*n5)APPd@}PNCMGKZ~?rQOg={N1HpNTEB_DXqCub7
zf(yF?ACG6%2N2du%x2-#WGE9Q+*eJfhtphcKr1Fl5o2=C_8Kvex@k&sfLOf@8N~Ko
zKI_Ee5T@-Y8(}Ci248pC?06DH2x)<BPXmZxHWk9X1iuaUvlAachJV4WS<K>{CG6E>
zh}#bk`PBzWvuti1+JO&qDFo>-VSXMQF~%UWZbDJREDl<=oV6<x61yQ>_5-BlVl=nl
zt|x=2Dg4j=bA+&AI^$U03Uv<+8lFd|?<HbI-b3Dv;02UKyU+n0DjyDz2`leF{<x{P
za3JAw8)09RKsM?2;q-w2#9@*uYIP_()>;D1@w)n^kH(&bxs@1+XzaavR{}?J7doE8
zBi!?cwwr~-oN$~|Q~V1!lnq*jKEdFTIwK(JWoG<-jG!NX<s6#pjo9qQVQ2UrmTQMu
z;{)tc=})n{5S)IvhC3CzJzGU*-9Re#(+*sV*BhkGJtS@q({{bU2r7iIsQm|Fukw@#
zf7Y<CZQdyli3O1^54Q;+DEVYo2Uy(#Dr2;3XfXoGI|cXRKUrWzrW9BG(W)DgswG@n
zp+BkQJ*eW(nkRS^K;ap{ra2<6D~P)S_12;pGV&sCR;iMO(AGT#1nLt#qT)aEh%kDA
z?%c_*FgAr9KayUPu9n6P^~m%cNVIY}^#4-hp&%f+Jq!7d7S#(#=kh>s25q6~MnZ~U
zloWzk6b&>=`$jY!(@n-=!$N(aV;=msxXx)vcnK~x!g>n{lN1+dDCsT9DK7jL7&py|
z6!<&^r;4M<!94TRto14GbpTumn;0khv%%{75i}`8`{E@7#1w%~CPTWe2u!}DMP@e<
ziI5tsYMBK9V;^<hByi6nj$0cX4+JpPH6=KIX@>}#?|#!}7#~)=-68S3s^Lx;eI=%*
zoA^&W?g(Cctey^dG7Q|WEHO07>E(OmCh)7Z=dc3%z5$QFf=)58`FWVL97e+Ss2b#Z
z5&9>#>auiIY=$dzi?x1zUpP0{3u3jFf!S_<u7BpRop$|Oz3r;s{&2P~@Y=tI|CLks
zo2dhFP*ap-^u6zrGRQVMF%ZYpW-=A<JZ!lXLO`DS9A4TA=F}M*yqr)@!tt`iO+z6w
zrXzL$R8HOTg@?mTWq`CNxYg8+V(A$Mq<GhPhQ*l3x>gGsx&!xg`*36ZGpye?VR4ZE
zp+n3UG@7kD^urD7S^#c2uEvl7FD2#yn{*iX3@wPER~MkuHMaV6ZbDc2Afbbe)rP9G
z_Tqis4k|XRq<$ZVN16k3;)uZOc;*tB`aS4B`^Cy$CL$11GSF%SRLT(eawCYVGYIol
zx@U<;QKgZBc;LM>SJWLcx(<~Dj<wN}zfs3P>b)JaYOJFijEE<b&Q0j`1wLIr?fPHh
zy76Ar#(%(4-Lz44M$m|m7#;)t9q|5yBTVf_SxhthVeCM{23#QjDi9Y$THIJM4&>dG
zC;fMhF@O(#m2-4fpLY;Hwy<(n4UZ&k^sSIt5A*<158L_z)mFwt#Ap#Z*2!*X#MIMM
z8~8J^hro+6cur0wN&Ov|9k8kY)MzzY_zv;LI4o@{qU$pnCAoUcoy3SMrEkk64b0Aw
z?7q?!C;2g?NKYeZGgU{4du%5<zASv_@CcsuuO9A?!2p%Y_i}pJcX18uby!v$RA5Nm
zu?M{vQHdA(Kz9<3`rVfo6NpTTd)Y&KJf5}uAP*5a)0{n-^eU@5>1Eo0!>i0Y6F;r4
z?z6YPb^oVL>I*-OiHsLkX=E$`BckIU##IjD;e-Ur2tHNxG)F=6KwF8DYQ$UkBO0Y0
z>s$(+5yvmMLhBs>^;V|e;dVXx4M?IZkec;=jCGE@_bdGiPDbR80H{_1Mov;|dMhCF
z6MY>qP<<sBVkcIG2E5Rl_uw@~1W%*g2%CTkXw|cwEi||Nkp2q1WP0z%Cz?$iT+lIs
z-wAUHV;;um(|gP4MvlHpw{HdcEN7j+R8H5MVqm96TLTH&?T^QeJ~6-jmBce1I?qYC
z;?TO4@e^;o>o-8^$$UZKYu}~SO`eFV9m;N0Gwh00&sbHJP7&ElXVO(Z?3$+X`Jy}$
zLt4Y^9eq2Y%Jeh+=3QaIjR2+#mUa%OEiRPt8rL}|B6u6$po92|?~{yNEB+Y7xh%BJ
zM_XmvqB!*Hb_lU%NTMIER3eGW$iHg)8jt-h1pw}l4wZ!-p?#4+tbd}VRnuP$5<1Gj
z>;2`UGy+P{0W+ir=G{hH5MZlt>?MGQws^TXPU|bBD~o|4?$LRm?Y484Tma*re4wvC
z6Et0sHy<TF8KzxTh8$i)v|bv)0->=@Wpas=TOHn$fH}3H64aYzZ#f`B<+oJ+EcejF
z`l&BgQc)?+eqtCAqIBzjYxo~X41S3IU(}l0g+s_CxJ4>IA_)4ri)qmW-!xvV4YKvu
z10n-~XuilOJZW1|smDmeYSZkPC<=QJk6m3;uZKsMM-Zecbpa&=@|r+tHTW;L3Q1<l
z+i@@82~p&D{U2EyXw@4c<`1BbRsOqvq6KDEO<bmr$e;@YwkIIRep)bHU7ErO{Yx`O
z-;h?`{KI1b?SMfLv!OmB=Fl7%QOc(oksd*roKY}6O>$EN;eXSZ7ok9QI1dh&!q14V
ze#YAtQ!9gwMUW<>gOh|UsCtHdpd7-D9_rlPNfcUc)51)lp!b?v6d+#|I0k!mqBZ{i
z08mQ<1QY-O00;o#Yu8#yBMLBGWB>q$WB>pO0000nFJmt-FEB4KOj>s^+;7mobNGsK
zr}yL1l<2*4N)m|#i3CyNbb=63PQS}((SztMqD2=ax;r9Bbb_d-6YbRK-rxKF_5QIt
zJM--9>^z_O?C#7i8TbPj1fl|gK;)oM8xV;7KkES>2qf~K2-J#Q<oxf$C<<g^UPG^x
zQ~At^KDjW;&%FLJ_UnVwI?+Q#@hOjsNPlX?Ma%i%!SIWhf;pEW$5(B&W5O;jJzmMq
z-v253R5Bun1OkDTOz7*;=_S)PSxY0+N50in6+8bp7g^Ole(oR9yVKa<8<Dk8=%bKE
zv_T&`k}s}8yd)62d5hEbV(k5IM?}0fz;9>jY@NnKu(%3cSG~33{`mF3%XTJde7>P2
zH_JXZ*TzisI%NEKoAj2Bw}ib`8@03Lyt%>I(f#{Hq3)NLYJL4#S*p?fF^Y0>dU9O@
zBTx3-_ILN1AF17UrI?n^aHlIg={I*7H||q>`6|uxxB#A2R%Tf=r1$OfuwKdM^^Lz9
z8``3}5wVfD*cl>`w_Xk{U*FPq5%9_{z0gjP=H<(d7F$EFh;8?nrt(y~t4q~q%1_pv
zekLWaAYSOIX3d)kx);l(Ow}iQ6D(`={`^{bxiCgKu-#cMXJ5X$A(&7bc!y9eJ#fgB
z$*j5a=DFhiW3-d(zk_YjHyIMB4)%5~3_)W1<+x|Gt@r28_0Jo9H+~l%9<uoKSXtbk
zDK1Kj_)Ha12m`^4%ok*4=We}}PII|^Ro^#TDHjGWpYf}XwEfpEts7F)pT#MY-k;kY
zFWtAF@Q5(VleDt;nM4vENu~Bm7BrJYH;uG9*-uQ2U(9xuSDk4-Usrg=qQXBkB;6Hn
z*3A6jN8i+S<^22U99@F4yLX{E&jKCOvQ(#@Y?b})c}jb?x>>k$V1()J4k$%sVOF2n
z+1R@*z;&XfwKCHBTBLC|XZeSOM@#H)G5bj&y$cNYD0hdQ!;eOt{F*dshmW{rbX-~5
zM0=5SMi}{Fuin?~V*#^MUY6EuaaCrkH(imEi59~1l*$Ee!@^@fa}6^STTi8(SpSZe
zuaS%PjWb{T=wO0BZsA^GFMptFb7NMjKDuN3k>S@AwceVL>&;g8LrQvz|MGv$nb>+9
z%I^!>8++mWXwCE&MY*fLOT}2-j>uw-pQZKO@pr11{D50=rf2-$5tlRS3me_Q&?Wi6
z`F|1t-my9peZGZhCdywBU(~-Se&d_Gv6aNiFl8ePoeE)bk3a<~m}6eqaXbx`TM&OT
zL8-N9-ox39oq)PT$g=&(t-AMz;t}NDb%WjC^Hy#_(;y?lczbC1UV@&mgMfX#BhvuK
zPg-44$hSvJ6hbqT9oJu)$oOFCdO2IB@LQIvTLIUNic1PrGb@r;tsmqrMnIz!Y^SDY
zYuc)I6r0L-IQ*)}#?)4!BuUT2=zDV6S<&tPz*_UW^Zhm<il9v13bKD-(|Di3cMhJC
z{Bq5P$-Q(Hz71zYb~*WV*2OW2TExU@Z>Ok=QG)RAq(t7i9Nel~oad~`ze5)`Hf@7;
zhiP%|^DUjR837}LOG}-dV7d4>j_%@+O6bjt25Y|kZ!9?eB6ow%_ylT0fRS2&EM!rh
z5}aGC#F(>y_<^7zTwTHDJQ&OJ3^jy4eRQ~88*lQUOe<YE!9y}5<JvG^=vG%d#7^@n
zkpQ6#1A>lS<Itp7a^`tL(~&O<#|qmk;rXt_LyrhBUjq}jk*cMbHX?W%zUc$h{kwX&
ze1w>B1yWCb6)RTS((EPjtTF5&knOmO)?+wnI6LSe%z*{A9pa0y7+OBT2Ogo=to;yT
zCz!yY_|)XJXY!r}9*P;NBUQM-V;W%|s@t3-KRg6-?G{-JlzJL$@dug%&UgcSI{?!{
z)O9%N`>!R=5$Jk&1#N)O2M?4<KCok@qK>NuZ~EBtYl=K;P>5_BZpV<_SOqn!4m!XH
zKji5>g~`u=$%cqCVANy|i+5!NnZ+_I)<~oilC%Jw`~%7U4iUcm_a5-g4d_P?28}?L
zQL*l~<8JO@w%v2GM}GlZ(gF0VQGgQc_<7%|Ei7;an;#N+m3E_?Wjx~Bg6XbE1w_>{
zo?DhyIaiRfgAL{%3w}9EcrudX20P_}H6!A>Cb7kM)j#jxC|E=Z)K1=jy&iY+6w*P$
zUtLs4@fa^d4?J1DTz3)dKOwS(SJ5?7SVq`h0iY@fO5P#%{hf37jtjfeu~ZKK<(&h$
z_-78!L+|FuvBi;4KN?}WgOH|s`#jUMro@{T^x~l7#H(gWmE)AUp!Kpjkao2yTR+@<
z@C@iSn}n!+0Io^~@pL=`=)tyad`bt#sFvqo73$y37U<4=<N~Zf_j2$Tqw1JM%}gHH
zG5?inC!BPkMq|p^fKy&jtKLQk)D6BjQE?-ox-aZUy%9Ugm0<vhJg9*Z_NoXv{a|tl
zbg$q&Jf~v;oM{0xfn$hZIauO<K?+aL+M#2(*e)FR_?3jG%PEmpE2og8uB;6^3W1SS
zV8^w9q&DXgC@xR%j#dcvNn?f<jIfp?w}}*j;NY|m&o4+AU;~kSOh^xcC-@#9!+zk*
zx8DJcIFQqIwg^B;fM=7SM8!w#(WR&l$8v?ij~VNE|575qLY@`FNxUkgU7ws0imY;|
zJGUJZY%CdP-iXeL04m`;-#;tG!LR|RD1Hvcq8+sUMb`}WIZAGZ(0_xTUa5$I8dE*}
z325EIeFfwd{%*YH-4x&601akpp~)^k&=$+n+f9In3fxL@bEg`E<5)xiNx7118zawk
z-lweJ{4NN<OyOrYKt)CR#=pUp<biHHB)K57y9u-&k7MQJ=dhsr^Na8$RoLhuBAkQ7
zIvOw-$*6(ULjzPn@{i|)oynBz&(^UrL~Mq+GBPz7h$zQC_<bd{2?_$9ZXpxMRPvsx
zQn8%kWs|WxgE-J%FuV_!CeOT0|7#!!Ku%6OFzxcz;{feT=sOMtD%(LV&v`a$U>nk8
z^qfqCBTJdykemt%qgunFHn{7}WkJn2P~z29J?`0yMo6nB{-*M=W)Sx^9xBy(37+pG
zm$bVm%+-E7Wcm+2&_r(V?TC<ar9n7Q9E;Y!2ixp`8<z&n9WovpQ_jUpR!SU*z?`*s
zM*{*eK|4e-;C$iG=QA@M>G{q-ka0nRrNvjm`x=d#Qv}zuE3O@47ZB0~!4w5ubwJcN
z8d$>FVZIDx&2-B2DdRXWIS;)jJ}fWHmFr*`im3+kFq%sZdXp-yocD<Km!4k$x5F#>
z!3L-=Bg{*~a~PSV%u^b_91d8_VqshpBZ_O`8kiS%+^z|qV_vcQ<JlBRyrdJ@s~=x>
zARujkvimcM=<hPGPM`qYnX-*D1X@=$j2FTB6R>IcK|jUui!G!)S*0)0dKZCFMr6WE
zae?<>UI5I08^JYCFv4v70eb~CDPb(g4?N&S-01ndse}HQUCh6~NESB|*4~N7VQU}?
zP+SFz`C0O#@%JfI91_o9=t{sX(bk_Gl$A>v()Jt+1U+zqHjj8=h+xb?4sm!K1lt2w
z?BD_N<1ip#Zzm^~hcpxvXKxETo&;yd0y{zFF~H;(Sx<Yw`ZbVLM!<c{a{?ZoR?K6E
zAgb=DZS^oT-l$k_qI?nbfenH`M1H-*=3}k%UxD!6NCz{J#?u!tOoI}hTR`{^IPU7q
z323EMZifVQBUk;e2wh4f37Tvd($DY6DAiV>bM>%I)ET9!E__01t%!hoolB(ygIx+1
zkEQ_@J+1tyo<yah2d}e7CD!IBDS3~@kA8uW^8^oZ?k^a12QC;!qk{5o1<&~^^z>fh
zr!jTjnhbUQ!yK_)yc78_8lR~VXypRo-OSOYo#2uV0hACdzoGP7#D5p+qw3Inap?ol
z2w}~a82^ZNYVk2Wi9==3bW}|*f+u`}phk|750D1cN6~acLZ!SwL;Vnn@ex|z`NAoz
z{`r2CDlG|J37HLsPw1kYT!9paNLCxb(eXR(GH)>b?l7W6(--kqz3p_0gf0IS$O%&8
zluGI7M}Ry$iA@XO-;hoyWgZ33xXo6OxDsBRDyH#2p7#1+enS1}>dU=AI!%t5bl>t-
zsXUp|L*P8}rGYUCTn-RolGi*Is>pGvMpov4*#wzVI{|6GEwbT6jz;pNT(^iyG_%l4
z+W}Q>e^HbC=tV+%>XL_%P(|jeDSqE4H-6@vc@S5UD9vg6ZV!SuAwx<}=-KTpJ?RVb
zZWKSf{qzoH4paRCRut*=`J-U-+xDpTqc~FY%i@!p$MhN;X#GrMdMj?)Q_901&J?^F
z<LblMyY*akE~)V=7gt=BE>mN**<>k@Y)A<trti|K_r=Hrw>Q_rcR%uwi5&6#dmg{R
znh+0+xFDkmNB$5h=MjSp<NZ-vP7^4DSBj4h$nL)R$U-pdlV@fUAIM&T`4k_S#uM4i
zv+XrFXw~N!X4jMg8qyRldk1Vkx9#h;Bvmv{@>gdHFT1{6b@ADN5dY|1#tDB{Ki<gh
zxf>KR{_?~-*8FM1O_Y3;St$5qT6CL<k!$xr`c3S+yaTE*b3&;N1yYp!eHjB!a;0L%
z(EhN+MTgT6Ze)z-j#96@bHKwnF{%f*INxhoLa>@d*qRg9gd)!kN^TNG9Oz`%UhjGg
z?e%MXPd@n+9)@c33*O+MnYXn0*_)B6&b8;x2&vN0z9#pf<AB_-`WhDnnTx536zBC@
zE6N!9Dus_?-C|#X9YAe~3C*b2_vBCSMst7lAKjR}oN<-+-*DC3htFL5UPtK9;Z~33
zEeKnP7m(`RB3rr~8B4ZuO51fTbzrT&-BIeRk0ywLo+0we2)W-<($7;qcOgv&)h{5!
zFFDtxoUNwXvk|xUQp{LGzVlGyTA^fEx~1B?qQ){gSk^dtg?7SI3JY(!y$toPN@E{}
z>aT0@ckY@!nbXzJ$$MslEBX=U`0TL(XeVWbTtj^JpJg|)LMFXsxGE?>1lm<-Q!Q-M
zKcf76_NR9y_VRR0_+#yXk=kF5df4VcX@ZE}t%@#bVRib9Cox5=%+!t6%w&9nqCQWN
zdU$zd;m7&4%_OTerj}8u#?^v+#iD%kQKuiX6)xDA2T?Y4UxQ*^3*q8aw+uFKNeGZr
zPp#A{XR&c`nh2ngeKHh<<;KzLNNKHQ9}2<sBAx19n$^C=<^(v&Uf~zbfy3<Sc*bot
zpCW6EN0&WjS*wM-|MV~a4k**r;l@)8%zAHEZ+^OkuZntc>j4O{sK-Qz>EjX7xKSAu
z`(WubVEy^7E-6q|Tv@IKX&?igHCtU{G0&YU_jsZtV{$((y=W%zh@~PVU{p6VK;4!%
zS$lkKQCcJHt~FCg8_#Jl616{h>$a9cTIc3UbbNw8tt)@}a&DOFZv(aMPWkj-J~I|`
zp8Qde)(-U~yGIaVHu~TK<x6q(Vg*W$YL(mcnJQ8dR8$|yEkVi1s=3Pip{AoE6=7u-
zG!k7uf5(B=_p#CXmuKS+)V|sYA+;Y`ho39<o@re<@Mh+Z^2I1BI%ikjceJ_jq5G0R
z_iU46D1i3eUj|AX{<Y~#F0Z_YR+X5QUlwB1PX@^$b~af*=4PSS-gk1XS)~8w=Vy<4
z>!Tz#s6UprdeZdmG_cY`#+6^K$HnY6dh5fbuqjc)oR#N%$snPU?%P|L*YT3<QTE9y
z)-<B49y>qmqs4;l7x-V_TvPAxVHNF&8j@Xyy1Pxoo@Ec}{;SNpY^(uXhomren2f9^
zW9~;xMYzXSKUCF;m5~IC3YV9$s~dIwRj`1i0fj8R*3l>3k6;&h2Ekvf=Q!>^{&u$H
zbp4L+Bz}Eb^yZs~jq!_)ulW;~|I+nRdhZJlvvWGX#-CJ&-FW_kl8M_iLtRtvnWD6U
zLbC^&=?QuD4aj_07^_U<-|vc1?|5{@8=XHr*afk(NGj&VK1@ivQR&9fvNzYfH3-hD
z^gpQJDEgC_x8l0Pr_(ZK&)L5>>c6u5>LI3qJ7k)#$wv?GB<j!Z{v@X38GFxs^TBH6
zFbhEiJ?06%Z_eVzw37CQW`CN+?5h>Xgem1#%fXlln2+hvVS?t4L!nTo*-b0LEzBd*
zwfRr;$z#K6A|AA#_yP9MIyJDA*GliFie|>uqMIByIiO)3lyz;}wW_Eor<Y?}foU7L
zR;{PspFgPBZ){5#wf%Yb?}QyCU)J|h-jJssBy5CfW(FQq{roy=D~YR3`Fb;y9p!rH
zNRfU+lB^FP4^3l=%w2@QHbz$|;>1cMGgin$li0=UdW(vr79EQJqu66<WxA?fs(hIZ
z`D87#q*s-JW}-*~$L^L(^T0h_g}dmZspb^_0>@<n_o3+51n-E?yq=ridaRs@3a|f-
zn*}#i4*w49R~P7bmPOV>HbT80q2r~6(d&<P?@1K!cQv<V#Q0dR<ry3daM-@~5!mss
zROZ$6m#JZ8cp&FUj15)w-4EnkYsl2(qnDs!KE-T7s7>>lY+3Ung2B6T1FEa_p}jHa
z8J$#Z(w(zh@YWq&jx09&>3%^Fr-4Usz=h<s&rpx^%2q+QcOO9a4m?0p6Vmz=U{P_c
zjF~Uby(jefr1=OmuMDRaoGHi+HC1aK>t5I8#_H!0-u`-fEfKf5qT*MWX4uc^{!H|z
z-HS)nw&yP>eGAQ+w+i+8H1;f128^mxfuK|EKkwA4S4tHA=CebE%zyCDg!?VMZV;-M
zh*M3mF%$Yl6(uk!=uTF^)o|b|P0!E;gOsK64#x(Uw-2e$zVLG(R{M!KPpz)n)}?D*
zhHF@SYuCL@eP5dTdtBy@v;4ZKg4JV>j1Of0G|T5GjNT2ucygPpJl3}Lj{bw;PWRv>
z?6=PQe8$3cRbBVF>mJh{=^vlbMb2y-`s!Ew(w*^_+^%pJyV%gH%JyhjH&xjx%s!A+
z&RX%@UU7X<xGy`P`n7MwY^%^w&E+z!d|b#v_?9q3Dz9VllXk0ov$X5XKLkQptR;|9
zIb7g&p)^C=(z2gmfuzA>EGyuW%ECAKXcrkJ!D?vsR*fv)Kp{s<N08)RS)ezP%EXg5
zFJt`YJ1B&iCixA=#CImD?U42QjHWyedpbUBwlwRz1`^wO=i!isE;og+=X19*k7xm7
z3cRVApf^}V9Wcnd=RtTQs-g3QkziE2*?mWI(CqmS=E3I>>MZ@(*D-Wp^`BrZFUHyu
z3ftS7;*YgOW%Sv^s4H-=pA}!;IG{XyxR0K!EuNj27@r?TTtM~;EG{;>6nHj`)J_J!
zJycsa?rLpFulAX`3Eyyb4pI+YI2u}^<IgbIUvr=s_FHC7{7a^>ITW#0^R8%(;l@Ko
z4xt;i487>a+@}WmPH~^+t3o3wnH=i)2H)^4MMQq)r_{af-&3_q#-6$9^e#-`g^}Hx
zlwj{7LD7<6?+PP?7E}5!lGPI?<*u3L?T-q_G0T6v?D1~(QQsO2?8W72?zzjbd9gDI
z&`zAH>*Za?C=!BQyUqGH$?3a`=YJD-$Xf<^WAvY7iOd4s!F){DZ&akF=XU*=TmHOE
zjWj0QZvBg07#X&j7qJ}HzHqV)8gR(|I`Lx~atj(l$6eQQ^nmwtC|mX5lSP2T;lSmo
zQB#=j4F633?u5eB=Qkz<-?UXoM&PFMKs*!UJz4u?{#+qOo)atbsIR*6PkIS!%$zi@
zbf^+RwxKNcxL}?aIx)0&%$*&M(a1lH2A!ebAw|6ih2RT^R~+w9<fdfO&&*|k`9DuP
zC73>}=w9AE_<n<2Mr=<)D-20`Q(=<c{BfpU&1}u56eX2?E>s=aL{@M)tw}N@(Uq@Q
z<LUhAcgId-Rmo40UqJoYY)rSn^kH@>-#UygJk}(5MR;deI$p+}6yH}WcBnpxXhZlM
z{B{&=3I3k5s;+i6buBkYv)9#VqLWwu4HdbS%GvMi)|68F>fgz}0ec_E)IPs$472;|
zq}5*~=E?ZkdDCqBy?|pC{(5p>3X*I8!(q*5&bp|2Wc4kY`xBH>-DxOA;Vt^1#gHnt
zqBRG)FO7qtHb<J2%s(<kS&Od^qV-&n<PY->N*>tnZ<@CKU2)fy^K2-QNj+@b<j>r$
zc=N_nU&&j?S0TyIXObVwPFt|3Zl9UlNMGS2$(tJlPkSp0y3M@MbF<`GP9rurRZwvt
z5Wi>{EWlV?qx#_BUIl_1Prc~nti>&Vf?t?-y{nxeUjKCQRb%Q%F5{!yrEB?3+y5x(
zb#6XHRoxRADO;fUb5;wEW-%eWMzleCL*m6D`j0)7P}nin{6a>v?ktaFxMlJ1!FyKg
zJi+Vtv@VqU8_Q)+S1g(*YLW=+UP7(=x3bD0Dvb#W=l+$!mf>`XH)jMr!d}KNeRx=!
z-bM5DJ1Ts1<nAJj{Tz(_j;O>nFNk+HwH_>nDvzFysJ*Q#ELJ@zLr-%HeSE9jzv8%5
z*}vlDxxMsS^k28k?9$8F3|w3NNbJd9Hs!A0isJv_+#waFs{NoxP4`)fXbNY$20pSU
zLcNwi#b)Hq%SNFY&X8r2BEN6o?S5eQMe~}{OQXe4TJH;Dpk0r_T^!~ghOa$%zgPqQ
zy+m%9EY*Vp<BhwY=y4_%=<_;s%G}NWA^1j!w$`caF`ZKFr`Q`dsQZ-%2zOi$C{|h?
zREod;J^#7L2V8x@jqi-38C+7zn1d*MG!<A-=&LQ6P5j#J_xV~dS&^rcU7sb%kPhS(
zzXL@l>zYI;o3?T)Le#Uxk8jFW2K6PB+)#`8xt?cS^vkj&t8;(kzT(lR*Dz1Nys4JN
zt;MwF{*4keRCLixb$O8lIgWgL{o(%UwTidHaS;likjd<s*XHXwmpME>bUutojCBI{
zD^*nqtt8M#i1C{yP&}2&Sa~?;^T&)gm8{^VV4yADKrV!DG+bouS%iw)!t)_Fd$+}U
zo#4E>?Mi03H_IsMyl2j#ZA8Q)*?~L#vr-pql-Q92?f9ytj>LEhJz44RlU`Iqn7-hz
z719cK+u5H;<Y_ZPr)@}|LZdnJDeiD1zopp>E9w=C4=Ix2UPs+hq(8xH<u{p=w_sj^
zWVy5SC)B<lF-*;o{yAAzj+e2VSQUuDtya;quU21s{D=4Uikb4p(O6CP{+?{|e2E43
znf(Cg4n)4&Tcs&HMd_&@AJOstbDB}^MCU<`gy&r$luDI6l4!!>uRfM(TJEd~t>$nn
zrkHD3PUrTLf<p>_fdK2{JH=uV{F1z->f&O)&u<gBos%9U=J?T4j=ZVRdM{6vv>>*f
zc=m$@tT*#gcJP5|79IZicvrkO6Bc5H3zsMl?a3>7tlA!I>~lLVxasG_ltj;1VlcL-
z<D(Q`E`sq>gDVp&ie4XsL{Pr#<~txknDAY<+y$t}uC9Vksa?>h^Q$m4K;DAQt-@)L
zv0(0`sSlw^Z<hx6=LvOl;}_6_Q*3hsoR~nVz)R<YFT5OB<yvl=+sauz|5uVYmh&%9
zcZ;%l74>hua79UG#PMl0^cc<Vz1a9fZaA8GS6FH5M`M*}WR3SVlqFz~`V_=7SUZfP
z5DF>SMa2?{xMg)m6P5a#e}k_5QWIcQVISO32OR`C`&W+RP9QK6LK06{AP`G{MhO@i
z4?(lSoEwkv_Wq~}%fV5|ag)dqEyw~x^&J9wXbUs~fww*J%GYScf7gQbimnhuZuWCH
zX@`@_7f}94sVcIaBPW12^~_<p23q?8RaCBzK2=~ADW_z9ZVmhl;Y-xZv^vUr@kvc{
z6PZG-RR6i)v69o|mmb|dnnN}oavm6cc>MKsEcBZq$Q``f1u^6#;?4$r5ul%wJ2`8@
z$EAy4UN}i<jp7cb&>UvAzK0OexU&2;o8*i1o&nE2r<gb+Vc7Oi1$b=Ms(Rpc*ybS5
zM1YGQC1?(Z$%UUkASeI$5K6|v!^{>i8wxxY3A&Z5Xh-b&vL6!k(W|m^hR~lt);&oO
zpBg`$gnD`Dw>01{w(w1C6SGk0@VbTDNOsaCEfe2k)GNxbkN`!?A7)H;X{c9Z22xt)
z>sZjL;_+u5`a&fTS`HQS8zO(X4z{3zjV*A1uKDKRwxU&FR&?h{zC=@)uZQZyul0ZX
z(DPO@uqkj<MAn4`IDLt7=WMg!nG{SiAg|5tyrG^Ma4rQR|GXMUdksYEg-~K6A6BHN
zmBrhM59!zsmbjDq!<Dr=pvo;c@TO(X+FO05P{&4y#kZ>fImj1csv>BG)%Q%c0IK|u
zEb^X`e&UF(ntj9zgGWYNIWb;2xo~p&gVoawqF0T_?Pn1`GkR}WINsMo3SY5%#|eZ$
z8kDFa4%<Ev!7j{z$1c%p5iEABw!;bgdR=<Lm@FPiN2xN{IflDvfgESUyrdw_Wd+bp
zIl7B|kP-fZ3+7Db?{=>NH!DaXMncHdsjdZ`d(eUO;q28ozA_}jLBokYr5ci*1t%%8
z`JTYf50)xQzT;Xnz3DxM<A*1(*|tEa6{hk5oP3^~infNoU&gcU%SfL1ok7K!HAFg@
zPnaaX>5`D1ZP8L5+sV&ozLNb{VH<eCO7Umgpl}c3<Kq!bISyeozcU7AqRwL|2ksiY
zqeG*-@D{*m)I*8d0z!5h#Q0+WFMJcnTz>`yInWhx!%$Z{#BmeS2Ap_*3CBWa3v+mW
zPN4Sca|LyuK%6JRt58)`p+?WMVw@%q=@0GseXq*<gFYL`@zH^FH1YPC;%8`$KdlGH
zW=;s4R9^{+EO?yh^!L%zb~7M;QvH{k66$Ut0$#d%Sxx=bD3|fsSWjfH6ki|f6SCZ4
z@{TL^dG$B)u<3d(q5==SKRD|g%J>W-6K+TXx8V$Lc>o|T+<#dw4z|hpiNBo%gI2Kh
zX39l?GX3#+K!h@Woq`O)v&rW}vdaOIcs%N14yR8&prH1GGHzt_1R?UyxO&%m74vcL
z9#<~Zm&#usUfP3yMggnoj_HOjbwh73J<77$3+~BhPaB5vg_AJwcAQGii7LL$9uUW#
z2=eJksD+%QVi|Lef_R&uz5CZ2A#HuI=8)nYM0CEVYGp3)>L>gllRW$;%va}9=@jaJ
zb#{dYRI{N+&t?VUyr!|3!?wmI$o?YcY7Y^{4;!r)iMr=K2(tmv-F4#rPO}Bxu<M)!
z;~fCCQ?-MGO3JM3aF8h|j@lXWs(3Ivs{_hdQvqL6?JV`NOOsTYz|Ju}x}C{yM}N17
zUr|D8w8Y1b7-qc)npeFYe*T%6;&!+Y>#3F$9mvHC8T~GB4vSO^$(~imY9aVqA&@vo
zTY<9J082o$zr@JVN=_T#D=f`Zs_Ro}Z9|mN*MeHLHeRP6`HnM70RkH^Fg%X=6AgD-
zArM%eJqyM>SXM&5tHoKUSmz2R@JY!G)V#3klaxt#QQey+Ig*h|uA^VVU(ex!sCeO+
zbH{$~`wTMVqhJp9THv0V+fPOw(p=Gd02!^(>Wx^Pz&uO>TwXXE$Q-9DvU5UAb}%ls
zywhNz6I_rzpTNZKB3QQ&*d65ob<4;n7N|d1f!43_I`NQbshnL@@b6DiQS-NFAVj_y
ztgPc?WzulMio$=TNn#{QKx2QJ!%ovjwhG77_t-<@-Zcu+CDz7@@_w7ZC;Ib6BRwe0
zzc7Ws8ysAO(ey^@IAZK)uv82J!EXlnmj#=d&BRY<kl#qiHWGn*{k&_E1j;T`9fC7o
za^yTCfr#C>>_3FI{|w@l*8)MM8o<~1i}yj=sz3w2^c!Os)DDO@h<?KwOlv0e@Bjuv
zTanoSS-PoKv&_|eDQS3*TAaeW?JtjoroejQatR7459r7*3%+5mzL8UJAS%tH=-2L=
z9_FabW6hMcNwk~ZaZC#J>0J=h2&IV$4Q&9n{T^cG0jIr1|F8wJcl_koAGpxQw(7!}
zZ9(@NaY18Oi)hf`ks7@+@!JM=&Vi>nbEo3oHp)%x;0(T`0#Wq_6lY%?rvPXxnExrY
z|8H72B~odNym~byi*Qc6QkdfN<3D;1i2H^9VH)K4^I4G;3iwNrfopI*-Iq+?a06h~
zeNW_pU-uvew$6yipxpi>5`=iJh*Io@G~c6W8d*odcY;1AE)rdR@ehx8)RYBo|HAJ<
z1JSsDnm%-wbTE&Kqh)l?i(bgLGAeR^0P`IrF*E`kJmq2|)+?`d`Vq$iL6|j+x^PrM
zKSteKFV*qKqyL(axMPgtTdjm2Z*$HzzZ5=FmU;2uTFR<g+78l>Ea=Z);(N0BW7sGO
z<J$X*)@ooEV+}pFfO+J5qb4a!f|T`ll)KjzHy>UZnE(`Da!Sq)ThWNnK}h;_NTWO8
zT^nQ^11vCaZg>x-TjJ?_#k*P{@^utrTeCz~UKqK)it#-d2n8dn^wS4njfHvYt*3Xu
zh#9~q;$=7(wA!!eH2b1@?|toW56txz#@=kpJ&$<C#19m&$$YPaNO)KVL2D2~jpG^I
zg=>?eN#U|cJj5Rk8HX3`Srh-3u7)H9dglaVE7W+J6>Td~tzm#<1w^F=a<+*?h6AQJ
zz{ecp%Cos}Ig*#ht`Elm8Z=^9V1GkBXFI2*23ze-ugx;?=UI<sh;I(p%1${i%wtD|
z+}G|dBmln{Fc=d`BMDl{tM2dfem(41-Jj+?Tv}}x;>G-VYm}gPW<<xvuExXss`E0L
zNBKIuUb`L>d9xDdgMfVt>e|L9^&t5uVa^NiwGNL(c+om-5oUql-K(w^FHNG}SI+=o
zuUBcQmC%c9Bu6jeUiQvVCMDm5Ke2kA03#v0&^fL<Ik&ALS5RMOvJf7J{AJwB6|6`l
zglq!RG7Pj-0e-!Zm-GeWg>MHW{3dIv?J{LpCO=DX4hkrfJ}eOE_y)O_2sgP=t)uhA
zo*jJ7Fn)0d6i9TP{sD1-NMD1wv$CD8Ls0@(<MZlGtN;&*sM`sNR!6u4@>O7b2jn-I
zio+1?<t-(M>;*wLp&Bp&E3H-i8wddS*CFu}(AR+weP1N+jQU9{HhVv3oCF!5X;CK5
za1xsiKyHW6ErU+MTlz<ipv{L^S_RercQ9774Z0(^i!`DaUoTg57B5+Sg#9d<rQ9iG
z$#ChIL`~Hx%G7u=|IA<W;3vNSD<SHS<FC0vtL8vMW|v)Q<;;een2u_xq6>p<R_f%}
z*q=qF1-JgqUgGM?(^q%?WRnd+{z1+m9P4*y-3KN0Ehp%z?&06ro!#Soua4X@8}RK*
z_|#cb5g;-mSmD#M;Zf+sUh7hAD(tmk(&eVIVH~lX{G)9Tl{$XDj00z{4e6cotQqhG
zEOAA<+B6PlUIsTZj>Pg@%>GM+E*tC^xZgJ7$^7|IhL`N)d5;s%VUb$7yQmbS8-Lxq
zG9v0aa{%!%t4NA?C4Iz)>o%cVol&1|Ty9p~7?rU3O!X^UQBMV#5-1S^rTeO)Nh4s)
zNr(nxoS)`=jLe5CxzY<;yVmGS*dbpf8@nD`&WqMV47>jd(QGo-y~;<WyL<=%-)}HA
zre1l6JD%F=@P5HRu&itJD$=-RzsjFMYPX3uIWi7RBA7nSY+xvZ9~Z@ldd1TMg@?18
zKgOGX)IKT*YLT7#@~C2KLuSh5%Ea8Xz?QSXR=m+{+^+sl=~(>_8M^U0({j(UV!T-3
z&IcaH?^fqTxoAD-z@bk&ehd8By#6;1u&$d5BOTnFD-XN&%I`}C{EWT)z9;DId$9IU
z?|}b&`SJO&*5>lgeKkea)^_ErB<q8_FoFx-@k!o0HJrL=af$?!WP4S(Qhf1Cs`oa^
zQC;unA3tGWyG2@yiGs!7yz}4*FYP607}KFmp>UNS0(88L8JCcu#YPu$Lwz$aR_@yK
z1Z<nk!h(N+KLcCXQP}hLhbh#ojiNQGl{e8mK?`@ze}@vIc{+s+-zlN<?(f~69@X_(
zl7mP1)nwt$MLW<-QOu8`r`S?Uzkv(yT@%5i^omd&fwE*j$(DPUtxS$fv}|nGRs?Nr
zuur}2I@lbSoN+QQY#v+olB~6rNt=9JQd>Ovy1p*o;@oOCA@+P(jJKyF@Z>J>ChzgD
ze=0-SvF8g+A7>Bm@vQr2Yi1uGh!&pak7SlFC;a>uu!D;|DAK%GH_19ihBc0Sf*lm<
z1?&W5dlc#^jHX_C2o$;t8#N9-S34zrASG#9Rv0ZrPS9AK(D9b>uP~^Rt22dTvL?u=
zhbgrit|PYn!M2GZYhjV1JimA66QVu3Q`&1s$w3am4CB!PvBTYiH*LE+u{br?40;I^
z`YvptpZbwzBIXwSO}sl~9d{=VD$bqzp+q7Pa*Z2W$->DTPD#WqVNtm{qwjC%y(v(G
zwnE&l)sH-{XzANg7=7OSoT-z4S0YG)ZGMAuis|J_fERoI*OY6cH$-5!QjH5m5-2<C
zkxr(<$xbPC%f92zi;doNBTaRk9*<T%zV&;GJh%U*>yqhIYhPzNo;LRNNA2XR5yi1r
z<BfJ3CS|T=b*0udx~5}}17z%I>!p=n9lev1bF)&rWLs%*@Fz~7GUMt`0g8otHjkay
zUzBVa_}$x>gmy*#aWL2Mn>%0GYe6h$*!2qr?l$nGdhpY0!wwuKBu^d}{j(G^f}gf<
z&bITR6Zkb$E^kTKu}X8u*ae&E(7d2UygE34bYc(%|IEX##!UC-c^oAtdxzW?AWe*-
z=F#Qi!o7H!-r%wqpGLK+z%I!`gRiW=&<DIQHU4afNJ>twRIV{IM6mw+$UzLKe_t0?
z65Hb6U2z$#nsBv?@aMa<C_S}FESdP_1UouZ-Z`_V^W|vkHFVt#c-dq8l23}GnGTKX
zwy+CSCBGj+5r6HKOcBHS{D*Q4SxqOirkd7TS`qt^!~U^))8eKrXAy%Y)(w?mu1MG|
z)ylP@tX)66T<e>Yo*RtE+U3EmAJ&bZ>6I_ZgsHky8_jEk?R^@@lw|z;;!tN6{M&i=
zy84|MXYnT}G<gvGJ<8^08t2brCx>v$*j!;w`AaH(NJSKkEX5-bgHG1L^<77UhnY7!
z3@cBm?>=EpdRKc~ZB-lK;qs{k<zm86X-6<>X848A8Z<<lHL>mxT#kP_L6=SZsbcp2
zc?-biY5e~C_R02_=#6OO_iAJ9FXs}MA7|VV^RXB^x#j-oXpePn*2({~l)fZ`XgqfS
z%Y<Nd;_IW4dH3E|UK&x<oX;u-|CaffJEbITO(sumy>1#Elbq5W|CY7vURK=j!WW`S
zZ|rZ)c>H74w_NYx_4Mq`+ZXGW+2pM|$-4Hw2a!8BtyC_K`}lcJ6V$SG)-=3dTZ)O1
z`JFJB?%sI!sQZh%r7leCp+h*byJxQGUif-v-{7@N@>_SQqz~9t<)70}X?|y5rNNA5
z=y&Y1^xl&2UC@AR#q%0QlI@be9{AZF3vqg5N47z~8S}gB#RP2n)0Nu?RHiXMUp;P&
z9R2Hw+ijzO@W*b~(9HaVmpdIMDd9n&ebV*j_cU!6Db}j*)%MI3BBK)JNI%fAsv&cI
z@0(dF^kTy7KA#aDG{CKE%Mp~H71n0Uyj3<PUHC_4o&KGUH@!~!5&6fn+`2(}T+Y+(
z*KaF1laX*E-!^~IAouHPj{aY6SC0Faul{R2e%dd_nW?*Mpy#|`5Yu_UZ=|@7)%efJ
zs8#4Bk$0j0dfXTOFs>UNGYky#Oh&Ep*f{2!nS=3~mJHJEZVu#2T?hbEB(9*YKB&2F
zx!o;bg?~!j!R<aUWA(UbcW4NQ6Hfj;o(<<_bL=yzHsn&uJ9HF7g&7JsCDFYMWvk_I
zh&*OhQ)DvTWql~l;J>Ut8ysFjVwr6>^st8eM`~IMi6(FF&{}`I(b27N(j8>{tzME`
zUIXo0sq4n56A~GsQz<enP-?J2rpI77ULf2@eOs)|e3SK8&8cFi=Yp!4H{G6rRk*!c
zok8hiEmD%4WishEFq73~ba|j1*zu9~{HDp}Qor}!L8~5_)Cb?24JR5k4??HKf&xMU
zKk#~#xbcd?G9MV@>P^Rlrwtc#BrIsdpt+W5tQ#C+E~Z`GgK2WV=3gt+x{6Di{?%lx
z2)<4T_X*PrAVuowI1E&A|FyPbkY|BHIoXX?LLX#M7lwYKI8V9?*r9vJ-!&lmUJ1O|
z_b}%7uv_7A@VvwB=M8LnuZGBMtfj!fJcqi4{Ihy<|M1AAbo$H5sWX$Cl`Javxr?LS
zi_#ZPzw3-e)M@+O-B==XXeu=>eW4ShksfS*&r+mUD-zfAJy}gn&{WXJ=Q!dow#fZ=
zc5CK}%)(|TOJzZvpJ=Dh_cXGop)U7{Cad4+HTM<a9+FQBM&BEkI=T<M7QZ7TRWkqV
zH(y7mjbmZ=>d$6i!<HK%*}*O~aE!|SZbde?rjHWa3>XkDJiU=%Jrte;`TixTS^ttz
zjR7=Ce}m9*egaV<pq+A$KiCeR#x4G~qBNS~C}rYB4%12t)f<U2oU1(45TE8NSb(08
zhX>YZDF+);8&PK(vMPU*ZyvC7@@$VSqZfPQNBWT5ez(kU<1je?m|*~~_T2crQo!1v
z9NF?u*RiaVkUM6}8dq((A#JVfcb7RZ?kj9_d~!cQ$9YUXvHmnna-Z&N^vBy`F4+Ln
z7lYuT$4{JU?v!nwZ}eY0_218LGVbynQ%bFI5`l~;nJuCl#+H5W>zLX()jCSN=<>Jx
zX}1&o)Tl9w{Ybm?pUUuk^W(-#a@PhlqgM}kI98@va&rDTw@x=fljS3-aCM*!r1XwU
z;GT|n@)5+D%<P|r5Pw*bZ7qogc`GKTG*0%tlU7U*>P3EC@K_kY__5Ni!G)_cR>q)G
zIf{IPyh)TYa524-R)k>_*Fd~u)NUyM{P{S9fm~=6C33!e-{^AhxbM#9q4sa5)&pHh
zdNtc#rI&o!%QAMLrJ_`h7r5jeE=|^4qj%I4uPM?KBTVn_{|DcuYr)YYey6Nb`^?34
z_m&X?(K*`ScgCY}Y2g-HoJV7ltKIC|yZPKYf6kY<{O0^rKj`oHo(ctie`)+)D##HM
zyhupz$ZowKY)c6|xQ)I8EtAlop^u3`KXVhvnMj9F-DhCiJX8=Fbh@eWrofD@QfJd}
za3DTb7Gn6`HvS8$7~^T>XeiFhC{p%9xG#;uw9f;7>d-PKQbth;yj%{@RZl0Edb6w<
zwD7p5bv?Z|V^J)m!mRA#>9yHClfKy2C39GkkAlv<6*jw~*+4VdldLd!c9HbQWxXP`
z=-#5r5yer5>W*>bf%w>$VwC9P!rXQ2K|}mU*Sypxi%XX4bh5_Ubh1pHOd2ohCGX!x
z-&C6)`u8WsAsZBZyv+1g(S-em7@T5SSUTPXO)M|yL#;aUhwA-ocDh@=UyYeI{pgmC
zrXX>?DK{$^Ydd~RedEnFyy!(29j!u|EVa|2hJs!%%E717FsS6u8>Lt3_-%|_4i=>M
zYvxrlUShfiG^vjDsr-Y9T-hhFM1f=I=;-9>0Bjg34gceVPVWnMDL;bat2d?Wl#vwy
z*li|97~B~ky>@?Mr78P$)-|l;3p_Ia>$9=yB0V4Wz4TvVjbHyg?$02k_GK_lJNidv
zq=tOYR?y*X<_N3|Ju+5)#e_}e{GQ64CblgA?tQa*)3K4<<?xj}F_)|&$y;UDkyO>*
zfKdw=av|JX<qzZcO}+x(Q1`+!&2eUYG5Fp;bkja}_K=$Hy}||sA)r|(s;6O|Mz>vQ
zNq{bzmLQW%ra;4HoaFX3b3t#SUSs0n#yh6@BTPfh(`|abcGuR?z`+HxF3M(*D4o|@
zwr~s0x3YmNjD(wr=+eDicZKaBd1|g6R-2bA^O{Rm+aHqkup1$n@vf-rwdn`eT*R-%
zHK(_9TwAzBjSOtRrj%NXY}6#xm1=jgkozG<!}HIVelxwXqdIl)%aEKnbI*0tNT~ud
z-cElfX+VB~_WTCtQAD5<$>!!APdQ#QbZhk!K4pV4o-uXAPz0W+AJfaxQk~A)%*r)9
zaDPRvBGC9iI5>{}YJsyxtx^ZURSz)&#(MtVUJd)z5nZKWSQ!O*Sygpt=`G60tladp
z6lQpBd_m9NN(T=O7*4&+>vI`>t3qm+=Eyo-vFH(>7Q6(z#wXX0+$J0bh>HbW>mc4}
zmUwyd3L|zy$aYRdNbX%R&ZY3)qFdV77*CYq#*}kmfi$N`W~VP}IyQh50Hb~Du;<XL
z@RYF1lzog#C6jc&q5SCn&mSemQdlBoMQ;~b)}6VUJP1WU-Ay&}0k&_ZY5g=i;Mlq+
zm5OQH+`K##PRrZ)>JFV{&Y?Yr53fR16sK>R%~7xPhsM;W%$S&>Qhh^>g*E}FQR>@~
z_;+|wBY_PVmu7f!d3BS_uO{xFE@flBI3XYWJJRyQ*BIH5y*sZ5lB9N70x?8u!Yw!0
z5<*N&jPNx{Th-S`8CJh0WFscU;m@k4*}o7(l)(d0j)Wt*mt3_~(Td3{s8Pe;ydwAN
zN)F2kCLJ8RhGRNyz8e3Eut<R}KUIy_%-%@W&1dNGM<mgDziMDwd*6l6RF+#4pVw1)
z`#qNa8o36Q>SLMP{(Z;vvV=QHj2;Aj1tuqqy{wKbi~NYW)y-C|0Xo-Cx^``1LC8qa
zVu;QiO~Lr81L!^rie5j*Sb!cE{k|7q!vFgIiT(dpYv+ng-w6lKfFsDt4mihF{ZZFD
zLi~VIsbB*;AeSWo?ZVFLA1oh5@HXMC3<Hen02*<2+>iOo4B!0M1{d#Cst*|f-?J2}
zfpoU&r+>wPvnkzE3rf`=srW$M-`)Tq9&!ONhrbHe`uqIwN=mz~>Cx0#bsD{N^jF9I
z0jb*eUshASa?bX9ReSsmJks7m{yx<(#NOD2wx0;?d&eDt<L1<_O#a@+4wxh$^_~C<
zET~^laww&Sw?3ls3B-Xk@CKj(-iaUJm6CY{d=Pmdr!0^(P?fmzG+3+}_zSOh+Q^#6
zsb!u)a!P7|hckqnwRa<=oT8jvEM5;rZ7~i71=5~=2*m|D0lr<>tg~qqeewbb@c<|l
zTqhLsOM=|~U_*gLHZ;i_G@U5}!5hY^UYnlG`i8a5`UyxsQ>16asO|@X+@hr^|NhO8
z`l<D*K;_S<NAS^ls_d6;tx-o0ynUMZqT`6*Z2|EsW+f`a3pvI=>ZaIxV5PM=wH+vx
zC<GY<T#P}vH_CB5WU3=@k2B=N`w*Hx^|*mKHC(aG1eXuK1MExuqr|R3AQ;_=1<0^~
zcjd~=bKhRbb*JnK-1uVql^;mppLJ14Q-wDwjt=7uU=>(J7YN8>vir4Opka)>GCQJo
zE=Rr>irgR2{6nxvyj0zWVm5g;5rD?-K59^c*ja=7+<JxY{Xz>-m9&T8*$`y#^P#YL
zads`;Gdydm?f_!IOPL<6?NOOP_Szos!>SI;dLe!VKGKzU-CO5V0%g5wAFa;vh^t<e
zn#yS4mzA0M9E_wAANq?gWyP<Tf~zbM=1Qb+%#}9)m858QGT|ma^Ty|Fsi`O*uYs=n
zx{Y?=;6jyG%Jid>$IlHJL8W`fpao@OnP6PkWb?E-iG_L?iP!~E?V*y9IZt6^hW4!y
z{nJ;(!W|UD7J<>#kc)YrhIt)Ii+D0IjU9B2b4~)f`_M!QM)qZ_DhVV`2C-m6=RlWA
z(Dc2Z0gWCgSp>y_i4tNEYo4(^m5;OXv?S6UlNCy@rSdNlvVCLTfv*%)f$h;bg5TwM
z(Fh?P8;JCX`(%+Um>T#uC)4%SWpyvG^<Mdt1Ut1IfSu}q$e&KBbMY&!6}`7lbxt}d
zg%qs6#5wz-L3c*6%0TgV2ybN@?Yp~5T%-@}Z}623m+;dl3;CZuNRWX#iUt<msGhxy
z3p`a4V8K)JfJ%>ctd*(IwZc!7d|%0eemva83f_fHvyI4sgtzhZGqhP=7(1l#l)5)b
zDhYUS1E+ph$Q-JL78e(wy`_>efKwwUJ3#{=uj_IoVzE*je>ILf6%%a-TrGj8a&XvQ
zHQTHV^)1CIUfK^@`^j8hgF!(YdP;b+3;A$pU48b(+g^uB;kSBnE_*(?x2Fi$8TG-;
z8%?-CPo)WIFOsSzzY~B2dOVgrmh;K(oe&6XZ*TJ;Z9K*4sM&Lif!+&f#<)5y&l>GD
zG!crPrTI|@4K=O2@29`1#7=d+a`ii;;pEJ1jR4Y0<pn`oR#Ef@L$JCtIEb0se?#fG
zQ{cddK8_94+Dh-H)Ex+-SJd_gD2{pkbq_g?;kzhx5z_rih$r2trV=7h2sDvuTN(6s
zf+)8Os-$y1fWA8o!IM-!!aX|MVtfF9($&lszWBoRW-TOh5j*ufR~zZ=_ZnxB0DYHr
z#UW8)_X^Zplp=E`z2EoYDPY@A-Va4d_`LycDaP3oAh4aB!Xq_g9VC*%FnXT>=XK8<
z4uU9@BFd^)WrZln+yKIJ^+q1#Px!gZHQG<xNIVJF>qU%Gy8@cx7RkMeQ~>|7hK_A0
zFXA-t83i1)jS;g3X?wDutJeq>-o&?e*36aZ)9AGP0FbkK+#J@Uo>R$<m-^uWUdDS4
z6t_-@8wWQmbhwY$!f(C(JBZbN!-i>V$7S|GON*$R9D#7a_t!QCL*bP#iTgB-CH{bb
z&zRViC*I&<dZ1B<#QVJ%-6RiU!(~7XPI14D$9a!ZB@&8xbaf<kH*@{Vs+`=RV?iIo
zmK{*74}?5`fCtdx^d5GQ6i3BI6P((50j1Kzpm;~b@~FpmGePS8Es*#N5XX8V_VbGl
zo?0C782JkegoK#v5gyASr@ctFJlf0ZC~HG5DPlgL{)EPxn9VOVTJMbkYKUxy$Skuf
zP<Mhk{f~p3SExZ0z`-17i_F<Z#Eqf`htqI*bXzd=Yvl=V)<H8bOpRJytg=8n2$2ML
z+r|6sUIn$`qA&k#motO5z3EF84|dUbCCby8tNuhAaaRHX-zhlQ)PIC1Op*I%ldzI)
z>&wJ6;2IM%Mf|spx`Rdb7wd4K=ar62E@s-H@<=k3YWSvVX9n3H4JD9Ul8>Dp@)9wv
zu9mQc1<!$VH{Ruh0J@`U6YHbc^gI8}ChveigZGr7$51Mq+SgrT%%M-}Bm`CLn&3qW
zx?;V5jI8$n)ezNrDu8+{OfeWd`_zq6?X$7?@r$}35VtR8a2{;Q!hRF>PFSXU3QJ^7
z^aomO2&QCh*<+SKKMGt7Uwa?ayo<+Q?35_cAJtbDHsNNYfNwtm?C{k(34wZukKD`w
zV5CVX=nnIZbg!(Ff?nls4e#|NU1EItp?~otkoGe`6S~y0fi&iDaLk30M_%<*Loint
za=J~p?EI2hY)@Yu&kxx?|9xwqvFxfLg_M)3$|K+TR2DC+JhAKPcAGhH8A?ecr)<QT
zqy=H}^I@Sz7`Z*vz&z&42QhKE-VbrPsXWL*d#s3``9yiX;Q^SQf<Obn8LHB{wf+Kv
zaYEDI8dnb$i1Sb~et_@(0ug3AZrDJjzyb$y5GHMcoH?yH6&;IJLHX`)q?}bEL7WSp
z4aml5<|wSyz}NDjuiyHDrgt%N-P@R~pNStH=%)H8e(6{Fb-<S^eG0(r4xpDQ5cw*|
zAMSDWyezU@I69Y7RXzI)zZ86=00uvXT-a=Y92N#6u?%Q^8#NyNc3f^z1-mC{7Y;gz
z&Vl<UY6N~tBoHw0V_Mp3G_5}kj0kn+TYne5n`5DdT-!&yRYMKqF46#Bc3zMt&*qmD
z8yeXuWZ}UhS5O`$xByO`eFiywizF(Nq{3`N0c1W|U@Fh?5cJ%H=DZC$+mDq$%z+WX
zVpmr}n@9}h|5Rk&|4=^;9KUni+q}DwtUIU75E*5=qwGyZq7zwJ*&*(nl^rT%9111b
zB~oWaI@vp%kv-0q`TczVf!7bO$K&;QzFv>lSJoBM0y+4o1HBjzgtb#&Qkw$zg*6?-
z-2$mpYiC2XFYhu<<UEqT6owUuzZKm?i!5{pR0PKLJLkIBcfrK^-uSYpk%@Wlr)Fb-
ziIWLe06%>O8YO(^)~yKcd9~xQiA`?WZ-U${-ykIBp%MZ~{pUzB@Q6HURgm{bg3uFE
z8+>j9{ggn2R$`MP$JasJDq;;pfu<>)`baE<tp=igss@3F{$~vd<Xxn(g6@zemESAf
z#4WI{w+lz%FZJk{=EDqSNY5sL2&InvfmCof_Vp%J+T5qp(U+1tZdj(ALCM%WZYA!V
zs*rHe^^hkNd#QtKKWki_a=nHmqk(7JVMYNMMJse{+ST)9&9k$<PV7b@3WPz@X6`7!
z_nglfA0jc}Fme}U5(0lv0*ho>97Z1B2h{ry$U{4%h0j>PBOIhlBM-8EEGP$j6CMVF
z>O|0Km*A0YU;Gdy{^SNwML|8$Zmj8tHMtr|PY1=*uaf&$sn;)@+6ph?y#aiWy;uaG
zbz5c8;A}mMb&iTP(mjFEQLK8bMhMX&<5;=nToL`EZnY`Pe$i)FwtMq4VFi4F=OpQK
zYmuQ@PqG%}6t*yTiKImwegqs#U{zK`a1n`Z*!*@RO^q!XX_Zv~4KJG}`P^y+3QXXq
z-4MY*u>Kwft&UkI7jJEp1q7u`&2*2o;U%bCLDcw$``^JJ8#vv<8p-ht$;bdF)18`}
zQ=z^BTKhM8OCWpUANP<hl`xuA6d@f6a#W#ifbt5%m>nK(lJ7vrNX*a%{Z~uY3$3>n
zGD4KajoD7Bf8PQk_@oV&@tuza>AbXWF+0n$EpLDn?OcvIgF#pOVVz=0yJInTnbqq!
zt@OuOIo;x~D!%lukg9;w;oriz#2CSFI<@2QJ=m3Z%jm0wPY{y|Y!Gb;=JJzpy?q&y
zIfl(sr#(vU6#&fzpyg<7{xZL&zlI+N^(alKf{I3+0P}zfB`iL(UMdXuTE!CCuQ-bR
z4Uv?f4^p9poUO_CXTK|cef{j-yphaq&6oK+rz&yZ?rT$_Vtc_U7Q8mmlU*=edZ8O}
zy@oh(77m6VVxfn!90v-^;0>5IKQ$OQ@dIlIP|Lo{&z+|?P6P~9d$_>)alnxxjUV+N
zCc;Ju?ib#tqWBe0Vc*o3K{XO77PwMk$e5wu8t7F3wU5~q;OPAQTK-Jw>R&g}dDW?}
zqoQ&i&0iOc6i(8=bY+Ho`dOs)BzR{!fNHN0*95ZMf_|taRzr^AvcDQmUk6nD5~I9E
zMIPcF@?4X#$dT}_&0mKhnC9$(qngUJD^bH$Ge!Ov4`HD%MM$z9F>mR>^^$LI8X*vW
zkqhHrd$>V1)^>Q1d<(Nk9hV5_QlyJ>?0bS@#$i~2(nW{Q42<e#b~8xAl}9wyuyrj$
zpGSJ;r?ZL3*wytojYH|vaT5cB0A_W1XL>bywR3S_W9SYhhaTF?sK+!!l|5Fz($=7e
zY;S1F>+_bo;xy!Ccj3oi5R#!2U7n^;(zkt>ffVMb7Eg~d;c8q4`;{Izxq>}k4bsOh
zFrY6JrzHG~8kkxPmjf-ouUHlojFpu~8_bCQL{XTK@yTj;_4?xO+L%+{uHOT;kBeZr
zbz?kE{w{uNwTHENjjaz}%2-xvdvmtfx7s*|`8%Q8)vzTsLqCqAO3Q@Eo3C%6rd>|L
zOZokUUhBz)fiLkG=m)a%*c(VU7+KQYdgNsLb=A@S)=QYV_n#ai+`zR#At(nQ+NFY_
z|6{_n45goXd1fndN!xL&Hx8>_-L~l9{@tstXWpU-7TQwCT{E|DHki+MlJT!~oskUu
z;Fs?G;0An8(srRV?C7Cz(UW11;TI>hPXix*Kl#K|+_GZn)=hu?l6m>2YEt_`MUX8p
z>;3tzz-u~9qrrDSzOD94d>a3oG$|RSo89}-QSSqvgKG88va*Di-_qENH@)RFr2td4
zwrF-bz4**k@y$fsk4gz@fETBGg3S%^;PoN7YafFgOCCI1kGlJmf(V~h0a+Yp+RV@1
zUUK-CQ9Aa$JEr`f!QoW+zl5*)vFjm&s0n`Qeeuff`{Qg$K}btoK72@Eu5^WLg}_5e
zj8=*GrjT|<VjY)!RYnRyaC`e=cP8YPiQQZ;Ra-n&)AJ_zZ>u&Z@a+5(?BlV2Wsl3L
zu6HubqJV8<?ZA~7fxJrL)2Lq0e@S{{0zJEwa+yJcDZQf)M^jZ^M`vpd7M{_?0}l*g
zSNCL$V`5?+H-z;^*Ns^wNwvn03zFyh68G<&4E{aj{Fv5rx~G<Y54ke_H_;jtp5Sn}
z38c!8{=z!4pWvIkT8wO^yruXDGvp=@_O<o!-{!*q89y4ArZ0XLKHdNC>=J9?+0B>9
zr87j$IjwMjB_d?bf3u27-L`g!CBy67G2t&w_Zu>>jP6`45Wy3~AbvnoM6*H4{#ra|
zv)2yNtBjUh4=(&Gd?>09EoDn!%znV{KMOqtNBiIYCT=A~<}eYeh+d%4R!AYNA%9+B
zr$?s_&Axk$4%_BE9XSbjx;L@A#{bb{{pE_j$=CQ<*XajO>;E(@9b`BDXsEM&<tJXw
zm{)4M{$sO)>;@b@){E)ib^F}c?y1gite;;hecm*@$^MT2hrv((ct3BG-pu$vO46}?
z7v<9?_B7V&rXi>XW#1r^zvOeG`{tyOf^o&XI_0Q9Y%vL}^eY(aHZMwWYcsV8Uy?r*
zY<wYtyzsbrW7(G3_I}pIdy@OxTWaVu+G6G#h9l{!bL<|n87p}S9y9DlBH4k_qLE@*
z2-SB+C;TOoJ&ukmH!=j7&*QNAND~%!nPyy7P>Sg44dZh>`1R3Vt_K!Z3KG!I7+Mc`
z-GTNixh08@3@jVv^fzKXLe91uS-!9Ck4zqQe*>GBk6m34nDzNnc%8wUeo#P|m)bjC
zaEp`Aw2fST;}=6e6SV5BOA{BFB^D=<J=}&UF^n9ThA>P7qedjX>0g0#uv8^ouDcQ+
zZ+l0Wv^{St?|g7_NbVfbXMgc1VN03pSI8RIi5Fzl!Ez6D;yXY)WA?@=(`;*c?C57H
zu#9;sR!V}*L6dBSmI>Bw-TxYRv50czi|tY%J;Hh`|3UKdV^{mDRW5~*ps<vBg5!oC
zw#H^gYRj6dT>QGhzrW)Q%Yg3mo&4y#UyOV0Tlm}=F5Q*%82>aC)=)q7ZG39kQ}fTq
zWP9yQk(=JCb~=B3g@f!ATxWvXS3bo0xiKB`g}#;S`#U0Pbn&DsYHJQ3QIvkgBV-4~
z<$k#|_aT!l^YGWo8kyOFR8CLj5bZp(R!!f^C?R`qB{HIIzUtZe*9n3*w9+vj(}bON
zPf?7~nfr=TKb0}kvAtP5@cxt%HR(xj$n->N`T|3vICf6O-wty-12VOS{AUdBeELm4
z;GFsLiBH*GEvZydo*%V0Tj~i$u}veXO|ZKQksd;0A82mdL(>0#{bKF<S>9gY%7u$$
z@PzUIJNTC6lkQ*PRy|$7^TCbr@|WL<?Q4;nE&&;h7=Oig-){HZO6nMxm?Ta^q}ovA
z(wDd*OZrjNyx$wD{Os+*4gagmHNDX8q1##RD}bKZ4Z6J=y>*0_aO=16D$nt-{|q#r
z7NtuK!~41Udnn&2&HQ;-d3o6DiVaX4(*Dvqcu<=I=w2~PYyLs<p0r5jXKm()Y`9?S
zM(yx`Zj_<*uEjbdQzz6vEp`+fEqR<UhF2o0o7dishUR=L7oM;{3O7HTnJ;Pb)HLDs
zysaW4k#?XeU8g@BZ?(7tRR9hDY7i82S~5-#YZ<$tjWeyAP8v2Ef2Os*-$tEi@l*=F
zDy0;+RZwX@_x`fIWy<xWljaL9`ZWrg$)yv^nj&z=K)j__+8pqn)95Z^|G`j(4-SI}
zi53a-%!m{8?g)+bPpH7(RFj}M$GRq!WMi5q5`+?%71dJ+ta>hMAQ$-yg|XzQU>{Qj
ze&z(u-4g`k?UnidE_A}A(<gs6m(be#)}NkE1csmQ?=SIt%B!2uFSsf4M=H5|_i9r6
zUz%*KfTz=(eJGo2!u9DVZ7yBlnD`b+qQgzy`q|f-|8(<hehf%XJXRqw8u4)6JU8u!
zFZvoh4t<Nwxr@<g8I0&)@LM+3x@u^&=K3coLwofqyl&%-cm;wKpXJ_pbBNuF)ih$3
zSyYPUHikazfz})6JdsbhA^3V*r^xNw_^?R+8quut*#?mvq&qAx-{2H39iQ|}a!xcK
zg1pyVn@n6TG%U2wefx(nQi=T=Y%P^^>6}<Bj(c)7-#U)2Q#<EE)oNb?uRR+%s4me?
z@S)+Y%*JvZf)<mdt1P5DUI2e{Ny#C<yHCF5CjVX6&&P2W>qR;jcAr+ZQB?;-ze2j%
zss9`lOBOCI#lF75WZrV!^%7WT?#fnz$fNQ~y6wl`rX}r13$Z<>p%MLJ^_YbdI*m7f
zQk7e~2Mn(xB!s1$H7d)qn+>}MbOI9p0(P2{3lFcIV_C8`ZV*t9r~hDY$Equ+YD-pe
zER|Q|4LGNvbyx&ct*flH-~C}D;P&d%?v1A(q<38}P7WqNwB;3JF7B6^7upk^sPnUL
z36y>Jq~C07cgg+bn|TSd__4f!TOJ@|XB8$_UZyzLy_Yu@<qr86D3TV2lF+@ogHdBQ
z%J*m#<%|c#)ege(gY^(GncB=x-92$>nCS!#1B2L+kn=({eCyAy24&boub!XBWy@W<
z%<Gf$_3;+^i8^nEwu(@U*q6-<Wzia%n@nOmB;$xK>H6o^#<%Aj=61Z2r@^U4^O-42
z1Se8wD@men0Hq!a+Ua;pu)4rK&f?F1;>wHeEYcd1JE7i4uuP$(2IRH^NN7THqioIQ
zg_KC%$qvXcA{-#81@FCjEd6)s1AMdX{e=+00v#=P+{EGZ(Ebx@>?^mN(4$-5t0Wq#
zRvV`3&*~+AZT_M5y^pJZJoX>zws4gxEo6J8c}CBn#EB0Avlk55_Bk@e-j(QY^(C$e
zI&U<X#{pY7tukA0pMTL&NAo|9U}UuAi>#3;J4l$hc{gv_k*maqd$~@ED_3mu?M${?
zjqYd+Uu0=pB)Y$Jd^B?SchfxsRe}EV-e56atAsZiKQZ$|XWsdt$EMcj_W0Pk_B%hq
znkp?&EoYq%YeDhnOlsERy&L7ldY?C4c1@hUOw?jXz6iQ3WA-^k>BUlsS#-;q&Pa(_
zE%@W*X+n2D+TiMs8ZF|WO76{gW`{^my9QD&z)|zYt@vwH`_{!V%6aw3``=esu2YG}
z428VymuQw&?s6I@Zxwxa^1NcsrFDNfSk%$15_vM!7zSNC8w(qExc_-=aB`@9ruDGW
zldrn}a5IhfO37%tpX)-<7U*!NL-1b{kp98qjPmcpC&$jKx%;hF@e69HIWgf(1BOGF
zHZr#~+m|gqG1w5cOS=~bKCPZpF#8(lHSxit#FKL;LWb)_k>A@}^!vZ0-#@vSNo<?G
zLhh5^ji#Olsk)TeIHSMJ<iQV~{w?eQ<!+fh;XP}VydPbVEWpmiX16R{G5@cAknWL-
zMysWotVVkvU<@K6;yk0!xqO<WW;&FFWhY0X#lR|4%jM{o#WAkza%u|SSefLU@dbF9
z%a;D;L9xtu8rkoG-47wgeydpfa;6jR&41W;MSl>h_6%vn^FXG<u35YO-JRegJ&Wfg
z!37(W-<F9#B6xncU!984z)?<lrzB?bo=)tK?~Si>Z7Zq5iaBTf1`mJFc<-UV4QWF^
z_io&czrIx6YVdnW`*O|)6QY5QS$L^(qZN%};gOSmV?FSB*T<TRCyTi7f&S7T;GLRe
zt!13FtDui~9)g|Ot#7gS${K@@t?_!9Xlj~>vayog_oES`U*uWNAlnUxg>-{?tE`kx
z;g$~xb=Jjpn<!|!UFz=V;AF{JJ)M4p=k<-0DPg~5*6!DDs~F{9GCwZvv*hhv)qWQF
zkRx|aU>*kuzQ6HmQ&#rHw^mMJr{-zL3iUNT#|i#KHks-!Sy_F45tCV7AGmcK<Ov5)
zqN*=hu<%7DPtXkIV=(K5hU)U2tgh4dZ3FIm3`ai`2Rz()_U`C(a=Sn9Xggi@_oc_Y
z>rL<N)ouEo+yWn-N{Px_Yup&G`Y(omK1r_JUJ)|ZS-W&cE$P;m^1Js34S%Tm`&W%6
zM3wkL0}W78W;t00S^Y)kw*vD=FI(z0ck%VOuWRn-hjn8XHFlNrN8ieG0!_u9m=m_A
z5e+1{5tvNB6MIdzq4rU1M2lPq;wVE6=k)HJL0g~`bf%(?g-J{V4U2zq6~QCvsdcJX
zSlM&iQC^<wp`pE*#+C?De7|G<gPXvL{vlGs*ZF?Q$-qT-_S>rxwHK4HpI7dzmaaSP
zT`Ux@8edkIf6cn*&tLfNe$vc&&t1)b`Q4{+fxmpqzU|pgc-ikgv<ZBA|IXpH7kn#$
z<wIJY!%*pj1*4Eb)BAldvbFUkf^50oD}60(dG5BtJD_J2|5DE`W_KV?Gtu;{Xy7p2
zxDXCvaMC(b3(p+Qy`ClDBEs{5?+JTPvTDjbozrG{GkB)6&|{R{g}19FUTwBjEVV=l
zOxm*-9lcH{f%@nKuCv7e7xpTt{h5-?CptwJe|6lr3Vea7<!Hqc(4Q%|Ae2dGV9G<6
z>$Ooy@;cAM6?2tAPbr340U^(n^#ruWvvtegNqO_hCG#egmT+uNhTcr`uK798_T^V-
z_(@?07wg57C4AD&p_+}dTiSfQb@wwo!fnI-hXXup>K-0(zqK7p_H^>I{kg3m%IL;s
zI@b>}FHo-IACG0{-Pq+TV>0euHsH7>q~={;Os5~5I?`J#XFS}VO~GXa>|D3)Wa#x~
z=l(nKHcYXCL*J+QZ%P-(%Ut>ApHkPIVb!f@{UqC>Zv{$7(N2@6L*qT$ALifD2ft*Q
z2;4!I7n*c53UesOwRA<zF`amRYyL}l<OowNu#T6`D(#Suk#l~`=V$Tf_HYKvrmP=7
z(d=7_09AaRWgDWeQ1jxW<Gdydo<}n#RdPj0Ig@?;!UJp@-1k*tRPNsGV=f77C4Kq#
z{0g`FT>q)F-EiCc`{OVDr_}?!6rPVyG>(mX*NNxwyhve>NxJzkc-i{t`x=6*;rILv
z3+6mui?OEHBNrsGN0m$kKS!P1qPyP4#IirHiA=ItmLurAvN5jUB+`NMR$Tg7jv|cL
zI)qqE*@OAcmOZ8*Z(F~ru&YITWmH6n>l$9G?xh#YG5RU^6n!bPVO#I+`IhG)9rvsU
z=cozUm;`6>NN6WGTA`$H$h@FUj}dze-ab!4GYaWSB4V-hX|DTV4h)6PL5z`}aCVk=
z3JwC%8i@{ip}3x6Bu=wS^LaUOGLFtC769!W__CuI8){IrQz-t+<xbKIC4|^y)9-A~
z(Dlm%IKDDVkDy4SzGC^)Abt+M(~6|UXXJtD<i3xl{Z{Yd?58M9@h=$b<~Nhq?gH*I
z90$)oL*)6PZN01L$j?zF8lnyrZe2&nj9fhtndiy}=50!RVh{XW0W1IfiohNjW$vOK
zQ1eX|A{^Za7n(-tMl3ebUQh&B71plr;msO}4+|sg_f<^!5zGPY@X*gF3V}^*^_2>h
zr%8p6)CaMeCr~rt(Jt!L_A|Cbc$k^M<W&@CRgN)X9Y<ayWdtJJzk)mIdARRv;6^&4
z?A>T2j1m0C6yf7R__uo4UaSylxDR%12wdq09Hat-Rpdy!6Rz7eTwu<n{}sH%eh<3;
zZWTAe%6K`KP+ErEF&w+Etodk7l;ZYDyclW^6#QJ$xXDU)$)^Zp{Z<c|o_r59i0v$R
zc-cv9iJZKenxzh|rF|?AD9Hkzg&Y)LZoy#71r%-6U99{Bt-{dd5S9vAI5$q6TMzSS
z8hm?~x)MSw)OcQQyaJ==;Sxy(h=j`r1QG!rY#B^~51{G(;apa*su$JBatq*>G;;JP
z7DT{An3mjOSqI^iQ~qKR=4Cx~6gnjL-Zo~#50g<1!QaB0tHeSfv|4~r#}@Yoo6B;{
zc^&n~<}(Bn02WZ;Xd)hYfOIIoo9rhI9e{JZBNq90Ji1J~zVtYJVk*WdFa7^u63y9P
z<quP)UiNo0i}<=pq7XaX0<kk?fL<>_T!3G~dl-(M3@2kKg!W(IbkI(mGYT}S!e|Ox
zu0;uXtdmJ?%#TsWYa8GO&Y*=R^dXphMSzuO2d9IiX48>+w*AK70j&Oj#t`3PWgy8r
z3evea*(6=m)cpo|;IGEGQ*0UnJiW=RJzI-9Ah`g|oD7R2ge7oa5AK!0I5cDzw#5z$
ztHIN<?+}lD17t?n>-^7!Kz8o-6E)r=sg-nFGnS8lFJ3rk=FlXe{1Ei*b#wo<%9;zS
zRHmF$dX51kxx1foZQ9-0MCl}5i6W=7gu^w<MrZb+a~@ijB*DevFT6Pp!T%#fpx}}v
zNZi3)rz*g}jgB8C{{*PN4IgbP2J`<W+J>PR|1j`}VoW!1R?4RQN1#|Lfl!4yeoMo8
z&ufxD1IiqW1gUxA_Z%chUk_udri`0lX8BSFK?ejOTBYSj>7nFpJ2<{ah5K4R!OkAQ
z)6)lSeRvZ=ts}Nu$B+~d34S0;F3&IEu9_9YY_On!FnH2+2I|*Og8T(XxCFB<IxwsE
z6u*X5q0SWK1&MzOmDDndgU*j!Gr5VRICncHxr)S%eObtBr^G3{7#j}|7)K5IWKCFt
z^C7Il@GHteok;Bjys`29xR0_fTfJ$JWhBjte8xVAMQ4T&^1iu#Cr%aZ=0z*_0WEM{
zJjRkYnkucyi+kV^BASX~y|1wdtP#jbzk%b=K;tBmaTn7=frMqN9W)5I=h-=6Mm7l-
zS5(k7K8A2ss{$!v>v5RO9AyD>FoAtg8$nPyutS12U`qQzJ=N!FQ4YY-XDyT*`8kX{
ze0HB}4bR91QGLA~+#@$HPXsIcgM778sW7{ONqn-7UVhTk6q+hdh8<r93-qUpO`n~l
ztIS4P$TVbHI8-qyB3T7P^l}o6gY|N<jl=X*o*BOnXqQserd%N+gWjgvE00PzxeTvD
z$ck@)PPJgf2Qo6_*9!vn5JI&u=^-}KsiOy40LBwX6xG-rA+rs}tHl76A(GWQNa_-K
z%9>g{M(lZy;$~;N*s@CXJ4l1e{D4(7;Y9;XnOFN%4&X_IF%i@;!L^n^9wor1G%@Y~
zoh;KxYCiGzkMDsBNC3K-;RBKmVO|6UJuF11juQmgM_Qk$)XmB>5&vXdBU7j^_TB(e
zElap?oEYW$=0Ilmg<h-|9iQ+>!(^GCD1WDuv3gD{?BiCBp=je9+XzzWr?3hTy=<pV
zH9EXC!!-De$vhR@|C;#6S@tP2{`@Y+MH8O71;RYi*s!Ngk>G9IPY+b#_yW2bqfk(V
zDk8<Co*J`DPKH%bj=fpPGqA`$;8*(}f_Ze4Tp*&tEyX2}gmD1W?lxtlZjuJ@<@K=3
zrZ|6G);(NBo?<!l<mMAg(+AZMogO%7!f=fgNG9g>P>aiupeWvvDMKT^InO1`%E|ix
z8A}e@?7c#)Np?Je6}5ehb|F^w@J!R$6I%XyNOd6)->yem$W}6hwDo(e@AMm9?Kbp%
ztu*>fH2xHqHwN|uzZxdIA1#7ZoWe=(VgU^*hOw*&T4M1AnO!Bst1AZ=;zTn3CSF_!
zzq1DhH`DS!S#W6S&o#hT?F9Ue;R#;Ck6iy9B4p3px&f+GM$p5#b#34;<7lAB80<zO
zQs_A+owo|+SPIlo<U&1r{2Ryw!Be!@K((T8VL|nNG#1V|i}@zD-$HCIn-G<*3aBo#
zGFs+1aK!o-Sp}(k854~}H1kk5SgV_SyT=KaeraL?xW%{6{A*FaH#9W-3--M3>jGP&
zG2$+Hlp3DjEa&@;6gU3(z8s1ye#!2a;ngV~d$(_x=bqOiC!)9ys>cMW$bGB<`Y$aO
zAo_GuH#A}$jo1P)MunXlCZ0*UZJ<BmFNA_(cQIbG#QW=KVWiJ1O=pAH0#WAH2qbzA
zes3AgsAx$d7D}sPW{_~`e=5^ECz$81TtLGvl9ouo_58(}oCNgD(tG=l6YO@v1+Fi-
zR;&=&b1hGOM|zro*@|jDv0OJm2^B-9@qCGwqSx<=&~X7;TF>?;LtV*}FlaL~CKRzU
z!*x&^4IB9cIzb?1pl-6OpaU4hv&N5h4;__e_;@|N*f=lV<+aM0qllqg@e_;efUU3F
z-G$ZG=h#5v?2N2qgiBEjxj$>0@-thG$Pi`twL6g8aC&ET1alxl_mCwn5J5T)-@xgd
zLU197N%&zb(1_eW0O{f|GV6G8Z-UQx@{R+7K8U7+j6kC3OPR4D-q~5#h~XkCVulzn
zwuOj(L3pDg!~8HMZ3LUENT=))Kz+-f@Q4}uDY>cqu_qOvz*woKjO@Jx#WYR-u6;C9
zCOhn-q|kgkWTYC#zRMfCoi(L`U;8skEzZ$|Q0#%D-qUMpzK?P7HUW4hiuO1bf$}aN
z_?>&k>f3d_>77NlQn)gQVdk*A?{Af9V|UP3ol3I0Y%f$dE0CyA<i<aTw1)gSpA9v3
zo+DqM0H?x(%xk&!RD+zZum=2{JsSq-UI5?CgQ@4i8Ru+H!5Ajx5l;f~2@1W*R`NIq
zol*_?eoO|FU_}d%S`||Q%<Y5x8r9_lvnhZa#$LlAssSy<GsUc3dD<Z4*uw`Y#85_z
zs{(bu?t@^j>O)R``Ss*51pM$*A&H^}>ckix(2o(=3?M2i`9!CqUlx=ZLe~&1QWzY?
zwglo|>@I*5oej|=@r{^`9N6XMhW2L^r434&ah?;*w@6`>J{!ha^xCIyX-CLlXo*WW
z;oxjaRU;OPjPwZ~&(u(CE+C?}bjW7S@iDHQ?@^3R>jVTHQ3#G76*xG7g@)3?3*Z+8
zK=fN+M0bNV;Zq2xWOfaL7ClW;){TU)+@muFR6t2|Hw1&IqdNitCOj%G1qYDH3W(ns
z-~BOcQsbGy2I%!Tw&`aesi_2x(1M^qbnp=;eBkRiFsVQf7Ua0=yp<2BJcY0?VLVPN
z_WQuGQH*605Swh+&JBiQwR2pIem8)JPx%v<$c}_ha^#^+mJY!s5Yw5(dLe{q@{Tp-
z6#dHANnt#_-x#UZFY`T<BPZBrecSNrPx=?IIR};sa5Su0_3XYZ(ccI2E8P_HD%?#B
z%nMDOCFC^K6LStWxF>hfDHq@oxDd?TQ&Wt$DWt$04kGP>jJ;Ekra`nNTGeIS>ay)F
z+qP}nwv8^^wr$(|%eFN=bLQN0V<zs2o8L=5tcYB(b3c8#*II(5zQ1D7DbIgPrHXr^
zR?=>+$X!vq4+9~BJ(<RbG7EUA2}Q;?eS~?l0-()D;2M^#1TBf@Rnfy4L}nPv>0BSW
z$honAe+CMb|8N7LQ3-g)=*#I)&gFZZi9%3x&;=C5xe-^UF&+_#|D|>kX9nVU+erqy
z0DeF?rJO6<>~{~+g=&CB66M<X9rk<@DCpl-3tteS_<qkvy!*ut*1+kgOpyC-%I7Z%
zG5M}c!hrjt4<{|}viV`G$;(4_Cx0UGCz^{USk`(O{T{ekDbMjYWYXiQ6B^&`BN=E#
zAc@tx_DY}WCTmPQt_x^LSiM8qAuI3-2V9jg#O?JB7(bnybkLL%>KsHbJwJYzfP-xR
zZn6*q=IhKvXh$O||7?p)DDtFhxS51F*6~4a07tO9Nc~nWnKHqpA%XRB?Iad)KVeDj
zuw`3#iR2?Fe+nuA{|RrV`<ia06xNZF&)^U{(R)tYJ(u>|7SS2M(GeVv%`!|PaNz+(
ze?dYO`R(@%`*o2iv&}r3o%9xWV&_;hFpYxQ@RH<)AFR}@YxJB`;*0sem+nG?!6azn
zO!|x1CXQJCo<GGyA<%oQY7*zzOJCD0{W>RaC4aqbf14|T0S6W?_=AM}Edd?JW*RC{
z2RoDq!ej)>8)%igUDzi}a!PNqx6D5m@ZAAcKSrb~Lk@-q!;CVh=*1g9{Ip_;Z}m6m
zC}iIO3uh3{tmx8b)w>T2J!CE;l1>RSSxOD$uh%+N`zNrM4c|rXl|Y9jaEEIap9teF
z6IB)>)5S-;zG#YLBNeFl`0Bct?8S;xG*CBTe1&+^^_X~CpZly#ksj_9`kvMKYdc8C
zjAjY^71wM(Z7jlKnyr1W(Sz7?Vn7hbDHs)T4<Qrybi11Swfbzpd(Ceh2HlQj_m~sc
zY4+Ei!VWFm>NTgU7B({69bVzUH0``^B79>DJYpDlPrk1+@N$_8)H@2~$DA8PO?*oG
zo!~z+NPvL$tyVRG{$C69-=2Zqi2gqj|B+JiClF<o1{erv_ZJWl%>P1o8aO)ASvuL-
z#wc#u4*rJqxlt4Ljcw9h;k{HVp>ph(kf&7ErYctX_6cpG*;cmU_P?u-Ll|ilQ3<%Y
zlfG5(xi79*+0^;6u1fX3OoBrOVKW%pM@)gL#53l9oX5?ap&TEhEe+^bigj8NiGe3$
zLtJU9h=LDlC=tepHDk57+PT1Z-rhQKI`qkk;9QuCM^dF){6Z%!A1)irE#S^h=w2x<
zVt-XASJ7n0SYmXbD+Q<~-W~ymoGQFBfZofeiS<(a8=@*_c;l}`Wa-DlCP#XL@wMrG
z#qfI<tF585`r1}OL@235KtA>_fw2&6VJ^Kf+C0boVKAeJLK^joIcof5Qo;;W3QO-8
zxG(9^oo_E`z77t^&b(yaT4VBxK46H+IhpN`B@7!W#dU1|`WSu%`_H2O-(?5?-(_d`
ze+vKqjbZ%%f%*5JM+yWK^?zOL|9Qp#c^313gMs|td>HBfJ4XM7`tLaX7wW%b^<Sv}
z;`JZRmu-CV5f=vpR3HBz5jp>}JsJOf3?!*;@=Dt;Pj+qbIFf>8zn~Bi(Nd6$LWoGh
z{h=d|6!?Sv;fmdg$UuwL&=eE`4M9-lGZv7G%EeKDEucg^p}LcDcVE5^rn3HenO<LZ
z^IBa^gGhw{1O01q-8>2~prY^XYdi@5&7WAuh<EreKY|t$eI{!RG^Z?&MN9?b8wwh9
zAG^7822!shWPpisb!0~K-c~67_Kw}YqVtKzYQVte+nc6i?>#=UlJQVn*q;D{&^v>g
zTKw04fmX2kwX1gw?)M(3B=iEnhrMA^iQf73sh=0@SI{H`F~JjYVfFuFU5TN3DmrMF
z8;gAm(yT1IK$x;3Ay%4d8&~b5B>fZWP<Fyzk<hB6^DpNGmCP`ZmggH0E}C!)o+)tE
zD(rr;jT~hI9=S-*-nu1+Je2C67d047)2-G>9O|EmWh9ExNX7-Ch~|S}Q@YW%cExzf
z$_@|31Lj;@wWjnR-GA+zlOoI{uqBBNk8(#c5!oh1^|F1OvmfBX7r4`)6i|tfH^K!u
zPQ2wTw%PrA^l5LGgg#Gc?O{G-9u^Ti&<+-CW<^G*nE&iKYXcHc2(82U)HP0XvYmu9
z%Q5X*X`<GMzN^?eU(#)iZgpt43zlH!Pmr*g=kIqMl~2#yj;ErfGCxf!5y%uX9AU&N
z#aaFJOD|LXGke=))6Tos<4SKAUgRl_b1P!@f<q$(#eUt_reS|(Oj^Pu*c<)$IHS{c
za^-qPb@$Ulb&PnRkkw^ftSoZy=7p7ZjmlcOFZ<rGSMwUr+FKgWgOYF}P8;!7*jL&^
zrp<mh(*4i1byp8~Bkj%RVg0U_-1l;EcH52k*LrgJHYwQh(rS6+3F@xTG<nJnv=?2?
zUkY;yZ+7(^2eunD!mAP1foZETVhPof6FKpgaaMGXPPp=w8zc8s8Z#=As1M&HW^XOM
zz+EQm4XeKeIFG)){(;KSg3MxcbR9yXyh<fJueA=^*FACcM{sfKzi%C6YDNEK8MDyh
zQ>pOU`tQsUbrHb<lhE)Vda&l=#&ItQNalJDFrp|Qunt%q-Pd(f%0v%Jex_!^g0xU@
zeyLy3V!`pLwF)~V+(dV06_DGyDyqDmMLfGB!6l)*<5d&qk9Zy2rM<w<{QzEkv4?zY
zsM%tM!d!ipwA&grzKpLf1q#;}91E5{WaD<8{jcNB9CzJXo>^r=Rl0h$<+lu0FYv>E
zfw2}6)G8R@q`=*`CDEPIJ@2w;d0j$89?}q}VcHY7EYKf-H|;jnX_pq;ajf1X;yHPX
zU7D7-4UX^ytQe2B4zw?CM|Cbgkh-v|uzLDD71oAQDicb6?n_AMFw)LeB!Nd&OEt-9
zVP81}<|5{UXQL^^_##KhMXXeGqpuW~F22hOt3B<T>#8$aR1xr2wsn8K)6r!o{6$Lg
zoY>M%Lb0>?H6Irnhx3S!vQE8G8A4=aJC9sLhqa%p&Eq#<T&G&BTVRtAKiBMgk8|T?
z2n3%{T8wC6nEwvv0!&^~mUVv%*t^Xiy!l!)xbrwe0AZe0c31QI2C2$WN&2+#XHaZ!
z#F1C6hKX~WW2YYPWhe;vP>T$yCa(5y(%wP531g~lf08}(`GENXp)dP#0>ormlBxCt
z%XmNHJiU*a_6GjXqQ7*DSFtT4Jk}+p;ITX;&$DfOP=h~3B>7$jUeY#(64DNvYsQCS
zR9vR+U~eX7J$_p1)$a!_5$o!h6s2ic{T*<GzRrqu2~gilGOs#rjHVb2D}gFBPehE9
zS56<)Z8j~W^wz7-B4k7L1!OM;D)7Qh78dB=yYb4E8;2&$aeKp)8xYw#p8A|thJmF7
zu-p2Uznow<S9z#$eW$~fzm|3n#?e}wp_iKtS~f6YH(6Z{*q<D&ekbt^zXHmZrK`=G
z-d__++`W(1?>f>CZj_i}X3Ccg<)rmTZ|8|VaMaf8hFycMpKGxHiZ*h<)e1)yA|RXU
z!VA(a#7(>Njh>pHBDLBT@}hO2GrALfTV;>R<}ZW5)spJtEQZyGb}23{qCnQ~r^M{K
zNV~ubtlMeSzqq5EA$;k#3r2^gA@8KJ3PA5R;c(_KPG#OrL3Yu;ZCXrenFh4Gu~cmc
zCj<I;v5jkM4~SU#eS-h2einbf7>&N1A<z@DRKd=%ACxwvC`m?63ejV9VMCrueJ;Jw
z3siup402B<YRctIu+;Xe2}{@P9=Coj4`D87)v0h-9eT@TN?<)Xx~4Mn5f9vy@3mi=
zJ4oAlj{o5+B0b`7sWw_%W&lPYtU8!YAQqeZm|n6}nr5o7EB<o=lN8(lTEqJ0SVw>k
zqI)dKNJ$rJ2RB!!$Fdu@mivBx?We6{yH%!JPK9$jXG5t0Us?Wmk$_i~8X#89@dlR7
zw}0UH9Bs5Tl6^N}JaZ0C&QCIKaJc5A2lj-!R9fShNPQAgm$hV_ZZVR-Hda~-g+$uh
zQU2L4YxH;2Pik|4ZaX?N%2rC?NbTFBOIJI`Z~S_6e2~_v5zf!_=VXFGRplM``1nzC
zua6kjb^g{gYfZOYc&%Ug1UCu8f|0J_W|2l4U}!i6hy_Q(Ce_TE+gldTnC@I0IPw2e
zgSI+UDC;w|*KKsIH4~te7xcm+#W46y#C=(yHT&A@f9$ZXYK}KCyPvcZn5%hDeeq+f
z;%0|L^^HX-&{%BOXwc>9Yonjj+_HRP`Ej6ZWaIls^J{DBdZ_rLbZQzqGDn3RGA6QA
zbC{12r#C)yuIh!Z)r*nU!Me`&(IjFHPy4Y~JH_`?#r&0TxR6~T13mt;VEh5xC{XxE
zq<(Hp(k44^P1(J_SH2uo_HZW^`am_)g7hA(a=GAqM>xdmXIo(7?=4yP>Z8~eb_@4s
z#iV|@r~bD6H&f-!B){64s)hJ&iV|9l8xekra?X6;_;7Z#wTh2{7hyY*2PJH5q_1@<
zN|MErCxaI2OVNWyW!h-1x=t6tht2)!zxlGpwvtt3yk41?cf{bgP|}&ZA6%m6=v)Vu
zpOiW8OXdMf5*khH`ee$z0BE;waZMuS)0CD_ib++T`u4uK;O)tfm>cV_-fDfeyed00
zHwJy`-*40*JSgY~f!*G#&ca%ZYB5e3Dw%tT%ZcaFK{Ku*Cx%+0;aCbf>dL8yg{*4@
zIz`Hn+nfn6WHU@7<Ohmqxm`PMwucPpA`^Pah&J8LyUqg*fF%|(D?0rl8`?`f$sf**
z6W+XCKs`G8m?!3^(zo5LuuV^k>|zKD@b?&g&ab3>hP0c^iOBVykJu$sQ}s-$x4&ZA
z3|~zjo$nIKL1^=$%bS;OG`+5dz5(TpxfK=IdK#8rPkn6`lSR3n_RZE2zM<K2oD0{H
zDHCBg4_dXKtG?OeTjfbJ1JQP0#Eu7g;M0xJ-#zg9-4Y8dFbNo)xh(92_}SGTygl+C
z1;Y}>Nhd;a?te|WF`_)p?-(paYTw32^*XR`bVb~_b$8)ednK0ycaY@WUCsUlkZD4<
zAlQniD0F|llyT^d*2#J2l)QxX8Z7Gk%)Pwo)#Ic6*zUj`Bsq}|r>BkL0=#(~4?&5%
zVo_LLc^;C6ho5V-JfkA|6)^By@VIT5VhMb#pBW_Y!bg4)=I`IBOm#Z63jh75mQX7#
zbWSSG)S}t!`2LDEHZr(-sXNHlJvWORxf=(XJ@e;%Y4}0-+~_+F>*ea-f<KNgFgcCd
zY?6|Z`q==^or<>5FM`j#AgC2%*@?d+1(i$d;dUL9)^M=n3F&Ui%C<6{b){m9u<$kw
ze)qM=Na!N?d1?reP@Yho)af<+0j@YK&crDFwh>UXEmtjmfpb@$dYML6ukxE)nyL-a
zp>ua1q87M5a;VnhVIp#2tHPT{AzEh~HidHJa&aMUWoP5iY3sTW@SrTg^4(}fes~4u
z)b<^vEE6fwXKG=UaI8f{cYa>6N`+?P!!<F=MbUbB4qT~(A=tbr7O~V2%)`WixCPK0
zE@bdm@3E$H<c-%x$cy6cr9=iY1F_uDsd?g|hUR<z=wB5I+!(p#FEbkY&ZXBqDN%+q
zkD8h@@U}9rk9Rl?jS@g!^!C+4<$YzSXTy?EP`Rh$mEsiXPv6U|JISNFL#MVf^KD?q
zAl=Z<tp+dLN5Ds#5$=f;fK)y4nj?WL$buyDr51KOS_Jq}#<gI!#8Zy8eU!X5JEVhA
zmG{)>Q(o9{dcSQ+2xx~PylLWqzxP<J1&N9LSwyh6vpz34nqi=V{?2I=KagNbgc}my
z#;0aV$#8&>nbB1x(p4Y;k+!Q69f|I7z!jX5xij4@5g8k>%z4wRUFdhoxObnY2x?14
zKKB!IuK)B-a7AP!c*}FYGF(K)-6yi51m=7Fo9r601h*)|dnBo`>X(<O+PUb{gAjJS
zkF&o|ur@yVOJJ2Q1f-}DMRd>MOlGCIaV5g72-yPFht1$<LT;)9hXF|iDh%uFcg89)
z-Sm~JGw`I>Pte`RG*0W;(?40v9nu7r@)uO<@e%8<d7K;xb-sM6nx!JgsO+=2kqA`i
z5X06K1ll;3lW_$>`TUav+isPm4)OF3L^g8-XUl}UYqgj&NG?Q@SYQcoN(2e&BInO6
z_FE6hwPC(u^A`-lV?&}f=W!zFO+Bh{YFJX+zOtN<=?1|V0y9YG9WH16w8};0Tp<e7
zds1>j=6BZIK;d#m(}AdFcUlJp{5162@rSGD)v`Q%pOH^hN5>ooziF5`;i)|i)HTOf
z{EC-#!1j{wgd67Lk>K-DO8APy{Zl;^hMJBuIKt1;@rsjhxwrID-X1a@rERZcmt3ef
zZz>7MhVAAeg*fKyF`DSkue?iHC-3G|fT+=}nK#$B)dI%=hhlZO4VKOY>xIm9R5}Rb
z5x@{#sFQ~NP`JbVQOfvmlp@5AB7e6GOroH(S)McjIpyOX`YM<gK$1%ft}azlr9gM%
zC`0CkNH$POKqRTZLUuWFHR6`voYRCs*kI3NBdA%aO{M1vVQfT0e$<r2CgX+$0!w&N
z86|<;&?iz9VdrJD$*hx=gf^H}GOO?DWX|2-GS#AQ&xrUX)Uud7!u`1?WzhKB^05&T
z9s^dhf?=j$u{)e}O0LowgOq;cjp24k&Mvp*8_)uWy2BR|M}IY62V~*@=0qz<fHof7
z{m{%CBs>MYYs4E=_bsM#>0)q?aR(`!MHesa0tqJdtljpIODAH0ob(V(#ct+`eD~~_
z<<EhQGN6jVWHqpo5^A3G+Yont&AH0JTK*Pe;dDh60Ye2lWnI)#2WR+;tXte{ie<q2
ztIORg@h5e_QU~mBs_-tI;ij*^O6|4{Ua&chU8XV*0^aC$0x)7&t5Gz?bkPInJI?k7
z|3t-m2U`Xto3sQ)8WHj8``CEU?U)SRCdBA#H0qO^v9|=<=<h@oL@wnmpe^H_NjtNP
zkys^NEXsS^pihL_#uDx?@oR<}nY(7I{L-;t*EEd@;yP%kDYAui67&;k-e|%t<2ZHO
zLNsCzvM;4S<@jHGmf~JKu8~rN-zZ^`erE^02E!gUFpI1c(q(W<Ucw#lbWBX<ZavD$
za=q{mzZF_Omn<<*#G3=$RqF+#8YDld1Pq<@&>ZCl|0<_ywm8JubE+3<`DQ*|(b^=s
zR`rRBteYK7*QXm4^x~RbSosi&Gh#XC5!Tt#{VohCLjQt=>1!X9k)B22nXLurbZI<3
zS6kvy6l>=g#){<bn*7|8<6s_-32^_ZLmDyVnQ|BNb%)fYH{oA{F+x~)Goi5C0}l()
z>yum>PQCF|J#DG78&v6erN3&RNNdkP{?7W?Zyt{JEb)Oqx#~zC3muy@RJ@w4pmV$U
zD@%89(H9SoeMM0QJ{mV}{UPnID+XMkf`TH+g)(fp^hpLEScxBp%ipoF8*lP5U_^1p
z^DAknm30Z@%&H5vM~5vdU*IQ7)LzIbK>?I?i@fHtE_$;BWjpjj9k>>ERBAc|wcj9z
zqe~Gw@g<#d`V|H_PyV=?d=8Nr3S2#DSKnhh9u*?Ve?4)J_0gtm{^sqC_6r0hUgklq
z$a-d#%ffSF_GQxZZy)sFW=7~4D~1B6VR%w+>rSs_P`#G^J=ejoLzy8v!$|triUhZk
z#U3CDxc}{U5)*GGKY(Cs+;BtRhVd#RZL6g-$AQ#>8uFzY`MBQlN)yQE?=Rjm*HC|+
zm4+2d`LbcC`kS5*AJIlB@x1XJj4MGn5t|bFrOR&Hpx5X`>u7rmG9Ka%BL_VG6D5gX
zN932DC|6ConLKKbP&SbXOt7aE_KXJV4J-xD9zbC)He7sx9X1nR`OVkuw(hh&R6Hm}
zy9WzePY_j->6Y2G>d|*la#k80AY_Dp!>JkMoWOb{n(%g3&{!%<b0F5^zdQU9Z<B*>
z?yX^x$zA;#?UQ$Nj72aBoC^<`;f5C(`iAwG_&Y(peQ;JD?N&~k)_0DWkKkhQL3v>h
zIIfK+B<_WI&n92W3hvg<jf1c)aX1b9^jzZ?e=&cQkst=ADTYvFc7knR8g-rrK3`dR
z*1$4iU8MYa!nQ9HR>52si;c2frEF627+H0UhqKBZxm!;-zs`5hf$Uz%|4;?=UNn%l
zB2ns<uIF5NNtw5D=b6WPCb8cp^l1cl`Z2&48n_mB)*td~2TlY(6Iui_M%r6GXVMud
z*2d7nXQeY8e?^`Ns4B%)D*6@$e$O##oYoV1Ueb(L2=l+QxVL7B7>**_uiB4a>6KU0
zTa+)+-|XDm>WYalhuVVxqE!_!(Tv~Ri~CpSA==B1BqD2gsW`G`@JcV5g0|f_c7Gb2
z-eA1pR_IrkSdbu%=0g<>)?=m+Hj)hw3#!3%#W{VJCsN7Eg~0&g12wub1ODO9o3WYC
zfkOvfjMu+KtO;r@*dvsqwb{{_vDiux@5Y~QZ!h|uJw7G-tqvQYQEfHGY9RT+d(r0h
zL2@@wyWsQ`nktKY*#I#H3Cq~Q&z*~?yHF99<q@F$(N(qWfDm6-=nM)fP%wec8_FR2
z5e~Rhqsqo`STtQGdbva#2J>?==?vtWhanX5*O1r)3W72nWk%a(8c?c)GryTUn%-K4
zxY+s&)wj+4SrVUhIa11zxg0@&FdmI5L@Iw~J*H0CS&60tq#_Pj)ya(9zgZIc^+J>!
zC4FO@FJx!>$V#gpFdS^65B(IW5hm9Wht<7ZE&Z_+kOrISPTv=LNVZ8?<J%c?!5$9T
zFk8`G@2;G*VC7$9sNMy7y!g}TZ0xCkv4vc<=krbRri7XAY6XO%XfVcS3TmN|PL`$A
z-FyzNgWW#@Zsq>GD|UfAzSzqy)wiC%BS+0Bbz*@pI_!NRp;!k0a3>UW)=le3p0G{D
zmZ*33+t}&0B}%EY>#j;9#NlC+OgJ&EU%yH&LVDB|;FsJw-Lx2OYNf--sOm*ZXtY|~
z-|iY7Qn~L5(n`R)IA()+)5kgI;kA)(y`5=jdSr44n<@Q^Kv7x~_MqI+IFpg3())c2
z1Ao~t5;MoCq$>;`x@zw%<r|34-x(R=&Sbg406^`Lv4nEEXMg%mvKhjjwR)w*FhVd8
zvCA=oCuya7Z6oHlC6viA@_6^8TwL2{8AKy5`kn)NKuOygw<aIAG|~4m{VB6IbYU)<
zum6q<GUu;F(ITL|ahq^8N;;9tJb*kPT@7({nfLIhZaSU5+kdlg<UD-VIjP<xoe+SQ
zj5)eZ*3Zt@UWJ?l1%WRV#mnnbGeVUV#>m9g=fRZnqTSz{$q8yUsxO#~7r}mIN>hBj
z?ny3$K0F8KD}wWBo+B^Q!IhrRyalv~`JXobSeLBX?F2o_0CowcaQ=?mwpa3a@<>o)
znJ@r++k08FA`c1GwkYnbAGfPCJ-yg(U*Xr?3kL9le!~ko4Y0i}9sWYGBXFKoUV%uw
zeZsH7seVU~Dc={i4K}f92;@frb6uCX#J-HL-u}IqPVcVZ|F?&{L^1PD_jZW+NHd%x
zRzX39kaMBuZ9h{12rFo>Nj}gMsO8UlMxk<KOLA<vU?vN|3)3$6YO9`ct;JPKrVJcN
za4F2bI;UDY5W|d=rstoXmZWd6Kqr6JPR+UCJWd@#VtcE7wH7Gu3W3`uP=DtH#T;+n
zT&cOq`~*>00P7CFC|=9wXI{G%3JoSxC72mh8*yVpm#-GmAJ7Z?aAjLZ^|e{7;lU7e
zRE5w0%0(>QfU+E}N7Bv?pzucqAU90|u$ebpg(I17XU_2BLD|%VP5d&43^4HA(UDF|
z<wz?=rd|F6wLD;<`z*fE%!7PDGr2gL2zn~Y0`iJLwJFaRYO1yBT^3C`YCQ^kUTU0Y
zp^YN{8Pzdh6KW{ix@Wg^gJ|?EX9fr3O#JOeFrsovgQP$#u{5!MxCa(Oh%rB|{q_nH
zp^NK^TTV+3v>O=9etJAgfZ1V}79|N9E@91-{>oBHL$^o_#x|EaB<vYi9I6OS^?>Q&
zR%&GoLZsl6lw|_`liWcAwr=Ded$M4(DZoHIesbncCt_O?C;pFxU>52`ysHX{5oZm~
zeVT=JWvyL8CbJWAs}fy5qLj84b`5%Y(_z)$=6Z*D6wRm6O6NE^X9jEg#kJ%{En=^{
z3mQxIp!0%YoJJh>v)5nUJpll)#;3?wub_>FA2<(?c!&Bu&j4U<0M5uxx2Pe!ys*u6
zHb_I0qFrc6P-+y39ev;Hv0^KICar*9maAW$In>O1($*7dRv%ma)9vLTzch}G>A&1s
z&V8&q%@M1PCC_AI?^v9uW(M-XT_aku3Mz}gXR~qn7y9g2ln*UAz&3_Gr+};n#M*I+
z<+X#YJib1O8PFJ2BIKV4{X@gD)7f#Y1YBYQOygG=AsxYl<uM@-r{6a5ie)4Na|f4b
zbnNm)PK}Q5d!2#WYbtJi1@CR2xwYF&kVQ35Y-6{8o*<zkD6)_o>zf+!Q?@J4%#5q+
z2vea8+VH=GS{seSJfGTa?lr$3@q-|Z0Id<dds6OzgE2!6q!k^pfQOOuyfk;@S1PgK
zLM9drU-fPIe)%bi`z|p$kVmRxeV_sAz;xc8#Sc4C`FETbyEVNmB+v?rJ_u9xpJx2k
z?ltMjfj7rP0L*zcd^k~}OLB{R(3wdVwfyX|QcHg!z!i-wHcxw{-_O*<8Tw*rP*i^N
zXE;zrX}vV~)0lH-E-HS&fiK<~CIUuDCy#<YxqQ-+xcm$8ftJEg!U1gf!Ftp&T}P%%
zAL{R0A0Ls7>#S$vR|x_$`DuZ%x#jgWGWRMFx)`&9buRLXyL*{M<d-?ZPN23T!esu}
zvWa?>z<5m?tiFUoH8~$WxcBgIArMxZKq0W;8*g~n#keLv$b((Ha%y9xz7c3T79F(w
zUT2N2n`kgu)ja|8Zc5l<=uT&e{ZKIxJ26a<g5c@60ImY^lRzj?Jzu|^P#tYysx5$h
z(cp+_n@}lb@)VrreNqQcbPeN928-V<f^}V_J@>qyYt;Uaft-|Sc$Yk)T8Y9nZP(ez
zQ?NvcgAU_Sse#d-B^pL)9p_+o*fuMKo(SJ@*%D6pJ_9F~=l&zgFg?(L$}7mDm9#%>
z8w#yecdx${A}X_33q%OuTT4x%nZ$@x1<DnW{EpE9eaW>Wnn9N|a21_;6V>p)5)8xb
zSFDh;aERe8=7vr@8A0=Xc|<uXJcaZsLY5T75k?WG*3;_U<9<O=&_Q3j@935+V*Ey-
z>PPHxM!hkw-Ve=rn%ad&QCXx?Pj@uI4|n=)Hr8Tu7AYv{@!B}I`ygy3L+#neG7J_t
zOYGs{qtv6iSYG=W9=a)(WUja8Mv`|_`3p{c%=tnLTMlz5!=!u2HaFk&t)<(l^VKI2
z8Ba#H2$f`ksux7aQLni+isojq{s*CBTkd$iiJ$m)R2s<(LXi_4Scr&(q>X(ZBsR0*
z*fJ;L^mislOUxE6NTYAHh15J2jh~zqt*{$7bMd>7ZOAu2D4m|DJbe26eiPotOlg-{
z_Qg54Wrz9;yJF69JW;I$ZgB2~8bb59^1A|ag;TNn;8t}Ssf<?pi_2WLS}4QV0G^AP
z^hozD7pAa96LynR=`sN`)per^Go05tWYS$b9@NfW&6h}v&$_N*rxFnu@h^xDopBGh
zY}L=+bE+3VM|xCL2HMi)&{J_N8Otp^Keq75%D?^ttC0Tl_tn&CdwA~`<OnO>zGO2f
zioXz2gQ#AkM*|>zE>Vpz{#;JBHTz5|w$jd0&sExY<vV5YuJKF%S$63ML;!X>rzDYm
zCi{R<5;W+2bN^U}{sF9xU=iP(D_DEDV(J|uB+0^YTlBSr{&vbjJw0~pJF0yuCliYD
z8be|wlCx=nb+}_O#bk6nA>y}G`Ry&9vt*-08<`E$GdSr&p2>?Trw4@TW?sgERjsJ#
z70msP5n|wRXTqN4=#eExnro@6_NL49gj9qXDW(fntm?-zQ~He6!~6Hw$pJUcDUm2q
zkXhOum*C{!eG!%Lk+g7*6UHDJgABjNl95g)ck6W%{328YSJk}g_?C#Kr(Qd=I5$dU
zav8rU6|MiL+10i=5naH89aC!yFJnCmV7C0tnq<)bi+D|41+Rf=qK?|(B(B_xwUsj%
z_9gA6_O2~bW5=IX)cOn<U#e}CM7M%DP3dB~MSa#$v>h(}<^Bz@9vpG2k_34<G#N<=
zD8@a&(j9{+Rhhm}{iVb)jJs?U4(+@Xb$XX(pRAReeaP!+w`J9U*Bpx+F7|%uaO5Dg
zey7kqf)#_eokmgxRx5Mmdb)>!>DkanlEfs3@$`c1uUl2`pqUhH0YNdCiHnnM$KDIU
z#FYg(qi1YL&W$bxC10#9jLc*rXHHSwA$gey@s?Ic{)Wbs#Vh_r!j<7xAt8F6z^I~I
zCU}UYMpWupfIfZpld&t}(KfjdbH>#MCX{Ia4FN1V2~3Q;oh&eP_KZaS(fV?)@@7;;
zkGWN_<&NjnHFa@*S6<2~hA{9@Mh~8<&g4rje#FZys53+s5b!ewChpFd@f$ZNYdkRb
zb8Ia5YT{Njp1f)P3!$sZs}25%iLU0-PHA6KWGXylW7}-=UcS+J0;MjWeX1doX)x6e
zr#9=#@D(7=C%!ngG|}1dIvk#g=FXn9gNnY?0_Nu-Fac3apEc{octc3rn1kwu*4#dk
zRM^_HPf`*iXrhpbG1k8~+W5v4Wp$vTZxh9+QwkyE+9`B5LSF^ZP!Gz!Ho;yp!r!#z
zyDzXike-o@ozAignml0mdcqu6PdQ)NtnRwF?*-Zw$cMGzGVB?_kAhIs+*NqRYP@K%
z%Bj}#o3kN*KU()aF?!ISI2XH#GZ$MmUY9anqwd^VS6)JKwKyl<a>Z3cxet9!-?1n_
zDDsweLUPJy*t-T}T7)H$jE?SUFBH&DK&D2fgC=p#!Bz;pkj_?>=_n%s`-se~UJtZ;
zgV9;Ql78PuylkMD@$&Q_W1xhSkhMt0sAd5NQJ-+n*8La?eL>_tUehsEuPZ&b@d{!5
zN;K*dixn~9rd#Ogtz;?{hj`~VAVh5j7`4iHq{*U`8f&S^aO4`qxS8?^(a=6-w|qjl
z{(Z3ALLe!#tO?&iXup8CLADl+uX9^+adKWu9w136Spt=Je^X&aVMdx2kha=&aJ>SO
zo&NV1r6hw5fm%-=45R`^b<j3Se5&t9(JtdtIK;-ZXLtnkO%y`O+tp_mwu25RQ3f3H
zlDZdL`|cR)*k)CD3WI9~yDXeDvlZ_Sk{_SpQxlF>_r8X<4BYr8$a7h*G!U_|WaAwP
zy8R@zIJ5L&l82u$>G8DE+-$cz<az@Nwzd0^kT}2SI+}k^nG3phagHQNb8VNu*2xvA
zbt6@Bkm8Qrnve2ln~LxFmX+>n8svwBXu|DYKUJF!l%pi~KPeD0sd(>00srAiYU}ps
zi7&pzB*Feioai5Ok0u1@63u(C;mEdH1_tDEjk1o1?psr0NrGaIjR*UDQ~+&7;X6E>
zsa$y$=ee{-^z1L8KX77G-_V1`$oTqG5$yC6z7upe@nLVM6pW+`M4kKS5cWeD(on>%
zEP8cz^Y15K>;*=4og^&ORBT(Deg}*5)!78BT($UZK92LeUPoz~t1YTj(eRURZcHMt
zzet;8gS=*A_zK?VX@WoEw%e6)CZRpY7+>2Ro~O?mc1uA9p=Xjkz-8ZTz_P&o!uS9A
zEJfjO|8S?vp><VUdUD7KDbT#tHeDN6kcv!xYquPMQw2F7Di`}nNG?@#(rD>?;oN&Q
z4J26(<aXWVN)$|T7N*AJR?pB^R90N5mH6qDGh&ym!Ex`?5_kKqtcb9ML_#bh<n&l}
znCH71X`Q@*p2^ZIe4!04#=nGXECJA@Tuc4T97oDEHEoy~zg368dLOVHcSV~KH1!%9
zyZm~;2j-M3qukU#jr-Ef@b$=~f;wQ1sRsrDrEuVa18OYKx7+X-&W)z)>v`Y!D?Izg
zhCinYCqmugQPiBTh5e?MwlZw9)GCqv^fx~(l`46FHy^(^@@SJk$hs?f`Y~}<Yt!Pc
zwKne_-&WHmlXcfLs;eTSbUW!CUT!xkkjulb#orC41Zy%VZPznNg>&a;o+1lVOUug4
z{)BT@zCK3=4p*~Jjj{x{>|+yY6NM;sJ)HTsi@yNeZrU#%Z?|3q&WC=-RSwVbUp-mX
zrBx(B_i}nAUZOZu%Aok^5q^5}G+Wh9Pd#zEQWt1e-OJi}a~0R#OpW^;od%DE_^yF!
zk0(OV-{DPqkTQ=u1~Xr_-w*F9QEBQ*nTau~KNl^Q7ID{-%a0x_ku8Qa4S1glJ;wE2
zKWif|uUxgDGQG}S-foL^KNIbjpD&>W^<#b$lC!;+;R-Ff&=!W?G<dS{T!DV1i0%Ly
z9TPvt*i+81jY?uw_|y6M1Dtum-P)Y4-R#@Hzf3%(w|kd*9XXgus%QoeqRuOpDiw2<
zKL6Q#%dVT@)b`=cM8ICrm(K?G#v)t9DO7#gvv$46AM9H=MaE1<zIVQ^^+wF+9zhzl
zYru$Yz~`dlJSRM}NWHsCEmkVMpT{oyJE>@hxb3BlucmcQPLyIHz-NnIY?#m;^6AOV
zY;WImeyx<w`0g8jlAL$!S!<4>P7AiwtxVX{xbZIkDLAuf7(4kqyzy#mm60jFq@jQ3
zU3*KvYvJ;!ang6Jb9z4y8)6^TD14e0NL*PM7<2_;*!7Dq?-eSt&P}oDG@-f|a^xOk
zBc`pmQy;ANa<eo4;mP^rXrmJojx#i(qy%S!msHjMx|jAN<-DFeeHjuxqdv)bK1qH)
zPM?)}t(8&leI9fDL#g9SG|S<pbnhKtB-32<-cK0;QZJ4+%PrHMp7s86)4lQy3^;q&
z({c&qd<rq>7@@Wp<>U)OdnwRU4KUCvp%2@bp?&jJxQb+ih3{REjy46;$@z9Kvd`E@
z@zFWD_d-&XEE($?ek=5{i?sUV92LGr2hF!K5RUQ?Co78Do~`1O?H<7z9f=gN%<Z#L
z!%_I|+ijuobq0L$>!~4Xn`pQ3;f5c<bK>D(XyGMes1m%2{4*nO%|%z+(}KYfT~dXs
z&9uIkf2`KVy|W3XYMfFISMDjP+x;ns|Fct5OX|?*pI&FkefmV<*Z@ififH`@wmc3b
zzZdKY;jWOXmR*gEFKZs}Res^hJ=+^Lr=qCv`G8$ojc!EFs95%8V<T=@seN!54b&)L
zChUbEr3W$u0<m<Hpc~oY2XmL`>r&qJ%Q3PwbcEWM1vdn70NRX>w`}|e{bs-Z)v)Ga
zPg32z^!)sCv3*($074B>%?v67c03@r)?o#Uxr|%AZtkYHHdD)c-}fp{*vto+|HzX6
z(osz+`V~Udi}>-4UyY$ykEIyO53D1x{fL9pVk>~ii41CnMBlOw^&a3k5;&1qB1wPI
zXvXnN(&eRlkRC?2PlsMt50PdjKc|F|wObpN@G*I4D}cS!7RH_;@%)Dj@*Bw>q7J|r
zF#81P4NtC@m>=2|%AKC7z~H;M3bHhzv6nSPoPHfsxY+!QZ<XmpeWREAtv1qjy|X}`
z`GJrANL@UMqMNDc74%;FP&)SK;dXRFe&1*p3yF@=WawdB{4b_|R`_dx6m<+rYWU>_
zdSv~0=}Gt+a;<kEjYikrl{lxjrrqI+P%RLz5PeJ_AZLGwAMQZN13ON#7Z(_hUZ+ZC
z;SqSpW806Ud@tX4W91HkhM)B+*YdceWfS-DE$LOacQWPRAaUD-XD}@4U2n>V@trXX
z)934i_9Kc*-X#JsJ@Y<ja<Gd;S#Od_f8Y;B{Uw=^H?1BRsd^vg;d*$Z+?VP_cys;F
zHV>|1xX_O?ohL~Xe|hbxezg53c#}0tBl#F+(64O*Dkm-q`7i>;x6<V<fb^RQ8xtx2
z08tY)u%J%kdQyv;!GT|>4|XAl+CLD;Jf@GhrQM4&o*JZgCQvBaW<%{&XQMz@aFe@t
zk0DwN*AN^!3>>P`o$W3dTXQP~Y~~8|$5fIxXqtvg@@^8UowCW0_M55NxR{8;s4e8D
z0mfXebVMuNj)d$m-)mkQov{?ktu_O@9RrnKtVDf4=_#4@<zTd1iHxo-9DGr>1|~Ht
zl-uVNoVYDlwR%SwDrEqkrZ(DyrCBY_S44khJ<}kAJEoI_&z(gqttL?0U$~2sn4p@z
zU}v|FEhS1!m9hVceLGQ6x~PbD$XT5d>GmXdEdkJ#&busU=WxQjy^yi2vHsX4eE=Hq
z#Zv4rvfVS-4a=NXVL*f^2iCFD2aYz?c)8Qshrj77{%!lK&bE?6vNRew?*1=Pld;w}
zEs26SWCQ2;kzMkP`$^eml2M`t_Ixh*51jY*yQ+`r5iQiPN*3FDU6tN}J&s=SRBE8*
zZMx%Z3*J|QWm|5l_%Rp7K=bYP+kn)WmX6(M+KmM@*R2h!fXc;o3=^cU!a>&dn1G=n
zDNUcGw{p5>PZq$+hdqR2QT3M1qYb%biNT$l_O=)NRhIOtxJXZB_|yuP_#l4HP~QSa
z3wI-Lnc2ysLF?~eNt7pgp&8jZyijTR^^is18Tm45RjM#p^1Uouf^cAPZ=Ny%i(-gy
zp_u*5!q7H%Stw=`funsX_Xs(=N?x>jTLQE9tH&Dy!^s>$citn=uPEE^Ybv=2_?ns|
zZWV}04^1mBK?qd&d^^QZ5Y7W#_nSbkYsxeQI-Xk&&nu!&0V)_bEmEORt_Vy0s{q#R
zw#frw_1Q>TSu*Laa_v3YQ=r>yENmAU(~siwZzh@+FFoV-jUGj+rbnl)OGR$|qSL;e
zk4IcgNu=?Sx)dh%=vwOW9x(0@noIFMoppu0Bb)=zsi8;tmnu^d8q_x+sq;Ni%!4k(
z(b^J{Wff{~r7LjEG8k%X@Z<rNTMydXx7*VQCde2Cb(g?Lt9LG}Be@m5)ZMJ>-TnUG
zRjx(kxn3p;v&|F<^_Ayxe1tyM%<hTM@qmlI&bOVPLp84bIM||SSC~bsU|R#4ivn@H
zF5JuPJ;<nuF&Zzz)^-PIHFA@a{UO2SW~oE5-1Ju~G7X-xBOqyCh0Wu0vk!wYn061n
zc&0{oM-bl$^#PkI7lkl`F3NG%EHf(u;OmWgIU`R>!dLIuE<MHwSVv6*5l6-BUhzR-
z8{7v^MOL^!0U2pcNLQG=GMUI>@DkOl=srBeOH%^6>ZNcCT%ra-@HZCRL9G6}e+Amc
zj+$PQH;_5jLFih2_TcWT`*}HCRgknV=jW{w@hSOPxBJ4-KU~10dd1Fp!KZ^Hmsk3m
z+ID|A60#WnHhH7pI%Q`=je6aY;!Fgez7?uvY{C;j3V%Zy3&CzQe=NwWEGlp?K4ioC
zp(hX&hY%a5O?h7?al4)j^0WbSdx4BY24dg$bf{lip(;69-2l@OexO^UZ;ibQUPWXO
zl!nlbpmVVJ7N+l$NPqRrf>9>AI!vbOu%XH(9C-&z?}^)+e-t4)bB9$Ep*=Tv<V5)A
z>F>Lz9?Zw{Rw=g)<yFwJ^B!w!@Bvg;8Tse@emUkoT<gKaYacV}U4gwYEpd3M`Fqo4
z6|#xWv?mE-Z0jWI4eyWcHGOw<uj*<q@+$Dc<Td;mq7uAtJD8%XT0&IJZA#<5Y8aZ+
zZ_Huk!-v8ccGifQR{ojB1y<weGpl?}=^nn_vgJ6MCgP$$As>BBiJB!6mzE?Qa~j*D
z*Ds4me;~=LUKL0b)G}Xl%*?aaVDD|blYjrNF+NbpcLjfi*ZIWVy?QhR<Y0gxc@!o?
zECZK4mC^o-$Ze2Eb5&A3AO7p$=Ss{<6+}kahm;Hko*z!)cCoJJu1d*7z&&%ZOcKPK
zv>ma$;f0@6ZdT|GwM)NQ*igC7uh|RR)Ndq<%gE3jsNz9l^92=370TiQOjsplp#FOV
zkP$ZQ5CHg7bQ*v+MZj^#W_G25FTQJ}vnFDKaRAN#SH=YZO{LCKkf)dC%ij;%nI&A=
z3>V$!Q2@gen&EqU9Sf*x9}9)pj16KE1nCl3Xn5}`1{*69mKgF|uDdb-OwY0wcDz2$
z76r~Oe~89YsnpJ-(huUXLld<rdz9r~;25=i`Bpl>z-N9+@{~kw>=-p5nCKvM8sgLD
zN`H_61~hpt-Sfm+El$o={KCA8wxOrJSLZ+3-Gs0DAiY|f|C!0uL^-+|=d6u)AD_A0
zBYqGqB4&CS%IQmbU|yN07o>8VJF5|$(KD&9GNy)GJ`6h8D1@SPlFB^=4z1&3(k@AR
zqW_qsHo>Bvk-1xbwt<h_(@yUlk)6OWy`u4B<<&Au0OQc-?xvBhfrA$es{v~fFfSe0
zuFuKXX63-l)~!bNG%Iw`_}81~Kg+dr>?r^y4p%!ah;teQNdvns#^xLEQC#J9?}Tuo
zEEf`{%^6Q)`&wad5!j|i(2~=-IxTz!kMaa*(j7=2*;UWTxvM>^m#{4`mFC45*9~@y
zcFu|Yo(+`z^m0tJ2C_Q#@8K0U>pGXEa|xu$ORWzdy1mzD=D3WDxIDC}VVp_wh_NM>
zOD8@zr(SNUW)6-`R)f}xTn-^Npzz8ptxGn0U`kXC6r#PsCB*^P#STn;UcW9@U-l3R
zt~vXg6o!|!X`1U!;-KtU+pl-s28QGr{n`^Nov`w<v|sx*bTG)IJprIC_d7AQ<2#2k
z>I@Slon>*-QJ+gslc+`yl5^-vZ%;Mj3ER9bSfYThAc7YeB#9iSj*veWdLaOO?61#q
zsVzD$KDM*SJE>^TccCiw&^^E^86umq4yUw!))W(hYuBN!d&rnb^)<?O70hE4>s0^`
zb;<J}Q~P`IQad(fZsKV}zuuOlr79z5m*xkIv`u&dEN|2RS&{WPV}|i<kD|1{aeFlx
z|A&v}U&h!;{&9_yG53R}qHzNL9@%~c5<9a+1cnrT)dOzukJjN9!StB*+Q%{IA%dK?
zMm;0><QY8j%V!YVLb`T3B6-^-zPS!rm9cp@y)6nSzcJ3S#%NNQVOxEqWBiqnf5-Q|
zV;KT$YvDEFD_MRP2gpt$tO>CrYYJ{@24*Sw;f~nNcr3j9R*!BTw}3C!*lUZLE@aJZ
zmgDL#I@d>+Ud2RW3ua7y&)-0q<2>bU33#4~5T*JGa|mJIa|3=&{SNrxHg9^ONnBMO
zk)t3>bv30OvZXuBuNm%+$w;f5N7b=P1AFG&CVS|N-0;3*lGl-Hxk2CB4aJsT`7)y<
zz>9K``()JJ&>vXoba|jkU%XaZQ?VWZ|M~L)q*FzbfW8kS_0OYiUANt~95ilecm|B1
zTLG+gWKr*eCv-08(W&#}I}>a;58R2@=W3Usc~^R$siZrN+y8Gmkt4`ym7(cpq{C#^
zzFCQhwJ@2d(Iy&8j|8XDr9gF6fJOAxF;k{hWPAaH5Nqr9?BjtflyJTNh*Gjez{d|b
zaN~*ve~%Qr4GGaDx7ab?+L&=}QulMx_6JIfT~^ukXmtT8Yj9SqeV*EYx--BT0a>=1
zjMQUJFkaz)^P}5gx^6BL-?<~ey`Aq(5zMOBnMIBu8g94!jXSwS85sbY4iPZ5w(;pZ
za+39odYuPLq<xIbS~-|PCz9_S$8Sml)m0bps=J6DyRi8<w_@v$^o5IlCp+AeVQjap
zoaz9JmZ95Qrw5XFB<QY}7x8=NS5li8ml2foI}+*d6`}70By4C+)QV@)_q}&8Og?|9
zj#GtVuav@E+eLj~Mc-ffEeD6^?stE~O^l5Pb<XE3-belDv0b-6Fpus!Z#U>st|_(m
z4{)?9<8agB_hDioBYm47PXEazb$U9625tfDE?cg~V-jNbf9%cBfiiQ%#C8WIQ6tF)
z>1$hc%L0y^?+o#$L@?##M<Dj#V&<;;!#Dq2_Oi7tYK0EOIa3fBK|@xb-1F=tgPeqM
z`*^M2ZN2zW1mwWl$0f(Pm(XeXs`);&{-IjUOBofEsvUJN^i~TchT(owDtrj*lEF?E
z>XXwR!R#qPzPS~j@UP>U6ClnKgDqPWGOTo5AZJ`T6vX*qd*jXsq+`UbD5)zAhwn5m
zJJLD?J8krnoMShwS6`g$ZDYS}eTD#&IXL351M&ax9+orj&fYrakl*zm3*5h^4=SQt
zKueo)dofRQge5b9Jf|me8OAOPR&p8&3BDDQ6(_vQKGfR)Rgx?JvTDf`!KTy7iAGdO
ze%Z+-q0W)EgT9$z`07KWp?~oqG!WF~?GEs4Ri!r?mOmBNq|c;*1S=ri0IRtcCPB#b
z@ty6)AUs%=M`hDf3QZ%kbox^;T<;zG2C_|eErX!ytB`^ly0lO1lz09&!1C}Jj3sZk
zWzVnYRoXi{4Al;UGy?`f3MG%q0}3K(&`CNQTo+S!bm<FF53I7~uH!Dt<Xrkmm1~ye
z6~Ws%F5?*jdnE#nqY9OnU>UGJD|jU3ye6eEvDu&+pTGT_NcWN0_po7;DnNjU7t6q^
zd3SlA&yyB0;-ImTUIz0lI?zrnaFVT)@ech3gL6~&!GMcCR4o}@I*y=3myP}>3=BDh
z>A2la>#yv3UJ6iGaXi~E;$}lJt@LFLh8}h7uDSHpBwuf<i#+m7>}fqQJTfU3o<gMH
z!6>C}zkuoo|A3;&O9s7h5*=%|A}BVgut(WJm=kLPCTI%sB^wF!f<h%&p$?vvcg{8=
zSQ{@?28K5E?_Hz`mAXn<A=$OXi`x<$u8Kk?&GL>EFS<{W2`uqpNcxaK8G^r7;Gk>-
zz0XSV1G((rQye2%pwiz=!Nrb{M_@jAL>#m7Du6p4PC?xCZk7&^A0+|p5Vhe7vT3_B
zMN(I>8(PhA4I>Ug(J-3)6q5M$*($85d!PV8^ESf_#KVC%J1Lo}I9e4o;@-BTYAy$U
zn*NMlrKOrXNhbqRz!ikpAkDfy;)feMjacg~`1>GaceLg&p#62W##a2ZswB{!<La4S
z$rn~_IQ@ALV)YoLwWmp^*d|27JiTc}tn#PKaqi()crhh6n`v;NM?R^VgARH(+Azaf
z{WQ)mzT`p+t|mUd3769omNn0%R3v`RumvWd+3ji0e+eE|pM(k#Q@eIy^V2w`n0CV^
zSIkd{VJ+pe0$ly%Nr#fWp649I>9V}@l6Z#w9fS-Z+&t2tB#MtK%N-gtA%uyylGhq=
zVeo4K^RuE2V&Dd+Z4y1y-UfRyP{-SZBOY3@d|qb|yVsEQ<(B6qG0nJ7WG(J^u)g_t
zD2caZ8tuQpso<h!49T3kK~+!C;*tll>?$7HlngO1w+I;8&2V4uH=;{16x$SJFBIEI
zXYKKM7n2~@sRdXO`P%JYPM{a2Wv|Wfjt3$IB#WR#%^9^i!O)?jvGbblC0f)fFFwZy
zn=jXmuA_VHlVDESQrSgMm)Iq=`M3%o-;8a%KCeM@Mfkk?#;lr6XOdQE)|}fI4o<q{
z2s))}iXE5hlGZgrYLidgCeE{F4Q6Hs0v0lcZVb*$9&X&V=P$!YGyA2dI&ywrlt#N7
zay#_y)uXCCn+cNz7HU8rKtFkZgY67i&oWkH-p8s)i%o3?5rXTPY~(DUmVG_)^dS$c
zy8&)5vZ?nI^Tie7=Qp$Y>)uG@`iogQT0^`=*;(ZYV+8SShY)Nin~V6~Q@m;v1b3K@
zyOR8WlrQ6cuix!Tn_#{@czM_BD#17p6L16wRM;!pdHzCe49J=j1H*l!JLd!m$ivMm
zfQQN)c&fD?E)j1vVZ9W<3$t!Lw2Mu^n|jRXS+uvKswvE<r)uJPSSp}}r-LVnXkO&Q
zDS5<Y4)kWgZL8gSXL;}<ww{MDn|UUpTg4jOidY$7r$hp{E5EWrb|0;q(rK``#ZWnF
z?Nl%<bR_=|07XE$ze#-*w5xuN1xISkygS!R<k(|FwqT_&(WekI3B1_LZo($#SFRNf
zdY~gk?=74u-a+#Ah1%4Sd@qklEUeHxI66Jz;vYf=Fz90g=Z!hzE&})TI8)n5{F!??
z6t$tu?S);Pb*EGKE_iUc&V(-CwNO%uFx;e%-Y9{KqB^@$v;nCN2TB_p*p1+ZIaL~7
z_n_QTI1DFU(p&$`J$e*Ka-qo|YP&su{w-#^En>E}x_by-y~xO70R_xNW0WV=zN^vO
z1FUgTKz&;q%O`F7rTBNBEnzP7H&$V07Urof=1<feF+wKrbYFkBWo9yWqX8qOxEizu
z&vb9Q@B8(?5yhQ4LB1OX-1&Jn`ofQKSbA!igch0Oi@RFbeQNE_2*tT{o!957sfGC4
z5&9m`qcf(OHn&P2#`SG>w|nAK2r{F0It~nW{i0rbPaB7S`AOwoh4E_DQ9*v<2tAb#
z-A!-xL#wti=g!$2K)oIH8b>KY`QE_!oie}AJ`7O^cKz&!y|PN<tpt?M;$9B?6G1sr
zlw1mY(vkW>Jjr)T33Zx}Ekqz^QI9Xxxw{ja-CCR6*)at??VylhF`W0q<}Hyy2BIT!
z%?)kZp-K)l-lCw_V|W&aGY(ZD4Yl0pXf1p59(bdH)^qorTbSitp7LNWM&-4Q(&ep~
zU>a-?a;w}V%pmv2r;AVgn>Pr4zO-MBw{(b=$b0@9nC)yRCuv9B1AMV-k+$hFIe&%%
znyk6M-_rJ>F>_y`f@<;l!2bVoB}1}mj`KpxGg-7T?*YuVujDm{UgTTkZ4Nt2h8OAr
z3SpmA?R&mhHtOQ&ufpm+vAdb(6*aA6jPZ8(W<CLN4i5aOKJ1Nu0^c5Gj7*jjPs`&3
zF9oybhskx@>Zgc;fbkvTPb#fT(9A{cQ0V1(cIs9mHEErQ_2)c<1@a3uV}zbuWCRYf
zIUhl)F7z71KJO*rF+!YIY^D<TLXn>IKo0fEcHi6-yNMrljU^we-{UW*Ono4JVVIJ=
z#%!lN?SVH@Rqf`-f&COd{GRj6fxh%GVZa-|V<^?2=#9ZP=gRgd`k<B1_XvQ|y7c5g
zl~5nbC5)8N#Q3@`xc^?g0U%R@6q^52<^u9i_oSEYnD|My_wHHOK?GD5vDfy6fL}>h
zhYkpQ2De<TXI5aOYxJ4{Tp>}=B9ZFZjH&CW{oKCiHjVEFz7BUO@7H;Zl3dzT<q0CU
zmvUdD4ST?`$(?qURr@q|Yc}hp@3)(N$ZPq0r;Nw4<_mN<M;Vxq2$Y5!Bl^>wELa$A
z01nfUZW{#9$u#zEUfGVLJNv#4;>f4n;8K#DzfCZkX2qLM*Ool77+O5H^dCslq#L6s
z|Hsso$1~x^{~c@#o8``iIYPN}%@G?ar6iG~Vx&^;`(`sYF{SuQnL@}}avz&qMYYPA
zYvew1<d}26e!std|30tR^SnOK^S(aMKhHDl7bXNPyubG3kFQGv`8^R#ID|(U8qns@
z2kp=j_yJn=3TNnbXau)7%NY@D1~oK;>buczV}b|prMUFjvqTZrxBf$K$|~lRv*A*T
zP;VD7hK)-0mREe>AuRHdDSSmr^}`hL%`S8I=VdNd`=TX_Ec6s0+6b2XC9dJfRlUB5
ziOeyvLeKj<+YSKjv$M^Yhz~7VN$5jb8d(T4M<wE{{MPt(bud%=cLboCA_<8)MVU}@
zG{<8^S5Vy_2>w6NBH_c?s&D9&dG7Xx2*!lAY0UMt(S2h#i*OYr)s^@~+)Z_vi>VD;
z&aEONA@o|huX()8P8jGHZnB8O4r)}M#=2noP=hKN%X~o(MDdW5p<WEH2Ju?pt3zHB
z#@SXlObbI;kV*tM@IC;qDCcda!FeqIGs>%hXTVidx_7qeqC+=T8OFf(kUPe=DWB!Y
zVTT`uF7QXpw=TX+Ed##Ei^KTrxPb}7B3Yn)i(F(s#4yTvU5ZVw1>&}}Z{SwQ{vK46
zSmk&d(G5)VW0<#EZjBy51c$+`!{fpqfYJ&aG5T+`>v$37dXA4r05~?j9q8Q!d{9R|
z<^nLCrD_MREos4iDJ=ii1yFd_7PJ8T@FtyvadANPL*f+m`gX*7UF<m8l`e6SfEKtn
z-WscC@_rI`U7R;zK{!c=Srm*|OQCB)X`gXdFc<5{m&kQ`t|d>r5wd%1#4~jG0OH3x
z!|(~(QRLNJaKnZLTI96#5#EPV0NLm?m&w$XZxKL-G30z`^s^$Ylhl}7-K21^*9JSA
z6AHK~J~~GqlmKLCBfUjSMhM!h2Cez8fW*BPQ#T8dJI2MTKBZ&p5TXb)?+N?VM>j%U
z=pG#OQ3B+rA|(jvZKc25p*nFzx8oTbUS|R4CvjaIQAW>zlQ)Kl!bq0HG&uStknZCS
z*tVH90Gzg}rSn2@KEd*@G>5ztlLm}*JiM_+d47)G!C>Q-wSBN?Kz11rbCM*YJ`9<V
z_m`^71lD-~EJ`5P#?HP;`=$l65dAnKzT@ME3a7WIFeK1Xoe*LPTY%BE+~|Rnsqk6Z
zKeH4*;Rsd^p*AsU15m_Iz#dwwCz$oqux^09%B5>N3s)3tpTHm=Fh?;7blmEsffgdP
z1g9wujcR5lx*$SD>(VnWA&+z@bsRZQ+<?|9-YX=gWx98JuNNRz9a`~GM>PlLOXSff
ze7Dk@K7%a0eyZ*mS|osgkE#^heojR#WEs)v=HmVy5AzX`apZff+FmS8pYk(;F?9tI
zy5r@Q2Qz&PJwj9Woahl~=)+4xe*cIy4}Yjfid{wFS}9nh*sK9!TKtXJ<|mWN7vMZa
zjZpG;YK76xmwNo^lgv{6lu?2to0IRT<5y$04?IEtm~oUN^A|Pi0Mz!UE%*U=^2O?8
zvnI@49vzz6LZX}}HTg1nns$z%aI5zEHQ>lE+LdSTejn-?%Y~hV&r#$=E}{W@Lx7O$
zh~WCaZKrbkpcf3;p6|qIAAygmfxbMP2}`?0@T3k`+>7FIV=r)NtEBA&d;;T*h^Gv9
zRlp%x$~?tfp5z+(dTYVH@DnZ8YXgIwo;&VqSJ^sua=q&2DoCa`h=+|)A8H3M3`3Ct
zz|}!!A)d7w@aNJviB3;bXD0(yQCQpuHP``)<4pN<0}zKwxkO9bcA^=jIT%W757oxf
z_J1!M%mL-h{@-gW%NjsY*%cjA%(<8n1WrU+s{~Za`Mwy^$6!Z&!V2Q@gqVQ!^X48*
zzpuOaBecrx*3$mLlKjQfZ)?&;rSs@j$L;H1__pPat9!Gq;7tl2f>Xg%aJk(3V--e!
z@kglXQ{Bdaz1bG$$69MM164S6x^Ig3-|y?6<*2_Tbr)wW6^l0$d@?lU*PHJ%vqtCA
z*Vy$6o>|-7iu_m~Q0RQRxP+<r<aE{36!8*D1mN~|q2hnI_{C5Ag5gAj9fcgZAMol5
z@9x}hN6GN$Y}(HI@aw!(wfI@q$k=~-fRG1oxUX!eMPBi{dz7MkFDG{V>4)d?kImN(
z*h>?RRevrZa(y^`n+_AKJj{DO5j(eS&O}>OK^)G$E8GebO*U+ekc|p^#5J%v*P6>#
zf3!d7`^y9~F;3Rkz_+xf;#(*CVt%QuGI*|RwEig&sZLf}DsY7AbhjdW|LVDSx6E}s
zvua+bw^bQnaMZ_1RT}*b5c*ssb7g+1f`m7|?%url*Aa4jcjBmFPdee#g9!1{2O$8T
zy93S^6hD>HeR#M*aUL&bdv~J8J|z>yOx#<tRS3Wt5^=*CbmJ!%0%OGg{_d5%@~?XK
z79#ABeXp!gDI_ex?%C1%LJ6uz$EFvBEmLUlRng40mGpFNxBIH^M%G1MK?AkJhM&#x
zAKnS&YH#hW{{{b;{JRHC%C`%<*y>XsH=faXG!LA*l(5^)n!a@TaDV)7SAC*}#^WT9
zfuqCJ_)Es?iB!Gipo1hERygrY2`Fl{b)_KhM79IhMn#Z{m`&d9mV`~Kj+lWXd#{!~
zqO!QEetLh4aiH6cKT5+-O!8;vpx^N~P4<ddFMAn6F5u#pgU~0e-6g|&cQ)ewei(9A
zf!nDZR;0c4YVGtA(J=ZgIG~gvxW6>EopHHD3dQCW%$_(>+!Rgs@6BCrjem;itB5+h
zo!Q!XQg8@%rF3)8CS07_QR5X9;}5A-B!#o3qgwRdY0HsPE7)VJw_D0E-$Wh_@23Rt
zTXhExeL0bhf$q97ueO=G3*T7Pl%zx*u8S$iLXJaLuoy8T_?HU9#EJcw^desKpfsJ=
z(FcRw=E0}DDPBu{sfI+OziMZ{!$O^`nYTi^9JTMCj|dOMPJXbEZITsLXomWlFKKEy
zwPP%qu<Xb0Qv#lwx<~P!Y-(w?aOid~A(V%gFU&az_tl;-;lAsdq~vgDxXT}b5BY}q
zT*RTv=MZ#2<_EduT^8}NhiJ&|r8?4&Rm2R&E?2%t{hb+cAc2rbPRBt3-R#l`mq)kd
zHS<!gbtVv30$mns#SA!fm2ZGWVWnlpZHxYV#Yqv8>-Y0wKPdY6o*zR^kD1lh*3K1-
zhb^pDta^nljE9lY)A0MQQp-?^IWy$etB?2drd`ZagCXf1tSu;IuJ!9D@xehc0}(W=
z6f8=9g>Y>t6O!h9;HOePngi?pZj!bO5W6T>loATCaW(hv7G*vNjRx&@WXH<e_2nKo
zk9fZn<c9>X&=e8>TZvl7$)<fGo2O3X3ZzoL6!8tTCE@j63>oY!t{I(5|12Vj(Oau;
zj@j}6i;53sof!SH5Hcuz)BJe$lX^@3)0OL@q6RwU7(-vqo94nxSs$SJot9XWL+mNE
zu+`B4-+)`f?n-RH{*}${sFTu7pZhK__y%Tz{BHG~SgJXy$t-C>Y*g&PH~tZ4gxAUW
zl<AA;9NJH@z+RO^f#OBMC!lzXFQ&g1uz!k~;86Zk-I6`)r|<N6r}A3dLptf>GMWHU
z&_dt4V4jU0&$rRNm(Fu)8Tqx_3qI+J#j}aamClXV4${ZG@AV0`c7_JW8V+Y%lkD^8
zP*71a<16+lxR=-Usd*z!A^AA?`nsH(<}-y)_mMvK{}$Q4-8wEXaLy9;R6%pa$H(5b
zXa5)%a5r@Sd8jZXVpY@O&iy>-yk3nack^6xDZLqUsO>P3=Ke`u13!*G+WHdRH0jTZ
znT6~Q?hmrHyIcPau6PAabW%&ZwpKD0K8ZxUkYGrL;qLbdlC^RaW4ykm{%pAOrg3%m
zP)r0(UL5uD-gx$b?-Z9MJN?b(QjnE9&z|kVJN{ezZ4%~3S2AK{Ecwe8pvYacvytwN
zwg&Kzzgb*r5_4b<wT^A)lM+!HTG!tXJZ{dwb<M1{*=xsM?O6bFUHKM2yEpPAS0#6T
zkakHRA4=J=xON7#u?sp7nQpyzx-e*9d|j=*X?X@JcRAuv4Ejc~58twbxN_|dqv9Ve
z!^j8C0@G~3-aCQpoLk@3u;$FzSx1Y!2NylQemS=BPT-y6x1te8m>k=nc<<3*aM7PQ
z3+V;0Kwg)1$%3MB(F;Ud)r~^WuN)5D4q9%lFKKRAuhVX){==K#+j5_`z3J$7D6g_z
zdfa&#KNaNl3SnG?kPsiXjsKQ7>+o`wwW1f<$g7r{ENaBLd(wJY&C6kNx7(9=vER#f
z;ji)2;wVYk7<OmuL0R0r6Zj`3$I9>h7v^CO7CrI$%YS#%mZn`c<bv&z7}J?2FL!7Z
zdM?ej_pNB(k0~F@G7olADt$V$q9Dr?iCY!VX0IT8De?E%l>V4N*HpW{yoCZ00nPI5
zSr^z=>(6uB?b&M&u}bGT2HZ+JhMdZv7U$t#pp-?RGcx2T+LF?GR6o%|fqP%Ty%dm1
z`0ttoF5QZsZv;K;+-L_c%Q7j;dwi|CT*Ln+>T7ANKjp%F+>>aRP%ihBw~B7=UHFpA
zS3#@JE0tn_(LuH#vHL>N-aQYZFSwfbOn!WDZr*%u?f8gKz*N^;^3T~Ai>?$KUh8MP
z=Gly_i{VpO3oYNp8;ZnIQD6T_HBI4PM*d?YV#BKf*AfQZ{d3RtPs*jEFs-?$j`mNj
z#$sAGQ(%f|OI^#mlxExd%$Sa+IcU0^y}K~;ahqffd@cJ5{LM`JC-_=yj76BT8UHi>
z-E78S$BK%}`Pj|GqZQ%L+(}Qw3@FM@XNgEk;e9_(Dfr<Y*fl!J6QIxKEAwdC<4Ygc
ztc&@1oH8x<<~_*-oqIeEgxAs1#W4jBnn1f?Qz`3bx-Vt~hWVa>CUSC~$(kIQcu9RS
zy|ZpdKk?M+k%D>LTH<W*z|_-D<<jY(hNK9b@5zA%Dz+>o9r%dyFBixMOJPwFQDbKK
zKLrkp1^*X-RWmNB(*E5^WwM)WKoVo3#kL28a&JqpIzEpv{z*LF{Z3JiW4i9w%g1WL
zZ}g};93OPH%xv=?-lx1r%SDA<F*TOF*ZsJpEbqDL9fd;5qvga-DtbbEI-{u>#QWs}
z;flYjFTsMR<d_p9HXtv5I_|ym&6I2lnH5#?P1-#*XQkAu)iWFb-#L!)y9z8KkKG2C
zd5ri5Sg3uiOKtXBM?-fxAvG$jSKNjK|4BA<lh$*Q!$NE*k}n>sTi@aB_P7#!WsPHe
z?w%6JE&A2;u|=QRojR_emLtr+)&_qRpt5DTI$;(B-CbM~>6?^J-|*M{WBm+kj&Gm{
zFU47?3?!}ikPd`zSk8oS40MRTyY-)%<+>qJm35>QS=G<tv7?+9+6x8h*4YfmHUV&P
ziZM6eb$uv<x@fJWe)N5pqgpg{)F%3FxVkd>KrlG|go$J_Ud@%)?usdYw1q;=60;q{
zb;Ue693;l!eyk~_;WlDYEE4eOEqIUUK-6=Ov~dYjsSz3dEA$%}p(4-oYa#GR;_Oj+
zoF%r2_g|CZ$o>~~fh?Ck#;Bgg&42dd^<1(s%#2^ky2RX$@8+NWg|+x-|9X?fbd>=`
zne<B$UE7A=Umfk;U#SZvnl3NxkJRyLcC+J_f2-BD9Q=Ab5tioSe=*bVuAP+ih}rpL
zuMx@kldl!?kDZ%eQ9JDBaQ_EQL=N)$9Xa_!p*!84uev*#cP|>AiLROE%vxSEetIP+
zNEad;<#K)FE0RAK*^>A&{87wzXq2pOkD(F4=cJ7%Ti>a=(zoJy$SJw27Iv`d5i`B+
zF8$dtym+=`V{@NbZP7`~t9YsXw(M)C(1_d>>COAmcM2{mRpu=`GMi*I9%e~6KW6Vd
z{`>>Nxu6*-t>&Q?Cp$QVNHs2UZ$bZ1bCrp;Sike4us*ZsIK_GYZQ&_95{eljPIfNq
z@szmuA<+<d`b~$AX=|}rwEu?AOPV?@tVrCht&IvEsw?g}si-3MS8V<MN2^C)etBKr
z;QXhml&79tZaycAONNB`mLh+TJb$k^`B$3~KU=$B+pM91KT_=OxWUhL<y!pgV9+XR
z`X4ZQF0F{Xz(gxMzOA|`)}UsMV!%**QuJoIM+Z}Zb0PJW?AZ{>iMLrzT-!2=<~`Eu
zc7)%0YjSr?J{t*Vm?VX1=7hYuX#KJH*Fa09y*Tbx2%gmRQ<El;&wUKw3qZX<knZY8
zRvPR8B8alNk5%$PZ>G6!FrogPMF26VoEan}zHErY9b(ICnrH<axxd0;ttMG1YHqGv
zxej=Rx$B{&6E0iV0aH`ge6A`_o?jA>NxtT;BnP{|n2?nqrzyby-EDRTTgP_>jny^w
z2mjaoT3@2f`)3atK!Y(xf0@&3iTTgfuj?os*gZ3CR(RgDQ`haGWX1|FI#W_)%qw`r
zP&DK1Hwvk8R%&{eqbx&yZe9&isl28}%6U>Ho6$Nx8EZ|FcD?FodM()_^3qXgOd!kD
z7JW7Nfzj`W(b@Cve44<zh3_$^v)bs*vUPy-dRNyHUs6Sxpc;<xZFE|`;FAR>?-Tx}
znU(s=pqg)RyZE%D(l16Y5V@>AMrj0bEo#L1GV`3P%GM9Y<_`vkPPbn7zm1IVi2I#>
z?aaufnp(@uOe=EaJ#>w~B4VviY^tU~INR!NI)p|%W`bj6tsj4Py?O41+7!2H{!R1T
z=f#58J7G~B)jDdfUkkmSr~M_mtk;+QSCZ#wBPr_;Qe33|&=rzMDw_6fPmU3~DCuhw
zry>54k8thZ#neQK_n6G4&n8fSsK%wrsRlXCAwq@#kN_l${VmD^fWt}V>Jp}i#5t^d
zI{H|=;A=$OW%!My<Fc`L$J*FhtU*+_4K#Gh<T|vq3*b9VtB7qL0(hHI)i}4c7T!SE
zzbfoe2g_bSh$oF7abXPtJtS>FzyENN``!m3{AQMc2tV=8#j&kRxDYv9@Bm3dZo3`$
z4W00wthCYkaS^bi<>^M&RE&oQ`*`98XW055NVp^JXcK7VLd=U!`o?y<8x)dzoFd@`
z`0qy>We|1nagv`Lg}Mwi*b70rG!NpLPM8Pid1WEiZ$P|h_k|SjO_(1MA#!&Ow-r=)
zXYGnP+}RIP$>G^6#!S7!WDyU~xVi~DP-~(Qp^t?qlW_M+30@z{>z(`Gu*}~E)SKFl
zWxpYf#hk%E6cHluaFz(rhIGrh8cqbTw~|KFy0sVz;+T|b;L8*&^EQi#xr`oF8@`~g
zGLGp#<v|PmBm92#n$$4WP_|`ctX0zTcbns4P{mR;JmE5%ooF3@y9M%Idxf`*2xl$t
zAhi#r<ZEuQ7Vfx#?cAp)_>{2U2Y=epl5eekZz9z|YhwQ#FZNqg!JM8TM?DDxxQx&n
z^(__=b@KpuUH{5OOp+DoTof4dMG;p9M`NcKsGlB@`hE};t|Ruu1M|_W1U;;SnBoo%
zl}&EjQ!#F*dzf1FMm_W-ybpH$aiq?GgybM%S}h~MG#y)>UwmV<iVCnCB94bkV2p4J
zb&vyLV_A`q?J#n#e;!qb;)iyD3uTShk*>~H_Fz??^{_*W$&T+T$OLDmbr<j@cQzeZ
z`IOS;L({YFCg}lO%bE3X*cxquliGmdDCXku$I8>Ve+WV~qg!?FzCR$;@#fv6zluUy
z=}*oPJozhgMw#`o^wVZA+X{AmtLZ^4oX4IIi%oDf*d~zgWI!TP$$C%RX%|Xcqr5H1
zT%Y_7A7wVju0o6#96EzD|HBt)0ZMt~l`!2CZt<7YxjR0w#}1VndQi-#b3fy?a7q1;
zo!lL_p)ma#$e0*Y?Yfco$6cMv_RE^A!6=?}<>z$}bYi6WhQakxy!Rg(K!F5wJ{E)6
zOBy7M57V<XZS%Oga~H?0E)wR}lE_lMoX)2ZRw!Ob284#@kYSUibpU{mOjU%qZo>N6
zZe>`0g||G`46UK>?*AzObFC9}e4J_bmOL9qj{N~(Vr?%O(&lU5Ab8}UT|ix|7}Dt`
z@T!&mP#75O$IF!(Nqz0Xc-MY|a%>Fl-A__mB*YzBH^O1ZNFcp(c&cxrkve7CPxWs#
zqZD3Vx);Vo@f3$sUd{n7hExY3(cpG<ntTOOiuX6UZWn?-&OF@|4nBI-fN-z@=rpj=
ztOckyh`6q)MG2~+Yev#OPGF>p9x{N<2mGIaisQu2eY|Gwcoi^&W{>6(@}ydY0R|{!
z@ykc+qtOos;KB1)jb0$lK7!8!16B`i<D5rtH$=m2rwukQg@GlOahE|NgEnODT{618
zSV`d5zV<2TrXS#zB20c?Hkkb1XZEj9B=rmbM^sKwCUTD#vf8%}?~b84L`^I*D_*Oo
z;lv(AfE%ko8-d&=BM|LZaND;W0}#@M9Y>qDcrvFmGwkXoaMX~(q#I^X0oV&_dHu{}
z@UHlBlMgYUE12oSI6#DJ0bGYowg{etB(%(Fl&aU0BkFYn=G&t!?F1pOBVRAFoC6Wa
z0(PJda9WjZXq?ObgfSv|3;(SJ8iIn>>&xAv^j~Nw!oBocbAYY+tr?-S2tVmIevDj0
zn)WmSA<x``Jn9tlY$cV7+aBWXT!*V>QF?uebphwtzz?Q!th~MtTCTpkMhZTR*7sQC
zK(r|qA>geYJxA!R^I;x?j1H0z^GKevbew$n5yWSCt)d>!>@yPdQ0)Loe<P~YK~iSY
zh0%cinErK+KPM5<>AV7=;3l=$pxQAel#e(L;ULA|ounpcbx%OF!sNgCQfhI_>t12Q
z82Me}j<RG;Ti-{6+v*Ob_~ZZS!;X_8Pt`=Vb3hHg96tXA@ih-4g_giI4krHoM739v
z4QD-lzgw$PcciN|vnZ!&@y%Q(ze?1`<CWLT+Y;5{#{%7O8&~5$l3%t$7ES@k=3qiA
zNVgJV;|lo8eGup8GjLJ}8l6p#_998pZbyxjCa(mj3aA*dX`Oowbma%4*al9>+Y<0r
z06<=i`4Nr8invHzF7p7`dMBvH9(j`sFMyid>KCY9j94i)#I%jNI|r!a0Cw>yJQZPL
z0U?YgvCGe)SH(B8zR|+|(k2kMK7cp1v%Xx+x<h=enRT51d<I#s{^Q>nlJPbqJ&1o~
z;yp^H7QnNJ%h5J14^ECM_W<&JHW?%8dm!C;<r~4y2C)G?(9Aq|T%rI-y5a?RP8<2-
zz=I_$FaT+g#jASvR0Gec@k)|kZfc5{g2T5D71~cvFD8EAhkk+(Z=7RWuDDjpAfCnM
zd*cjr=C_6ilTa)ocTyC_yM-?Km%bPRzMW(2KSi4eqNXD19?>6RS>F^n(s-E86Y$Ub
z<(It~-vY%tys5>N7E`#?K+Gbh@CZ)i40i@WTZ&0)lJ9|-&E}Xub5NuE+S_2m7xuAa
z7zZgzxGbdqIh^52+KOMQ2Hpoq2pL8LmmR?T>k~uligNnyaY^fK>3b;JpZSSO@HjMb
z(Sb8>n|Ou)YJHwL*(v9~a4NUP=O4AyX)kk4Zlz6(twk^xItr#g$!6q$r`rV*63H+1
z(zOsWRfvlw2;ylWhAuM{oWxsv01qw0=pJQG5SW8+er14*X&dlmV=|@-52&CW_rNId
z7${-ARH><O0co$b9x`m=6e-6Tv5Dlk!4d-y(11GhhVn`1tylNKx0~T-+P`pW4M8qQ
zAXbvV=R=?meqy`JsAVXQ)2=|pYM{*I?J&s6T6z?nok(UrNf=VU!F1t@`47DEG47mq
zl@HTQz?&iJ@{Bl>O3pW2>*tLof<s>r0LP#gON=~Jlf~2DX%@A^Hzon|XA$?fyR}#q
zC%yMq<QTQ2v<BdB+M_l}(Ljvc`ttD2HzQ2k*#z<|hERZE{DE{rWwOXP%c+^iK3cSE
zA}0D)I$o8vxivae{-e&j@uPs;<u^GxDP!OF9>6u0M7#H^9bda4&*c-Y$I@5tvqdeS
zCME&QG+tEoGq!%CrtR6b=1&SPoa>*$_|MEQ+`ucw?t8p}BiQ7}*sPB|V$jQ6R`F<_
z?1QUs^+k~p<Tvhuvw%)a7|NSJKE_1pW6IFsR1F-{EftHXf}FJnREQmz>zHyvBknrA
zL{MI|A-|9S)_MzcpXXTE4U(uFG67758n*yxa^V1KJ~_|c&q6v7fJfN+L_0!Fgfbuv
z+JJ0c{uFXytWLcy40F~8>4ZWKqit2|<c?RW4$^(L7^=T{d$=&s;AwB@TLEv<jeF6{
zy0CCM1e6IE;SOk=Bz!7UHQ-(5LVK<0Gs8wOlGsWFnY_OSG-#%$*&=VCH2R<}d%TM5
zVgkI}l-G5c#+iu}gQ-`j4P#slUh4f_Kp&X2a3CUcwgSYpyBU~n<rch45F+VV4`C^g
ze2UlUt&ghV{3axG(jtpo@eoajg%SS11-K+9w1-CET1idl*y9hkao@&P-@;u`w=wO%
zUJo5f6v3UPg%K6`RXl-8#m0hMm*eprxHR)m`~C+t6Ux{2Zc5z-2Rvu1g}`4XCJyJ3
z&bQL<YFb!98NHmbt$3Ga)i9{z!qNDblWgMWDEoS#34IEKTQ*sM;C~a6pJTn5i(;xi
zj6OI|PAK`34dk<zx0Mn$$}n@$%IFY&Z^KArL!gOde!J-Cn;z1{kMUl@Vh(4~*G`gn
zweRJH0QTr+z2NPBzYo^)Qcdf2;|v5M_Q>3-?rwxO9$du(l*zGE^4yBDB0q^m9E&r#
zPfL6i87{j}e?iqi&Ppf3A9`guk$j7K1R-w&u09~?XMq)nS$wD0XK2sCEA{Bj;aKSw
z8iGhDgB-O_1Am5+n=qUK0Ii`Dyozy?80Prk=fO4zeGS}DLy}U1eICJho+3QaP8fz>
ztHbxVQA?>Z2!AlH%I3R}C!ih8;X#b&1xwEm54BhiAb1S`v8D)ud*`+`fsUJ*$a4c+
z7X(e^xPiaLAqrOk_w5npzu@2&UVVWY`qIU)4_`D@OQLjbpfQfIA3FB}&M1|ERfmb#
zB9;3}{$>Nz22G2z?|IuFvt;w2dyyHOA`gI0yw0;9U-`~EK-IDg<-2&Gw7WfRDvVCx
z$Bh;|`<7}cC~c_)bD5k(F3YB=?n6Ei^Iwpuc+BIdv`65$KLkgywQBOHPiqCZc>w>>
zi_pRteo+(x#t50BDd66<%wivmG_(orTlt8+@7LNgMKC?*<mn3_uTs?Y)@D%}T8Rl+
z2-kVYsZq#<XZ$u|k6&vO3Q1ikg0t|5AJf%iIgBw6e@Qs}UHj2|AO4IvQ2?V&KuX%J
zql*4Qbb(RL;6rWGK(hov=##iOWUIFAt#nR{YbYEmUfYL~+z4nAPpDi!f~cNlJO{_N
zIRP17&hCs#KC{NBSa~f<bT!FgILufI0r|yM_7={w4mmUM4&u`%DiRnQ;KgWTFEx4P
z+s4(Ap6y6fd!6!KvvE^RBv*wnHB|MGs^TeK+~zK5Q*n~k?c53?X7x9rk^bT||MzdF
zFeUhk>1X{N5aV&MSNvaP^W#&~B!JmpQKakP_sc76Qr|*X?jY`jbZh;!r9r@+!HZ~d
zL!L8!Ywb$CNn{lh{8zNbNEI~bD?K`+g#{-@v2QsZrTc;Jb0}-1kPTJ5)5y-xZ&4M`
zp#Y`}ylcc{Etcd_<}7aV%n3T)@|M$^Z)5MY<Z&Dw_$7a0rULHcLnH~nb3($Emwm<$
z_q&F!%S#o5`uU8|s)^&G413{cgToLy)t-7s6!hkzc>2#?u4GX)U)3+Sit@oFzcHu4
za$dxhoXWWuWbp0;3m=^ahY{<u`1Fdz%801NZ#cyv2xOGT9@O!+mC4TfJMmwFSsUJ;
zbH>fW?Y*}<s=G)*#?Y<u=eBc|g||f~J@hz&Yd*7G4tm0dwkBEd0K#DguVztsYNkkW
z;{Y$n6+SXT>Wk=n+s;nX6wl)fG9f_nkxsX|@F<Q>*A_QjRVjxp35y?Gy7-J#anz96
zh@XZK*RGe{)FNID$wIK@KmVq7uX*Na66jptZ9a<TbkD9DQUxztgl60X2ekU`bdC5T
zFW-vl7$jJVz?w<tYFKBWtt<FNbZc#|kgqsLIIqPo+Mvst3hOaBrlz$B8{B@AHAl3w
zr>gs^Vm1_U;1y4dQk)?R9s_dfuf1{7pI^&u0xD!POAR9f*wBmP03YwpVbrIPq8F>g
zB^h+z8xE*o!YM?<G+-0Hn7$!o3zG5?N}MO0nv;3yz@u6OcP+WFDC*Jy!C#~QM=F{j
zzSHIH?S&^5#ow8Pb7?tD0^0@GMzBa!QLrubuHrm`e^Q&`$)1+=1e^;h<1ldI!60&8
zLG~l)2S?AH;Wu8d2G-DNhd3GvbNDMx=P%(ky6<)#)8OdrJ#tN8B;sg>Y~8raLv7~5
zevd+B!+FTDscpcMV`&YexJ<rJp3ITovEXMVVJXzJy_JxQvpYQAyPuiyou16MUwSqq
zZ(rThB-kBJ7I8lkOB8~H`Z=p|)1K^plbhR39>j<p_WsS(tUScG%sz&{%u&vL18@h2
z)W5yt(vG*_(zxseV4iYOuHe`Z<GII~oQOWiECPWs{UpE=SBW<on)qhFc7_)0PrbFn
zGO7jej!Lvw2`H;khqQ@A78=%Tiecc6KIkSIU}+r9#NQ$^_A?-qHq`2!%3xX^sAPxt
zqzCP_B0?%v@Idq{06I@xeH3Me?*4`A9)*CGN&SYl{lqL=%&a!n{C%urHQmkuw#nR;
zx~v%PqiW1#t{*rxpm0kvb=uE0y>-_}UT2muYhxX*WC$&~>>fB*Se`<D&A<e*wcfW?
z2T`xI0H>$f^-ZMjazRYbE)vOM(m==JEOm^2OeS7aDiC8@NtY9_9fd@^2AMlG7P*1J
zxSe}npMfPyegdx!NFi9|@b>41zXXmU6`8H@GP4&8fAUB#4Lu)H8REy5nF_P&F<NV*
zoTNp!TcO~n+_b-xa+|!9xWcPXW*!+F!(Px)w^K9Zb}X?ctJnZ{`?mx^j~5jrY`OEf
zD04WHKg}i2$Zt)6gG;{?xC+7`^mnKu|2hjqhBu@mmwZm%5%YLT6BB>J-;MJ64h{{_
z6E50;5TlJ)5;>a4S6kx%dJp79F!?ZSXHbVK$uTcu^}QSmOAocs?qr6Lhn=YHz_I7u
zBAyZ~A3)C@?&T)Laip|z7Q41`%OWyCR_M&p)$h0=sf%`iWjLXy{mc~gBp))3h^mF`
zIId7FJdfYg2Ft9v13X_%o)EdOiA?36dOabSpe3PU>00iw20)s|fy&@qc65v{Otc6D
zQES*;Zj1=K{2JWa3^dV4+w3KmYswc;?xR^^;4knDgS90qP1Sd7=2z6gCqTC*<}W0$
z{{D+US&42$14A9_D-iVt#v0gef?#&&C0)tYSjv8S#S)srcnoHG8-73a5+c;F@2iGl
z9L<T_ovh?4|H5f_G*O-~5j#M8<`-hSf5~!ku3YcQv&e5}e=XeHx9#QPv;}`a$282+
zw0NIs5CkDrSXTnq$%o`M=Cx`I!I+jcKs$I`n-z8%L44j@1y<z;3N_(5oG?h}@lT|~
zG^@r+mvP!LH)KBq4Mph1XLu1|<+wXDxJelLDR@yIa0R;Iglnf8a+_E|B_eT=`tpLR
zEnYYg_!O*Zgq8vL&l|}G?U%QDkb?`1-d%r-ktWx$Ar|4R&tx+@GC6);!55%E6n`m+
zJorhHG0EKC$6JgNt_cbtzPi98wf*85Q*etr;6NtRRUjP;%fW_E&=ytOq<^l|zJdd!
z2z%iBWcmaEgMd8!mzL-ape)z?6y(hjR7UnRnB6n2$%5Ynp)KKmA{{F~iZ;P-c$Lvt
zaSOAeif2Gl=dEADpod4QC{5<MiIgN%IM*1Q&{$5hyST3=hhiBW9^{tTLp@}|UuGJp
zv@`=$C|b%#GY~rdo3bB|25&HF6mx2NQfm@oJVU=ra*BM9i^WMm@npKPd-*WxAUnEK
z+<*OWVjr^Fft~*V%==IQj7JjrygPujJKi#0fCE52JHM6WR6t{v1E2G5lX9-KGovl0
zg0=EX;l0WtAzb$6f9S@gOsxDKffBnVuO%P!mH-&~uEi1)ZSo-h856BV!l%FpGWc&a
z)kcSqMQS>R@bC1)1iS0oRpw|Rd(U9Q;Tm7&_h=z-2TAc?4J2j*^NuRNiS5rFp#1rm
zhVB+Gq$0PgA?>P34Nhx{sve4zmrW<v0=v!2NS#V(z!W*RTgoB}j%7dq@v5PRw-=b&
z$DEnNwBLK8`BL&*5`GC}x(B5Up5fg3RSYqq3iqycw^%y3d6O&^YWr$p!-Xv70`=~O
zN0#qjlSFQciqOZRNKk5-(Y^OkbIjLpz>5(;)L9KRbqTaMK=3|(otFDt+!5DQzC1*X
zdg!^$w{)?g;QJHIK*QF5Ib;I)^&Inw1gz{&^!kl)IOXyMS_sn%GY**so%nzc^abcJ
z-1|dsfM00CeDRH5B=I^;3Qq!-WM#o2Xj`N$|0-eG2!AlFY;*Mt;U@$uA>x4hid$3^
zL<3LkQ!nj+Md6{4=mN}&(5M!(ML<7T1QZ>=A)a$Jz=r|eIeHJyL%(2Gl+eLS38b)E
zENk<=WJJjc0tqIZUigU<agJkV68-rn6%BMd?*C_P@5msUDOb{nADMfh#4`ZOdGa3E
z#{PNUMW7FHOD$#(=sLx8UZCwgv`!Gx4Z~o#pKuJ2&I&rxrlRN~P3E65h6Mi`GlUnz
z)aKaZSlGKufW1W}@(G?%E-`Ex#~QC|%1p#Z?#9c|cO+MlV=(35uPJq9_|p8%{7AEb
z3;oHV7w{5zmCslF3x+e#2nT6{#-xFwZKbjoRPPq~0fZ}KjPz*&k<ve|Nu-|72Xm49
zz%oxQ_PDv~57)O>KQ#2&7H2y@8B%o@Js&=%)Y96q)6*Zi-S1>+Z9OtXd}PXH1#$z~
zfFv;d7Y3>-*}dtck}jF2KvPJ8t4rni4QPpJ>(YpFvHj^tyR$g!%#*XEy{T262DKjc
zQAw-w5ck1Sr^|f$k2{lX|DBWv2}+d+AAYEKbbDW&Q?TxKl%;gRSC6rJkH&HH>=9wd
z6rHUOv|nK9Xq9qnmg8tuQ(run*{U@J15-^o6Mf?#m8uhcx(G0!i$DAF{B~uq&tX4^
zZE-wlMYz>SM)IQREstYd`;h1D?arAewxdB%_sf(ABuACW9%^Qg&IO@oQbqkweeXnO
zW}fBbkI-=n;g#UayKEV?b>iO9rRY%i4Lhy)JF^^z@1%NuBs=QA6@T?f{;^yU$JR~q
z`4ihS)@dN9Mvjz#=g7FqtX6G(gj#L=7mu!-69Rs|o<Sqmgm-fA+8L`Sjf(4>X~O$D
z8GNP3`#C~GVx;yySJF)ve!Sp~J=J~tXjLulh)-SdqLEO3a+P)bRonk+vZdaf*)Vcm
z-)QnaFVC&t*52u;w3d?5H{p;3Ovr3t-FI&a295Fgoq348t$ggF1)o({+hV4e8%Pjk
z?kFwb6Yzjz=-eI}Z&+4s(DTF15n@mY{V&CTwZ;vu)`0fAXVF`%HrLsA!;jTL=*X$L
zKYE_&gcptYk*rcNRkbd4+iovvJ^2c+M5fK^IfX<@d(-BfCzsN{C&x4xMeh4sN}s;i
zTo-NZG|&CUMo!WF^4jfXPD%7pp0d|uyTJp<A?MMA(X$NMQfR#qdi#TPhUv=`>^oSf
zkJ1-Qu;VtL`u^3caSmr;8AZq3EXB5y+37h2yb{2DW6hz;EW8S$YKTPAlrF2eZ9^%>
zjf=Ngw~i{iL~uQO_@Lk^lNkH+ozjS8X*K4&pdR^Nv5>v2W)sC;)G0|JNxvAwZ(Q5#
zHu8@_HDiGu`+lgqjVpv$k$_!a70!Vk1zROk@vFB;*3$PA^u=q{O*Ewq7lH%+bGnd)
zcxb!96K>%G%dC5++cwJ5Y7uIeS0r8j9jjw4z{OwG^<*uiKaZ0p^sGrh=mhcBAEc#=
zV(3<0<PWewX*reJ#_2M(rYu2Svrw7t_=-H2#fe~8zBPPsl&rVBm=|l`?ZN${GgETW
zmXF`LdflTpJ{vFHyLWp#cvzwP=|F5XMkj{rG=^4Q7Mo`>KlxFzuZ?@S3YH<fVSHuL
z1|&#ZED+tiKNP=bfsU+t+Z8pT(kblM==Q?nelurr&z`TRV{aZVMQgUBC1>PB-|q)`
zEC(*DJh+_2*2QyPKa6059fMv^&qQ_cDU?C8?u|kWD5n%Pb85QeRsLx;K}Xu9^>}bh
z0qDn%ynhph3gF>lN|Wy~=^}gN^MBqMyKe1>6mS$!+vH+JobJdN_L(mH`ap-A!KWy%
za_Qjm{+OO;`Vft_Xf2^KERENhKT-<ge!hXqd)GbC)103e$+N~d<}mLJ<sLm_0w`bs
zp6~@yl8%G{EQ80kX`I&8A;1Nz<cwVDQa-d$D4USE7p)>)|D~~ID6ni|J9)Pw`|gK+
zd$-EM5*wWi-hktuGVdo;f2<iR9XdYS5#Yx70B#I!(iMuokTq3@X-~<(6~e>f$4JH1
z-hiK=)eS%)%&*NCrs5LQ8||-VoM{CHKIL=Hk4692wd4xR%oMFCPiGq?RTMaVdYh(G
zW?oxSUGp>W-SV00L*EgP+S?;vSIYm9(Xq5qpL7PWz8LRofpQmfyW?xpyPJ2$B=bTR
zuWIk`45Gxm#;@_U+UMk}h|@(46tS`I_N+Wyp>kN$(a5K5?)n#}w|8>-YrH1>Tm*#$
zPP}e9@P%4)<7Jg@Bj2gj4qEnXFUFQ;WT`h(MiNKtU5B3z6#ny*f5>`7RMm(rv5%f4
zMOCTKbJ(}C^G|3PPZ!_>XF06J5*eJ^mJK~9M_WD{;r*#&efSmI>~!PfHo{)KY7Il9
zv&uV`|7xi*i&4EFH*Yk{K5EYB%n=ULPfZ!&cZJ?-yoXlt)GHc={P!bitafGd@RON`
z*RaEwa{fxz$SuF;BV&PIR#N}ijz;<fRMqmwtH6fMsf*5coHMek?%a;7GBIsJ`$h6j
zex?eCol4~?Jt6RVGq|Zo41UJxt1`I+-aAbAm?PZSgZ{Iw4Eay@MyAS9KA&W7h}yY7
z@47~^MD3(D0X@{w8qA}?t`(?=&<FqDKR;MLoaFG)yKM^XU*rvtR4B`FFzxwc%O_d+
zFi+^=!as1h9}JHK=_sDd67dTh(X4Hp6?QBwYsnfB8~OV0$avHiU41y!ewhoRtgZ#0
zvg+Ch-h1Ng6RV?>k*qEs4=QPSebPw$YWSmDRVRqH6xwG1M_YfDu246}<X%J5dZL2G
zQ@oPtahk4!#A))q1fdvjd6B!BV)hQrL(zRz8q(d>YARhhxqZJQDhftU8CS1ISoS{n
za8lTBBrtrv<5%E_%D~veh<CphlRE^3n)^`9E69L;3BD^x!@j__DS)hsCjKB_{>u>Q
z_Beq%@r<i!{)yUe)Z=FmgO-Vu^2|B51^QBb;@j2QC_oMOsmS8kyQ14GdbL~IS=Vnq
z(y5QA8mPJ1+`MukV`MZkby)!uD{>edun8zkiX!^BWVUvJ4U5ZBes@5X5tcnQ4bDLX
zev>aOz}q4FU`h4)&cT^gk4#vAf5FMg9;97FmCy})uG6+P*9$(ps9_HZ-!b=e3=bI`
zt!Z}qN57HCs+AhQ{i&Ab{<GwV=M&QZ*n%>siyMHA&Y=1g)C9-6GeAqFK;c5%Ii*LG
zh>@@l;E(e7!W9jY0j((mVtvCA?G$Y-RUHAn@xbSIf7#ueluJt0%kO?PP$Kk(%j?Hf
zT3F7We*4az|B(BK<cF2upIO(#LCOxuGp|fzxJ(tq37DTVXB8Jx3lz?E%2(C>E5xv9
zFP{h3QsEt3q%!cs<Bn%V`pNJ-A^SjEF7^4F9>Y&>xDE?jx)tAbo9w7@{0E8fKNXF5
z435rbr-v28{=+)d1Zfm~UbU_atX>fgYkG9mt@Aqcd^*06Cw)a?(Kzv2p8MtA`YrBy
zwSTs8;$OBPW{ez6(=sKTH5`O}!ybi8>V)eRJSeDMzEKoAl4&0*X*Qx#^I}B!`t&gk
zqrww^y?R$T{_*dG)LWH-lw0akJlT%w8;{bYY}`{GkJPwzB6yrLqCkRdBX!-P+bwlJ
zewmA3mD&`xG%WhjmSkKcARrTfYwy-dAOij#r>ep<sH$i<=X{?N3n&1<^BQuV<Pak#
z;(!>A|NWf`$O3y<B;FO@!C*?jg}Kml%I-I@O|9>A<PT1h*ZV>oHQ4#D;3NV@2l^5x
z9B8V8kqRKxbEN)3FaJpZJE6$rG%$!<6s9^i2P~g|J4?+5N?|cL?!HyrJWW^8B77M$
zVG?l@fMDJ-)bs&pC?I+Ap}-aW?tXm=XLzUB=45NXj(i*V&kh2Rh$Hf$rij4tI<=Dl
zFvAQ}M>af%-vd`a`H6LbKha{J*CH!Eis{+D5qZOnvExj_-HDyHoFt3~Q!jHVAYK^=
zR^q$>sux{s?7dq=T~x3l<Fs65<ng1%9f$#Yayae?hjL$_F(E+H7I@$gagjGpf)#}F
z=S9PM!rnHKI8<ohU)=2Ef{V@ufSPJ(Eim%@@9CCGH~1P#k&Y?I&A+Kx1%<S=`0dQW
zBlB@0t2bLnn#>E_=*nHxE7ZXUr0TXG4IVjS2$b5YKzXPl6|tvfGD#1~)G+3YFw&7H
ztwj`q#vw$e#Du*Vr#Fw@BQA8(6#*1BFs6}Yaw|`z37=ZkS`zOLXF&lD;w)drv^vbh
z9h{1vwDX~PN8OHeq<AB|x1nxd?2%^)I-3xM-&|5&mDoqT*P>b<qo=u`;D&a3GP|Q$
zos-}#cCb&j*MbIq4ZQ))O${t3o9RHe9}*255^sMZoO;9^uh0833(A^?i|3GkIYqwW
zRT7%M-bHVGA0<73Ib)COE(3otN*SM-5ZC3E`ZD<zA9;41m^Ma#U^+*8-b}t}G9}#`
zPPN2xq$3brhlU>_eh0$5*>dw|uy0_vY{s9WNO?=?wPUdcR~YyS@8g!X#OMzCbL&g`
zn!gFvU*nj`Z+2R>HKFX{2`aqlJ@v;2+GQWifdJxMlsfe6(D*h6$oMt`&$<WjU`o_b
zV813>;gwuq`j?*@xfV2(w-U^1JE8`-c|uuaZ(I94<Qz8@fquBX{|j<K2!0SED+9Su
z2?xX{nyiIiK>@7UcM=TcRM3v#Kd}H?N$NucXm4V01hSXgg+OluYk`!jqxgtl!bAHW
z0B<fMAyur8YIlI8h?KT>$)*Z29DI{kSPW)@CCYd-c7>o6YXuCBnuEvxBYAayG^L{!
zwoMZ?alSlK?OOA|fS(q)da@_0>q%>?_Xlhh&I<&cB#rmdt<@RjXnBKCw&+0H;F3;O
z4_NFw9@<E4+wrT!iiqf7Ee`CIb#Mauzx6Q!%g07&1JD9L3*;f7Qs3kd`x<de^R%|V
zBNUKepg2w)jx($tu*Iv1TlIniOz|n;XkTWR2-VMrcy<u+&lg{(fO|L|+Y4+<LbVIQ
zTOIh9kx@EV(aV>ox!uX*X0g+)-*D*BcH!imiqV;u)$o_)W)?pVM}p9mf(tlIRX=B>
z7hqw0e-2LdvX~5Vii&vJPQo1VCU{{|;6iBS!#!hn01;2sUJLT7RPd$tM}o%JpC8_A
z1>Q{?ylFL#p*ak_o>&o!Y$9#S#!X$PtZB1S?ziH%cOHKw7oLH*FR<^{16_~Khh-lW
zx>4mClmTm?LpVpNCP3bswG%ZoH&Q2zUe?Om<-WXp_#yTK{ucXrKQ${iA4o*>@jxr1
z46h@Lv|w2Fw~^nw-Z&m1o(M$Dq5?85ur#fu?c;%B9!eji6Y=tau$HGqZu}eV;6=SY
z1J`OiVVyWLJV!?jNw|Bd62EX$5)`<v?d#C8W57gY>wDVsOeA76&(C{bjFpf@v}mDU
zQOC6c&pTHte)=vXW(0k4ftRTL1&D8LlYEE38dMUth|Wo##9m+*_u?Y6gRP!M9=XQn
zx8}T$VW5dyXqq#Wt@I;)g$H4I!EwbD`mR&2``d2U$bT2=;9RC;V#c$6AkZnw+`U+v
z0R@LH;^dp>s<ALZN1mmLtW+?Shv(%-a@|h|!-=s5dGO4uUQ50@6e+M4>c!MPJw;<n
zb3mnzl~Bg*grH@Xu$vB_QMR8T4=2X!kDeCdC(~mmu@-IP%z{C<`R;I@q5<G#76ZhN
z(q5Aa@dg<Lf#>{Gdz!ioH{8etzlb$p>KTeR17aRD$wB%Wfa4*MWwDf-i)BrbXP`-k
zE6FkzS&GL+n)Z%2`H8Dpv~hDL;#3;IyO0ZQj*8niG487J0JnWMxGg6mjpR+c|1kpD
z=!J;>6E%aC@6$p~qhW0*9-~*79SFF}<RkoG3I1&G`{1G3Aw+yhm<m6i$EU>^IS!%I
zJ<)5B0~Jd*S&i`t!ef!%Qv3`)=?jp|-v>1DB!(dV1mry#jrv*lC_DiH@vuynA9{A>
zY%mHROAI_OWDzO8sV(B7bte(*11xkFJE%v<%+Y+v<Zb{rK*+yFkq@A`98z-<;bJ#7
zsExa0fmU3Qs%ZzRygha^NN^mNISdqKLOS>{EYEp#?~26OE}xhPVsXUL<~MC%OZxiF
zEDeNEAoxP{p2wOt<``HDYQ#EcEj{rNt%&1I_*)9bL4o1^m|^<yA~ZlNm@2(G%B<}p
zX+IxqrhkK@wbl%wiPgYDaT$BCtjQ5<9QW|I0cp3kk<@3v<~bV{zJ{v@_PvkfS#@Jf
zQBkq`mQ`*1)h*~wU=&@_fch75i5J^FPScfQgst2!*2JQMgFrwpi_Z&0)}zDwC<_gQ
zN$1Pg@Rkj*sdZRyyEt=-+6d%rfn180o)^{d0}Vhd6Wag*h7&l5B9||f`xlitgj<=L
z)?(I>Y{fXn;hQ>$*a_M!3d!2uO#n-tAY5iU>K=qW1RJ*C_aLxjtEd)SfeK`vI6`&5
zOkHhV)%HFKJhg&SJ!4_=_*Oy)fDj<4fp|5hi{!DDV4#}PzQ+S&Y0M@iNVk*;o?tII
zP3eP<o&^+Xtfi3+cW`Tz=s<+b!9+W7!+VwlQ$`$I1V$EtQ&+x;hDbgFQ=O=zz%CEW
zbK|ekD!&P7=YfZw@p2C!p4KnPEE7qm2b_KYs0cv5gN$#cjPl6N!?)*o>&BU*qN<i(
zSP-0{cQ~2+RYLU#?z|4*qLmC6uYpch!GW0QXS&=@OHnb|&szoY09`$_QwPaXpTACO
zBFS@K$2g1z9fy|pTVl$_$3=0r{*~I;jqLUvZ$B(nof{ZNQn$$W@@C5l$vnO~=^8>d
zyCx-DvY%(=xh6^e5~=p^tWG$1CjkFB;+`!zj$y>uPM+6PWq@cp0JlmeO5hWhHXH**
z%X1&&IdH?!l%qu|aacbLti`(^B>8fvmhA{tW|g-fHW}WnMd0S;VXj*|+KqZf`r1X&
z!u?`L{e{C8CQ9(C2aV6+`A32dhY`-+1!82?>o;6GATXKE)urGjQXo-=ah==@uTjLz
zu}9cpp5(*`+_3^g?{8wrHF2ydTEtujJ5E}i1+RC>CHLtdFQPD8XxIZ)h3|in6=Y{K
z;X|nD<6C-w=u;x!fL{Jegig9}z?s+})F_r{WCm@yhZ)w*0`57QM%9B3im&Gl|E3{8
z*btn%w)YiNfFDt11KN%C#tgCp6Tk#65PSh1%@PPh)a?T=J&<bbAoUmkQ~yGavjJ0>
zSYZKO=KiqMBnq>={&pB+tay1T?^EdNhA7m@KWjw?Su+&ng32;-wj>~_=oCL~)fjC0
z|5SAEk4!Cq1HjLAbdJ~A7GkwwiRj+ax?%I)DBNE3`bNm=R^HF@%41uHo<wh@IC@dS
z+zLf(A#O>MBE;nVh<T(j+rHoLpYi$WBh&bpk4_3K_>QAvJ8QC3n%HKY#Ey#tO!{*h
z=7%+h4@VfUuSfznts4L3q{k#}c$xX<@|CeWlTi2Air)9+Sk4&3bN=#Iv0!hGf)TOV
z<ftmlPwfH=vXWN+ISmcgRnaObiJLX3Hg3t`+6<b%VsD=>P>Jj*4XQS8RkGznyZ{sm
z6PGLDkD@D1P_|VTtqDw92wagKfq3lTAd31bn*q$l2Moe3m%S4A#D<~WI0arT^hHCE
z!%D{~+58+4RGXOXNHW+N=y8th#*a@Lumb+r$-aG9eT!ivFiP;r){fADbr15l7&)Ho
z7UfRM2?u4lCnVZ=Ey*C@uTS5-yTu`vCDbHVPx4Z&&BPlv{e!bDL95^LchWKlQL{9)
zSXf790mtQoyBhdMpTG;AgkV&5{3b4(NI1je4h})WH03J-x;pio7j73=+zsLWOiiY$
zJV*VmqBnz*LU#1i&TG{~WBydlHf2@jI>M2wsSiIK(!x1WFbn!b&h;VdEL@qgQ)LS-
zlrv%vTzJnGkyZ3t*^S-Uj|Aei3!p&v_wR?1blox0?s}1Wd-cc=uP8=M-9c%e$yA-9
z`T&z}%J^-FX3FQcqUzb)YTQ(x;aHF5C6KWIelLj~V3gs;9<R8u)Ovy=a|pZp<sC)!
zXNl+Um(LJvf)_-x4u8)esc0TwJn;|;a2FY#kt+))WU_YJ06jIC2RF*u_pC@;@$da>
z_!30-i($n&`t^gb_Gq~;crIS-e8qG~#<uIkeyQ@7+KV3bPoaGsVy>ut(N9`3`xT3Y
zjN7YWrT6H8(aJTWavpO0qH5F^#qm0vNU2^1#ZbB7ve|u;#ai$-5qda^aQqXye80A*
zlp(f(2aelue0!&@3mP2s>Tr%D7kz3mqQy)9At2H*v>#A)b*Zi5Z8=R2BEoj&etFDs
z;lE_lyHutcsB)5^i|jZ(PL7uBUD@`so~UXo^{PhCSW7-XAgv>$*zUMi0Md@-efU%0
z6=cc6;pw=+4OI@L5*+Wqk@zI=NBrs{!V!}Uja<)Ws_<M5h}(&G4W&+Wz{7O7Y?hR)
zZ2o~Yo0x4y`S3iGQ_p?#nOn##z^#2gzxpm(^W{)PGk@E~RDKL>Y6?F|0KE$pL7mVk
z|J<LasR2dZnf;uwWhNPsz!3hVkrG<Wk3v|H;p9v|>qyKz$~hr-e>HpE6`nALnznpD
z*@p1S7!BGu)sHz7vTn-a8}M&pDO>)VH;jaMf#_v}xTTJEh2qGzAGC+=_V4_xy(mm?
zy7^p7L5R@Ug&8Nw=58cts)ZvnDk^AhqEKncdbF%G!QEC8t+vP;8Q0>v-a3H<HCHP?
zp}`bVqQ}RY*dmeRNDhmZ&UVO5e*b~R99fsvn(>;|`gG8y%NNYYJIPKaKA;~JZ~ev_
zy{qo@9QP}=?3jPFH<h#7jP{e2IfRj!lE7h}+U;ffORI=FFWy*Rq6{o<HYf1%S=}Oe
z4nO6sXy>74=+gd{W~@fw3oj=&4GZ1LlD{^M;`Ln#0g)xtxtr>7F@&h)24a_R>}FW%
zR4?b;b?4_ZkTdgCRvo_`-M1ZbfMe|4`)TH%fX4^lygW)sJdfh5MI4<+>FPh_j7A|c
z_r`kUAz|0nGB6v^WhGEX>`|=9L+1oo_EERtE-33QA8o`Ci|DxjwwIgWoqARL8fXD6
z@!`=Cis->-3y^&m-+lf>wgbMCrcgWD^VyCdjo01V_;#)^B6FUZWk1!QQpY~Xcb#p@
zow4HlJH$Oi4Eh57ZoGyEr5n9ckJ1*ClUKl&&7UN8lLdnmDZWpcU5SjrE{Yqcfe_R&
z0bb8wId%8FV$lD?H*SX9^1Fl^vK@2lEa~db++}gOYp>l~C8!m8+}F{30^c5fe2sGp
z7trVGU#ys3m8PnUHWc(N*4cz)c8#Ea2(v4pBVM3y&dJ$T#--Tb%f%1&1J+LLA@Rl`
z+VA;q!sY~`c^7110oLSj4=iT5uIbHRFsQiYoUvg&>yOVOU0Ii{nf1B&k%K#SiUp}9
zw&LC${Og+5cAoG-?+1Iw9a@(<!VDApSwQVaF8Vs<>>tW1M&o;Pi5`|fB?W5WCa41r
z>2SplLRD=PPl6=Z+j2_6xt+$ENB+fHNctUb_j|^H;umpHfee}hbxGyj*nNA?US7)j
zWN`HkJoO+b+zd3Cd=wEEG9##(+UIzm6V6pInY-R#37|nw-ex$&1s~PRUWKV~k+;1Z
z{mrVR^Le=ug64Nyrpa)YJ#+mF{s5J8woKHq&+VO#{?dZzF+<vGsB;##ClWb#fOdAL
z3taadm)lK|TF#vW%oaAnU>Zsc6-TFU(Iv_dd}2_a7lR=A(^{Z*5nY+Np+ye9dM!G-
z^!kE)BELB3BN9`Zt`Oc21$!P&JchbhX7BL4_Qn7HaeHHuMB8UYs^f)*dfX3?$Jf1v
zKD2Q~o_bG@BTNMw2^SU}2N~UL_k)@#(RK#yz@b*Z8*tLoQy#^9+DuDrhyR_P*RywK
zUqHW@>4!9=aY*x``-VOt_KY850i9|H#=hwOsCw5WE@%^$8J*eCxT?V>tMmspWl7eL
zpbJE!iDjB9c4;X0rG`+cNCX8q-Ul|D3`{^+H!>D@gb>oS{q5<?7t1vj&IAG3psC12
zXT<Rmdg?mt=wrGim@pZ*hgB^yrn36@muCz&pNMGs#df;`8r|L)Ac0P&i)bqzp|sm6
zs4!X*%tJ4c!{T-8MBMnl$HgyBsdrLUjQ=RTgU%z!yJ>36%ha`Apn5m7trAe|FSX31
zn;1Dsm7iWfpq4Wy)B~fc2ur}>7XFz?v7~T0|8UEb2+2(eSDfvu37D53;Y9UuA~rF%
zSxdY%%$|mN^yPiRGQKlZ|Ia@z&xY@C*o!uT)m04Fo8Wi3oz^BvqP5sJ-su)YRrnlH
z`58M`+0Ws%a})OUa9(u!<$&O)9$tCj<ksD6%0#{F=R-nDM?ZvnpeSt{3*zjiu(U|c
zIS5TLvnWYEc?TJLBp<f?__6lGzql4VigX^BPEbA`8oZ5A00x(%`V@Q?zkR}FZG_#a
zjJ!6Zr4n2fTkX!HLk)WbLm01y?cWN%egN*jjrt`LQ(9~@&qhg1hlyDcK!lF1pagA-
z=7cc3;rC*K&+?Wb<aCPKdK+3dDD;MFGq_&2L4aKKBJiFg%#6FAZvTP*0HfE~#;M@F
zAA$I@gIIyhZfXZvS)vbHq~LW%QFNt|dLJW8q!M;_Pr+US-WR9%O+7hRFPd8AnLO7k
z=A3O850K!;rN|w9IH^jgb&&QIf$N>n8!tq=pa;hcED6TVs|0Ezg`F<7kXBoMu8mt*
zAfV%Om9i9aepqkh9^L~_NI6e97c{q`u0dWjk2Y2<o4JJl9}jBcaonk_;4Qn9qk-V3
zy$rx5jy1DEUyN}BA>6<TtIQs^x)nB!A{=Lcs&n<oFz^+mrGA1cCz(?Bh4NaRp-DuX
zO4QU8;eeH@hMHqYfRv)rJ+SruI|TpN?*l}<VP1%!!I{I=l4CIxvC$*4bh3nRM+e^i
zUN&FTyZ1XFyj449CAFP{S6Y}Vt+Lj50;Iy4ly;~j&*FjdS8owhDt{~@y1tHX5VeD+
z;qdp>wLUvxu84m~GtB{bLZhyI)vImV$@>TEy!-#pC|Rl&V5Un@=@GlHO`f7gC{S~A
z!ZpK)58;_zTgm)0FPZ=aRi_mW-PAZtz0W@YKd;2S{EA3tgy~?<S^QUu3P-ElXeU%}
z-IA)VnhxGG@GQsyBVfK8mLv3Q=BNL5?;dAeYUZ~-w~`j=&}K$iolMs5;y1K))9*J<
ztx9Ro4LKA^i_Z}!GRf&%o1?MuS01)7RBYc-6)wq8{9cnPPC`v&9Kdu${4$ag4g?=Y
zvFrBvn!vY3?=VNxXDIERgK>nc0k9tn!JtJU*`M@$F0cYwJE+lo{#Z6$I;je$`e+O)
zkp~CU-{#@HoGJU<I2k1Qw+oJ!o!iAW%76UnSIb524w;S=7-)0FVwIh&9)&lTMjyDE
zgtDICZr}d(q{&KkX>ScY@vDJ4dkvZUd%};Kb^>JO<<_DIkkMu8i=_DdkZXVWxaME$
z4M)mFG7E(Y4zZG`DS6)1Ny`E~!=*RY6-dkr*v4$RHQ*Gj9RLaoH!*nzTr@`h{+Z0_
zuSgG?G`PQ#X#9ac91lc{h{c4E&uI9J82-loZXE%fEdsx)+U<qUXQtNwM2at^4mIIs
zHo@`rII9_csjg~AFW}a<;uloM>3bDTQ`O%R`{n|A3RDYW62bx@{#2OYqOITuq7dhn
z*@(xrhl64JF1$`3G&ha6h#*AKw;aojHi12rP^FRrgq9ti{>fSp6pX|(N5dtgJK#Vm
zn;yXOyZ~mxh29}R1;)?6jzC{cI(6atbpGb&P$whu@%lth&N_%KAn=?ydb<pA8$|9-
zxV##$ZeWD(QDc)S=PJ2qWhhHKj=oz{vg0P|eI#@Jul!-8hrKj@buJN9{^-4^8{oX8
z6hL)Lvk4_Xm1{;RQUS`(DUKpZr~UK{#hCM2b=@B<wN&SY=)c0jn}NzR4ZT=uLQQh7
z@_H%X_B21NlE-JJ`;dxzrqVU$%xj^j&83G);_8ys9l(5%;-~!X3VAT8<8E*$%J>JE
zl4=+jHGbn54oGZirP5%!cAIkh(K4i^5x=;3WLXSwO$3^msk?=`p5^`xFB9^-5(zin
z>qT)XCtXgE>g*?Uh{@e3Co@K%XX5!01fN978y<v6R7S)~iHHH=ovkoi9R9y&TKn7H
z8n!XWfZ!xt^+j(kHTm+^L!5hZ>yYp8I$}(q?y<Ps4ToDA{^GO@ierlfg}C_T1w<!(
zsfF<+)XPJwGnVFK#K|5KUs3<Nj$#J1tOJsQu{dX=s(N<qB^`l_y6%npxGU98zW1pB
z97Ud>EIEnwBDIuMvRAC|3yQ7*Spj)PPZ9Oj8lUa>jf0$X3hiR>^}@}B@3`c2|H17H
z@+8kb1|4r+FpY8c^3OcBOMF>bTtiWLI<;er5jsfAlAlozSYboHGv#P_hsMqS%vWHS
zpE_!$ZM2s9t<Bng`2WOCUzdd1xdQAVZi}q?TDT-z&y6ANst9j|E+fXDMSZO`_Y=We
zcum!5O4@Y#y_eOrT6vCJC~IPLd}Kvz{}uL(1`r_hDD*?qVs-_KwVH99vELn0?pG{H
zd-`vmEoH9?qi?GKo=oRuTn^?qea2xGH-nR@2Mh@R3s6e~1QY-O00;o#Yu8%#1t0&=
zdjJ4Td;kCm0000mFJmt;FEB4KOq*v=likzC?+{2pOh7s$KtKePD$;8x3J3~FQxphF
zlisD15Tq&{1wjddG?gX-B0?h4TWEsRh)VA@)V$CC+xuZ>&dlzd+4;>idv?#v(t*-I
z0Kf<U06kzF4gfs=ov^Y1;P{`3f0j8V{Lk^X3J49*<Iq66=feHzn>c64hZ>iPV>?g^
zJ#+i2t77Qe_tyqqP#F#QRCP>lF@)j^yFX3T*KPCf3)&0IoU#epKg_tS2$BKGgQhl~
zl$6h3`Lvw16NtE;S7-hs&X!aER&Ew9(VT(v{rgJd&P{##or}}-rL#8psZ;`(rYi*m
zi_6mUZbsa8){{<LF9e%>Nc>zcr-NDfeX#%QDC_<`g(vq0UgZpo+`3X1yTm$PS}}Hu
zGtV0N(}t!U?#{)M=(^?laqh}(x#&&ZVy^Tw1}p18ry52c!MKCG41__v*2iyN+V%zr
zk-{Fv;c7oHZc9v~oHS9_a9rNhbTX}>6=;3%iq?{IR8_xUwH)n(E1X-gJE#Kju<2A*
zjG3h+j#~PTj=loj#YOR6_t_MSZlx>B?y`G{`9$$$yy0vhd$lx{G5Kd{FjfZ?z<kqG
z?p58`RZ2fBMv*kU?-GO2lhvOfyG-w><?fu=&hPm9KT+80d9^U5Veel#yKt=%wDGLV
zumE~nxANo3+NoF6K<|RZKa1(6<!hA_mBG`kcGk9Rg0K$_vvg7d!~3bX(A*|kH-uxj
z5<nFCMZvNyDV2!74_El^lm@CDhS$Byx7KjqK6pPiI{HmiEQr_Anl_hn!j+QbGJz6i
zdR?bqVUYPugp&hqyl_#e>swSBFPwLuEx%5AR-_^K%;eNAW5B-0ZKhIgXFD<^<7JLQ
zVlc0Rs`>Rmjf`9O13z<-wi?GGCIo5{NBQVQd7WY~#*&G5ZF8p#I1=bS+NbJFRuj({
zK4aFOT(kFAyC0Zeb~H8m$!+;gb#7gfOF1E)zZk!i_cp&v*0_X)SZLBl$CZEgD+3lT
znUIw{1|w3~GQ?XtVf4Cl*F5w5i{9TIuB)#oKwLl`srP2TIv$NW20adx@t4>zw+?K{
zD=!b5-*H~P#$EW({q?@=6*oPWVKhi6393+i<tKe@F2jwgB09G608?c;^l0i-JtLFh
zoUZ88NZ%JaIa|zQWU(N|KT@7EPV>z*Zhq_Ll^<SBG`&A=tdBL@3S=o1=DhYx!fQhA
zS1Z-rmv8Xu>mJwWi_^6Zs>9A(+1R=r;2rtLD=ZK!pgc{6F*D7#JLtYuKbw28kazzu
z%*!`;cJlrE-Y?~ijpZ&s!`-K=jf*ch)r=X2+r8|PHwDWGoT2rylK+E}UALz9)<&dm
zHd(~WMU9<2&$sX&&GZLn_iqFT8wG|O^twd)uViH8mk%sx=3KLU@+8o_Br)=3SLt0_
zzU;1}6H<UWSISMOp2${NfbnFju<hSy%wHj%G^0CLtEty4PyW1NIc~N2YUBQ~u`#jm
zEyRvfzm18!LXa1VTDeA=Jk&pVG0-RHJ%24{pz-U1lXHK*rS-Lg#xj=o(pQ}2uK2xe
zh9s7+$VC(FxCvmk&>um^agMcdWPuv@lkYO?Uv50Cueo<`XTrtS@}EZKx}V#|cJ95v
z{9KC<70cz)SKLq?BqOlIdf>?*I+2lh@u|Rn9OM!iFZ`Rgtrq>+DvC}etEf6CJ^udD
zf5z<KW0UpFwMswt8fVQ_2Nw4=2a6BN&k{%9UC_vIk~^m_;#}j7p;uFGh;goYoQoB?
ziA{c<_}Sz<FD>|FzG|zp{%(DKql@OJHwUlYd#?q4{2XifAkJ*7QW_)#`w>9pl*rf;
zW4kmy;Uo{DqlAn*i4?$jD})Nt&5F#Em{LVlJ&-zj3BQpn3*b1H(wzkN@_4;;5ksgs
z2TF)hkD@31{QAF90d_zi<e!a1#Y5&ydFZtn&!QNb6=3{4R(>c{){hnw)A3G^o)LP8
zD=)0Go|g{SPP~f*<iR(Q^mcbCbuc>oIjYIesKIuUtu1Hh;%8EY&G~45|IOSxn+or2
z9}2F3X_FN1my|ua1x2cwAhVr9REsz9eUbPHUf47<WBk5=0Z4+*>umQXS7{eXE8}{q
zGT_C`kJvr_dkz6VF|mQSslvnYv2+`ke`D(xQO9_PI=oanNUIdb;LWP}u}G^O9I6su
zunP-4Bi7p(xn+UdI$XtNC$Pm@rI8zv_`309vsbCDw;bU_@Y}EW9a2pYIUNt9WA;Z0
zK;4iWuCi5uaQQr3tcMpxca#(qG?)r5`3C;4ii@yrrEaUGjxhU3g)(8SgTMOh1l}=P
zk-YjWLP+(tC0}9B$*ui_Gh{F~eRyCX|9O_c)M0#N|7;5H=Akdqygp)9d9xU{J2n&Y
zWB|ufuagpv7wG+N-}9}FB=ejFc)S^PXLt%k#ia-|u~AFtrx4U3?k}}<l%yd@#JJQ5
zWcG#GCaVkn%NpK${_M14J$N@=xEi830%6qtuGI`87Ckr7{gT3zB0b1_WVR3WRF4o?
zag6_q$vscS<CD{*_wqv(eXvv%3|?`ntu+Nadz0$kDp=)>oyAj!z906OyY=n=?t_K$
z-16LXrVSoNP}h-7+`VvRuVU~b^<}_jT(k)J?hK~jj%hIX%7je^i52e%Ph0}e^Y;qz
zJ9@oA3d9GZ<5NyxCwtsu+F~it<}9xwFxS(TE+tlUF#+7c_72?0Usc*e9+28&f@gkK
zDS=}>&r_EWfGeGbV;yNje(^2rY>}U8*nf`C7eFI+#{~EPJw2ld8kAcu3L1NFDv99p
zUIo&4eXzQt0HznVOJ)gWV9*lqBtE(TeIv9soV)n74KePYys00qLN@R9e++X?oIPu9
zd!TBho~+X%O}PRXuiTp(njuo6d+C}7TS)p_>)O+xP9)%`k@nlN0CmronTGd%P6F3$
z3A|BeZAPv8Y=z0k;&W4=ufG#zlUZa7!0=ivRw*d!Mqf8*77~>Um6etE!_GKVD?^ji
ze=|RJfk#&yMkzt>hzbse`x!t#brNS$u^+!zbb@ABa%a$0zljtbs3DE@93}xvr3pfN
zkFU3B-*4LZpuX7;lKgCV@MBq$PWs^kFlG{%R;C(+T=4|NVSqNWcff0N0T$WB9opE)
z`dM41c+h?)%G;Z~!bg=46FjK|wG><OQ|%V|Jh3U_qygap5(6X(=^MUjp|v{#Rug>o
z`F9L4#=;-g^nPMRNs-u>wUa#@eujAW(HBokRV{u~z(`oDA4cd|RYiwkS3Ye1K>#r)
zyaYQnPu2$@_+U}B2@;hH*OWXwr+?|d!EQrYR*CX+lRf<$Gz=SaQCmxli|+yM#aZ~>
z$XU$b1C0C}+Ec6Q2+k+|im@5@mo#ERZAZ91AVjO9e-PQs1=s1CMET?Ex!14~AyF^z
zo#!wUk*QCSJP|a%L_E8xS~eR8wv(UL*XMT!X7hgVQ-0*LtqA1iG@|tUqi-M|H==6l
zERd=}JwFqbZW@w&1By0$WVLxG1&lV=?hm`9Y(Pzo|1u7Xe8{ctbGCD}n)EVuUESgK
z$y*%Y4F=#QCqq7z&rDzwcw~EChbQG=q*G|>$?B5S7&iCSkBAty&r%`;5RX3@mvJs+
z)9bH&3mc=6PnB={rMZp~h@dS`qK2{$xW(&f2XQVOZ@;RN8np}xWrZRa5w#JJyFQ!W
zX2M*ENcl`~RlJ{R7&OyR1D+fQU4Tg*0fj73-XtGvlc0z?>SwANM%t<L{M!NC*KZf$
z@BqsF58p8kzriJf#yGg+7*NF-=FoNHEo7LF?N608zj4kcVStQ>e8c^`^ScjPzk#Xi
z0?kVN@djcvpqpZ$n>Y<|cVaO`5HF~?$udJ==_-)P*7^b(;9~0x!~gOGYIVRfKEUQj
z5J~`;YfAA3uQLfL-}+YcjVO0h?b*pWIcgIml8Ygde>&u>3b*$3xrrUL?sZ0ZBj1$i
zT{gk%Ns9y}zORsHqtjOWBK~+j_O+V`11<Q@nwA4zH6l&W6CH-T3dd|<@$h!3U<8!o
zU(_cCXuc94WyZAlk9bkWM=lAPkDpO!#;HPw+WZ}BIqnW>BOiZb66wXU+(U2gVJCeF
zqO~o)%8S!cocz1mSD+^gQ8m=2jRD-f1DUVq#=x3Ez=^9f^v5f4`rR<Ns~Y9;eioR=
z3P}Ei=mI_6lku&3qXboghPBBLwgnA+zr+j32%w*%5}37KK=y=<IT4xzeH(l}FThyu
z=1R}aKH5Ru&deXa)sCn6K>+<OB;3gqczYqN|8^uG45IjXR<&G$Xz=qn95hE?n!Nly
zXz@nM-5(I@!&6sSMNeBhzoRp}d|>D9AA&Q09{vUrpCn={!Qt;(!Lj=gY}8{dFEFsi
z63!1e&3fT&q0EAXDGNv{O@p$@;<F0#!JhF$)%t?SE1_scQ7XIM6|xI5T!ZlMCP$|h
z{8bnLED~s&ghjA4Q&a1ZG#LLLp8b^nWZVyXNb^j+aULIxBuwdt<F%W$F7f=1TQJKP
zfrkB@&C1X+jmGc6WsRULpTR97DZ`*y8l)<SaCrMY;hwbz95AmxJ4o~fCO}loH&Pwn
z{liF6*4=87m`!TP?B|12So5~F(MjJ-$|TVn33!bjFHBIppH6LmEu&YaD(XCQ!}I4!
zJ%OF64g`uN*#5%AHA6!GMn5fR!7w2ibC_GK{}7KWwEf!Gu4*HmeWdeIo1*A4Fv@Eo
z3Ht{HY$fn`Uo_m~m~T}JNL8XnZebVX8huP&Lwr0{l{e4Vc&3^WT6|ILh*BoWF+ihH
z$K$kfL_rivH~b0Duv+k&gi-<)z8k6fXpocfbQ9-@$_9VYhAKS$KebmhUpSYd4fyF7
zUML42=u7Lb7{c{}q7pb=g-X21+*g4L_%@`q7sNOB4txnd)1+-zLbS4o0?V2y+!sP~
za1jq?qGYcdOi-tdf5&nBbU;vV0+N&-Ps}8-hbvM+05F`u)^h;@qQQ8UiTm4AXMEIC
zI#WVF%Q{S1ijr~^`J$Y(KJy?dfxb~;@#&X{luBHM02?naIG%<`J;H_<LlbC%eV{uT
zEKx|kJuQhT;7E7oY}MOzoE7^M4j*`TgiDc9KHOMUVs+#>Nl#?KZnSCN`w0F93%b83
z_#3P~NnmG6m4*)Fk$5(QAqUEYk5Mm;3+=FL@VVQKxHH)H1BR_2GX65TruJLul>=Dg
zFeu_LACUJH?89;;8$ZfNJSHfm;{|xdXIAZRKIAxwH(-W@C<HvmjACBV26|K%Z&M0z
z0(v>;eB)W68qMJMKM#~lbxxCQ@dfD!EW>R^o*=U4rc6}+`j`?mLzP?)k9ngp@M2>f
zR&)L&8cd3Uc|?k^1G`a?4FFKCL`k?sALh8;0BxRi+w?U3AzPV(xp3z3kQV2Kam7=i
zM>ALlt4>*`1le*Zng2svPxFd0S}7G1j7kX?5{Hfs&XyN|(KG07USOZ1^}RVCt~zmS
z2R#&UUAiE^*aF{V0L%HC5<8Z$eR%1-GVmJnpfb{wHUQ-w4<!Fm#EM*c$YAmKiWW~l
zj;y8e3oN{a0_L>{$kf|J)5aS*P!{hr@&aX+#+yGt`L0U#<>%q6E&q__3zfM;n8&qT
z4<u*o2p&A0027vDdK_*u6e&=DRq&jFuy?^5UxWG1B03cTdOM)(?3?I-mND?1RNuUC
zd9!2|8+G=*a_e-y8>dD7)ceIgrL+Nj*rNNaCKQZcDv@~w-u-bnnUd9ho}Ge*uforK
zgwXLbm<TrVAw2X@T!8AQMec-azUTiN5ax-955%4SL;T9SS)$Qvn7fMS4+BSW(RY&u
zm>=*%m(?i_ikG3v*&>jSP1;Ko=_R7s97t0g0614E4sX8UtXeSIDpj-KqqqJIeZJ`T
zu9O_SZEc4Vxou^^1K)36^_)LEw|V>r=-uw05OBr&rqrY&Gy(ku$308PVNx}4lK7j0
z=oIjphuLVP27^BYw@i>BSi<)SlxZIr`|I4_J7)(MK=x}FiVJ*Wh#U5l6P=gq$KzmP
z=!FX^Y`bq3ocwR8a22>yCO<+18EN0@z^UtpiHN&KC)Z01ecAj!<4AOdW2XvG^lG#P
zKlQ5+v>+Tkj|o5bW|87DsSe!&9)mU^?^icwJ8>@;z3V*a>8eA?OFpSSxJwIs9s-+}
z;b+9?gGL$gx7rS_bK0ifSbs5}FmU+sQ`(*;Mih>UzrM!5s>xvWP21@V8eRi<8?ZbO
zSoV9W&a*la_O=v*3zZQZ*PJ3YG$17#UOqm!91h;cHE^!urv{tZp!Gqh@4=YgxI5XE
z-sHE8)Q>HiP?sml?kab0kq%jaiO)K$!&sNC17O1Ek|A~kjA11?|Bg~4oX%`LfHg3j
zh8Z!ZH8SL1xExJ6QF`A18h6{odjfGqY^)`1Zxn2C=04<~q-RxNb|@D9^c`Hi;gI?D
zkyBz6x(>7i3I#RD`me!sG9B<Ky>);qJZKsRo#%iWD6{tBn)l41>(S5Oyb-Vnfxc83
ze^<WFzep;ki?fi7GgT76yp<-`f=j*5e&FU#|1Is@U<lm4zrq~;@Rb>9zi%pCl}gtc
z=>q*cLR$WTvw4b_`M8UB$JhFti^wFa`8rD#ogivMg?6Lh9@f#Yu*xoQl6n1%$5HLa
zYSsrgRq2HTmG-;=3X;RF6sB5ksSp=G6)C8fh^;?5R(z@rr5z4DQ%Jo$iMP5^5(8H3
zR0K`Blh-7#V4}7l!k<9;5E2f_VMB(h@l*4g5Xh53QY75@O=(#OxTVng`l$hv@ajzN
zL|i*=;OI;f?w8YiUUgBZ0N%^5F8&u3)eP)F(xC>(kz5v^Hm+vnZ2m>HGH&BP+JGuL
z`8T9xQ|jg-O1ZNJDXB)drW7Fg?BO7(yx9gkja`{Xja`x7T}CM`VQHDcReMpx=dQ%{
zwmh+D!*}5LPH`UDQ9d*OUWf;@1op06=O%BQX#vZb0!bKVF#3%G<68xgKg0vpw5ExA
zCvMunnm&7~DHUM(vi~_}KVnLSQ`8HPZ-rLvfXIF*MOck8fvXfEpzPyr8jhDbK($2)
zim$4Bn_?joCy!s>l`6O}q9p*76S04Quxo_yDhODm;V_~NVHz-=AJ^P~b7RVzEYXfs
zFIB?JQ8W&iGUc1-QFjv=NQqD!`kVfM_9l%G3ufAw)>KaJtIc1B*$fBw&1*|SKQhH0
zWPO3!w$@QLnda;x_lP;*QaEuOBAJXVAJ8`J36-Ij7WnX)`ASadSHh#6(n)Vy<0x2=
z05_N0W;cTshm&<?g~4i!$-?(C7+H3IDVm{Ih34al(qvNo7j+Vg4`KaT0GU!D<j_Q)
z>#I>BiDJ;%aG9&3lv4a01hNA8q!@L{M|PYLk@S~f4Y>WDL@e?NW}7rj4v<C!S&97d
z#RvJ`m;w-<jR&aYHE#05NAs|b^FPD$XWvn3IH9#Q=pP6E>!~JDxCBfW0fg&X2Oht>
zyP$!d#ag^w-S8ya6RGd4C&p=MClQs{SG#~GWR#EE>ToN%l-4HQcJB9<exyz@uJnvE
z9m}OzOv8y48HQZLLHY)PMh^~l4YYeE{F7)C!{PRc^#8txO{MSMj*&DKh(JGiWS9u1
z-SB9PZai*$<mQ&{zgQn}^U?Dy2|*Ya8~;@yVRIG`FNhPw{w6V+ch#Yd0=J8^*f3ss
zeqd>qpHntAB5xBhtN5_w(Dk<U*jlkIKO{2*DW-N$2a!(y-W2YpTSH9$6r=phi}PaN
z<JUKmyN1*6w22G1#=X+DGV-84BQbx#4X6tkX`GdPeQ)nBkl(V`?yfoQl~X_YZmqq`
z)cVQeR~etDMaKWT01!%JadS&F))Gw#NLK!>Yt8Z3C+N|7O4+#ES?DNYI45EM^S9b*
z`I7g?K5~6xI~D8O>BD)_x1!&rIP}kn3UZbU9tjnE!7Ip*kPjb~TkpLZb8)s?F!C?)
zL=465YCpdHqGQ|i2CI$J&+Kr&RdGHQS>5Z^ag}x_-2Qvz$M-Eiy7yUntLBHCf?uVG
z31;-*WzDb#H`CMUlhhOXc+0Pzw5$0aBt_W`meD@yYeoFns6#;hPD^{%uMcSoo_DS9
zWoCUCB2t@ZgE=aIu!fScNK{;Taw6Cn^#$)NEKs@Jw_$mqvUz!@-cyaXB)#U}*!0iw
zMP^a0(Av?mEQ$j{kNQDZ^fp7^as0mlNhVs>l0W28`)<Nw(`Z@FS^3<xt9wgo{?~T&
z3)y8n>r-TI`FE?|b_U6%)ez;pbzf~xarUXh6Sou7)`K3uNM$H~L9V)%R<0_Xzl)D8
z2VZlY>D?U;m3KZ14&<v`8f~)4|M`cuQP*5+zVLohUNGsCa(BF3I))X&fqKOPy>$7V
zRLcCP3Le|nmjWJVrAHQ}3FFC6W)8!PAF2*&3JbqA>rprAPH&W78wwi!nO;-m5fXIG
z$<ded7HdpdxA5((J8i#1L^?SO%fTj#g_TKbp_TDDk@Llx8->FO9eU>%x0Q{qpgTwJ
zP5pBc5F5@j%`~d&g8oZqqrVdE$aGI9i%E@I4u8&=K8AmI`Z~AtxVCui>Tt-dKDBFG
zi@mh$j^4rx-bS72-Az4To2I2-J_&po2YRge(mCWd*Fxfr#zZdzE^FUl)@jz#q}0}e
zo0sYC6G^<HcGlbn^~K9k^7AS2Wj$Zjd;U!S<cb5?zMl8*Ruo}Q-TN_|68EfAZ0M3$
z_4Esiq8%Ss4YF&m`W00L^No`fSDL0vh~({+pVOnZ(_TEOZTIr{U&D|iF&)30u#Eoi
zESz%UP<Y&V=F}t@n3wsyw%~_(5uyb;6WxOpdh&IgLQuX3N{hbj%oJ8#E#$z54AwI^
zXEV<vdzB(5FPRNrj3G0SN10?5h^C;{Of#2O{3Yy#w;jQq)K~+3-v2=Dh-BYzdZoT2
zSylc>B7=b|q+OQLJnJ#QD5P0?^u&37ubI}AuP9vnI^ht=`S+y}^fvj1=1Vc6JemWw
z<6)2;OaH3v0<qI0MD+-x#oW|9jwK+5fV5&B)_KM<mB+W~jN$6%;%_H`KE}L2Vp-!p
z;8KJ$Fw|$%5$di`YnbsxbN_2suMH=*>-{i3@&2)U)$<3!`{dobhW^-TxcK~D8^pyI
ztS3On!}a9xYZx~oZ?#s)x2AV8RnA1~%1vIwn|U7FiC{m1=%A(RC{9=xCdg-|pa701
zm;SZ*Sjd$Y%YXt3*(oSSy(&Ec7=v3ODvSdwz$n2a1(RauW=jBTqj>1gqL>c91I#r5
z<syVGe)Ku=ru*jaR2gIbc+3WF1VTU3n51nyNlE?15^v}C1y*5?Zym+|VEH|PHc+Q-
zy!%Ns7d^W!e@x)}sGUC}OcUfylS@6WhBTG^1eAoa_JBu97}*SFaf{w;hg)wa)xY$~
zE57sBsOJ>-JkVor8dzh3VUhe^GZ!ngoej5}?eI#USE3>jcLphOg=f*yLV}sZGg+&G
z?M>1_{Uekg49jpH`2vXLMp4hle3n5q<5{pz^T0AkS}{G^uW+46k?_O6Vfgxu4#m_Q
z>M|_ceINT1MzwF4wfciK0^QG5#j415{6!@?)!-MzSWPL~`2*TX`(_FOY|Q;{=mKQr
ziL-x+vHVE0myb6Vn^<B*Si@OvBlR}5<@u}3G*&<tUb*(-8q_JFOF*-tsE9An<)kI}
zSb``dO91~KU(9t*)0`TOszvT?1wJcoh}P=Ii_Gdc##0w&t1iEQqYvekLKx;&AYE}<
zSGi7FJSkDsYCnuYcg!EDVkUb6gUJ|*$4A+QwMUXeL?%4bgZ$_F#u-0E!jsSyOR%th
zNH~S<nqXSDu$WqyzzNrOBP`|`LyH?tSJ#8GgvX3V|JNj|-_%86$lHNiD^X)uFbX8Z
zz8x%m5ViXocH(@2M$;>-$3?i*i!qO(DsTT`Csa*-0BPC&Q421aq@+OZ9Dpu<Am%9G
z6`nP7J{0nnOdW~3sG80D!3C;*472e6-LVN7gP-gncL%Nw+S!8A<|u;qfm)?QmK1ym
zbL?YpzTjrq6rZz5Y8V*K;T8rjJ?|Q<nhjCrhW3j%09;T%0lm?6%JCRH^{}NC8UjSZ
zeZ(?R0=v5=3rJRoAG;dk!5_*B^HT}g21BTE<VGh5r;aW|@?>vmW#frr8{P!70K&UJ
zm`hMIB>E6|Ki~lGpFOe`fsg!&$e22yQ~gJTQbEaec)5b01$)p-9q1+t{UsdzLqwHl
zK>-l(yI=7qP*BKRgbOKjwS#>CZT&DcD$sg#x}Z$tZ*T@Dx*;g4tf;t1WuV8IbDtMl
z0#S!I4Uwt?rxV<<pS5L83WgOLA`m~yel0wjM7yNwY=FQlz|l0zkv)Q1yGHCcX#$z1
z?1v?Jg7bwF_1ZmA_0?$8z(eLg3Y&Q9m;*lT9$0G=rh}twl~eEF3g?MS47AeUC_?`l
zY8^zp0e!F@RVHTl2t-|o2m|-P`QKYR%xP2n!Nqq{Zk%c#_-8^N`2?9NX`*H@u3}Zw
z2Y6-KD%u9DQIDN<6p>j$LRx-T=Eh!yR|MMcd13>VQp=RdjOH4|lQ<c8Fwo!fa$lk;
zCV-W)$lRuFGGOV`A*WR*8#RN#JXV3eFDB*TvpOHOfQ-e((}KOZEApP0D5F!rJka{U
zOEXI1s)9FRnIel=8f+h9-N5cm{OcV{3wjyWhTTCRNwQE?+E}_nFc>`xj{YN*ni}c@
zh_le%fg^p$^<>@OT5OF1@s4+S)MN>;nZ6`iKjje%qbr`j4Jd(-f)OXLUJgg2Z$(6c
z<D<Bi5RbeG9qH$SyOH6{$A@j&KDDF}os=a(=nzER61ts!Fntt3(d*f<J^7HmPzclP
z#seI7#N8QUT+C8Fci<#i=>tbJfEGe&r&XDv-B=Qmh^}eNG@e@Rk|SJ=H5*j)zJRHJ
z>I-d7=<<fO0sQO)3U>udPLf)cO!v+`Z$)@yF`z?3(Z<I|*s#4h7&X-40@vIOrk`ar
z_mS|hK<Z0{OU5yFCCUv!Rs7+`VCi6=ve*0~H=&5BmQDl*$2c(qFKF280zY$_pnaYq
zrfbG9A^*;AqHBGnKfun5%2Je+<(Yqcy2pHRXcQE{|BM2uw%+=a0(nb8IhD>n3Iz>>
zQ2LaCIbyGJr}WImT}}rp=z~QWxZl`W+D;G{b8sG6n+ue|SfkT8o7=RV19;lm7&{S}
z%rwMFH6&cy2du*d9g(7jN`cXf1OxZY_fdFS7a_Ia`v^oMK$E%&QNF>$IPV6|3u7JE
z#GDUWf^ENq00f=<1t2(t@_d8&@C$BsMpH21P-c?C;*B<#=5)2NQ3M_wyOV84pQ4=k
zNK0HDbsC-CBLJgl?Sz1L&J~WW{D4WqJu&10fYnMfhv$`U*ef8Bt6><#50NDNlD`j-
zgCo)f%WlD9a<?!n*$j{F`6EYo!R=wUryhJzDSf&{yA$f-4LxCm8VkCr@fpahdVBM=
z?dj)$tAkACE#}fx$OrGup?;8U?`0NoWuTJ=J$~b^@X6aWir|eU$AXEkqdrBV3i6Y{
z1JKJe@Tx^^$_Y&glZaKy0Au1XNP-vc8&P}jSP>cAuwJQur@M*8ld#Z1WHFQsyw6!N
zH=#ut8Bwv((=&S_R5}3>j}kIHfwT!mTK)bHL%s%H`vq9L2EpTs(6I_dSAgu+1nH)J
zZmOe7d5zKVNUGM~ynV<KM6*_f!x5tG0sf{yN|DB1N?{Y;CVlGqq45ojy#n`p%&qC!
zJbRMrz01Dg(&j%7AsW%5oC(%H5hvYVo2>a8hwN7`CsnOx3KR8X*4%Hwj{G<3eNkgN
zrprVj%#U>Z?_nb4al8WXVpq$TvL$m1`nLc3=q(<PfNHSz9O^Je7w0Pl1^vUyibA83
zv`Yd5JCj`D*ihbDLt1tlC3WlvDIFSYgE2dJPC<=(eFQVzgW}AOLjurbP!x;tU&?D*
z_8#g_7Cr)PaCjRpvY#y@=_^>XrEP_*s@EPxGXCa_ra?x^0an$j>jFOA>VU)nW1XuO
zt1mYG5t0nishp*QXetM{Lz@4p{o)P46_z4*$G-lYL1(bIhCKer!oarx!qm-!wmxeM
zf(u@_wCgD6vMyJd?v}vf4;UOuiAxAprn=}7Fv*KJ8l_nQV|3!?8Hb!}rcLnmW(Prt
zPZVV}II!Xza332td>97^Q(mRT{LLL7m5mpaBTjxNt^B6hK*uHj0<8R087NPoC)rwL
z{r2+h{JEbHtU*-XzQ~UW6cM!oz9FlgmVAo3<a2}T_b114Xx(DbwGZeO?|Y&7>CGVQ
z66qCK@7oF?-eXE)mKZOKKI_7Tp_{?PRj`1z=zX0zse_W@T=o!1<07mxlQ~;?lg4d2
zsp=F;h*y`@Jn>aTCx{C%3jmjoeXq?KIDnUt@*SiFWPog#pE?ox9DL)xp>k(@%h5k`
zP#;KuIVw5^D&G#moa`1@!iU&SAX<#){)^J9hDH?^Hibgz8jqc~ATy%mV`YOoo&CJs
zpgqEy_20SR7U2o^=hjaE@)K|ci3E4HW~hO$ENr^pIsOx*+R2L~C;{T+qpzNxtb$*B
z01M8OX;P(O6Uj97NOvFBo=0o=2Brk#1;+}|Zus1NxZa&jJg7?IVdN$YTv_E;N134S
z3YYpJxP*uPHiCLpnm#R*QSM};1QvdI%e#I5Ny#0>coY2D*<2Nb=r=z3$?LZX%>ytV
zBHAI&SCvlI&{W}cR-_H$GdKXb13#PB!amb@UREJkODe}F1Z+;9b|RFGf;(_uol(#6
zfdXWI7WQm<Xnk=Mh@YAbEvI1jdkZSc>GlQxUeEwoRyE-dm19&;lDmR=eiTBt$d!S0
z2ZSk9Q6CWXUDs2Ad(h5nnY^<q?1K?{XV72AaJ8gSmj``tzeQj?8;RCmbH#&jsrZD4
z-#T3k7^%2brYmadU4}QA3k0h&^xpE{gv*_PY))OL(Qyphj8L9s&Kl|C^Ws_c`p2;3
z7cL~(4p?$ko#|$KRGsbblCs=6;PWvwnW0Mr9?Ae|3GgPozNaPD0>g?L0lGL_1Y=A!
z9$?rZE_zY?eQ5p^QEL@qSuQuw?!DQn6$k}3zl(htj&9WQ1SG|){CUO`nnA4Y)YkC>
zR;gN0>Y__b@1Pp6t46&8!~Sg2Hl4K3gq=CkjLx<>3EsqZZe3`6MJPT-S^VxAH#LbG
z_oEvp7(g_y=4wX<oF)YQL46Z#&xu3$JeqAq@bX)fp5_}~P+>gzBEKAfQwzQq`t0m}
z-6aQx;T@$J;7deOr?y=LO0j|V`Uvt3N9@?y+*G-bBpPGgwh7>?+)x)MuA9|2Cp+|z
z<IoSREDZzJNa*WtTC(d9e-@s5PTmDWXJb7e{xJ}`m?b6vLjc?NO$QSjz(b@Gc)0Fj
zkGQ)1%&9v$OXp_G&pDP%&MhdhS&KFKv>fKK7j>~3j@6-SZ7jsU`IC<x(5|nQadT(=
zN8jLKKEKXI*RME<_-l$@oWj8m_)rTsDeq>PTeR(zBBtq%&_=#QZihpfODNN;P4p8a
zz^ev4IAk{dzWN7-Rl>dA(;9F^0Gjs~3-gscfOxj!G2d?rSmiPnaw?la%a-7&J|_Y|
zvA6F)o}Yp%eF?+%WpD9R_%og*%m))R6r)&yvOWIYCf4u@Y&ECZG6q!1JlNn2+alPW
zS5*eewV(|xBnI>BudlrF;D4=E;|0T{<x{6fn$QT*xJdpfc^|AlB-)RlMvUnUHT5}4
z1|zaMniMh47#v=0OKbDrlAF@%CcK%QHi(QF#pef~E(8(=(s6Xqs*mUfY=JIG?C}_)
ziO4ck{#uvF93O4O6TC84Wflr=V}KW&W5MRP&<mviIxCXknORB;3pN37ibG#W!3*v{
z)lVQmw+>MYsPducZZK#Gn?BO<b|)NHf(b9w2R(2qfbcYPEet#PXm%s+4RyA33Bf2N
zZo>N$!6?o57rhFjYrsb^uy}zfCBLoJR<o%7FreZbL(^Im3|k+9;lC)Ua@LZ?_S6@U
z6p(ij2nPcP#7W4Cj7TUFiD70w^TDWdYgTsPr%2uz&`7ZKjj16PzyoHnBoa{?i3e8c
zGEUHUt4blXe$x7R%p@>)1M}fGc9Ce23^ldB>~R6@0u#iJcy|tf8{Xm_930^>z-5)q
zOfN$|;>aBF0Ip2;6&Ax~<xe)<(E9##pFmpWXM(#KXv*+gxCLOc`RIcvTcgbL*k^Ia
zDKmsLMc)i1%9hEAeNylDfg=k@_ivKh4;H8Q8^_b$sfOV~f!?NZ;5SO*=Z=;s+ymHP
zacHybUQ!aC^bngri%A1Tp@RSn97;Tmn&M-eM*>-(gcC|V$@4A*=L?%>SWP+?saz@1
zi=h9jjb3gCZJI<FW4>wk+u_u^W+-D^XKLqF<;EylA0JQyB@tBiDR{W4d#ZQ0Q<5fx
zW++n2{_fG(J}0&mO#e&!?l%0#EsSY4*tLX~Zl{LnAffKi-iLs%fbOtEhv1>yP%7y=
zJg6PM3Vv!Y^JX4S{{iwc1K%L2+=SzcP{%Z%`_=*O;Aem@W_~+?1+Z}B@UsRIGtr#N
z4UKf!-jqc2^d%ozt21iH_;sPEU3)<mE7i_i0T9bR8}vl!3E5qj=6kGu*BlyiZ%=#B
zlqEK7mALv(*~j)s7|D8gfLKPNSeT)jBNTQcBp4k6#-3_AKw<8i+%-t`J;5^;AQTCF
z?!o0lSec&^zz6#QTL79~dGprD2A?Cq4#bSLh_{pSH(Aa=pzjEJG>wc9sG7lIiLj{E
ze6b8)pBDCWGZGV+Zv%17AT(FFPvb$e9r!_CUe#-{H5WsPpD5<Ni;LCv2xnB`rSBr+
z&9tip`i@C@E>IKSs8?X`?*h{!@~oL-!~-nC*a?qYLyXH!l5V$Y+xs_la)6b*h1irS
z-~0lB)F)MCnxJdQ5i92Lp5$|ofJQ_xy5|QhRt8)p3fAz02VcpeA{lk|v|B)EmT*;5
zuz4Q|o`}`ANy)v62UgCY^mmYpL#Dsa*dI{9tn5&M7Hy~&_(u{rb8T8mOww@{nIA|F
z2x2|;r!b1EyGv@FG@qR>#$Q{<LsdpE?C4M6FS@F*rcVmej{#?dyQpJ`mf!$CK)}C=
z_Z(4)?o1Pk^Bp@utj>*r?A^d?=XZ<OF)ww>>-p3HR@ml=;xk`7`Z1nxpP<OnOB2=c
z(K;Erz9u|FQ-TLOoYQG1Rzy|7uuz2{s4@$ckBVQ2v$^jLo9m0z|8IO(KvQR!XZd!$
z|9vZ{!u7y_(o)=;ksh7D<|>Ol;1)FPZWb3cg0gpV-2|RkiQD$Ca_|3e2?|uu4frRZ
z9%o1A+52$rjv%wuiSMa=WNB|S<-GcH@Qf+B7E%=#{XKwnbG>(5_k!ZkIUJEvG7{ZE
zAwa!?uzN5IKT65LY>RfR^t@lePeiX1#4`}usj`UYIB6mUfiE=sQ=ZsIE22%$j3hK5
zEiELvi0`<?)3_mAsk)<OglV|{rZMfj+pM<vsf{!oE(qO6aFirqkHb*&F!h_Q+Ms@#
zeE=5w0e1H0v)bZ?A0U$}ii=8K<gq8Tl4g=!UlgYDsW<t+5YWoqg!zzG!Kf&F#CM(M
z7&`m?mIXzFi$3pXz|SJ8N?3=<vuOv^B{XuC*iz(&Nv$TG=g09fLV&F=NOzyRY9u*R
z4AV8{qHaq5F=3J(-SYn4ACN!govQ0!Yzd`67^k@m%ML*W=s6<A-$9Q~AdLfU^bCn4
zSn$kQ{gyV|iw}DCBn@mEOTQ{67*drTysRAygR8r0K_R<|)Pa}Yn<FiB(0%*MgrA^C
zPm~zMPh=rJUKEL9naA)THPkrEHe0?TKi1+XWdP@WDqr&T3UUn`ImZA=y{T?-jQY8g
z=CcQ^&7$r|_lm%m)fhs*D`Bd5f%MAPAR_e#K)`I<QSYhppz8tLDg?AcGe%;;_J#n}
zVX(^|!1A5!zH*tv4xCid&L3fy2pww>pb0X|57d2DV@Y43n0pg0;z=&m3!n)A;N5+{
zf5x@Otg>l{03zW;Q;qO`$Z2-lbC}@M{8LZj*a!%)size~G>ZpRk`${X-!R-^fws6)
zOteqPN`QcYt1fg$ptHz_Acu!OQ|tq+z&#|8vVR1>{~HY+rL-%dX2wXLDd+=9(OjhQ
z0<qW|qsK&Vf*PKerZOm_t!a<0ssOsglt0>2Vo+E)^lzvAP3Y+y5zb^mw=r^;7^}Sv
zxp6Ykm4ZLtt|ftjRxW^O2Pw|*ss$X?Fvbs~AI2Jj|FyR{lk2KEB&E2j7Ioukyd~ac
zZ4FpL0_zl^(=kq7%3&joz#eF%@B+@zY4rd03<4}c-R}*pt%=TF9&mAsm&@)?%A`l%
z9ZlGl8wEa|D7@fSWLl7T1@~i`Ai<{jC3Al^YK!?6{WmgvzeSaWD&ghuDXD(5Te>9Y
z_}5~5@ZwfL>Y=aFE~jwJjn3K23|b7286GiQyUY4Fh`{A&a>`VfWwvQNg2r&D^V#Tz
zL`Q@?4~n_5g{r+>!CC!%Mz&&{jcPn%Wy7B3c<J7)i6YB9aiv3pg?RqgH&&H(TJByT
zI^N#xX*N`7xeb5(B0jo)D0=l)s6UtGd@sSUWS+i4GjvHoi}a=x!7pyday6DPrc&p9
z)!^y-jf2$wbla7)`J;!s-e-PeCz8KH-st`eYj~mbZwX)Fvely1KDHHc&=OVor(?`M
zDm2uxZ{TVNSIzgm`+UPadDfpP(sHH&Gxca|#`SQ#aL4?Y++E>M6iH>D&yLA!PqHoT
z+#(US;ExgSq&_1(&AP(p`CU^4lV`xo2}ea4Z67;KMrHI#J4DGQHuNA_{qEgYe^$3v
zw%mcZxi5+SxEJRwlZRvP6@DE2eg`p6C*_iGrJs9+zJ`alz5l7#Kcralo3CU!3wROI
zAk9FdDGrLW%v0>;_)Bl)6j7zoG)(5mb1XHU_<POlTb4_e&NK0HRu0GGUcIHoqBkvf
zjaH#wM-s30weO;X&dK3L{a>6M-{+drHx%|H=!-o&oHQ5II6n74!XxeZ>3uuZ{!8nR
z_9u<fBK(t=|32vutVrIzVBgWq-;y$EMx8HJe`s=QH$db5lk`7e2WPWdr)P&<{YUkP
z>3k(_=Z?~ON77SC<BjM!OR4e_Lg(OHdjo$D?g(?Ge-yaILq%ur?vUo~LHpM{#ZWhy
ztH(phcQbBm+0-I#$i-=P%yCxYbD2F`InclU96Y>kcF%%$Lf^2!xwY0|pL#FVy;kJT
ze~Iz(<vj9zl)zG|v=5gLWaWAEP`+rzM<YCbi+-|O!Ny{`2>IHUZizBaiS=8%+{r6u
zcJ7LaH2dcmr?+oQh4X}NjG0!%7n(CBzAYat*1VK-r|)rLkHApTOnh%_S%G8fHu1X$
zX?o=PJnp&t=oKexHx<4IuNNjm#<X&Do;x!9^6Iy@E9PDk8(WO|WjFb8ez)ikb7Jz+
z;qv{lUs_@P;~hz-s?AjA7Ao!Z^k|Q^(sav>Wb2aJou`=?Y2CIMFX^bURC;^$(F>Jp
z&wBHDJAxi-b2l7k-`f_I$`RLBNpvd;lyk;E6nl|wG6K!jKIb@m((KeVZYY-Mrf20)
zSz9zCy2sslqoyLB!%g6<ZCNLbdV#l8`(3Bzmm98}F3T$YPz%;^f9<jBibKkOS)TkW
zGot*bH3x;WuIjQ6a4#OKG8f+rBJ@$m!`>mwpUg|$E>&(0(mA5`OQK~;5B0f!U6hk6
zSv`5%YS|=sE!8t1W8m)&yX7w8bUqK7s8pho5c%%sHP;N2-Q%FW<X=Li-KxSpRa(DN
z(jED$d4{bCJ%$>68~PhR&gQAp(Z_rO*Y=<BFRbvWorPUJTcO&m9?&*Udy!K&?;<B}
zsdS%a+!{$0crB7D@_sSym)7YE<DrB(jd8e_h=l$u2j1f8>mwF!kR%TITCXgjyyhlK
zYl_|!<+H47^DONPr<s%GJrzf`vV>RhY>tSukF{{G%U?M!v@X+2=#IXXa(I3>Bc=Cs
z>E*9bwY^eRoblKB-L4`#rlj72QdF(Qd!!5fils{EkL1o9jv^8{c(U8zI{JDaljF;Y
zbi;Ymvxj|oLQ*x?gSsSh-qpo${@&$l=Xm#aRt&#7cuNy%i{y{CbEK@lRZ=yxk<)iv
z$34GI7_v8sz4t7^L+S8_P3*k&Z06#^#hTRqx7+WllRT1xe$x0I!L~v@9bX&&1Yhgt
z{Sz+JJXZau<7{lJZG0nel}9Ubb$yI>Mr-*)J3t&18{5Qof0t;L{AFEAc6lpJb|Wa2
z?Nq&N7`bNP5So0HebvC$;MP%jq(*&=r9;Zuaj0~TS(C~B=#_ShpBc=B$-0f1uMP3i
z<BOuN9V+z2(lmy?uO5hart((^L~DxM4Q!0fo^G5Tr)<$+*Y<B+nPGbotk0L&{TKYp
z3;v+h@{^HNhvLxfk<|V?uB=P;@=GV#X&)}HUQZbxkaQBWlWFC&i1rXKPYv|XKFx`!
z>0WNK%a*ZeDm7ZcWf>>mYC_x?G}&qWATCvHDUrH%(YfvZoQ`Rqs6Xr90J7;Ox;o&T
z0#i6gp3Px~ZDzU(<T3|m`8MY9BK%24vb>zWviWx0Bmf8QL!V!=@!_?SyO_s)heI9V
z%+N^pKwvfD*M+Y`iQ;CT>G&lz(7nJ}W2asVqgc}Y=RwdbxD8NNTc7psD@V2lygmix
z2{y|@wZ<bp{I6^CF$$S*uS@;z+_rN1uJC(KQVv<Y7kZps#oXdA{Bz_w)zk9J(2RFb
z{2Iq?_U6Gu<CZvrc(B-AcFs><cDXzgzNt1;H@rT48+_$9>>Up{i_1=IoUvr#$Viuo
zu4GkFRbM6N>Idl}QMcInLsGKOt8j<?t;eF}CGTDYBwA<MIlkd{bdO|l8_;V0Lt9O*
zKAw%5?i$zXX0vKIJA1BXrXkxKE74$MVG?QNJjmj>GnL9v!805kCPy!23t6uzEWP>h
z(<}byH>E<Z>%}^=2KO&`ch9!&6+U<@RwW^oklB0BM``cs#hqARI`_9$6JoktU2ebM
z@wayCNp&z`PqCqctTx<3tdEw>Q<e7PFTECj^K`7+$b*$i{~jOosAPup@w+pzZ4N?L
z?`jXfVrIeNCL6@wX=jI3!{&6w`9U5iOz?i-7iSRb6WtT7lKF{H+v8rzQF{Qp<ZR>&
z;lKEmjFgM9x+!|k=wnw&L|fgauzz97_-(6u`is{xzNB$QC*Mtl)m;5xP?SHF;2Drx
z%MQlrFAlZks(7CZD6>NObdBVp#~43q(8D6iM`N!RNtKV%TQyOZ$Hl4y*KbO+qhDUc
zUj1P4)8y=aT+-a@(z%FjnIe|Dgyk=GM!(WN<c^rjI9xTz>NQ#^>`K??>$t)GNGWbf
zB`hkenX1};aQ5fPNhE(ui+!%M{ceZHk7zX+jRz{BMW?W^Metaz#Aj~LF3Nv3d#{lP
z{OgyD9Qj}6N<Oc1*kOsY`)wiqqwpWucG1$Q&$pQ*6B7#~vQ#2mTrc!<tub*~4or0=
zPZV9|wY;pnL`XAeHC9#mOK-|ti!{(6>{BfXt%Jvo?4RM>43!|HQ2^>QxNY$Mh3Q+F
z%xmawy<2T%_+otVTtFOI2YAwO;e&iY@+Ufe2C=Ns?<>8Ey)OqaqppIcAywQ&fz=B~
z?akE=t5zNtoD%xjc#BZ~Y1>AHp-adFgILV8y(vAdCq=d)Je|vGV0+OeR%7@LqWYtA
zuDC$to(YfD<xYCjOI|;mc{=I_BQhU8(`$TaUiy?E=+qFsQcsZRm99;gNa!Bq%G*Ky
z`(-p%7RTc*ts5xRCu{mOXmt6$rgQ(30U`eO0FEr49x{4xOUn1{?yJ&5?>jEnTh8|l
zOSD%kzjLNp*}kV8JPhADe$+BnsnvXNW>0?F@f`l?>harwR3|fC`-)Shb;ZjKv6|D@
zxtx=Zr1YPv=pGM89}iDUmFFJ6s5~iOS9<yjiufnCyh!iXQCe72m=~Ljd5sp;b=p3B
z@8~?9W4=I|Tm0;Lby-I@H7U(M@7i5pTq9Cm9-paSrIYGD*ljvUW+`Q(23N6n_OF&U
z`n_;%{W185R9EwIT<k9N4xM;N73*KRcjl#@JeF3^cq@b?9Bn6VpTBPDpzE4YeSS^&
zt1HX->;EWLZmpcxM-w8#9#`7T$xaR%B`x7RI7YiTYnm*ss)Z&b`PkVcOXs}1AN<bo
z*~|m6Fe>a(LXRw@jMMD+-Dira#pSQ(zP4UU3zCCa=(t8Sh>iD#_;cro2l^OkcbnQy
z44QA#%LNwxr@kRjFEaIYp-QOUiyEU}5e=XGtU@acmB<pF&pfmRKs9Z5gVF=vP0OyM
zwH{<}op$C$pI>6P)K$T^p%hecs}~SMC`6lo!Szg`#l^ymPPn#z-X*VqA(f$<9}P2Z
zXLz^Wu)LEJkhpq5Ep!P+VI>v`{P(D#CKHy?SDfO^>?8bw<PIJxET#WSAjy3Q;Al!$
zQN_8(;<~fAJ_%$)MUR}wY@MvT-mle%ZY;8K-OzHr^npc*o?+}|$okE%!l9Vtb4yuu
zjx#St{5d@IL~B|fxaq2z+`q$O5xO>y%$lB^t)vCEY^)#5UTuyve`)2<CWFuHzF8oO
zt1Xo*e;+H+-uou~mg)noYgwZt&VbhsL<RNzJzgmG7TJMsIrlycrSKiya1<NsJ5Bf{
zYJW49eAFvDpD}Lull^nX?A4pjSqh-cr~hlt*q#V6;FO+;EqArPscEfxMRXHa$c$25
zDeLYQN)orXV~!BJ3wfX(b$I(%jyR&Y{OWvSgK(m_RObrQgZ%I(cJnc0o5#0C;H*YO
z$*2`Wm#Y#uy{$VeSkIXGTNvGE%AsX~Y1RG5j_2QxSW2Y9YVP-I8ZJNOG5Z|DP;*^t
zW>#Po;)C2?46v~{*W~Id#~qzqJ6L(Hu{m(?<AaB%KlQ(WFTLh<HcPmJ5be5Bqpir?
z-?M*UfUo}A85!liol~0NVH(x*w)_MCy20^Im(hKP%6Q)S_Xp4WTXO>z!{mzY`6wJ(
zSoJZz%)WH3>_BPITkmJr8za#&7qcwm6Tx?d=&jQ&+PAZDnfAl8!ttxeA5;5DeR>MS
zY~G2Cq8*a7!{bOE_TjJPpJrcF-DJ5(;5m|gm9DGmLYkJ)btha~y|47{7tcRe=Ki;_
zD*kp8vuDeHInx}!xso|+hE~P66YB?U?Qz}b?zb7%oJpyvJv2|14HCWLAN{sOM8e2|
z!a$c>+ElxHp%L8OGxW(jE3lR4V(ZY$1#io7!3z3j`d+?GgjD&+dn?7>dtXj%?QKRA
zFWvEJtX6BVkBaEEx~*F;mnc@Vp;oq_V}km$$@dtAz}wI*q04_r=ZsC8IapB`v@39s
zUow5MsCvJ&)0}@#QazzpjzYW^FZ!$8X6JN#@=)pD*Ap%si5t>6`6E})jj-A<5pHx$
zq$3v3+w6W_=h5jQNwtPQx|?M;oTu!V23zLpbpE~9RWZ!=WRO~jOnXY`e|xdc(XH-L
znucas$Dn5H?yL^kXl2}8DJ)^D??9$G@-+Vu^OBxcUt|q?q3Li%P2{%zVNQhe!w=sT
z52cS@I`Hh64CT~(avYEy;PhVnMByp&+fS*<s0<yvtnxtj=uz>Z=bfbGAw}}<Mnfgl
zz721lYu~>Ns_Z|n$han7>Ez0OH)DV5_WsoWb!aaBO!(g)-;B*|n_H0$Q|^S^?>6LG
zE?tnq2)W<Ooz2{mau;$LQ7E}f<+6#8OB2c62oWLo+wAxG{{DdTem`F4{dm95c|IPm
zH^-(sJ6j^(Egr4o1FSFXJ68{fANpz6vX6NC|Mu>43E(czrCGVTs~-56`T}^#$yI`O
zC7a*%+}mt}3RL%#pHA?91^a79^OF2`BY*U<wu)>qk-h*58N5$Q^(lNuUz$;lfPTug
zQ5F~JRR8cZnpNra=NA>1pgj5-dzbD0ig_|?XdJndv#;^Aa@}<m-ILdJJ#b!1GrL?7
zIVV(}z;)ZkVA!G+Idyek)hayJH9*k=&OXvmVcf=d$AG0?@ioMUxoYC4z<r1J?#-#Z
z6Dy)$7`x>iUGjpu92y%+<o5a&ny8(Tw-pZhiq2N26dmT|^D7?Kzs@a^p#42oRJ20a
z?}8>`PE<ONoPCzQ>wn~oxGBi@co%p(!4v|`xlxfGF4>Ft#4z(!|G!5}yO>@|ZF09?
z5$s@?e!io|fA!&V_UG|c;+-^CdGLyY`*~IVk3D{X1`F$Ig_Y_Bmw+|@n}K0b1}b`~
z6sXdww~;uLL#6l~qu1h?rDUH{<F?^d4a9f(NAUdz`&Qcqy0^5gl*P?vQ77GYos%DC
zU%p0}`6R?o*vO>|I3qps=Zc@}pQp)IuN`FfHg7RZkY+T!N)6Sz$C-X!&sS7}y7smH
zsg74l7B}sPbInkGF>q-xV}vsgvb;1n9GR_tWqHrBjebI-$Iv5cKHaC&bEDh}`SKKx
z^ggD|mZ2hEvi;<|&^uPpnSDRVd;76X5X04h@WG(ZZ;#S1Ogrr_ca5(I3ovh1U3ir4
z^hmtfMBg&wN7GB+<d=#MmXRLFsh+o^34DFiSMOgD`(kQ)C6KvFJq(*)Jt189RfBLF
z{|vH5{Zbbo<$Xcw_T4mXtrq8l>2xtuPLjechX3qQYUru?E-3rrS7vLrdZ6z!Zr!l-
zs4SuaQzgL=H~#h>4jl6QQE+lPuvQKyj8dhB6t_AkJg9Z6z2_bR{n$Irs36dIE@IAH
z7O8#9-eaejdmQ;YuXr)dCs%qQiI(Fjs=xQTrrkAQXWAa5mKA}0f4<(bX_rH(F|f(~
zx(4IY_^kE;W5ms>bCm~F*}Y4HrOsmpB|3QqrprCvl}#0z5eeXW3)ysm<9EGcJAMY%
z3T8fiqo;=Jn?1SXwDwP$`zMF(j`V|*LM@H>;KE$SjDeX^@#nQVU!Teb#ePlOa2arO
zKmV}H*}9?4&Fa4nb**2$JDTA^b_$Q_FZg*`EpxLf7y9SLr)hKcVEnrmA6L?tHab(B
z%I!)jI`{5Aks9C&T2g)V<h;wtlwl9<38bHpjn1I5)>oe{)!s5VI?ge9QSlEeO(~&P
zzLhjawy|n5v0#P(At!upe_31IYR?nBrkY;o&oLLq#+56K!+1tc#=IOr6UJqVwhR)t
z3*gO62MDGb1_98!Cn+xRbyN6vjropWpN;O2Y8_q9sW6E%S92&q>UB*AR|k}WD+TJx
z9QMt<yJhS2DdyKw@ZMLp8TT{E%4ItwL+_M(3&w4nE+@I^=5vC4d1e^9TRo_|#+ogX
zTNn5AJ`Oke@tM57Do}T+p2y`eqHt8x%A-6-&*v)RMC6Oe^A4ii4K$N6F5d61=0bh^
zvF$M|{fkp8hCOe8cN{FNZN&UL>E1l33L&gRe<jpqhLj2={CIr)iK!mpo;GM?NzkM$
z$+Un%=5p*TE7ikhX{%GE3P*<G&j$PdBg+4X>HOZ5Swx^HuB!I3)RRAcxr4+D{{Ice
zM|0cLY?2klk!&^RUI3qa{?Iv^DwS&DGUjRJU1PBhV(9jFP0K(hOWb^3@)0jPC@E@&
zQeS-jMq~HR_H|cVP#X;>VdSXfmTC)81+U2B0vh{x=NHo?)&5~QNz&COiM!&8#^f9S
z!_kBv{oLs6T5CHd2h~R`(u_?1`6%=2ulX6$-Yk)*t)z#rBfb1^R&y8M-E>2Z>!b0(
z3{PU8Ypfy*B}Qe-cyHt!&KFfkNhd?@zyI!g!!gfxy7!)f{zviKW8B`ofm#>!kC-pl
z|4SMu(~bmR|1-lQcE`ryIO&?}Ijd)l{>rQ01`bwSwr`J%Dkc&|-*Q3fkJi2~aIPuO
zC0z>&6e>LH+HHMB6LO5Knd_iO(>KF!wwc3{oGQ9%q!jB=X~U>*CQO`xI+u8`R{)HB
zwj!J?BX>rkcyP*`7r+86d{8bnW+tXsGJxZd&b{vEjiN|V7Mq#$$K5~#(n6R{>n$(T
zksi=F1HjM<_R`-JGqjwSr|W1f%%9Z&xkaKF!9oYFUZexG?hM4ZL`~0;u&&KJeC{Xe
z^Mm~_6kllI=Xi8oRwVS|wAN`ytQMKoBP6~Wqo6%dK1ffFV(U$TQ&UnH-t}U8Dl)h%
z#df&^oj~rmo@puzv)%_$#w=EV>^JZmTKf#2>Iz~BV4Uc?^<b)>JG>Z?#ss@)&2-}m
zQVIx>JBMn8x}B(~GDD!QS`~lRdEG%sikF*;r2(xN-pFvdn1!pYfN;?Vw)GW^o?z%~
z0>^!Y-Yp|EAgDV$<3Tr3vuc3eD7itzI4|!{tNG#Cj%wgL7v}M0a5sbaw&2$x1UBYT
z%)r-2{vHI08T5-aQiDR;M<?&Z7j#N+Z4m@51P82vKIFd+z+Q7K(II@Rjria&FIRD;
zl#Y&8VqWaT{H2$i7rO!2A#Lt#ynQIYgErH~UhyS0o#WGijJvZ;L(uP<$n$ex=MgSI
zRU}l_#4)f0o2<+SEw<4U(QN{5^#e%n%x?!n%l^{HTbe4wDP8!5Ju&VZNy@c1e;8bG
zS~YhkNWPVB`w7E5yU(!dh`$$p__6l}w5#G4vYIjiPB{BWj%Gu@#FNZdY~>BuPALz0
zeV*v{Xr=~HKqbny#W32H^O0%@_K10hQ0h28`@-YMGu#VJ#MVok%@paS-CIxHbfL|Z
zS@3C*ykaPT8Va=qiK9m29Zmd5@vXO*NL5hd5&eAD3@?iC!s|Gs2p9J|9kzD6PmVAB
zD2ZZ}ob|KHY1H<==u|TwKnpkNIx-ZqbpIa$5HyWz1i#24NvrcQ)&Ok;m_rpMtnSAW
z+LQsEsl)^_(aZ8kLq2rL7Tvv-q_B!>UOq;RGvy3fXyQ)9{p*INfE3;86fZbmA^62D
zhk^ekgT9og)`4u<LOTh6)pFV936HWt_z{96`%0cP1qoHF8-1nw3vC)hI)c8vDPpNg
z%_OU$ElxC*4T%vLlI`^6vTVX<1+O%BdpfUzk370Y*YTdI7e^A|Qn^>{r2r~?Wg7m+
z)K5|c8outsVOihNG{79ck8cxEp`4?2K)fhn2G0iMDcn0~2IUG(3dMfj?g7Eb=Oa<b
z{5^(jZQ=v{^AzbULKhAmBU*pcT4)5Ld46IyJJJ*txkKFXj`i=z>j1SOPkANUS}S;H
zFL@Z;2R#?LSxsiReyrUF-Xs)#k5Ut##SI@sZcpNHA=r=+#Ns%waw9$jMfwdKr`p_C
z17LFr!rRMOB80J{1LGG7!|{d0CtTrdd-?{_9{~l3EJz9_rKkZ?1SH16k=b;I^N7a4
zxVByuV!Az%xY<Az*)n$hM<|(uofZi~yz_JgA?P19gyJ7SLO$Ux3uK0#8m@MDxAbxh
zN=o1~8usiCw9F4%_v5m`1K^5mZ9WL0$y^)z7A*VD89fjyt_a(>%rr4e){(~2;$)Eu
z?|)?ffDUytF+Mta@qn;Pf8SY*>j0M3d?U7ifkV;Vm9z3=KG?dNcDPy3y^A`#<^Aa5
zH&LBvh7P+spleAqzzgNx{pPfnKfngy(R(ot((l3Vsh)mTWN#cxL5sE}PdDM>{=7Xw
zPmpQ*;YaW_?@hXzSFKDnPA=E|Tm`q5s&ymy)as=%M0Zwsi(t;HTh65f$~27hyr?TX
zM$GAnN7C#FcdJhVF94E1feoCG`$z79oa+K=oe@eqKnKnJ#JYCOxF*N=Z+;m-$xEmL
z7vNA8mf*%7{SMgbxFU%-OfMr8AH?6h1v-I7e|_Ad{X?&O4(Er+_pasr;ts`K1cg5Z
z$-!(jx61u$L6=+v7W)|fcEi+G>h>Kwpt(mqMWFO`p^B~QiBa+%tledf;)B%{yhXws
zp33)z0D>#wjps<K)JOxNMdTuNa}s$E(;yf+`pzcG&foGB-SHduX)-kn<k$t1%7lQa
zL}h7T^pn$MZ&iSr0DJz;jEH1YJU$A#&&SMlKDLkZFjX04s8|=L1Og~{`D2H*BavQc
zEB=AysJm~;%A1V!g?_k2(&r>X$vWO37@DBM^T<HlUY>(h1u%3`1nE#q=U-$WBeFau
z$)58@pB(6s$}XIiIfKw%9Ktt2N^-Vw%1NhA8{hD-ecnYc(yc;}=>zDf13{#awf%0g
z_^y_v+b%q-8C>K2@zS9`l)vF9hN%v3+D727!S^M`3^h`_9hC_}^ZYzpv{)i9kH<J*
z2v|DKKc32nECV|oB+7A7Fn&AwyB%bUdi>%Hx+aO)3^X^c%zRZHZHf$imb4xpkk+?_
zT>-abg74AbgV4!f!Q7n!0J<Mv&_cbSVx;T-7vpno;h_dNU;rpbfQ&j}=piI$r#BR(
z0BU9rAy|H8zXx$C;eCjWhChXfZ6m=;E!ZFt-MW5kJWskF=U#?bg;^qk^=E1<Onth7
zN>l{pE8z-x^rKq{6v-k{P)WhZUxLnu45K$zLeF-_{E~m7r7RekOO?~;Oi9U64qiBM
z(UKD7G&0F#pSx!a*Qv>u0(~X9Eo2@q=<iX034*8GRuW>$?4(0Kc7a(c?zLnpOE~!p
zqwnZ_><j=^jUNVZP2-$h3F1sL;(p8^YUd2DY-FAIt^fxGt581wBr)Bh&R)?Q_D(eh
z>fHT_yFCdfX>h9_W+~MYZv7;>QNVs_7CDcz%H(?x>%K?wMX@~KTYd=kTO8PzDqF@^
zRt{9gMU~K2UjjHd0NYKqpOm-sE}OmwYm1J*4o)Gl#|#Q!la9r)C%>dr*|6ISHXO8b
z1}vwkuuAj`g8Ls#O-d}mstSpVnmu4Ywj9AbY@ye4H0aT}u-HokvsUzT)=>=~^78<S
zeJ6}h2~h+wUdCPbbeeh}SFeU@A{js)KqB0t`lm4Q2+fu|nrY`L(_p}l^NjbM2xy%k
z0A+KGBpU`Y__YtmdSiJ_0nhC~I^u}*ryF@(WgcGG-1~I?p(ad+QUs|NgrI`w;JIU1
z1uh1mIx@KJTvqbLLEjkoL5!1aKjO}wFqsiD!>mT(^e6JngOz-&zCcN?Gq_GL!)n$2
zt(zO*>p`O(u4z!}<nO8N-@qX#V$ldgQ$v(V7S}SVwzOg5*<1_N+_%{Vo&f<0izqH1
zbod?N?GLH<4I%0Q(#$Mg=z?Zk8dfD#>VuEGC2e9NPYvKJV0;2D{%(-xK1^+gdJ}yj
z*Zt}+=jNSixK`y>xCWjtqkE6@YiMlc;DSKvF)Z&F{<cu?4M<VF-Wz1rJ>X?n<ZdLf
zwuEG^>MxvgrebSPux^F=vK@a>B|>I!l#<{Z$uV|i)VnQ(kn}1Ll?Q0|ya<$E>_-{|
z2}Bb3`p+J`S7?W_bUaJ6eGM(jGWdtHR`%bP79xX_u9ARP@7x1qRt%^TqX(IPe@|sB
zGr9}%J)FnqM{=&{7R<JTQyaVOtIt`Qpv1lEEaCh)L7+plW8C@Pr46ELX}lNP!RjcO
z=s@L<WVS|KJa>BWhuK@QQc%vDcX(RSoQU)ZmYs+L0qzoz#8Gg><E$}k%zDQqnNH@j
zzDekx#2@eQ40EX{m6f~acZ=470RrlI+O>(wD_gja?N2D2<;Lz$Wm`QtGm5H~1YarJ
zitu|l{sXJA3E5?stgE3Kz}Nb4+&55-?R$jmG2p0ZZ3hAK{jvNOM1UttZG2F@i?9!S
zHHP8~Of$QIm4UKkP2zQ=c@_bSv88xW(YxBrEPDv2dQ#<`-12J6Bq4R;ZML)@n7Hv?
zh)dPeUhgBz3dvgeimb0=$+x7Bnjb+7e4%KFJ%H!~$j~FLT2fRrRRMg5s#yf|x(6Ze
z!_RvJ`&vX&kjW%C>fHCue<IFLVszZUH}G8Pe#t62@D>kR7P75})=Ds*;B?KQNxZ6v
zbxE_R^Z#vL?UvMz7O+o0(he|*Eun9g)B6^|(Cw3ZHRGYs^*Ee=Egs%E3I+*ji`>@1
zGgLK#L0g76g45E!<#FCGUx6qYh;S+Ky$@+tej>)-*oUB~i+e$8t_Dt1A|wRnw}gjR
zqk{+dBcDoIo-;fQW-oB{h(YHOW~p;(7Le;Xf3<rA+!x4c%5qG<U;e4d`9_`uV~8Z*
zG%p?EE8Wbz_Q241^>Not+}(A?Doq?S+*6tlsi4kx%d%rvZnlyzIo$0iqfSZv^h>#Z
z2vK7V;XU)?cSsqBi2kI8E!OryasTZmvlApmy6}N4vq?=2FdF`ElQ&d(rF;pnf_n=T
zlU--uzEJ243Z=2R%BO6#kptA9Le~vTBcUyr4)L5(dx8ho3fy>1Xt(z#&ive==;Q18
zzEGn5!KMfo+DpEHj|sb}T(M6Qe+b={qW)SA8sleQKDo-Y(hmNtO1~fcO4;3nqw?71
zE2r(-E$!ebXFfFt!WShDLr&`%UB$g*P%a19Y=}SfH?ZKiczu-A0MB}bSyMi&AC9+j
z1l6zo!tK8S-K@qJ$f!f%86*~wjQ0tU(ze~c{vg{&JFR#vKN<fT1h?}D9{qsS2}`4r
zpV1fJA%0v+nBRK}JMIAC*FXtItAqF<g8_p;c(V_jueEYJPO8Q%(OaFwP(|&<+*_q?
zq81)5U|%Uq6zvJQPb%~{dHPd6CCUzf`$jutcMteY+m%;Td;zx*#^#~SLmQNUNgNyQ
zd)C!uezgRDKy8j~19-Fd)75ADCJSf_LsMxllsM3|k4x?FCpg;k@h!XO<EvBPFj>GM
zqfyk}V};wgE0v6A7h0hElE2<IgVlqmg3FrlB;ouM1$+74qTg`W6HDNA#%KiPCa7S*
z2OX<Rk7;Hu9{}^xdd8>)H|N!SiIPI-3DR?hmOvQu2l8d3-+;$TY{wQjYqu8$u!Rtg
zwM%IqKB^xIL#P2%vY?V{n0ne{kW)B2j{#(Q1$7s0DL>^3;i(1HP-0aA)9?a-MtCF-
zgy|RIiLZk%$Zj<LH*EK}K0FNuDbYfwt<n9{WFeuV-ht$IYH5w#EC>+D3|u_n$@p*t
zmm%KtlXUVzoc9Ld86mQ%nS%|4t@c7~tq7sKDN``fB2i0DZbk^^!+$Jz(K(hHT;i2=
zEvZm<h4#H^lx6wOcxQzQOD>47Ou08Z*N6v!AEJwlTw%sV7i<5-ma0<j$lJcqa*t)c
z6vK&%F@6OO{B_E<rw1cQ9K1Rt+(&7xp@N{-hI{t@{?fS<cac7I7_mnLm%Dy)429nK
z^4TDb@Od1k;$5Q7;R_mEEr;Brl5CD;;v>Or6O}rvY=Fo_wSMyK`5VJP+y-hxBFgEd
z2GP^xJY>YGGH8qKA-J`R&e_0^ou%r-NX?)!AxS<y?W8t*jtU22JRYr0*#U$$&;}v#
z>ZCOKHnej;ItBD>BwiA^;^n`LQg|1?H8T6Tbp&5^kExICiGKbyGL{?h>TFeLs}{^I
zE%UqRHS)G4VjXnNl5`Ehp+LuIizJ>cwj<WN&e(FroCps809$E)E>5nfI`d+7Q`RlL
zx>F8MFIP}Tp0dlv#)N5P%JN?WRo+aF09W0714N_5o*u>LL27n?W3$3N-r`g0#sBEG
zdt(Cy%C0(N#H+@_)ZSqx7O`xGC5SkG@>&mgIeSHgaz9R~&Bk4Wt4Kf15wxmDqR?~S
zpo4^%;k%lLUo|Gr?rj2<=VOY38qHVEWrA}5`Hf;obL1Ehe!nF^pmhV|)DL`2yYvMg
zeXUO(u|?vCoUI0aw)KnxQ4{`>-ZOv}M(7U?pbQ^j?ZJV>zU{wV<k+a_JmLE{1!Uw}
zp8VBiuXyyW6R*A%hNR1`5l6s}oc!mXkoV)E@hvPgox?_0r<yOonsJ7GgIw1*J%QG6
zEsgDUUVY4ni<hl43HV+e7ctqTJkE=@WQ#I|?jC=4V9iLnN!P8lxoEh4rhXGT`)vJF
z2S4eQZn)l5mlUGnjE5$t1t<REKv{F|aWSNx+rR_?fBmKsl>Fttu%oq*({9AitSt|*
zHWI`cuzn2nN~zpckgN;QIGb+Q`xyk?reLS!a5FKlo;NcgMvF)NYquX=hT~A#bHGy0
z?~KS`{SAmbtvAq)kP<963$UFcZizu|K4~lhf1Uuh4KjIYMxvBqDu3Y`3&n#f6}k%<
zCm$vy{#Zc5kV*?!zjko`<MW*Enen=77h-Vz8uAw^kc3__P3C^`mo@M!Mg~ZJbW5)B
zwiC$<pz%z|!<ygMi}ZN(V!4T$r1e8T6~Lpjf}FRMI9M?)$b8K*bqaAM=GocR#H1}r
zIf|;J9wE%)Qm7>wQ^rg4RbIevtX}WtW57-SDpUGK+9siCGFr`;*9P>s^6N?xRS^6%
zLx5RpA8aTKX#H##LZ-p_g~r|OxNFtYl>fnnbl$&tf|!12p7If3>>?W$v%znaiVVer
zfb{(CumWu@Ye-%t!FfX~SB+ILj*<Och(D6O1;W08N>lT%Bz)#N9C~nyH;}FcrfczK
z-h=_N<Ask7jM}-n)cp-h^eaeuRO$)TPFiaLr52@IqWYFAzqR(Zt0vV)dia%~`|6BL
z*v>mvd1<&ea^Th3Z}#0&-qy}fb)WI&PmB3Hv4RKypJXv58n@2Rah;W9<Asu=iJ~4`
zv0k390=tHgD$YB-F3$Z(kx5q4JA>uupWbQxIgune)7DT}`=AD9qI}LfCaNF!vZ|z=
z=0`Mu%9Mgw-w!UvuZIBU&L++mv!^Tp44?+9WYs|E9XDFy7kt;l-zbBXV=PkQx1$9*
z?~`S7$GyTJXS`~z9&g+~uOR=d=t$_t2;SU2{A5fMfC^2M<@=T$Bc)lfj23);$nk@R
z1I`czdLO{o6{`n1WenWKwQ>7(ERkQrB<ip(F{sK8gTGVXbV#adb%2yPZCUnRs4-;f
z><*XmCBX)OXx)pMT6DUTw)+QGw{%d2?OO2Gsp=?+{OSsFd%#7?o*CHxQ9{Ip!GQt8
zaCmmV=iuP#tBDdhm&dr{QpI)cn1R!!3jb~=bA0LXi&1W?oR<9M#D$r0N#hvTgKVY)
ztBkk8+8>iLAPB(SC;N(1D>ALdufIy^Gnv`DXZ$cww)#}}pq8IBGp;obz4Y}`0nE30
zfKWZGf_pPuTA=T{^cRwpSHX1xR5tV-ex}6!=KNpAdgd|3`?e-1t0G``M4e%+7|wJe
zyVlS}`tp;hCl7Zsy}Hc-Oj1`l>}3Awnf{4#8`p;UN`!Kn{|jGbAzEsESJ(5B(ARKL
z_v<R9mY*ql=~K>W?p*-a+ic7?(BBgS;|u|be2Ocn-_3rmlnQ;dv0G=q!RymktaTAI
z5##8RIW(|pp@C`Em2-=Dq;fLXlUnnu<81SQPQRNkls9s!(CFuSLuhFwOC3{w^<jFo
z@1NzfD#T1?&h%qfbBL<daUXG|;*IB~zx}87mGjjg$-!@>{Dp=#RM9V5wH%{iRN1ax
z!tJI$@#E}kX0X)@GAxlYRt$46o+b7h3ru(qcjiFAI9sEEhpFMwlXJ1iCsPd70u}6F
zGqZvuuG>DjfN@Z+Fsk2D8E1x(+DcAGkmgsi$Im_b`fNZ#YA}J4QQ{nM*Tcm6hJ~Yx
z=(Fz21X-u_A&%hI4_rA(+hmnhPQ>@eH`08po<0K@hV`+pvafY%T(M+d)w#$1CSA;7
zu%>HyyfZ`Zuj0<>SzZYh;~w@d{<#xttGVp{eK13DMXvo+*#)ILo|io@GcsLm&b(9*
zlN>F1^l~@yX89w7W)rh&iHFu%$=-wDraZqP&`$Q%y?=9ZL-fPhj%cAd#7nQ{`@3J>
z)tXp;YpSq}arUj=H5W{`pB%m{l}0;J+zE}_xt~xvxuT|Gd6G+01Z5XT-jw(M{cSj=
z)0%hgf0?>&oBR87TJK#HjPa&VzwF9CIVh*S`0Y*p5D_-~>}xKqELHg+8?yZT<sIi^
zkw@oVGhN7GCALbM$vQ=~)ZY357(cfn)2nU{t~Adn$tQouyg`fOZX~dFf2xyID<8sn
zeXg)m#_5wagC4g9ax3TXUAly`v14&z<ucm*Vn`11?=LUDH|5pHZ>nJQ=R-2L3wJqS
zoa;~}Ma*%T$Imz<own+odwsNbT8#GMxim-aD4Qa)j4AntQ8AgzD!Gp1{v$_XIZg2-
z=e`Bt$9%Ngh2537g**NoPy91JWO^C6l_mtwHJ9%%rkKx%hi??m|9QD%{p=r|{&4+p
zPUzRkvpUC)!nYHbs<}r_Wz@bkbvO;YU<k3H-DOE84$)R?@}IiIQ@A$SLh2te2g=d?
zi(5ayc)!TTDg#sm8i%F5nFAGW!7DV}LAmAc?8<cr5AWBEv)_PHWpPZTFN7bMU*sG9
z7t@Qd((6oikR(o&A$fI4WdJyU#<D8sgaX+CcN3&yZ~r)(m)fct29v<|dxUMqB~-0M
zzJvX1m1468vTJ!lvs-RV0XBe5onm_$b>F<ZRB$%~a$3^HPW8sJ(RyiYS8@hYC$4Kp
z+|AQJ8?mYY`-`#Oa#+`UA@Q$Dttolu?m6+tJhyVjFPaW-`ia|eF0JfVb9?_WdM$3j
z`#saFwWzeh*xKyu+kn?n1a|KDUeLjlP5S-yO}g6IVf)D(y<=SNJPp0ymtBvj6Lx1d
zy`N_K)O>k&#ijHSs_>E?B}?lf!lP`Ka9Q6~!PrT$43QqCVDv<_>{6ld+R80Y6Y+@j
z_}%r3Yz;fs|55p)zfSFEKR4-Z8=Hr-CkG$t|JgxVW^l&aN!_p9w;3u6gLCYdFK0S<
zNPGWwvURdO3UlL7yB+={CpbTt<%tXQibk3zmFyPKACPgRcg$*|@c!e6Z!(Nb*~0ci
z1;XyRS2Ujw`0tHc6~#&$rJBD~i~eL{l<#%|zB(*75L3LHnpdN>c}fot_llv@XZ{yH
z**H6NIE|(qN1Z+&NS_E}zi}Zr{xaUcHB+{5K$*g4EmqZQXq7#X8W`N1sroTPa@)%D
z(Xzomty80;D<_K<&-}wfd9-dtp|Ac!H>Zi+vDwfws?8afsG7?QVwjqbC0*LxG`s6*
zHl2{(?ZYt9pJ61P_0p4h(j03u*ca42zH&?9`o~QDoMmxSlQu5v%D*oD2eRwJg%|E#
z$bYP``px^^lEs;IgM9>x^gYb;C*Q>_s((S6?psC{tsRWg9C{8n+YaTTdp2Y4T!LQB
z#)v+$WGPX;xN~oyUhm@##BqC*?Jc6aRoI_OuWz(m{Mwvsy<dkwA;z?oxOR|VQg~FV
z9m2q77IBJQH<WoK5NnRTT~J~75_%;+lE<@BuFifXJIFi#=Bk(!kOw4-)c)2jktZD>
zT^(=p#M;25KEHy)PGtb5>S_~i%p3a^E93iO6vSO#Hp1qA`%M<|b?>XZGKWfm^ryBQ
znPP>aJNM6j7oIT&WfPlS%$8Tyo&{z(o{n#xwDFyEAI?V5h3=<p(z{=qylCuI@kqB<
zFme&ob~X}f6G)FIUQ+lMT`!s#d>?j4(sZupP_g~+_+;*h&`Ed99DVaw1nsOXh8F#8
z5t0717u~#K<9XdKD_Qlk;biD1$&_ffGC{Y(CaRL|qsSimQNw@rbDM1kG@bV7|875|
zEgW>vf9`b9pI=L#d6_2~WFS@_aWSIose|YBaD!JykO{-LzaQ1_?9R!bWZG@NH|#l!
z(WZAt|C^&f*=(cJH#WxqJK~^&SN99=+!*78uzMdn#^e8$r<<qGshG{?v<^QtKmWsM
zz4giZJHwEkqq%?G<McVYM)YaSW>gQ~T!(ibvQBiQ%tLs^*3-yE*u7>n*898UG5*-^
zl9->YW~HjLa!1xd>Oa~+4E<nj^WgYb$HBru#DB%SzohFiDyt%UhN}2=PR(TRjEBf{
zk4)HV<5hvW^8LNbUrq;1U-fQu$y7P||Li+@|B2qlH+Qnhd$LCl389~Crqb(v#YEC;
z=(M%N1mgP2C7*I1qS53^T&aRbcGKuHv8Vk1>43cFywfLR-*Dx>zBG!H?Gp_DJhdH!
zKdBqO(pC_)+cEQEvpe-)RL2JWEN13EU*+qdLmyAQWy~@YF%chRG2zqr%#FeT82N6A
zWU>TZO?MIUMw5C`kpinYXy-Hb$Q5M8C^-5Kq-~~Hb%m^SXlw-D2Eq5D{d_@y>z#C{
zfgiwK3W&l2Y<)o~HONEPPh_+*0mTdO_6DJ?xIg?mC~gLFbd|6yvL%9Az<}FK45fav
zLm6Y}^t}bnX<(YXyz$sY)G?LHXVd`(&gi<($e9TY>qcRqX&;Jo1c3(UVJ`i!0dkEg
zQ)fPm+?<^7gLG{Q7f!+h-~2+4w4<PqZGZT^gN)`p7rqKLjt{SbNT)H4Td0gMR6}!3
zH~uPPnild}vkrGO2{-{w+S~YrFBJ4&0$}Mkxf*I8FKtmbM0mNTfXy&wa0)2kGC%<m
z$9SIH#Rxun^NbTFbq$`+x-nm?O1u;ZBOb)q$AbOyV7PmqCQ%pQl>hjt{i!MOiBbnQ
zY<U0{EXawFp+1X~j7;%2dkVrSqKa}JGPI}xBv`!~aHC-ARl(_gNLV9TybfJ@s%eQJ
zS)ofksnAy7Vw7CtoXvSiT=)ch)C(Q60zbb`(xv;n##1F=fHdea;|!K%l8$6Q{!~&8
z#7Xf)%!m`(Yf@CyUh$E7u0&`?56pFRop%3~(BybZr>i5pZy=H0a!P*|Jv%UNT2@kK
z0sy?#E-4e%Oa_(;AjLgR*v1FQ#QVil>VRH{tl%KrBJ@;}aOO?~jUX$G{o%<;q4G`H
z0!n;>E=Oyr>dbE6KoYd$BQIR!`IZ6~qOB(C1xX2Ftwil;<$ZPs!WhQ=rFRpp4Ox5b
z!TA;huh+aTKzVs1@l{$Us6Z2N<#@n)Gd%6<14zc1V=xjhZiIro*?khkQHcMHfW&Y>
zwpxKc=?ub^<)XbAp^ynYs$chG^Yhvif<Rd6ae=DZH&Ebv&>aiNug_;$?Q_lK<~-lG
zaoa~{x-1^2<>U?}q25Wfx|hNFnawZkY|M&;<?bY|0WeMHD88fu13R|?9p$!OtQ`a)
z{14QLjhnyPFenWUkx|lv7HCC<jLZ0Os6q`si?kT@>W6eB)Voq@oPaw+SKI;p@l=vU
zz@5B_zha%1e_vih+*;Yx*FhHal;o=5+PB(H0?`I*X4QYWD5F7WsehXR8fvitxT>w_
zt3m(;!*6=_73ji-$A2)w?DcWAobxU)L0ZXoy!o=O%BfbDFU*ceKSiv6h~HYrRmfJc
zQ#@gI%=TJ*l!Njr9}TsXAdVL!<O)LZYc~Bn0LYghvr9wVdj6U#d+39ntXtffxgTm)
zxC^L)4d8%eKH?ixO@MsJ-y>guJ>p<5Fy0Ks>LJj>`%9p9IAah%CqzKvno}?peOFOX
zk_RcU9_Xa5#@rD-q`wZ4d$0fxw2ayivV(PA4+Fu~7D#1M%UI-YXQwV6AyJ32DYpF6
z!H)op0564g^m=BekQTw;8TNgtH6P~2z(ml(3tCj|PfNtEI^>fZ`Uu|W2SQt8EACMS
z@CPcj0Gb>>N#N@o(G!GU5^|iHy7_?6nhpz_>Hn#sg1$9ZB0i}jBznN~B7FBj4Otwr
z(cm(HlGg{~pIF)Yo8Qi6km>^4Uj|C;1+!5v<KBR(1Sx9NlDTrE$Qo8nJY|UX9eG&H
z!1i~AN(q1;uzu@U7dyhflDl{OMs5K7?{TFv>2mE`k}EIi93=KF$N82q4v=Gq49)|x
zxu|P5`V)(XEf=NdPNzkhhW29&+W?&q>?+Y<Z=3|Ig-6|oBrTG()?fx?Xcbd^E4e!9
z%6W4xh$yY219NSEFo3iwJDxMTz=kacU4e`%F%_BEbkeo9nsLo)q4jJsnJ{-LxPl$*
z)d&XQ!E&NPOuxN|$@_CIdho<-o?7m(GU7|s@~It1^2F$FoU>&-SC50j++6?rIGx@g
zk$~KdXo@PYV7jyL1o<~9b`Fd7X4(MgmLmXR)b}>jHNUNNa11wx;53*sSb$OWVaz1%
zg@mkH$8Uo2p(k_gS$iSmKmEjVKq&3+Z%6nPio`Gx$>Mwh1~4K-U`w6n<$Iq-!jp%z
zvECflA9MpM?t)(S)I{j0wxCPtccsE>LE#JFDde>;bZ^*4^+Eh$TWu}c2Q-zrK`?y}
ziCQG|Uj+PBjWm731hO~(3j~~EVr0-?ii&;|gSNnL(7UNDW2D<dm{gLPMy_d8aP-#Z
z5wN)(Eke>=)sXkg7GQV3gAx4)kf|<@1R%)#>z{%0;HA&NVs%*7<3X$nL|BmGEg&`v
z*p1|{0s)E%u@m1{KMUQByM-Gfb7<q95dy*-%Y9f!SMl=D1^awjIO<h|sH_RNxsevg
zfqtxS)9x=>a-=~Gq&@Yk^=1O^0$+x6iS?*&{oU{KYKpu3nqcX<4X1Jga&xqJ#CEBk
zbK;9oRxea|QUQF$4<NtwlSVCyj-BM^NVemvI-`lM+GRmcqn(7b&~V0lWvZx15+iKu
zL*9dzvw(5N=(inmYeBP9BtMR8{T=#J>W82+uCungzqQ`0YzZBd6i3yx`hiGwbFZ<e
z3L6AKm(Dkqs9gw?x;O&4NZ^lDQOjj1^DGL2#+`j6MuR%(cxhgd82SbHnMeM6^a1z}
ziKZD^$uA!P84zN=tVWUo{ZpkR)5TwVfQ7jr&Ys1MnjBaTNDC{j>HTryR$YJ=<q}Rk
zJZ1rPqDl#zkM7OWmsy2OpGOC5y=y=Z|DfjpnZ+Tmo@&V1ukN8Z`+(c@AZZ9uGj!Z;
z@%^eWgysqj{QDJ@bH<e%VEL?ussSjamp5>=j$wYBcE~V_<mVBDv#7}g)|W-&!I~lA
zmL3f7x{kG7&9vt#;KvrQ$iVqmO8QUqGeCDO**>sA)<+zlIzmV$jyRcX;X@6x)R3=0
zQ$`;uRE(AJUl`sEihIvuq)9bV0kkma2hiv8(4^uVeyx@ratFWy;r$C0`Zq)i1aH8n
z?#2s0?C8zCT7%K_zbgP;K%&2qd`e?dB~2s1Pq~k~mF1CHc+Zcg2044QZt%G`#}@1%
zpgc>OYDPX`%}o?29{so&4v2)F$zjAjXZ<`0Q}M4>Q9z!433LZ=65E#y_iiNbP_PH*
zx;%s%=e#7fsa<6H*N*O`6U1GZh9lLl$N4&J^v{#&P%KK<ZV<9ej^2F!8<Z=<I32fP
zVKJvGd5F5`{pdSpMDR2XX#VrMJ82la?nhjuEU@eeDMLygkt%GG^1-?cX#$}ky)R86
zz7!ztr-OS}PNl}-e9U?vx_r-Q>vlV!dj_x=LX4L%_#m*`+vySJ-;bQW{ynDn#_g?Z
z0>M5}l8qQh3WUx8>J?}WbpDOej08+rz|CK*ur>L?hW<f_>Jsc6{O>R`*d1ZksI7aT
z1oB7AG`d5LH9-~XIgUI22EVgOZ4Yol-M8nM#5SB2IBOjC@{cl|g`w|)zHl<={ZOIS
zV}a>c+V1-rhAxndwNdQ1QQw=vEMMuN`<5;vZ9!gGA;Avv#?rxWUE*C38%S`&WqYr>
zqvjJ-?7G24p|*{uqJ#5v5~j^{l8H54Bhk4Uuk;Y@oE=lhulC8r;2MTx8Vy3sg4tdB
z{kGHqGuS_tjN#J%2->zu2C{lR7r>!+D9-_UxzrIR*7&DlSgdyHqb@^w|7A`W2L!{u
z9I5CuVhX4=w;UbA(D|7O5@JqOq0;ng1wgEDwE*0xodqOablPza`{Q#L1|kIbOLXc&
zLB$|OeIVfVoA*lnfQcRYj_N>>L}Z!dmG}*lOsYX2l*ei@@vk}se3_J0KoBtn0g+i@
z)VsgX7JX0h1S9c;MMy7#?-D(<6Q*|)F|C~s%YO|VQn9r_j(0My0uA{9E1}&$tel_0
zLJ4`h4m^Cm;zGgiBuEp!Y8di>Uxi}IU>pBfoB`pj4hOzIztWO8UX6!rrt2Rd^C`4B
z7=ma=xc;LUn-3}b0M$_7XIW$dn9hN(W--{Y6UePm?`p{38Q%uHiWzpyg~s+hV*<)7
zMy$`z&lNh&Dc3d)+}~90B@6utr2X{wiVy$pWhnq;-(=sM68j9cT*In<ihXDRikI4|
zCfy<YHo@iiLY7~8LET78fCxC9beYS!m``2s9^oYMDk{L=ScQ}l;BVVhYXRI6l<O8b
zQ^whH5W){55_hZQA5?&@vI4+gCS%(u4`|4w!TkqyciuXRm$QDO_5A&iK;KIY;@Dtl
zxcT}c8_rWlTOudjNzgc?TlY7TM{ZgJD{led@=J61w>bzY|4wdR!Zky#2B&?3qCb%T
zu=8(0Wt|W3VogC?6Eh%WH#wyfwL7>+9VUN0<p|uBXn_{cjGCpg4ke3!YE~fQztpN}
zZw<b2eHWhvs$}>o^CubGg;`-#L0wU1Zf+(s@6Wwx7vcHjg)WY-1{?Ps6CQeD)8{%1
zG$>tQY1o1<TY_en%SBdJCI$uO2~uaM$PZQQBL|JW_n0gFe|F;Ek^T0VHrz3&RR|~u
zdiE69-}t#wFs_#>M=}Qc^2P?huEqm#T9~%?I5bZUM)&*CRO*!)Z&P<d+m;svwGbme
zIE4Eu8@mKJ=WPcvxcytQ+)5?M3TrBcNxVle$~Wwk<4W{GKb`N)O-Qq~{EO%s;=uv}
zK(D;`{6FIXOqPx<pZpyOdt9U-Y(aJG#4nUwR7AoI6=(p5v|0{DQ~7gisYi5K573Kz
zkEw|UaDZ#X%XP$Q;G>erk5Glsz9B^iY^7Els|Ea3NKAXj^kPRaP?}7~!Ye!wxbi6r
z$4hKF6wDVv+ZGWG<3EU`gqI{0L&)WaxY3z|wl%qJ7XT#ww5HR0t&{M?fJqDXmbiIi
znqaF$T>y~wAM`U~i{^FhZrl%~aI^0@*K#y~m)RCpFPWIuqKYmePZbV3SRiVHtSz-*
z#^#bS$3qX&N)JD7=(*9zwH>Jp1BDrIqRC?e703DOg(Xk>nXOh%`h!n&f^x=)F~hon
zLhm%4F5j5>i4xBup!NC|g*bkFX#>1&02{SV+>B;K1n2GBW~|Cz`vlg!BOY8E0jL1+
zGU@>kq#KjZi6mtd35MKOU~P1Dg);xuTvYL*5N;T(9MbF!mYz|foMFs6zpt-fw0ub4
zJHqpQKuR=|*Kd0fYuTDi&cF;}v)JKKPIg8s=b0M_EtjY~h~*3*Du8(0*9Ej=IQm5_
zfkyW*`R)8z0s{XURNZc9BwyA0xexQ6!X0uO>rCP}=9q@TY0CcTOsr<o=z7f2qoKSi
zX!PCAB31c6$chnyUwHBud)Hg?^a0(5BC4MB2WP4DWR99aue2layQ=_Z(Fru=9e|;Z
zK&v`mG*gxY(sC9rPJ{lj*ZJclvq16-pf9OzJ(tw;(XB?VUx9h&vt9Fq$$v+1yaNBr
z4f6?+e^8}Mx(#9J1%X`X1Oe0^&5vEnsM?EwKUhx(l4~$%Rw$a>^>LcYnkC4=&uekp
z5_0MSeU?g^V|_%JgN>du{RFm|11g00;jgbfL#`NH#_LyoX$_;;aC*z9>{;X=S&%+J
z!~ZsP`R|&xf-ztD3vOR$FZ)(xyQQ3_Gt0)r91J}_bzPVPWrCC^^Y9Js6c;aMJb;Ac
z(Hy2TA8w5{vNodfI1{Zgf<ioRsk_e@@Rk#}L{EMHW=1B6S~M?S0rbiNLg2=^tl>h>
z613!-@msBW+$pI9I*ookbBmvSSx=Z(ciGJ(u9E6^#ah6k2}8f}S$XUIu0%);$nn&I
zPg*Ddfvgli4n@C*#$A441_N^k!Xo!&cT1qG*PjmW?laG0spWXe_*v;V(b84LI1oV@
zWyW=g&tYwc;1TmWaWu65ee@e}H9wX`9_*I+241WMWm^O`23&xR?bUc_?4X}7P=^@I
zky;mL=C49Dw8jM_h|z>=sceRa2-GI6Qw6a>dIQ3{X{-51^agRPU0CPv0cfSY@T2Cu
zUxr!hNbm|^1%oc+?|9W-90d_Cr^Sz9v1*(z*XBw%LWF&xr2|F=%rm5yJr~njesL=V
zaNlr#P)^9}0w<i86O4;Dxj}&c^rCK=30~T_QUA&hC|i<e6s`RJlZs2O=W`pw9hFiZ
zp)!*7YLC<M@kBKTLcA77$}45#F%x0`L1pIB<w#|%L^;L+K{P}x={oNH*YF$a!??HS
z=RBS(ugptmpGs7rKZB|<xf!isi5SfZ=XZFYFg*n&)U<I35|D72akSjUM&$Wt-HRbm
zx9VCyru)vU61JcSEk^D^6BAFtmX(s#O1!TqAihWW5)%Z3wv0SvfA;||cm^IUbW%ZW
ztzi03e?}uHyb5X1r-*U6u+VUVWwOMXupiV@v1S2!tS6>f$DA-lxbBC(x2HGy5ESzp
zaP1;TBJ?9S)%4U0KdEYLo|f2!Cx%fKKi5t5<OPoj?;xn`z|lwA<6$FWxJb&kCG5-T
zkQit^_;-gVM7trjl9RloPR@#t3cziX55cL}OQoRVh>~b!PUJXb1hZI}J%8<`3ln@2
ztZluAW7)ngNg^}xPf&GXxR)7FX5OXKowyvRVGsxLO-t|?N(0zC7Tu`@eGg78tf%YW
z3;eFA0uU7fl)G^j>_?Cq9SL}ob{wwn9XZAhj`MUrPClGZ=wgqvnppjaqwqYo>tN=6
zP(PmfGi+FSYwb7W-8Z8)jHS+7Aa<xx*DlY?a(phV;m5UANU){h3W736f5zTr>4l5m
z89Bybp@;9{vlSIb_$i+bP9A(6Ba$l(W%hsNs`PSM26C3D*e0#Nf}T%9`Vp22##M|n
zm}-z5Ll9QhY3i-8{RXgiW55>=jxp2}cJqf(cofwER1Ece@Q%8u!f`_}X%<D&)N#9D
z%z$K!b_wQX@d9<kkTIzYm2we;umq6PNenUbj*6K8_Kh_urBA(uSKU%!yT~>lpV&?Q
z*BT8<6u+=3K(PzGe9xc4{W&iiv~wR;Z~>h2Mhz9=cs%i>BOD%jaKWSGOly3f;Y~G%
z8_)*Q5OmCl{WJ&p+~;5NONAIdSI{vS7QbReZx0kiN;qb-RXE|a0RX88R{u%j8Vhp_
zJMLc#n~NwyhT6elOmiT65u7@K+`$HCWbnE`i!+!it)my0V~*U|&8)$!kmK#GTGQ*m
zKf(ZNf(()7DEEDnCP%`vv~xK7KPM&<{}OJ&8L$tafUhuymIF{m6WDYllH<$ikz`NT
z-Z%;DU06Bk1(5y-`P9jd`<@709{-Vgu}wTfR0a3?In7%|C3l+@aIFBe`N|IT^n60n
z(&K07b;COZkFdGcUT=!VCP4%2FV8FzBPJ76O)lKn(SYFJ;<;z3x$0>UZ)ySYfmrTW
z`=BJRwC1MNUGO3zm^h)YJHUx5<EzLEwqWv-mt~p@D&F(LeOEOc%QiR!_g!82=oItj
zC&|2ND-%N9dZ2C<HBIV8Y)P4+GHQS)xOQJPY{~BYyyJTesgJ2c)mH8ea6Mnj7+L%a
z_q7oi3`_8`6l5<)LEfL-fe1aqtD`FnVj6^wVT(4}Y>Z)`ZuEb9`ru&L=g!!3yYI*Z
zVn1dER4CU@yUDZv?ZP~%0|u68g?nt9nJEo`hR?ejz0^FH8#kiv$MNL`8{^$6lzu9R
zxS&IRAitZS%zVZ?6Y<L{4awrY)J!+4(D#?F1Nl_^RaEBjDqn-6vpIO#X<h)nb8vqs
z?&S{QxsK|Jhc8GkPlJ7*#?R;vKkSyw`1=#pP!G@#Fl(v-g0pbn=J=7h>PY*vs~vUV
z>mF1l*i-v^5d4(>T{QF0x283s;a<e*--XHmev?t(Aj=f1B+Mi!pCvz^zGh~IV2lJr
zbJ;s>ML9oJGWR83IR0m@mUaR3AS?*k(4nwN3!`AHV+nlwEO~g_d8pLan5|jjlM_R0
z#(z+>0wSwO_0ZEQjR;MuP76(NRtMzY*}@()G(g=pRndLQ%*4ISLvU0-H?;@zs*{(M
z0uD1gQEVg+cGF+55x5OOCC~ZNHdc?ct0tre=ALaKnM+ROAgvsb$FE5Of{{%iA;zR5
z>kA^j!QW7F_QcmwX?pUQ(`C|KuuDJ<zDv+xb9S}bPNE>UteO)U8CA11rFW+aCsTcT
zF+f}X{{T=+0|XQR000O8;cM4gBZ7HD?vMZgXp#T`2><{9FfU^-F)uSOFdSNSRFmKT
ze->;LSP)VhY$z%!Qc6i}go*`zKt&{mq=d9IEJ#Ta0Yzm9A}UA-f`p6^5KuxoM@W}+
z@5lG|$34$I=Q+>0_x*le@xJGM!Jwxg06+i$00rz506^$)=Bx_<w+@G7vCKZ>e=jQd
zK%8A6=l)|(MtezSONSZSV*A6sK4nb1*kk)oj%(E>w!EF`*xEz=`hIr&;MwI&f;0v9
z?No)0%~<V3MD}U$>=%X$@9Xd2@6Pul%@XuR>N)q$Y-zKf@mGQCz}4W9Yvvsbft{IW
z-Jg2jC^L)N)1RO5PaI_F{*+Yt|A&Ilecbz*8|Wv*c5{`@ttj*MvrRE=w^R#b`g>Bp
z)BUr>3*xzttunn_6~DZf`LeBVab>>Fz2$nV-1(vFBL%a@Uh^04;Oz90$AWo;X)%CO
z;WZ}TGS6+D#}Bk0u(O4qc;4tp{5+wccWt=qY|T%Rj|}tPGk8$eJ|gjq#qZ&Eja&g7
zqUVv|1tDR?CU=`iFL#@5zW#AVdgxQDI@30a>$$Bb*!kP9)L#9VwVV3W;pXx6#>Yi_
z+)(oYkXq25qI^*>VD-CG;=8}J`wNkSFWo#9XI^?J#(bO9C#Bql#r%}F{~dHhOYm#h
z{C{WL^(RbnxfJzo-+Qiq9hME8Iie*}2+Bg|7rcLb)h^*piez8)Vy5bBr@*(y_3T>X
ziOf&B!wu5z|4Siz-!2GWZ@DK{iWa#tL)~Ri8;MurS9J3vm6{Y>a(!Rr4XRdl-5;3~
z+jO|U##^Z~@abtsjM-S0Qt@@AKe<*v<OZg<&vOMG6W(JA2|=n_-t_JlsCS}<3*?7P
zvSfbXzLeG}nI=5Sa9LwBUVs1N{a`h`j%Y24Q{Wnh;y@^nbg^Et=jHv=uW64-1FRb}
zXa}?dI9rlQSRP^d8eGnP(48~B(c-T7sXpSHQ%nWL33M+;>g>Zh`#K>;SEKYN=6mK;
z;of%h)`PnKA=)S9dpQ)>oSiRL1rG{nLlsIg=pHvWPq}TY!X2eNF7q#3VZL|6%wf0j
zm+hW)7fBoM3u9a6{@Z=|HLKFs%~L6FXSS#4yyAL~>7UPiC*R3+y_a+DIOP^=@RQ+~
zCFf!eSLFyWh;n_jOkBojNh_py*MBuE<2%oBeTFyW!Y4|cr(yZT?dmh75<>^-#k$ff
zx1K#(GKnjDCOxwudvXZB9#<I^&<T>ZmnTmMzKcd*em^$Yt`<;VU)$<5cKc5l#=Tm}
z<x{a<&z|zd_4~Oy^7fn`^Hx3t>>iQT!}PNvOLMuODzod1+TNs`%HovvZMLYqlI&TV
z;;AcEU%C0%y7}0*qUT>Z7Vr#FNuGJ0V$t;D1C5G>uiy4aM!7HL(!E{LrVXFhwyTXN
z&++|yGI7cM_&ssvyN#e<H3oMK?rHOt+I|QSS*aD%z3cY5v|u)B#jfF_%vqZgF~;#N
zHkwzuX(JU<ck-u3XX&ija#jlW>M?^XLael1Yp<<S-gtkev`>B3c&tIe9^!U$nS4m$
ztH!P(dHWmXe(xxsk~xx)Z)UuD|7J{-HR>L`^xW+|+<C)i-J4~WQtszgWV?rkrm>4O
zffE_lFv+WnAp3MN1+J>3#02@%!Lp}&?kxT@EUH{gSczOWP-(dLMCCW{$n?9E@fIl|
zzNeAaJi<b%1$IKuKBG=dk@L(Yzwu+hXtGTpa29&gN-^IiK>Ggiv&$Sm%@Z}w-LWY!
zaT{n?a=HH9*Gv}ihUWOD;D@!ys_$0xuam`kw>$;+PPt3&KsBgVlD9Q}$yf4xOnyzv
zReX2W_h`}IPx6p8k~3uh`dK{OO=#}(<#UHrvb<jQ(zDj5voic&Id-3f1P2>jn>lTE
z$iLYuWt9a=gD>x{I+zPm%{O<x`4zuhaMVmmO!zM$HZf?~F1BrtwOK%Fl5sQZz)c0W
z-Nav+N!R#^T+hCTdy}oty!?3on)z+>wj_)1O%2p8%M2-ka^x4A6K)!qoAsy0Q>)8z
znmZy+FaIK2)mi@q%ip_q{7=L;Da@ko46Xj7#yPRywVJvW8HRPIABcL_+m3l1yKFUE
zsyKr<iddu_vO@(Fv^rd&vO9U(B2X|oL%W^bBD&EOA29$IYWej2#?IdiYdBW>+X%f(
zzOyjvD`${_700ezA~eN7fY&badm6Z<T0`!3U$re#lrn3!c`HgSy0$bbVE!213-5Jm
zNcI5lADKM%67Hww&$@b1BGu$r;T}o**Ofa*wmz{6o+;}N5|`1kJSDtC?>0cT)W1i!
zXx2n!vELRyj`$0G<8Z0AT>A5%VCCV$G=I)RJ14uFB*8)VYK4W^&kwJ8Cb`_R9Jbp=
z-Pg8N=MV~WCw*!<`7q>}XRY!3jqED#b1R?MvsEuTSp0X@Pftb<p1NRn0P0V!z@2Zu
zlRiBA;!Wb0pPpR$38{^v37Zh7U|46UGu0+Ie8@8O4KzJi=$l>ldHR0qqswe=feooU
zvMW*Y*>+!T`OO-hle|oYI{`z^jug3Lk1k9`|El|Bv(6BsTwH|<Ar}Ap^zfecY0(p3
z!mclA7GJ(mX0>ECQ5k0z#k}4Gzxq_l|Ms1>k7SO8-`WekAKv!Ny<6#CI<vGFbHh*1
zx3lmQ>VUL6v~cJ-Ue?}}lL`7x4(~mKEw5poxE2nBuZ65y2Cr_kxO(CxxDtwYbyes?
z?W$#m`x5r7pQNeI^L-2MyO70|L{iB&b&$8euJQDbn~g!rrVW<d5f3jFH~5+}!aC>t
zah?#ZR}yD7Q5IzyRWVnvc^M!5{41Yfl9kKNHQv8hKE$r|>nzRG`DH7k2OB0+s0A&w
z#AE33<-Io@ck?)MX?IA?Kq&LB4DYGt^3KlIK52WByx@h;V`~q;F+ii;0jpUNW)3IK
z9X`D-5T%@Hf7rsSZa3wG6GeMhpZgRsfVhoF=iRqy?R^85s(Asvig^qCiNF2AQ+K%5
z_}OB%-rYka?N;e5MXDFPL+;6Q1x-uFtz_pGX9$R<zkOv-PbA12a_J;#KRA>DCu(A0
z{2owL^K3$KgKxF&f}Va0hx5a;BXkpHNgCvANIaKGv@zH4B0-q_m^}}k&K6C_OMxp7
z-ZV*^vzRMu*SolJ&19e9b*Pa-;TT>w!)?NH+H0<xl(ZM?+-(V)R&^9t&GJ_Z|DCUV
zl{;o#;85%sR$X!W0sqj+AMM{dO}hC5`bJo0ZRWk1jtOtA?>KCtt!|W6`m?o%*_gra
z(}9uhQ+|H0f*YD76!dO%@TI2te?)5(WZgM^az?F_M?o`Up59%(+j#SfJOfsmKEYoQ
z*#l2$O75@;IOlVtdFAE$7e^%wYD4kiliv3>hj#IOo=+w90%-9+|GrkLjUQhrC@V?f
z<R?~VkU=wr)9QB6(?j2RQV~@V?uOsZR-Ji#&fPOnWz(V6>zMr7uHkydUgqZ7bNE%B
zdp=^4x7<1Vg$J52;1gl;93fBd4%)XoPv<;?S+wg}<acXrdH<JY@wmBZMK+Hs_NS~&
zqzC;nC~GAYlR!uWe<YVy-zWWL9vga;AZ>prg6h%!OC}SU1O7sBCKHx>8A-_(rm%})
zQHBHS0lC=4o>=!Q=Ktis5K1HNBg7NmQS|?QVJ39wU++LBthYGyKNsiBC%lN3xl;dS
zZ1T_Si`>$o3h@x@HVfg4t1y?~!%t2?nyRIpCBGfnO9OpuIz1HUH(z-e?Ch;5)3vV|
zgOx840eTO8p1hiX5xFP=Kau8@{U6WF#OxOzH(H~m!GA+e9h(~!&hpGm1>GjS15%mr
z(syes!H?Bm)mv|K&T=QQqY}dNN^?v9xu$l$vmN_Odw5;ANXMnvWlY!VNvT;c+JVmp
zlm_pr`&9j@>BH-ehaJfA|5a4SdNNSs2gla}%cnUs9l|)R5^io*_y_LCysp9*TU=2b
z`U-z!eYsGiPrMi2gnkKMyr+%vx$3f<MLErie9@o#T%1eF;&?0BB2m`8+;{8A{nqP0
zj_eAU?(==)_pCnj+&f&f+6w7jj@I5gVc<w?w&%0SEo<0O2^i$ac|KmII{+1u;y)6a
zo^fUr%@1huC?7cwI}sYrl07WcDNObfMH4;G9p-(c1l0DO*w}tht%oJ(HnWs5a%*nJ
z(l{O$O7C;=iKtlx;w-qi1e7^*(7Oz~*+X<qa?7V${;Z1kacQhWhNM$|v%~+9*UAfZ
zm|=f|C5u4PGjs89ar6DO8kpL4es~`ofG8qTG=Xw7;`8S?g)KY6bbrWlAA3&(6M_a^
z!a;=ugJu+b=0!Vp;KNnaj2p)!_y0)cQf2o}ndP2}M#4Id!?li!$f1EzZd!H^A)g~;
zPMf>{7+BD&kIHJ@Lud@6{}z&{AH?|^(p52Xvy_$-GelY4gXD)0Q3q<}*`?jv5D*Jq
z&EgPE1rdK?xoO<ff6~vnq0<iXTCnzy;Z#=^%OGE5{@o`!-DJ325z)kZ*&y8C2htdl
ztyQP^Q(l&({Vk$wQ&<`my|Khulh4s%<Y90Djlr<RepHXI;)!377hse)2+E_a(GLGy
zqH|$tl9>Oa;@K5dkhLsJrPofB@W#|5zns3a=?~MRvL3|J@0~3iX#kb43I_4Ree#2s
zC=I_rHw-m_1yLY%??7o+2r6GKHr|dpg(ciKMsOoux0?`w+l`g+qRPaqH5gpdldhFD
zC@6Bt$v^igRIyb|&QtF^AYiy-lICJS9Ha2nJjm~9qyoWTVU%DetzIPz@SUU~OnyO+
zUuOR+q5^!LLbJw@nyxzLFfCqhA7_OG<V)L!tBfHyXNCZH>=DsddU~hC5vwx{;kE?x
z-ntKgeIW~;-`W<z#1Z7{AV4XMcvGAi0J3yM!n8SvB|;dHDwtLqI--&)dz)R?Edo3^
z3XRZ)69=%EvCXQ3&HMXk3kZqZ5s`QR0^}a}xHbsWGrsgNevAP_++mU3lokGov~nHs
zM_iz9@!}FFAgfeWx%;B>TT8|PPEDMHo3Klr8YjNlcve=u8<{8M)cg~A+>KQgBKRK;
zx43AqRa;FN33@+C=3=L)0*}CAyiOJ=9^`CZa?%vhjkgLyMQth$12u(W+}c><;0kzI
zAm!vUh-n4N$C(@&$t^mc;Q^F1P&N&nTl(?SYq0Z=#4wzd2@8yo&Gk53%3t?-6FOsV
zA4K!yRXZ2(h5E{Kv~3GD?QCFBPooYa9@i!JY-{zwdOvSfea(dk7geLJ|4l6(-~48g
z;l!9b!+(9<BYBVz(Yq;lrdv}N`kCgf&V3s~46IXzdP+9|mIgpP+|SpDuL4OW=dhz(
zFjv@fJl^UW0P7CYGgAykMIWrQ1F;yBSAX`F9FT~|x4x){n9wPkQ7lIdxNqu&g0j&w
zAi)bT`b;WlvLt$+gk3L&QMUn%A7BDuRKSA21Os>k*_LGa!<n3!rM)youM^?EX@a;8
zr%kFbD`22RAWNOw9Yk1U7#wjVW>1Ea{;^dP-?no<QOluX<W?<H{~@!pv?^7UPikoD
zaW+c<t1x&X_NJKzW06SFBo%{jILQJ(LmYuMFfxk_Q>L<SJPp@;g(_UYSixqI6&VMK
zqC)yRYDg2UvlEnTY+UMfnakj_lYp#$APYv734KpJi@k+2dIc}AJ_7ZY4ZR}P_=b+x
zYpDK>eX|_(K#MU{6{7|(+6;6!cf_;>M6odby1DXqpBtPIk&Og*a)C6vnAuJKzrpnm
z^y3MLA`XhoeibVGQWYrSZ*A3-8ioeR@!1vFw+I+y>38(`8MLLG68dieLsl1h+_xvo
zuZYPn%}FV(mTeFhe0UHJ0}5bTftVJ7f*^fFF-&)!i-yA^Bp*Q1&EBsE#tQ;aMW*(f
zt!o>>b8MoVt%y$#dzotKjwQF9Vbzm8yUF6B&~ISAxgITetft;K7-;xG=_{Ehk$EJ7
z1sCmPAW^;yB!^uFEd;td5`5T@9uC?d5{L~3N(C!6)vvI<X|jq?B#u^&$8q=2#Rp)u
zlfhaK07Q?l81v{Xn#yVv$S;#o=A)Y%^zOzf#(NtG241ygJj*Uv+7oHX5d}_f@V#;)
z8-#fS*05Jr(5)jH?=NB)nsy68?j+X}X~v$eG|-5`zp*A1>OJQfk^;Pp+YDEyvbBU;
zdkDWjLT<u;&0+j2v!&j2BTB$3x~Vr=tRM0yR55$xf=9d^gD}UO%4BLO$B*nR;NgYO
z*s1sFVq=iooup=2eJh+R0KF-8O-8A)&=ttE?W}}x?omMpuk-C7af4K#Cz#nHVygAo
zf#9PhCef7i8q#YNVj5&4MtrgAf&}K$%?UpJFu%*(2T)O<5EjC)WiTJnDb{1*OnE^}
zIjs81sNlr=19l1QKm}StjdO4Hb;Rh1(8^GC-4y)_thJ38I07kTcK`FfE2p`rNDL_6
zl@l7$t}aCR0}ILIqTS`vj_&~)cOdaAkh^S94yl!`{h*SZ;|#GpttyutW6VYWMUOKT
zP<CvyGKMY(1`DlG+k2QL+m~*p^{|>kZ_K}G-hsC(Vi*(ruaxo^w+J`9+Qj4d*tIzj
ziBiy$M)vpW<R!yG(LR{2FHYHBj59fy@yq(r)*HVn;<X#Q>wIoNU3n!dmd-qjmQ`c{
zlcMila=)s8FxZyU%3GI5HR1oM1GDlgrTk$u{b}}qQN7@r4BJ(z3+{lL7{Wu#(aKvR
z%^#5=`{Kvk3_Q?IK6y1$Fgm2!9PV;;{!1Uxg3iGIbATemE5+>ZLUL!)6V!2|=HwDm
zf$G+KF$qpbAOJ~t^o?D_{?bnXJ^W4n;C*Z@yQMjA*aZVfuX|UUD!si2#a2NvayaN{
zH+xDL$hkp?8qA#;Cjj;XWO&sYyipPw@&%N(&3?9kHbD7LvcpTLOG=oc9pB|)!t@kT
zs1LTBfRR|!?IBEeQ+$!iM#wXDya?73FfKxv7AZ*Nu-}ioOG){McW)sJ`5=K85-=ej
zA@Tr#*{&_zqu$vC7`B=LpR3`TFlYtIGMAcfy7uN0qYeIM7{Z?!g4()|v*U=+#`gXd
zuV!O^r6CrOtWcG<Khh<d3cT=|$!fLlho?uj{#DUe{eLNBCfi1(9p@-32p=v!*mcgf
zO8<8tGsYBzt(}?C*z3eekwYp;e>{Zz4k$lKmo6CN;rligIh7!8cHJJbNr+3c8wB@+
z2O%^|l~5o3F?l0IJfvg=&HWZa*1()`tTYtdb6UD+4|yUW;3*CFA;FL?bnY3~?K4bJ
z{5T7EzVV&W!)gYF*nrBh9v1-<SV#bdRhQsLCTOHHow!qe_LUZ}j)e5}Gr}DzHj@+)
zvfF>Ikc~fs7|vvbCXc5ywDZ`Y5mROm?zl3%t3A4Z^s_ViH1|8?V~cP~0U+tC=7`-(
zoQ6Dqf8gQhikE<r*4b5a%GWN7(?9w`t}qvRo+1U*4H`DMI94y5OHz=G;fdE`9^mif
zVvM6YVZ^TUf<kNBJX<8U03=|`BXKeswpaB`k&qw1^%PE(ldU*4Mj&eft>v;EOD}$j
z0CsZ~n_x>z@m6(~LpP-{GxXeqW{U#^H2g<!6+1EQs?So1fJzdEnao?17ZAbR1AHrp
zdj)TPmZ1-wF2=VtQrCaaO~`|U=E$Qj1-|o;LNy~fw%nKlHGx_5;~RY*;TnrqkE9Ly
z=PC7;?YJ|J<1yx<ZPR8GC#Qd``~tB-<bTo^c~qA_R&$IosB;#t;cHnZ;0w4dFX|3k
z@)5yuB`ELr0jxUclIbX!e?2OP41x0et%rfnfb+U2h<sZuW>o-@YOiN|)ZVrSuw)Pi
zkLtiL|1=VVeqZrx34Nmg#B-6Bw%F0Gta0A&KfR;-7?={0=ULY_hEO)r{RY*Px3N_b
zksU=WI4o4f;+Lw-=)qU_*245d8C!&@9^h0z^XU=RG<(S$LJ^lky4&qI7^MH`*cX0`
zR#+uWCf9D;!NR6CK&6PWJvI>rv=aV1Z@62fB$Lw3M5~J9AnC~O1Lz=m5XBzyKpOfO
zki8THC?g&tw~lT-+hrdt4?E^gtceVc<-KjCtZQ^vciU6dQQ!{B%^)~%m6O*a{}xsL
zH|fFy%rKUaR<nFjd0}J81akQ)^KsND2I>Su`2vWS9aM^U{Oz5G@?lbK-EdP}fGj0x
zVxbO;`Ndw$GUt1(2(NBCXfDEi6@@F)=y}ET2Mz=!4<-+IJr4qGo`$RRRKL!HX!Nju
zk1&rr!pbh9+$SRM(uNm309P$NqdZu{rIui3z6P@p7G1<(T;E*b6eVp{tt<$7e5Cpv
zKXU5q0%%h~Xwk|}Y=`2B11Q-v*`qaA5cnpoUVX$KHxHDj2CRWeKyC=_{R_eb?P$NV
zfqaNmKr9o953P;$P#PYZGG`y8zSoMcj0!#)({?(I<hY!3jenzcQ9C|E;}5})4VbS)
z>1s{HQF256jlD7EsrER|tobW~8LQ{H2Q0Vlh7C}9{q!URXl0SI5F*JB9uz3fOn^T~
z3RpITF@L>rT;=X2xW@cwRpbA&iJuYSet%H%2_8~LT2_4WOFh1$g!%|GkFytNi^8Au
zw$s0*>d|Lah{Ijp_)eih7{yd{Z8OkijF_)vE{ZzlO)0!l%Ey>uT%tl}DM}0$WRA5>
z<GCXA;xFZ4KH?=EsyUsvYidC?Ya74V)=mAT(L1yGP#V5%0oQHgSTnQXFh4YD<NSx>
zCqU&)E46Ggy<CMe(irRdrE7|iqO~l4D#lo5?Gk_jU48H{8IJG*{$dHOM-z&^;oEvB
zdTUj^SZ2{(h%XfztaW>%K@kgWvP8mq%`lDt#T2lNgOKc_blNz9nQme}__Wtiu;P(<
z0_H@r=IBu@G)C^o{O$cTOc3^BY;Qb3w19B2z3vhu6}M)-R-64fuY68RRN(Uy4${~C
zw!0ri5Zwwy#!`d$9C}*6p4c|Q)-^Xsrksi#spznXA6F!Z4B$n4iBZw*_~n(r<vc3u
z^S`HT%6lY*Lr}XxjHQftlXiSLSQQ#M7d(+ujlR9J1&A|5AKm%+iK&Pv3oa|HVOA(h
z)({N7lM0TyHi^kjan$}H86PmqwfJs%U~rs7Pp;4O%h~=aW0X|=t&0@bG_SS`Eu?Wg
zL^qD^Hf<FNd0?NntJE0C23kPrHI{v-All%*tXo;gic<VdYD(2LKM%FN^YER|H3D$(
zIvXXuwX7lUv#mnoFcYHOcVSNM_9wAX6oDGv%kZAZ$cTr&qEMsD0>|AMkyBOQl#~-@
zH!l^yNOE0ECB$CFIq;ks#e~jU-RgOV!$HUEZdy9O4ew^yPchZ$*Bs+DB}KOJ_t|4d
z-7yoC1Hl~9Z^o6q#{KvGQxBtjf`L`nIDTm6QS}I42*NZ=T;2Xn3M=Nyik5*W&g+$!
zfbkqr(i{Rxd<9(kfE1cU_a4u`H+>@Hj5@QMqI?-D76bZEJl`49>)lJQ^nYTkwsRFy
z<%TEw9%rgrC>N8K2X$Vp6Y>>|mED)}s@PNZkSkWQRxX5|M?_(`;RL%~=6OK5N1LnY
zTNPkKApQ<k0#(7*-x49Gz(|@dZT_I4d2{Cx03kT7;uXJ&CgP-y;_cxFL4K&OO6agt
z2NrN}7+89wnp8u^qFhTsNCgyd8kMa)?S@yYQpeW=O&l-Y=8bdoszkh(d+mxNi%xGt
z134@Ht*IjBMF>*EkjiY3p_+uO7-o)*P{%^cgKym1UqVON{I~??^7se~xv@7S@h)U|
z8130hpgaYnfNWS=-WLHxnN|}!Ekk6!<a-sx0t<~2Yse?%i>gi63~M`R0P?=esr}<A
zosr2q=;}h$^#Pz)*r=OK^Pro|v8Pb^2i#^MKHu{sv?({a#`-U_qL@Pu&+8;$;(0X<
zhee=m_G?9=oDO=Tt|!#_^|8Q_JFG8z@#Z@2qsd}^iGof@fahn+HoE|RCbQ0jo*L+z
z`CCK?6(?@mW*p9NM`rUix*o5ghUDsZ1<_;K^&gcQJBhMqABYN>uJF4MFT+t}7tCZH
zJ_DDcB4y`G&w<4ndoTj`x`qL(_xbeSq@)AkDn&^_KP%8GmiziUN}P%^!wct2x6@+s
z#joJ_qo+nA=oMUd<pu$}V8rt(S(LmU1nEXl_rKRl53+$1Z=ou<OlHxPeY%B^Z4YC4
zb<^QPwR}LyhqU<H!kBvncbqXho<RIT*2h)@;2swGH#F{X&FZ$MDN^2r`?*$^+8a$p
zXG}hu`cMoQWTz`^Ns1GdK-JAtZ*oAC(wU$fYH&a71E`Iw<3PH)?uAmOV6UE7_8hM_
z5*!pYd2A+t;-)0)NXU#~C?Lc(iT@mdwlFQmL!{bV3F3DNXqIez7YKSjO^lyC54nG2
z^yc1rIAM=o6o}FA5`!+PzaJ@&h<HCyFY~Hlp={~jf8X`&kr)9||JzyoH?~&~#Q{Wu
z{}M@2yfTUvT6zcNn<Dycq@_WQTY`2}jh`6gArtPuAS$6AR6xQ=q&zx3&6qI`ypUqa
zyyr)4tg;w?<90oWM%xfIRM{2(V;56;)V(V~258n}NKPOm@`&p)Ea@(XMjYfGjXl^v
zDjCo}t&%@GU&TcUM1v)DW;L+0zv@(siwyg3z%Gm~O_7lzjMggB8$-I*TcSb9Su9lI
zGiNre5~R!~il_j}D=t9WnnT;&55!ZaS6i2W5{EF!V&<Iut+u$z@Gqn`cZB2(PKpL}
zBz@#Qb7?ovpib$<t$0ZKNcdA7$?jvQjFUcWowVannTSW=cxSYM_bD``9Wl33Ju3pB
z#GuCnq3t4jS#{>e;Xg}AZJX>{Nn|B3Y3KEj@31O(I8Zba(?s95fV>{DANn)-L=|!7
z0K}=nFpO}~PZ|Zd;S*J)yUiew1^q5(-LoZ8Y8`dDvN{!_onJ|cf`oHM*WVMoQVELZ
znLhHD>P1<arDUlr2Z%bEG9@wMfu-sDu`W!AnWT&ByEB*;$oP@I{}{=W8mU!Rd0-W4
z6?gIZR&L7~!DmOv+7Lc#bi9$Q>V<!C@A}z*kS6%7)Sa8+Z`BjsGK*P-vZdEMbuM|M
zTeTL3h%9ubFS7y0#6){8u^qH=GOfF+;3{_iA?Qk-bb;fy<SvUDKo~QsFRCCYM9c#R
zvi(&_9_b3<$eDW(ZRnUYXhIL>@D|ZdL^EZdewSl}6!fz5CTSff72puXUt&;NXg8VY
zj0Emi1`vyO)ohsJkOy_=j@=zIcbP{{l0m+UVvb_m#wrIiYm;ZpS9E9}=m=UlK1!p}
zVyn%nm81VVxex1Ud?;olc<3UE`&n(zhB+}}fw+r0`K!`7g06!e45UA(Wx6lI-ii43
ztdWfgjv;j!xJiy{*uj;mVP$()w%A$PwvQndJdDSzsk45L@g+xGv1ZrRO<pm`FIKzX
zjga?T;hD%)JM~N?bC5SspqGJvQU5eS+?^GqeWLT4vbq9g4)h<*>fUy6o%ul#il}5p
z85&@T?CV{t3W{)wBd1NH{q@!|r(YM|_QM1JzMD`|w&>-N`S5D<W6u?0WD{a6t;$0r
zBwcLIjuQm~+U}|p__S~}KQ-mZ8*CUMq7HVacV}S{Gx!z@^AH`de<&?I975${Okyv1
zjXG_XK7ml+T3hWNBL=3-9GR<F=BO@XHSWShUaj+vn?9U#BQK2Z;2%OC7TKZz%<pwP
znI{D=^p^}1?j$Ld-z}*={3i*TxkaK^Sg442>6e1X;kOYURXI1_CS!ciW&)t*xO~x8
zP(O$Tdf!-UJfW1nS^Rx7cvt+^V%Jlj&PtBc*Zysi{L$;&k?FQT(WOo{(4Ejz7ghK3
zqtqRhavjYtz()mt1G&VUkK<Vp_ipd=eG|sUeEVO=PhIZ#E4!0!H5Ev6#31+@%*f#r
zS$*SXnc0L{l<DTMUdc1*na59~Oec<^$MH6|7F9>y-qksI?CcD0o^N2rvyRvy_yX}o
ztxr;)>?Ot^OIP{U%1e0Z^RMWH;v8WE%+@F6d&PE_tX5o$v-VM{9LHasbG&}1n!Al_
z05IIP9Q0oboHvWA*u3?>)@qLx+Nz`LUgE$scF}R&X!yf_zU;Jn9nM~l${r>xp4b0h
zui^0(fuAZKE!W9X5^ATJ#@bva&y0S2%P@0*Gb9k{6W9L}RpLO(76g%Y&-pZ8wVHIo
z4MpOfp#HddD5BY*M_DEE)?*y2lTNq8nD;cPeB>QqE(2xNv5+~?pz-*e`_nj+36lvc
zL0>^%^UB-rc%6BC4mL@<n&>ti>uu6i_yFC6<duK4=tJ(9Q}L(dGquAUH-4O^zm<~Q
zd3paFdh_Avw5KV5;AJ|CP#W1Y`@Dn0;06oMxRi~vKetlg_%u#k%}daC=@`CPtavf=
z6QtOqan)#eGe%UEcoyB}gqz|D0*Zn(L0Ld|;v$epH(UA2y71tnxv&AZLC5O?(5QW#
zb%4~J)7jz;*0|Tr2lD|Yau1Ybo_x>Hdv(E<Gie&N@uKHNV{;EV;Xld?pBV#pPGw8S
zr%?f&f%BDzd6u12TAKXud-a!KsoqSQ#vd2Y&f~o-@16g!)v>NwYr^*t>HB;>+Y3qm
z{yHU|pma%yDnva8r*ZYaRLM84vQ2j0j5Rl`J6C$`2JG*s#oJFVV;tI))1XJsk}5D;
zaO2;$l$T=7?^%(rXkV+b%rlfH>-^-`p1N=PGZr%zO(u>V#*VK)wv@MLQ9cwj9bRMj
zi_Bha{_i^PPgb(FJ2;jcJ~g9#&%pg^!^bnfh3`LftoHT<SJ3)d95oB}II|~Pc0CS!
ztP?v{lJ|n@!xH|)Ut1GhpxqV*>sQ|yxMmJAI%?E$V_{f#SXX0K_T*4O+{Nf}vGv|v
z;rh&?p{ZF=8<?>!qgPVke}((tW}hdQKDu~<gW+X~c6D5i9RgpYmrU5)zVmlfW?+rt
zs{VyvE}5i__&a}8iD3FE<|l862GiE*LnWg!|8CfW!ZR5Yuu`OJdH(+{PC1I!2X<yG
zW?~N!WVMumdYimjh1{RX6)nH@{_&%!TmA<Q^aj79r=Ey0O;&1#Po7|UK8O{WH1psR
z(~_)t0Vw@*C;8u+oY$w6=WvTWGi&SSmP9*Tf25xMju94c>^<#VK0``cLF7x=A#p}k
zW^b0g^z=VWXW9SygsCGQUGbae{vb2wSto9GoL~`V@5&r~AA6QAPc%#oFYi3LoN%{D
z&&yQE7nXVqRs$L}HqLRd#+iWweyQ%9XJ91Nvt?2N!%s)Q(Z1HAte(o)-`3zMNq*DM
zX_ClIMZ4A-Xv`!mX8SK)jNa|lD+w<^wcZN<*W1o>(LtBdq*^IhhWv16X+rr1o_Ci|
zXyB(jH0YQh^COLJt#MAoBbYO#-*WK0Re|5FudMT5x%^4HUku#}_vWnw_Pk8_rS52)
z69WH*r|fW<U|!Yh{L&dTaOVg(Zgd(!{Zz<#b3wM-uQRao5IjA8^JWv~f`4zC%})C-
zLid0L$aQToR#?Kd8QS4W-3AY_#roIk;UQo2v=K)b|Jexcec?(tz5FAhFH^F)BuCo*
z!h=J;EX5x575l^dSNk(hk0~)jh}(rdEjzsDI;Dys#(XSk<zmB&@H^l=o1P+24rK65
zwt94Jil_gQrP`qsRz$t>EN|4D`mkbDf{mjVES>##@APl%?y3Xn6RiP7bgUQ9iU40H
zsXi9Q&tJ|48+&_3_x^IE>OMDYdvD_>)|qtlk~wjb_V`#s+NJr!)l$OqN*AWl`R5x_
zGCBLZ9O*p{*Y0yDgv4_Q4EYOr59to?_SPy#>n^UR&W6i3%kAR(wA>pw_YB;(v%`H2
z<NvmDA1}dP4kz}pZo3`kSFzjRYBEjkUj5zUOZLcZ9!Z<F$0e*0_r8Yq>fyTPHR*Zb
z0eJ7MF6E((WVGl!a#MCOqdPd^bK_;v`a_kM74s6B`>ZRyQgEosrW01D%$_c7eEJaf
zNOMiCyI_{Zg6a8&JTX_h<ahoo-_s9dzyxP3_?WKr&aqh7;GOdi=O4K?p-jC^9qCKg
zsjVFT2973o%-lRa#29>Iy?Ft~V-_9zMPuG3PoMwV6$QRdi=SyvK@RhrF#{a!kPo|i
z{e{Ba(BsnX>a((9hbsA<8oc^wxJRus_O(jk&+8@Vpl68_VTCwKNBr?u@6Hw9cTFv_
zdCj~ne0lTjb)Mq}Zzl?B8)Z_#^V*2w9JLCL;J#0><zrtbl`5a73#NFJc0n73Hf?+=
zAS3BwJ_W15pUomo6wdKPlmgdy!Q8E9i@oKIkSFJ|p~c-s2^dZe;13Uxgt#Cp$^Qfl
zgMz!z{1jzwO}G^2X~b2KH~|2t>|odq2(nM7z%O2r*por@vo2eFMHAbQ;0v|P-nUrH
z<uQEk2%(XCpHhYl0#6MR?N74wh4v~&SxRlwfq}7u?&Mo+|BFs!);G2S-M`>B)!?PN
zfC~uTymYSr)O_&hX~1Za+Sy0wjq;7cPqXRX{$F9l84{2%!NxDb>SlR=e8Ec&*Rhvu
z|K2NSHS7iZ!n?sW6vuqWUHJEO$3+pL)lLrDMNcHf>nIGA;$H>>5E$G3gJ2uv&N%fI
zy3mLesvzs9!B6PZ1irv(e{zw!1a<AG60`}OcG9se>WD*?wgY`)24JKuTRAcYG!cI}
z(q%?u;8h(W{9X)->sbh}O|P0d<${7PPlhKe0=9*hQf1SQ3&1gA(EoUVM-Gs19daY(
zN;xc5*ymY8DzAkq_hSgwS1G^J;K=4F99)$>b!`~H_@s;m?w#KIu*@9_*$IGa1`&@*
z|0Q>Ll0$Jns>#-t3MiivbkoA7RTroK1$cxuvTak}uagniWVWJYyqRx_5~41+)K(U+
z>>2Z3tq*`A;NTiiW+~lw;TN?OBo{?Dafd@f;mY+S7WqW~bHHW{7)Q3$xyT~e!dN(y
zWTE*0MK)qgUfdF24Xk%~xJa_>r&>+maDTSXE+`V}56+)d?<Y_s!}sAV95iAr5Y$U#
zu;FJo>h9bT1xK<qR$#j(@Zbw<8`N3=l~I6<2#H!4jM3f}lD3xJWxYf4azltRg6kTd
z5>cjARBR#atA`mHVKB|cHJ=ACOX2X{ssVTIEk7W>9%O)ny6sYa9i+7=_R67@Z|P9;
zXBA`*EQ#a(p}?jR;Y8x^Y>#b4<DB+`@R}bY&}LY3f}ED8GPk7+*<U~BAyhM_&PS8G
z>kKq7Tu39yEQz@3yL|Ah48|OZv0?YDqD`EcpVU}q`ve=-_Df*jVC6z!6Tk!_o`nn%
zivjtjVS~k7=&Y9_P**nN%?LT(1EVuHRX+f8><N*5fdxd0tK$y-LRj5YBOh72Vc@hj
zF0-MUZyEf-AL7S3*h#x#oYW2ax<T<mp>|`dXt=rwS9o&c4U|9=m}leZpgIEh6QLs8
zxEY$Rl>Nu`Zl1DzfqqH~-3U+7*W>gyotPBjuSRXn!4=`IG4vy`Vr_RGoEQ{>*C=yo
zQBw<b_DPtIpGiO2=O&qjPO|VWcOb6Q6$bgvj`JxeWw=+|Efa!zxl2Gl<<uad+X6%t
zW51W*&g~lF5W1W|G}8VAAt!!GombEB)$-q<GzyObh-iyfBGVx|c~k$oslzIm)@STA
z7oz9g<$qCMuPQ@`GlL^Q<4^I@!qwFQBxO*8`b_X~zQG0c_9&2k8e&$HxQN`6Y-6vm
zdmJD&rNP-!e+4~|h^x*M#PK)2-4sSUK_EsO)amQ~8T8)}VJ|WC7EJ*lfN3vJb59|8
z(@H_X9RAg73sH}6IOcm>Fc+&D6t+Hb)!h&`#sW?P7+Zl0U=WLHP|GI&Hij^hfsMUT
z<s~d&3u7W6#3CvyT`Y9*vD>iK0HxdZKg=XP#K+rg5oVHf<SpfZ9c=<R4=)UGmIn@U
zL5(WFBGxo<ZiJ1!@Y0qtJ5l{38iEA}_`rXLdRwE;)Z(c|@cO&vxKzmTMM06*qOYb=
zV(&x!d#b_HRm`7B_?9}-*+<CiG2+&|b~h<#iDJGJEDNtOo7d02jSD$t!4FsR1{#xg
z*Eg`GSHv%(0!F;r3~LTrvqW}9I`)BRI&YS28jH~NtGfT<V{n#${ZI67g7J>V@_WN$
z%IA$Y<dZqM?%|+)ku;>#$X8`V$2WLbBheJv(6uBt$rOzCb{PSL+BSXNAS{92KTGf)
z1xZ&vj*(!Ui8<(|(iVd4oyeB3cVrDzNsd9ZCEG<P6zZ>{M;M)h4`%?V7oAX`>#}i*
z_SZrZin$Gu^^z?8$lg#AdbPuTQJz-`Qw>Cs1}Nc68llB7E{>tw#UP%OfkGjj*ItXj
zpy$}=Wn;)PlNfUV3Of=q%vq}p;3jKvJq)D*S)I3t0GaFiT(DwT^`9dk1Ty3WG2RRU
z9G7PWU}C}VmBun;nTrJ19Zg3hfa2$Uy{Z=O3}B4N9#sY+Nl0ZFuuPTwH$r!&6tgW-
zk<$uQBwc~hpUqQ|-LU^IZ=9<K<sSkcj@rLvFA9~fS4p|T9nqCMf|E+!?m2<FXi=^7
zY4)xlpY=hKB3z>oRUfNet^^QFz%2w#7l4~Tr>R<O@@TdnBs}P?!RA>@fh*CFb*&ou
zn->uF*3#2?R`OQ6g{rXiNQ2%>t_Oy2pL@a;`LTtUzJRL&Q9&E#o6jNQolF0a#_Qo0
zCUBjdo<b*ouTjq>xxA-)Mksg5)}=N(4AYT0U5W`9N);L)i@SxAZ>j(e6?b2WYw0M4
zrDHtL!a?qMgB~*b08c=$zX)LkmV-PfZddUq^k(7+k(EqsM@nOU_a2YpzV;=5NTwxV
z{YXfJt+?>i3yfn*gzKO&oedULq{G$GWa-@zZ=MzsF&-m{0<-thI$=z;(d0{F`TYbR
zA@18Es=35ltrafLuBLNb-{8zM6TvG-0x^^gEPw*uLRAc8M=8rSqGOJLgoy4t>szK{
zB3m_@w+dlUO$!LCfKBWpxoO2Ji(L8vA7hV{$gG7al%i?98kmAz^BgKAq}~sRzJZ8;
zOhi1d<4*9@4FcE7D@qda5kDn>YIDSE1%pqJLu=ZEb|`E;)PrbxK`at6Qlfy~0COtD
zl=7|)ySMXvU^8-<^-q|-g_0Oyaf8^%x)kDg3rMa;YryxJ7t`n~zG5+<;Ro-*_t{En
z-&cchjN->f=`X#Tag0me`6W%bX>HE_6uN|1qZ^AJyZf;?A=?8JasmaJVO&BxJ#_)B
z@3&2nQ&bs7aJ8b%>Pt-O>q7RX@C@T?>v#l2;URhx1~Cp^fsy>8+?M?ds3V}9nWIv*
zdD{PoulLatuusF(7?jfxfhiM`6Igpe$@o>5MmrQI<hZXSIYi9AcF;u^KY@w}2;q;K
z1OdOj5DzLq%$3pbB&^We<zSA9w`kWoYSVD_iU0u4tA2}_--0Xl08HHC`SA6AWfY8u
z3QSR{TO!;HT3X3Nej^m(f+IlY7>%t%O=ueVA}Ki-qc4ch0kWO_#HCZ955kQx3I@N=
z15dxAF@tQHDP8O3Zu6hk(Y$KRV<9yf8|Zd2ApDBUa3U<{k}TaNae@dRez1!H!UKTN
zXkl7StH376a*@f7lqNz~Du!2$9hYm_LxE^UwPwUHIK<YSumwY`I=b#cHx@%j?3b1j
z6cHx_%|Bj%6RGR_M&h_=^SUaQkw!jaGKc9%h`fX;wM8OOnfc$BBk7sH-(1;39=MP%
z6;WZ+GKOB5<>vDVZ6vTaMA#i7y9JW%tPbILqSSS{nlVlkTn+xkF;)-4$*Bun2mK`_
z!!PHcfNo`A0*m=aJLv&*1^}xlNvEp2Zfz-O-e07f0yj`wL4}G<)h@fujwry5o@nRc
ziU8jD>Wz^d{ox8zGOy%O7q$c<3QiBr38bN*Zbx({G(_N6Kd(PyBN3rH8}K6JbtaKm
z154}TYi7?p0@TPOHU31<BS43z=p&MIa8Jg*^T>drvKiE72(R(s2P7k??Q(oKA^QcS
zv{R(h762fCEQahz7he_#jt|Gb)NcF9E-nHEZw5EBOExqeoiG<x71m~!HtR`Y+w9sv
zVmVA(nGLm%)RNl&JPd2PtA>ylm`z89RsSFnzQZo7ma;L<NN_-Ayj{k$?swV0M3wqc
zI{-9-JQkqY8IwzrGfL)y?Y`g&?`8#;3FUALO`>YNfWhxD-^7?4iz^yzK^|v-?v7a-
z3hc}SWlLs<9#pVL9RVL<uCV<#-pG|5>U1b=5+sr8$UyCYWe>tnol+dr_%X%!c7Xpu
zWy<<$uES*8mQMD7+Jm>0vLn8`<<d_C1LieF#QAZdD|p*^KB8(VoFj;CbEcrkK`bKv
zri2p?Ub;#KbNQKyO0~e|Prtdwl|M=Lk=)Zb^gY<w3Q|J4tO{z!t%K@;a**gspyy~W
z*O*tiFK0=h{ZX{zyIs+com`{Fkrh~;?JIhT6M??@;Rh*fA>#~cb_?<vRws%hneQmJ
zty=IjZHz+Ubr;~jJ{0Lg)2YllpiPmb%?r}TQ~a90m_Q@s(M~1Q^dprV(RE5hu$kAJ
zC8b_+B;=^hWZbPA$myp<sk;gsl(BV-X&Cr5do|X!uO#Yz7rSAMpxhoh76jOTBDtDF
z$QYpm6wQ`Unn#Vzk!=(OJ`S^9oEEoUpxa=fQ`BDbn(d1ULSL)3=Sh&82N2q8iHO8r
z7_IPyCQn#5Mb<Txe)Hm64Spvyhdw90C5I}v4yo4VB;h_&HN~JCEW5jb1RK$ihx*se
zBsq~0Lzzf&{yM!K3Ej|Fbfx-_e2Ep59U)&EW;TGmkDdnjr&yAAfl@T(Q!-UWmRTi|
zTY1LC)gMwdOb|X$H^3QJUbOdthxxOk{U81040?wOi%e2E2_K22M-nZi$~U@CQct;H
zZg7Pc!FgtJDPmjqpq*?dWG8B(V#M)KJe=msYvzGc6p9K@n5aa4l!q%1aL>jlr`+(&
zZ@_hCpnQIAmVPJIZ%{`|)W~LVFLm@(^u_#=@pGNVU=?||bSTBqu$)9z-$lmG?t_fQ
z^TRBa-6{sSzPVte$Z)Rq5c<3RRA)mO?UR%L4#GzO`-9-PpnyGD5LA4rgx7M#?xg_q
z$s_u;ZEy9p^AsfKB`UG7>6#0x`5g+{tjv7Bx6lp<<$=gAdq66@0C|%gsenlV*JVSr
zz9FLv_;j|xmOXfc2Xb0UZh9|Nj7_NIc~|nZgm`TIphP)x52C}Sl4hzE5z=t_Pg6;d
zO4>&SSt--q%i<;wZS~JYN{1tv@}Ua9&bCH!)?MdT*bnBRGc1v?6?=XH465RF%s!7K
zBe;dn+6Z>bCH-!zxy8>(yHbZN8o|eE0MB<xeIia-B8WS@AmerQ641DBA$SQeX2JZ6
znU>>wejn(5&DH!al(p03r(INjTS`GvGZ%b{0p-w=4GzAhoc~pY(W|apqquzGx-~zX
zR47aQO*Q<s4wgF_C^WCa%r{KG$Q*}<xB>B-n^6$)KUFKZWltj$;115`DzWq&+}o7x
zH%z=~3a6=%1IcmF()Vq2G46R~`xmyBCEdqv{YJ$IcroQoq4BdwwIck_F>;WAZ9v{)
z#beC;jYx(%+|Nl(4MyFB4=ZeK49$(Ctn*#w1pVD7$b*uMgt#n^DO{ptuUFvRmJRLM
z-*b!JssX0Pbn3m<U+^3S$uMm28alfl9rEq4{N`TUa7Sm|3Y-91U%@BO;<i@k<X8;(
zJEh!UEtlF>2)-2v25oy=q`m4Vwk@&kDoI-iV7wG&5O_%wUBm?)8is|7tw>bCA}e41
zkbC0nDtQ`K&vJ$wFGZ0ecQl4Y5GNs_=l(1mRHP{YLR_E&E;^sD_Di(~5)@_e<&rtL
z{**#Q!vT8$MjvuSGC6}Yb_1UKK*ay6vU8LjEIkshAnD**vX>`1!g|17pGMl(nBPIg
zT0{!h;8TB8qo+jq?+M3G>>y*0wh6$oFThUDgx^*4h{<4LFRY7|X7uF}i{sb@RLk;3
z%!dc#IVis`Rm8MO#tHBXDtG>HAOYq=3C;k!f3fkWU)ei>Vn(QzrfnzJV&{3MdtCYG
zOyCuLuDkk8WN6Zj%2RI3wst66GHHc<TpId|s&KaSo^$-t9Y&Jl2#Dd_mNL!%By*Q}
zQwN0TQ6xNhecMc;7Aa|Ytn}Gd7cccQ9zz3(UJ76@1b1NfR;o%S*?U;bRlyyU_ppd~
zz=QZ4KX-kJ56C3SaK+uX(_+pL(%b(sl-p`=x7q^?f762oe=PKqxwrv)&S`+%6(T7{
zpOWVRrU_CiouRN@_3e>%to18G^Z*yChk9ugt<z16*PEE+pnhPdG!SXwiIR(U<aSTA
zmo65wB?0UEj<&)=<-`fs9Wiyu#0n%3PtE^;j5pBaydnzi+D%(=HfTH$^i)H%p)E<-
zc*56Ba}z<vDu?(%a2vCAhRcr6(e-Sg)&W4UbtbZR@zDqDBX0C^t{OalHnQFcq!Yv;
z3Kw`%MGA!c$wp<i*UG6}@w6i&lqoe^7B3-T7fMn6D)!bY%wSwTY-#SxXnIBleR<Q%
z5Z>;%%XTAXa%fz|EknLV)2%`$M1_njri(>XMfx`UQBVF7?cc9M7)dQs|NdbCY9OVR
zDn8E+f34`6cC=q=k~PH{;tWx4(z&YZH%Q!q@r7tz6@V+zp`FSpe>*h`lvwlH+PLM!
z`<euKGfC;ydX*mH^r>jiu%P(QB;Lk87>%)e3#y1XUzvm!!2&Bn2#-xOS~!BWaTAbr
zcAY=P!*s5S+KJ5rt*Rfi5gW_S?mN;6%QeN|j_#)sLyY{73p#iM_s}vH$3eBN4uR24
zh*xE`=>S%iz=L?fToR^)CxTDg0|LtIA~63*s@b%v=g%K~*>-eqWF#bjRr)#VFK^$t
zGTQ=&xb>O(Rtm}#0N>7~il;?VW6RVnAnDg6|DXhpFsn$E4QZ%7+hx<!1|uu&Ek5rE
z*mFn}Y5{VH4hV^%D4S`I`G#&$!!%|f!9i35ePDVD<(WfuQTSIyuPOk1Hq&&BAwo?D
z`hTY0gAAy-q!+X7fp4&@S)6LJzy;^FQZ1A}yQCL3Gs&JnK9O#OEGN^6ZhrZ7AkVD6
zi;}Sq^ZnqVMvT?u#bq3vXP;IixQA`AW2U$e`AK+GTHNz(l0`8{4mB$ZJ)))Nla1DC
zq{jQRr}}|Xv8yXsZoKF*SGWS3mf2E$%MHDRWsM$`--nmI-TkN>FX#)YLOxk1Ca_D9
z5#pb<+7%fm`e#SRdWni(;tvjw2VB`#W`XAySnu<e2uwc6#*XTv1`#O%d#x%1v#hT|
z1VSSfTm}-)Y67)=fRrBse1~1Q)4F?tEwPhxfJwzX<Z0B0t|W#MU-pxKpDX2ov;PF)
zFFONUg&UOMG~|{Kmv}UB*(3H-LJv#ucr=J<M}HGV;pqo75zvuKgJA~iq?CUaG6f{U
zRm2<?idY%WA(4|56F|6|$61(UlrQ3CIgCG?JkRFlo@DkD5m>01BStoo?13>D)1sKr
zf%}+VFu0zbhoU*Tqk(iU;?^*XxDaEBLl}6o^O296g9-BJy<F<eIiArd2w2Blawms+
z|Loq%zF3Q5{#S9e%N9z}9^{t5A1?9J^5Urw@(`I^*#NqB176)I9I>A0)fA&y@2$0l
zESrL)bHJnefxefU1>&K17b)9uK~%Rn;&3gzk;Dw7ybn^9bSF#`2h~e!p^nD(U#n%<
z7Nx&Pzcq$&<je4_L-NXqEw}l*(p}pAkE!bnYU2Can?e#w3LOb0A_|H?l-?7HV58VT
zX%Q7cdXo+b0YOoU4HSeRil|gYl%60}X(G}~C<00gHIzVJfB#SK?C#9{va|P`J<mDM
zoqOiFJDOt?q;NXfc>-q#{=;5C+N}oT<}Gu&8yLK-q(GEmrBTHMox(nCJQ$7fMIDO(
z+lddr&OCzWM763OjECg>l!2SvO;%o9+>76gKcKY0z2eUlAB(ShEG_RYWE>yNIEb=%
zvv0x3ftqu8n_0Ti@}5c1UIu7GfPz@d`Owa3?l;M`_Lv4Kf#R)fXAj!k_ExUyCX{Rs
z0Z#8vVR4@ktt(-b(a{oe0hqG186T{v?;MV-gV(l)AUMW!qoZw_eWcc3wpmxL%V3N~
z%H(0082P2SL_4YSIMR=VfhLjI6A=nD2gv>~#F1#?I`_$3trLWDivQ}l@cp6AtVQC!
z0)~&u{ii0FDo7w!u<502Irj${6im0Zr;;CHm@gDi?|mMZGi)cwuVM6N$#m2OS$bn5
z=s{8R6Lsj(%?TWBjd&FG_>jKu^*}SF`5;Vz62&Pizm@Uw+={q2wN{ulrzvH6eOV^~
zW(M3E!~I0c*tJuZi;Rz;1oXKmZB!C^B}*}W?+DM$EEX8PEcB)VvU^=h{wqUphTs-!
zNU`-J48*f%Xf`~oV^Yjk@r2$>+^iMk7p}iBoZ2GQc8|)(Fo0_gQ-dEts-EPZ_EWXO
zj7UIR)~RWlc$M4pe$*KfK8*b)7P8-&X-$GKd38jOPcY+|TyO~LBw*t%<NlAT8~c5!
zg~@73Oo83cCshf?Vi8({oi$o54;tx~9Igdc;G`@P>Iahg2?JGH&Uf#bNO%B>cL4~T
z934#0^1u*2GEF8IPiwj*@a!*?MTlsIz<&GYNvdyY;BLuVjdZv|rq1lC{aeCWLT6aw
zc0o`srkWpgldGVC`|C_)9>ZRiqpzZw2lvY$R@8l}`^gp|z>(ePW<zTk1fV3wygFOE
zB>P!5WXCwu^_b~1bl4}@=j2Dehka5aXVq3e*#Lw|QawH;Bb+X6S51J!(@|0DFd~=o
zk)mEl6lIQYYiqZ>E;%g<Z}iVTfRalw2G-tb#ffZZg18uX!;bJYPGE`g!Glc5`gs$5
zFx<G<DA-h&7GNEM#*g3e6WP#*-}?nJoZt&9hJ?%*>AOnBZjibZnnMm4z{NJU%g+>$
ze;Y8x`#_Gn0WU#E#?RQJ(z&G?@Z-~Df$G710@+6R%uyUD^+i_|F`_pS-r|cr7w>dn
zBfALlsx;j8{DpZ2%@<eg1q|~M)+xK@UKnT);jeTN6BmxtuVo~?5A63g^0^5C`w5D0
zw_jmQ!DRa<OXN4Bv4Deu%p}2LT~^=5JH$eqM;(;CQs?e0D~^S7%q_o*!?rcar*?@Q
z+|PZalr|G3I+WY4VU15re3>1=(ZtZjFdQ~!z7)o|C5Twg*8T{i4uTIK2Qq8v7w&3H
z%(9L9qQ?7S#-F%o6otD4`1Rsi5YUQhE`}A3gbF#XX&7z#!s2H1-M+}*q>m&*I%4h<
zto^98#=SGgCjd)kcaBtxA$eAsfHZ%W9%xBB^FmdzXd1ZM94$SG)UWJZN8aPq>8P8)
zUj+b}$jw92aA+WPp`F3{O;twa{}I4naOxp0q9lUTrBWny#o0fzs23kfVQ6iUGg#BA
zL$rI;MGw8rVnVc@u`4ZGyQ?D22#4A<r`G<Wtn=XJwOb&@`fx2&L1(ic>yElz&VvC*
z_L=`Ds?uW&It8uJyg)adw}byrRi#I>4C!SuX*|^RZ}5QME3M$(y9`3qj?~+ISG>o*
zH!0nkax8Dv4jU=(7oYAdJUj*JOnv;&XcWd7m%=<rUEs;`bAeY_h~Iy80b&iYhrGG#
zO)UypW~a#cz4H~UC=;F7ugzCpcKw#xyG-SVYnRj)+TYinS(x6%X(LWh{*G(;wDBE!
z-}z3r=zEoMIOBEUwuYuiKCb`wh%-^_sx*OTyqiU2DtJA!@#onG|Cv^PJfphucy@Vf
z_~0wOTiwXXpGjXs=H<jg|F?@-n&>cfWlC--7d46ZF1&L8{tuS|w~^cztglPE;jib_
zn)nWIy{;#=nVv~~)-o^n3UTgdhN1q*{o0^?_BR2Il)7fSs|9;H-UoZAB}}Ed_$|10
zjEIK+cTe{|rWqq=>e21_y#AJ`XOd^%*Q=$7mA!foc71&LV%{aXB{``we$`D{>*m}S
z!dsi$yCCOhj-%qk&*QxpPz<B|0^9K;5pj9-HW>5Z2ANWLgw&Y=1-}oYroo{eo&|qD
zAUx4;1rL5#DXnF?4Q4I`@GU>RG}w{v*_F9#RGOXM*_!*yIpD$BUGa&-w~b0O`b=*Q
zsJ$zDaQRn%lxc;reJMU&kuDYj|M+?xIr`YU_mn-jtW4QWsbwRvrA7txj&P%v>b3IM
zvhq<<;6H!8(%Y~}%nWRn$$B+(k}VZ3@y~C%_p4gg`;G1!*}-c2RO#$f#cP(uQx)+Q
zM`ykna6Y6lM#H%k@qXe<jkO_u;$P6M`%5tC35Q*358uAC>@j=4NW%rWD_+Qc`APMP
zI1?M9Hhe#8T#{fk^rk-Fk*RWpn`-2QlWk!yZ@0*lBwcnl-)@U>b|v;Fa}MSUZ33#4
z)7J7;DZ|Hh%o!RX`wFc6-RG{J`LL6GxwVJn-*(IN?RkZTs`-0q;B0WVjo8G|4DgxC
zYh0PypW)hkkNND-&7@Q0J-!DwnhTtK@moC2xp!R){_bCw?ZFJ2nlr?Q`HPyS1Ik18
z{azy7#+yx9V|aemg<3V7c-F`+Kr`&GsJ+YRTQ`oF-B4FPV>u)_bpIRdh0Vg6aB1h3
z;hWA-IYYrW%4e&lGuS*@xmP}(DQx(=(vjbje7R7k{`ogS`b*%nHr)DR$b-VBJGpA1
z!Zd{i$lx=xsVi4r*}Fa-W}f}sWLbHrxHSWi-f_<keDyDW!w0V|$%$9AG#53GnyL7w
z&RJGo6W_`Y=a$alWx^$rcg>2L4R58wi&}Q_gZ@SMqav9g*`R+feEpI*ocl?l(>D21
zl;!jUci@cC2ewRw!HKi$1GU@>Wl63W&5v@^En>%3gFR878cs_QPrY>2<T>*PReo9T
z&l%O@)K=*>c-f=HWV^KAR_b4WENDf~*ZmA#v*h00_d6#eA@lP2amCq{iP>1~AD(fS
zT)f;XJWngRHh!>4X*j7KFmQ8#aQOY-FGi&=EPsCM>AjyDu-o;(ysy7Ev;4RQ_Ci9H
zQ>17ILnP+CQSPZBOeP=(^)}>NBo{Y4FW+Y&!h|iId{5BGfdYR-^G^+(yxD7+5oonj
z)nb0OvU1KQxLbNXf5&40=Kh*}{BlwqA94Fg>mv7j<Ppf0htaRTsD+zD89ZAnb$bDb
z`2)dir!q}OUU4z~?HS!?M-SX?Jk8@d>q@<~*=Dpb^Fwp?d1Qy2T4U0>t5@8e7^O1N
zK`YP3@20lnO6sCT_3l?L-B=!<wYxo7R1sgbXIfB;ymIaPfDg4Y%WXQ~ol&mKMUg3z
zuG-mfxsCzlLS$C#&j{FiWENlA+pBmYlkdWzr6`zE!2FxDl?u{-{#vlhPX4<;XP5Wp
zF4km^{w)m8zS(hbC)2jx;m(ipgZYpM^Oq0v;o7Z5&~-P>l$yPP+KnBKtZM%Zye=j4
zGWwB;GR3Sd`OK;F1h_rrUf@|(mv=tYqR{rE_P=#V%c9Q~YD3jhEC+uY3XWB4S7sK1
zpSp<0WORP8zjAa4=9u%u?sUPC>em;qoo9M13#DEgIGWLLa>A72fBET)k3LRPj`v2M
z2Zv$i1G>vJXWR91AHE%*C3lPHy?izoG@Ox^cX3RyIAq@q8RR1qUyRDLLGfqC5hr+n
zb4TK10!l8*@V#?(F;L^_FL<)`DvquZq41(Lyt}rw>YvfgDl3+iZwmj#ZCFpPSm;u2
z@71F#c+|Dj_|g{H=9*uV|FTCw5jT_lq4QU5bG|h5pA(X<Yxy6rG50>81w9<2er-;m
zy0Ex0|7sbR5+Qpzl2V+)ksbKDh96tYlhF5vTs_T^_Jm`9-C{jgI9uiV{Au2efgNo1
zn~{kdj}zN+hMpfwKQ+`Ju<_igLCHzcTDIp=uc?oFp-y8_%k`Rs;RJuvxAo?a<-v;5
z!KPc}jRjPUZMEBAPe!#)hFh<<wC(RtWmm2kM9fZazc368sOfC2d;RMxrF-9#?-?#>
zE^j7lnJ$+UH%&fg*qV9+LDaN=p^Ul>>prc0pg`h`k{I8f0>Q>VR^z^vZude>a@hPU
zrImjGzTGVvioRy>SG<DX)32C4{Pp<WJGOTdYBDh`JaY9xe^Z6vPDo@m!4PeSn4i2j
zn9A%<dVI@Q=sr%mf>O+p!FT&)=J&R==QeG`U~O*WkEL5H|3s4x0sVsC-??XedsbZ#
zCg-h{TuXWy`i9$J7eU0se}44L6;O-!R#H!I%Z>LoRm&|fOwO_ypFP*d?;STCP;}YU
z5)cRP@Vt>L;qTAC<W8jvr?mD+&GS#gMGsmjnvI$lnvLrH*(mx~ENa*`9;w{$nLkgY
zraQwlzD6QvJNg={Ual80G$tOLKhT?S`Cqz`ado#He6o4s{+fIh#?F;kD|E_4um3Ra
z)QQ%E`N^3dFNQoj*(XAMhF?wiz4XEC(Am?KMK>?L91!Gx{H^E86+?x@;*ozo6ly2A
zrrrf#yj~PiQT=yv_LisStks#k>6Hy%DaS!?7J|gM{%o+XUpqbUmhoG{YeLZU)2Eio
zZr|HTHz?W9Ze&!y?OT^=x+>LVaNq2|p1mp=jX(d2U3L8Ojy_w*?ofb1Fhg~R9hsWp
za#iXf!xrHgXY;k?Q*=>|+AuuSZ}^lR>IwAG32){b!Ca<9fe<aP(}&t!rmCH)nsPZp
z*-4`uIePMRrLIcyhR)^k@89cMpyS7X#Csn#%+=4W|FM<1FztMeKPFB)xi<91Edz(<
z-3+#Z7?kacRd;<-&f6l;vd=>F`i*~o%g*_YNd7m6L4lToy^lILyua(b=WFI<n&cEl
z{(}u0FIFKII-`F7eyZ(KtP#6nX14FS3!+=<p$X|g)g7DjkvlF+0=6b~TSopC8)UzH
z#h;JnP0wJ;ulY1cR_8yxtQKl6{ZOzU69RtR_?e*jO{@6Zd75NZQn(!K6qPAH-2NSW
z%F!u({&?VIovYNyo5CdfYZ*4nvl+H|8``=uHPh*$cOOw(O>G7Hb<IFg1T_z#4)i;|
z<jV%2qavB8gZ50E18-ONom+n_(gMSc7D|(!3%s!n<5qN*W;LEV>C3Be3-#$*c+I5s
z<M=Ik3661_s+a7A$C*ITWl=nBZTcd}9`~kyfTq+NyYlMyj}sM&H{n20X%2zckEa$s
zer5Ik5e3&c#$!sEOJjj&m-#2T0<kaOP7`2{tTGs<>O;F9R3=v@M$BIwHdkITylwDT
zCW{F>Z3kP8zr3U6(&;zXfAh}iuq15!;IVL2(1AQbp9Xd9Kjz+~W|bU^KTTUWS(V%5
zWcn2J`jO(8`2^+TrwgDZ)`gFXMpTBnyAQ+OEBIB)C<cXs2opbu_#gAaDT3{;7gWEb
zKiL*P!#`|tEADCez|>igQj2B?&Ou3iy^3dVY$yNUWLWZ!sqE4J%6cVWuO#r@uBbE8
zb5dZ^X)vfw_jdDM%R!OD2W^N+_O&%YQBUp_#fmohTWBkLk$KW7?Je0-Q#GtQv>2x+
zm`m8oBpl}Q_@}n!>ZKnZxpCK3eZi`2U0+i1#;*hAjql?pXKP>oUXe^Wuk)n&gS#P*
z0K==v$rbh<uFmi9RqMapBk^dlzj?HIG+bfCvNBhus^yc|R=#s^arnsGQh0W_M3i0A
zcKbbzmBb<O!dkzlA#bns9$Up5oJohK(GOrb|MHTsir*vluVdj)(kK_`mIl;|yx$Z*
zV--jK2=*Q?4td>QxYfo#_;d8n5z@jTzdV0kZ;ZqBBP`{V<o*{)xkG=9N^|T7S7tMJ
zW2mhf<>|lLGr}y8w7(*Jf4^w!t}C^Ol?nEu4)J~Kv9zZgdCkupWJX$B>B5whSANRq
z{YiQeXeN`DE3=colW%7Dcht5bd~U|_nL@bA`HM0hzDV!d;yxW-m7LmZCt|cLAAD)>
zQjjSTJ^fW-{Cdfe0NyrP^Z1w}=!3%T39cqux$_@XzP~%7&!Zk1to!4B^q>p=_dG6S
z_NmLvhk`5DKWuthOWQV!PU!6_^mfOz9&z}Z7S=m6uVzGhO_n~BmX^26vvBfeRP1`p
z0OP_R{y`Dne=K?@zpCY=?NnrsoPuL&vSYw~$!OJ?C-{QOFSf30c+JKWyD}xowo$6L
zPmF1wtP?!&T6XIIwM6R3pOfyq7mas8GT^y>tO9S;>e<m0PO44UZ{^Z33rD=dV`V4v
z0-F<p_g>_iJ~H3Da0jV=5Xv|8QHbCIKygPUlI}3B@m0V@$l8M10>^j{z+0Jk-2W7M
zR4LH_i-=!0tcID1A&xlhCA-W-)7_|KBY`_o+JIqb3aMPJ-f<>U5IJI;d?+`ZbW0OB
zzRI<t5PyJ579zco<?UuxZ<4WzlJg~HASsyH;ee8ZBMRk6^2wOH&YjT#`@#YBAc*c&
zJC5$6zvV4$<9h?uFaifqhmt?ly%9-O1@ze=R{`i>iIcq)beTI(CNe5P3&%AhZ_tJw
zwvh#80redN?Oqa-%~I>l4tscvb+^*|+jICc59=<a=rPX%BIeWfYRqK_{ZLo#cGehD
z?g8e3d-YTuAE!fO^Q*9toh7jLcD1J;SbE-&<N>5dT0y~gOJN4$PW_>hoBN5es<#@1
z&^f;)P21zLu~1qsedNSAm)%6M<i8>ccYguby*m!_%7fc1%gZ$qWp&OdgtIo~h8U$V
zy6z<K358fE9$lOHvx~agN^R8k4e10zf=JbnCc(aT%I>j}G2&~9si5pI_v_5fV0^kE
znr{NAqnHGhjK;t9A?@wBOLaXF(ETkP4yj({O4Smd|BcEPl9JSaN?o6q4SohmyeWP3
zmkK>^f;rCz3PDM|ir(HXUuyuCeQ|C3RHO>dvFVSRP|;o_OhXgns^l(+ghkMV$=1IK
zAw||9fq=d^S%hLFd`5)_WJ3iVmj4YVq`=ExD*<FbK<Yz(yiqc5eY`p214ZN(MK%Ez
zkR8R{Z(Ohiuio*|!D)8hK7g^pksFvGn#|s7xSB)(MO9idDpF~`TOXOKK;Dh6V>|zl
zSza}W+>S)?4$1Hu1!b!y<{!<R^{*e@5*}Xx+(g7iXY0{Pr9`1j#L?%$$$iWj9|&wz
z69C(BmT18sN*4;aD+Y}5L{WcY*XqMmX#yNmvon19rd;;r-LaJ27j8&hXC1(8f&DJh
z(1B{m5&W_>CV>Oyv3-QDKVylD(NedpR~ylcZf#5zbjTTz1+VAfeLw*$#uMe-$R%Fn
zcH(7a=Q>@oMIbrBT?f&k>*i|%pER_#TLHlNpiu^`hJrxF)_Cg@9(RD&x9{DjZf=VE
zk>3FfHmF)NUm<Ybv6sFgwEfUFw0_SvnR@M&^A5Hv)z}SnOOvP3U0R~*5N{eJlg;mT
z#*sf}g2u#IFJqyT^flr9PQR|T;!aS~S9o8@qJ^~xocwcqxedgM%wGicwXFjsq7u^*
zz`I^rEp;vmbTdK=L7#=-LxDwP4C$ROFbJZBhmzPx=;X@)fVMWqzi+d3GCiIkiHI4(
zA>O?U!O<qC{T|f4|Gf(a=>dR%KN9g6H9=S$d!m)k55wxDAQ+d(uOs1HkPa4FuMM3C
ztDgwqrBFk(HnVGzi;+NSJknC&V4fc`L<QK~h(7Xgg(xPpbrU0h8|fcf%4+2^BGD8+
zGah~AYV^`oEkQ;_B-5aju1kP?kA_7aduhg(?2jX0wR_M}Df=5WBzn=rKvvz8B}f?z
z;L8@@yaE|pN8|Jns?lTE@w<S}S*XJ>Tl;UV6?PurH);SRkYM73BvgH1H3=S7j?A%u
ze$x=Ni0HHGCt-Ho#$B&DNHlC`Rj_Ss>5SN?Db|-0B>aFiad{?EG8GA~m765B=+$V3
z7%K9E_NI|vcE4Ferhc!1w<LVYO5MchTcDFglz1(=r`-HEhT#^(59ju9-fyGHgOv!m
z{&#{@AB-`CJHgI%fEZ3><|Ok{K4o4?$_MSSuP1J}gYrw7si8_4$bgU*=Fs3tvS{B%
z>OGpO-NIG+H_8Fgzqe3(^R`0pXcv}M3dI1(zjT%U0oLwRmR}S>8->Z#BEsq*X+xyO
z4Z=_8OEk1=9+Fc9GWx^ztYIvLgkVZi9Kx4!H4(D{N(*&GAiym-x}<JGOV$@q<o^vJ
zr|+>#DN-U+54B#c2Ni)xez?3n_8Z8cB=FES{bC7sjz_BH&_>h+B=8c#%mk$T0c|YH
zY32%BIRrwB1d)STR2zVv=K(Z$MjE*yGw;C3hJZ#rnDB$}ICTF3jjOVps*bxou)3dh
z`vrWE33UGb_h$5z>+Orp?zy>BrRSpPl{3xQSpx}ZuP){Qk{tRDvcty*DDE!JSn|#r
zlV_LsKLgfz{e<|h6@`)aQZ`L#B-!TN0iFld&ot9l<7ijMX0A|;(lN%1M89d=!_`YO
zOob>^-UW_MfVITdSBKzZ$5A*eoP2Iv)^+FVB!M!^?GGmS!t13sKf;a2nA~k{uC{N9
zUjG_MS;1Pp5w)X=N>_kRE$Sf>AgK!s&tr*4J3uIoxWDy@0InD&CRVgOE$XDY7D_CF
z8kyukxdqSiL^0RdRtLpJ_rf8+s>rx(NVqzDs}^Ds9e(~?0h}BLjkVH7lno;eUnTIq
zO8Nx~IlhU7>k2a_WF#bb>zl|b3s`}>P_SAwu9r-@4_ST`Oc-D?jheWbWkmWc*-VZs
zTMQx`;f%as!v|S$=w^~?29kUe7exVAa=*afYh?XW?&>c9Fi5D_Gnd4SehWF4kq$A7
zy2C+ECDb&J+*p#FPqYAhuHznSB3^L?8}<SD;5DwTj9-$FCok<gtq(w00uvNxXGXIM
z3*HPnyU8&(U|x{m<OuKi$TOua;xz!f6*JtT!N}<-WLVD-jv%?YD#=OQ_^Nt{^-%*6
z%Tu?9rr(sa_J+`Y65Q6Q^jRp3Y$p}t+xbHhSQzJKFgqc*`Y0bzFQ6^48J8V!!e5q3
z$mknI31Tb|4O*lNwXAz!j0@`JHxT{h$QZ*!N~8cV2@S%C)}^JsH`q(*(|>%4t)uUo
z`cPG9JN8N~Xjw}BKEeAoN+2hI7BnYBq*rLLNPiUIyyCFm$Kap(WkfPXF8HO$J|e!5
z-x2GbmAYR9TGJ`nml}WNYq?(#+dBku2NWKP;>+LjiGpX=ee)wFqX&beMD~_fk^Ocg
z6+c#rc8eoCvew-BycCe5#bm~WGh;N|<gC=qLhqcx-!+okhuC)wGBy$wJwfpGN67QU
z0=~Gi^*9wDLK`sK!dT*HOVn2q0WONc4WETbZr$$NsBx2;e>WBIqL<Y5ny{CJZ(ptf
zbzzbI_*i1NRD#J|v>_@+pGh_>SjBnaLEGQU=)>(RZop&3LBPU18TXpYULT7rXBb|f
z-!#Juwxa(s;`K}&K^7l?*`~wNKr3u-GaLyB?~MPW9@tp@XBhQfnlm$gxf2aW^-A`u
z0^9U1&Uo4m=fb{C3)SV%tW;qNbZ*BJ8S{ajw3a+XVv@Qx{7gs+&*n~gVV0!x!#g|*
zh<nq<G;r9-Xa&GU4>-j}m#PU%;8i@eH`ht2&2lMwd!xA4qj8)q_8g;hWvC8Ry5^38
z$3K9C>!m!SPV%;;pfK3=$?22Pwf{WT3!j&Q9u+=;2w=_<Jy88E5VHelfe>!++RCJs
z!>Y;Sl|aIKUCg(-#p4!;1r(4b^JQ}HQ0+bWMr_MacG^$Mu{ucYAPPF`FH_C@;CmHk
zszMVZ$-;kvL!(ji*RntPkq?306Cg5=?odmdt;~y0xbU<R65@Unw9_a?$Jt|8XwfX!
z77IY$%rH`hi8KyxXeALhXh05!bUI1EPLBF)`9Ce$1u1ef4i5n7qQFnio1al7W16hK
zOTA&myLavS2$;4)pKqEtMNmxVo|X@A)UK;2XuB9Jgaw3s0f`_U*}yBOULSD<<TZVO
zYL65J6VS;55Pk1v{ULA>Ur6%+VDW7C{>dkj07F1vHU%c2v9Whk@MY_R4=b|Ig^r!#
zFu0dxyZ(Vk=95u`8@2WUCA6+FQv5S47f#>qY#&~J?}^#u&H$9G86FvTBrv7lnfq1)
zs1HBu0f?Z<!v_Up;bgtFS515fQvtGkjw5uQ$V{YCeuN*Gz`BhZIW>c(0%_Yw)SYWM
zuD0T4U6ItLq4b50E$l-t;HQ9MPyBi8eBoW~S-@t7{#B}_F?+>_PR;?_brG{Z7!C?;
z%h-vdNLpMO@7qx+hH&}?L`_ghF?a0&#Hm7fwND=<hgwlqnRTLRN!eZ8g`d7=U?BuA
z)Tm}Ax%EcJPZEq5NV0a~gQ06pJGwMfw=B?Q9;Pp5Qn^JgBvPHA`0X=pUN~mJvdJFD
znF9lTga$*5*{pRd#da4~yujXwAD;OEy&2gr7|{6(RA-Qr2sGUb;BvjFj_12p(IJKh
zWT_9*>7;vgRz-qz(UoVVNV1+aepXn{BMbAX2{aOXW!q>0Mjz4#ie+Q~L#4y~gxOMV
zizJYxQ<`xh@zBcgx6;6n44~oxq-dphF9JYPnFcUlOxdp{#upAms2+qrcf{TEq1G8;
zMuI4S2U7uMRE7Bx=%nT%IQ+PCd7V@XBYSa*wspGzYf*9$5^SJ7+dyaQ0oCIgoBKur
zj!6FK+|@hf7=VfO0iY!W{MOE$N+Qel%Lp&nHgalwZWX)%iy3gy{hc)I13X1BKWZV8
zxESBAZ6ePG%)NqVnhkr>Pu@m;h}(|WL0qAYBOg9jC}G3A%1bueD6Z0^C@s2t2XZZ%
z{Em8cX-9K~8PWhs88S+40?7)2{%8Z=4jx&SRn{-@z)mf^G>TI2#aF$6gwIFH2C`6`
zpD5oU;6*S?XbFTqORIMs0zx|a(E>_K@zZU@1D>(Rz$J;~)m?UjM`MFUA1J){O9X*@
zlOICkz;*qXpVP-z6ZAFV#_<u05H*UOjpi1Yp1g-$d$v`ZW%}6L%s}MAy7S!<8I-QB
zi*$dDreaZ`yes6$m$DV-UIOd@J&zk83gjKAU<sdu)Z!6ez$KS~>Z6#J^AOy*e)U42
z%kaiup|E?=*^U2Te2uW;Nu`DY<O((G3K$>}@MBKSqCLh=0s!EIZVheYZ4;#dbX*@U
z1YCE;IiwH3i9~&!*pDa#3G?fY7{-@CHZ)pNmF8ddPs*KY(1kN2skAXhGkEtK_vWrf
z$@@z{%bsq(klz=dND#svLen7P`vIIb5eXc$jtzp~%2-@vk~@-f99<V7TZM$l;F&9w
z1u2AsK-pvJwOmjgaa@S!?lfTh$ydNeXMV>M65FHPRemSWq|6^<?PzMV@^Kb<d#=hS
zC6t*OeE8VmAF3!!44;WFySfI{x6?O4=vwgU<(>|*4#~bQRoy=SJ<rFprwt;z2f&_l
zc;Ab{V`B(5ji62=-}WHfFdzM?!ycWYlV64WJ*|4J93(KH_yyQaxrPP4ziF)A)k0tt
z<*&l;euB|U^gu@`W6r!oIKY;NKJ;N2Q@;nUKt>g#r>cp#%n&M#RbM<0HrjAF^??tt
z<_?V#Z22Oq*#An5we%wf-j4dhzg^ZMwI-v7+4;H-4XJ=f-S>r@`fQ|nWA9@*RrjP8
zKwg=-*06{E2?Hp-6MGua2M`P_Ub-CQ`-zzKZegbM{8<<<B0F;f35cWeL=wI%%}D}q
zYv7V6ggyq=0kSlJ(Rz|{Jm|}qErdL@jD)UpogMNs0-XPmY~{^gwS8m7M0zI1RT_3x
zrVVSX22Q^yYx`HX5Be9t*^iHLWj+#VnL}IFz2xkuhB>qdBFh87!2%;m4iKRAn$VqS
z`XB&UCj1e$@52q!#S4b-P~{HSbbwL=Seggn*OgfMi{U<aA`d>YWL<LBY=8L1Q#&{~
z996=AR6wC4ekDWv4cyKM)EC_piqhHyGU>8XAj@N8w-lA~Qky(TNS>d0m_)^)V$@Li
zbIA_U@LK`CG=hB?p7w_Nf#=Rj2<A4)58hEcQ(n?ijxcfBnb9VfM%MMsqRBllh{9fE
zm4T*(i<kB<>Z=}ei~WZ<Ntx8^{v^&{$X!juC0M;rWHc6IeV2ZNu5V(}#mniq`5GC4
z;kIi7{?C4K^{?hVMBZK*lit|SmK&7N7KL@O(H<C9+s{lm9vahbN)t1lIUPvNR;rIt
z%sU#21ZE&#ob6U%<Qu!u7ztq310ejBg_0+BRlmlRgUI!J#Ypn(Wonc7@Q@FLd<!!9
zP8DwIqz8E2r)7eHPcY!>FK&Dt3?vVb(FnW*Q0xc+Jh|l82`ixcRrpI+?G6<Xw;ZD@
zU?CFxM%eUo@Y;X*<BgRJP!C=HC0oGlbfDga&?lC5dSyVdMtFB0f)eL8vv`Q9i<`Cg
z?jyf%>f4K(OQ<yKL&XwCUtW>_!HwH*mO*dGR-A<E4Z$8OZ3akV7C_%}RHJqT$*EdQ
z``Mk(C;wQl!7?TwQP&F`Gk?5k{>RmHad)=ki>cDSVZObf_Q{F1NZV?~GlVTPVv6~6
zcgX~69nn?8Ft8XN%ih6WI1CBxfoY{kjD`~W{xW@jQJKeL)H;-{+jrr>8qECmwMC@l
z`@dY<SS)MOd0}_GMTH0K(iRQG;Pm$+lmPY&5{9I7QWTae=%EN>9~|cB5NeIBnW6-p
z)Mb*XMyGuZ=DFcn>{|GxS+zP?ywB45*-<X=(tHnNk$7pL1w<@nv`trVQ>#1|VdRJn
zqcGM;sB8)nP~>ux+qt2Zvk>xQ9&!~DNZ{774g+*e(rxaT7r;VVdjRS}@o5lxBn!WR
z*8va?4N5Baz81<$04{?t`UtmEqC}$ul=8>0OW_T5bg2QbXdY~FE+gQN5!b$^?Jc40
zshOvErJMm;j>xv;)XTU4INkED!7k{A>~$ZYP1#OVais3#@x)0GS#tA@7i6Md85euQ
z?k968YER2<J7<~uqK5JN^zI54h^wR<qV9=1?2X=q)Nr$=wG*zxlQo%%1Q9CO`*~w5
zPe%{AiBd{6lt4Mq2|xBmjd+TuGeil-RrO=H%NTTuYZ7$^EO0e@zjjDYYP(T47V2d!
z1TSN)!fS{nsgXO}GN=*B9<KQT&7ucWd{epM4q_;W?=|mZAa%z|JWvy+^plXStebZ~
z>Eb3!{>?u6M5w^XCg(dWI!`&B5xvz2qf|k?FoDH%Nyv;5D+WS8E63tGpqq$KRRB^n
zEsQ$$Ev1HNiHwYTIow57a9lV+6Dswds(YvLMU|xFhm3l9=|iY98mz2ZXwH!(7l6(_
z0&Y>ByWp?6@W_UvsvRK&&FhB8sLWqI0A>mZq%NhSuiPZ?Pt!C3b&gE1?r&XRm%CBw
zKu4Ot0nk<pi=B!gtgsC{$c6_2l|mxs7`pHpvL0rr#Fj$I&!5}_0fLrd2q#FamXKGK
zZ4sl*c0AYzN5;lDS)j<3JiQ>YLNO?%2Ox){JW+=>3{m6@;E~PIj53BV{PwGu4?fo6
zgxax-{Xj|d=tp!JW2sAl197KTP4F~fp*7IxN1$egqcei3RZ>(LWkW@kbGcc5U14!-
z*p45)e8H%OLayPSil#oTLzYv7s=@&ozVe4c!hdFcd^MctKc;aO7wrCQjAP%;1E>m$
z19Z4!R~xQ-lgoKdJ9_<(59w#~!!a5v2=nBV50LJKLwHu9NB0l!I^~o)n`vxL8j2s|
zi#Tf}2Pa%x;s$UVD?#=oIoUJ4OzhmZ?cpa_jN6CLls96#X&jkfk5bFftU#_+-sh$o
z7>s^hm_Fy!-%Fr}zuR(|k^~-lu<)=)GIbY)07;w#fg?#7ga8d6K(u#sZh*1&Zd@hz
zu6q5sQ2g1Y;jj?Ex{&hYJs<t&HroI=asU~L1h&AyOC(U#{x$LlY{!Q`N5It0Wq%35
zi(F-Y1YU>eBZTYh7ZHw)I3&jp<ui^jhe^#+XrGBpbGj^?4BVn}oHK#cM#g89g_vEG
zf+YNR9G`&(yp36FRY>u$<*H8HgM{`+6GBipUz9uoglwSrY!z$VD1k6v2>AY`74`+-
zKO6OESxgD+gQpc+pT!Dn`_aN17^681oqnTN36OzUNKlbZS5;(X3Pk@XJqa>IBfY5w
zjllu`-=LZ>l<TrST?(!||Iv+l0Fi%9T^kUqAZm%+TSf!FfH$n((1spdnnb|i>|1m`
z;PVSm3Mc+5Hlj?xcO4Pa>>Hr#Rd);WEw)IgZh40eleegQ?>_DbIny2jG=LVt<AOm>
z7W{OL`nUv?gFS@k6v2sh$F|&McLetL@OLTsUep_a5ez$cXxZ%mGkG4sg>p}BM14!B
zzq{DaJzfJdy|}k7kSg||W%q<5gmeN$NIaOr6b6~0?|4}Jd{m_1?hM&q#vS2M7LLhn
zMf)T)D96lu@S2q&RC(|0@=XQce!&R4lA9tf;&{aT{73S6x*pANNTY<`G;c>b?LB%<
zCQ|{00?LW8+jUKg&reMXQz7>Mmc`=7;fhcDd<cHzby(ZA-w&|9I6o6n_`zYCykE+~
z0*|@S!JL;m_zSY0i%}4F6l(z1Unf`$8S>p9Z=C6c7nku)0kN_4?Hynm7$FbO(K?;q
zPm+08c7)I&3~u$g1hN6VF4Krdu<7zA-?!C!grDY1S6(XG!tHi?0A=1-g<0+LF|qn&
z9}#)etYz&INVwsp=0AUps*?+_)x8|mAIS9dxrfFQ{UlrHDJuJRvQVM=TYnnt{!xqf
zOIw($icz<0%woF&tCw-lFJC)vhY>D4I4Yi7L)<=O*jMxbsC~RBJRpH@((Qrv#{4iB
zT<^<OH5*E-7Jn`C(lH`-xMf3*mTcqrJY#BCQv01^A9-lT8sS5@pj@pFkDlEZK<JF~
z0IDGDup(qk@m^ZFY=ah}mD72P4BlA4>La8orAXS^PwUT&;=Y*t-b?j5TI@Gr$nmpw
z7oxN<3=Z+}C+o~=n>13cfHS7nzYs6%zO5!UnM_{Y%hZzKfKE@69>X5`VV-&r=wq2}
z8WK&wmwfT-rHtTRT{1*#_i+`(bPo46A{6FTl6o1tom~hranxI0S48nGjBU7LUlFLR
z5BmVb{gWYiI+x%<@}Tes0@6L8E>IiD<InEQX4Q46zxT$k*6Ws^a5$2q>5`{PjHCAp
zb1c|oA3ziwTw+x<V)%w?3p((;bkp^MWG%c**bh@s+j$qP5%_&TqrA^AIIJVfrm-OK
z)K~GVkpzCm<=bEpp0sZ-ZcBKKm=%4so622O{og5Maz5@iEMXt*Iv*|zsj6O)9{PGT
zl?l<$a8Xj{D*?;?xSzL6GiEAU^G}Htixz8yTbxyl_clM8WSMu#<)Gg?qnu3ZQ`)j!
z=X5~@=)ZhtPiucYKXvt}zjRYgaB93C`kHi;?)_%Nzj*J^%TXP_&jm;wk=3{d{d`G6
z<HeoY(DYZ2p^x(6A+hVP^wePIW7ox7Otfes=Hfs)cs^i7#_;7)(pa_e@Jy!7Z_i7w
z-90=#Pz(qF2M+n=dHu66XG)}mJYufwpPE>m{5<eKJ*ABz^Fnjw6&3%HD$20Y%-iEn
z4u(4!?=E^d&X+6uq5JnFniteOR<h(i@=rq~sTVO0*X(mbEiN+^wM9#EhVG`{xQ5s1
zKjhPKiK*veLvy(Vk5E_U6R~~=)(reeq%v=J=6jPqY%4wec5Q&hf91j)Xn}e!=1}n#
z+U<>W(^dTqnWo73n*Y?5WUE@LWOni)(rS(qKESUotbzsaYlfObcW_%RH0UYK;)20n
zEgYJb7uBxfGbluNDY>PU=wo^}7hAcNxu9}9p!|&2iBHCl-i}mjXiB{}({2g}+>M|z
zR||0m$TtYE@grV`RQXiypG*r3m;HAw{rBB}PjG7RVD#bDQKf+6d!4^}mb$+RToXET
z%aL425m;$AJRbj!p|){yZvPX?<8QkSfevY(TO4pz1)V1+di>(OHOez1SG&vHGsyRE
z@H6j~oUl7ghfO)TO8?g!BG(r=U+JOjKhiw<&*{(2Js6{3(MB^WX^D+~lV9SNPaO67
z1RH&@dLZo!EV*;!*n!k@-8V|k(fmVASZW@d7qTp0_rG2M{>Jp)u&;&!dV*<oLBk??
zBKg98=srIWPxbvF@BnHsqlZQDeI58X^P6Z%b5wVnpG30b+~|6Kcwf!W>d{I!Kc9us
z@FlO_r;*K<^bWs%D?nRBZOCr*bREz$iV=y3tPbOyC#kv#(+nK`g{cA4<kOXEhh9bT
zXU8>O++rPJEjur-=v>x(pVtq1t#ZjgaI9LTc$-*=J0B|F@$~6sJ$JaZRV9A$zb*78
z$A6JknS3SDA-N{G^0UOVX`aK-tT6rv;9~u=ZmU6!xi5w{0j8L$C|<NgG9!t<{`KUv
zr<7ycHxoWUUf>YePV_o#O7wJEH{80}du5|E`+w?84s4scLnEb+7W>Ud{yTCh+le<y
zMIl@zd{3qKO$WO3@!G3s4ei4V={2WLo!oBgm(=Y|VAvkM&*%#syrzZo*whT!XCZzD
zYzHmj>lZ$?YBoi3O+EQ@k>w^L!0-z+$jp0T<Hh3ZhvW<PB9z|!Ch;@Dz}tpfD@Uw#
z`d=xn;8ByM|IB(G_zx<Um6genJ#T_<_dhZ?8a~iDA$g*mpt5Ygmk#Ue3O!Kn06jp$
zzqfcQKUMmnTJu1=k^5O8n#{Q!wG@D$8^AMgGQ8m>;YEVk)TQc6)q^A6FZWrW`Z-#C
z>^)}qcjJ%W^BRdQk=91}2+v;y&!VRvSyE0-IZnL@{M2G@@Sj8#+wfNETum6qvE=!Y
z8lgNvXU`WW1OoC8KEAW3;FmAw8gh?}bP_(4F$>9`R$>XZM_Bg0>3>V!w><j-_4r;(
z4Kr|9(tfbF|CXnRC83G&YDFdeh$_^_{g~a8ftc3QmH#^us5H3Hd?dW@ibrblc11Jy
z<;8C@)1A(T&WHXz?-Mm<(0_2KbK;9%{+mCY5=Bom)}pUNioFlyF~&Lj_f07+r;hAE
z24j!^<Cky7zy9zO%eFzqT)X6v=WaIT8;F0lt|SKg8Pm%UqyGaW;NBxAuJb3!kzG{P
zVrBn7L(NoHP+`tbKXkS_aBdt=|2<(HT!1AUTVWp@J@y?JU+I_k+Oc^aSc+!60?v~`
z1eZv}C`07PamU^pLtc-gU9>A@YNydh5Vq*%AFVxLU`_;d6gl=xIHjUm^~>;j{{I?h
zip=)7I!ggum1l`O&g4&>Ps7r2&0gkmuRHyQ5>kyxa%zwIOi4F!p%xX@ye-x=yNi@g
zMf6CNi=4l<E^>_D`@}_;xK^by5np3>%1vAx^S~*X61?isVtyxH=ARA!wb>f{HT+u|
zUegwdn$8TU)rwKi{k$6vDL%ouaT`lG>0a&Ujh5g&RMT>_E`DG9j9$O+w+kw-GiDE*
zS`Ts%)Y$`*l~XPU#hsYQv}x^e@;$mky>jg%@oeC;D;<mDT1sVtzwhw?55K=BJlW=-
z205dxQiD_3h8v}iidusDUVjdIZCii5cgePfO@3y0|Lf{WJnsgXQeyCn$xYSqex(kD
zt?WnKTgz8}0uM?R5Fio35FvnwP}jx@@lu=C1pm{+(nTLf97Y_x$N$v@4**~;7sCN1
z*tF)k0zZaf;9u|Q*+CGid3xF%$bOv-gY~1ww8^$NdC_DgUL4<C_7_UA@Fo`vbO1md
zTNqA$0b)k|254fNH}!xwS8b@FF$#5{6agSN@+$JzM-<RV5$Fb4za^#1`aXr=WXZ~G
z=k|RsQNRMAE(H|I+1=wP#bvpK*S<rN^Wi?10ZgCKwaR^gabAY~OHrg3NMMC8tSIY1
zA9nblW6RmOkOE|sW}Nh^J(;Q<`&wAdI}MxMpuR%QO|yxcR;tT&&Pvh|qa#`wm}m(v
zMZuN>)oX&DeKa%<IqTraCOS~BItzqHX8$Qxb44rm()#|^qj@%Jk1Pe3!#Iym$oAKc
zbr~qMXxM?t1^|65i|cifDl`0=F1yAaPy+sXU`i_XGjc^Yi;<j{V40GVua@)q1FL`J
zu>BW#Hs5W9z0h&`5c`#obVh)a@a1AcG9J^*nZY_y(dw9`?03Ub7M9Wy_l=f6`_YE?
zxA|e-#i&`cFT>$Kr4XZvfxo2kqjzuB?8H4J!Fk=|riQ&p*(JMyOB1-K#K|-fZQ6aQ
zSsBz<7V0sk&LGYBCg11rd0IaUbQ=YJ7RPUddhCOeZv{3-$?vZdVBOd+q_J(S7UP0I
z6cgn+xe?9wD`^pUs)UNNsH{;Nfz@`)2xPp3li!Ljo;f4sv$|8w=-QM0M>!vALUKZM
z5mz8go?p$Nv2WNAS5U}2chVPV2nI?#AY_^8TCYD7_35_(vWftl?p|W|Iax(iOX85N
zu?U=Ofbn$#DF$N!k2MOBXxK-vFyFgzRHWjffeVDxz!OP@n1mp~4^GtifKWg@gtUk=
z2q{C)-eHVAL~RbRNB``89%8<U2CELQ8gD=AgjKEY4aLp}zvQd)w&u6!{Tlt9;k+KM
zb$eJnleF^3`>x;<6V1aEDJ$o(VpuPoKBC*D>A~c;L(%gLaC3UG1&qDmT=aJ5zFqc_
zbwl|rNvNsJEPF582gwl<GhW)cw1#fc5D3YF)J5jJsn}8Trbb!P>o)4jMnC&uS?P^3
zOP!BgO479Dl);~}1_-s%T`Z?f0?Kf5d-OBKVV>RskKp?R5>E@jN6cmiFws-d<YdUL
zVTRf??cJXIJkKi3d=hMP7vi?va1l;W0f|vIS|F$&X*-jEWu0aR=*mHz{y)OUx2z^<
z6`qhwJT-Yb^Z`(k@>%0cF!OV8*a#(1-MR&9YQC$|$cR{E&uY=?R50Dx{`tM#Y-*wz
z`)z?L-`z@?UK!43Bap%A^f)j^9Chbqm3Vyt<L710fjJ^c?8ee(2`S*4x`U6HVE}#<
zMs!OxrUf3dbc4qJMS{Hy5F2{XS`gWgEZ<>7$ns~U<t!yO5Njowl}LaWi8J9wOM3ys
zCTwo9CLotcTW{dTi@@oLdH@m`^K5{G+GxtQjms%PTl4@4at}UQzcK)Bm4K|J$>})S
zsy)Q{4iBzdZ|}m=@`VEt6N@-J3<!#jMur@U%iNrN(pjjF!u-J3pJ&!*@%qZ!Z|+16
zt${**t*2{ZOkO%2TQVA?=hQ=6Yws6=CO&D$W-NW4iBfijOw2fK_SNN^VK-56V~m=m
zL5+SYVwU3C6P@PfTud1vJ4*sX0nJ`a)z{2q9U$&BE~Ff`r?}ZfDJDP+uRwsU{=TJE
z(sVF}TRkQ@uadad4k7<-=M;O`L%1A7+~@`DS|}HCqK{(LqRCw4SP3z(ZvLUnXAmHW
zX&)8>Y_@_PS<xgq7^!1SFR3$nLiM%Utfbn$Il|d&8nPi7-cSo6e@2zh0sKCA*nU<u
zgQSe_ng)u|1yAs(8Vxk`GTO4ayM+QG+rS5lb{}hL=kWIjlq_v`L{Rhc07VAH7*^RR
zMFZ=S1r16Zr5jc@Hb~Rj7;BW6j2|oWj)Ct5Enhi5+@_F}!y5YU5UxuVNQapl`Y@d@
zTW3>^P8H!4&y89mjL*We%XXumOF@Iag9)<yJ}TsA6H9$eAl_r6a#aI!mG~AQtnLXr
zP!EKFL0B~KP+@~KYYyc508%+dcog*bM-X}LL3W2sehG*+*`+jmq%05U(f}0Yfy;4}
zBTVxF`sbmg*6%pgVi2L6Q2ZC%xe@%}193x?^&snO%@0^DY@0;=DO^p+k`SM_S3Gt8
zi*g4T8L;_maZ3|=Y`f$K6tJ#|M&5st#CyGX>BW0Z*2%1y_ceIM0!FkI=irCF=I3(>
zL*zHMtO`{0B!&A0X6&^I5daF;cDdJ(oJN^FGMZV&$j%@nqtSJHy|k}l+rOfmuhV6d
ziYc;mc1TfZ_Gehsuyx95zUZhiEW&(?Exd2j+!NmYv~I4ST3^OEdI<Q@OMLuJo8)gn
zm{V2|hs{osI2mN7M_r#zy4{Qx3u(6lY%NK_lYMrg@8)61vp_zt{L#rPLv<TSvf0MY
zLGcg2D9R+2O>o`dKJJVbjzvBPug(Edp23fWQA4kjs<df5`m~=PAbZuh^JC=Ttak=Y
zfyd!Bd6TA-K_m*3+&&3d%;QnulLA1UFG~%ICf71(a|v2s){szX_d@2IJ}GFD6L3Nb
z`gWbCL~Ri0Vsp)7hzAfchdHgTO1&dkfQa(lLXxM%2#bK-EHVir0z}ooMyL~qK_MI5
z&&14?<W@q-0ynJ$F#)pv%}4$Kzf%KqJ4k-Q3so2-bm{{&X!=nBuYb@YO$uh$8?sv1
zb%tai)a?s<+_Yt8vv<lP(TFem0<{J0^~upHEa6&Mr$|(nQ279+#AXU<A*0?3ba^qe
zw^cX3SPk7k-bZYYjx9=JEI_z4G{+7Sb(UeS!TK>DX~^swmgMY$lFQLY+oE|rSVp2@
zRkwk35X}|2w=GV50(c`f>F<_qcu>bQ=zepn0_;dP+z4`WKhGvqn&oBf2nn~9EtZwu
zJan9O`W^&Pz`1FRl|QAL*Nw_=oQk@12d*|Tg9F}YLgvi3KlGh+>8hZ1r~!lm2*8n;
zCggPz1Ka)pbSTfZgXyvj^C>v}x;rHG7xCfx*YlAvCd8dJSlJHTEJ?@02)>ShRM5Rp
z^_38*O_{}C#D;E=278a{b`Mg~ND)20yMAwvuWb=o>q_l~!7Z1wNW)|dQUr^V5#QV~
z>jL3K`1kqX$;UC<I>1v4>ve*i4uUYhBSqdUwYK=lh17s(`P|Rx3Srt7(PUJVf6i+N
zz>^9gxNb54)&#x92}t;zh#vz48@U2L7`N8?V#BszwxUBrS0sT2?^bkCU$&>i3A1(K
zeE`h>=-=D&2U8FySh+lr`=q0MhHzS2llvdF<dg|4V%NGb!0fjfe{W{6$jWC3eOGdL
z;A7W;lChh;>ouh@RJ_RI>B`S{`(QWsc8F}tn{|wHxAy5bwa5n}6Yz!+-H~)Hgy+(d
z)~yop^V;*1QhO^-MnSBZ%T(E_@#YQvlr3pR?Cj-2nnD9|HhkoVBy?&VUCpJ0tBj5;
zc_KMU(N>EAOu&u<tBauhG+?3I*%t{b9t0)B%^Q+CBZZWQmB4F#1gS!L4m(C$if=Nh
zW68jk=dHq})CK9yl;FYrvOcVU@-6(Mr=<9jn_MwCzM9%1y50H}AM4Rz&0ZDR0bAEH
zF!$vjYim1Fc1Wy;mDHE{@RPrFEXbn1IiRY=RPSft)aV@@(ztp{)V8R^Clmrt<9|X;
zvsitXH)Qra@{`1rHXz5o;fm`1lO2`<0VhS1Jhc$UW9;vei2ajHv>OgrMg$U2#F9GM
z2_zt$i__nP8Qt02y+^iD8^@K%asnqvw8WQLfe^YC_f7V&CSVO`LO=xTJ=ItUr>_<{
z0=qK-B6RFJD_;lJZ$fbOy`+YEG71pk@*F_{iQ(~hfc(;Y0m?%doRR4x5a2wdi~YAX
zW~;;}41qNsgHdvpY6&RiQcJep<_!q$9!q_+Z~6O<Tmi#zCB^6eDlYSXsP@N?zmLNl
z#Vje58RjIF79~5W8Bw>}#;sddC8p(5$}*IFn=?kGa%<YI7NIUJH(6ScVrEd>TQV(_
zbq)z3Gu9bqIp4m2!0X4?^YMIEO4jV6t1cbvUK>y^XFrx)`qlIrq+A;-4+9jp3cO^Z
zsKtVD1J}bXRL&uO_6I!Yx|c%x<xtSLLwbQEN1Lc23q4n!42M%Bocc)}uaulZJ&yC{
zYM73df=1?3B0<Wwe@{wzE%7x^_|q~hOtCq3MNg`uV%Y|Ei{!jkFfU;VSQ6rQ(;&#q
z2H$B(YwF|AMm7ZI9?TZlkKWA?EIa^;Ww^C&(;DQIM(_vn?zC=>j<mkZ)PxUP2J%h&
zuz05Bd-94IMtv`HM%?iJN#e^L&0gFRY%UkjNE_uSbVE>Gv62=;3AUO;DOt$AOgZ(u
zb5TkDj9bw-WBN&l`!%P2C+gCDi2P%w9R-{81gDJoJI5)#2>wsdHt&vkXKptu(IIm7
z{twBwx6s{s8z}ty<kXTi#)st9-(A6>3m&%jT@6zW7MLQ?(htmS#t248M?7d7zoP!-
z@;V0CHjl?@Cxb2s{|;!z>eVsD{B%bXgR`F;LonN!V9^5M*ATyYCTWV}rdY{{r2S0-
zD%PThWN;BT5>r(9_Ic9Nk{{8-wDE<~qp(B^ir>__&^o<ltUW$SBnLO~UeU*Iw5XFQ
z;8WHs!=8&{<zxJntTAil?})-{II+n^Mb7pT4NZLwRV;8sw;IvWt!)eL>c|n<_qMlz
zV?<DGY<GV4wFO{>T~cwW{6Y}ixx+}*T`ek51_sUUrc4@-<#Y!KPRu$qPZ1;6uA^)2
z^48i=G{Feg87A$s9dDahI~AJt)SHTze$Fj4PiaMRnFg3SgR$DfFN?|b>tx({3w3Av
zY_nu+x?SrfU9I|Er^y_i$bB}B9{(rDDfwra#I6=rSkC#yjZMm#he*G`DIb$=ZP;Su
z0d{@I)i7wXJXFiSWQtu>K6BtI?wae*q6E%-D0ul8%Zb;l>DtV&G<2k3rv|9$ww8F{
zH8`uw>%8rw=wfx9PRJFD#v@lQImCQgQg@7Dd&uxhl24DJ0l(GoV-0(&(S=umnv2X$
z1fRnI?+U8CXz>wqtxnK>pQ|q;>n$6T)vyt^aU&LYL3ghcT%!w!d%bfq4(fxAbPzp5
z`(9@^l|E+wLFSWX?n>!t(Cln=uJ=C>{9GfFp@wvDQfoYb9!r@|3IwTdM+%_aUi*T*
zz=52mZpN4sK)CxrzZMH8Pf|f6lp8q{yXzueY0jIg$5L3dzd*v<yP9>4ee+wNmkXj5
zZ_E@X6WS!fSWLXwhATy~DRUa5Ye#u*(@CY%UR5N%%Z|A|6}sV~5a~x!QkhuR4Jn?I
zs-KOWYZ+`xoK6Aywi-uerN?JfahiFZ@bD*LZ!J{&kLu@5S%r#MR*;ikq~*w~HqTOh
z%vw5#i?+UmlBbxd#p&>tHb^*5x822Gg|L&&;~HPhsLX`DYjlyZ!kVav_c^YyxQ$@d
zA4uH*JaZv(N~-6+9MT9`X!V(qYn_+}b)1e&?XhFuUbytiVT!&NxM0JrJHzl#7ZEai
zVF~Jtl<q~ZHA9|m;u(y9d76Fs)F6q&BWPo6(sBDWx{`vBLDV}3j!o;LE=e{!oE07^
z9ID|&{{{aV&-u?Z<ST0%k*k>sQk9UfM-h04h4JXWQi$`8&+#iV9v~-`00ls>^X^-w
zntzJV?&Q++U?io#jkoQu4UperM7*XyAYNNR&S-<!z1qcR1e8OKgU+@#eMD?u<)Dx2
zK&h1zSlY%e%rYk;guDEqjoqIv)RD1^bZnVkQX_d3kk}DW?ig>6Ah1L~0i9ZXTc-^Y
zyp-Jboe|DVX%JEK$sj-yYYWc8o#o0cA$Xc4#aPp2vQ}Ygo=wxP%qZf|I*@bvKV_D-
za?08M^<5v|;VOFv*G<KwwC{lXc!)S1!hXF!a~VV%S30x;npQe?Lh+V3LI*FpzV6Zd
zxbI33HX-;ERt`lqd&;*^$!Ny!5eZy^hZf1koy*&ZfCd*8w52T-I3)@WS-g<Um)2Fg
z<kknxuNyA^%D!F3eURz)zg{38DoT7{yaw&fO$`=`qG^0jGwPzv=LLE<=Jj8to$ft4
z6Omm-E;!Np4bGZPvmY9w14feNT3J*VMfz9UjJ$97CR?e<tzHI}Q)rHpSnQ8Cne9ST
z5at$llNVNWq<eiQKO<5?M^+RL=Vl_|Bc!+I;eZIYIBQ~YeJjWInm3zn1xj7+KLr`X
zyu)<#0*p04#hZ=Y1f1s*$q_B0q5~mCFUf)e)*+I$ZeWwVj*37IB1OpJ?Ns*SnJlM-
zg(V@W#IS!|lbvC986>v%PrkEPV7<uM`(Nb)uKn09g1No~gx0{h>gSv2z?lK)FxE>3
zac186Rg0U&zpT?sZzb+O?nE9zg{!6T_z6G)yIfSajB*QLyes-;W{7=nT}PlwqU2uY
z6ZKrqLEa1`rR<;}FfYaT{V&0ypaXjZ*8D(Qx=KV>{ifD3Kcn@wnx;!K<kwOOtwTl>
z$bR`@p^AZ+h)<zMnlo-73KJnC%FRz9@%`M{Ww3pyB7Qx62p-ZdDJHQXee93ffXx#G
zJ)zk6Gx{AAZ=Ul1n5h#*a}T%}SM2!qGi|S|IHY7_DzN<9=KZ@Y$5X6>k|^TLD(#$l
zxbPbq$f3zNH7peozMvH9h3da~S*o*Tbek7mpZnGG-LRHaE+?)4IqM1*slBVJByTCt
z$}a0A-mo;jn7?E><rG4wL8Rh5Wu|c#x|=$!(5F;5ia*h93byfr-Q4;R7dv0ozJ%gT
z@`nV$8_u-(N(7k3gvP*7IdVkbEn@UC=^Z2-(-YQRXPq*@ibpr#<h0)md@T$;XJwbK
zlj|Jjns{Yt`SAj55|)HgurV!9I2-=dwHliY6C%^%W!))_9^D;-^VW~8Jnw>rbRe5Q
zlTH@zw;_l|-th>|X${h?W`)wFQ82c46sX{}dM)D20aK7W0fyQe&w{R*2)3SGR%X%j
zd<NL16DX_RlX&&D+*YEEm9sMh+Yx3Eca_a*Cf%Mk0yii?*DiiG<MnbQEZg)7Rd<nq
zJ^kE|k`GDw=tMH}YKRo^p#r6|VuYM)y&E*XAZa{h%Ax|K<S2PE0+OgvS|yS2?I0QK
z2e^4^1|b?vE^Fq<>@@FQ9Wldph8EW?#qX~F{~?jjl97fE%gkT$6*sNwn}ga)#rFM_
zLtIe**srIXeK6vCq_})=;76`&<UiLL;^ENajI>toi??9Kkq0OIG{ns?>?RH&`&R|q
zjATjqW3Rm6vP4Gv4^%?TUlII79*qv!Pqh7a>;8l)Qcy+#Bb36HUpPl8dXdPQy*jP?
zHElqId_}x#`WaBoC^-B-aWK`0*u{9-L>N(!x_lzfLUF~!bXm}HiaxFsRkX8%w|9N-
zT)h`ZRnDpxV!lu$@Zv2(^TtRyRE#~z>tYz=jl_13om9|72aE~JjT0nrkEtp0zhef1
zw$Tlj5Jb1vCU&cZZ4ziZ2aCB~zLV-q`j#K-^rzosZ}(sq#RK6!RRcMW?*an6(@zv}
z<8_~YmH;zOL$z-qf##E}FID`Ud(Mh~R~xlIhmwpx(J0e5*W?^)6h*Mt9hdn!iNCjT
z&J>;NEyP$gK`=4G;;P%PFR$Kv89jW}b>J9|oUs}S)Gto{;|>WN6Dea9-u`fQW_8XO
zGyMgB?YTD0++F`H%f2?H?o9e@FSk*m$yrsDo?{`hA9W8Bi7uUY2Nu03JDiN&(zCx-
zKF?0yp&LJeWVEqM*}Fg1NRCdB^bfN?OQ@=onUN9I@Ly^Y2(Aup;HR5ED(CKK^=thh
zE~4_ZbzZ~Aa(|EUH2gq+>YGOyzMd|)AxCA<MLV1FXsP*qcvgb2)*_vROwp`62GAxK
znkPCl@mejU(Jmjrs2`8`SmM@{)Q1)pZZst7u#1CU=maTZ!gsV4VsD44$4P#iXMfZ5
zW{V(p4<U1osPB3G_aGJhkDO)N{GS(&!>J>rb?~{M$4IjR@9PHjD!C&T`4g(WiIEjs
z!FHH$v~<;so+;&Mlz^!>;Qz@uuK776PBh$i+By+NPejh2iXE|-^T6bl$h`GgE2sA~
z`uA}Vnz3;iq(7bbYE8y72wMr<%_e&q52{J*K;wCE)h9<T%t`E7b(--b*3-^ax}&X@
z(6b*WSYg6n92Iu3=(A_eKV%<I@P<fnX}mB*dh=X;&QL>qwq_sU*Z3=*I8wkP4YfvH
zndPi#bdz$QlA@e2<H>kl%I7vxs(=LSKvF%@txW!Afz8p$fuR6(MUICkxF)&{qRa~Q
zc3tO7(&~-+v}lCg!a^#Kr4Gu!PvjMzu3cyh9=VjOt)y{+8liUIiQ;{|l8=my$EPUv
zm-EcZ_ac42%|ETXIO=qm+z^F6f!6<;)z8l7dxl5cRQH3MKIVOF$VvQ{d)zA~-Z^ZP
z-i-qXc5Mu0DWaw!^~r-UT5!x}PRBd1dAk}UfzgT=!F=N|v9(=l>Qq!E6tGN#!C7Y;
z_~9K)ArB7zr^8a^YZd^%mdKO^gORzjH4R6|!=d0EsCYV4{ymSEA4S%Mr5YLb$Rg~(
z<6@+?lVkf1+25kQ+ux#?-6Rl4Ad=lu%)XF}HH{EqbYOi`A0wqq(}za$h$rE&@fdM(
zu)~7LcwHJA=-&eTO%(5{{X(~{dwuZS6PU9@W`2{5HXIQ9@%<`y!{d<f_j$$<$>igS
z^{*%?S!)A}i0x$%r&ni2Qbp}Lif@5r9i4KPs56&O)Q~5`b7IMtKFq;frh1)K2McSU
zZ)^A))?|2T?w>&qi)zYAqCBTNJ!f3^rNyY2s5ZW=S<NA*UFWHJm*Ag5oQkvX4meKk
z`6PrUbyGQ5rcSc(xy_ui*!<B~NVHYUM}?laz=hM3lN)8&4=I{RdYY@Z$!T#;_6bpb
zSG=PbbNXPX@@!XIp2|EKUUAPipc0BOFO6XU+$Zdj(qUgy@RWxzy31Zl{+(3b6-iSk
zu$T+p_~?(rUl}%7vo1JKK($~*;F>cg$mxA79^*@l&iV&4ZaI}<vxgMdBr$rg$+SR{
zViFihVW_9MFV5wnR|1QFSiSlAw``v3<0aPpEe<+3D)$`A^s3h#4E)XdbEVlClRkM2
zIc@J5y<sK32fnX9v_mL1c}8Y<mMCWH);d#YqkYtOUW&qshpwuJgxd5?@rA2Dl(AD%
zfBjOWIG~-4(uiDV;@2h|#i;tuVXhd5p}F$?{;k~NkT_Y5b>~+$x2fiezhHEk7*YbW
zRsPeqPFkLs!P!^NhW!uMp~Qox^7O87U|5a&hQT5`^VG`*co~H5QS4U}iQ2_G1W5~%
zx((RwJrAhbKtayOlf<tY&sZ?-BF<r869(;VYgt9mf+&MK`v|R`h;%kuEWfMBh@=Be
zN)Q)jm1<;}6Bgs-4+oSM5k>21KT%aqN<ec%qE;CSWg@0O%hAMM?yV)b1Ej>T1t<dk
zOd+zDz0U@dS3h?}%bCq+@D~I8ju##VS2Qy9|7$C(y3__DX8AZt&%uKY-ou|H`PZqz
zm)ySGoGg~@Q!+<LFABC|?F?y?WJ_e)m|msw{gtf@Yd7~Vk>ZE9!n<+=)>SNl39^J-
zRqG`WqNvAEPL)8t6pwk$7xz$1emYh5d8>EH?75U7IYzbAQ~<MV_<xgQSC-G*iAe5Y
zq<4IBDDhQW-sjG-%CbW8hKt_12Tv0o2fm&9KTt~p1QY-O00;o#Yu8#WvVo6(Qvd+z
zQ~&@80000mFJmt;FETGMOnQ4XRNwpmISzA#Iff)PXP6|Zl&Qqb5Hr#{-Bl`-j8Z8y
zGfi?gGmeT<rkkXT(Nz%>D#>L=MCDrKlFPV+5EDXf^X>Ed>-WcAYwxw!+RyXsz1Q=4
zy`J@`fLB2PPzL}&75M1_00#eN8p{D-a2WuYy|S1Q|8L{Qb6_7olq_Dd8GiaRw{q`Z
z?RodBpPzJ&QyUJSP!@h``fvB)KOKX|0bd{xIQr*uZ(2J0j7Rw?t7BXB%(t_jXMKB-
zHK{oEu;2J<Z|*93Y8Kr$JgZUi<b?ZixBQ|^^A(fFI%S!}me>BTvkR{J`JK)3a{FfP
z8-67IXh8f?w|$w*TnT5hYTV8~?9YvropKG|z#h%=vd&ItTTPyC4SJv0qMq8XyYEe9
zX6~vnmUXLS;Fu(>vM;wlrzYUuw}5?Zy{&$J+VL&b=BZm<Ju-D_tS8U^b5niAz<E;*
zw(HlUClX&<xB6KT`*V9Um)TfZ?(&O{H1nBz?nI&?@eVln;h1%r<OxY2XqV`4q#Ofv
zRh*iwmPRlA-ERZ)&zZz<Kdaoz#Fd}F__<x0i|Bn2szibwS{GJF7u|Gn{htHJt+NZf
z+~Vs3VxsD{e^2wX(tS|9v9Ph?{Gao6OP<6;uG-~iWwrHA-MORZ=Ec8C?@x1!KRSQR
zVBkM1W1X1vth8RD$Nccv8vHw*4Jx}NYMPm}6=~J<6*}=ZE6%q_aw{_j4AR_k>+o=s
z7!ZK!s<6g+)n%@%7>6@4XC5A~NM&1Dt|0DftM+rd^`x=lzvv>4Is=dbAWTq4)N%h}
zH6iZHn60QzWvB0NyL;67SYvcbN_GR3F)tg)nk%KKJ4QRLGTf2!mZ&F~3y^@ds&w2M
zwS@pqKnBPPC9Hsb6@Z?~Wk~*dq%f|PxXmp-;_it;U*vGFdi18h$x9~+LFxR45u)Xj
zOBpr>SxWj_{h&N-)og&+G#yB(1>;?M<YOxVm52gaF~^yLG&RG(0+?_q^Rw3>DbOJm
zUJVOi6qBNg1gl@c(n@fFmU{P)2FNCKCruX17PWw;jo`1OQ%F?xI}T#r{oTJ^M4t#W
z^d1)16BwC&Ji;cmrCjH4YSV$Xin>B!H=78zPJP^c8RM_jjy*D^{DS*6uQwQL#YF|O
zbU!ddC()=Y>nExwgMT9D-C=!g)$6sMYhT`Y4k_|VNLsdVezX0~HG)+xCE$$xGiWg4
zLlxMpVRFLxZKrLTNKMbDFmeR-xe8t5Q5K&1gX}g%Y=g;JjdK#W!0R|Z7cpJUiA&g8
zB+)X65XS@R!JyH|jVih^)mCR0dcYBJBzTI%S&G<!wzDCVsA^rC$yxF!(Odt*aeE&(
zm=c6Yo0Pw4(e6Lv0(2X8PB0F@=l-^xLMA<ak(sL*akCNeR3DPl2#;e_-2*hat9UZQ
zq2y-!ZGC`r;O8l1Y}!zTL<vnM!;!GU@+pmx21x=1g`RsCXdYA2vPgpY{o;A>wT$%>
zHrfj_^Omrk8-}f!!#i)pKqWRQkgIl7kD!5a$jG2XRyHYSO~2m~tJ)Q!Fq_Jv8YmHW
zz24u51m@1Mtr-Sp`A%OPLd%8wy5{SyT-@GI%2uw($#1goE(Tc|&4sc8b!rBLeL{WE
z(OIN=Zg^2Wvu>c~Kl7;5h@l8xFn^9S{6ednI+2`0S?cNf1ibAD*G=v;;|RgzufAdn
zaTk8p$H4>Ea%u#MXzKDfm6gT9wjXU~h)FR?^m+c3AgE!!$o-3LT6Cv$>yi25Z@3%-
z?QMaE2F+OC5Npdbte`<U8H24DHKOnk2b#7}`jIN`k@m%<ghTH0gC?tLaP85`1Qu!Z
zEy*Onxu_Yku`Ns5-yvWt55mDifke;V7NM&IxO5%6+7(e7Wmp`uNV|wCUCcR#=DjUn
zc*P>^bhp^7iup0x_TGc@4^TO24fsjgL(JP%xB~SqRwf54Mpef?hQlkTbgh+Obfxej
zcBWGvtoiQsbn?B9^`3s%ISV9hj#}e<cy)(;9wwtr)b}JB!1OdIZ41rm-L^tz?h{p?
zw}^8Um@b01RuO$poS5CrrF<C^uQ2TD5ajc7)?L>HN`=d=U~w&stQ$}(pV5m_O6(Tp
zFeQ7G85>=Zu<WraA_JdCMlOyE?m}~X+H0*OU!Xvdl-|!e*MPX_!5p}|9iOL>srP!G
z=I6h7t4%741IQv}&v87iSr}a*z#GHor)c%!`OgEC+?p}_-VXArpR?U0))$p`iI{c)
zb~M`fGIT)s!wXgaW_0AIYm1tBo{*@$BhFvU(j%Gm=>Yq<&Ms1SB4_v@{FA3~fw{%_
zNXCw+Pao>v%oOi(UC=r^kkyAtbTP$x`LleJ%YEJAk0jfE`J5THGvZLuB76E9J{DI6
z6|JL|E!B|Z-xXGqD1XhKs(B<-3LRLCTTV`b4@_OvX$mRqFSyzYzGz$ht!Mp@Iqeyc
zB_8NQCaah)bEE;ztzJQjS!r4UQ_Ef(SjJ{lLeQdh$P;DKLb&u5_C;5>OOW?_HiUQE
zB5IcW08veW^to3JmOcmH_${gdhwk`O65wN<f-8m(dQw0AArS`guL}X^)%2Vt_-$`a
zQ^X`kUp(+A(kGk|PH40r_?cgNc=27sLR`PE;yOu;n_1im94|~W<q>Aivq-jJ$R%hi
zH@S!Paa6V7g2z?H8-`Dw%o$#WsJs*O8^Yge883OFVD+-=kwt>mPVwe0=K6#}w~Nr?
z{7U8nel^;~(|H+sheqfpV`c+Hxh?2fYAs*BQm_WT^u^E`iJ*$sU5ff3`@$4irziyG
zNOhAv<3AtsGYeo)sb=DZ<c^}v_LINx-92pAV(c}tCL^+!L>T4QQ^`ciqpKGJcnXEG
zWLtpv_3Uv|&&~h7mYK*D88D2x7{2}88f~zL3-rj8;9_m{Hx<|{O&sPq=MQCF8T(M3
ziX1ug5&vNs7aPjTgygN_{o1=jk%hnHN<A3Xo@kSO;gaJoT@*tX39L`EE5~buf-7T|
z`=JV{uA1Mdow4JX^3<Ms`SqjreX%O8i3X^2n}*YhYVVtk3>J=@Iwq}5z&!Y6ahL!{
zEtd@_`=6Z-rEvP3j~Y&l;s?NvF$YrgT_|CwL(Dfi+`^QFz(LL6Hf2}0yb8Op*Wp@)
z>@Bh-)9EBnOwe*i0n!#U>buI}u#ufS$}=cP`(YmtC^GpI^XDPW=Lk9NB@*=wyjnO`
z_f#C$32fjyr)rCP$U?OySNNLC@xtKhG@5|iNz$wAkW&@wwF~fSd<}yaH1%jqry09s
zxvNZuG)R^!`ni;&m|c~ygG_|=`S(r(P$+7!w~qPA$SfFh?G}b=+)aK53XBvqLBnV0
zOF34Vp;`MJf6%Z%qi%{AWk`;LeA^atR00K8`S5V@WSX@>VnN#(MAs}S6<XKG{1{`e
zu>T7U0|D$OKa%=c2m8R{vHiw~-3zkc=oI93{y%ld0CxP%GO<E-XWeoqd8cDj>~1p8
zFwKY0mu#c=&Q-KAj_P*?2qx_Z=nNCMhGKDRVy+(=`_@RkLBk;0{G>dRCptQrZUBF=
zdw}?~GIciVMMLXgQ4qEWN!=~25N4^}&B5m;ST)dG_rbiUkTbk9_1!ImW(JO(<Pml=
zq+BruMp6ldQhBC%!x~rx)A{bH?y$kg<Adz-s{!&3%X2gzi_u|RYQ&HWjVhuta{Eme
z7)5T}93sE4{cq0{@r*`ww^(Rgox|p|9b~0hQ*|$Q2!fC>_Hnc;Sj?OL`Wv@)9yJzn
zK^y`FE<zF26$~}?M4A>&pWrEYtDaN{9|D_c@W&0|`xmY>z75^5GkIozm?!Z1(`_r+
z)huX?G^>y?XU1t|MM_2~b9pEfIfh%?TJ;sV<Uk^eRW3m+Wf)KTYDlgZqd+Ng@Gecl
zCp-9ymz`7JDPH8fF$LP}tM7CGe#n!y0<J2z=?!Cij}n!XM6`Tan8}lIvAmFNB-jwO
zz6rO)SYy={&5%i4@Tk#>;H}d}Ap9}a3U*O8zCO)=_#sX7ve8zWhD}T#pMOLc+Re~1
zBv>K$Y0^SmsjNa}-H;ohtCFd>nZQ~O*A{IoMokXHWPfKee1i~$x_-PJV-(lu9JKjn
znH3|TZ-e$H54%p*US)L$P`5<8WSvC+F0Hp+<9x9&=jX2RTl))f7d*l>78l6s`y4(Y
zE}OoP0|X%^9C^3kYX7_Z{0$nR&{q}hNc&cef>_3rPtF~Yef9~^&zh=ynWpm32kQi3
zs5Sgf6}RM@?ruB8J4<{70jSR3hKq&uvcOtlXd~GgKC{xV56OMjCq6gT-Y#BecDT?O
z$y6(1|FGYaCtP(E?v^KOo+4?zJ&d^g0YZ_SV*8)n;v|(LeDbAVzRE_yU4rG5Td?!@
zLHRo<c=C8RJ}1BMYEm7eV$vd{4!pf*NP3Oxw_P>S4Zc2_j)bj->k15fj{dAbM<)R-
z>gkwE+TjF4c&oeosXkZIMWrn75${CHG)-DAm+7C;Na<n4j{DAob@#$kwS{$SW{Q|z
zyorTeX_=m6iMLz=S9FM_(Ed`CWj=rYY<)0GidHj57}ek4t@^DhYsa6fap_tcEdmp4
zrKwOdz07%~z<+oz=NF>dS}EIyU-=Bnv~4g)`uYXIB-TXR2V1J+_d}3pCpn|AgX-GQ
zytG@;1I!%KB()@6$8n~_>~YU!XBhWNn2%d#7Ig@EG_SEa;a;zh8=CJBN;mTfvgH|s
zb{F2!wuLp{i}RU}e9oi^O=q@{7X(yO14SvM-t`gsDUVUt3R#U>wB>dup0lZT6PF^v
z@@njY_QIq<itp6-Csr4`$sE05(;n8*M8vV;++OLP^%EV$Y{Q%iq0}Uw>iXW^HL%(u
zK{W&s990p$Yp!ChW^O{ruW*15+I2{k4${>}*cHrn?O`B_-+rP4SV}kF#Z^!l!O-8C
zP=6qg$f@@OA5wE-aAQQvlbwjlI{78Y`R^^kk}Sqg&x?3YyL;hvgP*J_n}nk2yFPz*
z&4=uh!cf&!+YY1B!`{g5d!>cz@`W{v-qXa79hHu#Yp#65>{HN!Qb!D$mZ8!AZWP9%
zm}`*T%Lygjf@9E;O4+mf(5)P)TetiR{2EzR4!ZWSfa*@b4Lpq8Ft!0sB&sn2t4rY7
zT4p|I`%|nyOrJ}3q3GtRkT`pnHXw{agAZirrM*D4RN*qVc-uyDI2UdG1#Z93Pn}==
z5xQZit)Z|#(JrlEb_m9iu>bhT#YGc@uZ*W=8GYm~Ssax5C9f(8Yqx*eZLYWi6&tf&
zra&0A?B}00DmlyOp_Q46)<pU=>&lU$pnl*7l2{-!J)v`mq>eYM`N23~Sa!78{`coQ
zid}H+!IrPah`#^e%s<}2n7>Eq*=IVr%*E#yDY_7a;|r5!NDT{oLZNED#$O!wZIa0^
zF;k6m8`?Gd8b94=pBO;-8BeQLu%-J^A95e&&?e2@9BsxKAo`F-g}0&7(~=0o8-H%G
zIbD6<n2!S`=1;YA5%um8a99|dia5h#H0NLEK0n?ez1S~^w4q*9(OV9OY)Sqnkdk_d
zqa=<G5vHf?{Q7~Jz;#~S<oJch=v{_eMvv|x94(@AR`UU>6#6^a*fS)bh=bCU7LWV^
zhT9k6N4^eEG?3g$rfMe$XJ4Z?h>Bh4KxQi#QT|lj;p(MN87k<&q{?cp<ky6$A6+nR
zt*`>NQ>%r#{1Rr{TeQy)RUM`?aAYQ$_d|P(INdV;#jtY<JZiS`n#QB=xFXzJCi&$-
z)rX+ZMP+pTAyy|D6pyF6KQDfRmG7mka$)n=@}Zxy=M`a+bpJzJLttn4*OcJ+N+J+~
zlDol`=)?;o4fo$3Lj|o`<A?UT^@vLe(?)Zp*kW?0C`aw2$=JPF;fs^nUvk&?E=Kn4
zG~7W?ki_6>_Ttrw5(k-DrzCq`UsEyXk$sG0H1X9j)-|jZ9K{>|P>-IZi<+665xokg
z>M4ok$t7~b1Hd=t?K_18ws>~yqeq$cqG^jKG{s6r1L{4<4=I<uH9ZIoaOs2`B)+#D
z<B4<KNz-d#pR3_w-Pf?RN4SG6juwmVKRO{=jd-tARLIh2!;-KYLDiQaV2VAAqpu-U
z(^BqNfX%e^RKgpjX9bf6!?zZ2PVpq!@@3lhW!+>{IQIa2o+r&%lR_$Tlhmp>Q>mTu
zw@|woqZ~XpM3&1ob4A7AsS4(z4&dPyTXSgXE%u^8DQnwQ9M*JB(2i$#fqp2*oOK5~
zi!;u^RMvMeaNn2qvsl^<#4u|ncjH5>WD}SOssFAzf||?&7!Ov%cX}A@)7qWl-xh;(
zg^k)kSR*+^xqv764FtZ)<IjGc_YW?D;}rD$WnKuP8buB2l+t0vq;)=WaWC);d-`@+
zgbE84&(SzK_3g8LP7ko}EqJ0+&}R3dlhr=fTCq^0oB;ow8efN0PA2SwHZDgZillY{
z(uB*_DJ}Bj$n=10Z{x6>+Ivg;F3t5ac>f0Mqar`yDWdfYrfG~IO`9M`?aFS!9q8Ld
z?4@#fC!@D5r`v*HUx3}@BahOCwxKNd4Td>;-r(h-rh%*ju+~IYo%O_Y&0T28#K`R%
zHqr+t<UG!PALrk=X4*?gRrw|elFjDfofjIW4@xgWK$SG#+9~EAIGJZadxyl`+IzkU
z4?m~LLH-dGc&@_wUYO6kG5>ybc4z>x8XojddJz3iRV5{W(5~_oHL)*?#`+d<?hF3L
zk42w(1y;b@Ng^+7CwjwC&V$V=Kpmqqld0C~YdLYN5qZl~E}@~Y3t7{ZpKraAx-%c4
zRx)Elqp2pdwysb$)u3Pc(e4(oU){>O`eu;u!{D(~z{MjE(uUbwMO{?^gd3#-W!dv^
zbL8T>=?nDg{9@*2erZG}p3vbuiC^`Q^D*p814kLGJ`9avI<UHt=`D=Bt>`v%S>=8R
zb{rF0nfa-Rt(^|M#dOyDY4}tv?O=>UB(`)s#@d4LLD&@wJ$DgyL0(+ND}E!Fk~6e3
z2;xkB=dz|nzo~*hx@}Z~FVt2>WHdA4R)CUy`0F@3H~g^#=!3fJ8f47twXiy~V78LT
zu*Ji#aR)3uXr^sWN~n|>3nyleMquH>en!z0A8k0ga}`aVn(<v48DJ|oO*BwW-G)ws
z2GdunRF;Isc#+3PQP#QRk2<8CWL>y4<_^}x(`)XTLdC1;y{ZrQ51x?DV^JduT8KWt
zU-BhK$EoDCAv2KwBVhdOp+mp{;2=OxWt&{vE{k-sGQPuhJnd1R!LCfS`n<);{BwN4
zwC+CFdvyWf5BurwlJmVP`skm}W;I4XVtGBhv}*qE|BkzPookU0J;wiQ^UJHLxUwiW
z`jAA@m|%G9Cq9+!{T@gBmTgT>{i^HH&`(e8Klbxtfmc9$T>#sP=;7#dwU?M5Vr~Ap
zFHP$~LvMEFDc6{;T<fA!4cw2V=kp76yecx&D*Fm0#MdmQ_d~YHH*4boYogbZdbe-K
ztgl(Wd*<k<{LeMM#n16Uf7<^Fzpg(m(yWiWWlbK-(n-A8OaFYT;c~(6V@Lj90XM6$
zH}h&mKt3yZ@_gM1FSpn96|1)%sJDK#gKd?&%2-X)SSKW_@n0~vDok7ae6}8xkgs0u
zt#@;8liZ0^`#x}frGFOjUleS|Ggo_cJ#I+`jy>$(Epe7eGhYXMHGh}<BJ1B7lgCE3
zyLtV*T$%aMJheYJBC(}<^uPLmw}TbuTl`$FMpyRfu8$5&bNRbA1Nu5w0H`|#Z8N!j
zWf|`$$QC_bIlzyFoX>Llq{d1QC9WG^c?dn&SJnUPdm%Fh@3%x$gwe|G&srmQ16qW*
zrbPiHz^QeUOz{r|lB_Pz6A^D>R}xk7gw?dNiJz<8;iM6<pO>4{Yz!CQ`flxB*w}2o
zI}eD=f~M$YZN!`<@DU%xL{(|fEf%m)r+eTHII@;4{`Hbs_zG-DR^yNa<Sv~}M02zG
z)9ZTIA-m`LAXZe5a-qc+0H#kU&soE^S_;<`#Ka8Frf9}rJok$py%4u~5Ws<81ZF<I
z{mC!pbByt^Jq^0Bj4>$gxJ85adGbLgo@ABxy7ggw;=aXGx9EyRz#fz;h$(oV*)1q;
zR>AB}4Dm@(oM6I+3>qwGmGMZFnnf|un2HsPQj)fpIc@EVt?WFHn`iLkG-FCAbqpZi
zWXOr$h}p@e9njkE#EIGnxz__M)>akA{=Se!`g#HFKn;$8;jf^3zmtxjiW%MQ7m-t!
zBJ*E|Am*9J;5};z)S<VT)xO==qkdApqf%XIr7TuIo;bh~2^F+5f4+RrB`is$>rY|v
zU;N>sML9D}Bl{ts2Z<tS`y(z&#XGuB=u3wQG~sdMoAt=45ka)w0RH(Um0hTmP~v(0
z<}uc$2WeQPp#w>^o-U46?VwY;nwiD}a0xTXdBX8s)J>T5x2F`$m|E2e6oDio*v~V7
zq}5?)adhcE7n1ocP?-+i51`nHRdyH1nkI+7JP`P!1N!8j^HMQ7s|C>QrU9k0KxALs
z8Tbc370GUq`QoX;&@G&>nu%ne&=fsGnqxpo_}xH)*$eEn%JzkjaDb*bk`4vNTd50W
zpnc$YQHd~Oh*ZoM96+gm2z_GbrVS_ZWV5qwTR-5x9Uzde^A!3yr9v&1p-+s`trUC&
zvxc_`S0Fz6W%gJowBc>xU;LR-&%5-pAL1p?G)j34QAF}v<eDXX$VHlx-KpvrsMz^V
zx?L!ye0N-+db1YxHyYU6&${|D1e*23{0~DsNtW#l?}PBr?2R6wjLTsvIecuJw=oaC
zo<HjeJIt`JV7HYvQgHrk8P$~@0e_7a2D-uPh}Co3y^6kDTZxd_v7(0AM7sJ{Qh6sQ
zhgP;F={FiHn=VB~RnM?pf$-p3MmS7RWb8l{MgUKK#4t~1mxKyK?{2NoIRkasNa+G+
zmx6<6nc>8=_$6YMFln9T@O<-qRns|kV&VuZC!|EC{)y4?Btmqk>n(d&FMb~^``itd
z?d25Uql|45y1mxHnQEU@wsYX6li@VD*BySMde?5Z=FfA!f>2Bo@p~D-@SPdqAfK!#
zzB4uWlZT$25^3+?$E!Xd$gF^S@5QYG;Wib6L`;~1s7Fi{AkWQet)o-?8O><e)p09A
z>e4P+^^cv>!)#7a|FB+B40Ln3Q4}um5=8Z8o#Ap6mv#B>&U+7CvUY06S~kC4{gg)u
z2WBmY7z>UOioyM&N%NcQ#aWTTwVRjk1lJ&E4LO=oytRFVa+2yZtb^|2l85mGyI_qf
zS$2S2IHy{;bz=&U_IO-qAPEr6)mLqxPJFfQAV=c@tL?T%jhzOr%sd^%72#(bC?~@D
zb_6_H+pY){$QTh=UDXxSv+}*u$}GI=qMj1w+-bfOXU+^8Ip!|n(A2+>fGo{*V`n9f
z$&?<lX6sbJr68m_Tf#LOp>pP3N1i;<@F9f}XzE!qX^tQK)jGOGmC8e#u`*(rBPiuY
zm^s6YZ{!A=d<_&0y)-jqonC!a*&*cs@QECNi|ivsTKilrZd0qEQvXOhs7^zF_OG!!
z$g8fskUlyuDpF#A$X)rX9wCv{{J>$n>er`TY~VdMj5}>0^20JOGAYc`MWPbs2z1pM
zcB_Q!g9Y8>k+Gd$9!n9P1R0f|NP>!&IhQbpv5!oL2hJz|arh~XAtdkXK9+}w1jNtm
zJ0)*2ny}O^nmx*8ya(0UoOctuG#8n}KuQ%4xV3cpmC+O~MSr*I5Lx7l<QNHaV!~Y%
zkCz~8W{-y)II|J{?{nlE@)G2^O+vk+Z2+U&yn`gRFr4TV--OMJ`F|(nSxaD>fTqIm
zY$J4o{WB!7c74trNZt*2BhlXOO&b$CXhBm4LWeg9s=%D}YmkG+48Pr)4YY}0Y{EFd
z)kaae@)Ws5)|Xe+PYzd(U7Oo&YmOAW<R4};7EhPVw1UGV^Gg16B>h`>y{SJ-m6SkL
z>kJS*;y<NHwrjT16m`Z{o7o)W*}y7UU7<bvWWK15xoi30kF6)2C+=W93(V$i4_XLA
z?%J;Zp?BTe+B$)Wu_aiZtVCJVCf5xY*_G7~tDG=2%;b_ql2?fHMuuBr-X{K9<g5np
z1i5w_t6l|Mc?#vJ879;RQB~ujK#3F5Tn)6I<H@fpJ9&!TQ=7P=&cgk77;}b5mh~Hh
zXF$(P=`A{o%U#qXCyi!Q$`b$9>i|aZzMmJ8t|d94aMZPCW}BZ;{w9nJZ+iIlS<n83
z)bduFpo}}+f=46$=jN$^Mvss_nw*XJ%;8H@O|5aBs}VneKJ2c1nrRKILUeOD8-_aM
zmmp(Tc)d|d@%eRSm#LyRd{g90FwO>XzDY1ZIj#0@^+|!ihe_ojE};mU3P5UY$f8dB
z9kzKRV#g^jF2`HJJR(d9JLPHDrEeAUg5L0e$z4LSx(N9*bnjvYFW+dslO8j4{)=#?
z`Fm=Zy-#=42_IEJ^kHd`p`H$0uSXoHV1`i`gHjK!w7>`$JtI0+ZIfbRy}M3WY1%2C
zgfg(iL0Q_bxFhd{aywhO&UeOcklZ0|!Pz}PEcc=2LhYbQ-2GKEzJ;=P8yYHPDc_%#
zf~=?xz#v!}M`PWX?}#4cz_uQOe(CytSb}`GKm{7fIY*mbAX@hn;>GJG-ghwW4gB3d
zCTKwYx)!i-lv&)WgE!y5rAl`w7Q@LDMHMQo^o)Z@J15TsLy1v)BKyf{NMttt+Ol2h
z>k+3_H6fky5={p?czZVzjd$U(N}Nz}m*4|cah%z<<vKiXp6fGg`BUi`^v2ISuwvms
z-7__-;noAv6l9xU^ClWh$TdpBF5drIE}NiHe77m9I>>JW1?JVuXcC-K-YJ-vAA(Zr
ztv_Q;VuU5x6r|Yc*AQVY;DXcd)@X27y2yByVC*2_E=Ij-OJ>Lmy->3YhIJKnvPcNw
zNjC?xUtnhY;7Of-LYu-xt~6`n*J?T5#}2nJ=U4zg+0qC|zThOGR`%0EoPgOXfgZrA
z;c1fWUH=Bjm(T|!Djm7PXBn7(!+IY0p6YY5U^5N_L2M~^(S?^o(NK*Q(3>ZVTK|SE
zxd%gID!ymBqz3Rmak`A1Lv$xVx9vN&ZQHhOTOHfB?WAMdwr$(C({b_-Zol`|`|j+n
zTQ#Y{8CR`3XYb#h#JLtJ>ZS;}0kQ3hZ`KH?XDLX#y<BDR%{@3;C1%t)OqCU5_LMk+
z&SAJ{<iQtW5^<7p?MapbLIxaQJXr9~3Vb}}b{K5=(1fb+&>d*H<3w#I#B=KLXJNMC
z<G*#S9^ZkFS>&?J8$l!s(CGyqFF0pcCr~8A(qC%MRuU&>{pnh?<chDJpkt>37>?gz
z&k$l+jN*o4(fRflKfG9Q(f~_Itsco1SoRi%N8}t=U}*%gdXQCeu-ICg0+D=8XpimV
z9dzUvfv2Z&I_HN_Vf&hvi*saCD%Ns?r`6Wl@oc}D+`j80bhS06Jat-b(^k8I>`FaU
z3|4Omy+RuX2Bk3gWV4RzdnVB&B~FY?i_UziZ;P`8ykd-<0mY}9tE{wiI2IYys_^9r
z;j`otq@m!GfO8whOo#Jc_`U^OblkxIo*1PI`qgPfC8bX#OQ2*|=b~IJg66sEIVdsM
z8=XLt=D4p*y5%Wo<N*eli@9$^WS+pt1$!B+FO|h0hdmTQ%$}QdaQU65t>2Z4Is=Gi
zp_PEQ3nmT#&5<<5;KzuqiIY{#-@=>(G^6?p)5Z6*tLg?we<<a_4$l!3?Ca+V!|SQ{
z@&v8&OF3=!gnQvwHK6Q_eqR7O71-Zp8@}phSc)U%FYFbN+O#44WH?sQRfC_WMef{A
z12;d#x8NT@gb*k_q+PWEusCYaN}A3!USLfs*|v1tllipEN2}bM0pa$0322Ns-lYEb
z<C-gV3=@K^YP-|^xcR#sjF1~i^jnV-ME~0P2i5wbzwum@DMq;|mpTV#_ixnt#(Q}W
zU{U$T0{xDl$jl@<_O*NOA-bQzpI8--nR@yb5}oL~!cL28W<%#{%NcV8#5H7_nSU(s
zU~@3NggO}K-r}2`3q%j^u^sOUu_0OJC`8g8NSrD_A^hHmCBYPk+u$~c>HprRFCKP#
zZyjST{MLt4<MWLHo!iN`QPIV01fP~`G+4;)gOssyRLW~{#}LMen6%G#c8`JciM~@8
zyai3Y-SC*IMMQ$dMmBWnOysy!fd+-o?R$1c<lPxi`CK_pEP4>zsU8rMblj6=;C!XT
zX1BLP$Wr`5Gs*7f9^XX};YPB5waXXpqa`K&OJ~Swsub=Kn)y3{o2j7L3i;1v$-Z7`
zcxm};2m3Nv<W*v{2GyUA8XS2-Pd8M@!`!CDtX!v1TSPOyXET0JB`)nQYgIoPcf<V0
zjf@if?VM{EuZpm5inG#bb-%Bb#_Z!KU~V}3`{shALmo|TMfaThboy>MK9ttXXVL3=
zm|YZMdeVLbTxg4GVbV4JKY?q)v}shuqK{X>ngk?W2<ske{3I`XESzVAT<rIu_Jp2D
zqwl}uB}h$KsI;}m*5Gcank6^<DU}~CV!y8vU-&0h^)blQIM23e6Qk&n$wlBxWTWr2
zLm1FiaHdSrj`C&5){&rjIh1o?V8s7SCD=l72IKb!_|T1zot|{BorFF?xhFxHRv)va
z6>E#9;gi*Wa-B@3ssO+F^td($JB`?H$Fw@*aNUMKkUe~sxpc;Uw*Au1@yWa8?MSu1
zV&I%A94g@yYpBOKJAaqE$vq1Y+0qg^YUlj(3zXOl%0B;J<~Kw^rG>@qwFdk>g0pu&
zS`Ye?#TwE445<F8rZllR4F&tyV$O%wP5eVCdiuajrk{;@IG&07({0h7c^*F#DIc^E
zm1C@vt*_>}1HyM}P~HT{*Jb+M8E8#9$?hejM0R;hInl?oyFH4(SnlpRbQaZ}JR(%@
z5kvm5vA&u$_Jf3M07a0CUb;mJa!h*hbnWROM8TGFTk?mtj^c9~6AI_wP{RuqxOe2Y
zC(!o28mSLVDfcPl^;AG>;9hxugB#xBIq2++;toW{xrrZ1B{>Y1MoTHaw-x**y3VWo
zt(r~V@=MeJ{Cl803kFPvfAT7!FK6D&E0Md$9x{<}#OIJs6{*#cDp?K^G9^8II`@NU
z_sF9wb!)pwx5?5Uos@)y<BXTohG>e;w=>HC!eS(C#&X$`Oy8y)NEVX*V5tP&N>~4$
zgqP0qL5j|dJYEn$GEfW0gv!GQ`N6hwMkX?1hCWRSp4QcL;El?@qVmR~RZK2O%!FkW
zki+i!#7l}G;^=r$qUG(qF5J|1ZeEO-=}o}DI361M&m1;GRCWMibbKa6H;}c_WQp6#
z_xOnV3Pc;Bi@LKiThO+u+{rmCOs@=rC8{!cYHyl29!sNZCbZV-Z~SKKjMhmawGcXd
zJZ?ln?GxhXky`;pV4Djb#r0{Qg@uUZRf$_P%^`3W7cfQyv@u7mc+Gp7GlRbScIp&P
zf2nAvAp#?P$vNnuf;)6OCttiulb}o8jYKZdhh69u<R8<NZo0tPSKi}Ng3#9&jn`jn
zr3i>M_`h|sp^RZF9p0U9iP_u5KPYdiKsHA+RU^A#Z8?-{kiz2dFOd4gIPF%B(%H6a
zic_^dcd#yLzD8ML)J(MM$>gLVa6BG`IJwA=2;jP)>gIEM5pv!J{?rO=gLF5sUBOX|
zlzz;qFb5?VYnZjFPaE8YIHUM(*ti9-60&dmqGy!_|Csn6Q_>=!mY?%wxL3rJZ^rP*
zpytf@O^Pq3rHlFhYGMd*ugcE}g4$lW7{u{L(i1%rCrfTnxR8>q52$sQv6mB>O4Jvb
z3j7=Kew~I>I@BRBG3yqv#6o$w)O8Kx_%Vu>uo3m0cDF?MAW`JtS>tj|srTGAg8imi
zbN|px=~dZ@A>f6Nx==1M$hHYX%ho~kCnx%JK-W7@&9jmsF*#lO<n=<z^1)xH3I_yr
zX0dN+s2?19e!uixkop#h18x$7VbstaFm7n|b3aVySxRV?pXHOkLvBcw{-8M~fW+n%
zR&p|q{d_p$If3a~`GbePO?S%aL1L(r(17s!blVY*VofsFnJX1}y|sX7`W*1^(|5!I
zA-PSzSnS}lmai0s1@QMF&C{Zr@@TO$x~QoM;nZH=5(%5eI=NDMxrz(FLiZ=wD)4sM
zqGxzRS421l+I>-b<oiLz`({bR)Ma=4YMXsV(6Eg?qW{KuIyeWFsC-9*as3qYIei>1
z$?3Je{h4UdK_S4_<bF6a)-o7>@jcB`-TuhMiCfm+HNH}Bi@U?yXWBJyCv4%Fz0<lJ
z!QTU%T)E};2snfiq#bzsm)lu;1dQzl0B~NBSe3g3_z9{X_1D_HhusE(z+yApmt+yz
zky+_ebbs*NuKiSesR6H6H;KVHQD4vgAHEmbabb{J?n3Y5p$eF~4@8&UAEgHUhV*uV
z4!6oKky$lUPOASzp?QbLwpYjnwWos7%2KHb_S5m3e7UoF9z>i4tov&Pu(yL{+adnZ
zxdV-7wI|+BGPVo^k+E@Fwn5nR3@JRQ5_o?0wCCD6+0!FjC!#3IrODATA{l18{*6y8
zc?@f3Z7U~vF#H{*0Ia{l4w|0k=9ko8U=>v{uC-mk?OYhF>~Mhj*dswbl$%>~nL~$1
z*t9G9eug&E3&M=4wd#rOwC2CTwo+fCO|Lh1<{??7ojuTcYpK$@ULLP`l-nayI6j)@
z;}W-3w45E{Ury=<cCRJ5@xI=Ce3w0I9iiS3R;@}Pl5GIzj?%wOII%<!)7|AeNyV*U
zNkfP{q!juSY+A;b?e)z^o~DNG_X5^)FgKO7HunCqlze8K`s!M}2YtTo*D2Jc&ehr7
zRBF@+IFNt#{{+Wj?<Qq)5%9#47;r0DPrWv?{0h@_cZC%*e`b*vp4-*v%}AV`n?m1Y
zU#-Exf_r#sZ)#>~srETm&=VYa-rLRMU%sQ0lis@HQe9oU;Mv6xuEM6m($b*(=!wgF
z-!?Y!_w}=LmofJ@(w_GPuw^{^f7fCu{aN+)hS=V{y0P8D)Sdt0U}9%yr_1pbsNtcn
z*)ksP?r%Bv9NQbtjZay->VEYK58Yz#{W6ze=wui%IgHuKP9}6Psr^%Mo3w9Y8u0Um
zzKC)zJmnyyZHPU4IR*6m!`5jv72^{)6Zaw+!8|cqt-ay>``{c!Gk<u?DRkH3aU#c_
zUnrvQvrStyFW@k1f!aCrX3KpM#zX=C_%0py+qoc8L0T!vpOpbNfF#~4LISg<z=_|D
z66T#S=v+;BQ1<b{3J`*`L~x1)`EngWoI&>`;vaXCgN{Q&wHHIW9Oh<2e!y(TFK@h2
zNgy%>`ia-Z2CNmF^%D&C_w$PNB8DOF6GLlP!YBqiwI|#2Z5$N!CXgd4vFr6?>-I#L
z-`~7)iD=bEdC}eR90nI1*qrzy_ft3Xsxrh1{~b`!5U4fUhJbIncCgfJODfTW<Vb6f
z3tDr!IM}HOqQRn)u6bC$${nuV^f+Jh3LZ?PS=!EFO#XPU5ayxi=A?S-fdJqF>?fkq
z!j!u)5nhYydDU_4x|~pv2Xbyj&en0FJyPXchg`qt0a*SSiEd03S=VAw#5S~xgdCdf
zthPYyjHebM&#%xe#1MueR-{qF-{zd!v)ktFvz2=16G6R6sT6~9E8HU)30jTftSqc!
zo*9h>zgRYu0CUPu71fBt?NDHXriClR#seBd`jwFIgn%dLGi&Z)BhDg9tKgc=GWGY^
zhC89P0|~s*#X$Ve@JTV)KSwk+N*W3k5HO4gg^wJHFfDx1AM5q{i?Ct$V;Ff0%MT(s
zKjN80VB`<+GItyWTeKk!Dikowt!`6S&BU|@zjZXwfo$6z$iN0ux=PJUBer(?-E#ZD
zW^xsA`h8fI=Mu?l)5cIAE4R*=9}0gGd`<@_PC=1Pn8)>G^0yupNXlH3bxzWvTc-nV
z%O{@y&Ro3Zo9?S%s~H3vg0aXmuI~&$kF`{7mPQCI{Xw-@SdMfq^%b{yf6Pshe9|9C
zW(nfd85AqtLwqx79vF3ktZsj`-jI>Iv>{IUKzh)(e~IJ&E2sIAE?+N8G0;vm=GV*>
zaUPtCA&jR}74bCo=oLCiDf{e_-C_Cs)Fe3kSK|Onwa)1wL+;sK<oER;L$ODv&gTO8
z*&)p-TqRH>uHg8H+iRkcf=>dOVcj6$SB2AtIYuzI8GB!~gq<a(7)sIP<H$aLEG+#Q
z7tK>ld5-E93FLe#J|?=d3}9TYR~etV{(EhdDchQ$yDz>+v8K@qnW4wTLy?h1j)U`C
z&#gFok1ghE^b>=mPOLz08Pv9+4|t}a*fnZKF?b#yTy|Am3T=1^<)L7R+Z@Uugy(Ei
z>syf87Ir*yIN)+kEa?4SEF+jA(#K#5@w-ZGn*xq7^${(t+E*9jxo86}q6sJC6_;6E
zey=dmepU~IvLf>)0?PoiJKm&_sz7<y%0gTn3S#L%r~b8>X16hDLb-9uG*IpL%&F}$
z<e9JyS`hyZMlYriz`{(o<EO;E{m%H|(9mczBn$hj&SZkSOYh#Vd9x7>$ri`MA7rZw
zRx=$E4Ug4G3Lyzxye|}F`18(Pb!fU7N&vPr&+xTD0f3C|3!*3gSp2xHrDIS8FZ!kt
zz93?)4wk)E?*C~=FlxNuCutDbk7gr%!#-M|Q5t(clO<#ncbNiog~~7V>5Ragi6+k;
zufBCCh4$z2O?8q}r}NYex_K+z832dUI<V>w?W+e?^Tb?Bl<^**!xeHlv)-RE(UeRk
z++|mKhC7OT90TwYgK!YNaRq`b|1P_RCfoiFJk43ruGRYrOJv|_A+}mn_}aGq`ZXZ}
zz<{j_C(-YMBQq!X&7iEd#Q0OQ)NKlBD$s4A*qQxO9Os$R)&IOSLblNx@%Hv9siw~<
zy@A_5->gV5gyn}pFJ3Nx=utV)|C&57N^oJCI;pm~RSf_`fWaUstM+5=n~g3}Niua+
z{jHw*7fJ?ebO+;>2rV2K6(1;bP43%{v?V03bKpR~uSy~Rl45QKwyAgh*Em8KikfVm
zU8?3<wdOkTYk`@^3JGM12;q6s2pWtQ0Xmhmi2}>pBx`va%^x4gTWD&Ri*a-{<}$c=
zx_xDSjG8Ren-sSuC;-;|xblTLr5a=0nXLVcI2v1DG2e@%Geuus1A@k%t3CdJktl}E
z%r+W6c3m7|frL^K^Q9Jye&@0e?3^{2M}!2Af<l7`6E5oA5cVQig2H&i$5{64m)7L+
z5;v)}tZQnrnOJ%(AUsuw9RV0hHYj^b6dg8%$MI9%S@WlbdLODStwpG2&^Z}&cp^Fe
z>|MJ+g$o4rU-a4?RX?L?MyI6{x2~IJtqvcfM5v4+r-xC8eS!-)hs<wpf^#q5?J<CM
zg1Vq#R8nd(S*Es>K9^7x8wid2`~KKU*7IBNd>GJnSm&>n`w_d}d}7jk$$$L@Z>`dL
zA1E(lNch5t@#j47^fXmqxQWbi0z{HfQoun&w@#<<^Sl+(_D=}m<V(nxnYe-CtmcPM
zO6I9Z<4?K0pst4v05m_cDhf#Ke*)O1DH%j}Ueav-V0JA6=tq?uMi4GG_LTo*&q84O
zZW;Dt^IMm<yz0Ac32B;2(*PB*qnTV8u*-%p#G&#RJhSUdo<gfrdoBN?S!*1s9wktm
zYNBakm)CRn)QiA<^ESassQ}2W%V?~G%mB+__)b0n`=QYJAnvszxV3`eT{h(dLGq6K
zr;UC>&x_U_ZGI8zDSg2?`jfPV;KB~xE<xL3GUZ?kWHJ0;aoiG$BPc(e6js{_9u!2!
zc+FJs(ze}4&J(M9JNL=eXt82WUGJN=K~1wIxW5nLbAZx_UI$t^gaMCW!d;lbRJzlX
zJ42ZuL=jaTdllvs$02U?jKKIww@mPrR2S&y4O~gCP~v*s$@NDF1@fW|-icpD+KkMI
zn5R*soCVPbg7oxom#5Hzaxh*98EVLP8FpmfHMDV|?D}t#=Q#w|+W&@0waUwrZwkRo
z8{r)M2d*wYcQ_8ARw!v~VDEKW2CMr_D3ho6!8y)&O*$r0xw2f}!MCG!ju4*JX>j=E
zB>-I+P)ytrx_*OVTYwQlb_5)I7d!}*SdB5Q);HL*yX@9R7`>Be)62lUn%={pvBeOJ
z7*&JWX`5MFz3QV_BVK5{>^&t0zV27x`YH9(@0lH^%b;ZcYAl_oMff4b@cgN5Vm;1w
z$kmeB0<aOdaqrO)3Bxa;cY02JFuPr+A;fRNYJH*<Ee=@^x5eq@>#;Ehqm)@NJl)an
zFxGP0lt(BLwKVqr9SE7uj|?nxkfjPEkX8?VY(0utu?0~y8hQzObW~<A2>$T+Q9-3>
z3b3qoBMr2ay~!rYr+<zNjs>4x&Zevpg&~3^<b>c!6WNm#NeDm9zSVb(lqE=ATNKFB
z-Rr>M<tX4p!n;cy)%UG?NVejKKs$?)`<!(&EFYIzy?-D)*gIVZ9zjD(g>?p^vNHlZ
z9mw+FxoS#|vzZqdUYf&WGGXbcPpB+sjEGCI1s;;Ko8Mhn-p%5rTe$t&i7Izg>|aDL
zNirUSQh{WJUhqlr{sjv-ADUOHxAcwn{Ra%&C%`o3_1%i+F-h6_!0-d%7?d*jZottR
zZfJyYt)IMIf7Z1N1kF?3%XJk}z`ccTS_|g?nz?Ncu|IIlVAKmRgWllv)L84qCb$hP
zZGlS39T&|DiO$Q3J_~2L&J^#foTSwXfC>kANKlScNjTJ`zh8AkMN!ee23~u|^L5We
zCoyyv@F#}F>E|@eq@tD2VLn%SljYeEh+j?ENy-z=t}PE!kAY^$Dqb`s_5BL&D*4j&
z+y(<UDK;-Y^IhSq`N~d~J?rPQ*8$!|O{>Usmx)$}<Eq~29;mh*N0k8r&FwfZ)>UMc
z{zRz;lyPq@QFLU7cFG69UAyqqS7~S6@r|V=1i4MwUnK^iBGU0yY;kpIo_9GVKvRy>
zN0jqq>xjcC1QaOEb-!7bBd;sU32kcK$e3ua4S*3q{Ek+;BMy^L#m8WNP``d(IBK%x
z{`|%Kr*h^8)|la9bVTu3=oPT=11l_F>4Aw6<Iz6?y4e5VA1HPzlB;bc0QMQgMw<m2
zT(h1&eIVINZ!uSB+u&{78HR}5k}Nx6XSuVSB?VDvE$%;Dq<pa8L!2V(WA-|nQ>MUR
zjwU&J*2qz2l{Y`$k6tU4MJA&Thc9;zD1lLF#DCV3_#G6g*9MP12`L2LHMzXs_AQ_)
z4WT)!Q6E=BxRu-v-ddSW%)PkwYZ+k>SA4)<R^;P+5vqH_kfDX(xUCYs#~bD?!7LB;
z;?S4^T~Pt0ZDoX(N95d<8m1$RZsXJ$)v=?h`N{SHnl%`sRnP6!g@i4>)1$I23Ma%r
zc%zWsQaKP7G_QX!-@_#6E<uZfU#Er95Jl_u6D18b))o~UZQKmwM?dU5j5(I1AwQ#l
z)~hbjX*f7HA?AoYUt54Mv1K6QffxC(c)IxGlg@*yhp8GpbH(G>vz`Nj`*Zj^h5fpo
zhXQRAu$9^{jc^(@xP@k4IInkp+(A1v6D^3tvh)BtU8AT>3#+l8+U6l<Gb_LWLLeBd
zt@Mnf>SH3B+MpvBpa-{c(R8)IJjLI<CO`O_WszpBYASuUFOg$k?cxAX&g~gV<XWxf
z(`|499xUs_a~2!3roW=B(fqwRd<LKIrQM|mPB@Yvb`zDen)mP0E+S;l2uP!jZbh3M
z)E`YkRW`)e$V&Ipn{1X??(%1x9>d*$&>5l9%-o^OLWn;MdKB`;9|8e?Lq>S}Iv^Df
zM0}8p?TT?c-}byG?3-^wEv5waRAv-REWsVAk}cPhU)}u*+dzAaGidRFX98^CYqC>2
zaK%CD&Wh=V<eqLN=&*s*37YoVTcRhDTfHYK8_uzC-`l#GYnfv{ajs;3ioM-RLKLaX
zn^bS!AKb_L4TK-AC$gb2pZ#vqzCW_md`x|SZx#|!rI!UtDqomc^Ue2`m;BN9c$MTK
zr5|g>zUcq*2}GNQ^=Z~{M!26g=p;LctVY*B)b|sdRo-F8(x<t~MUbG`TSA08AqRxo
zC7difBy*}8qq9^!0VVT8*=bWX&)Mb8e;b1B&n!1ctM*j>UKu#d{*m6x`x)hZ_Elg#
z?%jP4WUGf^q$|zzRqrHtlTg^}DX8chu8HU0kN&e0rdiy`eflg}V`q6ugA2xF+E;vy
zCqze4z3AtA1FWaquxDH{<#yAqGibA>`ooKZ;ND6={plo_=7<`}>%foXrK`C9@#`te
z0*?T8l(TA_A%PN(MEV%2+F%1^i{w<B)9ol&+CZcMS?COn_NEwDfIXHX{_%Cext4hl
z;cGD)N0D!~^F`dYO}6w=#0RqN<O!P**EKQPppzMn<R{LWH$^RU(tX{kmm#2(DjR=v
zL~-P~qhw@|Ls0?W#Y_ltqOl_axb2kh3kT#%WQ~`mW(r#p<!oTZAOleLVY|GLp+w!H
zRJ8xE+3Uh)uS=#eX^TbxZe?lm@aMBNCzT8~4-s9JN#F|Zk+P!Fo#(H63jwIZ;qpBE
zKKycPzRYHuM7+pqQhaEaIjr#vI*J&K)t%5><{M%>Vl+*WQWKj@-olCTVwXV%-7&E*
z#<G+zq4fa5!TNftGxayEm3;*s_LQ>S$beUbK$eq@hRv@Inn(&!d)7??Y8np}KISfh
z%`>*(RBNTb(a2}iR}^>t+7b(mJ+OSfY7APxcx<S22aKN?;KHDx$<{Fy1-_g$@75`q
zWq-mGX0g_R2E3awT-~l#`H$`=#r>uupb;2Cp9KuzErj#hC*Up5Ig35d_|Xw=!(Gkx
zLEkzm?LnVBv)QeR@~13Uas(e~Q`K_hW=;$S4?)Q6@!f%wN~RQ?3()9+DIBq#Y-E$-
zcrz`#>PNBf)AbApw;jedF*HXfXt%+xx*PrBtgPPHs%?SUbrsK$<$1anIQ3{_62pky
zgQ--C5vJejWoaH*IYTAc#zj5kYFQKI>F3=pLBBN}qfFDllME*A$)60i+<B}=1ih5h
z&99ZPZ7!`8PuWc|1LMt6j~>}0Yo=iZtaVFNic6uB4et1)EaAX{P2eF+Z>%u{no3!-
zd72fU>2EC>edUHJtead_3_-?kkH#rt*C{qU*OR!k&$VyHr8|LG0r+YPW8Da4jL_?|
zq%GNR>>-K>AMb>2Q{;++2hP6`+SzID{_Lfk>ymLWIxSfTC}p}}PWb+W(i6?vnofsn
ze^-#ufJij9JT>n>yM36qcxcDFT+SP0uVIAUMO6@AWn>V4j%4u3(awVZWkaL+0n{E3
ze?atqMizXit5@5B@z3Am$g{7vIv1ENW6tuabeuJxrz;K=Jt55To*^t{D^QBx8M1j6
zxq%_i;Nf|obaz_xteBQp9}!4$_fRAmmH}sEC?~drGl%SjRq`)RtTR^JIK$`pRV&}9
za<$uBz9#NmqOgkX{HW>PE-0S;5d6d-JhrCK$r7b?q!%Njy@z43q$lodw!-Mm(_<y2
zn3!2OnU7M`7|E=qL|wF2Ibm7JkeNX@bi|Yw=z?Pj%Z}%~KLZ|JbI-bGJ$q)ao_XWX
zW|m=}PW3k(Prfm_s>IU1!&|?pTV3=%m08)kGLKi@D}~Yf+%N>HS{gAOGyka|V$mDm
z(j`iISsHISu9nn&D~uZ6LcrBAHQN1a{o}=qiMIV7m;h(LE6^4mb9XFVI4zMWmU*zP
zPTahwlqRv-vFLKH(kO}y6)5<`#fD~)LCpNmNDJE1VPj&F2o7y>`CDGDq2oR<x`ZA@
zlb@5F9*;+_8!%48NLVYZQ*)IH&X1#zJwIJ4pQhm_G2~Hd^aKK55p%WfOD=Qsf~~pT
zd%J+%rF~uny$J;<huPZN>AMTZOI3+16ge|9*tB$OvI;<{eb7FrMkJi0<5T(HYU{B0
z6>j}{t<Z`liYG`D-hV&&cnis!nGI}AW={ud;p7E8bYlIRz<{zaHhdiNjP*wwh=86&
zT}4F!<GBMgan~!nPFGXfo6H7l5B<)KszokzB_oU{7w4N$fH3+-PSJJnnc-D!o-^La
zsN9QNcV`{nwz?9A!y*%g0}zE8q>O@tJo8DrUFdgT58vJ2rr0#T4n;uec1MPs&6#0T
zn_jODMT~qHb|akk(!S!Y+_<-i)^@H11Bm~6KNdi^wwPc0xP2c#{+LSL$j)v;G(mvS
z_Fjz=S@*`D?(Zx9<;uz6Q`F&kl4bjpMLYlJOuzGRWtX5gRnNkOOqYaBhoq9kf$CGQ
z4_lDu&(Zpal%=oa;bF{5*7E&J!{R_3vSEUxSrJ83gEV3M$U%a&GMD(I_MRmW<2{5D
zCR|xdG3R__U~cUHX#`3)_9kKq?j&3zR1Ji}yr{pJ4yWx<;3h}#tf)`9$IqmESA2d<
zCQ0}^N8xL#BgRtyKCOcH$G`u}U>YpExh*IC*3d9=Mipaq0Wf=5o94ajO-WQli3M7|
zu3#&XU9n;rz@WZvnMF~VpOkSH7Jyds60NiE<HwNOf6JbG^&{B1+$d@Q^p;oDLymN5
z-tWIT>8H72wTo>2bN^cu_gO$1XAi%Mtk@BH4xUN?N~KDaEd|-R(JnB0-EAOz{VxeF
z|G?gFQk(9+yfh$h{DXI(31s)R`R=f?LD8i6x`)kgF#uDcSK1*cF{6Q~6Y`VcUF&m1
z;w)K;$0!G*ZBgJ6OxT(~gF>G-@pnpbj}*cq$)Jt4zKq7GBji}f3d6H1T;uivLt|x!
zk$7uM>B7L)POsewO^$kx)xb<)x7;3y>HghNwP^aAP7N0bh-;LeD2#Vyxm?qYjb)fw
zrr{mTp$zZ%r4%!3>fo_RF4W~_iwdjWmTYRf0w;>3Z6V@lq@m0UQmFBu5yzMDxMaa~
z(k^WpXwJ%AC(MzIOD!SVqmG^+7^W9mN^-@!@rD)wU*24z#sQ3DcS4@~Pj;5tb*5{m
zVNQ;yg^9nEe0V&a6a;6eBQg;@aRAFwDKbVy6kjmwN9Hnh#QW=kJ*q2UvBS_*fosXy
zGH8<x9g>{ihq7GDWlx{Xd!)y+Z~LJ~u{HWxZZ+~fF92J3^;Vq6@q_^KSGd|O^y5BM
z@mZRQKfM#qx-aa6-Ejy-374*0n3=6o0I@e0ngLfQNMmuLA(i*u;etngl2zuk6nGnH
zUdb(Y->t*6bO{wx;f=(tOy187#j<fJ&juS;URJHrGc-d2<Pc2@yd;x+$wv<`l>U`D
znh}c|4vJ^b$WDGQv!brZZnibi?&_eTmwXu)O*~@!hrxA~$mpIi`DHTk*Ozf0+TE9J
z9ruFCdtU_x^Zx5PUg*{BAHpBkxU+?&vE6o(3@_InTHewEU6%-Cr8-#80A2e$gI)VN
z+%e(56Er`fv72o3lq-2gYJsq^QL<gEw>6zo$^z1$B4v3r)d-uUXOE=`v<w%nZMH1y
z=FN<D<)b!8)&lgd35kb!MC@Gs4dAuTyRFLM`mqywCfaw4eJXRu#YN!ls<Ii-A8OXj
z)rh*SbXs!6TWbkTJg;VTBQeB1#>xf{C0%awYF9(!T3ccdN<LW-yX7eO1e`xn&+tpz
zL{Y4c?>QzX6ucpXP3N<xmmmrUXO9ML&ySp;4&jF29}7xvh?@e#<T#qMsbPP<7}c7y
z=a{qG7(u>UCgq0a?YZ^tO#NrRg**8_neIxPGLapz;gxB61$<!H7P`^tx1Lrwh=Aa8
z`s5#}rDH{fWhdRTf_8nH70K1Pw;1+;d~V`s%-Ps0QMn#pTBGYL5!!r|I-$8F<06)n
z+@qU>{F;5wEBet-nV~UBOwkG(8lWU~yx8yYHNDOg)RE{~SjuD3xgKT_XzqZS>LcsP
z9Vqss4&eCgFE;#M^*>oQlOnD!>PTOT^B0_$8u|7>RA7HfP^^&16{L6ft!930(5rc=
zS#oJm<<k7gjd<C&hIN*iJ8d2TcQG~1|0Y<_Borct6A$&r^ua#KwzNZjp*+#RC)P8*
zAuYn;-aNVY2A8ZCY-LzI?Yt)k8GzBHyfBeC**C@VId?s4$xL1?mF~q51(e~&v)10o
zcH~1B{!QA@?1NY~Wlhi}Q>=O!l~ip^p2?(;G^0hwqq5WXL%_r(2t(&BOq`MMrw|Zs
zKF#yN=lPaquc?S33r`Pb<<Leo;;VXP$5?HkYr8x`0v8plKY`Nc<9@(}k5$6=p0$PV
zok?_gn0ezBPE=J2-3ZES_!xRD4L;pYXtw+tTPXGCM)-@tG(nzj5f&fyIDNb3q5y3$
zR|BX^rkW$6DF`(smUK;!g%MF|ahAZ0=r6`9)y3o#6ua5gbQ6Y6zl|f=>o4SJ=<-Xp
zqir>A{IUfi2}EJ~c^ix&0mebjs=u!v#SQgQb5ez%?)xEa*3%JmD*M<u#)}zOZy;H+
zG~Og5Z@OM1|5Wp3wDoM5uSItGB)?FtV%=$<9d0-fiCYps)3AFmrHF8WUbeNTGY2a-
z8{;V-6ZIFp0L<;bqn0>?V}b3}(sxZS?Jnt+5ahR@+R>o?tSQ!+7-k=TK@~6LG5DZl
z!ycm0_1d3H424jl-o)FO-i>GKXuaK<zFNKw7Xis<ITDxM1EV({YRenozeHdLl$J!0
zi-UP4W&H7el+MCIz;)Mzx!{Ew{ek^lBGAs78?<ENn<Efa{-V7Yytbhr^g#s6eTD8D
zn(Nfg#Gcp$+2vQO-Z1rq*N0Y}6{303bWZfua0f$<htY&4NxnDstSB#WgrVltRZz*R
zwCOM2O<>Jm_<d_x!VBz2YDE&b19IItKZ#R6Li#k7m_ws6rN|xRGTyntlXXtJdPtt{
zHpTuB$p*yreZ#|sPwvxkvb`zMQYiM&8&#2iMfsPiE$K#(7&ORw;T~@WcIl2Y&p|}6
z!d4+MEORF^m3o%S@#5;Li*X7)Qv(e)B=q=~H)#VsqbA`>yWn)a8#3z_>+tg?DRzEq
zmua5t1{R5pDUQ*j&HY}@NH<W|epsDrOI^!XZj?ujP1e8ve@=M|nS2wSceu*?CoP>z
zHmfJOP%+|7bjBcmX436%6k`s;P0qezzXP5?A2z9~4A7jQ=`52{A-RV0Oz3*P%_|%w
zo@$`SwwDa{j_Inf^zTPxz~tV2UX&JHdN*A;U_zpy0aW1^eYoM>SbCodsgE$)y#=Wb
z-Fy=TBmTnVu~IZL#?Dk&*>2HDZ4z`EN6b}u8$?Gm9!-;VFIB0%b%tuZ<1W)5fr1^_
zomcuTZP&@M6l&Nk;V<;$vzJl1Cwhlxs+yf+FOcEzi4@AKeYBWi@QpJ5IZNc{xbiT~
zQt3(xc(3Yga;CldriGWT6k~B<K=P$C!@8li=>qOeAyG2qVs9TZubY(ePj4JLnF*Q?
z@(k7=Ec5{~XeFp@AaisBG5f#5MTCEkSHglzr@lHBykR41+$PZq1*SY#Y)pRWwmhNR
z`$II_t3`75xu>lhYk$))wW&V~Z^a~f8FdVxq_U!HIBq{v@$yJLELN5HKGq~5Elp;F
z$MWN{g5F64e-x+Oveck48*Lrjx{ePlChO=Y)=~(PcrWO|1)3LXnciw#+gg7O<UEdr
z*f#)yo##<kP<SSYSavDW*BZu0klSMBQY&4Kwka&WRksT4hBcg=jPJ?Vgr0~0c502{
zlm1&iikkW6@`}qty$f;cE5@&C${BnwY}X$Q5<DDl<UXhV!jH*9|L2g8gWEeVjH8MZ
z33`Eb7YK?kR?l{4XMv3Wd5o8RMHAsMW3#JK1M=c(_R!CDU+>84fc$+>{d%ek>O6n;
zFO}}satO@<d0LD3c!e26*17CadRwZjz#>$l2@%4E?s91D-Y+^X9dn~z=w-SIB^-GH
za}&7U8c3tYR&!6c>8^nM1nI8I`vgL2+jKUP%^dIb=#;+!R_ifRM7Fns>AitW5Chdq
z%GWh~@h)K(${KA~Ie&aUN!f7D24yc@;G<FfN*q@+S=k{HYTU^X5{bFR6o#NG?mBD5
zWmukFIe_{)fUplr&5B~%&g%NhvzA8zie!HoK?Fdn0AkY@Xw>KppuPe@8`k{C%$TA`
zyGT8n7X-|Io~BMpA>CZDa|rbqLFwP3)E1RP$bZfxMdP^?XE7ME7@o=R%FP815xc{S
zrC_yr&!f~;TA1}bNREdGO1_MXpU(`mYmZERC1F6`-s7J5;FQjS;#Q5M+iS9qaO;U=
z_;6s<CQY&t=n)D8+(_`^%N@ZWDvW-{{_9>90veP$4TH;pgQ*5jKJ9flD{AWd<!v&X
zXuS7Oixe<5W24L-JEeGRTHybH7a8b6I{6Z&VG*pCBKJ9|^&;-DX*(h~&bQg1yZXG%
z6b8g;#=$vHvtT5S^8FBYj4-&5QI@5Y6<zL!XL$lU&P9xT(<SH$F&;i~x+)P8Opc4U
z(c91!j@hY0@!({KHc=i9q!mu=|Alh&)L}TeJiHgf0ESnTpMHXRj_lL|RYaV9wn#6X
zx+3b+KQDo?PG2e7pd|Fc%TKWD&?XS{*lD!+C%op+JZc#_lqmI~rn5|_UFNW+GdFOC
zcoJedyc2(Z**0${bN;mWM&KyT0=vW{T}6-<3VGa<YvXz8XM5TO^OYyz@tRG8EQf5i
zg2t+F77mM%aEKQ;A~6gLWQ47VP$D2{Q!mt2p?nZk&;CASs52d?v-pAH)Y@P4;p_71
z?Zvp1kcNUSNj<Ut;|=`T=3sgM5e1fh7u7c3BGOz6p9BSLBB6y-iut^ez#Nw%bFuIO
z&~htzOC!jKUW^InFrsodyLfMjBId~y9qW6n_Hq>DqBVI^T0;2eLuKeVSb2Qhb$yrI
zO;6%{>Eaq`Mp=?_8TL1685%)Kgo8d1IzK~sY|U1I-K8uXS#ge5@Y#|XqsWK&3LTk!
zuL2I}n<#U}$zt@p_AgA)vnjW8ZZ?^NJvVL9)-m<%)4r7rr-Zj>qhM!lLg&tEZCpDN
ziO-nU$Zs2EmH(<%Rq1~-{dUrtM`#kg3@u@%7__blPOqkkAAx3Dru1%H{qVrwB$b)%
z<I6$TdFN<cK6Lcv)66}TfO>SYGprNDM^Y|NG^x_RG<>Z#&9@2ei4w^Zcq1YXZ0diY
zO?jO*>`Jdmd5^#pDx?8S3<{Z;!Tx(mvyO|4$G{h32a-vl%4D*6+kn##nkq%X9=}FC
zZRZS+Bo{C>GKm06g!~Bd2Pbu=zBhrd2vD3@cDW{(rKQvh3dt%f(AN;@Mdo<<vn>8M
z%`uNRlDJ9jHZb!gGnhb4Z<94B9*#iTLPHeprPC~$$<hC^>dd><CAv?QSs4gSZ5!!t
zR5EQCjF(rXG@hu}EUHsCa<I`dGyC3}y}k!l0SDtGO)>;)j--$!Y0Bo2it?9F-SOdV
zVOaQYA;Fv6$+Ch{LMOm>77aU|<mqgHJ(XeQ%-{GeD%kSUs6u_e-WbiXvHHNBM+=mQ
zK@}(+ZQC5d*&$6I<Y4$-476;>b<c#~aEpaJ94B`%BHVmw416Fza!^yR&U|lcMR%iF
z(l-_<z4<*u>;>2W=DMlWP_82cx(yTBtiXKOwss@SAHa!WVc93jTM-!(FJ%VszKb8q
zPiQ!O03DNNwOHoOD|%%4O^x6lW?LHsN@Lz+_?#@2;JFkmqvsC&3zht?<LX<2MV(jE
z_h7@guQWAt!%DdubccQ99y!axE=B?vqd9*g+n8BxLy6lrJo@USjm`Xwnf3Wl4c$R$
z5gt-v*vhgjY9v=aF>VbwpSOMA>`(E_$d-IML5c{QJcubP*fzY=cr6PyB+ow|s>2iN
z0`|DkIncPNaT|~#Yrt##73u8jGW0)74(_-gr++DAt<bpmQV~fANN~8`&Uz3pa0E^X
z8;&b$s#DJVL?k2;7trHV5F*JWRjpqM7rgv;C#ITP2;1L)MB0M!L<?T1<=8CU)hy*5
z+0Qld@W9my_x^#00OA=7#SKBW*heY+GYy|ksx4687qq&TNT(t7+O*JS6THq2wx&<C
zUU+JT;pJKYSBZ<uN;i*tI-M@+`>XDe{J^crq!ncME2rTja9uPe^4Sf_X@{52rSLlL
z)+V(9JASCFUqgBWuJ<E-As1}vFuq*`?!;cY6HOE!Z@&HA^Yl^g<=PkMys#~S5rzi~
zK<v?3#AVSENG9IR4zT}leVy`W4n6pVGsW5yeY!;o%AZfxD*JH(f{oi#UiVl&RMz_~
z*J3yy;u|?$*)6UWA@r{Av&m~=`Oz9K^lQe#vRVwW($-`bb*aIt_y+qNZ-0Bv`9(b4
zEfGA7YXmGqv(H5oW~sgeXSY|)aTiqht5Sr{XPpdV8>aQ6kK4y;+hm<4=PTxPz#}t$
z3cI9?LV3PmCtL6aC3_8(vHb<o_9Nf_L+SkWe<_{+z?}bCkpE8qhtkRTZ~uRm=l@j2
z^uMZN{$EwG{HN;w(L)0hCOY>0e*NnA|8III<3D~Vqim)p>+&67)ExG)btc9pvO!!b
z#Kt%;v2a9PvN47XiTQ=iEQW1jaV!(Fv20vl%d8mDG^*OL@ouy?%V6)v&!6|qbJp{_
zbFSm=%2n@dTXr9n5pozBI51u47!px(fA6Xa7E<;5PI7I6Ao=@M2^0L#9u7@DwX-%5
zp4D0a<LoY8OaG<I(zsel_K!NRN>SwmGUNlqf#8i^c20=uY~jYRR>?x<o{(O}?CXuL
zjjIbf1x1cg|M4w@-gMjiU<RftdQE-Nl}uOErB%-W9@o^+*bbGGd+fOxuikXVTOuKO
znk+E&)j@85kE|tUqf+Kk^N#%(2OAvCBKr*cnG1ad{d+gTHS0Q~*Yr;H=po=@PJR1d
z-V5n7CuFE=5z7Ztjn0dfzn$OCj%~(58}<dwOgz8&AzsBz_T>Hq((+Vz?Z|A=^B|mf
zBQo%IHKIbGHW=AS+8)N6aL?_PDomGv@z=F&F!O*R9tlcO4uQ?h@$H%UhTIHnu?D+8
zO{|$?oRYa$r~=~W?ve7oTg_bU?W;p)_&LQ7-O8CQ!V_4dWRppn!H34?M(;IkoceM+
zSE%0ymfX0ciA+mRXp53<R%&~GWj0<`)}7l~PPo^aUS9DY2N8oi$8`Uzk`}z|VdZZk
ze0*HTmUT&gme+#NG3}z46Q!?)^F5%cT)gMr_-E_ydvV`{mmXgjU-IqJnqBAZ6*6&?
zVKSkI(|d=05C+%0XiIZ68=FSU#SMl-UA@UR0<gZGAD)?ttr>|kJb_0K-pG_32O3Iq
z`m3&_MWc=pr)E{t%e;|?TMLL{c5OMJh+O(mi~Fp+Xtx0WQz4qhOpS~wQZBd{sK5Jl
zXq>}Rxks$&s)+kB$J|Es5C&`ata#?&`zu!k{HT+zL?5KFFG@X+x<G?_*}s^XzXtYz
zgHxf{WCdr<W)H$nPbZFXzVqvLb;D!@_=TVNladl$@KRs3!&EHRvS@HM`&Cc?&&SG{
zKBK5ZJORfr>nwdB#VirII1TVwic#2LEb0op0D>*6+YJT>3{GYCL{oLTa-_v~knG_x
zZYgj4D!l`RWoyCdNU;}@>$tX*gs-MQ#m2AyR8xb=8ZPTCQs6_&Dzc$J$xNgFFbO9;
zpI9G9p4!w$vk~h%ONd&Ml=waf{8PVqI=6tCJb_{Rb66<USJ3O@_aNq}<N16EZ90(z
z%!J-VNae$N0T5OUHk@)a9Wi_1dcYq_`DXj<P9Py~GV|EnJz3yF)c%1M)3|n(008H5
zUBY|p>wt;<Cv>@GVi2ck`ID07)FF$~K3}AqDM<jkZou~BcemHGL|~q{`J&Dhm+B2V
zW;GB(Q+&N?QBSN;!S11dkREZwB`^u7*CK>d1-OR5tPJfLZxYl1pJ2>d0(%Zd5zpT{
z8%ly{T9e}7j*xg!%zLN@(cuxM!cvO<n$Q$*HU0D<_12^;^Z6+raW;d2uKZDS;P;nH
zX%OTspKI%;LmKL7fJw>G+B<Z_u*Ek`&Pj=YpQgJutuZmK69~9~Ik#LR`El#-kAKdV
zDRnQTl=W)vU>x6jaF{gt10jT6=KlM^*Uoaa@yqaIb5YHWt69xI{hXM34Iyiq)^uFR
zE$!^`ih4yYg17E_Z-JgMq);GqpN<{8*Mz8&FM!g{r{A2|P#o3duiwhfa4|KYRVv3u
zX7i<fZ+*nEXQ-rKyMrWc6yvSlC4>*K@racP!2I5@QUN}D3w(DepG2z?IkbzDFzpLM
zH^SOE9(_MAT1tXh4Csd<2AA?Gv5%dy;pl|MMiB(znQOpuDIgZKTMb97F06m6%JrV+
z%%nLB8O7R_njyq)@HFBGr9E~b?puzXrv=Aq$6NQIK<kOZ^0poXeEbQ4-VkO?-y*@3
zz;U&QC>9jtVj5mZj0mcZQ=1e_dX<wnTbuW}qaf`ojt$Z!B$wQ;%rc=T3v~J4);w?a
zT{;R9Itvtw^YB@Gd|&I#$}qSyb`f$TEYxUrT5B^wznU3xFmS0kTM1Oi?sC%+BF>*!
z76eF+s>FmC`u8|xCPL5<Eug2ikRk7WU?OEj>?T~|MIL;I;lnL>10Vs88}6neQUQkp
z<CzM*G!fI$I|8tlAS^iEL2>*J+Z=>@{p2=*VuAs;5q!vsXvTsoGS)g@J{{mx&<6dM
z(^k>g-s|MeU1>pFIhE$SnnSZ!nu6U7>SEq%a02JN8Oea6XPY#9aa7LG9kkX5juxZ>
zjD>zY%C%CRpA3R);URVsBnenHf_Y+~f$9Nh364faQEVDR&RUK)w%>I-2g@kJ&Jho&
zy-zb3SvHbCcjGQ13j&4b2Ad>Ju%fDT?fgEFU<g`a4ORVR@q4;?zFb1RX%C7;P2Qny
zx@w1VD;Wl_;v}5&Scftg_1(SQ{bgWf-qY@94EiO`y-jDWf&0GfxX?r)O!cVS6nXV5
zg;;B}*(#MP$a{<AWi|5A*$^d&2ls?1;5^cT28O6j^(#7<qq$oc?~1wyH_btK^A`$j
zsHa{9V22c^gd}y?!S<wn=98h>p0MT1q0kE;jPwif1VbaB$t;BO!{jCIzs+vJNz3{w
zk|>_$wDvRcjFa5*08G^5JwS^J;eBmH@EA1Nrt5O^+k_9x7zt(-pGj-bP;zR%<prXr
zIb~=_;SL@(@;^{ddzvoctbXZU;f;+&kyb^;@f--;QH^Ib+HB$YQEI+JlXe7)%jE!v
zQ~vwP`)0&Ae0y2p!pb;DPtg+wOpKu&9gn>N>2!oL-E1Hnw_gpe+eB(CFq>WS#6u;~
zm?2Gr`K@?im%R8Bof#Zw*EpnTi)hq;d$ee)^&?i2@bl%*hMuF?1M~bTDBm1^p2>Im
z)>VmCiWOsV7t?xEV7Y)N_k`vH+mBW{*UBO<tG(F}0aqUlGrxZ^#7;g1(f}PySj<r8
zNvrH<lIxu+hR-t*cG7mnrUU>Qkm5#GO43@r4fcj2shGi@m+sqI|DpsrsB?tFQ!phf
zY17B;7sREOaS;X21|++O$_11{#c1vg^>Kv$vnl1lBzhdRx^bT0?^6B>wN&eAi+lXl
zJQV<JYk8kCL77>Zf<m24X2keS^ML@G=l!6Ycf0;H>oSsc+Iz|<eao}Tp@<;uN7Bh5
zSc&Sl8Tig~S))kvk(XzAsx^syeg1X90JN;mk4O4TeBZ>mPsB(&Vznac!_>+o?njZ6
zlfofe{B$fFS?=7%obBis!~v%4G?=Ji?blMK{#&Y|3mD$eVe}lojH|vjkj{5O3u6m5
z2eGh8AP!f6I@vBZ+03r2v*O*Sr9POlkk%IwnUvSktSX-ce5hY3CotV5Czy5!-6thQ
zp@f|Acq75lN*2e9gvYqEx({R?bU}qOM&V;ecot<D#6VYSKGY|+MiKWX)2{_B;yGY?
z1pcuADFWA&OGappzyIu;l$%FG#S4;ybOo?h2<b9-*UzTL8Oc+080A4@H^ZluOGD+n
z^!ISoP4#Gq+=h(-^1<9Q<jXhL^4%dib^BTrk(pZiMC5T3OwbmQFGtLWt=aX!&>y81
zd#%1C$|f=?egT&;T0S=&kiQt7f^xIgwBL94OLptT$+u_&ko5MmtUx^l3U{eTG&?Tk
zSr=r3FL@SH<g0%vm<Xb-66YdPXdt!$8L^bU%ASItr5JI3;{g{-GU!Qc(%4c8XIknE
zGbxeR2r61r?6_u}<+ok}qoJnW>rBR>;Xh_ZxFT7L5(=4~V+(w$<I_flf+3uRN?<OB
zr_W#@>Ewq$qe~2UNQx?^#Ps0h%ZT(Njj@co1s;<#d-w#~3?ZQk>SoF(HJJ*DF(=Uj
zgN`VgzmahWUd&EZ5gs1M=ijM<9v?nJ675mH;MPk~lirZld&M$}JTz@raY|Q$=q#f+
z!PR#TS^-bTBnXdQ@i0diTyvicYHv|E6HpcFk-sB71g$B^c}3ik?Oz)#)M18_QXd?X
zb|wENMK%H9vST*w4)8%VTdJQusbM(P<b)5EC+d|$Or|BATjq9z-N#hV0~>x2Vf+ed
zBA(V-^4!Wn5stvc8y#7JiYfxXJg#-3>?MhF?ssnU2osVb1V2LZcY9HBjE|sThD)2p
zn|)S6j~iPZXL>w-1aZE>N1Az;sLKozh?ac5Bx*w^nTAjw*EfcJq?cICXHoxVIkDs=
zYRft(YSmEO@$|P`Li?A}cMs0IB(F6W&*#DfM2R3)aOv0uDK8i59p`)%QqT5e=SZ<0
z-31D-9ku_<Epave=7Ovq!5u$vURYDDi^hIquH60GF}SQ$Ea}VO3vGx3h5`b6`hW$I
z^F2XE&EQ~KASjkqvB@HsFcfv19QY1_n?cx$?DLQ^dtk8RoTaja0Md=C#+ZnFNsDu7
z*uep!Rz%CLlNI^U7ik@EKNpSORzDTF`tkeDA4sm9qRo3euGxcXK{#|CE4}+uh7$}V
zND8Th`G?6hq=6Qb%r&q1Wgq-kMs4S5wfvkp<XuO>DT8d_S^VrN_55Gfg7QBABZ{2g
z$qj<=g6&wq3{?UD!q$KO3pYT>zZKiN%UZ04Z$EjXy6jKw)$@RNHW?VU-^B81;lp5D
zlc1oDL035Rr-k~^+EK|73GoNt30Z+Pio&B_9ySQ$b{MDeRvIAsNz*PAWY4s|<*tV0
zbPfIFJ&jzR7aPy&a4Y5GI6Xe47IaJ*LWo2YMcff5A29{UkSLa<gH~o>hV$TU@*N`4
z6cA~RErBW6qw{LW7u1F#j||LqW<8HC<Z&O-URo{>GIT*6ZIlCDE@^fA=hln=?CJ`r
z5}6!8^@BfyEQoc<Nc)qPDD{t~(dC3^eqzk!VjW<!i(VjHv<h73+<5CN6g>){Y6#$F
zD2aA7U#>GJgoqljlRAC(0!iF~g(GNT8h>gGHeNthOA#Wk5>JmN&5U7{c8t4Wvta|G
zaMgGJ3GwdWf1Ic^gJs)}Pf3Ocs;<>aFC>6zcU4&yCnMfSkvcF{6ooNcwmMS+@nls@
z5**a*`~WKty!=c{g8Ut4{DJ;D!|}0rj14@5C%(}-vm25L5!1g6<c>VN0zcQ#GV7P@
zw7s9LmO-)jL;kv&zzpBT;XfQaX?TqLZ~>}62Mr1MfbkycJJ|XLV_H!>A*!MVKy~b!
zbFdt6RTpJVC&RaXk7fP|MD?!yU;I}-R_=;;<W*nn2{!TLmB(nl@Vj%L{PF)W)g2$6
z^#pU{o$HO<flot_PT1vZz{yrK7^YVGQ3;itadBd*1M~e~7zQ*7y>PuFI@~B(Ox;It
z-*o)7!xO<Ht)B;^?e$D`(#3G*Y%f|>URGQxt`V)NM!m8wSg47i9_Dj>f%m9&3`jXn
z{aiJvOoQ>%PAl=9`7z&(F|G;bI;U_`dk7?mbLCdXeYp-yPpe&i^P6z1<V8XSJuB$T
z{$op3M~$D>Dm5a6?S$2qYq#AkqCW0dx@xMp>2pimp@H^6THxjIb56NKzK%PGjPHK0
z>JO`%%4@8I4*gHgSw3lH#0J{_zV+6;X2rS7>cmag_Atv+==;5w_PQM7_c}ea#;v{=
z{c3!ubF*ZPaWZy(Hu0g$!qbmzHA5EXPM6tLeJ}_+6&k0V_n^+KXr#v~eI~Tz*l)Hb
z>*0%wMpC2YH|~75C_mF{)fE3k#>uVZc(!k$czw{udoisiu`My_iv&Lcv0i`gq_uCq
zX~|D#J-%n9!0lt}jW53&El!o3PHgdA<64V*XWyVbycr?*(xhapHN0=@S7D5WQF+E@
ze#F<Es;lh_J+i*%EeGZ{vnrDo7A)#*Hw7mO@7QT%)qVKtLV|RtFI%7_3v|ysEVEYm
z6^A6*&)oJv_dvYUmslpdf=0aGO&%CN_Z={LT<ymD@@Tg!m*?f>&AnE&9h1`~*1zw)
zd(*!nqvE(`_4=oZixu$LCyV`F&eb}dtQzy?{%V;7$G+cRPil65gry(v_Y`mT>d(C_
zQGKU!*I|NrJ@Bqa+2eQR1?6Q@Drt)8J!(!7y#g=4S<MblFzSBR<@H{(wYN|5<x_j_
zSB>zTI=|>+6v$ZK@;H%q+V3f}x;)XG7dOx0?*F0*S(4p7<{I{}A~C4hJt3pG-1-eu
znl$mWT>De=Q_onT?U7dR`rXDl!PUtcNo=e{eN0cEjeUy<4?O<-9S%jabHDH>&LVN=
zH=RYUt5NgngC$Kut-q96+08uEd2;@v+tfs@(pp%tTI<t*^gpHsM``4%v~T=DV&r7J
zH}fgZSY}mTg1D)qGV?hKB+A3k684zOfy)eis_Yqz%He?bK&y&z-tPD*0d%%e;*}*}
z&z<+dnz!c^{{r@_uO;p!#dqjW)17np)b*1@9u&MTnsh_7d&}PSwp2@0taYz&-%=XO
zc+xiYN(XN7q58cmh>hKv`SalGN!KB|p@>b_)5~w~-R_`Zp6RD(a7$@yO=+b9lPNh@
z^{ORr6oT)eW8vslc7qqv@c2%!;t<`rcK-RSYYNm3E6O?#io$S41z*nX@wWEP>9#1o
z{VdIK4_a}_l+y|-8~uYx>bwS7kE9TX<uaARis6})ZtzipZqdHDb2;EZY@jMbzOo})
za^wH%6DOSJjhDCwe||;cS7RJfB6gk&T1`%nCaTkw=lK&Kl+T_U=>J+?ZlSJjJ8`vj
zZ}R&=jmP-@Zl%`_NAAqIe$Qp5tNAr(MXVf-Uz(jS`YHHkz7qKnA(lU=)9x)_l{oea
zI-1OM6m12Mx8xR&M@8;}U=ot->3pWVwUPW~VnQv2##<$}TuU27BIKUU7fNu@EiIW8
zXq0+F^lNoVq{0yB9`?#K$U(3wY1+*MTHW|`j(}P!FLi%(Z{U8>$aK2=N409DskNT4
z0mp|94{c`zC*E>aNtRN(*rIP3OZ)N441+E41`4b;Yy#ZOWXU&1WJ6ar7(oKfbiEyX
zO+h5BGhdqwVFp;?R2mC!a-u<eR;jZ288>rgaS#{;`pg4T1TjmSpZhP)_t)eIm=`Y$
zKL?ZGKFiO~3uj}(fI!SA4CWJ%J4l*99>mzk3S2}uyHz2IRN@Bj7<D$Q9Sa5Zm5?VE
z@h1n`Y(ImC{@x%5D*w6Yw>kPG_NCCW*V6bsmHAnRq~lMFd68!BU)atogB)vptn|aL
zP>sOdlhx~|G_L0}BqE0bztvJ=4Qz+ZJ*d8}WVM-y*a7r;cKQ*1Rh*GD;Z>_rCF0XW
zIjM^{BNVm?X}L>1vniq(9j8B)Pn28sfIMy#Y<rw<BYLRvTn{}#@}s>?yTY*rqiu<y
zV}<8iCM-RZ-^%@`@ge+H-blih5oCyGxA0pA;eK@(nhZw&2rQx2OrR4=2v>;L1i2G!
z^BI(3#$(z=-qIYM?_fkD1w(8E-J2o>EpE1bK;jM|p-8{T<53M^&Q;Mj#0AGpe&BZ}
zpab!I4G|;`6Po<EMAZfMGMe2@y-8sW2u&I{a7pATH#{WYW|FX6C`;0#6`6$w;dr13
znc81PTuW-WT`}?;o(7xkXqkeU-zOY(6C4)6^{T9wMW@qoxNAC%YNqYGIv=2m%WXVf
z*mTxH_H@EARK&x<s|SAa2l9M_)lUyCdEOS<YPM)RNLiTpV!EVn%6{TMEkVoE$ur{$
znN2<p1TSqKYH!7?>t2c=Gp?v83QZfU%J^+oQYyXabB3Pph<PZw+TwoZBU-D0oyVVb
z*Y_BEL<Hh+O}8GZG<L0b`S7)9_~v`e_h62$@m*E*{nG>Fm(qALQ?n1Tv0op4k15Fs
z)LTI@A+*B&B$ytLoj`X)a^^umiG8A~9}4?@MC{nBV!2t*mUT?Xbe@y_?=zTV)X}CV
zQ7t`!j8)Jzf;eNBjuM4P3aZ~IpY18Sesj=rn=k!#`Uyg}3NZ621=oY587L~aK@2c~
zNAJRJZPMI@Wyc6KRw#9fc4_D0BH2Gj1gAAGbx)4hC)v<Wk&4ONBEaDrzFf1k7@Lzp
zcA(qk5bMR24tk>w`av-Bu8Icq{+ygGFNjdDvb6K>o@1U0hSUBYYz7Gx(vFY*Vp#?;
zYtuyQ0g$T(C{<*-TZpR|DyJn7#w@}<#%y@=$@yK%T_i+-bCUd|e&VbglC=ShZ6&<e
zVQ#OX<cZp@9-X)3zQlCvbk?3`&01%R(?)pM2@^qJ?@-broCVq`I6X4a7JKN9Ut10I
zXPjs$$Pc2)e`Zev=c818E+3A^5|6^+YSg|J`-gw}0_sHmsN5PF)~U+;NXT>1WAmbA
z-501u&bPv->X}Z7=`{>R7V+56Ye{V|0TV+IC$RdP$HX?MdJO-yg-XGZYeDf=AFFaT
zdKsCjWJRkiq7_v_<&nB!FKQ2^-gqEZq8e8qd)b%P?$rTC+&und4zK<#Dg`hKj%B@)
zUnt{*k$?KvNu*A^h?Z4$N2M(I0en%wGzrkDfNXoftJm?Y8d%E-LAd#6Wco)nJRf5V
z7Bv)!fe)x3wV6u*zl5bjiF8J%Q0WC+5BPX1VpAPt$4GU8T^?tu%!KBEGt@cwIc^t+
zq6?0znW+zTYG1>1^+~ltG&dDfUMAk>yH}^*i`HX6EVF8jLI4v1E@=WZ&0hkAyXZHI
zntg{*4fV~BcI{8_Vv8JTA&-a?tv=xBE-^1u;Dgt@e+fy@l<`3@VgTPdZue$fW$*W*
z`n)6L%GsBXq<B}v=6d>RArkf@z4@?@F&&M1t&&v_R|m)tcdGk)vVhPur3AeS^NE@-
zB=o9vR`0Mh5FhzeltyI1O}Tb)A97M%(eR3e!%p?&d2X`OEJ>O{iGzUo&-eFJQgzhg
z>-W6j#^0I4Uo{^<<p(woP^<=w%MUK1Bl84VF3%y4s!Z}AH+b;GRnQAxvOP!Klvn`^
zVOWT2gjaz-T4&iGA!s_tw}K^%ft5<rE_i)Q>{+;Rp_dQ<89qA>tzdX!X0S2u;O)x7
zlKaHt4>w2zz~nHx5P<6bbpZbrF`pGP6%B@5c_X$7?i~d!<2a7LU_S9Q`a`x?1*J<6
z%t6w8=izI>30A07392MVp7199+-ilux$Q)qN63oIj{9n?@La#`)HLE2FJDjrY>yn_
z+&On(w)h(y{jgA?b`ihL$?Ni)yc)Q$E6y-%wLd=c#QT{_TrUR)X6`0T3odUoKSy)9
zQFJRvn6r?iZIxsrZqy{D$jr*!=AXf>f`v7=!97@fet;_j8Ws2z8i-RoK_ntbG>V;+
z3xOE=;4EhIUOr3sI<Zyfg|<JcQqjq*jQWJ;gQwb2G{s6=2f2;e6<5|KFb;p;f|TyT
zWxct4D^vi=EdptjmPYAP6JrTS^Jqw)9|08QZiuAPliGqZ<{K+z0C+e0hyHFy2!c{N
zNxJ$LLh{8Q6dr87BO0Dun4}G%hsMWmlBU(FyzOmK=djso=z%<EQ(#nEMh)bB0RHI-
zZ(0937RpScEu9FQc^OKK9TJ1w1Sr~ji-L%Eo;Vys^!!@GRTF)d3wU0QUzC;=e?aFc
zF@6BPYNav%;n=o`Fl<Kt>CFW~GLmA!@oaQe5;UBf=F|cpKdaJbsb6UZT*+_Q!Vq{L
ztbP^4D`}hYJvT&juk%ps4pCbbA!wsKS0ny4hp!Lt8h#S$P9+Sd#PPCgsnEGpX^i7Z
z)N;98SeDSdB&)I~{kKeVHEfH@E-@m+FWAv@vLb~2E1K}+7yN+PE-~5?paq*E{V)TV
zLBg~`^k-jkAeWy9IpYsVM#Qy`(0yV7hcY4%@B%)nTGd(p2vo%BPt4DjNC;7D4`0E6
zUl`*Ps}kMfqe#IY5IK<{cSkW9AZ~OQm7GJoB-}av@YCdfKoyEB=}M5Wz`c=AkwouP
zjaVRxOTk;h$|eBMIR1bw!h88>L+pUCp4PQzkiWo>K}?e$x<L&sGZs;KpV(!D_JfVf
zS4EiYvh1BX7>uI?<1V`rSsI_<*UCEi=))AXGqdTp#Ie=}lSq2+!Q68_Jr|aKcAI%c
zc*rk^k34|if+Dutad1<A;>&1oQ#s`YxBdJ@q--o~@iDWC1?Y{YC`J^~@BbhKF7aGG
z?06iiKXL9+4ozdfRdtBZj-Hw^i1|iOXoFj~2G(K%mr_2F$O8RC;HS`b5Arrc^|!Za
z{wdt3Ft6d!Yg#s>UpQ)ukn#gO;0q6E2JNLtL1Q&RdlC1whDN65V8#zfDKyGH4EJ3e
z1E@D@k_-@X+ajGlTu!kg-7mamXnSrB{I7`v7_oytWMM0d4)9AFhO8)lrWKPT6ebjg
zj5~w}ApL6i8`&^zD@f)=VeVP6`%Aymh$DwLJ&8#yrS+Qs>L5HNYBUhgn#o%yXOX3@
zt!AT?;{!w}g!3<m)2GTJLU$7T=%9vG4nWC9KuiMGD=~GHi!{kO{}JpuqiA>8iAGv#
zZhq{E7vrPf6s8e9O)m%tJn0=d=Nn4^yF0`2oFi!bFePdNbUWIvFI|^rp$Q6N5(B41
zU-G4g&NJo(bC^JuP$AcGAcVQ7lMTsXdAPP|iwMD;n!ZMmKLPY!S3)!2ZysJ62eH0p
zTv}h#=0nn3W7;v5s<gkc>BkxDwI2x2890tY8AvqCzHA@u^`WNlf8{lhk6ZyDO#puZ
z&X^Xvp^XY8{m^~pjb3Nx<wbINiPEjTgVX?YcI@!;#zsFeoOUT%yL22s5I;60AtF6N
za?k~yTsr3P!s(-q(q{toSbXRwgf^t~r^LuXq2!I$@GgG=c7W{)3;PT_4xS3JwE^B&
zYm%bNJVBgG?fq3K*DlHmpXo*bIz;4VR(lvuBN;5*Q^aP&6E^|+Sbiuf>~|*Q3^3u%
zbOZr-&aM*ngd|;r1MVkSi+2bfb*DJLrYi|J-)N6Y_=Yj6qaggmo)83wp*lC89X3SY
z@cXrwZ)fG^2^yt%t&s*Prg;&mwEX&U+FS)o>&IwlP)m6LR^gNCPylT5Y-A4k{kHrg
zPX*k?qj$%>S8O5Ja@xb61b*B8Ls``-U-}K2{mfdXs`vdZP2glFGIne59p#ct5DL~Z
zq3}gS>xI@Cp3yUCU6feF=%sWk12`z@iRoP!gJrL_l5O3w9bmQ9F#=UE>`AcI+xFzW
zc=-G;O?olJ9NNMYt1WgsF^<Y4Xw!Zfj-+bfB+I<;P?q?*e#%=Ua~AZR?6B|OdWAwr
zF~B_svwJ>78>nfC4Pq(8q1VIN;c?gcFy96k$wbXwF*{LNU)(F<<VW~h-gMeXhkQ_L
zyBbY5Wd?+LZUWqE!TI~(US0Tui3fAV!sDCKCtg*ehi;`Rpjxth=j#EnX)HE`Xv=cE
zI?Uk``U)OKR0YdH#?hK6GxXjB)^s#a*_(#q41<J@L#yvfr_Y}RMDl_?33Dk#i84Rj
zvqOjpv+mIQKClSEZW2%N)}6MVjM{oa^7Tw^($@!}Kyhx~5d5!ScR>pSCWGjeXq&$;
z9@8KnLeKnxs0(ck&x*1XeWKO4gRVciZm5j?U~dg@AJ3%<_z4&TTsZt`cz=G&=|}AD
zhIa|tYF0(V2kU9YO#8(Lr`s~hNaGmCuipJ1bvM&4^=RPEP_O!kt-~L^!}q)-rjcvC
zNo1gU0j6cy`d)ZwtXXCfbNET6@dTH-0$_!af;^^KX@hKo9+42I=99Uq1CFe95MvoT
zv^w#flC6_h<Yan5IPUI-nCpK;4S4FADi`5tQ9oM!u?5oaCU`5)hZ`XQwocX!)(Gav
zp<y}^^jE3^=d0A9S{y9PZJc*jEiyYP%q34UIMi4xj!m5LQ#9998TEhA8`V4c-A6Io
zVaWU?vtSOj&H>vwz1ffrF5#fAi49Q5n_kRq;KRZPD4N?BF#)3Q)0{ZwITGqbEp1jA
z9n)Ow`^E#H`L}Ho#1nZ6Gyr)dWrW&u`1`Q!WJr}&%eH+$B$Kfr#c!>&76QSC)3;&I
zW@PBuP<FNj^bPr=bunb-MQYQm@iQU71z2^?b9oODkU$JI5Ep^QU}^?Ys4YSnzPPvR
z%k_#diz10f2f@}9o@r|xbd$J`PA!B@PmxarO*md=XU|QeqMvGV1)Vqbzv->u_uH##
znN#@`Fh7q(t<75iAtUUv+vK+`l-dL}5EoRh#|Q5X7g-hiLMgb9@};&;(!Hvt&)SeC
zq9G7W6Q)^<cF&V6%XIh$N?Mk`WJh~Z?~Sb|JSDWzA>(#HLSu7CJG|-EabWEhnc%+j
zR4BRPWCnzF4F8OD9S6BdkzNr`3&(xK>n@Nc=FzM|u4{0L8l8{5ld=i&6QS86gFX}d
zC7$Hu;EKIR-)PWmiPn7tFUo|MBs<9S4*DgRw4_BHSiyde|4mg8(Ow870{f#n@B6XU
z^m7v1-|6OxO!kv6Agy0O2%o7D$ZeQ+ODa;;?_Y$-qJ+Yq#-|s;$#>XQ<iDYf)p@Sm
z*nnECfZ#!^7eO(^8=?{uV)gw5kg?Lx965I@*1nH3dD=^%>X1Z?oFlExVnaBbNH-O<
zSl>dNYQz7T$;R6PSO9-he#IO*>?31z2B1H0@wy3*+!h0lWwh`q2pkC#qy;C_pezpn
zim-CX5oCgNo5v;zWo6!~i$Z7DawWJDO=NHbXhm}Nk=GSXfkn10j}?&N;snnMh{gyu
zl>_Xn43e5CT)WYe0H7ZoA=|ARFWjVwblzpGs<(alr9XbwIziW55$I}%;{^7sG)ury
zm{D>VCwm5bhlRyzRh0h2TIsJ-6_o($B3?m+lQ~8jFl5AwUFNdX2;nB3gi}8#725?@
z7KFHH{x`*bP$v2HwE#yX6AeYB>Enm#zMxONyHG)239cpD2t(w00RCs8WaKMk++yp>
zu9!ZrJvrtN#X1*ah6u83*Dw7EXR-m<KQrD|KpcWixrnR_<Ss~)F4jMQUs%Vq2)~##
z4GPl*O(IQQdA@$35ax8f9&F)0qxSqGN<-DFOvN1Fu1j_t8sGp0Ur$o@$yYU26<Fa;
z;1eXy8)rPm5D0<Ld~_uNk$XCv?cmFqkSAkMp2^nRSIFZx07x=N{fH`ddy)(Kcuut{
z2`2D{=>^i@uGqUn<$RNhU@=HAB<MfW%wdS%!PIew8hVJ0Rr6nu>73J=q7hM4k~-@w
z^L8xC^ev!%@1PI*m+9UVNmRtN14VE~guUf6p_joUMIo{95NY`-SsdF-dR{0Ki8Z4L
zao_C#u^VV%r_M%L(`C_!!`BdEDxb&41e@}6L^pwVr{B`=s*`e#Snvw8j63q0TvaK1
zH6w$<35a_R1|g6+#-=jc&q!S)DwSBpv?;x0e?fzK_u~hLb3r+f3rYezaL4I0ZYeC`
zaJX8wEd1#{$oFtcYzO}Md~7?IotMcAQYQsMlSP1Ly0A?FVzv`i>cEhiYjC)BdJp{9
zFt%wK?1g*DpZ@{oaRU;m4y~W1?Qe+74X}V%)c16`gi$XWN_TARt47FTj4B?W$N|sS
z(%L%*VJyiZ1v>LVpg!;yMf&gpZOE@tvmbnU9mJ2OV%9~Lu>@F{2u3t{0}{9m?Q`OI
z@E7~84OdN<DjQXEO*+X>zA_WNzf6(55h+e4y&?X%2oViJcTm<&))FA$Em7@Mv^r4h
z?5*&EZ$5J$MXzCSsG<}|;&2Vi&}J#nbC3JY0&jma8lj9@2h0j>^eSmk)sXw-x-ags
zY@?!`h}~+e7dG^0DjmZHp!V+YUkZm)moVs4OIcC%Upe&Q@YO)F+ho_Rb>05k5pNzU
zQxzt|uL}R^f`@p6wF@7+AfI6tf1K?GuZN2BKV{F>m_J`u#Ra_D`<Q_cu)~qmD-?j*
zSuph3AQL9S?uKY1MHr;agPXwGux!CL^u>aaQT!*22{Cc5!DB?tFAYQ^4Lf$iQGU2m
zxs4-LohQNcf?&99&hQ%8k0tr@ZG__-%V?|f$q$#rh%NBdmW(1|xEFnJ+Fn;3&#hs_
z=Fe6F@k2>h(~=Ov98Y55VHC7#g%#)@V$tI9!8Ff_-a=PNep_xxzZbfpT?1IMM!$e$
zDaBzo?RBPqh7oSd%TH1R;QY&**RvN*H{ZM`coMDQqG$W|A>VJp&6R_>y~s~4Nfyi~
zUR(&QD&lk{+`7)IsxN0=6swvl^F$Iwccv;O@^U-F+ZCZ7xfy&R#GXP#VcMr;QUBy@
zz@hr^KcE;QD30vEwI`~AqFz{@5EEGiuhKzOb%hoN{5f%#R5gyRFS4E>T%%%EITe~L
zb^rXvC?L#LfseK0b9IK2amme;I7jRxO;^UW71RG7r$V~BC!Br;NI32%FKK`lv+)L}
z;UWhUFH}%myj#aYxHVkR46NlAVDOG05<Xc>tVe`RGd%ysG~iQ08N$`$1~dDnrq&Sw
z-Vgo6T3c{jBEeg<+!=CEt!}Vqat^Q!?Y{BkRkSd*-j?PBZ(L&fu1>Yx5hpPrsviOy
z;6hV-+?!qE1AsOG(YfdP7t><aH!SX?L-j^f`O&o$8@ELTY<A55-?r+sDOf}46#5QX
z|Az)3&Fb?z<LbMQ|Npv#4z!Sy>+Zq+{m*18cqK13>djTObIy#cBC+#xCu_JF=IOIN
zrs>m<`BiT3pYW?HJ)8fpE9zZ?CQAWi9|B=MS93M3v|9G2x!dJ2BbP2j-;Hqj&vqL^
z@4b%{-cFy7dBb+lH}rbDTtbCe33J_V4S6w@|F7P~p_XS(6E?1M`PVfH)o!J*e^kEc
zS<~%a7@Nub-X2(c7$!RP>{vIfS77RBHcz5_vC8o)+@rhb)fG;Q(1BAQ?o4yNPCh>m
zj6U$=NA<0iN?3C4QCv>(xH2z&(~Qc5a<_9p0!;4@7ggQ18pq3Zf%P)HAH@3PR><Ui
z3#<-FSh&1u8QxQ-{4FcHuJp2s=8CF{yNQrRZoqZx)RyJi>$O3ezf#Scde{4;ji^j7
z^<z6VesPT{sC@e=bK746Bd+Fr{owJifobRSFbO`7U>)nLa@0D9=XP7P@9t$uA|2MW
zoy02zn>H0|%Y_MB0EHeyn&@y4h(WcVtnDd%T|>1q_OvJH2YVrwSx^4z3|$-|q(9BJ
zb?IJ4oCAw>-5*Z;ux@7jU*FB!_)7f!o-_mXCo}i-`A_{m$rSQ^@MyNQe!EX~+xVrW
zquB#5Ng^m^9*sxs#H|QV>-rc7Ru^WmGBdTWa|~y(s-;e7dq^5(Ck`x$AD?P}ucB%k
zHM%NPo3d7|_vy6jto~arPGmz;NRQ&+r3sbFFE%goABJha5T6ehZW^q#r^leCj)vD6
zx<B@=Ai4qvKV57J|NAI|=IB<FS0VFu<3o3+gotZm<u9FCW6QK_b*20k2W~GzO2)3F
zl_WNk?Na9TTWV#lW5&mr`MhSWhV@CwOAeb<k&&w>4}=#w=R`5aj|}GK4I+Fq>V6I7
z+q(LviZmO-R`d!IaQVVRk@9qZh<!y(*+qY!xqd$1VCzjIyNsO*?Ws_TkX`Gp%QJ@P
zRL9HRHI)tF8T0+yO6FPFMJ~@}%vRhQN;hhawC^A+a#f47LW*<C0!Pl(w14bsSAG%i
zCZ(Gac<ZyBqme03E&0-Z%6$7_N^?8^kkp0v$C63Tr{*7s)N}cB%W+GN?<OCfs>Sq4
zYwJTdL{t&?W1l<m6$mNczL~Awk>tczEiQNvQ}+J4(xCM9w_gXOuZK))8oaUh-^!3`
zi?=I$Y8SPc45#S5nZM$0$h_-G6!N$t=s|&La6Bimjgw*7WgS7Jvg?C(5MgD?Pj`*k
zZ@Jq3c0Ko~ujbxcFS;#`2LJFKaL;{|w7;{WXkx2bW^4RWd12p6V0?)*5vtAknagQe
zK=<q3m1mm|PX`Q$A~Ai(2Rlb=LyGhHPKe{<E3M$#)2*EMARolH*I!ASdF1-)uWoD2
z0h_a4;rfpanuD{1l>|)>u^Tz+jdzqu>EiC^LH`Y_C}gxoow^Ow@!z3%QXVVTRbrw2
z$ZzqFjI=jvN9`WDTs9e%eJ`;lBA8(*QV+AfUVi2LLh{Y*M3F;7k^RT3A6d`01-t#u
z7kWhtNFklNA1CYgQ?vI9an!cFbVh~RzYr_7!_}mIbaZBlfjfHX_5K?r|Iyd{A;6i(
zlg+&A*T<pDEle(yAB~D0^5ITD@YX$MQe7|IjA}v2-y6^Pz-0aTE6Pu?j$E3$8=yF~
zbhF2jBp-gM{$Zz7@Ka40V~!FF$V)e0oRmwcMqir;XV8_8|H@D7{9Aj2TW^`yOr?FL
zEit)1Q&uk0|3O2f1DUTXa`fAq(lZayMh^KoQ1e8YQM=%g%z%;7o!UD!x%V8;{}e+@
z9-MXGx<w_u{H&b9=tQ={eEpt^#5C7#P&1?smI}_-N!3pSOp<K`H9GY9v>`u1um9d)
z>(5|caafC%imh>E{uFiMbAsZ|GsYFDynx0TMqk2yLY^!i?ctx5YV+T0pst`aRnobs
zhkvp-LDgxmzQe!ddV_J*aIWI<ns0lMjc1xu5?r;BKj)E1wlT*#CeQbdl#{I{rc2jz
z@5FxbEq-3Emei+lRrd>gInHKLMFFn3X|Kn**S3wcfmMKPQzd&JNWR(<w2I*rFQ(O3
zcQ-=brtLB*69)<W-xd%%#P7eJtEZV1nOFv<shWJ!Ug7^;Uy|s?a?L}0u>ay)!>w+O
z+qc~p`GzDA8{!%oR}?m@^(5xcxpt0`5`UZ;jp@oJN$Dn^)}F_{d5-~%=wH@($^?b?
z$t%vTbECcioG}PH`Z{B(0cX*y4Y~_Lmu@&4IlL-Jcm<;FWO;yeU*wPQ@)HM_?qpV*
ze?1RUo@%4!=UfzkHoe}+ksacjXE$d_jIyJMc;uwRm$r3uPQ8iqFHSt8StVWH{rw?<
z|59`gadUlm+4>UOrHmAc`#&Ps#`<rH-hw$p0$92mdDEkpNW}%u)iY?>B-?9z7Be@$
zo9i&Uv)?STur9jK^QlYONZUMK=3j4z%Ej{&6y%&$3~RdCvwFBSH*9}13wI&kr1WA$
zwvylcgxoie+RS`$A=H<&5D`;bA~44pLwm9u@tLmFf@&9SiP*a!%hHg_yne7Coa{8@
zti^=6q#FGUyj!8|-ecy$d#GRbd4qZ6h^v7|DlvUn%ueVR%Y8`M=Mgh^tnd&=Aijzz
zhU?<>%vT?KVupFPBHz-|(PxK}V;aBL&KelrRe+R(e~;k>V+A<;Of{)`>aX;kCtn(p
zDKDuqwlp6tb~#thDL8Y>LD)6_2INt2^&|6zxA(FiM~1jX{{x!Pw0weG)%yhVi8tJb
zDObxokfCwQAJ<a<D{P*1fY?93xg57Lo5PtxXh_yS&*WW^Bm62iV1DCKZOm3I_V1#Q
z-{mPQxNpF+jOfj7@qnkp7pD7V3FFBv;bB1Cov<g1rMIvCeq7_Os9B}vRrA>`f8-f)
zShKwQjuKQp$1*+($o*DwTv8GlQ!ZvF5+q#$<jUF-T6CuLE2IOuXkQ|?*V*V=583;^
zxKJjotoc)}++s0GZ;3j6DN!UvDCMR@y;ZZ$Hg^qAQT)#K>eSi%P|KILfF)#~JB0Rg
z9#Pz_NK1|4awn@|&lU>MLE=%F#O&_INX4M*xCb`u312d@UsaUWU;Q7e{>O$}f;+!M
z<K^BL@v&03x$kc*QGY7Dm0Y1lTL$iD6c$;;UaGx#-N-a$@zO3;0wdL$aw|Ld8FXWE
zW{9@qU4h!MuqD2YJ*1dv_NoZzWPVm)9KH#Yly6U*YuaCy<+8B1hxqa<y3`IAxgY{y
z9zD%b5|-vgKUEa?y^EXoGf(Mx7#w4L;u7=3Gcu32aMl+^C+nFWP`)j*+>d3s0$ho8
zyb`xvAs?=&w$6R92k!)&PisckRclgHhqagDe|@p^U(_mzw@m-`i+9$fSAR)uqGlsU
z!jelqOU`kI>l2P8Xhklgw^mg%>y`NZM!9ocuaoWdex0h2n~i*ht_<5r8{4~3(a$+^
z>$|B`@vHhW1EuXMHfu*CYVys3tK-lOA!W0ryQz_&l#%55O9%s>E|b^HUb&tUx~W(A
zJzjaFjKFOTWI_fD_^;dVTDiv54j!!!7{>_AEq@5CzJVKF4*DTz1?#!x;3j4;?P8r{
z342!bol@k&SCu3W1a3P0fXL5kE^?OJQ1mORm1iaW7F9ouGdI6(*()3AXn0+Xb(pt1
zG9SS&5@O30`~c^B<&m?F9aZ97yr22SJ;^6qmLx?F1wTcP)9--snA-Mdb6e|anPsH>
zAsJWk$C~AEj*{qdRn4R`4)xFtDXlMpRy}*%>~t>2!iG$_a|_IPSzP2}#e4dE+h`8T
zqU_s9p-2@W(;7yXM$4hKlFCK1w`GIrL;jiib5gqZ`PsPHLhi-&FiZW6{=<Ed$$!30
zr8b<|ZTTfn8SSR3<0tsz%Ha8=qf^S(l$8Yyjq58hXCet|5APrsmmKCD!V#at7~ye3
zRhs2VmC%?+Y@j=tm8aj2EI-1Q4afY)((PODXb~mn+tamtT9^A^oBeTRl7psMdS>%@
z)Qt>DwtqSqzfn?BP;aAIUhXvHIOJR=YxLdpLBjRd-qtd%3Vv)LDNw&7-)Bp3Yq)`t
zLpf{lxZCS*{}85h=bx$z%^)pWm`5JyS6wrdv*Amd_B7PZ<k-2HNxZ3Tpw~KnszTwA
zx$6xf-pborw|QOOMtA_YLwO4wD99NJHcs<;08G}sKG_QTp_tKTz0Z2Vc&TL2@v5F0
z_QEuia^lW<omG*7zm=pin~~n=vQDPLeU}nD$620QXe!I?PANB?o}G1ZtGfZ5cBg)E
zsJU#d*U3zL`|&_o)WYls<SnaP4{FxBhoeEi?)=5b-x#B!J60D3%H_<A(@gSq+)7-|
zy>Q9C_2M4(B}oD!dhd1Zq*c6~{qF`==6X@gkh-PFVT#LILAq0l7<c0F+1LQ%7LP5v
zQ4(SF{nSbmmqqSQS9aSYa=|~qBp8b4)ql%C8yMQ_nZGH}i_7vt8x@^tvcdxV?Mt<=
zQr^ow*V0%A(mC3fcs&D(?c#)tmuCH~q~|~m@E`gwiT{%ziifB@yRU(8%1zSMigVVY
zdGPLz)8b=h*XQ%>z##^5ikfEc&`!o1&Z_0lJL{}IJVWf<MD=}J=4#--*nq3^GQ>1t
zcfS7{%THWt@b_5*Gm2*u2ON&KknQfpFz?Oas`K;Eib$cGqmJp4&_6!;k9HmyRHfR1
zLuqBDa<eysNZZ(?UWtEsrrfKiY^&?hVph*D<}bz^DJfyKG40$-4xbcH&CgnjbG*AI
zFY{gkF|P34>BE)tArp<{f%*8|YMWSi%U0;}INhx1#y@0)9<hw}AF>O~IMYXxi(M{$
zO3nF+o~*U3;@Bm|m;d8*G#6z3qnVkKbK1ElVJm0m2nKqu9|8O>=cy_Re9EGtad+eH
z_dF>3W&j$hd58Wtvq^n=>gw%QRp-A6TTo!_7o+ciO{m;9{HwP@pO!JUY&<woE)|6B
z3LPE(ik@7zht`6^n@AgAhxcm5`EOYP#VQkRW69q<gwwl+e7@JRDJL{Wet5>?2Ohzf
z7gWdb_+`D4n);vJ*Yx~PNyXiwC3Qf_=p5{KcF53#O8r0mnz-(1_>wd!^_@K6BwL&~
zWT-^7@vb1RoH>j$it-&KYRyZjI@>y(UW;KH*AFLJI_gI1ix&LYq^fF+&79WkjKvPS
zJGA7NWn@3dA&%^E+R5kNs9cu)!`1NO_k*ZmO+GsCV$R$xy?&<Pr}i7L1-|5GSyHDI
zRpEY-c)Le{_QmpB4t%8GA9u7o&AWe%H^uXpY*Um;=O`AA{7UsUG7~oiHuLOyZ@hN;
zsyIlnz})<9dBSV*pPZ$F-#KfZ!l~MzA3QS&qS3cD{Cb}{egbm4eR0yN<s-{JIE{+j
z-`YUK>z3SWd6O5y|IM87Yugs_@5%SyrFXl`$=wBy904z<+30fTh<6j%#8uI#*~{->
zPc2K^&B~?RVw?ojuPA53ow)J;TR}4wK}2D$No<07@k%`E2xSf-Rs#YW1Onm7j7qYo
zHy3*-p6*>Wa9q_3ZalKsfp!Q)P46nYL6jM%QXy$8LPu|ZC$$OTND;68K>2yp$$GwY
zL22bPstV>Z>lIwsc~9I4V^vPzuMpK@C-9jk+3+=Nk>_~rPAw&mA2klj5cGac3_Bf3
zf&Sd!r2g!nT+Q6A>HweoZV_G}zlwg$6*PDJ8}wsEbv{j*zNAPAr+$Fuem!Yvg}HEP
zkDId4Tf=3?REB0w(<5AupY&7^#(t~aHsJ7)v~90%VZ6g|e%h{lP7)$}HwXxNqVMpa
z=G9n1Wb!99Vd-KR{5NR|HNQX2ym216tR0Ly@2Q}8^VWO&UN5rlh{@l}L!+C}g8go@
z0X6z*Lh~;4@wP!0BY+Hx+JZSNqcTZPc6-3BzX<ZpmC>k9x9hrBM1g%}S|5t4pZBTt
zvubAXv@UT7)XIK;U?L5}VGD~92O|$7&NmQ7dcYd{N9CkThU^*Jv<T|X8-LHLt=J}p
zxEF{bj&>tf4nmbbfO<#8N>u4(kYY95s}|6lj_N3x!mVo6{vN^PJ_t>b!?zvDJ7Qt)
z9PxC2Rl^<PWYPdWrVj|m+!9))7`JcFKT~+8Ld5`Qj`V+AcebEaqCi825w&UpJK^8I
zAd#mw+eXQ^k<zzL$aJVq!ihQfBpgy&E~@oS$lUuJc?8Nbjj&=ub#D8^Yb)kRtsR(J
zaJ~@G<b~(Zo!7g8WZk2Bi`_X3pSC6vgLUkRm~va7_@e}-%gq!cb!tPZN@rbNZ}B>p
zoCIa58(cvdrzBbpcJPXRj?eKr)bWf$oZ?racAx#}d-lt;VCkpV2cJt-6m(tbw_=+{
z@LH$SFUfGVQ!a|i?`grC@=hjEWbZWM66{&3aI!0LxMfACG;dVwlYZ~3jKDey*LxZ;
z5aHlO<C*Vn?P&lfmn(km=_L!%OxZsd`r-!>8=h6)4u<K_=KGA;TJYK$g;Yt*hb03?
zKbqEN$dOMpc7*(jwl+IIz4d{7YGotjzM2KyojqK%vkD$cXM`yWdHiM9uv_wYg`<x|
z1S%x7QUu8qcz`~%apLfoirDzcodtXo;pNM!tRs7GkhFE_9R&9{wCpk@?*i7_m8kGu
zmFxWg+K*fYvgn`?F46DZBZlxd`iLbn_jI_=!vetWSR%8`079B-J^6qHY~`{0^5XCi
zEM;7KKEVs8vSn652-1^16shr|%?)(GUqYngME8_D@m4~#uYPd|TSK+dH)J`&xTnxF
z+DV(~Bwp_m<;O>++6V)^+GDeNvd{Qhy1Zo~QA_(z6$@U*-E^e@-*gIS;|GLuAXyF~
zNq-|C+LG?c2J433H0aF@oE@FdcI@j{lI}7jos<1YB8~4QwU-6`Xp+tsA$}c#N6%T3
zKD1t}fgT4OFZsh3jnu4yg!hgJr{xI5u`mt|63qF@9Qn=+Z6G?_f#|!07Iq`Own8?B
zVq2A$Vx>7dRi)F^hjzU|z)2$hu{(OX?YSCN?h>cV`iqItcUwLRG_+74**ozWTj$Cj
z+7Ut-e#9J0)13#ap<=^x@I>K)z}8~kFV9W-TTKpkR7mPvMMt%&^kr3SHg7eSG?h(5
z4<7AWt2H`?ylxYsX#;mZV?=^XJA`PjrIjB;U_oI&Ck)53J1(3ZkKGIGv|wV%?}IwP
z0g*aN^hxVdM7Y}%v=TCCM+HBzn;@ca@QBRs!t$4e!0)5NV63Z@vh0W!bVAFoLhb;c
zTEylkkk)PToEM09uK;8G<LBuB=_;N+tZtAStb(NY{(^fpcUuwc|2n$%c&5Mqzj?Fe
zvdt~G4a=p-HRXQWkX$O4`XH2%O6GpgZCi7VqM~%c=%#X6<(|uikjTn4*SX7eA$Qxa
z@9)3!c%8@N{PTKV|2n1h>t$4AuN^IX4^a)VwlJdT8h7xYw!$++$?9R_&7q9-eCJ){
z5^--|wjc6^E_0oMn1{t$!~*uBb)2Cem8ASnq<Be$<w2lYB_w9HdQOiyoE|0mHcf1!
zp>g#x`N|{8FsmtXD>aWxV_q=*)=T3%LixuwLjv~7A-Wn4SK0ALi(zZGWyc&S12y!O
zuUQtMHzlo5)xb1Hm5(q6N?OvRkt9!P%`?|dy|)!sefL*C>ribHqiGcxX5N;+@(92k
zVZDbFWfmI2DAq1`<t8pM5Voe_@*C|R^h~CcY*$CArTs1ko8}XYv~`(eaQ@gn@~uvh
z@X~UDF3XU8bb{1rs1sF^$fhAl_Uyqj$xPHdfozI`>QvAwU@KpD3VXg1W&J7NNaCd=
ze42u#eU!To*#gASX}@u<T!~+x1Y5e;l(ZBB1PGE3uYtvhsoGRt_z4(9uNU+zWO`W~
z^s;aelT9GGE%b;qK%Tv9dd(mqkvSR3Ee!}RX>2GaB@mS0FI~C|djRA^pr7v&K_AH+
zwULD-it}9KNi&l(1rkUb!L#-QjT9@{2dVviP)g>~6wMiIvV)5H&Tn)I{uI9-gP6D6
zfmnzxkxXKNM*6Wu-S$8AbPcUDQ!qa+p1k14n!5Irx`T8`JQecmJr6O5OXEMGENTAR
zjYm7QX?^d}rg+Bt8kU%WCM4_<KBz~wC~-e6H19%wiu@a~xAUhyljcgWm*3rc@V(h~
zA!3lyI#1jh$%hy^Kur;`XM-xBV?#90Bc}X_e>7Qo@rAmKxl=`V-AC>PMghX{gyJ!D
z%w%?6)m7y7FR9tE{O;4Jk+a*RRDaMr&2D%As~-FvXBV9Uj8(xf_jN!5!XF5immx|A
z(nGn2$Czi`3hIGQ$WS|o>R)yh7SHBMi9>g?6^9|?*6gMs;*}HeW5G-O@UU5n8SL^t
zbiNea4Ts#}jPE3&8Hj*EoGDKf_6e*whD1P=&<&uT8@pU>QZIWX-*SG7AM*r+y&Fr6
zyvqGpPJc=0-8}6mb9AAmG|M`GB28H*OX3Ave;p&MkAUX-Gfc@K9$!34bOv&T55e`u
zczXwyl)|UU8Urf2Na`P?J8{2Jy-V)JQHPjbmr9$>c{{OM!g79M5)E8(Wx>SI#yc4W
zU%-~L#ydjLJ#%at8(F;0-4&R5Mv6w7hOJeqS4RPm5$J&@S$>Y#MkKwtGcCLHODal+
zXRR6<>JN)j4jJWa88f~K{CU)}5de}sM5Vlq6P&T8Ejad(8iykPd}OK<%Ylq6a%lrZ
z;{v(rx9L_H7%aY8z2@EsmQlNJzN?#~Cu6jbtIt?AXjjRdrw|SxA&=O0W$*}@vr0E9
z&Hglx6p}iE>Pa>&pnW>X@CONSa{Le@Ep(Ht$3KwFYlsz1J=SBf5vx_rK^Tk5TWbiV
z9o*H+JReJr?j28_-SPvXWm(m`S=PeFQTRr;ZH&Mcq!!Gs?Ve*GH=bQLZKHzo5)poH
z2QcYUhgz0MqMu06s_unPV7qD&zleWNnijCU$mebMZhwPpt;pWf&eYJ?L@Tg-V))<z
z!^%EYVE$jtU8c}OOXSyt8z#`w&-JGeQS!@yR5+8?wTX7#*y6za+?6&g5c_ulQWnq7
zFUXz;zgRCp4!bYz8!K-@d^kt^rz4BTV<JoSbZz+{CPoZpUl3m~c4wzqetrCIgOC`s
zBM`b9#r0qU7QI}f)c{UnUtxd)GK1_@zsN*IAzd1{*emNc9%Pd@$!@{-s*+(;yJe}t
zfmx4yU+dsILqu`lR3b~Y)0mnwAbaNcO|P2^v=`<HzJw_mXb!B-W1AA4gO`_qu4?6N
z1pksc#2aPOq7JPNHBv8(rVRuVz3sRE0fr~mZ9*2ltASvSRMKxK^+sw8LO?rq(G5Ae
z+l$bOUCm8cX{6qSR%RML^CN3?q-2bCgKBbZn8Jk!e81=Z3Ze_VSTRT4FH^R;2s__S
z-26@uA0~RNjEg<W=!pO(5V|43foA=bXFOKfyhuenMJsA_;f>*J$kTf4W_<3Me%ya9
zH;XH70GIs^wg`D2F9TA;CZQLBeKw)0LBJglJ<4k+GtWJZnS9u&-o+VJ*0sX$+<OW)
zn0ch1BdRw?9{X?gM=1FGG>I$>9E==O?Envi<5<uXCivCo3}JqpG&h0o6`Z9byPMWZ
z@mR)4OdZY>+XQuC{j~>&G@+lun@SBqn9IyJuvs4|-J(D@9Z<W9AU2oyZj8xkLq;u6
zLEP5>#eGQgml~4AJ|p>X1!=-YS(15GW8Z@~kVZ4%GMc%^bCDIe6>O7LbgauCX7DWL
z@_7X$9@A{(83~N>EmcCcSIjd?N0#^8$VOD$1-HMq2k@HDMZL(tXMf;I27K=hK&n(~
zhcpiBxF{a-MX?I_uvQo!B3)_&IbVi(DnE)GB0|MuVhEpK>PF!YnmYnnPP(`gBqSSR
z2;$k>R9=F4&p|c*)3b^T#&xXj4M6q|#4GqlIv}QDL8BF%G9906wYUop2+zwQVo26E
zcJaK9#CG+ML!A@`q}GF33)y4kEN{<cVcvJFjT=YvG6fc^Hvir{<3kD<+FLFry-RCK
z+b2~0M}8u$W1p6q&s84^Tk&MSFMN2W9DGtB`MKQ^sZ6I@n{q_t^A?v_u)n9E<|K&m
zKvRGFB-EsrZX>XeOm_V^7^n{YOOk{__qeZ1Pn$so^{o^dTSt#C!6FE;-YBa(T<73d
zUckLi0Qh|64s4WFUHB;Wbr-ghLJVdW+LV)rj$<m|PGe*km)dJxYF@KRS{><O*j$`T
zE!bR*+bj-rJP?Cr$JOfOSn}?2P7DPgcF%$SdqKp*qE4%_u@>!t<H?b^f<IgFENA{2
zd^jc1vBeeGO~@R$B)_AS890eWhK1;4I%IVLu<g(cSnMWAfA9jQ8b3K&bW`HyNcmT8
z?)o6c1uAXa7`3f@WC*&en>k@6QEmP`h5`f<&AB%avuJx<s7fPIz~@`1A6g`(Z5)&|
z)|fhq7Pn<0_`~X8W6=$o0|Zll@_|bA_5daLi0AlL7;k`}9Q9k-)^;Vt`zR||8x8kX
zpk3f`kCEuC`!2QAnad8O00ieC%2wmU_ZQ3PXKYnv%D-njXZsPQ)O}W(WJlwI@Wh^d
zPF>R>ue3@{P_K+%4JmhkS;!R*Pf|G;(+R-LjgYP!9EaB?nGv(ek>YjL7MFZ{3Ne`r
zJr(3uc(md$rW?$Zk)SqU@!jA&$y{jB^n9Y&JlZb6PF|X7|3GallJ!Z38a<7v6eNvs
z{}G}V3rSb^?*hFe0fGx49VSH|*DMwB#?<b)Zcfo4lKb5t<ZKTQQ96+PLsPFGlDE(*
zh0<Mc@s_`BZ_P|PdM~m03O_dZ!!6m(TX`A^a!rOym=v7?x5K`b$%YbxNCXM_+{?3c
zV5XA3wZHnFoYx5c(8uYeE!KeH)&hS1_7a1b`Ol+F@dujob|RA?rJDsA-N-=+5-EZp
z!ZX%U0pAueV9gvs`?GkF)hbaRU~90odBd}%B!Z^w&oLXFY7H)S094|>L@ag!CnQ?T
zb7caewl6f;jVEXKG&(d|;*dpuNY86`Lk}q$0IOU^Jv!}pxWepqg6eJYRE#Oa3){GQ
z2lvDDyd<+LQs#wt!MJdx^HwriN+kMFqFd;g`O!=s_d-kND%cdBd9YQ9idEq}w;GFV
z%S`@05|^t4rOUDcHH%&|i^v+<n!l2OBOm8V-qk!g_=XJoFpx&BpQj7jJfd#>&8Q_y
z8zW?~tQZ}U+<!INZ>BssMOUyjc4<cpIx;wk>lO%z>2BX#<}lycv};)f2GLScM`Pok
z1F4#<OHg0aod}B@zKaTf)GpO$87l|EHZL#;BmI~g)j|cR5*=2SVFdcIFIwmFYhUt6
zRA4<q2x_#?DdW_xLX3(6rzIG>UeT--(-Q}&&dFqK6lf2ow6Z?C-iBP-s>nVw58IHP
z?_&nwHP>x3In{BfUdGbqoG)-*tk{~O5ky`PEOJ10%8>}lx5S-vmBcrkn@<5J>S5b<
zm{rez9R%iO|M-h-D?1DUrQSKkz0lSf%5aF2WosAFciO<~8^c7~URl6od+*5rC|Nir
z9DOV*oyKe#`!iR0UZ~@MU_oe9@Xb6ET_`koZsVdZ!vjBYE{0u3zbjs;4nb6X(oIoC
z-2vhCw%_a}2@sW08y$r4NxDf;7b#vT$RDs{_Ixq@`siP8{Jb14&GD?Jf5VhpK<hs@
z-iw+Rul+!1M0SE)!Jp6Z4Os<1BPz(ijlqb_x0`p8;M_x8&|4$2K7sbJm>*wESC@zY
zQU6dlNU7BjlPtU~ci^GFgi(p0%}r4PBQei_zfZtAIuDkv!5{%G@+zv=ZAv2VXh}SJ
z@{HH&k4YTu1wq_iu#B@xW*;wPTWqOre7^kwQezavS>cGJ!~?S75U&0p=4Tnq9&Ma5
zo<yRx>Qk-7nT}-cknw4h5??L{V#>o;6$)?V075{$zcrGC&%eW63xiN=rs=BpuB83i
z25yN$FD;o}nL%F6Cn3d$h~LjQIX#2^=|>+m;Vfdjpn1`F%(p#vukQRR$SL+Jg46b5
z0Mu5#<uG#%7G*@ur`?nCOP2fBjPD+B7=D@ETmu$lF@6cQ$V7xbXnVcV!uJ6n+qeZW
zb2D?l$psy~Aq54A>|&gtwTGdfl}KzmDC|R*>%2C3wGb#U9=}qxZ6BhckM;qgqcorE
zZQu1e>!HW%>&XN>(JMqpC>K+@eS8v!@SUXb{hFe6`yQd0BhJ2)Mzw*j8csqBPn`3P
z52KlbW7r|IUNFu`lYzvAaNQmy4Rn#-D%2H88Dg5Xs~&dXWNSa>dmY>Uj&8HqxIc;{
zEfO~@o9{BzmaZ_}Tw%4&^FLtGW!M0lc@p^~o*8Z$)JMCHjHU2^vh+bYujMxkhrF)*
zz<O)Z{9#=8fUifI%~mSFIHEidt`DtXb>mSCej&!IA#@wpPD<S40o*a>sTg6Pfy^_8
zx96`QZmk{kUwS*@Yi|y(sfwn@oW^|It+TS&v$#I1u>kpE@iPp)$37!X;(PwW!ZgLO
zz}1%+ILnx)n<poM?6#V@fobLq=zf-7M*F+W@jdm6dMN^q?RCQY2|;UhY>o@CvHGbo
zetZT5Ivxds)*pL>fJYw{*yjmj{+G#piiY%QC5ASDy{Xu+pgwO5l=h7a=)eXsiPCW5
zA<1pw)S)6TD1D60yfDE$8cyqVqpd(U<?c45KsAC+&NK$ym9~INyp!1%g91MMF|U|N
zZgmKJEuw##eg`ZDtt>Y2u=*v6e)NT|`iRrfOotN+`slk~c(|x2oXA?~e)>oL`Hzji
z?xj&-#^5mSa4+Ut{X*CIX>vRla$8eh)W9r3a)OvDck$5`b}0;^K>?05+;9BNc&rC{
z4ts~NN~>q;w{O|LptJiRL2szTkQyY*pUHQBT(ON-88rXm;Z!%JY;<c3Qkj+id7yEP
z3XA%kj}N6xNll;08dP}_K1jw>Vr-;7n>?AN*vTxaX4vp;OcEY9-4WCu3PnZ9dNNy%
z-uyAeInoBv|FKU#(*2_voNw8L{aY4$TMRs%cY`gR=_1D|<*VC^lofvWWyZX5mFU(h
zXH4*bmlJ<cC~1E02^oAyKYm&KCMSd}56^`qBojM${I>kV$+DMnf?3BRg$0+INLwd&
zev;zG)WI4N($KDJYEh>WQ7M%iZm8<-@n}8bZBdEM7^+DN#uspThpTJrg_S;H*F6YB
z@GasZJLu^E(`1moYcelh2+bQHuIe8;f199TJM_XS0%r?9el8v@h782GB&rCT!S75D
zgNnAPp@!TUKRy}0fz>hHLHqj8;(l?ZjC|fmh$o#rcO?B-3lr!UE}+RCk39|u<w=X}
zk4r^;htlDC%a?>yGtPP$Fm+$}k=v26!H9Bw(8qWge@Yj4n|Usz2pFwxlZrJ;3kV>r
zBXOjy)rGizW{AlAnH7`$52Sl~^O9B#%{v~h0*F|hxl1X>5c}Ll?`Q{*36covx;9hg
z$FRs)-PQ!`hhzJiQ4-p|hQqPao-g__C2**ZIH5W*j1u8W6yXUZj-Eu-@nzohl=ov9
zJD3?TKKNq-(d)?o%|nOLI(~S0hXnLmoXOz#Hq)(MJ-vARxsH!^B58D;>BPwt+Wy3T
zGzF45ynVL}#_iqsUu|T`5BjRT>0)IC_7=+}*1j6Dhi831&}#-qwA|6lF`U=lkiG;D
z8Z(xHR!x~tA*;tlEoNvZBAAcJwwt8YK+v^=(Nr?|;LQM*M;=}|n2U0Uhb02<81W|!
zx77|qYftYsAG1Wr0e*0=jsTCI#Q!EzIjR}JE*GkTgg95NsnMwuHO!Ii0w1p_F?))X
z7zWugaSOUiLYsG;JDOAlb`cMRCQ1|%f-GA<5u*>Bk;GzDbni(5a1Yu-F#E&$yuz4i
zBv0%c3Ro3lUb`gfc@r-pMHP)d3uV}&afILP8xBiHVrSW#?fq$#Q?W=a1JXWH&u47*
zyX4bp*usfbj|3}guH0!z+)F_}4d~P;x*VFX$q;f`LJJB0{_Vv5n56h5pPH|yq~V7t
zunP<#-{IXoqIpXdd%TZ6dX;rM{J&XUr6~n>iq*E4;FpL|{)Zq}0d1%?R7w{z>i>W)
zm#^*9v@aW72=&f3D?nWo=WE|UKVZtE2G?8OeHE#LRLe0ReFuiIcu(TZ+d(jXP{lr5
zQ+EG|<V$qJ&~xOoJT<7qwG(H)!k$*7moH?5z`g!bnDuW~V37FK15Oys==nCh7v;zD
z-1ER^E}?r!>o%@R-mi|~Mi()Yw-#Tj4H^Os!U!*(a!^L9FLZ`&YIG!UIj!u`Whbx=
z?6STK&6`gjs#K(2q`sv7&NlO;yJ|?1S<r5U_NUV={eMj0eAWuPU<CF&#qHA#+wLgo
zF=Y864LEJ$L#e{~qo$fOP_ytI?k?H*5rtPrhH9)uUcDa8HtskFNds;HDS&)yu-d6F
zn;mBsPPM1_YM**^mVBM|gQE6U=m)vTvKezi_UxVJJx`qrrr*-_x=f4DewjEui5ipL
zY&m&2>9(~$YJH;mNS^Cyt*hPqg^4X{r_M1YmQv1D!(@kys)X_x={8S%{R|2wsx7Z&
z)~wBVxAv_}iLJ-slT;P@?3>s2w7k*Il3(^ckz@4RMz`BKNGPyl6_|gV?;Z^T8b%{&
z;-UpI&Md%{-(@6PPqY<Dc;A7?og`|s7fAHlE4S}OW^O_Cxj&IF?^w1-x!N8#*D=4N
zx6ZvYm#16V^>9vXo&M6tUObTN#x>Elh)(C9*J&i5J_gS5ghwWC;i~{awI>Vfi=sOP
zxe2X0t-*xB+|^sxj!T7cHQqEXHZHq0J0I5aq+`N3gxo3e#xF<o9)F=?%VwSYtUXrG
zw&7;a(kEv_r%h_aJZ7g5lGS+l=wFT5fnV!M8Y-Woicydlhs9Sb<Fz87Xom}Gl8pL3
zxGi@MpO4wA_m|1;n1?I8=|#`L(u$KkWaA*A!53ZR39*NKsw8*Q_P>oQXvDa{lawA)
zIWMYQVBQH2mjIggaVI$N=&j7Oyt;M%f&9^6`6%u3kgF7dwGYZbX;RX;?W9}>-mE}Z
zcy>0~+Cj-|QXHpKr}*VTXqb^MV)4+k2M-}n?xpxgC60XmcF{QS>D>-loi0<q#F5lU
zlQUb*!hL#mFYmP|K6&wC0)4^!+O_+E*139JXjdh%VD&zJzAtj6FGqI-^x)w$Q#Gki
zS{jG0UKoh0_*|42xNYK7BOA{!p#0Suyux#XDqduNlk5(9hq0`eh12c~|5YLOR4oLY
zu%$slAQ}<a2FjuQdQ#VgX7RtTzAO>n@Vo;nsNvcMq^DO2?^ir)hCHe7mmNK+#VFf&
zY`xUNV%A%Qm*U!wkDsX;s{am;YZ1|NSayEan;SKENxw4C6}9DWeL%(3m<6DQj02O>
zTV_~J?ev%GG?UKjR>=6tyn!M=qV=d`kT}j{_y#_c<a5g<agbkAbeJ{Ra8vOme~{pn
zpC6|OXKSvtx9l4vZ=P1`@)Elxb@BCW+-tx8Y;DY?g^uJ%lMnjShTh3emwoB<+ANWE
zQd87?tqIQIqH^J!iEnAb{RG;>FX{9&hXc4hVya}#zAQfN3CLa)0{S<C8WmhID%Jmb
z;RI|N&HxoF{gFp{Lt<_;U=kZOrjw-axtXsIn)*F84bW@1IMLo}q<bG>tuk$aO2zva
z=D&Df@FB#DUH#-3_l1^{*kb{QFZUX_I7T`kg>D7J_-WZ8r5z&S+Lb5TZHHhItzswl
ze;@nfYZ~O{DDlkYonir1S-;|CQ^*&HmE8Svst&Y=_K*1z@A`k)ObO-*NK<Ai=L|Y!
z>YLYIl(PgB3aGj5$~m16vp*O8PWgm>*b<j3R2OIFw#-Vg6`rmo@Big2!q+%XnH=(d
z<Kb!as^_Jo)lbuz8-<&`Meo%n&u*ufJLWx0J2r{YgLOQ(`Yc=i&pDNoL#)j5mxoWP
zywO@Q0yv&WPmYxzJ0%D=cTn<TUN$O}O6lhsNosx>;3}naJiH}mHC(vQK7DfV`iwo}
zSwwT``*c0^?yjUy-cF@2UtvSTR3(qjOvZ7q@>C3!6iRAUhK9W_(b}vVU-)1*La4x7
z|6XzQ6xjSr5IgBO=jcz19+M1dsT6AC(dYim6`7!>aL|vC$7O?F5p9WUBP~Ys3*6@`
ze-wq)i);H`eD|#Adee<|kv+e>;pFwUl9#8km){B9&(`o2`_u=iS@GOK{{w67A{))&
z{Nupzwe}|GPNe2~I`e<XjW&18>Gf^v&=gIs9r8yFD>yA1K`Io#gzkABV?D~M_16=&
zGt*rPYe8MkwDuAYoV#lyCFW(PI_X}PaLT-&-t;me-Us^R<h1Vqy@BEtlhpYmadmNN
z$LUAv7XkC%r5@%7?1_w)%ewss7DwNu>OCjkaFh2tR(|NY{h$=?T|r4DJMfE@`x);U
zv!8vXX4k^%xg}JhxGDp$QJWnjGZ#7ioYH^dnXCvwJ`%5Ry5H7{Ypi&wcGJ|n|2S7o
zJ7GlAMPi}l_zT;a=vx6N`;wqfv|hB0eThXKKXfnc_D>4-^{t;2mlWeah-b43Sw*kq
zZLH!d6Hc{Xj7)|<lo}HLDgBR50RmZu8!(AOy4|SU9Bb4tYAkmkhbGPxduoMRkCQt7
z_I*K|#PpHhgD(jc;T+b0E>75SAnnYcMf!(>k}@{0k*evs`*K8{Vj%7KHmGjEdZG38
zG0=tc=A*_(sK(l{$U(;du;etKsw7Q(skifjgASNtth)CPm{nvW^VtulM;>m6e+&ui
z7#n=WH-2bLKws`-h^`uJ*P!ul;q|7ND^g)Id;JP9SMwO`X;#?d%%`jeVq~5j?t8ai
zFFosjWl+$^kSTYJuw5u@?YM6s9tgbV@XSR2eXIakbj)Q~jHI}jH&eK-ot?~c;p~=_
zI=4(zAAiwyea0s0gMYK`l9`b{H7g+`D*JiTCinS^7a~*Mz%P$lXbWHZ%A5M$?Q1GY
z+)LV}NyO+wiAW9jwfvTaNyx1LxmKVPJy@Yonb_>OHNYw3H2!ttxOr@`X6zm8VTY$L
zUGuXJE;@4a-o5P5uu@%BTUUv9Nwbb5qe{2a==`_3YG)V17fR(HRR8yKZ%*WCd*gZ3
z<LvOrKVHbA*P5`~DJQ*=ng?piBJ5i&yK2|BO#>u9!d$FBPgdW^+@bZ2dbM_ZiT!tR
z7|wvM_&S4*LG8p&LhaCPa`!BB?CzgAA*}nMx8TjKB<=}=NiO%VsY%(-_1K=;?Pf+3
zh)=E$Qhqes$jRa&<dA6IR8!`O>_O720^@RrK_%uPmuB(lvY1tlXXfH6dbP}hLwKLk
zV{h&#v}Mq|R`|LguUf%&h+16m>X*@lh;1+73rem#O~P&3-RO0$vu4pf-!rAWRrOWX
zPJNi>s~O-8$zPsKd|7s3OVaVW=+3~~MzV3i{pw?<MzPhrXRrflPZt%#)s(Xx2v!{r
z+#GA&I>T0R|HSzz3zf^O;%wd=>?|O5`&Q5G{qTjV9DiD#>h;4$3I{<vZKyGLZuWa7
zriT14r8vK?1*uG=O6Ue0PF%hJEjZ;(p02`|GXcO^#X9+_M_ISOk`$#+fX63A&ng-T
zmhibN+-q{OmAmi%!v8F7;DL#okCf*N;u)p|_y*Hs>z`)Kn6`UxwjO8O`CJtlBi^rN
zseN7kaM?&=q0n-&b<?+M{fs)KA}NW!>&JiY-*NF1-bdHJ+t9pFf-JTE&k@sauk0_T
z_c21kG>RTX%$&5##1|c(T8zd1Vo_CZUak`<vv7AQjg|f9*<<Ha)^tX^j!wEdmOuk|
zJeK*c&`lf9L+$ihL{gt8e7`6nWjU#6Bw{P$G{7HnM2Dv*^#q^Wy_KmXdS&$&Aw6TJ
zHBqKU&`)@$MOu~5jqfNgL-g!1Ex?q1fu}UNLgB8>p-pZ(oAa8=j$5}UYou$e=XqSL
zhhq@q)O|vxY5PBGC^Kwt3~za#+nynDbjC4p^;^M}UZ>B;!cCCm+7F#dlR7v<1l<CA
zgA4u7P5x0As^8v7c8|<#T=C=$$=u=uUJh?lR8!&jiqr9jN$%5^>oT5o7VV{M-!>??
zUpug4aOq>meDo##47Cfl{NRVlwP3g9jDN=SuOS^=6;X*<`f#)5pOJE$PV`XFk*tgK
z6E2Q7nhXc;-dISvp!0SS=c&YhZdUoaa7N1N<d<08lJ3e0qbgaal+%+I6?`?Q+_Yrl
z;=>_YQ~Wlg;y9tY2X!|M!`9FK!d|!jJoM^U(kHEUTUY*bWf#o-4?8GL+Q)4Ua<_Ec
z?B{sC_K5svkM5i;s=zl6r<CKtvBa7?W-b!2snt;mD-ge#7uY`nZ?&3UVjBMN-%-5!
zXg^p!I5h02dbaIpug84k@VEAie_`t|IT4ri%C=9xH}llBXRM6jj>w+t?PiX!zX|>8
zx9iB-6DBdQe^L~8ZaYd61~Yq&92f<;vxt*N#8mWoKVV-A#!L!T3ff8Z@{Sa3P&+Ov
zgg{1G<>l-xCk+uzXVy<0zj53tWQZyfYP~k%WCA-(hFQnyz#1v;@A7ncugxflX0w`v
z$-c;NXwAxa<G&S^#tdBM5C{ilvePopT43L(XMY_lr`8o=HLqEU3Bp4p-YNDyxU=Kc
za95Wtu$En>;9xIu-b-{N;pm0bx|Q9N-m<y}QpZ(}tqD8c?}I04@p=r{PR0ksxlHS_
zJ)Ik%0njw;!KsV?hLXYwFDN2Woj3BdvOA09*G7~?!Pj_i`bEy4{O@b(l#q@TTT}l2
z>2$QK=p8BC+Al+nXT<bo-8MKw5ud48Aof&~+wGbKmJ}j<yan<^kvHoPLq^E@awac5
zo(Al^H*CkkL;fu!lfda87{{`AvFwtU=coT`rH-I{tz#Sj(*SiD+k4AdcW*aPLc%<G
z8@^|qBezy|SWSMMmUN6{B*geh*hC6Hy8(6kS$W6hV`|Q&odl-`6ESAwg4Uy=7pEN<
zd~C|;g`lML-UI5q@3A#qwZy_Lp3~$2n!#Y^#?))A28vwN?C;5mYTc6LzsX%h{y!I+
z<nJdA%Ior;o?MU_5_@`9)qgNmLcdNNr<`Nbc~(_fKQ3oN^z7k~qtCO=e-5%WAA<U1
zA4yLigcCCVpE>MR4rhF*S(xm;MdjW(z1*xm=6h^5<5|+X{JsZT6G}dkckUJ?2%qYs
zq@NZOO-cmy2+=@?6nqpUk}YgD{>(x}K~}tK5EZCGLK_+^0RoXY1PBMFb;!9a&D=71
zGR9^B<FknNffFm?S?jek%srlJS7@m|u~eU;36-uVsWyZ2pnp(I8vjN(+=(9=fA+E#
zANOm0$|?r&tiAEg5U72^$$e=N&bmJc!TeFO>cYaiW+|rqfiWo2vtpTMlSIpW?Z=N3
z(=Qr^GTTtwec<=~HzLFI4(-4kGXd5)=yAO1Rx$7!1*(!(8YX3M@b5#ZYs_wLldBoz
zlb{5fZg2*o1>R#eGhl{r9LUfnHXXFs#KaS{i>&GG@D}jHrQv>GKxJ42o*T&4-BxA=
z8OLVDk1ph?d&0geuLVT{pCEhQ$v>+(HMSh{F8Z`~QR`OsGhJG#Z27rmTI&Jq&ZV{{
z1%p6A1!+`~Mvo3?b~z9+jz;f13%r=(won{N4Q=!xgDPM_q5{4Wkt~<+AWM@_p|pOU
zk*H$uIaQl%u8I1Zz3);2jf4}$B&aPETyR1Q?s^w0@#R2@+m`U8RK0RoN+9hE@m>Ni
zf1H|S3CVd+EuLThnFsK7p8Yu2jV%1kB48<ST<W3&-#(7mhu4JP;d*h+w_6&Cadu_+
zF)m*smp7R5S9OV4mV%qfG~I3|nI~#X79PgXUuY?G=cSEb$4o5Oaz842SHlyw`8cWh
zK#gR=6fQ-Qf(xP5cv8qucN_mglxN_(BRoJJ@B(}+p7Yd3!0zwd&gQ<V%%RR3Dl^&`
zE$DxXkUYnFz?lL(|Gk_KG)WB#%%Nq&^(nLzQ)C}qC5(7=941jdp#Jp+T#J81k8)2M
z-3YchBSM#f3SUl+V5Y!Bh@g;A$}{m;H=4y5?y1XW{9B+0cF5rdhpIeCL~8m|J{a)&
zN0WoB7~@&eF$MjgZ##vHD$~A;>3G=2RlbABwl-;_J3>};T^pWowm<V^iqS1QeKgmP
zokEz({k`F<%2L~2@*BrgShsH4frpvmjuRughqezMM~q}pVAs?9!konzN3UuI02DQg
zb;3@qp>!XN6(U^ij@s~ZW6c6%e<5s3sP!$)I{@ZeT#hcm;xcky(y>U}pNe6&JiP?v
zu7#)_Od1?dP|ZCP`7{iO7?G|0Td%V!9q&etGAKwgOjld;eT<oZ0?}6BAs1>NQvXza
zXi`dm0PgzRh#i*NXBc-Mes0M$cIt*1RkP>JO6Z(}Sji*!pcN>4e*djI5SH#<FbAHG
zfR!h6G6`$VeR!63>O?!r`<ca$dU~TNR_Fd4GYb<Y@90IfMU~&D(UMU_pYh8`Z%w$5
zq<o;@QNC)LbkuEVt^U@fM*72j4jn<nOD}oCB|_&-my9qa<hOe#W?>htr!TxFA05v}
zB*_Yx*`)G?Hql8-yTGK5(j}%v4%wJ$x+ExFWWL87XI>kQJ9wezk_Gy^eu=(E5`GHj
z%6YIh5DcQ+%b7oI8nnWFm%Om)k*~MCSsG(Hj8r91G|GUw1^uXKIvR!Zr`W=>u6~_h
zw$Yv3fx+;mDAW=x<s&Si073nzL%af1Yn+e>V;1<++77csYeV1Xd%~udP*H3X@*l{u
z1n$gdljGE3ilB0FFiPMZ)~W{rX*8COA=7WBWnA9E>_AM}WjIRDcQq8W=_A2Nbs7%Q
zUo`RqGf7b=bR{}zKx!>4{gLALhDd{E=I+BU3Jfj>j}t?<@0HZ{YO_PvU??fUOOVu|
zC6N^=?%y=M%c|aTZh+$oS@k*hA_?=Jj`qcR`3GH><lf6y&l-_<c?o<HbA>Do4w@qD
zmy$fJ&*VH-DpH1F{pHV^^ZeF5^fyUQl<&M^F*b;&oP&@V+`9x#h-z=M#<}|oQXyVl
zSUKtr;RcfNUQ<(Lp3)ltml7hQ|3il5LW;*ow^mOLnfpV0rih~im2k`&?c5w%dN=z!
zwn3a#3Lc!l_`Xh;02r+=Y0skBvdMuxZ~PG6lEIXsCjX9bOqGBe#KTRT48A@on|0rN
ze5{^syd$e21Le9jMXv-MM@@HB7^ZAAD$d}fxglYI>lAYUd$$iXb2l7m!L8)Fb+s^<
z<sk`r3CqcrNtTWR@>lIC+yV*U`2fh<MCjqkga2fZXEiLwB$DNom`(hk3W&*5`T2c_
zZ?q@vRw=gs1#inyKa3DEt30OL@8C^}HZ^;XQ)jM2yH_@$!9QQ+Z!hqi$jrAE|KA@P
zH{oU$O|`N2IFK{?N}f$E7+jy8QqUNMQ%e0bj$6G}fLWd@MGmTD6V7kj<>}Hm8ZZ5T
zr5iBn!3ip|7OP2Qo7O>kRJhwS&5~<OBg()A#^3uj7~vX?>qyNCuxlrVKN8j($SV@b
ze{TlQjMgvb+T$Ng{HhYR^hwDpj<R~*`nS~nqNdj{qJ-07RYuaVCLFOMfsNZGK0prI
zu|kV{7h>?VJ^k%>n`d0{g0!^zuJFgfB^I>M@qGw5ybO1XOfRDp=Ep3ei}Y|&cg#G&
zA@=ld9Ep9Yay~?%rIFIL=Z~;Q5fSfoDTl%STCyXtfSM90IFy)nG87{YRjPt-Cex%B
z_}J46I-OYJ855gwS-%*Ad5Pr4_;3JKAlvN&T+6EWKl0(YH1m?_)(lf!taoD!SH((x
zN&YW}NJ=H=g;Fp0889_kCiRMLZf+HPrF-P}Uq_`QH)_9QYq+Rl1950tNHh?w+A>&6
zt{w-W%nBkoh}#b@LXJ48Z+w8}<L$r$#Hu-Dk$c?n8VGT9;(G{gPH8^{k3J&G&~lkL
z76tpx<o8gqGNk6OcKZq~i9~rO4WO?t242DkiHld-9{Guk5;j>bly{kbyVv6ld&KQ<
z%|U;dW?N6J>c+Z}eo<f>0Af0BJ`onOPB=0`9wx&y{}5tNq6?{5W*TR=V@CPMXFB)6
z(C794(%<HS_qP7R+c{TjgEFfRdis#)6ySUJi(5$6Cy@{w(6k-@@|)E2)cK4tZiSy^
zSPf6u3yt(vgA|)Qb;uQ^e%!oTiYf@#xdo_>Ha#Zfg#_7DLiBqEl~Uk$GsWW+<Kp6B
z+ndA3Y66+(3B=fzYtHsXUysZRCIo17JS(Tm!Qr1Z&^k~W9wIk|VI+#L)_lPx^d!4L
zdG-(7R0LVg`cbjfJJKkS30v2Q$=9g}pZ(4$hx`7{BeSGg)~ZTK1-6k8d{?kL#sI3-
zZ%DN8vukXlmvfClAnBMpfb$;K7%oh?s!2uJmx1mW8@Na@WLyW)3aC>);*28w?Kc7x
zk{+&Qk8@%^;0eIjw_2zRIvz~3Kc`e6oDzi;orj;cfl59srT^VZesd1Y(WbcA2<)+6
zWoa|Q)3$#ng4#$tQT=EQC-iWBn7^RL7m$lMc*za$MI83YjEBv$`Qk@)l>Q`_T$IcD
zK@tzZ6pM|oCg`%lQT8?L>D4FBA(_t;asz3IVDi*)hKfXc*Z}csl+_&#>6B!g5VYP0
zFpK42zBIn;fRwJ8jzorGkxR7}jK(?i&xVR9fA1#55b?&Ubc-H!r<Jy@9VH9nD&dq(
zp%eUyG0H}wkv@S?%vIR-DWjKrdv}7v<7`X8cd8CvlvYE|v=C0b(pFN{6@gVlV8t-u
znj;p_G*T?mXI{H~M|yC5WPp^)WZCI$)iuz0|8iO0gl7(ed_PgHU@F?ts&F~Cw_GRl
zQMmLi5hzw#)a>0NHVwi3IS<3E!){c9?zMuiY_*+6xtASCA8Rtpn*|Yl5z%wJk=w;9
z=yrSX!FRA@FIyT~A&;45GGw2!*o>YlaQmG&Mg!>tj14iNWXlwv(?BT~)Kl(}3FBjU
zWU(Tb!f}>tD02iJT|}p=vF_{oFj}^PK{`=Cx%$7@Kr-R+uVKe$xJ-h^cmgW1j!}n#
z`ibxPKF~OsZEBN>w|jKmFSR?jNOc-G(ZC4bp1hD$ZQQvfk1ZEqWDOe7XO1bu8qV_@
z%>!y2JgA6Y%YFS<91Qgqa?XyaJ4_>drIn8VwbOu-^2RCUmg=D4d%*hc!&=zuxc$BM
z0EXZjP~9+Hc8_`-zVH4X5fq44T@}<6g_=SV1aFd>R!x1zX;sM;2iorg8ELXn^O4sY
zNY_6Ix(_hFeQ;P&CyM0C=OMl0m)#-~=b3;|mFj~_Y{>z<AW1?-a1AdQQK_V*V9;x0
z@#J!l=C0Jf+pV~MA|gSy*{1{xm(;<C-U7~g%RU2IW>}xk4*%8g3ZXzP7LhGCx!HdV
z3V&XLb4hPSj_A#QaKmjILko96N_T-5e2XCH8w@kY#3U@Jg|l1{#T=z4197w)9~ArY
z=f@YD-=kP>p{qc;%^W&&3g_<;P={S>jF?AuCXoG53^nk(KX7|}mPg!U5qO^V7s|VQ
z0A#=^4b+^aoroq2e7)_vDIPaYTRGrD)za5sEdcpd6-mIDRRAaDH%54qZ-)v!*t8G|
zhH-BtuB?`+_lLJg`T4<6sAHJQA!c+uW$vr<j?{*PY{Uo$c43&9_5E~b{^iPf<)@@W
z6>wH1GU`<-Kl?4L)Z4}Md<O9R$`i(aei#gw2ZFV>b!r{vNG5x<zYk{6Lm8f$$8Q4Z
z4R0oKj8I&AJzZ6LDfBMzP}ZLbi{6Gb>~l;SNoAiRyBokbPRuR%PyZkyn`;|VKBPN{
z;h?@5zYZW{_5?@3=T>Pku#0-EPY&P?y&DO&9Fx-cH$UGrqhA!$zwd*xdAPRF_Ckm1
zKg4EfnxZr>OT8M__@N!8dbDXLFGyejlb$6rcs@{Y@Ellg04&2)=G?0Ww|bxYmw}@J
zN)Pt6san^WNjDVBovYIjr+Sm)+<<l8*LNp84klWG!WsMxJW&SFJ?24sBWaX$du$VC
z&%T5UU^*lx%o-H6gHA!g<T&~`$aaJ<{H2xitx=EX#v7;+c=wkUoJct+ntMi115~C~
zCv}6ahSM0|>3Gz2s_DA`;2mR}x1J=8cw>Pwn&%Fjs24~8%q~)BsO>Io&>x>-+0CV7
zv-ok{s{jEila#4V`*eAuzuvaj0CZ7UfbmeD_zAMY;4*Z`sgQh02Xh&w)w#I{ZJS=b
zPEKP-B|aKlHq%^@viJ&P@+O=Zd0epIk7h2|Kdi*gT-PvlZWJ+qyGW0dTm5$*nlZ+i
zu<FFZCM;2A7xZA1at|5`c9Md&^=X{FgJf1G+HZsKNCjF`e)m*J3F!*`yu`FFYI_7q
zni~y#jK@U~$iIJKWYO^5F~-*Yc<LzR!B;M3c)ZpnSIt3J{(k#z1Ri(gmJ$!Y>_$wk
z$j-Js&DqZavtH$lX9UJb9Eo7OYZdYtmmQxrp=z?UL0|9ZB*f|!3=>lyz|+sJU9Nc~
z=!!IR5^;SRcRm=DE|Go*V60=lK1uisd#+)U;y7MhAy;C)x$4lhz`S>5-h|;#dE*(B
z^O9VDB3AIC45%8)|57?CJSKiG9>#vEt#pW@$IP3<!q0(k`H?>o&dq=S6Vbt$0z-HD
z*uVOg<38&#+nTu4^Y*ZopMfpl`+d~(OQK~x)>YanahX;%M(j1|ogi#E6pbk!%X24^
zC!cbZ9B`k<DHvD4{sy|JYrwak`KaFfsEMeK;@d4LhK&uQir<$d#dv#$e5DtC_XFge
zznYP2SAGPZ5^jnsH|EY5z{zd*jE?@Aze+Zm@(kQKGti2R)qazSRr*U@GbYGig>M`B
ze}M2p1S{vF#xZZ4;A$Jo`@H6PzwS;Q?IiheEJ<~TTeAV+0$jl=|39R=gPanUSx>Tr
z-Od29WT0C%nszm?jq8Y7<k$&0JS$!<w0gMq+aGKbJZgSFH=qQ|ZMYgZ5jmPGI4IXK
zMa%1GL^sJ%KAf(XI4KTRv#)YTvW!_%nv-3H6V!2#CbV&YDEG7Rr3>w+gHF_=5y-i^
zRJ&`zEn4|4($%>oq^{fG3e1g3soq^^U>w=$3bEkv9Y{wsf2iOHDWl4H8}c7QhH(nI
z!-OA#bD1_v+h1FKbXY6%UM1txZL(Lw_HWQuEv8eKHA2oj6H2j^86Ia^S-u-*7IOAP
z#7ZLtClF>c5!60Z-O~P<<*7vqJmMgGFvNvt?Dw0!6%l-<n_xFWWcTvEv3^l*AN>l7
zW~M-e{6JFIwmv9~5eFY2SabMSLzIS1v-W^M(>IXuYgYv{sTE6Gt@t3W_lYQxs>w!@
zHq$mO?+?aDl@g4{{FT`Rhp=+BsTt6vQZ9Zqs#o{=*Q+oSD^*ZXKP^P9?jkr#Cgw-~
zO>(_(N}CSunG~glz2E8lXG#x5z~dS+aU&=7ILbqiYsw(^u_|*Ny_l-R0Thl(+Wp%2
zY95#ALY4<he>yh5w#0_q(h?6FCt`v?e|Prk=mmF4Z@+?bt`UbQ=Q&%OkayNMO7)n)
zBcr7jY(pvQaE#FIFz)8f^buXXUvyf>>hR&gy$zilfz{RGap0>IMj+z)o)sC*FosA!
zmp=&oPSZcaI8zH>zDc0m1iI6c<&QqdP#>f{lPDs}+Bf|=sDOCMOrT{Rb#G-pCUWqA
zDWp$H=U;YkwMtYQ|J-QSVz<xmoNE(9j5S0^6fvt-n{{Yk2<gH0^z95acR5%qc-WBj
zGhK90%g63|8l@?i=?smSK>FnqH0NkWL2-8h1-m)|YUG^+0RZ>PD!_M<?fHv=K@iA6
z%z3>-w`mXQSWUyZ{A@icdiClvpmF{D*;|11@4z=zq$Tgnl7YW_km!fTvF*C7UR})&
zuxBW)VC#JG7>FUj$UIoD;J_534)$Wn{bk4{Jt&@p_!*<c?Lv0FrMC8zXB4?#foD9F
z(j<$Nou{PC;i(b>l<wxKIq(zt8gPS_gV|%+ohM$vgl%;@bP?{47L$rfQ_0$@$9ha=
zzLtXC>peSiS2wCkt*#XGSSgU{uNaeZ`*TlDHMen49Ov$%5}G*VX*{nla3S)*ww`3|
zAX_J9A#0fdWM0Ds4xW#ihK1FW1m#L$$3y8-TAI;F+eDey4gH4jwM&G#C&8eX1LJYX
zoB^q`7-$M>K=R;mIb^mAlpziRX&e#cB*GsCPap9N8rxcf*^t_tIaLmO&#__!$-h8n
zZ{jJShtk^vIF0WI;<uji7(E3086o|sCtQeuKC%(TT1u1L4+wU5E<)lm$adI+n7=r3
zbCY^N@OBEc<dN>+VNfp?N<_`HkmA8xK6mUjJ((YXHDgKy=V2hIoiGuC6I9AGU`B$1
z#xZUXo{h#_!1Tr>I<0sgqS=N$_k!?5Z`&?}Q$@NGcq2yN!|6oMpdKiH&vu&^dRm)v
z$$H(uc$~>Fih>1kPuCuM{dv@pPkyQ4;W&=8Ys%Y-&0WmM)~j~=F#wE1QWIj_=5;g~
z+n-P|0FNj0Q!zaU8tkF}lE)tw6jgJ|X`o^5Nhz2q!7-9O&FU@Co%8M1X2_asteT&b
zC_3y=iyGOhVM|eN6FCM+0ptYPkzZ}#h5iOfJL)=>qUUmjk^GBLn+6;%zsMP`#D15g
zXeigyl^EhTZOD3ud&g*u&D9eV`h)A7sxexCJ$MI}kiFmMC7b+yPKdRI+}<Tz9tqun
zu{~&8y_+b|Y)r-mWRwc|TUVtRNIA9{N!aKbAX*sjki=C=NcwzP!JO<8dM~S9a90s1
z1t0xyZ()fX{sEj_&$sRZ;2$<$)wcHb2kx*MAMUXmK<}$k<hlBWxlp&rU(;IB*(QuY
z`E)J!BB!4mOZAj1!c_*<#^gBj;%~bXjBCX^hwYI;le?I4xXy{e$mmmiLq8h`09QQU
zi#=2V@3it5ZXMjR4N;!G9Vxkwyy!9Pgz|oLnAFfs(kVGu)B~NxtsI4C@soBTCb5(Z
zb?A2B__gZ?@%G9nZsR!BVce_>j<MFYpi{KhbBa{cf=pQym~AB~4mGqc!)yw;;=^n1
zY5TkdU3IP&k$^@zA4&?QMA3~)9fFx=%ZsXYr2KZ1%pI7MBC2-~k7KUj&JbX+`??oj
zN+vWNVp-a70y?w@4P&dh?=#1xSgup#^P`Y?QQJ<bWNpn>PEM9?&Rg58%r98bHg7-a
z+%2-zUr@OKGiaKY2)*cz;een=l(%3;*|c(Py>Za6ZpMRRI$e&x*CPZTwuRdsV#XjD
zCv^@<>0r8bpK?B#BSAY|?jXBi43Ygu5y&7Te#v6T$J2G@Rmy4S-2u|+f*T)c`?}2j
zhI3aWy8p>5r*!kp8bq(ZAYoQ|<0qunYLFchfYB*po@JEoZP0bvTT0<8x}%u1kGwAH
z3Q|7Gd-!#bBk_jm#3SONn;whTt$A}v;&f&smMjP^1tI<Dm<EL_tlh6v@SFko+bRLu
zr_D4|Drg>B5Lx^SA-LHP#U;Wlkyd?Jsd=odS;mM-m``I9((jin)k&Z4WE2rk-qB`7
z1Y`P$y{l+@SW_&LT10}S0icoF@Gd_Q)GK%smqAMd*zGs{E?DLs@Oh@;VI_DbljPwC
z=K}Fn4nXLUKx!WF)P41CAW#NrxxZk!00EDk2Z7iIYcvwRZi^`rM4P1tJexq9>T9ar
z0tn*K@!eB$f(x?sv(~h?S=!7414^%2F*bu_$`wJ9?`Oi+eGZP6*0Kf$K>2v4Ecs*e
z8;PQ3zH-&eL&VK!RC>{-Lk^y36ctw3vZZZ>q&hLHEqdT`Xt+r~&;38Ldnl%F2+?+g
z_;P1}c^ioHP$vf3e@5&FnvY`&58f2%(eB%F2P`9(RtxX~y9e?J(RfQvn9{FhE)yqR
ziGbZxzl>FeaE4sF7dbxuI0eq~{OZLWSRv;d&2%gVs9q8GTJfL^5ykj2*{0c1P4Vic
z_7UF@WMukVX0yc*ZJI#{r#4Vwj#$L=dc;%(_{R>nHkk~M+WQY;{2~~)#U<JYDe(d`
zL8DiZFX22_AhCv{Ot)Owops3A{#+zKXc;oLCfL60&x|X0Q{_9%jG8_o0|lRlfW{^$
zFNqSjI?u{{(4#O`nWwN9<(C^m!&z6i5I*D)l+GiMab{34WbLFLnnFl_4yf(18^bdP
zmfqhsDC$9OxF$bU5lp>q%d=MuzJJ14v-(^tgzYnnGZdevcGK7SZ31|qolU4gy&!8i
z^$7{sypb%;f<3ypdXrm^MfYcxCFI2roy8_B478p#2dq?8_DWIBNys+?Oaj-UN<T4D
zgLs2=9=c+O4-$Xc&Jpc3#uIItuJ$i}ldL2Ocq1-2X?h@`^JZj@-6THfN7~3w$nWoj
z2R#scv?oVdJ#!7#)W(B$JIa$4Bd~9z2P%R@2V*|!f%?VwPa|;>xWm!XP~$LMeIEIM
z#uv2snS@H-*vy%M5zA|hmt)CfYR1-hNhyr@mi?;w-X3hD2NUd{cPvaoEUbDAagV$d
zvG-pa&U*%85%zm^A5ta7AoN0Fm}ua$-Oop<uCfMCl$UsPas(wi8KiHM#9DJ=A0)8r
zz+?Q(-i~h0GT5S$bg)A{2&MgiJYBx(`WHGe11aVXWt{o@{zomW&Qd0`0BCsZPkC=z
z=1Y45i(Q5@q5QhJH-L@*7~i_NGJi*1{XbAk0|XQR000O8;cM4gg3cFvu^s>b{~iDU
z2><{9FfU^-FfTAKFilr`Jd=<2f3}A`bJ??%Ys{=tQbH+aZd+7HMHi}1Wpq=y=6>Dg
zaV<h5-I$_Cu?kUQi%K72UE~roa+%zgin;Fl`Th6%<Gfzy^*ZPL^M0TA>wOLym5BlX
zEC2v<fQ$qHn*U|ZAOMvA7aJ;#mpK1dhz0<H8~_3_GBC>yZO{~SB#j6RD8iVGun0Lv
zwDu*!lk>Oi2+UHezp1<VboUjB4=-E|9)sfJ2)b|N-LNq}3mvD_%ohK(e(IL<>Jh|_
zEiSlVfpL{jB(MXWG8s>xmE<jY$%RL*Hf)fi6XaGb%jC*ZAzv3gdA(Nn2ss2GcY`$;
z9u%1k&#NmhYzYERiIzEc5!{(>6yut>7nb~(wI>E23a4RRu{_i+Ol>LhaHA({txJ8_
z(3x<qitaK}ymNZyw-~WXtL_3g@0X4L@}j4G<o@NQ?{}%+NGKfTrT3bjI3(Fe?Mwkt
zsR-~904fk`H7iXhPR=$LkwO0GDz51Z5Vh2JNm6<egq;;N9(0cI($(zaaf8FSSWC4(
zcPq_0c`U?|yo}auHdSffadM@yA%%Q$U>&@y5P9!=CmdcgUx1r_m97jHnJO)g&D}?o
zsk}||?mDW!bflS5yw_@t$o}1EnRPBmYU_TNL#);M1<-!e%^(_@IT}+=;VPam{$ka1
zqd}+}S<7F+R??AVJ*kDGyB&NiLM85ULRLg(8u1Xk{%FiqyJbg>q8V%YGl{K*RQszr
zP(WqlJi8LK#i<otLC75%;e+g98H#-0QpN(|3Jw3M8wA_njgbOf39J6^NR9P+c$zL>
z>ut2+D}^l83=y>>Jq06qf4IMaS>t`#@>4$<;9OWonhr$6wKG3*)A2tIni1PRfPyo;
zI>_67I0m4Kibh#9WpfM8{-t8=#RP>J*`6TLr`ejJEni~B-=dj`vA7BD(1Y%v8H{u+
zvYNOkmX-G^f4qkJ53;!}5ISM=%J=N_L^K6jbqC#xQQjDQ7a_jADT&=9J}%zd{=7$z
zcKCvUKt9C+s8Y0LF+sMX+R!`xr}v61)vLgBQgj%8S&%<V_{A4yv8|Y>FHT0mTOncz
z`kefx!Sm?<Rx5y9Vihn3jD9B*h}GaAN2#z+LtUc;)~rzU1dscHccLawW)j2UsJ0~i
zfR3dO6l-k{|A;c9-)w*!N{;4zT%uK{rxU|Nw4nU38SQWEF!xhIHR831B>?Auaxc@j
z+)Jzfp6?2GXIhA3h~DqHW-s^FkBG)5nF=Ja!NYWjmbQ6`lQUxs^8G;^xXS{#wuYtf
zpi_*A5v}&O4v_?%_Uz`}#muF`R%3niXLCSC|H$Nb5nj75QgsTdUtRWVVKYk6MEn0q
z*4Y_&Kr&L~72&i`%;NP1VFO?Tun`FSY?OXe-!*t&?a@C~nZc^(jg4>BKRDo)(x07^
zdF|5KuDQOUQ)bsLqps|Fs5$b={rJx7zgGSVe&BHUtM`_^H2>86wv>C-pL4LMZaB?s
zSew2I>1?ULl<lfa=xR&b#Vp&Jyzc7VoLvWYt=su_<sQQ;`lcig-|WDPt9B9rENj4P
zDy>VX_q?$9uxc{HXQBAD-nwIR4hQsbYjP%Lt3p)`bWWVx=>*FmbHxXW+TpE=CW#!j
zr|Mdx@9;_ynVeX3M7fciNGHULWbU2UVZ|-pzscMP<RHWyWu4Nzt|mA+U0-B`iGYFA
z+*ty*9f!_QmFj<bs}V7bAByjt0JzK+e%`-qR_hwG&ck~QG5^k`h*%e+d30IZ5bGHz
z`^@m~Rfy`~XIf^0mc)Puv@24)@deApK<(2cF&&zBAxDB;Pf-B0WQUJ0kyQ{|CMHg5
zpo|`Z&LpblFc9Nno10@KzHXR;&25BpgIfhen)el!rimahW4SSZA^IboJT3AF<Y)#T
zfB|!(KbaR9(*;K)ZFrmH>DkN2rbcqilVKmFMf2)$55*n0T5=4*;X7{&&8HhBTn@Fs
z58xzsd`Pw4Qu^a80ly4<XT7C!)|!4oM-uAr1hjimmtA#R@`J{-5rs%v!1`fU-0zKi
zwr{Tgsb8#*@Bmx2w4JNJ4qEz{aMcAv3Tw6m`~qzj^AQzD)|0@h<R6yJI%~VA74!5v
zfV;amyYVbNBZ)b|us3X50QvE`h2oc})p)=cSw||yWpX>{^>{0d036zJ+Kv1UrTX{A
zMrv}Ib>5`RSEu^-)WV;es(ng#m1a3_!P^#^7n!_!$j!HWLk<0LPKk`Ma{H&eaSns@
zr@vl}=<KQjnIEk0;qSl1?FlNsI0AhsPexrHZF~=nVgyTWz_MAjY$1a8+?P?OD~;M<
zPO}$7RH<7%-(QoWw?M|zoN4-hADY5573yvc?Zklr;1BY|Ea5d(+AKeC71YTsLtraj
z2yI<F5`|vW)}-NAb>2bFjIl5Lpsfg$9Mrw@NGm*RZp}YLxhAj##+KnNng<xMIGaWk
zOGmT?+OE_*N)#(tHm#F>Y4fAqUO3!urU`U_H)RiXt}0k!4;bkHY?N$$1lx9qW&C_L
zJ2C0FRcDm7)EdmSS*&kkL*o2@F45Ng<g=FOQzK91V_$Z49A7o({}HUU5I1WY=Fj!f
z20f~8V6Rc4R<DA}rT}}iSGdGezR}Dfn0D#o?L=zwD*W^&(AdC;-JvbL3JKxInzF6I
zg8QFn#zd<_?U>k4o((22hIO0G!H=myaT&U_Fv1k8u7XbeN5zZ2yZTA5C`hEenO33B
zJ0#7TurRSAM}gbXjRk?U%duLJXd}4=)utuY3YVCsN?93SBb)BP=>0Y(TKhtI|4@`S
zQ@F9b7k1Fj4NzS1o7f*@6`6;SasHM!_;&RtdxH2o<LI_vqWC<O;PAR|`$y*URC7{G
z#HfsQZTL(VU-dKihHpj0K3vFCn?t#5uwvA)|6`4n75Q+p<cm4>5NHD@GM<a}P=BXP
z`f}an-VHLm-?Lu<zOZJ<=v^348}|iMt*b|tqK09Y$uLg(#k;uUsN<$sVZToC4o-Ct
z+4LE5;sbaxM=_R$r;>KuuH|<8WdEIQCOx|QLK%vcJuNtSPg!#a82)DT2n5nVb2Qu8
z&*UaWM|wy2``AFG_f1k$n2A7Rv73K5>9QQ$eK??-b~r}jDx@7{y41r}XWp^ncf^gn
zPe7Vv>^ViqnLM>g)BN*NoltfYd|zPO(Wv093;h|1$?Fi){H2s?$OfoZV#R}d;^!++
z!?(b@WE(LufG*S+uKfG$>@kY(sGB{QcT93&g0)q!A_egn5_a=O-~g4&0dQ3k3`g6`
zOTC{VNkP0Tm~;w|BePxwfn7$5;pY=HST93q57;ZAq6pr1(d0it0z7&fyx4H^2dw&&
z<}l0Jb<YQirUiabqpX8GjC`15O5b-wmU2rWTRa-Ted!}WPULB2mSwW*9YCU~g?SSQ
zpM6kDmDydx$qP*-yo-Z8U9giaRLs~|$9*4(SWPrSG$_oe^#{j$O1GAt-fz1{0j5<C
zk~2*>h2X8!QI1Q%SqM3(J9UOseF_w0z_r$}`p!<=A!D@fKlOw!$^GmXArzk{h*1P%
z)IS52@qU{;Du%pLTZyekl-s{-Z43iwOw365+UF9DutUMzSNNXadQ~1Yqinb<LSR1Y
z+D}_CizLADU1=gk!Jm?&P`fOKsCfjgd5w_Om%fbynu9FAj8oD0CVFDXjg`rP`J%mE
z7J{YO-f7%MA;&!cLbtFJh?I9<!ISLyu@{|CUA?u%W|a=nz2@3sK%itP&5_BPQM_)@
zwV5xQXWGJ{sta`|h~f_Xwm?o4io*kIWBMBg$rW|1Lq_rjL%=|}J)|%$id2I$`hjT-
zUyc_{_R+QyNdN(*`27NZ6H75~SX8z?h~tvD6Qb>(DzL*-mHrG^`VhTKR1~3C6#*Jn
z8<3)J#+4}4L$$bYoRJc{wtPsTVb?4QsN&OE!<?iR{$6<SA>I!u<q@Y*;r0?<RX*Ms
z5>1lsgefcqFpQfL%2J1DLrB}-*^t+YokHIAy~g^_W_2JZ;-DjLpizLX7zYT;3uET=
zY@{aFSk99`92LC)uYWGrP#zI-rmXkHVptV2=2aMt{(AwU0)=9;ep-U9=q0~>DTE^G
zm*_)r_CP6yDT<0JLZ0006J;jAagxR=io_k5M+Q8L27sgm%=M4V3?~*;(nS%gAHZ%2
z-vs&3>>Xk)87Ja85M-vN1*N`s(lj+(3#hDElx0h|^VhTVh#ZA>roR|)kY$~b@yBfu
zwN+9o@3kgmM-2#oP?O9r>f~4zO)j!PPVW%q7=;eEPT`Eocu(NzwY+5TyhrsLq^XhL
zw%+9jZ>{s`yNa^3Hz?=h?gXX2&RHb!3>g}~PtSsn9UP?D$+lmy@?JXeD!tJ|VW;-j
zYkgCUY9@i&6dsj&iSSqG3x=bC$+`;IbpsE5&(4z5%+E=Bf{0KipPJDeA6f!@%$M+1
zZSuWcN{_<PvUpsMY92-`FIC1UT{#A<?NrAvY~}kkySd4I<(${5->W?JHWhI4Y+PY4
z$=ImVQkc>#GX1pn^va?xg+iVKFD|acH9sq9MCkaeX8peLM@F&GJmV?VdTb|M^E!Wv
z@n-G`j|Jtdu*S<XnOd0!1Aromi1Lf5d~wWm_L17;@}vEwe@9yu-JQ~GG9cF5A0cP6
zt7`ZkdUoiicb}r9F9eYEn>D^z%~QRqJhSP3-8Jd$-{}p1f5sjT>2P~}jJcG5bM6yv
zFyd?3!142YvhKUC-<gqJ`g!oC-i5D3^RV+b;uqkbG3Cp#$2wjJA9)=1PxQ{axeGbr
zLM&1B^iIF!VWvM`w$MH$jQr^QdQVCEzrMx^SzDZt*_7^9C7dO8_It_S*vZ4cm$%;y
z!!{2$3U>|Xn5q=@mX*)R+AL+x=Y(3h?i<2lLlV26ltq@$PM)=qjkV87)_W!FTa&}y
zTVPgu$dR_rE3JZRs<Wji!LZ`|Ucc13HuJ6Zwa=O-Zn7`vZLvpslGa9kwK-`J7u2Ny
zOF*>0@TKOJWOVWDvA?CuuOnZ7DUI5@H{Gw$dtkHFa6{6D0@DdGW_njXD+_*Cao@kN
zNO;HRG->~7^?Og;=iWSxI7>Dln;+lZ8gd<j5r+MI)9Z1!q-6eee%qoLF+1oya!pNB
zJ7(>Zze!HmJz}}dp98I0f7E^q9Y|7avNpZa;ult$s@3VKrFp#|Xh`hlH(X$Jyma>G
z#Ygj{`_C=6o}0f}xWOys$m(NaRVw=e`M!U!$|&{ekAqRQ>3@p@3wP-@ZNGTS<NUyJ
zt=zM}&sdcI-gwuPbF#vV>&0cH>LqfcNz_cQIE~zqdx<N}6P~~MP>p}D{;W{kg*Yd~
zZ^9`9>Y8K6pV243r08DHbUU}};N2?W&E>zZUY7nWEgO!}PlWmJD;`*j(kSOsw)s6%
zQPwiB2~S84bj`Z!vc^%aeV0ev4g5wG*XzQjtq&$l+6;rKH7;i8CaYYtqLdb&0IRm~
z`<K2KrzV}b@vWh~d^msp_)>dGO^vX^6kl+L_5d;9@Yzb25AI3j$I+1pll5L{euQH>
z#|<`Thoj2u^bfYkInejMGPs>p;Tv%B{jBS%UMI5^&3Br$&GmIReNJoX+|>H^S9ayU
z&gWv?`~SMNFFxv?vz*vlIeY<T-Rv>><-7%JqpzD??B#mLNN%;(wp8ozoqbMb2O0&H
zji20|ZibUipKi2&*;*3xQ)+XF@i=?q(ep=ljSq=6W?kLH+g_HeT=$tW5NCX;cJHd2
zj+GDDqb;4c9+W@wd^9Yalhr?ZB)t9eVbJSu-v=>qZ7JpdjR%UJ?MQgHIauo^d&>dC
zF1_H*wMU&2e!Tlt_VbRz8iTDSPs8_Qhn#O!EOvW#4b{%C>~4~~^SErf#h#jLeCPW3
zwuA0dhxV4n&dNGw%P&}#liwVP(;%2=G;mUm6dn3-mf_fWHhMe9Zkx;I(>o0h5P?mZ
zw|><~gRX`Lm0i^=c60I+A80u#93NS?X+<q&TQ+9+l;geRcJ`gDUndX$cB?Eq`%@M}
z{au#vKvSiSy(c+02a90r8rQr{;1z>E*Eu`v(sR5<%u;2n#%|-f=v`}QeEnC2*T{0s
zB^zFGKzkCfatN6&kts$Ep?m>JWEp<2i)<EQw;`4!y)&|15@sqHQBt)zZt!H2w$w@p
zI9$-m=F7+SV0g)Kbq~uVVFpLNqQT4qB++(n8(tHt3u)EDh9?bCfUi*3g&SYMD(!GN
z<!+H^x9x^1KD%^jS>;y@`3UqGTF3grUZ0P@;n$xc5<{0Z8@lWx1up~d`1pOqaDSN|
zF}sD71O7aMm3Av%bAbm$ZGG$~<Te<-HeoR=TAn?Yic_}Wx#OEg{^%Y*Oxdt{X>YVz
z*)N)H%e7S9ygnu@Ku(eZIK{;1z7Qgy8=wcxEn}3a>vpUF`%i#CFUUAs$L_(fhG_to
z=h9bSQ^Ci-yzB;&OAHj5uW-P%_pxDZOy=>gJ*M&%YO(cP@*4~(Sdf=@M<cF}pZkgL
z|85x2j3#iRB<uV$)`7r-MFuh2Mm$B77Oe|lB+l>5KKGv)Rwo4blOr9x_w7ZT8g7v1
z#bo&)Ydl3%Z$V+~*!|zp0oJ_c2e9XU@JLl7EM3ri7{3i2L|bV^7-O5D<8PyJ)IpG4
zOJqH>eGFa>WmPCzxgAJ3`~fBEkWIvqL~rR4sZ4q(K}>v{jH+lnZCOif;A@3;k`%W}
z&Gxz4va}U}_fP1eYT4BHHAQ9dWhll^em*LEixYYK_8mL3{mmb1%v(vc4yil%$Su}M
zl|=0*PJZWGf5w=`pAPdT(LC1^j-|ebc{W@lm>`>7VHTo=dM0cQV#l@LQ%_X0NAsW)
zuy9AqJN8N`$~g}PzFhsms6j0*4w1VP4L8&vc1xufL?jDVWmb}Hf%&hyO3!d7h^jMZ
zY~j;JeWKT)qKPbI_3RsSELoyFxuuWoSAvkd7=9%3AdR4-9IOz`7^a19BV6IQhGS6S
zUhXCdJ4AcT*jA6<i~5ED>=Q47;Id3s%|JvwOETO0MPD4R`2gdOzuV@E*zW{Y{0<c5
zl5|Qd;8$PKstTWezP@I>$s73H@L38I*1mF)Sfj8$6=mB^?pAtM>RaVvrHzycgCtGi
zNlE)nC=ICUm<$zPhSrcM*@Jz6v>A7a84Z4Ks8@zVZFL_FIV%5i!&PztVltO7HxpU$
zwf+(tYh7qPs(?6dWmbKNoFM)6y5HFsYQy30Si*G=F=Y|RVl-t9D5QAr&$Q7eub;C0
zQ#DNGeM51A`?%^+AYE4HXJp;JPMk**?Y_4i$VgJQiriU>BCs!Q0KorR_J4@*q(ip3
zxsA68XG>4A<a2$2iU$ed0XV5Dv?|8L#QzA?!9k4gGk^3mh(7|ktNTs;MW!wS6G>VI
z@-&br$Jm7Jg{AYKo7oC~te^O+AA0nUgEw55#YaKkY(JoePkyFfc{U8W6<YkZC0ILK
zXH4jf^~xU;GPcep-PLX~Z1BXA0)jk%x)@~%MN^M>p;So5x&u=0z2XSU5p#UclRqm7
zu9tvFw7!msT}Lhj@Y?9(b9Gx$nVHm18?beNZS3}ZU4418LahVHz9SEi@%6~v8_J75
zf#Ff(NXO?Ag|Qxyz8Civ72C9&uD7Vf+OH$&s>4^t`pY?30s#T{L%3Yu^bhx`6u||4
zF*x1On3xv>dOPY__3;j}IsCz_Sr<c*N3i6;_)(&LZ}qa;%VzeD#qSqukirjaU5;$q
z-0dS%5X7rQUESx;vQGf}GMWC>+fr{MYyNu(QMyapv&Vr8J)--lrDC6^>0lnTF<b{G
z_lJyljB#f7J6UcI@#^)F+%W3Bp4$m*@ctG3j6D()cG86P9&tm_mV30LKY`0cIk7jp
z^6(-vh#Yf==>4Z}&oD2SIR12w<a2E))~1>tOzxvpZ#GY^%1{972k2QuZ&{m===`dF
zPdf&4Os>nsqycr^#4ml*UDmlbHd&e`q>AY)XQ0?X7CR0<^B8IES5MPE%dQ~>EHnLL
zI9B;MxHC%dof`1rEkZu482puQ^jXYnO?@5p@BTmM;WCMru2bv3Pt|Pl7H;c0Y6N=&
zdSNTD8wC(ed{I<1vn2HqEL`05NyYw(WUPSq3S*LIokhc61R383ETCPMmt4BW<&`!u
zqJsZ9G(zq=l3cRC9lGVW{Xr`nF1D6rb#LRg((yKAN(<_%Y>u*Fe1AC7zvPMfBdd;F
z>8xX7TzzaB|EUkvc$(TYP}jpp(S66(Q367V@#dUtumI*xV}8kBvH)5}+t{E?85IsE
z-_Cd%!H9)lVic_fSxZS)XURRkHW{X{yx?f-r4Vh&3-(@U^8|*PPt(r4PQ3AB<~(a_
z5^~S&0yq&N)9zS9Xyv(we&c0n*grQ^pDD*G_$$@j)0QsQv^~_0kF*x7fKy$STZLpn
zN*fB8PzH9JFD#;0eShseLt(fM602-?M-A7T;_yZR<hM5N*I{W#1?Ryi4+^rVZe$l)
zV0GmJLJfl3(~-Sc2+)m!RKdkGMA}9dRw4ykjLpMsN!aHfCjx29x{1hmd7SSE>+j-k
z>=>rDRkkA&<SG(x{{+XarBE^=SbCcG-P10>MbD=5H)emh;Ei@JcP@puu3Cb&881tz
z!LjTOK07*>(%a58#<dk=Vo57C-)LiB?MA;T18SHx{v5I6*N<#tfzpgN79AqbqG@+V
ztQI_`FDl8+n==ZD5(@=w8rBJvqL-pW1G?*e2TD3@M5yH}R<Ko|Z3X*>%EyWD`)7XP
zNr8eZ2Ud%SCYrhRsDW?(bTy@zo?wBuWP(vBeB#f*_wlHySJbg<wwP!3;Tx%dIJU;U
zlIfeLgr31Ti(GGe(}awAm3b~CJ2+V{c{+)HXsa-`NPu}i$>oBUCDXpH?w^;+9<}V;
z9<Gs`k+Kghvmi{mn#_5GIK~pnis45^^`Z08g7$8PeiV3WYOFAJ&2b`66=H3*28^MO
znP&E?<_=3f|090T2x*{^iK+Ad)U$C4;z&zIJKvQvZOBA^E7ka$Jbo@<($oI#Vhfk-
zU-FG&i2E~Q+`j;m88tn2TcLzrCiep>YMe7*n+oom7PV2EZezAmDU!%qii_v6&Lv*U
z5+=-DOe^)2v<=dB8eUq&ry|7sM@V)4tDf3Q%m^B_-?9p$duYwQ*gv8vOH^`-n|Ve}
z$|!Son)OTD`LnEHHOv?iC5_`#skzE6UYn{-ctaGdF0%N-A+<+lF+jdz1f&tAkopb)
z;s^ia$Vw`UX^sg0B64$6MPC#Fsz$(=6DnSjnI>gU4eXPC-{!O^+N9$gqUN5EfZm1Q
zvl!3@BSJu3)tQ4z1DyC6+D6FCN-}6L&IxA9`gr!-bHj}Ht#nQ+2vVUpOH-ZdlUAHS
z!c%<p`t{?d^Fi`h^$PfkBtn*+jzuRuj;(jx$wh!`vGvCgd5_h8WZnxQO%%kvidt;|
zSBu^VcfAAZdqj-|A^FY08C|jGRIFrH_?*j<(2s2H1^1<S_5KW<<$6g;v?Y}lo0mqJ
zsHF06!XY!R0~ja=DLTk-L6Rx3Tg*`;NIW;o?ipPMX?uD3T5`@lDbXKM4F#o+P^d=d
z#~{fu9pE6!f}~7!!g()Q;$|Sq1gk^*jdww(=PR_}p)bq3&Ljpq#Z%W~LuBZCJ6GI#
zZVa5nMa#=vJEy*PvYy0odQ_T~V*dp_|5ZU<lK=s2-bsDM{I)Q=BiTS6i0=#{JCc>m
zb0<!%2~b7yE_xT-UO~}ZgVlV!>mU!B90q=q1q8wXAg}^H+i5Q@kn<9ZI`xJ?oZo9z
zMlCVExH+2W{|KH=9@qqv7oY2O;;lo<Pg)W5b}7#JOMGJzqTS^*CW$(tP|+wRG7XNs
zkGBZFCD(lbTQ37V$iUHi(;$$Ds}tDferC`60Q<e@?=a$Odif{Wl)`8FXYh;m*FatK
zF3h9}?{+-+VRo^b1;K{p4lw*<_N6k^`J$~PNW-gvPky{#x4zghzykIn#b(S~bF<4$
zm@dJ{hQ5a+;*n|_SvR8tbDKg__F2Rf+k-nyklx1TA9ZF>*Ef3q8kD(;<}h#d;QezW
z%P(*??`;<_C5wVuIzIHs9LAr?X{K-QVT$@_zQoia+H7O3|6`@`tL8in{CL1jkYxRi
zE;CxV(m)$T{s(<=JzNGd19Bz2W27XJ(){wp$ATz$?E#49p%kr042Bm?E)fp%%tv@)
z`N$9dIx2b2|30Q2yk@!W?;lYz@(i*o>}B(obo<Pumea#@?$Gi|kxFnliHo(vKbqC%
z-oPk}MM%`o##!`n7#pQ@TM+{0lRE1evmg01A2#o7AnjIy`kzqf$3m>XsN426|5HJV
znA5wIqDB;{uFtpFy7I~FXiNAtv;P55O9KQH000080O4!bT2{hW(!xRj08~Q&00{s9
z05C6OFEB4NFEFH+S5Om9w8qm&LJ0{y(h`aS(t=8F2_Ve^VgUgm6qQ~CsX`J$N2(2_
z1yDgnI*8H|K$;?;NEHZ01f)stx&Qli-|xfD?9R^Ynb~u`-}w#*m<|L0-~a#s0=Q-f
z0HFWdCH{Bx`ESYAC?C=O_u>HnfPw(PfCv`&ks(N~Gr%Us0B}bkO3hEz92Py1yP=y~
z+|*jk*_>ou_Bz0O-1pX<OMQonjgOT}ChDX6ql76Ac2bf*+`_%nQI%IYTmW|fB*2-l
z$h?o%!zvo%`?YeOLyA`|hO9d-Hs<~tlrJ0l+2<GO`0?GPoAoO}5xz%9x>i{ZA1BH#
zI=0q@g@rY44(Dw~2gN=O3R)R{?;9{#ulDu5i?;`g^x@54`7ds6iE=);&)giZt0xk@
zySKG-ssfX>-$@0Pen-S!@E!NodiqmtLCZ8pB4;wWZ}8pQ@NZ9I(;OyxIOJ<5z23bX
zoRn90%;^o7@RQdcv)+2rV0|3={qDA+h1-5j8*$kKHE75jjJ&iO`>!GA@CNXjmD8|k
zWz3Unf`htW>{rn_Nu0sY%&&e4|M0Ox;uEi3nt)dUB>i{)Ij(bfe|93i`(m15#+eL+
zM&gBndubFSS^Hv>#!lek$v&7&i-$|#Q_Ju3H@g4GI_$WK!`uL~9r?GG6BRg=CDHwK
z6><KQ(z*}j>O~E|8m9us7oYN;`L^)niq&eP_vn10LK>z=DpbYY6lQ67hKUmwd}Jh3
ziH9FDW$jUdyb^S?=f=RSFs`h40VOUGvzSGj471ZbCKvA)r+BK~Z+!JGPCj35+cfnx
zq54bzE84@(_#}4nv*9SjY#jMSzXU<@zeh0HCR9TYexlB>6V~}HpJp1)-yn)rZ1uU@
zI3r5>2N1+*3X#C$;te4DX4|~PsAyC)mjuWhVzkS$*c^{gMW+n{ZW?4Ht6TP+(ZLT4
zk>4z-Z=a}PH=R={Ia^lBn`f$3)O_Ve7#JWCzzuTbG_FL%o03rq(NF#&QWjyKvH=e%
z^@v?_>@&iZHcFZ$S(!yzs{!KgLkckX;0bgYK?d3UuT3cz`CS@o1Lru?Kh%kct(i5Z
ztVH-8d*b7{jkcI~<<{-ui^_5HQXI01!wpFIM^z152nC;cKrb?IlK|RG0BPh8KHx$R
zC;lireDAhX9W?g&x8WrbevMO4Se==P9wPqOH8phiDd_YDc?-c?K%gJPmOe51MHDO{
z@yEWz&8QX5Vl^zN49j(#u&T=3@hW~Jp8XcVb&xksNgJb;d7=_H!v*S+M`(glDXqP|
zIjMr>P{<dO=;i_DeqnV%Sxk8~F8?~J%PgoF!4b%DA^|ob0%@IHD4~MF^?%hs)A&GB
zdS{|U(bsdxSQtnBvBeD;SjTlVbm>@ThP<{!v528M-#~Sj%iQqv0~m$r12Gr40n<dk
zQ0lJEGf#ZBI#0C#M1>{ngB>VX#T@Ck)&p_3mNw3+7xxHwy(LO*947GEW_)<5RWXSz
z7qk;ODz9NGtk+xBVP#o}n<9{Bhm-+zNtu*!G*^ki9s=4CHhfQmUe0OqYo{J6F_liM
z;mEj%<hUsh(f4Co02)_dCk%zTb~kh$yTOR@F-%L?Teac)d`BakNmMeA$b3=+CJ2@3
zvle%>=AQatWotsUc&DA3>Nd($wi9{#f>RTl5@!Vb3o}teuOE}0Nu6WZV)e>+TWtHP
zqn`#Hd2w0f`hNJ87^yWp%1pCw-+{&r@KTpGV8zK%FLJ35i`Ustlof~!KivR~K_499
zg-}nSw;1$v5vI5l=b_haFn(#HD>5a^+MP;&*H_OyYfQDP^;yGEwEqQT#>ucVVvb)V
zKTsH50zip4Rhv&SQX5XDd-w{dagg1;-4(eoHW3IldQXBQ>Ih2F$Mxwu`diWkhHo^L
zw_M?pJw`+Ie5p-lT;pI;?kam3<COwABoZA+WkO)%)s&UgmzUJU4(0X<Txq5^Tk2W*
zlPBv!AG{AI6)k@OO1^LaKYHSZxray-_c`o^;k+y_stKh8m~fQ>?`)a}J2D5vp+q9Q
z3;9wV1&SeB=MIM=$m&>PFv+<Rc9(}<sV}FFF5kep9gKI4&^y$#qR8C4{yO|&oV!^K
z?KV`meD#l9f%$2t0PxF!r;bBiS{JbRWj=%Wz_qK!>KZE=<<~e(riJTj#UDSJfJ85d
zMghT9o+t}8iB7QJ<iQ}_0b8<!y32%!?EVC{5PY`*57c*SMAtA^d<W@Lu(HoitAhvc
zzj6gO0WIHC2BCN-10jLFoyK-;wOMZQn_Rq=9a9d4S6YT80}pdmL!?h!{3_fLYGT6f
z64Uojdz+c*ic0qs^%WD~OA#pOSp7<s>Sh=%X*7giyNJFJFJ2Y^OO=HtRLuC7_RG2`
z@Pt3;5Ia{XD(#xw(P&&4U13!6PdB{J^h{=&F87C&M85XKikYnvhRPSL<hI6y*6CAd
z`Ph`nk5H4x)Oh<DjiLEW+&A=51h5(b4eG)xh(H9*(`D5TVSU0}(-^kAgD3-s@@^;(
zCI3#o$}<%tKg)oJH6RRM5r+rLabd0!%RfK?*yivNz>6;w`k^Sfgy5$X8MNSQuzepk
zK-@6~=aC%lJI0koz@RBs?fN)pDn({Y-A+xmxR5}GNy=N`ANzqNPA5?c#UWJ$oG849
z#j`~bH7oxBqhL_wBw{I$DCb38-m&qgo@L4-0Bt$||G(?vfU?EAN#*}&odPqMb3Fmh
zRG_%5@bZ>6SP`R+(lL-UKSZt#VEe+4Qs>iyK_z(0!-lnS1gL`rj)pZ`%c#I@=8^Cr
z04)$x@4dN~RKJBSK8a$sK`B1=T%}Dy1Ne9hV_z9czr1<w9EV`91dMR*;)5nO<#Isw
z@DLdEe2pVIbnFk<;};%%2DC?_I4pRd6m2o~i-Ei>rN|oO1ny7(%djbP#Njs$xy>dF
zWW>~um*Y9B24LT=^?w}4(kS5V&&P^ZeeERy0EgC+1?H8u8DPcu1y~78T+E|>6dwK2
z`INCku30BJdA|qyy1!!d94r&!Oo+z}UYdX33x0;5fSoi<WgCuppRL?99pCo#srPle
z4A2`;JE$9^f^NV6Z|D2kkF{%)aetfEFmbWB5aA)mojniYf`-rUU&!Hq<osRyqv<k5
zsfDk~q{lFLSj`G~l*)`@o?n*?5t~1?+@%N11qjqdo>JtvOTQZS7ELZqyj~H#(K3e$
z(}=J+fe-3D<!xSOpiVa8DZ)^%Bft+Ca=M(d`?#h^P6y81%YW+Q8p`?5E~7a_lF)OR
z4|<b$Ro<qNxh}Q}#WBO_237r>Z?E6p`Ejg2+R;9JeIrZ7*GK(B;B~|46Mw&z$3<+(
zSCe+OI`Yf5zwJc4c{KW!ciBkGh%+JoJxeNJRxRZ9(B=u5H)0DJX6q>slkaKvaJf0;
zjjEGk_n&U&nPt(hGli!dsZUR*(9AWg_1OP_o|>Pt7Qc+OLM_Bw8)2r{rQ*t?Uo^dS
zvOksLPKrL6Ep{(a*JZjvOSk9&T#GyZLbgh{DMrMiG!F6>`18gsQ?4z86;dan-$+Y(
z@xdx5D}q%Za&#1abYHAr^{}Z4iO|;xM}~(q738=HEym0kzwno;kqVyeR{k!j%d69e
z3`|!XY<qFcon<^UU%X+op7K(Pz_(?1WOZus;&T}~kN6Z@36Ii(OnCGKVL(KSDe%KS
z>&JV-g_Z=0YmDMGBUpODw?~&&PH%!Pa%9T|aXtO0T>9|fSaO`R-=MmWJ0V|b3G+5z
zICpBVPH0E>eE(#s-is9r{RsY@rq#)V=G24Dh$H{hCgr86T~CcB-y^Ze;@FwysomAG
z)Z@r=haE=;5-PK?ZI%euBx!P|u0vPuTixw!DW+*^wVTkrR*iwiJBIfpG<zb;F<x<(
z3Kh08_TUc17&Fa`*fi|^rP0SXzmtmj?nj<B&N<omvgqrz!;?pWhB-xJ3r`cT{wp>K
z8A#Q#AniX6t-PY~@#<$(;9Ct19^IpC-eSSFr<Qjw=GuR0@58HN#!~0H{*6~2*{$8{
z-n!Y~<D*=eq~r1}i0c^B^Wp2yg>w<LH*FVsgTAbMwhr7^R(f9Fa@+mQrmHiW_V#Xg
ztrHoCe=^ZgjiZk|{fMJKz11aMLrA6>t2g?{FRgNRoYk?oRUD)`uwZbG$2TEJN}Y7f
zQ@;6QUg}LJwBLD|`V(0|f;$xHk6-3*BG-^(TBM2vEjeYOXIkCK{4wvGL7VZ`Y~C>k
z)5^Kd`g;OloDu(WXg%!U*#nb5kMo=-e?@L4ab26~(oM4dqCV;Msp)dr-rn%w2Tk`+
zUwh=-!!C;a*dM-Uj%GfT3$P1n=CgPFDeH`O>{nL0{*D&WV{z(f!tK(x*TeFr(!c4n
zK2NnDGEKFw*vCw_i?>%ORZq&q28ATr?p@HgerXa0IfPZX*S6NCdj$UQ+)U=bFBy^y
zIbYi;I2DtItwmWy3q1>5zZ!OOnQ<dQ?$gVxYN<n_5OFc>W<Hb;EKUz!<kNcgpC4j(
z<ZAj@!>o7%{lPIbw^{MAQ|XLl@~UIM=Bp$xDN-P^>$Nt6lq24@KkN}XS*dtXIP&<j
zXM48F?UmNzkDZDke|xu+{(j!#a310R^CZF1US&9@rr?&%!p5whLl$4V)32D{EmjLP
zOW%=OZoM_Dw|2^M4+Zw-i~fkD=w3T3RAb;%%vWQin7eR3(S*)*SE&WuFRq$m4;vx)
zteuMzaffO0@=uA)OX~1UnBoMAriWkNri;~`zH(A;Sgz3#vehz?c5~{@&8g!@%k&y@
ztj$%gr%yTMp+&4|q#Dqc5>OjpuJ*g0%~z)Qhq~)Cn~jYMwhBT?(l5j9G<{pP<kzqY
z<$I_vkH*+5L#7&*_VvSncBnDKxyLH+-@1&x$V=iX+?L#!z1Mw$ul>ifk8dN>4>o3f
ze9pdpd&@?#K0iSzz;5k<*BKQHZsTN1cCy!q&|cgn|A{QSiwA`P-C0>Z3oYiir-hzz
z%D?s=>9V&;JW?(_arX6-gzI8d$HSYpGJ*3{Q#-eKfg|3<)DUe~E@`%Gz&o~ct?b}E
z(H3@>#5;76YO6rAs|mgf*83DUmA|P=SI#zG%=72$*x6d{xNomfz-sEPdp@!0^HTWL
z!u7@HBrRV4k^Ku{pdHt&>Ngsc3wnD9+mk(%tb(f*pl9F@1~T|618^tGlhZpNRD!vo
zponI^vEJ-K6wkRN<$JqwjaMqIUq%@##<qt#k?}R+m29c6-|gScdi{kc+I~H(YP`~J
zs@on-yT~=8tn{q-`_-*P!G4QIiEs_Ea{UtHhWVm5Cdn?oYic2)Sx-Xm#DrlM`&Qra
zUosg-!V7c*;}8t_+pjM^s(tCpro?|)@1s;6F!f5Ex&5934dTWvVR_OS%R_&k=?%OA
z@l)Bgu2XPOtBiZlWG85hFuqju=P}MhM^mjv)7_@Q8OMcczwNWH@LuSyd(D!K?HToC
z#(zD~iF_`i{Q)}F-7e_tT+gLbvHn8tV6$#;&TPb`vW44WXMM8xpGC4HUI^!|mK|)m
z?l0`WvmRg0b@7B;^4<U5yD7}zUjJ-sdfAogmL5SXj4a0BC|Pu|Eh+-<xCaVhvyoRI
zCWlzeTX_jo3%vgx4l9K|O5g?$Ea+%rvQn4zOYChlZ=>qTicrh<x3!ad_Be<4H@pM%
zEEQiTGnAFG0wP|NE((!eG!?km3JoSzRTIf?zCKB~WrGA~FK^zSev$XqWzB2o(ChN^
zgT_ty=P%K1f*E{Okw-5C0_IM96HRH=o1R#mFPm>JR5IeLIm7j6IztmQhjF*^3|kPY
zid(^cK9u%Nn>~8${yq0N@WOKr`%~W3!R`(T9b%l#`AutP6zvD`bpG2HuZIr(CW=r>
zT+MDpJOi?hQp1GUu!6yvZ#eG$^;CPmH@<7;cT89C81`Jt<{yQTa{G+S{qO#uB5m@^
zzH8@8O?i%Vwf+5KpKFi&$XBx0znN`S1gp>{Jg+YZjyhApVatB~)wAOsMEjLCr4j+9
z3!d%Q7J9ZHo}gY2JEaAxL%zFOgmF%$y`6>~Fk)#{<S5gwakvHAV!JD4CL=fT^O5F^
zw0G(YlVzz6?dto=9?8}5&n_lcQU{h`@A^$vNV938W@fn)FWH`+yM9P4dvM}%(d7#L
zR`<4p=_>DlxyL%1G~r3*dtas-Ch3vsBZ0MhPZMt1Dku)`t7t?BJ^h-a;!@6;^y*0@
z*Jak{t!dk-f_Of(*>0a>KMs$0&6x#KA_tSJ4b}Q1xb4@wNRI?fSH52J`Xt2+SmIvS
z4g4Z@^?Fh4udgQfbnfMcSEc5!{8+tmHX<^E_kOOAWCORI*?;XMs5_8p(02(f^N?rY
zingD1Dn)@VU63_@x>4YLRFG5BynL8U=c5C6#zDU~SUYyRVyZ!Rc4IcIbL;-6i}oAT
zf5A?T4)!WGbKSp$tO)@LazUIwiQRtPe$FxCmrpk$LR(~~Tw@%+3zqZO8Q=PTdAn;)
zv&wv1>Y0}NqoCoTj;T+|OCDb(y?+FFrP?k$yD6!YD!dr{DZT!2uK7cnv8BYkRUkyQ
zwX0RG&AjDqL4DiEoqvlGtj_`6Pj6#|+CV?iohoTx<W6+5RcJNd_VqbC=T(H9QLMMF
z;TZj}bgi)^+1&-lWjWVvf4wl?@IRzTegYL;2uzR(R8rt=LOcig{C?Nh^91@MwgChD
z1(1W>GEW8i_MLWr8`2WrB2dR$C#!QCv}ZEG44voBkm{(|5Kh5N8|egGk$>1K^Z9i!
z_3q5Dh<p3<y+@CwmCg3jFO6nIR$dzY?=P=cm@BxSQrtV;53(gMw4QEzOE+sVX@TMY
zpkgzMH|l_VaoPT{uF{uaSNWJ$D2S{AZyW<)71odB!w<Dm<GKDDQ{fCagSFc4E9xn(
zU@z3gJ*K~YK^^tt2pIuv;_h^gZszVV-Jc{^L#a$W9s~M}Jmk>;$)1vrq4%iT-026f
zOr8ur`F9^Ymk;o-nJiRAk<HviHG-SJLrre}0#vg(YMlVC0)UwsI>S4JkI;R7wC%Rc
zUjy6%gPr*63Y(P=cxsHmMWy>voyK9PUIRZ^>+%pjjY%>uQ$@`?SXSrJHSc2}(*}jT
zI>OD+?gyN$pLMHB2eIfa%-PhnX<>-`w%KiaYW}}+(zY6Qx|&c~1C9d4_oxC=%IRdY
zF#xl;&s4e-i*00NyqyvRUDcnTqx7hvhdIGNg={u}?#oPB(Zd3^eV1Bbx~gB9byOT1
zSaOj5EqTn}&vWHpqiW{fp8@jN>hTRCcnAUo?hZi-^%&FU4l!>!$1TPioiQlo@;}xF
zlstmhyV>-C@d-v4y~cO8uL0Utg))ta?pR8Ot66$*Ui{%i@x$Y*pagviU}5Q*mn${#
z<TlL}5uH4S1zv(rW76%&1#<{)fw?rU(6V67Q8~2A``)vE(*H`lGzTmx&6k%@kdF=>
zGI?$vJaSQipR)&tSNe4+hkttg7XZ+J%m%J5RYNZsDNG+)N<Y9#dU)bPDTbp2%c=N?
z;3Hv$+u;f19Xz8E0qq6=mC){Z;u7i_=!LjW{vmxyn9GnqWf;%1ql#{6xu;2d=5BBw
z6{R=;HLkebhP8w-H33g2s0HnkPc6umo!H^ti7|beC!*Y&F7NeNZ-r8Tcqjmyd1GkV
z1s)&5?nczb-J})>g1{ng;fpSY^T!?6BVpI!HK;(xY#$EaTIk9KaCnBXvRysL?1{$P
z)c|oJ5|aR^eBWGY^O@a9B<LODVGd^ixwwIm_UctRiPVjZ{}mT)2M^qIF?wuB3__8)
zA)U9WiSy@x+omo^>?jet?U<dReddFq_-RP~N^ls7U?2iHL|O9AQuJq$=y=37ubkg>
z2}2*hpOWYfmU86x7ct$;w4oVB?0e!nMQHi@Us*@HMIuboXv2)YYe$5>&4hg)#G#h-
z>JDX5h%lw<XSsU*hO)4PsK?<=$hUExRBzhhX@zfu=|;U8s0oq{I)&{5n`~9Lu*QK=
z7jNl7Xy8Ilv`JE0EK28a$k3{t?mGl{ev-TkHqE!D5{yMek0h)Q^JeJo)WRHq?L@dE
zM)KKPu!9iOy<d1&931+40SO^R0ffunoHe?P&`_z{Dg{QoNTbsCSKJW1`MsmlOqu)i
zE#4)&NS@_U7|1QP2h2FXYww)?S<mV{rNARvIeHSKu|oYK3@;0sWi>ZhjS1`2%S)e_
zG#nNdO%}!uGKgQ9WQikX(}@@zp|d<5doa2;9mOXK=ew4w?rW5dI4-~9XG||znuxbp
zZ>3)JET^i+(`JQuYkYB;5t2^bKR!Z1ED2{x%QZ$rwkpafx>aJfl)*EbN5uMA0{i*7
zUxV37jO_R2#eXF|vjfAN9funVb|;HFRN>PE{I;n_Z<<98<Bb1Q@`JLbF?G1>^e)F5
zE3rTgKAoxq13lG`93=~;RkAiHtx{1TZV46w@Fn~McCgH$J%apa5c?HN(_IsRP*kzl
z+pO_b;BX$`0Rj{g=llTGsm-*TPJbL|<wicJg5D3Vm?8J>u!D}A_cuIW^(s}aQi(%M
zlsJ2uZ>=-cKpztgMQ|m)CqN-|$>Ew`DxQ6GS-=wAET9<NHbtDDOzYyD9YNiaPFxWQ
znpAi#8O3?t9WZ<xsl=VpcZqBCK6XR3(?T$X6o|2WfCveooAn-Z6G2tbF9z|*Q*D-i
zbf$wvbj}EEQbUlak5KZ8%w36MBuIZ0yJp94<lm($prbL`e8sbj!tjy+I8Z_IkWp6p
zN*)aZiAd?}fTK&!;L_d$Erkt(w>Kgye7)1Ekx@e!wF<(jA~&f%f;@+SW(yS@m$3+&
z!suvsilt!mXTkt%@=}O5puCyKmTEv}+}yme#shY&A*i5V4MfZc1Il73zw&)o$eo__
zDkSEdO6Lx3KBoA1$^<1D^6?*xD%n;ASh~W(K(^p|WYd2D3s1`_!3t8>CUQ}g2sd+I
zxSUUX3#QFFnmHoZ`4@p*XHCx}Zt`Aypp}lT{!ajut5bl4mA)O=^9BkJXql5|-<+<t
zcI)4q-ER?gV`4$C&eI|?<|lwRF%@;BPvw(rFV+N_DWw{g5pb}3`XNJX5eSZ4@wBCM
zxK=(Q_Mv%lDe$`tlYS(B1jv7K78E^(th?NI8}WGhPjbOch?av*6I*=9O|W#mbvf@N
z6MHJPpc6&2;Ccs+B|qKW5W${4H^({to<bgOQC@+qIr5hx@JUW6*oX}{F9`|4R{?Qu
zU{JtX%H9CbGD8DKch$p|5db=n0(`GHs018<Aiu>bzzBYmV-eT{fPUC>o%!%JCp^Z%
zc3KY&|D}eTf1GX-8%>ocjL6qTCw_oVg=tuD7dT&qG_R~8kPX@e+RnRub^Dig3W7Dt
z*|)(KUqczuaR`tTtM?aOV_iIc)WNM3ngJ#mQt3ND8J{(~nEY|;LFj?lrr9s-kXzKv
zp%2RR?Dvd&7hcNB$#MtWetYsE|0FA3g?ujDS;dohjL0S5cR%BKJVJhM>&LhPrm9E8
z7_i{H2<Wl6(_5KLKFK|yO`Vo8%xRuBH~niXU>^sn7;60heAhC^Oo%*3O2h*vcZP^`
z>6BVLoEx&I&M^ozHgQ5tde%~=UaiSvhwZ?csP24IUGV-WQ*&2m-3E(;eU&dwws2TG
z9y`jnntAqsWg<q_jW1)L$l2*u-Bkg$iFpmMR9S~ASCSZMXAJ|S77aN{C|i#Y<#Gnj
zFTI3H<RHo6_Ywu&m}Ri;Gw4KaEbO6M70}7WU!wuZUkYqR#<hLKrR5?3EqbVH`#?{1
zz}pM_vwM1(OVEZ*iL^##n{r0e8>5PY{qA~f6g()szy$saDUo!DtA!e5R|_33Che)A
zZ6=e*F5vT^S9Hd6MB0H_dhjp!f%*h4ddm^si5$2|{R@mzJw!VDoeQ$$!>=Ha5AME3
z-3}MS>1=Qrn<kS(aA^LNKdLCElphklQoc`+yeh{3mC6;niY1>qUg3nsOx>b7p}V$0
zWa}ZkAse8a-Wv?*)F&ejS4V(E2a%7zS>&zHSYo_ikwQ$)qN*S5d5CLKB+9gNl|`rr
z&RVuS5106kcxYg;P8)%$!}|<g1dI56Vb0qsqq?CH27HF^SO7bbL+(w)50ySg5y%V-
zD=RR>WF=>7tZg;3hKk`oxmktX!f4{4X-j?CB_k9P_E_kt7`5PLbhzba3?(e?<2_3*
zDg*KY7>tOL<2h?ECNwHvkQv9K=eG?q(JAZ%g+V+g@RPdED)c6mS%)PD<Kn;B2^lHE
zMWMIizGhGvB9QE6Jl^yMirfT{euJ3j1YAugB1$h9TE1ZZJ0g*f(U2rh%dSDp{;>EB
z>efFdXHR5mWJn53GU&jl5|(*QBoz$H1xHmu;a~xP`ntFW*g%U7((Xg^1Od7nlo=F;
z792gP_K5)a4$dDNaw38!u=o`)4IDKJW!>C$Dfn{;h%bYx|AvJ>pz~obpE3x8hbhZ$
zrJi=A7VsR$a}DF+;D@LT(eueQX%KJA%^gQtz<UPk7W`_$XW-Nw5%dS3J1~kz62BAc
z=X1^Q;YAKGUDyr5h4ypw#9hq7#u5O*fLN+8xu5KWEtm@U)p9d>t8xk>Oumb?!xb0?
zb2miobYY3-y(($uBOAgRO4$eLKGfHmAL}4cqge#1O`BMgTFf8OO25M7f3X()h0*_D
zl32^Akeouo3}PA`?ZI19Yk1h4cJC7e*({>&V{f`AP4VB<-B5#})t~m%Ng+diydMcy
z3mawD{vsXiu)n;75?6+E_Eu0Nb6$mmqwO}6p<q}sBJukPbWBk@3}Ry~4*v#N*H^_>
zpW+JhOB+0)h^J$X_76!Ib|!)oc%Z*F&NCh^61(e<$=@tBiitb{>Ga0BN=IK}LBKrf
zsSOp{5C6omIBcuov)gTj$4`dv4?wy{p{k2FWWCr#`Tf~Z0&Sw)pbqF^1eksmYDChv
zr$&FjLjggLfA>BFQ?l~boODS(;3MINQgZpac2`o61Cxz}^xt_B>4I%5fu29&ZV`hA
zN*8=!poSfp*xLa_2yp5*&v!LcXCT_>Z4eqRY2NT?#r%zSsL3U1ImOUdzR;F>=#><8
z@!GSj1XMgo2>g^v--_85hQG6zN7jO~#O)MY7`EUi!r)(_a}S=6(q+0D;=q^BZjO_Y
z>WJeLV`NQi!*-c33imt?XL%7diYKc^gL&cE6Eq<NVCtAOL8OV$SqClQxmhm|D|fNP
zoyH9kCsO63;?i`}9h0SNvk#OqGGT2I+jD-=(0Ct_!WZcINMig$#U_G;QG%A7!@_+z
ztuBLSg#_HKc0Q4ZYMfvVQvPjly5b3-I-oPqr%uG?<|d&SEUP^+M%h;1&Q)MnmpMk7
z_p|zT^hcP%broAZLu9W*V?N$7rjSs)xbW;KG)e;m8K7*i^aZ@=)*LSg%#%LF{NjiE
zsc1USSh^xgEn)E$0cDEtT2NoYw+yie1942nfokcC!aJyQgG8GjPa^2v2pbR(2#w}f
zLt8DOylh2I<rUb0@d4-SR*2|-wi7xDEmISZ+avd#2S!&vc7BQMb@mO{<qKclv7f!&
ze7E95V{Ss@cDT}d<z&_Hm_u)y!-1|)=*a5LCGWDk&SgirNexRo3fr|qXDfyxd(S&;
zhYN;}{e3>{+5AUR`9L?Rae3?FQq5#Q`m>|l&lB5Wr?&rpVP;$_gNZ?^ekTDZAZ?Kk
zTmhC>C!ZIo0UnA2a9U(6%+hJ;D4hju+>5Svp`7x;7JE#yV$5j>x8NxNKw!>Q;s=0R
zmI)*BaYuGeiTj|qu3CNulYGmMgqffwA~H(zJ#^dg!*TNoYSwQio<^(ucIi{visaD{
zb}(w~^sN6?umtmJCARO0^zAF&*g#B=4Av+?X}h0z>4fusv=jShnnC@4PQvQd5!~qO
zK|e}P_Bj9?BdXtc3miS^|3MmsQ|r7zn)k+=2HvT_!0tp;Ku(7+^}WHtl<mwk@MFUp
ze*3OqhhF_8-k2$2>ZK*=jH|X<86ujxFT@O*ch6F;@PyyOsZNZYCyvrybr?a^E6aZ%
ze(nQ2VnoHP=<TKAvhaI9b?K48JhN|=;o_yWUT2<az3sNV^6H#L`yaQ(f}!mdy2A2~
z=~nBhn!H~(y*p>WoIiDtTT;pSGKF{kv_ogKQ6JdbQuWcYda@S>1K13#1B%^Kl}lZe
z`jCdPvFlWv719=Jj8T9bbZWmV{e0&2Tf!QC&Gq8gWkUhUYe6fIc%M{c3%GJm+aTM#
z(vJ1-ed}PEO(m_5S8Mu+;JQsXE+{4Z)IMniU$nAiGu*rA-u@{=`^HI6(@lkOE&X4p
zO#-QJ=i}`c?cayF3WIJ{IPz)26UA+A1q$i9H7mLbV%hU9DY$$KQ@mkFbGNBlzTT^q
ztOW5GQ>%Dr=3?z|+UU<jnwFgYutFgFN1zw?G`kTp?9Hu+St(ZD#-x0{50^)vfWj+n
z-^~Cii|Hr!eV2Y;j_?HRgKWNZ2n#<qyPUB>kkLe#=5L-eS~zox-LZG2=%<PXM$?Ux
zLC9i*N2&kCg}49IbXQ1DF_tNK=Of(o;Ab*}v6Ss=M;~jG3{$*p_*_p;v;3TSv*nGn
z&*!2YE3YmN9s7|SH)mLmn+mD?&-yYr7au38xF)K1=-qEz3@N<ExJ)Xve*!F?!92gE
z3psxq<5e?!JB9IvOnNYzw+&OG;Q7z{?CeK>SmryPQ~$gFyDGaTv;EW88uXu^n%)O<
z>QPnMa(_!)hEK_No%n%Pi!S4vO8&KVpoqbI^vMC*Z$6kM%}T8*Bo<v0P;l8=_PKhx
z{Y1(gs}k`2PqR^4kA45H2}a3lHn?|+YcoD&2+ekW7?29+;*QO6YI9M<P|*hQPT})i
znJ0{~Atz&P$Oh#>&o6KtRU7#AZR3f(+<$HZ?u?!LbbaWhR9&*qKa7{W^5f%mcLg?O
z2^k4%!uC{CpmNSBN4;Z<rUF)hP~$vn_x$7!T?h9n;WHhBX-+>*eLgAr=23{S?yG{3
zb|1oJ$_`m*)?Tbl^!b%fAaROK_a_ftJ<N0RGmb0YEUxI4b1+U5C3cGhqOQ|*>$8yo
z8-@Mjhc}kbRAq};6)W66zaaN6#$no_zCLpHLetEj8O%rVz0T%$A1?D+Jkm-m(opNZ
zyPqENa&7ae-^tB^vo})gOtLCA$Y4u5y>$ekxyvI3TJCN7b2>Y<pqP@?UT#Q}O^n)3
zx&_e#t<t?e`&fU-ThsCQ=15m&Zaw6zs(I)>rlykoWC0Rne<#AqL6$uvVa+InFTQ2H
z=vK}H(qB>iy$od`-7gu#yx$<If1~cSbCkZxz7d+E`QpCMY_pv49)4)^i;eEK`CMI>
zLPXPcoX8Kwrq4suymu?1vbSFAZdL<IV<Pi)0Kc*yXzoRRYo0&fYvN!q)35X5uE51s
zaczjx(dMOv1=UxdY6`urZ$}keb){xXRmGG7m(pA`F`Lg)H}*UIx<Juicnwd+1_kz}
znEccfSd-lENo|i}MwE}VDLdwA-+to$^ejZ|<2zD6>2lNT!GB?pFA7IU;_YvumepK7
zT)DTDY?arf^yI356W9A$HqHJd@%Hv}Y-OJ`$`VAAW4;L03u*J8$I~Lma&x|!wfwI_
zlB~yVxqJq%50S6M_5*29)T?Ko_#5Z<c3J;rgw=0auT*>?i+^M8_&P2#_ThSSv<Lq=
zi}6iPUoq@E0*CXo?P0e(L~-P1=+Bp@?)iRkkuS?;{RkT`)jN~w!Pmk3zBZ>mGw3Wv
zty+F!yt97y=yy^6qV2qZ>nYC?p&$GYh7jM8JFOAR&;=n~mXy%ZuKr#M=}<a%h31)P
zA@*9^mS6qzYlKJNzzOY?tPXBp_8WsI7>}}Vh0n*}U4)<X)GhD-fO-qx>g9$%sMwI-
zPF$w<n5d=CTrpY8Zf;pZ+h2NX?VwckG%X9y&q)1xQk$*ZNPk^9Y#m`&PlMjoU#|_F
zdo^eL=Cl=qKLi=__i67|t7bgmB6kV5CbH31;fLy*Z_f)J#1KCmbV}`}<of$N{EXPE
zsXO(m;_q8kvYcmv{78Pq?1g*gohtF?mBS|1KWgnA_nt?7YD{fV^x9e|Z1^_p-noB`
z*){aj(GKw8FG5bd-ZJ;GLeZt{0{$qA5b>I}KKNx9Z|Cf1|1m>D`RnV7D!rMfOC=3=
z#9CHgJoq^OU)BHqPbdYf><1<*i!&_y&6%B?H@~{h9-SHdp?+k=KG<}+)$U8j_fkwe
z`&3p*vDcuBpQ1y1AQSpbDa^7j(yr|MCQ3Hh`(N$Rx_hAN^{Q-+5CO@|_h#RaYQhKK
zV`vq*UEMAZW(#B{|B?8A_Ba~e2*q?4?k+3?w&K2EQ<&G|HOkLCyy2i$f#P}z8r0l+
zt37*17jgHOp#DsErrh6He)Hhx=WDw>@QW|6Nv!wTg~mvo-HTioWBo^yj^1A0Z<|sg
z2_JyIbUPQW<sV-d=Ux?Pw2zc_U;mh)%d}A*<eT~&CTdgF<dGe0@{UZw3pL)l`q-!J
zb8W=RGi23|wYd-f5e9)xWlNARez~=I@h1}<3*_U)s=$pjM7g3Fg#l6TG5q9fD03JN
z!cI7Y1werS3X23e>;Xog0ru3_7+7EPdv-beNf?(NApQQN&j$u$Weru{D*qB?Ds`N+
z2!t`LW$>yXZirnEzR$!9;Q9}APQ|qJ3Aif=!GE4}|L4E$)Q7cD<8mFq4pMXoOBRYf
z7Xc_r4aIcUL+h0H!~O-ZSl<%*YZ?C8B2?2k)*C)gDSr^Z*LT(%4{9c-{pNszQP3cb
zPe4bq{7;K(C?fNhyn@Lnv(GQ*i&V`pl;<}=HV0L(N_eG)<)FBnQO55%MGrAc@a%t^
z!FC&xRS144M*QCBlr5EYgMPUJyTo9;S2NXOpZ-G*QMJ^IGy=nC5D)Q=AHl+uyimXB
zmAKs<%%QLmLup_Do8ONdZa}OUl)hsfD|<4B3Iam&U#gliGc}7N<8DyrE{K|1kemcy
zOIr~RVw=44WT0d9PtX^Ui!}^-1EKsrYnmHw5ZotK^3~DKl#Mk+={tyWnxI>=hxm@k
z&p!t|c?Nbkj12Y%;4Us;`wD=ejg->n;XrU!D!56Lt&erkO0&`Z1AB6cEpt~Df036v
zJKUsAPx2<1aw6_f`Pw=Vtd92@J7h2M#UGBK+*Y2Q3IgMCS5A!Fa&|naOS6SW#T}k;
zLPTqzh7Tb6Hi;~Vz#9e&+g3mqiVxj!k}${wV-+FZ44L1npC_0%enf{^+@cy-<+tkX
zCV~uPBuZ)t_9|CQ4@K7fiMp3r7V&A$<%*Gqp83sf$QLxQp(}aH86jE(F>1zjt^-w&
zyB~n(^w7ebuI5mEf5hWa*!O)-b{I<7m->~T^I@j}V_ED2Lq#>CgB`@g*q0J0KJ<kx
zY}z_BYK!gmT9POA&EwW{<5BZMvDb9h4n0w~m%!;PN|!1?be$*W#NqpOkrH6K7!s~T
zDF}3|c&Zk^z5^7D#*t0#bMrHa?f!nzV|PF4-vcC5JjEbvV;ZuSO|&p7HDHQq@`sGY
zzzbhc^Ri&t_sEtJvffM6th7u&tS;s-)N7i)`j_@+QTgixp4_HNTcrX5_4s!mg0o#T
z>a<xaHI&%r&04SrDy;ey#Nq2%%ozIZZPd+8kXYH>uiDfxzzOVt0IUObL~TN(<sEm7
zX_LDU5b}`&hsCBh;PWNG-Wo+82$)u7dO8vJTdtDgO9(VA_@`E@spE~kZhP<YH{ZxF
zkk}203TV5h<*{DKPRD@i?g-elheaxB>K&$cvO3tF3Pd=+L`XwBkU{U&itiDA5K)?Y
z9zLI-$-bn=qaDhP2%2Wu`6^0485Y7v?r73V?Si$;k#St5{1Fl!RID)Cj2r$V&VB`X
z=<C;`4sdhALE{`m;0<iWUD-XJ)c&<cag>|EZ+)q+YOu6`HLx)1`2;<Igq@ayNVAD1
zR^YF(+6>3jt{9ic7bf0{f4TuIRy<G=);{7hBva>VdNpw9?l456zaO_hS*L-5IfTk)
z>X#oNQo0>+GERqW1L|0%Os%?{bbWI+>#rt_46%zC%o4kmFKPhU-b-0Ar(~mGWD=~R
z0Nk`l^wm{qXp2ZK2>wgT9VgKIu~=V7$XJnkfd-QVi)2eK^=|%ge(?lk0(fS`M?Yi;
zKO7?_2oHU!1~ZX5puhQr=e-BV#Zvmhz?^pvzK88xJ`&z+LPotx3pt3cQL9t9!2>@N
zs<a^t=i$uvN1DC~wyUAszgw552=8eGWFw-Tz2K$*M?kp0EZssxtnUJS2pUUBG)<t2
z&5%{D=JE)4>*f!?+3@|KS{{hr<d}H<s`vbnD*3CBV0eyf2?3;mhtxM>akT`?{quY=
z9D@n0{uX0gvAj;@CG>(GHWcn^K*rc6!n(2#vZUFid1l+v9ptWAKC0-qbY2!3A%WdQ
zWC<ULCp1&FE8^Mw$p(iJEN<5=teFVJ1o`#X@f}US;zD4nG$w78bO(U~{KpFq5rr&-
z%gs1eMw=(fAGHKC_*=^`1RK==8;{Jmn4c+?)tOeTYK=9sgQG}pxW<NFnJOOPXc<PO
zuZV~~umRlNMDCg}^(z(EvUryCpRg6`P(BSZEfc{x-|<t8lUAqMNq_NuzFpw41^i_@
z*cM_S?fGDpeWwKX#?J3;F41&{1K;R+C?_NP(E+Gdb(dm%O`d1-;JmGfLZ3M3j0KIz
z1W4Yt5JxuynNZz58K@%D;yt4U*wIekfz=V19tay9I0RVOk(W6{HvQMablW3$HvSmH
z$}X_Z3SuFpK)=XcaT2Xk@0!Li{jO&dtr8*03yTgQFy~E55YZ&sFq3Jd#U!XSL3<8K
z6P`G{GR^`9EXN?D*M`VdpDc+s%|LHN$}SKff-kUu|FvlNFZu3<73{!5Xp<`bT6JcM
z3?aUepqj^f#f^1*$j$|?*SmTb7g&UN7*!dC?>o{1$|Zcpi0q2*r|+tErgmKOJDPnx
zd4USx&*MOS(ZrK?r9VYaZi^pId-q}YutQU9r+V^=T@Z5{6#6RXs}>;dwj*JN++k3$
z4OoZXRF)3$r>+7tdLsNpr33$x?tNuIGF~H&MTA>xHRkWa5;NPu#w;jg=y(MY=tR}O
zI%z&eG>oP+Z9xU|PDF&A1AqrQogH`MY&f_8{w40%k?$AoBDiSkG*Qu;pJbMQ(Yp7v
zP9PqR>><>ksHv||MxABICX5YCA7skdqBlw8$lgZDmnJWHCBBJq>ppo;$XLbAr^86A
z!2M%Zj&L<kh{4E?{A7I@0l?jF^b7XVb;HpfoNB>ITw&$G!Wbn`RuP_gGOD;)C0HFb
z(eyoiKkoG)JyD!#DP(#leV<PGMlP6?THKQ4Z+W#LYgt?Y@WcL6cmw+!fvVg1F|69R
z<jvKGi82?1#7YA1?H-UDkq~ck|1r`#RAK^=G)gw@q_Ce&9UcOdmlJl$G<CnzH3WbL
z*L#TIA4D`>?Ho1!Vw0Z_BGCuLek`OBEb&6Jq@BQJCK?is4@JaY1(7s=6<CJA+yn=i
zoJ;aZbQB3Vi-=O+XS*LWx~7E%QMcv*yzA!v_=a+|Oh%qj<q9Hpo|V50)c#FZo{OmW
zP3wTQUG<|=c-izNwm#wlEc>bur+m`*V0cmR$6_Yk;V9UN{9_sVDHc=|LKU4Nfdj}w
znlT9~|AbNZcBr#F$M*aB@u5yt@Ye^h$Z;kQQr)j#-R*QI6yIpsIZ15dn<U{cXn?8l
ztY>CJ03M=>POr!}AP-0DC*g^(RFqo=1Euj5Y!FHMBaAXbU;{YaQ}lZk{{hQ1A<3|>
z>(*Zfp=SM5r36zau~9nEEW$(`hj_LKI<F=M9~U3V;XTb&v*~#H@5P<>z!@=!4-)D;
zX7?K!-A<*8#eOxA-eG+xWf;sx8(G8sHc-?-rX%c4CJG;8u%Z{zrD0<=qWq4K)}iVr
z5WA~+?(B##jXO&5*vMK9AIQ>O-r$pE?!;XbfrsPiBg)6XiSeVw^W`x@9iw3UgB_MI
zbBq(XuI6;nZU~z>EY#hs6x@5Zfk0UpAQuclxrnwU{-|j8!+Fl{8gQ*`K-X%0+^v()
z13*)XG>SR~bZUGB26!p6isb(Z=4^ce*ByeLPm1^HD#4C#K^nRc<V2*Kf0_yGUI1Wd
z5I9Vh`2+Ah0a!9w7KV>q(1#as-%~-ulSYVLtvocPZbbC9Xyn}L<8x~Gau5MWh77~@
zgcYXFaYT$WB-NDxwLqW-F5ucFNBK%<o2`g(R_*HHP+{>9J)RHf%1M{OtbK|Uh)P(6
z?F=49?0kns_Dk%3+4&qPJ>*HwVFEfmWwJQegk>-DLZE-GU#@08hHP?B)R;=gta!n0
zRrp3D>c6^&1X^su$ad5MTP{IxvV1T*%Iu3UL?7~t&3#_~<sf<f+SH4gHS&HW!4m<n
znt6Uv^qONih`rMj`-?*Z{23jx|4K0R_6)Q?g5rX$UPZNulUYJGwLl&%etqi895BEi
z1WG)^nUyP}<XPT{ia|m&8qXKkIPZsDQn*f){$9k`AS}{_awEtMz=P@+{=^4d{1fY}
zMo}nNVgi-;Z$tuSkg-GEY@-DAJ)0vJ*$!LV5x)zfg3AkcCO<P+n@*XN#8pS`<A>C&
z&4YD))T!&eY+f^fxPLp|Zyc#~mSO$e0;hxI#m==AUuG=<a70gd-So^8l_qC%PZLD{
zoy6@<ovK~?G7F^$K=!?`vT<Yx)N=^yN5LP!+UagEIHiP9?j^zG2>-5I2?ccl>nPKr
z8Ws~3fr}K(zM^<v1pbgM*I2~00|uH$;u;5u$V%T8*i}EZkX&WJG(KNcy1QE4tzl>6
z?3}7!^%2iaD$E&M%!>a61w$l(1FKnr2L>VgCuGh4ZO9%_S3R*MkncfgdseD9t&N*M
zq7OI5S0}S?Pi5qgocJ>7WL`Te^XG07hvm3>?kGN9s5|PIQYZ9<EPWsh&<1F1cidr$
zdV?7^S(}eWD#cq4fy-}M+-Sb2>tO40f<d?NIX1zhkSm*;G3NU5OhmkELYYw8Dh=)L
zhqI59Tr(*`tg%ZomVytUhLy)&qPve31(EPhO@Hh|*r^W`T2=E3>GLQt{2DfsJ1m+7
z@`?jzYctDYz`88`IegJ`xK7?(0R(l@G(rS&!>S%z_(`Z!6@4fGsI@>30``>PB~N|l
z#6-~A5LXV62B5~Sl#;sE)2arSEu|Ey;rVxf@k4<5gXlhdJc4W5)6X6g`T5iE(pR9x
zf}v&MM$}nQj|sVNRdx63LC17nCX8TiqDp%*s(<1U<XT(_vFs%`tyS+H_aMNQ6HeTx
zOGUNqw@3BJq}`+f6`)(^0iq3+u=zp!m2a)n-pVf<%5PGoRY8Y9dB2tfiuyYQJf8Z<
z1Gs|uEDX6^n13yvd34LK1&TR_m2lhQ<5|pMD8mY?rGyh5g6>4GW;CAphIP~KWta-t
z*msMBKE~5Qph|G-h$nsC9Q9CkK*kXaTFDc~8Jk9roOwlua`W<fT`6D97)M!1Q4Vyk
zh)9b@VoT<*xB#sGH{NznVEIFP1nTBPFu?r`_hA&k&sH?#XQXWsl{|#(6PbqyRBy9$
zZ-0yQRF4=C%_LL`e6gz{6?|(x=>?G0<C<pxY7tmlp)h2thI)f4+@3<XZyB^SejMmO
zNZvo~CdrSUUV>6C;r79X1CD7Q5uhuEmYVR7JG!+L@E#b(1>xFiaz#W<vr>OeUI4dj
zDMtNX6v48^8^0%D9N-UiiC)y?%L%k3@X{y2r(;C-s^gYGPplRcGOthIPCQEjAt1k`
z<QT%)D3mEdwq5@&f}08Zv4Ye+fjjo5DO|>lGjKg(N8n5~OR}UBnVdgH40Tla4*J^P
zaONR`7bwIr-IDIVHU>Z;!IP}V%}4~q6Y-KW`hLt*H3Bq*?c5<SdsoXS`huT-14|D8
zjX?;AhrZc_@VR}K$`jcF5ab`3ysK(D>ydXFvU!J^FIv9a(VzR@#I-^~Z9*ZAY42F6
zni><BKS#%Z@wC%Noud2>lLw>F7HF;A7Qj~aE4Rc8Wv+1r;*5G13GkHqYo~X?Npw@1
z#b`EXLBTZ$;qEYDx#?3civBjAmGPu9zf6`j)3lM5<r*ujcaZ~{|FNQ!gkuA_OrS*J
zG^yPoCko;Cf(WPa-oXp)s!3MiC{2b7U2v3hQ3O&@F}CvO>wVVgQp#X+-&IUu)DSTb
zb=aI`Xzl6eDu$lh$+{dsE@k+=r}S^B>p^QxU8$)vz9k%14$aQ|gXF}^uSQUe`V1dL
zN)SHk6xnRd9Y^^EZ6V<e*kfMd+bERellmugPI|A=`Cyie5Ec^PjSFF47&tg2_5nO_
zJaXxe6?g#0`gY*#SRe_tyF=PLW|tzW^1I0?Y&4|VQCU0^Poa>!!^&V0bhB~q5ohz>
zkOu;y&x4l2c_m8)nL+MjMQsqVlC1OAdRoA-7OW3wSXXw~ShP(aa(kyp7?yeasKr_2
z+#Vkc1ioYTQZS<fNVfP%u=Jp{QSeXZ-yMdg`qP5>N2l@r_tx%mM?yH46m}P9dwwNR
zf#N$_M`c+FTI^vhHoW#@JG~W*Yx?L6#+hB2I!`R~=G1%%H+nSgy;1%d>;o!89|?Gl
zINkR-Z3M%-)1*v9?B0ut%7i_5{8kr@4wdewbvO?ZIWjVH4<&Zu5YfAi0B;t(hH-VZ
z;(dKz1i(@qCXi0AUmvW3I;C9W5l7E49&6n5z%I_Fcd5E%;Hyla6z0cHRSi>a2oBq4
zPsNK_S{=Xxfnn}crwDvgTy&l_`fsl*u3Z0yI`fha&)_3YPn?a{k^uNkkb|W@ME-kU
z6>bfm`Vn3g&q2!3;O5XN_M}lEu6)bsYO<x~T(6LsTv3nJuqZxz7VDsebxQ=YXD5oP
zghnxqfeoNzv@I1N4^hK?W!YXBo58vInLY;>A2)9zvQG;>B{@>WM$1?;ThO{anhZO$
zpVJA3?;+z6VvtXbiH8WSf;6Q?aHQyN7w0^7Pz!B}!M<HFoJI(0bBR7A(?1Zv)s_w0
z>X$7Lpeh6ryOsqx*J;Lk;t)z<`|HV+Re&?|LpUK#`+)n15E)dP6~&-jRW|CE{wBDW
z5+Uqe-e(6a?oeeu*T2F8*I5*ihkkzg=9nH$dKgMIU(G8Aw=d|uBsiw8dJ!3s&<^`J
zOB?W)&n%fjw#Qzhw2{ZG^NyJEGKv%%ThsyGm8AL#0yDpd?ISU+r|wom*%wK5@cDYm
z;xo%<t%Q4^D7hcdZ*we&7OJk6kx`LEpT*X>gI5huo1``XpbS`XOEj25tb>s|T~jeW
zzr+1;=iXrf@oIn<N8r{eVaPxvan*C}4-C@Bk(hl+3+=!vAYs?W@M%D)4RY~m?o<1Z
zz)_o`{C2_EqCQ-La~GowKR??1!n04%<LeXTcMZQ90r(wXa%M?O-YNC@-}-5%f3tkV
zV{asdX9}fSqrJw;%0;qsaWxU*EgrWkV)mwoV;Rdw90!CSCti>Jktit<49-+eS;h_5
zmN{Y0sXBRt>$P-y_#-z8{&7>64+Mg!KlonP_PE%*SJ=imijLvx8tt6^C)fff{Xcj*
z!gTvQhSk-=4)cAXkh}+Mf1pe-Ep7egZw&(bFtDWii$NO%j{qVH7J7V73fG`&;_(B4
z!w6Y}04@aBLXgfUo;DBwP4ICD%mHG(hbU{%lL`dC_y<<Xf1%m40ifzn<mSFv1KkoB
z?tq~5z5m!60FeX14JNw=0Tw6Yfz$Pg=yW!)-N9AlCl&|Caj>Xpx($@@g8=zKl<OKm
zrq8I|5oyneB-#A1A20+?r2#=5ifVy6??b&cAOHyj=>IW=$wPg?UIXGq0|UNiZcBdv
zVXg5az`R1s8bF^Y>;tj}&(MO1Ep(p%LhlHw4U$Sha0h&szoiWbX`*l`6axi;2OA`L
z`~_d0(D#wV+5l+%4?X>fSI8O!gnp6qYm?`QkVs4yjvTc?U@v0+K|tsRvWLh&U~NEm
zHjsNi7;ivW`ma$O1nfXSs<(tTSgqsg2jDjl@Ray!^6*}v)ls&9nC0dTd}#;WZT^SC
zUkAf=GK+y#VBjwsG+Mi95CC8!vB87mPK17g08k+y?*pk|gTS<#Kd`O~ku?w?KM05e
z1nv$f7UG|1ND@Ocz{Bpp<pu;w0iXlo&wa*qqOOqy#|FU&@X*j%t-&IXC{YIi?+X3p
z2?qYHLL=?_i8cr#Eih0GoWXBUVlaeeY97OFK$#0ydl1MAlSfYI4=A?<39xN|3|GNf
z;6bw8217b;SmEpo3G5o&V##jckV<QSj020C!^>XSzXr+nKT^H#^o^}YY`1_s78<1Q
zIIY3qd}9GTFzA6t5sMI24jBM@3N#MW831!8Joez9uK^)ZB!S;5`0^LHw!vXt2=4x{
z_JQ|n;6(+)oAA95DBD1QjMylL#GSt#xittx!Jz74hcl6bAmJ?P1AMv$M5G0QsPCa`
z5F;RvJo?{;HUR8|P&fZ#-Ufg*5Hl~_)_{?y;JgELCI`WU{Azi`T;WGnsO5z`UQkN|
z1QY-O00;o#Yu8%v7`wFqf&c*hf&c&s0000mFJmt-FETGM6qk22)&C#I@ActxZ@AZv
z+>2{P*~wn_qNrqKgv3Q<b4ihTuWKe5?db}Uq$@M?TG5xXN9L6gGOoSdU%x-z=e*Z>
zpYwX1=kxJ;y;-2?PzVGLfk0RxhcOU{(7)NAa}Y@Tzad+ubV&LCfmsQp>S7nW7)AO5
z3}5$hRbcsGDdA^H()L?H0}<BQpIUr%TS;cnmym48N62fJjyz!;iX1_&#I^0f(}-CT
zj~B))Y~NbGP<4#TJ{@LPTOj<)wj?_%9d*L99z}|LcJG6Mi0z<-h+aQ&O?Uf8TUgW?
zMbWooiN8_;kJH97Z~uoDnYkVHaQsbZzQ^7ACX|N;D#881{!&5IiTaPNeNAG+%BoGe
zht5Y)o9+9x3+rJ?J4Q9CLC~O3-D*ko#PrmW?@5Q|EOE+lLIukG#&-&ivl_BHjBQHX
zmoR^_aGJH@!ys{gLe%Q|A(d0prdTRD{|q;)n(ncf)Bow(UfnizZ-#tjiyw2fp8asK
zAd6jW=H21KX1DMkTeWc2?U8+Q;q$E<W=;Di#5H_%xiQV=4=3jPy7vi^eSeNz>;7K9
zcC}NXimygwR`gzygq9)rb(K~r45U_g{Iz{s`L^qV(~rMZZy%{C1Z+Z0BKj;G+18C+
zgnHjwOx2tYyL#fvre*Vmf)8&`Nrzp0S<pu_xLN5#FUr^mH@7i*F)nxSIzBZ=QMvRZ
ztPv9jf#f_6Q`PPX%Gm8PuK0lC=3L3>O2vVC0wIHZ1(`GG0y>`~n3b2gQQ~*w(F-*d
zP6fDGSz7MVZTRE=+AoN6*jk+vur*`uyCf}~e0V>OpA`^~gSc86*>M1_me=79<QGN{
zUvtLTLEGJ5or8!&+-_gtQ>pEQA<hMJ#AH3zy3_li=&Gqg8qXk*B^l)=Js0L#Cq(_g
zBN-bn>8mKoX$Q}Lr}<In<z!dZkIrssgVLH=jkSKvZJYW09GRoFdp^{n#_ON{yl&Sp
z*nTMA8MmL`Sqo4^`zG=^KR|E{_xPnDmB!XA6GL?f<Vwrq)3EiYj~<oj3cNb~<mT3#
zGJd>gyjxNtcCDQ}Uf1$@)`l|?lE3btZ~h1g@M2ZCS!K;IoN<Pmr+1-z5V%opBS{LT
z0*}GK4H-<iIdTr*o9G;XVKC7am9=IzjWDuT+8e(#;z@W{L)}lI5lrKT;C#K(CA5$$
z_lJD|joqrx7!yk#AvUudt0GO&F)yqe8G92fFws9z%AVxrSS5_Iz0|be@lgIRk${xg
zx6ABS=kP#0Q>>6?=|><azRsdSL5aI0ZubI2UA|ynbmlh55{OFt!z@eAnD09Jvl=or
zgUBh2ZmdzIMiDd~gl+9P!Yx<MgaWY91id1I=2OuS;@F>P4NnQ3W9Rs$S)$SC78HX`
zZliCee+1KdsK>0I6Q1+m8QE@Z0f9ZhhGm3<ZImK}kQjbB2&OQWlHa%_qu{f;M46Qd
zYQv&DVM&DOjdFTttmkGaARH3FxY1Ux0z35^{Kz@J!MyMQW!BSB76BM)khsS)^T+7o
zz=p>UKRP9%VY7DB(Vwxjm*9oSaKfBTVMHIB^(ClqKZj_S;4V*cv(8%xlMj?`S-?A8
zTDNgz#QER6V~Ki0h~@tPcJ;1s)awUL2xF#0MS~VeQ*5IiQCY-f_A!;vjGk?x&@g^Y
z0-v()a*a%utRmn-=&%Mgixs-ly5>CIz!xu1i?$<0>x~Z)hZNbnqJ7FqmT@7q^kxlv
zrdtbFL>T#47flJl!iN;y5b^?2M0Y%CBcG!&n0cOoEs&!(7qrU~l=NLwGCwNO5aI*}
zPw#V?p8%oHaRNIBM43KCb~-=&2MSVVkb}^S08Yyzm7SWQUlr9^8P6^@HsmHEMOo3T
z68ewbG-N&4AZ1J&KS&(&=+S30l<zT(`)dys(Vq78T)khLenVGAP1G53bh^oZD@=b#
z0F<U3nKw+)VUAA|D6)Lq?-xWg8Vz_DpOC~QF@L=W+S_U(s2aKO%H2ksKjoAhW1@z1
z6h^B|xF8NYoQ_PdhZ^V$dOl{e%w((v8RVW0zz@dVvZJAW)B4?bkHMbLLkm}~S3tWz
z8mP2c+|hur@O3mnNTc|97wlWZVJ%H6K{<^Vt$D~Eq}N&jo!ncellBFwpx%|3w2AG7
zb>Vy}wpDcJski=9Ir4BB^m`>Hyn$GSt5ynr9aoWo=wnAb_zO^-0j2bDj`ex)^SNXz
z4DGZZR&pQqGxGRh4ZAN{=&_NXhERv<6iUgI61i>Nh|slw@e1$r-9a<{4kz?S@A1Si
zAHqUB-~Je-8EFhySctj=0iW*4qM&`1?h5Fd_+<k|t}Djpf!q9_b~=$Yj8ThN=084v
z84Ldp;aRa93y4hLY{V(4?H@?hqqq$R;V?n_ZJ-8h+Yw^G{=1{msD|0W84<Q%ivc|2
zpu8+D?U)(ACf-s}c4%C{`^F8*x%&Fb9mH8(wX=7#8t9bk2LV;hxNN4&;4ebXJ!-{@
z3o1=3DIPq1!;hA7+|bd!si~nno1EiK8E(N*8pFRq35QH#C6fyYNiniP!s<o3!ZMR@
z@;XA6nI0EpVdtK%@ckOawnf(Y01ccR^zhH60R+ZoLKQTY4k?U{4Pul+t(_o=$Qx>!
z$}C$W>#fn;KT&$h`_(guP*=8g)KSwGIa96ej^#z>!Dik#c#L$OOV<H)mYwHPbk+;>
zP|`uJL?o`2#eNQfc<%|^+D{CMmI=}z?vcqxD9m0RnFXq+@%+(Hx3ax}A=!zF%W6X)
zhm77H&EG~59+A?txVuoLvVox`EBar-BTzIrO<=R(8p0I#8waqn>o&cI?L{)8PM6)&
zSFUW}5ZKQ8oSB3|Q{oOq9rGjIMksP08^i=Jx&;u94*UWsc0j#U(zi~|r&Q+WVT=+F
zoTg95-Wy(z_b2qoi1CkcnN>oc|B|rHC|MMbCC~v)_*HOKxTb*_KBw0(a|Rt@?yB5@
zcx*XL`qP{`uEuSz3p4l&+gP@GNMf|AYku-(g@<vSm0aL4QIe<KDSGr16)MYLMQY7J
zbGvnU`Y_tD$%~mc{Vel%ExNa9(zC3;_F`IJ0=;^3*b&Hodh%>iMQ(KL2RAw<5>WUE
zd0(l)KzWX`OEFkD3zdF0^Y4kdbtZg9!{a&M`;z1DW@m*#Y(vP~tc}Zhw@}8?rv)))
zr<bwMBWsIYeyUMfW0j!c;f+fg6yM2SM4Cp|J|ag+S7+s+`p`Ozkb6MeL>X&ZRxXow
zYmW^R8`W5wx5qA^cD~%j|H_=FKRd*1z^_F9s^PM&Zdis<SlLz39a9kAxDbe~t_5gh
zeH~6<^whX^p^zJ|SYj8{b|_FG5q=}Tt}9$ZETGTY;j#CAtloli+=Gat_2jKJxlo|`
z56FTHHQ!;qJfO=>&=fLZDQTlz(Lyg?<|G7k%>q|xBhW(^mrtFDaYNG6lFy?PU10tZ
z)D9TIUhhQM8RF8%M`YK*lMSS&>6s?ul+R2Frb^$R6m`o>$Uj>#qsmC%H$c8fb2HNk
zH7ZCaDr!)t=&T`JU;4wU5WYOoSdv%@ig-*2vn*UQ#qOI+s=#MQJn-F%8a(-);ob!$
z+&nylFL+qejN3V6M(8$yKw8gR>@NH}C|($98j3bEBMSXYtp+ttRGO^+;VTz3HW6<}
zu&5C1|B4+XtaL{5D@+^QMa8;Qtj!P+XDo&~lqgkDJWG;#eW(}kgLHin5=ownE!qd?
z5E-WKd4^N<L;m>rpylwe8q;!q+T`X_6uhqK;mJAhCxD=C_uZTq=Datw8cCN9xPc<x
zB07QLuwi4Akez67BzyvcLk=k_PxWgPH|wpfGRvTtL$SvOsy@mU#;;j)w*#!uZPt^6
zc-kQNL%;v{Z|uh&XrrWn>~t}XpBBfB(d~l-V$*?`WfJN_`a9*GMzuCnVI}MYOY~Xv
z^eo88><l0Z$`xLBJz~?T1%Gt3j0UWi#-KVru^m~IL;c(6Im4aDCNKl6*lUMRtbD1;
zN7c`x@mTe^E<bt&G|Z231e-W|HbME%<e1Vlmo&O9VdRukbptXHC(hU(B|0G$vCwyj
z&~BsuZYg(wt5Bym23f|%<N!9J3Q{*bUBj{?mh3t?A$ANM$aof=d0q22z15NSLDqx9
z6;TajS)lVG-Gxw#KAz#f+4yTT-GnptXa`&@{<Kj8yr=(D@{j`O+EG9a^yxkq;vYRM
z*dl&oQolA<(<U&6uMB9g_zJ}P{pkPpU%q6iZgA^6RB8L%8W{kbBg!|+v-)Ci7L|Wo
zhe8zI#Ry*GCra3vbf|eYiWh{>&g{NM)4wxgeF#JEkcYqDD?v15bvo8FokT1vFR|SD
z6RxE()O0Ae3W2)vueh%<yV{u@PJw4-k5mnr4k+0!(#<)IB;2OHkF6W|$681`s<01e
zZPDAlq|x<j`*lSF2h7p`d|epNTLdW1{(04&t0R^roYzO0E$R%!;#KAe)a#4Uy59bn
zBr^X<-j#{JYRc8=PwE8cnW+#T>>gBUdFt(dAeQ3=9RG21q*r+EVf5lsh_D0>NJR9t
z1Onf6<~aB3pCS&jxCzATEJB}f*_}qWlf%T*>OfEND5b`OZ7;GuuL6}#Y>-$OL~3cl
z)sMoiY0`(A6gc_&)RaeyKa=XPs6{O+N>9V`LsI7ygbBgdLm|szmT7=eb4+S;z+PDR
zfGB@ZF$JZ$3YX8n6D)X+%GF3Cd?Gb~XYR}o6$bQU6Qt{aqPM@niVtE=7_7(po4~J-
z_u*oikRD&l6tYK@lEea-R4vF2gSBX{`ae*kJr^a?dT7k_y?aVEYKaY#e~Ffwi4U^~
zggK^Ic{r&YckAwRb51G6sj*l}JyQa9xNE?23?(!e)o>&>DYk5?P$QQ3i>}|-y>7VC
zx=EKTozRE=UIQ8CZN~L$zi8ETDh#{VTI)mP^(<bw#{RGQ`*8fgn0b}?=DTo*EnIl|
zF~qIu7naJEdWf}tq|rvpMI8UDgn(?{<?!Y{P<vcoF}|<uO=mBkqPv&aoM>L91itpA
z-K9EYx*_}@q&JPQ)SC-Ee9`JP2rD{t1R#Mlon`q1U~!H@f>hPLG0jgE-pJx&D^kOz
z0Nx=~LH6SOx6C|c$RH+xm&h8v1D4frg^;k^i;?7Af9<wkzX!LToHo*3HP{OMHmODD
z3X>5#2z^sU(*}W_T-$RejFX{V1GFr$6Eesw8V!TL$Riw|eMlaobK5HuVR1@?gF%04
zM9aR#1cF;85zuD7@~1JGD**W<8Y?@>=W<9qLa_2-bu8~AVP@pL{yBgAS715n=q~wt
zmb?_Lzp%liJRs-&kUi1*=r(WhB^w3HD3nm-xH9*TO#iOc=*W`6F>tM8A`@1Zp8p6t
zdT$L;u1fy=u-Ko%afTxS;kn8ZxF24OYCCib1DiI~=~jCM(UX5QAQ8;62{HO8WFgWN
zSxF0&pq1g4PO|#19QqUf(jLMVtu%;Cux?p+C0Y!&cOP)x`}mo-(gtm*JKhU&Dxzgc
zwuvIxqk9jLN9q_EH0L2uCK4O2%+CvFa0qw?z#=|i>;B@oD>Kln4?*^BQld1HD2}9s
zk|!=I4!zp&pp=f#Sr%Q&4)X&1Y5iWA7pK5Pa-8b7hDlE03$;%c5kkOuO-u(+;{Ws#
zwsEK4o*B*WPrRc!8wIHctw(VVv`n8ges*0!p(>J-z5O`-(kdzAi<s`kQM?Dpeo+Iy
zoJu-$F9tm_3EN@^1hOokqeFZwiAsE7I0PmuBs}Ff=s-L$w}$+#eJj(G{v+ltX%lqz
zQMqid&0RMl6Yd&Cj^Fpe)$fA(Z()<adQqV?gOKBMUgQWG5RIGAuq+3&4szd%P{@0H
z4F>g$hG`EZ?EBoc7XVTEDK9W`2Faqu<oc{7l)ioLG>Sf&IRRZs3Z?_=e}{2QwyiZK
z?z6XPe``c?$On6L3=FP|4F(o_iToy!nFuXN;_SqWmAZzEzgNFPv)}q3d5%I(EIb?2
zz!Zb=msrx1$&=L_jhAo(hK#mwk|&V8)mW(EK>o#nkUp(k@w1|#i59o|0GgprG(Gz;
zW6GZ*@43i4Qs*8OY&(32f?K20BAJqXYozpHE+-U($h4OWV4~zlm=m-0bPY%s%rHot
zbjSlV+ZaAZB<#15vQPwWtq$toOe5(lwrw;ykehl`wciU_;D!}x!ZBS9=L}0Uu@A%^
zMh6%KV|GX$zcHHcl!ekXg*Zcqoc9QLP2|BxB)1MrjFr}qeSJ3B&`U=)pI7!9C1C5c
zj*xlew;6EUm85FK@oWw<$68ef%}2_rz@omDZ?Am*qCV$u@HVp&nV1vcM2>FMx|{XO
z4Oj!%zDz9Q0ahw2E(+_~^g;^7YaPunaDwJKkYiWGzDBP5-~%DLk$_*9EH7KfJ1d$e
z0z$B&Mrz*jp|Pc~9Ik(RV`+>~V~DXLCn<ylh$p1fAB(y4;5Ap!<r|yyra^4T?~qNl
z6G)aFuBW?b5NVIT4>Upf_ON{@Mhmm*4cT>1?DsLPFM0K(?ncY1DmF{_2!?@18_!dq
zEty|cl||6A&Y9zoa-b(TWaj;mc#{sco<^O)6DkCI_POyd0cTYRQIq@mC6;e4Tx-+#
zkNq~VBLx_aFf1%fy^VxS?mtHQ%kC@yZzxe*@Ey>0^9T!jJ)gTnQ$D&N&h=avGRecW
z4?RrnN__iLZv``ZC1*I{*2ds3jHMS%+ml#H$8v8qHWGx9ke{N>h$=09EA-j+5oOln
zV(4J#BV?3?p+zt@l%yoo9HiU_b<rTQldw&<_D@4$-s$)~5N<;<ToxM^(5FVzq<-?Z
z+@;++S%A`y>(Im(f$U35lp<{Z$q-E26=GX)6f9wz>$PTAFtCJVQAe<5-`6Exf;Ep#
zoOMF%<-=kw!DxH5yczUd18%S_8M^06q2B`@T9aG{upTs?Q^Yp#{N@o0Ak+qO24?ww
z0iC7mBHj_nY#oM;)%uK>0B`p-(K^!SO(-)OI{{H+Oo^U&X4n$feVE;j!}?Q1U}pNE
zGjs+i8VZFunG;W(UzW@tfzi514YQP?`Uc1(b|}n}9zfvUAwJjG`3lHCLZhj@6d?O0
zc;{EW^0@ZSFJV?mbf|)5V448tz#VC-H3J!vgKVM>#2MR6lP8BUAePqc2Y!1KeeM`i
zy;*OZLS1>b=n|%Bs{ABCs(=mf5i*^TL8Dt?0#kguJ>ctaXA%~~o~H%*8XTsqAs`rV
zkTzEE12nt}y$>}02B57C%Knie9bfVz%dHDcmWZ+yn%rpS)jBAV@EfBtN$aX7I8qA9
zBwI`kNe;H<fK-Q9vNmt&FVN46{hoMeyR(l7v!V^kAAFww+%TCFYPcUK{Vp66gl=s*
zJ~RfhGpBgEs==4HG-R$Vu|CO<YT{a!K8D}PIoP}UAmX4V+5^sUJcaq@wa^omow{K#
z^DH%zrqJ!vC{}NdM@0NtS6C~j^`huMwh@{$3H69Dbz+slEo8(t(L`uTWbId{Ac}tP
zgiW~FM5LDImDl!}`TZSyspogjkf#cBdnFVaV&`Xlln1SsD2U(V^gjvL>gPP_c1>k7
zZ-0Lk(Czm#-#F-mP?E&!2Yji>)c6+t^RPEzP<F`+dN$M>8QQRem?*#n7sfJ?<Yy;0
zr@?qL<b4t9#bT7*{>=5|y3twtNjZxY^o({=>Wbb2e}fl+71gDm@ypj1#zS(I@<Z;f
zg&+7Q-FvPp?W+^^Y3!5>kPU1BzoZnrL_$;g%zCUI<eXFBIsfFwl_jZX)BYK6Z)BY8
zHx0`<>7C*xtM&Lb`+Xb9`E<{i3mdXed#r*^iNvM4o%Dj=$*|Hqo%_gJqA=!)msOCI
z-u;=gx!Hs(eo`-UxT>C%8h?5;C>!5s6(oBg^{n)0O8Z{=S$44`3A1+-kBq(oN*Vh1
zX1Hb;$%{PB8JDl{h$g+WyKq$JzCULvlk{ZzKufJbYH$5+sZ8`O__=qN9Hn1KZM}Ft
zuu9gR+bWX^%h@UuTl!JMxsbVg_~+&%e<Ex8+b8fmbBq4&JY>^D)8w04PpkTBg71Yd
zEO!@8AhuH{Oa5f%N7)58Z1G(xtY0%(Ewlf3L&V$qo_go2d#B(3(yl5gvUyWBvf`kp
z*}1TB#!l~}$L5W~yDL>|x84rB-sJlEsP=`%U#j-7^*uYYrc<wE+=btNpx(DV5E)3a
zc3!^Wy!B<ccxk!T!DQo2e{E;gWC;Jc_Rjn$t9r$AMctp-s<%d#ml>PYweI21Hf_e1
zy;o-T@!K&0$BPr|qZiwv-r2vqZV+vgieVn1%HTna>YZiyefN<&u8DW6vmNA6Q9ExJ
zSX+8#ZYF+__b^)Reso7id&5S?{LX-4b3xuh-R;2ttgi>eTaU(jNxs+9uG5TTUhi(d
zF4oDVBas%V^Vg@Tv+<N!Q$b!>LHWM(qR7yURm6Ci*xfIRKIM;}C=T7#TlC*9_np7H
zj~Gjvsjc@2x%<U`<n7Yl?%1zdf0I95*5{tP56^$U-uhu#M6WDc&$e|-R+i6b^ZF}|
zzvdPqS3A~jm2clF$kVYM=QMbK&rVdpz)tT(Ug<M~@^;t32HoE)B||!c6Kyem9@UKc
zgu?cBHQ8<z-Q$s{yAzq&;_YLK9Q!Y-2dyWp@11^jv%Bc#o6X%{#h=Ffua|P@NI3ke
zl|-(G7`&YrjEp+I=r8D9@i#>0#IT-y)!6s;knoVFS%0@u%I8ue`0orXN0c9aS<mpB
zcv3sL`=9oU!lp2uV2ACI8oBFHRU*FK<u|G=v+3CqBT?-kVw(=}+SzXH6YUE7ek1W?
zx2n5tUVE|s<?sum|IOyoP}MV?k9iq><6|D%A=|%-{w~Vhow)nTpk0T`+PX3$J6yGV
z^IAo?;F?F~($S26vi>WBXx;tGIZ0=0b5Y2gC;soZb1nxY%Qaji4gcmf=-{}*apjnu
zxI#`hZy|Rfe1PlrbHN;Q&E9tGWvaH<nn3>VLehWIa+W-W3PoHcJDfJp<fCGq%(p0*
zs#u=L=ePnN;QML(Hu!nViyc?}`A7adh5z3AK&flF(<p5(Zf~)dV^R6YKd?CXY1B0p
z+u<Jn?F%0%c4k&SpPy&j%jU%hC&8RE1tT&Py&_Ys>12z78Kz_Buxr+I&_!M#eZ26|
z2a35fta(MxCyXv&80j=LaBuC;W}&XY@OOP{kM!$3?00yQe!8rQU6s|i|3U0(eyZ`6
zAJ&mh@1C-=$8G5)9e3q7=WWNx=bfTH_LsP7Hq;~vHsZOC?(fRo@|v(S>m#4eXS%33
z>|Lm+wCi|u)hn~+yf?-y_JW(3$Y1B9l^Z&_sm%wW{HhK1h#BK8k1v_?Q6qP%jmno4
zN7j@aZpy6N{4<-kM@wnyQ6;v5SrpUO$xn(4k}R|QIqOg_HYr(_{&FwU+~Ny7+DS^q
z%I6=Dq(l~Ev~vFfpRIgbjK8OQzlZ1L1ZRLH7q1O#Jw1|-Tu~ak7{2nUXIX#`1jJ%L
zJwL6$8POX~F5VC*X<=)0bb24s!kTFVxUl8M@Rq%m8o2MMCEbn5u+jN0{lYlGGIQ`%
zikp_&g$r(3=($-36N$Om?_3gkf0G?gYChht8PmA}j2TN*>x668<+j&vmsiWL)Kx2b
zjF{WqJ=4#&Aol6^<GdK{#0|Rr+y24$F!<&R2~_Yp{k*r7O2&|>Uu;59=I(51PVTHt
z?0Wslc~j#_8KuXsFIKx1J^z%S+Y{q5d@53^p!DR2Bvw~CIeP7i*9A4krRvg4`?i+y
zW5!SY_iu$c?3HXBA3W+&Pgm~csQahR_s?>pFM7<sA2ily_n6<mpnYBCk_Ml{u=ELO
zSR?j%(vA7kOBWQEdQx&rHhRu~pZR}|q%xY#opWBYvqx~3yS-x^h}-19qCYY#$lVZ7
z&CR^Q`(}UmQM!E(FDZq<_c}T@+G!%0R(Ch{QL`~#H2v`2IlP3jrQk0KYU-BF(4S2@
zcG@JI5n?R%DPHM|Ugg7-X77KFG9QRLY=4@{RBUfgTRQ0Wh&J8~>5QIsx$o;Rn<3Dm
z`0jf9#F$8mSEitGl(WUR2?v9{aLes8iJUXo>DJA_NSBPub#|;<FZQxcDldes@lIw8
zm@4!ceLXREmu{QEl_;s!xuAN9<)r!X530RGXSXiz3u|+Wu>EcMk8LSLvH0?xTW=iv
zp3e<#Fo{LR2VSPaDA<$6yR*X7$JwbdEfQ)|{o(_}vC@D7Wr7<1R3}e6Ps!Ivjwj!K
ze$PdlES<0TntO2m>Sk-#saD+BoJQEgp+Vwg{!(aG!0jg7B*jL|zF!Tm_4SqdO#PHV
zPF(iWppDx>D*)HM+U6r|V-YuVB#ez{pLQJS{SB2PEyY1ODYZ{i?|Aj}8;CVCJxX5=
z9V^vXx`c*olL9T(%~0=u__bYvs6m>YCAbeHTX5Y&Y9gSyX;hMtvtdx0U8)_YU%|@7
zxEtap;K-ge((NF%+PEs-$kgN9oUGd+xq6OTTCYafZFjYsML&stLKman#K(4vY~;N*
zIZ9t^EBI!WUF<#wj@xXXRevaqTzLOv(mU&E0Pa9g4t4ADv&kTwb-K<R%W$fLhusOq
z6Gf`)okX!VyZoK@4x1bN^1PEQZfwi=NMv?W3F#Th|92@yKTXBb05FG$Q6v}hhzp%W
zIRg9*Y4723tUvY?DH6ly;TpxG@{fNqpRnhs<&}<33W`sitI~5LCHw0}o^O>=UL6x{
zu^CRUbelE#9?1K?Cu$y4O&5-E0-hvA@aUzbD8|@Ez~o{TNx8%f_hh*arO&KekQD4s
z;x#9ZD~h}4jIp7_I*8j2|Bl(pF_}8Z9_ax~7_<iRUfcG<?P3JsVJ2i&ISR{D_`9Rw
zBGw-J3Yu5N*39JzFDG4uD3Ho98Sv}A+}dn5^#$_97Hvl@FW8Ek&o{($$uT(XZJ!QF
z-|g6And`2Fc*_=Fe$90Qd@QVu7=s1J>NHC8JpA|dV)x`}(^-*!C(s>*Z5Nwt^kiKF
z89>2l+uX#vvF%s`alY=SE2P^(dIavs*nJ5{p*M}-yO1vQH)I$PYIy56Yq!<|odAd`
zUcliNn0+BuB)FirOPZ(_d~h}Yzdy<nX-dRs!&?RNR}L)N^eNM(504ukTYLn!9=dVs
zz%>{?5Mxiegcsj{b)!OUr}@jDz>QlOm*;rOla~a!FT^T`NxM-#{>N$0vM<4F&>xAt
z<jd;{zY8Q{MXx_Y&$crBAVyTt9hP@dLAsN5EQ4Ks5I))o2Ad_zC2S?8|92RRVNeak
zksBd<io&zij_R@Bt50P2l&13S&GB;AB|4pnDGLsNc7Ro<Y0-AE@orzI(`McHusZhF
zeGxX|OMHdLa}0+sB<$w6TpzA3op_{PD=!k8Mc{L)N^;CXHky_JO590}xA)54_U{JX
zE9gWSif|kBS||Bt*x|AWJo*gnd$~Cq{o6Uh&#g23YpMU3_bT^a=@~+B{wu~UCxEh+
z&9#@#Yz2_82oAS`-T(=i4V$Y`F#`9`LB}8knv>|lvr>p-fJT*0X4)IA#(_?3K-N1!
z+FG>XHtpsuH9eUM-XDb;eyMi59`D6%FT0P7;^}Ul!aeax*&yqBo7PvMz4NVBf4d9j
zRmaiAB1*P{#Fj!io3l9|*4oZ)B|kZ(TJ7ahc*{<>$Hscd%=T8fp+L#ELIoQkk&>P?
z)p3E-LMbt}!10pPj1+>q-NwyZGXW4>uu!F-oX`>}q)T#?@5}Se4mm5hI_n7SRb#o~
zrt04pw$prPtkwEI&!7JCp(pLVWADvM$39}Q>GuxrDh}af{^Z9W#^=tcT1TS!InmM9
zZyX}&sM`1S_TLF(rCMK6k>9TM`uVGOJYH|pb1d30*^?B=2rrGmi)ljkq^o+4jGS?f
zSjMG;bmTn*k!gCn`9`J9bj8=1L^iM5f7rU5>R>?8J(H3W(~o;J)!u>M_{rZT$n(H1
zeYe8Ws*vpz7zS4d;=54!cW0GPGi>QxH(+x>DT_c0FY}U&lUL?hGtzwyFQt_WN~Xmd
zj}$4jkeB0ZAD+NlgvV?=3KVQuKVA|QYZ8np`>J9o9?bC$hRnW}ud<QsY3PF075B;N
zNmH)~p*~cM|J*#Q)O53{<GTa5&YZyM6Gg&Q)L2a7Q2^vZtelP7oA_qjAzUNwa{S-(
znGQaC$pWblveip|h6eTpHQ%aH9nV}{4xP*&D?OXTdG$Y!0inIXzTiYfPmek;_c=ki
z7blRX<Ks#0>3gqVbG+<WJYVm1JLsS7f`aBc3nd(ne-Jo*q#I=ZFn)Rh_o|>{u|vmM
znV|9)9&*c8ZBNltc`tUc<zhl&_O08uaZ}N=Xcg3Zj^U25S)s6RKDS@3{w&mSRyRAL
zD5NP=iBS-J@$J1h34isa<gMFAVh|PKk@(#reiOg8zb0YXd1%-sOFrV>=GD!If~o&t
z?zv0Tb2M@;DmA&3kiUTWB>tHRnS(Mg3Repjp2<pa&1VJ)Rf>NWSHgt0%EjB=Nwtd>
zJpsFU+dAEds`077_Kjpb`Q@s9@;`a(oxK6-zSOjx{-?M~)mH_H$D2&Bb9h@iUw4tQ
zoE5MFziOmWmwY+m5Jf}Ke+pM6bjfV6M+BqtMO(t|iM5Hg-BSEYx=3=YdSTk@lMxf}
zul<OB(bj{AeKF4Zk?j<JyYV}Fo~_s@XfV}nM;*~3OxMNcX(J^Q$FTyg;q;j%Pqu~R
zM3#cAzmyBHd$?dwo869mB>Bldy$BlsN5pT12iLnC^HrTe@7PGF%@ah8{1uh6duzg$
z%f7#zvb0Nnd;$yKR|{8h`*sW)KA9|ls#2V=oDVGW9|y^uyc~x(D<#PiY{Y|w!q28@
zqEk#hoEt#$Lv#f_Ffu%>BnSk;!ejzFFdvLfbKYfns$vCnLS%ey8r7|a9fvA>R5sg-
z42mL?15lifVA9$h_IoH+m1TOYFQE%+^n~TX@-VS-i*NU}pc}%ia69?+?GiOiIE;<S
zEIP<3CQ<nl3%Q!r7-yJk(=YOK|HF==7_ZM!vl1rN!4pTK;4^1%K+q4rQ;M0YdpSTq
zc9g1XzfqqJn%DP=Dfha~9p?u!KQ-L+cUxe2`%4gy!Z=tK8Ds;!!jGNtW=OPi{ybY5
z6wA&wdN?mEyU(I?@ZqKb#?3Syah%N$Nbo_RWI5jDcgg!$T9bS(2~oi+NmmoT=xU$a
zQoWe{VK&YI{8<shA+YTNN8`_AmJDMZN-Y=?%2UN1Bb>sK!eV9~tNhYl^N3rGk-2sZ
zBY^o;AIzMu1hd)DfrO-{hO^zIW^|Q-3(8bhX$OB1QFSY8j3+0?Q*d+k<dIi7c*eJs
z6weV?IW!@WgtWH|Z6>-R=-(R5Mpub#>prxNUrz#Ref}l#m^#_22Ylc9$DUDdLAcXg
zf;i0@JT3Xxss@Av4`uSJ?+sf2i{a9!A^xtgt~+sj)$nClSNfJp{ovC1eE<Dkry*<6
z)dM!8B!jgHiDr1oZu`GDa^SP-*i50-hi2<sqE|B1mAAozCkAjkR^#QtjZ)C5`t!%Z
z3eX`a%M12%$(^U6xRPjC1ooWs#j3}Nj_52UNcvi$wlg9BVblC9sYrcIgJwVOmv@s=
z7@)3bmpf+4PkHBrRL3Z43GvN_gJCUJ697?3!{!_>z@ZkGXtUS9$ReGmL>rkWL@J=g
z5t%u(>?C!fFthc7OU$f>WlrGAoG&6L4a)wxA?7Wr{TkqNM}vo&n6s!6;X_~T<KYzj
z2xCcn7ZbP_P`5A0<GzYfZ+pp-*i{Eq@83jJK4HnSRz_CfuJB{@nQtWFO%fNL9L?It
zmT$Wh=m#8VaEP~Nx&7|tqnCk);;WW0^Ku-6;VE{u2~(F~#07tEad|<QSfjbfxgpFi
zlaoAr(GUic2t)|SqYP@_*i-;5I;?9xki=aJ0f2I^kZv?@@KCLi_u8nckbP`=71u-`
zDUh$1_Nob!mucyRcz(Qx_nWXiEE_9$65}#$#%4_vW=o7l?X1gm#T>|+QNbt&Xad*t
zkda+L^I@t`5@4CN&DRA^a_w-+8#}j68eE#!DEHv>g#7tg6@a(!7yDcesv>L_P0S5k
z3vu#5FC%jj2-GLQ^hg|Y+V;S8uGoS^DTJyC@sH)w<sLu8LNt9M&-@~5V?P)%dq1CR
zlQE&CDtRLrmt5grh})LvE2T89WM!!Du?UW&Zb|Qf6-U;kO#ND%&>UpyH~!LYE9O2R
z;?PE#6&5Olyrfd^Z8sSYbB@pUmy;Yc@|#usl%b07&AfVC409`U<MX2KfgUR}LO%d&
z!<B!NC_RGxnL^q`xliGF3+e+ARCHaR*cqFU#8w>VQ9`E64HWttt-F`hP(ynC*Jpa$
zMIGN6$}Y4gEX&50b0pC12~1sqwS$;%jCy)%@Yt0a98S`P_Z1JfXDB6vJ2{wzhg(ZZ
zB6x1m-<<~z({N)+cSt*yxGFq^k4D2r#!oh?L-M*5xUCLaJ0vqCqO>JeW3^=^(k{ee
zHRx=xi!^b=W>>u~gl3~dR7g4L9H$K%c*g1%#MO^HaQLZ*JJ~^c{ba5fe|_R#alXsO
zZyJTW({p(IDQU>`=kR0SF2+8tmDd-<y>#dKg?%e++#h;ETeExR^|`d_7{e`jK}+Dx
z*tK5pd`FBqDxsfiOMvbce*d@?4>z;-NA$0LFlAizkc-~$kiffxy#!HZ?#P%g?3!2L
zZYh@j$NaN^Xy%Cgsx@>8#qX8|AZmQcnN7g;5>)V65-YS;2&w$>>JEW(9{Q|^xjBAE
z?q6S`kko?z7K}2*9Hwhy5}kqPH@g-0FulH(>BxqIdcz7(qLf@tZjZ_g!!q=-BMxE=
zF!#~CkL`B~>`S*vHZxy_b#u-#q2)KC18|ezPRzVgz9VR0f0$d2EZPt6t!T)Ltkhnq
zacm0K^ejpJlU{@{9X%##EbbMEw}eh^Czd|jN9fxxHRWsAXIvw9mF;~z=}4A5`BfBU
zYQIY#fAZTIkO}UBLV*&H<BZ&>E*}!V5dGb7&<g=_89W)}jx)?W>4B(f-u^xWtM2h5
zE=hW#X`$EAfRx5Sk{`L>xlUxp**GkHkWA6I94>yaE={qS4&zxk_sE%NJle;f=iN7h
zdc>-lyF3bh;}hwe4e_-YKMhpSdcI58h2TqZPergV1q<oKy#2gI3POEnM2veK+!2<g
zhLTTI!4G@@iA|4Amd+76yXfQLl`Mq5N0YYTUBu2WFjJMfM;bkH=|yh4#R$WsH@fPM
zz?~D@lTPGPPLcO48uT?}#E-qJo_^H6vzXH5eLs}1bY6YBnvevY`*AUM(o2N-4NLpo
z&vzhSLH09zB*p09#R0l5*T#RHR^)dlSwAv8IfQCJl~Rht_oI*gm@?76-nCwJ`=P@)
za09W-ge_YDDL~f0EZzx7n9ReC3GW=HNABlFk(2#t-WOnR+90RLX~S$?i<ZUn6qd#G
z0J6+cR`0?74Nb~{zUda&p2=K40=f`qo*h(3a4jI<Q_{euU)l;+bfzZL3#FV~XDJr6
z?BhdiW4Gs`bYWzS^{Fp$=O~UN!308^{^uL0#r!taVeo9*i7s_ah91Rf>o2)U^Z7cI
zb0yCMKfTl``h)3WNnVZ{k(U?9Co@jODc`Q1dXdOw1NJLY>Of(;Gz?Sjv1HoHrQ1BA
z6VTiJl#==vm-vHMh1*yz_Sa7tu_mxEl;Z5ks)78-sfFzzgkv31jyGY0>6g~>f{FuA
z6#y(?afDflnjf(u2pC{)eon|x-|<L0*gUSJ(Pl|<ub{*+2-b{>NGfUV`%$(=r4HN0
zqcarjvjI`+7{d3cAfW3nMY5|{lgM-Ic_=Eat{r5rYZwkops4{av~PRhqdcCKNvsPn
z&<Py|#qo$B<?B?rAHbHdDJCJBnyOjHF+R3bqdhV7&1GC+WwJ@bo^35W`^r~bQ`E3G
zR)3g?$u@A0o-y*bgbbUQ?hg7R9$Ze`St@p_TVhie%8?^p0Y=#}=7_R$0q5TNKn6|@
za1`G3>C)>>?b`nWKJdi``cj{d(v;b_X9Mg%lN#h8_vY$9lfGTYc+R(~d0r$DhuuG3
zogk7H4bG6})w{Ohe(S?~!4hBMVDyP0d-AbYMDg)FAy|4!T@JATF|D6uMxy#tr?H&u
zUCyyo46%|v44N5jy*YuO#SipMoX0FD#~mR&4EEGbFT-c{k$V!*4c6bx=+MOGm<{E$
zC@&v^Rsy-+K-pv`{A9Wr0(KS#TR;VC+z3Q@UK5|)8}XxGfE^7WqW<kcrB}IBOQ2Mu
z7s7bovZ+2J>SsJd^tN+;F*KvBA@cCWw&VslhM6)>dHq|}>bVDPlr++X@N}bg9%hc?
z`w;Sn>XjF8@2<8v`EV<Wy0{utK%X|x#Ey6!j?w9P+Yup0;B|2tsP{lKMGa~Hg?a}?
z2y5&m+0R}Z5jIo!Z^r;ulvjkCVZDVXtUHn^ADPp&%w$07`ym}6JjC)YnhU96-%rAh
zGwt2UDo?x0-#q)!1wJeN{BKnYKJRmX&vnKLGGIWIp$yb_>*pqNzy~P(9BThCV%JCc
zc)|Y4{DewCmn#3-j4(Gx71aCj7TX4$X8)1+jCA-3%E-dm6f2+aM(~dAdI-RrIuWL^
zsOIeMOjf@%XfVOV2wU1P#g*(^6<{$zV1jTd=GewnKPJN1X%-<JJSE&_eo7r4upi&-
z+a(l@Xy8gaQ$#X0$DC2NDn+ROjuVIA_KnAc&;I5mA46ZGfai*JpI;$2PQ*HH1x~2Z
zo^NRdjwgI*5MLYo!u1a1%b<#3{)X8)k@MsU!3H^W+OH*iR}(Zm`Q2&mK6QJphFOkH
zCeg$u$#osB46kdT0DVWD17LbDQEOk=j~GbGyk+2m9)(^%0w4G80hTadpadpV0$pME
z{B*;03G6?^c7SqXAEH2*NSZ?ysCEP54P3T%Ijou%4$f3i-py=3cUAe+U(q(|#6>#v
zz9Gs3Yh4xqNfW$^8VXuPZj;wP36nye3l1%bQ4#WjipN-wIz!1X@Q3sQ1i_2-dE?~T
z%9r32e`B>bQ6ER>*N^cbkh9{42Cvny(ddKJilywcy=Owl8X-$u`rQ8RrruE7VSL?H
zU{=DuPh7+u5$j;k;RM{C+jj(FTnuxzZ(^rSB23)hZa?$Y_eKX!Qtm5u+;Jyw?@-wg
zoZGppYM!u^{%o?&I4I0X(6p4jlM^Y>!nS13{HFN}gM4Ifl4fx~fvhotH0sjE4z6wM
z2-zeo!a2Q!Ie+^oUt>L|#W<o9O->K(X7&`5>_m>EenJ)Y@!s}j#oGoNX-ey2PX_K(
zgM?4<(h(5(YFt?(a$e(>20lno@gCrjI0||3>tjHsQz<F<_;3m7@>fG7I<NWqu*TC7
z+C6QIH8y@oCkmxp7{@51hQcu!h#l3fOe=PHhx&8k>*O=`XGVU}AWV&}8ec*&k9{4B
z8(^9bPCF@E@(858%qQJ2Q05%WL%hD$z(+Wr2VVXHqpTF#1L$!4hpwCT6lpCGx)19(
zV`YCMwDKjhqetO3W{bP>JU?(LaR9$>X_PRcA!|)9;RiakG)=Iph$6T=n!)dlcNRC>
zt4mGXV;MLqj3ML^ws|fgBt%R{ISAVMFqByFmc>e@M`E0Y`E3e2zmCL7=vwBH3k%gU
zmUZ{>`B$M)kYZ51_z}Dwti9@~z&LOOlut%}0{M{W6Gy)y5T<c{H~zE=>wbS`It4+M
zp0z{BFX|^3;n?FsqG@}6hk5UKrVTk^W`3V5uOWUaw5^f`4+p!2jrjvlMN)P5uMNj=
zmA+dk8U)Lw(mA}DR*S;)KBKGD9nWa?Gseoeh72N6^d}-rr1CT)n~o`AAD19>^%KsV
zfvc90&R`P2LYAX)=(sb``z!hy4_Df5XZtAD^8R5SrIZw{RTIQRKD&*|Cw(EPG`_Jz
z+)^Krkq5GU{P1*<;N6hWQN;O!OP+4Gh{qg}Jqk=pfO59L&Yw-DI-&IvIfnG~6AtUM
zn0~<X#vlLohw@yO_ft&Qdqa+DoDmHEx873%ruUyI4Wda`xdcsK0!k6=69%6Kqx`c_
zkHZ%9mQDSsXjdZl-}Nm&f~{bqNBB_yw<+gd`?-df*n}E%i8tAm2minsXz*#UiB@S9
zCMF5A)sN6Od9{pPZ4aLd+nkRp`k6(rm;$ucvXp(&%!1o2)t?JeOXJe2gc;rqzEtEh
zn!2SX=duOVBEIF?qxZh-^C&!1L<lvRN7Q^S!(+@-<3G7dqWx`@xL6{iqW68H;N8E{
ztz<d#xd{(^W9h9WV~R;^UNi#c*}=6sh08bI{+i&sgEbkVOCPIpnOy&Y9_<Cyj*RrV
zrw<@O@u=qHxWL*KVNdeQ<E;eP`$P4#`0GQCduw&0nDAq<)fI1si743p+ZdmTjS->&
zz;eW_9wXLvL{mo_kx^v!R(<E~5&~JJ9XL1qXaF&kS*4E>CE&{yVP<Rr^l!N`&J(+z
zeu1^!<b6hc!7^y|gMIy}p_o7nau2xs1SOTtcK@KFVhsOXWSXna!ef{+KPqD+1h*On
zIcLK2|1{zpw+y9EW4<5;j$+w!R`@r|x<SqlF6tdh?+}YeX1{52UO?DcQ`7wrV~xt@
zkI`umXb1SgOZ@JpnB@SZ_8j|QG#k3P05%<te-{LN5}K1o;;*;M(o%rDAOiPy+c)UP
z{iVto-1tGzK5N(skFr6s#azhWdr?g)t-}c~q6lw=g9t8f?`TnJI;F9oj0Y-_+2pll
zWY+3I_9NOKg@tC?k5CK^nQYT}R=87DIOs;ezUabs_Z>imeR`22L+AeE{0Bls(%}BJ
zPxmL(6+>sa7k*-WshaFGT}w8hF))lRQU5q3(I0;WJD4hd{sr5Apf*3ei~dnS&tZty
z1=vxfY(Ggrbqq1TucJ?t;nJ%@m8ZcYO#5nx13>lzs0YbYjhl5G5x{j!7TB45*$<y1
zf~{sZ4j`Y?-ZA3~fhp`+@O}d`PZq^Q#;iY@rnKAPSu}qa8EU4}=81kQpo`orb8mZg
zsaPFj9{HnF{I);-)SAn|QbP{|>`)O0W`6{uFkY7|&n-ucKw{L>&h1aLXkzatuq{TB
z20%Q5q;>CzRS?N8zh@-gjzcAJacL+Q0#5rFuB)<^E@pR_4@a?n&WT~&23@0&(JG5F
zZ4M6DPn$)ZU|NGfh2_ab8Gj&x_k0hFWj*3b0HscJU@-i3Eus(#_$^L(Hj+$UE7v3C
z%Mj?Qa~>7p-oC&M9p%ruR%>?wMrIX9Y<?*;^R;R7Vz>w@2iUvNX2;a*nQOFqhvV`B
z?9h+Bwt=P>RSi3$jl<a+>XlLkg|8+`P`XHV&Mv5H08lBH*ySjsT94x&hZ$@M*X(`O
zn%2E1+|(34&gt^5V6{rX@H<v$7!MzU7A~KDu!G=NSC~FCMmeL!=ERN8iIM3$l`1|!
z(J9Ud_a4VLix9d-29tU~eM9~Hg7E*GG};Cecn&F7H6d)I{Nu>R7X(>B<oR3lWUE8u
zGUDC3ZdVlLGxUtoV(s=Y)|og(y}nL9j<&gRx87d5nUx^7s^5#)>cKe@$Woatl85`T
zWhg@P?<E%=Kdcwkl<l}9O5RSl$k!kFAO^Tk03>I)QV84x;k1>bFVBFFkiccWCFb1_
za#0tasy$+l${#VvE7<>-juqapuA_OEk??{w-wYjCVJ^|G8i36KUz0B_C86O3)>BmI
zGF+2j@4D>(TxR20rK;YY%>DSN9;}|zaOGTp>Y?~O2D++iQ~UsqtFcTGv)^H~DDr;a
z9U^H6F{EHRNlF~2<DX)&=UvLO`k=+Tg6+?u8yjA|XKn7$$Ordb3Npbp6erz`wfk_z
zFYOC&o=8WTfpY~ZOG_x&g(>z9aXcwH4V0_&L=oJ_u?u4<>xdkv$VTpAP1+c?a|QOj
z{#F2S1yp7VS<q6_zeavF5{VGa(<l3<y(WFx6-+!gNcp~+_^Y~f1oNhnn%1c!dm9k=
zC$4Cj2Pnw3<|#ym-eWGtwy>!|d#xSM09~;oXKfKRh7Uonxhn*J83xOqH2T8Ox=F_w
ze_jlu2yz*pxZ|_^Am<)o-ZBS3iv<+-#{SJQEL@+(oIRe&^W6sazLqUIq~nP{rks_(
zI!|s4T*c8hbHf0NQ04b%cDBPen)p*va7twK(L7$8E1Z4XU<gt5<!0AbIh68^_T=gI
zZBGQ2%W7Z(u^Z6BrKg1oygPA+#*V~xIkmNxLBp6vuV5{R#E^?;McNt>U|V$59OqO1
zF<{ESegtfZVasII_au|rh>QA`fn+77zLjYjG#nA}lNm|6H(6AJYh+b;Oq*G7J?W1@
z{AiMY<MCRZ60B?HNc`E3h%ns{dw=EqFzHshH9Nsj1KTJ3{WzOkCkn#79FFOt5Xt5k
zbm7$YirGhB-AFQ3km*NA=z#8u=~sgJ^5DT+GL=-W#b6$iw?CUa;U#;!d>Qx@r`B~^
z=&>JeKm7P7MEql#nJ-Vij{f?M33`;w^4CZmSu`b38LPLa5`|8)?4-r23+1y-JdU(^
zGSFEL{d8n>fby@u>!)1L2RS_SZy{Bc(GDhNIbbP!sR!7^aH}pb%!n7`!(FG27rNJw
z#jjsVx~RYN9dgW%cw)r#0P4E^*9WM97%{)@jpKDM2@I#JV_8ENWoXqkn{KGk^O3xl
z$m)R^a*$NyH?l)8x#?pUnl<OO`1$l_1%w_p?O*D&nI_8u)h89CiNA3L;{sp>>B{f0
zuTk8K;Kd!i34>if<y#K2r{ZqvkKzwDMl59)ya0@OV<k>gVUozMgR!c8kd5d#VA&sw
zE<kub!#?3WzcB`~+TX*+AWRR0yu<B<@Wb1bWf^sQflQSBk;II^2x{@I=t<}64^Xl-
zH>2I7;kf!+RXBl4+SF|kD9fZ{Hb>vH-Dr1!_aHeg2J!j<>+1gTY9dOimMgX*>{N>3
zG2lMEek>TEs3?DGJp`?3F}p1sXwS!D;Yvpu4F2@Ptmwc<GTUnO(~!D9_(+r|{~q<`
z5$rB?_zNrJpm#eX<3P~|avW)i58MtY8>PWuF`|Hqm5H8QFt-E3)Y-DeA3v&8e0AJ%
zi*pF%l3AF899th~ZiwlQQiyydinN?P_948&KDL!tv#SJmU5__3af9Uw7pp&{@yO;4
zytLnzGKtNqACiuiV1><3ih6)GYn8SIv<CjotWmiF6rB?DW7)$?6RW;mRV11{g^e`e
zpCH}#V{idddz7D|>m#%|nzU)weGR<D9DS2-CmHaL-4{0+!zz=^*O+XTP#W9p$a+XH
z`Q+N4dEK|e{*(gMN|SczorBu#XcJUrgV|g;0==eY?<3B<a2Uqx$9Q*uf7bSA5DaPp
zJQ;tMU7&%0+*S5~cc>e2g!y6jB|pX|X6i46*d!wG6b&FS8lGPO-kMjJ{Afe?b}tv!
zR*)d(`C4bA0~6;Fbu4|JI1~vyI~)Bbq`U!2-W)&6oIoLY&z_Ky(S#hFBQbqk)_M`N
z#!hD0M?_3my8EFL#21jzATXN+XCMw^@E==E0e)$RG>?-je8X5T?LJSjN{+9%%qlJ&
zg&7%GL?mTDvUnM62E$UTdxl8=W8%xhp?cr{XB_6(W=yhWW|&G*iBVz5G9#6=kW?zm
z&?eguvYQzPDaF*AQp98_*+W8>A*8Y=dyIX_GWLDu*XR4!?>hfH=a2ioU-$Cd&+ERP
zbDck=KlJNk?EBZ<xS5dxmOY54U4lhcXjhg2#(ik7t+b=KJFr#Rs~=6pKk{IH>AW9Y
zRKZZ6WmP`$xchw&L6D4ZIFQxD5_aTzBqiygK%q~ESif)B7gwEnhvDXoL<&f2vR{_b
z+_cPn2F(PLky?2RVhgsFO8S@yQKppYlD;d3<YKs1zr7s@?RVH~FGf#+p_~C-WLz5B
zv4e9g+I*N0uQlPkJN@_SH-94jT!3=OPvpwmTt^*PoZ(^~t*oD}4?*3#NDrO!u=0ly
z{{~PME%StTjJ4VS*vO5VonO8W7?<vBLlnES3V53(fd$C2{cJ8uRUW)X!|WL=7wLyd
z={GDjQ#Xf7tLkc#PA%KMLMnwbu2`@ak}$4>MgGgJZBNj=7yt6QQWo#X11c<;AHV5A
zH=v?bLMkwV#mE)2GpX~z*Ea_}AohRUXXPWc$f$MgBg^aCm<i$SPH<orF<i-eyxwWj
zhR9R;D7^VC858kvpBAvU7kTSm@&SGXNIs@#mh6d6!rXEfV8jMP;y__F{1cgGXJt<@
zcV+b{q@Pt!a&~JW1eDm>)-qZ?FY3|&#g?S&6YA9&dK0VLwPKj`2rpi170C_w^^48W
zXIW}Rh&4-C8h~SnlnIVor*elIT1e(A)_9Ei*$Uc(Q{{z1J|L%7L&gP2IQlMEv>=ad
z7CfNsTU-Uh$mJr@SZ!nEW(uENNR}>h?-n$Av&k0`^>0}-h-rp|?;({GU%-T8g2Hw^
z0AAk(R^C%b-5}b&_J)VFRRp0oxR6Xg<OPIpPS2+NKHq}8H7igCpS4zb0PJOv7}cU~
za3LGu^6K*^7<z8yYhXzKF9W!*hi?QfxKZAU{-k63GBM}ggK{;Tt!M#PmTNVIyAk3D
zMHbqnY;0#9=6t@}QclaxhFeGafmQ;j2LHUd0Ja{UHl7*@1hY!Ejh&!RQCq=Pu$PM5
zR^+Lg%DIIvF50kFftkS1p_smDo>-Ex43*PhASG*FfIQW2uQKNlwtfB+S(Z2JkvF1U
zf<*7+>MThQu(Z4AvR_GAB(QvP6_<ll6OqyC8i0BzWv?i^WM@Yqjidly3!u(PT@t)7
zN^g^>-o2AIthTSJVy=YBZ3Mr34_+6q^9Jx6bM5R^D)3It_@i`Fsuqi>R^Jx%pd3Rm
zC4Z7I_*|73AU-g_pO%2dVXX879#Lu6oLhQC%_M%Wz4XM?@CKb)xBOiI(F<{2T?U|J
z3E8U4E`NXxWMq9gdI6I#h6%A_mzsiRLbLJnh|1%`0fH_-?Fp`rAdx+-s}hO9_8=}t
z3taO8vYTrx`6nGP6Hlw(gv1D(zo3mzHu$bi_1>GR$VH0=0XyO%#vv!@b;46FzrIhT
z4YAUP9YKh-B8(1kB@<E%cG?1;<l+k5zj{Mz3#*@Qbh)B4jj1^;2RbPpTy0hHdB2t0
zKoHrQF{Hs&7*vZGHe~ujCoMu8EVL#2Ij1kcY00??b;Bt7gm_lQcSfs@fLkA8Za}4f
zThZd7c@Ej@6ro<hZEiEah*53?%Qb5<c+p7-!pjL<d_y$%5%{l;4gZWha_U52<I#N{
z(11^MIavXv>R@+F{K6N8V_D^H6ick!-#vxOVtc@NNsjl~s<Xl3f>;%MU_%$bswLb*
zJG#whA*~&%yn|Z4X%Rk%2rw*93p66cM26<<n&o}h@HL|CL->_0mVm&PxW5*?x0l}R
zZ?~hp(h+0sQ_Z*O=R9~%-`XBkW+Wgr%&kh0=IJmVA2A@lHi+2Yhn=FVYoz2)0n=aZ
zvO-Tf42p%gwk*w2st{$>U&-3;If*~CIK$9A>cE~lxang7RS{Al(!X}MWP!UI1~yS0
zoDT|5AeseyM`<_%A5c>N|NEUwf<D|-><sZd*I4E6Ik76edsY}0mwR83XuBjzM~9)0
z?u&cLl305AORi{(-J;t2SR_+lcyi;!@<!@{73*bR-iaOu4>y@w_Ce+R|DNBE6&$eC
z5Q+hw0u11owNKBlYKvWO+;+YB<#9pVFyYb#?e*X7UURTB_`{Vd*v<o?fo`8)+$va$
zPs+gHjd!<mysmkcW&kiWj9z;F^Y>`!tnO{5&{kJjn1V>^Q?VEMzE;;Sd57FNaVf@P
zA0-ZX`<S48{mjI!z_Efg#QW1t)t9n%9uOOjN1DZl92EB8o+C#{?ZGjw+`j5B;VW#k
ztL#`|-0)nUX{wCEzGDPaw)v5+RusQY%jRh-JHk%bDAI3b$3D{t{0J*PS&o?+MG`N(
zMcidG>EbxtCh~fHIJ--zUP|gk(^f(SPzZ$nt&+G5EnZ&OIyccO@>t`rsY$-wY(u9=
z2J7c!{_lgrA487X`D|DxIbSl5?|ie<{{j8J%=n1sfzStZ-(W9g<Y$lht@;T$rjdz&
z-{LQkjP6!<dAGgR%vO#4E}-zZ@mFf_d+)T;qwfc{u77yxypLJ>tL}0El%{qiFV@s2
zRO}eGvvu?SjRRI0$33r{>a@HxVrtWI#c3=)Iktc5MZr<SI+yM&*3at&1?zH0>uw3z
z2WIxVOqkkSksJ6KmX@0ztLu8`_D#~&gEwwFi%*!^e{gw&w7>Uc7m&Cznja!lH=dvG
zyOi&HY3aV*zDT=2=4(@T77LMQZ4QX~v|QFb)Rk{@CDv`>#^hVsaze$6nfxLbtEv2s
zb~&bW)`!CF`!fwm>+he!?Q$Bw#c3%5MHa;dn7TOi&e&>;D=j}JUQrkGrRzFP2mQ}K
zh1*ZwvzfeS7HMlG57g01J;y44T-|juSsM|P-7)56{W6<iApcLAt}*7Ka>LoFv1#n?
ziJqJfg|3S$V|RyNuOGEL_0!S%vtRtnR+(|H#rXAN+k&s&)=BHS<jIaV#P_dlE=0Rm
zq0p~ehCRJQ_E@uZCY$2zLdACaXN4u=@PA&py<y?-NzQM-J;<C2%n>~DN6JXrOUB<f
zI8Y7#nXV|NFYUF{zZ8eJBwsD~kHllbU<Wx5>1WxWT2iKzn0khWsjv`%yvuKz8?VXd
z>^w$tq?^MH0isCpagyejD?f%d8mXY8kr~`jXlp|7x8)T=TE3QDL4ikFfRS0Km<H#2
zF{^6t-Me33A53wz*4aFG_P$WP_=S(xtsdKUKkoni^p?-k<HOI4QXiysnr6EljKqiL
z@BA<y^|>&+UO2=(v|UAP$7BHEY_I=_C{yL^$EZ&GeIJxQ6`sk^w7JAAOxt~?QTOjO
z;ADJH)PKbIl!#ouwhbz=-sH9-*Tp(9)pp5bWlC$YKy4;!Ha~ea@{hfK3mO<o$X8$-
zxZI)A_xMffbAwphf=k{?zwJMvvzHtLK$G9zfAgNdfVAJ9{(WuYBRW?6z=Vqx`Sk9Z
z#Y-PW640TC%Dd6yHLzOIS=fhCx7(SsOC?%42?lQ;8byqMs~h$7xG>od&tDgobs$~c
zICu}!X*c`xw$Sa&10iV|tOHKn8g~xeUMyBi`B$8d_JJB>rgOKvu3f8&?f>~n<BsU#
z>hr+|(hoSLS&?IdkL0+$GfB&|)DqI)b+PzIhF7fSdhCeleF<OXy+90fAs^=@Y!rK*
zeCgnSij^Jgh+DZ!7A>)fA?ByYSK$(2m3=!bOgQJ*=FcxpzCZlE`>EoO2VOu*OvddL
z_oqAdwWlNQiawUKT{=Rnze9JJKlsOi^*%mqZbH;ZIpxsp`FETmbSS|<%HUZ(SMlJp
zXQqaSzwZwM{OdK>_fhbNP3vL5^CgbOh2S@DWqsK9Rk-_K2KSXn#2&al`O!DnF71id
z`kN>J?7nr6e?NGrTn-(Q7yB4~+bgQ}TinVm7xx@D4a)iK?pJ%P4jwTYoEYsK@%iU)
zc6(;l2T>!XfKbcsmyx#Cohr;AmOUAQP{ReX<&lY})euY13}VnBEwLT#zn>O4KUk?!
z%04}Nxqs{al|9H3J;S|RFU)R_3p@P}PGlMDvb2fbA;v0izpKB`EEUmz0o|p9R)2{l
z4JAx75D1l*-eaeW*^32$*W#tg{8(wdT{y4EYWo9%_TSO>HGh<5X|PPyzcXB(YCtz4
zOd|95rXJ{l=cnElaz5Df{rVb!Jfv^k`DTZjad94SEBn-kESFCn-7!;_JEpxt+%FWm
zUaLxY>JDH22TQU(p|RWTK<NFf=Gx_7S6a$VMc=-j%J0Fk5)umv><@ivOBu}UHEpib
zTs*%ck`{Y7zV=s<OZJC<^&&JJsd4r5OR=*a<+1nE2o<m8fgU~AUs|r6?XRay?PjOO
z@~<y7g{x%-#cFVVdSA1d%+zyz@?EslVyWoL=ik|}7L$iJ3v(sQvtwMl|INI)ZdcM$
zxZN#MAF_VrhvXiqvz**tdBsU9Fji#?ZkCqvvgq>0&otL=r+;Sz5%a?lbM?G_woBTe
zrgWX`%^_XYw86r|DXt2gx1Af+PWS3K4_AB3U+C32zIeCd>7mqG?>G3fy;&@mlhh|V
z|C*cHA<<~Kv(wKg_}vp%O~1At$5gi=lq1c^XYUIe;W4*0O>bEq2~1Z)c%c$;jCanv
z_sl>#wwLY+K5x$oT9Kzk>F};hUyFR>nW#CYB+YNz|DijYJ+1NHs$h0v?d3{H_#5Ml
zHVwsV;!<_m`Ek(?QgGj2?3&?fpF9>=h*9^yYjCEvEalj(d5JOK6SMbf)oyqaeU&b!
zjeEr#{>fMSKEFjuJvuOMyW|_J#FR9_bY>Rnl8?yOX=6Gptv{>h|BijfQod=r?}+^F
zv-kH`3Z$M^8+jovYII2dKgAF<!oRh5Eht?$VQ=c`CaEVXhmChx-z*f97iG$++?#nQ
zdi&x^^68#=)NYH1nwweWai2PEryZKFPotdgMdJ9+yUwPDnG}3WN;OKA$_&%~(-x(2
zMiKE?@_GceBeLIJ@cEUSBOH5H+IbGPMYAr__TEv_Gs`xFVuMtBG%4a(vP+uD)JgR^
zV|4ONmIjR-kJLZYXyAOw_=I}SU9+A@g<2<y*J6t6$Cu%96H{9K0MbD@NYrR=>QDd0
zue4C5Zldzm2{lpeKT!slS=eBL_!A|j#JdBIj}K0SYaSPT`;Wo=eKG#fsJ?DrN>I*h
zL%C^}i%G8r{>hv%^~t?!<fS&PL%uz)uV1o%9~67IH>~K!fmqz`(<YZ{V7Do^7H<4G
z7c3%2^i?PUkb6>|TSLDp`eGFTsrn0S7QT>0zWq7P>f)6Y152U$=Lz+~w<IRs#~<)*
z{X2oxLn(xq!zK4+b?w65)~tJ)ROeVKqi`Ga5~G$%IoIZNy~os=Zm3*&<hAFvsA+2I
z8<X>?b%&n4&Y66U$~1NoO>~p`J9(<7ZGVu|-;)wRElJrT?J2_|>r3I;6EWozNbO(+
zo#&#@B#9ykfd9Rh;lpWG+QEWN64IttJreJXGc??`@_nqnIg1_?wr5G~ub0{N%rc_T
zAz;Kb95F6@Pju?(03#fsEcmv5!V5CdJSF%x#`Ly!aGK3W*<)F5%EJ#cZWW_8OsT`G
z^wonJ<}WpqV@!^3Fv3B-s~H-}SNAk>6f>S<|LuXxx?psXvc-<k$&S{u|N7DM^ZDc=
zmwhwB2`2U|Y?;L6dSuDgk1K83&vgGFmZJJwulj3x3r4Z$PsPaWK`EFzp8X2`vJWEc
zZiD|}*Y7=TaR$D2cV@o1KT_X$rZ&-g<;Af2gRKJoTBOZ%_sv92-v1WYhLgNk99HFN
zW)_+}hh}+N!+f(mKTG4A-Sq#2`D>or^WPLb%`DDjbk)w5uXYb7X?9+j{y!Z7%>^<6
z9S*Vq9oHgpv@O4m1c{&yrOU(WD_ONshP?jaxsp1?f4XFk^Au=X1$9Z0+f@yv4rZwe
z4gY}F4h%<EcCOuwqILA&jH>*m7qB(YkNYQ_v<>-{-adbwxlOs>raJ-3n?E2`PIz!d
znRv{eG%Fq7cO2g{N&mC_Z}W8jbME=U2V1pG1!E554*!Gw4<YXwf10KxbVjjWK^>F`
z$#XbLdLzT%A)J3z+saAwon>L8XyS|7;}ctIjw;_><ExGqhmCU>(@&E$W5bm+?<SS6
zTpMoI;r-8m_4JzO$Ghq)t!n@9$sXrl^ZfYly-{OaVt?~%ho>sYC&gW71BM?~Z%=k`
zjMc}kosI$Jtv@v0b(b*^*hye%|NYh26DV$V>0Z3F^&jk#5c0rf=n`3F#D9e7t8$hz
zJ+W&m`L5`5gG)?@F#L!AnT-1vTs`NHHxtXdXdMZWIM0taqe?!-{fqHOTEm$s$ML*{
z)~G@(O<aoKs`i%|X*l*Svij@^q1{W#)Aw#4t94qyP`^_KuWIkI=@F5$R%-jNb?kqG
zglVkB0b$nw7W^O8Vn*V<S_^iSIh>B!G3u+>u!9&#ID6vx>+-IGPKRdQztMgjYybM}
zzcf1hOFzFr9l5XV-y|V!(DTS9g?MIPw?Hwz?KkpvE9RmBr(17K;*J0UrSK#={97FQ
zfav={!3&+fm&~7DEPCF)<A_jDteW+E*MIEwN=vO&?8ut*uKD9ex)VwPy%N9cn%NU4
zPF`>GY0d1C*l&DY9(DHXbWlh4%~`*Hwe_W|mRH-PGnUqh+JkE;K$Yy>q`Vj@hUGkp
zIUqkH=x)z?-{^l!$UP|CF+SR5Wlzd0yN}n%yPg_;?|)IW*EF6MdnLuHYQDl+UhP42
zUn5m3@PMmK?oPq8z+<2ErN#SUE=qeIn+k_|0FrnOVN0f-$_ufdHT_cbGoUJP0N5`m
zMmHk;-$&x&TX2!L?q)bCqI4dSgZHi4xn+5u)FRIZE2>0sZ123Xz3^-^epQ|)D7^ht
z)|=6+Cmc1Fbk-rPA3MDP?iq#QJy;J=`MwQ+Q&Y+d9bpf`EIT0rXcBc^LKq^=`Rqna
zATR9$u<KZQLJG8Nm)r_+{}dTWmXNy<S4ozZ;i^P0Zp%-U0;Io`O{;V+l|yz1N!#K)
zO?(Yb^{yDrAE<vN=aLkJAsBE9N(F@DDt{b?nU272bboDzznH73nmW`z{idJX!keYS
zU?xw1ae?;QD(g*KKV#JW&Q)av37tr2EiWW-MMvt1E`CJJ3+qmpz|`=>zzbz$bO~(&
zD>sZXUyx`$M1{S?veppKvqdVJ$!5}Ye}G<_rTdQ~!Y8mQE|YeTpwL|RLHS^mt{%hn
zG2lIObRBV&UnvD5YF9G%aq{AzU=iN|z9->vkbCSGw9x`dNtpAl_ryp5ECP_Xn)n4&
z|0GkYt8mqDd;zERDVr0-{oAf^r-`nVw>&_D!e3lXEe^%M0_q%T6G~p{?bw+8V#_|<
zlyPtK17mDq-n+m5(3gdW%KKnzI%zKgp-NeE;U0XA4_g&=h4-)<{451_oWyVI=Dk>0
z`+KgE@dU`3H|xVtL>rzFi=Q)e=Rz1X(69I}M*|U6#C;Uthwl%j0kiqdH#|s%w5Dhv
zV&>vFi3T31fln++u!scJ?bQL6kV&7eN^npc`40bA98|T;Zzfx{E4E-`3c#)8K4;F`
z5`JqOs;Erg8=Lig^II)^yRsYigw{o_-(tt<c9H1`O;z7#o9)1^(w|kc77C#iq9g5F
zvi&eCey%@2@*@kol3M)Sw|9w;Q}X84*Aax%{BCyDL>}qIEV4M*d=9zP18>a42{R$r
z-n-dcm^-ya4AM-6f()~MdzrWM7XyIm0(>ye9UUi}g<AVddhng<H2*uWhnD9k=tFJ7
z62|a{Q08~|n;{}gDAQnI`4O{6F&7Zn@Y#!Um>L)JXZx@}tgL)ki?}Pwa)?X_`=-Z!
zvO1wQc-XvKXRQ>Np;WKHFN6AjS;6Csts|&C2MNRXc-;9!4^)VvA6*a29C~Q9fbSdG
zEfKZ2CoT(Bm$_^hx!!b`Dg8tLU{EgWC&m|spCuKd9$XbYlmJ!5K_9Wt>#$5dhZD2N
z@%qh(Z>$uUqs$Z6PS7&EQI1TIfI@e|B|b7x&ZMRq6;XlnEr`DyftLe#k>rQvKLR~j
zZ<qNZsI9J$XWtNlxwV%o>vZtX0^r}|EisT2-}l_x)v5}^=Vo?1qWjpFHHxqSn~w|O
zu5Tk#g?~yEYB_3kz11nM2jXKDxQ~diwsl#tQ`SZeMT!rv_EoVCl2j_+5zRjs8Vs|_
z6Otcp{w5#pJajCQcN8=jBY)azb~%Mgy$A;G_66yMpqe&UrfA8q4RZ`Tlh^WtOvq7e
z3m4AvM!6rrdr+Bo-gdqLa)7BZ*bgJa!xM%U!~#F=_XA~xxlli@Zx2d53AUs|7x88$
zftq6fbtoqSOXq%61w%I7oE*jG-f}w!55JDzjNPcHT|HMH=?F)6uN-^=L0hi&*!o2h
zDD$|J9%})5$TM|4=zbJ0Y@AEb5*n<RLmOemPY8VN$G1TvSj**B#@){h|5fGw+bzxT
z@Tg$a$Oyp2P<}OQ$$1`5u(NMP_?`_F4KxJxZwuC6&8aHPnV~t-LcQ5?b^v2Z(eFS&
zNC)Y}aluVQdP2}F5_MR@(x+2mNZY-~tQuJyDE+#F7#D*E{xa(CtFJXI>!4r^p2`5?
zjPu(4ZJhFFeUo*hl73`ALxOkH0*prhH_wEN?uDU(byfC^;%!k<->R%|sx4W7B-lva
z>y!5tQNr*0!~g)O1StOkmjMs2(v?sdlSbv?fL|~>7DeDzThKcD@dxMn&k3Z|BnF@)
z14UOn&1?8@RaE_eVz0J&Cc}lOq5yeg3s=K2bEJ=JK7LsI!0C$c&6GKV5+d`p5P}hI
zz#Y!>H$ma|pg0Q5FG0yxVFSAr`S^a;%T=Y5`}-4sh|Q!XhI)zpoc$46%vj@lGIq<9
zQC|+PP<_(GaEKLEBwWgZHVnr&C&id0{pD4DEp#6e4*WC#m!vYu%i4i}KpWlpnbb(M
zQxVypefNs~$@4^$0W6{L?{VEygz%vxO52Qlv7=$})s;i$2V=W{cYI&LsLT;8aVAJ;
zdHshOmS{5{u;_}$H(W&Lj~=08K}YZy2Wz|^B^SuniP*k{5|spHSE`74SqaW4690JI
z%zED*zD+}ldob>nj)%J=3ENI}|Mrq-mAq?&GDpAZ!D@x@jqrzwv>FfCFVF#1^q2p=
zpMJ)Hy;-g{lS}X#!XF7x8E4s|7F@9cTK+4Xe*Chy@!9p`#d}b9RM^}YBKr;eX(3_|
z?(-KGw4JF7YGqa!aj-FG@j4)7UNIj>DhvMA3nPlleAmWzNC=89QAyRCHy=Z(VRgT~
zRuJ>M0`Iv)gQzu~yfG5!m<WlFMtkGY>RVR01QO1=H_ULRxw2|8Gj9QzxZf79;yNoM
zkPYhR!3PstoM!{4kb=WW8u5X>evq5N8V%}B<zL6r^*<|)jAA45kUz3z_F&Pj+3-AD
zITgtcK}H9M3Yjg2=qCNxmkp2jp%Cio%&Adrkhufh`~%MqL2jLq_=vsk!F|rB7a^)&
z(u%t)^2pBFr#@|OA(_9;1|CxZd;ZrkBHN689Tc2#pxio7bZ5f-fRDq`!xYTUBp^$A
zjGigGtRa{R2`zu0N3cgi`*nnuoR|(a<K|MJnEmbmRI>37_?I459YStXjHQY8Mlse9
zvfHq?p6nUgDAIiZ7}-kO0p`iTaH!BLUEYMWbj}v?erR=wPI?Xy69ExLfsSe9y8&E1
zi&m7`62eIKL>GIycjg685nB*jcY~p`KD8{g{nu>5BZF7jSeP52{}rCR26|#mY$kpw
ze4piD!Q7}NN-sVYRVEt*RPp!Ag7i84Vb<yrI8F+vpis<GpQ~*xz5&?lhF5wX-GB%8
zP>O)2I50rRaDM;OtQ)~+CQn#9auITTa2~4*o5ARjF#HGKGy;HjQM;~+<#_3T>|Da%
za)@)A5vj8_zPoD)t@kKJfS;#HLaSo&LWo>N^mQQlKfd5eaM#p;oecob5E_JScbw?J
zmzBtTlg%MRyC%&pLxdk6Jvc`{ht<=9XZkSS7?ndCc^9Qr67KRbw}STN@Gebj;XnAI
zXLGW&tQP*LGi?og<;4@vh+YuYo4(a*%uona03Uk04<b|N2a>c&>H8m?m_u&8*+UWr
z-<v{aRDucb_Lif0iMEw8z8*LIjlqFWd2?@8?bZgZ!+9^YCr*kazX7!2bG)SG-JE^i
zuzT}V4`wiH{}gE)yz&$4GO_;XGyI_y__zb{B>iEfj_`Upd=_zHlI^+2FQf^}c@Iy1
z1xTGUyl)`Eo`i=fK7!d*0-L4yNuux-Q3MrV3=|JYc(X!)-mFsbJC*;K--tg%fjojB
zh_Qc&)xW*tGx<)-KD=Wi#CJt6_3~=Z+H2~u1aqLm6<wH_D~m*1K%$*dpVt1ee1a64
z7<`^|8wM8qmW0NFE@=Mi+u|3xZ<awv0HA+M+8O$Om~UD>bA#u?b#DvV;8CvIndUI6
z6z!J!(|g%h8Ke%Hb*{w5CkFL~WpGK^m^5$bx4fgIq+rI}wfrW-N2l_g&0~|FEf~ZM
zFU(XXWA|A2+Mj(BeXEx>g6Zm87>;$O91%javzL}I*ek1P*I!rV*~a+{bC?HMecpIg
z!Ejyh_E&`^<j|JvHkR#<h7pP3O-=&))(|fiQBOj7=RERg@^Zs?RfF_k04wk;s)6iG
zrBzq4Ma4gnuM0h%(-9`&rkBH}G-{J5_jw{?$RmODk2&Q@)r$xnA5M-O=%vgeO%JG`
zj*PM_yz)lKOJdlii`ybS6m7sfX08@qGIv56yi+Q>g_spMHdk8FtHa$cD|9v2B+er_
zPpbZqu424+(t|oJbB#;VaLN05T`QtR41aOe#EoxQaB~J=Y4GL;>3xX08pU4-YXG=p
zgSxP;{7{`i60p(R5A=Vo(h{f_Fjdf6SeDrTHx}=_^OXP<Qq%xdYJ8sDhTT!zl8+D<
zo}>APFsk<guQ_&y*AQt6#fjBdte{jGKoqBX&m;HMXL7YOU0lLxOTw2|;7Zv2JWN$w
zCVUv@;Scq87jNyxyO}YE{%9RJ{8-zEos5imdcuEhUa<?{WFpgzI;#HqcCO0H-IqYb
zBIJXihc_UG5q#{OQ2gx<*nk@9wX{o2Cw@qI>yIq!tGswRZBJ>Elc(=!2c<||7;nY@
z-Yw7C>b%Yu8<ietFwW!e?PTkNwXt#BVGf&DLImg4=)ZijkfB-h1(-h)mYdiU?TSxO
ze|;S2_b|sq<f72iyg{UJb05uGAI09!EJH@|?Pv><j*EyE2??c0v6g_xc2%N$xw@+P
zr&F*=v5Mo4LzNZe>oJU(0ZLKZ)eq2DG7f9wo`Dp#u`fuNd&n#?l9)bzxc1SfaW=^d
zFBEXn4t4P2x(8{uTi5#n#5O9G;0JAPhke7i&wVYVx?zb6TVNIPNvQy5_GS+Js*z(O
zX3>+fe)h!B+plr}SW-<+%C1r*!aUZm47S0Sw0!?t1LKLpci=O2A=e>YqMQ!*h$}T_
z0ZLrlt1I!sN+|4~u_t%YMpDFxKkLc`D+vCKzSyj;|C#-gf24DC{pm0wK}2kD(tO`o
zm=98r@=&;~s%rE0s21s&=%X`o8SoN57$1rty%o4Gp<9WN->G^|2;mJnWWi5;V-F!i
zCzD82=<7CE<!%@33L_bcPtae;vZ#1L6#L<ch;>BLw)u{;Tes-`?TFA(!z{sZr_FIf
zCyC#)n_Pkrtk|Bi7xM}W^_2{(2CQdD3diznph-6eql6Ys-`%Y#Gpn7!Bnt<~X#=By
zYtd0DGbpHJ%x@KR8=i56>8eKcT{^EFx4k&0xFQmx__@vYh6<1-fMqGv+hN2D7+?8+
z@mg@y6$I4#uK<>S1aCoScp6F7Z<7Z;@5k4g!X${G&33^IVge=J{`nVXI(kE=7v=)q
zLvg!9Z2V$9=#7kCVpooNMfo{Q`v@Y3xTZhys#yi4wyMVOXhwD{ANcT-YObqGnmGCc
zAvQ3lEMRs6W4V0HL=hw<n_|nf<r1;<)0jMg@+FBPa@JCAryu+Je7lz80{8$kV)bD>
z_yK!Bs!buVxGG<g_a{b643Win(-`iNYG)q}L1;FAwcdkezMT}R&76dFcW+94f;aOG
z9p;v13j!m7>X}7X)<bYgG4OBD-yx)+UvzKjAP?C_X!#vDKZ04S$8)AIaoOY(lj`K9
zO-stMvX?Wn{i*zDNWCP%9q|myOr;p_j#I!s)U--62^>yReEd;A3n@h%-mB%i{Bcp<
zdO+25&mbZX?(N(XJF!Xmvl*#MZJFK<=^Bjhf22iG!Lm;{Db{~x)D7|7i{B~KYZ7ej
z3$`Ar<<97tyM?Bc+3ocW%R<XkCh=HkJZxlLIo%DY{TU=#jt~m`Sln)qA98Dy98x2%
zqIQLNSNMctPVUy0#>d@PZVrg`D`fgb#NHy}R~|Q&OltY6Zr?%b7Ajy@<O8Qs=*D0*
zjLR33F9LTNC0ZsU{Kw#&Joena3k|cGuFN#szfiE+eO5Th^9QDIa(h|#BYZ`2V#1)g
z0<q)aC7Iv_5=QEvI0|nDUbLgFD3($wHbW-}=yBwo|2hoYF?uUCniCt!&k>Ck@VBdL
z1G$u6xtO(R5&}cI!WS@d%@g7bJeElhg6aUB(wzn`Ph(V9fUgEADm|?8%}C-0B)6BM
za1HuqD2iUoywu=k{(1Ta7x7@GH{;7!XL=hcu>M;g;_EN|uGy28QRK&S+8;3WLlUb;
zNB+w|!sH$8-c(2+T{`i?%p&9uSzqkh2$H4Hm&PmVK+NM8KO#af6yd(tOCA98YAE@I
zGqVQ%X8WTnyBWp3Pw1+226+5K%em@zA@6mwX24q5_YN}fh<zwz$Meb7GFRZuDfrDQ
z=T;r5LVQ#d<!J}oLfU?mqtwNqgS}b=>!s~)YoY=e^x=!y+v<F}k8>HKDWAZjA$CM?
z@to7?r*eb@*!}ZaNQ*%0i3%6)y8uF8kl?5^1#^rC-rbHq&fVIyQW`4frYo)OgfTl=
zpn;*|3|#LT1gDG?2ufN5^yh-_HgO4to-QPGe?)Bvq5JNj7P<yaM2TACej~1jkUX4Q
zAO*pcvYy3n0iO`NQxwU^H={S?&FjeYI3{oZe-5k)MEwNyyLvlJA~7EJj1P6fHqI<;
z`ypix+@I)R?cK=byitCHq;uAOwaF)-!p=LBhG;_@W~j9bhn*-G-%Lj=(qR<&fPd`|
zOj6{ML~04uz3lGwPYl;hoImmhu;^WR1`+d63$22wPe8oRYDXY{-Y~ijg{iTg6p&A~
z_E$5UoLRe6!)tHkad(;-iCZ!u&4}&i1F5fH@7j5~rISrrUq3B5KbP6p3A4cg`!{u&
zrf%j=Z2J){4j`vWqs7UqmWf)8;7T>wQpuwp!_8|JqxdTR(HV&UY?ru0*W7AF@AZ%Y
zy4gDs3^Go5q}~>i+89oHgMh4OqJL{z4O5C~tA-~#=<$lAH6TbxEeP2)pZq|dsb3@C
zvQbb<tw5aFS{tWktgzY;dCkEVVCo^f74$ZsW}H$o8rw^X-BhN6()?yB(qiMS)w$2~
zN6v&6Vb8lHQ3;YWsdx=PV@vFz{Nkta)srEMY_clv$JI)%{90f>aHn@1EfF|^jQf(_
z82A+@7@`^HlJ|gss#AMzD90_A?7vDokdJsuJD9hc`#~oKDc~oZu$kN-JFZDsA`3@S
zR4Kg0)l=uhs`oQEId}@jBx=><$MHqYiC53|N`&sRVqQ0PIVH!+Io2vKYy}@m%8hZR
zTi&S{;V)T1gg5$f&fI$@;@$FbWoqt@HSb!s`DBZ1P^ifLrzWPjf*NE}Grvh)me2ad
zukKGe|HF^cb#~8?Vb;8SpCSJp8n)(&G)fOV7Nr?c!Otpav4PxSF*L@syowUzq2Z-F
zm>RxCuKuojNK5|CSjL@lgcP4?4|N2%lpzwfPyFWV%)T+-Et&Cc#ejIBNnWY=3trqP
zB8i{x4BKy1e0O16#=yDd`$A)52g_>oo~}|qUVh#6<DUHOX)uF09>zl0EF|zf-H<P2
z<oTqzWlSa7!N^B;MaQ`%fmYu&Y+_r@@B+=2D<w_~Ke#HS-ryN%0Zg3i_e+xfh#v6a
zY|Y6y)HJ=k0sN71@O>nBn2r`%Fs#3Dd`MB+#J!Ue$M)U)3O*^$!{bF)O0F`5Yrka9
z<H6L`t0lXg<e#lD^aU9k-;d9|(%rfVm~ArX+r?p;<}Erb4T-_v%Vgh2%bC!I2;Ti{
zAb2Mzzv0kj1j|r{@LCu@Yv-(NBqMkLaow5wU8H>TI5+n*`7IKr$Xb~q4dRhd7bTvt
zFPovbGmcJl^uP%Ff+C>gguFR#o2zX}i?g^Uv4i#om@w@83~!((@L?_TzGtl0B<ewg
zA5ul8_A8|=i{U9v<P(VeT&XeXv2sQh7ZX^C*My3&dgL^?F4%E#+|}HjR}7@ToMD%4
zenBLf62JioQzkn5SRTO7$vsX!R~==jhVc3cNLvH=GlCTek!Oi#o-Dz&DbPEF6Lt+C
zqq@@Xo)Gx?#h4xDgtKn?2?@W|^!I0#pU&T>1^L>Y`G^=1O3t}-Ds9J2h~`YP;cfEI
zVJIlF$%Q97`F!rC<=Gxe?Vc9V(OE5DQJSr0KVtqb=h(a_Y*8TyUV(UsW$E}<+D(|r
zJEP6nqpx~0?;<TlzpnA;GnCVE$@mjw{cQMweKC(eg2Fs{eXt?_=tWG!XIde`<bYR)
zP+25N&ug<XKiqdfpQEof`M_M?TY^`3K@0j2Kd<CI-CR(FI212@+!?)##w|ch8$Nw#
zB{e{bFfzMNy@9;2y<?@)X?4f!1q;>2L}Py^R$BMBas46RD&$Y}fPS%>lh~d!+ii(l
zZ)AVw%VbMHiWga9Gs4s~DS61lHyAxqjK~jrc37+U8ShILxoSf_54;gY=u@=RO1ni;
z+pn`W*Qn`uo8p2U6P7DRjNwkPPOjTj!wb&SUs%`UsmMU^L%M*AGt4*ydo>~j9gTZ|
zENr_049*DKBp)lpw_y6Vk{W7$Xwt#FAXpyn9%e$E)l)-99Dy{u9>^8_+C8OjniLrl
ztI2ss+Aw7Cs^q15U?}lCNEZjkJtI8IhF{&AWwcajiD}?07^cu<Za~FnCpOR?-wxEu
zd+EOYdEU8YS-gFJS3q7LATZ1md~h|p>ib<8XLL|vp4>@&BO~moK4(}bj;`P4R`Xh>
zM_O>e-}lUrzvQw!LCv+~QhVf(Os#E<|HZy!b81aqV(rB)F%9>t;FM5U25ijRc1O!?
zq7XdK`YfzPZpiulNa2hX?ApI)JuWlj^>{VKK2AT%??S+polXY(+XF36UvBgae?6|~
z`D@BCN@Kj__3`F!ubLJwUS5>@)_3%L=7W*pxM-*965Z1Z&&J<{?KVrV=6GO#Ybbhp
zKY$6)NqSRp(Ki)RGR6vYqn;@*Xe9O?468~EBWrrzxU4_+EYnj#XYrZH<xh(`&0+S1
z85v~O{fwPMbS_NPrDNN+tsC36og3T68{4|EZQHhO+jjc<d-dw^UxTU|?7<mUt#kH%
zs)Ns3jj@9h0)q~~ON}+cjU&9n+~7)cm9@`03!L@j8EKBeZZg9>23uEJOU3OT!0vSq
zt6fLW0<X%-pD3JS!R@vWvxsuIa_&i0e{97^;%<Wef$nS{rEf_t;sZ?Dg5-D4%@zL<
zG#8X!%{?hB9(3rATuxPR9uo@~AGGN+ZcXkjP;TcWJe76t%I3TsXH8(Ewny{$zL#UU
zytd99p8@=T+7FXGxG4{9lXnT$9WKQ+<o1K_hd9!yYgxaYGO|z#$=T2`Nk_233brzL
zcr1h;?PI|6!`q&WFG;C^nv!BM`A_7z-zXkLjttt+;GhRdvX1UL*UoefECPP@qM+^j
z^`=9nq|i05j5Ki;G?SO|Y%y&-h_R%%X!CZ17{RydnSrbIA-B_uAw=$bZUjp2B1eZ)
zF2_CPoiD>qe|@I)v6z44N)Q&k6KELgXdeE&2HvUXbz)J8K^{;|>E-n?4d<Dw@)?#6
ztr-&;{fp!(n_2?&<oWojfA6+2eOre=<fddbQT7AQd#xk>q;_@R&keH)?h#qp291V;
zba?&;@4SCs6-ubaJ!PE;`2`9tmCeH@<)F>+hnSu9*$86M-<dBG`A09Qi<`F@vY(|C
zL7P!_V3p;mQgE-x4&(~@{arMp0G6bqhH4O3YOVCOBi3^jweaV4T8J4POP~X2$I%QM
zZPWuFj?V7);^H9g>?9>e4eKCF9<1mP7jvCgKpG-_=dPJTlFBvO7u2gTCdl?~dBg}A
z<W={6_$UD0jTqT%WYyt#hULZT<$z<TCYwf17&<bLt4vugb<f=CSFw#tQnmRD$f1WW
z`akx<K$p_mu6<nX?tt83sZ>&=JhC7GT}bNh&fpAPx*z!0MF5Lo!Iy29CTJUk%1{Pc
zI0UxwRkWe@5WoP+?iVZM2a;$b)9%58^=pBKm~JD-urA=>h6iG%N@Wuy;yiw!;egIp
zIPP&Dg&&8=6H(5%$PUKj45JY%4cN`2*9L#xIi+|rF>|l~N4~D0;PZXMI5~@1|1Uh3
z1P-quGoNI?GLv44<qp|g<|P<^3NS5<%c>j394DWcfk5CU<;ZywkP1(Y-gnQRGN)u6
z_2!0*OaBKPk$xO@zPSMn{v;WTX^pQJx#h>*TLb17Leo_%B?QzNqZkcAfFTTLI@DgR
z%rNm%QF33pg3cdb(ZpsC;#)TLi#csdA9r^Ad==e0({>n<0WEs*W-Cm99=uFETQ%0-
z+yR(4-!Sh*Lce8ZQP1tX=)-4B217D&8VG{e5js0jhCSKX{Eu%4d^nJf8(qC(j{tl0
zmM_IuO!5q@2mal$MW-rJru*LSIuFSC7BR0kJU{FeT~8S6?F^3>uWwGV=hAuTDhH-A
z0oYCx&KaqbLT94f)#jAivwl{7ssNU;82b}M-`=6R{t=5lUanm@w$OE}#V<q2y0wL{
z!Z2=%#|>0Dq#dwuJn5JNTRKQ&l_Q~tT}wF58;NzC2Z63PtG~~U1;0ro8*Jpt8guX+
zoNDRTAS_);$r9&`9Q<qp%ZQ7;O4P>T+)k-jj7?@~z9qPn$K=6`+g*Vn&=Kp=4de1#
z1>FL9cZ1M78uzl4id*oxcvP_!v#0s}Y&-YVc*lwI{|KF+nP(7?ID4b=vl#|^-|*)C
zv*hg(ouz;HE;I;gQyyNjxk57^^(BJI>pD<C4$OeTv}Xit%mfwn)&)5i@s)8Oh}LmI
zLaK0wsKMkAlnayg7^$)N_cae&m(PhV7O<mc<^Zc%D&8aFU}dD+?6%(Nd|&<UWenP2
zCa1wf&c(96rZm%#3K-Lo%?9f^J_g(80`bJ|4VO&pQ5z_z+b~$ll=CwQ_&!tbx)y}B
zRFD#C%M(C^)>YtA{kzhuV=rJF-1HfOh~+eW!-7#S9u<Nf4YSZk?jx*|#QiN<(=#xN
z5qjK{-`~vzZVj?8Vym+amGTUQZ7Zf1Qy|prV6D*mM-+$BWDa?aF(mJAsAJlwEN*K@
zUG&!W!TgpLp5vdNF%IK=`%V0(ry*Q;h9}!)<0XcC=&q|E1+v_>agW;@P3mv>Q~57O
zh~`G#41FXa%x05kurwfc3I+r%n4Npy_U?>Zyp~>7ioX}f8H(2OjJrlfLCGT#Rf8&E
zEchY>3{H|TFEi#YsjmL;iC#x{`rR}eEF6D2XVhlT-B(sRdTvWYL5NR2|E=Aby<e3v
zy+%&68zH}Rf(4S3RV<PPYD%0~-?4NJyfSHbd}-Ql$u)QIKf<Z>Iy`t{X9VmUVSGcV
z$-tvxo%PGq$>vo$aV)|zZ(FFoj5tGHN6nl@f^@msPoz35lr3zY#^}+-8p?xM3Gy#v
zC3GaBgc=xl_hVmY)dc(;wN6k8zS<`yQsf#$bnUr?X%3@9j@;p;gPSmg?jKnASangH
zyT91fykaU0+D=8npG&2Dl1Z7S7>l67(8lf1ioY<vo``1Wl!F;icKX^~NB!LLxCeL(
zZ@2hGozB`1A5Svpd_it9nm(iIitwb3O<rxeF~@-1KCr*yeg@UUqEOIS!-9u%Na{2~
zj;;tAgPbJ&uP%TBOh>jEWH;ydBWK0BSeqArK2~9_k!P1}%;qted)&@;OAlk3btENm
z-6)WYn@k=5W8*53Hp+5Z&WN(9F=HYjj@Uw#xE=0K-28kqegtRCi9np2s|KGarzl8H
zmnFv)RQ$A!B!}fTlcgv#Ec9Vr4xGqeaH&9SHN>F<;6nQ2&9Vy^qFSIo#4P9ea3J;s
zGzS(uONxjHM;-;$>QK+^qg-60_<U-H#r@Uwk42~ONW<9VX9Uz<0dfp;dvJ~{&8!%=
zy3Gkt`8nnB#V6Tlb&n?Use?0ocD6poZJ<k<2UIqsoZq?4vpUWbI9PHartNTUnreqo
z()I&5%vQ*I=zpyjpMYs_?`!-YA)d(e=|UCf?b%@?D?ni8f~YWIzd|^f>!T1KIK|W;
z$+tSm?broh-JGLa&^U7|#6(gS(ofpUU^AC=meFnE4!7PRvpC6n^34hM!}OY+FW|c@
zap|ist*Pg><;e41?pPaDmgDmJm!{htQ{(i%DeF<8HcxHJE*3HPa5Pg`R|MZbKJrG_
zuN+K;8aT+oLvlw?LI0WPj@-+#b=Fu(=p5Y2hEQVa(;;SEpW0-v5IZj!ZVQb}A5FHY
zk|K>RV}80I;%N-YnXtkE{<eo0dcAMAO%iSy{x_v;u8WY>8K%q)6k2Q5KZ1v4U1;g&
zUonJ&^7(DQe@ynpNsT8(SaL+5|J@e&HU_JXV{)2g&LB&Xdz|+DJp3tgWh@MR=m9Gz
zGoGQ_Dvj(54gr7SPw9;=>!71zqsGqrk!G*8T+4knfYfe+#ABQ80v7UP@sn^8Q2bb%
z5yX;#Vj0U)PB7K_a}!&ZgEC<K>(9$&%@=EQ4oOe@yvHqj&nZ>^k3aSVqMFq2534o;
z41UuH48x3I4qfkCo6A`TNOWQLPvkc|18VdQOX`8AB7<b&=o%pidyt#|RrL^t{fiYg
zO&6%&8}$m1k1HO;i4BKBYDXM#w?*i{a`Gop$ZvhNEMJC3a_uZ08Fz-<nF9pYXxn!O
zULxb>I_~J153m}YBH59+Y|fgavO&I2l3{1qYXBuC^2Z^_lOalZZgG=0uG)pMflSHI
znwJO2B`u%mc_5iC^yzKimiHbCE)yS(kt$`=wS_3^d$)xtIH_FNdEkb^M-Z+OSYyD7
zMBlFeAIrD^Zm?*`IEWnKkFt7ks7BS}A1q0jBc%REjZ&$TD*gw`Bhe;M8c5BOPOmkE
zUsbU`+oxl9g&TD)VuAJZjSR!_Ng*jz-Dt7U%f4BD2(4z2+*gWG%Hv{u2m<fW<l_?@
zRpl4vJPnp`_-sj%czb1&jEHW`E%q!jF6lw7lH4}fLqaq;(T#X7BCf|m1m35(mGV*i
z)JqIIu{&=e!D3!bq7>>mu7PoHO7gU_k4w09i(gel;k8$Ce;JkO-iZTdZ$DpHisiEh
zn<=AARnmb($>fm58S-7sS4_AxpUUDtWuY<44}v04%iM$_0Hssr9;*hxo&rER&W}J7
zB=ur$4e8OYTO{&SGMeeV@a-{yVjF>!t&emLJv`KdOn&IU37s;!xs<8i*|tO8q~xkx
ziXmz8K!hSg3;*Ha9`Ux!H*g9ZuQ>n7>=GmG_xm97C(iIF%@Z3OPwSh+T_|3V>cq0T
zVk=}iI$o3&+uzA8iKG6?aR`?*RA{FS-iLtiw}`fg4U=_oJCL@A-un-hr2O0F2&E@f
z8y(}=T#D@+q>2R*|Di%qVyF#Y8CZOZd@YnU2C32qg>FQn4RJR17-jB^GygfcaY+Z{
zgU~2=B?c$n=s)J={?Z3}g4e~K-UllDJx1%^2o_IgbnVMcYh%>5Hg(uC9y^(df5xM>
zV()>!r^RV{KH0iJNaDL)yqISRXbo*&btl=QT()n1s4rspnTH1}4;-efxI+SYJi^&d
zecTL39JxbXkFFKAU->L6a&!YT+#yyo;T4VhRFR3*#vveq-z?yVPny&IVll8dqctCP
zTE0bn>Y|royftc{AqnFHGLHPPK=HF|4RuLWm{CRdJ_PNaYmKK6c5j`wXj$5IveiM>
z4X7sIZJw!F1%&%~(K0i8Dkr~Vaie-wM-{R59|P27eh|(z66%Z0v6YeYxsx4i1<kPz
z`4?!m9-!WwS+!t`L;v064_wf0(`#7nSUh~BG5D!7Vpgad(jQ91lkNuoH=dmIFca?N
zD(P3}f!Ni4Kx-(j&~|>kJpPZq@yQ)g8;C>rFV>s0(qGCq33&C0kAD2Jyn<?u^|tVH
zAU?v&>>;k>Z%jur0F@u%@DM9wdPhW?TiETX&{)~lQ&6(i1VpIb`Nx@>C`bs|&4m9M
zIa1*oj@_K(&S{OJmRMg3%Dm?szQG0*oL@V6efLGm4?M#aUaPO?4~SdQ=PH<kQ<`ah
zAK8VN_kPe*4G!J;SUOY9U%fFA7jn*S$^CH?msNyv3^Oq{qR&jez^O>qtxcPt4ZaAU
zfw13>L?5R#UjbqZA3zQ>F!?H_2XfRhDlCL)iJ?vXt)=-MDOLNd5I&9*+8LvMTXsIE
zH4%nR<n@b@Sv>5bV6FB8vr<1E&^^A#?5=1cFJ$Q{XR}%!qMlf@kdv@rfjDlHiYoTX
zFzpK>8?y=K<!|B*`*RJ+jT98E6t94kn~SEJ|FWtZLe$7P`tGo^%em3f32<r^g(Ws|
zbr7GrFu7>iwSHbmpabp|b3~XUlK#p$x_pjax}%y=0TekN^>ML#z9}!<M&z-Vg9{nh
zz)MK%fah^Td3RPWV%taFpI;9qwBu=hI4gpYCNhwb&B)#T(rXLz)&v2hO53(J3x6j>
z3znX}8V2I_X@q54uG8_Iu!^WA5H7K@?-ow#<X0veU<S^ab(T%&i?kPX??UUZwV7&G
zEHj}fW;<$<Q^qtn8A9{t!9`cf1sBPAV^F}}x+14?ZP8r9i)<zXgJm=+Ttk7Y=0aY7
zAKx3N<x^3gbzJJ_yNgOyWI_RrQd2&1jw`g=52nKMVpL+7^sOjaru`2rC;v)UEZ)>V
zhM-)3DZh*X$Yy@J?Bc1QFl{V~3YS*%|Jnjx+h{*nF!Rp50U$SHnqsnfhIWhrQ9k)A
zr>m+{ZxaMI!^<Uu&i<Xu6Rlw!wUa+@1S+DE;?->PtwZ02U=VH3b)TCO$##SaCyc)G
zt(xj68EN14&3U2sEw+n_rMZ0E-|ZGdCtZPP&o6`8_Nkv#lGLOEh&2<tpXu@CKR+#s
zVU)*+@A`c?HbqZ8`d9&;(Li2t3oRv*wM1?tYjC~J*ksLvewG0ynlv;37&m!09&#uo
zt#yKw{TU0h<Git@E@iJpx#VZK+;zmvJ?i`%fE$PUmzsYgpA~x?R#bTzT~2RF+dQK;
zUb14?6V)7{-bqUjjB8q9GmaKCz-tl?)C_e+Z+In>`M~{kHCdQ`$0e3bR5gH4_&gA|
zkgD<&UDc0j?oF}PXlGE@J^DH%bFKA_-R#%5yUpDck#aYm1_QO$HHpg^eFsYje*C)B
zzZsKQ5$$BgAFeL?E}=q{j$^~$2mRUZ<C<QzjKo7&6vcqx;}?VrWaL``PV*QjUhmX@
zX}w?MkcbJdj1?hxNC?}%d4bc;-v>{#tyBY2A8%-}Uw~)<B6<PjbxMc{cI}jCg(II6
z=+%%D0S#m`P;(&k!tmZHS0-s06!3_35rF$8sI#{m;IQ6G!TB~401^>=6r|!^aE1@H
zJ0oNZ-GvWn_%nDmpn?aaW>EBx6e8XiQnnDmMG8RXy!W9n5|A8(1B&_NCx=Tnx@T{g
zk3#8ux9|zs4UF=oFx%fsSOZE_aTn`g82y#IbOfT10h;nmi0T^D9>fBg?H5#v-xL{?
zct&IbaQ1)d_5yuRLs|{k%B|v@!<@RvJNxoQhMa*S8V*q4m1KusLkrJ90P<u)IqCZA
zl*b04Dva}WFSvwPR~NR(84dwSBNAAgr|{oj8Dbw6-(r>pA$$Z;lsOQziQhyBqKLCi
z1_<rt>j2&YpcG<{#Q0h(M-jF*+8-7|d;8XR2M?7B_oVCS!1c1BJ{#tP;Bv<}h0F9v
z06B0Cnhu&5FxnMVTDld`90j^0Ky}h5{`rNEMHL{Z3mK}?DrDcc1$_#1y3GnXSPfck
z3mg1_aG?7c?x=_jw}&SyPrrh3E4cO*$EA3RU`GpC#Di2hM1kODAXtL1F$Z@+v}piT
z7BspYvy;c4_k|ER&}-<()Obc|&rS7-5YFZW`oxXI0Vy^V@E<%p{M5ho4U!e|7G$^;
zzb?S~1@VdtX$eI3kZ1`8NC~nVHgG$Lot_)19%Kv#k#6~S>06ORQ3ezY4d{Q?zV)j1
z|GoUb4eGy>iP4ymm63_@f1_glU#VFBS1Q*3uY&r&bzPldyGHN<0Y&ix0YU%&x|kW6
z<T5;YRpVZNZ(Y-AC$pu5r=p3akqg0%vlAj$%F)E&QdAolNhhb;g4L^4Cq$)5RLD|H
z#f76}TY|A<UVO7{9(@6RfbSp9xKYon$KS^;{o2t45c@zNB3K}QHiuyxprxNnm!{v$
zFAXpInAEmkoi%b0tek0>9ESe;HDH%T7}!3PJRrucp5~*m`KI@O4))Q6c9^G6gxfDu
z$72&IQW^ZYKX#o@_svE(%k#9Ov3i~9mbnctv+vu*rI!s5?t09r&;W0mOyTB5t*0vk
zf(NIWXXVw(&g940!jmrh?(cF2=i0$d2im73P)2>fga5qod#km}&>uBNFER_B*33ot
zdgSWzzVBQcJOp+bfLA~M4a;RMbi6b7l(Qs(%~rr<3|NKpsPb{vWoeA{jA_mW&8U|A
zCPjSHNG{v^;jz=JSQU(W(9blTAiGhegzc^|Wvllof^<R$9YeLSj|{*C53<#;=m_W<
zz%Q3M6IOn;RSE#pZAZZrND4vN7MHivq9-{ldiEJBkECCus4T0up|{`SUJrJO#YR9K
z{C8AOjtO*Hui9y7$9Ki<dbn>oo{5yzI}@sD{<ayG+IE)6!N41>%x{%s5HdHJi-jC!
zT;-vk`37S6Gs!t8Pf}B^E?GRbu)j)kSL`6CU+g&mVRHv$;vsb*<45AQlxQB{d|>kq
zeUgXGKI0?>dnLoLy22W479O!fLZmy%i2ikA&_Ai4{2?n;l;gkMq27lX0DU=x@&UX%
zH~k_A=Z60&`Kaz6_5ocl8?WWR?F-j}mNdpF@m}KnZfT2rXIggX()xFxyI(Dz*-18Z
z$HqW1O5f;Qo7@LuE7;*cH?Qo#<++{zPFP0dV~J`$=S6IRsmhxZk$|CJuN|$~MEoOA
zy1V5JolEqbsTWonlWe$rA@#q&MAu(gfkNw)y!fDFFN`=h43V@gM%*>exnW5B<MGD%
zscta;xWBQHe>twc;a}jx$YUN)P1$PspOdtOTS6NVjeC3Jt*%XGop$=RG|Mb#jcro7
zTdHz{8W<86O511yg9X;Hh2Ba*UK_ayzp!t2#%g(<<5p_Ujm=x9*gZ9Km_|;-?=-w}
z2medw2KP`#=Gs8;v_Xq?*cF1uncmkeF37ysmgKfOf^xcT%c@P9eM|O|U~!^W@NA7A
zX}%_+Zk|3TULjofqt)`S+GwjPnQxICp&d+xx=Ud|BeRGG{G}O!`*4;p^%~S{k<0p0
zLeUa>-v^a@Q8=>Be3qBlK^svC`xjvq4fIKlW=~LH=%F2KO?mB`V=ct5152@7KY^SZ
zWQ6#4H#0H&N=8MsakM;+6E@jmrwn2}pn8$^A{e@;HxV6^MLJ*3x%2+$jHbyipGu{J
zS}?if{ZB^=O8?p*%JGT+J?6v@ydf$$CwX<#5b@jnZ^I0qhl0K5`#(9pQ0-P_TZOWA
zZdjr>OCr~rZloSRof>m$msHw?kfbUKG#P;N)!3RzW0lsyN^QmE)KCIzqBL-cSt0-g
zaEUy*x;5OJ?aTl5XIyH%-QDbl9yIEXX|x{lTY!DuZL+TL-54=}8!J)k;$uT;pj<yM
zLAX@yfMn%VaG_^2Gu4gOz_XhAmm1!df=vN-MWGGAWc_n!1h1elWC*<+H+XjY)zYW1
zyW9I=NlUOd(KO6Z`yNoewuQj(m!D>OM2Y%HKD7Sn%@wV5YXPmm1uo~6US)zMVHal*
ze#xV3c()nvJE9Rei|v|HsW$(s9rVxGqF}?kgq2)+4EL3QS%&|IKu<hdBn`bGXCVr|
zM;{L3L94rq%C9X*S|86cthz}FUD(1E&@CR4+}<@aC4t>f`>-w=rC-lUHW@*^8}tD6
zgD&N2djDiL1!w2KqpIR>ib#HlEk2o+&0$kKKuzxCRli;A#E42c&Y;2MupP5B=jx=Q
z;js`4X3RMFT)4FMd(ZUASMjli1XIA<7^liD(a#}&O<alozl5;B63=aw_D})0xv-eu
z8RG;(Lkg3;XlOS6F^$ka+{k&qHPZnqoGCf-I-)j8dO$q=%e8=2RG`;kI_Y_##{#=h
zy8kf=_q7&YKM^$?zN1)hV)9i|q;SeV!%1q(_NWg`VkIMkKS+RUWE`$Wz%3G0uft=n
zn630Awwk?sU+Jt)G+S9DNZ0r7<5GE|qzUBt;3VW+N-_+qrj=3C@5s6kUZnaF9PW(5
zquPfV8N>*!jePN>E;6Do#`aI-&YPUjFld-jVeoepwA*6x9CADlnZw#Qwjb;;u`Bv8
zTV}USWSxC=PY*5R*6!Jo)Ty7}pQ0#a$?vE=oA?Oc)HPd3x^OyxM<b$|R^N{Y$i`wc
z8?Ml8emxZJ-l7Kn69G2o2UL5`v#(JSa$^ZEWKtRbaIym#P(!RM*6{iePbyZtUthh5
zUC_~2QC3*Q*W-9U?RG+DJgL%cCJ?u|OcC(#^A?z3M>CFC%yE4lz;hk7=Q^~t2-S_R
zxd|xkG*I%NN<E2_bwjm~Vs&XNGb^zC!Bxltcr%x0su)O5rn-gx7K6XVbu2<A9RR?h
zS2Y_e`&f)WJ@gw9sfH{BOE4uFc=5ikw9=|IN>H6G&7u=pNmi)CFN5xBei7BON+!8M
z@45@UEmHQ%xUzN%&Y2(+p^s7u_^rE1B`fR~bRn5&FV0ML20|Pi;FUO`rquI?yYWwX
z*j`^)z7UrJQN48VQQTGitElvG)w`rO9=S}e2j()cfM-akH?i=)jv5-*#TW6e9F|Ol
z5RW#_>LuG6laF9D0GPb)f<?-e67MPD5B#sMNwi(a`B0hMw!QR~Vf%enB2}QGuf*o8
zM7X5MOh4$tUWwqnsqOaU-|_v3{ig`iDX2x`2s25<FMoRQ`^{MxchC8`t*-OM1%B`}
zkfJmikr*p;3%Vi>C;CF~q*&MOah@dsd$1wCn{g)v50fg4mY7BR0&_n;_<~c^AvI_O
z+()q*Y^an%e>UCzl4{{`hX5>^gQfU|&J5J==9H{en3>fZXP6Yycgr-<64=P)9Jk`4
z8EyEy*V@&YeA7B_JGSv~1?;9)1R2gn6J+u#s8%ToTCi$W0_i`iN#V>n2XVt;{X8`H
zb+L6F<u&LsMw8Ql#_1lEIPY4(ZZKVq1`Nfa0Fwm;>E`g)^uI4+4gDe>PT@*}+G2T;
zy$dGw8jxsV+3(bHUpx;CmX%1ys#-RljF^B!SWeI?(a1yFcRl}YbCrS(ygn?$QpYq!
zvz>oP>|bcxK2U9O{M1Z`9a7-b-oA%u;|i=ffhdrJYtl1IDOaeba}V=h%bA~Rq+f`b
zLZ7#=>`y*%%U`~ke+_4kOtYBrJb<?jyHMF~k8m!04Ibn=8kSzcqT>7$i_B=ar1CS&
zJI@r@-5nz4`r#?>uN!AytE3#R3{8+tk$0I|LW`+SJ_WP9LAV4}LGaIML0$bygtib_
zyoXu5_aM7v?X4rcfgX$kmP_B-4x^1|MKdDi*_{xz2P+Hcqj}Wwp<&aXe~2R|%=<>?
zl@wo_%m_b+4We{do!mp_Y{)bsJj^YJsTAdf7E;#H#PQWv2zK!R(_@fFVQDqN>ai$+
zQEOl7ZUG>->jZRpP1-*rll*<mgi4&k9WsV(4>4ILIBd^o^*{S?`TFldKi#>$fhzxK
z*f4Ap-TI*NPnmm8`&pE3_fr(Qu--~M2cEToH&GkNqwSF>KkvVeU-|I+L9rWlmyMju
zg;{@@-Bs4wuaQ<3RWzgcMg5|cR~MI6x`wKv#=0?toXX~Hs`;<#Qvh9dJ9R-HSQ|Yz
zi?g+uf8=Ov-5~a(g)x1y$ByLe9d<1QxHf_-ZB;6feUzhF1AcOYGfDXTk3=N7GraAI
z^f=|exF;K=v>T!_N?fRnH<1DNu|U64Kf3?5VWsWUy6@KTN`5ws`lb}4x3$Bs0U*@i
z8sPPSdHEe>G(-od*(!&S+k;OX!H?*(=eu!q)09Bck8icT1=_NoZMZ=+1aX*$M{ddN
zKGGIFrleIG4MS=D!WMv!`D9W?l7X&HZM6Stk5KQG#ltE~af^ZE1`dATZM~t2_7V?b
zR82;N(u+B=z>@OY096&RZQthNAp$(myM+t0N$+N232q$0Wz!4H9(&u{WX=FW?`BTP
zIip_fc?S$jC$NMslmDQCXHmX(qlxiy3)eiMOfw?^W6=IXB`{fwYh}h?>N<17WNt9e
zXw;tfMoim{izskTl`W<mWNRwlTHhT8IgtC>EG$&`o~xxkdm{B{5q+-B{SG*TG(X+c
zy={uRB;97X$JbwZKH?y?b3>kq#D6wskYMP<VM_3G_7dJtM7sjPPj35*c;@%#yBv2R
zmsYV72!fyYQRb#Thql)pVlnpR_L=;8Z-IWTa-yw=*MSB|#f+(d+Z+L1Fg@Df8&zEq
z3Du#;t?XUnhMZh=$81n>i`uV*($l>)ziFe$$9#`)KzYht6D(Qe%o`b_(=jOZyj#U5
zH(e`Slz1^dvpv|Tqn>}Iu3AAe0ilhjGby^BL~syZx5hj5*b5{K;_^mXB=505Ez}+8
z7u2eiD8VTT+R6Y2Y4GWOnqGLK;sj>TubAMFoxaMQi|oZCTW@gVw^P?BUWt_$3gHIs
zluC-mWW?hLhH;d2tAvU>4@7uIK)+<Jp0`YOj%jM#L}Wjx4>jz&oZ|L5zRuz(;Xv;+
z_rAef-UXSAH>D1W8Kot-d)Xp#O)l9va`GrM2cY3E+w;q~>mN<kr$t^&2sxFLzFMC`
zLLzwFkDtEQ*F6G?*~mT@5OZckcJloM$m1U{LgSUrs>2@zV&DKz<mM|!4RLvTIir?+
zrEPra<!ZyHSFik{CNws(IMw-vw*-qmO}yl>>$|+CQvU7)O|mhu-BgIdc<OW`xK%bD
za(-2GaNv2c>_$wn^+@Um5?)wJ+&i3|zI9V;%C`c0r9N>F6*^GSYNd<5^D;EVHLHjB
zN(0A}9ebE3wWSHp&ZAN9_FFW3N^}W&OaX$e$~xTCSZBl|+R7JHF+v_?e2sTQR4_Kn
zR<N>9QXU^)AnJT?)xY6bOg&vd&mG5aUp##NPl@0+{5bBc&|Y2Hmp-z7a*YMTsU!jE
z=aL8q^$=J;_<k?A<ux!Gy9F!BU|gcNuShy$=f(z*EWL^jK@fNx(A-X#R@O$-I_uzZ
zv+xF?6SF=Io^})bot}kFq6s~n#;ABHo`bKxKXP62UX0D7C0)a^^w<mPK?)&)Fh2dr
z_JP*s0_J=&dV@TgwD8ma$Tx<u2AS{2s?&)LJQ~62c>3C_=ioE{1Azp|FfmhCIfQO4
zDhnwNCEE(jO*&@!{R@`g_}1}Ro}SS*oBB5&0}Y-eN%x@Q=g?1@fSM$9&(Ele4N}Q5
zZ5*(=c80)lwy_iszrZH7n8KUEL9tpU?WlzB;Y|P51&5F2*hnEsNV4HB<4UrHf$Q$`
z?6c9bzMfY!(Y`|bGow8d9F6Uy+V7oVU}2LL3gf3bH&K8)^PVIlq=f3aRPX_@QKpk^
zK$-XBs36`cZxN5+Fa}Ca-CdM~Q3@d%h2Q;qZaarTTNUVyQ&RPD3P^Y2z(DMN2TdRE
z+bw!=sW=G^Kg&jZx_Q>Qfqzhcx0uj>&-<V>XHMIq^_rjDbytxu`Q=z5)%v#U-V(9`
zZF0J$QbcSWgxkVKP<6`8W}SjcN3zL>Evqn(Phjp^ThM{WapUvV{zCz!St@DJY#P|U
z_#NGT<$S96!yu~DP*m@#uvA!*fJ`5i;_(}CL|f&$kZ^>;&AiXf_Au?;Yovgrzz_At
zYWFC`Tv~H@_Xcm`=G3b-Ump90cUN2B>QnD~K-?zNcQL&5v8m9*h8e9im-&z~`&6q3
z;ugE8eupD;9KTM(Lrr4{stJ5LDLo57pvF!C8T;CEd*8>MB;_}~LF}-{PloiVn}j(#
zx8F^TN@A>Xo1Fw1EA{wl_|o3l`s(Y6$Qol5n^+V2lax%DWDKxF$X<JXz|&z-^uFEJ
zeUrVPp1c?jDaoumtL^#w{r)dCOx#BrO+ZT&58>8w8~`ra-`9<j{;B-0)Du8Y&T7nI
z?%Z>;o*v*xo43Qx#joL`^}Q-Cx4qmRE^`*Q4!C__Y<od3jq`Oe9krGg@Nq7?U+y2X
zHq7~U9NZe7CfsuSZSq22e)E1#D8x4IjNM)6?R;FBt?%w&uR3crXZcazafNxpO*1|w
zSbUwt;&0q<_(5jkXTK~0Plc-1gU6cWcFL~K4%+g`S6k8y#Sjsq`~jp#1XiKRk#Y5<
zQmv(t@9(7-QFVz)(^u!2+Wl#%4!Z3?i7qZPGK-sZ-l%R*FS~tu)F+z$UYALkO!dMr
z_U4T^kbP2{MU4OR;-*u$#O3^JJ5{ob2Rmc}?Bah-WfMm3Dt4K?r-A!6WagfU!$gU>
zUGaxh@uQo7urt&fId>xDQ#LX1OtjrxvXSA?)0%)3gNtAW9`|RhPL{P84SvSzn#1%)
zFg0IQ#m<T0$VpJw?IZ*eUTk_%m;Nnb#l+n1X)x_A7u7Vv{+G8Bq@(F>0VnA`jKpJr
z=%t5&#u$+|4Hrzb%#pRSHf6qro^#sMD|wckDT+k#2#WzIAy&nb1Krq^P7(q%@AO|R
z9dBlR(MNt%^&iTQvYb1c(1{#C$Qr@m&#6i)j0H|=J-lIPH(}Qtsd98@A}F?HW7Um$
zigdq%czYpYQ3hyI+FxI5tvO*A_>87K;5sw3-(f;h6Fm9AR^Fy|glf3Q-}i?#jb&Tm
zyGNuYGR~czarfZ?TD2jJmk%a(k~YjNFfp4NLAdVWXr7Z7l7Bn^#dpHF+tW?@&p!!*
z6kM?<BE$^J9*h4`n*Q0){t5jL$?4C25`9byrw=T!t$y2bHU<B=w#FmcO*3ZHy@bf~
zl0C{SDSsS3CY2<QR(`6ZC(%sRknN1CuUS0@BYsp>I5Hh#SH0(8A^|5c-1Uxk=m);W
z><}bo#B++TgloQ!ZOhL5SW3vwy1FvrH^xmcYyUiq{mhY`MR34KVo!D7`{kHVjgkUV
zz@ne>UMhTmF7$nQ(MW@z#;kx{5DORBClW_iY4~#OR_YS;Xt2rk&_dj0?a<l$w$95Q
zt^h8tB09(~$r>j`u~rA@M!v~7F4l`fi@k3?c~c(zk;+}G6!W)M4HMu{xfrChh>2<2
zF&SKh=T71wafFCVspmh{M^a^w(F+g-fJ0kL7B7yv?g(07Glb8xv6+qNwNMNe#QL7@
zln6=ii8&+BdI6opp9y6auLpfeF0+v25u5sg%Dsi7<uLP8uE(t%mXjn>4Sc6BCJ^;K
z9}WChHjVt-gckkff0X+eGqJ+0xC&*z!>s5$WS>W1`dY_=wnFDz8aq@vMM-T~=Yrmx
z0Rn;6|B#MY3cg8U*zpl--9ZRs+LuI?qF=yehi*LwhCMzv3!RE&|3!(Y%XoWxGh@AC
zBwjYQhsSPC1V_$YQTyXQ=Zfy?j2O{lc`EoTD{RkNv!%(9<+d)^=gB*q=m~6Cakgdx
z9`ta@&VU9Bmsp_64Wc3ZEgj}m884Wv%1J$CkyeRbSNLi@+Y%%Rd-6G8oG#GCT(|cq
zu|2`BgY=YfQeS`z3>^Rb2Y$xVCwjUi)EJ^0$ppc63|V)&jIYhD?wbCXJdqt95yLP!
z!BD1@9-YLIq*pePA)YynJ@4?dq|L~A=9h6F?-(5Y;;{HW2mIWDV$sePvxQOeja)6(
zT|q|XO@s{M?%eT<_hsMSl%4}Rm8q%dhE=)=)+fM0p8z<8MVBCpKMD*`uZd{blf6<^
zSV1N9<LEkIc$;GI4?&Qc$mG<>2F!J{VX`RWpy1=T3M&X!StNb{2&v`;lu~#2fCr%?
zs&D>0>JCw&9G<s1LXQ}y8J5^4rsKDFg=3TsocU9dKB<qkioU{^PV{B-%r{TpWj&fd
zz}o_h?LL%&pFxEipEt}+mX+WUokk1=ThUuuE$|VtG@dA+>sQH1FEst~hOy^Z%#VN2
zs7Rb0Wu>I>TwslK1cH1;_fUx?hJtZ%2n^HCf#Gy;FL<hSIk0~og?UvLRvZ0d`1j0c
zcyiq8v19*m;4UwD8&M~P@@q}X;D)z_?^e?LcuFR5p4vHKao6-k@9vDN=YCs|H^G*S
zGN9>1#)MNZTbaA{(;O1Elvh@hg&#ugW^3lFFHbztCGp_A7+e3I*HN|+67?$mm}l65
z>DN}<EJMfX?p)k$qvpNvZ3%&_9!qWLcQJ`CT;aW&Gm5!6LTAFnI$%|+dVhO7<!B9*
z!<-eI^GDc)Q<TRU_=aJ3>d2Zd;Ua%Dx1hJ{rlg0SE~;C<e7y<d8nqGyeIDG$QtqvT
zUR{J5FTvE=brqtJ%?i0~lD}$mUJO-NEKX`99I$g*HC%0wwU==UP9B4YOS>mskhjbZ
zxyFwiPT%R+tg3D_W;7sviD<>~)_EgtiJiu~_S@v%SVsVXL(f327)4DebrRqNrMc)I
z*-_ws9&jcF*es9eN4N$uhjCF0Snh_4ar1u&d`?8gH86?-O2FTE&*AcJ!})L@m6%Jx
z@GKQJF$Om2+8f|sD$Wh6sca=Br-M}H9Q=zUA*4B{nErE&I-YK*OIUL_66kh~eFlpP
zcy$$mxbO?r{fy?xaEnF@vrmefgbXw7V_4Q;H(yP0D~~?GbwS_r`fJW%+D9kKyCG%F
zA_tgFb-rSA5OJW2{ockK@c{UQ>@bWQ;%2XxFO_glagcq#kOtMrDy#nO+zGw;9+Ji1
z-V)|CVYvV6{FHA!YXwbhKl0z|V7Nbn7z$of!JWtpJ)Q(EdPK~yxUElWTmm)K`2;Iu
zyq*~ClRy^Ur*yd@VUx@2SXaL#LNAd22X1bm86xL!H!G-IA#CGG>GF;w7y?SayQzfv
z{uRV*=s}>%_{;5s5YZAvwmA8pp*5Z=7=Pp*GnDb~3SGK4(lwxfg0%{$=<j?%om2)Z
z@cR2el6Pb#OWbi`w?_Opqw9u(@Qug~->Jwt&!YYw`~}5yykoYfJdl@CD6ItYK|3s#
zYmh%7l{Kja`%KD53}js#b+n5*XHOV*v)lN=o`&I@I0)KuNN3>1kMU(UL%ILGpK7I;
zGHcqJoNH7YURO&L5bc>iA<n$kkz&?2Js*5F^z_Oew%u3ro5p&48gLf6z<R1}2M;d#
zRs=kL$WLUBZ07iSI!fpzn>TMY3Kblth$YEOf2IiT`Uglx_dJhMD|NSvyo&<L2dk+<
zh3Mr{3@zA5DVuQrC~$6%x1rKZBs?o<Q5X_n(@OZ+c(K4jw5vSs_w*T$18H(e49002
zHD7o|{3!MX_hX1h8`}X)9}^bVr(e6St(Fe80)|O@<f&D;+K_DpLe!0ga%vh)EC239
z`6*r02;}ZBS&To{?Ix!Y$Wl41dDV>pG9TvlvhUDu{_{fadDG*+@R`~=YWw|Gd{=-s
zaHYz~#jvNXLact+HjYp<`X0{=^lPMh#epca%wFgz&=N?P{cM#bW_lt(*wR<f22-G#
zXXbvu2*@%#`0%D{=)An)ESC9Yx3%9NsE0=tBm9<&jfUG9;|wZ{<Zvi|V1vVA73~0v
zMj4G+)|BDk-rB=<uYR;TI7>Lx0XeDU);FQ17nLpKKLUl_2n5sArF%Z8-V)j!)XN9z
z+k(6VR|>ucVjjv7nyjRVp0LCB8+#c^^!4z07UERL4y*|&)-1)3^c89kipS5i$c|Xi
z8x3ViLm>W@!EzGV0P(Kv6~N0lLU+m5DwT&{Ht&`k%WUZr{t+D6acXib0&=nKSSdVR
z$JXDJqeR;8G|Xa<L3|-+&2|3p8Rw-}sgMd#=M#X8f74q<mpRY#dgr=8OClI?SIU^e
z(~oXYQ2x#&zjdldf973i`i1pfsL87}Kz&2JZP4LgO9kUhduHs<#s#rk17}COsQS|9
zr`gZtSVPbqv8#<6y7_$gKs0r04vc2^^u=i=mQ056GOS`s-#TCbnF#VFS`v*gGP11N
zXvQeV?!w}1(wWpa?y2#2INdJO_7rNP<Q5rsix(*2K@#SwH?<N|F64RA$h=O&{6C1B
za1Gmd#x6*4pJnfTREz`VdRvV#`24#;UhhPVso3pkDbgzL8E@CzFh5ygD>Alw2Qv)b
zZ(Ny1_w9&<CWrxZrv1)jb?GwVxC?uz`fDKK0*GVV6w4JA{cRLcTrH;9pDt=XRmMEa
zi?Bq50X~dFI<#9i433>4z5*#mHCTVbZXmduizJW{(tW+c$!i3{Bo6w<hZ}a7z^?^#
zBU7nvtgMB;-v78YiD<Ej9YEAJ9|s?5JR4ey6mHUtn?KxOsG1GH!ZXnaBj+2IvdykW
zg}mpaF)x8a(*|}v{C)5FWnI|q=9}hdF!<giybw|5e}>I_5n$fhnd%~OXmn|c_f$ZI
z&;{~Nmy>d-u=m@&!3>K(Wo)~80w{u-88E)2wbQY0_qO$%ZK_H^DE3$g{^1VQJ$=yv
znW$m|5BQZAizWlzN{uvJn%mW8mx9l1;|xh7Mr<tdNcWq=${TQ5i%1#uSRN7g3kmKA
zp>J}h{n%3K;dH1|&V_V}I3#6tE}E7aSwVcb?$e2V5qQ}Rv^99OjB2x^R365I%3wM{
z_zzAaey*=36rwBwCzQ1T)hd##-*LD@n*B!HWMUOVz<+7s3R>!+C=kR3FnqFlnL4#x
zr~cTT@W!O&8oHT`w|Vs9#4LWlKzCsMqkw8MT=j?b-IEYKAFY)Sq?-Zagn8{rifwF0
z1I#zBq8Hj9f=Y@M1VHgy`i?RtRfXfCJ9)Eq<4KOGqV<=yRiSNLfr~OqDBIjdFrb#u
z+S(0kGk>;kg)A;l<_VnxS8Yi)xO65@YAHB@QjyiQj#btE{&P|9#`p+K9A_Lpk`yhM
zXWc|kz<;?Rdx{h4r7VM<QzE;3&y2CIa5sFlu8a?Iuw6I}lyuoK^Kd(V96Tn6|24@J
zi!NI~FM{wUr`Qih|GkB$4o-H4g~{GK#PfqpFe7M+2Pt#HHj1W#&H9&<!EMutB@m*O
z09~7=&zZpX4=mV`10rc{8^6`jp!Q2!Gat2#MxXMr5{%9aUs$|yK8qeDyRETiMGBtn
zL;s4U2l4jsuGV!B3(ZCaved|{nl!k%lqWlOS9w!T$yvkB4QYaIy!W#_DxpPw4{4}j
z&0GWonBFOkN-y{GYZifH?F@pgGOZC@a=$X?7m>D9s=EPfi{GhPg4#S+mm`RdqzA_w
z%{F-_)yF89TM(8kd}){`&MS?B;Dlf0iCf{~69OScH$*{O?8nm_Ml|k`T54`VD^goz
zx!ag%3K?t-G$&#s+7TA)cc5Yf?jJ|PL?UN2(FS&Iyc_IZnGfm@jnES!XT&JwVHAi*
zj+2r`M(;J`jW0H<=`Hh0x%9*buOkys%VV2d{Bn~C&gy*8l**2tf`wqrQu?x(9_9V-
zE~BIk$Q;|>{DH+75j6hmX(q7Q21ZNJ7D!`6oA&BD@HH442)AOFHN5pVH@WX#z>T_d
z22S(m?v7LDIczzvV7t7d*FLV>)f#wEaW=c0`<J-YA1i%C0v10X+YYPy8`{(A(q42t
zZWFzC$3^Gw-cvV1zxw;lYz`dOcRNboT=X`AZNmcWhpW}a*>c7kb!p^Zy55E!%!N0O
z<8`h70<7M{E@La=itK8r6=}bnUnLj!?6wWGBor_u>6{{iXu<;H2or=1X4q|~I8Pfk
z$DK?4{Hww^T`um^>$@{=c$7O$RP^ZdQLP%D;{+!C@<b(pZoV8zdp6T9yD~@OBX7rr
zF%d>_S80<h8e*xVx6j?b<JAP|q@v2ZkQ)yGy@bDvqj$K7Nw|<%#plyl>XVT=-KTuL
zNk~pFZ|p~MBY)av6x&r3PPYK4Fnat*aSfQ7_&|Ot3jW0zZbY}=kW?pd&vY(+xaA^J
z^#(CW=MhxnrFvnM4+T3kH*_G;{4(AbgRIGZ?w*?u93<pd_>mjfcPt$PVTf$P%Vt-m
z|2;v_6oLy8Ai<SL^Cnq3sZm{=FPt%sGhb9L{<yfDYY?M_{;Po;oDZUDtDIA#g>dYa
z=D8l@akf93aJ7hK#N^Cjc=fD|nlCSuD`;qW>#SG2*t3-&bngB!pA=CMmUH)zfOzOj
z1Z?IV@K(E<xfj{NhEz8p%~5dqas+BLDm@-f(^|3^n1hEoa8=<KrBeoIbjJ0V(m|Oq
zHL`z+j?G88K~X>5n3e{gHa9*WEE^t}Xcbbw+GKnlD^$vQx7!Af*-d^M6<q9QJ(^Ud
zS2dH{6>hDt+$lsO=Gz7*Xt`Z9?&C^Js|t;_R`hw8tZ|p$VxGPXXZklzZWP=Gw)-r-
zZ7kXcGTuQ9(GCa{<Yb4dCZe;Ggf0D^QxeEneh;*JZg()&EYHO7m9=E~yF&zx$W?pt
zr21a<D~d{`fx6E^*RU<P>8O7BFNNWxEBw9b?Es&TU!zji4>3aHP&8G#zkmcVm&Q|L
z2?L<x>mSQ2pi`*{S>W2j-YqFGGgu+#)iGl?5fXkla@A-j9lGUID=scpx~%#GUgS-5
zx1_cYVj+9Rfx;3(2jP05)fk*kQ*m_tuJ8Q7SNt@o{WI}{?LCGg2mzQg@WK?P13`Cv
zP^DQ=L;a8p!mE_B?x1MS6;B~7v4=nVzX%7F8pg;N3j33M1v|s$xkRc^Zhw*#!=qr>
zTqx>i@1d8GTU)B&TKhs6W`B+aHh{Ls!J-w$D?{$4MyJ7!^|F7J&|wguWIbXC_;rM6
z>$FevsjEOJcWwu&*Me=fS_Z`5l1}h`6va@W{sx9GNg8^o=h=fk`kc4&-U|BKf}EL^
z^};(Uz>fyiJy)yN`nW=I=zruGE3mJ~NS7)fAAC{Aj0LDkx1G2gjBxc$>P`ijp`~>2
z%w{DhCL9-nHK-vrk9C&^Eru{R*DOZ1mOi99N%mUQmhFtBX|WpqhvNBY@Ity|=6$SS
zu18PT=bSr(y3{oJj?@CL<<}^h`+}xR9@!?~3u?Qc7s#&^9zS1mjm+_h#{O*V6I0Qg
zT=&v^VHEeRydyjrR>IA8&LVO6wpw1!)|3`-$Eo;cYv%_!L;NfJ*udK=`0Hjt|00KJ
z%a=OG>t&oly{WJuApXj6NZycrVL>*h+<~k*M3#{t|AG3V3!UnfbtcLHyjzpI%j8PR
z*3d+s_E-wxmdA!E-3;+2VK^}9|J~g@+1aQ(ASzHlTald7>)3%Ik0}@jZ}diQRXz9v
z+@R=;C{{&$u!&e^ET>Pb1DpCZI}l2Gm8Q1Yj=T=Yo%~IE=mqnnuZk5(8j+%TU(%j|
z-*o<LDnatgPa-M)I0gFcw_0$0dKXjsVDH6xNAQ*TsH7i;)HXxXyK=(!p!g#M%l}&E
zdpMn>e`os5=!Ym1fqC0e#pF|Pj>-<=aNpJr3j)kq@E$uMc&+k*l6>562{Mb?^IPXA
zh~dhYawVKdLD&Z>`%?c4w9;+6=f&w6@ZCcAV{Jy^spq7m%x;*0k^nYg|2>IpU;6;U
zgr4hMy?#1%?OocmH(|ST$~l7X?R6~)Cwk#_9{V{~E9jRw4S`9u7a?;n&gtlPF0{@N
z<2ZFpw0Cp0gx^>-3{~ARDy;xbf)N|Vuq{H+If$=U<@(r?OZzgrr8%IR{)riZVTwoP
zEZ%_8Cp5-Wk+Qc4b73e^$~Ib>lO$cvE`u%51oLzKeUU~Y_C&DO!^6P<T<b#&hMCMY
ztK{_X6x0Y27-~0eF@T$5El7lBhYhXt@DtnbrO+^2$eK4edac<B<YlyRYU-@#bIUk)
z31V~A=<`^?tHSyK+2)sEv?5mx$wAhkvAS@B>{_xWp_GH6av{X>R3FsL-TAH~ihfbx
zq6UYd&bkkV?#0pUoXX$tu4WfWzzPoXr$_R}zPM!fq#p&LiD~ADV?lfRxn>Y^_iRWd
zeNBs499F_9B{$Vf0)4M|7u*@Q-uMkhKO>B59dvaZK<()gfZNv*OT(BuCHULcg}azj
zTJ#mR&(iAuco9HyXZ|3m`{>q{Nt%_aKJ(SnX2jRE%>ugv>fT!v)@W}Cp9ugj?Cg+Y
zRd;T!nW#?N^CoqwJ$7~Gw&Q@*?)AZG?lDzJi-m9Lr#r_bl6dQByrjZYnQ2!@JzX3C
zo}jm&3f7|r0JcH4<T@6S%-!KK8w`q;%0*k8UVcYsf|Er8B>m8*jZ1^(E8XIKGiW}E
z@mf%Pg6&QlZw}x8QeQ6)M775NxIFz56bHDooC|fkv_MF$Q0;frE`wJB%q5C!oUjKN
z_WoF7ByDS8#F8vt`D0jytkVqZ=QJgI3KKrzW-OAyJ8=+eO`wk=OujEeB_GrKN_BHI
z#XC#97%8Nu@6#<osLYjo-nBeO8)V4`Q|;EaecqJ_psi!OEzZ0Jd2AJAjBAFm_W(Wz
z&MEgv{N99oE-rpL^4D<6d_0B9>HKkFY2lq$(lrXp#v6pNYISKi6*)&35|o(#T2_q1
z_ey@Mt^@o25O0KGStT?hHyeJ{6%|J5jX{V0XDWAn6&awG`d0tT>ICv-;hJjMn=g)N
zE-d2NR(!jLRC*QoP0qHd02LB=?U(5bYcYSfP<Hm0(XF^b|DBNa2E}z0W%L|<9C~F(
z*>`W{)SJ84iT;Z6enr^X`9o<ura}N6R{UJDu25E8tO}kOblR~i+5wZPad0-_iU?~w
zC-FH88UNr0c@KOz`vqCNS8u<FBVcNFuXvuRo>(o1Kp3$>@?vPkacn4bVpL6Xa`kiM
zshQGZ#x0X6lr^wOB;m;*t7mI)c<)$aM-nrt{0C~%fC=ZdCM;Aw4Mm~cfaBCWb%VE~
zPo}}7GCmk50gOE)!)ovnv?jBMBJ1x!w#pSx_?3i3L)d5EE~(T10bf9%zXdjB*1xa|
z@YluD;JR%7o>0cm*2FV^TB$R%b=XVQ0^zcP<@i0QNJ$J1Z-#R{gcnF3?Y`rim$}EQ
z%!KpLgApWzeq9c?8h%|sU)gRQ=TQ3Y)XHYXgdxr*729oI74ULL^dAbnk9IZEKh9>w
zXZfqu;1j;J83QZ(h2wJ<{uM+%JJQSey_0WP!?_BD>FuygI;SEk$UVz9_{*3;GauKq
zTI?rXhf;g^3x&$1C}Fx@8e8iW#Yd|t6WkX>|4ir-Ck$Uy+AhzAdOAhN=;Q!WC+o=o
zL*d8m7plm`zZ{9p^&aTy*-`(%!10gEQZZ<j0yRBNHWH}f49^o%gjnlfPg+jr$lNbk
zCO7sB#|Cc2Z6BH>$|`Yph;Hn?LL8sl^mCQNZHS-0ol{A$vnn_!Uyro^=B&bh56F&l
zDEH$#GA??hjd2Wu#*cEQ`|OpUK=zhNyMX}echL4*sUZ63U+Fr3p0hQ5Niq~js$djz
z<m$&6JhscI!2DP}dU!*GcQF4(7!q9upLwQ9wHX^?*U~m4u3IL9#;d_|R~dBpOC!iA
zvq%apH<y)RQ9mQ*n@Ko0ZfTn)q8Gyc_zN}rm`@=Mg9Tg?27WipKxXA#@p>X(E~0Y8
zioSY~6hScXquS7y`ZlDR(59{GF7?LIN)ezUN^6OFyMwg7m9raeuVj}Kp2De1BUBm8
zoo{TAlno_LA2cNM4dIwp!S=d+i4cF8^S9Jd7rvWr&bwBEUSqvOlstaW+H$SE4dKTX
zru0p0X?R_Ihhs9zqT&7P$2a1~xUtT>6&7Z_{3%JgrF}Nu=WP6!jrM<N@8p6Bi&p)A
z(;jsBcx2{n2=#As)49K0jnGWgMo9k{PE*nN>gP%BK{B5Bo)KKh&)?l_18ik4@5LCi
zCoF#dU&R&4MD8EVYa{ALbprVl+G>+%o-&ra3%0{IY`~V^KwtNB95kITqGi%CA^bjx
zq~R&2lbys;`T(S&kJ|X1K1M$POGIo99HiiklP^FyyQy7crbsBB?YO(2#rth#2H%h1
z@(JEqk#|ZFlaR;k1jzgde~m@LXWCJ;I1u+)=IIo-6x~VBg}*Ixn+qu<qw&$uB-x)W
z|3QnSBHwtBbPKWEB)bw0BdX;vt-={ZS}n9=L;#f&?9CE7PH|J4U*Gz=o56dlCtri-
zs!y+LIF=fq)lJG`nIaYY7PI`WK{15t^ONLtzaOHF1MZQ}istxun4^jrp$0+J<KQRB
zq8V3B)`E~TNV=+{s6Zoz0eO=>iWsgh{1&^IfdI)E#V_fxZt$secO_mq-#g@>h0q;?
z5R*$rfQ@eCwOHpMgRL|K2xOf;8rV7iudGs_J7;XzDtqekpk`5}GxpF2%;rbXg}9@Q
z>5A6v>|DQL!CiB`BX^<u1<P;FVP##Fdq<qTt+%hOuYpbkSvZftlMYys7`&&W;tidP
zanf39X*Y=fhE7xXj*?<OdO!c>{Lhp!h&11J4D0&flUuf31(7|##95lt)Ab{J!4hlc
z<5>?E_#o5&8TP2RrO0h6z9(47=^Kk++rTQz#pYyBXn)jcEGN!<Eqs=~9Cogo(_q0^
zuzV4~Tjm(V!Ga{HYWNRfxSMpO8cy1RYvs~cIT9VCW-cA(M<LuH=$YBd-?SM%T|K;6
z+FTaj&xO2@n2B^Lz=D^iuQvUjb8yzrlHWjcTD$U(CSSh0P7%*7FH79rr(do0erADs
zMZ?aDEamEOO>8a7YX$q1-k}*MamVg%Cv+j~8cxf`2@lnjE+4%hUMvzlo1C?3#pQMa
zFC2G-%5d+nkq+d!WqD6Tyg-^VV38^5SU!qcI_p5o=%Ne%8fMZ|)Gz=0Ka=U)JU{rw
zPpcHw6!R6tL5FOQsO@V8XV1nt{iJ1~x<?sD0&#;RuBO3P$uvw1V1FDXYYm{Q(~RL2
zlAjd1G`P)3u+oBGh}$}&YTN_t2Mo?*e=H1Hq_Bgjmt;03uC>Omw>KoN^MHS2&M$Ny
z9bosHstugRGx5wa@Rt=Y=?6H!w6=<K2cED%sp*Nenuo;Wv?A<A_yOq+?Un^mx$s$<
ze&c`kmy59X{7&>n3e+64@bG+lsZ+al+Y?O;b`Z}qU))2&)7!>O`J1B4bYbiEB}7W+
zIQ8YI=GzloQ>OMR56<4I2~n=0z^)FnxF!LF8z#Y=1Ng<LGSV)ZtJ-|nGw0KilRfTV
zLZY|r>@aMPuY`)f7hzoP)kM+uWF_=PB<{v8L%PQSFZcDb!oR?taPeU|Z9p4X3(PHN
z541)sH=Wm=ICX2LP%`qP?aG@C1Bc%D^}UQ5biX@B=pD`rjh2+`v+RB(vGN-`cHzFU
z!`JE5`H=dlQP#(oweN2qjXu)r(3RYCxclsK-jOwjulg1)>(A_U2ul|Kyj>RZv0&9I
z4j)IAa&SljO&;W|U#GsW0eW;P%Wr+MSH$0Sj~nZvZ0a2x(zC(1?O8#sx9@r=bg!n;
zaMF5vbx7ws-TGEh<Jel>3fgdDx(8VS6U&$6QT=Wq7nWJv{OvZ>$=j?CN!Y!z);XV_
znDmYSho<;*ygw}~G?@T<uO-)yeFR=HpJ+Dz<Wa(osFHLmyE&G@{g?;00Q|I@6)<3Y
zPYE_}zha|C$?AY!Sro|`5~xfN(_DhN6tXgZZsm>nS<aC121TAAu{xxMW9>5cRb$Z!
z5Bw;vt)wMPbF(F+FY(!x64ujJ^j%QSZ)@R+eogTt>#S+K=2ffD1ck|lVv*_(*q%@j
z1MVa~XZ=$!W#)x-c-NK0a}Oax45qi<)Qs?vvX5z08emL_%lzC$5WRTLNqGoMPPO<D
zlNQpUXDrd{ja&HcBg?yf$*6kwvoqt6pKnLP$*&eW3@SMF=FVn_g7%%#)agwBEe@S`
z$JxnuZN$#yVyS}$q$-dw)90y+byO>{%H0D^zJZL(p-pR7tKV^Kz__?R4<AT3dmkJk
z{Lm7LW&fh>Qr|?Xhgkj#)*g6&ry=<p<%5er%fD%i<9%IZ|91eUnC+6-!&$q{Nz+Wx
z6}bP-A=N%`KgHjLpfe!j*}}R1H#u0iXXd8)8LoMXBfNrF`m&z(39n$Db>m@{oY|_!
zzTEDacPvfpq6Rh9T(t7nZ>J8?t>z(_p=*X)a~MF8MfHL5IC3L+vo<;{6;0bFJTxu(
zXrAzUMut$T5SkZL2lUpu$cr#m5~KkS_{jeZVichY^Bk+;)%xSQ*Ou4v(Ex1Mpa>6r
zFXrSGLiav$%ZgMf)^Oen;NlqRwk^YIbPFjUX@gWD6duN?C5oX7L4Y~c%^VmV%Jt_Z
zxXXTBp#yj9_7a_ce)v};=0Ygj@$FW=2S5!W%`3{@`W`6qu<pn^vpa~gGEijq9$oi9
z(jG)@BIu|<%axh<Bh5h?(nEfal*}m?$-%0zJ}}XeH{`1wTZ9#PADo_m{_KTg#3S=B
zhb=M7!+hNtHW%?US94lqtKplm&8B+UH_rkOd5oP|tla^)t-=VkQ`QvV!HR~Rh?l|B
z2)g^^8N6MgV0QIp<0o^p!}a#^^PBBosQ#KzpN!lVz}}dsR1(B@o@etN-~)+xyK*qo
zpHXwd;e#*}b(DF4e!vdr<pt{JqQGt_T;nuy`%bZcks|Z7;?{Q3UZwFyCT=Y;B?nN=
zin$sJPv=)`#;Bc^dw(9j(F8&dCF&!wDP~C>d}H{n@c~3zY4DmoysMTbv$wiNLz!n2
z5kgOvPwf`GYl+)rDeQsvB!e=?<NMQ*%_C`^6O2_bcw|cLB&(K!(7&U5Hr<cTy+GaG
z`W<G=E%)2X^{Bay0o03D*z$o@8I={nLK}cPA57cIr6bz&NZ@!HiJb)5e+QXwg6Kh#
zCzFgscg^a?3GR#ltS20HhMpow6?I)8BUK^d%i7idh|s27*sz2h+1@bBSE>e0mRs}x
zz^{#&P?58@EycdWlx4+ukL2}nZOy*7QY9k!Gvvf$5xgMv{xATqQQ$H^SIU4dgo!q^
zqe`$REBMWPll*zu?iOpzR}r_)4e|P#{(G4o9Hi!hPqIC;k1G48W)ghW#65}ZHAYSu
zku4CZEG+N}nH@X;zLpwZIt*+2Q^-@Jq@IW9iwSqPHi)GYkc~d`xhF%BwV-c3L7<*i
zMH~|KNuy<T8uoKWE}H7X!F}EtXpvQa!GAuf09P<B+TOwaDSPL-N@$$Q{Kg#NP6e{J
z#ya>WwqQYu7{sE(fP$~?N-O7;uvGW~NaKObxk}@)7uW~N7lM8R$%lh*y$CQti-X^o
z^`AoycUh4VRF&QhDj5{BX}%~E%a8<8Y3FAN!)GnvVHf!9V`%66%6}N0)Iiw;bRFz=
z+dAnAswlZ{h#-0BX-VhK%N60!zZvdG5b#X0hX6kej)f*>6gwD=K1BAF{VKVonYI{u
z7fI?Ozhkya!0`gMA(zg*88Cr?u-tAdzN=n;JG;h)seD2i-oY8|n`Hmn?7^k```ZnZ
zep=Zp?Ozfy^k<`d%#->QJzJ7X<<p!}ES=ke({{M{0pAtb9Oy{gP7(FhLYy)_p^H`#
z@nDM|1@}H-9tYP+Eu416w+W<5kIZtK2e`DE^Urh4dl~Cq8;cpGpSw5;d!Fn{Mfbv!
z+*+%Beu&RgL;pPVs=Cy0N4d(^2AY@iKlTMn=V6A+pd4@uO$xYWxy&^nm_0nN<m<W;
zYx%zIc|#G_%hC+JZBtiuue*@32G%J3VYQ$*J3ptB4NS?$EmKHTwp#KKwFD?2dhfck
zO9X}nikw5ZajQr|7llupxUY(~N(JDw!>5e?xo<7;&u{i^$bsMUx>ySA$Ew$^c%Xu`
zTN|(5>gJ!5$7wfav&kXkI?SPR16y-=O*voK%y|>cP3LI-bJWKA<FkCn&=4x~9I<Da
z?@%LsuayJ8-+=6&Q8GuoyT?xBD|WF8Og77=L5noW`EAgJ?{DCPp785F?pF61VVD2%
z=?>9VxxbGp1~_|>Sd{_D=D@UjI<emXC>72|Sq|RsvQB{tf5cz7`KbW%fh)5eVRavZ
zL8)<lmPG{ot*f({>ql0TVtef#{-KHVhq3o!>hR6s;rLU0Rx51~YsejC_iM^J=SZmA
z2W8i;jUXMJzwrotxz8h|@o068;L&r4G5u}__Eb8ee5~EDD}Z+(8uzT;>w$^y4!nI1
zT3k3y)eN)|m$V2J!*I9bb_9yH8aRA6*xcvQ#9`T22-2i7dqwSA)XX%eN##8k2|2x6
zv@N3ge#ewp>g|k$G5yH&H$g^DA9S;u>##alPM{}Fwl}#Zzsy;*_>2Vmvi7#~d6Hjd
zX8XL`Gfc3Siu0MHGLsFccJK`w_)Jd<LDqx&Cxm+N7iY`h-Orpv8+UMh6?CqzdgW6r
zGe}sO<8W^}ruaMR{KavWGd97_Qv7REtb0&`26u~YX32<{!sFQm`_{w9qc-^g&OJ2Y
zT{dloh4}HpB1pVVK&K)S>N!KVx0cfc@b@g`R$7*e^7^T|!oQE;>ax6InwFJ)>3m)X
zEvUN2p~W*FeI=C|fIG*T>>-UWog!3(YyL!b2T?~(6&=@-e|!evr;JidtImYt86_>E
zfkJtpi!|H=Caq`ehXo~{`ZTI}oNC&gWxxHu$KVtA>1-rDTE>1Exb36z9UJ>;f&m(z
z5rdIU3)vL^pxT(dAwzEI)7S^sOZa_u_8jpuIQ+t2Qc<+e?Nv)AuoK;tpiGAwI6rB+
z@xG6s04dUu_3V<+aoVi<FUDQD!WwA7ItkeRNX70oq;}#^$_~Fi?vV|0JZz?4hFQ|L
z*HD&)-Y4G97gRYZg{L1cZrLPrim(_m|3>IbDj4LV#qGY;xu|V~%|RynA*{hP!}S7n
z_FA)7AjV<RIg11<_=+=Zwp22txU&iRTxoOq?+fVpc~d>>6#84#cC^!!ZIJXwpowO!
z($!*dI-j7h48{X=7QcoU(VmbeN}eL!5q{5pI5H1jId3|&sI@i#$bPYkzu34)Z5>2^
z{p*)n1^ypUO9KQH000080O4!bT4>WaCT11@0Gk#700{s905C6OFEcMNFECAbc{G#_
z!2R=h%sjF@Ga;mzF+?c}QD(+Ag9=4Ty(y(h%bTPb`_7C}ww7sEkr7F#rXnqt8KKd_
zXpw9US;juL$Tr{m`+fg>=bn4cJ?H*=&$;Jb1@H<807?J=C<1r206^zIMb`iT=l^J2
zYPQJxf5tZ-0G+c=iT?n~JXCvK!5CNr7y=9}KP6rDj>Y2Bb3&kcE$YJC6YlOm(g8I1
z>8yuj*x$A6PG8~8lkkB{f4};E?RYMGC<z#zj-AQAsj&6)_2V65OU~~4uFMZ||F`>&
zDU4dgh21r4txWy<;9i0}-|_&%I!5dJ<SY4!VELoF8)pYB0-?KlUSFpt9?dc8zI~K7
zy=@45@c!5V_rI0yTOPjpd3|xqcb!H<@Eonc%j8yg$O@u`(sBNAtG4IlP7Og4)xukI
zeX__gh=fIR1oEc>Mj^B;bGC)nwbr+#pZ6%2?uLwNVPVJjAa(|z%X>no=_Q<pwMS|5
zHcEa!5W@G1&Jm|VYhka?kRaD=gzK{OV37`D!ecfciIj6(!}zlbjk=q_yh!5fvbay=
zf+LH)bN8U<!!~;my2kE;4H49G_#xpGF@_7BIo_;%poS9`#+<LrbJgc_FqW%dq(Oi1
zVmp3~hrNj8Jxbk^e7Is9reqZN(qESksYNy!^-NPpnRuL6hjtd!MB#~nHcd>7U$l7x
z``a7tB~C@J-XE~x5r)*BkKCWl{#yEn=d{NNzF>I_%pfLj#<x`Y&Zc%U=&gVuyv{{u
z#SBwkC2VKsBRfAhsKeGR`>pGs_tm+oi1xUGtSTm2TtnuM8HVx<ZBkRTCw2(BX?dgY
zZLF5{m?erq!G`cpJpSkPYvjX$QOWp8jMRNwSE_8`*5?Jnr=CsxIkij4b!C=UUQ488
zz9A+Bbx<Tj&w}SjI#n^BaWzBMYn@+*-YRza((dpcGP-@9pqh`0`a`_L`Cg7rF<g1H
z7a5&3S=fD(vkzYFyk4!EvjvVo!>q$dGhX>KODA$W53@0fiF|JW={dPiIS&|3#U%5O
zJ4b1aB%%REw-YKtBuk=y5y!J2lueRN^i_NtBS>&1xZzUxNgjNsmr{_c7CmPitlbHp
z2=Co@1G)kWy#bH=-`K6=@XIF|#)G^Y1Liu1f`ephFoxV;!v1lFPCs=Ducmj%lVDnW
zQsId%^6G$kpF&g+z0NzP!n*Ox_^Jgpd*g$;F1><~v6Vp(cAnO_o61j=8%(bobb1Yq
zWs%Ll(Ee<)Pf?ykI~xElU{MLQVSWcEIRLNfwp9C~6%s`XnDExsVJy=fQt&Ji=}BC&
zBHSO~wa&^T;Wt;HZQM0fb|fN|pX;Ij>A=Sxeu?PdB7UEZmBHGcJ7!{`pR4kaFP1nZ
zk@ASRlZ37HmjpC-2e~DFCiCv*_Fja5Ecu$4jh9Sd7xha);-{LvU)eWf8L;T%uN>%0
z32!yzI=FE(Ts#s(jdFX{Ln|O-Ct=fWo>#PIuh4h-2!=z-XcPphq?BX_@!4?NYsZM_
z%eie$XGxx6;#3OjGIU}7H33`NPk&W;<gyXAlO5b6Y(Gl1B4dXUw|ul<QcznQNk2GP
zb5qXh3KA=sM4CCBq_qgakMpN~4Rk$|a?Kf@ue!<_!K-ti3Df-3B*RZrw*i_Rvk?iG
zKEB71##)7kgqwxX%hqtg9*lWhX9j25mY>>0bAMDLTxSOh)iOq#Ak4LkI;buEM9K3i
zCsIL4WAQta_2}0fw6I{$uhhpaU`-E^#+M0<P0NiAhaMVXbwy&|cLOXi2B*2En&^vi
zZ8cz=@x2Uf85fc#v^QYx&D4OpUmVu-)y0*z0pb{$M<DFDgprbD|0vDvxbmFiV2*ux
z(eVen(yogQhg%D@kEb3Yw0PXB-*HR;r|;_iu{|+rHM$lh%H@1%ePPr>HLC8G4g8`$
zi?+uAVz9Y{c&EKOl5*<xCD`rHS^<aB&;CM~ZFk&;_r4F&4J>N(b&6?T&$+I7*EyFO
zk--jlLoA%I8np{ShB|3E7s-I*BS^PfQfM1lq2e)+s21xDM-^cfhy<l!GluN1v;OY8
zkX|<@28n$F=*3oVOyS4~K!Mtxc9WzeOO^g07Q=2q4C+ZFCYU@9J_)X9@PrCE`SzlI
z{Qydfxm<ORlztEDj3@S79g$yL)Vzpas1@cuV847tR@xy#oiaH04L8;7<Qop(jyV0x
zGS0J{(^%2Sf^o_@0sBy~S+HuDXYMd~xIv}9E>uRFd;ffr?ns)V*Rl;U@aZvPdG+5>
zU10WsU1SLMLMMCoZCjUiwc>DW`QQBv{$m0i+e;MG3?{L@e}~A;5Hx%qZ~UCIJzB^L
zoOw8Yy(pOa31=m(b~rAA6@CMG=qqBY^C{r~Ms9Lm?@&Ew5N7>Rkov;-*|x2N=g#CU
z90{hojY&Aa8iNECP!+<Kqti$5z|e4|_n=3*U4djflIWDr`5i_SsHQ~7Oy^w3!R43_
z;Vieae<xtesN~nD+#!kMeiUjm!7zf_%>Md^6+`h%QqO@2-mw5Fnp;a)AZ_QYgggFz
z&?bpPJpJ`{j-b~x^XiWkg|UpZqNTLWHx<1fga0TxtM{FANLLi$1RA;*&cfZdNm42%
z;|BJIgh6&%*T9xgPYT2Ahm{>$;`{Yy1JV-9HDT2=K#=I*RXs)VBq)f}w)LDQ#J&?&
zE|t^unt&axE}6DE^<m6d?--~US7MGC{ixs;?_M6Tt1We?i~zXWlKgBN5YabeFv1g%
zJrel7VFSOxd<1<$z56Ro3mwno_DAtj#v^54dgI>3ZDMBGw+v9%qU*^ma!deOa0B-5
z{7otFf;IHvEo7pU{g3J(L(;#r?<cMOdiY7iv!1$W7r#s}pB)M)Mch!3kwvXXj=;y{
zkqY_2aI)D~un-CL(yzzyCy2ciV=HSy$%m>&TDQ)t$Jd^v#deX9CE;Zqt7q*ed{r#-
z@TNZIBQQgJ58XmCwqw<g5L1fqsv9`!@Wn~=I1+yks(#i#NM)$R4$(aW*tCBRW6mlb
zyoq7*-~=1#z3QAWxWY{G1bU*5_l#Uj?dE+*$c20ep*QUr^Y>td_n6ED4X|@bey~~(
zS3|2MsAhb|RKI{KIyhPKv2?e=8_+j|znMU?gh@6eD&f_cI#87<KcJ7Xk`h<o6>CZp
zg1me10`-8I6SC_UnaJtlUF&)kuzjE;<dc<*Pxd@FF91qcFKrB!d>mdC!VR-w<$0ch
z3H3|%m9WD&tO)x-?zl6~tUC6HPO(uE?M{`m0g`_RxPj}b0^%eusHvRw?!*+Gx#I&U
zL5O+FYl%@&2b8!V9P6e!0j|i#jQ#6_GO4#)MpuXrEGCG+Y6?+=qVAkrDnTt5x+JtF
zZa1FTwTdu-52m8D8V>m#$-NoGFN<K-g1%rD$v>l!M(4hJ7D$b<HC$H@E<<niK(<xM
zS3flhedGwYh5mT=5Nr1v6yjz1oKf~V<V~~QK#(V^^BOd<^tESg5N=j8*uGVmoma9I
zT=Kym5<=IM#OI#9t(F!w3a2W!ASo9J#^<X!x*~}toT%LsEO`o5l%uM3O+<q%h72fJ
z%I;=4@~OJVByWkD@x_>noU5WCGV!25a_nVUaF~?Zfm3yf%HkxpAuZv?-ZxTV<`?$!
z!5b?obZ>Kz!cINP2IBHJ9MG@3f-&yUT<56jksoN{=hqRxQ}6L!^kZbW^+@fwlL|Yk
z0f$rNpQ}mhIx7GVSB(8Y8*){@ospDs0O&x<vZ)Vy^|f=*k|~zpl8i#_2Eu=Xv*rcw
z*s5kOK6*RD#PvrkVdM3~f#z=ngKXShGv<cNiCxq?Z8$DY;7-j{+Z1T!5h_-I-%MTJ
zs?FApE)S;S3wE_z>^`4c$<9=sb_@S%E(TL=oIhB1MX*-HtFPE{F@Gw=nm7Q4K#pFc
zu#=LpWZlKnp{r^nUr+s8!s4##umf&>(M-_*hybAe|6yZVjD4ys-mo_Z+u#*eKklf#
z{QRJjhH^SL?Q*^rvy`v%)*@Ml=7OA#-1p9;W<umN<%in3<J7Ahccme{<KspFkDp#g
zP@J3sgU+0zss<{?Nj%zt4C~YGtJDE~T#_R-<pEVGQAbgKR<03x5K$kJxPt8y>hGrn
zGJ7d`)+v09x~U!VeYb-j!HO9ZXn)5o;4?PB&NGbSjBLA>A%a*|!+8`d?Gu#b`&eM#
zQ6!Oif9&KI0;B3J*FHAF<I^fb-QOqO6CJk<67^!LY@bpuLCmU?$g7rL@R)ENvZcDJ
z!BxFQ3!aeFWqOTD)-t(J%M=mr$16I93revC9?MOKhghqEV2j8>-~$?=WZZsY=D}Tk
zHr(%K;Ar@fe9WxL8b_3rS`<zwXB%l+3s|-+=PZh}Z9@1A^%7(F7|v{U;Zca&Fp-({
zm0`B8Y%wJvJf_R+H{sY{sld9(mf3>qS&CpJA!l*6rL9AOOwlZTgX=rh>sqZIhsS*~
zI7iVIQ77#qnRq%vKrp6`YlE06(}Exh?>(Y)w8O}$pOdY$%=zXtke~3GBwD#h3FYj`
z?=b_lMUl*7-)I{K*kwmh8Gk(M^<=@lygnPc1v2Z|O8ZL36<>-ko=Kj0&?xLfD)+PQ
z++T<vM`ciCTcVD(o-+7*)nsRpQBHu4GI~-H*6u({-j3~gNA;bweLIHN!7HZab0}5>
zu?AtZs|#O~$i5Z$BGTi2ZRxeYd{KS-grp|`)2C4=y(Ki#uhFu!sN(o%<Ic3Rqg}8n
z33%0gt7K7mPm2`~v)|(dS5~Sw5EkA*Wy@f;YAl0Zx$Ce*cpLWlLv@W!_BOKuUHY>i
zr+kHQyl5JzQyFHl&X>bQ3d}q3T3w9s2H(vSIPp>WxZ%Wc{<2}-95NdP=(pGuM1yr`
z^v_~BQ-wRPmN8Xs{+L7`CTIMBWd~5155)It%;ADX3jWNf42@lKI@kt1sw2pnB-2?Z
zI3;}p!cf08T@1MKccbYzP>BZuVB0zOu_cB-&T6AA&j+Jg7sBEw874CB<Gpl%UY_tS
zbaEU?>e|&W$pWV=mg)@<-s@9(!>@(&A3qBBtml?N>8BeC2Y3l@8L|uoqptHRISuSL
zQ`8WYap@A${crM2kwq*6FTQ*Cq3q~SJe{}3&Urul@xSO$6(+7jQ){f&jhOSnY&SIL
z5%N#r<sZ<yAbzDF9;W;1$rA0cg0!d8H8nP}VWUYwYKdKj*E(MEy^N=gDPiIc1qM=*
z+(&<Mqw+;y%aK0fhC3}_XZ(&qaHDn`T;8Bg$YR|O;VZ@X2h6b6PW}v7fr_j`zdRgU
z<$Pd-nEOX%KVrKn^4(#ptu`$atc6ucZt`@~GUI2f!y`PKg}c&hyv2O^zQi5nTEouD
zGyE4zzty)Pp*97pDhi+nHsU4AifQ5(!p;snM)aFz4Hx7R^(}6O{ix)>3s#=wT_uYK
zp|X1U;EDr+)P(8Uv>NpRmdK}&L;9hwYQIeX;P6pjLe0in+S{hMU%vqNgdHUDV+@U~
z)B$B#a?5(@E8%ZPQ89toxrZM=2SnZ11AOF$ch5VxA$`%v`Fe@gFXDRTk>5ZTtn(%D
zZF8R$92CWU8u#>}(=(n*;TERkLH8zlnKm_ozYk79RgyNlt@ohf3XXeq&MpX!ctkp7
zK3IJ41jaq#9SFyoB1(5TN;cGvQC3wb?-;v_X_?Mp_f{EwIJz{#D`U*!r1SNvh{~xL
zH-)YhA2ePb6#K^`T6t9is7$0_S(x~3NEEbPHp0RV^*^!`oJ%OMm{J>lT;>+-Ik0wl
zHjcTgIF<8a)}d4*QrfZ~m3-{)j|qEh9P#Z4v5rDCeqwG!P|f2!==@-`bo(B;KzuTU
z4}YS0tdgz{;Xdq>IN4!&tT(}ePZVm#gjpI#bG-ofi4UKn%CoMn;EzfcIF|67N=oD8
z<wuZCbJa`1Mf+?#H6~QzCag;1)SMv09~}llByZ-IE*|->0U3AT)QSy0#c`Z#CAj?|
z6%h5#(!Wnr?ZzMBNt-la^EgjV#f_i;-cZ<HtoB8I%bVPy^-<`sYmnyx-8;S#_PB52
z+)TSxgjY1x?5A$l%j2t5cGHs`&Ls8=!S^)wsHsnxqmKitA6Ox8>ISYA+OQ}(O~pTl
z#+075&{i%+a(fj%t@4&_=Mhq#ZVPVu6v3=GxpzQ22u1|cYUe-e=l7%GE4K*TW?HKJ
z2adZgg0E}-i}+Ui3dT5M=Pv$pGU>Tlkohe*16-(oAC65xVg(y7XQ{-S@EL8N6>7rJ
zp=a1yYEk0*%@9g$PUEWsog9#a(i9mD5U=|rM)F*6hI2jaC-Anbr3weCINWKLh0)J+
zmViK?6#NJ;YzxrmAgAX0YlQpqh}ryu-EGm(<&7=*<NdehRVMEf%<J~l2@4{)fALbK
zAL&n)(ZO#WI}t1SeSB2@46w{dXAlU1-+0i|jg`xpf<tlt8o>ga$n?dT|Hdo+`Xz_*
zAnMqx_32@wLO&bx^_}Ar$W|jbEw!$j72ax%?d39tQ>@Ga{a<BTL;vSTThIX%T$cTB
zm4n0PJAvKUCj^RTl~%(u{o2#q0M(zYWM!eQa-euO+qYocegk?pDh&$;U0B)FrY<4s
zppSW?lguyp>719yv*Xg>#SwAU*jp<(8>~-xF^1MoJE*7hi>1~810`gF>RuUDHYD#y
z1{_2`{YP?{K0#Fe1rhtGH;cNPTtz`DdjkslY5wPE3i}fUF`ReXh2{loFswUOGY8Y=
z8+nCIbpD1ww0IoQIX%w$xwr)Zwu7xPxae)i;01rN4LZF4aKu*7z2`OiyKBo6j@d3M
z?<Hh@j6XlcQ}{$n`_j_G=;O^xej%#qcqtQ(i>mtkb+b=*t8(lJ@zU+qbm%k&y$NkZ
z5|4j6c#Ib?ESYgyqqvhY`!A6ICk}N+E9Z!7VQO<Iz;h6+Ob}CAOcS)-j*842IzbhK
zP;s{dwGH$Xv-k1MQaxyNOYcMYy@%zxowuMn+*=b{A0F|_reEcpi($>)5_pv4`IMbw
zyo3(_ushW)xan)K%F0Z$3cZAr!8cFgCRR^_w}#$<Yl|-g1c>iJiGCHWmE-@~C^4?U
z`rELk*QEb#N^(bpLND(ljXUSChrY=5x#{Nxn_`x1+jji}?|pM?J?_jt4JLi=!y6Ls
zGn8mxuM<z^E&Fux4E$n1(%1*u!kNku68nb4qey(!auJ1sExkO*GiY0*a&VY-iOdD9
zRp~MF!W;hmR9AwcqN3nXl3Dd2Ns3!avu!#78fTF@e$bpsIAuZnq8SoJYJQ<~*ij&%
zO^89qvg`>#78JY1<zri-j|&@-{!xvr&?>~kGltbwY5-;1zTL{1j|#4M%?fUh`pkFf
zXFP|*Ze%*qK_D$_PQl;(>y+*V45(?@0(HSu0=AcGFydccLM?)?6GF_j4UppJpl6aA
z{f7N2(qi0a#bdY~U~~7vVhHyB!dGjhx0hXqb84?2XAZQ#XuJTgp0IvZT_s)*{#j+1
zi~U6pg@5f|zvs<7-QVIuZ^FQLFu7^h%UwxOlYHHHkqo_C_bNKx8`^o?n2cHP4ggAu
zAg~}OV-@}fP)h>@6aWAK2ms-0*IL@Lj3e<m004+O000R9001yAV=pr=GcPbrTUSt%
z4by#+z!O?XL<J<2ASkFPC=iN35>UYkR#3VPlopiUk`NHEfxVy*5CsbYg3?JMD5z8c
z2{oYzNK2>*q<!yy_s`DGoSB`y+1cH*=VGCddk_GS0{}n<NVNt4_5YCXZUET-pBsKQ
z7SsMO&@~CX3(weKN;E$XZ<ueLyEFO>dstJtQgQzF;H`-v&D%MX3u(RGk8Z-YPhH;D
zuyQe6B*><-=XPFF*adNb;2~`TSy^p@sPX8r(HE5L+wkwO3liF94D#J;e9s|IO{17~
z%%>BVqDz;{>VDgOwqq}L=C3x#%ngLpw&|kUDR_Okn-29?ED<;M@1qzIeQb<2tHN)=
zUT;6$LGyRnCl7^E^zrbTj8q?|ud=$|vy%47nd|$;YFrS1yz|Ao{Ongn>y^X0^PQC~
z6*0GiOutMVicvAH3H)_u#i(*Bb;nRvgG$zu*)Or7rLK>SgRfV0ohVNTe%pc_{p+b=
z+%x<QZES=ravU-ns#~`*a;yJkaOtMQw|6|QF$$j(58Ws?sGa^67%N=9_BNlXH-E+N
z_TPy9iKy6~2Q-+((>Yef_3-X5y$245E|*1yey(LNem_xX(HHpEJ%8d$Z`0b+MCaf9
zp2kW&?hC8MiPo1m$O*|kk{w2wCD*j8V~bpG*6-`xpZrsN<P$fa*q|b_pSl1#PzlFf
z%=FV8f6GH{E;!rCC*B1qWS0lE0i}OEoxa}6?hgvfkM>@vzVdiv)=E`wdF7jX<l|by
zSDhhzNtvzAs?#PKSa6S=@}J2`I-a}_>C4xeU)fPYOI0^bGb9>j+=BhRY4~s76SpY)
zt@??+JXXX}iyGo1#vaP0jkN-OuZkGYFV%U$p*0N#mj+K1t+TJW^h@zEVe$(4W$Bl*
zH!ELcIg`{IS0Ui=ZVaLcMh4gY*GGDZsX*-F&+tyGgJ~ZbIZWc~J=zLmxkdg?*1GHD
zWDes^<h0UIX`f=Rw*)C$$52s$UJYL?`h!icyef=ZwQ<$^p7mu=`zp$QGpKd{Qqo;D
z(;>r#+35(Lv%|;(bt<asaUUr0^!(fblYi#s_OWH8@Li2djfYkJK2{CpQPTD)&quAP
zRo6Dv_Fukyd;i1?E)vz+{cl@g7r0*Whr`=jyE1<05h}3y!RoHr*j>3_g6kKq6q%ko
zl;bh`$+zWG?%6-)<%8J4nZvf7S<&OBNB>;f*OSl9O26sUK{GU5W^Bv2{jV(dKbSjq
zZxSUZGm`kE?CiJjS4aJ}$r0w74gQ|~J^O9EPd)aDjLt!$R|=UL<2O$YeCVCD>RAf?
z;BLFV_}G`_D*0zNs)dH(9k*cnAG(p1WvHn8jNg#c#(TaPv8t=CWJc<;J{%6+$eu2|
zlXYtMR!_v2mUBj<>kFM15Fph*gJT@Qt#ti(;!t@d%1AfIVcpK>^Bh!;O|(a4t}X#T
zqIUrm=5yB&n}nMA_FCg0t1d2kIM?;=RPvS!&WWg%Q{`T9<}f!0{=>RMVZSjN`b3wk
zaeuk5?w<3iB{qN0{ju6M@mV-_*}b_e!{10_|9%I!F+8cF>W#8JtMbxWqrUPneVyrh
z@3OTsuSEZF^SV4RaQSLQF24I`IPcK84xbDfvz@5Ec*RlWYKYduyuR2il4nZaf=nO%
zvz%Ji{PnS{=n}f)<ke7*$6+#~!w_TrJ&!TjNe%htZHrF#+;l@e8E=}fIyv$0g1hbU
z!Q;-~?(Ye1yw>~iZP6+0ixiOhAx$~4y>oj*f5L$vQ>(Tkw@TNZ6)dhgE>z@I^m2oL
z=ynh+KhDzfnLGO5^sYt(qR*!1Ev=7ye!6vHY17fp<8GRU3ir3hn|`dT!xrvwH@kpU
zf4D<IB@M+J854S*DIXsFzL$5d_}ztPh4q6!uXY>tlZ<Yh`^~&H^Ct4?L4)+P_=0^)
zg%6u9Zv_;<lj~>%Kn7!|BJXIw@nkK01K?urtnursi=mPXfXCoD(#Q-Q03NSNd=)~x
z8NfI>nHdI+3P$f+L3+==rpC%BV596Md=-S~0s0hscYD4fy!K@QUF{FTWVed4PLobQ
z<J}vz>e(9P5^f7xpivJRS4mX0&^$doZ{*V3^(3hkJ(#M)Cj4R8F|fQ!W0yf`(M<3Q
zE*M|f-v2ehV}NtI68`g-WBwBrw2hzayUD=;jeT1a!k%_6LpCg?Ttn;IJ)?=po8Ixy
zShyr_wH0+^{mBXyALFG$hYC8=J6$R>BK8kP>xU|%QeNM)?>}jYcR5x;*KztpaXux5
zQ~KCLSd@<rgXsn@Vh$-%4+&>Q(u=T_l7s7?nok}}js%?Q45EwVgBkTOz^YjYzg))T
zNlm>bhZ1~(VU=ZYbn}7Lpf%hxZ0b*XM0WX_q~`KX$F4H%xRUH&b%eWbcdH?Runb3U
z^oL)z0~MkxC5UsQU{ng`*Yw)~fPF~ttm;Dr!fVi3@MdFP9T)8}|Nc9{JH$f)qZ{Z`
zhkt#&Ek6>Ls;&O>B*WFo3AZ#OkN;}BNg0?&08HH%D;Y`I;~yt3QEk=4-9!0ShS)!3
z!C}FNTI9Ht)X#8L7o-XIzNNT#1@KIxIs6~vbO*G|yRDKn%Kb~|vG`LUehuC=#DFVF
ztRRFcXVWzhr<F^OCk8S`XKoM<#_GO9+>}vNYFqUlhIHtmGk&s1C5+6WJqI`0K)IC=
z+A(z4VO@*r@*uGo!RwAsmd<CYF*E>w*^DU0mLCN7UN9nc|AQB(k9#5gjBSU^H|T9P
zX$)@v2hXCMyo5+RB){*w?4Kws!&Iv3>ZGw1?iZK=k<fECBYc$REOc*8<EZW6zA(K1
zvIgC%iCcp*TL`z{^yDDoj?1L76=M><YXI+<M!d{=Qc+O|1F8wg#@{U=WKU`qa84>e
zS0pH%Q<Y<pNueJQaaY!)Q0Y8KDxz2@s_M+3jB6HBLQ>wQQ`^qN_Q7X<EBE&KoFH!Q
z+-m&Ri|Tr30{`QhN4C_Z>2qJangg6HVGnPat>^xOv_GWQdhtr9`hS9M*2(8}SLwC^
zWJTO1?&xv&rm(9pZ!_T&i+H;-5ci>@ZC67hr*TU9QpY!v?I`55N*Y0iKyQN$-+~h_
zUj@#93x<Mo;f_6EY?DK_EzlbIg2M>Wx~q+`)v@gHaY6?Q?X>2aFT$dN^)1DGVJY`f
z0OGg&0j_bF70}+_v9vv;;nnITsp%fHV8(9d<U-Xo<(v?}M-^Vnj`GRJT57{?)-FC(
zYnU>C<tN3fd`6p`)dX;6Ik+$%*jJ8@6&Lx`+|XgzKUk9HXMsNr`+AY;yhD$#sIXRh
z+`tI^!o*0<hkjsiQFD;dJPRuq&8n00C%~-mj47f6KeQ>tCtdjH{er1+9U;~S|5Yrg
zMhK)ZpWy5ScUUvxSkiW0X#nsL9XL|XXoRa{E5zsLmABpKhF9E>AQFU#IQ&N7d@otM
ziXz>;|Fmv&gaC{wULxU?;)1G~DJm3P0gRNQy!5sU#tx;DG7c|chBo>Jw43NT5KRtb
z6)hJ*$b=f+w5I4$gY%%!qk6G4fY+((vI_Szk-k2wS+lCx61pZ2h2zp8BI#R1TvvkT
z=0%CY1jStctLDB3hNt||>e{g21a8Oo1WnC`!#hkCBew|&go4}5mT$pGGwX1eTlBo2
z{FaD>rOh6P8yfptH5uiQbN?{K>a2TgHE$RYZ~uCwVXC^8a)NTY-O<>Xj@HkIPY>e1
z_j2MG3#;>++d^pmDfD2H(W1xg;EW;Cl7v$SLXwND)%o!a<%HQ=?NJhEF=G6+{7wCs
z6=jB2Gb?M6cM@8A4)qjAcfPyMS_Mw7kzTlp^g2Q_!SJicu)vy6Hl=j}D85deM{X}s
z)ZOW8A>t%{fv@zOO-`gv84*q@OIpnR%eTd3-(TmnzRS<#3eFO-k`*%dvAiybd@!0K
zp8VNzlh78;;ZVMCz0-G>0{f~GkbU=ygGKji*p9cUTGPW8|7sw2lCy>UMenwl*PaP!
zI#MB*!48@!U~(-a(~{}v>@(kV1S27Pq~!r9e3aR>Enp#YWari{4p$=2Rm|)syY5`F
zik9ieDI7%%G~UBTX+C~7p-8)#M3J@~ZVBSJ!r}XepX|jvyD$55w_KUxhR6dTKGW$Z
z<R}E3w;;A_9H<k0gx?Taq&mWM8->1X@a8=EiB{4hQZa&PiBNhKIrALNYeE-v8QiF)
zNyk~`3q)W%rNg!p6qe=$$_iE~ndz;cD6MmPFYNCYYIY^0>E}WQ{9%`{31#9YfE=?m
z4N<Jv1m1_*9!G03@kb<{?BQPI7}k&_FHyZXuG|@b`iZRhVtkbEc?8R{IUWc?B*ZIL
zlevl?W#oP~mq7xrvdBn=5)^Hj%0JJ}83IsgN0ud#Vc|Ma2#Kc$4N{umeNJcK%t{b1
zbe-)f-ll1o_txC>05#Fz9+jMPBO_!ttTdqyZQ?KG`v&vito$3wQF*S}$WUN|_e}HB
zb-6&)G!-uN{@633A@kbFc&HwCT9Og~Xi}tw|D-k~(u=0^mqU0(^@$5O3Ifnp#>cP&
z!>K+_h5|&SUdT1|8}7X2HO9px3#5cTIjd7CSqY)qVc;-fNM|r`QfI1O`3lAUBLq-0
zyo#a?H7<2;f|I8h<u!pHna1na$-+}kV1RPMJhfcvyUA&Tw|b6q!KzsQD}_7^^tjMU
z5m%@0z-566*%mCmm+?cJ$G0AFr*^?c4(1*7O36h(?S|=x{1R@ziI8jYy()!Xf&E^_
z*nrJ76iNU>Mj6-y*?`hi%1Xq+FcwivtlR~kdD0}pKN1a`$LCjiUobA(TS@Rzj);S9
znFKf6${>k?<K<<Dx?x`o#l<sa8=Ci1B0VWKkQZV7sWuF;g%p-F2-Nu2{RJ4|(Agdi
z`#og^uJW)s#0Tb$Q?ft&cBmAoyO+B)w{}hE_hi}+A@j}yKOhh5&v_vA7J;(1Kvq43
zydn}#fmt}0O2uL{n)R8Sw<LW;HqKTh1gMf^60)a?!GupD9&CZnzkmG^6SvJQ&ld0Z
zT!{zIBPU8sD`%3kl*r?XEf)}V>bzGgGHbDKGtm0$G?yT<k6Ci@FsNAJyGSRT%98b6
z!8tm4DvV(ISOzV1nJow)JmEF}o@Fnmb4$d0!VnAmhJd@<1y3)010Daeo2wiBF2Trj
z!q-(~8;7iYta)Zt-Mal3?#9;ArzL!|3iOhNo9;#vc?o=+@dYu-p3CRJ4t=3;UpU1I
zZDkqf(V{E2+S>GFWjeruejPI(`UUZiDiF6F7-2sX8-HZd6IID1mD%a}0N%p4U<K$3
zDr^C~mhh>ma3Z`uka!0ujxdH+(EorXnSsTM<U!2Vi0q!da>f3zI*9kd@x*>a+-^Z$
zHBYaB4&s+W$**43sWu><Vugj^rt?9Jdm~!mDMf?{Rer7SOZNliH@tJ<WbZhF*3!AX
zm{sXdP0>Rn`MMQ{ze-nACO!hKPE%pdXneS$P6F>%EN*g0&5eq?xi^4Et=8!P=X*sQ
z_zJU};1kMFPQZz!mx9}o`f)OkAFK*BmTm&TFX6!QtpHl38dJ&4UR>ds3p#b!p<WI7
z+@{v?0g3A=bW`2BLH5LR^;28VC&;mfJ7!IVnT$F~+`nK!Pwq`mkZfvsB9PZ?*ZzU8
zh(xQ$KCm=}Xo?okV=K5nRStCPG!{b`Ml31dCXCvOHeyf$rg0PCTP{wAh*@N|=z8Mw
zmES09sx7<sB7olpimcc{9~Y$l19b^f6B_TU4Q?A~`152YJdkRlfE80C*st?-I$b*<
zO==5+(eDy0<`HYJq&|b;U=Z*;9)K<+>?np58_B(igO?G)+SwLnsG303x4nXs3!<Ma
zjxW{A8{p~0C3;6*WUwPnt(ge|%zdCvg3l>Ws}g-=kXkAqHhjhkp6EyOa$)QxDG1zH
zgb?{4)D|G$Dtq!;bH;89U<=2M9~bz}X#~S&Z|s||=n0H{mT3M|O;V{WG6#-~I>WPv
z7A$y|XgziU2<$zm4D?BZUj|WW{y=k5x)iwzO5NdX$-1@fE`&%*=^w5kpM^#31URx+
zw)4V*fuaVz8)PZl;;G+2`VJyZO(qIIwtV+9Va#PDt#v~Dk!7ACI3Sd7vi|VhJaq$f
zoPAPvNGkgS+&xDLTE4Pkqs77y%|1?M_-4%on;h0=j6(0XA(U??tL(0*geT2VVb}j+
zwnF~QfbZ5!CG<z^Wh}2mEkharUFvufh%u4SpB6OMve_UsSD{S#Cb2k@WHD2oT*Lkm
z#B*@P;1PmFjf%?QdvWVpxS<HJ$wDrJ^cMEg8A3EM6x5WnFfPhK@EqZLAfr{2yix7N
zjjJY=L<E_4#8cG0QLr(dD^aSui+EZWUd<)+;OjR}i`Ie}pHZgA`Y?i|<hJbs<q+b)
zOIxJnkI$&F1S%}?fT1+<Oq^PFAxY{VdnY?%Etr=nO{mHb8|2)$C+Ix(waqVmQBh}3
z3bCimT{Y<(Gpi$G%!YWK5<aE0HQD3>Ow4gzfn7((5vO;hj_P=Z@E#<0mhtdP_;ZRg
z-`j<*4>t}N1p-B|*F4|>H#vanR_9R7Kzbto^a6(P#M5~7i61-BhP8}|?aep06i9E(
z(D^_7hQMOYlfa~Xn0Ce|rpnp`Tq-AqeF6uy>n4kz(=+@Lo5eYnYAA<bAnNs180Qm{
zT@CyL?Yi#BVCBe8CI*sXy8w<;9>*6y4lgb$L)d34Fid&T>EBo!G*}iuj|c?rKErh3
zvvhsZ(TsLxVMxyGrkT&+-8{g3d1)Dq<+;2eEUvi5ZB|l)2Cw8N{5<kDnX(0TKZgDG
zGDt2u)5AHA0S2-RMi~LIDeqsF*5P5as|f6d6XMNd<Q%mEW@0Yl9lob|xJW|U1h*?L
z`o!0MUf}oj$uCRZbc&8Zicb5~KCxRaY9NmD-g5HZ)UE+sEY<s;G)*dfjTWUY%5k@?
z1!Y{kqR|C2+bdYMIRh9<6R>kQjXxZNdxCFD37zH{tI}VPY$VFxr$N5oCt>#`;WzpJ
zQsJHDQI?T!(V}uw6Y<bn*20D20X4b7AHnz~(hb;p+$kh5K-<4flSMd2ef`-G7M{aw
z!1Iu*C0N5`<f6OuWeGE1+NY3}XxN-)u0DF<e5_88b|09g=Bv!&njz^#UP+p)D#Wc0
zk#S`BF@*RNB<pZK2!SZH=rlA>-HEhfXL;j6HQbFp#ktA?c$8OmPaCC=ug87{hwV_a
zsur|6@kb~K|Hb^?K{X+L8m1JKaY4avRlOMkfV-xIxx`mg%Y?wubQR2M``Xni@Y3A6
zX6L#;;r$@6U3H(hJk(YG%91Mdr1U)_g#$Y5K^4q`bzxJ*ntOScWz2&V+UvHG9u6Uy
z-c2a_M-9y}rnaHineFV@p!!d)L(r>;1gAZzr;@eKWwn)4yxZx1Fx>mF7vJkF^s`(A
zd`<j)-fRMV%qKfkLgLWaV{}p(A^ZJ2zbd2?to9hNID)A<NA<razJd^42;}*x09n<)
z)XFpjKBCu9erM7I?+L=*dBZc(*4yZ~T<FD}y+H9@j{2zvjGG$p7NI%;G(l3W<eL9$
zVF=#$2f9KHj0RjNv>#xt(Vg#5ujX=J#O1AdR0owcb0?@0&59v!*)DrL`7)Y^+y4Xp
zD-$u+gAtAXw35;6<v@^krL{cCmR_J;AsHF>jHDOr^Ikp~T)9ZB!J^c$O-8;)KsX?^
zm?2-J2t9%@sZ<QYKb#nk7KKB}fAHEYdu%~EZ~*@uvEjPgAKDFdDf4jKNxsB>L&<KM
z^uBo1KFiMwb`W`tahFjvh|ji_*|fXBy!|+q!v#o(mPFocu%X+VrZh&sZ3DcCO)q15
zOY0Qp=<#sC>mSD<9j5a;Rkc5M$io|CSZ!8$AoF^zUc;;@#Duvg4=v(-dvrkf`%EH-
zHz5#CqGj6F_&JC=_P#gc!X5MCSCP|<TW#uyINWSo(kf$m@hw&m;0^qQ+o|o~h<I;p
zKQ12V)YwoZm>l%wTt=kkn**nA4ny}1I|}Jw7o$;8%7=`7fXv+sR@p8dPoZ)ToR=3!
zb9X{B8zy!}&2F1kYtnE!I+870uqkTB;wQQ$BDA*|$Oz<&+K=oh08v1$zcF=nss%GC
z9F5eym<9GX4IWc*M$t*$%tTY)&qg5ikj$R`Lmo~Ppy}RS|B;4FBnI9TKgI+r)PzDW
zSlkTbl(bkZsir{MF_}@a7b_`;|AG{u-L+2yTC{qBNx>w@5KkTj)aSD;j&6)$!V?-0
zAFL+5@h9o<h>&8)@I3wG&>?p6TZEG`bY41JaW@n&N%1u;;`_8{5Wo9AO2>5`3TU61
zs;?0yMZ)kZ!^Z2Ty&RPRMVa@uh9NwMkI;4<OFv`a1H;)kI9|9%iXi)UpifQmkYpin
zk@ud32d?dCibqso6yal-_Q+I&!R%h|+evy=hS7psRp}-J<@HQR_n=~AnxI1BSqq_Q
zEseJA*HI?E;yK7Sjy&VB!2}C3SQx^YJ{q=J4bVxvP7XTjQmI{Fa1lSTCUx*WAB5@=
zra!|piAfs3wY>pXi959)N43LdmG^w4s2$uFlNvMKnT@cNO6^--4<N|#($RR@pvB8U
zAP^Q0XVhY&zBC-`s`cCdhj!lR?&QRp#-spR-LI%5Q-bJvMTMe#L|Ly2AzLVVV}Ik>
zHw!6|wD$`0T@vj<MutRi_+flVFjYowtZL$39H%-vz{lcF{fhk3dLlkHfN^V=%33`=
z9fby_cAvk~DwJP#b*E;*gB5oB6G*;)gHhy$UrI5x!mEhM?PCkNR=n?k6IHl>5Lymx
zUn>moar^`3OVvgCfq3Huwa+exEdZW<XYx616857xFGDqU#YOo@CqnK8;2_e8yH3U1
z58szMU<GLaCKeg-<NUHc@PI0Xa?<}WN;SwSe=8g9Qp4lbMcd^lvQ%{L`yK1}Ynob>
zzSQY}(B9Q&gN*B6RPY__D_5z;&Hh6}n2g65WS%)M(VI3N-wEo(U)UDs`t2NyCh=BL
zqhF>DOJlx<Jz0rAJ>id7>&bPd*v%2{t~P5ZUAR!32ha>suWiYT54*wh9j(T_E+EM2
z_#g*nCN_VP$;0ldL8q;As|6mzNjEfXdhzlGHtn|D7;g_OaB9OtzT;`71~}SnE+dyF
zCxQ3kb75EE<~nvbblf!f<S4CQlw^*&54B&RTk9AF(H^m=4)!l2lLCNq`fH1m%xz*+
zCFHMeDnsf%oV%?pWfk{ND1GH!MCnN`I$TUb{-HI!4?V<J5!$>oC;nmt7VpjO#aG>E
zB-)=MDZOtEBkKAz{vnGY681|7?+zjZ|6#Y_SKS{6->DoEHd`ra2139y968Pb?Hq<Q
zmf?)FFGh^meR<9gry`aLpuKR_$wrn6M#brmn^?G33&twR^lQr@tbJX!U@AWk0&Zss
z>O=TZ4wN7p%m{#>=0wS}B$s2|m1lHOt@^v-0rxu<o~1i3c_5lbPrEt}TtQ%Oi?!Bg
zzgu0pN-B(+{;HT0uI~oh1b5DJZ9M=zh@)mauDGS^yOVzbQFccy(w;I+-B}MRUl<+!
z-h5q+0-xjgtebmMuQ7SC+$K^l$LmDrFL27%>}s(OqO}jVP&3g1hJ)kIr-~Qje}GlB
zS7?1r-eKtWi+|H6ikNBX?6l+7a>)nmb$6y7RPpD8eG})F6TGfzkNrDM)%aN|ttTVg
zekts9#Hj527srwOQk*ZZ2*?nU-u`=)Pzt(ar?~ZOy@%)$YHz$s<|t1Yd5p8YH|BI(
zxToVQ(noMjE~%Hh$w_+!l^h)pDrzX8<oD2fjksk8*CP2W?!!EpnA3O6T^#p(QvK^<
z=y*Yb{4H%UysDhKsAr?A8UKzkDf^cOoC$lmC&Ro2a(!v??8jQqUCZyz&*vPtX`gdT
z^`z^Pav%6u>+QLnraHRkc3dhq7v*K5wp}^|xe25L8NlP}i3E+e<!uKq9hD0AMStqr
z^z#w?YkY?Z8D$jpm3Z{&rCX(vX^Uz1&y(7%pUU%8wVq?%Wxl-Y`R3`>n|j|bMtt7%
z{zDDaS|bs56x*-=Z~HsHTT<=)Mmv8X^3Gjcz3uSeTgEcmb7zekc;{<Ll&D>QO1t3T
z+q2UTN+ZGZH`iHpH9NO%y)==kfRdr)-?W)HEq@K_x!h8Au;su{6U+g6m+|hu>%hlg
zG7Jw1Fb-Rt3r(l8%db2Tx6Y<N&sy&%?({qP)7Nge7_Wo@6r%D@=-)XtvGVA|gSpBh
z6Bh@Y|B3Z~Uwm++ZDlHLn_5W8!^rOXqUO_x2R+*!YF}@=KJp%!W0+Xed!?h-_4hMR
zZiu0#jN;9}`>>96T5wd-n|0oC8S6gQSoG^J2x44ScDrs-;(kKb<Nk3*RiBk^-7ni@
zHC$|lS2eCnOi6ACE3Q+l`icGUW1{BjOUJ68))&n6wwb(o_Ie_oPK156Drr09s^hA6
zI^3w^@{4VqA!ij{lq|=st0?Tge)Xt&@eXUX*t?t8PrI}X)crw!|Kmq$C=M<?vB%6`
z3Ho?JKIN|tH}NU;QM{44yH=Sxn8`A6RQhq$bT`x~DFx;fSDZuK(6qe-3A=meQLM+7
z!uO&RqzC%-e_nLGJQ;TOT4FfB{=5Be=yJ0BV-ugb=+@2|QI^f_?u*!?2a{guku^E;
ze*kAU6iU~u0}|cg!bpTez16oPSFb+U`6c#*vB1(FeZ%VY&OJ(Z>r|V*QSaRFDj3yx
zWqEMRFU?UD4TF+V*H-}R$&0HM{yOXNM;ZziHY8zW<RJDuX%X#-5<DJ#q{p)p)2&}J
zDv1uxcASaN4oq^>yuKE6WL4vjhTLJi*Vt(LcV8GMwRU~%`N*hO7L4Jw52d7>gTcIS
zUD<UyRoIGdXO7i^O-nEjK1sK2&o86cY)3VF^SWiXga8Atkd71cFZ`)17kwJn_I7{-
zQj^^TZkEhqxCW83emDBHfL%A%sOMkyv=kE5+!?DvZ#D4@Sm&GUwUS7r*M9*O6%yve
z8LdLOIglvj+b<%Lf^VH2PioWR>}DZmQXtN+89PkSfRo)!0f*cp#MDmOX^8IXKV#PQ
zg9+Ctq{TSmAT83uO;bAErQ^s#0L#8wkX4TrzGo0{+f($D#@fwEL`29-6JD{|HnjL*
z&Xaw{UbrMSCqL!<J=__uj6TL?i9^N_z|Tfgkf|9rki`N;)(WmQq_ibpatc+gf~pn`
z<CNYz<HSa0A;_^>O|G&kacEAxO<ybe!*g5^PbML7I9tghsv6=sYQkIWsqM+M@IP#(
z+00()Ld5u-ce#?{bsuq&Q0J+*FFF1?BBp`)QGe;0+KPV=Bb%8nT8NJA)_Jjy-@=gI
znLHDdf<#smKf2a|?`Q3iXXVPIDSd$3B-!A}#3~C+&5HNn;&%3e77g~EYCHY2ix3N3
zK`-*=ZNMO)Snc)j2A3Q}ModsUI7Q_qN73B(XtsaCW$>2``Y}$c_Sx#aV4P=~S6i%W
z@G#l2gm?i4w18&Ylb@b~GlHp@pUN>_)2l|1uXIM*m${GwXqk-hToBoA+5qay>q`8>
zsZ~{ox@YSwKhIp|gO_aJc7vou2|^->ua-bAb2#srt$SSzh}7;g!*CcrqsLBp;2)gf
zM{s@TP~Z(_-$3*+RK;(dF^}61yFxoj?t2R%u0EG{gh8#{`tf}x$B@apO*ZS^oKAc8
zN3v}gYl64qsIM%%Lriseu!2>+w1SB2<4qG7x?{f&r<wYUgshf;Hp0dn0epef7+kz~
zCyN8OUOv`XPH0<C>;9|L$N|3)uK-im_vLat$L8C9K^V1=7m<ls*Cwi&T5SnRKbTzj
z+imMy>WaKAO#&rlH^rnN)PORy;`^}oP^&rS7$A#mj`oL9wp<>i4i5U=9_4iI%|Sxy
zj&V5jhhJ+%kablA?k?Ja%2DRVr5`}Aom&i5<_Yp^ozVDxK>Nv^@v7Utp628tFBZA?
zgSIvFkioV!A=AOa1tVoQkm!4f3>WRPSo=;;;RME*T60*t@IDCJ2p+9V|E59o`tKUS
zH{l+9hGYbB;9o3ug)rX3ulmAvdt1o0!hmIVz)(7w8nf71y=q~<L)oIMQHU0tBbGdB
z?bjr7^u}S&?4*l?ad2VhAn8&W<h?rW>FS$6NCk!7l*V32FlCW_)_T^dHb*t{=gSFz
zDs?tQt!U!uC?YIl#j=jz)g?DR?0jOA^4eqSd{H<u!FCy*z|)x=IktWP%rsbW0)J<a
zfUtl}CCOfr=buQI=MkD=9m7u|5Z7!{wC9NVqg<gm3qIaxXY5`4zyiPXp5byl7figJ
zkp7&sD@{}L#`fabTh-l>8T(7<I1j8L$2j$Pn%#KXrGCIa2C6LP78B|)7?<l9J1OaA
z5P6aedRFK>C(X@)6?NHsWCARa`tmXCWtVgid?xTV(5hK~5th}g!qTP3Rv_ZGBUgAb
zJ;KG$1Y>d1Eb_xkEPg~?<}zjL5c%<EOSc?oOb9IIqL1E>YDVAn!@;!d(xxZr@K4N0
z*x1T8{eN8KYcwEY)^$fK2LoL*aI^6coFES&Y65xrMg8n<9+o$@VZjOPlG<U8Jd9D2
zc*3JO7CtIsF<&x0p!DBdF$kIpc45-k@a$?ZeueSg^gVZd30N2X3chhImTwyb+Y#s%
z%CKAj9oUqZeZJ|VC%jZ@%9b&zcTqiORHO2{ix6QRX$ct|GazG-X4lr3;L}~jB!=+T
zzizErmx_Xg&R%*KN_}e0`l>DX0ba9mH_VBnX9bz8SAN;$ZG_@*z=fx?kP#u}LLl)L
z%@Gn=l(h!huHk@PA=z@TRVS<588R~>#DUFoIyK>#>uikwB7<$Cb(2b)Vz!aD41x1D
z(K0cZy9<^>pj7a694E~>$*l(Ab+IOgUkrlTb+ByXvr_d=(1f#|AHo(S1ii$<(sx<D
zpQYL^x0UYTUSN^iuPZO)(=pEKZc((gy&eqiS(shi`HAJ|i|kl~9?pa`?kZD_o_&%<
ztMI2Zv@vg*n_N||iJ&XTp)KDC7l{<RYt+$D!<C;&t9(Or4G;BUdj*c&3hqtSjxbY-
zO2Km2j%Hh9oXH>mA^iIY@v_EhYY3TQK%HS#Lm8f(XhIi1UB}Uwl<0Vg`Q2a`ce9Vv
zfcML6c}*FCl;jl};-az~#H%t=CX!i~`Gg8BrZ;PUO0-hN2{!Gaaa^&K{R!Rln2J!E
z+%-rBv;^@&{_8#<HJ?$g-Aq+2MI?P-6rNe-#xPctM;OMqGD1B63XEPu2$E*;2Wbp(
zW+E);epN`ASZ7Ir&MZOhPbTFiI2c|h-b_5Xl44oG431@{@R#=vk?fxP`WmZ?j=n@X
zpaqYUv@?f>7lmw%Kz&ZkHK6AoWxukJwS}VEWQV^(^*FS-2yN6rpVLGu1tjnHLE!^1
zO37Z@>Z;Ip<q#dGj4zbO)j$tzefo<ryEni?bn|-YXe~DugP&{|rTM0>EZa_&exbB#
z4%~#e$Du_oy4tJ!T)K}P%j8`BoZe?Vtq*Tys`8ymtUzLe7-!IpsinxP)acD70sj2s
z?l5cAi`TSp204_velFwW*Hg{YU5JFkQbo>?fmSa=9Ch0G12^dpC_Re$At%zatSCRS
zG`iLr2vZr)<yO<Tpu*?`xf-qo%w|D*yAR4N3bsa8m!CEffXP$q)$3qHPQ-$l4Sug7
zmqg^as%=0)a7QY@ua6bQObuY{$QX5%zh#*0SIXJBR%U9hY#mRve#bDj<oV6hb@GSa
zhr_Z;Dd}~Mh8$Ws?%F|eE0*^ehFMXSC8h_oJEWs~@ZLWMpF?z-L2);5Q^V4}MPun*
z+Ap293h&S&$gCjs<oN>0Tqg<b5=ZWVu)qlI$chg`dO?gQYJ~GD%oVdXiwc9@l(-?K
zp)_p4UvttXY&*fitzOG5H3|*zfTCZc2SZSJRRvEuhC>BKTT9ejKP#QZqR4+O?hSGO
z4PYESIh2s(Ymy44c!aFg2^Jb{nMojY3-ZkaGbF<%0&hysOZ3t^C7;^_#SLppSWkQl
zwRY!B4jhIdHI_5I4vtEe?+2495A5xZPo(8RY-~=<lB$Jgjr1-8pW1!LWV0{-))DNJ
z*E!EKg?QBlaOPPQPw&5yCq)o&z0{`Q?UJ~I&e8x5zA~`R7(@OIX#dNgs%K0}2mvrJ
zBj6)m<|y33y@jlHc(PDP>t~G5K(()NN!+I&h#9|bpD|oO0P`Y(aIU@_u^mn#=rj>A
zCoNgmwSog-duxj~J%@CF2|dzm#g8TVz5Sd=;F2RdIu>?r#ARe(f<qrCxnXnO_4LDv
z)<a-X3;e8Bps55bM9clqk4mCXc=ltWK2giX(BGgA4s|a1Ym5|$Rr!UEvc7k+dDMQG
z(Z8DBC`A_{ym|p(X>_HUsUY%c;*X8A9YuGA!Q=brh@UvCh_RJ;UL<;hjAzi$`lbrd
zks7N4m!#~|x16NDC?ahd#%E_G6m^4=Jy1YPvN-hX$<K%N?xN}4k+|40LJ{!tIiW=W
zyLkL9#d#Zkrbh1@Lb3skk{}+Nh6GV1W90O5i{NOjz%LNziR{16e0+-f$bOv#(__@j
z9IyLWP8+VZrbjpfew6OdjkQ|716%LLm+b)G6DK!Gxl4$1pT3SK+**z=D<)vgGL}e(
ztJ&w#ABLot=IXo#5w{2aE8e+=pyF6zQ4sxcA@jQk^()$2b$~Ms+B|A|hBe77WInKE
z&u3+zWwQKUl?$IeNBbNjseFxh+dl<({Y`5ttqXAZdZY3)cT;o8G7_0=7C{ogRWvv#
zGIeEFvd*wgzyK#)L~{OodlhXo4fESq4bKkio|ARbyd+%_U{bEY9GlhM68}az5_#$N
zz>}|ts0b#vFurKZ4v=1_lQ&^IqcLy_D|(QcrkJqI2vPQV)%tY9KorzYeX>mm*5Juc
zHVU5EwnV}Mi<oRtx@cm5lY=vM(pj%|0LRc0J+=_&sx+K&vc~d~q3=f-ZJY29FXr6S
z<+B@&M1u$g12u9L5;JI5hKSg<-ZF^~u^So<rC#19s-))(F$|o1@~aeW&>s-V7q0;(
zk~E|LC_2k+=cSiV5dvC=g4pLGj9W#h440O{Bi#=6GD5WdH}M}AQiP6yr*)P8;HHBx
z<XNaV+QOxeqpkCFB|H!<dWlSwtUoJl6UmwhW^=50qm(DI>*pcFWA_ZN$QHwFx-|n;
z#jKk8Qj2zjT_%P0Oe)Odez6Vx+CT7ffN_jk)BK=q59ol)5y~|UxK`)!;V&j7%A(Wo
zh=IDElAn-WYCii0JaRS1C<PMbi&*vF@1^Al!wg4N!Safv8&o10KfP43_#lMixRLxR
zM2e7nhR0e!5?F|+Re8Hsy@|qd^L9RBX%~{YS>lgKa05<336E)?j84r507faXv}e$6
z4hR}_lz)NKBB*cf$~2NB-3A}xsiRm4S2|jZf|E}~zjn89Qjc;%%nc9wJVsJ!_hQ4p
zLXbGAn686#4#Ky;<E%&xBr0glQIbzMiHz5j(UEmMBMIf;gDG#+Lw%{MZgRPei`Hli
z=hj*%=Lz_&Z-BEyN3;}sv=~C^5lvG`NHc7cZdYWBkdDTr8GK;%Uk~QliV~(bg|t^E
zWL7BV$OMjn#JkGlDm-`)>WiwG5iXQ2d~W`<>($2wg?bX1n*hIzgLllLpLT#J`G%QG
zS`B_?qo(-i&x;s;*j5d(+ZuMXhjv(?+xD4a*F<nluW7vkyXyhLZRFyFshp<!!^N>|
z=`V>va0$XEMkda#pPW+3OhMWmWHfT4ADL$qDqDNdvS&LVU<F&;SepL{D|$+!&zvw+
zoW@6E#ul?ll5gg$z?n=Id{4Y?IiYiRyZ(UV=1{cdG}Wbgky8k9k|$rZEBH}u7F3*<
zL%xubW``~(gbX<y@J_X8zca)L!DJ8*i-lN0$S>)4Sa#%#z+#9)e0Yv(7|A?<0R{57
zD^lkmPBmQWfgy%>y-ll>TPn0ztGQ9lY{gl!u1S+&n0iu?w7SoSp&#)AaoJr>@Q^Bb
zB~ufgXt?oDkvw~=^z5nca;lsEtkt|i99XI_K<yYB`cDMi@MP^^VvWd}kudL}jO*Et
zE>MqHyNS|^_6EHBwPhCVc9ehYK)D1IFQ{wC=dQYDePNErlzVBnxgHHt-+``n8His5
z@tLwqu=`24Gr1ud<y1Du@3{RiCGllU`urb8{^>x`pF<myvJiHs{X--+&@rzWF;cXa
zz#e}dOw}<&5#e=QkA(miK10g?ks0G$0ZM|<wwZRdfmFybMd%c%Xz05KEH`g>obEC)
zorJDX73Z&WDFcJAP!qioPS=4Gmc--p*}BpvGg6Ng@Bz=YkED$jRgzmzoBUp={0!n?
zP*M|_P6;NfgL^w|zoS3+uA+}Du=+6O-_z_*+Iz+`uVLjNRDo^YDEkkX#02G8I#xj$
zxoTN3+dz!&AdM6b*k~W=%71iZljNDBL~eEcjfrLizQe&q?0uCwxE>+!1sc4Rg;-)q
zvRxoU%))$P+)@{jTS$isU!a#P=qWKU^{E8QsqkFH$NN;Nd&PUcGeqN@p8WrNr0{S8
z9^*b4leZj)$8JAkjd&QQ9*1f<2_v6I<X3&4cMzmLHAXTz4~Lk|++CL=9mDmWIP?tq
z40sO|0C4IB)4<9eOZDIt*S>u_BIdI0YFv4R-W&40!~em>^@FNcU!&=F=XwK8BP=7r
zigtgouIg2%|2ShBT=g$2R;#zS@+_TQQex+xS(t~$C1lR`SN66(Dyw>kJ$q&SBkzjq
zy10l_Q=hBe+zZZ(Tf1LjlNTQ|a?{vZ(|URO)~}Pd4353DUgH0IzWtqM%t&9(jx2%w
z#ye(fBZoz&-Yv-Qa(&y9cjwGI&4ja}6MuU)lDz%b4yR_DX=2o%)<hFabxmb`bq$A6
z4Y<vh@2t>LJ@<~we(;skSIbVYYm@g{oMj!Mb2WmmT^z^^3{pW~Z?nBq@+$Mp8TzKX
z+nvQd!=Ha2c(OyKP<89BZyQf!I-{(+0?LkfYyJ*^34Mqea!JtrWDrlo6MO*3I(0**
zF?h5knLJ*yF)wGE9LgmlIZ21-qv>w^yM;(JVVSQf4t8BOpdV%RZOZg@y#M4~V2AM`
z^y;?_+srlsJUI>onX0*`?qFl#?!hx7taa0@v_;zXwS5xBqZ|Kr4XXuF9y{dIqM&Xx
zLqjq-!@%qYtey!m2y-^w@h@_Zmc{hTnVH*jR$8x{?(Lj7t^ee3(a$o&x{MUwp55ZL
zWqIwJa!FLkwTr;DddRhUX35z=t=q{(&kA<`DA8y!ife4uenPtA^!j&)?VT-|Mq_F%
z7cTg{mTqj`a7D{qcQ|_Bg62?JVrE67HFnHeJ=5HSTA2LcRp!SIR@e4`JnRE@SW!u$
zjZb~c_}0wIi9l7)`m@1VC*F3nPHTh%6tajlaNQ(B5gUQ;;Y?~r<R-TiuiyPeGljji
z2b)v&%xs4h)E<L@DL}0kVwH{(s(M||Tua|6IP>#^U+IxcdY`8=|1I>rJsjm9n&@5d
zwNrb~^LzRSe?z{?;gc{UCQ6%WQznrrWOMTrl<v9>5Z$lRBF2_&%JIatnsaN!_p3Bl
z9H78uen3yYyiP(65J(K8^TX}aY6(hfS+;flRQhok{(Q!JEs@U%wV!KJ=8mi>N1m7)
z#nwT%$||28+G6q%0&{5HmKeWq+*K-$&7${WfijtY-O;>%@N?X>lks+p2b*frHX)Q}
zj*m_6<V8xsisvd7NdT>R)%6P1Zi0Z6U*hjhKOtwSH2HhZc7*E~$h#mB7sC)l?(rqv
zzBOdl!>jE?l#-Nk#oMS%dEYR|Fyk*Ki3U4CU<@b*aV%~wmY26M!OK$XBctJ>A#uou
zx{$Llp1t$X#6y0?ZZz+S5pPCkq^YKGg_$#cb+4fPGt7Gj-TT{S4>4br%P&UAMex}B
z$P(c01q1++^yc^}n;-w9YsKZPrUw;|f>H9K{)y1wj0@K$DSiB(Fsonl)%D89Dd(=U
z%Yqq=9?jb~7MT7a(GK{3MstR@L~W1F-PV2!ix1U*lMe@mvAion>$ufeUv~Q=SiAHG
zBH<TE7~&Hw+Ltc@KHfbm(hme=EL6(vT#1&vMJ$}fXOfNA0iOuA5kF<(Zqs!<C%=_4
zjhCeC>U7DM*K6u)uBFVv?clz%*!I&a(yp1+U_{~!N=}i`JRZp6ut`2`i!2VZ0fPK!
z>%1&69RzI(oJq=iqdDjSz@M*EUf3QV$Scxn+H{<kTu9-rHjdJDY>+-IhJiHpG;fqI
zC89;f5KK8Eolj88KBp`xOG~W!%jkKq?x+-g_79^-8xLJsOxFITv4KRed}ycRhgiFl
zr6qVpz)(rvFi5Z5(}RH*lD+<d5}BxYPD*#^yI@Ygfcwq1ZdJ>oGsB-ZTo)(Hi{_=X
z@b4W+Gh$~7T^U_*P;iPDe;kz$Cd}sE=+#aYXaHZ0$U^DruD3{d_Gt^tuNaefN<X>h
z+~xserCNyhG9#cCkNTu+e@d|YB$Cf82W1KXRt<j`0D2fyg`}raTr?Hu#(__gxYwf)
z10v=G^qaPiLxJAs9@!yrfRV){1p49?`Q<MVXDyL%Nwl{J8H#+J8#6oLKVh3Fh-<qQ
z3n&A4jxo|BYq8CaY+sba1&1;ak{P<xPze#h3(qMpvOOXVxcQigM37mw_l{%o5H@eT
zOg<2DEXe<k@gma$c)zHT;`kOkeZk`@jBRx7s8SsWgzK?(c4W>wg9$N+K*umz_n*pN
zVA#~o$Q-Em3nmv_-h6zMpk&-bo(v~Hl<E{plCg3JsM*KV68*j^Xn6?4jWdH6YO-tF
zK*^)0+eLVgId8ikMwsO1t>OwaM9i#9q-+U`Ht`f>{6a{6=zJkiN+@{nn!E3$T0##j
z1flSXR}U|9lDl5#Ma_|ovTgNR)%2nkS;^ek7*`_RIskC)P(7z1D;krP#&fE1V>X5=
z_olvWG#t1V@Ae)-M51Fb5$dA9r4ZB>5>x6+1x!#TvOR!{l}uONgg39l<S`^8u07Uz
zO9VQu2U3G)!?^5K#M(mGQG2fT<kV3oGeQ2HgxEfQ@@tT^X_2WD-+&cV;^c1S>=p>I
zsDIBW6Uw%R$d449ev~1vYT`Bw;ylbrS1C{b@oaxVz`R4k7jeRLtQXAIYIwTl&CGN=
zmg5YV&;ed4)7b+phXKg;oE!Ni>PuuFE97g2Iv~N558X~<qyR3c--J#u`=KGPnqutZ
zn5@j#S_|OaJ4-!^DPcVcn|hb7QLzOnk4{?gD`jWiG_OJ4_u!@~|DmP)Rl(cJ3^<-q
zyc`(2;UjaGuP4Zy)=;wCcsEKX$sBlSj@0lMl~CSeB$2!Fz~>%evE4p<cLqm8oba0Q
z^H+wuKR9m+Jrp<NaOR2idyPO40cEXH?p2JNJTDj>WHQnTGgFKWHoM2qQAwA9N5Q=7
zaCc6;dFob~(@h6Ezkr6#+cyZE5ba5@jhpSI_gURO>!3*V?t@ReXa8zLFB8_!q*KCw
zfKBryZ~oiJM}hD|6{myF{Wy2Otb|g)7uCsaPJ`AH-fH_n%@5zM{WqC(e*J;8&v{mF
zHXa2400M}m)BynUKTt~p1QY-O00;o#Yu8%zRm@*UVE_PvVgLXM0000mFJmt=FETGM
zOqyp<Q{B_RZ*n0wl-xwRBq2dj5RoQA=n0}?1r-&s5D^7MItWNhxFBEyJ2nW4f)zxX
zN=X0_1tlt7O6W)pJ+$O~{@>o6IXgSEvom|nhuz=VSv2Y<3IMPG07wC`?f{_npT*k*
z0MGwBIt2zRoc}qlJqIo^NRS$5-A+hSBbiY>a`pRR)b=fMMAO$9A0k(K0q20T!05Gz
zgApd1w<laqy_tP^rFG-6>akVyyiU`=c5hGTV6E+IO^!T$u3Kok<H3hvhoik7L~cd%
z!R;BJEG%#KnvAc0CH49N`NsCApT-u&)7uW6d6q`&E?mD$r=de}uM{0nUT1t@B%p0Q
zM&W5!;rT4N){xmX-?TUEGrEY~n~>UH>NBX*(VO-sdUP&xnzYqU?R4CgmwB%mI?HxO
zD^1*fSa<Vyw#*Kr3O?bo;dJov`j=f3+B<HZYoB<%TEUK=s+lo~)iKmc3_pL}d(=ar
zRq?B@tMP_s#Z!|kDjRK=>UZ?rtxX#{tq<Jqi-=U;APx>x_qvvyTBu~%|IoemUdd~}
z$L}`mvs<^=cwx)^C$EESEVl(7sJ-Vi^QzS+{>9^)UVe>VPTW=62zv%zIrzAy@9vK_
z=frLY=R+WPo#)S#cQ?WC)Z{d;oi}~iJn^z4J!iwc`v^~m?p~)BE2Z>8y}#<>TVK`Y
z1}(S8O)r}y&z!V8%?Sz)90u9MfwLWj(@NoNN2C-ie8Lynl9oKvlVfIy8eSM_2Q`yd
zEU81e)5@)#;-;&kIoe?2+w8c;V_t?>^l2rk5g?`Gtp8x|mqS~WSc+JptPWwllEx}n
z9+C#ALWyOIt$a7NOae;#68dTweSJ~JB5iNs?W`}AHmuL#XNoCQ<)IxD0)tRT3pLYl
zF_Dk@@T=BZatZuJ;?SHcdFbR=&%YFt!Atyan1}(vl00Ax)qD6D+KYPK1mKe{jCwf7
z8+K~r;YqArRxUXW(AK>W^i&?h{T)+Vd~7H4XlRy4?*Tq2#-)BBH3a!rNsHO|qyIQ`
z*<;_W#TX4s!Rqj>)EP{ycxhwgf)vcja_hVY7Q%!khO?O7fk}FzGQnyeq-$>a!8nr~
zJCo+){n=uiLBlrM><g3Qk(Ca!Qg-3BLvx#NXIH^#1X;!iXAouqG3HFjBC?Ckil)3n
zWCu$UEC^LrErac5K|qt-(<E&b^x5FtbPN9yInuBMN1uZ#ZFD9gY=bNbZS9US@1OFm
zw@Pj6?_9rrVmEa96P+N6UHh|i^(oluGaf%A7n!!ZM-s33O=4Eqit0k~_d-4U0jlKl
z4>k`&VZ$o1<k7e26SUm7ww-49qp<uZ6e)g@Ei@ehHke~it{e&CAM`-@M5SCCm#b=g
zmG>2jWI7*uN%9!QchUbeNF41>m_I4xh9y1C@TXeO7tG22z5v;u>N*lZ7^UU**>1HU
zWHH!Cdm|mZ{<!+eqR^aHguGZxxdN_kYgUnv^s*_o7C<ALspOA?9;uuSVFr<xPfhir
zwt=C1+6Lg^81VL}k}tSxrqfXYoW?|1=C+h~zC|2V@!~UfRlF)M-6}h%Vvqho1X{*Y
zqJg?Ibe}M3))GnZh9;<Hy!sgPlC&p;fNo;FEzsTbyH3OKg4_{EQQ@bf;s#C1Zxo@t
zi8{&tJNH;vQ)8G@x}0#9X>Xu)a?wC)@-j(Fcps6B&kLCFMO4*Wg5Dkjle2zm*ADxH
za{T?7{{pzmD^0%^SyT(B(vs`$_(Xz5Cdeamw?{SHHI}eUDfv(4kaIlHkXrl@K5sX{
zP1*Esht_pvx(2XCTJElH*qw%}KG&gp7nyN*k6!kk5MY}Q#JXhRC8fb6xR;~aV{*-?
z)k%HFF{in_(ioqf?`~C0C&xev#@h21$)(YLpThyjts7;2sR+z~Bb|LnE^{d5->8h^
zxmE1kZ!;gCBUASv`@;}-n@x@S6_ite;F+vf($a`jcWk|Wb^!O=e&8v&D&;rm`T|m`
zfz`5tsMi@(ne|ncdZ&?yHXynmP;*mT?-x@_l#d>u_5n_=h}*>s_1&Obe>I%{3wDxp
zb$4uB*uW_0VAqi|FEY;u3T0M&(NWktNbPGjm4~_mbtEEl>ASwcxp?PifK0cLxxo{Y
zKo+<#qA<swMU@vL)8bElLec|RuMX83lLhOxgP2l7XW2EY?vUP)5)*d0o06-l7<RUX
zF#hs1{iCHYOyYZUL$~h;JVoPkaF3Ah|6)2z+_s^+O(8;GqZ#&3a1X=t4=SUh>l5Rr
zy!rug|9iLMN#MxEP(Z$!5pa|(qpG+<TCSDZl8;chMfIs5lSvJ>ge<~2&q$H7gMx{T
z{>mD`K(REnmwk<-cU=Y3v`V%KQ`D`%m4)?EZO;Ty^P}3vG4#Cc1h`>~sB!^~ABeio
zj_DDwLFpqJ7h>TxV8iX*(&^V=n}vu@fynkvEstnmo}v<=RVtm0XAOi4gPGSYxzC=j
zKjg5HoW058FXMZt4#|Rf^iwc3FM1Ypl5$}-MsNSp!=dFBSIB6PQ}Qc@n3;dTV6j{M
zACK`EKF;D=3~_VF@-LScYy!r4r_d!U=B#vF%h4ZK7hpZ`Z@=JBOjf#5UaFbU-Jb|a
z^10W+LFqhgvD}IFb%lypqg=Kwsg4gRScFo)FG@m>euWB#1Q){SPRE&od9tv0td<Vh
z9D(d~mmUC4qMO6X5H}Ibc*i<V{fA>7l`XXYL|25YPeI|3aW<$Ced6O!i|-rW5_GJn
z8B3I$b)CxxD<^jP3U^m9I{oQAc&p>f^e&7Ir{dmx*(!7YzbD<kMF2WKzDs}K*_Kp4
z%+@joB7%phJ0uxTR_&Tufq##z{XEaKgBt2oMwlEbcq-P!iI)1c)0SEY+8aUOyBJcw
z<QF@4Y43ZfY}lh7k~Sx(s~JI()48J-iC(9^*knKVT_Z--(T4u4<e5{g!Wbv<tXuI7
z@B!GKD8tPJr$x|a*aM&Sul^~LhQFxiLEJND<R^I8VmpobeTaEtfxeei{2k<O+8Idr
zV?q0*`44f__IiS$lSM7cXj#<GHXgMIMh}Vim6AnXyk^)Yav!m#8=c$3p+JB-#ONTU
z*l?eKrPsik7<wMG-NX{BXQg%tqE+oI@hrjUbU|90BH5`zO+~xM!G<*oLK_&^xl=Do
z`Yn0*kvlmt7Aa4rpPIUc|Fs)BGsvv3u+(53#y6eR%YorrFcpryflD=l?$GbSsUOQ1
zF#c~o9q#9Jva6MAWc9|sinx4Y*mJzxEM0;rUmC36RfT?2${0mEj8U(d_(zw-`u(FW
z@D4!UJuCMDZH8`u_VA@|U#r<I>SS&s>Nk`U4Q8bNnWHnR*<6wfWJHmB4y)v0fA3dC
zkI-*L1h+9Ntp2vMgD(n+%7$swFhKsqf?$MN6ZMm(R*^;V;U>vG2?HcoN9bzhttTS7
z;Fz!M?N!uUbzmyEa}MnR*YGU>b-dg~5$}1xw<_4;?idcJ-PIm!NIJ`8b#XRZJl;ax
zX04>9VCirfynRqDyK1*`btiL=`1FBLyTg$2Vb%yeTLo%;RsI$qb^~lxs=kN>N=q!c
z6HGtqCNHLg)Hh4ZR0-<i(tz&FFKKGu^?=wvoagbXG^aB~h=kSkPs3fAg?jl5^<{-!
zl>ll?<=rIT3&|08<FL@1wwxM0C5h=ha6=wbZiVs3od0m)bUernr{?D6xCIhcr-O`}
zdi(Rt)imI1{eX^Cm0ougz^O0^<{l(D7^%Lt5~(i<PK&6y5eS3(1f34iEr$X~Y5*>f
znmyJv&tA5Rp2y8C{f9;%`AwVO(-6AjMW=RY?nA;!;7X;MAKy><-5;<pW;w(fSX3Cn
zZ(k2d?F1|8wG`vsA@ou(Gf79s&*{Yiq))1u0SPVensD$?7mL2$SX%ZQZ^jaMd?&?$
zB;^y+*FTH|rBrU*6XG-sb2b`I6KmXrpM#n4Rzpi!&ZIpW*ifgD5dZquER>`Jsu*M3
zcZUo-QM}-kr&ekTG9CfIF$@cz`i1eRDI(w=B9#KWstbQ4f;ax|j!encxS&9DP08v6
zeqv<&=oggSb>N?VoKg6xavjad`4vmNy;1h`;so>p34{;p$d@wAD8PePl%bo*xe%_X
zDj=+!;lQz-j1=^+I*||VQ2In9WrV7_K_?L+d(KdEt9avwLMtWgi`<E68|b1EJFxN#
zxQWNel^k=odFAwZ={~NVl`}v+P7%HCpP8UnN!D?|ZcT5)z1$KM*F9$!#8p6*m$7v>
zVn@vZ+M<M0$<F^MnIHlQSgA1U_2z1hUl^sY;FQ(XPePse*4Vmf>oICFv=*y(1AOT}
zp|$4i_W}#rF1+3Z?p+u+79lp+deNvVaH>0s8c4r=B2_N#NAw2)G4vuO4|@0+e-$d1
zfua(mcm8OmJ%znWNi&~VTy~GNRptZfV@Ih$a7q*V<VAnHC2fjT&*dK#s?ruuZ<v&N
zPIGCLt@2C>eEK0S_yfQH1jE>Z>b!Ospte^QN|UEFVo^sm8q7G@;CC7&BX3D@%Us_P
zsmejBgnyPi+5w)2v26+Y#F~SB&fnP2lwc=6sv*&30vCLU^)zbpJCs;eL}VEn_Tw%u
zm)}{%RbKvN_I#782hD3VVp}1mNf8}NCVbxlyt)msTLTekBavhfm+7a;aS)W7(W=Cy
z*NOSfU3xU^px9zJY_f3aGPrg6SzF8nLj7?h6g5Irvr^@RiYKa3=vHtV_mGNfF&9mg
z&XNUZ$!{9V63zGzq7~rrm4w1l=<G+o-0yR4>wez%;TyZIgVA3WiCqBQ7dQ$DgPpkV
z1z(4NRK_r8t;U{%btoq0kY#YnI62stl?kvp$i!%?AK^ph$v^Bz8(m^Sb{(YzMIeFS
z_(lA#GLQYrL&rk!qOFj*wnijT(@HP}$>&+7uF`?uBd47fP!!;|b&3EPvnP6=I;OE-
zZo3<wq-4kAtby#Wz685fUaXx(5!!fnU=MrXWBE?08uq>6-G^x;bJios^_hP>DNG~G
z<RF!Fm0tnOQ-tUBAclO~ne0BQKyJv4xjvOJ42q*b$r};K>JgM1a}S!-(CgbcR|9Sm
ztpr`=rVbBC(IN1QmLjP|yCIy~RBQvO{UYZUH}qW)y!Q_Beln+z+(6jr)pmdsmeZln
zH~r1q-Q|Wy!68)aIC*A_`{JJ;4YHDy^LRg_X!2#({RX0pNu)+@oj;*rZ5t){SBvC|
zt%%0$b8~p@;PDG4h$ppj&+1Bh`luFtTm{9apX24(gagh-scVbynct^$rJ5wY4=K8D
zz(o0}uLApMI5I_}?_fg6SH#XbH$-wI4qPwi5Dy<dNZ(3w>W*%8H4ql|f-GB3KvM`S
z2jmvlQnNv#_Sq^%S*llPu_d%x6l3viI2y6IK;6O^nvV}D{Ghe#PdDNV_*h}(m2msa
zfH#5uUGuZJ?{?+)%@S+oLc1;jNnrDX#i%iQ>956;e%6w`c(<t#MfrrwmxMnG>a7*f
zelBOp@~Y@}Px1-_DPCd-h?Y>6zpo1lBJ9U#!pG;_Hj&<ZSlQv165^OWLSJ0~p%om>
zxm#mGQO&VAV_Tz;=Qqk2`+~UPrKk|8rtn-vb51n%iy@@`8mSESN&<VA1jiS7^SzQg
z)R_xced?~>KD!k)%G|edzyD+k!@uYeGU-&)8wRC(?-rgI0tmM?mK}TWUw>E2<C*4E
zAGA4SIRrdG?yIN1W;l`jTgp>iRJVub+ClnD!r@b=e^_MiTlIXU_SzR5R|Q}{!dII^
z7JKkOzaGg17Dq=6%O*-OgcF?!TLkWCzMoh66=StQfRG9canZ)}=s+0wH?{n2Z}2Hj
z!jY(-Y-B3hR@;xttML7s(3GY_GO79TC%NUyqjH&&ga+br2z`8_S8zzkZ26ik9WC<*
zJwWUNsc_sV&_|Loy*^7$wAdl)nVdT$01~8U8W~;bTvyT^{l4?dk%>2v<I6a-n_y@f
zr3@2(X>`@VGXcPsl=neEEoG3@Hw^<$+(8nz5^GreD&f$7*w0Kta0e}li&L^o=s~~?
z#J_yZBog!@sYSj=fL|k7egrSunnEr*4Mr=;Lx<!NQ%H2oo=Bvsgj&sR+j=a!woiB#
zvegxaBcIK+x|g&){Z|}fOD}y7?&;NphgNdr6S`%ZAp&Ild4Ap5q=H`N3C!NEoCFX(
z>35NJOi3vKDAv!IS{cH4y6{?Xmx)#l`jBlr-b;~^M02iSLya;t2yhTT`b*D-ax2^t
z?)->HrLW(VAJBk^RuBR82RQc9V^aw|9nqzT%&=zkGHq8_e46(%E;;Tc_#`GHtzV$O
zJcm>2yq|eGMtI+p`4qek-{?lly#rlfTc+(UXx$D7nl~%qH6B^_P=idhzY`!V{^S+~
zDz4nmC&&Gw@#!W653rcMDtj7t$Dj4+I&x}V5c7z_DBvXHas|Q6QtNuC6_lBATc>yX
zF&9T!CMmG*dA;Iz7zo&|5!L~46*J@n$FR*8m#$U?(u1Jok=#%V!oAbHJWRu0LeyK{
zi6uh$@B}XPq3zfJv1+%p%Dr49TYBG4qm_qPb8JBss-j1dmaR$(0Sd*{XNk<lG&%<Q
zXI~cA%{`!RB8Y2V^ASI)-f)1a4Cb8W{|1}=f%63_#SS0;u@aa0TbP5hd1gKYH7Cf@
zDT1jCH)STTKXj_$QGl?5$%VEt0+)Vl31W5WY?|5ZM1Vdkk4_bw5`+1l*sE6%Z@|dJ
zQBO0Mm@P~lS~5^!SP46TA@SP+-iZl86#D(_Z56qE`CJ%6zjH0L$336X-|UsT>2V(w
z-=h>#ji~BC8=y^o1e5FAdpNo3Tiy>kWEIXA&<L~Ya#r44*Az!?K91TeU2uuJ2YT1G
zN0{@4Q4DqV(`zMHk&limB9sKfm(lt8>@R))noIMArZt!<^Wl?sb*m&{f9Z6bTH9?u
zCuRtkn<<kNeb=5e{*D+YdnZf~9N6NG^Y1<AF|wbAy=`{^)YoGfiMEcUX%^jiduOP8
zN86^az~a7qS#qwj7Ma6T-iWm>)cvFTUerJyy>akeuKD(;N9zx!0*`=v;E0mk!QzHL
ztFDI(y!u|VY_efsem>M^UQ%CF{=Oov!b@e?;y_6*t>~~tLQTtj(_rVI-`^s|y}a03
zDd#)RqlArT?mFL5GIp*eCAa%6mMw@2e8l7BV^c-m74N(C;$+>mhHE!yXV?W-Y~Gpi
z@!?>bfp=k1Oxr;CfMg`<hVk9w#W%E`R%|^at7#PfBB9!*t=uoYt8>}Bf0JjT{Ql(B
z)UgwLdeSETeV7YRn^<a|k<1n30l@C<B)JOAJNq+e_der{RE~?5qHHYuGEMf$=dB)(
zeeXOY?baN85*<-EcWiO)-=n#S`SE0&vng$RDl?zwV!UIV6dY%JAoWIjM^en#zeihQ
z#A2VV?x5V-I<CX>YigIPrCzzO%GkQ`*W*7FyP&xC35m_h=W-w7wN=hnV98jM)Nb^b
zr;pJxUv{GNW{8bDlL)c9CRcsnhou;MJw5n+#Ov>0P*DnSF=juf%Sh2`Q!midJmNDS
zrtER@+%@nxFmXZoF6GwN?;j7|?)*CTdv0Yqr|VPxI${eI;7XwYHi`|HVwH%bs{pWe
zkIprj%RIFJ?KAeaw$+)DgadWSj}IuE9xWR5p11DmShiHVdBIQ<pi=(}u6dfvUS*o<
zVua#tYjILz@3Tm(4NV$8ZmQ;-eZzfMb=;xg4EE!@VZ$o8H9b9H3D%eQ-uFBA;qA(A
zQ=ep&YE10=Gw1*vooh6=NQcDS-y8Ke-VUp=3BA@ves(&aGCveGPku&YyMM!~Y*)J}
zrKt6yJIvE=+;@gxfBwq9urVXdj(>R}OGV=y3LBmFFspj(UK_Gyt`)y^e|g7ropE<N
zO%D#}I2Ge?65HcQN!YzQxb>oc!!w_M68R+G>^`NXA>3`u2StG));`S1L^b>G(`l3v
zprK-{M8Of|lyI<2<tYHWEJ4rVy$RC(UW*bZst@%GSKbK7oOOhu13FstL<O3^y-4G-
zW$)2If#p3m<SkeoPI5BTyt8DJ?TU-+6W`b<>c`k5B9uNB9Lz1_?LRMZ*eGN%a!w&q
zA5i_d^CO|>!N}ihXzs!gKc;-?Y7zgtL<PQZpe5k5o1>JDa9JrV{u2o(wh$f3C|jOi
zLk1>1pZJ=n*$pIYN%TF{WF)Zp7E56;I{`HxmM<K=Iwr?7H%3K`SsFt9!#HWm>Y_Uy
zQ#w#z#G4prqe+N1yf0}Yc!Y7*0=sTy;5sN1m>x_}gccM%H6KIggRFrW$@HqD^`*Rf
zVc5NI8Y=I4$T}3E&BH!Tuoh%_f_<8MSxdae1`VB1;Q3oyW7LFoN0$gw)FgGSH-h6R
zu@7L8$Q~?Euq60n!P*>R2x!#BO3uA9Pt1n}^8%R=VKO=H<HBh*roXQ8S2kN9*n2On
z+@N%Ff^}+c`XKK&UATaMle%`?G_^V2&Jr;0<}lP*WicOy_m2Cf(0)r3{GgRWOylOO
z^sDN0s(%0?)h{hM08HVej@!8nj@?81r=*}=x1$n?I{&d@qg`??j1xD0#yJvA{&^D=
zPj%k7SFUx<t_aU6VtL;riVX3YiUoG*$4>h`MD{PDFRQ+72fQ|?Wa4aQ^qlciJ*L#)
zmaF%O4PKJ91DGlMnA~`9<vg$DFnsHoMRpX8Wx4CZmtcRrn%ky{KP2A*Sex+8%Vy0i
zP1VdFsFKU`DhaxqISZ;CHJDm|?u+uQ=jcI0k=XCK!J5uO)x{*ZZk~D-8apey?;B%L
zl4qhCSi^hZM;8>q#nbu(?`^1-*9t27LQV_S?vmg=@^QLTK^9ePqQH89?7e}SBJ=Ot
z^k=ZPguqfY%bgg4(kACFUi2j=9|O#3$o!jwy(yRCz&Z;l5>v@3wG}TrfrWiMPolqq
zY*z)QTCSp_JhzDFme(CqwmjiOPqZo~+bH%pUdv}Rn9D_XAE}+r!lk|9+5WUG-?s<!
zbxNT`ns>~u^QYEP?p~Vv#@O1&xjGSa_7j_M>C~Vg%6$?OeL-WH6I#y4ta!><ddTeQ
zWbM+(K18Nw`Vz9^pV+}t4(o=KFHFE@hO1zUYVgLD09Nyi!3<9S9I0;qya9zYb5nw@
zj5aHN4x6aEV4;H8YI8$1eUZ!JKQo=>SOvA^bhm8G42I>ng7L3_O#%#Ku;2?{g7eGz
zGSo#4lh1B~k<33>7WAXl@h8uBcyloOAbKWd9B;A_64h!_geOPw>tUOS57*x#qWSNZ
zoQ<&Frn+0m&nfYiBZt7r@4THEyM%&!kU<3D#`0Dgc!Hl@c8kQajk(oua;RPLy1l*|
zZ?91cXzq)0m4!Z86o)NNG%-y1<yG`;l?Rt@9sH#`+D9D%5aUpK6HnyGJ-Sl^J&#Gw
z>xjux(~1STKO#{>^#CxV7rS?pBUVRiASP+qS%g!KUYf6zUDo%d@3}W5z}GGO!o*!#
zN4fI2nd`)2NvKR)>I7zo*H5%T#nQeej7^esbiQoV)o<*WuQ6r1u+>KbU*WhlrvU?Z
z_7X62hZnkT1|yt^rJMdp-Z}#z7B`di3AN0QoFoFllKMyBkUBiIrYqULf>DRX0UE`O
zn~7{bChju(wG`|5A|5DiRn6exhNtAd%0Y!!Y%YX#aSq+qkZP~+0r9)A{sfk3V!-~P
zUcr2y^&IX^f`=DPhXaS<2y6dwaO?`A1D&A(w|_<LGtYh`N$WdtJd`gM^qv!QUC@nv
zqH*YAu=-GfR+rf;W)Oik;@3+TM2-4TTfY~%eb4yFW>*OOa+^4PY)p0b<GaO-yZ3rx
zRjqPWqv)bL4FhE3YTio0(z`A^pYa1}9Kt)_wBLOmlIXQO$v}7`<}U6ZtumsPEkteF
zUvaTf>GuRwqjBT{uI}Zwls!`S__leNn6p~k#<FA!0omy^NV$}N_T3<&k|W;|2^PbC
zTwGZZQOJE!-@HQreL_wB5V*w%2TchVl<oz#&IgS5|K*zXkW6al4TUkLd#@d(7mfc^
zuj=)^b_P&{AIGCuI!??^?p6#?hrZ?uY=ugi<V_1uZx$&jnRqipeL=4RArN$yD|rvb
z=?9eXYY)@%iG8lKgDFUbF?}=IW@Wnlf*{)aFc)YMatqicud2o_{0%+RA@KFHzvwhV
z<U7k%eZn317-f*?lTsnc@FN`37noFhaL@ozK(4<`svGB6p}+WWjL{uGdAm(=-XHQ{
zTm_3dx0*vC%dd;r3F8ENveSuK(&*Xp$^|&~-Z&J^F@&Xpxn2H(P0Jn1;U@7&vj%Mf
zWegqL6!z^2wwfJT#L2+VS^SOp1~Qj1+vKHxl3AmSrDZmZo2&Y>WRR;~j(R!E*!6Mx
zL({ehVe~C|LuYv4Z`66scI8#3kEBxq35Jra<4BCpvZQe)+}0mCHR#_pQQXeO>4Y~5
z$`3Bt5VTRugHwZ_K2onBoNG32PfrH>03LYuWb+3(YXG9RVjgZbEMnIealM^@y+ncV
z6@?#MPmzb!SBq4y2O;~F!Y)cReCFk%j(q`fibggqCw|514`SkG=-QUdtT9Yn2uEMu
ziOb$}aU4OitpINPQ<zj@u=4tY^dghk?lznbk_2w@T0Hi2tTt(;lJ{BYMplV^k7L${
z0Fh^oZx+4w%iVuJCjsel>N@gj#Xb8tQ$5VYbdl>A;Ph!x#ABQlO+<_=`n$tUF{{vb
z^0qW}BQHZ(F_D~2f!tMJR1H0#$$#3Ng7DWp?DMe32Kp<Fmize?PEfasAhnuz^X44t
z_S~-?7V~{SFg4~D!jZ;bI4bRR#hPYg#oep}W3!+)%Sb0mPx&DkNT~cU;h~PHzq$q*
zsu}@YI+C9Z+pqa7#M_=j(u0ykUDpnpfw2b@%fn59wmym3P}hGgEr4brB{lwIsmT`r
zwzSQEoEH?Gh@;6y@eCqVC#jCd<Gc2-eQ{P_D}lo1&6OwiB&ANjN8;@!U66a1Q!P*R
z?&f+ETb{Y(?pz&~kMdprs~N|77@7N?XOz%cEth?<lX>J6rFm=m{VLp$Gq@FsH6h9O
z<FL}S+>AGTM-8<+l$NG|1@6}rIHQzkUfX&m-lY+DnQSaJ;23%|+KP@W|13c5d)D#`
zqo!LLRPP1sY4xdhdBu&@$4sT^GC=nLf{~!(B3A=)HORe8*11JiS{04hD55NL1M$&A
zl+3Gl>>Z+*w$NHJrGy2wk(rIW!}uBk9GCAnP92#upW<2VJYv|)Ui-A`Fjph-9QZs7
zOh4%aF|#kT-GjI)-&SPZ=_)XA=(epIUa!PvP-+wkNVU{yox9&K3RnT2_g7q9!)&;5
zZ}$po5XTw8a`kr%eQx84X+Mze;Xd)FK?TDL4ENN)$lOz9^}EH5-}m_MskJ(ny8O8{
z7?$n1#L2E^-10l0XI(SoPg^*f4$no;TG4%&zZ251(psBngzOD`3WPFK8@f)We&R(J
zb53V~@iyDfx6mNk7u2R#DiNNbF(}R;w##7oPJ!G(%q=oO%~qfY3l*Iv0oz?+8)hCQ
zxLrniDi?dZHW-}=0jW=Spf-?}pM#E?u)pj30d_Oxw!iQb>f{6l4XLR3(2pGp@95q#
z&uzjJ^n(E(_)-Vpm$c{jJg{aiCIdVYi`N;#d71dLzWyds<G|JpklcWV)81JKEzk>x
z4SOh=T%>=HnVB6a#9W=CU*?E|0}Xkozd~Mqi6p1u;>1hnxBz;gcq-nxoF|J@8wD&B
zkGh<<uOH<UL#M#s&yg8-+n0wU1b+s95w+YT2L@PwAcJ(AR2cZU^JZvlJ;oQZ+alW3
zfLOL+PHmR98J_haDjk?u@(({P&)GicJ>spmV7Ix6JN%IOp=&bKP^p%j;#A|dB+czX
z(#I%mtW&rd0VDYku*(elRDRS2!dm+<dy}t8>%so^hp}Ga5s$<byfnMg)sS_t$<%jX
z2Xrx=Gv9IbK9MDlt-xrHAmn1kd60e?A**3!<<?6@R$?SO<bs6ws5QRACfBal^Cz>~
zSmnyJpO&>BN$o?6Cwy2=vMx`3SANz)4D}Y33l&dFksP&R@eMDJ&f1Nxpzx*G%>(j;
zGpkXNk3LWXp~?|pi#b*srtUPTz$9*c>1}Hm0#&W?!<AIaNt1!S^Nqg;<jRsD;w-23
z0gZMk<w4oL@M#8$Os8nXok>@X=c1uAz0qMjUXc+Wl~}UMTIXo|Xl#1JEL{w-f}_U-
z+sIM@g2$krh86JB(%*36-~gsJJ<M%;*#(5XX}K;KQm%PLG>n&dUe2GNzb#f5bzzbx
zwNv74-T+XN=j;s$lQ^T4#GIJ#>PU520^FI+G4xGD;6z_b4Ev_U-HcWbUVhJFt*^Hf
z{DSAc1sx9bKbX+|BLRk5A7_&-Y34xYz~mIpcOl1&C}I|~OFC_L;4hp9ttL5OBf#-7
zEK*zE!MQKsEKNk9JBU@d;~m{@=UK=GH<WQP&)4u&_X6h0Pr&7Q*A_@w9AHBOddOI+
z0$w0qzRY7RTIx8vV$IYgQ)ernw9gRtg1GXWlT5LNnzmZQ4WwUkeF;O_rZW;qH^;MT
z%KZqb?KE1A<Zq<zr3CKNR#wwG1pM7_Dc7p4#M0pr5+Ik;#HNW~{yV@vX{jMQi`Vu3
z7C_a=we;E>MZNE<5K4}V2hWiO9Xw0lQ?oY^&!%~&2w_B48KkE^K;N+R#<icDG0T3u
zly~S5M3+|<y>NW`5k<&iaLT|_Qq03R*BnXE2*&Dx#BB+DO%&N<I;ZTe64m5L@;a-9
zPkewCY3eQB90t696p)t|p7zdl-noWiEuG&_HCp&N?M&=DpvO89Un0bL4GU4LMd1;|
z0^E4yde&|{P-mlPN+2nkr6A1|=KYrcjqUIl^Z$Txu0CfavW=zUGPL_o(UC|*)fKW|
z<~Bxy(GtfY<5sTQYUo%*iYG4eTZ@}VVax(6jH>eY>LV~1pU<Czs)Jdv(wN^p0BJ_m
z(41Bc?)FX@*2rwCisuIs%3^!XTH53m)r;}R$`~Qp<$9%drz!32G(vj(ntE_MIz!y}
zR$QsAw*L7!d|i#--JuflH9?HSy*mm)I!tOcQb(gMAfqK{ogn_Hu_W`1i&$t~+YiRE
zTBN6l&n|P3G)AU?N#hEGp<Ca*hR5R^x$g*+T(?EB4>C7{T8oK$336Wl_s=(mFTW-(
zTdI^bO(;81ai17xWzq0rx<43maH&63T!)*}8ziWtyg}U)2q!V(cKUpdEgJ-Pt~>6q
z0r9&CKGxH~q)u6Akc9ITGmZAOZQQGmS)JWya~<Ew#H?XuPMiZjm!;f(QI1P7OVlXS
z69x?Q7V@rNGJ1xO+=4{gXQ4=Q0;NBglj7JosK6_9-8{fS4UoK2@bq=a9~Dwu5OBc8
zf3*BJ?eLHxwA9^02x88I+&;mzTOd1(-+C!#yLqt(wEAl73;q0#EjpV%MMCIZvd4o2
zem2~x7`^-N{YlILdKj608})?%DZZ23Zql_<b=3H@|Jg7zp&i;q!q<@RY=Zi{$0|)=
z!z@)+fd(tTZKg5{C(Y2H`K3?c?lC!9`>u@xTpIt`ff(#RPI2^0=(!x8P(frKm0sld
zljUn9U!UMy<%~tt7|t7>L9ohI-RNjmG)|0$u132<E`I?h%q6ecsO=wctXFcGlcfol
zk@4bkgBp4jF6^|#q$9miJ?=bcOOvk1+*QU$ffK|F>Xnz+Zk_Yx)w7yTtr9;S;IJvb
z3GuPv7^xXvV3y_9OGetZwo@%7g$W5azq8-<GLn74@Qq3r&q2f2{kZo>wE1TAbmggN
zkW>nv|A2COxWVudm?+s4Z2Jd}oF>+wLH~|6q&|du(T3v+HM`5G0ng{(!f9@RTpjzE
zhP>Cz6s9QG;45Md`^V#ZX2B{Vv^6(GND`NNzui<b2s||Co<SyQRAdE>*H!Ijy@cV&
z*NE10H2vX$Q@=m)g9PrplN%M^Tr^am)X>5V@in8G9)}*JenNDXdTodILSJoCHd(sl
z-arn8#T4VK3do&ouetPIT8mqTVT)iU69Y^_8fon9IqU$l)N9hQ9wC`8QE9Q1j!K;z
zE{3bB?&Z~Sz)Vn3r1s!leGw{wbnR}Av+4w9>6Fri=ZM>JYUGrNLxxgDO+*E2ws1Gg
zM$<%h)oaF$*eBYlNAaSQ>|;7K!2=sZXq!!dn`YJ#ZnD47dz-}jwJ9}L4yQqh(|-$I
zxCBHR0=EM3i?{LXlj7+l;0^A-h&7EXj%3QUrSy31s4$@T6R0r@-m?@fsZ?;0JXk4>
zyA%2(-QL9+we6ZyN*xBQW|CfU0_kgG^!z9*s=D=0u1+(f;lHFeA1|Hk#=rlKqKm;t
z4SIbcK#jVOpH~jV;$~=D@<kH!b}$Wmj|AW**?)$a)HHMoHve5RB{Rg?oO{92A!xFE
z&o7j;m4GKeop?3C*N5}#(7$>Fr;kOs#q@X?J{Kn?FT~!*DWEGIK+gM*-}*EF8%(Ab
zf$EGu>x7YHort{y$;Usx-SxqTe-7KFO3w75TT8<Rqgc{%sboUHj=^1=(_iMI+#KQY
z&VZIiaNrh#3g&8F$~p9&XL*zTN}PW@iMze$fN1;~xPB_{0)ibDq?zaDMM$4RCN=Kl
zK>h*#$JVf#d9Ts+;nZwP!xAv!3npkkyh~5Gn>LvS2Cd?H*KI3t(7(`E+|OcoQC~DN
zgW(Gy>-O+e2B8MX;4#R1+{-9%sjJld#|%$c9YFtBV)zg_fS7v?zTTG~K$xUPV+%5p
z{NeVw+`l4qNh>*+EFUeVY|wcdz=1SayI_acV#*cBwO8=lJ%cykgXW?f9@7Y)9rId3
z*_%V0ULaFTlr83jvo0wCtYOOiAyz5+=sj>~>zVjTK~fpLnFKs|1he*Y-!TM#EB{Pc
zUq@not}M%Un$mBHto`k%Gnfdwcs=1So|Wq(L5RFaa(#n8fry=2(c~tAHiaNCBhioY
zyAhbeS}6mX>~o}62bCJ;BTYD~tQc1A!c;M9-f#EFdO*&Se&n__-3d~R5!zS_+r3b$
z)c99*TC~qa0Yi=4MLmu$i_H2qB+w6luG_F8k$r1q_SHbOmMNDY+rPuC%j=<LoQ~sP
zAdsZ9-v9Q{)NQ1H6HDKmsyf%we8;omEm#qz*^BcZr?1^)-C{|7oEj=LQ<L(#q^R>4
z#MNb)jiH-pq7KO#KLHt262!gy-p&h-M0jEFOgoCoWwgvUW{iL*La3kCM~*T1Wm=8X
zhS7hqw*U2<AYVkVe4Qp5rcmoNJW!=3|8G&-WCYOlW8pRbx2Vl5dw5#hV?BEvHV%k5
z|2W+y%aie<=W!n4*7X{t4qy<N0s6h3O{uJYd-BYoa!TnwXQzW*r1QFq$2b0Ri}tO<
zNwV&kx(XJ)1uWZzz1}xg^{RdB<jCB<vEH)Y)|=VGbFVk*_S(;0OG_bT^1FiV%ojwo
zjDrW+(a5^Vh-Rygt%F||+Tg!+qwww#?}@^ZfbjeGcfYpC%X|GQPw(Wu0JoXXW(Lj4
zB@1bPX6(|-wVg}KcWGDraHCe#FTApKF3EAUIv60P4gaYBYEV9N+giJ*?EU@ekLmqs
zo`GL1Vsb7Yng6`|&*GDI(cv_~bo36(w%6k~&dh(#yZ?lIxAbIDMA}||;k&Y%-Yy-{
zXF`h0#qT^93!0}pn%k^>yZ5&qU43^fL~jFO*S6m{aw4j`B<>&s)_kef)lgBdmAR<5
z<3zH4*qoU5=YHvjjjz|}?p_0Z(!8^HeTO^!a(YPydUXxgR(gZ-fXTldntdf^Unt?{
zJ-b}XnkTz=bhT3lyE6U}yAnK)Y};nzQsl&E%la)J2x80nSQz>EMhETNm##Qb{bIiF
z^`j^F`F(EV%cX161s~l;!!_n#rQhAJyvpGv-+L?OlTY`6&^vEA)m^l5TYt~Rma@?t
z)9c6Ib^J`|QrGVLzVgS-yVc(L@ZkZ^oLFoXSF`ef(ZfU2YE_ndIs?vRuKqeRS*r7r
zy!>S;JFDYo(c1cz*}J5|G3(lsGp}A>I#ilR-&+OP{iC<Ht}nPlB-J#JPV$!XiluP#
z2^6yw(!%@8oy@=5AA4)@^J;HL4|!;Bl-i+0#gN<qqcBDmxVmPD=I!h7=-HPy`sN-1
z{`c`^pFR+eejT}GkX*F>*X?87OP;eUH-;yIT3){zZoaHW#bB#g|LHgd#Lg(eKb<t5
z6CV92cWfz8P2ptY#sWyAC#_GezxL|}bGL8d&aF3%jObGC^z7d<<h}CQIw?K5;hM3U
zsBQ6bXe^olN}-3PIr_zj;34dslHtUL?L`l_?layQbf)~(<vugF!aGEpUXP@-gXx*y
z_Rk|Z5q)(d7Us`-KYEWPT-<&rEc@H1m%_EqhD5@Dk}ZeDqOnp0>1Ye=4K+0kA790y
z0_2Bu$eqp!xFs8vuhOnzQG7?St+8xG_ms`fbw!0=0_MtI{rx!fQ~$M2@|Kl&`Q{){
znFBHiEdEoOu~_;4E=vMemfs8n87Uu|{*oH|ML~B@Pr<^YvyPqXmutNvjNTK=k`EX3
zMg|`aKQgOJke1p(Bj|b!AJ-+Y7cjQfYTFId&njs=@wB`1X!OYJ<(r?#3%PPv+_U5U
zs4d7E5mJEL3Unhtit3<sd*@b@^CFZIKvCX7)>c%;;pD2=hH3y>QjU(1LD&4jZY&Wy
zew27h^X^>|{o7Jww#dCHn)rCuOytML9~HbUF5B<JaiWnczJn)H62h*p{WX5gtYw=w
z-9Zk8ZOHH|HU$dR{6%PBV=>P-x~ruX1B9<NI%m{K%?<!J7?@mAdSwQLVa!gT+1`jd
zz}tFl#O8**r26C=mJ598epT#iTSX}-3PGx^1h)3Sfk`W!3)}+sDGe)~Ah75uZ0Xva
zCE#E#V#hKR%(Ck{2WyMjqp>>q&CmW}ET8DNAEEgd_&1LAg(5j}v%MUa4`}jg+dMcw
zjiEn8z32?s@Y`I_UUn~w)SgDZgMo~W)7jh`bU3UnBc-XanXTsQl-{DYR3q(cn1=<%
zj1*|h@G-H>o};h8PT82#pK%%i>@11(E1cdl!v~<7V2RNnb7t$gW27M;;r*xb1Ov?j
z6-N@5_TRr8&$w5CczTE(aFE4#6A5T#;b!()@K;yUNI*e(QX%4N?lmXb*TG1RF_<&9
zKUUoSXc|-GNOk$dcoCS-TEz6~5zE=BHi1EwEdr*$0bS;z;U$B*jch+Br}H||Y--Ov
zT{E?xC=^-bV5CfVGZ#@&%mXYUEZ;o!^}n%8UoSDz|9vAssa{KBq++wV6VcMtY@!HR
zspDxn$d~-alnvdp^~>Su3Y?0f4C=WPI|sKPF*rjQ#HIECYkww}-Y8(OYAUveHP>%x
zsgSg%=UO^>M1kl<4Vx~rA|7W>b*52+_k;+vxY@q^`|lTu!E}fNIc`gqg}C6bisnC7
zj_sIM7;O+i>c#BVfp=TyQk&?`HdpTJ)r1g7Um@e1J}LF9?ij9EqB@sN1S0i4X4u^Y
zjA1wa1;pwqSiuBX8(1j#_*ocS6_nbEV@^93UwgCf^JiW<#`z?`?`D4SQ}XaiHon!t
ztUvcd*4771_h9f=I^e83@Qu~;p5921D}yy|NB2W!?Sz=m5yaG!YB!`&0*s;n6*VS_
z^aY9`UoXj4SAWFFX!NSK%o<5Kl7NQNfdBB6e;F$^?hpDYJispp3I2=%KsW)vY;9K4
zMHP%5#`qT^9U^WM(eMCh{ZJM!y7u9x>(I+i6y0(%G*$Z{VDLhCb+(4L?bwQ;52#ux
z6*9bb3YB{suW`@3Mp=1z8FTfRIkT4ugD5rVpgQDbmi>9_H4U{h$P033C2hK!CFMJ9
zHZV=XhA56jW#k2<%s!^qpzi(#nEfvie{;ZD*PTku{=GV$!W3@)$R5U^PN2(gVbVr0
z*A;p6RU3?4wBomY4|7T>;pG(96GlNkhM%9?(hB|}DzRX3+@`8!$<}j-n5H#>0q^+c
zR#k)|ApQfRW4fM=I#a=eARwQ&_W`xZVZ9vd5FGdeqa5yf0ohs^L)@{{oR2y%T7@>0
z7{r3EJL$)A8atRx0Yg8Zxcp;MYd&*Za6=vQ0lg)W>l1bB0uS>W7lAHJmA%aRiBmjt
zSs!6{pwR|3myNWc=NSDj;*PiM5E<_s``!$t_m~!2CFn&Z{~W_`PjHUdhz&^8LNj%U
z(k%J+8rNV54oNlr#6>p&M@PZ4_P=A47MiqocTjtzoOGoqW*il%@&4O^qt=EVQi=Iy
zf_^(zD7Z}$@{Sm+NaXquYNfTO>o4KXtNM$irAh4;3AL`PG(6<OACN@y-+!TQi+N#`
zvud%qg29?-Q8(b~11l_`6di2pGz%&mCD9ev&V0K~^x+Py=Z_r2U&`FVPr|-&e4BFb
zB7r(g`AKZoM32PfFmplbG@I>5=*z43;VX0`9C<AaF-wsTHeEQ5>)8{Tc9zGcYKz};
za1R}zEwHqP49xlt&|M)Zd>>Wk8CL1AFA%RiD41U=^CMyhxD?;{BgWqubTs8k0V7U~
z>YEnFHsi`Z=Xk@>Bi+rU7KXgI2@}(9_ij$EyEK9X5SI#hz>2A1_BW|&Z{)1G%(88R
zPYTQ2X$V4nZ%!sgeu)WQ3=0C+-1dhhe_x-AeoE=0(mxRSPO^TR>F@U~VFGdJBH3An
z4-#g`2HYmrbO@aGQJV~Msb>D~VIUC|`w@lyTh{bUa<3UE!|Urh`B|Uq7MMi=UxJd&
z-=XC3QR*?F?{IS;@V~C0zPE8>YFW!-S0CY4WlS!k2dLRcg?<bcW2Dcp*DeY@h@4^d
zk_Nxp0(Ka~a176V&mFLf&k%^K+c~wGVT<@%t*j{2b=j1guMVtW^ZUz{wJI)2wYsGq
zr3o|Czk_cLz1}B(#^uIQuAwmQoxLg+y&Sh?+XP7Z^oCJ}_BZNH(BkANyCkFY5YQeS
zU{$}XDt^H2`>@&24o>>m?vL>J-DP$I=8A%_KChkmgvWR++qyi~Rr6#7M;nCb!@pbu
zP7S{Cg#N1)Yaccbi_iEnzuBDiqXKU^==g%bgV(N{!2wF+sNi!zi$B;Kxb_vY0(jy^
zcWWs!PyJ$o@1<3~qP@b1G*y@K^dg>-?eduzZVWPUmf>NvT&#Vd62(^y49l3N2}daL
z2hotPlM}IKtA*&14?xp1NsQg<3)C!~UQul}O|3_t{-cRMRMhBAu<j0${*~>x`!@Kn
z$rhH5L&Mp_%*KS3Ho6d%tmYaWTE;$3W@~Cu`+Vr>ou@U>vECr)CYS3lZbUY#nXn;@
zE}!!OyyrPrgF=siYx&6c8>|=aG0E!lSC+Q5V#Yda_Iujy?-X?9{g=+3p;H;uGX=bl
zo@+f^6Dv-Gh3B{72mb;x&sTjFw+`QNWjagQQ;;I+(A=s07CPTO@DI;tfk<A-a4f=T
ziuD}E$>Y=d`?(1kHS!5;<YOrq%eE^(Nb+w1cX<0_^s#588UcQf#ZZPhp`C5@zH1X~
z<5@r4&pZt2d_$d04jyBsi~EwmotLnEVyReUKR(hIo(Yd=KJfPj^mvl)YQd46WM<zV
z;G``}5<%X@l`TI`avD+f)u>1vQpy!5HhGur3txDPo#oKL*sN(yaW{tBi($u=uy1|F
zwq|^Rmf}UHxSgu+jYUbZZw$Dq(H)q?%gF=ts=1Q;{FrQWj|SV!4#Ck;NNcI$4Nl`T
zyW6_H4VSW7I{LHtGcNMEwEIcsd601pwXcR@&<xyDGih7#xd0NCU@eK?<QA4+Y&~UM
zW<|3QRo-j+7ea5)bZJqZ2Dk!@u{%>5Tc<?JW|)X(5rpehqV698+A_Mj25DY7Dg|Ev
z2fy5)VTtxL@Y!7MY;-Ob@;}8MTgAOjocVQ#z%mtmGmz3Y%T+X>lif2>lbG^sn>R&_
z)<xh*t)f!sEE<1!&>7m>vUVDXL$9)ja8^!s-Bj+PhmwR%gd664r!o4><s1td^XWFg
ziZ7icF9#%WEC||a6F?kEZ3TT*0Nm?X@cv{t{5s6A;PZulf+Jn&Ro996pT#%8J)qio
zyz=&H)uB0~!GBafKHDk#e9#77#iyXX+Z8_b@N92^Gv4^W=EB05HDsv?di-B9%a5C1
z$!o+IudMlv>WH1^iVrQYbaF7}dro$xY?|RSY?op_gYoEa?c?kmsId-s(Mm^|*8HPj
z&YC&xYsng5a4Rq}MoN#o2~`uiN+lf&DXL!ng2*=e#bLWSjAkG^@$*(`=<4I>jInpk
z7+?>zCHOXRxvtP<9k**s@%$HGab*Z%8Er`Co@5XSf0w4WheUtFtR^p4Lh02wY>JM-
zG7-Mqb8@~~p-BjEe4J{Z=YlVtG(VzRaF4Bn=l!{zl}fGU8OY_UAgUfDhH-jHYC{QT
z;-g4FACRrID0_+fEPkoWv}P{89lx)S{y|<Vg~ngk%88Nq2|dr<d5at`sR&ysK|-8*
zakp{@%(58=9DYkCht_np?Dzq~8gr$#wQQ%-E;}~pH)tNcD_Zk7(Lb}2Hv_$Un2BVd
z^VQEO9f;9^W_q{|Bq~!SlD-o%o*S=af46&CgVN1a9G5k>5+$1QrBLe@XWpPN7^@<U
zU?P2y(e6ac-n^34$Qyux73QjNdQGk{2`uQej9>Mo?2YI7U7Au|ERKdiuFqng`i18?
z<Jac;pv7Ed5XYW}@h5|kjlJA<81pBl5#u{dp-)pxt`qLJRQGij;4sp!-o`lkqB(}O
z8e#U_;&O~#Qv6R__n=8rV544E+s1shz(ZE5@1#@#L#Tj1`>*5*92w3&lXm1UQ18$k
zA<sI2_(fe1aNTs?q6}LSA5@M`-_<3`uTc=Z?8ZpTm~mC#;x5>L<7D6!&a02;f78_*
zuux^CNslaI3Kv-8dCl8ssfW;?%ZSB*bjhPZz#%29zA52*&pcaMjr)=PsDgdOjH;(2
z_>bXK48j3_4`DtoI%Lf}X}Rabl35L-<X=pw#!!%<D2xC|Vrqvge7>N7DAbGTZX0|6
zC62emtz)2&7}B++fxD8jHM!b^-|Ytd7@lmb=7a=O5F^Lpb$BQ%>|55H3(7=}|Nadt
znWeN4mHeb_LN)Y<nEsx}XHB!&Vh2Ugmz}`}HO>(Qc!`i`zX--nJWB^Y&2IfmJ!nAx
z*u>5dfb^(p`WMDXOVL4dmjjXx-t_@GRX=WI6|_1cW?4+Mg0Er*;5mcUCh(o_ZNwQL
zPO3b87v_xrPcK}mti}R!bjjTX*=cW0NSf!Vkg%6eNw$0ARBS{s!ez-z9Ic9N*TNYR
zBZdD}$B5;^X&JK?5C-n6#BFS)o8!}PqYSC)zufI7XTFpHa}RqlHp|?Dm!&V@mg6wK
zslqf<;GLY{x5QY$Oc(>Xeh8!f=$%ZbEMK5oGiSQ%hbgU2!)(9c|0*&Qf2JSDkH6>5
z`z>q~Asd@6`l!q&wz)T5Ivrgq$LJ#0oXNR)Cr1*Z^eLHAsl-Z2xi(ZPGC6aOl)0C4
zVcYNf`y-x@=j-`+Z5U)5O09dppaflU>bi!w@^LO*0BbBXa#^wZ^glR~S`_V#Dt1O_
zzNXDsd({}gB{8P=I=5grcUxd89^Sf)Jk`M8J1$GA+T#$!?zOy6rVC|<-o`AwDYsOR
zk9Ifps{%r%c5h-hKB+#*W2IR#GTVE)*-Ed4qjNucXqn$JL%jxyLi)}N1He`{L0}|*
zXFuJD$-Ln&l0XYK=c4n?I11{P9Hur|xZ-&3o<agkh!rNQQIjTt)w&ct<QawXJ`8ZR
z=2V2EE55IP(dqYKQO?!hg8%&1{?&TJDu)Zeid!XjR~28~eLi(pXhGg=FeqT#eg>G^
z;XR~f$kDpBcyKxushja22B<~6gzFUL1D82w5dqLrKNvOs{Ld#;9>}fJ?S&K%%LdLu
zHqGcrrPr(*UClSl)aoG51uBEF_W+5TVWjQ(E^tTf#0EZbd6*>H*++jFdm|78)~{3X
zZoItwnrCoOcy5__rlCFls(5)hj+=vC^O%*mWU_#^LMVR*K4Q6`a_<B-`U?t{J_!<8
zL)BRrz*#x>D9n8_DEAU^pEHHId^ywUP1z%e0s}~zuc366ZUEL}#!SCjl>1&;C;5OQ
zmdn<{nG>b`+@lk5%CKiFy}X+B3-4#tL+Ai&GxX%y=x4Em_BlYTy-qT|LhB-yt9dV}
z9p6(V-l|n;;z68MA7<NJ&cvwxhp9Q+gF?ovqXoGbe6+VEyAvzae8XoUamUy12FH8`
zHI`<u{A1FAGj(^aJzB`QZ?^Cy@k$3`Uhag4&5meT+)~`R_W|8N?r1rKU9lAC0bW$-
z(Y1Fs4TF(Ml;A*`-rN<wr^bp|q24R{iDwQ)MY6sD_Fr;~oYOFLweA7E{6w~Zs;r>1
zYO1aZb)^fJ)W#4r1)-=>4sQyvxF3t76{z@0V%FRZZGX<08pVc{@i45IcFj{F`?{2H
z5i96GwYsOjy2u%q9XYpL*G1q+J)ENk-k=0dBH5~Z#dH$K;{htqSL)lvR>v}Anm&k_
zs72b%o`4?2EuI9cDc;JAN}N3w%pnBxUwz#jo{tp3wt>c`;}A<dw7WS-RFRbe_T5sv
zwm$|a_n@j{hTY{>y?GT#ZzOa1CE-JY&bPNWufLdop^j%Jx#qN3UF86mVPdc1&JM<}
z?!ge`9&(_L_lXbK+;5M-V{vrMFh+3;&<rGGj1c4_7)wF=7qZu;Ti6N-oF1~_gg{$(
zZ-V`F@vqiFJ8YLXx8@xRtK`@%FuCM801aFEeL;=QXJ33O1dn!D*{{go1$lbRPrLvJ
zhLzE^n#eB;*9uxFXBDmZWys0*kR{B`g-M|U>Va&D<<=#*(u{K|K`zyX)<Z~gcZpUQ
z6H+4t(*v+V92om`npbYk0kHOK#iKTKb(*EdEP72GHZ)pgPP0p5rlu?&Q^0$J_|0jT
zL@0<sHf*ZBSlvnz*V%}gx@03Sjh}7i<Huo6n@z(frN5DZA^yzJmC+rY7WU?UGa}F{
z^H%d%jTex~)b!6FYhgAj@&n5ZS(<1-ag@B%%mF<G2NFM!6D0pzAAYB>B`lbe;K;=)
zFM0g*>0|%$835^Jv{UFL4+x`l<q7J05EZ8&RK}wcLPqU1DE>(CO{J3`5P2xBx!Sr=
zMe+5W42Ww{5~2SVe4Y;uzDs+8Q+yzO>7a_abY9o73HgnQNYqualsUB`xWg_Yq!K+O
z^O(2f?#3{|n5Ps`o7^7VBpZ3C{X4>tzO{6m7{V4D0f0%s9&WQ{4{)9TaUDfhM}nrh
z4Qt+M0oD{t<t-D<tkyuaPw1KF0|aA<`tOIFOS8|-6t`qVf3<;^`DR`Jxjb}8wIZhf
zV3w;VjuFdfZkNCZuChlvU6B-El*FB8Zsx|MH9{r$SKWxGiD5VvScC1*f)snvv6I!g
z=>J@wqe2JBb?De!kPKHa(L|Q4ns!5nc#+t!TCdFizJ@<zT<XIn{2UaVR;tnz2Re!%
zS!8-9uD(aMiJ*sBL)KHV0vg7Qg8=rjRytyLQ-O<?N3UJ!!w7KEVMyI!p%icQp9jqR
zlyRBydBW%p7?T@v9IIWxLm#$w?4}Q>%2%_xma>0B7du^Ej)C(!92uC@&rO-z>CZo1
zm2mhsvq27w$Vf@-4y70U{g%DSOmW7;fFeLE*hwP=v=W;Dn}*MUU2#{;MN#m3Tuvvp
z?Q1>tOemj%+F!dPg8?Trg5W(^$a(Nj)@oSN#!43obR<uS8EhGJ+7tLf?&1({wb@nX
zP3CTVJVuaxC8akcD1^fC4(&QQb8cAs?O5FI?~_Kog1Us$TN(m3^~vckkI2YnJZQ<F
zyk;}wYACubMmAWDbk!GeKm8I!`2ml2qGRpuSQBQ*ORDy){vgo0b#ZHiOb}xFgL^Nb
z8j{vPNBv*gq7pFG@3#N*>)VzE6_RkGnJ=fkcsd-ztVpO*3QNNp`qjP10C(1yzNqT$
zB{)#sP|C0F)6T{K@_LkGq^>r&o9wuu^|MUwEsYUWmkUy3pX1pf^Fx64c{!uZB~;^u
z0nJ-KfuoCgr&6CgmYy^EA7k8el7s$4?K0UA19%DMlgfW=qvtk~RyA}YuPWY)xK$or
zp4={;WbsZG|6#42`W?{<F+0A$6uI-SZH6e9sEJr*rsk(ZH-RD$n1r=j0*8RQzm};O
zW;W^~+5QY(q;D-gBzKiWm!a5`tiNVS`j<`Mo$K^M_j?4hlZF7{w?*3n{fAaCqnFq<
zKV9bz$?Ys=xvnu=)Ed6I1=|ovP>Jdt!zS|vYqq98!kq16)1?>wp-w|wAN>y28Vp6F
zi~i%OW!&!=H;}jvc-k#=xBw0+qpTE;!Y|AexwRtOc@G~D*raxjQ=u9g^kToC<1VxN
z8A9f_x+Zk$+QOx8$7IbWH+fHBT#~=tb_*9QiS<cN0oa#{UD`*=U8Uxp3NkmP%E7>Q
z+?;=NFc#RUoR0JMRG3<u6%OcNDzC0pB)I7U(le?9)bnQP<m_=)RdO{deQd|GiEqmi
z2;s*Jj?$7q125#vX)yO5c&?mvex&A?Wb4`ZNUjMEhpl{CBd?nC>#rNaR|v%$X1B-k
z!;o(^WG7#E+@ixXdzjsWx>3uEQQjGC=F-9oXfl3^VPrk*yc6?%_iK;|!3JZ^s@qmQ
z2jhR*O3@9~Q2>AaAMA>8#GI{K2<VIxTuGK+3gVyp*K-G@;lN5I{;a8Cx*ve1qlHdi
z%p41IRp&O1H99mv@u%fV!uqz}2=Moon!IOytS6l9EA14FI=ZuiWkpCeG=^vIE9?A#
zLYkoGQdu|q_ZrM2Pr!oEd<lV1pvF}VqzuNK)V2*hwfu{FO+!Zr<?Aul5po&)EMSix
zBg9s;T)MPT*tCsIk#NC{rL-{WaSN4I_tsub8)XR2fDf>o8q(%AUCl<{<Tb^slA-@*
zH?AD4r(RYWnty+$Bz%oi6>_^O@8~@9$Xm_GSG$bwMIz!EX%K^6-(mao)*hNM_TC4%
zY?ON>djM@%A@kTK-Wh!z7Hbf+9D~x|#s6vS1b1B)NT-a=@h<*|KuHwl=qraECKRei
zBCJ~xj+cEC7vlZ^r*Pih1a=gf8Fts5el+5y>i4tDcmF$B^xVdrEn7$b3FUgWt||zd
zY?%D~v1s>uVE=(E<xT&8w2qAa)C`OaNT~Rrqnmo|GHW?RV&T5E;pn|1$79<_KmJvC
z3X}j9z_k}{hnjAlxM>ln^JrI?I70L0+KXA$Z4u*=uSWW*1wTs0NhzQDQ}S{0YVx}@
zx10a;_UCwgT6=qH>|3#SS;y+YCjpPXo!@U(WO3)Ab41h8<{0OPH4on}yfZ$b>0v8W
zk?5Xq4bdBT^vN_KBdfNGx{>CHNf42btdt!$dz{vH*Q@%JcW#}_lUY}TY>R0Fn-@0G
z=MN9eg&-es`W8Z~MUJI*$u-|pqYX);>uzh*N-ng#SnuEZV7%36P1B!|OAXCLyf(B?
zBTFt`&BtAwvO_JN?MBn6+;pC~S|Lfe*?HUgAE(VV_H>koKaUhu`ox->%w(K@ZeHf(
zeL8MpB<0OsY;ah>aAHk!y+ObJFGnSXN9p%;A33T#O4rz%aQ%SJd%M17@ezFBhs<Zc
z|Gr4h87Y~pQ&PVZ>TKt}F!wNVy^!+s>vV~G+=v&Y;G}cR367nv$BSDRRWCcwzpra>
zHjGyA$j7(^3)U}e?(hAhc702KQhczsc1kb>F(k?<u^8teT=4Fo^N_Y|PWRc%0Pjaj
zkBg0MopduJOB#l8-!soN+&Qu9Val)}yaQk|SBtc22~_=!iM>t0dL<=;>9DKiIE%IY
zt(x6o*7kX!xy@^Xic61P@EtGSk=~+X=@GwA^~TI{<!~dDhLO`i^t2nf1nLuK%FYC;
z8t#x{xtz&<Pt|aj+fQxcZUyW=__3e}m7KKv!L8}SZ<Ax51sdN{^4&_B+8Pf=51E&E
zjlZxC!iVkknrpHeKN4#)d$}#z#%#yU=CQ0ay=@ln$1&3TL7yIUWJT@Wd-1*xUmMwc
z<BpO!W_=Gmu;|gT3(vMW{MM5?Kk1CBR!pF?ACBywP4@Y|@mXo<jt(=+=#Sm?y-%CH
zOZbtC`UhVg!1!F-dv&&eHy`eXLFC>xQnzfpQrwL_ZJYYTyvi)`c46zf;{m3rsE4cB
z1VvN2p*9RElK%aRQfKblsgPl+mOxX9S0gC$WF_gh3qT32(*sO>fttH<tMn2uw~v4U
zA=F*(n_VX@6r&|{&GYv+oVp*VZS{x1wkS-%aCR)NyZ3$cE^qq?fEdQzx&<1``C#Jz
z)s*uRaEYN<oX~NTem^fYSw1C5Z3odMZ*^PTU+6Io*fxVt!+8@`KQ^iyE!pc16Jvdp
zh0D<723B4b?XGg9+Z<S)DZr8Pr|5AeVpWRZ#H!&Qcx7Z+rG9kDljDKwy>3%p@sk=5
z!rT1$ez7mnUe7M~nvT@QDF>ZCELi{3MWMS5;#tXSLf-bC=VzF^NOZKjWB#P%cx=%a
zv=Cp9kGj7^W<Qai+5tzLf!D%j@&|jM&@6@J8L1;ItvN72SPO2=v>n4<G@cuw2qTWb
zfK%BFR47DAHiEj8YLuuMoFFrnv!JbCRcB7YZ~QI08kaBSB5ub#E#IC)wk<ASEv|;P
zJjTjT=RG+F18eg>Ru9D`u0VR6gM6vXNW>t9EEB7xTQ86cYb2DFxR=Ge4*a7$gzBQp
zLo<HFcS5Z9(g1(8Xq_m9-WC<yx)x*<TJ)^x=sb5H4W+>|7fsGvM6{3`S8t8gQ{NeD
zcyIYc#D-mOljnE!PfDA&yr$^{=j+Jd4g$mbs*9>=hjiq=KC{*!`HKK-dZBA(=`Ww$
z)}w5sdo?EIi6jP{_92m`1g|~i@?}r!m?}4#_#`H%S9drHbH&hAS_C%^p-N^Fx?Lnt
zLTCqt|M0^LzpCoP9LP{BHu=}n9>UYTrIY>)j}Kh*gdv(=9(BR?Cw;=X&_NcRg7`YP
z^|!X48L7BDTx4V%8O;6$q^4tg;pJIOmsfkRnxk%N{_LJkw4e8yvL7eZ1|j46)2OmM
zHc<Q8yZ233U{EEmvkLz3C-(enUWQQiun)zIBEE%KkKx3ulPZfCKgT^PM^Ee3cUyiI
z+g72W*C1PBJFChV!o7aB5{!oD4%n!f8TQbsHaoG*nn5!<!w>F<&dwCwwOG4ARVvf(
zMR9U|u*6Yr=c44qC0}@wUbl2yZ_V<GiSZ8Z*`jKQe@zO{SD{iTB!{b)r=a_eo^}P7
z^2nsZb25Y9vSTy!X+ObKWqPEo4hJjR;xs;E?NQE4iJ;1IYM<c{*AX^($uf_RGU|>B
zAcm^Me&t=kiZ;h+cz;7*J)kPK#tp|Bcz3Xh$n3TW>WB(PZbd%Vdis1nm5pi8Uim6P
zF9^UWE46v_+4&uOrGY*VY~@M(z)9`1Q2%an`u;#-ncS6%X5Sv}x_GAAyXIRGSq6zM
zzdfGqz*csBf|Z}z9F0^$nC%qk!D)dT*}k3OI1<3Xa$IqyuX%^%f`!OQxv@G<E_mNk
z(Z!(tWd!pUrZTh!VQnl#q^qjBS9X6(20e{S5iZ+lvpJx`4pg0yz=8xR=-th>veW-2
zAE&i*3jI%n<Qzd({u)=H{)Dy7p96WZb>UU7YkTO&4_QU_SJa`SPxGL%Ix-{fKH3F*
zY2^5x%;p<#(mdndv_jOioagh?t0`g$nwhc$%X{h<_EQc1L8pER;`Yn{!dUuWbfX=+
zh824NJaY%}3^J)#uHyI8XNC#UaSY~}K>h2{A}ZO%bIEv(9vdtEXuD<9wwJ_tw~bp5
z-|Da#^5;9b?L1_toiF?QmUi8aYltVzZ~6De>dSVgo1R}XIE6LcAwl<2KR05_pq&ka
zBWLtqnbY&oazvER@ae&rLO(F&B~_0s)4?PKE0v;QYGLnP8P(j9Dzd%Pvg8>t-ah=#
zD%UYK<&3RZ4VJ5B0h-BRa5%f%`5nkMzrj4O3rsRM6-lEp({S?W?@P>|x|Jrn%dI_t
zx5k=J$YLPB2KNP3v(-~{HEoS4cbb}AIZ1&1?$JB~@%wuLMcKMe>E#6Q<O0C#;+pyc
zzRG2FYh$x|spXmxMv?&uwm|+tb6P0aX$Y9_!RKQEGsoF_9)ACW#9acd9w0~6>H%4_
zHD9fqEF6?yGdI$SRUGFvhkDqIP#I%yKfb4RM6+(=9nF1^uNb7JSlN4%bNX&sjSpsO
z^=D9Rb@{G0D936$m$M58Be8~RsaNjqj+;jFDe9i9odG`tnf0KuL5F0j_8S^GnqFkX
z@|yk`4<60fd205%7+>no_>GQ_U=wxaqx0-vqMpR8K6shXw0KjWlFE?$xbgP;r3XFK
zY`?@)<0TA+z-u#s69%<IDbF2kS5>u$aSY0Q*yu0ha)Q^p6|UM}bN<LTWV*ILk0H2w
zQjNYb33C5_lx>@-5T{M`S=0SbIC%Q#05U~&e1R&I(_LBWI~I<-L=xwf%<<TUrqR;2
zcdIH1zUZ?m!-#GGV$lu;iq1tHTvhq3ghgVAokW{rmYgYy<-9cfip{D^==HWoxY9AG
zlzQTq1Gj>;Z(G^TnuHOE=(WLOvgAxR{WtfUwK`04QmDASxYj%gl&Xf}L?t$nhqVr+
zpqRBR)i%2=n>!L@W7xJ}+zOFGaalmGpjBGs3G<)lNadq?k#<y*4rteX?PsX@BJ|8%
z&E(+e)=N0W?sUbS#XXyn3*_$(d-1FN)?oImf5rYTJ5#iu2y`s2nsU(Z;f~L#{%c~`
zT7}{psI{UxL-P*#a_olfs$i@=7!-$m@n8SK{A_UN^Xq<$NmCo6WW3P0L9d|m&niYH
z?@Q4cXIxJ6p`!nFZ7VBBDX%>QHc#rCe%M@m6S2{27^lxxL(|dYs<qC=+e<Q^f`>C?
z*GLr6^gfk(BrgpFh6ZJARK)Jf#xK@WDxo8?2*bb4lc*n1eTvw;{%h3fE_P?$$9_ZM
z&q}2#bcDe;FPyCXk7^i)HS!P*G%LM)mN!s_J_W^fx$MVx+(I|dRRbLw^1MOqyoQJu
zH1XcVQj|My=M|M##Y*_12WOaCy@ZWV6PNsu_YSM@=av_>{E2#oU#5Pw`xEbOQVd@>
z8CJ)u%9dOG@)=Qpg}6*Ca4<QB05`7cUaJ0Wq~WTl&tnbvwzP!d1n6`lG5C>oP)<dR
zkknk<g!=DUG1&^NKhT>KaLTSHEB`~K6*{UJyN-&*eZ0y%Ej5|Yp_bU??zedzhLl(5
zk1ZWo*7fdVelSc(7bnunSZ-!^<8lYJVn3mQuv)P;TWYi4m)@hstMUqU`0Wp@)Mi|&
zE|`OrE+A_#F6UtEviv#pzs^8>Onl5`+xff!Lc1;X!j0~z#=;$sQ+6cPyj&bbt28U`
zI;ej-fX^b>l6G1$JNkQ=RCmVnIJSAl3Q(f;{d`RRW6Xa#;wkE{-{uW<Z>}S_s%GZ3
zsrM+oEa51$Sy}Am1<vp4U>2*K4I>F(>{c1(t4{g!qxb&?)qhFD_1SoT<~35}j?f#L
z#k9YwciN&VXRD6+g6qE2d2v`;KFAs++5;84e)QNyrM$ffH6F-E`_pL$#KUl}7x-;3
zZco(PY(Hj8g6h;l_)oO_7%KeXyzXn%y+2S%VPNwFl*GunU+q@G!$h;T9pUJ8Q@_$N
z{9c6u22u5r;RvAkO3j;K&edpC3mgA3#Pe>k@(4tH<P}?|Eg;Oqub#Ibdj-0{!5M3%
zZf-C4vP02TWO|)aU(^+n8vhl+{vC_LMU<A%`}x=OH^jN#{G(h>CB&e+;ym;@Wwh~l
zH#4;*G#z0@lm+@?3;2O-`z0ReF94;AGQedy#`YqT*H^juJQ~6SdzB%TkT<VUgbCT~
zfWgTwE>`VOG&^%KB!E$%gF79EYC~srC~7VLG8NATBRv1Owh`kYG__p*_6X1=AiPBv
z{_M97R<lo3mOcUj_u<8<UpGk|3;{Y&WPnkm{3Qw4$9r2)glMS&aekf3lb%>^$TPmO
zPwtz4Jbxqw9Ps1Mb_t5NZB@)2GVbQi^-`s^z2t!lm9+jITkT0-*FHiBp4>+;SO>q7
zFQeWqOz4#}?=0@Gcx(pLPzsi;?~&MLh8w@~v>MwmXB~?~8v>{$ho@VAxPmTvS~$(D
zhAI;*<&em3vZTqMY3E*~lz=BImKn5yR!1*|Jwnek=mdTtlr49ry{CCmTq+iOJK0y;
zfYOgV0S?mFxUvrCdjD4ng1;zQ;$fCFMcKcZY0LG%CS33H!=l`i>>;j!ArL)=UI}5v
zTED$S;YXP=VgmT)Anbh=JYbaW4bmhNdDw&S3Ap@bAZL;>6ai)rI7j48LYkmTKm)1J
zDN%cthaH8?eb;;0s=em2UM88sUUwFEQ?$K3D`Z)7<jnzqyd<_Wlbp0ZrKaKoQ#F8!
zQ;EL%!Pg^6#1J%1-sp;H!xm*mIF7GGiO?ADp)CszWvnbrLm!|MyREDx6C_MkW3Yk&
z_Vpb}5td9(>8VR^zz=fq$C%f<x$MN_Z78W67?*iRrzTN<cAC2JKzhl<i%N9BFSMfV
zALA>z&$M6PA~7UC=ZkrFrJmt(g^B$yW|jQZ;1;mPr4Z}K*`Y>h8Dy4V057a)Zs)dv
z_?7l5cPnfvB<||}q~!x@Cl2IZj;cn{We$7&)x>f1GGt?y&WiGs2la^z!BNB}SovBT
z%UqlN^}DSKb?YF;7S<2%KC1gWLCnHqa*hJ*^;tDDDuAP9o*!6q-xoQOo)e-k+n{uK
zSFB^x)YCq~-XEUaE>PHu77fAM0tK&8rBzMGa5?O!wI0o=*mmAXCv>!3G-Br%gmlNk
zRSQt*gm}Xjnc~xMVAmia%}c>{6dfT{P1pxQE@aV5)zgsFyBu|6$>``+BtMM)HVCv@
znq^)Ajn#1l`gG6Q*U*BwRhJ~M4egEcqQ6zBYqX<JZ@FNucq<v5{Trv)(L)y{{A(ot
z4qZlp8Cug)TL#v&MI(JVhUN`=ZX@#Gug!7BS3r~(;v>3ofaEw?=k%#=<G(nSGc!mT
zltdAquYamr`P`v*m0vixV_B;*l)qae?#Jzta#Zj~mSK_Z$^}nHO8UG8T@xOi?4Nq4
zV_vw4mobS4_5|WZDa`HPZSBq@5$8NF{bkNy4)i*rCz*#A(V`yaK!{)f^^N^$?KNIr
zp_-NST{9Feja#iuy46jW;ZI=fZ}(qVOLoMCU$DK^O=t;xc}8OKphsZE&r*H(E|rd8
zLz8jKQ6b&TNfRbo&eXwZn#AanhE~eB?GV#l*eux)^NuYKQClmUUb9fP5v6FW0jSbl
z@FDga1xOPRo-bA9GXPf#e`<Dnw&(!gz>?icVH}GP%s)9yVQ07xc2x1Ki}z$MSQ02*
z?Y6>6Y{TaDsOiaLV{w)YQGWT2erV+s?WeUyAW<tj&Pxx66C3t^TxwJxix+g41_Rig
zyM_zc_zzgNpafz6PurKN&J-bSWok9&1CMDdNbW(4s!(B9k%QT?)j}v|1161<<EE#P
zhnS_SMH3a^Q?~Noq`{BT)wc3qRR~vI!IS&WO1>b;?`h-HasFc@>Q$dPyR}{je9P|I
zl^_Bs7Ikb0P}~*Iw#n#ARHt~SeY>X4Wlif~FxPzNN8X^;$drHY^Dw{w`v10cFwg%T
ze~y!Ps<DFp3#nzu8`UW^*RkHDEUS>2>%UD{#}<4wR<8Q%K^T^D-v_s=VS*RAcYk{x
z!;1Iw)&It9PKYjeTWzB{VqMHDGMpHJE3aGNdjUd*yj4uKKeE1ndBcNZMFw2Y64&uP
zx&`-O*>cbEF;fM2_gU>;H-AD>ZQ=j{?j$keBtKr`50HU-vfB4Gi}TU`0&Sy}e(s6S
zI&E76))Q05X3A)%ok7{j00i7?<KWN#UsQ!?4Yy(EPW`C%i=oi<&!WJ$Jk{WgFs+L>
zv7x(BH+i^jf_<hVjGaSpCQR6_V_R=*8xtoJdor<Y+qRvFZQHhO+kRu?e08c0mVd8$
zaW8t&UDeh7JlEB4w7zDKbDgzR$iBkx%9Yi+Hj$}rKsYVfqOhd9tiF1SzW|FzV9X$I
zugDj#Zyv`TcY;TRkHKtp9H`>p<W@}+{GS>EeK~ox3-|cl&v=@2N==@2q()r?zW%uE
z>nV)~sxdgyQxa|Bj3a9HzK+gsAz}3S$3elF;JH)mjR%y|rrGjMUxo*JQB5u8rn&+z
zoKpW2R$)`M<$L2uVN>?M&*+t65VPps^^ynYn`KBubRh&GE1A(R-kLS#blR!D!FxF&
zIBxjqi}g5)rKWS<edfDW>)KGqKonTG%HSx<y`#8sj1&D($aRy4gHDBuD&8+1k^c<d
z5z!<&eB5rtC+*ySuZmE<a4UUmE|Wz?FN^o2sEX|QCHr&JPmz%b8TWR-cez+V2vZ+F
zb7ZO5ubAcesLIvl3O?rLaSy2aIp60+6xT}3gLsSkjgvuSsx%u|wbhTR*-K0G6K$0;
zwetAVl@Dtd+?<WiViW~|h;|A_k)aIUGEpAGa5&&ycfGp{^3Wa^jU(V!G}T$T3fx3<
zgB;Q)hY8RQ@U4p^B$%6Ni-p-o351K2DPv_m4PMu)eb@$BQvzQO${wrAA5ZUlVe7+v
zhK73n`atROr^jWU4VoA;r+DsI6_ZL2{7*Clai+uGUb=GyWWPEJ<(S$DMt6ZtLSZw#
z73oph$nxS2>_AZsc3r4*VJdk%HzGE})y5VlNQ9ltu}2LgQIk8LH3+zx{&1OZ$gj%e
z73soIbg#CpS!xlh=CN^C%R2Kw+s(w+0z&5dU8)`}XwAzJHy}Hp`YUR@$YbkcC!;Y4
z4%z2f>(9y8oX&lR9ERDazTXQ9C-?`81rk>+wf)-hLRLMhGatO$bJ@`vLc6?Y#O}~&
zsO^f3?mzunWf@n)&vCAlo%JP{bcXrZ!74ndzteCX+-DRA10unm)Vt36uqXDA7e65X
z$F=|hvTwDj3G)99nE&R?Oh!!qxfYoICn=WyQHu3{lw$k8DVYDgF1FGWla4SDki78!
zXMtd4Vqs#&S9RlCiu>`~C2%v_s^cuh2#N0o7L`?n%8_R!j?L`2&A=rmC)t<F(~x=X
zXrQu+oZyf=TwVM2^a||6jegv@|J?cZ=*~WY1)&LnfIx%z!xE2zfc%VW?XiQ@aeEX=
zAIFaUeB>cR@|Q?v&ktgIKZ8BbP6vqxaL`JEtceDgD$P%f@5S?tKj)aS`W|cei3F3Y
z)cBq*b$#%y-^G>w@id;vJbcHPsksB<ZyEtq`cwP3m{&_nX`ED^9b{Z^U(yZn|6v5v
z|E`fN!;3?{&{IOIJDiEJ1Lv>79YbARIEb>9Yy6xw&t;0Zt^n;+ifB?Mm&l&eT@a|m
zr2^4PmcBx6$8Dv&{AW3%jhmP+=NIjUY1Q*<s%v}PdIrDzR>F*{yI4MiEVrsvprP<9
z^-E7}fa62b!J%i0Gqb)tM0UNQX|6hCSMS|%l;cN(;QJe`h2nO%vbD!1l4iix=O9}*
z<<6DM4?ey5q+cn@O=E^_oWJuS^77xg;PBsv#b5sx35KPp@94>9U5a6jWRpWHmT*66
zQjf0UIVOt^%$xcSTWQpmW7V;05VCzfu@wK!=?KmoWk56mu^n+HtF}Tm>%2K?^5=RJ
zRXpG0zo#Z*?k>y-#bIk<y1h`uHhss5fR4HA_*998<a3!?KaXxMg@VAi-O1P#zsQOV
zx!WDQP9mz0=@O1Ps+*|gvh$&(0id6oD!?6xf&Z|QT4dAcmt{qrG^Q23f89A~XY(Hx
z+x}T3Oik`rw&N&?zvPm6FURx|(2wL<^<jU?1&>YbV~?pKWcMchDd`wbv*g}EGxC?I
z7G2qI9Q>7tnHLP28mVyk$nItp%mE$wQ;gkEuZ_8jYEHS8?xJ(~H#?GT!zsG@v}%Ts
zRsK%y4-1)x`w{*C#Pcr5?<1#<v3r!9ZyN_-(x&Maq;dLP$8iFs5su5Aw$2!X!a#V1
zrGk6QO}eSdY%bX5)lW^O-UgF~D?OS<il=c}jbqcTR*NlV_sv0AnE0KVllcK!q^(^^
z8rIBd-wv*(-qW9Z7%Y#2IUuqHptmN)%;e<Xkcveu4i~+J$<LkE@?cnw7KJtI9&+)*
zf+FRvR&vi%Wx#OTFp9lA_e9DN>g8`2jwgr|+TKNGxgSYGjYc~uUzyn@Fgv{fscvz}
zts&*J9z&)4Kh#|kviD2mtEIu9NT6hwu2;=aIx-Y@VFj@9^QtpYl7r6KfA0MAi$x^5
zBxh+jO1I~zLdVhPQ%(6@XS(iu@l0OoLS#>Zn)9bpPZjNM_Bk={jRZU@sBo>MnjJRX
zBqx1kJ|={~`ALdCHWw6MJ(j<75Y@adJFrHuY2VC_3+$8F_A~7gF*{te^#{0K4Xvmj
zqO@pr4|1}*&0alj{}6DHk^VtofO}5!XCP7@&;N}0`{J2Vmn#EUFyn8dusd<5{f|>=
zHwlv}Qu&W{+)yvC(^uA%pTNV&UMTPpNTua19lmz1ZJ2CF_o6)>_>{Wvcl^juF%bmA
zX&1(0`c45pf^DTG4OhfwxSsC_u9L%hf~#Im=OJRt+LB%S@LMy+cB11NPYs&2U+O3E
zuMvf1Ry9L&tw0p-q;@?<<3}(^r9x;H{7Tm@=^>dd-&byVdR$d`a(V|pZOPv5pW>a{
z<eyh2bj1pu(2awajfNfCF{z|m?YA~kTR(=CN20O}0Ob?l+xG?S(@ybbv*-i1B4YE+
zxIEE`^GC$TG2-8sV>f-TNx<p^HQf@`jh;tiXQ`#+$Lwil<W%{IRteJm?`|bm9n+s=
z<m@$3j?uR7+?)Bki6^Wb3AKYwS5K~BdRJ+5$Y|*z0tAxZf$a@cd;*+Ry+5MY<x{CL
z-!C~Gtw~*B<F8#Y7O0E==H5{>SpDY@y0a|_eXI8?1eZj>|6=_%a&=ee+2FUol1y-{
ziuXy4TlabUxF04tSENjlXy9IHo)j5De+hE|c3`moq%eFC#aq_*WYyjyh5*Q4J)RJ}
z<Le;PJHXt*el?TSO0WIxdcYWhe&bovrwO&AHe;`uZ#<xRVa4a4Vu(o0_#=>m)5euu
z_&JSUo`DVT?;Q-W(@oVwemT9E)WPT#x=0fOIPyv(#1Ifu-2sT|d1Eu)YUljYobWB4
za&EE^VsUq0CBDh~{t3v6H&-NbKP894fnJUamG-dHYV5Yk(nR63jh|`n+787yW0IwC
z!p-d-H%oZWC=6IKw~*@ri8XiTamEXM6rVQ&nO&J;8eds0Z48WHVkeEKB$GbHZB3j>
z&*I2%%>=o7A=O&{Er2XQ<#mUD0C#G0X3+pyqdZhz+4(x%c{0u9Lq+<&n#z0kq40;(
z<^I58{3C_rlEkKDR_^4T_(6zwAlJ}Zu<pM~$eDK5>>LZOagOuy7>gdB>45#2<hM~X
zKgbL|HI>^dhW7mU2M*{H5#QcZJk;|prwe?3q6<CyB#PgPGF{>pu7S`JN#qHM(E_h#
z_x4PHwlDQPg7bEw7Z&#)zoaaPi=P#R`{Tcihc5w2UT12jAQKPyl~*&UHP4i2y>bT}
zhp(|8z7f~6AqRfGT41y_gZ8LxFsr4@FDe8UeA+FNo()&2pl^-Vr};iqNe<lmB8)5b
zIW5Y}lAT@K@h6HZ!cczBf8ODJv+v`RzXl^8EG#?_H>^US<(B?%CdCKgchr8I*dQ|f
zZFJi9g%m0+qNnb`)WdpBM!9JG**r%gTje+u-POCujBCOJDEgf$KQK17@3jbPhjtUX
zB8+J-{i!x&Q&b$=>$%qiec=?+;Zoy}D}LTpx;bOADD_{-3_5s}ihrkO$wo=NznzfE
z=Qlj=p7zCh{u8Z8O-8T|E|;^RVdcd+no&9Q6LGb+%<nSu4EU1K^AOuxX?4)uj`z_O
zM+ys7u>Hj&-^D8QJ7)Kctieyw^S+Y(zn%_71-gcV`{dmFx49n#X-$<BI<<|DB;jTg
z%=|RL2_cb;A3Xge4}Xztv=|PRDUd?;QV_Mtu>VXb`e;duGHjbUrJ_c|Fp-5k4$J#?
zR~>Mb**8hKb@xD|LqD)>P1vBrllsR_Q_$VK@>C^E46QUu!%ab@b0VVmwaA6b8j~r0
z3rMdkZ*8NDQ0RV#$0(e4?b$$UwsqXvbVz-Y+?vd>p9^!y|M*mX<Np@;hQH2`F6^X%
zUu{eVza5rwCEzok0({*Do=1Dor`gJOFkFxp!3h-j*&|WMmgzP3v+K<U2`I2ik>4gV
zdSp4jh9H-KAwO42G&3&MJPgtTuQ;>M>Fb~Wnr5{`!kva1g-aGYZTP;-W=AWla$U?(
zC0*)G&In=oVx}|KU-fmf_+`vNv_W71kl@UBnGuwF7EQonkv3SkD(NXe+Kk{EF*B>b
zDUYc?hl0>q4@b)w?hL5mk(%~cBb=-+m=Hmx=#(tC8)IB0V4+sT0yTX#mlSBYo<1RZ
zb^MLidXeH?({I~R!{Y_^b73ztfUz2;cb*Q58)`v5Vn<6BMP$JvliimWgb0VGY2bN>
zrdA3S0o$53tRs1ZO|jvnjKDvC$us-OP2P!o829eIU2%+edZ$}}kr+>N&@eGqtf{0;
z(iJvw@kNh0p;#?z7aMHug?+_LtOp0a`v!hV&@VMM(j)_d`W!xJMgQtZJD~=!!wqQ6
z25b5csGbI4q*dRYEN15EQz-ItG58d8pB-n-SmsS2w0hIde>4$A8OSeng^ykw*`V@s
zf!F*D%kOZlPNr3?#TdeHM1cj||BddMRB{|`H;02Cyz*a#6;Q3=8d1shX7TdLhUz=M
zu_~<Xii#X4Do8YYlk8u2KClH7e#4bS`u8w4ed$v?C}S(%d8+nX0d%UQkfA6`sze22
z52uKZPhZ_!Dc#{0)cWDS$D+=t1G{%tPT4j&0~b{P>m8UTcAEQT1<*vS^j2U`Ky*4z
zp{}}(a#+6xjFrJtn)W!=m=f*L{-`}rBf4J`HSy(<3!*8A9j!8_wlSE}3*+AR;HCEz
zGW>n+H;1+;)@<bYz(CI)Qb<v|J|NcKRwmD@@mIeHjgw=P=M<QOW?OP@{(Y!%>+7}#
z0YRhi@>+9O^b*O>+}Za*x&;MdrMLf<8T9y4U=KxDWrrL5I5=uJww-98=I^h5LeYNA
z7@xj;pqqgzGglu*nuf8t=ENOYES+SHeBA|BghA}fE95v3j|#PAH~(9h0}@Dr?6Un&
z9Kbs*^`8P-CJwZDr%H|Lm#bXYT<}|v#2xzAo5qtN_>tZ*!bUODnJ;Ey>Vvwh{25B&
z02a$D(ebh$tux8eiS_=3^SDnq4YpcU7!&!9#cHw_fo|-YTk#~jX}4u?EaUvm+I$xJ
zS<!<D36IfyE5%V|oYGPUMYHP<a|{u56UqKuiFEs3jgTQD?<f9(TM`LwTvwt9j<$v{
z-#ACq6tMx6LE8rdPy=ttfP_}@sqG<}8nGc1H)I+MAzN6oDrq#)SG{0SKM!GH0fgdV
zMT2xYZUqwcP3H4PWKS>O_&RDkRK-Gs^1lXvAH?Gd%BFcj4?|gXmjqP5!EVtV&-LbI
zk1tTz{(E-QF#*1MyuEH-A5Up`Nk9VfF3HbUSrrg`etbeC9mSHtF{E<Q4cSsn#=RT<
zsms!957xaARxkK^i>!TlPto_1t3m8PIrZq*k02-;b06Db7=7_dD;$Vcpm;|x+(EG3
zYHGi}avsW-1tR4bNRP<VQ96#6*H44vzpU|}k&^*zF98uXnu*RXu)ck@cx=&!N~&t3
zw1$C(=0=(|oxRM{$JQBeRCBO>!^2&A!=xkP`y8?tBNUg&rh65sA%}n1^hFP6!!W~k
zRFmz_hH{W|8K)PeF6{{ojM^lBAk3NI8hY6q6Cx4NGto790FO79RI|a>`!J(An)!cU
zs*6++ES*@wjns??tzp$N`(Biww&DHoJ<t2JD<(Iichjd68O$Qc<P<!SKVisFR{yv-
z>(*?{MbR_(5_#q>*){{d6WU?60IG}DNNf^oy%fV#4_jFnEJ~pS%jW-@mq6sit3&;G
zm11ynhK`tJ--7Gx`fX566aXsmdsfl1y>A;e_5(REn}wm5B6&7Pr~Hvbug6`>0)f0z
zRiWx<>2)nv8K7@Z9yke)hT@8ZP-&Bf**&EEJ!HbLq*-Ey?-`0aH6ZpmFDQ<mGJoTq
z3)ylj*a9|G=msOUk7kulOO-5;U^>DCcw9OvF+5|bU45J^`~)KIrqhQ634inAUarAy
zs6xR&)N=>sQZE*;)A;z@EErsKZpY;`0Z9cL^#!`~Kiq=1=l7y;Y0VyyZsMsT?fktt
zDva@kzooB7w(|C;EF-8dlT}iv$Q2GA8)gfnFL$kC3j)-vwsod{YiDcXUCO9P8EMC3
z*Y~|+?io7!JIq4xLq-=<k+}P@GW6oMFisf<f7+QJ(oYE(crl=|_PusM`<S*&f?^G4
z=N$iMBNBq%7b7QSjDmT%N}K=mk39wl9MgbNFzuug{y?8d&6260#V6}Y=^`A|FfUe7
ziX~O<Kwv5AR;$VB5RiXEwJIn4-u}(!wsKKE0d{@<k5r-CsKP>kz6|;(%&?l{bW`LU
zUJX0_x<gd(#um)DNWSNz<ed+VFQz#65C$~`JD5*Kti2s>HkD-m=$Fo4b*UkRdVqYR
zk(LaB@30x6;f@fsHySbH_0~3_e<rG-qdElh-y&ER%0ODg|3C_?`H1eRdvH-xJXS*m
zsD#IL`GwKe)K6X95Ql%}kE33zh0ToCuc*#fxB$A_j1j@*$JEFSgmh;iiqfdBlS&fk
zxVR5fj368%{tUjs;$i_xk8^Lzk0CmIaAij-Q3(6?>0I)V)S+iEx2acm;A#Vam!U;x
zLgYsKy^qcs0OS%BN;K;9=Sk~I*NiDa0+_FxijV?&S$xpYZI!ojSZY9@cZxNQa2?aY
zpGiMKh}Ihd6=DsU>v3Af^3Mf5dBa+Bm?=oVLqh%u=r)K>q9Yf>cpA5+5SU(er&FdZ
zdU7#9djz>2*~C>hk>nkqf^<C`6j#@I0V@f;H4-)KiWJF4D9<c@-pr-{Zf-yWfeBq3
zhC}&V65-icPmWK?T}`0OZ>lAP#dRj!9UAAoC-c9pqm%DRE?h--rxRk@T|@?2MLD?F
zz@wvHF`6z}i%}rc8@aL50u_idH%Zn}KO=aHBRGM6$o~f&9Wrft{<3D<dZkYeCPb4;
zS6oci|2BiSIblM?=O0F9uTB(b5CqG+z=~!k&Md~UPCcY}xs!nrr1hdS2BnW}LlF6j
zD21-(Za!9!t;XEu^jL4cmoGioVLWlZY&YhJxvKWWzx?0xZ`5!V2+F;ZV09p__<4W!
z?os+xy8aar4PNrz%!EXBh3d8#2opeSp3x4?YQAljlSf8+C-cg-^8(-(zj=^v=^zIE
zy%Jo5xH7sr-<jnRNy0rq=B$`+Vmvy9snT2qTo%x4A>s^tjzJB{su`AX)$Y{?Am2Dx
zNvA76c;&3ItCSq_K$VaXPyTuMTI|{1HPm&v?NbU{YOD9M6oBDy@lv#j@P55RD})rF
z6MJ(J?V&n*4-#kuZY?2Q@SA=zr=ta!4TdgCy2^}gUnx|fKW7rzYbpQ6plNP?5zM|n
zU{!rDr(7n0-9p>ed7y2w)%ZFKN_aA&r+H}yQ|Eq!BD-SM7Et1Z4`vJ@oNFJHsi5d3
z3yecX0!KQ5;C$<-<c!T?lg(X~*MsrVpaJPN#}wNRQLcVjGFB9wXD$iIo&>6VW%j#%
zIunxMkOvcs4y_RLi7)R&g7nv5(-TT^uMh%wAW(vz>S_$LB(iMJ{$5Lc7!z3z#NjaL
zrlnx61Lq_v<Wx2E^W;z*KWHHtS!<F@qWSpH8UQD|C_(~3;SzP^TLB7fw3I0$<_7b`
z!nAh0LjxK3zYycuL3rdQK7*meBMQ{zn)@Y5*(t{jO4}}*qFQc$19|Kj+2cb^gf|@Y
z4Z-LiXZYHqp3dvN+}P4vqb+xSFiCF-lg^o=MBD;r3J*?6`9l~s)*07-GAJDTZr+Lc
zx8zl{c0Mo0KFR0eb2|V~yJtO@Ts?An-{-UNx@aE*v0WdFlxpO1xJZYGCLNPO^tKqF
zl#rZ10o#mG4X4C6Glc^awt!$E95DYjHX5bCxC^DS%K>lo<||HBbXqYt#z01)Utp{_
zVI=GmAikysH+B6+ORxn>P}TfEk`>P4zkWhNP_5l%OyNpwUcqoKfC~WZb8bvkh+!`v
zBhv0iwlRPxh>A9!2Og|a$ElXMY14knSDpsOJrI+3?E`e1K4MGqlO;cz(0laIQnMBg
z#M_+BZOX<4H5w$E){SeQt_!aj3Bz=yC34Q>*wxrCv7+_jAK$apuRXf>K{AH6P8<d7
zF@<5iGC^ewv@+d3D&wd<&ZPV&0`)^j`CY_y3c38ImKJPDb875QebFTcXfO!UJHNP0
zA9tDV+lgp_%(?sgLjt>^Zxg0izM>Z^%IBG<zDSgX&AOj1^S@U-LPe|pwLtp{jp=Eo
zZ6ljDd#OkBKm_6q83-JC+mV(&z<c2ntv{k$m%utM{5n;au?(>M!&WRx-lmlGCbje{
z+wNJ(GB{IXk$Nn-F`TLe9NAmWB2?dLgt~)oKMI#RaH8h>ub@WZ4a}oClQIS&vEe&G
zY30{}==CT&PvPGg<MAy0;%gGhA_R5FcsJ4rV6JXja42#-TrPnmT_&tBSkywFEhETu
z#P=w{ZK{E^+3ki9h}nB5<8XRBDz&`RR8LpIu`pN<o4O|J&m{D?NF7Iza9<&tC%0{j
zqU@Rm1g~-|>%#miB<rA-0~QXhn?7f(2ExGK@OggzCIB+ZpGhdkhiNZpP!wMXFQ}lE
zR9ngwIJ6m{*XJ>u$fTFA=s!xn-q^J#MC0Ue9P$i8uDF)pqErJJxxzen<8C3*im$&R
zfW%6f5gGI!^qNGj=7_kRmwy&3kWIyI&C&~(#~YOg=A$&O%xub^SVyEerhGCKWgOCo
z;R(cg8N=q{a^w`qQwG+^r+JtC1xwCVz?rR?PU`kbBR44NsClNQ71IAkVqqL?eASDE
z#)0(BUsxsU{8ppDc*ex2l2cAU-E04lu*Z(OQMGHR4g)2Ltzw=NmD1<`RoVPGG>*a6
z+*Ee!rX_zyXX{a40N0!aOhU=udwS25c#4_0M{E=wu{N$lQDTTl(4GZge82><fO?kE
zxkM)!An?Tn{Fb#szgj^GxnhGN6yXV+<^!;=?ZFEtVVm?g5YKwH5}CaK+JLeAg1cBI
zoah^$H25sk%4t-PF$DRKIq!RLja|5fVT2IbhDVY8zsM6jb%TL*xllz%f3m4QNTn46
z4an+q`>|w%2^%|J(6pFww`;~C!3M$u%G6_8bfM4ERSo_T&3SVDcMse>FWt#BvxbxL
z=#1*C!z>bM{<SUKi-)*m(8CKtIBsir1HN~PO$Jh208!5B0AB|Lq|fJYMq0m+dw)TI
z*TTD*Ll~)+nlmsrWQ<anONPRg{eE7kQnCSMtSWW-aL4l_{|CQ_;}*aSMrB*(SQOf|
z2e}e6Q_ogT?)WEkoMaH_Ia%gU)isY*BHWotSC?#XWr1~)uzgQ4#PsNTjf@+#C5mYT
zmsO!xJg+|$JiE6o^alW|{;~2JRx%FWR_BQU4|+h3P+<|z$M6+c&(X+pAdL*3&<Tzs
zl!9{U63Fuv+PMxezTDX_T=$0Ado+Z^)ggAhme{>#u@Z6DY2r7QYzXcFm6*jFC?b)D
zEppOL`?Uaxi;?C}D{g85N8}q}uiiz@HF7F^VYlFz1OPkSed{s$x(Q5FdmHGJ+dT~;
z82y)6wwuw~m#{sMX>WwBaPc1y$*cWzSkhyyA1c5n%XO%4g^UK*A`DuJbd|F{2{T_P
zUbh=(YLCM9$U?MbEWp33t`+AVn*DouLcE+}R=TS0>tWK0a4h*yejN}Wgt;9TzSHtm
zB`L>)jQRln2ypns2@^osK!krIr)`Yze+WSH<!DJhKzl8KbE1Rx8kG@Y-kJRXSDJ-~
zy!6SVKj261#zG04Eq|>zCzX4I8B+z1H(xA@dYi~snc`SC>4Iqv7qpcJ1B1bYL!vAS
z)<Gao4n>i^tc3wp`~%p8ehy`c?ZV|4!l@cnAyiyVxWsBQ2=ws(dR-O0N6bf#?1LV%
z#+Vut+xa*2lr9WIoXsY%hD|&{HKjFD(5EEY7hxRP_fI=O_3YGO;3kHxJ1IP$Y~XjG
zJ~3`v#G<vh7-W=y(^eS5M9i&acQ6UZ%CbdeWgD2z4t&&75YId;pE>5NACyXTZ?n|m
zloChZ7?-Kn5b=Kh-ht5>!SfB`RFS_14k}zBW^aR%L?RYo++pN#_dmBDxd42V)q=@4
zs)d33B_^GW-dlD#2fjfN<#_K09+Y<o1fAQD@;XH#)~)l^48Nqtk=RM=F_(yGAd#_3
za2O$V1;_b<&(d9Aim}%d*V)Gx2%1USg1YPT4SXWL6}c$>_)Um*ScdmVPj|<|`H2|M
z9C&;!VqIoYnft4|cTCq0mRahssC?y^TDqT*9)<yrvW3gCdGe2(tUmO{-ozfEd@*<7
zAwQ^r?)Bk)I=wiJ0#fe=CZZKqQyW^@EfIEAAVv~Vj{g9f^Bg#RkNG|AbaE)t=F^Am
zH4SCh639Mm(haO*wh+o2O2t#K4l;6w?5+-)jEjgro#YE9|8w!eue0r`6y{{#EOrD=
zsEz*kYca$|yrqQx(Iai5`*@p5QbkkEq+Ic-j*urBV~eQJnTGP~l)`5x?|AhJ$wkU#
z42KVFo-UEILX-&#{Q`D&efIlJo(h&CvpYZy?zud?mL+C-Yp6*mxpuz{55Sjlw`H1e
zDBrq6AP}GRk9pkE!xd^ia*pPe$Y$1gZ;mO13fQjw-==3Z_`1{3+vjc|GMAr-K&uE-
z#X$GEuPv#tk{gD^ZNQYN#0;3=2Fi)Iu|A6LU&r)&>bM4nSfQoeP_mG~)^Ldg=xMvH
zkkfJ_+CGm^tdt7iUlDv?y?NaHqXV=Zghf~VzOEWMisXI5#_RXIYgWX~I1=j9V%#G6
z#})2xA*O4-kqfT^iA)e0a(6!~5tYbX^qyeJ4;q+Us=w`muIr*h2cs5_T9BK)5d!jp
z1-Ax()@U{%0ne>RL=Ue!Wh0b+h*PY7IE9da#$PnHWgfVSeh*wTb+O>8j~wXML9t1C
zeRkLKzRV6U=s1P|00>IuI#M;CVHnP}nmJ<72}&FaEt~5`sy_2jl(~`i`;0Z$3SJw7
zV*lp7G=wC@^Wg$<QzbOiR-F>#8c|0n0da0aY|2_NZtP>pifS?UmGPsNWX+{;FnEam
zyyyTp(hfnuV(D%dQ=|s`VelvpXZ@7H-%i6gp{u7*kh?DsA&dI`wzCR69ne{%XhDaL
z&_^CQ0p(=YzISK*B9HD5ys`{h4QGA~o4B$*qm!FNvaEWoiCIZcGVC}e^N9b%LUdQ4
zzcmugI+4r}^KpLaJs-mYX=vw~;Bf{Q#0~})l8XiV3%Qu|p)eiP2+vTKfDQeO#)u*x
zrfSdwMN4qKA=M)@hd={unn4gvXTJ?fj6j1sy}`5?{m%YErNCR1U;#ExyB&;m<m_Bz
z;ehoYw9vfe77T!B2EbhOb|XKBx!9~H-5p(n$CU6B#lF(#9-Wm|Sm-A-_Q|}Eg-MbP
z<rBk0>?OUTcavpFKKgHP0;|3#vgAGlwL!{r5n*Y-XXvwC!QT)aoKkrYTis)-X9gs>
zgX)`+C4Y=_2Wz(DAr`&oa`AoJ9{jZu=?s+5iYpX@Acz+b*L877!?G^^^y#>WU%<sT
zL&6^xn7cFopsS5i2m@7912Kp6dTx~&2e4i>mS<{~(80_rQHLNt?%Aq-><@^02~QW6
zpVCB$BT}NcEi#7q@9HJM-ofi02>DR@$mWOPM}l=KsTi_@?l6jYxqP=>FY7A5i#0^K
zQVUGOhyeIHvZ5;4TU?fmy^SG*rYF<A9<WTKEk708>>;l!0hJEeeWPaq_hzr!pJDA{
zsWh75{NFMCH4RCs2N^N|6|1Sj{8HvBhw+#9Hj>-l)A~jyn4Owbz)lY;m%xce>dFiO
zjXOf6G;~&rY^By5FQCTY%9)-TNimt2##i-Q@48ne=e*YlY3USoOv+mw4C1%@VJ;)C
z$4cP=>VDYtWF^NR(9pw30X+5A8@?Y@k{*X;!mXU1d^&+|3fu9LYnIboO-4YA)xn^6
zLyZAr6??qtm|l1dmQ1>$#jdpkuF#jjXg01&7Tj)1T8tX|`s99=3{`=NKHUO<WQTU~
zi;Gj2G5yYA_`^E3uz&7;l(P{aoB}a<v;F<qN-Hg2{Hn5j5^cQJds&iyS$mPlh7<)M
zc?3_{6XYBb7i*J0x~h3#p4-t-khA{4r~d5va<Y-c+`@KkB7phy;VB-M{*%{Wc~^}l
zgc(r97>Bg3mQVp)MI!3F^Yx?KyBJjvL2B4<exu0y@8#Q5>R*Y+W~CpnIlC2Rq`MA*
zX|zP3+lfW};?}7DW>bI#zK9t)fc_9{)ued8m!OrO@uJReTsc`2*1qCQ81HdjqiMm3
zvbgCg24i1EsfOcIb!tF>-Ydu5WSNW(E4Lbka=Fy%y++o#qb4o5rc}+&ls-F}qV(%@
zG>vG$b^qd9cCprVcX7wVKAFo*cg62Z{b!27XhVhP<^K3)Qe@9@f|HjrGfL&Qe~DV$
z8t0)kdNDUF``sA6(3nhYrTCH<0D*SLl<r`nH16&)EYvvCKsdY?#RFue1c2B6spOXV
zJ$u!Dy>ET&5~W#0I6jz9-KkmNaCZY4K%AM{+m9!{BoUqoH;PsxdT3iDRv0wkH41H2
zcSdw|zARu2omq{iBoX+x&NbGBFdJn*d1~!WS*P5I(DT0UVOQulMovnM%GlxU!Qz%H
z&qkmz<IKqkdu!&<Hp=Jm{o#Pqhz$u+7fs`S>us!A9$7c@wXMq2b_eS$sI6escEM$R
zHnJ)7wG-c6{6*4e?PlQ^q}2a~>As-JvmokskMAQA3!DCc8KBp5mAG{6h;nwbEx5g1
z2~|waNK|JloRij&Ua%I|mmBIVH-Cp_|L#>iCk30s<&8{$xiTJ~qay1$ZGlwlTP>*0
zq;WSh$M?0jI;?7=*4KEfJ4^TA&C<AM_Y%K%kx6|dhe3bY!QkNn?_Y+r8R7l|9{{M;
zX4_!K2Jf2v&%yzzHJu2{Jw6SX_v<kk=l$q!-5-s<$&6gi@{y+0JL&!!2bJt|#Ky7?
zn%>U9UVQgaqnXj+@UcNZ4s%_X4R|8zrmMat-S+8TO@|J`L@1nlNQ?k?&^!|at^(an
zRhS3q8o3<o?1akdE?dtnuY&g~k?H<{D^tH-EB<;GxbkGTKrJ^r+$}8l-|L9F?7Gdx
z{d(weiu)R7wKvZ6DpyH-t7t<Cfz_sOS+f-!C~sN#NFE36<DcwZObLf&zZ%Y7$_6nq
ziIu2Yt&{=hZUzVH4?&+h^g_F+MlONz^Lk}bou5FC>|`t}8@J?rQGHiQ(rXWi*yYy6
zYunwlwbCrj!MRy)x^$imy1;+F+_>HWN2RS%93)u!^Jzf!8iRK4lGfCkp~@V|=9FU$
zq1ciP{-@OImeq0cM%oI$4b{?n+t#M>h^)_C7YFIGm6uZ+jh=H8mxa%z(woVLQe%jo
zMp9mi>@?uIIz{^A(VVTuZI=n`5dT2e!T#-s_xnPTAzGaEVSGrhAbRhDOGlNZF@wyy
zxwWO4pzUc+wb7OTeYEBi)9j=$KuM&ZDTOh7#O1zs3FhBNwfF3WiG?11iHXB=MASNe
zt<1mAABVSH`PrN_J~u)RHfG!|hP;O2#8Of>5(EO$4#sNq{QqE@=8pfY9<1rYPYJZD
zDrG(2O8a9pBJ!~_PjTe<A$9kg7=Kh)y;Iy+)X`BtW<F9SP0Kd$EHv$tAV~J;nIz(5
zh)xri>TsEg5?c%8!`af@86N)tNS^FXp9+oVdRy);q}#p1O6ffnU3gd&r!=aNS85~-
z4>H(i)t}vOVcev?*$n;kn?uK=9?Tin2vq&_VEwSQe?jOX30S@TI@u(@ianO9N#2b@
zU%Na4I!k{Y846J8%m03#kTpoKmxwxNUyORnEHyHG{ndfb;xRsZx;;%g*@1TA7)7wG
zRrDhNvZ;r@l_TOCICEu%kvhQ`eqm<%R3#d>w1>eJ!y%<)NZ0m>07>wH(_Hyuv0UmH
zLj1t9KF~;)y&LzWz3Gg6`uo>J?j0^hnb$jQX4v3jgV?>Q$r5Mh!&SYRs~*E22f_m9
zL1Ps>3YjX#Pxmik|2M)dPXYFs*f39qB|0BtXV+p5>+M-Ojno&_h!jv8@*P)_6K|?f
zM(bpKTC~!5JL3^mu+;`P63urRiv)xyz|9Fg3Zu?A{vX+7mpzvz*T3!qcY0D0QCe9P
znOLb7F;!hoQ3rTNI`F8GRhE;ptFG*{kOJWFm$tc&QupeO*-=+BqaW;!8`%SK`U8tA
zs3}mJF@8vRh0P1uuC)>`kr%n+p8C!A2H<3Ed_}_)&&zEbUfzZ3eg1UhymWu6FCR}i
zg>@X`6t@R4qY8RV-Ev%lY5lk9PX9Qm8x;d-f0uGy-$44HncqVLK7EwF+=`EYW*O6O
zj~p+_KX2~h%Rs$3%MlVaq2ucD%ZX!$@i$f^i7znOE8S%UxGtHVQA(1y^<Eh4Q{{we
z^YJYP1w>W45!i%^#%?$1-xSWeOQ^n39`e(PO6QxG{a>FxrI0j`cZJhz4?&ukY#45n
z2eua*xfwDpPI_z@QR=?7_K25|%>&=gssot!v%60d?|J8*GK_{Pd3Q|0Axfq^HD~lb
z)NP{n+!d5>VDQe7#pkLLf!CQ2@YIFUE=Y)L@;m0yh>d1Q!;!Al%t&_lHGk&|$J2en
z;?gDM^x*th`U(c|acwt^6b~Q0WeXu5yNLW^+>yP3sJlf9&{UB>q}NW+LW!h18~YuO
ziEUKyDDF6~zy+4^CULi<NBf24Kik2F;xdmP5=!Btbx5^;MXgRDyQ|#9i+$!!qFneY
zBgLt{7@ln?6U1v?k4BHD`#Z8|%@8V-8JVWtrMpI%mRx&GnnfS1T4%OPU8-hJ-3JnX
zpPJqFc;4xyaAkgc#CT;Gbn*}4A&Q(@P;$O4`f;G(hxU9=SGA(_q&YvbgaKur8?I*l
z*4Buvtp`P(FXp1JAfY$U3edJ=<V2^I3qfB1nCsCgUfPjgHYl=fU!Owr&@I+yH)l^=
z(z);7jLrDnPpm|xG^0$Ne3%B3`@nK((0fu4%s(Ge0&NmQDQBgo(UhqdSQc1}?Dlaa
z4{uQ(t-xLwOQFq1t5|2?a!p3Zk#az+X>NdSmTiIQXV$Hlmt*Gv)P*2T>c5LVF8%zW
z|E(O9_PUKXXYT%;3E4p({FD<}rP`pZxvXi*c?8lC<Wx{&wm(pC&LCpVSfsLIV&pdO
zf2&?$3wBh#o#vEix0(BXM(AUHFq=tVY0r#*zPd&7KO593+SBFAtsFho`2k!|IG-9%
zCMIXPI4x~o72930&4XxW>C}4|U5%n?rgs0Nd5NB1S|i<<#WrRR0SLF7tzCAuLU+Vl
z*-B?~+mpv$vDM46Bd@ui>FsjAAw8{52QJO4VmPYxb3G?mA)Y-aCD=E*_-fGy6PQ+l
zU$<0X9JKb<C&slAZxhd1U}kTB6S#k^EDINvOQ|5vxG)*S#zTm@T(aTw*6t1%d!81L
zehqO;-RgM_Nf~4xJht5(GKF!_@^%w+(|ONTN=@!TUYh=xGvO+(s70qD`oS`SMC#qT
zpGg`Wn+t#-&#6_x-Z2=Tb#S}b!ImoPuAkhr^epnOW>(>qYtOt}DSLN>_?qhmrgL7H
zo3Ab&x$GV_6FcacX{IMKO=8z5sCiq|oYT{EdS(t0^nS8rS1}&%4SUXgl$u_o*G{Z1
z0;x=n3#T;L+p)B|uT_pv5>v8cPw7GhFnOu(V)b73)z4u(+|DEQb>^rDk%vhGwpJ5@
zTq~rQ=sK;_fsjrRevVv4k*!#6m?uJim9wX&m!xLrrlpJWZv^aaV8@>BI%sDVp6--R
z@(%yjl3pU6ke;c;es`H`0z2uJuaJ?Ll`dgB+^U6T^4Kblle0%gTRu1fbdL+WH9m;8
z4;b(Yaru~_Dx+<@OWLDlit4osv95eSgMW3K9*(&r?O$GKEO0Lny*R~v9S-V?%^vUh
zO;or+qh+Jnj&R^fIx#9Vo)=Fe7mutouf*~%_>F7Rdbo5I9`>ak`yHagX?*?pw_397
zaGZ0(&671U;77>IIb?fjE2B!{H=G1HmdvceR&VBRWnvMY0L-g4|H<df+2ZgppEmx`
z(2qS%n@-P@cDNVVbtq(Y3R~iG?squ5+>b%q0k$5EF%PWUTI?apRl=-mpHf7w4Uezd
zc)W7X$0dTKO>CtZ6-+tG@Gx5h*zlT?yS&tF-n>w*+W98&CRVvV`<Z>Doez{xy^|va
zEiM&o$L&4^W?>Dq-l@7rkSL0!(_7n^KI;ZA>}&Yd#IC~SJ@zTqp1jL`(+>wpvBf;J
z@3)rmU)J+p2ry#neODH)Jg>J#J2Lj3t`^c~rNsH6F(iyUW47M1l**Us{ZV$fPCbO=
z&uIk{Fjbj=bRF@-KbSS|!OZ9KbyCKD@op;MEi8YMf>L=_lkkliU@#NY@^icl$@#E^
zCAy(!FvWMAETSzx{k~GJX5j)RF4t-x<xFNQ(Ps$l3%i{+l4dp;bCz1!RA^a1B*&xK
z7l)7TrJtvi4Ab1y?kVZB<iTi{Ll((zvRDejQtRZ^y=t;erx8n}K>hZsy>fQZ6402K
zvRqjh&nEHC{(Xw%n#<EzOSM$){*pRBSl~~G2PRjiN*5`kl8eA`t-bUtK)6JmZWY@t
zy9;Cg?y>H0c(jre?C|U9$#IbV?@Vl4-`Um@^Dhh9_0G4jUO}v>il1WDj(VKS`r!MZ
z)%x<4RCTt-U%00wmU_xWE$1^ARpBROcejSNx+T4qs<y4YLe4imuW`evWO`p-<!>G0
z0ug$0Jj85K9<NHCdFwrgSSM+|UcRc>z<<yV0ZiZvi%~UIVJroJ!~h$;zv&NkajE#b
z8bL~T^M8=(`F3~YB~HHhY7sp;*}-qYOljc0@kOj3a^@TTUx2IA@zflnKidF}FsdnK
zS50Wo>8F~U=J6(iPY#bSH-pWZ!yOHHSv9==yBH1lrRUL@!C!%O>B=_g&SjOUK}|72
z7eQ`2t#G&>e>U)Ny|O||prLDKZ1OHNR*-EfcsA2h&Sdd`L>1B0E|{;O|4iTyWf3Rd
z@#l1rQmwAj?Nh+s2b$Y<BgCAmaP&MfSf(GUR|;JgaRYcla~TJnpm!s1)xm_}l`c8t
zvLji0tud)-5^qgL7Bk1IhhgZ7v%44fkUe?gTRjpUSxep$ZznMxp(Tl^pdgs@m)kU+
zfKJyRaYAjdp>>V&4yFdC-!P`ExKTSMedc9my}Td7QZ+I<E<;HpjJ=jB6Yh>tY#zHW
z+4Fcwq5}1qAm<alW&C9KY?4Kt>V=tg;(y`6QoIM?O~0l;UBk;%FX#h355?(Q3PaRe
zgXS!6F?i2J=qbn|1_R&BEX+icZ)OY!l~7L$ho^i<XFtIO*!O>71ab<HiLJg9jx)hH
zx_u@(%l19=cM2D-f6Bm@l^H}rXAZv{4rxQYruNH#An_^Zw`;-T1)B~NWUdH05lCXZ
z!Du9m63^Y=Wzlscido-oA5PSLOLZm1)@2;Y!`B;hJ&Q$2-qzm9(8+&=AtdpZh{6-X
zKja}R<%DxK;HPw3gq{zJ44G2R<e(B_k^$k|u6}v&HK^t81nc-$lm1y+(|DU!#T<}a
ziJU^sbq1h7xN=ClrSbKv?9lQ8`S?zcNkkjzg1SYPe<YP<y{si7^+_!KA!TEAJa1Oz
z-?ZoJtI#(bo$#-t!tYUHJUkGLO?dOd#T0d*sh8b7;5SMSgoZaOKxym*$sT#p+r55|
zhi~3Zm2Mo7f>*!iSA3<H$lb<`$jPecPifDC1E5yW2s)cKw#p3!mJOIRHW>%-Q~&Nh
z(kP3r*s!;$W!CaCDBwWP8B|l1jgASTNAYC>x<5O!Eg!^c#qD9W>rVJ&yY}xc>S#?r
z%kHywOo}q&ZiE<IGPO>Ap>ZYoPDTVOi#OywD~QZ_wOt{5pi9Fvc8Xi21wZNit31G=
zDdu`(uYNN$d94J8#)Ih}FL>)Ake$P<gUyqT-ISV7BS#}KeKIS7oG0f9s%={~sYOxq
z9+stXJ!w4gD+&w#{MSjTq$Sj80#P_Rma*x2`*o&_*=F_lje({MKTMj-46CFqUB<Dq
z9pN(D&31B(PZEwSmyUwf+H7F##6CxYftBNP+{d&SHB*ngXelIKC&1D<0DlG#DUfR7
z31h1-Rp>dTs5mH6H<%W+g|*`pc+`m!(_rt(y9`#av)X12ZwvclRq!J&9PDE%KrqTF
zzC{--txX0p$TKt>1vYcmC8afLC+Y^e!egNp9ZYI+IxMRv`Z8T=f;`l6wQbh`lVE3Y
z2)(USS*If#c*}m>3WHic%!wANRa^3d5KFda<~X=q1REnEbhe7}DxDUBF!T=7F$xmu
zy<;&*T=dcy%u8Ihi)U0)Y??}dUmQehfaT2p3Z(-ei;~VD|IgA5s9a=9PLQvxY<doP
z@A90>TCNca1I+P*MX>Wa<@1u{*-u6~zqJ~L{rlJpkbzy|iQuNq)90)j#tydzM8h<m
z>n2CLh;I_HZ}@~AOesJ$^8D+#&k5&|^3JeIVFPQMIpQAm0QQ4~{x(iEcOa5=Kq)Y|
z#+_DHpdaZP_k5}p3tu6gnYTOyv0!w2E0uj=`|M&nc1vq$QNy_^eC-{O5W2ay)zZ>E
zR#q1;-2at6W70+@HOvElwBI>8E=wZF+_~?jb;R%DnnyT44PNfMxCzrkOKo?=_;Vtd
zJsq{fcG{dDSbZVFP!6z-AF~R?d?0Q<R~f(P@iB7*q7X43KB>j;YC`MrCQz@;j3SUg
z4_4K7g0+UR2o7KtFde`ii?=pFih3_*e1)*(75PofL-x;x#i03Gu?uPiqDk{(wS~e0
z2I!RXwfWtSabF*nQp<<%>H-EgSQNf|I!O!%Q*_<9XCPZ}T#ulwCd5K_1H=>~ARqf0
zBy!J6XM<X{;l&1~T+I`G^HRA#T&G1HQ8;40wn;d)kd|yQaK{|I4hIM^ZuTe&&r+3v
zq6H`ywe5?W2Aa6eZX|C$9QVif(?+A9(K@Hx2>k?#>Vrd#`)=CskkEI4^a}Rid7$tZ
zcSO>@z2dZf?7g?-QC!$6H<fLL&<3K7WN^I%WAhwl^3rg+lMn~Wl!N-`?}`Fr>fi5!
z=4(c<bTlew^}OP~y#bNXU{aq9<U>t=r&5uD2KzZ@FM5}<?FI)(_u2jNBuEks&|n^@
zu(9DJ216Y*PkDY3qK0Gz(Hb%9G6)Aq4!t7yop7B^oCT2y>|8B{xH1(~MQtK;D1|eo
z)e-Dv?R<3c%;Zq!;dgcrO^6^Ntb$uZThjbs_Ch=wjhb?>4qx;GD&q--try~1G%>8s
zX-Bpk@z=!=x*@^2e)GUH1alV@UF7yLy_XliQ06Ag8}Lqoo?tZ3kTx1HQ{P9zgkopk
z=NGeY7+Tg{%pHWASY9m}HBP94p)=}%CHVL%sJTvb;F~%aj4pK>9vL-~qcJn=g{QTI
zb;&{i#H650)ld{MC{<S_bDhT>gXoLJF9faOh66F=)l9Nax1=Y!N9El3sb%oEl!C%n
zP$B0{mdycFhyT!4d;C#boS;w^d!62&-{9)(OM}#;FOnD~RQso&1V@vyLK5{Dk5kUJ
zh`)qO&(=YQqz2Yf$bFDx$5l9#H%)75NAq7)3w7q$%-u;I!l(!hAdBLZVC>c7%5>qA
zSP-<hK#m0H(AT#4Aw<@9I+(sn_+F({a<`|h_d^5X@~U9ZHP0wjCVYx&0pfo5Ats1-
zYAsv0a!JFaZ|8GDgB_NYM*%=4QbED2jliwW0;9C~<MW6$-!mrLz33EN`;h{*C0PKh
zM4-7*5_kl<+tglz2*M-5WP1Yy&mkc8zsk<U7s%6I=T1PN&Ml1aM((Y%O$5I2vwXVc
zl#_HjrGbBin!7T0+|n(mzn*VMZ{IcPmMm90*0n0q$q(`GwVMOJh1I=a&!k%RN^Wlg
zvSt8jTPK2g8mS9yNO#DC4?@WO8@>E2iN=j}YVhOk)+OeK%a-2*4k(oDO&TX`fePWp
zfWZ>1P=u%WEL|^-%-BSi4IQ=TcFRQMqxWU(e?AAj@UK~8vdGnwxxMV2LkE+IhDYAO
zZBFe+hME)K{v>T`C22+Y^NAIsV67YMATR8}dJUww5U@eoCZ>i_Lll43giA@Dry?&r
zErIYL)xDJ$s*$|4qmPgh9h`)L`kEv2{a@3?-hLzgfFlI>PSUA-zO_=uc;+fv0e9on
zpyll)-nc(j@Er~18KvEg?_l?HrZ&9H<Zj_rSwhS7>?WKHo5&VeMN7<anQ@muYr6xX
z>5FX9om{s)D+8YI@PLqM6|Z8Q^EFUb$oV?p!RWkVOhW{!x~8v(klpFFK4g+=0j5!Q
zNZVz3cklD9K_7FBtu)O8V8QTIHn1`-R*6B+GOc*9X-i|bTbq)B4JJL@+@_6efymYS
z7LoA|A_p2&Rkz9FUgWFJLL$m#O{)`}P4LGvV%-M$l@TIePT0itBabB@kA@^lY9N?5
zuZi~s*WnY_p)*cUAz$J#dt!NPu)fhT#HR)_yJxcuJ4l2BcESze5_gBfrEQ@G@$4Od
z0>FEVwM!18fFSl4TcJEz8_=n`wG(O#RUSIMJENZ9ttj&@XZ1|NigghmlffzARyoxf
z`eI{&gDgNs3D&H_@s8K_{Z*z-f<j$2S#d}e{DUXGQzXUXTqx~;!68EzISSFAxnyq_
zmVX16R?IT>v1Uf*cSe&}FofWnXys7$K~K|IoEXoyy6vs#NHg~I-x~^p%CDwxIe?*w
zw3^kP4Cqr&3Wn#REql^r26-P|G<Ucw*+scA7E&5;he9^E1z4s26}t}C=plaQ>+Uze
zLTWl!Di4D}h}&U*0eG0dTiiWAVB})Sso;7QS`&_X<vgh=7H7OMqC$Jc5_8T}DJ6QJ
zS&DtZJv;VCSxm6dq`IMq*4UCD)bp3m=rhU^qcA0$G{6$N!C8YZDn*8l?G|&B@S$F|
z8Wn9;_}dD}?olivFOHNe?SP22DGE6U8>&(s#)LS$H+W&%JJ6*KlS%+HGY}Sz>CJy|
zdY@o`K2ID1Rd5vK8CVP#H|&E#gQ6M)?(tmGG-iRk-xuj0TEA!yLGBK4dQj+Ugbu;(
z0X1>0>>QDzTt{Sil*wP5J|?mlXmzwWoy!i70D=~o7(nVo%}(u)X|P<-e{$k&o;i8v
zV(UVQ<P3kIE%B_;afu-wGKFgH7Jsr)?)P@2;dmDQ92UqdNYRd!eQQQqJ$@lFP0jHg
z3UDD5|7YHsSi2ojdM!e$U-C5P|0u5xDwhua+UIpiGux2iAfwR2v$}G<sTeQUbICJb
zS)rU0z38v>XsAK>;@l-N!Hup)z%21_@9Sj=XeIedE21Ls^aRMOabkA_gddvJ%y(;k
zmA-gk>XKCsR2xdYzq5Sjta1*Z{;9>^g;Zl28;tIuZ{HOFh=76{FKPdV2}yV4bSAMe
z)Hocl$s&Fl_-u`JK2<rI%=a^c9k|ELUUKXWz9Cg_Y}u#{Ab>I@fVHnbjyr@J$^Z4g
z06jp$zefGj2-epy!L3O(G<LBb(FGw)K-Y;?9bV{VhR;_u*vJvg?;8AGCZuyW+T=Uy
zj2i7gM@owa)}W4VV{}hah?VZJNYN;gH!^rz#Zm9Wt;6V?FR(0vG@)mLLW>Q%Z$%3K
zDH7!`PyR-AeDM9rxD%hKvnzJjBcW`TPaB$|jI{@koCz-m!utu5_aH0*IIy6aZl;uc
z#9^eVpz!uL>ZL7Q_Yp{e)XzW4Ep^+^*^B^3FF-Ee8pf{TaQ)c552|P-hz=Vt^{)*_
z*$=FiQyHfTY@64gNmgfH&mSQVWjh_hl2qnPsg1Wv5uD#icUus?uq#+`HyYa;rl~;m
zPTg@0s6rT<6>R(s_kwf&`$YA|U>D?qUcl}{>26Q%89Sgr%Nf!AQsOMaT5nZQe(A;O
ze4@j0Rxgzy#CNJyyQlI#(ei4y=;^))wR<G)ea&5hC!#mM0lm;ri3t@)`*(E}<H#C>
zG}*9GDB%BZV?bHnTWEd^N6sujeYWhPx(6yc8jXnNtx(MV;nr%9lu}iU;Y2zKSfhYs
z5fKS>b@t3{Q{=hhc=e%vk!~Nw`J*X9C}B_lme<p@_l+s_EQ}CH&Z1J?n`u45?956~
zIS&|7Y=8~lF2Zi~3zX$f3!9>mv$elUPvHl$NW4w?_5ao2wDuWuA+m#h*dupL-cyKL
z%R30zO9&o(BxwpB6TB@gZt;rMbq5m8B@92cj-+Cx(l$wUJ{YXJq%%4#2=W>&ueEo%
z;Tx!jjg$e~aFy?_fK0wujxv^?(c$!`Ce%P_|A<H1I*vl@k_SQ*ONQwq5`3HaTH|&|
zK_JN-bb1pSdjs}pN8=APzVFlx-8}K*`m8fa2=v9U5STmAF)?Q`zoG32(MLQ^*OnC=
zpdia>nj%BjG{NSgezGhNuI~~Y{5eLZp}CRi-%j6VSP?aq{*Q?>4Tt)B|M+Ljn9o>d
zv4qSFLlmW`?CXprN@Yrms0=L#*_RMA#$J|6(Q51}%aD*PGnP^*yKFIJi)8Hk%<ubu
z_J4A&b6w}zIrsg3z3wN6B5y8+$RJD(!B_7a=;BJ)$j4mfE|dfP<swGLMnF6x4lZ^C
za~X@d4UcM|8vZv(uSYOS{^<+?cDx;2syO6ui>!tq@i<WNJ->Y(!X)T(yV*xB$a&v^
zwak&GiPF`41CV{_h&0N2phke$NW}kzeXRw4>1hN2R+f^SG1f6#@C;5wWs=C9^yk}w
zKVW$QghmH1t^xBWL}HHCjYxe)UmW66=@HOv=%=^P`W`k~Z+&Wva`j#PWmJXVhjv*n
z&ccN05=gB;P5*b^hB|PIzMwm<`If%>6Oz(W=?K+!UGzjz<TZ$cvWRH8;J8U7;R{~W
zg*G~9Y_(~26A3IUP~$mL7?y(y@haW18iSDoOb5WE5}JVCeHcYvq^WxlcreV5UvTU`
zjwS5T#0V6#>&$lL+4Q+^uk|w?g{lk*(C}+vsy<}%2dFV!f`<Srdi$ydD&eUa>H@F$
zFY^A8*t%KyshQfnKae4+S6fzTST4)vCtN>HKI}4G&!N76ma7z0w9B2F8?#*`aJmov
zZ`jqN{h^i!kdK^pR;nw%14D8*Ee}If$W9Db=*|{eVDNdmR$MtG;W`zq!(d<H6zQ%%
zL`8lb*e5VR-Iuh=-_S~Vf&dO>?C1bL`1}((KjF?fCP5(Z{Rr5o8vXkpsgR!A!|u4d
zb{FhkaG9rYf(Qk7qxB=e@$V#RVL<y|I7?^RJz`V)tbUNUPBBkOZi_-_kax$gdo6M7
zKC>6$W60Dvw0%ExZBFE<YsInb-nnn2CS2I=s-1A{yk8{dUyS$S8<g4)QpKqNW~0P!
zryWpUbqsepQKxUshm<@(u>UNCb3vwW(<Zlp))E@GN~20jcnL{|{pb8BwRuOXBa~q-
zz?4cHbei6YC@U9@TH&YAAk+gR(C9Esm83xLL_jrC%Iv9YBNl*w@b~bfER*eyNMYlZ
zgaRR{_0pRr+@y#11bPMT#)l4KWfm5BcLzL)!FnlcyqzR1-LsL>lY7IK(>y3Sa^toQ
zua4<+-A*vvF+b}J<O>WwQ2EYK{f~#Q9~=AZ0F9H}7JfH!a38a7kdvg~1LLX>X>;(d
z+ix5d@6hr8c#(haopdK=LZh;1IX<jpnFs-e3@D@6vAmuZAy^w3gG0e)Pj@fh<zZV6
zyP7RWbgjkne|r)9<=TA+R2wP+t*@dDw(K;hDWN%Evn!DLhhU=qpa%c&4pQKhFt`Y(
z_81|O25rVDma3TvP?Z&^m7fM6@{BI$TQBk5SYeiNHHYr}#w6VLQPogCz0~!i-S}^n
zry#9&g2gAETxIih)nfN7-jn(h1O4~T>d`E5zXlE_@bnYAiwDI8FzlEexZvVO7daVj
z!8zPtGCj)&8Rdjdb4LnSVr3D-f^Kx^7cC%fErobQ#R}TYmxWCUlT@B@gb+82NsSw@
z)DLhATPS50yaCE-4<*#Xg+sV00P!kT_eK8v(hp?PeI8^de6$nZnuRHc5Z$3yQ3rtz
z#kPD;sKB@A(clsF8stN3TK=C`l`phZ&MEp_JBtNuSL-g^MTQ5W+chRs^7r(`oT5U6
zKEPi_^06{QGg{u2g9us4a6Rr-x_&t_WF+FU1-oFwC>6Q+#!6;4O+H44v&#`M@BTBW
zJ^c$QIt&mznU=OxlMf|np6#}x+x^>hQlK!$WcwwDaeHLRhbhKcH4d+Y08^Rw4eKh|
zHXZzJcH0o@s}EUHs^F#?HW89q01`7ym*5R?OR@8dChE_@D_ii*YO+uevr?baRLq|U
zNC^hx_p-+AN~AdF(bYd8T%94D><r!E+*ZncI)7Dwy&JqcM-zENPw^p4Bf>tj6Km<O
zd{|!i^#Hl$r6%YdI>#5f<ln;%0U=ckC|ewSw%Hh?ud7Dqp@MUQOJUmAu$Vegm==4T
zenSizSpiS}X!e;-q*}QXQ9Z01$jF6E&KjL#qxuqg)*a|WM@~d3s3ZEJB6pzt4Ta3b
zonLE4e|}PrsHa@ytrhhXjrk3ALQZzj$<dS!8r2GH2*v&d(}|cB+3EDZON#E4K>@zk
z&Q_OfcX;Nz7XJ6k&}8JHzaH*@`6zwqLR6{XuXQiWp12M9d45`7hD$ZP_Oq$03$VJl
zF#y+PLD{N1=6Lzk_IZ&?2#U`;-%<Y?bBF#){c1}&BqH9UKlzq~rx;`%UQaQR_Jp!Q
z;mur}WN3)2c@!W$^yjm-E7w^JI$BP9C8@i}8`W^f_%&IGmDS-Fv}B}@@O2*JW#;?W
zfpqYe9H%IVY2!UhjX;UUnCi__nUNR4*m~MK9q{!R8}g@ak#n1kiO`|Qez<{5w;mwr
z%{j3WZnc0^dojJQ99;cCw?FYR1&psikBQ4*SoRn}>MX;_l)3@m*lrWAC%xIx#)3I{
z-)O#HO{LTQFrvq`P^?&*uz30iRR(eQ)cb@1AkL5r{DasXd;<S3A(vTSXiyL2WIY4O
zVZ!b4WJ&jz5!V$P1PLWR(|;qlwQ#C~6V(p*%d010f$0wzD&NF^p6?F)jgDC3L$i5F
z7qFZcAZZsNedi@po9oF}IJmtEVckN8M-X(7+hhq!FJ+%HH)jU?;RzH%!$(Z&T4dES
zS@p*dLQ|RFT%#JcC?DWQXQzg?KF$mh-I)f#y2b=S9&@ZtsvK@qJp!9kn8ZKvpaV(J
z%}V~=Tx8f5y|y)!ugpRsmY2dJP3pa%@~9H%*DJ1vu!w1X?pOW~F>PJ$J)V^^N?&jA
z`ODi^qhgV%SQaO<JuvCY2<w(_eV!D!8ArS64oF`#!E=Kk*hX1%TC_njv>+t{=!IPS
z2jOg%q<C@bX(qZa=zWJN+wixWj@D#VVl$NSb7#L7K-$wpOTec8SP12OC*dUxS3JDP
zCj(Ln4B{fDi|kykh=kx<ii_7`LOF7vsc?Ca52J_%mmim7etEh0N|x~feiQiK`LI1-
z7myK$eE_e~bW75W`d&aICLl~}MzY@e?HSI<cfLa{{YM}CKpW6rK`RyZRsjTv<-!i0
zKuQmv=Ayo=1(XBK)huRY*n4>G2N>%?{Me(Z*h|oRl5uemU@<&;0u?ul0fx8Et=*j+
zq+F31&G-xtsdndl-eDQic5WhrBM9l`7M7LpH*)Jm{fvD_Gv#|3^Qh@d_8eOp-UG>v
zLmzv``a^+^)FzimuOfPhKaQYC-BZijm?}LOOZ^i&`QSP+Y;p>2@}0L-CCKwf8aGR*
zMTGm&>-W$criN#A?clU(uqmF;m}kjuE2Sv%HowSHu-kU52wUvB^mQsM0(Ek09S2*Y
z`3!SfHiA0o<ikve+NZ@6ipKx%hp9qqNQh~GnH}@kUwv>pG92nis;A8h|NNJ5D5*6<
z>u=JFBx+5wRGiEAG}IfbjKMr{9%o%X<+C4Ni4iyA*f-pj`1N^fmsIBWW=O;)%r}{R
zx6PR8l)M?=dyo9?h@dJA4^xCqTZzS<7}$ZQ#k3Wu&BnQt6}abZ1aXcFW);Uij}I=3
z*yoi5Cj2TtyY()Efp2vV`G6fsw&z9MJ?Zkr?n3Hn)U(L!;WX7hLif!DGu^hm`JN53
zs>1#Fn$)_j>YRJ2&nw*Iw0AC<#BY|KQcKK;@nqx%c5n4ht*I>OJsdqfkc0oTvT^+5
zREY^+#AI)M{rdWyjje^>UFaU0`u~<QJImIk2a6Y!*XYu31QgqSxQTfQl~wI{|EzMg
zr%^?9@u`xz(RVtEc)}M2?++dFoW*jS^^xe(ifMJ<cRCKcPoPU*-0ljhitDxTo;Yxs
zkcMf?*GVm-e6O>Jkb8<zZ+a8n{+bt`G`25GIiw!?EXMFiUq}`@S8)I{+g2d14fmnH
z&9*jMp<OO1tEj?EU)L9KKF#kpuB{v@y)H}^+KT+7(50b#p89HiMP-gI9by`h9ser4
zQpf2f>xBM2CD(={KFx#gPHYPOh3y?aX_xUZOFw>7bGz|5aW*=+WL=@cg<?Xq_VKH=
z8g_lfA|4S4hkN5&jOK1VuflHwu8?ywxi-nl*zXUE9f1m&3P~M2UI70lnJc<_o)y#i
z>PgIJ|5WY530uplkV`F?D(klbS=I5gPS_Qx6pi^e`-ZK~Nr=?9l|3|+cw+ThzJBa`
zl!dt3ALYAIv6uKN+YjZ+Oaj3X`QC=@QmxH66U0Hfa*<M6jGM5p<R5j<q5ATO)h+Ao
z4QscnmUF+uSNHGr`TI-SF?sTj&a>=0n=iw&<7fVFUts*KAl&rKfMddqFYUfMq~yG>
zvYFi-FUe1|OrOS-UNJr)B5_kCI#?yV)F`{Rb-gl7^Tl)kL7i+KX#&b8-=ALjQ+sts
z`UBAI+-Jv>Ysn3d)0&3)()ya2dMQq+nkzjQ>+=PDSIY72{couU$>WOa^23@#qi*Y?
zckg=8`x1ey_1b=YpYI;@LC6j_Jh&(AkA!Bmmp5q&#qTHO3)}HTE>aZ<zTCUPHp{z;
z6COF-2ynx4+IQZ?c3x~gPkg*<Qp-W6N#1dn_r&!t<SWfKD*Dg(TRVSZU$sl5$8U|*
z#~&CzIV901baGoF#PmE-vWFjSkZu%wkia);GA&f@%hb%v2uD*d13kb$z*lndzgrob
z+s$%keV`^%Gfv5mESxI+9V)N|7NYtNQ`4v@=ln6%ikw;dD{p~bpjhZANi=uYmmNs^
z6AOR`B*H9-YL3m8M+=Rt-8*dj#XN1S6-q+(hi`fg(EEJ29p0jfe0Y^qTEaaY%z&ke
zMAOwO>yI;!Kc@PJH4o+)eX%ah&sZOuTQ*yfu<s<fMhHl#l3WRTO~=GFeU3*e=Elyg
zxp+UkSKh_cxR>gLRB~Ulo_m|&*mR|FTxEu{_rm1e&&hk{!X5^uZ!fx-gdWzF>yHhB
zwMTu4)Jhdzh&e0f=`rsuTTJTd*jT=Gv!vwd@jlTZxUTR<lZ^TEV!(oN?b0_(hAq{Y
z=w^F%SIW?TUC}OiZzf;<ICq!VKcQVFtxgp_l27gSO2yBdxyjsUoqBY+>e}+BMHTBm
z_h!`{McsAKShxINVi8)un@gvjUl^DVpS?C^o6JQS&(v05dVq^PVP8L+IB2z6wT(CI
zNe|mm{FMA%@~yzbnvRpD`ziOWzhx*tKjTSGt;n|sc%o&t@y@Ie;qRs^pweVrin^(2
zFR?f7<<}Dm2dLt;B$r4TqzhXy#Ku3hVp}RLx-i>e<7@vWBKM>^`<RMOmENxv@s5X_
z149|LjiCdXsj%cZwAbm+3Vxfh(y@l6(H;u*uPmQ*;alyE(=S2>Lcn)I&rFM-J{Zi6
z7INwS@9CAi-rE)mufJ-SAF(N&|FduSG-Z#4Vy@Nho5>HeU86$#wA)3mb}s47#Lqh&
zfLJPoFXUb6+^mbBwQIJD&2w@CM~+p!c9A=F=1NZYZQfdKc;|42^U<q2TNW!xmyH)9
zb~|^OJgnU;J!&_Uk+$60xc9c*QNg3@1#49!8TIDjvwq>Yt^P{mCAl>DYiozYx7QE9
z$*xYwF5jow{IEvy`NQgR(V;G{u!|0P*$&OpDN??mrt(Y1`3uNfr>7pgrXHF@fxdz-
zRV$iTIJ*Xwf=}2Re+lJQvoqIot3Dv!P!CKAhzoe_%sRalI@;_xA$ty2c2iqGS77}e
z?Xn5BqT#}dML8*7U>cokSjKn+i!Cx!O;$rXj&!}rh%xyHIh|*aPU38L6p`-Mp5k+h
zS4EQl92}ubM;DST+-y4^Ke}PT@YC3%^G(0*w?SQHgx6lRg$td>yD@{7-z5!c(H^$y
z5E~V%UJXm51<M3|-#g6(R$nq7uKqsjk$^0Hx>>NZ`-DSiX1Nk6<pn$FfXffbR{I;s
zCAj`A8<peS>?aFJ>y>h8_Jv!E@79%O^4!wOLr3mqoU&8=u!FPM9VS^P+iQ3N**Kn7
zA|I=@^VD)6TPjE<Tz;+ObM0o)&-tnC%@wb6@~668UxokP!aAk~hMi|Eo_{gUu2EI}
zHbaS-IpA{Ah9M|%qR+5w;nZ;jZ<Mjv_-V{XcC_7@ZL<C2$3r4k$Tt|TRW&;m&wJL8
zudGv;w@+VZjD3n+QT!Pq{4~bP`-*zs{-y)$ysD0Kgo|-K`DtUTOsxt_Aao!DKWJRr
z_esH|#$YI4+Fy9VIaKA>C^O(#BH0;3yUgs#2OX}3Krcs$|I#{&zhYxhcVOyPV-3=K
zmj*H-ot&3^GvUh0IaY_c<)d9SM#oc>RCv#;lx~s39#YbqpIa60`FzC3tRk@4^3)JB
zZy|ISxf%9Fne%NKR8LPC+HYK!Z$$WcTIhoL*1Ilm`bYL-CLgXtGUFV~5Rlw!9t6d;
zejM0;pmj@CRiim6FCpLVoc#BlG0zBaq$;}4_}0Kd$nj!k?}M)Ojgyxjl<moPdKhSz
zzwm8e($0ax`1v)Y>F<AO29^V(LGzt=YfB4O++XPYu;>3cGzY)vxe;P7cJPCZVQLak
zxA&xiT*t?T^AVa~u0SfM51{o&7LTSLiq!aezHP;s<IDXnckB!6^zko=xADK?QQ2YC
z3;*nTd#-w-OJ8YMxa|iP_r<*rD~c^TFppV}?{U;S^@}r>Vy@nSbxxeapN>oh0*QL-
z#x=W72)drMWVmmrTo<|2aC=8YJ!t=dF9$|)Z+yA%eEc=__r00yJEmU0-;Na=I-8)A
zq=<eV^LXIlp@&OMxAYBM^oQhuPl@G6eJm4B51CcGuKy3w*2$91SBLgWxz%sd>iQ~q
z$uEEIbgJ{x3RY%!|JYcWAF=yg_^!8P!6nfV|5C_<3iT~|u}^A@9fb=sbBijw8JP7s
z@WbG!>h02<;t+-2{xr&s&G_N0ws1{{%f)HJeP6G@Y&~YXQl_KN)V1X1Y+vh>EyyfC
zcnD=IqkMnSsX^-Ex6gZiKZtj|#5~7R`U}@Z7}BKR3ohB~%I#%;j67vORbY}~V5zMM
zawLCW)6$;_f7z>$i>&EzQD;yxw*1e&m^)6Uf(0ipQj1r=9$#!JDoZL!c)Kois#NvD
zwnPH&o)XEwUdTFUyAN9_k?y*rV*NU?eC$$7?|SY0H`FVw)}T{E4-}IWJ9$rzMU1$2
zqSmD8gmUqe?6~oe0QYVG$z6#d{LMt{zmZMRIv0mZpA3tl!=E;mTnc?YW%xy=3r|xj
zd>11egTH%d+MY$!<R1(YDv#-0h!*l`5o7&llD2>EZ@!Da>f6O#h`!TfxnK)X9T)#A
zyk@RGk_W!j42U+UQ<ZAj)i|jr;~aga8j)50cKA&Y-4^07%6p@e{iDF_wa_~Y9S6~&
z-7D}QI`+i1K?|;91iewAC)rc7UX0ZrYj+LXbO;&XFXv1MG;y#@%Pdbhz>&Dfk~&g-
z@H+TT`o}|d4Z?q9%=ycO+W)|vU9K9aX;YAJuX5yGWqthk)f~}&xeATvb^|>c&Di)`
zGdcJ#TDR6*Mm{RNiCIuTW%v9^+q@D<ViqP<W?dAUIKG({Z_scGKilwPp>FHUw<+zF
z2Y($t<aj-ciT@Z|l*&Ws2p%`6)oB-tct!Gc`>j)YY_zid=Z4?w!=H4o?fOqzFWH!+
z20|`{3mQIC--gF_YO~%~?WZUV|H&WQLoK-a@3yze^Cp2Z*f+jQ+pFm-dhR#PUf*K~
z`Gs8zIlV8$ZGS?>SAEh_3wiryeM5lTHGPzj!!Dxj(ADv)>$g5H3vEWCN@MJ>1?O2h
z5ba-i-~68xuH3Y42<P6~xNN^mL+OnD^759a{an;5R{MjjPHm^s6Ms~2s=}p->szKC
z_zy`q%Z^V6myU(G)a>>Ws(QFup!0CFFDT=U!$`<|pYX(YpLAW$NH*6rADr2~H2-pC
zekWt>*z%-5AuU!0E=G6l3h+0sMVFkKGRZa$KGiPMBsw98&%8{m<4XPf`hn`N@#xRN
zLyx6?zM1MQu1HuqdCosVUJLUqW<sLgM!Y-YX9~VoyM4Rrd1M|V@MxcCMY**>3ASD)
z?c0uw%ZsIOv54>;`)++NpIPbVg9)MYBV%b4w>O*SUP7zZOwttiQqEbYN@TN(nQuY#
z*f2KRo#{cf#$5YiUx%0wG|Fy>dMo#>+V>DaI^}Jx?~{)U76Io>Xo=n_g-*Fe9mmf-
z7|MIlyF<`KKaW3u>s!)`7`N>c#3HAg!v(R9+tq9F?|Nq|3*=qyo0#-&tn`M~tK2@*
zwE4c^eR$Ez@DU@DNAw`^`-O1X{ZwtT1a&U*G$VlimKss9X=*4j`Sp@4O0@|K+3wfF
zxAZ{fs3CEGrghibUlL;e!R%$viDvcRqS{i+u21~SP`<{gs8b7iTl*n?W-KH8Kh3wH
z$W44o%(iN5B|X4dX$Rm$`Uy|Xei5zz6vTeH$hS-&y5<#k9Bu1i)~rVSxi6iKuU9wu
z!T)+`_Gi|QJ5y)xh4MdP=i4?`q~6Q;mzAfUYc4AeF)Zu5$qu1vQ!hu#z)(x}Ey4_q
z6Hj8OEfMrk=b!F0Meqo!ziTW-UA)F3_6!dNmi~S~>)Tk?XH18qjM1gf`ZLzymI@!s
z)eb;)^6I@Gt~EGaedTO>mXdI)w7|HoBzTGGlPEWtbor_!?$KD|5#3`JCs0}?dv@=Q
zST$TLy@GUqe6}!DjPLG$-x=qIT>GIr`?7g^>|XG_-Saj7W$(9N@fPKZ_PdxJ=5CHv
zvyaE}1SW}cjt?t|XGF2qwm!aZscHw1@+Ta}<rqdp+e?nR-!>Zp{7q|i6+=JNThDe~
zqr5BM{eI&4ndo2<NiDL$LVV}|{!ml)YfY{Edftk@KC1536U#h6c>IXdn~|=DUeVkr
z&kB!f8+D{#HT<#ZD~5Cm!e3)l@MUHp^@e`yY-jNcg#X0tu+MAwQ}6cVo6wcd=-keI
zQjYbpl~&bDI6)k8soAre*Y`HN;&DB!+omqg;^m5zMWN1cX#KE#J<qVt>%=DKeB^n^
z^ScS2K0U1$>J}v{1(lNT(|!>THY0N_h_F&Wu`p_HR(_63QM9Oo%`*I!y6=B=J23W@
z{EsWflKvo5(fc1YU(xOn*Ftc<DxMwJ`Y@P%t~}IDBhS<O*jLnLuO9u#IL?)<JZ~9m
z7TG8G(oD6(AhjXH9%GOZ|FgiqbXuF86wjm;Ff>Aci!%-bFqLySk!A(kt$$ESKo4_N
zcrOAkA{Ns~0RTXNUk`)>o|r4y0M9Q2*CtDtT1^}vEcpl|$%OVMY)xvZ7$T2p|C<O|
z$;k916J%+8o0|qdk7qk^nA6mC7lCOlW}d|8UEbqI+QHMvlfUnO)Hm|Oe3^?7N7b1S
z1)5BJ+Ep9B9{9k6@8;;j3VVrPOPqwRNKPoIz+Mz~Y3T;Mr4G1rnMS&se1?^dOqM_<
zR@89j+SjwZl2W!eFS=q54EkgR=)?2}*u;4T0i=#%@2@_%aM<qJ>kZ*Kl<^aA)EoAL
z2Kw$~`v9raQ{yBx*xsjj<1d`gs$kxHvLw#+-%m+&%#=wX3VwfuGN;nr3@K@bOl+{v
zf~JLZR!fxsKGZR;<fR@b1&$Y$DxYe=L2uV6-vMMmW|Url_nIzH1My!EV!35e?`d9z
z=>&Rjsq5<%NSe`BkXi4SjHSSu7%~pg#yhGEa^v-YbfcK~Z?rFT^=h5Meto5N4DOr(
zWVwe_8}zk<<drm+eRa3WxU8WuKa;?Vh_d7O*wg8~NU%aPZh_A=as%lG*1TRqe?K4w
zpYao{LOhS;gIuX4_JTUo{MXvMK0+q11UkkcE443=-(&2~ldK9{ju6!S&Gzo)#1bI*
z!O4V9IM~U51>Dl$`qSAlB9V5ixna1-@*>ABs-^a`WL7NorFum%&DTN*R$!x9!X_K&
zR)=PGzA+%nOu^3!(%?#Djxps6Tx`O_e44#8j6`tF8qJ6|C?~an@MVS94K%m0VRwB(
zr%59gGq#dANb=rBVq&!0PVWZWi_G20JlL`7JtdC?iNB(U1obbCHKJDNv;^n@c#9VF
zeDNs|z4q7uU<MPeBQ#+q-ge&%I6sJ#CR&v|@E9+76Av_)>WULD>w71H!-Ko<e|^w3
zOK=TUjVv75pK<`)+*;DrNb!pcfj%}z0_tNzH{duut6)MJJtN>J?PCb}{%RP`{O{~E
zk%}mI{=}h$hyygP%k%i~@{a$eGH!>K)n5cH5wRS_HWtOQTHH05>GV*U-jD8tf$BZl
zN|}q+mxk@6VY`G*@=34gqmg@v@i}GWlrRcYcp;N=K7Y$x>iC2xd{I{S(JJJ`6cI5A
zzU`%o*^AoI8hi=o1}M(66g8yiTOIBj>J^?|OQvdy50G*WCt7K&Vpo$<?N07HrAYcK
zvV=TD;ObxwNsBLE2)>RLeItAS#y&>qh(--k?JzF#!@dDO<dF^sOnI(IQzXkiL{5ze
z9ueGwcrI|3Set^B3>pj0M*HX@mTm*a%*y8)e=lKjE*S`l_CG?;)S6+vQ*UGr6MmoO
zZuRYc$6?Y!d>OqW=I_}~<6Bd=3YSX4toN>t)smjh;eY`at>y!)aEYqDN?6GECrtM0
zOU_~?AAr=_$@N{r(ZL$c?0+j7Cs3_u{(El@o%j^mI`i`YkNFG2G3jPU{EX0_9{fO`
zEY$;UpV!z2LeGx_7O1KMXp8Xq`>5{xrlUfz$5**Tb#UJd-|c883kU3#Qoad1`v5Or
z6rgQ|swl_hJs`+g&49@-l}ofzvdjpPH;D-|tR|dVh$jP(j0?`{{B^O!tbOc^?AVO7
zQn=T#A_!)KytwN1V#yj)1fljvQtD1qL)<x2FR=pqRA=jz0uG&vK>qu(>!ELeCm~9{
zIXX(<wm0WJ?R6tiSIL(EP4yWDTcFw$uzv08HVVeo>uF`XY{H+ef~MDYr(1h!)JP&`
zq@r3r9c!$YpzX}>>yYvE-aVmU2RS^?V0s{*RX#*y@ltxJOi#nmt*COVTtkBEZonOS
z&8})$mwb)>R*c-#PHi*4$!3a(ew9^<i6m#wi5z5G%RC8hs&0yiO5U=$0sU5)UG2@n
zFM46Y9vKpcJ%}Y65I%_t_v=(iK$Yr9pVV;8DyaZGd@A!A>d6Z{dRvoP3yIZWED<Qb
zIqe+EnQ?*9KT}QHw^7=TBGo8ZH-YPU3w;7(Kt+He;-Ks?aNjHXz@Z(eB(KYhe48E)
zLa?S_xr_tB2>q}Dg;4wXJ)CCP4&}g1l$i#%HGcXDFW#ry{6^cl6Dbts4XSV>XZoFX
z)gd;~bcA}=#d}<f6-1Znh$*2_G6f@#_ZX#!^#X6htmL9pE>63uocrN~f<;0SO)@QM
zXMB)SU!-k9x}oponqr&fBTXfK|Crx>=D0I4&`~Vr>}9L2uk|+V`w9zbhn1+&#tL22
zs(0pS%<_B^ln&L3xjTl-dOYcsDQMXLq7SYXJ+i?sXFq>5ow@dlfQtOWU+dIS!LGaP
zd*OBkGlsm5fk*fD%9kO5d49U+qBCxlFeJNfEp1rX#gDy|brbq8&YTkt`pCPd*e%^V
zqouN_>~sZ(D5L3K7lW;cm`*VZ+0Wex3%E$TR|}EM$WLPoyMTRYwP6aw8EQ_UlqSb@
z<1ih@k{{R@qwUO_De`-$28h!c&f3KBHzPRIktfSSJ}EtVvAipX|MC3sIrG3V96+#g
zzCa;fAnGo%yr{7oY;Qlzb+qXi?RnycGN6vfr0oUGCjl-l&CGNoKZ8EDSM+T3X%w#-
zb9VZQK7lFg2K|kgp(tjA0dJr;4c4uKQ0t+Lr4*7UxgMfJWs6zL$Ocl)<Dri2G<z*d
z9rAiw*D<XX9Y87+>aih24ESbU0x4S*I&${qnzSz}VQ)_gJ8E5&QcRM~dKTPzGRu#F
z?WJx(O&xde<*SH5ETT6GGYML;cBicqWW+5fsF2$aGfQaBKh?u~i3k&F7(sVqsF-x<
zG~sYS^x@Bt!*V}jxl#mYEGz{0uQusLCXWAfg5AiB3U-)^h((Gv1yex$=@>vE4v|FN
zY!Egq+<l!je;7OpI<hqX0MT0q5vXMoJPGFVYUj~WJthcgPb$td8od*tvd6sG(Ul-_
zY6FRIqXN9xe|t0qk~suL5y{(xU2N-npT{8y$)V0z3jb2%@fcA<u{#fhavIFmOlOgb
zd*wP3zro`w3N(_L>gjpEB=Aa6CuyoE@tZX1tswWSQfSfFOZ+Q`n`i+(+@*u}+eqtR
zSv~s)1B6A;f1gizO$#MF(F58|S3r&P(1z2JV3Wh3ZC8n4re@!2?|z(zd^+-oh7}$d
zjez=V-Yx$xM7IK&JW}=Xz0=MV<q<|7Xx5N0seE_>>wn7O35vS_Z0UnSdcjd84u}fK
ziYZhU;Y?S12X9u%6(Kw0MBgJ3)RVpNm==Ug;n`k!tBHM4C^$1`rihd&wT|s&6}Zzd
zeJny`3%Oj|s!SLO(<x;Gi#4+1n8YThKzaCkcOq;G(<-JS`IG1+LfTJoT`n=sXpw@<
z9-~hP>Z&u8C+KHSK-qQ3TQl<aOsR_8<1#yrgp^(q(XPJ8ldE2AkHzT<*uZ}?i2O5m
z<i`VGUYK*jusD4Tw3)=>^7INv3}on9?cJe-A$yE)2YjHwD-?%m)Fmq3l1H8NN~sAG
zXxr01Oyz!3jAsi#RZ!_U`w?}<M+QiKmq(FtBc{G`AgTvYyu7Zk^VnWk;45_kZq&;<
zaSkJ;N8}i~iY>Q8+L@&BcR$)slxno<sw^TKmSRicf+>*>&?}x4-QkO59FY&b<9`iE
z5HULg+Fhoo1cxz70ji;u2Uv>EI0c%dvun?{Bme3U;WgoSuxZU`wWa#;tCy$IE4t5_
zNNgW*u9Pf&|2@CVB`tk71l9VWwfXF<*TpJm<`AIjA^?@RYjE<iKB7!kvl%C<ukT+M
zPnS#dC9||Op0qb;eQb9vXNzCOziPfpk2F`)uq$FewZ|leE7=J?@jfcB+Y}PXCJ`oO
zHT%fqtXcWj*1^z;P7|kg%i@Zo#UwEonlsbH+nsE9%g5?8QRe(+0J4VQ#kcywaM|&5
zyJ~q0i$i^?Py7p-UD4^2Xr9;&O!v?>zNk_TVD2n67ie?aDqYTdu}-d#Oco<Nxk_kY
zcE0np(3(AFRXbRiNpSVT;Yze!aVHVsv|>-ju&w5+ItdmQHWx%`KoSY>*$n+S1T;<@
z6dtBNNTE&rhrx7&VcY#fv($FY!!Ypr3|#2n#ZbS5aXEM$M8SkBqKFY1u7JOgRSM4_
z`f0EpAcg;Oyihf_xxwv`D-cS`jpz?<v=ylHeW2j&-CgG`oLD5ZJIiX(>?oZhtMb7B
zA(FoU&xogF{0(NgP#U#%Ed7P0fw$4su!oRjC_HR3`Ebing^85~RY_oQ{#U&14Kc?u
zWXMJ5H~iNlMv3`n6eel&YzQ@5p#D9{Sp1WpHzN|u6!nYs7%|`~{bKjl!yg$e7jG46
zvkFFp7$rFG=>tS?vsK5{GFJYlE>Nx|<AD}9;7-{7U7F(Sdc+Yr`SA1D7?fb}mCf?g
z6fcGfBtA|hogLP)+FPeGJtxiKlRCuSbVEzM#V+;529!;AK@M+Njuo;A(vjyq{|Q>&
z6W+^QmK8NkYuG;o|Kd%kS_~Y7H*+{12PH;zRqVkg3#j}g0T{7VQk>p}D|@>0F)&Fm
zj!?y~hM#_kXevoAha`VSHHmo=a&{UMsj+mnz`V3m?Tj|!7N-H&%Ua%Vg4m{$NEK|x
z793iot?^4yM%FGi%>cX$BcS-IKPiz1L-bWTaVl{Yh!fivY1nd8=52BZyh$+-Q;o!g
zlUkmD3O`vL8<{yFko+>zVh))~jY6Dj>n9Rq74NKv!{K(^Di6jvUDsEt9KfOg%gl|Y
z#E*5K-HU930+*2oGSFWb60f?9tSVXEkM$t_vGnCFi)M(E1Nx4Xe#^9=_*x&cH(zq`
zhei3GP`gBAr!Rn!)g(v;Izj1=8#1nWK)=ZG?$VWx7f}1P8S~S0XCHj<f&tY9k8yI=
zDnLdNq}pRct6mYY6bIt8n>;#kR0l9c!k!~Bv4ou*r+C`gK~~`=z`kyNNJ6w{O+w*;
zKh)7owxfo~ae$h6%ZASIS57>xgXa$J%%c@%_)jEZZ?^<8w5nQ#n~xI@yP~c3A413@
z1qKKedgSs#^Id_csLzKOj*4E~J2p4*RQ|6JI_ZtBxoY18z!hfvYlMiGoKivrG=E@2
zE`;D8qG6zgBMvbDx2P0^c|J6PLI&XRlj~>&6^(->q)}nWDi#C3L-&LwnR#(8@|&mX
zIofvo=v9*!;dDmv4@fbDwbC>QOm9~$=(y1%X=r$jquqNF=~RU^OIr{=XVN`LB;kb*
z!2^*#x{?EV;b-Yi>q?tC>mw+47At`9pj|jwHmn*B+pr=<Yj3c!-zX_o3BHbGL4%Do
zz6#fX6|)t_<Px)ad`q<$;Bm1OA|s1fJhV7?v^@#7=f}tSWGIDj2p0ZA8HoE$#5we>
z>7<l<Er&w)TS2DX=;N4_%i@0oS+}8?tDlG9ur_!?lV5wb4)M)A4zUkw{xh|uZSC#=
z;pL@s=RGMmc3EYVwG(D);HrE%!;kPBBkcOnvtBxN(}L`!<HIN-K_m#b_NCm%B4TRb
z*SSj;2B}#k?6fO<!2)5E7M2NOj7apPzJEr;BGLpB@G0H9B~*03b=lm&ibg~GbTAtH
zwOMjU>!V=Gd~Jo6N*a;)a-GC|pZsDX^eWwpli8Pt4(|R<p%mKuClw|Jq7|E|-6o&m
zIeePm@WBLKjs3AG*Je9C<|opbk1k`nZz>8PVye6pCUQS5eR^TrWkA->h#D0x3#q!z
zTHxgf`41DmHFoY*|9wdnkpZcK8+{g&QzKN;%DSL!ofiXr7|O88#thLiZH=0h=_{rk
zS_Q;|JaQx&&Z>eJ;;FBAqju1sL^(X*sf+0KBxoK?YRPpLdz1Omj9MO=dW%A^eLycN
zD7HA>x=A$t9vl}_)E2k`vQiD-$AW)%aO1l`hT)pQf-X=fQ18V#LQ0uskty)rqv^&+
zQNnfgwj*qmJN<eG2Eg3*R-!CynM;CbPcr31*ONZgTH1xtt4mih_xhzo6hUcwCW*jL
zii8<)@4yJ<P$fxx4_nX&*>Fk-W`byNfHqDG(*2R}6;M&D?F`6smN>K%nrr3o#%Yky
zCv34U64{0o9ba_>#t5Ip1SN0gshcF4y7OXnybq!ytF|0XUmOy46jm~6ctD(t9B`#q
z2p*Hg6(dFMb79@TWX8!dKl=He&}Ij=_av2Q<`nm_22zK--vyYi%C$$54YsjqJCnT>
zuv?*Jm|%Nn!4^BsmeYNQiLRmP5;hOtr3>587z2zD6$NkJ$zb|7tN2_=sO7XM_^%$?
z%W{A}L2t$p9)xw%UC2Qx$is>PX-e?@!RycV2f~|%_w>p#1d-uN-sLpzu;M<M)Ss09
z%>A6Y=pV)J&_GxMSR70u{Ae&T<tpWi1Gg9_#A<drXn_RV-FBjO3iJEw|7-|Nk(j+~
z;JP0*C&nV%k7zET<`P6E<CmS+ZE)Umix=zI?Z)k0{NE!d1+Qp;QMPGT=VaWGz<&k>
zPbZTSPUXVwL0S>ACJ?}&mvc~ZDdU5YW11*JP3WN$iJq9tx+blu+K6$*Dltl+h^du3
z*X_%QrNWLD$8D5+`H$2Ij5Aj98BaOm&YfVWt)AVnhz@weXZGvreb@1Yr?w~qjP`ND
z9m_(jXsWOYP4YWDCLVfCrZ&_Inkhr^Bf4(oTVYc%#7V#6dUnm01RS2H%@h!HBhYx#
zb?zx)qiG{(MKFrqf<AmGnob;)A29I3iXvk@=P)%TkmT)>{!q&uS?*PeOjybbEhg#x
znH(Kz>|e^DyN2N=q8d)c0k`{U>S{_XPsSlN(Z}_nl1=^bazM7;(U0($K4rutAm*+i
zGnn~YtFOe8+#tPPR){<n-phDT74t!I7B}g3d4ER>8nmJ#CGQ8Nu*+MGGR#*Yvp9st
z6mp&s+)5IbbtP%HJIHO_Kpr6k0adFU6FHfBSE&jX&cknx6%GYR{EL6!7EF`4ZMk0+
zxf;tOKkZ}IwC!T3ty<gw1JO!I>bL-9*pC^cJ$<#^OgS4ViOG#W9^$Ft4TJalz121U
zj)i)Q^LsfjYGu5U0?I-#_)ls{DXVd{=}0;M?iA7WW9Y0@p48YM`BQDA!vRDMeWte`
zp=yrr0adhRi*28Bg~D1?#eC=c;TD@3*A-H1mODYv%?2YQx(|Kb9TN`ZO0VbdpQCSe
z+sgF<t>-!R^hd&`yN+PuWcy?_`v2oq?5z13p=9tDvnx8VFuo+$=;rR6>#$a^6nZ}u
z7|oiAnU+K_*iI#dq<(7zUi>4PbpO>z{~rA|>Fe&4)!BwYck=WhXR}EyZ@%6FE3R5$
zST6EP))yg*SVy<Jv{vHQAe2>itJ9_u@SZ2S*3ye%IQ5(+>5~s9swqv7Z_ubcvzrD5
zWwd4*OJ3j)6&?&4tv1h6h3?vi`D8L&+H{$-{P|^Bm}X1gUv^h4?c`o2>P8flItsEn
z|8zQ?7-UtL#mak-O}#W;KJc~XYPGA?HP!A}f|FWD=$eWNd}(~#2>N9YVM17-8onvg
z@LyMt5XeU75@3<b@X<|$CcgJ9-xo<_HX#k{ZYX-+hmP)ph|a<buMkfD0Xx|wsw8|9
z9P)uGnxH92f|qx$I$_&Z5-T%7Bufi_)>b*WLm{Vlk-gv{cNXx7%^VWx232Fktq4+V
z#%|DQrvOe)%G3xNh);EIPdT)mC9E$IwF6n@MSA{Az9RPI590%FVVh83^kJ6?X_#JY
zeO(ubuxjE9It#e{l*Js}Roy}QdoStImeOShsILBuK?3$n*YG|&cITz7^v<$#2akFa
zCC6B`@UJx_#t<!a-ERa34MG7`D5p%6+$Cu1$%O(jH<LvAnzW(8&}^fY%sF1{e4JO9
znS1-02KqddF~&J7rQfX{?#bD6X$IA-&7BXMpwW#g(f%zo$QQ5^{&F?zfd{=o=N`OS
zhuZm7RwY$zI<D7sS*2OA{Z5^l-icGh!|s4G+V(&6^!Jw@UPQQx6Q*vvY{&vy>6?RI
zoI91w%Vh%9Bn|#-+|#!GZ0>lNR`A2Gw1rp0aI&R&m^Nxs@HVH6g-bh&mD#lTSIra1
z#$4y|5Bym*&A5pCi)?L#Ns2oK;K3&m{St>EcvO4FGZt|xbaU}#+$WeUZ=v$)4@=}p
zzK<=zBOIOOE65J1^R!U~(Z?o^4OnLFsXW%6on%qHr$R!|wenB_vra{DB?p)xQV@qI
zulM7-TV7we4~R^amVTQOv(XTUvpAX<Z=q3B+Jy9AtEg*e3LdcUs`z@WLNo`61Fixu
zx70lI`dg<o%MN~d`1{4UU^78fMuzM}J$6G}8hn&s4LfcYj{uV6;b_!eHF4><WI@qK
zu_Cchq;$-qfWm8gL~_m@O8u5<*h2m^<DPda#FO`PP)~AYXnc>9kl@Mv0!q8kXhc%%
zy?{847bm|Q6O0ECijvP=F{Cnq7?_wWMjnllJ)v#-+Nx=kC2*_<GvloGuhpY>aO;9?
zZSAw!;fFTx8x~Jq;5O`!Vtqa}{O}6J>O9y}=`&lW?cN+{<jcEoa8Kf~HtojRc-x`h
z@09lKGnUpf{zBTnblCnghHPr?q@s{2qPk7EhW)NNIM8cSIPj<Uf#k*J-%&?M*<<2V
z5&XL|y9Gh>Xd#^BqblM#Zw)uV$ttA-D0?6%`ZW@9t@N;zxES<s6)Yz_&-3QTIeRs)
z0}o&B$&a>q@FL{)^RBJpg)(J5>E?*68-7n7Sv>idKN_-ByWUlP``P2@tj+4nit;)O
zTFp8my`SD{^;GQYIsc<)ZK7t}RrY*tjQh>({+7y9{66@LF{w9cvlVhbD{qD7uhd+5
zG%^@EHSo$a<o1l}g}*lE-%X6Qz5bx<srh{J={4(HZ<PCe7xikd4rbV6brNR3_|EWd
zSSQ$qjnAJ7{r6M#+d+%>juo}aUoxEIoC}tFyoOW(25?Q1a2R3UVs}VVrSPn*Bp?Zw
z2Ni^s#qi=7QDG1YrSTovJcv7$8X37<K%60{RnX}El<KwD!K|0Ki)anZ^YL-v*H0^;
z_dj=;-jNFBWTQXf{TViN=<fH>Ac{|Wo7}C|&r)onybp2u6u|;#x1>If6sEDmK9g<)
zCBs53-atF`b*~i&7wK{<<beHmQK#l;dG!zjVM?%L!ZC$H@YpPvmM#c(k^G=LI=cVn
zsKO%(u_Y-iO7P<ZkRuhEat&>z71|PMFhLBfrZ<XATpm%v$hApjwJcX6ev?l6lAk~y
z%B2T}id+&<yY8%1>H*SLz}{^~g-g^dit1GjuK*192)LG3qmErO6~2ax)6<XwTU_ys
zK6*tFP1ndy2^)$b;>ZdGD2=y2*s_!7h!w!+dNjJg%|BQg^!T76C&(zL^V<PK)WGI&
zJXB_Tt_G4u%pYMSby3%`m)H1D^TwgIw+{MOp<Mq~2C`o20=<G>>f_YUGxdRg2qK$<
z64wNUjn@yR<C;Vyr>MH`?xK2~z<`5}5)yt~vtg5Gg6F5BafQM+x_0NB0BmIH7#_y!
z@@T|$a3CN>L*CHrk)F&ylQwqNe0ydS+n)yMjx%B|fs0qfrtm5m!oeJ|Bzk}wQ5hxN
zAhxDh37X@&{lQ~KETtll?=SEUx_^~*>PMYTyZOQK3y3f}S<dPfPPgwfPQ++^VcE0i
zIk;{r)Twho#;g5NT}4K*ZByMdF3Sw{<aND33^*Lru9JmI|0aKW%=C2<^ymT3hL?s0
zeEl0z_Iwa=XDb&69*wy}O)$T<C)?=)>OMpLHz%!AzQBw7<k;v|K>OQlsGTBnZRx(W
zknEXt#{?G|6IFGVli=&U(;G~;HMy6)d1-_-6w6+$j_ajSUR6roQfzOQFu*1!zElSe
zc0?Rcm?X5(N=nayTbVpTiHnzXbv_OgU#N8_Dl7q9czgl(SvPbz2;l7Zo_xPX+NCX9
zZ(!4KuuhjkH2`yCOQleh5Qf}lMhfb75aAKp1D7+(57USrw~&0}1CTiwsGi1K&G<Qm
zAe3g1f}Oysz)jT9fXwB>@7msVk+aTVR5l&9X1Y1T$*d+CA!eO@2rKXy16C0<dPIP7
zA9`f%d==gEAMkV4vUArN-IF>Z9pqNFMaT8=tWZ=1Dju4LC4PoHc#2|@*Xvn=+CG$f
zCm^km<aq)EIXuNW=+1ba3%&9aLWPTJ-=>-r>{8Qbav^dz1y9$qjh=uPEOtOfMW=9O
zdkhyivvVIRz3+sSo6+j4bZ|G=Dy(w)mMZEH>RI*b(-F;IB+bjwRd`GY_!JDpKhwpd
zJEwr&LrrWN0Z#csVshCiP4Woo`c?y;`UHxuBZ?2hr2V~1-=H_kdjwx=rxa*R4|>5k
z?W7(E_Znn5(-IOka+luwgW!-Z13LL6uS}_@w`A=)_m{X0MtvqdGnG&L6;=HeLfL;o
zKe%W!s3<3@Td&>v0;u`zh`3Cjz%h$A^oTI>7{yK^5I@A+&-rteQ-Ikd#CV(pv4KX6
z<72=Jqjb%rsCRP9jE|R4TsyRW`8-fjSNS3VEq@(^>1yDI6f<oW@uGzR6c70eS5T5q
z(KF$!0?^1BtQy%Tjvn8j?)@jN=*7fK1>PFIjZ%4U-jD71&gNyw<Nw}<Tm)+@X#^Za
zI$f7&CYtmK<wtg_Oi@#!fYJ7hJbl({zN)US<g)(ytPHUCY4en^N)SeJ3HS`TvygFY
zm1h$!r1_VzhdD^mUGHF#T2|S4e@)l$2uErI4p=3P0D2I{2<7!74UGV%CNEJb*k?4?
zNx!`q<;*|24v_?pz5?tHLipCDhJB`dW1k|y-%f#yN2odh#W{k_C?Q0nku6Uq`lTd~
z>sKiQplo9^j$;q9S_Pl!R^9oxR-pzmkNPkIj40{!whiLpK*k9|-?>!_6L>&t;(hVy
z@1(oZ!d5N!hATCO3EV({vZw4LAWCV-%tU{E92xx@hw%p2g<Gb8hVy7=`Ri)*_e49E
zqF#Yc5;UpI&xet5I?4&9&ue=`zuidn07-W>`p?+0>3Sfw4}SVTVFvf?55TMG>$!UQ
z$2~qn)CEspq^g2)1}RCXs3yng5f0@BO-JJ@Xca$4e2aP(z|sQ+pD;&4{=jOC460Q0
z7=zng=?dQ+L@ovszfeQ{nMqJ_lGGf;F8L5<oUuysM1}mE&$Z>u5)4NjI%x|@sJI|v
z8g9oYvLDrmJt^QR1`2e8<t0?TV8VpDB;3@8<+Jm_U)1$0BtY5&K%Kx#&WdCe(uod0
z_<@t1+QA*D$cf0QM7joY`;$)JzTRm&gQ`l5?008f0nv~(U<Nr>&3+h%f6y%TSFcJu
zBkE=m6fmKS{iP09Kuy|75lh4%{PtrmgA+;b!<o-Q-~K{#Tu{b5-sP2`PY08smzp3>
zy`UKnx9*GCRvOoDQRMj?ayltfE_~dJKpm5hJ{_1c!|`g|(~Rn?<Z;F*v#-v8q<}S_
zaQgbr_xI<covZ?xFKbSh7SWY@c5_mBup1%FInt^>qg4*L3GYSR4@^atMf>}sZ}P%T
zz?ncCH<vBgb;T=-9wf_XyY4W$8+1$J+mEvE{h|Jh@M-6$Q=w%S@k3cbEYAE*<pX3z
zl>IZi98;8N>`_2&6yP-;M^!^gr>AjtFGs20iNpZ_#7(!7Sca^8wagbclg5B68k}Kh
zu&VH{SE%&(@Odo~2gN$iTBragK-j-GqYVcVpX_+FCDE_dkZvEQZ6e9)nYw=;p(^)#
zzp}W&_PK~_<y$_K`1%8KSxcm2;Bwn&u_IkM6Ri;oz3|hZ5A7JGs}c&F#3`}i<{Pd`
zWsgxYc5xGiOPbOQEKDxca3MqB{a>I(uBnZdGY_bt&O%NTH9*fS;e+1owNU5tV8sX8
zH@f2=PL)8TzN-R$eT&~p8hy#=4xx9<L|YO;!5+v<^v$)YS9F$iaPFr9VBfv9H*_p@
zimla5`))$gqeP6nqTf7g3AW`y&quI|b=R%c<-x31kG5z=M%NdSqBoFMSjo#xU7d>@
zGeKv3jtZgC_|a5qL2jZ&4z4>;*rP$Uhn_i40w(CrMiI<hdi`mdv=23Wbqk)u7w%BB
zMqgXmgmkiE-B7Eg_!oK68}K|o^q}cUfxJINbMQ~pLgc1iyQ&>UgGDg}y{U4kcfcs5
zh=hU6I*$APv7L2qu$O1=-8*_#JF#(e*mVLTAWjyy{`Ktxs7VfbBYOh)$M>YPz&0fg
zltUIAy*p@M*^V-3m=R@)$`5QmqdRn;j>~@%Z8><Hs|Q%gQQB8lr)JN9-5&oaclF{H
zXg?-ug3ufkFi)I#{;BXEJ6BJp2tRjzg7C0S{&LRe{HwYx4hg<0xhVK7@e-z(A-NPe
zGr|aUuk`hD4D+Hq6R_`+j=E%E<m5j=?dPmPu64bI{yL&DMj>aZ`%uqin(}gK0+&H#
zbz~Td`fjSti>bg+)pNB{Mt!|YtR*$^XwRS}#!;Ukj4&B-`Ewn7_WuIn2OanazZ__k
z(Ew)$b?E`m_}_a6oH`hxfyFdDOn}>g?<j-)12%aET5FXmPdT9LxDJ%XWLXXGFBKgm
z{fO?%19bL~!U5v$;+*IJlY4d?@Y4Oy0r4*|h~a>v+h?t!CLaeM-UW0#sJw&PfkF>t
z93);G#e?PdOvi!CJ=h{!^x($vK)Evx50*d<c$XvnQnKN00PM(i{cs!Hh2TIX;h%4i
zy7wbFC;;*ncJRx@2aAI@Fx7T%F#Mzqv?{a10GR9msL<wsiCqqA#XB6x_umy17)aBD
z*!tH%j@m#Av;a*U*rNmY2G}`}OyeNZ12b=64D}BBQ<ypU(x-m01P+yc2lXEZ<~*|h
zSS!sQxeg=;T{#%F47fBv<3|Vao<d<qKrWc<6Wp@IzW+UWvLbJwlfh+DGLf3!U<|b^
zNLk~=X^2;YS>x~2<9Zz!av<J9gU$g$yP#Fx*Fxm?O5p_LfvSoXiM#w4K^t8BuO&Ym
z2LwnU+tWd_{TJ37FiA9lnj4^ESqDYW1pwz81RydT2avVw1`G~3P`pv~GgSuy^Bmxx
zK&20Qbs)}uUwk~6F&v=6051-{_87SG2f)P)V4OU7Gk*t}1Oj>}584h5udpn651)gb
zJU?GKh@jxWXpVn?4_f#oI}l|80SXS3L;*t^pfG>`>5(AS0mAYegdzH%PnyCCJ{@yl
z<^WiqP>+L}!QlrxKsFu3CVJ?A1Od146h_s7Q1W2OgaZP92Sk{Fa2tdo2I#S$mIFP*
zgZLiEaX=WP;^1`?c$otPtZ~59&U0|$^jCocMzdGKRieK^uU)X7+~6TUVh0SZepcri
z)TU7TQo_O-EMsp27~ZpC14;)SK1KM10qXzW4Q59eAb<_--5{H1QL}#-2MxLVxAOaI
zaC1RPRmd!8^aav_2%>`pjpe<2gJE-^Yp@0R4X)n8c{+godEz~sV(>9{0Pmx3TMp)P
z5TG*PhdEeN1;BlSCX@ET<>IB~23PSUb5QUd2&M%A0Xlp~r1iHusJMchy#bFd0Ow%7
z5ADDL|C{O!3}mLu-*bRb{?o?(bG28YgIpX8aX=7$ueI<%(ibPezZN_QIPeYPCY(?{
zAS4?OT6GSj269(hL3TX*Za%dK9|!n#pq&F{=z!3{lDumN`8n`;(7k>TLxJ=L%#`#S
zr0&A_bs$UyY^hbfFoW8K1Cj|KZVp`W0O<DsJqJVP&(6*SOd$V>T2)bK7v8`}nz&Jc
z7q!8ITZMzC2u^(|mkl;B;r9V4mj?*o@VjY)<ypK??e_0LdPN9X79<xhTxi^<fLH^{
z;x~b0{mt~PL4%8VOQHhyHE3{kEgZTDz<B-y3>zE<9R!*^5Xd4L4};vX7|i~9_!@Yi
zZUhX!U=)6@8!*&Q0&hJIN=#qaz;HM|sN1`Sa`4YV!7-AWf`E}6Al~<!kk`lxtnMJ_
z$K_z!e7%7t0Y3-XliPu=|873ebI@T~z~JW$R3ZoDItWGrX&ijgiwM;pmVVi#9emIC
z(}$dg`u!{e7{vijSjZLq0J5eo!Tk<~%@5fFDO3l}cBmUrf$u)RYz_+Ag2(lCvZUc0
z<oyOd2k<&U!3)|!syiqW9>A19bwOr#0H}lSVuukQbah~M3{d3YGpBz{J&5m-b4{_`
z2NDNO;S~6LSqEt=odXS@_v>Q;?EuKH1xR(w69Zt!fkR}*zym7x*N!#-=A1AP*}MvG
z0Rp@m0P7+_y_{2FY~Kb0f(E!e5`iNcXrbqN1911{n^t)njMu5j-yZ)<at*YX<Qx&*
z`Tb$J|55?521<qhi*4QPyZwFCfN)VL0R0o_NMY(Wkm3J=w3}dqORfzNU3u3UMCHxn
zQYSy$zr%?Q3^sg$sk{bLyN`dP!7wWvSW(%)5%7eAqzBmt#9a=C*n5Cklng$U9CW1y
zeA)ppg9FST3^0B6H*ot0s^|e)8^A_kJ$)m?Jor-ggK-e!gUNjf;Xsaz0ceAj_210_
zKL5qldjPBtSbRWEMA;Y8NDAG~fixd1BoXZ6;J{h@{Wv(g2gLr6;NQkU%il+OA1ZVX
z1fQTU#(^*IKw@hhSZ)dMHX)x5XdcJ{o&m8_-%zKMgQbK(VmACCZwFeUgLZoycvS_o
z;R^VsbWmWh13sXl1Y=R$QZR)BBnk66i0FH$!3KlL3rx=bOdReF#5QnyQ=niIP$;<{
zC~vSx&x8DK_c7c=+Muu01_+uB0@`43^&LRKHV{w*h(W12&~m#07Ht5r7+EmPmjiG&
z6%`f=Z!rGSLVR8Sf1&?egUZDhnEKx{Z2F&=pBf?I517iW0n5kyi+l}|N=*I*J&V_1
z*!I9+d{MmfKPI9kUiE^|r-9Q<puqprutXO~=>{**B2VAL8;s)ShZ6_V+~d3fgbV(J
z88@IX|8on}LwWEV;Q>iG5cCCY1e^dpc-ZJ*vyGPw67zwk#1|W{{lP}p0oLv>jR%2W
z#X)}cFBb>B1}+ZxQV;YOWjzNT)C>?D9H?+2JNO24f{5(^m=u0l{0pcd=-@UEuJi`>
zfE>Kffk1bKr(5~}><U|?od0&Y15zFA|7S%7^38#d#e=IHbUer`FyP+6kQS-dezb)J
zQX8}i0#Y0dC*!9_n{==rdytc^fJs?zi2q}XBapyN{Zr8pMo>!w1QY-O00;o#Yu8%w
zMx!vJNdN$6N&o-}0000mFJmt<FEB4KOnP}R)Q|uFYxl*zT>IK}#Ky9lkRrCoee6ml
zspwrI%94so)_t>U2~lk&RLZ83ZXzkyE<(AFa<lIHzR&%Be*gXEInU=jXPz_9c|IS{
zndfsJGfyPq0RjMo000mGu2}*A?tdPB|NqSYRP~$Y7W@ANCQE?#KC2RkXh*J#4VKPa
z5pCTTaxz)5eS&`Z-A@k>8|xG=nY|4iYB79!TDUz#X0udX8QY?`9Q$r65s62rBjgdT
zoj?7uPxhaETK<GIZiC6uK4EL$tkQ0wBRQ<9qF{*<@MZDd@1o)^McyFiM-na(sdpNm
zz{veH@x#gf)0;DCUpBrko-DcLQ1Z>;sqTSs=eDSe|AyXw6#fvZ$0Ze7eo!Ab)|xw;
zR2~<Tew-%0$F2nskjf6E$=10>s+#S~7gRm+V6@*H(Q{Q^ekypuc!s}!tN4~j($&u5
zsne|~|EnrK__4pRjb~|wM@OcvN6Uwgf6^}<u6U^T_`dS17v*<AwNFj^PV{TL;(DU&
zzgp(FCdUUi+qy$LrD}6+4oZ_HPnSnN<W>*ijws-Ts&MF7i}a_j4*yoUW8E)kny7lw
zRf+QO&4g##w}|DU?j&`7!H~nl{Tn?i^)KK<c^=J2i#$5^O?lgY{gdvdRCl=)Uw2YY
zz?JG1DOIc0f_HT^lOW(#a2(+dsspgYtpzK25iN8{=3@8rkcqS*e)0%^`}@h(fQw1p
zndj|4ezg4X@kHiVjhE3M=CfU!Z_~5!@`6rg$tU`WH(~srKM=B?>8A1Wb^`YUaB21)
z)-;#<j4E>QsF9mZOe=VipZ2|bJ#S{EaO$hHidU9Lr$zO{lh5*K`{^3Vu9EL_k!a^;
zmX{Rvq!J^`87WjHen-)Yv%q*9%E+Kzo^>%7%moe{Qf~eFWo*N<HqWp9>$R!8Puapb
zuDGS#Kj{ifAOC!HO}<g8f{Xj0XOtyy>~~5akq9va&V#^b_h(ec#!M>GC2-c#@?IU|
za1<S9DRck+z3}dhqObz7Y2Msr!1+I~z}tivA1tpqzr^R>^yiOjD^u<p>JI*$S$~@L
zO-YDce2iIAw=eH!?7aE-v=UeJpb_(~q=Za%tj1+l@V&+>v+yOSFw4A+DaV5C)2%x8
zt-0<GQ}h0O{U3Ts>g2agNMDUz;}o)7>Ct{yDYvi`X;%J;DqI4)dT~xj?mV_E4yw#X
zczyF52^mQ%ndr&zDAvA_e6`!7LkT{5!r%RWIVvCO-?4m@ZygzL@bIMX5p|7S@xsz~
zK_lQaqaxO)-^<tH*z?;1hfj)Kd~W|Q!fB=C#zW8crt}wAf2*H3+8CwYUV6y6HFrNf
z!N$w&thu^+yOs(;=~-lgguo(a)c})_9;YM=1+L|WxEF7=uY_;BP_~CsNfX}DDpm|L
zMdh+oszMvWu`neox*AtVjm#{Ixt+iSc55H&8@*%rJH_zW$ae2`NQd9=`K6P|8WTCb
z)wdoWG5*w~kzD>xdt5nR_$s1>CUJ~=_YTV3d}u&5{T|~DPY7WSawPo}F23<mK9=yx
zb!B1Ov*&79ao)*CZ|sxy-$)4lmuugYd&reY+($mv&(+GpANlrYq)hneBqC8-<AjPA
zj9>jBrHZ@6Jx4poS#ypmKT+4Mzp?Dl<9j?=+2Lu%@qZsX(K)U!<DL5vymz4rZBd8d
z#Rut60%dpH>i+>Bl)5R=Y>|#qeR8JWV5~UkCx7K)>&@<@t0x}Gsd)WwdM|<J?vHLN
zN)s@#`3UZ;MypmT4?OZJ@}W}ft4!ZTjrV7}u@V6CvJ}-u$hE<d^dRS?2Sy5z6WRmq
z6WJ|}6N80O(F_2)$_IIb*lJ4FJ5{WECspV&R$V5z2*KSZ3%x|_`h*vlLO+tj`h?;d
z8a-{~0HIR?aqxDz>JOA@8oK+!IkJ8kijj6EZD9QnPGen$+p!>hgw=|HF}L?Fz1szM
zgpej%pXm!}iwQLK@K5Stqj2(tUj)wx$2K5tXkv|azu6!I!cn?aTNuE-WsoxZ570{y
zF4YxUjC()4Ks{&#u=Qd|OJ3wDPF4koITlLX<gr&XMDRcXzi5QW$TFlAVDL_m3fDmI
zaz$h<PUxUM*$#1|lddjJo*e(wLEHi6y}3$$VYRDj2+y>GcB{w+2xiaG_`iW=z1V->
zCaAV@H@FjzTQ@3P7}gSQ`zOPgv<M0LM9Re@yNn!5z1L3M3Do|J{8{kYebDvc>-anu
z$TCGNhbg6!1}2Dp8AIILEO`ANP6yMrd&IKQCj53aL{}>;<~f2BXymQ;g2-}v=x{I}
zm<`84;AbS#qX!`QVDB}^t-g*v?QDxP@6-`muUDq4-im!ETZTW+f9nQ3bMNG4fuaC^
zTU6*9m;FAJ-HA~c1jInf{g6S~sMsT;w#5t)`36ke5U)sY^akOkCox}L()zCa>VE2T
zl#~{fX{~ot%oMPlMr`7>AzweZ>6yBn@E$`zV4WV36FpN#St|mcf8yUgr;UM{iQ7JB
zLt+&h95m2hn|{)I=+`lv_D}`uVd4q?w~TJkZR=z&k8ErSi&%krRg9MgywegS)vHj2
zhRQVi7g(+1P5Xyfyupy3yCZt9-x>xMfjjc5FJhy<|EByWX-G5kAa)H!4VNN1wkFUT
zGAYeyrJ1DegMs<}CvX<G%o>y2LdsQZ)!1D|HnO{xBVp7TT@U6iFC$#yRTy}^BIw>r
zwJ4ZX>!nhUK$IE0*!Bh}C@ett!V<5pn`RF1I=fM2Yu)lf=9&!+#H`;5`P*Ud7{u0G
z+^y*_=KA6`>Wo;*GHuqHKmTFZfaz9x%7RGI!nu#+`wG1KFDb6Nq=Otk&P&?m7?2!K
zrBPj6l1(-2Tlc$tqQaZ=++hG%zPN#^kl-X%$%OeGHWZ68pq=z$Ewt-)BZzer_MtEX
zfEU2nKcqSt1%D19G|L~B-|Xd<5J+b+XC7e4`}t>Bk_Mwh=+zUXO)zW62I7=kq+2R<
zVe48f6KRZlEjG@h*9b-$a|Sp&)I(o0hetV>t;UVO)cnSa0#;DAK)#m<8}Z?+w4q%D
zI}7~k@Kk%zq-s?+?Y}^r^epe%ws77l6F~JA|4Sk>35~*fVKb3ao>;M>O#a~`a)7#Y
zq?m#mllSyJhqQ=B4l{TL>^}5u_ctIt7Cjh@M$T&f{1c9u-Q93`H}FmHzBX`@(=T50
z2qOEj10B!az5;ym{QHAquX0sLzd=)AS3mDS@y(Yk=JPNQFZ#2pCC$VbCcz`k85;@$
zm17|<)oi?HKP?qCZ$(Uuu}uXX?(W!ESzz!QJE(`<E*A8{t_yA|hFP*25gc)LK7O<x
z2W&}<^@`{hQ&N6sGaI*eS0{b?0!9wigTKXYzg17Q#)kBB8QZaXI1-;T9sqDRCB;+R
zE(FKH!;L*uBqA8b%HDd}-~#hJ4!eUcQ>QB_qywW>u+B7f*M0D%);(21lN{&wkn>N?
z_EM3nrQl~c+?Url{KgWxvuKIfhZ_KTx-lAV)T<bvyKLhhaR$Na!3#<420p&j!I~Wc
zGNy>55Ot>m+3qg5YXu{==7BvcAO&DoB5y4`qp%%1$qm2yDx-~wJmd|I^Ry9G_q(jn
zxUVR%#Lg5-zAlVh+H(k3CU{d=z<-XI`G?-_OEudjmQwr#tw4wyBS36pc(1?iK!C8n
zS>=$~rta!7Hyr9`O9F7(B3sa*;}1n0rf-+)#tMMW@-#KN?0RytZpvevo@@XG|G}5F
zo?JZxU8;f%o(|HrP(SoCb@h$BVGYsQ_rAn0g8gVk(a|{OWgK7(X^fFZEy5?hBh(dE
z-)qlqcbYw96ei$u&s-Olw>rQt0B^-ZXxT&SUKne8q5!0X@>bK0*^g1*>ZyG1M-Qgk
z*Dofz9aIRl+xV<LGaxYd216fF09G7Yt0}zH;`_yvoham9c+(!mm|Ym~0(>R^#pHAm
z-9#JII#A`Q5S<MReMGN&164o5&2)r<qhR3sO(r!c8^P&oUD@?HqNL=TQ=L+p79cH}
zE78^{1Wi`o18w#CK73=o5bYcRPJT)&ew{+0-)AyH)8<f3^Ce`V#YaN9E4lKx3<xb1
zTTZe1o91Z-XKpifnc#OLQV%1#dAVp$TOgLXe%mq7%lg0TY_l||VER-q{i#ul0hGML
zphwizGIExl{bCr@QM3k~jzj-Od#k(vH1btFSDQcd0~YYwFE&0bZDRj9D_Sxydh)wt
zAlTf6SxVVD%)n@Dp_*h;bn-9oYLEue$wrXjIAcMkOD8Q@!OoaCPZ;1)r_R3$=KRTv
z&b&5-;Beon0NS0XNq&U8+$OD4WtHFTCw_7<eSPKFFwh{RAkcyl7y?Uw6jIm&QsI9h
zexP1lxuXl1sq^Gy_z2QvCOhtTpYD~f6l>p`GZSZy;0BjBtjM;)UaHP@e9RbtlLk5S
zFz}Djd9iK@H~-}q!$f*@n5cI@ToE>@BdEKXFmcug^X=yNYF;9$ZHSqG{33uowQz%$
ziHrlEcmwo^-G<7S_QXteBK)^|57}*6uZ*%~07g%5A%HSr6<||9mIwz>^WkXEi`J%q
zpM~6>*6v{LZKs5P<dq#V&YVZ99xgh6$B8t9&<M_oaW|BG4k>jXlUs;p2C{v<)Le|H
zH&Cx)hDDbr+jZ<XF->V;)IRv0ycX2FPKaSX-)38#<76<ew=$9?<|e5-2VY?TfAs4o
zAm_l$id<*{U*X6^7-0lO&O)-afGF`VqI=*F@lS_<U|TXR1EeR?&vXJLn97-$&qNUA
zHo^R2)Wv;B?v^7aDrGywly?6TlbRm88LSLg6KMcH%$t$XQG?fhRTfu0k|Ai?a1Ufi
zxb<uPMF9usb1T&-gR8q}kke)0QDB4B*U}<s(9D;0p)L?W?DjSi&u?NrGE@~X%74Ke
z8PD}S1wnsr{;y5)8G*uDQ{gkvh9dEueuD&3&J1?r-yb`G(P~^m6#Qi%jj*K>-?mYa
z7UV)$Bd6#>yV6I+!Cw~g*vqRo!ZdB=FtBu&e(dR9qB97@!pobw6TC+lu@qnUXjP|d
zQe+8pL>>E>(;hdk<S0_Zc>Rz@^2JsUkMxpH&xgn+E&)`6u8<!#tHJ=VMb@76!Y<Bk
z8yzG7Sso3KvbGeAFXa#X-VyEy5(^J;HfE*{>K)mi*A_kP^WOymP$(pDB$Glr;}8q7
zGhZ9SkpWP!t{!lc^75FxK(^nP<5i2uAM6UbkD>JO4F`B~l8mF@g6Z`u&GA+A$M{ap
z0R6ephmhm?qnjH^$BkC;q>pt9XKzU#>is)N=@@n-jZ&*k$q;(?wO)F=Ny-q9?}gQg
zsH#Jp8DqayRhpqT!B%2MsY7d;6f;c61Vb=<CzOiV>hi~SAs#eVO3b;uF^sKGTR>^L
zi~!%gfg?;#QhJuTVhxi<z(3@u-+_Wv7h8!*`7eKziAAvT2tiY)c1_S{S_}4Cef+sK
zvIRyP1Eh6dxmAzhVIq-ln38wY@Colp97z8M(TjBeR`}{#asd5`+-C4Qo*X8%s0$#K
z5JsC&CF!$Qq&9ONpaDCxnXs_kkv05eYk|s*<EN=9dNsxbA;@VqAW{!lJ@OH(ZWg#~
z4U4d3oDD{8=M8`kKZ*==ly!JrssrCe-6--R!-9$f>=7<O9P*kg={>*7Cd?5*Na!b}
zSX|$bg^oqF?cIWnSYw!5S_*^d^cw-zD+=c3n?6JMF0`SlnB~7J*`yCk#Qsv!8s+tP
z{bNk}aRY0mc5hN``u~<B4Z|7r9%E0*rM&cJ_bH_M|Dyxz`uTT99B*Fy)pT=N${VvO
zw-I>}FI5!AZ+x5f0!&0cNApPi<VX-6+x2y6RFa<!(MK->wcOtKvpliSLhBbXJqzjr
z8FAsCIE*<Ikj76F^5Ok=spKt{NbdlIOn<(Jyx&k6#w1@Brl3ll(I)G&pA6aoc9GJ;
zo=D0gkp)8_i2*lJfE&Gj`q)xG_RnZs;?sPI=poLh((7RXCq3fs=wkz|S}FSV+^g06
zRPvV_QdOXbn}~7^_rdu6XN8Q$L#*5<jf{WDf^3D5z}KCf<sjk3Hg(_v<Ybf?!q@aN
zAzC`=zzyzMnJX^xfd+w*TQQ@k1m+L;VFq*T$2Js5oSvf7W}*$qi>n3q_F8Ls5`P7P
z^A(|~xiZoyl!Lrjg@R>&(suODatd@D&l#>iD#|;pD$0Mm^@~x&^qi)QzX4+>BgBW<
zR6I>}M+pSHX1s^#`P@C;$Gw0dX2iJ%peI`yr~&h`okRe|AbK;JegR8#<1NIU2W%PM
zPxyaZ+#8M=Vryiy{n@fRt^-D0F(!+$cKD*%30>@>vGnQKJ&H$rd_i5owF-T^)n`Uy
zofP86w$ii1Z~N4MH8V*6l@GZ}ch+$AGc#gY)R^}u67X!KAPn-6o79pB__{boWC}bU
z4AnYqhCQ7rEmr66f!SABr}R|iwwm#wzM3_1Z45ZDgnJO><pp4F+K}V}&!X++sXg>Q
zdNr8#e8e)9{QRlhQ-7?bLg|eWt1g7zYJliRh~u!ce4l*&;Q}5fx%m2oNSBG-?K!k-
zaZePxJVOR~-6V6KnqaP(uL%vK@_FoPk!xcw_ZYCU!SFr2A#>&I0@0RTtU6Q9ntV5^
z*aeA{fK2nYD!@6kkvR?^W}`IJfp{Wdtpt&K^jEvLXU>E7KU2PJ16y?bY)CVToaqU1
ze%}De)&{fQWwNgCOcmQ?|4Ygc^o^Vu5k&q=vnbbMm4#wVV8KZua-+qF+{!3fCw6Fw
z+<VvSkc>~AF|7LPO<PqxS<|aGYJiHGLd5ihUl`aKTix@Y7dZ^wpijNgcls!t`x=mk
zlA9*T;{5q(uLg4}``cv%0&lTdk{8q<nz%UGmu!b1l=pM~^wD7N(MMwy@Q-4OxF@1<
zl+5RU*ByN%=h=WdrFX8Kk^P)mSFnm2&j8=(H>e!Jdk<5tL9Qd9lm4O6jX%!&wObcG
zZHR_vOTwb?HRCQwNzHc@F(WEo5Z3}#FqwxL3>6wN1kmO0%B2(z%Wn>oXG^%6wWwly
z@WA8QC1>moo6C$<elPQM5rWerXfgfm>;^D>fvE#vOEQ_BZE}E(75`!Z7ge;lrvn%*
z-hG5^1WIHv<C9`F;3nn)en&6ov6{e9SV9M6<As{YtKR>k4TbD0ai=G_yFW$>&hhvo
zc}_8U>j>qf#{sOVh1TQH@Uo}F7PnHjs@jaB$FW|gcFEaYwtl#yRtHG-Q4!=`#UfD?
z?>4WUh8!w@V8}#4H5qj#0Fbg6dnWlokDSZjRuP4=K3+z61ehtvW4~$uk72t}s=*9w
zSq)$1*V{wuMs0rtiNd4YS>1>mWzL`F)eAyy9++S#7-yaiU`b;BWE*RIBb|#5d}CgI
zF6##(pU#rEPD7^)(oaJQKM)r;!w4M%O93<7`=tmDVN(dGLLN>4xrcC}Y93gp9VS5k
zChtkv^o;&@PUTy4aMp{X9YDjSf1G3613Q5Jfw(9|BCbIt{8j!ag6PK{@h83J{=|}}
zH#BlNVDGD#H)FsmKI@dr3&{DCVIMtHHBfJs+NPH^a~5(}WNG#OtrO#AgA)8U9z7nk
z3FM8)na6LZ8ep?}3A}Q|*hVFO(J4qx9@jfcJ|7Uq3b5u=`e5y5lQ#TKvlVY@+<Dno
zHI(p0O^ShY0=QTBWQ-o}@J8@|_rYxI21i!s@V*$RmVt4RsRr!TB!k8|ucR%8vQzos
z61#qf2!lN+N3U=)KyRF<ocm+!N9vvT-VqA%gSz<>-;eJnWOnBGqf;^*UG)&!B@||$
z%s=|`HedPWnO15i$8u#9t0^mcD)L_S$fbY4md#VbE=0i>qtk~O`}VAhE|lM67IKa=
z{`3NC{1auz6D?TOBY!IIgO$Px^cwyb`4*O-&OVpjIopDgk3<V86bpd-jtfl$(yYcg
z5x@$H_psO*F(BdXX6F=L!1x6i;6@PbD64d8L!rY>RJku{jcd2V(9G9l*4pW)MywGj
zggIg=p$ZGUK@`y%b|F)K`=f>AagS5quTYlGCXVpl1WCd=&rE@b&p8|D)lq(UoXrxI
zb4=f&M)DiN9(76=7k^;(2IRiu7VO<@8rHZiC0`!IG4r-~z<g;$`uU`=;ly9Y%A2=9
z@P$pZAt^qy0RcQx#qy*?n`n2>i<LHV1XcFcJT@_UJLA~n>m+T8jPFh&5gu*qvQr6W
zzt4R2;gZaj=BM9Me}F;YAJA!Bcl?scM&Xr$$5%9OOdX;RBntn~vw0>dI@Z6)dim~&
zs+>ru6lkdWv>H0nmaQ+&L%i>yt)A7!k01R}>u&3x_vlJQ(xdL5VYMA!lRNr-y!ss_
zlR%3jsOYLvrT%@_9F$x&WK2Wj(;}*<BMqq6?}mJT`$r#ezSbZWvTR@bG2n9TpRdpB
zf2aNHth*$wk{a*hZa^>dj>LHxDd8|*O!Sn*BgNgjUha>xY>xMHcQN`!b4$AU?dD#s
zf^WyQ!fP#-+e3mn)4n5QY)4e_M_c04?%b{w9yvoi6U=<RH$m7hTG-Va$o_F4_PMRv
zp7xEx)YEDuwuV}H&+bx6iHGz=B}HtQ1CElmDp6*M*&5OnIf#pP!aAu(kXOpejtlz!
zu#^&wvBacX#U71&Uc97cuhsN%q1yZF<mrb-9Ys@JRqmHr>h~aK`H%PiJA*60JtX0I
z!2!ki`x(*_(XRL~Ykh<Q4pVRURKcavTUqMNktg<hb3SCZe%$}N?#s7iZE0o{#lV9s
zvnO`^HqI}~=UhsS6i<hU`GXQUuBdeR<Xp4(y}7f~=nwrn{bZhsy%wryelXQj;t;Y&
zGc9NTr%&=z8GZl+NW|0+m3d!HpH8sKG9qKrPryZ9--H2SL2sZeQX=R`!al1VJ6pwL
z8=0{!3u$k%J?^)L)OS3~syj?Zu)3sGWcCO@Z3-i2lN-qiim_HZqjU9Nl1UbSgQE7y
zswxfSIDIW@o=%-~s?!?q^e=gOQNUbMNlNT}lSAmiT`)1}1Z~GD`R_-E_8k<8J*eI`
zm{A=wbhftRYG~bt(oE`L>Xpvrri8rqyxLRqih;Dg|9G!Tr4DqYlFvTD#<Bh?Z@zLn
zKYz>PL)iXLwgsK-PdxnZUVUSi{GohpAv`s;(lFfU>#}`F<)!@z$LPn(Rr}!`%)4`&
z3u}|1#TO@vwj*9=Pd@PIG|apD?b8k+C&>I8;<1ZyYHCb|e9}Z!i&XFRmHE0n56w>Z
z%7V_~I{$(m!-rG&pBG-GQ_>ZQKL<5z%TL-#{7o84%vLz{j~)BGy)$8|Il<$%{nKyf
zb1cs$y<!F047%9FidneP;7sR?J7WICqms5UJ()foYBwyNzJA!3BSk)d6(G_y9-k;x
z_^BWX2vQCP;+2G;eyW}r3Q6JdPqRl*|9lVJZ=0I*=^*p2^)#cTyHCTaUZffv;7$A;
z0hDuFr})br&g39;8-;wI*=(5rS;mV+uMF74WOe}aPRL?dXj=3xV_kFf1k~EKg~GMH
z62n;D4(YU0&S8EnMhut6>9VvG+O81>`^kNB>>jmmtYE6lCHXr`)L)1Q+<G1;BQwt|
z_{Tkhlv+kEoxC|mq$-ZmFF_9jqvv*|m6j0t+2<6L+WBYpoyVE&W*X{ep0WxwN6#RY
z?5=xlJK)^;YbYpBvrB@q((g&G4j2Wn`a)lW4M=r}C$aG8rpW4o@VM<?6G$aPu<`B!
zWACpL?$`(1lN+V)-%=f=MyJJ6(YMQAv<8Iyyyb3OF5U-xHB5Z;Yy<CL$=58c(jB0$
znEd3HCW;~l$vKScgg@e}8layWhIsRpvk6LrOT*c;w#xESLea(X4wU&95UgMzpB{b0
zEOe((Zl^OB5OyY)RIB0bkIeU9bm+g=s0wk<tEc7XQ1kEW`->R5GLCEr(<Fr~`!^=|
z;+ecPhTyoe=4IU)Qs+f_-k1|^ZP80l93#I%W$TO<oK$d|;h{RE+g>axN#B%ws}rf@
z6P6YKwvTb?fQe)pHrHuC4jG6gdXo3JS@#1T{B0Ikh3vip+5F|E7g@XY9U#%h<XqqP
zUbzUmG~TiCv|$XHS!aV_@NNuqY&&N={Tf=+3fmshRx6#(b>t{8eX&!Tana4}?*Xho
z>X)GTn+^4hT_XkNetn8Qvj_UgpR=3g4Oidp5oGj`PoGKo8kTUyir9mS)YB%8Rv>>@
zGahcg;gQdu*RAIcL<s(&gl@>Z#Y#!j*k3_wPu_bV!#D<tEoCZ7EYpwCi<O{IK2rqC
z*%d;XUaS9w;GnAdmKCZ>X2*zhN`b!@`Jt#ZBlVDnt>RyLVtJl|@Ml4>P;=CetVAeu
z<FXs`5Ih+I-irHH&E3q%`kP7<N?xXC@uxPJWy})pA+O#Yr<?X^Q`vZHop;Bj*>gnl
ziHi3iJx6obXg>cl80=%j4#9@)6!M{Nhmv+XoPoF7TOD>ox~6$o8+Wa(HO}w?Y(sI!
z!VT%e^QJEYu~>-8pBbTCK(>szNPP~<(t`B7dv72x`L^);QaTnEY7amBR0L7(gAKNb
z!i3L|?}mLYh)rcazB|l)!xz1jLSV0=Yx0}Zcj@CczMQ)P%%PuR;oD1WTL|kQ6!uh<
z5z92ZbQ#ivZa+_u7pi-`?qh8Mal67GnMh1R54VgljuI3Ukax9!Ru}TM;aGKvrCx(B
zU2Eh%odd2Q!oh}Oks^Hm$|cS5M$OuVHg@*B7oD=&r+_U$8ZTqjw{M6m6U?WmX<>2`
zv<H@8-Uu%~G|OYxB&T5KptO+pOD%ZtW^WI68}hW4T(Hi)h^_k>U^lIwGUoKPP(A9z
z*KkLdVNvZ2yxvT`2Y9c0!{4jndkEW)>J4Krv+EGb;m+W78vCI2eHvd$F@L42hv>Mo
zq4PZnh=fJPImd-rLG6@PJ<=*dRTO2Mm`+uO)(m*(9;e0RFC8k^r)wUFLv2Ve4ivlD
zXx@8Qi@0e_)}po_-3I9k%N+0)^%W(nF%0n!5m8jpGWxQA&~fmW?Hj*t<Xb6ECjIAw
z3bCgf>i>w?laaUD%XMTF>Xw-O62I?*PJ#3TvE(MBEqT0MrV+aa2!d%3Fa*X{pWxs@
z``p<*V5DOG<5~LH{-41iXU3B&wr|(&{oKsJ6q}H~GmDPFlR@h8)F~ms>u~Hl21MwL
z;29rcSPg?lIaA>2q#DEz1G2FXM@)%i5?Evq+E9s@0^}eyFZuF?EdEoyS-d<apg~jm
z_#@%BUbA!R`IU^eX|x9MJE1XGU?l2D-{t@I1pbtZHwu(+Q`TJ_2CW|Hh+X1rfR?VF
zyAr#U-wBwn#(%2#uvlQw$J1X*7~d-1dzm}P41qrCUT80W|L#^w5c$CAnm2#`Rt5v{
zfz$Ko{9};I<=;k9C%<f<4xMhs^FA`IAcM*aPJN+<aF~oZzd?sQ;iS%Q^%k~}f_5YT
z=WrO2Gu>}rGe5(ly;>=!J*<7xzMY5z0|+z@_&8p-suqLV7180Lw|y3Gy~;m~e=Yrx
zxqF$XBhW9{u4i3Say=J{T|_0%S?_`sze!o-`4d%@gGq*!+;*l9Y_$i<yBKF>F^itx
zk<h@91?ze_iBKb^oQv#ZTeXaEz6jRn=C6xm&!>WK)=CH_tLvzZ&e79TOAM`bHxuCV
zi2!usXkCf*=gZQOt{P^c+D>-CXbG9V*2>$)2m7?f2%`wgI&1j0q3-n$Z(lSKeAVO=
zs!mGZ-UKJ+mEc7CG0kk$f4X*0yR#R?kzQ<}LGf?oiMsWL#OvS_3zz<$_!{mb|Fk+W
zqfYB80Aum!*jXc*&$X0`ihZvPt9<=PR!;|xsLFa~#kJ3oXRmI?yvtdKP<q`(icQn_
z&}q>U#yfxO(=FMB7?JyrRkj%Rg^WFyu-kG{Gh&%uqzCV_dWl#xY9H)YV5)ke2r0Ao
zNv{@XV`#pv^#?a#!k^Lb7wm>VbMCXsIHf%9Rr!>^WVKQfJ;%ekO<+=69gH~3BP23R
zJ$X;;7KoJPKU38vz&=Zbilv|Xuqc^*n{;Il4IvsACE};M73qCWT+FDk)tmRV*vss|
zT&>*d<B?;FxUBdS8~2|Y@jcR+ZHw_BEE`Vu>PNm@Xw5(l!|PF3<{BB5y>vw3^3smQ
zOFQg>n*{UO@%Hl4S56u$86!W^_I8PEobLgk@4WtnGr5ABc+N+oXUgecQuToT!=+>;
ztb6!F8ZQPTk!7bt%gjNCkaPlGG%^1hB5J(3SXd#YpYL!^nyw#+_a%PkM}SABF`m?q
zrM0k~9s3)eXkZZnO`W`VN?TNqlq-CfkN)?UW3-3)8u8)!CJ?x_O80?%R~RA?aq##~
zPKzAh5doL-&qpI%To3TY7g3hb86ilg`}=oP2(5Nl8lK!{SLdPuRxs{=h~rvQrIrt=
zre10^&BfKCj=M>sRec}R$cucdno<V0BlO)&Z`8XGWiKK>-c2W=oL{LX=A*}XXXis4
zeF+1Gs6N{4#dp|d6gJfh@QK?IDFa<7U^M6uqafIE&-Dk5atyzSKNW3#$@{6j4_a68
zR4_@nhky5WH{wxuNe{J3-r^o;ZM-mDf%Jt)R6o`ZK_58(L0}i(+@~SjX{-E47{?`j
ztJegd`pQ#`M7@kw`XR>CCm!lG9VV)VJ#yyA4<L4eiZG{`@L5AZyO#>fXY`UCg;@hS
zs$$AsXT7bJ5y=`pWGQR+otQ*_Y7Mu?fv^5K27V2;jr9PfduftTX99U9u%VoL%Mvr0
zTk3{eTtkx%D4YuN0NiGX<c{r<R1c6|GMUD?=#No~kMjEqWKYbSN_o_KzU%^i2&?h>
zPz+(|qrL1xPY_zyl!abfb8PLfHOuk7R6#^EXm%k;igXJvWc+S6S>SApi!2ZE#H`_o
zBJ9?NsIbvvkCoPryldymG?A2~kmF(Xc%cgp7|t7zA?y|FGJD0sE<afGO&`xHNGJ#C
z8QIRgKf{nmrN)SgeiP8+%0j=NN_qml&pP91rg|1l#-9qtHw=ePpUAKHY>1QA(}CPe
z9?cQO1|zG^`&e@y0$`Le`x0f27vsD9-QPQ~xDiCX+ZotN!H$KnDk+Tu=Ob2TP%8;d
zjCpjS(ji_ms*azHw-7|CK%`#$;1F^IhV7AFt2&;}49y;*iNIjEpntCEvpc~a07+AD
zFs{A|n^-~2d>|!e@SXAC;1D4pr&?BEt7=8|8XCEOhah&GU(M=796a%h(}jjd51SFs
zqj8O&1F`0yj99q?YFru?%M|?Y41S+1Pre0R?#j@C=<Xs6PREKY)@X_BmJ=#S`2=ZH
zd$IlbNBqf>Yq&xBEBIF2g?es765{w6@i@pn0V)1td<mv1IV0$#{Gn+Lg#@aUSgs+I
zx0F1uJj~lW5Ipmc&f)5_yk9=wu#_`7nBH_RnHlexD2;msCbUta^s~CFX;kt~uq9WY
zF7D=NrM76y86`?;l6|O$us!UKn^`}2dpAJ=QK4^)%TN`05^RAuG!qM3_+MSNOl-EC
z(4QirbmVUR*%97MMcOajSfg1j{7vDdGeKDmyL!-cU&*rnR>}fA=q-QUYc`y8^n`G$
zD-Zu^vWqAz<Sl%{q&+UL!4qJosL2dVIkUg#%LEEgFu472M_YG87iae24}$+c!$c5y
zK%aPkHW}nw>rWdd1M7r77p`gB2q-XyP?HC$3S*hQ*<xmKOodr5EXORCNkVK;8&O0D
zp;cA)O;hx}L0wiZl_S?O=b3>Wf(35IO$=~o*KI=K+Yd1`$uf~+d;26m$J7@0(fTTr
zM3P3OAA=i59xyBMf$JDo1=80hcXv6dP{8HFUGJ{iBunG0apHMA-S!S_)<Ql$SqLO!
zrh@^`5;OlL_7dth@(fBFrBYnn6YVzuN{N)KUA=k~8s9!IN7j-eqC->{=>BPA-P`y3
z*?#V{>rgMp0GE~D1puBdY^z4y^e+gO(D6V(kK}lrNzU8_zBV(Ka03tDQ^l!e>wBRb
znd}ile)KKoE(1O!urnAPwJm@;=QLaW8+Evg?x$xb^$bGrd*)F#zIN{2=Ka6~5$7{|
z<I?JnV8YFVVXzPyj}jEEWMGam2K0r_*flH&ImH-{grvE5y`(?7HHO7|(MK_Mx6JsY
z&BK<S^u+rI3BRFd8|C^c!4VbQXbj+mT~Gxof*YPFydDRD4Z7(iuLkj8a+froyt3!+
zW0m2@SMJFV%3)vMe}-bH!LtqBJ=C3cH?D85<S^Cc>Gy!uKcbs$l<qB|A>w6D_7EpP
z-PbX!)eZbcmcPd=!?XUIj2y==mW5+x*d$1&9^pDs^<+s|o_CUTXB%L8&YB}tzx>EP
z_8Fr+ffz4hh|5X|^sE?K7gI<sBr!_9DD_e@THqnV*{+AKI)}*Lxk(;5lKC1f^3i#(
zP(A+;u3zXW(bB$+z2eV2-99M%ZZt|p4~LIuIropu%j6#OWRV|$SH*BzLZhB6w<g_S
zISWzgJ2m)KS-hYj$lDE>q0Xhpfry8yq4n=!a_%UnNwjbS{czJ$6YqMrh(8FTwZOxl
zK>Hwj5eX4r^58%6_gxMqaK5Zw21uTxR&)O_zL?<lLn-+srYEcfrYKn^=OTk_vhgYZ
zqVYyt5wrqJm-L80Hub=s`X3>6HzIME7Amn1TPbK}PgluTwzSMk{CVXS0+$g6HAofX
z8-9+|ocSJ;@^yu8mh!iX?$^*XNmU1M02AGY>T(o$M+EmSa9m}z$Jtg7j%pmqqX7FD
z{iAxSj+gwbXYYZa2~3|RJOBJ2rNtndyzp3uS!?a}4bqPePO@{~4V_`I+yguNTMSo1
zzk*Fr+?>1|h;wTAdX;RxzAq4T@&C)aAKDoWib<K=$VE3jly%Q$BB}s;IXKG;8#>4-
zk{6ntz?ARU^kCNOLquH;!V037-U6Q27`J+IOwFSaBMT*nT=vW-f7W|b?Gff#C?trQ
zg{CpUDbpvXY7vSyf>B?yR6s*mV|?oiUi<B~AvCI<8I%Z4s<Oo}igI~7Qp=Gi#QLpI
zEn!j=aDD9WqP|+JrjeQ-i*8MG#&k9ET?L``k;v2z=5M*gKg=z3BJ?OAnfGoA_zqI=
zE!0*Qy{hy}S^60mvVwIvba<NKrd4HIcvsk%c!Z$$Zr2#66Ln1f|NDU!2m@4RjfAt5
z<)!?>2jql}00Tf5Na{%o&|3YkT~TpTCu+-->f^T-{BE9q%_akfL?VcFsz;8L2L7o3
zW~r%WRB)%<>Fvf$u7|Rs#NOc)<d3J@iVvQLWntFqucbAoY~K7OMDqAGdHob?!v6b{
z6B~|F(e4^!`oNK2`Ih{ZFYyw)*Ny3xz7OKggsT)J4sUh(4zGmnWsQWzH(fs1@naYo
z*$k?Fd?IcCw?@U1)#guW1H++RmzPEi*X{NOUcSQd{5RrL8`@EGRr^Bt(~WySLwr|m
z<vi7%Hnv;R9l2R_l=jO!C;$PhU#|;!vglVf@9BB)g{eIu=0N6dIT^SN&)fkV5Hinl
z)ZUr&$wQJJO{dUsig6Z-&LpfrB!~Zn{>8wX`W5sS>rkS7gwO{bM3Cn>bXzE8ntA|p
z=Qza$@_&sdg?o<Bvw{Y`IKO5r6&ny_X6>Wk(d&a5Ibf-^=?HZ&{Dvq>+Rg_*I~z0f
z3h;?AV87!Kd~<|FO;-N~(M9~N%TVDHA+f>C>&?*n+X3_$YS<?EDs}m@j9N9s4u)>O
zBBwVem4bTv2QO6-lyX2X8G~7UcbqDhQ52S)1_sJ!E^`zfuhGpNfZSF=o)2;8P{Vb2
zvYlJNVNY~4ak5v4oT2*&>kv*v)z|vL<3|*L##;(CZd>%mwHw|+<%$Y!=437&u<~ce
zZ}hk@)p=|WTxiW+wCMENIR<h2c|2%yo}-1|oJt#@IN}rYiuAW{cydM#w+{hkb7|q{
zMhA3oqV4}i&4zv1Dp30#&b(m9e;#E;-77q~*x5kV$XG<H*WlmS*zH{1RXKGZJX?=`
zT+w%SgdgG#$e{w@($|C(V`BX>`!HdWph2_O<2~EX%14b(tN<_S%P1);ZbkxGThl&9
zaE<*7afLtTi-yn^+RSPOpHRuX7BVDGnIYHx9>dPQwIhI3_YzKu&MU*&CrYU{OKWAn
z;m`oczZ#?~$wHo=1-|w`Vh8^_-pqXWc<ow;+CDM&q{U-RF@mnaEIUrr1VeWH3wOl+
zXumG$Fmx|}f%gc?ghC$w-Q^7~U`J=$7e|kt_@3b+KRQmmy_$Ty82K2g@B#j_eVNbI
zp?5KJQ^E0_(mO5482{syXVpwtm%!bQ(4NXV=ztG!bq0)(FVrY6)5MrR9YtFn=re;}
zx%F>Uz<U}IpczN`H)V_%;wBxdMsqkM^rDI{fdj(Am%oe76RH*vn&nKr;X9$cDLLOH
z(Px^v0)RWY!Q?>`XdX%|%)@*#U=d+|(UBAS*dI(g3gTf(yp&fb(Kf>Sy4rzteY*EN
zP#DxuJpmkq)?A1$a%C3A=!MYFN@SOdA$A5(duq00JplVQgarvigHNA;^zBSN+%`-r
z=(mV|rf02;X*q?_8Rt2;L34}sJ-kwN#}1=lDlp*%)E}GVymR`gXW_nQ$DaNXUh}>d
zU0loId*G|BuL7S0ir)Co;aj9Q2SR#Ll4|F%@-XkKY1kkE(86bh^Zn%u-*m0a;WOXb
zq`)mRk*!%E=WImPLK2VzoBPnY9A@glIR#SJ<CDg*(oh5Dy2~xfIlOg0<%KV6mf(m#
zOXV&8h5numQ%wU;q+5z*=tz2R{87|AN6KcF1kgVoDe~Y_{{`dMeex~hpsTQ#<Zpx!
zKaz6Bh%FdSJpT)&dJ*$#8t{@Q4>9B+HIoPZ#3KS#L+g?G%$@%*n{#OEifx6PbSis`
zlH2B>eW9_ma&i8wBLxoC+Bgg^P!AhqCA{zXlp7!#_wydRF#@pY6vd0-M`7AsCeX>Z
zK`sITB??!jI1Y=4qAL^z7j)6N)OI<gEiifIiKyumdsrmv?$6Q+*sNWTdX|6JgJo!<
z%H>A$6L~-z;zt*6FgU9%1Xur?JOTV#_I&Mn%Q+2dM`NfW$MH2}RVb5+Fzn~#Lm~J@
z&QDSojC=E?8{Dr?e}#$b{Xh(+Ms9Ih5FgiER;hr#-DibZRMq(qveP1F_1al=v)(<|
zv8Gi9qKs3+!UWnq=pG{7eS{tX+7w22)lXA6?p(JWk7m=DUpA@hA_{bbAU^r)xle6`
z2BM&o#slr%XCStIAkoXMo|_sYFXX6rpV=63&j?Zu0BC4emR|nZ<p^#0z#!f-($u>_
zhkwITL)O26t_;P%E`jVG%JZ!Se8XqDS|B}}nItNd3>wP1a1l`<NeL%t^^9}aD#`u(
zqIN=~a3?pu)PGiQE0!5Y;8+-9Z#r{SDrDn2vKEg)CJxGmoFs5eZ?u@NbFwdM5wCs=
zN?&2rc2bNNf${y2&~q-YXBn`03m%gv7SZ170h2(*-Ac?XWyCNJqN>BCB#x;rO?yWs
zEOcwa&<$#h3}-6O-Ml8Jt+!3-KyeX!;e?`!-P;aB<GfdOjE3c7vEZx4(<4At5uumo
zDqqORri4S&1B@?(kDoDha-2=g&k9xLOjo>{F`_(!`Dc;5hT!_LOc{&lTj>CO0cE!S
zNRKrSgcEIgDY_W52)2_U>2-F<Y$NYCz5=|lBfP=acNZSh<*^(H-TQT89=r07eBn#v
zd#}ykro2q3zz=&5sdDH%V^%*u21By`+)i2IBpU>lg#p1F=|#a}|Evh((G15E`@Pe^
zJMy7dq3`;cFL8DXQ05FH4=Rhel-KBqohMi7k?mE5N*7S2j73Jg7wwHRVbPBs30;71
zVc_vO|As_}<H*@#x)+evCtU}>GA+f-8?vsdci*>-j69(&+#uGqU)*X`x4~$eQqE{Z
z3VTcdC9vCi{c%P9f`SDr7rOX`K(1xnRx9+zs!9!~Ge_{8q>?s0y&FEml-g%tduSNa
zi}l(xyh-qNr+)S~`28By)1dY-V%dnLPjAFq|M$BB%r3Z!1U(ZT<O+RU50fB-K9(Gn
z2qbxfEqeLO;6Gm@+GzvUgqoWtN!3c;kph0luw{+^a@CZL$xQN|&Iydlw=&B_U9jY*
z^NUfcC<^f&Jv|8A$C$vxCw%Drl`(v%`+bnQdf(#^#oNakc-@SU=~L+Hr+%CRCV)R%
zmOj)Nz0s8I=Vp@CYvll0K&HP8H<`&FhkO{xD*Gq<DWU<D`-C&<8K%b=CCQ-YB@REQ
zk1>t_yH57*&yQ5lTL5G*_y>@u+AI^&D+ezrWPMEbX_(b~Vh#nrhW#hwl@wA3Ia~Y~
zJoIi1^Ux#`D*8nc(FIdEpr^GiuDr9K5*BoQ_KShy*Kek!pxh9gV$2q!Jq76mqKZL0
zKahBmFu(j+D$h@hEa7hmG=<?wi4ej7pL!eIM(GV~M>$=^{)C<ggb8nW;b}<`Zh4Gr
z;L;8E&)_-DtYGG4D~`WWEKL7vg@9R}rt}nfRTG~0LVcLK0etY6R27Avpg6zBK!OM6
zFrNls$0;W<R0qhiB<&{bZ-%iATF;)$Mrfu9Uh${N<iGxI_5lyv6if7MXxYA_({P?E
z-_qmGvfibl2I+@1>$Y7%Y19~7<H5)O_T`r#ejX{hcXo)(+MHWj2J5x3C!lMuHhS$A
zpqv}rLnZOj^7-kQ>lVgtU0cspUSZZzpV2teZ84R;krT+3!=Y!UFYRp3H_Dm?xRkq(
zSj!eb?QR^vLoXk8x#R=50Uyd>4O@NIGC|1o&m7|_TzVYO^Ar6!YRF4$ru<OIQ_UFQ
z2W^Y2j!P<w`kaAw;1YFL{j#=D_TRw=@^~7sCAhbr{SbR}8*RNRsM<$PVZ1`1v0oqW
zAUP}WsNOv8%%jphR_d<$1l8jwRj<H`{?4m#u2zGHZGH+95)nNk))X_UD)&(^aVqTP
z-q>E^eWOtYxk=eKT2RmA>?9Cn@^TE=A@~ZP|KA+bc97`)l1i_wc^iho`g1n$A7b!E
z37g08Hz!NX-ZIk{3ir`TM|YM!-seRQibGagN;zJFrMtU&U&m`^dx<%^$OCv^MHZMt
za4lwpo&lbNDMQ>Vn?=FPx-_{#Q_>v$g%&io_Pr9}$e6v&v_ZZMs*=mC7aP@Y&==VV
z{)WS$GCk0^Kxhrm@_u0bYqz~PIK^1AXk~rIG_*8LNYx}JyC)m9*~5;Rf(g2_yEYG3
zM?xhMObr|9o5u}Cr{UF;+(2UOquxBcqgKRSwKFl$p__x$Ltj73V}1@0yC;xPRj+>n
zoUusX+{&(9liV%OmgYY(NuqUc^|}6YUdv|M!Vm<3a=bAj#)#LBu|hr4yX?#R(GfL6
zS2<H&CQH|}rT=Bz%fcJ5>N@t+SZ_o51l*{DivKqRt>IFZ2l17*o?8TQ%H(43+@##>
zpi={0eJ!jay3<IgN%FSH?ATA@Pw?h6mPY#HLN4cC@Zbeu8&GNUW--l_495PP9qId_
zgIOO5i;aQ2{fG=}C3QB`yofK4TsS$mk@E%yW=)X+ymt|;;3=c3?{$ct4MX~KCjLo8
zjrl6E_c?-xZ~FvY@TEyJs%p=00=pU4qz4cwU@IfVm)bwTi4r+m{aZu``E6~SH)(B=
z$EEMJj(5Qn;=}&Rwj^b8Lxv3Uk3#3P(!s=!vS$U}-)I=XW`RMIycP0=k;+X%OPYcD
zY#gXG713m1mwT7#lMZyWn)0-5sv5&Y-q%RxqKMFv9%=1|S;m8yJ+Og}=L|kmg7Ja9
zw!jT0FYi1md+rLqpNQudz!rjCw%gFLAP|W-C*$@3u5?POzop*KTaF(HA||Q+q#Y0(
z;nkMX7QN^GgS9avS6Dg?VdRHRzaPQ4dDx$26yVP?44j?sU9#U`jSzp5Iw((tRJ~}f
z3a@`MtD`Xjavf|0s5C)brrjdM9+@QHny&w|<mfkBDeoHS)4)h+Zk{9z@u;g0zPt5m
z?)fTGua{*>&n{))kWZ#zUA6-BSR?BK#t~qIvaM$3Ih~+MqZj*a*1aHzB1;_$Vj+i*
z$!$O<g`!2a!rbJH%&r|m^m?55$Ei$X3X{TUHqx^Q$Y3zyHf+S}eG@!;bwc-6)0ydA
z_vwh=@U$VRU9G{$>m$c(id|;*4%}~m^P&Bb8g;xYO6_O=8PQcuF~Ns<+#n9n+?X!X
zRDHc5pq2ZxKU>E7H2`l1HslE)CT$nK7e0*K@pRgUrYe6^5*N!{T#Pu|xpo&KC@gm1
zyO-!g3O(OO6zC5S%onSB7f+<~CloQGJV1wjZ67;Qp^GH1txc6UD|W!k$KvIwI#jL~
zr=GES{8hUaR+TVHu#;82dc@{}z^|LY9%apa!2bWqFZke)ZpgCJx1ZU5ivhzPwOjh9
zH{!c5V3tjox&tqY&aY#vdJgzhh6--~P~36%?UBGJnSnw=&dMAA`d3XpmN!3!ZSkM)
zdzGSU@Z|54l|S_t#ho8mAeOf`+_iJ0RQ5GKo8%1ZzH(JgNXZjA<Y{?YTH%DaO{H7?
zwaLVu!0v|dS{o2?^;@p;dyAXtj^c6VQAf^-hl#g3_Z>ZYN5V!J#W`gAF+;>vIX$+`
z;Kap*$9nzMXOOq0GXFavQ|WSf2ZtzRp6{sBto3IQB}tB=A8-@H$6B~}>0wb(|Kr-6
z?dzcMWK@Q}f{@)Rs$(_BuMBzjLYC5Oe4lf0A=V3}YpDekBJ8#Wy;n8@pUy?LdJ-3B
z22kRhDEbmVJe8ww;fetadGkPu|4$amm&}{uoryFvBu)!j`Lp`zng&EnOQeS!U0><l
z8oS{SGy&LR?#waH%2)NYs+1UTpk#>|bA1fQyR;Xc++dRwq|U+q8JLaY#<1d+^PJxZ
znxZ$&3H9aL@k>O$)xaK}(Wnuir@TkPmp-CuE&)xEpS=w%ZTuSY7=Hr?<PgNNinx;|
zI*<6GN%N|s%beK;3JPU~C;6Mc^#ROjx0y48ehn7(_<T*!!YE%IUd(M<xdXD->c7u$
zCAqLG9Qq}Agfp_WbA)aN<-w~Q@TV8usTwwWT&!+n5eYt-As9iiwhr=LGD5@jYy1iE
z4aG{z(RTV~8<hUw6EMJz<Pf_zA-+D*Re^f%B))8jyt@OIj-N^Ur_>%@1h;&0-Y~tz
zb&?YKeb_RA@VWF@52v&a414rU{6iQoeMGmD(==aRU|6M}QaKr1-Aw}8Fu(MP?+c2b
zW}LI@rG}zr@1h*ag*j6iVPI~7yg>N7e<*^K|Hleu?J5lPJ(J9*z0u>niOz#sMCEIq
zNXl0|E54^Im0?CB?<J_S0_gRO8#>kj4JJEys*n>zK$W!}zQas{6Z@8(VA>u7Kv_X5
zQ=#Q5RdQQ2^#t@KN+i-A76|9zp<NHaROVF$x+|@j^3)IBzP!_r?ZxZNf){(p0+ZA`
z01o$;Q6ChXMG)NV!n?^YPSo#qqG^Moc=Hk_WJlA-oBxEHqqhIAp?Ps+YH<JneCDtt
z>>P=VJ*=)<lKto*vld&oy7Uy4l^(0)s+1|4$?MFa+){*Cb*qtz8(LjOsccbJ!aS}d
z**wxhnh1Gp_xJq+AJyq%(;JW!>Xyau)3ALx))@@lvmpxkVn}YkG)+Iu)Fj3wG;(C+
zy>joFqGGio@FQAIF}*~r<D@^SQ5dvS*;w~`v7L5A4(dED-SC4i6bG77)@$4r3N5`-
zz~rm1oPMz{TxH`lF^6gmc+erce@*srp{DX6rY_kI2=k&$9K(p-$_lu@m+aQb1vW6B
zAfu0hr%Q=oB)ObS22S$dv2<-;HJ{<oO3w8|;!<D2hhYq8;P4a({@NDw<5i=w6SU6`
zKr50LPJ1nZEtVpY0+?o%K1XhpFK{abZwpm-(E2O>^X3Q#rR<x<7UcCLOG2CFXW;I1
zCJk_4E&EuFD|%;Z-i_-XP{(8ar(R4Go*pdDBx@aU{LK65zhz_A^Jtg;wub_5hy#SE
zCqz0182=e{V7>DwQ$GC<Q%2V>gz)>mV!vgB8K=-V$cAljwBlPg8?UA)6G<bvljPl8
zx`pjZQh^gx*@1OEKm09t>q)<`L(oCo7fLVUziVaW3|>?fbYT0{Jo8zxIAr66?cZPx
z1Gs6lW6KJ&p1#0P!3W$MQohv`77i5RQrRn^*e{%Xz=F2Nb_g5yatpA8W|QQ0Ea?l*
z;+e0M-j_l@zB+LauAS+2=%>9#`q*fTVt^^M+}@{YqLi!b!0TmZ+8Xy?9x4X5;4Z)X
zN92csCQG3bFPBIbJa`rjYt)a2K&b}8{37$OFA+C_b>%5z3n9<Ypq>nf)uz13IeqST
z307I5di+{JSqJ&st2|W3KXdPCflLR}K0@!Q)jt#htqH}g*~R#tyKBoBAhQ*7MXOSL
zvW#{pz$FlGOgzV~Aj&fz2oS07SkL*>DDWmm`Ggjx#$y}p9lI-BS<3zjF3k2<(*{gV
z6y2g{fSt?SkJg$kd8fD@-_yVmk5#wd7E(L>B6;%o#$R1B9Qj$G#)~g)G^8!x$@SaY
z@0t<7lQq{AyB4x&c_MZL&Ia5W;U^QM`^rpT;PHpZ{1g?(1xUe+>@3$gC>^`_vkk;h
zF5*lH?ux0$Jsm$O+vyP65||01XYZbn$w;GRKRiW8iY6Isf`B%Aaht8JB!U(Zx4<SS
zG(yvjD*+p#yfc0(GTY#+T?U%COnw#AdFa;a!^+_9a2}Apil!9fC&qp6IO?M0`QhDC
zui&MS^%aID4^gJVdGsgGURnLE#jgMlzr|&jR??vYaETyY=Yq^10D8RUcmm7%GgS&b
ztp9F!4_}}-Mltw%W5R8S7S9N)`8VNh<CNH3)ZP5E=8;Y46Y^xQ__)pcX06l|+`Qpj
zVZW3ozC!jSo;F0jo=!Xuc#5Ru-cU~1x!s!-H#~_VBf*C?F_iK%P+fsyX|B`O8GI#a
z^3KJrZh>9m+Ad&zyKB&Sa1F)euW%mM8;zE>u;fS|>sZr>c$%4VSlysFwg>0+ae=D&
z-n-xjE$*7IS^~E{P`L;`vIyJ*MbjEG7bmvhc*Rs&K0NJWY8!Pcnn>}n@@G!?EQnNH
zKZ3l;IRA%g13Y26tzU}#zgmJX)p{{j3@26N@(BecI>AaOHk1p~K{H*HrAG1yw1}$@
zxJouA{peKl#&MhMD^xS$Dsqb_nu>t~99NQw)vvHw%85g7$2>z53^}z%d^mMrjYTnb
zq5a@<PF+Ck;OIg3X*d>)<QG6Ecs~UurZBseEH63AN;zv@PJ!xHn%o+Nw+l7SYpk;x
z72nDdx_2}3$fHvD6}Z2!f<J|~vNx-VNI$F#+!a69V)`p!yy_0MB^-REI`DY<=cMUq
zL*y?WsGNw*<x&QtRQ*a<^Gno9lR+lDxfa_pdRg^U&a3G{6W5gqfwj<O+`a|I>B>va
zS|x`%dkQUzR|9PfH_|%AV^1PK_jtv-S8)1R?`zK4eza)<x3U<UPj#cnFZn<Z&eE4l
zLN+r+Lp^EWg+B3|Rr=9-C?c~M(%t5KY!a>JN9yu_$|W<l-?E|MK=!8aXsJ72PMsQ)
z%5n5<H>TrBToiSF8I-bPUx%UY{fq{Tm902(nQYQpI)r0ZOhF;x#}2{z>g;4pp2MM3
zf7iIiicBtH?Sd?E2R>f!T_a2Clri|yjx?$7j#*TZ(C>vc16WPXYKO`qWNo+ocJ8g|
z#x`YRO7iHlBYB02TV3anHzVw*^$9NSJ5u~wThDle+Ru7BS7J8nYPjVa3!%~a{36`j
z99fR42eW4uT!rIO6!KTeyO36=?2B<1>lH|XEcpB6Md=A26?vlRy+#TRk&8ME6Wwv_
zVhrm;ZM`LMSCEC5_ST1MMn95ZDv{LIjn$5f0Z$CUB?{|5y6PF0mjac;;)({$(SYx?
zANl&mSi}7)KS_Q&^3%1Gpjp3|6&HPv^8;Fur4-SuH>lU#Uh)d=CTX2j5-cW)t%r0T
zD#LiLtt8e@xG<XENls}2o1s%8R_MTcaMpUm<rj*MKHould<@Nu>(2<z|9DCoHc<x&
z4lhyGLihGpA+Yq!%`1^edQ)ZcL#VisJ=X*yGl8Kd#RKU56}uyR;0x7wpNVNxhk)UT
ziD;<=^Pyj#gIR>-gn9B7;lrM!w?z2}=h1|;!^I;(*8p+UyivKHPKQ@F;Lb3gcLEyn
zq{HD-aL3G6ax5&q3mOlJ({)l}PSkP~5?)yqT7}z+ZTsarHOqV+dX^T{39Pl6@IB+~
za~|s+GKk<1IL5Dfp;{x3rgly`pw}Ffj}Sme>k+_Ab8+s!KY&{Q2VLHhiQ2wZk{X{y
z_}*b)IRo`L4$)f;S5L^3q9%qp{rMeL9`c)2q)*ZvH)>lq0`zD$`6yzR4S-wsGJNkB
zB6F2k|FR78C8=i~Ls-s?c(u0G9yt2jlnDB3lJ-#k?vbqh+FYlN3E=BE8avid-5HJU
zMU0H@hx{)B5+6r&A8=B9a3iNbCU#vGRPZSrDtZJZCGPj+);Hf^u=}v=DdYn7vhmKs
zNLnuB|7pfYBuO@HcmOr;BBo*E*P2)Tb?co|60(%6L3jJO!xkyOmsBx+Kf=>BfnACK
z>U7I!%w0H9Efz<rTm+kV*D!l7f7gDVs+#2k;OZ9LNxVUI)Uu@`yim2_^yXoyqakTt
z33S>1vqO(&S!rM%yUiX@8IYr`Ym$bhfRyt|atC7i82ay0=-6)i4>n|>TS2hvf`_0!
znXOp9la(L*8JPbaw6OZ3kWhUdz<cik<13p#6I3I>Wx~^P&_jVs1!v?zux?x|(MN}U
zaI&om*$<jC&{(RnljoKkdV~J=Ag|>x03jU%nhp-t-Sj%Pye<v&`SJi>A#hWI)p}Z!
zLn9OjnZ%1fP0;e~?jx*Z@IptWDh>Q&D$VKO>2pI~PXpujbZWjhXBw#(v^{!sDjqLi
zYku@UP)h>@6aWAK2ms-0*IH-b_C)-i002{<000R9001yAV=po<GcPb4T6r|o-~WD(
zVa7HyvS%z)D#}{+#0&{3ODZADq=mAReVG}<2T>#{6hjJS4Ozm>pa?Na_GK*Dm$8m@
z=GXUk?z#8ebM9aF^?E(e>$&GX9H8eQ0N@4yfD^b*0s!%UyMY@3Q2%erSE(G5{&%o+
z4KxHC)3hzSS9TtH5EaQ~A+%%RQE~lY<1dv4S%#E`+vfe<yj{JEjt-MAy5}$5kw{TY
z1s@g2H74CV*)0;Ho<Fv&68O;Kv-#L%*>$_z4>zB59P2(W&`hgZ`KWXmqzk?dwgA_~
z+@y<WhzKhLh?{Sy**)l<ewoJm=wv{;=iR<aMa^{ByK6NzCq;HPMKo+aM)}!^)kxit
zkIacl;luv`^SD$}V(1z}$BTkn-Ys(`*o|P3kvo%P6RQl%k2TE*v}>6N6H@$`^ym6|
z>i3sgpQjQd`UbE6ot@KZ<ME3cG1dLmWqxkEff;z=WYQuLU6nbunQNnH`0^F!H@EpG
zErxEgfh{k`Kjw6%v|GaNCznW-o8B+@6A{XJN)W7bxf}l-{{^@!LwHKL>Xni%$-&35
znD-yf`kQC2ELLNP*YsrGnN)c<KHc{nddc$MK%J3Sl#SWKrRtQirF+R5ek~4ACF8N0
zGa3G_Ee~2;MqEa$m(Q6>N+jZX!ueVY6g88s-NfR0z7?oueEX7;wW3!0;pw$In^(Oi
zUj8v#&`|nW&6q#?v18%1&zT@f3q{2DqXWlvj*V#JiFN*|=(NYbe%QxY$2_IBU>{*e
zjk0@RJj!K?Y7Inr?&z#GG$U}a<Zt|6T((7`Z=sg5QmU(~r<Q|<CH4F_N9NL3bh;aS
zzlT2CVoL5u?s?3pG5g8xY1xr=^H1S^d^s^RjMu4ws8eq3MjzTF%SYTpRy~upi)6xo
zyZa|CzHsWzzo=9w9RCz6r`M)rlteMLT9Va{hWLSX47~CLr%x;g&RtYFcj=t9jvsB|
zcaG$qRmX}Y?)JSW_hb=&tynjbl~YYD&Ro`guGsr5d^$(7Hzg3Im6G5XePY?v@{CxE
zY8{{wr=fkt>tr?8>**8+8mIY-&J*C<LJ`&xEfA80kC;7DpD_5J$(o=JZ=i*nh%J}K
z3uo54Xi<hJlplH(Ive-RRH`U<bybJ?06OKIS{Qlld(F>#$QLn*Gj<;5GQZ7y&Jd3{
z>3Qc>z{&gN@AGUuJ_#nkjH`?6ZB)*`5;4y1a=BYxp8Tyq<-9oT-QC`_-un?fwZ9J%
zo~32c6dwH>5C3Jl|Fd5b{!inCTB6hqkm^HktdWbc%S>bxpQ&uosq;dkaeStiUnQp`
z`=JXbA;XMjG5?*3)rO$|ZG*~SxYZ>W$nCRXI}^m>8p}tb%*$K#%?Rfa?4sSsM1qd)
z^LaCLVfS{Cn1+i~(!leCdtOe$Zm=rpkuA&RVbo~##pP;mUVF!Xxj+l19~(MKlXwFk
zn_iAXn4X^FE9RHwdP?P_bbv3ryyWO_TG8<26AfJ;t<@avh^NbbAo_d3Y!i|2pD@aL
zO~VxJk^QSbkiA@^3A4*@rKbWb-tCHLh<+B6N_;t}pr|Q#mXFXx(O3f>a|?4j$vd1W
z_-*L}%@eeiuoaM9&P&h<r;UUVmqn{<{C7UV^T5Ss(#uNB2Wo6|cY3!i%<oIi_U)_`
z*TX#hD$C_P=u~E;eL`~O5piC=oagP9_f6#Anx5LvlL_}^KScaJ^2uc7_%wIo^ve|v
zhp1iRI*2c0&?s~6RFQZm{EWam#DHEhNHzU+i$~N;-uCa|*CuH$BO^URu`m7a=E>my
zOfC5?kP78tZx+O>#s2>63VX9!*f>~)Ex$0EoBz~~YH_*TTJ)UgxmRgvC3!`?j(x8x
z2JCBM^o%{JpU>XCk-l8?_>$*M`!wFN4|x{140K}En&T#UI<?<Ox23kX%pI}eusK!t
z4{S(Jxf)*G@G_W;$F~UUp#Kq5EV<;u`{mQM^HudP_uKZCZmM+qYe9b^B0Bz3BYrK4
z1$g#f$?mO+_{e=)Q0Uk-xmwx2OP?)Yw0k?>;Il^;w(;wkYPmeM{q-WS5%nE!lY7OB
zzbysnmT}51x(ffe<yp#gj5~s0eOzu*{p^Q4dmDAc)I+Sq03^eI)Z0O-{vuO5Xiog7
ztS{ve#e=k>AE@S{c<&ilbZRClBBbNdrJvtZ2hZtpJxlvYIU_G3%$NRj{`0T;j`Ne|
zBa}9fP`q8dL%ajm{wB|-Xkj}AM>*~0Il_fP-BrfFvh2iuwOkl;(J$Q1i(0PZDApZ&
zR(;{c)(FzIVvzsaO~r?<PrlwaU#3P__m?gYd3{6|W~Kxlt2`o^ds*4|&asTjFtPMH
zTC6>-T`;}>OXQ;hPrID@i*EWZ&jU}28=GK{RYF{eQk*Y;$fUvoVHQxN`lvZ)k%j8~
z`;Mlr|JeAWHL^||FQVQG*YF1NiNZaNuU;DW9+9$#dd7Ys^x<n~<3?-LRpHAIn7Nf_
zUDvNZyEf|UraX|LX?*{E(dJ{3;8V?<OC6Wqd=iA4UkVuseWSaX#4P_!RWIWg)Vn+K
zpyd(8zRaO)Zg)Lnd-GLiVClnA&~NZP?o^2J>9lr)DZ=!J#JpV1V{==%BGEuiBU`P3
ztX{^(<x#ntBezF(hqaRy{nh>~J{I+`6zi%8?UNcj3DPkSaCG$U&x{<t&QYwta~(Xt
z-C>G$xe{cM2%4wMq$1h{e;Q)b;TZz9r<7)XRZYlZ4H8W|E#}gCxo(3$+*JyDqx%>p
z4hyeH@O7s)<@~8s{37PqasTNxyEdoC=a9x>T$up*%n`brn+P_dM~5Sca#t0^XqQJM
zpOWyXejTJ=h|ToZFPxZtk-@zDXZWw3qta@FXy(S7*{raJE(aZn@(-&^h{i8$O`bC;
zG3)sTpWK^|Z+yre$~VdGtv2ZwZO@i46guXe_k(Kl;7)53d|p`n2~qqKrG4pT+SB-p
zUw!Z9En=msCC^HhF^`tZpk@Ed(kgkn>xbO96f`xq<Y0rm&K2;zKxyQ&pTN7sNx}hM
zgvRFpwtBD79BggA2^ofEU=>!R8ee~F_<s!9b!M~F-2!g?m|73&{`p{OX=^plFIG<*
z(e)1f@XDTmJ-1To<-c(nE(V{xr&sLITi3zGMxX!D$-P|6V*aHEJpVAG4*n%|f%7Gg
z$2ZTE=T&^g@G}tQ_F)Ff7);}`y?aAkh1glEJaD6*?)#g1exQH7br|DV#+nKl@fwj(
z-88aHdafh({VVpSm70sPZASJFMNQGnIJNiII`M;XCKL9TZ`<Twr^)Sb{#$Bz6u{Ml
z=b!=xHPHL)YJ<OM&_9Mx^Lp&+S~Tmov>5)}?3WkxOWt^dHFUy~t2RElOlUfA!)o#P
z#`S%=cWKT+;W&$Kd05$D?7{t0j6T5OkSmiqk)$akbw|qc-ZE#u!Tm|W+M7Hviy-Tk
zhb|X#Zdz%5eG@j-xJVBY`9sz6dM2Kf2^x^v`(8yD!t`uhN|!xF46p6<x+9Wi@R4L~
zo!=asUL5uD;VtWbTFbFdR6oaZPFPz+o6CahWQE!ji0C(+H<A{qBTz|DnBlE59^0oi
z_)X4OimP~a&A;-|jV1rPQ9|u>&$|k>K7Sq8aoqNqh|hUa^A{hJ8+wqgwUYaxyNllz
z{C0w)Ik&cm<|Fx{dq>3EehUBi$MuhfvxO_4TzzY*$)P|Mr<r-d0#BuXjenVJ=$k4x
z`G#~qSC<+=kyGazOneR7bmaPPO~(a_J>044HTX@{xpm2%;-?IU>A9|V+zB^d{9IDd
zFz3=MCiQdp^=TjBB_m3SnWCmpET$)mvSj$FDXZ+IGXJT#BX+|`kLK}-SeeKjY5jq^
z)i<*`Hd}k|oz>DiO&HuBoAw$K59QANA%7XVM8GH{vo`ZTezH<XA&i(>2@Y`Z6SnXg
z-}Hv$-MA__WWSWj0+t;9CnN9<mwnxIT=WB#6pl{AmoIqfyn;M9_QGIn$tzGvvBLFS
z!q59LJqnM`ef<#NZTCLU+WNGQ!u-|1)LHy#&L=>9VlKgv{wz3%r;umSO|9qcjelC^
zTYWS1b~pBG_5Z{y&f2@PT<6ccN}p>8XRE_IrgDCKi`nz}{+E3|5_uh{S#F5Vm3}H3
zD^qqV{b*yf@cerPLOO8afBo2^Py3B*<VjCziowT%OmX)irt~b_6a0M&UxjUucl9%C
zzg=eYOYCi@^xA2W_@kVq(6-bY^B=8_y9+<&sCXf9XY^n5@;)1j_~IhU^bGmX-~Lo_
z-@3s`tvjYk4n1&?=OwEuc;keo%jMN^$V7sf<89ui@$V?9;>VX)x=#2rCQGb1C|5f3
z?y6pMikIYl)iD%Rb*AS6tcVyuJGgXIw*OaaSE~i|om^t}kt<bvn#P`XRSq`kO8>(4
zQ<qCu-a)9+VopRud|AAcUzQ_@T2C`v<Nt#F+KevL2`?M9>m1wuQrZ>T<zMmprhP!9
zJo(|H?3WvKBNy@QLXw7gDQ<7bn)Zlmo^h$F7*hKbo9y2bYGsK1rywgYKaju+s(}<>
zMS+49i7D0%;l}*XqSoE1us8ZQdLd@uPX$l*64o!xYtk~`^4W0RzdQ6=1y`J>whNx|
z3ABo!pp4<KuO@!+%>9?6gBKE!JO4t|6_(x0Aio{`Yj=CBBEP-LY%5DB{hY7&h<Wyb
zx~W)up*PV+>o5<+-*hxqKlPI70QYuECQ-`(s}uYpvFI2B=>&EMo<xl?_(oFCa48!H
z97(_yOsB{nz070I^E6TQf~+9ch5MfA31MEtwty~#FmO@Wi2oRmIK-5S5(hZ(6!t1b
zCITos9)8Kb%s9vT>n*B1f6uRFve-C4;NZd#1`nzY@oCT}K8%hhM9^ngrA?Ls=c$|Y
zDj{HH7wsu|qKoTJR?F4(W3+L@ik;|v=Y9j${iVHi%}>kSstEiEPm~pyasm<m8APao
z{Uy&v*Az!dp5ek=*G}f*$_r2SKa4%2iEkBoc5d72gVv5gEn^=?l`n?{S^_(Ikt*oq
zZ?H`x5^yM%sfnrwlkbhc+FP~E043wjZ<Q|Ugu^(#q_r80UF*c)`!H1;jT&pSh=TtN
zC^AUZ21JV_aM6pF<Zv+Tw^$wnGgEo`Ixd9$wh<Dr0Q><5i*IYiFX+Wxk0EcMU6nm4
zL>(Z6+#L+gZpzN@9=n6wxx^0V3z5!8`$Dk9BwsS$X|oOr&Pa4(v$MhZAq)s(zqt{c
z%^wW@Be8je8J1c^Es>w--T+TaF+F}DA_Wip$E9}E!gk(JSTI)Ih$ltG18p)t<zJi!
z(zk!9HcX0Lon09Vs)THzO&AqSedYIsnv4!-nf^(cen%qtGQ&0lXRTu;%$Fz(H5-z8
zg6gKOzzaqRUBpokg4<x0@QkbBQ$Ul;cbyzf=qFa#PGUHvO_Eck9`0kiXOrYJz#ZQ3
zR-R8|4I*uT-H6ZwNdNi`MU@>d3dKa-0(xh|h5)xFP%_5Y4^>YDE>ZgV4|uh?@qR9i
z=oFre7jyd(zi0(oH+<Q{bbw+9#hdj-C328RM8_;P!aaFY(oh2bFT!{`PavX=Xj(Fk
z1DZtfE!l@EjBxPLJU+jy*0liu%UbnMWAc21;H;v`w$RYXh%)Mtl|SHT8@g36){_IF
z4KQk)z&{M+N1)ue`Gp4Xt4PQ*HqWh~NgQklbX*$W$U$f8A4AUF1(OS|Q<#GQ?i{{!
z2~-)IRY{P!MW3;MO=Cr_vkQ=$i+l$Jb_6W&uNYY`Z2Uq1e0_7wCM;(r(?gH`j@>{1
zcJZyo&LEN!24FkGuv$Rd;!ma=K%sU=HxO8Dkhotg#x$Gk<gWUd1Ng3AFD$c@(=@)?
z@IhcYs#}&fOdA~fE>EMaA0hDA5$gyhZ?VPl*|EhSj5c5k0@%#4K7h`SSjr-M!uIT;
z0};-+L!k+g?e{UOG6yGCUtFRkef=3kkh^{Cv*kqb$gzFEqL%ra+=zIX4XX9>r)Mim
z%_)@Q1Q+{!@f&kkyAkS}-QPyZ66Z(h@YHSXd;WAOKZL0t=8ZgXDuWz+3m#=Ch=@kT
z;K%>7Ostpz1)++R*QBPqbvv^x{3kBEs{&b?We4-7NOesp-i2LSO-+`J$2%eq=8yj2
z_=Vh&fF;Hgu?0~KNQA@^?VUF8Xfy*Ft_W>olZPPai$8mliLmi**+8(t5a+HQhX$!<
z3;<rb<sJn*k@CGdAjwqxLv5f1z!bN}R~R(x?>1}i`6QJo92B6rdu`_KrojZb=CD9q
zm9K4r%uTi|^Q)3O-kCpcf5yj1-#R&#V*zon8sP;P#n2sfhh(x<3?;atY7_RsU6o7`
z7x0^#KrEi?jX%OFl37H}*7E@3QQDpUSt?Zq<UYU+r?+G>2&o$*d7lfB`~#`o+n80!
z`=N0ZTCc2hut8z(!p7n+EU7)znmcy6gAH}3f4kfByIAfT_hble_W30%wo3J^!OyT3
ziGv5m;R{iv3T!D(cZysBkhIF0#W~GNES<Ka$-w~JR>Y#Aqy*jzh)ZXB_W|5OWaN@G
zr#`U+?oZR=2@e}P%3wmmx7oU2ijJja5h&Ybh`b`cbH<cRj3_?HqDd_AS<LNTb<P%o
zMwIUg(JMiFU;}w5(R|M&6D~Y;OA<hEaYVS{om}`ToE3e#moGZ<LA#M{G|QzRjHxfl
zJ(y7d)>|f6uncB+1oqAsFr^;*^SwAvfj}1}iqzjr?$M-xk2t2O#ls)&R_Ws-M5+J4
z`G@SJkE}aL{!TEk$HsvIQFJ(z8cG^RaJ-|srV_i97zl5$8_3jTm*PgGJR8<#Z19d=
z01C7L$*jHFVvRU?z7i5(rsczMW2i5)y}<0?vn|aOUFgUd#%Uwz`9!xrn8JN9!DeUn
zQP%L4e0h!H0~N~dz|z13z+|_<xN|#**nAACbjqLm+VQw;On8Gc8N${t`poK%LD!<_
zMbspfxu;@imcHC}>$j({HW|9i!P5}532X&ft&bW0VMoO64iLrkX-@hhSQD|G^DPPt
z8D#3Ccs+*9cUa4OBfFoT^|Vg>V7rS~Z|5T@+myAs@D${<4htV|^yWZI7Hp5>S3^br
zE}C6TD}(5Lh8&bJVwu?;2FWpw0gYngkb3J$g$4F+dm{TlS`^T?13SJs5_ufIY!E<n
z6!b<(mW2^i6nUX-tXpC`?5=m+5>{-MJ_^U0**%ch?4mBRUuKn7w}clb5lIJOT{1IX
z0WFIvT=yQp!qdHDvbN#X(8iw<Z}@kHSdEYSWfU9yRO^LBD-^7hxZiDGl{d#wgT528
zM+ts>9Y%2O346?1ivj1(tU?3m<Nk%e@I4efR6PRvEh`zy*$r(8Cgt<7*^rbz^r<OK
zDI;mZL-)0RfIzEM*^~q(-BpTv2~+l0koK4o94+!f8K7|C58dg7vEKXuLt8vAS(@MO
zLNc90ag)WWADX6EQt+mA5dXh;#ux;^jBp<x1vmU4s8kb5TL_KXv~LTLraeMb@ECd;
zg8371*K-Az0Sj*j=b+3Blfc-Kq+_=s!2KJ1l1mdou!9Z$xHKK*O*S$|8XkVDrW&L=
zyUY$a9Oy%l`Ikl;v$jCVtv@8_j{$r#Vr_BvGlXmj<q!r_f)Q3p5?7b@>wckTQ(!l~
zwn3N$k70s3Po2ufsq1^eg@3{L!&z^Le-niKhSsli;2P=b26HL<Zhkr<vlen_Pw9Rq
zi1Q@M81iWU&2E3X4AJXhBlnq??7*vny#IAdQGZEn_B6SOZ$S4n=KNK9s;50Q8Bg)f
z;hLdukJK`jF9x02A*{c>p2r!91)`yZ8nCtCJ<^3uCHCqQP3{vXHwm%JL4$|R|M*a+
z%wGnWXTI0i$>Z9i9YiuC*vC0T*Gdsy4_BF3J7SicLixK_uyFmg7hI0BEaVL0)icSO
zmBX>etvQ#Xz8}_qxQk~?;blp4KSI~00w{~H*BZPW&;3zWiz-jXk{ZBE;gSOUogi$S
z2*y{s(*cUdNzpdg!6@iXu(f2{4;S)tq8SI=Z4Z*hK+OjW*!_`#mez9}3_yD8L=9zH
zkI))UKUJ83;KA`aKnWPof)c7(>^DTzX-<eA4VqftJw(bTb6b^qf+^GY`{7Y#zuMSq
zevE7`>chDY@Y)5okh@jhgm()FQLp$Hp>P4+raLOJLj#p*5i%kXmNo&vNLA#>5I_QB
zwAU2sP9nw6$wema1G}udeE=y8s6kLRyN~suRuTIT*jLu^<(jmY*c+7JhHDbSw#09o
z_%5OI+#rgfra-ill`BK62F7@7y8e^>O=72wk}boC$2n6Vz)`{rUu~<bcN(<I(mKzh
zmMgO@uX_9J6GnM=(MP$NXu);WEX}!55IqhgV=!eI_?n1DFfZ6lY3vkc4(P4DJ3Q<V
zyEA<lF|#VS8_DHPV?N<ydBY-C-~I)!DDP;6NHA6-;s`XgWkhH&_^=5~$c3>OtL})+
zhW*G!NN_G(d(WW62~zMPg3$%^L+X<C$Ni%lDDL&IsAu!RnsXOrFaHhO&;%^mS2N(r
zT0cSI@i-{W7mN-AKN0<E0(zyz81}|~;nwDNerzSFI;VH5%aQOrdlby^2Hc{zJvaRr
zp+19>L6gQMmrMc$JoafulAZ6}B->Ee;y_uywQ43L2h`5$wV=i>%%Be#n(Hqt4!KCK
z(EdKaDwYShP2Kkb64~fB5F?w6T|_0*sL6^@!elteohY3pvCetf3mq>wEpz}kaQh3)
z5e-yZsq8Cne1RI7%>h6w|E*Ocmp}(dK0x*=QuPi5|8OwO754ecPU5vj=TtB$n*1Dg
zj{*oh0`l(?4bS>Wasp!MWgvzq@MMHd-evbefbe4^CXd;OP}m>}SfH21pjTreJ%C>Q
z8tKT?AB+1QW$nh}`(ihswX|aDf{ONyo!^b#wWs}ovQ3;Wa#J)ghuLz|;}F@8f9W@H
zm+R|i@=aB5M#6iDe$>0^Y@CS}{Z$=vb~mOGR-f1Oxnn>4ov>?y?9zBb2?!*{+U|Zg
zU)Tx3?Xiyr(E3AR2Z`W@n|-7p5NcfSG%9rjLb(iRoU>A->3S2hWdV6k;5P(d%zomA
zVm!b&6`IiIYAke;L{ga-z!7ux=W4IsS^b7SEmP5A(6ghZ`ON@-7CnXPghpJ1Cw_%)
z8fwjDiJu75rk%9^PH0jVove|fb4c+EOMYIUCl490G}`!qZOMD*Y8+w=l6Z~xGsQkP
zSltC55bEn-l6%g#OC8RUz^c%5i*y@FAOqfI@H4u;&zDAI-@fWyLeRt?2Wm8c|MHDI
z*)rXbhP|tuYo7S&_G7_W@IMI=4|m7MP?)X5eNS(zokyf$9Y%uWwolpPO$>GhZk2#)
zX-tY9<VbcEV|DS_3ad_&m75`ni@&w3nZ`4aq{PP6tW_@~D;`XvcOx{mN*bs+0RujK
zrX~%Fi9T(}DF)^80s+%3T*((C&;;NEoc}=Z8HB?<<)UAoiKHCp15`~D#JxmJK;47n
z&k0;N_|1Vmu5usdbI2}50@uQvD+oyx%xd|nt~-OQ2m~{}ef<wA^G1Ut$#+iwU;)2c
zA#pG!cl2Os<nCyd6yVE-)=^81gWsVo>j>incX0Mny=4j2mzxhau>V;6P93AxaN<@m
zRmFJ+1t!<-JM__++qo+I2OjyOfOgEp(eMS0o&F{?*Pbiafss2#G}3=gOBg8pneIu`
z-D3vRE_SX+4Crtk7#WWD&!#VN-$8%n3ckO0VK16U-j1v<gjadV|IykxQ5iq}L}`f6
z;6F)id4d};szXO$MK4KPmDdVt{$&HDM7S!{Q8B~U+wK1sc0+B`Rmh@Ad(5EJ&vHvw
z3K~TAD4IfcZWj`tNgh>%&+r|x8^PIMiK88?cu(NRfi4Ta@XQ>#QHJ9mx-T&dMezo8
z+-w<<q1a!;0&|8fj$j|B_Qk92#wox_fWq8$mgJAiYjV}$ZraDWoM<)dp2TH$8K8F9
z`lsM{)WH6TCilVXr(w=u{21updy@|H^CmdBvEQLajNWN+{~~fpK!0j7)c@Yymk_=O
z#_xkj+lXO+p$5gUp}>yB!O>Cl@ol5Gr3R&E05TLPVJBz;l;%7A-S?Flj$mgC?rb5)
zzi_uu@My%ON#^)`{&@j)#Liw&f4o2l2LBMKh19mP^K%=s2R!ru3ul!-3cj%IecF^<
zcur~0*JzF8iFn;Nds=z~+gs1SzK#HYe-{z#?A+-{bdQQ%J$3%|j_U}-NWf~MRpYqw
z&YuWe89dKSz?q8sA@}Z>@g}Yh?_4hoZOmxyl;IwPgqK7)Z_!<c=|M8*YkAP>J8rOW
zb~IWkxE15fcDSd~lsqc<=^(@mx!E;|5u1)BO7nl%Birqy;bc!&1JM_fI|sCyv}yBl
zcl@o?h}rTB+JJb+9Uo*}6kSR{j6e8M(q&F9=&#dUPTkaEc<(dGk%^laC+}o+ebsm{
zmDE8nFM{>nhOK20<wqrfX*gq#^THJUNrv}QAy~H=B#_9qTxM5Xe>T*_MtlX8xwE@p
zAc3csDBA{Bl%-}6wg=8B&!z`W{(|6?j|<%R(ya~THnNh&DevMq1S&yz6zGHnGrJT7
zuX+Us%7_lv?;4ytH0;rFl8i1d9XrCfDjZ^^-|h4jHtl8T#Kccc#(*hMfsf-8Baoc}
zFl~^1_cw@wXCCwe0xcH2UwylWk0pu;@&cKC{gqTad+pi+dnrPbb~q|Oon*lFdB&la
zJN~DkJA_V#G;$vlbZ`8@jb4F$+-mz#U*JtR`tlK@qex;A{c7p*PTM13AI9=T&9E<K
zMp$R(^}g6N{w02JVdQw~HtUuzj5Wa*fkg}C_QE2S=b7p+#EsU^Kmmarn<9cf&@v(C
zLS{OES^6{I#?kr-nD01Ai5IzfXh!BRIeQpVQ^Ce_oI47=7>4+o37+=`bfJ{^6f_(g
z)l%}4>VHgE5|ysu(@7WiCl$lbNBtuB{-iq1+T|xo0uSM$tuHtZG#Q`PP+=5$S?Kx&
zDCXfo{+HxLphi5DdnOzVvDx0$P7@yc2roMxOzH*!??zh*FBXXC<<?youm~jkj<FAw
z2qWj&WKSagMU@Z0$!24gKp2;gskyoeC$4uzroMSA^+xJIV&#1hl#O@=#_Ixwk~^6~
zkDP$-;(Aa_V9vO$LLY$LX7f3)?U2CpQ{m#`v`zK7Y+#NRaVeaAHb)P@HbTydZOuaC
z2E~Gr!2Pp;89VMu1kee>e4SkwqWJ#+NON}w0E!}DDjhwm!5z-!EX92w8a3R)2_f4L
zc{7MbV*c<-DvmQemEgp^w68&_JsmdLw_R;?eDgRu3+G(8?<oaj<I;Y@CTA|<(?Vd8
zjTb;!XN|c72<)Q=6|owCI-46{lS3_jxYKX%VG<h39`jfuKEQ9H+rC0DdO!%(ogK+y
zUiv_xcV7X#C@KRalPvln<igxxmo#@zd>z+MW2n8UiJ7#(Ac5TpnxZr|p%LMsEgK_Z
zrk2xH(ooVQ`-=edM<ig?Xy9?^+<AWP+seKN!#C&PV@w;~LrS1&dzVJ?Q?mAT{!Ym9
zgJOzy{WF^nTBV1kJvE@@8mYFFW`ojLLopjCnGo<f5&3nLTQ9-p=!N_6j9}d01-k1m
zf;y}Dj1~~5!(vB(QBM>-gpH~MROO7<*#BvX|C2pW5slCyZ)^Z?<B%z*^mS)&jb1It
zc&|j+9N)Ghqid-+W$w9uNoKLunQ0UQ^er~~CisEG+1I@PeK{<ygP8L?2&eJ$JSEGu
zoJ*qv1?bEbfN}(1;sF$$#6Nghg9P>r#keA7nGfTZ;4(}5*s^|%g4l`kbE6!()CK;i
zdS^iLg!k7wK-_-ixI|tt4snmxJwlPu-19Za2C4|&-YqAJ6n!9sU@g|G2${NSPgLw4
zlvlO1#sS%Bdj4P=bpEiAgMAE<N6nUao@cVNO1yShntg19ET9KaQn#th`UWzRGhoMY
zg?UaP`tDlThVG2ik>!T?xSKijScM~;b<B{p)!Rk98};GU25<a4KkMt$w?Is7)lzcx
zQ!sv%3a(>++?AAowh9wTB%LzaxDH4!S=-09N^BO-xI%tPM3r&aX_KyqzCS&QxqKN_
z(nXayL|y@)nPAc~SMW<PUndcNdKVo4Xjht~e1(E$0J)^3^FE_Pmn8=h!!DJ9@TY(P
z!%7Hn)(Man;C=;W>YaIuQRg58!64YlR&Gu$AQ#3t6g|teCN~0Uya$d<dyT|LQpHx-
zuVEa|0n!z&KKd;QOeLV|c@u)!8`o6Hg#ZlzhTX~ul(A$5j*H;u+ycP(H0@Nd4?8yS
zeuv-OlV%{frnLk_(FP(jfEh5}mPcnY`|34=B!hw<J|D2X??y3hu-EYOfjZm`9*m&l
zrC_p~OpP5Fe`RMfOdX6XGHB=Wx~AAB)DO}7+}(luvQewX;dOlA<a>AU2R3>B%E3rE
z#Lo<Llm+#=NP=DJI>9<p0YQf~uStKQsO+)#XSfr|Bt%qvDG2>L3O@=VaZswqTMwQ4
z9)U?}vHOj-V3|{Ei=_Tx=GDK)g;AQvpe%Ja7(a~N{e;rdI7^{&$nkQAf=jxI*EL6G
zZ$3fFsGKO2X&$HV?%nXGWY6G{(4jL;Uie<l5P>qOd#jl8@pV8z*G-MqK@97JG*gz5
z_w0g?1<FTC(H=<V$*hYO6>8h&;xg+&rd%k*`Q=07PivysXX}_?sgXVd7@1I{Qs%aJ
zgVOB>++ZiP4*))w@ho;?us29`v+F0M5K7WY_98YT0aeypPZSD*fAR=Sy#nR50S6m;
z0@Bbd%PsxQG=j`=C?3nmZ@{IMAt|ZqdiyfR6LqGQdUnZKad1GB-93{{g#eF;TO`yC
zFCb1@SY85HX@7biki1FMu4Uci$L~puFyzeh8hkYX`S%k^qJ}s_&A*1yU*}3Y$g#4>
z6JB?|Fl6E#fCF9#d$AYW(}Y`xHm1P#0(=i!zK8>D=Hed-#k{XgoqkTvdV}XE+o#9w
zienXd6RZxSe+d5a#K=En&4$4M2Qay6MF*6>|2u^zIq+>C3OIG#OQy}($R<i*fa$|K
zBkepQm=iB`V2+K*XfT-N`j7y|8&KlMG5BTbk^L(w-UCW>{bYMd0gH*Fb6yuENd+gM
zI?DPhfB!+|?g^icZv-4y@I84Y_^HF@f34`sco;l<-K3xT`P!kqSXyk>%q+|$jQ0fV
z5a>Cdd>=kn!d-(?<GorBkDHwvuG$Ir@h(HKoX^f;FCJ99^b%I>g4r7GohG|uxGn*z
z>&|JfL6ovWR=L)><)}@vKHJ~j=MR9Dc{-BNOCKi?*l3MgcHkpD3dJhUXa0~)l%e{6
zS-&-QY9o%*e|ph$HfD`T6?^@HQ;gq-Di1t?JQ0gmOs%6l3XaiWAGsz4K##w2Dk~J0
zf}_S?++}??AFuiYxJi&XpEOU0n8NVeYd7!D4FhpwfVwmw^QbIcc%5xd#E2t-DFe0$
zpD_~n2rA-VclK-d0>l$l@lw}`_mY~mAR}J3S7pf>B+Fo>{q)~l4VZojhke-#b%<F@
z5=g)Uq*~3r757qzSr#|aq@{Uve|(Q`<&w79WKu}C&GF9BE71ectgE<Evm^DF43CJ^
z9?0wo-6bA{b^Zse^<e}#DjQ34;KJP?{4k$LFj3jw*+SCeZ9}AHo2@RVhSclE{8R9(
z9_jZwaaXdPrBszY1PIFBKF@B<*;|NNd8rO{eLOY~s*0Ss41fKemnm|yv5n|%Pbz}x
z_vcjfQOg>*{h0?E*yCd0QD?&@g+4-8iEzOiVj*4XZu9yYeJnuLfBrh2TPKFq#}ar_
zy+!UfQaS$9XCC5{F@i%qR|`>+`;zgX!0d~GHP7w$v*9k5ztm`VRE&-}32G!)d_DgN
zHG!}`LA&3p1xbce<LT}fD@#T+LhuO|u#a5q1cAV$V<ymt{}mqLk(Y}+Vw5^H&dtB`
zGoACt$@ctm(22IFQ;gQAx1z{ImQMN!tsiqKAGK;|{TNCQWN`W7Xn&9i_Y>=jXHEq;
z6W<)lpQ7G2l!ml{T(-BKoiq>a1IB$mzWN=eGuExbL2fW8N05#&radu};T7+c;1)ln
z+_VHLCXIMoVTOk$eOph6G=8Y!2!4O!RYSrc;S$(U6q<LC?I%eI0T~40-{X>udnM`D
zL0A7e-$9|{;=zhkT!_HDgc-ern*(_;vzx6&|4N8N0zr(E-C_37Tg);~0FDC!w2e6R
z{R^x{W)G(*o6<L-^EK5dNbu*gAG-u%u7mjA9~_tE(BRPIcsJV>+SS#S?tFtdO8hmA
zPzOt}@{E7~JzoBt9WYY$PntH80%C3^TbyVXzi)mHM|mK;EK>&A&a;uvspk#kYu-tJ
zbIrDpUl7{aTJpiMLn<`3>&S+L>UfSPNy%2VF6LUzgY^!(wg;a%Kg6kV^0p`7VT4J7
zkuUH0pqzjxH9%vMd+~qXN2P(42<z&PTXP{^n!3&`!-z)@dG2B&e=$dH-o4Z&RVW#v
z@O3`_L+Q@|Pc8Gpke0gtcO{$}yj)cV&NyPj|6yCOR=9?vNX-6pTE~-%Q@*#aeFE*T
z=?7|kMcy)j6z0z9{LkW|E3Q)E*eB+gxR?8wnnja$;IcJOge97Zn8~jY9s~7O^-cOH
zjh^@r?=q2%u8GydhuwO(pI!ag`OZu33pmaW{lm*4n*les0x=5Sv&3t+iI3C&lSxI`
zaw~Ed9g$@mx8Qa<X2p-mnZA*=5F}WU9zIoa|Cu;UQWjSae`%2GYQ7lte)sqN?GEQu
z)vTH8bO^~HQJ5xm<G2MIub0fzd8+7tE=dUK>gMGwDVAu(>*nr>B%SWRe(X;_Mq8Pw
zB~KrlhYnY-b>&0s{R<ijY@qfHE5Bv?lFVL#%+Xl$F(<c&*lSI45zQ3?ZYT1DX+o7w
z&%h4=8;;-K>wP1Z`chhdwyunF?dQH2RH;kvG@Ma6pO$|Eku0A?&;=UKXsEW!b06@$
zOg`5`@PrIY06{>$zp>!@f#=<v@FKBaE>39!SD;FNwAGP9dj2gwZmL-^MISuv{`ckn
zR|UCo>H6=_1J>3GkGO0vlH#;wv3l=+jTzj$b9;b_&BB7MPM!BYn_xHMBI>_WkdRSc
z(Vrd3nx|@L2f_7SC-n=>_MXS;FaCMLQOwv9;hjEF%Wt|wQU4)bR`l8=Gv+PhWZs43
zBV|sQA%mEvKT+><_5Oug^8?5>pAfO+SHhnH=`+YY;!kaw6W7WpeR$iZIK$>af2ES`
z86Wfg+$#iy=SaNfS#Uo{h_jT(9+3=Ey`!p-THo|Cc?jvzj2L%S`?J5ebvbPgdOzMc
z!rIl`@_D;}lHoJkY>9T#)(f*W^WW~xtit}l>(9m8xSjA<ybuGBS>mr7Irr|gP9N#x
zE9NTUJjHbg3^twhI{!ND7e%e#Kn>WR8V?z9QfU{>`k{DFb7o%Y)4$?d_}q0b-SPML
z0)@hO-xf6=F8a-~%bl3SbBQ%DOM@3x+>2ckL{G?VT<N#ZOWjT-drY>a(l`7|HUF&Y
z3rQWL!wF^~KG}~-ex*4NKjQjTj8SOQ;b@*Kp_Uk_P!ML^ih-4Hd!ZgX_mrBsU2YsV
z!ONZf{qAY=WolP~^7rNM-*ReW-ln#H@1>&0fF+Qveqd20<R5+^MXl+w+gS^*ns-Et
zUXkY<Y(!pv6MZ-I`cq2#MG{^-r#|&jR3B%tpib&5N@r77^cMbc(-VrE>Q~wslwP6k
zfzpZ;YwS~pMkuJbt)AuUI6MpfMX<^GbKNgQeY>XqttD()lJGpR{FhP>!nRDLB3gLB
z*!GGTXXz2|JFbM=)X1LEC5N&zA9Hp3Aq!F8KramHuy;qCEbiWIUlJ`6`<r0R71Q+I
zPe{e*S{85t<`I(;eFHRqd33T1yMOum2d3J~`_8iBqij}2MCkOfN`Z)Ln!UW0dvwc%
zT<e3vG#}}aFq`LBqaE;Php=))N=ov1>Zv-OPaJ!ol$NW1MZN$RcmwZghPI<zTW-)r
zi;%Bcl}tKYmA@BrEk0nf)?a<a-mU@MxiX`qIO^k{M@jK?^4LcjCTN2gy!d&%dQ(Qw
z&gAz~ixo$8b@fhmoB3U~O7`0J3$YoGq3Lf8hc?VtJ)|vMzop>#v!dkDNrYFdVJ+uf
zOiI?Ya-7Z%^yIwU7H8{3BHp}ELi`#{hQV2Uv^>+1*MYBZHg0#Ip&vh5qh}#$-|_Lo
z``wJb?+(|l5ZvwJwU5^Dx|#fV__|C2&pZCXd_zO`P;U{cLV2&OwPNfu_b1aS)5%?W
zB!9aw#78W~41JoNC;i4N+J&|WUAn9Rq}>t5YXOJA56U6F`Bm})>CAI~yF1}se|^<}
z;i(qTaE>p<Ny%38)K9Xt_31*P^Y3{H=K!TiNqi&Ckgl|3I}l&C2gg-Ue62PKoT(U`
z&;R74f-9C5i?o{QwCe&F%kEr9R|Wjd-h8p}$X)(L;PG;<voB&1Urz0T$5dT}y|H;5
z!><v^=iNYsZwEcLyQ5};bIlabT}N~cXZPwYW;n5nhKKdPYHkn>ln^Vq`c?h;FC{{F
zjQy@uYXCQM)Q8S^0QDBQo(B210Q!X|>C8vsmzO%sEtg~OcEz{;D%++Xu8S%Pmk8IS
zce-3BC=4hR@_r;-1FlN`V-WdO&RD(03N||I=1!?Is}!-^-YaKr;I3qT>uuPFZvBTp
z(1i)>^!k@tdqp#+Lsorr%*r77rbUmBm0g7s?sNR)Rsgw3d%nK{MglK*4|0k0w3H0r
z^Pyuk+E^Wzb8X_MiS>iu3KZ|DvqKx^Jg&YHG47rgsp2R)!{AgBR1?z0O5mmOU8<p|
zE4LOKmL=@^Tub|PUdj!8R!SpxSt+E1_(;EMtr&W&0JD#nsp@>$y0u34$=XQ0AT%3s
zWk26|@5mBeh4bYPg9`N@=L;(ND4(pXF|nBPvtaCTN_CNKn;TYARZ8N_!d>W8k5KG(
z-C)C`p)_^l;)kAB#Uu6-Qqn$9YKugcZa$29$@!t3i_Sv<pZ!<PU{QQNUfEGj`%S!s
z+|1@sxNF6#nih3?%euiYYlHmoXGLG%&BMx{1~u**fj@?KvAxi*^}ekYp}N_<BF9Xy
zd@d*VZqriJ=Xl&X)P!yifX*6D<c1ubh98y?{{#0;B|bmbc8jm?suwkCP2S<tFV5oB
zN5J{_QS>xxJxuNen4+07VG#5Xbb6lawOe<=qS%(MT97w!(E0C~TUGT|iIxQ?w&d=6
z2@nlHoEMJ(XSt2E#d)I%r*2q(lM%)n3*Uyz#>XEsKygC=0L5VQ%>_jOk^qC4y#?tg
z(Db>%X0&=Un(0mB83$iq+~VtoV5FfKQ3Svj0cjk9u}r(!CX$lHaiy?ifyNGBhGifJ
z=m9YXGYeGsvr9GFj9|{YLZ78>kU};L{y<+`l$`Ee@ehRqY7bG_Rn#PN+Ih%h?S4d^
zDhkmCOCD&t=74WVK@P~@DjUvVf<1_n!#hlV2wKUVa*E^N7a`+=SMYZTQ52ans21Z*
zx-0P`Fx!J!Syx2Zm=iINnJlV}^dM=iun$8h9h*J3kqmkG_FG*Q67ry3u(r1yB!&#b
zBQ9W3W00_EPMACSJCq!P<S)TFmhFc+NG%qFGF^|cruj<A1M75G4m57;2D10u6A)>T
zIQNAR_GoIlmy8Rj8lt~)ANfJP1XYViy1AV02}1?WR>X@2*1Tok)?R-KE;>Ghk~X4u
zy$F>0r5zk}YP*mS3BGpz>^b|LYA;$CqJg5nI!0NA=@KzlPteMSFqY3StHJ{cES#P%
zEXyu<`8GX=^U=j(11Fyo3*iWrK6;1Yk*k5&qx)M~`ci)+I8TvUwQKtM2Sf?>F?r~@
z-;t%`gqpC4VO00wc+N^#7orz_h5ndpNsmQA9!MSr<V`!KZU_B-NVLY4s;P2WX%-py
zu!4%}J$f3OHMmdkR(-}exua&cKnVs}pwvT8U=AGS!rsTT9}?HL`4sAPQMWa|5YF^B
zBps%;om)FgS{u907YK9HW^dS8bw{waLD+{M_UPTpn@wrV5O3P8Ui-P<WDqSA5#<ty
z0-k|mAn2WN9grk&G@29jn}X|v0eL5z>D|L9L<ZO6vy{yHs%1a$*l`rY<Axgj^#WX$
z0K1@dC%V@e2Rm~U4;LgkFG6|^=sGn@b&v5$zS#aTG0j|=5d({0E>;eQS7#~cr&0Db
z^Fc~!s35+cfx}|`OC%CSlM6V?*|ER&nHMAr<_X7s>F#U99cg}IVCbhs@5wrAsys3t
zan=W%<JAlW<vh~DLiU=S2HC`RsQnV19p&LQz9EeoMm@j~^dDG`O!sS+WwIl7;NdYr
zuRXDrOwSwq2W2p?X<Wj`8Q(%!)Mj%48fG_1gW$Gh9<186YVH{7P3I8H+93K>=-|OI
z$x4Eqmg(SdHnElvC<l0ND|C|0s~|Vt8)Y_@zcLxzZ?t@j-PoIQiV*C7{D>VQ?TdZk
zwL7>1TQ}L)4cbDG{lI1A;|xO7o&TgCyb_GNEY$XJQi3z}Gro0-^lAH0>Li+BlC_d`
z7&a<F!=G5#BxV@ztNIR+%y-5Yd@Sp?$RiNX{~~2B(nn`Qk+cdvwTTud{!qUYM_Xh>
z9yg;%m7vC2ws+4sPm4R)p<ru@BDv|O*_{y;OgAA1ZA*xYZb<azP+6YDzQrlnG9Gpx
zpXEW^{Xz**W|)bX>bT=eo~g9ImA&)J3w-|boilZ-<3Z~2d2{p;SiKlD_;Pld7i{NA
zDu%sFL|fk2g7#k7qICcHbBDohmWVFdSuMW;jgV5eU4XHcwpHZ40k`Y&pICTL`X}~=
z`Ac}{IYvknIQs+?>f`E!XcUKP$~n>h!ztZS77$+3+CdaJj6l$i;G5@sFp|SE-1`@U
zXy!bqBq%s02Fw^Mm4GsRnA%!CKJGg>O);pC6Fo01qDF&OjW}=*8)q@V$zlEU*wyj<
zh1Cu@KiSJ+$+hf;t4P`$SM-bX=k5`4TPAfafc8OQ0CDn&>9JU;G2I;13QLF$iybj~
z3%OJf!Ppo*G)HnSa72!it9D0zcVMl2oW$LU8A%k;TZgTj#``pgZt~&2^MP3Z0No@o
z_}#Mipk`VAA~Yr_X~`dq>IoBFHaK*F?|y>F^xSGiajZq3q2_$(yzT=F=X6_Rok{Vg
zE}VVEhIrlCM0<|Gk!|;7_D0yJ89lgiPjIcxf9$Mh-t^xb!3RF1FvxCDj`GZZP#is4
zQF%Q$5Z#CBi#eLIe~g0npALpm;@`j?af*3lQI(!?c(zImRP3x?IGleXU@1?D)>s?-
z)PJO({@tFE%RA@Eu8--bh(2%@JvY$39Oeurhhb$XG9EsV(O-}?sMBjg-@da#Zv89A
zVZ1j;CZH`%wBDN-5DPsNrK#7xIx+?+At}zeL2BYO@H*w?PDic&y$AP6@~B&1A@y%5
ze3gbH0c0BuWKqm~&)oj)rBnTs^ox3C1X8M2%_Xt9R}Mw`KreyJ98Z$y+2e_hvT`Sq
ze^OeBxR|@V0rtn2pMX&n>{sU*2JpSJ@bKpg1Yk^Op}CENbw|7A<~fSgJdI2(9iXfa
z(VaU)MUxMwgNf`Cg28x0TsyV1cY3NR7A)DQKey)N^NECOUL2c*Y$+^Lm%NR<YYI+`
zp-N5r=`!w{dxDL*c$py09jMSD$JVYbh<+dTdR=RQ?UTA-(gRr(5x%wlarR)W77}v>
zK0m+;+B53Xpll1cK?q>>#nj|px~pb&E%lW=BgYTgZt!?ZJcB~$>=t(hhhNNXYb@LT
zSp#EK0>3cXh{NamnzV8lj80300WY7XmF92Q+aNbp`9@Z&Z5vJQAnE4uV*8Qrdm*?|
z<IF8;7Ry)i5i#@zb1AxU<u?R9gHhT4?SE|xdM5HvCA*Q}PSN7spXBti@nqPs8YEUW
zK@%9UQxC2&1o~K5Cr^g?vF}{V{cH(gLwN1X#D8J4*#{Ck?<pooTDfB%sq&&_A$Z-B
zSQkzz<(qERpu66)8H`rE8VRX^d~Sv5Hf#r9+dk{!L7JtIn7aX}f}`r5$%}|y8sfj5
zRuGb!0%7iDS^Sq3Rr8{W45_Myc~!x8Ebvu7kpo8f?NG`isd{1+0j@rm!0RtW>}~NZ
z8*hs8Fthy2A6yE`I^l`Rh<tR|DDf4tD$OW5QFy`oWRwa0Zm%trAjuv-4UK%W|JIs?
z1iYGIUmhoMeuJ@+I{^Ed)l4vsM#V)!DWXu0ch?L+10)l(gHSk2?2{?9UT=Ei!xX@<
zrv%}^VRm&^hou@MqyLx*6CB@HV3B$%&$B`lTOlzX+@%{W-bkP)2t==8r~3f-k?~t#
zIIzjGDZP${?{RCy=_2VU{S-H{Jo~9H5~#;HE3XEvWY@u>`0im;ci2S+>xZ(8vd+Uc
zNW&({_YPyD76i8unoleBIBfo(U&v)szw7}v=@AkAm?FC8=S*<}J51jBaFjcw0R-F-
zC<u>dDGWoTgjTjET*J<I(Q#{HA)q%hZV7jYUsI@IlkB~qub&|-=ji_?mM1=X(!6Ck
zQ-j~K)jh$X^Qc3%?l)ZiC`8eCp(2Or{kNQZ(LY%Q+A#dCCWxF84{O{<JtZbV8x8k&
z){&hjPh%yCjp4+oPoyh2@W~oT*e0LaXyj+NQqa0}1it#ewiD&~Qf_lxIM|X!DG2c(
z=gXgZL=gxfK;PxiABvH5=*Kg)o?EiP8+~}h8-dQ5`SoE^?CFCEl=E$(lP(6ir=z(4
zW>ph=6Si)^n_2pPSK<Oux|nTPzKV9Ig-|T{YB#;SSJa`Qf1LiTXXn<zf<JnJD-s%B
zH9|_obG_xHQ^B1Y1p!R8Ol!7kbwA~)L>P-A$o5V)3;%|Z^O&Tgd&eCmHz(Qtc9L_0
z%d3=jg3O-(?xq$XK8{8HIa%QT0|8}~?`aWW1=lp9zBNp?YnP2WYx|)vdW-p<p~+M9
z<_9?TLonwWFR+IMreVP6h;bZPx4c<uzMt+%jQU7}1}??7BM(l)(b$>yaj<7|=?T0o
zWkn$R=hs($>*-5q0n&m}p+X4>NW<HT@Z(<&SKj>?GQbENhHDPd_2+0)LlMZ$gczkd
zgI3gBKg7uP10{?rnH{28Q_I%u0!bCYo|OOBtqpi=Wqi1Q7ry}rtm2D(uobP>mOvAp
z$ziW!j_IV0k4Z2@fQ4A=g$VvKE`Goj9k;8Q^N|6jNXg)1JbZ{>5DZ3;)wVmvH1X(T
z)o1L$MoqVJ4l|{KDa&rQ<L_^A92Z#C{Xk?Xq0x-~ZE0(hiN*}!t2#jY*<*dceF)>5
zjMc-k@gWqTXra6c@}^%=!&??>spr8~NFmW5${>8>WXl$bIW4J!GZgSwNYqI{#Emh7
zU#`>KkvI(4KX7&+)&<KVs*`kSKQBB5iyv~}4z~RIDOpzl6K5;71B340PYK}W=i0xA
zULD4;RVcEM{WFx(8rVwHGfi44;9U>V^Pzml@LM2#`U_emv2)BSc}7-XDQqDug0oBJ
znf7yKyH}p>J{S2mUsCe<op=#LlJ;QDYt~SQD*YG9utp04>e&{Z?ag5F%uPtn=_&3(
zSkXA?RY~m)aR9MO4Dmp)7Cb$zP9LoP_>8fs0O8HRjfXG*f12|I48bAM+RiS$tNnjW
zoL5-V@B7C;h<<Q^BUj?UQCU`6xpDz&WlOCrEmKI#EO+h+NTz0`mZeRxw5*)DC!nUL
zl_U28({c;BKt=d{|7ZV``#HD|p6hzQujhTg?vsa`?kipAO{;9NuSXH<?VBNg#s}_`
z1(!qF9jDLpXblfHNBdE<3z|y0a-!#p!P_dt987NYR@+5k+_GJpVu($NPCZn*4IOX?
zO3B4Bnjmf)nAxrE5<i;a$@qpIIQa9=p3I*@{98zN255PXVa&j)`KH0e14J~>1q1|3
z35%eK!AR~iOO@0Hb`jhWc}W8Bo=1g3-3uX%1FV#OTEdq@#ayA3O=0U0sk$mg2|8d$
zR{`mb4BdZXD;SDvwfF8)Wg<ygDnhrIc1n%59T*{uBh}9t`d+d4xUuLYrkTSEC?@}7
z*5>cyF!>Q;(uwpAFn^nHy7>(!x2PwrOfvcsry~sRmw>^{$2J7OiKj4~3tQEII7f4%
zsreJZcu31*1g!mcB`@CgDpUy(qP<RlP8QOCwAQQZaATHI8kOaaaHUU<(v9+1f(>tt
z6Y#0DgNw`{v9Ss#LB!Mm^WGTs$RONMK}>rtNkBj4HsIb5yzJT$HJnRD#K1#c=m`=Q
zp&X|&dZ!?ayM>H~H>5JZt$mo-216@>gs#SEb*~?(y(Fp1oul20t)vd+s<yH5HHwW2
zl0sG9FF>oE*7(r?7Ct@DyS0Y&g3s*SD~w0nkGNF)85-A1>8yu1Jn|JxKYre1QBUTr
zS~gTcarq6ttluE;R<9$X<p3;p;yZ`waGO&8914j5MuVjBpLo;8K;br_3kiHt=eB?r
zAPjgAU}%Ir^pAC$W$nxUF)cuQA@_f+`4i>p38y^VBPt})8iPn|0{d&I3;|k~feFQ+
z4ln8^1Q$yc{%4)WAkAZ806q+`;;*Qcr{K!z0hO2;zE3)5V%P`xDXR=rkVw<JxG^Ng
z9e#=tH|w<Yj%1CatV7gcX3=XX@3H#h^|FP}ka<W~Nu2&V#QV2Fm)tmjA0{%Y+z?n-
z!UrRO1{NO#^EyAMy6^z6v4Ly;4&HxgXReX_l4OosRy8OC*EL`(@Vo4plZ@#(bAfbj
zQ-^~{_X8u~qX~N;qk6muKwi&@wL}&J<hpO((w%&ki&!tB7s61^>%o|^EruH)`~G`$
z=JqRKZD`!hB#(s6$0OaKSuT2!jA7Q5g0_2vs;fkzdk0|N`uVygrH*|uVTIUE1^Nk&
zK$h}Ncp)4|R#yzqkD}Pu8}~CkZKtLo+Y*Avb}$qtfI6WVZ7Zin@M@b`$c2jpN*UZT
zVA!%jekQ{kpmB>%*Nvq5v+bdVTUaT>#Lpav<U$l=%N)|g@jn}ukM;RQaQUMgZ92NK
zvkS3;(=&xY8E!sqmR@AlA263~T%D$LtAvNAa~$Gc`KaKI)+lIx1Qx9QHwtz%kyZ<J
zvkUyQn76y0I;=L+hqag8hF}cdazllPi-MmjJh83%bAe3gsJg-U9A%YsRP@rez{8ZQ
zIuDqjgku8(Q8uT;nYE*=6dI&hawqV<0W7mvXuFfGc7@!ovQZ}bAOV~)1)QPZ27d!4
z+q*Umbq0@T&Bj(QAhlXjp_Br&i*n&tcsJtq$ysXfC#fbQwugn}-!NitB^H;?{(+!w
zZYAN!n|JlD2Et(1k)rQxJfwm5c;R7GUJ|Kc&oT#_7YHoW6LW7ykQ;6|2ul$k8)8gU
zxD`llC7dfQd(K1YCv-+VPgur9ODW-UFRr2jJfF(VrMB{0p^O;#T|s9C?rlS5%_z$0
z^q_F<7RpGpRce0-5WSTG^QDyXSzF6TPn6Lm1~rJ?cq#sXa^9|}zZ-$bnIB*bx5z?}
z_M383^-dae-xs5qZ*+JxO!VL>qpGJ7v7zX2XK1uN-?T@3BbX_Dn9hMlyR5y4#gkub
zCK2_18!}6dAr?fVMZ|X$(%%?3NYpA?<wGD~wW7jZSET3*8)MmWN&c51-+<HoG=AkZ
zN#>@75XmyO>jxwD2<NLe;LX0a90nD6-2oPx7%ip7jmnRpKFoHcJ&OLZ39%VB@s@*S
zC=4)R>lHuM(EAh|nOZLdKISkYZXv~#0X$AO=6r^_J-5uDX5EM*P6Aa)g8c~YFQVFi
zxD`(NY#M%R5MxaLGz^3TQ~|WW5O}2rOhln;K;mgAW|$*#$<P4r3L_5KFm+(mwguK&
zN|+EKtBEev2emR#<v~X|*+epRUUJh038X7Y&hk<OhB#<zXWwloU3h<RG!QS4EdYm^
zN`)KHmZ0gq>8~0_>3nVU1ak00%^d6KDCXIBic}<W=ClV{XpWBFVzbm;$s!zXU{cl+
z=SB!2+Ys;);=e+?1;2VBc|ocOa3gpYPOMmq>8WGYU?E*6&`@+Y$i0316Dea8s@$$P
zLfNfy_hleou>nlin($i1#UZjF(MHSwH((!R{uAlnKkz4-l`>^>3@&^RO5{$u594iN
zTbYYtt3F*#q=Sn=p`@cT44|-%_K4<s;Wq95AnjPxl_|6syobEcF6JF`aTO$h>pA3L
z?XU1nt_JRv@wr=Y^Nq<dftg%~=FfEjhZ6Kbw(H2kbUQ&0`hZwUZBS)eN5lP+6&jWu
zQf#!suiJg+AFS?#6_Fl=mqZEk{P3I#QkKc+nO+8`26AAX(<id<goLhy1Gg#fBu!VI
z8gp@&inSFZb|A9LUF=G~NEYHwo6qcuH|2ihgxk}U6A(;Sf@(4jtB9mLg4xX+GY8oH
zfU<F#iBIuEsQUaWfeT+a`ehgi^br~?UqMHC@JNIjU*G@(X!y2iOv?M3D9w$@H8CY1
zM{6$5>f*PU`%$<UvU;$PAl-!fG2*|~TUz@!ME`)Ql7h|~H#COZT-W#^)%-s`l>)Xw
z^a@vmZ)3tt^8vnpi|}B_>f01Z2o0l@wBI(ra~dF$R1@bAJ@UZxPdPvG`&#6Qev2%Y
zC>k+0yS!Wnnnu4>cq_G4A&X{*Nb<^Je`do|QOW34JHfV%PB}fr8HEAUJ&;o^2>SPN
zUVPer`LSOvnv*p`NwmzF_ppbSVedbPd%vA<<I2mguiHsJs=(DEx}GqNhNDV-8=u_U
zL>p%1-5htiNiLw>+;SV=Hl)Ff!pY;f2b(Jl+>>DdRvl-4Rqz%*JVR*ZbJomsaZvOL
z&y{$>xrFeFz<5I<6*>iv>@x9Z)=m=D*D&z;jbWP9#2yXW$mmXTG(1)<oMD<qtOAn;
z7*ALm$^CeTzPBlg(QjE>VKR;P;^1_QYLGWA0n%`n?`ORBV##pkB?+e;-N)PFdeeel
z(MacoGe>9%hqyl@=mQ{$&FQ0uiTGp|LOK~Bz_)m_QfA!N%2^SWTux65SLf>BUrvXV
zMueLuI|Xb86-U9Dx2lR<#`-$^;Q`kf8-%ekQ2)ln${K2Cy#OMW8bC2=a|xt2jFITc
zWc(1U-r!L4E>=*FIdj9$3bs)Xi(QKyTLDCef_{)XFGa=HONFZQ)}(PU+TDZoJ5Y1i
zKs3!8e<R6%L$Gb^>}8|Q3}Gf$5Ux*9I`u?R|M7qdZ%jdHM%ThXrm7Y~N&FySh{6Cl
z<f_LI^AOckcq1hjF@Tc2mZyGAZTDUN;Vr|=K46rz>v61A4*dE%kisdck9GJ98jaTr
zb}WF;G=<Q9MmoY;L{k&Wng~QDvK!|%cnlQ$lfGcxTHaiPWJXnx)WcAmt6UN!+j6D#
z5Q6y+4b;GId!^1;ODMe`Vy0Nwid#Nfcx_~&p`ZE0Jf(r`6x7wJi{Wio>wPVx->PG_
zS~qXG&cgQjIPCL=iXa;y?5hjzhL}wd(ahp8_xKY92f2R*DWY{Xb6}18SB2OuL-yx`
z#1x+RZL(n|Re@_ARj#lnhwaeMy6m2n(Ll99Bbnk};|FEmKI^=7`<qmBKS_<}Kk(47
zP4!v4sw^$T4{C9nplR*^zwg*jd(<~`4chq9s<Rx#dM}(;Fwy5SfMQ>0ko(Qw3$w~V
zI>~a9cEP=KN88PQVQ73^bSG=Ga>l5OE;!mm{lFj^hl9$Kde8Go`xSZR1M+z(pclEO
z)5jQ=eEPrGII5(R7Sg4D5@UmiPS_Maf(T!WB`^T#!!ofjk#$7k!$nJ=3$K9_GMl<A
zfN31#+kz}#treylS`Gx*Y37P>;l<1?5Z*Pv#h7ABS&eP8l@WY^1+=*yT!lvqNzpQe
zQcZx~Jal?J1T_W?s1T?V9<gGcG(k|iASnNxemq<+4W<Aw5VudFdkOR^AV4e|a0~xk
zOgfy~JvDc7KV~({-H+%f3m5|IY<QauVJB3jtw^He$Z(T8^lq-e#!-&RQia`%;NzYP
z<Q=`ls2iL<DUnsg>M%2lk3JyGhngD~Yr%<c2zo)}vKTDI)?j_Bv6Q|`ts1K?ItmJm
zx;}6F4{oprP!B~2wwM+e&}hir<~J2n3+1`p$517-UsB<2>Xa|ogGRus7hx%T)g*ow
zs#f93AgVejk7ep8Cos>AyrILp!BpQ0dFM^bhtf{-=PT$ee`XG>+5)^*58kez8q2R9
ztvBR0aG1$g$(kPnVx;gg$M;{(wx4T=wF#rWB&qGZqY=>BL;SBl4?W<n%65Uqe7`59
zGLuY`s-zR)uiF$~EetJVG>WjBFt)_&7={aS!85rgylbuT(Fno16n>k2cHuo}HUd^m
zyw&>~QajM(T|6Cs0-@l=LVHuTr2O51n=&6sFBhm`2wInN@9~6j2{masALxZ))TXQ&
z)kM@l!8UjtI5U&CAo!9B7uGu;aa7+77R4fX9qkH)H7LV2fDRI&4np~3mEz}VI>Rvm
zWYvMiz%!(gMNvuMwsBtKi5SN1cIClz@oX5Hj-c%k)TWR<%)_K@eyIS%!V;KqK<9c~
zcxS{LO@vSmpTIO?AFw25c5%`~U~kO0hsJ3^WW>VCr@O*)Fp19r0z;%hsDb7gegek&
zykWSwdNNiZF-CmOKcfu15N%7EhlHH-_{dMOgC61j0|QD~60USro(OC+6zIB4e*LNC
zC#eBf=tsOzK`)X+0@D+i>;~#*N(SfhFz`l%G)Tllu`8J(z131Vay*5b&|WI)JH&Q)
zEB`s1JuXO)&x|q3%e}yzm5m*nAKV*STq|z&FN-ij@qrQ9OIn22vmjb^hQ6L~ib+9G
z(Yd@?KV;d>@93i4!C?y=b`eBvQ-Is<l)6HN^K)pKoY$LgN+FaEFlC-VTzz`FT{(Ij
z?S8zFWdD8TNQ7Ef2?(=lC=!WmxH<{7XcA_1GaDY^$PH2vvp86brf>v%ZC_@$UOxTN
zLBJVHfy7qABV(*l2O~Xctub!SNcQwyDYB}wz<z|%+Tgxyb~ctep}D~0cm!k+Sgzj1
zFsV1YJQooOs%+V?XCAO<E<xCSEi|j?6P(?g#d;mF_haBb$zSHM+sVLHSQ6X3q5^RU
zwrY-gWr|`3#iPfKfr=_{a|J0`PY5jL%(Fd$^`-Y+?G0tSmM|uDg=Bq-1g51(eTks8
zb>su&LM&lp8_FCeHbR1ILGKaTeUtI61_#%b7Yt_DAGYo!D)Bv^Q3jE2u;w@7Bw>Q?
z7bOi@Z=ooawkUa#TnN*jt=A&S_4V)4+6B6$!Iei~?q9FzH~b2Kt94n8S_GdboWBlj
zZBXh7V3@t8pN~x^3j+m0*l2R~1pz~NYCn=EB%!wO5R;wQDNsS`6o7GIG~_5@Ss6Gr
zL3L}p81lLpZ1108@LR7YVj=p*Tw|%xnK8mDNc~J^7Ym$P9EV8wO}oMiRdC1uXkr@|
zvdMDnr!1O}@}dN_E@HQfzgs5kG6wpy6(&K9tqJ!Ui5J3rA~;7eRzk~I3spT;8QZbe
z8xt`^@Rj4v8it=_!nRc<g<_6)7w<8Cp~9XICr}{*PEhOeDT}0a;DZdb-fqCKN><9E
zopr2RnOp3h&HCp|#?$QAxgDg=3Xs^vmKUPxOnv?W=ca6D87U=}ftEc2Q(D*v&Detd
zik7lSP-7PwaksNm$oBKBQIInN@!L=>3Wft3T^CS(mSLN!gC`|}&nQNJ#S@CKzCUfQ
zr!I^Yur!&Atc~{@_)c9?>#k-+MgC2>ej|kDIPSi&{uM={CW5%TT;F;MIpfGxg0%#|
z=&9psM=@8nznnU12#Yq?*NG*wx-GfkDzwBIEy#qQrP6(4nuGw80jqhBxcxA+gal!q
zBHMaz^?cu=fA*Z<!ud}=uK{;9az;?NXdReP4xFexO)N?z<A)_gR^V~_FPgTg0DoA7
z^nS<|R=|mQVFVnO#WaG%5nB8n#*En?PM0_PjD^Am@UEcqcO^vr{?-wK`sHVsv=3L5
zzDR*YXy92OHSUZlK%5|Y5;sdu`${{V<^J3V5-^Ool`zX3UYM7kzL2Kd2=_>di_lh_
zp~)P;KMDww-3V}^iKw%f<u#4C5^VHfN2R|J_oF)$kOUevMAU43FZ)o=hg1agfMIvu
zDq3NPwGi~^0E9Et4-z?$Wzrf*@HHaFS30O?7_~h#O3Wgt*?B@Mdzwb~a!>O&ByM+w
z$wfAEVxz~Y*EBXJU#@pjhlvE<mZkQ!)Gvd~Ac<PbE$i>+NK!mc_UR|BYs9QFtlcuR
z{_dNBfu|vAjmo?`y7AOtflWVtAY3$3P`4NA(X6eu89d<xTGnGxmg{}n7K<s+d{UN5
zN|bs8R88ilpn6YH2H*UYuz%W$l!<oM9(%Dcyns6Z*eSAIBZm5E0vk6Y?hgp#m0=a_
z>>~L(A3T*Xfe3Y{_(wy(%PlRbO3$W89sIU6@dFC9#Pd}<;*Q16;hBeF0bVM+bl5Pb
z#9YZ#oibsZN7tu!m=!-E3d_N+VP#rW7W_B1R3FYrhMoR@|CgR|f`~6&*T2wJm>2}S
z$+Uh>ZoQ*!E)*pEbN)a;A>3W>j&0Uw<l*hJC){>?{MjO(SaQavctIWglPn}d705ky
z*l12y&vdoZt5F3`$vB!&B1Ig0akXiw2QGk6fzZ0p?ki1Uh0A-ZPlvqO(fRGthP<?d
z577Z~BSDU&|3?HfM03HTy=0aXp_Bz$MAt@~owBQ%XRSj-mrCO915J+^@TWzn^Ap(T
zcgoxo)3V@)TfS|dPWith{&w>|bKUVUo@9=ayMdjaWp^N6#iXUtryF-z^6{}V@h5_J
z%qC^jIy_&!?+>Y;QjoqcC*~}XCmfnVfUG?}No$;MY&(&D0429KQ`N0UCoWf2SXr~V
zai2}wmx`Bxx6Y1vE1YG#t*z+bcw=64=IpIrxzGl$*7%V6Byl$K?EK}X7yU&yEsjbX
zl+V0PE@T}0b<FsjW9`ofy9X<;6{e4>aoTpC8BR4(`{{pmB|AT-Am7{A`bc`mso_uG
zO?pEY^9l^k-7};}j-TrIQdm%SXtM0HZ}H-lXBERsM#IOS-MDPz=vVApHYT}`+>S>s
zpZT;QS&=VUkTsFN3V*)=_Z+L){pr@)?a&Mt2Hq&g6*+v|D5v1dd5a^xH8*^Xb&p)_
z%>RDMceK#x_S+Yqo$BZMK4%*Zci%gFm2sA!xE+&G_POBpiwWgRovwY}Z8vgvx1YLv
zxpQ;P`^8feYs0kNUm9FH9em3)I@&1)sFdE8qlct>D$~HSz(>>8yWBO;Jxu-2*{HVJ
z7sn5NyD4k-FQ@Ljn@-NpTE~p`y+uybdumtGM|02Lnby&k>-lzEBjlrem$(=7HgxWK
z*22Nu<^5cj5T<OKc(}ULDNnla1K2Bx1qTuO4J&b>KLI=Sk8o|;P!6*C3MDd~`d^*H
zBu#sCY9!<(Wp8{6y!9#ozZ`TTEwYv5pXc?;eSiC^Wz*{Kpw8}n7G~pM(&1`{a<6i)
zk8Fx<b*uERY~NJY+e)I>tMMCyG9OUo#N!KAUp4!MmgREfrAl$jNlp@NE*PEjyL;qv
z6dm@sX^Leg_5N{HJN8L9^qQm4JKJpA*WuN5q6!kadmu;B8m8p5<vuD%i#aDsi^>Vl
z=~3+J+?G$PoqK#-?vzgY@vGvw8MNI!GP&Z4!Ej5ZU?fxO1@w^GXCYl7i+;#W;Vjs0
zQAgnpn^W}N!g@BMo~<T7^y}Z9LE>fhE0icjS<8Fe%)C=}r!3fO+4}jVXvsq=N?;O{
z+7xhOP~kvPAS3=%JPfS<eKFi7EL+w!KH=B{VIP~>ckn)agRjQ+=E~#R?<Wp@JF%RW
zck0Tn0-50Yi>j}&5jpGkaw4)rn}^%K<hxwDrQOqVrsiq?y{g5xIQydamp}e}6}T4c
zwEg;N8G%=_TlvVKR*-w>cYMm|t@x`yA4hBNgKZoyJSiF9do-+vy^oQdT6emHX8x>Q
zJzyU*qDzXnkL3z2hCRgYv9g4aF&C?r#t@^z1JENjGtJ4zBtfw_Z<||WZK`r*i*NU*
zz@W0wI)v+FBP!<J$%JRuGTtCRDM^s!EKcaQG*GW6U|UQcDjho&KfNm}JQr16*R&v~
zouT;p*!MrzDmqehPSVO=mYy~cY;(pft?qnCGqZY>s+E)Bup@flk!ut<d8USbSckFD
z592$;;O)MbcOUaVaklpI$M=@)4rw<YR`fhlIB?D7`BTH|Ly`x|KPUanPyf7S88c9P
zuW!EglT-bj(c@|#AMt7GO79`J++O!5%x$(Exb>7NJ9;b08P3{O@Z`0X#z$TfEIxhN
zovt?T5{S8s&kD1(m=X7BK;oS?fa4%uG@wE2u7;I1-VGxLSz?w`r(~$VOu9|7&+xIy
z_;RnWgGw%wf4%yu^eh$k?Od1CR;g-v7<juoZpbb2PFVmxUF=?m=I)wWc#qATUV|bo
z`B_r0Q?$fPbBE2a&^}Vr$bZH9ZsSPfOk<mU=LrAcKThqL3!@E{{&n=jCgfqf9(6bM
zy?4#Q8qxd1*ly}QwaY6nGES`9M&uYpSufj0O#S#9Zc_4S$;-~Cv^>zjll#4D<=IZh
zZw3DEBvmUvLwv)KH`qpBbmyNNkmvpX7>V~?Eq(TMxbM>NzNUux=hp<Ut`(_!nlugn
zC=T)6Z%BDGzVL|e;Co~Dnr$Hezl1n(Fsa?<<xJGs(T~Egk8RI)bN>}Z`d!ky8RjIi
zz2kOk5yY2)^s(Ng4H#JYy@P+#UKi3h>A2_3!CfDwGVY=O$vK#!?#;oru^)^m4Shl`
zWGT^Ln<0%{yq1+wT7}oQVzH@cCu#bEN&)gy$~@Wcn#!Sv7al1*yztPQ{OVeqZ|=<%
z)eo=g-$%JN=PVDSA8kY37qjNPet1v5boKu@HMimQ^VH?^r_+6Ymp;wjik()6QQv#6
z|5^(yiG>^IJnHuY`?_D0Yq(xGsrzRwEzhnZ?4x{Yd)P;(40lq*K<(b=B2v<EfHl#n
z$3K_oL=vHYZEOcr=p4EN{mMVRh7^ykT!)6KFz}4jcbQy?z9`W*9ZjeZuk_ik(|g<w
z=bwC8=Cu9Qm|B-%79n;-SJbp$b7t6N8oiJQ8FKg=eUlsf(|516Z=3y-t^70dNr8M7
zv%;a3d7Oo7A4BWr*>w6y;-pN8R?a>2kVb}0-(`5#vX#ak$98XMyN8VaovJsoFh_`9
z94qcDpk@D!{FA9WAxFOx@l0r31Sxmwpx}3MiE5o_f1>xOlDpX(9*?}ZeAunaWRa_?
z?(vOvx!EW6$eI1_du>hFl21-%48y-FZWletJ5@Y)Jz>FQ33f>IHcWLsfP77Q**ac%
zq9n)Fu9j2t{Ar)WV&2#hYvbc+U5j3NWJB%Mfnc-HZdXHIPpj|L%%wY)Q*P=ShU#}t
z*mkyA{L8C5zx>VZ<YheMLEXG7!Yd(|G)61R5qbbJrPdRzvvV5Pfa9uFq78^xk#iEF
z|8YSKkBpF!wP^VU&XR_NBL7X$j2-oD)023oQlcJ={WGvTa;DHa*{?_6tVPVTX`x_s
zb@g`Pn~#L8^=+^HmwN6z$xJ$U>$%sH%x|ZJRn2tVe;WVXP-=Y_0oQ2?9c}kMHj_7I
zpj)sov$p^B(W~*d_@nvN?|06rhIZxOY{?!zb^XMTD5LRP@vltGtR6?J#+=<fjJ4e{
zmV4e!my*t#JMTJoJ*Y~hOQ`*)69zJ*HR<#I{BnV^M;8|Ec|N7$_o>CVLw|NVTOXRV
zVP*}Xe>g1k37W&Ixqsk;A;Yy@7a2Roc5T*vs`!Eot@OT}A5_~BTzz!&WZONAgNICT
zV6xTtoR{Ob8(!_z-jN<?*71kvuxi~X=MT)Ve=uR!v4pBfL$dnH_T<~pb2~!5oZtO}
zncDF>^hE2IYU=pGi#>M^#P%V#p<!2U*w%i4=bB8agk`n<#Z``P{4`nYFM4&^`k?MF
zsgl~VpG%w3S@UkvgvI8$%hh!DNS9}FX2rP=hE^{w-_k`p?##fFqIXsCXxg9B727}W
zyzA8C{d?h$kJ!8vKUf!=lUeHLWxcg3sQ=7~7~uUgF74SLc+bM2_V|xhM$~XgGKFs$
zNDeedN*#S#_9^4(NaBu3yB9j-xiVYFo%gLwKk`nw<o;#VKQ7GC_z>wXP0l@2qY>!-
zT<)0b)#?tk+r9aLh4weqN2YUcv^-U>@n7i}{!<faoSZ$gwb{brh*3Xp)VltB|Ljki
zkVf^Br19e~54c}6Ay|a|{ujI#I0b3xt#^#f{^+`DKFvFIAKQ>Bv0N=`s&iZM*sIL)
z$pfY5_v)TTWsc<!t%-#d3>`UmBlp$QzSE_TE75|{wY}BR)Y;*t_k?KH+<!Nq1KLhD
z-yeK1UuNPGXNZ!%GxZGr<8<@0GE<hY5}E_g1Kr}5LT$CUMl@}6(crR&qm|F+YyB|=
zMErh}f&I7P4GpjRtCB2vdcsG3cHqy}m%gvMZ&EO^@ozCp@Urkq)7&l1iyxl)X{GeS
z4t5hUmP^`qe$T4J_vQjR$iZ<7W;$gDN!wg}mrx7HCtsRqAjS<HxB{fV=@AaQTP$oe
zyK{HiZt<Ydq>(en7DP0x?NHinFsnkMv%bVQ@ydS#?gi(elVXX-18f&T7pwMsWvQmW
ziQVz5bb!5@KXo&CAy2#1$I#Ft@7{F-Ea)La!vexOI?{=EHFvpmOUV&!_FmbkF7`EB
z9{>OnKoa2S4Jt9v+F9e7G((e1GVes?f&&BU+GsbGg(PEb8sd#aO@*a7=tM*;DCqVh
z<6ykN0s+|=8KCSL9D`efjUQzXFoXPyDHoX`r6i#*&^Iql1xA4QuHe6rK-2+>UTk?K
z=be+O+Tg2XD1%iIRt`Bd-KqOh1t2z!KM5%I@>>HHc+Pg5<e>FRq%Yo4jO+HaD=Yi2
z@Xmh&g1TVFyKS`;L&{`1_Z9;(tc+>&xpo5+BLIK&qTeQk__BS60c=pCYTe3n8g@BK
zP#Hrlm@~{Y29D`_xj`kn;Hl#)*1i~-a4FcR{~@DdTN-tDLk2C*>7mr)X*8m$L*Q3j
zc{U#tLj5z%(NwdzQwoJ%V)b1l?}P#4n}mtjpB3~qqD4R^+CRZa`r;%`nJYDa?+blD
zL0&jfE;!g<U)a8pn*W(*#8&6)SAMp7-jDh2?uaz0ML1TGLi8Y7b(5NicC`}!2o>!V
zIQIcPbuP-?uWkT1wC9VC%xPFHeAq`hQ%Bxv$nLY<K$m$I?_(tvCHWoJiwvKj>E1#q
z%BoDEBxho-BD75sl#JOFxIwGtpOqN1ZvUt#UHcE+M>?|FEm|y$yGCfGU4_0-->X$D
zA^P^Lxr*cMsir!?nim;AOcQMyPkV&SXNc#_#wQfpKU{;^%)H(t*?T?X#_T(R0JB$k
zRO6Y6DE^k0ADhGwzz@JIKD4o7hiQe~5FR+bM1}&_-x{cd;|5Ua=5}ggE3f2j(}yX}
z4-O)ZOsQgg*>@9`7_W?hP!jXgF8W38H!>3jYuJ68@x*v$CuhU<4=sTk%>CnC>@Nf*
z$LRHd3F_bjGJ|lbkd9^uIm9yOlOT*!yk^#6)cvJ_0FmgrKmd<uzU=K*LHZO-NkR4s
z9&drPSR!I+{`41mpyg)k4St$t^O}Vmuel@-Bj*cPR|BKJFej0;+d{2`Z=OpMkrHNE
zW64!*>c6%X#(~^%wEGqa!o{i)<WfB*RUA3f{lfW+!r%FUCgfeik~7e_eE4dX?5zw%
zc0KlhFdw5Hu>Ls)iX>dS7eqWA1MU9jPo2KHHsIZrO~TErQs-5TjR#f5L#_qvyF-qc
zF_wI#;ln0Cib8~nmZ?KBNzIR3u-xsA3OeHe@geV5KU@ZB{uR()wq7E9RUQo1h@Id!
z)nK!NGBZq^2jEsmpu`2WIpP&<@ug8>04|=2w9jNX=%+dH&(i4rH#Kfh(4w{h0Ojb^
ziTNneKS8MZteF(OK6ogNKJquqiyVd7uq^HfGDltwuVnJKodkN%%jpFhDJ}eNeIxzz
zQ2hq#LwN#mWD7oinn1Z}tiK>(y_0kA3%KLG=dG>d_3(XICTqj+7v0M(@D5pThZq$N
zLnGJ45(%-EXvrPM%d6z55Z)N5y9L4AwW=*55f&$IxRkA1g!dEAv`!OFY<0Hz0)Gv%
zbw66f21o{z#G}ZtC=x0cimBrBwg2s1-MwSX7=}(%1jc{k--|b=`|9fiNmmGm-3J=L
z?e!Sm_T88zXt5c2l)1LW%Mpaz?u!D7MNn9%X+L=G4!ess;W*w^3(u_JdgE@*e}4ft
zcuTNQ-5|1(JCyg|7ov?r19;<c4*2WLOf@e*vX%*I%c7#U?=IN})^l{=Y&EGv;!}dw
z+McV!6n*pkQW5=X`bNOa12rPW7ohm_%{h=XKa4O%g9sg;K@OJ0`zy}*Kk<ViHwEVB
zw>^+RH=Ni(ODUoqN)&H=hRpXNbc26{)CceqyTXMOMZKYeL)fceg}X1*Wi3Spq)naV
z`p|~A39nfZ5#G{WT_-ux>!wjqcLa0rmzKY@=LBS?-cP@1(@@`1#^f3lF{4IY$3u@v
z6<3y_bL36f1%iJIwCO{1<GciT!}K3zo@3fz&G(@b;+?*<aA3iQQVM}35>!0l`7gw)
zdKtSogET+J$|r%L*CzVa!CE?BXuF^G>l2?M9odVB&J(je^l*t6ja+@H&psq_#{6NK
z6Z67XEc#G(gymVGfZrKknZ`;_B!sW4bjiGbWz2=`kc`ga^#epTB3cMwzmYEmXKI)k
z)f){jjddL2Cm+T5jL=3VNe4KH^&lWzzt|X1dL%+W2xCmj)qT5gIi9})s?IZCnsDW}
zDU=e+*iz8_A4~OAF9!<@gLPL$+?2(66d8YaX`lGb9b7^c*1C`TelhH|)ZP6R5C}(E
z5Rn^mhlTcnQVLQZ2+Tt<4)b=>L%<tAJBq6(IPn;MTy>^rEbEsq#j2xe=ZBcPXoo5Y
z^Vi+sf1E0~n<V8phWJ`AhB`iEzlfuZ!gI#ZgVDcK)T6U?dW`pvS%=s^7BVh2TqZcU
zv4`<2f9up=dVdWq<{m-x7sFD=P#;bbTOTuMd~ms+G(Av+BR@W?`Thl|5I)moQyBCz
zfn4;GHY6mn3Rbp|eJI6ek%JE*4Lb22Z1BaBToONDp~Y_R6HrGlAl}li0&>s`$Ro*H
zBlsq1oJ}=j6#y~!%Y++>>`EfcuUdC1)Ez@Q*gD_otcCye!_8C`3&k8-2IkEx;v`=}
z&W*d-U4};Q8V5DmW9v<vex_$xQNa%%+U;|hf2#Jl-X~w4;dEf}o>0>?+MBK+zULX0
zX6SNceHdk(lzrwRnp<A@HI{rEDx8ZOwD#{(e`Pwx`qWL*(_r*<kT}bf6F$&K__X9+
z^@d|g@jDWu#ZMO$Iqr9B-va}#!((&f^nNv_^J8qwu?4gr`K)UQ;NcddfzCk7gbzb#
z)es^|DN+Pa;zZ@ad5>Sw?W3Xmb%EWw=~H$iZG&R>2^sS`mW(t6^2K>ODl_Hp+x%6J
zhpl^!dsKr-Bsvl}5hCx5#Nc^b7*6sU_-qK@ImjL)JY9#|1V~4dXiF<|xKGujEQ_}B
zg&k?7SgT2X!KPwQ1@<!-1C1E#9VRO5{tcZSRdgtWwEs(v*XlfBl=<X%Q!~}9OT*Y}
zj#wtP&;oC#%BJqHU6RI=ac6rwW1l>iXhO2f0v*J|Z1iB5kye2bTkG4dt|l?qkw@~D
zRh>ty4ECLC)VT4XvEGR0GPN_%#3x`%xvnH(K=QF<7`*EQ;NYc>%++KOgUVamz^RK$
z#UiF#%J?~A(;DSC1H5*QMk8l%vJTvXrufuyq>b`ke*C-?R*sF~hV2%-THFIQ3b!3(
zRZ}HG*rEZ<k>#~JRPp>T^dB)&bIxR|nIefLvo`~P02W;)pZIBzf?$!#qjoBKqx>bR
zt7`~P`<ZW4tCCf&M<L(BXB@7fSppEVg#ao*-Brk^*O^bk7?26tm9_v~X6EVsUUz8R
zTk;<_0j3Nht0Mg1vjMM>|Bb>5hQ1yG{>@A2OZ&C#S2!F0gMhJ}#DO$1ppiH5B_Mxr
zjrCpT;=?Ptfk+q}zNw13ZfMd32jEeZyHFaBlM&3GKQbex%v@sc=h+I?)j?cixwRq&
zy>OLn;VUs?=t79?DV}Silt(A*FtG2YqI56j!e8&}NZT(^+~msfD)^;dqKqa!9g4V1
zyay{zF<L+Q$p}A)t~(<ReG3OVwXSWg@Fk)xkj*VnnO{-d0U-CF^x>t?>2RS7iuD&T
z6ER1SIhhH{QTh(*?V)53{-5?(sDs8=q(ZdHpx|Ade+5$iguUcCBxTztl@1;I6TjxR
z@E6=X3W%zp^oA*aRaZ9!FLjZ<4Ndm~6RaW*A$4AeIPonMGIQbJlt^aTiGU4}5fo})
z=2dc0|LGJsP?}<1Uf*NPHnF`P*MOJ=ck5=KK1!2APH}{;Fga1!V;AF=cPmsnrp&=x
zWVWe&XsOCdNS<r7<~l2?%NaTNT(Gsvc_X5&7#kyDI&X$baf3F-3#qT_Rd~Y}^n^cc
zVII4a&58$p7!{vh@2a1-s0NKAt#Ev_Pe5xS)|F=GPWaIgiCl1tBYP5KU&Gl$O@#~V
zf#b?k&lH3rRz?uO{GT$Ub}2t%6>Y@_U#y6@#_sWg<~%ZG7CuG-;!}i#=Gh5}%8ai{
z?DAg_;zt2#DJC4nKcVTR<cPhMLp>}s`&CRHh!FreK*qm_d@@7H!(cX|DmvCMk?)je
znN`0o4-3u0g<58zoV$KaUjPamW}d3E`U6fp^tV&JlK#D<E1`y!TLQsbIE2C<%&Y)~
zbpM0<*x*w_9<6O_SXnqL1z07&P&G1nZ=LIwx5-JV#b&F?-2d7b2zfh#>Gn>#CXv^C
zWw&e*L?0$0Sxss}wJF4zgl5;nmF}ve$V+*v$V??gar79TX(y-b&`zb?Ah*u(2Vtq7
z;a5-ZI3>_pHuCaH*oknIcc_7%A&NvF{K*w;1$pD6o8qZ_gav}nAK|E%g47XWuTd3w
zgU53)Q&~L-i*jVNc}wF&uj&onkKxNA2hRoMp>v|8>d;l-oy70j4%)&7^FC}}<Z_QX
zR}vOpf9!~iH=#~`6q7KoOR;dtjoaxUaqlT3#uzYL5E!l6(S7wp#f`VRhBvQH`Z70!
zyf18|C_RDK2{@r>Yfm5jxBPJ@T8pQQ=Mj-tTs-F==q6wMi@t<|7D-&<wC-HrG&!&s
zu;L7hIN|^<&3F;TU$Z!2l!0=H@8ivB4|wDy*z!~bI3h7P*R+l8VI5(QghJu*QQ8M2
zL=U8`D41|n7tn!Bk6uVX&co%dsK(ClB1sd6%<c2z0~f032hL!!7E-*uQJT@d4>~R&
zUs?P8gOnSZpr%sW(4uIV(S5z%mJ!tZ0Klgho4Ri)kfCGDR*+c*EnA`JcZgVBd2WFb
z`}7$zk>wB4G5g~(n%2>S7JvI`v{E>uS-hHTXkvkCfEg_e_##mh)2loQPNN<x`4@OB
zRV=|%qS%jIZPWN$aoos3=2@meK)4`khmV6K(FW0248eE{b2&<0l8MqbO>rVp@pXH8
zy`Zs+(1=Cg3q08UQT<kmIRf^(l!$*rQhf{uW3@B_j|gb7)yM55*_)Nmt4QBT5B9IR
zK~Xty6V+1DSRr$N<_Dj)tXLR)YSFOjHU24U`z@N?1jZEC(0n(@Yar$>AuvYy8rgh9
zJ(k}$$Xq-&m9Xo;=x^ND0($cLztNQEteA2mJeSdkxYX%G$zAnL2uqRv3X7TZZ$#r|
zpAO!lXhuD}Fo5w^Tj*d&^uRaIH+<O7^6rvAJK-6@aPeV=ECg1cNyyr)kATMF9O3gN
zP>U<b!4TNcDNN@uO1%Zf&o72Z2@7BD1>K&ngonWEd_~3+ANRtbHxAU%Q<hWCub)FV
z^Afs^9O}c@rD7$Ogeh=P0$#6|OlCSOT8bfr+=V*Dgwvi(6}M_J_Xa^Bu)Ji_(spuJ
z%&ekl3yQnkk{4gBChZMR|0UA%q3dP6`Z*+U22oq!7os9ef;KHK06LdD{FqwDXaZ>!
z-a}d(!JkdmzP_~;>j?+d!0raO{MHw6URB;f6Yk{*bOUIxo47D>Jmtc4c_sM8N`D_V
zdR{Ns6TTqtm6I_@e1wP2kToZY*QwJ!<h5A|rsRWcUv>vSLC!hUo7_5)Ed-`+T@EC_
zG4zte`C_;@)D6MuZS^oofBhPc1S4xpC18-a5KmfO&yYm@1CtmNI3Z4(GB+MKy&mc>
ztwR`<926&cl#-+dbK>+yqkNFUph8KP`XIFUZv$Hy;6er?7|}6Z`E)(C23FRUH(nfv
zFdtyGp0Pn~4S}vY;^nvgK^|JOVF%t+-5jg*hPLn)Z(!_S>K*c<d}bWk&<?B4D<!#6
z3rz(7MrgnD0KM(7mO%JEAA#DgfUZT623yg5u&$>Qs?1ctwn6Q;DeAQzgFlqZL`MmP
zi;alY;^D~wW~7Kj1Y_m=HYmT0*vu`1#NMFy$BodES0H7Vq3ChwMXI_(;%A<v#ONSY
zcu~<zt;$7o!pJkrjk!*<PuhY}v(d~Sv2qgP-#TMp=q&lj!=>~hT*np`ts?woCN_?Y
zmXFVpS9$P;+WDS+08&Q7YF=DOYFqPf??cgKD>ec5dfh8f{h52V7M{3ZOu89n<Sy7k
zun8vfYUeL>9_SB+x_`H%rAsZB{b}fY^H^FaRSeYSNyDf-d+>_~nZ#4H1J|8yB72m%
z0D;=WM0daeJe6V_9>#eS439jh+=p&kPb)Gq;lUu>*GnKmf#tTbnD!66_3dsW&QJw#
zpy?yT3;3cFm@E)m_NH<apSU6MK0&E)O_|4xD<Ebss2@@EIf$$i`5C3u_F}r-h=Kqw
z3{KO2j-X&LfRV5QZ7PSqfdSKWYmwhH5GVK$sB_&}zymo4co(;&kjUtR-L=Dtw~0?Q
zTmYpRSUZ|cLh{5V048fKT~q`Y=&l$`Rr5{N-24aAV-KWB-)(ii@V1&TeiLfKALz+&
zm%iDLN&G%aNHZ7kUHvtUXeE$()>4eHcX6DEZ3tYl%HksX_#koGhxvn^umMIUQDc8@
zp`U%d(5Ar;8jL}lMXq*=5H7`h!;aCx&C5Ja2Zfbq*kwa>7P(#gnP2;#0aX6BxkkT4
zM6sa1UOk|g^m;iGht&kl69g$eFz!`oRt+<THNf-V1gd7{K=f^Hn2*G(c~IM%;l}lv
zz99?C!=egVTH^rIfQ=yu4k^gyC-DeTP|A^by-A==9uZuQlymXgT>TtDDpqIyv?TJN
zf8hKwHjeM!46dD(GU(&i?c4XB{OV=p<{&DBFDMq2kD+Yscu62Jeul=fon^8DSQ*}_
zFGcW#4@@)d)CTBFE^Mg|2a>*hM4qcUhW{->>;fOZLHBXq%*197<By3?DXRp|Xzel9
zuai;Xc<rNn_ax)J$cZl7onBC036X$%<_iQ^=FKpM1e)d81*wI&?hAtZhRj3Vxo674
zQMN_z48uP*UlL&BH=2CN#33J)^LoNxqrv(LJr3cDFA#07l*PqhdmqD@CqP-}S?Sdi
z4+fdRl-`NS5jgO0>bI^rnp$e;;A_G*l6KtI!NmzpN(5ihc>fYFwj0362b-lihz-hn
zf;EmtgU*C?G3GA+uwy>zKEVO>@pn~VdD_>x!4EZpvIj!|0g9h;CM!VHeVH9Z<@8lV
z^fS28Ov}ADYCKbRmZRyy6v=LM`q0H+6e=+xhI-k6bbWPzHry?2_oo8exkil*2Q=O;
zl@2AT&)BO1Ubki_VSSa$%7Do#DW;RnILo=UixwrwLPUGm?4=h#-I_73P-OeVtJkGw
z%(}p2)Na{&IA7UuNIlbyK{IQ`+VGv&u{jA8r^Z~l|AcT4f+oNgjhB45oK&d=87?Zy
z>*uz05c!Rgy2`<azRU>r6`J}m9`f%9BE<v9n|#tzA+(s|Dr`FMI0#fgtPW<DL~9RT
zD1>pd;)$IuXWW#K=a!w)xs63Xv0K0aWA=mQ&VI9(WWp$cb={%&i_1;c#{R~?|Bjp#
zo|HQ}fEf(VGdc5@P*yp@#4=V0=we@54CX$+odTrzNpt5pssYO*OqVNyV;2d<W6Tfc
zG!DMFFrU0*KrwQ_r44K&EU55q)uSTG<BE|nsoce)ez@rM-`Q$lgqAb3Kx!)|t}urk
z;!|vsZm$vz!<|!)9RU=b#kJE}bTwougepTZTcwkcKn8sp!pC_t-$Qo3V!KFrm0r{b
z_iqC1<hotNezh)<@flD<VACp&d8x-TWEvPegPW(C)p=z3rT&}t|4@Uh!%7{tl^?O+
zHmvFmB977Z8kJWo#D&TBqQ_tDpniF8$eggOshf8GIz-$d5k0rk+D~gD=t+##F+M&$
z3R<@JGa*I#6n#bSE-3$>-Q|d`Urw!NG_&o`JY~64W6(51_AR9OW<wzB$(Azj_4Lgx
zB2rj;b0vq7jAqs<kd*eUB6vcD5P@>!t~-u153bN?J8C(`t=o{*b$A`T<mSF}O}evA
zyg9ywNOsAJEUKRtC@Yz)q26pHDzql}`UfKoBjH%!x0ADs5VGr2Fj@w=U+WbeazV%y
zd3WSRN|ti;*$<F@j51>fvIjbC;qFV^()i;qQ47HsoIv5<`%H8$)9*uHjJ`20hfJtf
zc_`-pR<_~jRN=}#G=RkMcL9*R1z<4JpZH*zvulX?N#H(77(~wP?u4*q@uRfV5AC4D
z3~;GokD%x#T)Gq^Bqy{h?5Pia9r|KbYa8z5<Vk+VMSiqIEq^`Q>5_Xi0MYOCV!EIX
zOIeTb$f8@G%ULF>FG+DX&#A#MU9CIWL*A%I=<#?ccn>>(E23|92@lrl=lC(>?+GM<
zG1#>NY-f#BcL2xJSUT0b2Z9<rDNXlY{k6_Yvkb36KB)7*x3#YyGtv(lknCYc?Z+@T
zI_`d|$-e>}*=Al=&m6-%-McrEUG!O5dn?Qc=sDheOG{~UoB?1GgA;1hw^cjfruR1L
z&|{!^A+tQy#WTyP0V_2ma4YOp&O0pyDVaX$Ms|x8xapK*1&6uE&Lsw}YK(w&p<PnK
z?S|Z{;*~QqSB1<ennHcGoJONpPnlT@dkBa$>4CO$B8=}9An>%_eye^>xr=?*+VA6{
z6vm!Go9;(-9`HQ%T}Dg(PDiDnNbovcM-eRD2YiA9S>6OIUm#p;V%E=>60Xwln}9Y@
z1(xn~b)N1O5mbY(TVL1h8FUh#UNi#YKlfQSPt!@n@TuS1#})sDF71^xlZ#fB8OFdq
zp+o$$b4{cK$M^z!80NTOS^+`4I?Z~0Q@YR3b-kZC47+3r7w&!vOw~eDDd5W!cX6T-
zv>ZSEp6>~C7_cxddLs3JaAx%s1Wy?(2H%Y6i=GoOF#ElmiW+5<Fg*pz>CwRIwIY%<
zOS}%eTdw~@mQ}}TS56m;x6@{hM@$dkCza3U+B3Nxj3LSg4`$4O8d7rS8DPY%s)8;F
zHbG9zS?wr<jFVf;xz1#Fi-31(;NoqH_z``eh4C^H<;_&ypA(4M!<F~|x2Xv5(MDaO
zK0gn;Cd_wA&4=@t5>@L*{TNZ$kJu*{+E#}A9RpvC!YvWPZBR;z^uHssXqegv^MV1d
zg=^NV%#B5#FB<cP6Yny1yglc&Fml#rK@cdv*H8M6y0l1a;sA{fQ4d`^T@7LiE%7@r
zS64;$cS=P&&ge1$TANHqF6{yYE!w=0E#L-Tz(L=v(yV^lLuiuGp=Zcw=prglqyda_
zhxf*H*4i+<DfU)RYJh|_dg&^h@72tHd7VRD@RpXl{5{g-DvtJ%PFj2|B6Yj?WgBF5
z?B)PbW<%f0lniA)BLe~C&fDAMA-(iQ)S<On?dSCCK)~&;=FFokz0ZFElkJpweu?xU
z%JJ$AL!G}87x%gs$DRxc2BrbbtlF<3rnP#5CNra*{<Ve`B3%;2Y%Gg${pKw_h5KUH
z(<gTeu)#Y^eYZfDf`c=3Qv86WpxqD;)qX7nN^g@4!^NduTLITFP9bD1fNPohSnx0L
z*zrdvo1wRy;q3yUBG#uZw79=MJjV1Y*-m6Mmqq}*>cPs4Se7sDx_7|UNyQK{(Tha6
z3e`~h<}LBNH4<*QCd3(^F{|?Ka=m^}L?fF0wc$S{Mjr%wBCON^7dYG96!vOE==mUR
zgm;ot>TxVZC5~Fzhw~>KxW%#(VyS;y`$Xq1Os{&U_kvlafTX!fKaj`Rs!ADSPP)bp
zjZ5@gL-4)J!fL_Sw^XA2kHukWb33YOMa$@ial|S$?VlyjX$`WZ(GD~HhhkMys^O5|
zf$TPqrdf%0*+XjFZH_{}n4-puFNZ4?BS*kyE6hT@`iw}NzSx+EaAenhfj{}tB2c}@
zC^0#_%LeUD`*_cS76*H>3U~hf>%>X8?Z<m5>!hb57X8ZK7Y^y3b6zB?^<tW~UjqJu
z3R#kDf%^WRP0wu@<Mmo$@rNDzGjC+@FP;MI{+hg_-)QnMx!>Cvl;j}wSJwsp<`v~7
zUCpzIRQ!1(+jx|9aIcc)G5Z{&DpeogzfFYzdiOPVaDJ*B-_Y8nb5~vax2*M$#(F>g
zio$FZCYTZQByj@U_!2An;I!!aM=ViMXqk{;MvL%v=tQph7T;{+e|w?s(g)Pn%j_-E
z_4yPm{=o^(7L+Q88kC{-9veI$^y$RIhZf^Fx7Jya_q-N#A^daBX<PqeGZzDTiPG%K
z{RJ}f$DX?hA0B=udnV2G_h;<-KIg}B79SflCg5I?D*e<a+h)B~==O=@Vi=g~-^o9;
zzd(o7Ka3yuR~@RW3wJ5zj4*8^Q&f84PCg_#xnO8I60v58UzE#~aUp+%>px5!dpnx^
zJ8cfW4TW5BoI)7lPY$cdoj3@?IE=pqMB8=53=<Pj^Z94xGELl3e$kJ{Ox@)b2Q=^W
z@3)hArPgv!+VZmIg)v|V_zn0=&><LO=ghvQtmv7C*Lpk8oqK<RllRMDqx+g{{T}nD
za}fsxH1uo%#`d<K>4XI&-sWkZ3_NL5e>VEB#)F#QeLJ4KyZp4Eov1Y9rBJR?MtSO-
zbkV#0&X-FGDXJSnX@5E!v}dO~T*iI!^j&|JtS8>Hwka&T8`RizuiSGq$M9o^uwioC
zqo|pxM6Lf-XeRzlKaL-N&v?%@Q<UQ^Rw*huDw~kKrvs_zpu;txgfUlc+gd^@y6Zz(
zR8)#`%dw%Nk|lE6ln}Bx=a{{J-{1f6dOn_y=i~7z)p=$2<;0k$;iukxu5?|G9sgnv
zt^ViVp~jHis?6p98rQ#cNM@|l?qpA=8vfv=M5eTqHq83-_T6XQ37Pn^;?{jWyUW5R
zW~;-F>q{=AmE*=D^~2{)M(`aaGk)pUc5Z3cZRt(FBD}ku^yJ)&`jgW!+Z|NXx~lRQ
ztoIn)nO;;|Jm#Knb?l{m&gVLveP$m~=1Rw&J3kR0C*HeN;Ca=|Aug?FA$MPCdV%E5
zeI@J73fQ$v2k5hIn&}_ObH;fW_F~%qF@}f0%EQ68{i}pyt$}v8=0O4cL~&X^S{_{W
zgg+Br|HZ`l3>-AK_|hP<?|Pu}#VdujyW7Secob<B2PCcSFly>vZ?~DW?Nh_k{Y}$?
z9Phsk*Zd8y*WX^asGm)*Z}{>@^|Qfh-6L*V`qp3NK0I;z=v?r5YK^1Ol*hf?j6mh+
z)V~@o{W-C3zYI=q?ONZXrHGf~$>x?Q;f~)j5@%(r87I^K6XtO7-1Rmm;KW_YVg5mD
ztBVb5)vd&4W(gU`?>B}9;II0;#`9T-ScPxptE&DzBVWOAgLcZZHFmA;L;bIh9iNz$
zJ_vI87J78j|69&vSdQo1i9OmqM}7akusl5wPTAI#r%~Zd+2L+~+WVQFLv&09oGQ$5
zG14}EXS*fYGTyJ_<TsBShu5i==v<_pj0`2;&@YMaU8V1R?V-wvqOdI^XzWY$2r5Fb
zD__|V{3i_Y5AZr2xcu;Ffie+D+Rw6N?|17UCmhNkZ*RKudaH@vb+a{R|E(gPw98#v
zFuXiH)I42l`qAKl94~WV70hNAl^N`pnr`DiKk>YvUF!28!!UZ+D_x_O-r5M>cY8-)
zjfd6__zn9QDFAn17guw%`M~`5AFY2jm~4#Cr+u{lceC+o`_tUr0WPj%X69*@o8=xq
zJJs=VGU>k1L)8?Oc<IHRvwGe6ZlCuL?9asd7?o!^J-^y#^j%IXy!B-2W*=jp?Us{&
zjK*pV&Q~b^J8Y_4mQ~#G1E+lTe!g#{aRQ{SuyYk)2FR*vDqd;up3(Z=gHvZ1=tUoN
z-;lPK2>^f$@c%~?xK@w=D9@4>9+{h#@6WJG^&cD@(Mj~5l*1ny3jS<pq8}i@qdj4(
z52zzJ(PR{d-w+!u>KD&?H=q~?I3e}i5YF)bdRR}iegPNH*9N*i@B@IRKtK|GHZ%59
za2T4|peHdJBfZ5wpd*QMQX%f_Sx+?Vxxho+`zs{=1Vj4h6#qvdf3YWathV~A_DT`6
zwq{rB)<B9vd&=5V<MEenqlP|iHDeM5vO*-l7D~%Lw}5#MmU~#Rm6r9zmRku;W@2Rb
z_c746Y32Tsw1bOU-OM?ZfX>_o-!8PRAHW9PLNdoXttQg~AW2-paug$EQG-V<D$*6o
z@Mkl_yI_W~j>{pD*?Bewif=D>S~lwft7{db6O8r42!J|7)=*(=)2WV;psvK4m7(0V
zO48AF1%!%Zohze=X`qgJvz&G=`PISzqt2CXjd>Kr>N&x%`j&ekVV=qgOhRSy6F%UH
zR%x4EWl{I4KUHA6POp-GJ#8AZBoxy*O#&hE$%otArZRMU1Qb17CsBWo>PjFj%sst0
z*@4RVJ4OfEIVo%6Hy7aCEjQ?WsK7DI0E<B0-ptXKUL|@OjU7@s8)?|XSgkBoreBs~
z0qG!r?@1iPIT-fk40~X_a`{miXk7;xSb=2)6o~a2Q34;KNf~+VLluuM#$N!lf1tk0
zb>Z|%?d?F-+=zur0QTU6q*Y9tQcU6(?9!};$$OjD*F6F!P5&lIq8L<^6QcimxU_@H
zhegedI++QRlzu#3AzMHa_P|c>?I)sY-eB`p&>#P!gI*?T!vsc6_VGz!=r$jGh#cX!
zG%D_Yf)7+8P}qu8)2Fy|8pfJ1A2t@}Z5sO|Qwid+3%))-xHAn{S_GqMbY|n2XEary
z?Ivl1qv9hCYzZ(&A#qvk>&enxdq!?BPJ%sE5gpBv-u~||Ug;HWrT79pGXbg&LWiN`
zV#$!8S8X4GV<x0sh9pr2%7;10Sv1=C#K_YGayzyyfLZ@_VOkGEos>(6$aX2=T3I=l
z&+*y38Pdiwa5?>Fp;Bboh+h|Ap<z2_@E=zyRy(IBd)&5%eN@EnRXea;)5{@-2=ZjB
zyLdvlW*+k{29oqH5=DhSK=|`%;LT#*Gi<bxV(o?6|E;~hT`pChcFhZ$quI3aj>bme
zH<WWOx>p^aet|{Pu@ab!5EkSVo32Q8J)YUtpXURr2A3Kob-_HZt*Ls*&RuSR<`McE
ztbVT?um#BlR~EH7Ss#TI{P?g}Wwv~$NO;-lnWwXkI%avxkjDt2DdozU+odEa=+Ke;
zvd63BTUj7Xs*Wm?p|!4<J1^i+TzUh#%d7|AeSkcceTwsg0Q_WW=Nkm8y8CWg(2JD4
z2@PEXm*P$Asc@EtZ;f1;6GA46P`~MU6&76%Tcpi#G%grk2N#qJmq+p|KuMar>8J*V
zacX2GkR_2YQR_`A%CMY&8C^>8ArR+}w*kr|9!Kn=IK5*3v#_{|(vcmexVH0kUUM<(
zGTWE7@A!jf>z4hjlaB1Eh+qXrlH|p3H})q%S@s`Su@<}#(=^Wvt80DphUw^i>5tNV
zb$aLsjTN#Grz|;K204#;bOqJ<fb$_NLEQgXXy$ueC&*J;9OMstD-Hu5V7NutX`it5
zlwX46m!KDZiFG9+-%3<Iu@ph4zhTn8!*3XfjTcEi7{w91k_D`hT=P*mMd=J8Q`@2q
z__j>`@lztOPYkxEOAwzXZb-ZsO#^5}Jai&UPIhTV!9ryAyB_&1FgQ-U$s%n(h2fMj
z(&M0@+ewAPNJ<lx7PK2+AX#C)>E`|>flc2rl+f*hv9D7#)Ql>`i@xIZPvI3dwo8vC
z>-UIQf@(qJNQ?G0Ofx<@s`cc<mA6jq6wNg`*BNSkSXn=m{HoENZ@8CU9PRv9)Fi;K
zA_^SLzau^HnIUqTUYSl`C|G3rS_gBb;56%`eHAGCcJkWGm#CsD1}Ru{TR;9PLh^)o
z2b1=4ki;_XhI1%z8+;#`Nn}}ZxrgpA%tZa6AGc{bon+w(Q%add?t6oVTbKphK&7rl
z{EG`LhFs7LGs{FpW(N{e^XW}F(<x01A(bDn*AC~5>Z*^_;)dQ0+w4hlkL^1>0G@lf
zx5P5*GN043H|+#2s&CE4YUhegt2YORkmj)d4)r(W&U!+U4)k?%+N*ZA=rDYHLpD1E
z@35tbTXUfI?Iyd|DrnuEN@&X8<#m$Dl&^myT?ZimHd*ftkKo}bY|r;~9~=b>Qc@u~
z&UC7dAj;-1m)CH0@8Fs)Pz6m}1!v|z_2+%0xcwH`^(};sEYdB2fi-d%Mokw&Nk-`h
zGN4qI*jLqs|3O0?s=UeET}a&pXrdFWSz$ezw{ePx8jBOt?vGUR6D9)C9w(%B|5mtE
z!Ar@CJ?87C7_{<b`g*3YjBMAuzNPLLmR&@k93rN0nAy(|om&8=cF#(j^!@&FMYKR!
zcI<}l9Oy$tZ*FIJ_u`$DXRkE0{yV9pnh8DaBWL_ksCe!P?g$4<S5m6fXaeFxp2}<i
z>WiGrkvPk<&_qJNe+}`im`TmBSSxo)F$`g>V6O}(b?OTh_?a)LK;*V|)|kIKLB3wr
zD4Oz8>M;nCf01ZD^k>+u<rD{vdDjZ2EoLS|G7p!sJlQ7O)ZQ9}loBe~mJcXBN~usu
zIAHFEo+u+wuD9?v^LJig>FluZk(@kO!F5DBGN;XE!H7)<X$zob)5e!X!_(rTixKE+
zDuK`DPA{yMop9WMpIrA$lypNE5EDi9cCN*9jKe022(*wJe(f+`HKq5=R#xBN{r;!W
zq}5srM<*G@AmX!cy5lhmtNuymN#9xqs~?XEkiW%p|GLblGSXNLHB~wbrD?Ceb4&_s
z%oe`r0M$V`cAa2!b%U6le%xMNYSqSds$}=BIF$y&-^d&0;$GZqgl5&;d1-;aj69G0
z%F`7=blDeys?IJA_GIT1{fsL}2O$Q7!BC6;1vXPDN6nX9oWl_NWJpJt`guHNpv9*b
zdxHeri!yF@;}YQJ2Fi7ea>ZVJnraV@UaO}D3GlQ~QtDS>!~NeG*$Byac(IRYzf*43
zsR?~KoMPAK<w*sK)MRDWc1>1zacuSaShYP;uK=`{R?`*>!9scnE0I;cR^<Yh%3{B-
zh(u6llqX8b>*ChSzsH61Pid(H-(X&{z&GyF5t+(e4IW8&7zo5hZ#j{jnLa`g+()*#
zf^AvJ2NcILHZs<fGHoa7Hr(d#8^oV0yJ9yU=*&P*xO1^l#mnHyTQ;(RDD_IvpLj4u
ziT<|mY$+MLTK?n29t@#}vE>~73I-NG)cHDD42OzJYA|gLi6}TxymEI|ODCPwO1ba3
z+*DD;JvLdC8zFSK9jrwE4?~X;dwRa+dbKtR`uIKYdYsaxu5Fdr`8#xv_9OSvu{(qn
z`s>;z>&RR~8PWxo@ER_D+lw(dJ%m8hM@0++&X~j&Byk2S6?-|qJTI?$ddRTEbc?kA
za;;t<3+Zl5>sfAj@Fk;{u?Ht{k;J{$6fn_Ezv(ga5BsR_Ze0;aJsYzBMVD!_>xbX{
z6iwcIQFkn)=u<7ZK>hNJL68MLajX8|d#{1lnW-0f8rxMb1?hHxqwSY5wG96k5Wo$a
z;;n3JH$Sx_bZFVO1^*6G>5GffYwzXQn@l3~+;(tU5jROxw^TF6@ZD@k&!Kh!Zgz;?
zT#mZ7Rwj5@RkN2fNV<3Z@)0_EJcp-qbW@>Mw#d$I08YX6J&UT$#WE&sjjN-+_fu9T
z%Keuzo6bwIA_0oZwGOH#SJoPGVmrsHxSJMWN8~S_FXR6kYlNIT1##FI!<prlAT)3$
z_mG*_JsszAdQYazvL9=D@#amWpoJOwKdyNuSMIJ@IfvRnf*uG+AhKncM^%85`9~5I
zrLSE_GJLO+3w+f+aYrd*4&YZ1iXzs`chn9lUvipC)6@Dl0}=;!jxP@-wCYL<ao6<h
zWGWUc(^1V_X%sDO*v8XGZtFdvU}Vv=8Y>-A7TvDxyyYNg3SHzu!3iO3G$P`Ef`$gV
zxhOXs)nAI!1##K0hnd}QwovcnU1VFJDqSafRnoJeu%fNnL1VofjJr{1!_F1|AZ*5h
z?XHXTZ(p&%5M5SL<>J@NLtEL~rK_t@J08i8m!jz3Hb)E|vDB}TyIN>Y2~e7!iUVU=
zA9>*UUuP+VC5~1<BQtsPh9zPfl{X{1E5YDCl|>n%-(GJa*tx=-^dh}4kL&^7Vv1~3
zXP~e0Qvcp@YqoF}8-G+^We_oL#P$q&Rgla~x<DDqFH$?7vq#Gja&N0k?(?zh1M-#I
zTw(ZU=tnBe<`jzxMh}7(S22B7OA$~$bML45T6eYpf2*6D-H6wPZY~s!e&I?gnJHOx
z^Aa8P0UR3n4Wf(duoN*#MS`zs2Sc%H`yj?O{)JvR{lBDL<R#Wx9vB(P+4obb{R@mM
zQ9=oq+dr?1$0Lu4MYS0pK&d&V&IE69mfa7^MtFP0i7HP03dUciBK19t0s9y`wqGe1
z39C;|bb3r@LH-?L?9mdy*k&RzuAdB9i^VMo^zY!1)){_Y55RfKX-(7!Bdb)y82YwO
zBMhpNhaTZ*$hc>8HbYIfk{YL0ye_BQ<R4FY?g0SwZh!TItLW`37d49jD!dpy)mHmd
zL*+r)^19<Sr+WmbgHM*G73(3R@IQ$&9^C?hW(n{XMFb3Sf;AtHQlvD7Dp7NjVH3&2
z4<BKts&K8=>HA~$Fd(v$Dp~+pGK*W1#;;?etDFzWtnV4=0K-Cx&R+&%i=g%|blJ9(
zQeuXNTBP^CnTj5OvPWGjCjHYX-|M(6`i_~R-Q9vzuz2PE85|+fQ(gYu1FC-4>81Ef
zrDQg4%>KO+YMlEs<;DET;DkHRi5ZTlqCU)Df<N<g^}kj<{vJ93sL<ZWwizCI;BXH8
zH=|1ExNI}pfIY^jCoZtDJby}JV#-I)J)NMn#x(uxx3au<&y>P>SCE);&x0ZO^?&I`
zvZACa?n6?>y(M32H;g~(3?7;9=Mgmf%h_r<=^g!WA&5GMY%JlfJJbq4Dx=WRoK8TI
zD!lgtq$`--=RdH2r*h@F`KekDy?O&7FXDoA-vg9D%i>EpQ%~v3MN#DZ9-Tu#n#{n=
z5@7%+l3MBt&@Q%Z$GBYF1b?KAoYEYc@x{efiFp8%7#by@j{p=ufObeF@eGiC3kveI
zvCr`P?3i<779q_lcM9lAx(Qg{kJf&Hq8vq;R{`+Z`$*K1-sn+rSt#1KAg3$u+zWrv
zDUKX3m=<JX*x4|tjplEB={VYW$>hU|2Lv-^*gC2&NjGx$pDJ=5#c&sFb!d#+^SJEE
zY)Us+oW)wQ#I!b$t@Cv+#Y2)Kc%WWIb!|63Raex*Dh@7sKg=FRl5Y^?0f&t@o8sBB
zf#|23R-IU9d(1u`+od<_28S@kHYvkOUX$qK$`*m>wFd{O3i5}T@nu}gXcqh%od)M*
zEp#WYOR3Q=Cf`V{HWXZs-1FX?_v%2FQHXzLltOz6D_=3VYIuzZoan`67|@8Vwg~t*
zmeXltgq=7L!n<R7n2O&?1N`ZlZUaXS4aqhqYkfsoyP?l)2i;h$$oZe(xvBMxbp_4j
zSRS~lP<0d&e-YyvNTF`3wmn++gvub{fF`+>SiP@Sh<1FGdavA6E-G10z7Q^5(|$Yq
z;CWVEjX(?gv|ZbRZg0ObH<m6cM=@N{oLa=C->Czv$+bn?MOy94ql9SdlBV5Eo!1vx
z9=~-9Y1q%Q(uN@t_u=9*y?EzyF{>@*X|^g1qtv!(J&QIJei8Y29q|sSWFabHx6*qa
z4Hh@}+ATN#Ln^4eZ8B81*CDKx26<dd>K<JCF-W4!RKdKNrT9d$%xh`I;-qx~fG6?k
zmEI}m7OgdXs^%`6IM~N=u*dHcH@dJ{m;q^$8U$oqx!LP|t}xM9zQLB%UbFo~_Fx$p
z#tWeqCKt4-Ej#+78S3l{8#1!}&_}mRwkouCs{M^XZ=cG!k6?(ryTR*um|aE5y^Qk*
zC@BeZ?F2^d0p$puCXVnQfmWGidI)pA74Q$@RBKpw2z^Yuag|s`0^1DZn&0m7iK?1`
z{>S4S3S~w9k<M9Eynq<OetfZRVm+LB=!f>iPRw0Dw&4J4k=!&6NmWLuyv-G`=$^27
z#Ygi!$~mE@M^M`-5Wf&*YuZnG3!tIU(YnQk9%RjXRER)t{3~B4erZr(lR&rW!ETt!
z*V-w1gB*OrRankbLq1JXRnvB`62psp(Me)i5eEJ%!F>aFGY8Q&6SW`^DBF$SHMK+0
z=|>>VD_u$c4~<v&8Fv2jWxVq{V&lp3lVs5HIED{@Pw&UaoSy?3JUAjoqS;Y5ljViR
z+H{#snA`~|!s~|FocV%kz9|-?G2YL6mIw2c71q-&b6H*;0+YRax5(l9#MRgXl06fr
zLwUs-@BElf!DzQY(KQAjs30ulp#>7;kM6b}L5Q~efBM&^*HrG$kWsR~oM77nE(gk1
z{m8r33sZ(g9f`8<pb~SX>^_Viqyw+5=_;<PK$9ZTwm~qb`N$!HW?#UAdH5zqwiSF8
zYKia0C_tBAYx{`OWOci;#f6Hj;008Cd=y;9OsNqF6FtGT_K>Ri6k39oVF4vrotL{E
zF_)Y7ybm_r7|yXE%|QBn^EJgLS%DNMQ2X$S-6jKmXi@Fdk2DBnJ<rGW!AIT|m4kKv
zli>9R#d*LF#~FDvLV#<I47p5&0dQ#7!30eU%H>!mijco~de054{LQ_68lxDD9D?l=
zFn3%hy=!+-qVYs|(mf<_;8qh@7nzjs$EneL!C%FZX)(D>9O;26-&ym~?@-iNp%@kS
zeCd;6D8Bmgy2sIbrVTz5D7|HjB_yUu1K#p+9c5{JKSA)^y>C=l#{pH$CpK*zlHvT)
z9Ca;h#1KdGLRpv6Ct}109+r05NzsQPTH`0~hzuqRuMF--oZo_;m$#W3OO<XnTc8=e
zhy@VTA;8EEEk@bb=-r_ejn7Gq>rtut^XZYnB4~0=Y|$ZF8vq;JF<GBMr2&+?<WE{F
z7>=S!?2&fZE&@$jmGN}3ZYQG_oR7l%&91T}0HGqmdtK$X%GNZfD_m9ec>eq!&fF1C
z_%vk14l{j9M~@!x4hzjo-o`B{vIrloxG~#<kH*7rb~ylE-6;Q4$-R`rnyi2Vd0A*L
zvKYsTo$tEG%5{=&@Ix<^Df9)Vk^2%zJ)S|Vqj&7x0_Z6OQ69S9b@|pWx`e<P(c>)Z
zzLB0RM@7)ReiW9jWFK&Sa`)?{kX{gVQsr_zif;|!e>nw!0c%ZZk5eWXd}GNu>GgWg
zkMGHxvD#Uipt8!tG}bx_dVciBIlkb}yT<)k*Gw#9TfxcIu&v-+%&LRB=JPIQIQi02
zlveq=TBQlp2*kJ<!r3mlv6PvO?XzTAC*9+(Gl}!{WSteD<Sn>0Ro2Id&NsQWk-92w
zXpUS&KK=R*B7U8G_4y@dVqiwKT<{bg_B4Ho?K*CiZxr|X4R+xBQ}`mc8+I7AZ{Ij`
z@`<9#kR<7@zSG`D6ytO1jq@VpBFQ4m)c3E+khde3%-oHEKXY(=0dDg$zuR2C?B01<
zsVYutaYHr#O~l*{mNa?qVq*>2b;GQeK{>Oda^bsj`#m&=_E;rx97Rjhjkm_29D=UX
zLt2=~6zRpmLyBh_xA^yBH-uA~N=@467qCD?!~H*|b-kS=X!Pb1B1JG6PD_V({X)0^
z#8XXUMb^Y^3}CU_E^Ttlen@pTTzzU2+L2i9(8H0hwYb7ciDAjj%A{1G8DABCIKAPv
zL^ds2-uMQt2++jyao<+{?SlH=C*S)5PosKYLhWjcBYi5?Cd7P)TGpZy$_;v2Y2tLz
zsULi~F^Pdne`oiItD*~>o%0MQQg$JH%rHMkX)M{@70I}mUBLXBK2n_CUAsIE>SKdG
zt;AJ-n*rw|pS+3B{+xFr2%i0L7&%>CcV!GTpF%A!xBduX8|w+&n#Q;Ez%AISgHmD|
zb}O4qR2;oD?D7(tZ3Cm7p%eAH5VWd_HG6AU_~c9vrJhou`Z>Xr3S>Lua}DW+rc>Hq
z^KsGPG_AL&{kNOU>FlfAvn)N{@BO#{m#>d%A<8fv9mvms*q~(UO2W?}P+0*PdtmdL
zRX}2l{v(M{bZg^2y_dsU2Lny-#4q$FtkDoKoI1#&YG%>^PO`{)Xv21U)SOubzIj@&
zH;(pbM;cFNCez;tp#auiZ<%bG^f8ya$7&g(qK_;3A>`9kjzsS<hWuVf`Hiw<w4Qlt
z0SRUei==UOyGO&s0PhDFBFPi(A$-MVrSvMXpVgf!KrxI&&qg@m>wpT-=3P^3M~=&c
z(uO8*PQkiFL*NV9%WMLo@TdTmwYCkz-FuphDd+0j)*}i-=*O+*qd9^vllU`?;u12j
zKehZ)A!ro~!2(Q_asd~T)S^)*WVVc0ITmnL9>@$b+fZ>6SfD1_Dat&A9)T`a)0CIf
zJki65N$uSXyg+*x3|gah=?@?NdAlE0MxN~gnt=PVm=&}f_}Ka}!SMT}Ol=R5QG$Ah
z92YM(>SQb^k1f%<LPDcPda+?Pj-v~EH#$Q3CcCWWl^o?u;KSLpyY$6!tZR!nYLaeU
z%vI^9yS_kb+|c9KP*$d}*yj<^^owF#1maRnF8zS%YWJpQ{Pf^fq<Zi%F*1dhHw$^u
zk3><dN2BBMKM76GKQ$j)v4}&0X`MF9`TL=Y%;ea`Wk;m(HFol&%cP?ZeT2%+++DE(
z-?ltLHD$e`{Q393GoTJN$S3l!&uEG@U>^M<R%J##2SIO94JvA1m)N`f-JwZoSTkdb
zO5!V#TB|`=DfjoO(Ps1~LsjOg!ZPbX6A#VfgY>x-KjEvz<?NG?NM$@c#EZ(JcD3UE
zj-Rnu*urM`_yl5V{hqL9aPnf1^av0nNBPnOZl@M1vGJB30tbuHIf*!YNqQA~DIs+S
zf7$RW^4{k~Ru`YX^5_+E6YG2Xdc}F&rmm1B$o?)Ynm`PK*_18#J@e9&knAI-jUV|!
zuYl(~TE+e)aSlRX9Pqw*ud^Iv;i;zSYr)c(C-D%k(-z>@+zLiBVQ&#qvr|W(DzuU%
zP+I;Pb2r8dHq5m2fmM$bR~~7MF8?ei|8|<K(D-j+<Y^$@`IlEllaDvpeS9|*G$lN)
ztaEe?xY<Hcp0RjR3Bw$>`w8{shH7GEJjNaqqPNQNv;?&2NN?7A6~}9*>K6%i?cnbG
zbrw72ddkScD+_Cv&G5gfRGe{r1+Cf(gcBv0pOOm+QN*2)KsTqD0p;P_z*2KC1xKTz
zM?=V!)}n6&)x_((j=GP0U?1jGGyC|LA4E=B0>@KV$M7`EcmRKI5I$^jC=?p%>&2(S
z!Wa_%?4w%Lh$SaRyk*L~BBXjZPuJo>YhzZu4K&^$hVioh2T)4`1QY-O00;o#Yu8%;
zVvvQ^b^rjtcK`qh0000mFJmt<FETGMOnP}VRFC`rjA5>A?u_irn4yx2Q1*31QB<Q8
z$uhK&ZET^j%os9gQRz(-Ly}6GERifT_DaZ}bwc)KLU!isbAJE)&OP_u=bU@)bDsNp
zUeD`!{c-uAkDw5UAOr&8hp<8*5SiWR+kOb7VE0rhQQv0#??G`2WPH&<ma#uJ==EnF
zj|W-gMSY-jyxhR{{<n6njqf7l62u1LU-u}12Bkv$G*InYh-{gK%H_%fxeFNbh_!fo
z3J6zvfLe$bdb6e!LH10`6{q`GgjCqs)Dm%MKIns#1R<d*>yDJ%g;(kk3$Hv6RcT2I
zoC}98#GebF67xj6r=2`hwJe}1c|kKm{fzWThMs1-)rG$&HriKR<P=ZVS!Y5h6gG=L
z8+T^dy2I|?YWs4$Wu17vol^x0CMb%M!J+V6mzqQ^`fgzub;*Y*xr&Mr;wNnH(N|aM
zO07<4=47u8S$AlixnLVU_4mPYWlELS8B~Y#1FeWDYgakLy3i5phgy<Gnu_hIYc3U9
z5euQ&Dpjiwq|b$`OL^97NnZGCtm$GSQNLUNo7CKq2dnJ|62#6KxvRUR<?g0V)ROF2
zj#po)V^cyaLLZ&1ShcXlHIUsm+PUo^b$^G3$P4jMx>R2B=j>MKF$so-patFHr~*<i
z9gu*apg|CVY?5q}A_tNLQ4w6@S+b&hhy*?Ypa5SUWOoj;SCCqgGpH&MtwbAHgvU=R
z&JYV|t&m;?Myr_<glY0{&aC+}P4<^z5Lo!;Kp4cJg59t+s7Eb~!0|HpZh6@yJ-iKy
zq!@6{1OAsOBaE_sHv5Rm4>sPRNq`@I2NYcL$AAr-T#N(R?K+Zs{USsr3^%gCBH&gj
zFBT~7TT4b|@<6D7KxrTY+6UF%%lU>$o@c4>;zsaph?pF3U%3IKmp;NdT4n%Yi4>F!
z3+L<~uY>ljDBLU22V&Ps4JmB1%*5&hE<AoI%4`Bd)DMIZ9*2Z+amI4-#{i2N?4e=C
zEfJN=r-g|jB=rafG#;^aC;+ndxipY4P2(<ay4Et#i^LCOI2}<1oJ$$)$aHmMrx~c}
zhkCu5zkxt+vNA6Nw^ZDW;DMk_2;p@fj56aD0V|`MwHXNy=)@)HwT(l5w9u|RHFhZj
z-kRk~wNE1=k?XfV^-u@qIbZGdh&;@-SVI+T7!b<a(tSod*EW$8%o+pNhG_I6sBH`T
z_YC9<y$m?pcS0`&)e6By{Bv8IU|3_UtS=I~PSUGje_ye<2=ATDoD${EieobTDOSQ?
zOp&+r!L$Wxnl?8Oe@qio><aYH$Xf(6NT5tu#~dtrDqIn_U_hL}6t|O^=vl`w+ZI}M
z+XlmMh<!VZ82Mak$dBM8iaG}P@cV+SNcA=Y3hcQ-YQMf<yGKxy+$JxR=ELHsZDA-E
z4D@W^WjQeB1qDVnn9<B~z-}OBWuA}XUI)VQqnuA4J{*>Y1<kX}v-(GDDcw{d&AdsP
zn*N`xcvwu*WFjoC8tGwmChKBTeFSS9haUz+A^{g3<m4jbYQ}bE54+whKDNY<@?SvH
zihlp<f%hzXAoT{L9%{q)w}E|Dc+(*DkQm%@f-z5ImDgaqonFA$e84=vt}yHU_rKtw
z5*31tyk4({AR!I&mbnpu4FWWNn8`%dV{<-1`ATkK_N4{Q;zvNc(-zY_%OJFe5P7y{
zhi}=0V<4E_4K)Nb{U~BMR@Fm=$>%gPgS@CwJVlhh4Cb`J@t90JGgwtSPF{gO)g|_A
zD}z-OAV)Xv{?_>WK+<LkOHWXfb61~eO9$kQ=u5a}UhET?{<a^PwNp7x(c(GNYSihz
zqmawMXh#V)%4?n-5ON1YjN%YIohiX67j*c6Fa~smGJ$$15TSb$iB$(>gSoeao4?w!
z=7}5_^}<(>;;zT;qW%#jXVja8`1)KqL2NPG7GEC0e-^ah$uB!=Xl2zXTKzR|(kH1x
zVst~b_i$$|r-Gzz`w@t%+Q1~Ht{-q;W4(aAUP87)vG%F7_TT8@E5lI|z0qk=+Cb_6
zyC8&dWYfKab6>A%6Z?nV9yd6{7)XIpZ`j881D7k<MPN(BbdSB#onilYm<1IJOox#^
zpjD3E<_!nq>nOJ;!hiCQpUBXVfpmQVOv9u;&qEu6!AnX5Y%bNfDO-Ka%ryw|X>+&@
zV>QI;&-RVb2yV++Ul7{nEP(S!T57mJL^rzuY9T&LoD3#dW6z;eI?-Fmax&rFoh8U$
z{OT~Vgs)Y8O&@hF!vLahyLR)RXy1PT_y86sOSvzNHvnEhLvV%w6SkS?4!=gbVa8&#
zr-4;SUYrKf_s?d0AL}vIY|N-F1!z7l|3{NB<M|t1kv}u|b|<!f&23hG-zDL72cTer
zWns0xX&^X2^J5KT8K;a>d4X-7VH!tQ*#Uy2dGaiNG<^lg?u0?lNHm(AVdHRq8qBmE
z(=Oqx5Y7-frxnVUS$4)us>CwXfxN{=+rv%+GnnKyUI^MspQD2;zl^@NIbncq(x-*}
z*NAB*0GtIVuHQBoRS<y>jTmX&J3;K?P!qj~7atP9cOkB4!Iw$mw?{eHoN<Os;?-&V
z*?|z;UEa*Nd|TnRKnm@852pzEc7`<_OxWMY+o@V2=21Iw5sZ_v`C-KOu*S1?IsmLY
z^9;JJnt8L0t8fFgnh}gT3Q++GJFRk}ln7vS=m-c_7)|;tv4r^20VW;O5{}8|L8gG6
zxxp|BAMZE9M3r#<43PPOro0~K91ky$0lLC8zEu06HM)sRAd&>$`$97S7IyqD*hf&(
z43cCcI45Utp&V`Cj;)I+AbP3o&teWcaMU&-|3f$|E-DypHwGI4=^^-jM6t|}+=&4D
zLoR}euzPE+`;Lu52F#oQm1Xwb1^iSv$PgjM?j=Kx3Rt39`KTg0fn%QxxVFFl>au<d
zzb_VvQ#gZZ3Ignxs`Fspm8~tb@B5LFdw}pIcn`nD#z1(ymLAGc9`)`h>v@oN!xlTW
z8CvVmJAsf3kNxkCIcy3%f~5D{9LHrFPG(RF^z!WD@9I&0r5n<Bz>Lo_$pJBvM5_C1
z@X#HwOlap5z0M&#Bmc;Aqi9V+^_^G3N;ZvvlBcNy&=a$!pNi1w{ezI$A%?WQr`_Cv
z1Pz?%GW&62`v|zNkLKJ2YH3i*^AUCjh}$}5-}JcO;ao)^R%*f#_%mpBW{a0E;8Yqn
z4z9^M#M4gaqHZf_R0Cg@@F#w~eA5oJf1&Lkg6%)(qO!lNt`keZ{;08#Q)w{s<^4?Z
z=S<31y!uD%h&Jn{J~fre8#HSj#~lz6xsGVp7la~m;_Yz;NL7}=NZ)tEyeG%(LM!**
zVcY@Bht1}<-?;#}Il6*7`X1%#b|@h1S6}O^ec40Q{JDo8XoLwyF*xRe;_<f^f8}#y
zVKvS?A0aZ0>!vCDk<WEGIz(itLQnwKAw%G#2+$!5Pz3@>CWxloVB5R;5PIxOqN^Ur
zp9i7So`Vh9FzgVd&F86LCJZVPZ-i5&!>mNxvSDMI@6~Pem>LV%?gupQF|QF;%g%Bj
zN{Sb)kHd!$RYdcD^a7WxJNVNK+NLR!h+coXCZJfdrJrw$5DbH41XJG7M#~{n({~i_
z(=v^`F9MJZiO7EkG=_?oDCgdVLZ=(HM$>4x)gAB~(w5WEOjQe^sQ5z^HHQK@OU4!I
zEslJc=mtpBBXwL9>$`rQO7Df_T#*rjvRt#Pp!=RSfu$>D{9{JQX?@OFsVOq90A?(<
z>GThJeu85Rv<r-xotq~Xu47_O%vG<Wn@YB?y&_ZU%yx{{Ccy{OxM^IHEaj3zZC|%p
zHP9DMZkwJkGZ$BR>kKp<YuoQ}bwwzU-f{^rvxhw{+?TcT@YhHEoZ(V32u^Sggmao<
zLEHt$KuXgQl@;nqJm{2gzLK`NAsvKK{XQH<yEJPW*tYpEy;6^>#~rf5btyPdPyn#3
z=a8$)jgyuu(zUv*x3JEshK7+LZGd!;Ch%yUcok$;Oe0*ddUb}Z;sD9CMA+rewBJf7
z8PyR)@M>U$25SSpGIP_?pPM{QQS8Rcf@-`8v_s{&Q+}W$hV+Q_Uy0fNJ<~IkPeKym
zXp2GoWBs*0jCUAwd+Sd#)L%bmg7Gl+Yry`5b&&ZMyemw#LEC(zxkueNyon<L%sGYR
znG%iOKyEW%SqKV%K>{^`6kH}Cyr>b#2-xO~Pn}`i%)q}Up}I!WoN#&*6f>aWKta}1
zz6`y*$NM$H#u?paOOO90T8p8Af#|RTWr^bjG|`;ngP6%dv*?{K<E*h?VLh}t`OtTn
zq<(5U3Av^x^Yp9yKqs^|n48xd;)7~(TYN=}eN`d1rQ8cK?_x8-L!GPA7kCep52L1u
z?`nu>MmLTQv;2L$6RnrXmjycQU{Qfw(P@?=y;i>o4JilTjs)U|sJEuCid@zkG}EBE
zB*6qMeS`6<;0?p7%qIEXX4(mpZLrGyo<5;$oS}^smHv#phOuMmG5jGl#;8WNtwOP|
zz{tgycobm!9jWwBN&sa9CQC)sM{~pQ{z{O!*7vY=lDZS{YMgihJ~@NeFoulD8#!{Q
zVBZb6nkNzP%9181ptrVDw!+Ptzfq-%O|52d6TCa=5;1{o%pJ%Q(MrL|07XE$zX90%
zhFv!0s(v{!Qca^TS1Wr$L;@9p<h1JKAY;)sbN<pNuAP%u?h=rP{Hty=oYm<y#%0R!
zMPcofdL<*TfzuCS$3ecz?;NSEj;qEa>q$ZHVI6!wFq0KD<bt)sMS!VK5G{xe)*Ddp
z@C3tath?FXAU*k4>pfVOA$LTS-bf_@Uv|_t^yy%yKYm3ax5&IlVXOi+1grDoJX;Q!
zFlOy(U~C1%P*Z7fKNMoVkRWY|bHSwhGELpK;Ql)3sWE@tAK^ZXsMJ}E#-Cro4Dgmg
zk{TFuo)u3^5Lkq3j8If`kh$Zp^e1zm1+V>NY9W3|Kok&dMoUOt`&vqzhS1k&isLvh
z>T?g_U?%Q7;D}YvpP=dma_49c@)z_d=Ot1Phu+9y@!K@%Lh>Cfz;cm@unW~Kw0j3e
z-f%|U1*q?h-oH0sy#x53(K4d{1mZAGjN76NV=Dr!Mt72lJna`Prw5QVti#&Kw8a3X
z6q?yU&5ObhvyQ0php^Tl-_g&n05Z5Xg(THV=OZ?(kRl)0k1nVZLgxsX`1^L-HpY9y
zd;)I;n>WDNRG6K>T(brf7}96A;fAnpAsUk*Nkh<qMog1GxN(Xa8vReQ!5`3`XAG}c
z`r{g+GuohQXvo}QBu-%I9^{igrvTr~v_6!_YD!a;pBQ6Jy)8AXxlqMzbEiK2VRjT*
zrOR35sh$@}UnCCbS#ha1o2gSG4(EaT(=;e<lyVU6;)WN`&U2lWhm1rS_t`4MSU?|M
zZ(R0fC^niIVtU_z1JisfXw|z?CDeF*+z_4&`o5)Q3{cofG(+CaN;3jR_|$gce0(Gb
z(OEK-`C%NIg}hXYr^7;rU_%O#U)i^j!u}ewirOR;J<EWjegm<1Zr=X^YtRt)8vJ&~
z%^#!(q6Ogls?3y-++9xsP*mxnSmyh1ykp#Pwt>Sk+ee!F3;3G}+x}x_yaII$Ytx49
zsklgW0^t6@;Ni(&yhnx~Q53L2*L7A|Ca!-NCo;C#TJ!8>H1~ZCal=ZfSGQ?}QaFLf
z4zQCq;xi`jxiDGhVTQ*hy_V;_G(4aW`7{mTY%I)TJO-&+GcY$lko9}--)YL6c%~0X
zly~?6#r+wUb&AnpeGkP~K_?}RPSsG9hA1R~(<?qR#0gNj>KqZBx-XOo6~PIW9rnX5
z!=Z4aBS7LZ{O$z9zSE3vD=O(+QkMkXv{fJfQUD;+MtKjT5+fH!wDj_5C)Z$SZqbyb
zfXZen*SOiAF%f>e4`LPN=$DjkQc270wm%QJPT)j7)r|nvJ|B=CP*1c<tH5)AyeWHc
z2!R&D_()6e*HB;CHc)XS>2Y~jUyRM6(Tg@_Mg+XgJf7?7g^@_7_0!4Lm36WqNsB~z
zpurZVa8<G_Us6~;(V*A$U{t)s?<4mnJ8sfEr0>I3CCe>#KYRa%>YQ*CxNmVG>Qj9=
zWZd<ndwvp=_M)c4y9?TiH%C*L{u(#|zQ6EWt4oKC81-nvZ`VdPL%5F;mC@zTxka2C
zBjztWLy%S!7NM4DFumSHf65LM3tV-A7XR4u@AU&3Ug4uI{qO3q!Xw5313eAKzl&K{
zU9R1i;CMZgZVQSq7VXqDt{bL)fUN|hhyt#C6iD34ukU(9rv-*nKsoFbhS^B5nS-5&
znW7=F!Q@LAy?A{{4`3no_6S32K-VE++|04wym89R1z7D%38%66j)CaYdYjGKBuTF2
z(kJ7lW!8eZJH;b!P`w^%jdb!OF-bi5o|%+!Mo@Cu=>kI_Z)FwX`?8k0w7oaAuP0e^
zW=XzG=*&}y^5SJ|(t(3PMT}=p`tJES0bibverb*Vyf&9Yl!(cXc{U|w4YB#(QD6Cz
z+~}T`E8C87r)R79Y9jm-uMCj=Y$fW0Zd%p9$R#Hl4!%ikaH$(2`)OkCicU$zX`Q*?
zkE&mN5R^z>2wKn@oJvX{zxE{izc!z>3xEA4H8;C#Z(Z+4x?01~)R1P5;Tdy@3$_F9
zX;O7`I>vB?yznA7J9WOYR3<UBameuK^Z8!GLBlg4j#kH>=O(Hp#FY^u{1+-$hj#1u
zSYO#;C$W3!tsU|_G;b%-;Vh$cALDLO5t^8tnlK_&T2`+mSs$dB;2xt=MXwB{e+*G=
z*IF4eFaO`Yu0{$L3lkQV5LT5*!a-;dQDJ^LK@x-m<%{8ui9yxd-K$sg)s(ES47sZ{
zc!i$}QB+hKB!5I*mA+lxl$2{IS+7>rfvQ(a7#Z3HiTv8V{DQw2+0TDL&Da0+6({<m
zxUu}v{8?=+_*DrCPS7IB>S$X2lZ@N+G#Q<d%{qfbdf$w7znE1}yf@C@lXK1)(59YS
zG*FCUFn$}?>*MKl?Cgc_W&VtQeM$qv1w)wN1p@pXqpaT*ZKoXhuW4MWq#*_Labfst
zfv`ZCMF2hhqMlkE^(H~!w~Bhw5b@QeRpPmiAM{D~!V)c1h)6+Tvgga1HJ|mx&#>hl
zbklX*5#%*zK#11iEfz-c4d9$^<;*iIB<K^w$yt!$iQ`~8Y53|Thyy0|day#0At~30
z8HltKFP_Ge%(0K7v8-m=>uQh79!Ta2UOJF+8-w2Y4Eta}l(d>QY-_+u#h+9kpITrH
zMom*v5DqiAlh*@rM%$~JfcqcnC5rtR+x0R4X^}dzW0(|#GzA6^&M?{);@nI1RE}$N
zHqj7tQp7U;=hVU|gB-3<u@GqPrJwKLhVKd^gexSI%D@<FSQ!^iqXPTr$j6L`$J3l1
z_VJ6U{z(^wQ;m9A)Is(K$BHU=ux*lY4(e0gLyY1q^cT#Q-YD?bYl<!XByQq8?9S%j
zJFs^->Z`CyL&!wr<tNZPm?V{ZOGJ-oOz1rt4Sp+0-yz^gFA*JduNgWlV?_Xj3|5Ri
zJh_<sAP5OCREi0RNc!#1;PQS=bM9(QhGA5mTx6+&$BP)YtrSVXRZGJOJt<Jb2MR_3
zPUo<<_~1yVklwh3#jmuwJplFwUNnr=ZKgT~*1eETs&4}h%L0{!Bz;iI<g=+avQK*$
z)S8mscx<5Zy49%1&HB7TQW)&EJ-cXzvG-r=fu>^akt#yKIEAI(BnkMS9s2ZTmW|rF
zfi4UoK%q0lggK&PI6w^tIjZDmPI{<$T8x1nrI}g^rcS}Wnl#akl0r>6X#7($?hddM
zMnAlOCl5;jDO;AKls{XoAt)h!P(8!ky+L1vyaTJFvSqXaN&rxevx4Rd5gsoi6O(~T
zknyOTRx8Zuil9URf_l8d@r#6UsO;yW_ay|*%$A&$6){f?a2ej)iJqLE;i37%0H5F0
zM}dcHQ9D$LMrf15mRKQ#rm%#Qkx?zpiHldCqp^({9U<HU4h1v_Q+)>k@#L|jt`Mu+
zM5+TJ=>Ps3sWSqajF{;(cTB2YQWK`tEXjb>3noYSQ~p3AvZD67*O-LJ<LL|M<U@t%
za3d%Vfq@J|CtEgwK*nTCGy9u9>l@x5xS-TD@v|&XpIb`(s*7~Gi5wqnp|XKP&Co8x
zqyXbGEbw}T_n&^~dFYXAtYuCJ%MCr-Bu2ka>+o+{Bxb&+QWb|d_eJ*vvbcWMJlqK9
zRv4<s9oBV1Gxo}p*mpFj`eQ>pY5aTJx$Xc;ChXrfIrbUM*mHOs^7(V4erU$cf}1e4
z1^gMNDYF@xLQcv-+%p0p<+KF>_*x*tZ^$CcUqO%rCQmayi6#S!dZ_3QBaJdwh7WE+
zG_*UL^nqr+-PQ~$Ot2hxO7*M=Y+hfk^9TiiMS?fp^DKD~fa;5^vi8$>c9{Q7#SY&F
zv?aDS==~qQ$Tw!q2ax3t{LW!I1CtgJ&5oo#n!^vXKM|jFQRM&$*^+ZeLl<b41|&xD
zp%7hwasfDWlCw|(-50AGamOKqY3NT%#8??4dspBur;Kpz6hrW?KP9H`eePvWJ}e=3
zgcDT(D~<o-&-p00MrklJ_rXYH7ZKjx*p_hUSwZf3sW%Ce_*_(EEp=hV<;x1>JOxM#
zM2$`In$3{G+}}x%zld^V=m<7rhE*)%5lF(zG#~VW9D#@~;+_Ps8`1mDYMCtEAsvgr
z`{eZNHk%bJTaOSaW-Y;hwi*)R-}Xl#O<G4Y-GIJirBG3Yr`;c_X??ci@maXm5nP%1
z0mW9RJ1eC5fTu4k1Zw<|r0l!)o6Il@5jx8uOra~LU~T6anZxX<_h^oh#zJK|ECZ-n
zVAD5PW>#aP#5;eW+L>$pd7pQD-74E!-yxr8!?^WP_>&R1SKG*jzxaxS0#^m(`9wLv
z#8=y}fdX3OokPhBW{a2#1-uDp<%5j$;VV2Srah{fb|2}kpt^ln^Xc}@zq)O<G`(ha
zmfMcnKLLRcwE7{l`MaWH7(<Fk@-#R;sc^O#sv%qE&n>{V$=iL8npDWCf)VG5Ev~@M
z_RS|i{0Kv1bNmvJc?Z|M#K8q=@I73A&^P>PlXdzaP!`rc2bly<CeXBz_sFnDj^q;n
z8cAc1;+eCYt&ZcvMlY0uae}ir+-HAe_zw6@ns&#JI1F27kDe<9DFzOi8)%Y9HO+CQ
zdgG`wGA|ev2%apebxNb@Nhfdb#a8I*J=#;C&r)&ppwk?e-JcGaC9YJr?ligtK&CN*
z);y_DzAd!Y14F?A9_9*KbO+heMXfk=8KxeWkWDtGd=GdQOb!DgJdhS3Cj_sPHlGO7
zxm;z$<*hoP$6WoHZGj}%itej}5|@DMc9k5}$(MOxb`P`?^1BKaaE#Of<=VY?_U|ef
zs)=erYkfALf2F-G24=e*0ZhO-&i)Ec*pA@}JZA3Z2_O+{gu!InPOq_t+W@{fgo;)c
zS-(k}uhI{W43N}iZRE``HVmxRY0vO?{2+V6D7Oih<N=`?Fxi)#bqnCao=xJEhRrdm
z&XpReJ*U|C5X!Y`*FYAGNU~K>34sh%{dE9tx2~81_I7}Wyiq>@x6yJ?MK<VhoPck>
zV6r#<*5Qn30@|h(Qb_@imtnmO*u{EHUp>&G3<x|f9wtyI1MqZ-LzvKE$biY2gYi3P
zt0`8tzDhn{-W)sUVlh5*fSn^Yk0OIHKVX&e^dVdlPk-OrS^@@w+wK{i=EN4E+xS&N
zlDuZqV2WUQFwSl^Q;NxV6Wmw&A)L0DDS7_3#>^M-Ma*OvYzfI<qBmJw+8*G6narNX
zz08f`Bs=9D14SKRNO^h)ATj|PGAk10m;Je|?9ct_a`1dyy%EI;z`Dt^ih5JHcY3cQ
z4~<c&Ezq%Py!IEkWN*3f)j*A%K-@JO0KXDjC$@PV!_Z)LT>>7=*blQh!L|2Zi7;P<
z&i3I+-7*kv(MY}QQ<?#Lat4MgFvG&fTiBlkvAsH=$+izT<Om8knkheh1gM<P8^i6$
z$K;q^9EL>yW0R>7e+}r&7V7FKi@`^(x+0uI=?L|hKI6B2TcN2Dnw0?{qIdGuVq?8j
zkj<E~k)ayhrmMszc^mGUpC9e25@Ns)!-@dUJ0Uo<6qL=*h97w32s0k`v?dDK)4;xL
z#O;J$+s_?_PE0fEs4uo{W%G}r%VH`o-Qo!8gpqE&fi-U=S2c}6Zh;AbK+g&^g8CDU
zZ_%Ah=c{f&R)KGy&|GW*i{b+#ob=VV2tCsI3EV8g$iChc64!C{xyg)Vi@E0dwtTbr
z0`6=?A13D13`Ctc)6H%`i)wU4xmYU<qzpq+14-m0|DBs%RHL^w*rC!zU6zWz!DJll
zHpYqfF}_~1>YBKI7hqh-cVCb4gm>VqVfgn3YATHojK31W{Vm`NT7BWB^OA!#(jF?Q
zOc0BXxP+n9i9LfDPPm80+K(5&o^$dJ((qMZdL-YyFSJH!6B9tEntG5AH-YyQ+qdL_
zzK5G24olGM;k?T&v3nO7ih!q^XgqpgmO=O&C6LAf?{%tDGiWv2NDd|_5EX+Z(GCOj
z;_K&p_Q2AU(Z&9xjU$W^2z~2`3K*@E4!)HBFnc0`_6_2J_Be)HhhJaITmo-_M$USV
z0$G&l)~v)bMxj<cSz~h!ySo{t3~<q>XqK2>$YmK8qK(xt4x!X#>Vls<vF{zTa)!;I
zs?B1+-5ex6T_hAM<BcI0AlERe(;{pIqe_4}^BjgBsh}-!EN_7ofhgcU`y^VU$nPO+
zaZU#~O#F~Ydq$OO@Igk;M(F_uQ0wq$!^9j=^gHEbIIR@D7D2;3S$QI!8eI{Xl(Pwo
zq`laSEMML6l--jQ`SB##?P*mG&^6Lh6$O+#83|79BzD!mp8;hwd9o-IQI8lJeBog*
zgc*pBg}r|YeEhp-SLB@$Wm=%e@5n6#dZSg#u<blH)t@yn`=SM!8$r?*Z5lUfyPzQP
z`W}tvugdb@)<8EUR6YhyHlXn_6O2PTB8sDU-w>{>C1z3sDVH)+mFaOVrVIKv4fe_8
zUm*~Bik31?aXR?$Yy>T10b35r6;p0mok|TJ7LXUbihllO!?a8{bUVrfI8+kXXh=x^
zz=;C)tOipYvLaSSV6K?5qu|@Xod7SdYcrHcQPp@0D~DN$HJ1y$EG*^B9lTpc9&Ok}
zPj6Nl;*I9`;+G!ZGkc5!8Uu;$S;S!O!NQbjMj$ZvH&aP`gVB%>)~-(wQX>msebEFY
zq=9`H3Gs#RiZKeX3ntwym;P~`^-`aC12bR^+jg}Ng|s=>euS~}BhPwbmPe15=n^kX
z;M*(n%HA$QdX3s%(Au|+t&Ddz^ynQssnKIEVCTkITmz3;pxI2JiO($)uxq7ug`fuc
z<$hqapxVHuA6Qtu-8h0vG7kOb>`%DIA+jTZ{SuQAG?|SP?;Z<&$LOU4cdDV*rh5Qg
zhnpCXHN^3-BIMI94Lf0TxNyVm1ry-kuTA1OCLFfEf$HO>z^v47BX96)r9_<_GjpO>
z5&(8*K<q`M`?MD&)K27s5e6yiciqlaQ0nA(oJ9}&!v|Qq6kpS8qz9M-LWXd54kop+
zeEm8FIq0E9z%Y7&^G$T+=pw`$3Arxqe&N}^ec2O~h~*IB%(jrW1Rc~tuaCg?5aT)>
z{@SoNCKx68ucQK2+{!k&U+F6^uwg`Rf>Bp+dDT6y%4=8bcB0nBiF)99LnP(p_P60q
z>IVtx$8lma0T4LIyJyI-1>`2iSy@JTsQ?1a8OL9H&2#flT7{%t>8t|pIsnA^;4U~H
zhCabQA=1dc&);rwIa}4Aa;W2BFmaTTFS#56jEe}afI+>l;vULX-d&W;tDrV1FyxwM
zWG)9~3n;&Xz0?3CT$b->EZIqIVb&NCw6d!AKKOsrjFh&!8Z)dW&s~Gu9yC&s(V>gO
zpd1INdI3PjH2~khOUDM{)?H5%tu>VsF@m_*!#vZ2Jc>Q=;}FG3A$86OC?o+Q4Qj!p
zWlINi%pg=T`5g?Hr$F_aW`db+Xu@o52uWOsz^&bfES_T@4`n<u68;+k6h>vjen(ua
zgkI#W`cvj<&M)umy~;a*7CaNe8aFor4*hIQr-iJr9Ane;P&jI$zKR*GbcppEPxfo$
ze5cVDut$Nee~d;QoLM*}Wf*VIp>8jRFmHf$mALP}pbtJjY%z1&{w-Ix!FdNupMbzz
zA>AQisBuKbODcJS<+<<~IeDs+uMXku$C+O{EyInX>3V#NIv^S=udk09=3EJy?DoBm
zB7Sw@EP}UZ&#fIZlHuw#$?(F{9xi3>8Lka?2b20{CLmc>VZG=W0wb72;DE`p3|aW?
z2gVRzH1{ARJT@3I*FqEU)|f!oeQ^bTsp~hZ)gBQ8e$0(fRKjqV$oTG>%)1cFd0aO&
z9<Zye;StlxM<yVxMkGx@%!cY_3z*hJC*!Uy;N<zy8o<>unwnMw;Rfh9{ra%1WCI!a
z1-7-A$#+AQ(SqYRxtKzX8+AR5!uTOC+7rq2qV4~*b?UdUsvqG2ObZLdG~~9eVwQFF
zDg~<WSU>KnMB!QqATUg0k4N74ctAq~ygR}F%)n~byZlwR`1&UvIP5MJ&$np%|NXI*
za|Y^oNFQ&<x~8HJs3iTkZtqHvN*1^d{deN>{{oc!Pl45x(Z+XWMhyEdWyech&~x)g
z{g=ZCl-`?L#h#5x7I{?Y<Li>m*{fonxZ*s|C(26MgNYmSL+8t3Q?MPF<VW%TiL)vn
z2TOxJ#$WQX>T)oTTIs+mz3Q9aPCjq4U(T*Cx_xuOyI*|$j={tJ4k}T>exjuE;V0_H
zXHq@O;Xw}!yoTwUli0|P0#h$nm2dF7OJ7)*9a7V5G)@3Y511z%4wj2`$DcVN^CUix
zpm?&U%_m>s*IvJTnZx!ClMjD7vxQREX`xrHJgJ!7>vStL=9J6y`II{`hDJ5})PvuU
zqe#JC<`v@1Li;)=Hn8d*^`&1;qN^ip;KjCOZMHPZW^C!F*%Y$X)<5#NEuNcyJ@A2C
zazS+@L70ER+p%H?`6F~7y&Jw#c=PBP8|Sb5&gIq*!<-F7-YJEP+@K3u$LHBxdK`E>
z!F+`h*o0og_2PQbYZ@EBUV1pQL;fr|vx|BX_ICDemFRrM4h-!USC~@Xxz}b<OgZe0
zwQ<d>BZgnUo77Zxz8Kqw{SB0sT<KrIGv_@0&%LhKt7h1#BsA8qfBc-QtF`pgBu%QL
zjvjv8*6_>gi98+V<-_91Lfy*=E+z(+&aTQ<;)!9dx0}D$ynXjHIX2=MQNZ=<kzdM(
zg<n%1Ki`|L6-9?(<7}V{TS77?$W`md0(Wt#d{WU_xr^KF$0?2}+fgyr&eP|t&jdW)
zt??B+IyO7Hov|F(F_NxhdHq<+LS`c-ZK^`AI&CQbMTwTC((o>9J(*v%D^u;A>npIy
zi)CsRQbXT;e>-#3H-BvvUW_@QBdj8P?&q_7-obLAgZEGN%6kFUH3xs+V`8~HV9WhW
z;o(VP$BF_cvCSgstWWNA-Q(JUhj%UwkPqm8CI33*a_jMvt<15?hs-0|UoAspthY@E
zRzC558}`GM#h;gGSEjE-6cdsk-hK1taBAQ8|Aclr+;wU@uSK~hemx&_s7Bc27w=2Z
zecya^A=n*v>-e<!pGUS?d>QpK!Y<wd6#~zpi68HDwWN6b7`Dv2zOdIQ_tlZ$UE1v8
zaQ-3bjp0|rue)K!PAz$3L!G?;J;&?!o5LxQ9qn}vy;?N-p0oGw(mg@3bKaYZy;7um
zUGHvxl+Vdaf+kkgldGQXwOhKmqfAu)dA#ENcIB#=!tb+-F4JO1{t52p{_ZmEGHv&e
z+j=cH*c~RO9VB~$)=6D}_Oxy92&O}?h&}Q6k!e9TIYHj3HzD8ftw;KLnb!69A$@;g
z2hOMLc5avD--o^rof@(%>wKjg_CK~CSQmT}9&^g1W|v|An*z(!u~*9Lg8yr$g4^TO
zpqSkjpIOAZJx(zYX9}RB-_xGncwBUi$Dgls`=f2v$pbmcIfUQ#b<M*Uie=u3ieK$Y
zIM^pxqIBu@GS+EH+Rd`})sZiE3ueWc_qsDESv8lO#72|uYt+qr!>B$^|0Ov~JXKu4
zh$+gfw0}?Aeb@0GsC0X2LRiPj?TwfTd4IoTvxae@fcQ(le5JQ3gFl)nbHqo_kFo_X
zLLZu+45&)laz93NJ1A+Pwe)ML>DcA$SmJ2Xk1_DCV}(RpdUvzz_~~0q{SIAS8-sgG
zxxG#+OQv?Jvn{s;%<G;8-Apk)?vs?3ud1pxzh|zY{Be1Z&N-G*p$$oSB2Pq5Rp3HV
z<r6xz)NNH(`K!LyeZAy7#n*}{ic1rIg@v+0d5Vp0H=ATgXUdeH-$f@+?o&YcWELCB
z!C%P*@K~tR;pMXa*ufZBbULXt_~ufXsndko9Vq*xf!~>hPa|6nz15y-sVdJKU&U8?
zrxYmV)E^nVrhQp0RWjVv>q@AKlf^%ZWiM`IN9Z8xuYJ4Nf0iyRNv;fYuPS)?ZrF;d
z%RR}4Z<2MBV7RD*Jt6x&U6ZK&jbhB(vOi<4t9bqIS(Y+!k6N7Qe@BZfy#D&;D`wXx
z3Y%Fh*^AXq=5c3(<3E+U)1^n|#17T<U(x(}>g?jBe8r){bkk#|Wn#A?NyE)D@4&yO
zi;*UF`%KBqPMRT9-1b>D>Syz&q6_$oHuFtWwr++s(f$KVR}oM4uyi=eUb<TNY{2=~
zwWmTRWx}DF&uo}plZ4P_uW@A8=|kc+Kj&t12Ja5ub-p_g6S(Ku(LG5Aud@7mWk@!k
z2T!Pjh9Nha&MKjrM+17dQUa`4*(rqNmQDHF^Jk`1cY(_+J~m=$?&w_?AHJ(>{Z+4v
z!nU(yA71I8y?LK==(v0;LNvF#=7N|>i{Ev(gAC=v0zok+0(Jy4vJe0ATxmji<FZdG
z_Ud$>D~b`1R;w)zbuCHs`Fn&TweZW3H~Xym(m<cstu4-{PwR)taiIr@<+Ja5oBe<7
zPV}z8J>=5*ulT?D;j~hCj<xa2kZf>Vt>oF}yORNQ-5TX}e(#t+!r9ycN@I;l8FKBr
z@;Xi4t=jvsc?Cu__(VXwjz!Fy?Jv5bdauNV)-V);(uEdVeeVOBp3=!CyzHL6(5SMO
z&DyvdcxKC&qF@*K-r-BwA2)RRSrkr&!V(|b!0*Ag(V=2*-`}rx0sWd$GE;kAQR(Zt
zWcWdYU#};vS^#u}pbq#eZrad6?oX0`Q(IJ*s!Kxm(*wl!4%u^+yP~~M{h#3Ogr7RQ
ztJamBuXaVHbVYDA!Qsu7k9S+P<_@g$-y3^QvBjGr+MjA2FA2qRFMl6BT`U}`ARCMP
zVWRSiGIS|-OY_&pS<Bkj^2w=+UvyP|o^tx82=$ve{9?{TPI)ega^gd_{m+>=;Fa;<
zirK*yq~QFNf&Q&C$O-$7E2fr%zYOJbSJWy}S942<ks=G%i#|uIkMGw%yyno0`Uzi=
zD+i?n>`sJIYddfF2n_35VM(cS^ro6`{68Nu%`GG%-H%<?E;l(dd(kWD&e&tM>}X;?
zPtL$W*rKBMfX;Jl3-ao#pWvmK(?4&d?rKDrWR8ceV!Gncw(&MwJL>S8IZK(B{Vc81
ziSgm@eG2D`H`x)t`XqDWJ@1)338n=puP$dxZ)mDNG}I!KerA5vokKP{{BX?5EBq3D
zupCH%etF#P-rtDw);7lVPUQO3BiA;}-n49TcGc>Zc~Q1Kq0iS|<M<r$J(6GjkH<$s
za{GGFsNdhTb<xvLTM}eM$XaN(OLozhqkpCP=I5()KP1IW3;#F!G{{DhYv6FuAhj>m
zq-;Xh>V%zI#S5R!oEPn<e%_k2I-4dF*Bm`Hq%)g(RAlDmliOQa7Am$=;lY1izNj0B
zhpq-){bpJFYFC6Vv?TTW^fLqZXpj9DAVWGm@ss4SQtLPKvrSpzM515cKOf>b@t5_*
zp~~O+J>8FmDYy3R?&gT#e}y;IY}CfD7YPI^$I+GFC2;wq6Y|^(#jhl^M9VIn?3FRD
z9ZR~;bU!MoDBP-HYR9zudYdC6)>;}W$vxUE*e{tJ5mQci$)gl8-$@PG*R`XUKIxqB
z+Hp+J#<*3^UUHgFG_EOUDY`s9M(h}<A(O1%XC;2sa%Ah)96BESNBBJcI`YDd?2Uv6
zvCgK)pOWUi&-`o|!wyMu&w8tGvb)+YYg~^mUW+SrzhA!mkG%1~@<CYe5GZA%X1V{f
z4O23(t<IZ>^u2p9`z_~X{KwDNYCCU#I$ZW~H*d5tX2h9gW+8He7R2LIQ2NBZb;o4m
z;$D4q(lZ=tpij!rrn}~4yuho2<*CvW(#fawoXZjUulr4QXTZ{-=+cBhbfSx{+8*xZ
z)`S3#yxZrX7a<;Z`O&{G&3=>jN@#)KAm=u_n$Npi>-E1-G>_lxl0-EpYmW_FY4=qY
zUtgPO0rB7$p;aA?y%~yLO+LMDtk0$WX^N&Aok^n~f|Td<;^u}je62s{V$UW<6wmp+
z6LbBBLF{^|^GeuVyLoKH!lZvSD7d7^>yCzYYTE4eg?87KiM#_k5-l}%>H7_ppKPDr
zICT8UMT>t~du(6yI`oQc)twBu)wy>;+V(!vF?18Nrj>T%$;B0^<`mMcNuu<cAvf!|
z;3q-y@o(3hPr2Rl+g%UXL&B5sKVAXVRVaud<nopnM~Wdt5}}B2GDid$k`zY>7XLQw
zP57HN{-7>-7D7gexd|zTSs^$;zTm6`3xVOdQcNIp)>)1nq!b_dRGsR?cK}-VbPa$=
zHVJbsmGKAgqokWeXSYPgsvrjrA4;fCDDT~NfAU=Om!S2^^fxNfLW}w;Xz1y3ZvFb-
z?35>T{_yhaP4j2WTb#dX{&_8bp@A}b*1f%8(B`vHPt28X`{y3qJ@Mi8fw{-G=Y0KU
z+M4O&>*32k2`ULv$RBra*j!eb{-j*8`Sk3oqCsnYCG445kKXy$SAKd$?87Ce8a})W
zaAb966=dXyv3syG?yUdiLyGFp!nnX)qXL4&g?We(WC0THiWH5zQK}sx=kK@`w09B8
zHc4xGU7*6y`Y3{qkT@&;#P}`<NvA}x%J<0jBJvTUru71-z09TiP$H~Wx*tXnbP*YY
zcf&6MdePE+nJ^>vJ;|rU|Eg~7ms${MS#bBu7e9aCQ))=WGhBM2%jui*;c2}{dxLdT
zv-mS*ujQl4|Gq-+X*=azx{HXNfuGlxhj&k!c@hpuNZKuL{PqtUzz%gpt(`sBxV}x=
zT^T_x3ai&=Dx~#L6}2^v8m^y^!bq_|yT`{)tY#H%p98+{4Pn|`Qp&X4A!MnGqtgUl
z;oJc)C{k?ybJ=lZO2pTl-{!}pZXZAN!|2E!=3ud&GVRr^J9|}89|uq06j?CWt_j%V
zdOM*&sL?G1^3A2jlWk{UxXYQqn`a)z{%ew6JAWi(7t%NE^G7g3y)oZkz#WFK#lHDm
z3gVx;{(L7?T9i(j+c5ZGT}rHiEJ9g)vwNC{DE82^-KKn4K5TT)g#7=5Nlp9kEt_2v
z-&)-}NghKz8v7u(fl=K<FIDQsb*X&)Y-*|9?(uc#m!<iEzuMD7-b5?>j?FW}_|p>|
z?}ZwZ2m8;1r^kk4YAIK~4R+@Y`kdfXKty@m*3ud|`Mj~xlUz=aKzWn1@)$uLD|)6c
zdMrCe&`+hJnhm}D9D`pKbau70*xIhOxMaru@$Y&%8={kb!tS6!%Gq57Ri3c{#r*oV
zy^s8oE-T+-dp%WlJWe>a_Wa=~q$SV%soTg_<kg6-BRX;39+$+96(zK7y{Jq`T`!_O
ztHy$V?~G+VTkqGDMXCNgnRn>8l#b;qk1L^irnue}Y4voeT}yjQWbIcv<s(z(u*BIh
z>%M<w0nKDB@0ybIZ0)6Y4L1%v%6?Tp|KsV8e2QhFCWm2>+f1qS%=DEZS?j+N|L=IL
zq$XnUOnNc7+^5%5;-zJ;{<M!z2tZ83a=}Xv4oO^G9$_f)i<#QtNf(;?JJLz5tlJbr
zmRQA}=AFy==QOTvr#?2SO(xZx--}MTn`hDSI5t$kqF3*NIZ8Be4^dIjf{s^u2+Z~`
zLnR=WgfwB25Gj6PD2ybiA-Kic9iTl!$*jjS26l*@5UeJRP*E{jf%908baiM__vYNP
z;tN{%3OhHl&L<I7t@-Q=vx8k=&p-L_`_ldJkO4{$vs7pRSN|kN)Ym+d+-I-l#cb3)
z@?ul@->GE85q{X5!m^F2y&-DAgZ3rMd0u+yU$Ix)?;kWmxQQjSAAhG#$!Gn`d`4Ig
zN49j*qdSvXU8_Agr>&Bd;)nTg8Mg5neRd%PyBV6M&A=;}f-krI4y%4`l}+`6wB^IU
z%Qai!7CunJ=zpqtkfl{W9^7Y{uM$AG!lXrKYL|{oSKaW!c?H(YnM(}~FMAQU_kV#f
zYr^F#!qXzv-<u5_hi|68u9}du_{`)&q`BcnzZm%vV~n;dW^k7)unViue@)vDLkwML
zrt-KzWH@lUO4|_@df*1%t&2qROtBZLv~EBLGM@F5kzEWoJVdk``Y-I8oEBl!ORn88
z4zUa!6H=}^3m7G>j1OH6K(yqq+52>Jnk|}FnFZY3@Doqsp>vrmyvz>p&5J3ps+@3r
z-d?GjgWSV0z25e0OH&7BCk(I*CG2-@F_egI`nb38)C~p2WUuT!SCh0STectnl%ty<
zv+bqDongMzwSPBlx;gyYD#4S*tF~iagn7P((_89=mDSz&8&O{)Cz-TAa;f*DJVYnI
z+*I`<B*QaAEYP8oJlTAxo{_5b@v|5oCZz|5`wQ6*W4H6hwN*T5?dpOS&<ZbBnZO&)
za3@^Vh_#|kTKOGe_Bht+{oV*KR*3+E7A@qRrp<Z^`535T8+&reg_=}GeYqZG{MJ0p
z0e0*sgu8yT01VF)dIRT+6juB;F`9v9gZqSC2H{l$lgD5<KI16FRvsiIWpyVEvGNBv
zQNF2shiM#Q+~%!!{2(>jw58Rf?K<pW;UB&p-{G*aD^ZA*@}EzGUH@zXK8S!9D!;en
zBjBE^LTWl~vLA>q_|ARbKJ<%2s+5^M`Iu=DvNoKM^ql6;<1c}0Y&3QwTQ{GScN}!4
z{dWR4)SBcfsFQYy5P>g+FDfwMM^EK-ff@~7oI!l%!6>OFtQTVx7P;?I&jdNj+=V8K
zT<r;jFraNBif<1TD&r4(hhPH`T7`hYtbFR957a9q%qJ0x#_|>LO$(8^bxqREA#FYX
z2QXbGZ(xeOrc3YO$s=+5OW3k2HM8r6`tAt66`F9c;%g}l5&5zcQCUzQs5<piDcr9v
z4|X(*!7<+7&#1$Yk~n`BPVd})iQpDEXiP=QPRQY~_w*Cf7UxHB@tvZRQs=k7AQB1@
zF3Y4tXC0ISm`{qJDJl>ruDOkXln3p+yMe~etX%J@-_y0JQ6RvPBh2ten7ZlEJUtLc
zPjsd3$hJ9oC(R#lIKFg#-kVsmLCS;{by`mL<1bk8s;?AMh0YUyFy49*`1<^Ydl=c~
z@<`Q+n|BZ{!>-#dM`*Yp1E8uKV!Uwig%=9#ar6AjzYC?p2YJ}3Szf2v_bB)k*ha&%
zaQ5+a#-LnsIqxFWlc>JeE9v6S>yd5aQn=;SYARA9^jjxY8|B#`C-ZklFYB5CvEr{B
zelZF!7=26WSQxdH@#Zqj=8E8w$R1dHw>Ii{%^SF4NklyxeqSq~c~93Ci|7bj;=gm7
z?Jf{A03PQ7<$cl?dlK>Mhixsae;corhx^$mw~5|KSj|P~Tzq{T`|nsc=Ni0%d2`&f
zx+1a2thq&QlH?Kk2Qnq>%^g7!v|YR9l7cz2(%L#pC$7T;A{3RJCkF+2dr!!zg)KNQ
zakNQImxII&(pQJz#^j21Fh9iTuufSI-{$iRTXOt^gG0V&2B^2qMi1>Pft&Pcc(XBo
z!tBjvX^8Wrxh$wB%^)1HD(QXH>NEUUm_ScSP5OrR1BA!&#%q7&BSW5YO?{u;UcPdo
zNRCiuBAhJb1^3;)zWJ#F;afj^zqr&nB*zOEViN>AFR-S)7B%+dUun~(2ck-xDa%tE
z^0}+cy`5yTzV2*&O+&MY_31~T4}yfI9vy@wo3Pk&y#*H6De_EZB2m6qc~2Pf=wj>R
zd#G;ucUp^3XMuK7m!m1!@TY=-$1jLkpabo}aFo9fWjycEpPkOjuoREpT+_ABAK3Q%
zRTXgcxp~H1Z_l2isPjnAwTesC@Sci#nd-Qq4gc$i8*BJ=T0%cQloF5M$M@U|C!#-V
z0udEFtQaHHG?>R8SJH<QU5+3A66NvqbL#aiPg%jL&riGLmTgDwQA^-!-NyyjS7lfu
zJq#XA7~S-8-l<J4C{+Blu+8yqicyrt>*~i4`J`F3ps$gV_1Y>-BlDEZ8ZYKrYS~k^
zn*!#$9O~J6<9oADDe6kGU(Sk#cWXCkZ5<ochNSbvMtfO_HaT4zO@W9bAKJ#4Nk@56
z#{By1OB+%1shNV40?Iqu+>5AQF9aUr!xgh4WEp%wa8GUUoQMKkIQGKGOg19H7+Sk%
za1VkhEAT%SaSm2~Pn*&k+QcP)Sv8l+Qky&rbs~qYY7076v`vuDb#pBHRxhlqzJ@0o
z&N@u$A^$|$p^j2F<;y=pLlKjOe1UBnZw#UkL1e_|W5Y%KTRpfBRKrH>2l%)>Ys!&k
zuu-+x8ifd5?4|#E7j?deWgfpRVzya@)UoqwLl$G=Q!%7bIp)o{PyWO&l9!TU>p$i4
z--J^Q?uB8m!K94kRMnt80^J?0f8_?wCQ8oZ$l`*Zpz{0ewt#0Y_+Y5&WmsA-(>G4%
zC+pu8nD)ZY?2)K`ZNfP*Yi(7FI5iQ}2z&7(@k{HI6QuaD$09OpIm+X_=Rj`5s9-gy
zq$Jn_i5ue{JmXLog}BiW<$a5ODo3%F4P9;e^)_=qYo!QLexfBXoA>3hMJLPzd9p(b
z_oBr93i-pP+<>*H#O7Tm+L|llQbxF!hU-N*=PFv_hra2lmk0?VliAozm;n@+GAr4T
zi2IFaDO?K^2PNzm!o5hwuqOi9*OuWI^C~QcZ<@*HS;cak1#BJ@MAWscZZ=R=RYxJo
zkA^7loTX^m=^UgL)9mD-*obAda!c<8#M>O`zI^DOe|!Z9@K6u#(GE&X%D6tFPW99j
z$4<D;85V6U_HimZM68GC-#AaR#0Gc~Vj_iW6yj+C3g#Cy+U^^TPxaupNK+r!hgE&O
z3FZfWeSt?3CI>Q$v?;_*UMg>&BW<^H25S7&P`1bis@qb}({L6aCf|$`IeBUUCNm!9
z+s&$G+42f<TwIxOeV^$MA`!-j>D5ub&kK~o)5a4sa<gKlZ9l%N{F9sQnOhjD7Twt{
zg>#RiRoAMW7}|Z1*Shlzyx~R21({a!!TiXh1ek6WoF|ojdY}s3<S6JST{0H;%oC!{
zJ?X`rf6n|$*5}Aod>2|dyS?#a=!hZ^wpwajR%CYCo?p*n+ubj#Vf$)lbvZoLu+zXG
zbR$0yv8?u6%SCF2>+VG~Fd1|7&Sk$vTnoMD>2^bKfLS%Ja*L!aBVFj~$uS!OqF;n%
zztd%&jMo-q^N*xxw+#~dV2}N1mH(vm7&Y{w|7*C+<C%W^IR4o_?Bm+V&4v+CDLUNO
zh8(3#hlH38xo=U9ZASD{S&8Jxl+xi?A(Uf|93__IK1Ob0?%RIfKi+@6|9d@NkJt0{
z+Ivs&(C<uZ$b4&-M%Dsk@2gFq)t(csPy0!DUG$}`QYuyuGs_yD;7waflfI@QGA$<C
zTi?SW92G-3cuo&{7`Jc;G7vi29Y}v}fND%d0&PVf8-^`YwSiQ$&`xoLqBIQwt{hJP
z20OC@v4;MVnF#9~X-CqvhZM9FauoMmh^`l1^6?nre8EdhxnL`P{adZ7KU+;c4%dy4
zeytFx{`w{;`YReGx)+=6B(-*oul$Odqsn|2cDkR{xKoo<SgY`Tee5nWb{jH16}w4S
z@&?{sn3VBmEGlX=8WoKt6|1>{nP-gs*DLc1YR}%{eSzCGxTa#Y|Fd!)aH8zO73$6r
zpDp9{em44Hx&h-9vFQ*$L}2@GEvXey2Bu=2pXbGu)<zw0=i)SkZrqBP9cEhC_i3?T
zLVm%fML0g4+NAhueRe)<r@#^wATJY(yI)z-(N8|(EfTi*G74_$6EERR*cS@YseI%6
zZWoJGTN>*pic`FS{So&?9}%Qbnv)4QmzdK%c}8ArKD}DudAd&AGh#U<QsR{hUTxd+
zflj%rTl){Kx6W<&2C~3G)NS~xi39iI3DzjwQQ)K>R&7V&Mj-B++=e5y^BeGGhUuTw
z4r_P6&5rd4+y#70A&Sda<FqK&>oI-}c%jV9H*Fcc0L>LlCaTrYhY<$Kk1|ie9!62)
zS{>9MQT>$pZ<XOG8nj|erMYfESF0~J<UfE>{jSH|pWcTe6e6Tk^~yg4e35>C5S4Ct
zrW4sLtFG@~--Pnkyt&SYFL4oD97@;1{v{2UQ8f6Ye^P#P^Sznfaf8UYtu0)+dHK-#
zG?`Y4sQBByjjx)NDK{b^I)UMCfMtNI{VSN=&G!2aFV<nV?|w#2MIyh*vCn~#6EP2K
z5O<CST)|luXG<M1B{8TvbJT6&5`>PskzdgpF0=m*dj9?rvhEI}7vbW3`pK3oyKCkL
zUd$kTy%{lo&H_48C?9@8q?=qLIZx`xf;EVWEmqnrI-m@AjyvoN?rgF`#10k)634I^
zp!Ty7@*9ms<4uPoYe@M&^R5k54FNqp@U*GZX`YNhe;jD0P=Zt{1YC!RXVw-X!T+IG
zio5kaM9Yku`<YrD5GI&8XT&)oeAMu`9(&Y~m=D4d&I2UR5Oz1B;RNMq9?&hTtQrh-
zXuZ{f`+vdzs0v`~IiNuD%P>tYLhJTO&9O_Q=DwhL;<;tqB=Wyr9d>=)bo%ln{9reN
z)D5>O(&pp)9n+}Hx@>w`VE6pZF`EV-@Dg_;@6qerGQ@>#lUmsw_g&I#7dv=6=2*kb
zG7L6D!VWR}0jwx}ISM685i|^9E^db-^%sXnuzcL51&S7M94@f)GlEctct<wYW61c@
z+g)LPyTe*+h2~Rmotp@4wS!IiA+NaVQX)bUq|H)`CS;5~%;XNzr}7hdXZ;eIB_l;B
z2|{iiT5(pg5x{tBGk#o|(_=V-{|#x|Es%k@^PY=2icwyf6$CYV&km>RvNz?prB|o}
zc62VfRS~iG0DQbXd<Ii~T-X{Tk`BApg_AYIK5r}m76U~h<$*TLBY7x#H*X91vo;kv
zV@;`V3=CLCKGipb1{W0mBF~Qq{O~M_d+Q2^l?uO!7N$)heMD))SR?`aK!<R-!yjqi
z1r#md?u`#$5$YHWCD4wjwd=Faz<8a(f3GB1Uj4Goy9hy%lHFI8)D_v=O#D%M$*F6e
zukFjHWXr#b7Fo$zorgOpBTg6fQ7oZ$AYh?pWp_TNXPbH0c7W=-R>J2&86EyD7<*;v
z*{;!snGqBFMWD**<?3#u?9QQ&o5Y0`qflh57&{|QCoXCHgElA3?Zo@`Gd8i>Jp$#I
z!6R*A16xhsb_XxN9+VB&{B>PCQtH(jA}5vov-+&tnGm{Du_2_tJ)F$1(OKn6eWbA7
zxSI)7jQ3#67KfQF6kCg|>x_0)kAeC2R5ov~lQ#J;*#I$=<eL$b`5t9jFYl=#s8`Yr
zGZrq%UK3m~lf#WoqhdpuKR-ne2r_Iv<mL*fCvL@ihOs`Q0yv^yXE9a^n`jrBK>R3q
zN51v4{K*a8Lq|*a_c{D|iQm5$L55x%Suw*jGhQ)u_yWO<IbCUI2+@V3Jh{9drouY@
z7x*mO*+5aTA!`1`9p_2~v)gzbgirx!k9A{f)c;<kF9Y?uzyo(eTs3t8nOZ2HDUvX{
zhd(=n&!1g>7xCFln2f?`@l-Fw7r^GD379Df7pg0JcbFt~mn&F5@@Ox#1hJdXI>^bG
zr+S;Snweae)7UiOqY6Q{hl)QVbT@3qXez%#>~bSebEc>qKht<|!{W)n!_$}BO?9mH
zuDd5l%)A+vD{l8?^Y8WZ#-XMT?Sp=|P@>QwG^b9y6Pg~%yb~ceby#pakS%E%sA*eN
zv(DuH#sOpc($%ON!M!u&^tEgn)HjYCjlj;hqVyF-aba=;Tshqb;FMn4C*e8+>56T}
zN0d^+L#irL%|KFlh5H?<d<M1LjI)5nnD>I2;L!U<iazht3G%Tw%)|xR3tG5o*F{9a
z>ACH-5Q0u8Y{E$7v}8vV7%CHl{rzrGEfA{eij!=>yTj7IP{S&!P@3Acv$ah0R9c))
zAUonur2NV(a>%EqM90Hp*~CwB-&*MuC<`-ZW7i~nMZ~xAy4T$tKrPmO=ive^B6ru)
zgl9{>i@83&o&78-w%&LpxSRNl=eEKFc^>W~c-y{2=H7ZCQ-O>O2-0Tli!e^<l9>u$
zipptvwwJMY=YJ#YvYPD1+M$07$>C{#WN*P*<XXo@qihCD&ka$kV+R{xUP9U#U+x>B
zoc~$cEitzcn7I!WvnV&sHWy#U7wiF)X%z@;#sy-82#6)`H=L3x)NzcE^c_|!EOVkZ
z3gi&yrOwFpO`$AE?v!%!2kHVu2v?B)`FDXC-kW`{ex)}0r!XoM!rSQ(g3z=r+?92F
z`U3Zi`(xq)Y~~L>>MSOpw^W~xEH;U9AEdO4ZX6oMllATd5C<%e)sts1E2)SdQcz(T
zv>=Zdn4niuwO{A*uB`*AH<9-|c871GcM#h(Cf!UOxGy(ORqiYXG#Q@!Cp%|2#%wyI
zB$nePddDh!E2*72cy-d1oEKq|5+t+}Tjfc0Nu~|pj8*g<{=z()nOKK%l_fq%Uu~|7
z;wnh`9LSoX7Ayf>_@U29HTX_7^5YTgynbxLLKO`q)RDeJj|44caPxPFowHaTjsJA3
zb%*}9s==})3g?7!&Jc)Il;IKfcaWp6`BS%f<{B`E&x+k;S?!_*4B4gnj=~co+{5DL
zo`-YTa)n_mA8>y`wA+#a`8~CSk2;rUKun`96>{VatEo(VppR-3NC=-K!lNb^*fpxa
z4HS9FfY2DsQ4!=EC;~fk6W(by{9L!j?EHqG5)9t|d!1Ym47}7S7ei!&DAI_!OH{Kq
z6hu<kR}$9Q{)QLWB_booEonNxQfwL!<9{=|Os2rfEFt{oZsbKC&$zLn3#QPmxV>*b
zZ+yZ()=&FMIdz?bh%rzPq`&IidngT!lxFk!<KBTWmmr5z`TusBYgRW_RVTCq{0RSo
za>$o3L``9iLgSq{W8nZz6eELrWgZI*k_W6?>dfH{=x|c}ZMoRbwH!?49Q#cgSTfw?
zd3t;#b=7?QyDo4>OfGW_v}ZFpC{9PJy@=0}fpD5NMR$eTS?U!ZB408IJI>82xxE70
zZN?aOnEu$Z6s*AA7LJ*ccb;*PQ1uWTYsD)r;=<pa7{fbb<|KQ9pf8RQ9BNPaJKIWK
za+s#JG4UIWwYZ`H-I+A`_$S=sc_<-yp9uM(jSkPjU5$L*g&a0hp@b*vjR_}k{;yQd
z({E3PnOuV%Uq4MixTj8s^L498x8&cd)c<@s@it+cK#nE9&>O1(6G-4K%7TtMAAzgT
zpMop^N;M@SsoyD!svgFOM;_>^eH+SI#lo8?9%00E$UqM&;F)<q?dq!kHAL#i@q>>X
zA$>@`P9oDl`oR)Pbd^mufwtPbUf4k`ZTSCXQ#-e<g98%w+yhexkD<Cw%J^r^=BVfV
z{`d$eV4RV<%}qaWUgg>VxPY3VK`AFICr62q$dD{pVtOd><eu2_OUmndXB<CVKa5$3
zivAyWe<1tm5-u1OlZ^1JqQug-mWc=W9a{0u+r%<_!iQO=M&=`MPI$BeR5PdCPT`sE
zxO;y6$#pjAu#ycTfJu^He0c7h8xC%G`Ma04`}dlVU=}mdTn2SW?*=bs;HQ~qXYH^;
zhnfpPap!{R4E-BXL*Z4%HuB)@9F`yIfLxU80<YgF2j7GtyUh1Ic6NJbYl~^NUpBTt
z&xx_V!R}>G(yOTguXcZH3?-)TNGy}S$jXg5TXzAEsPw<cPu9UorwYEw0Z)9{a(w=~
zpF%O3N)zB=)bUElQdjt#Mr&8KA4znn8@3Z(FfGVrQLY;)&@-t%HyLLHj*bz7nKcI3
zH$F9>*%HuFU+XK^FkFC$c9K^suck&)=il{m_Keu`z~)i%CTjgXFEXu#%AF*N@TJL9
zZ(rD8(F*4jt6<%ztxlNWIJxe9z=Tn9UZF1Wb#eX95I$(LCjY@*>USOfZ)^6guOxq2
zd@bU6WlEO=uA;318RM|LEX-t`Q*b6gl(u8rw(U$jv2EKnCbn%(Y}>YN`-|;lXLtYI
z|6;qVtNP--=sM@7yX&0y394~T2W~Puq4c8kt%C5okoxE3L>a)K<5Wn_--B7vHi*Vu
zD}L1HI-Ctf|1A?a&bGiObjV#%4el-$umve2&GB7ad4v9;oF*~FB^ibNE;`f6lOhpC
zZe*uSv<PL&fOJ7yRp_O(X-L?_Bf3)+SR5$hLU!SMPpCmnm!6j+xwifjYPe84WSjqd
zUP|A=f5B_o2!|$2yT{~$=>6xaCEH0|!F&eo^WwelZGXc|cyD$`T-RuW`>*c?F&4^K
zu+#_i%=p{uqG?^<3@a?$Isy0gX{LR$1JE!E%^hTCJL7s^13^7H9mtL}8zLz09Ehe;
zI8mCjMDVjIf{vnhg%~T%YLE9U2@K*UK=zkQ0I}X2@Mc5=#N>D9{zuRAv$1nrDd-7a
z1GkVCxWUul_fgqh=Rv-*Ac?r4{3m5bAi>c^3^NU78*dA*c=0PBwuF<T+s`la<6U-?
zNu50?6<j}rbr0>;+T<45GH_!3C_V_HVXX30d?z`_y*GI&abZ0I7Ag9k*Y5aByZq$b
z`Da(EVmu?&H`VWwppjDJ3c`G!QcH$I``D4y{Ufo`ztZv_mF1>REO@v=-73<B%yD1g
z#F$nJ?aTSWmj^Hd&fZ4ywGFOP{^-dz&E6^5cMs}<?5Q!JLQ%~u`D)Td`r~>A{$8Jm
zlAc7MAz#d8n35_YM@0{vn{0tft>(g6k?M}_MY&P-yFH0eMC5dQ5AJIDMVdtS?FR<0
zi01U)wLk3_p%u?StE0$KnD`;J_v!8hOB6yS?!Gb#d{pnx3<Jj8BU=IrN!Sq@;d+#X
z+i)p8w>KQIz<1zl<Bf9GcN}%pkkbxYG-mF(fuTwEyR?REY*{InwM-uvG~W6ru3zK+
z>p2}R{xIm$guX{fXQK;{em>__!<g*G7&Ut%>fbfcM_9d#$3hOP(ihogs>NY$O+?@F
za{`V~PpU&C=+kXgoOkh?Pj2(4rJ46#+>6Jp^B(InOh(_a*7cUnxJ>g@0g+uPUH+;d
zC7<$ocB>vI$EkThQTzHt-dtC#`^;$=eQ=2p99hfGsT|#455Ml)!*!@nhr$$d)!Zg*
z^HI`z)1V-$;rVjy)>bjJlOyOzKIRK1Z$iqP$Mz-HbMX1y=WLd3^zTusi+aIPjDv-J
zcg24;2pEvMhIKkwYtG~#@?b+~o@|6RhjvEx2F9S6h%97-!wmP8cP<0Ao`H1`T%60^
z#n#wn<~U9F`e!#<j~8+ep0Ui$v*+AByQxUWA3@2>{O$vY8Fu&XF`r<&qMT+|bl(uY
zoLXTRSGAuZhmD;K%D-9jcVnh7n=bskhYxCL*m~Q}6n=l;?jAJ{K4Tq?rGLH%Wnt0T
z>L^D4>6F$hn7Rc|UE`Dn)9j#98t?A#JA;spyMICC?I}X_;=S0hEE}b94~F>&fZrk#
zC~g{hzOA}X9rU6`QVqVKM;WR#R*Y_jMM84KrD8!<wn!%BW>m9C<*4M0(lfrXXw}Sv
z)x@cnPcysfYJWPOJp5zN-*x}!bT5+j)MZC>!C%vJYxmRhk~IVDiJ5DS=I)Y-(WANf
zGL~VMXFFUkbyV-K@4^2ZEX?;k3^j+lYyVR6^cnM5>25<P?J$5IK67NxJQL-V>C=TE
z&cBTrfDdA~=0;5pN^@!bS|~F*Op7wn@)FCa8W#!dS$&#W8P~U7VFPS~XJGguBCE0S
ze%^oi0roxmd&1fJEwZeGDq*TPdF}LSxm`DxBqK{7AsfEo8UNu!iSG}XWBP7pxUUyc
z)lqm0yBOYkQW&qv_j?Ym-LZRF^m3TExGI^;Mw8Uj#mMK$LiZnB@ZMJFC9^fOl<LBx
z(@@sfl{9(<`!AL7GU|y^p}|S^D^u97!EV{s1`>TZ@eQ{n@g_zAo=snSo=f}6{3qz2
zFR_jlxy3wRk1n6%kB+~F&Gnpr|2!Gl=_MGblf{BU2fUM-OHL)hP}SCV&+ST)w|IW#
zZpJBB)0@Efp9E1t?b7RC>tH20gkVPcnDCMJ-o`T=ro?j_WGxY4-5OAdljuHeL|q4w
zPYvk{Be&^i<Jmwy*Fq@gwJDv8B8~OR@6n<y*>Hf8=sY(^zA(HTZ*8Gq9dG*2HfJ-e
zdPiK5hPC-nJ1h54Y{MI*5@a*e#_Y5Dh(z<-DmW!D!e9!=a*P0wLyDg)H0hqCPWWZ5
z0Xnwn<*1!an#;)i#x50FL7GM4QSTAb$`!y2;uUNX$b_%JqPQb8R}m+<QWHRlTZBda
zJTA)j5t%t5ky*#nlaMre5ho`4y6nU>;Zmcc$rcz<J`>HDJ_G!iKW-yL$M)VIjg8y1
zq16?VNn(^XJXWNj-y1G${EX4FHnniPnU1Ho>;LKl#^GQ1c;~ohd<m0OS-V;jhbUaF
zV5WMZd$3hCb7rWy8xq&6inU(osGN0lPi+$=?&<lerzs0hW|RJroKJHWW;e3$eT@`f
zPuy%Bk2}>_?Hywms>Hfq*&7E=f_~P)s!`kJiNtPJ4x{;cj42VC`Nj#AxlB{>?s0z>
zSu|-oRY$$p$yw&kf<J%-rignl`o*((mGvp_sUCIjHU+Ld3O(q)a%b&QPPgA0E1Ho_
zJr}-qdWwqz=Mb!KF4GSpPC3=<8;ujOX?Eu25Ql0C!suY+uaYGzd#1Q;-`Lgl)edxL
zg{e<BgL)r7PK<gO7<AkTo1EyaNG?j{74r1IuFnXpY+qh;uPa$uC&E)!GSXQf{YH-?
zw`S$5!f-^%kjU*mzE=;H68X)%7k&ME$<3F!vRd36J%<!qkH*K>4#Rf92^7tU!21**
zE=QlIRonCa{M{1hoxw&-71)wBI<kVK<}$f}IMHix@%oKET|Q1P-|ckmJuvnC`8;;8
z;yrED?-^Acm?RdK4W1An6~b-H1Ib&Mhn=y-(sWI*k&G?N7P;32Mca^*(|LLI=5?z%
z`ciFAnLX5z#tH+PD+5i_Bp{h*p`}Xw^?Y2fu{ZA?0^!qDv)c+78x?2*c*oJnk?6eg
zQQSk;!+<(BoQRUW9@FlSbo*LIBCKuCvgKK+%*1X9{fL8Y6J7Z8qH;yt5d8B@8qF8T
z)qmmyh0@HM<mb)AF3g-TnP-YEu>Rzn-Z%1!%Q)wasQQ_ho^o;{GgL+JWF2}`9ABB>
z$DF3Ju1uF!bdYa7+|Coz0(bH>zRgr?{M%i9aq=Kd6IQEHgOFO9?aakUzi@SgU0ujN
zq&d!(?b@h&77g{nrG($Iz240KapUf%xD@!cW#H=iF5`2L(+OZ)x?<_PK-m}Y?rdtR
z+`g++)UPO<75Guw4WYT&UG6E>)kVZew(;xf<WN~=e{8q9wd(KX9Jk($++rv_#jgqu
zEfe+Q&d&a-EP(MY<%3<hG_Mu=+^nX_`2qlL-kX0~6a}SlNlVI(+^`n34b7j<Z~)H^
zpE#Xmj~QRvA^qJnyMcas`rWWf9WX(w_kK6cjyj18%YP;=*sZTmE^d8;-@l)$D>0L=
zQ{)h9d)tnC6*`{Rmp}Ahuy?C=@foEy5AxhR=v$;tQZYg@Bxg=GXXuTRqgD@zy7roL
z!UugxzO=1<7_Nl1AGGZw)ucA6{+)5vxS>VaxB#Xi)aoW_M;0NML;JO(=IwG_{M6)S
zy>iw?#-=%Fo7!ck5y>lk5q-b0dj<WgbJNXwkz4ZB?mMoyaAzJ>66O5C4u`x~AKTRB
zDSey%qW%8i+dM30)IL*5#=<$9bJ?#&dNnk(wfo}*??ZZ%<Ef>y)dy3Lzh|{9pWo@Y
zW<RTX=K(zDITpq@V-<88KC%l{Jdw53YV=mHJhH;)8XaNcd0$sG#PqVS&aU(-ymkY8
zlG=7f6*KXGVlWlVI{rI7K;Ks1Y1_1AN2{GX@0`GU_5FM$XQ$Cr6Qr#6WE7G#2ykpK
zT4*nM;<;*Xv#Wq0)t!`%{@&HB^(3db?Dg2YP^tfsZDXrj%2x@Ks_TZ6$Ja{TwP=^8
z_o`FMQtWv5ggpK|!g@20o_M+>jM$G7w!=X;9ik!ZCXvnt6loL(%&P%e<$(HhLIp{I
zkUohWK|_qXAD}@D1XPDtvj>4z_NKVTkGKR@|6$!IY6m7wh->^upKwJ{`p~jO;VM=T
zBcI!bGK)Us$@lUb|3?ttXai!k><S^t=%<$!cV(&PB$l;y=AZF`I7siyj1O4e1yal&
z@#62s{!l%b8sJ*G<DxEYNv_Z&USG?=BgpPoU!Td7NIY>l6Dved{z9gXVi*iYBKjB9
zCiK*eEVS6`7qgB*=t7qYPFIXUUj>NAKxe*Y!u0ojSCH;fy(&Bdo-tNxr@Nb=j0HF7
zVJ2hUXU77SAxZ@qd0X)VG1ln#%=qmKnjIC+4oA~UQiidlT(*k*s2@evZQ`)wyHKMu
zYt7mu&Y~^s&$;gC?X;)nU7$`3jf39aoxS0<FU6{_!%J!bi(C50zqnDt;LD@hpQiR5
zjuQJF*^*b~SZs)Jho{m#K^XvVRB#txDo2XXge~+FqQd>9zXopF+~kVoyha|DIwD)>
z$98mli*b4TVjo*6Q!9`hudlb?G9*bp-KF{n@oR4P<l>g`m2@8pY64XF+OrhvE+f+M
zug(|utQ(!B9p0HuiJACCBZKcL>W~%k0-_gAGsx5o=6R?HJUjbq{W;IUy2=L5rGKHm
z90nN(0-5ANr^e?bM0B3I)*>qHAcETbxn_#&`=+WY!Xa6xBo_TGq!H2^gak`36raDj
zHE`_gd&blolaotEp$+^{(BKUAhbOliGLjSEWN?Yo*BCtb!A$hXzlWJ>nAthzpUyOL
zb5>}pnDGpgs6yHe2Ynu(x-8UCM{tJuQfL%Q3tp=Z5j1|Q$0f-!^|fzCqa=9}<ysB2
zMKGCUVsdsggGCsqPQpLFjm2L>WmVqp9Y~|MeoTV!y>$_I**I9{qvrHxmF|90r0TZ*
zH71&FXIGN!=Y^`@5z7k%qfN-;I^VA@n)<zkjvc40(5vH&#4bwG@l<IIH5$d`?MFOQ
zEAVifaA>DIBm}<a2-STC>6@jE3YYw{GRgCM{N;!^ZiV|#^dO`{sK~LPBqW)n@N86C
zdRhAYMn!%{ytFUf7d#=8e;7jOaSaW@FXHvZh|<C9pqivdef+L+dbEt73MhFk(C;gW
zpimZ<BSW(068ce(#viu6kLnQ@Xktq5b)%vZw>7`KV-auQCi0nIF*|2y-)w=|hY5%Z
z%ck4w4YnPaLd`VAGJU4z67XX$GVsKzOR;sbax$oN1V7Oe$L+rfLQmr9phFQQ85PLF
zhcR$<%)w5zqx$R@Nm^M?Q2QTD2&jDK^@ArcMb5HIWJr7M>lhFb4&(`ge`^v&3d+nK
zEea-xTO$@+`i$S~C%@ck&WFa`vliOKsghU%3+p&1iGJO16n33l75nueqv^A>&S1JS
zV%MyhdGkq-<-YvA*9GO`OO_z8%KbDrKt2aiv3!RKZg&(5XdR^3vQ!-NMfd;;B4!w2
z@&Ogm9~8@*+1-s1O(6DBLqDdIKr9-Tj+JHF4t`YLI{*uD((T)d<N8A}i-lAfn)H{L
zZ9iU&MPkY4w~bc@MTI(a);i(sD3Hd+v6K{V2_om9m$bypZSNgSt0siGcq#$+!G;y4
z)c7b^&Kzas^Tf{6{J4{~@Yw8R$!6G?YV!qAg8a1+rsW2@DQcq1TT#>V;B~2<*H@-P
zJ@V}y8~VEz8>Kq2Bs}D?<mK$(T$~j?+68{_XF#%kbnBrk;rCsbFNo7EX{0<R9~gF!
z4J7cuCIXNO4rT8^Rk^bFg@iY|ms;V}iz6@0j5$#2ZvY#n(gp9|QHReD=!8PyZ-TU6
z1t6v~a^OgaCup2cMBHd~K9~xO)CJomRJ3eyKCT4<b2b5pg_Us`^}PTIPPo!h<;B3)
zA3)=@+j0Zjy~V?$dtMAp8g+eVSD1;hJq!iM<#;tThRmlcs0rh{+~vK%DoM7wR<;go
zepK~SVV3gR?)<)?LfcMgL9;T9Mli5jJWoH5)9K7-NLr#C|C>!e`0DoyzQQ1r>7TAZ
zks<SS|JZtu4L0)k?QU{0R4<?#UjKP%Y1!2Ns-7%Y;i*wYMv<JyQF^5gYRQ8k11HFl
zvh{v{S3LGwqDC~qCr%@X2RkOD3$~f<=Q@?gbowu>ZLQJ#me5bWbB?nb+5ny-5;S$s
zCCR``G1o&Q1{~0pGV$}d&D_0zc+a1V<b`3II}V1GHxM-9{TI5lSGP24Ly2#~pI|yX
z;r_JmDzWr!%X}h$CwpLQc#4532uai0RPZke_3jyI{qYq~t<?hAL#}UJjgxDg(v=*u
zU&J&5{l0?EK}D?9qhd&(xbVFguM)v9>D!)tp?tArY2>d40{68vOK-@<HMT8;9_#`k
z3U{H7tG3GJ2Zq3bt0pdpj9lS8HdYmT&RcR1;HwBmW{;NF62Fqm-uODf?4Kz4$$_FR
zLB@H6k=P3QGWEa1DQbXnr72~*^(btW8GVjQB(I^nOXTL<S<ODJ8PthF^@FCAv7Jb!
zy?#T|xp2S9qDON;&cK3}>YcFqorU%aIq^pU_)ZwCO2=gm9QC%={X!t7J;ie)U%*hD
zIp+L{j$u?%+`WzAJZ=2}@Pljrt`4MAt5OnABz${Ovf)@RFZ{lXXFU9wBlBaqe`7{%
z7!@8^hy77(4ZhE`*4go8_nD!G>6+Spg;Exs#kYj@f;2LIxJO|$VInyw2wx<t+#}d6
zqz7(IY@v2UpbF#G5C+*>dy;V+F<Y(KPyi8MmH=VKza^}CZ@BGRNnX|4^zS&HEG`>U
zaVUhp$~g*1BYhvqSN+x7)c%aN_~nx*R{Qaqpj6cDL(6iGdeEA<1LhL&^+k|~p-vh=
z{S5Cx=JMXj({^~WR4QyM8f+kYVoLBn7n4>Xik|D>2SyyGGZc2YP~`4uuVmf4iUF87
zx&Q2NY^fd5MzdSq!Vqo5`!nSZj+%-O;V=nWV<b%3K}1;mTk0kwkusER2lwp0l!n*H
zftW;<Epd)fHT0K^7tN(Cj9<*j9c#N_NoX0bgQ)5#lWj2Eo7C%RZRL1Zj_5#V(Z<pa
z1e07W+Ig5hehd()Z{GsL8uUcf{>f8B8bP4c=4$WqwW0WG%(7z9V1sh}U16hP-)ZeO
zRL-baE+@(O>|+4Y;JtCz8=xygCA=sBbD#|53!WwRRmbFb`N61*s-p~@@HrUWMp-`?
zL^|;h)gm+pmSgSjY=%nwnqj|Yd+fk0axIR*K-kIixg)~1564!g<2K5bwfM=oAtX1S
zYLe;WA%y_{QJR68lfCMS{PMV1Onu=}M?g_J(Q6d<1aU|$2zcA#)++Xfh`!L-b6r|9
zX1;T&&?;oxIa#h*dVMz~S5YF8()%+BrS(Pp_LNJXac*h%kwu<<Whn4F_cXG{^x|Jq
z)gKPFj&aRpip^nA%DU^H{C}P3e)c0S6janY+E-sKR+)tR@(ON8b`7A*BA5J|L%L;2
zz^GGGET8EIUb1A#uU8y6SmW2~;Cj~JTkNLN=N%H5;Ktq1U!?}_Kd2Mkd1d*Bx0yQ3
zxHhX3AE2+~2Cf}xcGOx(AxR0uECeh&f}$0_5nmSe`0N3)S^L2!=3XS}tP|qHq&4H&
z;V2JgYMv=w09t_XmSoJKGmhg6gzq8cxyWSX6U9*E-i!V#XhU$Cti%+eD~`D#+%&?F
zK!hhh>6s_tX#fsZex%0VBi-ll*|Jrp0Un=*BYxy#emdP-GO&g((cs~62Bcf4@D=q3
zsTi&z2AJ9kd^LYu$L<wL(L)#h9)*pz?<IN;$+%(2hacUjDs$=c`sEYPAcxsEP1E?-
z*zkaQI)z@r8u1Sic+QNaKb_DsPTg7rtc2%t>L96cow8VvRldWpLgWO0YHxg;rT+MM
z7~3z1rhUycVOzH4JM;mPwg>r0V}N*z4x-o~!AuHHgimXAihbYf!g?TnVI0zibpB;n
z7!&cK`i1!tV^{Y*L-8TOmUN*Rf%O4Tn??w0@`^}2zh+h2^j$!2wNF$~G?qdph`312
z7>u&ip6jbZqpzOSj(d79oY~0D_dMp<47-s@xdo!Pvn3qJ+AwjlDleS~h|o{q^VwT%
zi#u*o8j4Ia`ssY0Ai%qWJ`eFDp;VCmkVtUB<nd{PSTpNRtl(p$d)K5~2y3G}(P)`=
z2bElt`(?wL?Hqsw7zC&_fz)ED;DlFvm*o0sVJ7IX(qG&Li|bExYwI+CP*3kQ@8o2Y
z%f8puC_5iduO9DO%Z6+dlDkpU#D0vD*st}mh>p6kKQqKElX$3cn;w1+Cm!3`lkK)m
z=^aRv{TZ;Tlwqv3%d_6z+|o7hm90u9m4Q3mifW7v-A&V04B3F^rCa!0Lo3AJ`nV*w
zvj+G;Im2iQae_k2-z;Zu{Qw2F?wJS#wD+!J%cpPq%IvC5(13i4>J({;$4p|iL*#%3
z6e_%;t@3man&34a+ArbxtCeI*&BXJC_+#Y+UpS61KE(LAtgCJw*JkSwea$k-pVi<@
zu0UKlc+&X01<J;5d~rX9(;WMd&0JzwG^AHsQ1MOWk}{DZ7`)h}m*?yYv_6mu5XC?4
ziP!@@RJ9pga_pW$ja6<m%fB)>(e+RKQU;N#(ljUXXws4?a7TPHPQ!j-sEwm7;NpD;
znLLi;M@iu0V`g8WH4~Qq)Zo4x*IK?J@oNZejMB~$JUnE+Ei_<*^$Ed29H->BT=k24
zrO!O(ekUl#4^X*AgL7^f_A>5v;eA|s9|MnkWZt^T?47y?3EnGiQfSj~nDyHa`sG5&
z8+{indukIOoOaMHslBnr(jF!6*}G{y&;AP~F~s4H-$*vDp@sA~InnGzFwLh+Tgm=)
zF>Ll%Kz#@)K_M?79rUMD1r(22N1I<C$ohQ6b<ebQlGFMkmOLykVk<cj%OEN^3*|t$
z<(7cx2R?HPzCsGAPC1}3m2eeO3e0s`xCAp5p^@A)(!uS^h&B=9yK;<Br*C=5c+qe1
ze*8I)9s1eU=sZ=>Mn{QHPu;L8#j0opj}a!58+_x1&T%RA2OPT$gg#yqC0`F7(pfnF
z^@v4@Uku3E8jgz?Wen}QLjWP`Xq>9k8uN+pHY{nqO+ApWBO4=Dh|;KO^l{ln6C{0h
z)8z7c)@pah#~-;Daa{&@luMVJPaQZj*X~F0b(pX(xL1?7lfSff=~uk3Nvrb;I79+J
zZZBgPwns0(N%~;pr@|JzG#DM3-$dZuGZxy(qWOb+%`?=dd@Dl>*-eegpy|~S!5j9G
z(O>l{LD~v3v8Sq61q9JEVvFVrM}TU!!~*#z*FG_8(>8BK%DQigE%Cb&FP1CK906~|
zNLPl~dh2us!mF_njOt1<n!N6B%O^^U>iAOYRgaoy`6nam&PDvi+IaAL+HF)&cxzp&
zCOoySq4v$%ltb}6S0nC{Hz6SIqz&?y2QfI8y87uI5+ng>3C(*o2&_TOrPLZ#BjG;r
z)~56u>0G!6Y*;P=`GQC&AL~!+a6ghDEwsj6jS^_yCAP{qEJ|Yh*e=VTpDxatKnATQ
zWWgU9Pt8G6yC6~bM(qrAPm;90JgeYNi6|QQ<G=eK=8d^#QwhcNoP{En->dU~xdu(I
zE$w{gV9wy^!`LS(!2|gphDrmgC&+R5RlnoE&o<7r9PCkK@$4V|br^9F0gLC>BsIfB
z@p$UZj-oL_mFfz7Gy0MohHmy#>nF(3x{(>63gH`q+;Wf|>2L8#F}M$2>E*COpVn}U
zHxhCXy{)`t%)O-)?;waImWVkjX|Kwk0WW|oKw6^%&lTZgC(p*-qK>D*A)1LvI)flD
z_lXi?*c?Mmveo=Bd{C_Ya;~QFQWELR5C??c$4nZg7%rI?Wy3~lZQ?Qzoi7brsm(`H
z;z|R|&3Hn=E&;J~)leYbpzAU7TuzX4#y`{Jp%Y(TEjHk9-l2C_9rwzV-2oQHr}7kP
z+b+!1Rk#a$QvD^>7~e`h*Fq1z%HMuJs9$=z3J^T5BXG%>cV-fiILo$1?OOYU=r<}x
z_KbK@#uwGuiQE~G)_ld1hdM~ETB4!$l3a8E6sfUsSWJ>RK3s}i5Ds<^5p)%SkSXt-
zKO>NHA*2=U+{ZHm30KWSiRme>nmTwl{-OIzxIKK{Xik^8XELxt_Ix)K07XQS?^BG&
zdl#vo5S<NsX2X9ESYlE5tGPvK^DXvIAum~@UkVq3D7>g6d^%9pQ#sQRJyMEp)9mJ`
zzaatpfh1v1a(JJGB^`(lClnd610|SCCn_UiV9LDfICX<kF#%|Uo2}v9YuT=4_%8)!
z<QQ!7kyvD!1&*b#DqIlCSS_GW(gr(R%}u^lszT9ZuMnDYhj+-G_0x~o%#taczq|uM
z{;c@JV$bk!6&Cssc1=H)QlHoa=i`2+Cmjg>P<2c6kluxKIS*J6^aDBJ5d^kem5@++
znaIQJT!X4~XEd&x3K;e0fly8~R>mzd{88x}RBb#M_A;9CODKhPG=)+N^Q>yF@F;S7
zoxXrmu73)j&>j%w9>nJ?n~{EsD+{?P?&^a(9!j<jDv$Qo2xa^`!HSfBJa6s7tTS3V
zjP0$4nPiTor|}0^a*|M?Yz?JMFxqO1GS1ppgdbWKdey(~Aeb8NaG&iIr>zuXD+FDH
zw<6fIzWyg3o@zddP2d)X<`z!wSt))jc8-q_Frr~b^W@gbd5v|)WLQ;dh39vc-Tl|3
zDo@~o&&b~I5H+m7gHX=s?A8pm<Wjk%a1Wkz1Gh-rd%_FFIsENao`Dl)N@qY7j)WKS
zzCzLUY;;Xg?MZ9uIsGM<UHMeT)-bnZ>j9qfO3edJ6yJegCH>Fz>iW(d^6?GT`J@ph
z^MsK3@TI%Sa3z^eXJu*MpNed8ynJC`<C&9a-NjcFP2CUcIPj?)+n25gd7G(fci~-P
zZdsIy9!%jrPm>x%n;j+`OI9i;Ip+1fqBtn)crX)U;~DHw<rzMdHb$E4&B%CD3xWzR
z;ykhI9v2OBs|b=kN+qD4E@@HLW;K{w8f(mz=YJh~t)jCfzvy^>qxvDLlfX*C67J8I
zBJpf02`RHW*p3vV*X-v$qcu6`#QB1yI2h|UZq>*P0#f3gbqB6_W2Nc6;7b;q8C&Ex
z(upU{Nq<yH&Co4&Zh_DD_k1!U2*innk<Cro4Vqyuvmt=RGIv(+NFX09a*NiZjv<>q
z7GN^<NH~Hodnezw{_-F7?A`pnHSIreIrmu;s?Qm1YB{hQ@&|cqfhdG+?M?SSOqLh8
z{^e#Ou9!_SM-!!K0Tu3$f;~Sl?WoM<ih<6M?fZ;{KU?X)5eiSja)=`9)#jebX<ALk
z;pan{cd&kwFeiOcYKO5mUp{R+m#DB^$f*@we2y3p9%(A2c;zPfI}2FK%OC3Gx><i7
z1>4cpRN0--^OL&uxE*3=t^JamJ4&w5I4t{o_ck`XGr_?7#cC2LIZDJdlC#8zW#5q0
zQ*CC)F`R=SX_=n*GxqSF7o=8g07d@53EXm-NsIk+qIlcV<hZ%oRCpmku1U5p_2DdP
z!j}kyV}hboG}<#r34kR)W+pDJ9^4}qf@tXsmv$cyGCoRavRPx@ol|M&+XWCMjg#<F
zrRhLFnAXTbMvYBpTs2Iz7@(V*{8GdZAj|{%h876CnN(Gr+)XX@boQQ<VJ{`adL2x@
ztUGWcjbpJr;9yD!{>&f1TqyeWW2zEjI$po&5+bS#C@6Yf(4TnouH@F%FE;ox(5sYs
zYUk8sGK>~`8>ayjefZ6Jr}RHYh$t5PU~<0B{+S9(S0q$d%~sI~S4Ya>G)NUQ>Y7)+
z$mX-#&Ef`qIUU8OVO*eQ9pe*R|C`CQu<aAS@|4Mz!nd^!z&V;|yXa5A@#bF`#@!Ir
z3MQ2|E`GdOuAshxsr@>b-;S!Ct80@Qj#Flh0udu^uzH=^iA%1)qFg&)@(SYWc|l)Z
z6j?7ft+Tm_>IhtjHHa$i^S@Deg#K67VIfqx%Q*SN9O1jSC+_H;llSVXNxNfKSUN-(
z_s2v&byD>t_p(n)rXrT7ew+Om#)E6$QoaH4l(_uK4!l#qwveMBZ>c`iI?`xq<Hy({
z+MHPlr)avhsd*kA+(OvAwaKz#Rj@rN-wBmA{lTZfg=@iJ@4ASX6(-|Z;?=BL*}5PV
zhnwMA`AQ!BARHOdRVK76<iis-ZEGHu3`;`y{K!{&Y2XB?U<4pa#(6=2orf#R6dmNr
zFHqs#Pdx<rT0-L~f~iJaK&>SOOntvOa#wO0%#dBRGNYc{cJUs|(XGUC?Aqy5UxBIg
z{!qTUAv{Z-AD{I}&dqvcjv2TnuV$dzFav0|^Izm4n+4=vD&rg4d@fK;Oyq2Mg*a`6
z5s@i&H)fpEg7o5Bd;j~ZMKkVN5Pp8g%yc4bUvT82nBJua_3j3>?V=wjwZn8hc;-2U
zdpHAG!`#G43e+1qvUez=#jIw3YJ`9(g?D?8ic$cV`>t@%8}2wINYRFQcorWap%4PA
zDzOigdI5K<bdpUZ7-5a|y2SHQ$mOua0MA_yJ4%qlh3E*cHL5f$YclNc{UgLbjL`8y
znq{}Oszi%)1+ViB2RjuC78HL}$zLs;R!D;^&9MqoVC~Dc!V5iJ>TRn`<1ufDtEdIL
zq-Y1mLXJ-2jQUx;AxB-J0mX0<rd%IqeQblWMG8Hk>!;my4tcnMaAh(uomGVQyt3Lk
zSpTEv!>06|?E<tMf-0ds)ieB{&Vg#TTs?sU0!1Q64EmrwUYd@3ghBL_#Bn(3)yDK$
z$62TEXv>_Wl4iMI^>Bm^AeVGg)I&q>{Igtf*TZyG6F=)`#-@nXZYAs!+((qVE26iA
z@aK64;5#6mtG^e<5;<hDbEvh|W>fMm;$%Z?nnxV@4oyg;VTehIHRMgzTjU96)I~8K
z3;KjC;V56HTX<hwq!ngE>rrvapqgA~(lo0L7TSKd{i+F8PD}W+MOoT7sA7;&B<v-~
za8_WPud`-^<^&Oi0Sg6ND^{k@#%JGWp)&eT1ZlHSvg&1fl&emJTiqrJf6{gn7_7bY
zNWNCW{9ff?7^3#7i1ogD>{`wCWqwq0HnjfS$=<*d9paPs+9LZ4hG6g3U>Z@pPWe#2
zgdu8dT5olc#y;Q5kJEY)P)@XBQ=`5~cDA1JG{s<)Q#OJFO25^~OPhKk|JL~YsL2rM
z9xq)S-a=m*X9ygtBH$A^k!jf6+Tzm9ZVSEc>}XWff=GKi|8%@UZ^gK&#YXdes$d~B
zSj&Xd86L=zIGbMSms+nUu-#O>%p2QTHQ$v_#D1fH*aSx2E=)<F0^Pd|sF!*?5p9pZ
z1oyTaUG~(Ig+_P;5tvUZjt?KJG?O+1UH8Z@$eqoGrx!a2pFd+LSnGjM!dk-c%m`rW
z1PF(2YqCXH{eGlHmaJ+vSC6{=c&7$bhB-gSp&KumJ5X*~YGwMk{JuZz%qejif}BqQ
zWh}L{?-U>&r4mOa=c=*WOp~Iz8<;_C#V-~{<BP{N3M$08b62IGhi<MUt$c`<mGmo8
z!n{R5P?y+bWp}+TEAie#$TH1?6SfQA*^$Di$gU<>IPf+T#uSbiT3(G^%3D1O=U`s2
z!+C>_o00{uee7q0x&PHbOjl;Y7K)LwX}%|Wrf`+s$$oN#q!}@H0e|rg&Du>QrOa66
zdX0NEKhCF7h#sp&I=!1@wekle3sGA;zf;-n*-W=mqDlyC<%wF8;Y}ZRQn6P`^bQvi
zm$Fq0U|KhZ>)I~R4$LUGY?V?Op4y!Q3DV&|t-RZ=9Os4xiC30p<N>G}BS6>cNM8jc
zqVs8)U?z_EH*#VeL8;4nv6u$*Hg9Y^4poq*F(Cf2iuxh^ANDQKf3a`>;cowTfc@LC
z{A1t#kK(`SxZp{ID^$QhKwBU{K(PO%@G^9AVz6?yw~JBQv>RZ8^EsuZ5g?7Jj|uyl
z2&PGDvlWq0V342(^v+5WTZhd(qww%Q-$fi=R8;i2dr-Vq^}H&ncD_6f*u8C0Vv<2r
z3FkQz)1d0P#{<ucI#+3zl98_JfJ4Z0%_`!ubEl8})>tg#;D(#XOw|3As&v9a@Rij$
z>vrUv9l@ofpM<PNv&bKrxMZ-jFRz$8Gp2Z<G!Od;SfZ-FfCZ%g;#78~m3+PT7jm)p
zJ_GgCND~*ZoI=7bXBz%piNw|qk3)%kLHW7ib;tPq7^eqcZuP;cisW9>4+-u3dohHK
zl(6ydjnU#+wx7E>RTT25cHFd*?>aSHf4Q)XvZ3dq4x~$sT@{bv-kx?WHi6AL-$;F)
z+U&!r!DPJfp)!0s@AsG0C&d2*^#6t&;{S!5>3@U%e>G75tNH(`|4xm1)YDfSBM?yL
zzxAKs;{Qw@(|=Cc40k4-o6V6l_$UKOvJP^Q@Ez&3W@4#FD51wQzN#LLbux*9Nq}y0
z*?hq&65V{K#k~6N^5(_I$HmuSHkb3vluyk^N3QwF_mr><nlKnpJTQ>Iw!aB6kpKP(
zbv81PLwmbNMF<1y&xgT12+_q?q-N?iAmq}Oiv9DQTl(((oqH`F?>DmkL?geO>-kDS
zccuQp6$zW0otKZxw!zY^;Kk=zTkEkEkB3GIiGNwh8Bc=dr~lHeQQ_$FXtlbroT(yu
zEEnooCDP{{z(_UJe~Pn17j4sS0_Q!|TgIOK5sfPOWicONZA)<7(8r+t$Y3((#g;>j
zhx$kQ#B1oS2Z%>|JF#tq?uU0ctZ)8L>~~w+JbZ!9T8|FP_w2-~(<jiVNMCa_V5Sv#
zhvKfCCC~7wkV}6ym}79W_if~p<&}kZZGtAg{?R<Hz|ZZKmwKrtS83i|nsw~$txL4w
ze9}s{;O&qwA?!lU>{!6lC%?KD6QRvrToUYaafDH&V5LFsBn?F+>qFE}i;?-*%5_6%
zYEr5ux_jmkDs+>~b*}Drpznu%x9_<r!Xj|bVIfqn!P&KMXYR_ofIK{vqWqwNm-54U
zNRQum!c3d4*j<^nN9Kf!pVPzSi9zDXD89!ztic-GVA2w`jjC9Kjq*&_VchNrwz`xo
z%Ib{}?Knu+r{3GL9bDS`T<%$6HvgFNL3qRI$X`NJaYTJvvm-MsC|7*R!^CHd5G^YG
zH1nt{^!ametyC3HT7hXOYhRj`9Xfq5U(ciKEx;XBCw+s|6xE8xBD-Gvk>s{#J2^>a
z)9jXcWMEJF4d_Gbem-N#x8Lv(ID9r}(^Z~gs^_-y3Cpi`>Dj+k6YiV=XKh^_2j~kd
zdxxyU_7ljTxz(U=V&${6l=^93!4v69I<eVKhj{{c)@ytnFJQB8Xrv89o!iSQ_3!as
zW0xu5J{Ypvodp_1G{5E;y}~91mr0~Wq_fCVFE2oAj#ifA;wT2f&(WOAjNE%jEyTF>
z$l{sf+kW&SXJKsBJHKqQv$k66z6s5WeQ*Z{4a*ATYiTR#FLTdP(Vyh?3HX)Dz9Q`p
z!&a=M-g4q>%yl3SmL9xK7u}J&A0sbzz`NZQ3ertq;czBtmG%_05h(Mrq<RI?mLAhZ
zPrI$Q?E5zFV=vtdSKM29$)E&=#71C+5+jUa4$M+Ct|BFPx;32%f^j8&qsYl7bX8C)
zCxv*<A<jlMX*Y$!H01!qKW&~mq6_429{;K$lI0DuVL`lB@`dg*V92U5XwtUWvInvo
zzd*VsPCA71TH>GKr(|&0&&yjeHog{v^!PNC`;jqe9g9??_%WU6r&grAGd=lsv;;si
zw{A4lk+;ToZXUAGG%^-6;}oRuK^g0I?r<V^xpzt?@;yos+Ry}Z<yfXBF@>si_lq<{
z^Kx@#5CEw!F{c=ozUhkZtJSF+vgi(_99y}}^m0Hf>(gks|Mj?0O4Fvs8kxLz?BF0C
z;xDiXt%5XU5TPUsuL(Exv>k&%;r6$9aj)gVU;VB0L8yt)%}yfcBkz_i(9@F5a-f3n
z8vWg!G$GB&M;l?8-V~FkkDlceSv^rVLG089X&ULOp4)o5ldB@jP{_?_XhYT0dRZvQ
zLcPil|0>F-#W*pN=^Z8(blG@{i%REU@XjMY4#_W;m&?gI!;TE0(Tr5$m+#l1n(4C0
z!>6<bmK50A(<FT=$A3LkJ<MZ@`t~hFq34A1o$|C{#H%tWU})`aPOLa^=9}+No$W~B
zDE_He$_cWH{*NXyR^Gi-K0FnnXTZ{7!op&7ux)8+DmzTq-l(&jefGz4-?gAdI~s4h
z`h~^0jfpaB+cJB%#V=jPqeI0HOOE4esZ7Q6i>6*7Uyfb+E+7B>z4FLEbgRH356``Z
ziW@_M2uJpyPR(~{=*(&V6lLXto%{h$?=0%<txxkVLm*-3{S@5nZpJBMf5t|k8>8`1
z*fUJB9CFHiB0L@RJK0u2#q<og6Q#tnSq#5wyC5lwk7sT?aDwz26S3=N179s0BT5X4
z4GpN(o8B59di*MOS%8e|`f+CY4|sDcY!a6kopOZ6Mlug<iDi`nuTDqQumEaYRlvtg
zN*}%Lz#OR7dBN8aD_lD!M_}Flb=hBPK|*;I0)gN5=F7}yDE$M6M$%Rxi|a-|MOJv<
zno3*c#bAY;SXK;vGPQQ(Zw%piI#I{SFLf)3jj6pAw6$6vNo(ZEwt}ij$qTBxc7|30
zE^xbic?Z`gB5MG9c;uw{dI_qu(>3I#ceTUMR~8zl2%^|<+2liK6eD$D<MkKwsYWAw
zqZR)H{+On95p-)!z@jX|o*pA|?+_>zZCoVGQ%{mp_sS&kQrdTtj@bqfOA?&wKAu+K
z@r6~=FUHhn2L;N{=pU}(RMJ@aHn7v`%v%~kRbn;N>uhB*-q^->YGq^99@PiW{H4fk
znR<Q-RhH#^!mw3<AEx#kfvg%FcF9SDs@LuI&&>GKlehoI<8i=0Lx@sE=N*_0kj9g<
z8+~qQm}d)`Y3hym+d@6z&X$0U8NdSTWi*%}D1q1<G}$S1!pu2D`W5A*X!zV?xdao<
zXxYJr5HRL14XQLlPSZqnmQZ7x0|IQ74Ol^}MnSP0jv0V%+B~e05+w$NBWR23rv?uq
z=~P!TSTay?hV2e${=WuB!#^O9h>@3xx1U^~VNXaPI8XC?&-{1>nXE0>zrJ>}$iC4o
z#mN0aW6X2#R@^k$sTLKG{ovrlh6JHlNnBSQ)be<H*>DT-xvECX@xDNqG-&q;y&UM=
z;>Mzwd=L}gcrJ?2BcG}sr1dLZPUPyc-V5-oyq7odz;~Mb(DCrD7GW}U9461&&<M*U
zL`!PJDR6nm-AS0*#~2G&Y2NBV(J8jDIb1)n`BucH6G->K9q}9(pbqTdCf$jHMWmhu
z%~&;{<;Ms}6|r!!NvT#wpel0h+hBBtA4<2N9!Az)bMB38<=(iQVFnpl$#q+P0t`aq
zt3kFPkO(07&Y7UxW>2*d&1z*4dFwrBsW}w#9hFUUKH-1)Ud>^18)!Qg4vd8J6q=BX
z9i*HSdDyFX4|0+)+CzSs;J|9uezD$Xu^fQDN-^Y@E{HG<o{TV5<tQSJFq{Ya4On(V
zO+2ui;(b#RcIo`axU}<Vy?lkb9+C0|W~=<tB?AMKf)e%_J(Xkm^9ordFH2Sr$*ESm
z_GajH`I*UY1mPt(A6nb&b8FFpVk*4Hg~K7+424U!;lipqbii)2s7@1~p7qVf!~v!{
z7GjsN(H_{MPH)2(_Asnk@;27yBLZ$CPtW90Ymt@2UhOha4k$^BQ5LBFB%!>+-R2o3
zR!p?iCh`=rMUN^sloNVd7V0@fudre5Uo$Xiz9)h3HkB!k81^K|ToAxWxg%(Cg#c9$
zCDj{msFI%R54D~PIhbRfhoyLHD1a}7V!euhj__LeRp+FVd#)$J=i+10Ce<Pd(vac|
z1(O&=<%-l7gyLI#o)#@29mcUrzA$CR;fNahY>p(+-wp3#5<4NL>O`=KF{hL|ewpAo
zz*0BSR_-!(eyB;|a6Ml?z)l@k@*F%!tlXeBKUPv@gZj2K%fYqnc)+F)q&yGZO7X{~
zmXw?#IMneD9@?Kg?T{yGVHIGyswKM+OY`*AMW`a(-rt=jfCg8awTl!t<ZJ&*S*`>s
zB|2PI=jZ)twDIeBvZNkFfZyTUTMWoTs7l^O@RCG1{<Zlq3Sx6LmOisUj4y}~p}M)U
z1;Og^ABNpzY0{8HUcl5FF}vCOoK8hYQ;4O|Z`AXFhS|2I*0Il8eO)}>>WRy}ap=k!
zkV#Wod(W_W#+47xdU@-4byF-%@CUq;vVj#_sO_DU-Z8clRdu#=+2V#zYH#AOWIDdZ
z+y{D&Y|kQu-xJYNE#@oTQ-02+!Wb-iwC9VA)H16Qo9Asg`HN+PYDF#PoJ;xAb{P-M
zeWvp(#1a@h$Q=D@a~HHSmi*j%jsaZd_AY0Xr%mFJdi?k8u&T$Bgkkmho%XsSn3BWj
zd0ROG;WsDBX?5d8J&)TnU`+A&^;;*QLwo(7>1H=i3R-rFsSV@!A@5LW`~a1DXRQ{g
z?nP@%^AG~*jPAW!(q-AM|6BX_XG?-fq;leZwCP!C2kP};@2Bx;>hT;+{f2lQ(PUH@
zH=-qND27Vu4TB88nx*v9$Cl2ar^UJl^KBD%!`~j}vypzjt>qB+t`U$R(RcYcA*9~H
zem(5P>$(Fq=_W6w`Y=Gd5`V&xOhAuZ9t?xszB<UfREziU649`+ptvr`9WDI0-tPwU
z=!>~j)Tulp>3V_Z%@4_#NYcR-maD97u{}$yCMWCYOfer<8V+6oLNDu~x2S029RAqm
z)P^mfXkV6!XZ(?HcqMC(lTZh7dyEJY$IqPi6B#VK=5>Q$%qJC~E#D#qA6pDI`T<)b
zao^@``2~khhyWK6Zk|f84tcFON5i|8d`yhtEnjSwf2csDBUP|uJUjk44@Xc3$u>o<
z=ZRUMx>#an-JEA(NuGGGB`I@lYqZo@?4;`W*KO8XagtF-A@<f3B3aKHEIWYV{Mtu&
zzZ%3EKeS`534O^kAc)I4gZ{y-esXs_T#B>L)=6W{QJC+#!OiP4BO+)(t~dc#t#&}W
ze_H&vfqjjbi_t5e$&qVO->{Frf{v`g%?&)M4zIbyaIl15><`gwWwy*xIFo!AK6%P<
zlDTl}28CWUw0-C5VmN#hZ={k>JkB)*-m=8IIN3G2B*R-TIF7_8>j(|q@TpKJr@W<o
z{t?Q879S<COH!z%?8|qBEI3W()|2h_Hom#`0}WE-?OlN*+5yj=7t5*h=MBBlH}8lv
zMP+d?vqF%S55~))h3~w{!x{S&Yeo1WOqpmd`4fZUHC{OlXS`(PQX+$Zte|7eL4<kC
zT76DYPugW_S!$uAwHYnL6wRpVGnWg>n<laL6fWws8hy!^a|}~(RM^?Ekq?Wix2o@O
z()4?t5<CL_345mVZw-2r=Qj6KJ%%^`55t4O3sBG7*t7?Kuiy6~fv$TqBcB^?POKK=
zZ#K{RYJ#%S+>(hmggAd&Qlm!PIF3{kOn~J(q~6a<rCc5J^~htA1yO|-UIP_7k>}OC
z#nSchdu{Ei?8Q&daP5&f^v)o3b=4Yr$I3`dhtzI#H%2d@o~|C7W^x7wzI$tW9vP^=
z+<i8+#4-nbp7;^paBY+JrVN(eTEr8pMh|;x<M^si?iy?!v-qV>)`RmZW#>a>%x2x$
zM}M7*QkxB}W(ZKzzA}45-OZ`11IC+hP?-L~nlUJ4j+7YXI<|yH%M~lA9o{IUNU_iq
zS~~@z0QJ14P@ii8ElIHtJ1%abZIz#HZkadg6~;Eq-3Cz`g1s>VIX>{9r}AAN+9<ao
z4FspFM;o>0=ai~jDJn(&?z?IT={Q%ouv(tyKOdttdEXbFApR4=bzw86$17&%Fni)4
zX*IeQnJ)Dw8irZTeL>urkgsX}FK51)(e_TNpN$&BkWK72aOXC|d@tlS#u@}@#kt9h
zEa$GAq-^@iW+^?9#kvVusX1nR6)k@bRM|gzp4LoJOC9gs2j1$xg)njdea{ltdx7q^
z+YITrK}T`R4NNCkPuIUq?|Z9V6ApVvM9F96ZYtif6E{qR3U{4jkBk`&RhKb#^M<0d
zD;^|6vQnh9D)7w`+O`Pz?I^CHCfVSs>#}5&+E3%-;`e;>Tiwi9A&#;<EyRhykHldv
z1>w^qL#rUe3tfb^vJ%df*^@>1xlhiy6Ia^)bwF!O_6j(++wpunV%^n{;{3W<)LIL_
zb7!vJx|6Y~43aRo#rL+XTr^!462sgH5;J^nB_z4FbERrD3-)7fUQlNp1Y1?PA?_R*
z(bt-f!%ok?D4HEAUS_8%xEU*!#J$&Q&GiKGt~2o$KUnLI;_yizlM452JurE-rSdxS
zCpqW(8T?pxlGk7R<bAv6I8=8(6q*YaO|sws_%aN+D|MjnS4&4lls)@D1ioXy@n<|X
z2)=-L7qwg@7rAkWWPCNW)cdHXHL%uFz~4TP__&UAjb6n@tA~vRJFe1-Q)7?IhtqY2
zpxtDKx=-d^8jA+o3Y;sAcwkYr@&Bb-S@f#5kEmmkMo~I<6d->%3aA*3+@oCrY!vvY
z2u_vIUBa~X^6uwLt=AK&{#d8e?s{GTFF4g-t*FZH2uddBs7oWv{HdwhP_fRc%vQ~M
zJ2PKLDr4!*_Y5T(xLM#w4$h>fItw(<L|*~gaaJ^8b&U?jf3u|jW&VRlRt{3iKF#4Q
zVRMi+?B@_M-}`2<W;MV{?$QaF-{0U@d#i06PMKpK+9@|IG#2NyBTqeiL~SRmYy~He
zho?e75VSC_d<;tl9m9I1XH4jII)YFO(PG%^CWGtSvF8o%E?zTm?kBrs(JM?L?~^02
z09~Xpih(}39i5lsZIr|yBjL&hJsUqaU4Fpz=jP{MQRe$3zvU@?A;v$l=s6_U=GW|X
z(eYn*7DB5Q0;hO8r?3wMH!M>hqU&hGrN)$!Z7Ay9R%lmm<y0!qwR~^2Gh&PS2OC8E
zxq@p&rKT1JK9$D9%Il7X3(Q~oNBtMp*>n9R{2m=>3NOkD)kikwZTVdGDvCd#3&Y>|
z!B)HOff1d4*M}Nd{0)D)XGwWb^CrqN?+?B^i}70Ed|jnu#BogV_9=9}qIvNdO^EXG
z+3-D`BG2(eX;HRPF>i2}7fj(+og2fG1%`J0$XTL4zjt<vesX<;;UFB@x&|*g9)s*+
zovvNbI@~P%|KtvTau|Px%eyOI6h+v&QOKXou<NI($9SalvDYtRi+!wh1@v|bxYFpC
z*hF=v_4_?1B_~%(1vpoZo!ZSX8PJ3QGYhDD+B|y=;}<rf0${y)TUd*Uo}8f$J>KB^
z9pmP@<h?BVRz|=@+%bkylc2%1w-u6TFb9o4f9j~?(Jkw*qWf#Mr`knIVcBG8>=D8z
zfak`u69C3#4h7@WQ`EG7xnNDlSOc@q3Y%Xdg3}k^a<dyY9Vv&hA)rPLMK4|t#YXJ)
zX@iYx0=F1J*5wT;f0Rs@Ac_48qUVVG5n2#?$<vsX=nVk~?WzM|MdeOzA#_Nevgl7M
zc-bWxMBJ!@ieqP81uQ0JK<*%J*m-p6dlbD$W|Spv>JFEmx>I1mq9u1OpeE;DKH33S
zSTf!TP^7|!$Oo2la6HULP<{9l50h=EVCXk-AdsHLmN9!s_VEMD4Vhe<rI*-G=bpH7
z-}mQxrkzr#;{gKb`bQ84wn*du%0%M3JJ;9&mS%mQ?A%aE9R30+(h3jh;C@S7nrl4L
zAc!Ee-3F9K;V6xGTO-))CTOR(HSI3oYuwW?5xb;TN;_f7&|592p-`odjJqCdjcVqB
zf`0!TvP?R720Vy(3_!C;M*RMxv$KGTYVG>?(B0kL0>co}A>AO--5}lFjUtGIbR%6N
zAstczA}Jsx-6<X4c)4<~dcXU=zK3<zI&01Ov7i0_@AJ%=*w3`ujl)R<61a|aB}0+t
zVR%iNELX7wLaSa~;mn)KXF?Ke3WK=!Cj}clAZ$JWl1M5mIT2;_Uvq(EYb#5|^2^gC
zM0yE50xgRQ&<X-e(&!bHh~w|WOb|C3aMbUm=%wHem7<;nARZ^@MS9|u7AXxPL>=}!
zCWv!LMw<&hI#pzHq@Xb@ZI=S(b+2^6lzjEOA2u?=+G6nL%#vu{O(dzJEzY@QAPyma
zjy9>VSD1CdIqQ^+cSsGnkDVUcv?pGc!KvVQ;t_|CZh@06)SC<+2z_`8IQ1x?1FCz@
z5q3(S42o?>q{Jt^=Y-HP>|TbRVlZp<!eoT3ko)6)dr_C4c8Zpy_D=kIV74#s(RJs#
z1M{HTH8L&WpFg|DI^1ME*1JZW!{6I)PZ`2;bW##YfIwS9!i@x81jeE%1`{Vnn`-{a
zxFHuI+B^ZU=>1t>xIm6%wE|098Sf;4R&ZFkEZyo%un(;*L=FLoVSvksYXI-d=l(57
zYvg`8jj{1K{FuBIu23yhIWxNG{!Wkjc-Hu(uDrJ(cVN-GwX`QJ4JwYuxs@t|jJbkA
zJa*7@wo@iGuENwJUlE8qM{nRpS7;!zoY7Z<(LJrvVm^N&^=1>|!Xkp@^LUS1iOvn+
zx<UDj#Xb{)t*(#t#@#pZ3&sF`#aCc^NhaATr)3oPMbeukQ=WB77e`uB7)A}Ngs2iS
zN@xyA*O+B*f~)kWS5fO96ad2xS4LIXF`fJ?<WfeHgEZcF#(INW4;@efxyVCqm@{iV
z`Cpx4b?FIPB1&-WirT*WBu{QZfsB=YfAR`~M}h8s%6h3h`XyBymbI8-8jR#Q+8Ioz
zz3{Q8={QV`Qq}^FH*ga@82U_n8vo28F-n<g66e51K`W&1!A2*=vYCVNW2N+SuAu@f
z(zjtOB<&Q#584*7aC$EZph%^AoVTjzjUx{9m8dweRk;unUYy}K-j4zGc~CVz%V0Hy
zvil6{=|-M)=4oPN#3L0jlZPkPA{l3<7Ob6UBXeIH7S_qw1~n#7V>8ldiF)nfS2>ZI
z+$YXNCb$qDA$%c3D;Nb40t)g#fw~w0N(8ZpHd37chV1I0Hfh&njEA-{i=j`sGEM_W
zl@;v`0w7J`h?!WHU}0@>wG^%;-dq#(eQa_isiN_oJ+E9*Me@#qJEC*l9)<7VVOxSj
zk*(ECkY^_%2o#wtzP3_mt_*dC(2Yf&)hQqKM=g1jJ6kgGO36~iBL*TE7U?nCJ;_Ad
zfO2>j*C88e*rJP@-By?dn1T;UJ_Qe`whvHxK2DdJarY6Igt3#UCgdrRW8DakJa0;>
zUa|C$-DW@Y+1GAnjj;4WK_9V)^s!!MqRHcbW1$IpcA}ju=>*{b$%U;L!5JYR4mWO(
ztln><>`50;FprzDXyA8aRW?&N##AKmIdJmT*|R~~#lq(?trJ)e0-(v3k{8N{YV8Px
zhJBnnyNn+&MFw-|N;5-J^1=AcFnNm;5vEfGX5A>)jqVFah~)IsjE<H%E4cR9A3yof
z{u(J;t13q$IPAH2q>5Z?(SQ<8;h6c#T5{Nyt76v^?NU|`R%sXQf#YJtrZAgV_XG1C
zK92+mI!l>4I0M(93EWE^FL$<g%C%RVc!*F|ABr@PxrLqk>NKM|sf2MKCzI*<ZiPQ?
z+Yh#h?VcO1?9o<QJBsQ$L8%bjFf!a9@cWop%bzzOLO~F17}4?GBTDhJY;3o{5nZ~)
zcA~cXX8LJh^oiI|tVed#MNOcD)5SqCYTT>7l<6(XeVK>%?BU)w<WG+hvhx#dG!OZ!
zOf2d$9$aO<Oq+pWCp^);q)lP3SjYH6HYx3{B)r#I>1WWDg_M}OAE>+Pb?8;Ghj7fB
z#HWTv=G$I$9Cl#l1XXe+<>7^9;ZtzAq1O~N<Qn|3qas$PlIq?bebNU)Pa3^r>!C7;
zb&e)<-SjLCI>UasD24pE_*~-*=toC})ZDMx%1O>Xxbh0yrLZg~o*ZRV7nRVpTwgg9
zw~_b-=xy67yCjR-Fz*m^H0-cEdyr%4)jE)f9iC7#IsKBh=cuJs(Q4HSYg*G?WqKui
zE-R=&oK)tKQ**07HM>J-ZC8q-+x7moDEerxB11h4lUeQwHeD2G%K0eggYWtrlAmQ?
zVIu7=$Mc<*b^kAR8T>I=9<)9Lj4ibLOcqMc2GL9VktzAPSJQ9{c9fH|WF2TUf|r|R
zTs{KFZl9e$Gcj)%g!kWT5z1n#;x~Gda}f55?fv4kzMX?l$*|AbCHu^0zU%kK^pQUF
z4J!--j@YMcQD*r^NO^d08E+=8ZA#@*Yh<AXt#)6wcm<%%f5q{vgUW_H*KK^3YQIrO
zw09_VZG_#av0c^u`Mm6DSMVH^?Yh4AE6V8mv6FPnv;sH#Gt9;Ff^SmY>LXs3AJ8wS
zuWgv**d&^~GR27Zvwh*Xgtu+Rnyy7;>_pWp+l)Qx(%7*N+-%0Z0Cw1`-(OkozMNxo
zme47av65kO1AT(cb%iI=b}paT_wsG=D-PH1aoMgR3p-0DN+$<@-1V#@s7a^Qj#rfZ
zWO?NiC4<*X54^sTwGv*~{!-#}@3E`or8?`+eIs71{mI;N>2lISdh)>-*Rq^uL9CN!
z9^JA$(OhkDvBUg1m)VLwzRG2OKCjsoEb-|pXbMW}I-W&#BaKAoKg+CYRHH!h7_eiV
z$RK6*4bL&}drp+ytY?gBt1RPiZ`wySWnPU)&*|E=?76^pEgdO=maF&Hx?58tl#Uhd
z+GJ^(yTjlB!BZs*oe@x-J1>T?lL8gsYESuX^lnmFMV_hRnH$nOuLYO6-Q?oFXA*vp
z_*fseO&R(*lD|$$$xBoFVgM@yq_|BoPKzGX&)HL#;a`;|AeaRv%28(!4Hipq`)t4A
zys8wNCfze?@YjrcQe46fiq)=}<UN<PwMkw|JAa3>d!Dq@;!A$4(V<b^9)7Bb@~S#)
z@LcoBI1m(Fa9lbl*)W6XD}7V+uzt<DzSP%(F{Ta+N<5ukUX{Vr9<SjIMqdvm{bzL-
zoEp@L)wiYiQyQIx*SxCWnM=O(U5?r&jg9^nH#@<vAudr6E@y}Y&X#sxE2nbT;q}Vu
zHe;1Y=-)Ir4?sXiVud6U%(*68jxc;ecr|ENwtO)03~2dYFIf;?u8ND0o%f?PSAmqj
z0`b%P%9@8~K5X_&*Hec+!E-Q+AGhVgFEJrsZ!dMwqYZ*T`=%Kl^Etc}>_Bg24D~*G
z_W=21ca1f>nwZy4HEGEN&u>>hwrzF?B?^{hAYdBmW?-pNK-jj+u0uzaUqamHe$|yZ
z6yd976E)0t+;M`Kn~_V;+tXXTQ=3n>JOp8>RgCm_31=py4iqCzH{2vVwLHan4~qB1
zuLhk?Gg9;L%!W;^ZGGe<V6x@suqAe_O~{>zi2Kr%=Ok$gQ9D%h2u2$FeCNb3dKTx@
zT81;12{!`RWWCiJRWH+bKSG>VeRN!R-@-QImwYYhi!b(C9)z`2<J6FqR0B6UYr@Gl
zvM4+C^b60>YQAz!QIU^r)lJR#iawq8jvcA*a}PE-4Mk%SXaZ>q_JIrZuXZ2@r4+mU
z^cp!qMSRxHpyq`9QMYKam3;2^6U_CmPxrHy=L9j0;;#+r=CrO-C@a;sUFCpw9A=$P
zai(DbTtSSr@TWm~AvPO}<eaXblEPA*EFBD}j~zr$1?xY|PcdA}F0okLa7l-DebJo^
zy3W7IQ`Yc1BmCr;I_BVymb>h7Ac|jpDqyYZxf-nvqNaRQVkep-bEJnLi<|7Yx;8Bf
z+Gm*Rg7<x$HjL=%PAoF|0@JE$|7`J|N8>O_l7+a+1#H?!?2zWh1>Vh-<}mGc1{_pa
z9_DtG_BPfN4`}r<i8JDW>k!8Jt?Yb}oRG3gAq?_>&wkKB$qT!YAdG3z)WfMGH&iu2
zZLg&nS@$WkGrdrju3q)=R$)DyMGDII*&*_nsT2ukd?Cceps_h$8airpyyAwA6x_&7
zS4*{BcZzNHPl`k5deUrPBWya$7~h_r9P`H0cf|ujU4tv=pJ}WJAROhrV$95NKk!MY
ze<4k7{=|dxs<~#BPABTMlYQ}w^B0PX+Gm4k7OEYDK2FD+(d~(x+H;3*yNi1-3mE<D
zBgSbv9@h>Sr%TQ`KtIWUYZi@>p0*sVs+9V;N$)x5xiD)=tQN=1nEB_A4vz}NCW0wv
zX$g`G_miKNeHgx0=W6X8r_6Ub>^_eic&rpL7#>cU`8JM0s`<(%CE1k7Y^k`n=W3x_
zwUdK`R$o86c(&IN=7k@l#e;AX7$`-u6k3WeI+0vwR~f}OydXwK*ZNkjCJyoibbMMN
z>G@UP>UOd=!wIPP3oMrh^)*L*i#spXtXul8^gU)SA454Wz6|~lt=VV;Lw`c%t)@UG
zgrA^BG6^O4!OJAY|9JQcw$7(}YB2IuJNFwoHJ)YxJW&g(LwBex#P^4DY8vph1g~>f
zu1d?O>7Onm(5t!NYf8(lDlmDo>MMmCaG$%*?zqm!uH<17o(w?gY7NcGCtx{u)OZ9L
z>Ua6y7*9(ij>ypZEn_!yFyxA84mzNdvu_?@woaxZDCBX6wn$C3@>~a+UMF<7W=jg2
zWGP+j4`Vr-y%Ut`xMF$4`#8hGetrHc|I1C4iojufseRJiQ@E*x!0K(z5%HdM$DowG
zf@~qnC;H?k!Y3$ld7o502<#?U1FAJglHc@Iq=&)3e+_dMc8JUULKmF|QetGw2fm*m
zo8O94(Z9+q6$+95c`Gt81oQ_z=(z(yadWS<s{SCa#j<<-IEO(H5duxBaD?kz@xHS!
zalE|A`>K(>GBJYNB0-SkI?&?qkRAz|>Qm6l!zYcx+Zm<)qoRpzxp`7Zj~6q2oUPcM
z6=%r0jE_&NY%IvSsN``!pI<;%kfYcLkZZM#MTy!*5y0%`9r2NH8>^MPyM#^{^2PC0
zDzON8PCX9AnpnX#&!Y>ephMl-FdqP%TTmU^UPm2*2t+GVLgn&ehoFSm4rqod`{V+}
zqO>zTgZC(7m=$mB!$P~16#rL(^+qzczCJ&keRm;|5}Rd|{Du8X2LU5rd~2cf%0i5O
zYIoZ#<M1>dL%XVwA&X<O0Q%-=7=&nbnY4Qnx|KxRLGziu;hZ9DBPc`6T5RuxfZ!L3
zSiy$kQFZKU8@6&81$$U>8v7iM^0kM1cx%uoQ)woiSrkcWbcp~$$n&fEb~S_gG18uZ
zuSJ{yE@UlVXOyu1fbg&+2+<lN-_IJ_jg=;_<6Y4ySaY!QBYnNB1Z~Vx<d?dEK!KW;
zPqq$q*L63qYer6u9uw&!&|=NO2!hKhXb4D>&GR60Gw7ggtFS6qKjujXD!u^-$&pQY
zq2yhXfm>_FaCA9Sb6XJw9Bc4CmkKnk9sHB~7;%K|jNrvaPs>Znw-w(z!#_<MY&1m@
zQ+NaYI6jYyDZX*m$_o*~dW!rK$YAB-Sb^M-Ys6ejpd=gO*Cb@+$Fz1)*p4E^pg^3n
z3ZK#1Q;5A+dVRCz>G3pb@K`lWtkRU^7?{a}oqxVr?hGti!ItVIT<}D-^Br~!C^I)X
zNbD?AwJ`8hL*oEm=?(Rwxx0_PsCrR@%)G^Ro+j2*f}A^#Mt`FHnV`?+94UCurqdQN
zBB>&YF`=VuSP%VLJ_Ayy-2&tw45=JJ+Bvb=qsi_wup&q00~75BDFXh19)b=V(n#5!
z<b*B%`RfCkVuAY@!Yo^2S9NeDFY=cvI+)Dq<21WC3RI@mFoZEcDUf<yic&DU5e)f9
z_lOYkkJM+;eGpu)GVzU-@?%>n6@bUl6*G2NLUMw#aQgG|K(1o<7f01^7$ZFA7|eM0
zWwJv1{5#_Utl$k>YqUf`w!)+ESV4Tw2BA9cYH4hiESWSLRIS4_W>ey#R4JGg26799
zZs$>0W~L9Ij3g{QY8Yd?TWcEg4UQ9oUcHsd6!#p~!o10Wu%er@Ts(@4-w3;3KWA-g
zjg-E259hMI;-1yO?1IwxDeWs9s-o~CQZxbwiz~Rb2jJzi_s9>2Ra5#c9nM=tNc`F(
zn?@F#a}Jg@iIzeO;7D>ai+I@S3Odk%6Qs|fXsXpT?J}f5e$*bz{z6$~tMlfem2H&D
z?PCw=ZafV(>m((`j)G#Es~CpnQkM8*ZEMWE$emjU!x;zUrYlN}`z=LrHWcF32n$1W
zCohqG<LB(I^c$@thN_<Se1NVF<>hrQWj-oV6(yh%Jrcn+P#<{&X8~IcC`j~ZAk4^8
z;ZqOBV(sCR@UBU>#M^Qd3(=2Z6`BbhitWi|ILg~_A%~q%D5?G;#k~3?NiXj6=1OJQ
z^78V${*uZw0gNr!_i4V_AFDPPH2XZ!r%LdjQS1BK7PF_W^sy>P*2?u5q51L~X0qms
zJQmJ%81wWNnK8CWX2#E1%-9_ivp&a8)|DoomP&tj>h?m@$)bwEzfX@Cds(zcTI`<B
z^$O%B2k6k5-=m!idz9Tqe6wyjgGWn6a|D%04-JtDB(=CwuZ9%K<9A~*z;M!_SYPaq
zX<YgwN`;1siQLY?dC6?nJGPi;Zw1s)LAji6A>qPUoDjggDryOGT-V5!09+9_N~TMg
zSx}3LAd~_85Y?52G@6WQZ?*#TMmlEV`Cg?(&-o~&s*LEa7$P6)Egz3ldI|`}=TbHc
zt8Xb>6jV0wS?vW31qH#K)kYLtI$P3HJ;cVjE{Qz0PnmieUap)@o91;?#_LT2>y=A^
zQ((;Nlqc{>kXY(iD*mQdH{M7rf{D(_wadPIPh2zDYPU8rE5UhoY<4+ZC*N%Q()e|W
zUSFenn^%~t=)wz`$mHye*CG}nsEa$3m<W@C#Ru<vg`{gGb!_)dqOQdjQy#x#(QSY{
zGu$wQ&@0wM<`FEh`?{MfoR9Lxczr}^Nc$uncD4H9YPZCBvJqX!^;)=FVI=lP$)c4l
z`Ht8svi?tJ*~NJ_mM{r^pa#bBD#7xoCs>bVT5!-sMRRHwPSs&_m~HRvW~S-QK<w*M
ze^F#K)~cisI%9;;+sHK1fUasO%}b!lYU$(Q7-f|<kd3I(Ub*K%=wr>)B%F0M6XXWE
zNh8)b0dy0r%TljTWX#}&!zm@TO9J1M4t8NZOyn5^QV4r}=Hn3#_^_1G48y(N%kAKl
z$ALOnZqs4AMSiq2J!>pjFJ!1pc8O_G&FjUN>$7OwhUwDJ^q4qC&ZiKut(BkEk3>N(
z`rtgo@u2L%rg|V>xdFYKfvD3MD1x!K;R0q7&EG2%st>rJBlC>4OGWI42p`-{5zdl?
zfQar}=PE&Z9XJEw08?anL$!R(kL22}jgWQ7fJ!=?_KIKhRPjAXUXeY1DIn_r+F+CG
zJW>ijERh$wNd-mB$wLIxy)sRS5au4XAs<mB>KE*e)6Ll+&K!)~^r8PcFgZ4CI6xRD
zsXpZe-g1SlU-)ah+Qb-|aK0W|tig{I>>^2BiRkIL=R6EZFFcOd+|Rlv_G&gWamJ93
zbZFXchFUgOZo1&dg|SZuDW^VO6-DL4!tRX~r_|ba*CVj^@1;WZ);O%{W3Ni5TnJP9
zfg&B#3*}5!msZhCpCS8M1=N#aGV`P56X?LTZ1UOVu%W^_s$&RO_t~;Z4f`e9FNET%
zeNIu!8VMS6feZV}h)}SBJ2iVijfF&bb{qvA`4;|RjF7OoEmR_{2x5w`yCC=Q*_Y(F
z65PHZXfyRKQr+x9L-1k%hxEIjm}HhRgc!KY%5iYsjEUk=gm3A=&usg+)7PD)&Is%U
z!!xTuo00JZst?el<;b>0ji~R{5>Bm7?4d8PSKq*{N|48wQw{r26b|MKDYsVSjXq+d
zTYb17e<UuoMQ%|C!%H9sUpa>l!1BgxtB(r6{b=?i6P6eq*AM!cGp_`eZpd0POeS7w
zc|hmmwu1E3f|wX$APdDx_xPikq9&-U$53ohFJV#OgpWrdA$o+}$}ZID<Gt}U<CA8@
z^MM?7mlLBr&oLDaUvBVJEfKzqcZG3laf<SE=F0P(aTQ=vuOH@1Mf^b4*LOn;P^l1t
zEi8L*^77b01Sv!lNHR^84cD*Uw!;cX?reW33)q+=V32pgkX!ZY!SOGx-#+yrkC|D^
zp9vMo5WvXbkr|<JCZByR6A1pH#XxCX80BG*pdAwtAYS-{m_nNe1-&YwY`(ul{N;rg
zzNp>mwlvVi>#N|Jy21?{F}vm$9{4Ws;(+NoHa1deVjZsLXZvGv<6~d+#v+x{a?qU^
zY2`;&GB<0u^8GT0^vRvzO&7E^vJD|iz(0pFKted`H!gui?;p}1o1V3;x1;<KKLaq?
zR5lg-Y+(n1)j$~O1N~m9j`&1bb7Uk+_kbvAxKl3|`WH-uL83ka*`Ra{QF?YH3V%*7
zi<h5u95-k%HWq1$=HYF);2`=jg?*NvpoeBKgk@^KP~ZA^K_pTq%)zMiMQJHlXi&-H
zvb78`MUX=<&I4~U8JT6gk2RiObS$746|S{lgYgkM3f?1bPTb4lHEr|x`TO^RciJe3
z_f-(>?P0xnA@Ylh_$=${%yy5{^@XF3^`S6N%ICA4T#>{J16_=+d=OY_!0Tas!MtxA
z+zX<Y%idw_+1f-F^Va4%0LU+CF<N!4U_SSS^qWB%4hDupZ&d5SGN)oP+h&Pwsf&=M
zBDU7ri=yjy%&#GZno(vKCJDn_&}@@qX5T>l|KI=r_T7G4OEYK7U)nBci$Ba~fLkt#
z;Q#=%yR+_EFG5tO9jAckJ|EP9o;I;YJvQeF$XTYeZWj7lp_&!Q$?!=sj&MDDyYb@*
z_X1ulQD~T}dkyMQH<7&25@R+H@2wrTdu{RNt-1P&o3}MHgT>1=6fNnt;AYD354a)j
zY5g>^Q41)w7!b0~FP!!4W7aHmot{^EP>8(NaknF*S}8l*p2PQZTe)E|@X1R-z<JGY
zYUJCKK8%c5CS<Da3<EomH**xf#b)~Suvch4Bx;hS_b_fSPJIK4=gYc;it0ySVQaZZ
zxybh<xJQyz9wxc!iD`NdX;oPocARsN!3L3GKV%HEwz8D3ERyrG=0VpaUHO!FR6Y{j
zIs%Cu6+>apE+(_Xt2Pwd+2A(F8mM?lsIHwZ$C(&0NrN~jS~BAAVr)&$fis2M`KHu-
z#TNUiuH(YJ`*J61GOSN&3Oi#2U&t8K2I-}doW++jly59K@qF#=%uohJ#}bIZvA^z0
z9}}4U#5uZIs>_5KKg_Y!CD&z~!0=ebnokXs3h_!b-8exS`F`D;h|06@I+=RHD{Q&2
zx4RWj-)pVGH&LaXRCICC=ikTJ6~Gz@jZI!SnkaxF96c#WmaZvc+=$o1+Z0@Ue!A+*
zlBl6ExDuF;g+3pBxJR|<1d-fVU_7D}ED-OtS*;@(U(kL^oqe2<nwBnkB_z$82vPl2
z3Hy-u{Y&`Oisqd_HtUe7W88#Kx=*^{L?|ats9^g9(GGq4x#gT4NsFe3zIHxsu_2gW
z$JLJ|+>M5<wMu0oMxbjS;qVrdn@C*UNwClLi*#+6p$O<0XeNcCv?>Y|HEE?#RqH8@
zJEeq9NZjCg(z?r^0eRm%AHyvBt@8VB6QqX<AoUOyqxMGHYeVpxG;wIfAXd!&DCs~Y
zSG4%km8a3JHxS<|{<cpA@5`u-D7c1oz->g|`c%GGJn)I32{|H=-JT5y1OY)HVRAwP
zOn?f?@##LSIXnudqdx=|dUhZJ96tUvS)f53U)C3L02Wkl2S5rr2@S$yDij%@BnttF
z4TTN<ufKNAfG?jvH*~<2$hX699W?*#`Q+g9*?!}EVet8&e?9+Ox6keNZ9E3x!&@c(
z8q=*_Ig3c!#$c^_!PCPxy}obN0m0zIyE))5?AO%4^>W>A-$J2+m0<g0ius=WZJ>|P
z=Z;L^K(pY-zx8%~->L(Ee-Qsws2{TmhPn;)?@Is36#U8jyV~F8%G>Q*O8s}tzeoC!
zI=G|$9_v;Ne1r2AqsIV%0eJsWb$qaz-{fNh{{jC}{T4g4dLer%1pvI2{u#@%{f>cK
zvi`z;HS5PQw$^@E@OLs>xubr~tQ(^`2msE?@|Vnz>%PbOhs>m@5P`ZT06-{s|4|Tj
zN{BxM`J>tF-!l8L3~NInz*pe62E!lAkT(!(;vTpR=YA=}$v=qyp$u8VZ$tgNgg=(y
z!#|n73;3&9KQgX=GQV@-C;!Q?|4oQr<NR0@&39w__l$m|mhPy3&*?`BG2&J`Hr9X7
z>PHHANBupo+iN7vWc4CC8UUz_`MHwR?x=q#z+)J)n;|a%K+gMT44DA(k4geVf4{VD
zqfrHVi0*(RS;YQ~LB)T^*nh>Cs{*3^Q~-eWM?Yiuv`~LW1N|NQkDhtlV&ATkze@f;
zQA>B!Z+YhVJ=Sk|c1Qi{SwKv0{k$&#(CYWI9BOyeKX?{6i04&F3IN=I_a7$>-LvmQ
z{0Gm}+SP~K9{>Q4M1RIO!L#qTNdw6G51#GeH@pD^0svRw{l{pe+TXF?@=Sc@76Zrn
z4bQCZsNeDI`5pB;p4Hw_zk0T{M&J@5002A@{8^5fJL(@ivl!u~HNyn}Qo#F<Dn=2(
z{2~4~IsWz(c6*&oRXwHJ=K%o1d4I+TLEo`|@a#ynUtiJ?00=bt83S2=$9~JR%z;}B
z4E=^@U3b*)c(!#%{f=jtgWpH^t7q)5R!rZ90RWldKg+>=NBx6m`w}_89BBZ+T;^wt
zKn?Z}&%Vj=i)ZHZ$6}Z10Dwy7&)8zdckCZLyD^Fh8FK|s25vuNutIQuM*9z*{dg+?
zSp)ayS_41c3jDm<!1r6e>Hz9Li2vbMz@_#!)bA8W(jD`6>bC5E?z;bLh%JAk{-*qY
zn(<v$;qG1%{q;O?8|>$|0sab>a!37xCb#g<ue<(&%{TrE2_7lTA2&5Z03m=V3IOmC
I{2&1Ef8lZ0i~s-t

literal 0
HcmV?d00001

diff --git a/tests/test_oct.py b/tests/test_oct.py
index 58d9a1c7..cfd5c08c 100644
--- a/tests/test_oct.py
+++ b/tests/test_oct.py
@@ -10,7 +10,7 @@
 from scipy.io import savemat
 
 from linc_convert.modalities.psoct import single_volume, multi_slice
-from utils.helper import _cmp_zarr_archives
+from utils.compare_file import _cmp_zarr_archives
 
 
 # def test_oct(tmp_path):

From 883edcc1f7978112a24ccff9a128d97bc56d5301 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 24 Jun 2025 10:23:55 -0400
Subject: [PATCH 053/157] fix: zarr 3 requires python >=3.11, update project
 requirements

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index aba9b351..6a04f2c9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -23,7 +23,7 @@ classifiers = [
 packages = [{include = "linc_convert"}]
 
 [tool.poetry.dependencies]
-python = "^3.10"
+python = "^3.11"
 cyclopts = "^3.0.0"
 numpy = "*"
 nibabel = "*"

From 1b6373e0ca6a1a7cdfeba783c812a26758e19f12 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 24 Jun 2025 10:34:31 -0400
Subject: [PATCH 054/157] chore: disable file logger for now,

---
 linc_convert/utils/logging.py | 9 +++------
 1 file changed, 3 insertions(+), 6 deletions(-)

diff --git a/linc_convert/utils/logging.py b/linc_convert/utils/logging.py
index 119d2612..b143ba1c 100644
--- a/linc_convert/utils/logging.py
+++ b/linc_convert/utils/logging.py
@@ -7,19 +7,16 @@ def setup_logging():
         level=logging.INFO,
         format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
     )
-
     logging.captureWarnings(True)
 
 
 def add_file_handler(log_file_path=None):
-    # Create a file handler to save logs
-    log_filename = "/scratch/converter.log"
-    file_handler = logging.FileHandler(log_filename)
+    file_handler = logging.FileHandler(log_file_path)
     file_handler.setLevel(logging.DEBUG)
     file_formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')
     file_handler.setFormatter(file_formatter)
     logger.addHandler(file_handler)
 
-
+#TODO: add file handler for each platform. prob ref dandi-ci. prevent logging error in unit test
 setup_logging()
-add_file_handler()
\ No newline at end of file
+# add_file_handler("/scratch/converter.log")

From fcab95cbb8faa5d8dac3d696a9d11ddbb45ee915 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 24 Jun 2025 10:47:24 -0400
Subject: [PATCH 055/157] fix: dependency add tensorstore

---
 pyproject.toml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 6a04f2c9..694d834a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -44,7 +44,8 @@ df = ["glymur"]
 lsm = ["tifffile"]
 psoct = ["h5py", "scipy"]
 wk = ["wkw"]
-all = ["glymur", "tifffile", "h5py", "scipy", "wkw"]
+ts = ["tensorstore"]
+all = ["glymur", "tifffile", "h5py", "scipy", "wkw", "tensorstore"]
 
 [tool.poetry.group.dev]
 optional = true

From fdd5fcf947285576b89aacc0a08212f252f6635b Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 24 Jun 2025 11:29:56 -0400
Subject: [PATCH 056/157] feat: update multi_slice.py to use unified zarrio
 interface

---
 linc_convert/modalities/psoct/multi_slice.py | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index d523f80e..87a46d70 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -16,6 +16,7 @@
 import h5py
 import numpy as np
 
+from niizarr import default_nifti_header, write_nifti_header, write_ome_metadata
 from linc_convert import utils
 from linc_convert.utils._array_wrapper import _ArrayWrapper, _H5ArrayWrapper, \
     _MatArrayWrapper
@@ -25,9 +26,8 @@
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
 from linc_convert.utils.zarr import open_zarr_group, create_array, generate_pyramid, generate_pyramid_old
-from niizarr import default_nifti_header, write_nifti_header, write_ome_metadata
-
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
+from linc_convert.utils.zarr.zarr_io import from_config
 
 logger = logging.getLogger(__name__)
 multi_slice = cyclopts.App(name="multi_slice", help_format="markdown")
@@ -115,7 +115,7 @@ def convert(
         unit = "um"
 
     # Prepare Zarr group
-    omz = open_zarr_group(zarr_config)
+    zgroup = from_config(zarr_config)
 
     if not hasattr(inp[0], "dtype"):
         raise Exception("Input is not an array. This is likely unexpected")
@@ -131,7 +131,7 @@ def convert(
     ny = ceildiv(volume_shape[-2], chunk_size[1])
     nslices = len(inp)
 
-    dataset = create_array(omz, "0", shape=volume_shape, zarr_config=zarr_config, dtype=np.dtype(dtype))
+    dataset = zgroup.create_array("0", shape=volume_shape, zarr_config=zarr_config, dtype=np.dtype(dtype))
 
     # Process and store data in chunks
     for i in range(nslices):
@@ -157,17 +157,17 @@ def convert(
             ] = loaded_chunk
         inp[i] = None  # Remove reference to free memory
 
-    generate_pyramid(omz, mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
+    zgroup.generate_pyramid(mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
     logger.info("Write OME-Zarr multiscale metadata")
-    write_ome_metadata(omz, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
+    write_ome_metadata(zgroup, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
 
     if not zarr_config.nii:
         logger.info("Conversion complete.")
         return
 
     # Write NIfTI-Zarr header
-    arr = omz["0"]
-    header = default_nifti_header(arr, omz.attrs.get("ome", omz.attrs).get("multiscales"))
+    arr = zgroup["0"]
+    header = default_nifti_header(arr, zgroup.attrs.get("ome", zgroup.attrs).get("multiscales"))
     reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
     if center:
@@ -178,4 +178,4 @@ def convert(
     header.set_sform(affine)
     header.set_xyzt_units(to_nifti_unit(unit))
 
-    write_nifti_header(omz, header)
\ No newline at end of file
+    write_nifti_header(zgroup, header)
\ No newline at end of file

From 78f242868eee916bfb9d83e217c4c24b2541c6d3 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 24 Jun 2025 13:33:27 -0400
Subject: [PATCH 057/157] chore: remove unused code

---
 linc_convert/utils/zarr/_zarr.py | 97 --------------------------------
 1 file changed, 97 deletions(-)

diff --git a/linc_convert/utils/zarr/_zarr.py b/linc_convert/utils/zarr/_zarr.py
index 6fae4d4b..1700c9dd 100644
--- a/linc_convert/utils/zarr/_zarr.py
+++ b/linc_convert/utils/zarr/_zarr.py
@@ -130,103 +130,6 @@ def auto_shard_size(
     shard = [2 ** math.ceil(math.log2(x)) for x in shard]
     return shard
 
-
-def niftizarr_write_header(
-    path: os.PathLike | str,
-    shape: list[int],
-    affine: np.ndarray,
-    dtype: np.dtype | str,
-    unit: Literal["micron", "mm"] | None = None,
-    header: nib.Nifti1Header | nib.Nifti2Header | None = None,
-    zarr_version: int = 3,
-) -> None:
-    """
-    Write NIfTI header in a NIfTI-Zarr file.
-
-    Parameters
-    ----------
-    path : PathLike | str
-        Path to parent Zarr.
-    affine : (4, 4) matrix
-        Orientation matrix.
-    shape : list[int]
-        Array shape, in NIfTI order (x, y, z, t, c).
-    dtype : np.dtype | str
-        Data type.
-    unit : {"micron", "mm"}, optional
-        World unit.
-    header : nib.Nifti1Header | nib.Nifti2Header, optional
-        Pre-instantiated header.
-    zarr_version : int, default=3
-        Zarr version.
-    """
-    # TODO: we do not write the json zattrs, but it should be added in
-    #       once the nifti-zarr package is released
-
-    path = UPath(path)
-    if not path.protocol:
-        path = "file://" / path
-
-    # If dimensions do not fit in a short (which is often the case), we
-    # use NIfTI 2.
-    if all(x < 32768 for x in shape):
-        NiftiHeader = nib.Nifti1Header
-    else:
-        NiftiHeader = nib.Nifti2Header
-
-    header = header or NiftiHeader()
-    header.set_data_shape(shape)
-    header.set_data_dtype(dtype)
-    header.set_qform(affine)
-    header.set_sform(affine)
-    if unit:
-        header.set_xyzt_units(nib.nifti1.unit_codes.code[unit])
-    header = np.frombuffer(header.structarr.tobytes(), dtype="u1")
-
-    if zarr_version == 3:
-        metadata = {
-            "chunk_grid": {
-                "name": "regular",
-                "configuration": {"chunk_shape": [len(header)]},
-            },
-            "codecs": [
-                {"name": "bytes"},
-                make_compressor_v3("gzip"),
-            ],
-            "data_type": "uint8",
-            "fill_value": 0,
-            "chunk_key_encoding": {
-                "name": "default",
-                "configuration": {"separator": r"/"},
-            },
-        }
-        tsconfig = {
-            "driver": "zarr3",
-            "metadata": metadata,
-        }
-    else:
-        metadata = {
-            "chunks": [len(header)],
-            "order": "F",
-            "dtype": "|u1",
-            "fill_value": None,
-            "compressor": make_compressor_v2("zlib"),
-        }
-        tsconfig = {
-            "driver": "zarr",
-            "metadata": metadata,
-            "key_encoding": r"/",
-        }
-    tsconfig["kvstore"] = make_kvstore(path / "nifti")
-    tsconfig["metadata"]["shape"] = [len(header)]
-    tsconfig["create"] = True
-    tsconfig["delete_existing"] = True
-    tswriter = ts.open(tsconfig).result()
-    with ts.Transaction() as txn:
-        tswriter.with_transaction(txn)[:] = header
-    print("done.")
-
-
 def fix_shard_chunk(
     shard: list[int],
     chunk: list[int],

From 0c8f3e0c920b4547d4f7b6948e81224ef014cc11 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 24 Jun 2025 13:34:23 -0400
Subject: [PATCH 058/157] feat(wip): zarrio for tensorstore

---
 linc_convert/utils/zarr/zarr_io/__init__.py | 315 +++++++++++++++-----
 1 file changed, 235 insertions(+), 80 deletions(-)

diff --git a/linc_convert/utils/zarr/zarr_io/__init__.py b/linc_convert/utils/zarr/zarr_io/__init__.py
index b4ef522e..e2b81518 100644
--- a/linc_convert/utils/zarr/zarr_io/__init__.py
+++ b/linc_convert/utils/zarr/zarr_io/__init__.py
@@ -1,7 +1,8 @@
 import ast
 import logging
-from abc import ABC, abstractmethod
-from typing import Iterator, Literal, Optional
+from abc import ABC, abstractmethod, ABCMeta
+from os import PathLike
+from typing import Iterator, Literal, Optional, Tuple, Any, Union, Mapping
 
 import dask.array as da
 import numpy as np
@@ -25,64 +26,221 @@ class ZarrNode(ABC):
     Base class for any Zarr-like object (group or array).
     """
 
-    def __init__(self):
-        pass
+    def __init__(self, store_path: Union[str, PathLike]):
+        # record where on disk (or out‐of core store) this node lives
+        self._store_path = store_path
 
-        # @property
-        # @abstractmethod
-        # def path(self):
-        #     """Path to this node in the Zarr hierarchy."""
-        ...
+    @property
+    def store_path(self) -> str:
+        return self._store_path
 
     @abstractmethod
     def attrs(self):
         """Access metadata/attributes for this node."""
         ...
 
+    @property
+    @abstractmethod
+    def zarr_version(self) -> int:
+        """
+        Return the Zarr format version (e.g., 2 or 3).
+        """
+        ...
+
 
-class ZarrGroup(ZarrNode):
+class ZarrArray(ZarrNode):
     """
-    Abstract interface for a Zarr group (container of arrays and/or subgroups).
+    Abstract interface for a Zarr array (n-dimensional data).
     """
 
-    # @abstractmethod
-    # def open_group(self, name, mode: str = 'r', **kwargs):
-    #     """Open or create a subgroup by name."""
-    #     ...
-    #
-    # @abstractmethod
-    # def open_array(self, name, mode: str = 'r', **kwargs):
-    #     """Open or create an array by name."""
-    #     ...
+    @property
+    @abstractmethod
+    def shape(self) -> Tuple[int, ...]:
+        """
+        Shape of the array.
+        """
+        ...
 
+    @property
     @abstractmethod
-    def __getitem__(self, item):
+    def dtype(self) -> np.dtype:
+        """
+        Data type of the array.
+        """
         ...
 
+    @property
+    @abstractmethod
+    def chunks(self) -> Tuple[int, ...]:
+        """
+        Chunk shape for the array.
+        """
+        ...
 
-class ZarrArray(ZarrNode):
+    @property
+    @abstractmethod
+    def shards(self) -> Optional[Tuple[int, ...]]:
+        """
+        Shard shape, if supported; otherwise None.
+        """
+        ...
+
+    @property
+    @abstractmethod
+    def ndim(self) -> int:
+        ...
+
+    @abstractmethod
+    def __getitem__(self, key: Any) -> Any:
+        """
+        Read data from the array.
+        """
+        ...
+
+    @abstractmethod
+    def __setitem__(self, key: Any, value: Any) -> None:
+        """
+        Write data to the array.
+        """
+        ...
+
+
+class ZarrGroup(ZarrNode, metaclass=ABCMeta):
     """
-    Abstract interface for a Zarr array (n-dimensional data).
+    Abstract interface for a Zarr group (container of arrays and/or subgroups).
     """
 
+    @classmethod
     @abstractmethod
-    def shape(self) -> tuple[int, ...]:
+    def from_config(cls, zarr_config: ZarrConfig, overwrite=False) -> 'ZarrGroup':
         ...
 
     @abstractmethod
-    def dtype(self) -> np.dtype:
+    def __getitem__(self, name: str) -> ZarrNode:
+        """
+        Get a subgroup or array by name within this group.
+        """
+        ...
+
+    @abstractmethod
+    def create_group(self, name: str, overwrite: bool = False) -> 'ZarrGroup':
+        """
+        Create or open a subgroup within this group.
+        """
+        ...
+
+    @abstractmethod
+    def create_array(
+            self,
+            name: str,
+            shape: Tuple[int, ...],
+            **kwargs
+    ) -> 'ZarrArray':
+        """
+        Create a new array within this group.
+        """
+        ...
+
+    @abstractmethod
+    def create_array_from_base(
+            self,
+            name: str,
+            shape: Tuple[int, ...],
+            data: Optional[Any] = None,
+            **kwargs
+    ) -> 'ZarrArray':
+        """
+        Create a new array using metadata of an existing base-level array.
+        """
         ...
 
+    @abstractmethod
+    def generate_pyramid(
+            self,
+            levels: int = -1,
+            ndim: int = 3,
+            mode: str = "median",
+            no_pyramid_axis: Optional[int] = None,
+    ) -> list[list[int]]:
+        """
+        Generate a multiresolution pyramid across spatial dimensions.
+        Returns list of shapes for each level.
+        """
+        ...
+
+    @abstractmethod
+    def __delitem__(self, key):
+        ...
+
+
+class ZarrPythonArray(ZarrArray):
+    def __init__(self, array: zarr.Array):
+        super().__init__(str(array.store_path))
+        self._array = array
+
+    @property
+    def attrs(self):
+        return self._array.attrs
+
+    @property
+    def shape(self) -> tuple[int, ...]:
+        return self._array.shape
+
+    @property
+    def dtype(self) -> np.dtype:
+        return self._array.dtype
+
+    @property
+    def chunks(self) -> tuple:
+        return self._array.chunks
+
+    @property
+    def shards(self) -> tuple:
+        return self._array.shards
+
+    @property
+    def zarr_version(self) -> int:
+        return self._array.metadata.zarr_format
+
+    @property
+    def ndim(self) -> int:
+        return self._array.ndim
+
+    def __setitem__(self, key, value):
+        self._array[key] = value
+
+    def __getitem__(self, item):
+        return self._array[item]
+
+    def __getattr__(self, name):
+        if name == "_array":
+            return self._array
+        if hasattr(self._array, name):
+            return getattr(self._array, name)
+        else:
+            raise AttributeError(
+                f"'{self.__class__.__name__}' object has no attribute '{name}'")
+
+    # def __setattr__(self, name, value):
+    #     if name == "_array" and self._array is not None:
+    #         raise AttributeError("Cannot set '_array' attribute directly.")
+    #     elif hasattr(self._array, name):
+    #         setattr(self._array, name, value)
+    #     else:
+    #         raise AttributeError(f"'{self.__class__.__name__}' object has no attribute '{name}'")
+
 
 class ZarrPythonGroup(ZarrGroup):
     @classmethod
-    def from_config(cls, zarr_config: ZarrConfig, overwrite=False) -> 'ZarrPythonGroup':
+    def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrPythonGroup':
         store = zarr.storage.LocalStore(zarr_config.out)
-        return cls(zarr.group(store=store, overwrite=overwrite,
+        return cls(zarr.group(store=store,
+                              #TODO: figure out overwrite
+                              # overwrite=overwrite,
                               zarr_format=zarr_config.zarr_version))
 
     def __init__(self, zarr_group: zarr.Group):
-        # super().__init__(zarr_group.store.path)
+        super().__init__(str(zarr_group.store_path))
         self._zgroup = zarr_group
 
     def create_group(self, *args, **kwargs):
@@ -101,18 +259,18 @@ def attrs(self):
     def __iter__(self) -> Iterator[str]:
         yield from self.keys()
 
-    def __getitem__(self, key):
-        if key in self._zgroup:
-            item = self._zgroup[key]
-            if isinstance(item, zarr.Group):
-                return ZarrPythonGroup(item)
-            elif isinstance(item, zarr.Array):
-                return ZarrPythonArray(item)
-            else:
-                raise TypeError(f"Unsupported item type: {type(item)}")
-        else:
+    def __getitem__(self, key) -> Union[ZarrPythonArray, 'ZarrPythonGroup']:
+        if key not in self._zgroup:
             raise KeyError(f"Key '{key}' not found in group '{self.path}'")
 
+        item = self._zgroup[key]
+        if isinstance(item, zarr.Group):
+            return ZarrPythonGroup(item)
+        elif isinstance(item, zarr.Array):
+            return ZarrPythonArray(item)
+        else:
+            raise TypeError(f"Unsupported item type: {type(item)}")
+
     def __getattr__(self, name):
         return getattr(self._zgroup, name)
 
@@ -261,65 +419,58 @@ def generate_pyramid(
     def zarr_version(self) -> Literal[2, 3]:
         return self._zgroup.metadata.zarr_format
 
+    def __delitem__(self, key):
+        del self._zgroup[key]
 
-class ZarrPythonArray(ZarrArray):
-    def __init__(self, array: zarr.Array):
-        # super().__init__(array.store.path)
-        self._array = array
-
+class ZarrTSArray(ZarrArray):
+    import tensorstore
+    def __init__(self, ts: tensorstore.TensorStore):
+        super().__init__(ts.kvstore.path)
+        self._ts = ts
     @property
-    def attrs(self):
-        return self._array.attrs
-
+    def shape(self): return self._ts.shape
     @property
-    def shape(self) -> tuple[int, ...]:
-        return self._array.shape
-
+    def ndim(self):  return self._ts.ndim
     @property
-    def dtype(self) -> np.dtype:
-        return self._array.dtype
-
+    def dtype(self): return self._ts.dtype.numpy_dtype
     @property
-    def chunks(self) -> tuple:
-        return self._array.chunks
-
+    def chunks(self): return self._ts.chunk_layout.read_chunk.shape
     @property
-    def shards(self) -> tuple:
-        return self._array.shards
+    def shards(self) -> Optional[Tuple[int, ...]]:
+        if self._ts.chunk_layout.read_chunk.shape == self._ts.chunk_layout.write_chunk.shape:
+            return None
+        else:
+            return self._ts.chunk_layout.write_chunk.shape
 
-    def __setitem__(self, key, value):
-        self._array[key] = value
+    def __getitem__(self, idx): return self._ts[idx].read().result()
+    def __setitem__(self, idx, val): self._ts[idx] = val
 
-    def __getitem__(self, item):
-        return self._array[item]
+def ZarrTSGroup(ZarrGroup):
+    def __init__(self, path: Union[str, PathLike]):
+        from upath import UPath
+        if not isinstance(path, UPath):
+            path = UPath(path)
+        self._path = path
+        super.__init__(path)
 
-    def __getattr__(self, name):
-        if name == "_array":
-            return self._array
-        if hasattr(self._array, name):
-            return getattr(self._array, name)
-        else:
-            raise AttributeError(
-                f"'{self.__class__.__name__}' object has no attribute '{name}'")
+    @property
+    def attrs(self) -> Mapping[str, Any]:
+        return {}
 
-    # def __setattr__(self, name, value):
-    #     if name == "_array" and self._array is not None:
-    #         raise AttributeError("Cannot set '_array' attribute directly.")
-    #     elif hasattr(self._array, name):
-    #         setattr(self._array, name, value)
-    #     else:
-    #         raise AttributeError(f"'{self.__class__.__name__}' object has no attribute '{name}'")
+    def __getitem__(self, key) -> Union[ZarrTSArray, 'ZarrTSGroup']:
+        pass
+    def keys(self):
+        yield from self._zgroup.keys()
 
 
 def open():
     pass
 
-
 def open_group(backend=None):
     pass
 
 
-def from_config(zarr_config: ZarrConfig, overwrite=False) -> 'ZarrGroup':
+def from_config(zarr_config: ZarrConfig) -> 'ZarrGroup':
     """
     Create a ZarrGroup from a ZarrConfig.
     
@@ -334,6 +485,10 @@ def from_config(zarr_config: ZarrConfig, overwrite=False) -> 'ZarrGroup':
         An instance of ZarrGroup based on the configuration.
     """
     if zarr_config.driver == "zarr-python":
-        return ZarrPythonGroup.from_config(zarr_config, overwrite=overwrite)
+        return ZarrPythonGroup.from_config(zarr_config)
+    elif zarr_config.driver == "tensorstore":
+        return ZarrGroup.from_config(zarr_config)
+    elif zarr_config.driver == "zarrita":
+        raise NotImplementedError(f"{zarr_config.driver} is not yet supported")
     else:
-        raise NotImplementedError(f"Driver '{zarr_config.driver}' is not implemented.")
+        raise NotImplementedError(f"Driver '{zarr_config.driver}' is not supported.")

From 995c059bfe7542b046a3176e6c16422bb4bd776e Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Wed, 25 Jun 2025 08:09:47 -0400
Subject: [PATCH 059/157] feat: zarrio implementation for tensorstore

---
 linc_convert/utils/zarr/zarr_io/__init__.py | 605 +++++++++++++++++---
 1 file changed, 527 insertions(+), 78 deletions(-)

diff --git a/linc_convert/utils/zarr/zarr_io/__init__.py b/linc_convert/utils/zarr/zarr_io/__init__.py
index e2b81518..663b0f06 100644
--- a/linc_convert/utils/zarr/zarr_io/__init__.py
+++ b/linc_convert/utils/zarr/zarr_io/__init__.py
@@ -1,7 +1,9 @@
 import ast
+import json
 import logging
 from abc import ABC, abstractmethod, ABCMeta
 from os import PathLike
+import os
 from typing import Iterator, Literal, Optional, Tuple, Any, Union, Mapping
 
 import dask.array as da
@@ -10,8 +12,11 @@
 import zarr
 from dask.diagnostics import ProgressBar
 from numpy._typing import DTypeLike
+from upath import UPath
 
 from linc_convert.utils.zarr import ZarrConfig
+from linc_convert.utils.zarr._zarr import make_kvstore, auto_shard_size, \
+    fix_shard_chunk, make_compressor_v2, make_compressor_v3
 from linc_convert.utils.zarr.compressor import make_compressor
 from linc_convert.utils.zarr.create_array import compute_zarr_layout, \
     dimension_separator_to_chunk_key_encoding
@@ -112,7 +117,7 @@ class ZarrGroup(ZarrNode, metaclass=ABCMeta):
 
     @classmethod
     @abstractmethod
-    def from_config(cls, zarr_config: ZarrConfig, overwrite=False) -> 'ZarrGroup':
+    def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrGroup':
         ...
 
     @abstractmethod
@@ -154,19 +159,80 @@ def create_array_from_base(
         """
         ...
 
-    @abstractmethod
+    # @abstractmethod
+    # def generate_pyramid(
+    #         self,
+    #         levels: int = -1,
+    #         ndim: int = 3,
+    #         mode: str = "median",
+    #         no_pyramid_axis: Optional[int] = None,
+    # ) -> list[list[int]]:
+    #     """
+    #     Generate a multiresolution pyramid across spatial dimensions.
+    #     Returns list of shapes for each level.
+    #     """
+    #     ...
     def generate_pyramid(
             self,
             levels: int = -1,
             ndim: int = 3,
-            mode: str = "median",
+            mode: Literal["mean", "median"] = "median",
             no_pyramid_axis: Optional[int] = None,
     ) -> list[list[int]]:
         """
-        Generate a multiresolution pyramid across spatial dimensions.
-        Returns list of shapes for each level.
+        Generate the levels of a pyramid in an existing Zarr.
+
+        Parameters
+        ----------
+        omz : zarr.Group
+            Zarr group object
+        levels : int
+            Number of additional levels to generate.
+            By default, stop when all dimensions are smaller than their
+            corresponding chunk size.
+        ndim : int
+            Number of spatial dimensions.
+        mode : {"mean", "median"}
+            Whether to use a mean or median moving window.
+        no_pyramid_axis : int | None
+            Axis that should not be downsampled. If None, downsample
+            across all three dimensions.
+        Returns
+        -------
+        shapes : list[list[int]]
+            Shapes of all levels, from finest to coarsest, including the
+            existing top level.
         """
-        ...
+
+        base_level = self['0']
+        base_shape = list(base_level.shape)
+        chunk_size = base_level.chunks
+
+        window_func = {"median": da.median, "mean": da.mean}[mode]
+
+        batch_shape, spatial_shape = base_shape[:-ndim], base_shape[-ndim:]
+        all_shapes = [spatial_shape]
+
+        if levels == -1:
+            levels = default_levels(spatial_shape, chunk_size[-ndim:], no_pyramid_axis)
+
+        for lvl in tqdm.tqdm(range(1, levels + 1)):
+            prev_shape = spatial_shape
+            spatial_shape = next_level_shape(prev_shape, no_pyramid_axis)
+            all_shapes.append(spatial_shape)
+            logger.info(f"Compute level {lvl} with shape {spatial_shape}")
+            arr = self.create_array_from_base(
+                str(lvl), shape=batch_shape + spatial_shape)
+            # dat = da.from_zarr(self[str(lvl - 1)]._array)
+            dat = da.from_array(self[str(lvl - 1)], chunks = self[str(lvl - 1)].chunks)
+            dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
+            if arr.shards:
+                dat = dat.rechunk(arr.shards)
+            else:
+                dat = dat.rechunk(arr.chunks)
+            with ProgressBar():
+                dat.store(arr)
+        return all_shapes
 
     @abstractmethod
     def __delitem__(self, key):
@@ -354,66 +420,66 @@ def create_array_from_base(self, name: str, shape: tuple, data=None,
             arr[:] = data
         return ZarrPythonArray(arr)
 
-    def generate_pyramid(
-            self,
-            levels: int = -1,
-            ndim: int = 3,
-            mode: Literal["mean", "median"] = "median",
-            no_pyramid_axis: Optional[int] = None,
-    ) -> list[list[int]]:
-        """
-        Generate the levels of a pyramid in an existing Zarr.
-
-        Parameters
-        ----------
-        omz : zarr.Group
-            Zarr group object
-        levels : int
-            Number of additional levels to generate.
-            By default, stop when all dimensions are smaller than their
-            corresponding chunk size.
-        ndim : int
-            Number of spatial dimensions.
-        mode : {"mean", "median"}
-            Whether to use a mean or median moving window.
-        no_pyramid_axis : int | None
-            Axis that should not be downsampled. If None, downsample
-            across all three dimensions.
-        Returns
-        -------
-        shapes : list[list[int]]
-            Shapes of all levels, from finest to coarsest, including the
-            existing top level.
-        """
-
-        base_level = self['0']
-        base_shape = list(base_level.shape)
-        chunk_size = base_level.chunks
-
-        window_func = {"median": da.median, "mean": da.mean}[mode]
-
-        batch_shape, spatial_shape = base_shape[:-ndim], base_shape[-ndim:]
-        all_shapes = [spatial_shape]
-
-        if levels == -1:
-            levels = default_levels(spatial_shape, chunk_size[-ndim:], no_pyramid_axis)
-
-        for lvl in tqdm.tqdm(range(1, levels + 1)):
-            prev_shape = spatial_shape
-            spatial_shape = next_level_shape(prev_shape, no_pyramid_axis)
-            all_shapes.append(spatial_shape)
-            logger.info(f"Compute level {lvl} with shape {spatial_shape}")
-            arr = self.create_array_from_base(
-                str(lvl), shape=batch_shape + spatial_shape)
-            dat = da.from_zarr(self[str(lvl - 1)]._array)
-            dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
-            if arr.shards:
-                dat = dat.rechunk(arr.shards)
-            else:
-                dat = dat.rechunk(arr.chunks)
-            with ProgressBar():
-                dat.store(arr)
-        return all_shapes
+    # def generate_pyramid(
+    #         self,
+    #         levels: int = -1,
+    #         ndim: int = 3,
+    #         mode: Literal["mean", "median"] = "median",
+    #         no_pyramid_axis: Optional[int] = None,
+    # ) -> list[list[int]]:
+    #     """
+    #     Generate the levels of a pyramid in an existing Zarr.
+
+    #     Parameters
+    #     ----------
+    #     omz : zarr.Group
+    #         Zarr group object
+    #     levels : int
+    #         Number of additional levels to generate.
+    #         By default, stop when all dimensions are smaller than their
+    #         corresponding chunk size.
+    #     ndim : int
+    #         Number of spatial dimensions.
+    #     mode : {"mean", "median"}
+    #         Whether to use a mean or median moving window.
+    #     no_pyramid_axis : int | None
+    #         Axis that should not be downsampled. If None, downsample
+    #         across all three dimensions.
+    #     Returns
+    #     -------
+    #     shapes : list[list[int]]
+    #         Shapes of all levels, from finest to coarsest, including the
+    #         existing top level.
+    #     """
+
+    #     base_level = self['0']
+    #     base_shape = list(base_level.shape)
+    #     chunk_size = base_level.chunks
+
+    #     window_func = {"median": da.median, "mean": da.mean}[mode]
+
+    #     batch_shape, spatial_shape = base_shape[:-ndim], base_shape[-ndim:]
+    #     all_shapes = [spatial_shape]
+
+    #     if levels == -1:
+    #         levels = default_levels(spatial_shape, chunk_size[-ndim:], no_pyramid_axis)
+
+    #     for lvl in tqdm.tqdm(range(1, levels + 1)):
+    #         prev_shape = spatial_shape
+    #         spatial_shape = next_level_shape(prev_shape, no_pyramid_axis)
+    #         all_shapes.append(spatial_shape)
+    #         logger.info(f"Compute level {lvl} with shape {spatial_shape}")
+    #         arr = self.create_array_from_base(
+    #             str(lvl), shape=batch_shape + spatial_shape)
+    #         dat = da.from_zarr(self[str(lvl - 1)]._array)
+    #         dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
+    #         if arr.shards:
+    #             dat = dat.rechunk(arr.shards)
+    #         else:
+    #             dat = dat.rechunk(arr.chunks)
+    #         with ProgressBar():
+    #             dat.store(arr)
+    #     return all_shapes
 
     @property
     def zarr_version(self) -> Literal[2, 3]:
@@ -422,9 +488,10 @@ def zarr_version(self) -> Literal[2, 3]:
     def __delitem__(self, key):
         del self._zgroup[key]
 
+
+import tensorstore as ts
 class ZarrTSArray(ZarrArray):
-    import tensorstore
-    def __init__(self, ts: tensorstore.TensorStore):
+    def __init__(self, ts: ts.TensorStore):
         super().__init__(ts.kvstore.path)
         self._ts = ts
     @property
@@ -442,26 +509,408 @@ def shards(self) -> Optional[Tuple[int, ...]]:
         else:
             return self._ts.chunk_layout.write_chunk.shape
 
+    @property
+    def zarr_version(self) -> int:
+        driver_map = {"zarr3": 3, "zarr": 2}
+        return driver_map[self._ts.schema.codec.to_json()['driver']]
+
     def __getitem__(self, idx): return self._ts[idx].read().result()
     def __setitem__(self, idx, val): self._ts[idx] = val
 
-def ZarrTSGroup(ZarrGroup):
-    def __init__(self, path: Union[str, PathLike]):
+    @property
+    def attrs(self):
+        return {}
+
+    @classmethod
+    def open(cls, path: PathLike, zarr_version: Literal[2, 3] = 3):
+
+        conf = {
+            "kvstore": make_kvstore(path),
+            "driver": "zarr3" if zarr_version == 3 else "zarr",
+            "open": True,
+            "create": False,
+            "delete_existing": False,
+        }
+        return cls(ts.open(conf).result())
+
+# tswriter.schema.codec.to_json()
+# tswriter.schema.to_json()
+def _is_array(path):
+    zarr2_array_file = path / ".zarray"
+    if zarr2_array_file.is_file():
+        content = zarr2_array_file.read_text()
+        content = json.loads(content)
+        assert content["zarr_format"] == 2
+        return True
+    zarr3_array_file = path / "zarr.json"
+    if zarr3_array_file.is_file():
+        content = zarr3_array_file.read_text()
+        content = json.loads(content)
+        assert content["zarr_format"] == 3
+        if content.get("node_type", None) == "array":
+            return True
+    return False
+
+
+def _is_group(path):
+    zarr2_group_file = path / ".zgroup"
+    if zarr2_group_file.is_file():
+        content = zarr2_group_file.read_text()
+        content = json.loads(content)
+        assert content["zarr_format"] == 2
+        return True
+    zarr3_group_file = path / "zarr.json"
+    if zarr3_group_file.is_file():
+        content = zarr3_group_file.read_text()
+        content = json.loads(content)
+        assert content["zarr_format"] == 3
+        if content.get("node_type", None) == "group":
+            return True
+    return False
+
+
+def _detect_metadata(path: PathLike) -> Optional[Tuple[str, int]]:
+    """
+    Look for Zarr metadata files in `path` and return (node_type, version).
+    Checks zarr.json (v3), then .zarray/.zgroup (v2).
+    """
+    # Zarr v3
+    z3 = path / 'zarr.json'
+    if z3.is_file():
+        try:
+            meta = json.loads(z3.read_text())
+            fmt = meta.get('zarr_format')
+            if fmt == 3:
+                node = meta.get('node_type', 'array')
+                if node in ('array', 'group'):
+                    return node, 3
+        except json.JSONDecodeError:
+            pass
+    # Zarr v2
+    for fname, ntype in (('.zarray', 'array'), ('.zgroup', 'group')):
+        f = path / fname
+        if f.is_file():
+            try:
+                meta = json.loads(f.read_text())
+                if meta.get('zarr_format') == 2:
+                    return ntype, 2
+            except json.JSONDecodeError:
+                pass
+    return None
+
+
+def default_write_config(
+        path: os.PathLike | str,
+        shape: list[int],
+        dtype: np.dtype | str,
+        chunk: list[int] = [32],
+        shard: list[int] | Literal["auto"] | None = None,
+        compressor: str = "blosc",
+        compressor_opt: dict | None = None,
+        version: int = 3,
+) -> dict:
+    """
+    Generate a default TensorStore configuration.
+
+    Parameters
+    ----------
+    chunk : list[int]
+        Chunk size.
+    shard : list[int], optional
+        Shard size. No sharding if `None`.
+    compressor : str
+        Compressor name
+    version : int
+        Zarr version
+
+    Returns
+    -------
+    config : dict
+        Configuration
+    """
+    from upath import UPath
+    path = UPath(path)
+    if not path.protocol:
+        path = "file://" / path
+
+    # Format compressor
+    if version == 3 and compressor == "zlib":
+        compressor = "gzip"
+    if version == 2 and compressor == "gzip":
+        compressor = "zlib"
+    compressor_opt = compressor_opt or {}
+
+    # Prepare chunk size
+    if isinstance(chunk, int):
+        chunk = [chunk]
+    chunk = chunk[:1] * max(0, len(shape) - len(chunk)) + chunk
+
+    # Prepare shard size
+    if shard:
+        if shard == "auto":
+            shard = auto_shard_size(shape, dtype)
+        if isinstance(shard, int):
+            shard = [shard]
+        shard = shard[:1] * max(0, len(shape) - len(shard)) + shard
+
+        # Fix incompatibilities
+        shard, chunk = fix_shard_chunk(shard, chunk, shape)
+
+    # ------------------------------------------------------------------
+    #   Zarr 3
+    # ------------------------------------------------------------------
+    if version == 3:
+        if compressor and compressor != "raw":
+            compressor = [make_compressor_v3(compressor, **compressor_opt)]
+        else:
+            compressor = []
+
+        codec_little_endian = {"name": "bytes", "configuration": {"endian": "little"}}
+
+        if shard:
+            chunk_grid = {
+                "name": "regular",
+                "configuration": {"chunk_shape": shard},
+            }
+
+            sharding_codec = {
+                "name": "sharding_indexed",
+                "configuration": {
+                    "chunk_shape": chunk,
+                    "codecs": [
+                        codec_little_endian,
+                        *compressor,
+                    ],
+                    "index_codecs": [
+                        codec_little_endian,
+                        {"name": "crc32c"},
+                    ],
+                    "index_location": "end",
+                },
+            }
+            codecs = [sharding_codec]
+
+        else:
+            chunk_grid = {"name": "regular", "configuration": {"chunk_shape": chunk}}
+            codecs = [
+                codec_little_endian,
+                *compressor,
+            ]
+
+        metadata = {
+            "chunk_grid": chunk_grid,
+            "codecs": codecs,
+            "data_type": np.dtype(dtype).name,
+            "fill_value": 0,
+            "chunk_key_encoding": {
+                "name": "default",
+                "configuration": {"separator": r"/"},
+            },
+        }
+        config = {
+            "driver": "zarr3",
+            "metadata": metadata,
+        }
+
+    # ------------------------------------------------------------------
+    #   Zarr 2
+    # ------------------------------------------------------------------
+    else:
+        if compressor and compressor != "raw":
+            compressor = make_compressor_v2(compressor, **compressor_opt)
+        else:
+            compressor = None
+
+        metadata = {
+            "chunks": chunk,
+            "order": "F",
+            "dtype": np.dtype(dtype).str,
+            "fill_value": 0,
+            "compressor": compressor,
+        }
+        config = {
+            "driver": "zarr",
+            "metadata": metadata,
+            "key_encoding": r"/",
+        }
+
+    # Prepare store
+    config["metadata"]["shape"] = shape
+    config["kvstore"] = make_kvstore(path)
+
+    return config
+
+
+def _init_group(group_path: PathLike, version: int):
+    group_path.mkdir(parents=True, exist_ok=True)
+    if version == 3:
+        (group_path / 'zarr.json').write_text(
+            json.dumps({'zarr_format': 3, 'node_type': 'group'})
+        )
+    else:
+        (group_path / '.zgroup').write_text(
+            json.dumps({'zarr_format': 2})
+        )
+
+
+class ZarrTSGroup(ZarrGroup):
+
+    def __init__(self, store_path: Union[str, PathLike]):
+        super().__init__(store_path)
         from upath import UPath
-        if not isinstance(path, UPath):
-            path = UPath(path)
-        self._path = path
-        super.__init__(path)
+        if not isinstance(store_path, UPath):
+            store_path = UPath(store_path)
+        self._path = store_path
+        metadata = _detect_metadata(store_path)
+        assert metadata is not None
+        assert metadata[0] == "group"
+        self._zarr_version = metadata[1]
+        self._zarr_config = None
+
+    @property
+    def zarr_version(self):
+        return self._zarr_version
 
     @property
     def attrs(self) -> Mapping[str, Any]:
         return {}
 
-    def __getitem__(self, key) -> Union[ZarrTSArray, 'ZarrTSGroup']:
-        pass
     def keys(self):
-        yield from self._zgroup.keys()
+        return (
+            sub_dir.name for sub_dir in self._path.iterdir()
+            if sub_dir.is_dir() and _detect_metadata(sub_dir)
+        )
+
+    def __getitem__(self, key) -> Union[ZarrTSArray, 'ZarrTSGroup']:
+        metadata = _detect_metadata(self._path / key)
+        if metadata is None:
+            raise KeyError(key)
+        if metadata[0] == "group":
+            return ZarrTSGroup(self._path / key)
+        if metadata[0] == "array":
+            return ZarrTSArray.open(self._path / key, metadata[1])
+
+    def __contains__(self, key) -> bool:
+        if not (self._path / key).exists():
+            return False
+        if _detect_metadata(self._path / key) is None:
+            return False
+        return True
+
+    def __delitem__(self, key):
+        if key in self:
+            (self._path / key).rmdir(recursive=True)
+
+    # def generate_pyramid(self, levels: int = -1, ndim: int = 3, mode: str = "median",
+    #                      no_pyramid_axis: Optional[int] = None) -> list[list[int]]:
+    #     pass
+
+    def create_array_from_base(self, name: str, shape: Tuple[int, ...],
+                               data: Optional[Any] = None, **kwargs) -> 'ZarrArray':
+        
+        spec = self['0']._ts.spec().to_json()
+        spec['metadata']['shape'] = shape
+        kvstore = make_kvstore(self._path / name)
+        spec['kvstore'] = kvstore
+        spec['delete_existing'] = True
+        spec['create'] = True
+        arr = ts.open(spec).result()
+        if data is not None:
+            arr[:] = data
+        return ZarrTSArray(arr)
+    
+
+    def create_array(self,
+                     name: str,
+                     shape: tuple,
+                     zarr_config: ZarrConfig = None,
+                     dtype: DTypeLike = np.int32,
+                     data=None,
+                     **kwargs
+                    ) -> zarr.Array:
+        if zarr_config is None:
+            conf = default_write_config(
+                self._path / name,
+                shape=shape,
+                dtype=dtype,
+                **kwargs
+            )
+        else:
+            compressor_opt = ast.literal_eval(zarr_config.compressor_opt)
+            conf = default_write_config(
+                self._path / name,
+                shape=shape,
+                dtype=dtype,
+                chunk=zarr_config.chunk,
+                shard=zarr_config.shard,
+                compressor=zarr_config.compressor,
+                # compressor_opt=,
+                version=zarr_config.zarr_version,
+            )
+        conf['delete_existing'] = True
+        conf['create'] = True
+        arr = ts.open(conf).result()
+        if data is not None:
+            arr[:] = data
+        return ZarrTSArray(arr)
+
+    def create_group(self, name: str, *, overwrite: bool = False,
+                     zarr_version: Literal[2, 3] = None) -> 'ZarrGroup':
+        if zarr_version is None:
+            zarr_version = self.zarr_version
+        if overwrite:
+            mode = 'w'
+        else:
+            mode = 'w-'
+        return self.open(self._path / name, mode=mode, zarr_version=zarr_version)
+
+    @classmethod
+    def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrGroup':
+        return cls.open(zarr_config.out, zarr_version=zarr_config.zarr_version)
+
+    @classmethod
+    def open(cls, path: Union[str, PathLike], mode="a", *,
+             zarr_version: Literal[2, 3] = 3) -> 'ZarrTSGroup':
+        """
+        Open a Zarr group from a path.
+        
+        Parameters
+        ----------
+        path : Union[str, PathLike]
+            Path to the Zarr group.
+        mode : str
+            Persistence mode:
+            'r' means read only (must exist);
+            'r+' means read/write (must exist);
+            'a' means read/write (create if doesn't exist);
+            'w' means create (overwrite if exists);
+            'w-' means create (fail if exists).
+        
+        Returns
+        -------
+        ZarrTSGroup
+            An instance of ZarrTSGroup.
+        """
+        p = UPath(path)
+
+        if mode in ['r', 'r+']:
+            if not p.exists() or not p.is_dir():
+                raise FileNotFoundError(f"Group path '{p}' does not exist")
+        elif mode == 'w-':
+            if p.exists():
+                raise FileExistsError(f"Group path '{p}' already exists")
+        elif mode == 'a':
+            if not p.exists():
+                _init_group(p, zarr_version)
+        elif mode == 'w':
+            if p.exists():
+                p.rmdir(recursive=True)
+            _init_group(p, zarr_version)
+        else:
+            raise ValueError(
+                f"Invalid mode '{mode}'. Use 'r', 'r+', 'a', 'w', or 'w-' ")
 
+        return cls(p)
 
 def open():
     pass
@@ -487,7 +936,7 @@ def from_config(zarr_config: ZarrConfig) -> 'ZarrGroup':
     if zarr_config.driver == "zarr-python":
         return ZarrPythonGroup.from_config(zarr_config)
     elif zarr_config.driver == "tensorstore":
-        return ZarrGroup.from_config(zarr_config)
+        return ZarrTSGroup.from_config(zarr_config)
     elif zarr_config.driver == "zarrita":
         raise NotImplementedError(f"{zarr_config.driver} is not yet supported")
     else:

From 026d3c980e06775a6c11dfc82d4a8656fd56ac2a Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Wed, 25 Jun 2025 08:10:03 -0400
Subject: [PATCH 060/157] feat: zarrio implementation for tensorstore, test
 update

---
 tests/test_oct.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/tests/test_oct.py b/tests/test_oct.py
index cfd5c08c..3f6604dd 100644
--- a/tests/test_oct.py
+++ b/tests/test_oct.py
@@ -49,7 +49,7 @@ def test_oct_single_volume(tmp_path):
     output_path = tmp_path / "single_volume.nii.zarr"
     generate_single_volume_data(input_path)
     single_volume.convert(input_path, out=str(output_path), key="volume",
-                          zarr_version=2, overwrite=True, chunk=(64,))
+                          zarr_version=2, overwrite=True, chunk=(64,), driver = "tensorstore")
 
     assert _cmp_zarr_archives(str(output_path), zarr.storage.ZipStore(
         "data/oct_single_volume_zarr2.nii.zarr.zip", mode="r"))
@@ -60,7 +60,7 @@ def test_oct_single_volume_zarr3(tmp_path):
     output_path = tmp_path / "single_volume.nii.zarr"
     generate_single_volume_data(input_path)
     single_volume.convert(input_path, out=str(output_path), key="volume",
-                          zarr_version=3, overwrite=True, chunk=(64,))
+                          zarr_version=3, overwrite=True, chunk=(64,), driver = "tensorstore")
 
     assert _cmp_zarr_archives(str(output_path), zarr.storage.ZipStore(
         "data/oct_single_volume_zarr3.nii.zarr.zip", mode="r"))
@@ -106,7 +106,7 @@ def test_oct_multi_slices(tmp_path):
     generate_multi_slice_data(input_path)
     input_path = glob.glob(str(input_path / "*.mat"))
     multi_slice.convert(input_path, out=str(output_path), zarr_version=2,
-                        overwrite=True, chunk=(64,))
+                        overwrite=True, chunk=(64,), driver = "tensorstore")
 
     assert _cmp_zarr_archives(str(output_path), zarr.storage.ZipStore(
         "data/oct_multi_slice_zarr2.nii.zarr.zip", mode="r"))
@@ -118,7 +118,7 @@ def test_oct_multi_slices_zarr3(tmp_path):
     generate_multi_slice_data(input_path)
     input_path = glob.glob(str(input_path / "*.mat"))
     multi_slice.convert(input_path, out=str(output_path), zarr_version=3,
-                        overwrite=True, chunk=(64,))
+                        overwrite=True, chunk=(64,), driver = "tensorstore")
 
     assert _cmp_zarr_archives(str(output_path), zarr.storage.ZipStore(
         "data/oct_multi_slice_zarr3.nii.zarr.zip", mode="r"))

From 20c16cd00b4c97de4047b84fdf783f3b3673f055 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Wed, 25 Jun 2025 08:12:53 -0400
Subject: [PATCH 061/157] feat: pyramid generation level data persist

---
 linc_convert/utils/zarr/zarr_io/__init__.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/linc_convert/utils/zarr/zarr_io/__init__.py b/linc_convert/utils/zarr/zarr_io/__init__.py
index 663b0f06..a982164e 100644
--- a/linc_convert/utils/zarr/zarr_io/__init__.py
+++ b/linc_convert/utils/zarr/zarr_io/__init__.py
@@ -230,6 +230,7 @@ def generate_pyramid(
                 dat = dat.rechunk(arr.shards)
             else:
                 dat = dat.rechunk(arr.chunks)
+            dat = dat.persist()
             with ProgressBar():
                 dat.store(arr)
         return all_shapes

From 3719aec49e3ad0804469371c9a700d39b90cc0c5 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 26 Jun 2025 10:28:42 -0400
Subject: [PATCH 062/157] refactor: split zarrio into files

---
 linc_convert/utils/zarr/zarr_io/__init__.py   | 946 +-----------------
 linc_convert/utils/zarr/zarr_io/abc.py        | 215 ++++
 .../utils/zarr/zarr_io/drivers/tensorstore.py | 444 ++++++++
 .../utils/zarr/zarr_io/drivers/zarr_python.py | 192 ++++
 .../utils/zarr/zarr_io/drivers/zarrita.py     |   0
 linc_convert/utils/zarr/zarr_io/factory.py    |  53 +
 6 files changed, 912 insertions(+), 938 deletions(-)
 create mode 100644 linc_convert/utils/zarr/zarr_io/abc.py
 create mode 100644 linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
 create mode 100644 linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
 create mode 100644 linc_convert/utils/zarr/zarr_io/drivers/zarrita.py
 create mode 100644 linc_convert/utils/zarr/zarr_io/factory.py

diff --git a/linc_convert/utils/zarr/zarr_io/__init__.py b/linc_convert/utils/zarr/zarr_io/__init__.py
index a982164e..e4fc2782 100644
--- a/linc_convert/utils/zarr/zarr_io/__init__.py
+++ b/linc_convert/utils/zarr/zarr_io/__init__.py
@@ -1,944 +1,14 @@
-import ast
-import json
 import logging
-from abc import ABC, abstractmethod, ABCMeta
-from os import PathLike
-import os
-from typing import Iterator, Literal, Optional, Tuple, Any, Union, Mapping
-
-import dask.array as da
-import numpy as np
-import tqdm
-import zarr
-from dask.diagnostics import ProgressBar
-from numpy._typing import DTypeLike
-from upath import UPath
-
-from linc_convert.utils.zarr import ZarrConfig
-from linc_convert.utils.zarr._zarr import make_kvstore, auto_shard_size, \
-    fix_shard_chunk, make_compressor_v2, make_compressor_v3
-from linc_convert.utils.zarr.compressor import make_compressor
-from linc_convert.utils.zarr.create_array import compute_zarr_layout, \
-    dimension_separator_to_chunk_key_encoding
-from linc_convert.utils.zarr.generate_pyramid import compute_next_level, default_levels, \
-    next_level_shape
+import warnings
 
 logger = logging.getLogger(__name__)
 
+from .abc import ZarrNode, ZarrArray, ZarrGroup
+from .drivers.zarr_python import ZarrPythonArray, ZarrPythonGroup
 
-class ZarrNode(ABC):
-    """
-    Base class for any Zarr-like object (group or array).
-    """
-
-    def __init__(self, store_path: Union[str, PathLike]):
-        # record where on disk (or out‐of core store) this node lives
-        self._store_path = store_path
-
-    @property
-    def store_path(self) -> str:
-        return self._store_path
-
-    @abstractmethod
-    def attrs(self):
-        """Access metadata/attributes for this node."""
-        ...
-
-    @property
-    @abstractmethod
-    def zarr_version(self) -> int:
-        """
-        Return the Zarr format version (e.g., 2 or 3).
-        """
-        ...
-
-
-class ZarrArray(ZarrNode):
-    """
-    Abstract interface for a Zarr array (n-dimensional data).
-    """
-
-    @property
-    @abstractmethod
-    def shape(self) -> Tuple[int, ...]:
-        """
-        Shape of the array.
-        """
-        ...
-
-    @property
-    @abstractmethod
-    def dtype(self) -> np.dtype:
-        """
-        Data type of the array.
-        """
-        ...
-
-    @property
-    @abstractmethod
-    def chunks(self) -> Tuple[int, ...]:
-        """
-        Chunk shape for the array.
-        """
-        ...
-
-    @property
-    @abstractmethod
-    def shards(self) -> Optional[Tuple[int, ...]]:
-        """
-        Shard shape, if supported; otherwise None.
-        """
-        ...
-
-    @property
-    @abstractmethod
-    def ndim(self) -> int:
-        ...
-
-    @abstractmethod
-    def __getitem__(self, key: Any) -> Any:
-        """
-        Read data from the array.
-        """
-        ...
-
-    @abstractmethod
-    def __setitem__(self, key: Any, value: Any) -> None:
-        """
-        Write data to the array.
-        """
-        ...
-
-
-class ZarrGroup(ZarrNode, metaclass=ABCMeta):
-    """
-    Abstract interface for a Zarr group (container of arrays and/or subgroups).
-    """
-
-    @classmethod
-    @abstractmethod
-    def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrGroup':
-        ...
-
-    @abstractmethod
-    def __getitem__(self, name: str) -> ZarrNode:
-        """
-        Get a subgroup or array by name within this group.
-        """
-        ...
-
-    @abstractmethod
-    def create_group(self, name: str, overwrite: bool = False) -> 'ZarrGroup':
-        """
-        Create or open a subgroup within this group.
-        """
-        ...
-
-    @abstractmethod
-    def create_array(
-            self,
-            name: str,
-            shape: Tuple[int, ...],
-            **kwargs
-    ) -> 'ZarrArray':
-        """
-        Create a new array within this group.
-        """
-        ...
-
-    @abstractmethod
-    def create_array_from_base(
-            self,
-            name: str,
-            shape: Tuple[int, ...],
-            data: Optional[Any] = None,
-            **kwargs
-    ) -> 'ZarrArray':
-        """
-        Create a new array using metadata of an existing base-level array.
-        """
-        ...
-
-    # @abstractmethod
-    # def generate_pyramid(
-    #         self,
-    #         levels: int = -1,
-    #         ndim: int = 3,
-    #         mode: str = "median",
-    #         no_pyramid_axis: Optional[int] = None,
-    # ) -> list[list[int]]:
-    #     """
-    #     Generate a multiresolution pyramid across spatial dimensions.
-    #     Returns list of shapes for each level.
-    #     """
-    #     ...
-    def generate_pyramid(
-            self,
-            levels: int = -1,
-            ndim: int = 3,
-            mode: Literal["mean", "median"] = "median",
-            no_pyramid_axis: Optional[int] = None,
-    ) -> list[list[int]]:
-        """
-        Generate the levels of a pyramid in an existing Zarr.
-
-        Parameters
-        ----------
-        omz : zarr.Group
-            Zarr group object
-        levels : int
-            Number of additional levels to generate.
-            By default, stop when all dimensions are smaller than their
-            corresponding chunk size.
-        ndim : int
-            Number of spatial dimensions.
-        mode : {"mean", "median"}
-            Whether to use a mean or median moving window.
-        no_pyramid_axis : int | None
-            Axis that should not be downsampled. If None, downsample
-            across all three dimensions.
-        Returns
-        -------
-        shapes : list[list[int]]
-            Shapes of all levels, from finest to coarsest, including the
-            existing top level.
-        """
-
-        base_level = self['0']
-        base_shape = list(base_level.shape)
-        chunk_size = base_level.chunks
-
-        window_func = {"median": da.median, "mean": da.mean}[mode]
-
-        batch_shape, spatial_shape = base_shape[:-ndim], base_shape[-ndim:]
-        all_shapes = [spatial_shape]
-
-        if levels == -1:
-            levels = default_levels(spatial_shape, chunk_size[-ndim:], no_pyramid_axis)
-
-        for lvl in tqdm.tqdm(range(1, levels + 1)):
-            prev_shape = spatial_shape
-            spatial_shape = next_level_shape(prev_shape, no_pyramid_axis)
-            all_shapes.append(spatial_shape)
-            logger.info(f"Compute level {lvl} with shape {spatial_shape}")
-            arr = self.create_array_from_base(
-                str(lvl), shape=batch_shape + spatial_shape)
-            # dat = da.from_zarr(self[str(lvl - 1)]._array)
-            dat = da.from_array(self[str(lvl - 1)], chunks = self[str(lvl - 1)].chunks)
-            dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
-            if arr.shards:
-                dat = dat.rechunk(arr.shards)
-            else:
-                dat = dat.rechunk(arr.chunks)
-            dat = dat.persist()
-            with ProgressBar():
-                dat.store(arr)
-        return all_shapes
-
-    @abstractmethod
-    def __delitem__(self, key):
-        ...
-
-
-class ZarrPythonArray(ZarrArray):
-    def __init__(self, array: zarr.Array):
-        super().__init__(str(array.store_path))
-        self._array = array
-
-    @property
-    def attrs(self):
-        return self._array.attrs
-
-    @property
-    def shape(self) -> tuple[int, ...]:
-        return self._array.shape
-
-    @property
-    def dtype(self) -> np.dtype:
-        return self._array.dtype
-
-    @property
-    def chunks(self) -> tuple:
-        return self._array.chunks
-
-    @property
-    def shards(self) -> tuple:
-        return self._array.shards
-
-    @property
-    def zarr_version(self) -> int:
-        return self._array.metadata.zarr_format
-
-    @property
-    def ndim(self) -> int:
-        return self._array.ndim
-
-    def __setitem__(self, key, value):
-        self._array[key] = value
-
-    def __getitem__(self, item):
-        return self._array[item]
-
-    def __getattr__(self, name):
-        if name == "_array":
-            return self._array
-        if hasattr(self._array, name):
-            return getattr(self._array, name)
-        else:
-            raise AttributeError(
-                f"'{self.__class__.__name__}' object has no attribute '{name}'")
-
-    # def __setattr__(self, name, value):
-    #     if name == "_array" and self._array is not None:
-    #         raise AttributeError("Cannot set '_array' attribute directly.")
-    #     elif hasattr(self._array, name):
-    #         setattr(self._array, name, value)
-    #     else:
-    #         raise AttributeError(f"'{self.__class__.__name__}' object has no attribute '{name}'")
-
-
-class ZarrPythonGroup(ZarrGroup):
-    @classmethod
-    def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrPythonGroup':
-        store = zarr.storage.LocalStore(zarr_config.out)
-        return cls(zarr.group(store=store,
-                              #TODO: figure out overwrite
-                              # overwrite=overwrite,
-                              zarr_format=zarr_config.zarr_version))
-
-    def __init__(self, zarr_group: zarr.Group):
-        super().__init__(str(zarr_group.store_path))
-        self._zgroup = zarr_group
-
-    def create_group(self, *args, **kwargs):
-        """
-        Create a new subgroup in the group.
-        """
-        return ZarrPythonGroup(self._zgroup.create_group(*args, **kwargs))
-
-    def keys(self):
-        yield from self._zgroup.keys()
-
-    @property
-    def attrs(self):
-        return self._zgroup.attrs
-
-    def __iter__(self) -> Iterator[str]:
-        yield from self.keys()
-
-    def __getitem__(self, key) -> Union[ZarrPythonArray, 'ZarrPythonGroup']:
-        if key not in self._zgroup:
-            raise KeyError(f"Key '{key}' not found in group '{self.path}'")
-
-        item = self._zgroup[key]
-        if isinstance(item, zarr.Group):
-            return ZarrPythonGroup(item)
-        elif isinstance(item, zarr.Array):
-            return ZarrPythonArray(item)
-        else:
-            raise TypeError(f"Unsupported item type: {type(item)}")
-
-    def __getattr__(self, name):
-        return getattr(self._zgroup, name)
-
-    def create_array(self,
-                     name: str,
-                     shape: tuple,
-                     zarr_config: ZarrConfig = None,
-                     dtype: DTypeLike = np.int32,
-                     data=None,
-                     **kwargs
-                     ) -> zarr.Array:
-        if zarr_config is None:
-            arr = self._zgroup.create_array(name, shape, dtype, **kwargs)
-            if data is not None:
-                arr[:] = data
-            return ZarrPythonArray(arr)
-
-        compressor = zarr_config.compressor
-        compressor_opt = zarr_config.compressor_opt
-        chunk, shard = compute_zarr_layout(shape, dtype, zarr_config)
-
-        if isinstance(compressor_opt, str):
-            compressor_opt = ast.literal_eval(compressor_opt)
-
-        opt = {
-            "chunks": chunk,
-            "shards": shard,
-            "order": zarr_config.order,
-            "dtype": np.dtype(dtype).str,
-            "fill_value": None,
-            "compressors": make_compressor(compressor, zarr_config.zarr_version,
-                                           **compressor_opt),
-        }
-
-        chunk_key_encoding = dimension_separator_to_chunk_key_encoding(
-            zarr_config.dimension_separator, zarr_config.zarr_version)
-        if chunk_key_encoding:
-            opt["chunk_key_encoding"] = chunk_key_encoding
-        arr = self._zgroup.create_array(name=name,
-                                        shape=shape,
-                                        **opt)
-        if data:
-            arr[:] = data
-        return ZarrPythonArray(arr)
-
-    def create_array_from_base(self, name: str, shape: tuple, data=None,
-                               **kwargs) -> 'ZarrPythonArray':
-        """
-        Create a new array using the properties from a base_level object.
-        """
-        base_level = self['0']
-        opts = dict(
-            dtype=base_level.dtype,
-            chunks=base_level.chunks,
-            shards=getattr(base_level, "shards", None),
-            filters=getattr(base_level._array, "filters", None),
-            compressors=getattr(base_level._array, "compressors", None),
-            fill_value=getattr(base_level._array, "fill_value", None),
-            order=getattr(base_level._array, "order", None),
-            attributes=getattr(getattr(base_level._array, "metadata", None),
-                               "attributes", None),
-            overwrite=True,
-        )
-        # Handle extra options based on metadata type
-        meta = getattr(base_level, "metadata", None)
-        if meta is not None:
-            if hasattr(meta, "dimension_separator"):
-                opts["chunk_key_encoding"] = dimension_separator_to_chunk_key_encoding(
-                    meta.dimension_separator, 2)
-            if hasattr(meta, "chunk_key_encoding"):
-                opts["chunk_key_encoding"] = getattr(meta, "chunk_key_encoding", None)
-            if hasattr(base_level, "serializer"):
-                opts["serializer"] = getattr(base_level, "serializer", None)
-            if hasattr(meta, "dimension_names"):
-                opts["dimension_names"] = getattr(meta, "dimension_names", None)
-        # Remove None values
-        opts = {k: v for k, v in opts.items() if v is not None}
-        opts.update(kwargs)
-        arr = self._zgroup.create_array(name=name, shape=shape, **opts)
-        if data is not None:
-            arr[:] = data
-        return ZarrPythonArray(arr)
-
-    # def generate_pyramid(
-    #         self,
-    #         levels: int = -1,
-    #         ndim: int = 3,
-    #         mode: Literal["mean", "median"] = "median",
-    #         no_pyramid_axis: Optional[int] = None,
-    # ) -> list[list[int]]:
-    #     """
-    #     Generate the levels of a pyramid in an existing Zarr.
-
-    #     Parameters
-    #     ----------
-    #     omz : zarr.Group
-    #         Zarr group object
-    #     levels : int
-    #         Number of additional levels to generate.
-    #         By default, stop when all dimensions are smaller than their
-    #         corresponding chunk size.
-    #     ndim : int
-    #         Number of spatial dimensions.
-    #     mode : {"mean", "median"}
-    #         Whether to use a mean or median moving window.
-    #     no_pyramid_axis : int | None
-    #         Axis that should not be downsampled. If None, downsample
-    #         across all three dimensions.
-    #     Returns
-    #     -------
-    #     shapes : list[list[int]]
-    #         Shapes of all levels, from finest to coarsest, including the
-    #         existing top level.
-    #     """
-
-    #     base_level = self['0']
-    #     base_shape = list(base_level.shape)
-    #     chunk_size = base_level.chunks
-
-    #     window_func = {"median": da.median, "mean": da.mean}[mode]
-
-    #     batch_shape, spatial_shape = base_shape[:-ndim], base_shape[-ndim:]
-    #     all_shapes = [spatial_shape]
-
-    #     if levels == -1:
-    #         levels = default_levels(spatial_shape, chunk_size[-ndim:], no_pyramid_axis)
-
-    #     for lvl in tqdm.tqdm(range(1, levels + 1)):
-    #         prev_shape = spatial_shape
-    #         spatial_shape = next_level_shape(prev_shape, no_pyramid_axis)
-    #         all_shapes.append(spatial_shape)
-    #         logger.info(f"Compute level {lvl} with shape {spatial_shape}")
-    #         arr = self.create_array_from_base(
-    #             str(lvl), shape=batch_shape + spatial_shape)
-    #         dat = da.from_zarr(self[str(lvl - 1)]._array)
-    #         dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
-    #         if arr.shards:
-    #             dat = dat.rechunk(arr.shards)
-    #         else:
-    #             dat = dat.rechunk(arr.chunks)
-    #         with ProgressBar():
-    #             dat.store(arr)
-    #     return all_shapes
-
-    @property
-    def zarr_version(self) -> Literal[2, 3]:
-        return self._zgroup.metadata.zarr_format
-
-    def __delitem__(self, key):
-        del self._zgroup[key]
-
-
-import tensorstore as ts
-class ZarrTSArray(ZarrArray):
-    def __init__(self, ts: ts.TensorStore):
-        super().__init__(ts.kvstore.path)
-        self._ts = ts
-    @property
-    def shape(self): return self._ts.shape
-    @property
-    def ndim(self):  return self._ts.ndim
-    @property
-    def dtype(self): return self._ts.dtype.numpy_dtype
-    @property
-    def chunks(self): return self._ts.chunk_layout.read_chunk.shape
-    @property
-    def shards(self) -> Optional[Tuple[int, ...]]:
-        if self._ts.chunk_layout.read_chunk.shape == self._ts.chunk_layout.write_chunk.shape:
-            return None
-        else:
-            return self._ts.chunk_layout.write_chunk.shape
-
-    @property
-    def zarr_version(self) -> int:
-        driver_map = {"zarr3": 3, "zarr": 2}
-        return driver_map[self._ts.schema.codec.to_json()['driver']]
-
-    def __getitem__(self, idx): return self._ts[idx].read().result()
-    def __setitem__(self, idx, val): self._ts[idx] = val
-
-    @property
-    def attrs(self):
-        return {}
-
-    @classmethod
-    def open(cls, path: PathLike, zarr_version: Literal[2, 3] = 3):
-
-        conf = {
-            "kvstore": make_kvstore(path),
-            "driver": "zarr3" if zarr_version == 3 else "zarr",
-            "open": True,
-            "create": False,
-            "delete_existing": False,
-        }
-        return cls(ts.open(conf).result())
-
-# tswriter.schema.codec.to_json()
-# tswriter.schema.to_json()
-def _is_array(path):
-    zarr2_array_file = path / ".zarray"
-    if zarr2_array_file.is_file():
-        content = zarr2_array_file.read_text()
-        content = json.loads(content)
-        assert content["zarr_format"] == 2
-        return True
-    zarr3_array_file = path / "zarr.json"
-    if zarr3_array_file.is_file():
-        content = zarr3_array_file.read_text()
-        content = json.loads(content)
-        assert content["zarr_format"] == 3
-        if content.get("node_type", None) == "array":
-            return True
-    return False
-
-
-def _is_group(path):
-    zarr2_group_file = path / ".zgroup"
-    if zarr2_group_file.is_file():
-        content = zarr2_group_file.read_text()
-        content = json.loads(content)
-        assert content["zarr_format"] == 2
-        return True
-    zarr3_group_file = path / "zarr.json"
-    if zarr3_group_file.is_file():
-        content = zarr3_group_file.read_text()
-        content = json.loads(content)
-        assert content["zarr_format"] == 3
-        if content.get("node_type", None) == "group":
-            return True
-    return False
-
-
-def _detect_metadata(path: PathLike) -> Optional[Tuple[str, int]]:
-    """
-    Look for Zarr metadata files in `path` and return (node_type, version).
-    Checks zarr.json (v3), then .zarray/.zgroup (v2).
-    """
-    # Zarr v3
-    z3 = path / 'zarr.json'
-    if z3.is_file():
-        try:
-            meta = json.loads(z3.read_text())
-            fmt = meta.get('zarr_format')
-            if fmt == 3:
-                node = meta.get('node_type', 'array')
-                if node in ('array', 'group'):
-                    return node, 3
-        except json.JSONDecodeError:
-            pass
-    # Zarr v2
-    for fname, ntype in (('.zarray', 'array'), ('.zgroup', 'group')):
-        f = path / fname
-        if f.is_file():
-            try:
-                meta = json.loads(f.read_text())
-                if meta.get('zarr_format') == 2:
-                    return ntype, 2
-            except json.JSONDecodeError:
-                pass
-    return None
-
-
-def default_write_config(
-        path: os.PathLike | str,
-        shape: list[int],
-        dtype: np.dtype | str,
-        chunk: list[int] = [32],
-        shard: list[int] | Literal["auto"] | None = None,
-        compressor: str = "blosc",
-        compressor_opt: dict | None = None,
-        version: int = 3,
-) -> dict:
-    """
-    Generate a default TensorStore configuration.
-
-    Parameters
-    ----------
-    chunk : list[int]
-        Chunk size.
-    shard : list[int], optional
-        Shard size. No sharding if `None`.
-    compressor : str
-        Compressor name
-    version : int
-        Zarr version
-
-    Returns
-    -------
-    config : dict
-        Configuration
-    """
-    from upath import UPath
-    path = UPath(path)
-    if not path.protocol:
-        path = "file://" / path
-
-    # Format compressor
-    if version == 3 and compressor == "zlib":
-        compressor = "gzip"
-    if version == 2 and compressor == "gzip":
-        compressor = "zlib"
-    compressor_opt = compressor_opt or {}
-
-    # Prepare chunk size
-    if isinstance(chunk, int):
-        chunk = [chunk]
-    chunk = chunk[:1] * max(0, len(shape) - len(chunk)) + chunk
-
-    # Prepare shard size
-    if shard:
-        if shard == "auto":
-            shard = auto_shard_size(shape, dtype)
-        if isinstance(shard, int):
-            shard = [shard]
-        shard = shard[:1] * max(0, len(shape) - len(shard)) + shard
-
-        # Fix incompatibilities
-        shard, chunk = fix_shard_chunk(shard, chunk, shape)
-
-    # ------------------------------------------------------------------
-    #   Zarr 3
-    # ------------------------------------------------------------------
-    if version == 3:
-        if compressor and compressor != "raw":
-            compressor = [make_compressor_v3(compressor, **compressor_opt)]
-        else:
-            compressor = []
-
-        codec_little_endian = {"name": "bytes", "configuration": {"endian": "little"}}
-
-        if shard:
-            chunk_grid = {
-                "name": "regular",
-                "configuration": {"chunk_shape": shard},
-            }
-
-            sharding_codec = {
-                "name": "sharding_indexed",
-                "configuration": {
-                    "chunk_shape": chunk,
-                    "codecs": [
-                        codec_little_endian,
-                        *compressor,
-                    ],
-                    "index_codecs": [
-                        codec_little_endian,
-                        {"name": "crc32c"},
-                    ],
-                    "index_location": "end",
-                },
-            }
-            codecs = [sharding_codec]
-
-        else:
-            chunk_grid = {"name": "regular", "configuration": {"chunk_shape": chunk}}
-            codecs = [
-                codec_little_endian,
-                *compressor,
-            ]
-
-        metadata = {
-            "chunk_grid": chunk_grid,
-            "codecs": codecs,
-            "data_type": np.dtype(dtype).name,
-            "fill_value": 0,
-            "chunk_key_encoding": {
-                "name": "default",
-                "configuration": {"separator": r"/"},
-            },
-        }
-        config = {
-            "driver": "zarr3",
-            "metadata": metadata,
-        }
-
-    # ------------------------------------------------------------------
-    #   Zarr 2
-    # ------------------------------------------------------------------
-    else:
-        if compressor and compressor != "raw":
-            compressor = make_compressor_v2(compressor, **compressor_opt)
-        else:
-            compressor = None
-
-        metadata = {
-            "chunks": chunk,
-            "order": "F",
-            "dtype": np.dtype(dtype).str,
-            "fill_value": 0,
-            "compressor": compressor,
-        }
-        config = {
-            "driver": "zarr",
-            "metadata": metadata,
-            "key_encoding": r"/",
-        }
-
-    # Prepare store
-    config["metadata"]["shape"] = shape
-    config["kvstore"] = make_kvstore(path)
-
-    return config
-
-
-def _init_group(group_path: PathLike, version: int):
-    group_path.mkdir(parents=True, exist_ok=True)
-    if version == 3:
-        (group_path / 'zarr.json').write_text(
-            json.dumps({'zarr_format': 3, 'node_type': 'group'})
-        )
-    else:
-        (group_path / '.zgroup').write_text(
-            json.dumps({'zarr_format': 2})
-        )
-
-
-class ZarrTSGroup(ZarrGroup):
-
-    def __init__(self, store_path: Union[str, PathLike]):
-        super().__init__(store_path)
-        from upath import UPath
-        if not isinstance(store_path, UPath):
-            store_path = UPath(store_path)
-        self._path = store_path
-        metadata = _detect_metadata(store_path)
-        assert metadata is not None
-        assert metadata[0] == "group"
-        self._zarr_version = metadata[1]
-        self._zarr_config = None
-
-    @property
-    def zarr_version(self):
-        return self._zarr_version
-
-    @property
-    def attrs(self) -> Mapping[str, Any]:
-        return {}
-
-    def keys(self):
-        return (
-            sub_dir.name for sub_dir in self._path.iterdir()
-            if sub_dir.is_dir() and _detect_metadata(sub_dir)
-        )
-
-    def __getitem__(self, key) -> Union[ZarrTSArray, 'ZarrTSGroup']:
-        metadata = _detect_metadata(self._path / key)
-        if metadata is None:
-            raise KeyError(key)
-        if metadata[0] == "group":
-            return ZarrTSGroup(self._path / key)
-        if metadata[0] == "array":
-            return ZarrTSArray.open(self._path / key, metadata[1])
-
-    def __contains__(self, key) -> bool:
-        if not (self._path / key).exists():
-            return False
-        if _detect_metadata(self._path / key) is None:
-            return False
-        return True
-
-    def __delitem__(self, key):
-        if key in self:
-            (self._path / key).rmdir(recursive=True)
-
-    # def generate_pyramid(self, levels: int = -1, ndim: int = 3, mode: str = "median",
-    #                      no_pyramid_axis: Optional[int] = None) -> list[list[int]]:
-    #     pass
-
-    def create_array_from_base(self, name: str, shape: Tuple[int, ...],
-                               data: Optional[Any] = None, **kwargs) -> 'ZarrArray':
-        
-        spec = self['0']._ts.spec().to_json()
-        spec['metadata']['shape'] = shape
-        kvstore = make_kvstore(self._path / name)
-        spec['kvstore'] = kvstore
-        spec['delete_existing'] = True
-        spec['create'] = True
-        arr = ts.open(spec).result()
-        if data is not None:
-            arr[:] = data
-        return ZarrTSArray(arr)
-    
-
-    def create_array(self,
-                     name: str,
-                     shape: tuple,
-                     zarr_config: ZarrConfig = None,
-                     dtype: DTypeLike = np.int32,
-                     data=None,
-                     **kwargs
-                    ) -> zarr.Array:
-        if zarr_config is None:
-            conf = default_write_config(
-                self._path / name,
-                shape=shape,
-                dtype=dtype,
-                **kwargs
-            )
-        else:
-            compressor_opt = ast.literal_eval(zarr_config.compressor_opt)
-            conf = default_write_config(
-                self._path / name,
-                shape=shape,
-                dtype=dtype,
-                chunk=zarr_config.chunk,
-                shard=zarr_config.shard,
-                compressor=zarr_config.compressor,
-                # compressor_opt=,
-                version=zarr_config.zarr_version,
-            )
-        conf['delete_existing'] = True
-        conf['create'] = True
-        arr = ts.open(conf).result()
-        if data is not None:
-            arr[:] = data
-        return ZarrTSArray(arr)
-
-    def create_group(self, name: str, *, overwrite: bool = False,
-                     zarr_version: Literal[2, 3] = None) -> 'ZarrGroup':
-        if zarr_version is None:
-            zarr_version = self.zarr_version
-        if overwrite:
-            mode = 'w'
-        else:
-            mode = 'w-'
-        return self.open(self._path / name, mode=mode, zarr_version=zarr_version)
-
-    @classmethod
-    def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrGroup':
-        return cls.open(zarr_config.out, zarr_version=zarr_config.zarr_version)
-
-    @classmethod
-    def open(cls, path: Union[str, PathLike], mode="a", *,
-             zarr_version: Literal[2, 3] = 3) -> 'ZarrTSGroup':
-        """
-        Open a Zarr group from a path.
-        
-        Parameters
-        ----------
-        path : Union[str, PathLike]
-            Path to the Zarr group.
-        mode : str
-            Persistence mode:
-            'r' means read only (must exist);
-            'r+' means read/write (must exist);
-            'a' means read/write (create if doesn't exist);
-            'w' means create (overwrite if exists);
-            'w-' means create (fail if exists).
-        
-        Returns
-        -------
-        ZarrTSGroup
-            An instance of ZarrTSGroup.
-        """
-        p = UPath(path)
-
-        if mode in ['r', 'r+']:
-            if not p.exists() or not p.is_dir():
-                raise FileNotFoundError(f"Group path '{p}' does not exist")
-        elif mode == 'w-':
-            if p.exists():
-                raise FileExistsError(f"Group path '{p}' already exists")
-        elif mode == 'a':
-            if not p.exists():
-                _init_group(p, zarr_version)
-        elif mode == 'w':
-            if p.exists():
-                p.rmdir(recursive=True)
-            _init_group(p, zarr_version)
-        else:
-            raise ValueError(
-                f"Invalid mode '{mode}'. Use 'r', 'r+', 'a', 'w', or 'w-' ")
-
-        return cls(p)
-
-def open():
-    pass
-
-def open_group(backend=None):
-    pass
-
+try:
+    from .drivers.tensorstore import ZarrTSArray, ZarrTSGroup
+except ImportError:
+    warnings.warn("Tensorstore is not installed, driver disabled")
 
-def from_config(zarr_config: ZarrConfig) -> 'ZarrGroup':
-    """
-    Create a ZarrGroup from a ZarrConfig.
-    
-    Parameters
-    ----------
-    zarr_config : ZarrConfig
-        Configuration for the Zarr group.
-    
-    Returns
-    -------
-    ZarrGroup
-        An instance of ZarrGroup based on the configuration.
-    """
-    if zarr_config.driver == "zarr-python":
-        return ZarrPythonGroup.from_config(zarr_config)
-    elif zarr_config.driver == "tensorstore":
-        return ZarrTSGroup.from_config(zarr_config)
-    elif zarr_config.driver == "zarrita":
-        raise NotImplementedError(f"{zarr_config.driver} is not yet supported")
-    else:
-        raise NotImplementedError(f"Driver '{zarr_config.driver}' is not supported.")
+from .factory import open, open_group, from_config
diff --git a/linc_convert/utils/zarr/zarr_io/abc.py b/linc_convert/utils/zarr/zarr_io/abc.py
new file mode 100644
index 00000000..0f1e0061
--- /dev/null
+++ b/linc_convert/utils/zarr/zarr_io/abc.py
@@ -0,0 +1,215 @@
+from abc import ABC, abstractmethod, ABCMeta
+from os import PathLike
+from typing import Union, Tuple, Optional, Any, Literal
+
+import numpy as np
+import tqdm
+from dask import array as da
+from dask.diagnostics import ProgressBar
+
+from linc_convert.utils.zarr import ZarrConfig
+from linc_convert.utils.zarr.generate_pyramid import default_levels, next_level_shape, \
+    compute_next_level
+from linc_convert.utils.zarr.zarr_io import logger
+
+
+class ZarrNode(ABC):
+    """
+    Base class for any Zarr-like object (group or array).
+    """
+
+    def __init__(self, store_path: Union[str, PathLike]):
+        # record where on disk (or out‐of core store) this node lives
+        self._store_path = store_path
+
+    @property
+    def store_path(self) -> str:
+        return self._store_path
+
+    @property
+    @abstractmethod
+    def attrs(self):
+        """Access metadata/attributes for this node."""
+        ...
+
+    @property
+    @abstractmethod
+    def zarr_version(self) -> int:
+        """
+        Return the Zarr format version (e.g., 2 or 3).
+        """
+        ...
+
+
+class ZarrArray(ZarrNode):
+    """
+    Abstract interface for a Zarr array (n-dimensional data).
+    """
+
+    @property
+    @abstractmethod
+    def shape(self) -> Tuple[int, ...]:
+        """
+        Shape of the array.
+        """
+        ...
+
+    @property
+    @abstractmethod
+    def dtype(self) -> np.dtype:
+        """
+        Data type of the array.
+        """
+        ...
+
+    @property
+    @abstractmethod
+    def chunks(self) -> Tuple[int, ...]:
+        """
+        Chunk shape for the array.
+        """
+        ...
+
+    @property
+    @abstractmethod
+    def shards(self) -> Optional[Tuple[int, ...]]:
+        """
+        Shard shape, if supported; otherwise None.
+        """
+        ...
+
+    @property
+    @abstractmethod
+    def ndim(self) -> int:
+        ...
+
+    @abstractmethod
+    def __getitem__(self, key: Any) -> Any:
+        """
+        Read data from the array.
+        """
+        ...
+
+    @abstractmethod
+    def __setitem__(self, key: Any, value: Any) -> None:
+        """
+        Write data to the array.
+        """
+        ...
+
+
+class ZarrGroup(ZarrNode, metaclass=ABCMeta):
+    """
+    Abstract interface for a Zarr group (container of arrays and/or subgroups).
+    """
+
+    @classmethod
+    @abstractmethod
+    def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrGroup':
+        ...
+
+    @abstractmethod
+    def __getitem__(self, name: str) -> ZarrNode:
+        """
+        Get a subgroup or array by name within this group.
+        """
+        ...
+
+    @abstractmethod
+    def __delitem__(self, key):
+        ...
+
+    @abstractmethod
+    def create_group(self, name: str, overwrite: bool = False) -> 'ZarrGroup':
+        """
+        Create or open a subgroup within this group.
+        """
+        ...
+
+    @abstractmethod
+    def create_array(
+            self,
+            name: str,
+            shape: Tuple[int, ...],
+            **kwargs
+    ) -> 'ZarrArray':
+        """
+        Create a new array within this group.
+        """
+        ...
+
+    @abstractmethod
+    def create_array_from_base(
+            self,
+            name: str,
+            shape: Tuple[int, ...],
+            data: Optional[Any] = None,
+            **kwargs
+    ) -> 'ZarrArray':
+        """
+        Create a new array using metadata of an existing base-level array.
+        """
+        ...
+
+    def generate_pyramid(
+            self,
+            levels: int = -1,
+            ndim: int = 3,
+            mode: Literal["mean", "median"] = "median",
+            no_pyramid_axis: Optional[int] = None,
+    ) -> list[list[int]]:
+        """
+        Generate the levels of a pyramid in an existing Zarr.
+
+        Parameters
+        ----------
+        omz : zarr.Group
+            Zarr group object
+        levels : int
+            Number of additional levels to generate.
+            By default, stop when all dimensions are smaller than their
+            corresponding chunk size.
+        ndim : int
+            Number of spatial dimensions.
+        mode : {"mean", "median"}
+            Whether to use a mean or median moving window.
+        no_pyramid_axis : int | None
+            Axis that should not be downsampled. If None, downsample
+            across all three dimensions.
+        Returns
+        -------
+        shapes : list[list[int]]
+            Shapes of all levels, from finest to coarsest, including the
+            existing top level.
+        """
+
+        base_level = self['0']
+        base_shape = list(base_level.shape)
+        chunk_size = base_level.chunks
+
+        window_func = {"median": da.median, "mean": da.mean}[mode]
+
+        batch_shape, spatial_shape = base_shape[:-ndim], base_shape[-ndim:]
+        all_shapes = [spatial_shape]
+
+        if levels == -1:
+            levels = default_levels(spatial_shape, chunk_size[-ndim:], no_pyramid_axis)
+
+        for lvl in tqdm.tqdm(range(1, levels + 1)):
+            prev_shape = spatial_shape
+            spatial_shape = next_level_shape(prev_shape, no_pyramid_axis)
+            all_shapes.append(spatial_shape)
+            logger.info(f"Compute level {lvl} with shape {spatial_shape}")
+            arr = self.create_array_from_base(
+                str(lvl), shape=batch_shape + spatial_shape)
+            # dat = da.from_zarr(self[str(lvl - 1)]._array)
+            dat = da.from_array(self[str(lvl - 1)], chunks=self[str(lvl - 1)].chunks)
+            dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
+            if arr.shards:
+                dat = dat.rechunk(arr.shards)
+            else:
+                dat = dat.rechunk(arr.chunks)
+            dat = dat.persist()
+            with ProgressBar():
+                dat.store(arr)
+        return all_shapes
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
new file mode 100644
index 00000000..99fdf1e8
--- /dev/null
+++ b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
@@ -0,0 +1,444 @@
+import ast
+import json
+import os
+from os import PathLike
+from typing import Optional, Tuple, Literal, Union, Mapping, Any
+
+import numpy as np
+from numpy._typing import DTypeLike
+from upath import UPath
+import zarr
+
+import tensorstore as ts
+from linc_convert.utils.zarr import ZarrConfig
+from linc_convert.utils.zarr._zarr import make_kvstore, auto_shard_size, \
+    fix_shard_chunk, make_compressor_v3, make_compressor_v2
+from linc_convert.utils.zarr.zarr_io.abc import ZarrArray, ZarrGroup
+
+
+class ZarrTSArray(ZarrArray):
+    def __init__(self, ts: ts.TensorStore):
+        super().__init__(ts.kvstore.path)
+        self._ts = ts
+
+    @property
+    def shape(self):
+        return self._ts.shape
+
+    @property
+    def ndim(self):
+        return self._ts.ndim
+
+    @property
+    def dtype(self):
+        return self._ts.dtype.numpy_dtype
+
+    @property
+    def chunks(self):
+        return self._ts.chunk_layout.read_chunk.shape
+
+    @property
+    def shards(self) -> Optional[Tuple[int, ...]]:
+        if self._ts.chunk_layout.read_chunk.shape == self._ts.chunk_layout.write_chunk.shape:
+            return None
+        else:
+            return self._ts.chunk_layout.write_chunk.shape
+
+    @property
+    def zarr_version(self) -> int:
+        driver_map = {"zarr3": 3, "zarr": 2}
+        return driver_map[self._ts.schema.codec.to_json()['driver']]
+
+    def __getitem__(self, idx):
+        return self._ts[idx].read().result()
+
+    def __setitem__(self, idx, val):
+        self._ts[idx] = val
+
+    @property
+    def attrs(self):
+        return {}
+
+    @classmethod
+    def open(cls, path: PathLike, zarr_version: Literal[2, 3] = 3):
+
+        conf = {
+            "kvstore": make_kvstore(path),
+            "driver": "zarr3" if zarr_version == 3 else "zarr",
+            "open": True,
+            "create": False,
+            "delete_existing": False,
+        }
+        return cls(ts.open(conf).result())
+
+
+def _is_array(path):
+    zarr2_array_file = path / ".zarray"
+    if zarr2_array_file.is_file():
+        content = zarr2_array_file.read_text()
+        content = json.loads(content)
+        assert content["zarr_format"] == 2
+        return True
+    zarr3_array_file = path / "zarr.json"
+    if zarr3_array_file.is_file():
+        content = zarr3_array_file.read_text()
+        content = json.loads(content)
+        assert content["zarr_format"] == 3
+        if content.get("node_type", None) == "array":
+            return True
+    return False
+
+
+def _is_group(path):
+    zarr2_group_file = path / ".zgroup"
+    if zarr2_group_file.is_file():
+        content = zarr2_group_file.read_text()
+        content = json.loads(content)
+        assert content["zarr_format"] == 2
+        return True
+    zarr3_group_file = path / "zarr.json"
+    if zarr3_group_file.is_file():
+        content = zarr3_group_file.read_text()
+        content = json.loads(content)
+        assert content["zarr_format"] == 3
+        if content.get("node_type", None) == "group":
+            return True
+    return False
+
+
+def _detect_metadata(path: PathLike) -> Optional[Tuple[str, int]]:
+    """
+    Look for Zarr metadata files in `path` and return (node_type, version).
+    Checks zarr.json (v3), then .zarray/.zgroup (v2).
+    """
+    # Zarr v3
+    z3 = path / 'zarr.json'
+    if z3.is_file():
+        try:
+            meta = json.loads(z3.read_text())
+            fmt = meta.get('zarr_format')
+            if fmt == 3:
+                node = meta.get('node_type', 'array')
+                if node in ('array', 'group'):
+                    return node, 3
+        except json.JSONDecodeError:
+            pass
+    # Zarr v2
+    for fname, ntype in (('.zarray', 'array'), ('.zgroup', 'group')):
+        f = path / fname
+        if f.is_file():
+            try:
+                meta = json.loads(f.read_text())
+                if meta.get('zarr_format') == 2:
+                    return ntype, 2
+            except json.JSONDecodeError:
+                pass
+    return None
+
+
+def default_write_config(
+        path: os.PathLike | str,
+        shape: list[int],
+        dtype: np.dtype | str,
+        chunk: list[int] = [32],
+        shard: list[int] | Literal["auto"] | None = None,
+        compressor: str = "blosc",
+        compressor_opt: dict | None = None,
+        version: int = 3,
+) -> dict:
+    """
+    Generate a default TensorStore configuration.
+
+    Parameters
+    ----------
+    chunk : list[int]
+        Chunk size.
+    shard : list[int], optional
+        Shard size. No sharding if `None`.
+    compressor : str
+        Compressor name
+    version : int
+        Zarr version
+
+    Returns
+    -------
+    config : dict
+        Configuration
+    """
+    from upath import UPath
+    path = UPath(path)
+    if not path.protocol:
+        path = "file://" / path
+
+    # Format compressor
+    if version == 3 and compressor == "zlib":
+        compressor = "gzip"
+    if version == 2 and compressor == "gzip":
+        compressor = "zlib"
+    compressor_opt = compressor_opt or {}
+
+    # Prepare chunk size
+    if isinstance(chunk, int):
+        chunk = [chunk]
+    chunk = chunk[:1] * max(0, len(shape) - len(chunk)) + chunk
+
+    # Prepare shard size
+    if shard:
+        if shard == "auto":
+            shard = auto_shard_size(shape, dtype)
+        if isinstance(shard, int):
+            shard = [shard]
+        shard = shard[:1] * max(0, len(shape) - len(shard)) + shard
+
+        # Fix incompatibilities
+        shard, chunk = fix_shard_chunk(shard, chunk, shape)
+
+    # ------------------------------------------------------------------
+    #   Zarr 3
+    # ------------------------------------------------------------------
+    if version == 3:
+        if compressor and compressor != "raw":
+            compressor = [make_compressor_v3(compressor, **compressor_opt)]
+        else:
+            compressor = []
+
+        codec_little_endian = {"name": "bytes", "configuration": {"endian": "little"}}
+
+        if shard:
+            chunk_grid = {
+                "name": "regular",
+                "configuration": {"chunk_shape": shard},
+            }
+
+            sharding_codec = {
+                "name": "sharding_indexed",
+                "configuration": {
+                    "chunk_shape": chunk,
+                    "codecs": [
+                        codec_little_endian,
+                        *compressor,
+                    ],
+                    "index_codecs": [
+                        codec_little_endian,
+                        {"name": "crc32c"},
+                    ],
+                    "index_location": "end",
+                },
+            }
+            codecs = [sharding_codec]
+
+        else:
+            chunk_grid = {"name": "regular", "configuration": {"chunk_shape": chunk}}
+            codecs = [
+                codec_little_endian,
+                *compressor,
+            ]
+
+        metadata = {
+            "chunk_grid": chunk_grid,
+            "codecs": codecs,
+            "data_type": np.dtype(dtype).name,
+            "fill_value": 0,
+            "chunk_key_encoding": {
+                "name": "default",
+                "configuration": {"separator": r"/"},
+            },
+        }
+        config = {
+            "driver": "zarr3",
+            "metadata": metadata,
+        }
+
+    # ------------------------------------------------------------------
+    #   Zarr 2
+    # ------------------------------------------------------------------
+    else:
+        if compressor and compressor != "raw":
+            compressor = make_compressor_v2(compressor, **compressor_opt)
+        else:
+            compressor = None
+
+        metadata = {
+            "chunks": chunk,
+            "order": "F",
+            "dtype": np.dtype(dtype).str,
+            "fill_value": 0,
+            "compressor": compressor,
+        }
+        config = {
+            "driver": "zarr",
+            "metadata": metadata,
+            "key_encoding": r"/",
+        }
+
+    # Prepare store
+    config["metadata"]["shape"] = shape
+    config["kvstore"] = make_kvstore(path)
+
+    return config
+
+
+def _init_group(group_path: PathLike, version: int):
+    group_path.mkdir(parents=True, exist_ok=True)
+    if version == 3:
+        (group_path / 'zarr.json').write_text(
+            json.dumps({'zarr_format': 3, 'node_type': 'group'})
+        )
+    else:
+        (group_path / '.zgroup').write_text(
+            json.dumps({'zarr_format': 2})
+        )
+
+
+class ZarrTSGroup(ZarrGroup):
+    def __init__(self, store_path: Union[str, PathLike]):
+        super().__init__(store_path)
+        from upath import UPath
+        if not isinstance(store_path, UPath):
+            store_path = UPath(store_path)
+        self._path = store_path
+        metadata = _detect_metadata(store_path)
+        assert metadata is not None
+        assert metadata[0] == "group"
+        self._zarr_version = metadata[1]
+        self._zarr_config = None
+
+    @property
+    def zarr_version(self):
+        return self._zarr_version
+
+    @property
+    def attrs(self) -> Mapping[str, Any]:
+        return {}
+
+    def keys(self):
+        return (
+            sub_dir.name for sub_dir in self._path.iterdir()
+            if sub_dir.is_dir() and _detect_metadata(sub_dir)
+        )
+
+    def __getitem__(self, key) -> Union[ZarrTSArray, 'ZarrTSGroup']:
+        metadata = _detect_metadata(self._path / key)
+        if metadata is None:
+            raise KeyError(key)
+        if metadata[0] == "group":
+            return ZarrTSGroup(self._path / key)
+        if metadata[0] == "array":
+            return ZarrTSArray.open(self._path / key, metadata[1])
+
+    def __contains__(self, key) -> bool:
+        if not (self._path / key).exists():
+            return False
+        if _detect_metadata(self._path / key) is None:
+            return False
+        return True
+
+    def __delitem__(self, key):
+        if key in self:
+            (self._path / key).rmdir(recursive=True)
+
+    def create_array_from_base(self, name: str, shape: Tuple[int, ...],
+                               data: Optional[Any] = None, **kwargs) -> 'ZarrArray':
+
+        spec = self['0']._ts.spec().to_json()
+        spec['metadata']['shape'] = shape
+        kvstore = make_kvstore(self._path / name)
+        spec['kvstore'] = kvstore
+        spec['delete_existing'] = True
+        spec['create'] = True
+        arr = ts.open(spec).result()
+        if data is not None:
+            arr[:] = data
+        return ZarrTSArray(arr)
+
+    def create_array(self,
+                     name: str,
+                     shape: tuple,
+                     zarr_config: ZarrConfig = None,
+                     dtype: DTypeLike = np.int32,
+                     data=None,
+                     **kwargs
+                     ) -> zarr.Array:
+        if zarr_config is None:
+            conf = default_write_config(
+                self._path / name,
+                shape=shape,
+                dtype=dtype,
+                **kwargs
+            )
+        else:
+            compressor_opt = ast.literal_eval(zarr_config.compressor_opt)
+            conf = default_write_config(
+                self._path / name,
+                shape=shape,
+                dtype=dtype,
+                chunk=zarr_config.chunk,
+                shard=zarr_config.shard,
+                compressor=zarr_config.compressor,
+                # compressor_opt=,
+                version=zarr_config.zarr_version,
+            )
+        conf['delete_existing'] = True
+        conf['create'] = True
+        arr = ts.open(conf).result()
+        if data is not None:
+            arr[:] = data
+        return ZarrTSArray(arr)
+
+    def create_group(self, name: str, *, overwrite: bool = False,
+                     zarr_version: Literal[2, 3] = None) -> 'ZarrGroup':
+        if zarr_version is None:
+            zarr_version = self.zarr_version
+        if overwrite:
+            mode = 'w'
+        else:
+            mode = 'w-'
+        return self.open(self._path / name, mode=mode, zarr_version=zarr_version)
+
+    @classmethod
+    def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrGroup':
+        return cls.open(zarr_config.out, zarr_version=zarr_config.zarr_version)
+
+    @classmethod
+    def open(cls, path: Union[str, PathLike], mode="a", *,
+             zarr_version: Literal[2, 3] = 3) -> 'ZarrTSGroup':
+        """
+        Open a Zarr group from a path.
+
+        Parameters
+        ----------
+        path : Union[str, PathLike]
+            Path to the Zarr group.
+        mode : str
+            Persistence mode:
+            'r' means read only (must exist);
+            'r+' means read/write (must exist);
+            'a' means read/write (create if doesn't exist);
+            'w' means create (overwrite if exists);
+            'w-' means create (fail if exists).
+
+        Returns
+        -------
+        ZarrTSGroup
+            An instance of ZarrTSGroup.
+        """
+        p = UPath(path)
+
+        if mode in ['r', 'r+']:
+            if not p.exists() or not p.is_dir():
+                raise FileNotFoundError(f"Group path '{p}' does not exist")
+        elif mode == 'w-':
+            if p.exists():
+                raise FileExistsError(f"Group path '{p}' already exists")
+        elif mode == 'a':
+            if not p.exists():
+                _init_group(p, zarr_version)
+        elif mode == 'w':
+            if p.exists():
+                p.rmdir(recursive=True)
+            _init_group(p, zarr_version)
+        else:
+            raise ValueError(
+                f"Invalid mode '{mode}'. Use 'r', 'r+', 'a', 'w', or 'w-' ")
+
+        return cls(p)
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py b/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
new file mode 100644
index 00000000..fc1f6f29
--- /dev/null
+++ b/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
@@ -0,0 +1,192 @@
+import ast
+from typing import Iterator, Union, Literal
+
+import numpy as np
+import zarr
+from numpy._typing import DTypeLike
+
+from linc_convert.utils.zarr import ZarrConfig, make_compressor
+from linc_convert.utils.zarr.create_array import compute_zarr_layout, \
+    dimension_separator_to_chunk_key_encoding
+from linc_convert.utils.zarr.zarr_io.abc import ZarrArray, ZarrGroup
+
+
+class ZarrPythonArray(ZarrArray):
+    def __init__(self, array: zarr.Array):
+        super().__init__(str(array.store_path))
+        self._array = array
+
+    @property
+    def attrs(self):
+        return self._array.attrs
+
+    @property
+    def shape(self) -> tuple[int, ...]:
+        return self._array.shape
+
+    @property
+    def dtype(self) -> np.dtype:
+        return self._array.dtype
+
+    @property
+    def chunks(self) -> tuple:
+        return self._array.chunks
+
+    @property
+    def shards(self) -> tuple:
+        return self._array.shards
+
+    @property
+    def zarr_version(self) -> int:
+        return self._array.metadata.zarr_format
+
+    @property
+    def ndim(self) -> int:
+        return self._array.ndim
+
+    def __setitem__(self, key, value):
+        self._array[key] = value
+
+    def __getitem__(self, item):
+        return self._array[item]
+
+    def __getattr__(self, name):
+        if name == "_array":
+            return self._array
+        if hasattr(self._array, name):
+            return getattr(self._array, name)
+        else:
+            raise AttributeError(
+                f"'{self.__class__.__name__}' object has no attribute '{name}'")
+
+
+class ZarrPythonGroup(ZarrGroup):
+    @classmethod
+    def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrPythonGroup':
+        store = zarr.storage.LocalStore(zarr_config.out)
+        return cls(zarr.group(store=store,
+                              # TODO: figure out overwrite
+                              # overwrite=overwrite,
+                              zarr_format=zarr_config.zarr_version))
+
+    def __init__(self, zarr_group: zarr.Group):
+        super().__init__(str(zarr_group.store_path))
+        self._zgroup = zarr_group
+
+    def create_group(self, *args, **kwargs):
+        """
+        Create a new subgroup in the group.
+        """
+        return ZarrPythonGroup(self._zgroup.create_group(*args, **kwargs))
+
+    def keys(self):
+        yield from self._zgroup.keys()
+
+    @property
+    def attrs(self):
+        return self._zgroup.attrs
+
+    def __iter__(self) -> Iterator[str]:
+        yield from self.keys()
+
+    def __getitem__(self, key) -> Union[ZarrPythonArray, 'ZarrPythonGroup']:
+        if key not in self._zgroup:
+            raise KeyError(f"Key '{key}' not found in group '{self.path}'")
+
+        item = self._zgroup[key]
+        if isinstance(item, zarr.Group):
+            return ZarrPythonGroup(item)
+        elif isinstance(item, zarr.Array):
+            return ZarrPythonArray(item)
+        else:
+            raise TypeError(f"Unsupported item type: {type(item)}")
+
+    def __getattr__(self, name):
+        return getattr(self._zgroup, name)
+
+    def create_array(self,
+                     name: str,
+                     shape: tuple,
+                     zarr_config: ZarrConfig = None,
+                     dtype: DTypeLike = np.int32,
+                     data=None,
+                     **kwargs
+                     ) -> zarr.Array:
+        if zarr_config is None:
+            arr = self._zgroup.create_array(name, shape, dtype, **kwargs)
+            if data is not None:
+                arr[:] = data
+            return ZarrPythonArray(arr)
+
+        compressor = zarr_config.compressor
+        compressor_opt = zarr_config.compressor_opt
+        chunk, shard = compute_zarr_layout(shape, dtype, zarr_config)
+
+        if isinstance(compressor_opt, str):
+            compressor_opt = ast.literal_eval(compressor_opt)
+
+        opt = {
+            "chunks": chunk,
+            "shards": shard,
+            "order": zarr_config.order,
+            "dtype": np.dtype(dtype).str,
+            "fill_value": None,
+            "compressors": make_compressor(compressor, zarr_config.zarr_version,
+                                           **compressor_opt),
+        }
+
+        chunk_key_encoding = dimension_separator_to_chunk_key_encoding(
+            zarr_config.dimension_separator, zarr_config.zarr_version)
+        if chunk_key_encoding:
+            opt["chunk_key_encoding"] = chunk_key_encoding
+        arr = self._zgroup.create_array(name=name,
+                                        shape=shape,
+                                        **opt)
+        if data:
+            arr[:] = data
+        return ZarrPythonArray(arr)
+
+    def create_array_from_base(self, name: str, shape: tuple, data=None,
+                               **kwargs) -> 'ZarrPythonArray':
+        """
+        Create a new array using the properties from a base_level object.
+        """
+        base_level = self['0']
+        opts = dict(
+            dtype=base_level.dtype,
+            chunks=base_level.chunks,
+            shards=getattr(base_level, "shards", None),
+            filters=getattr(base_level._array, "filters", None),
+            compressors=getattr(base_level._array, "compressors", None),
+            fill_value=getattr(base_level._array, "fill_value", None),
+            order=getattr(base_level._array, "order", None),
+            attributes=getattr(getattr(base_level._array, "metadata", None),
+                               "attributes", None),
+            overwrite=True,
+        )
+        # Handle extra options based on metadata type
+        meta = getattr(base_level, "metadata", None)
+        if meta is not None:
+            if hasattr(meta, "dimension_separator"):
+                opts["chunk_key_encoding"] = dimension_separator_to_chunk_key_encoding(
+                    meta.dimension_separator, 2)
+            if hasattr(meta, "chunk_key_encoding"):
+                opts["chunk_key_encoding"] = getattr(meta, "chunk_key_encoding", None)
+            if hasattr(base_level, "serializer"):
+                opts["serializer"] = getattr(base_level, "serializer", None)
+            if hasattr(meta, "dimension_names"):
+                opts["dimension_names"] = getattr(meta, "dimension_names", None)
+        # Remove None values
+        opts = {k: v for k, v in opts.items() if v is not None}
+        opts.update(kwargs)
+        arr = self._zgroup.create_array(name=name, shape=shape, **opts)
+        if data is not None:
+            arr[:] = data
+        return ZarrPythonArray(arr)
+
+    @property
+    def zarr_version(self) -> Literal[2, 3]:
+        return self._zgroup.metadata.zarr_format
+
+    def __delitem__(self, key):
+        del self._zgroup[key]
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/zarrita.py b/linc_convert/utils/zarr/zarr_io/drivers/zarrita.py
new file mode 100644
index 00000000..e69de29b
diff --git a/linc_convert/utils/zarr/zarr_io/factory.py b/linc_convert/utils/zarr/zarr_io/factory.py
new file mode 100644
index 00000000..a75590ec
--- /dev/null
+++ b/linc_convert/utils/zarr/zarr_io/factory.py
@@ -0,0 +1,53 @@
+from typing import Literal
+
+from linc_convert.utils.zarr import ZarrConfig
+from linc_convert.utils.zarr.zarr_io.abc import ZarrGroup
+from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import ZarrPythonArray, \
+    ZarrPythonGroup
+
+_DRIVER_ARRAY = {
+    "zarr-python": ZarrPythonArray
+}
+_DRIVER_GROUP = {
+    "zarr-python": ZarrPythonGroup
+}
+
+try:
+    from linc_convert.utils.zarr.zarr_io.drivers.tensorstore import ZarrTSArray, \
+        ZarrTSGroup
+
+    _DRIVER_ARRAY["tensorstore"] = ZarrTSArray
+    _DRIVER_GROUP["tensorstore"] = ZarrTSGroup
+except ImportError:
+    pass
+
+
+def open(
+        driver: Literal["zarr-python", "tensorstore", "zarrita"] = "zarr-python"):
+    raise NotImplementedError
+    pass
+
+
+def open_group(
+        driver: Literal["zarr-python", "tensorstore", "zarrita"] = "zarr-python"):
+    raise NotImplementedError
+    pass
+
+
+def from_config(zarr_config: ZarrConfig) -> ZarrGroup:
+    """
+    Create a ZarrGroup from a ZarrConfig.
+
+    Parameters
+    ----------
+    zarr_config : ZarrConfig
+        Configuration for the Zarr group.
+
+    Returns
+    -------
+    ZarrGroup
+        An instance of ZarrGroup based on the configuration.
+    """
+    if zarr_config.driver not in _DRIVER_GROUP:
+        raise ValueError(f"{zarr_config.driver} is not supported.")
+    return _DRIVER_GROUP[zarr_config.driver].from_config(zarr_config)

From 8c3515424185585fd68782a2cb063f20ffe3d89c Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 26 Jun 2025 10:43:40 -0400
Subject: [PATCH 063/157] update dependencies

---
 pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/pyproject.toml b/pyproject.toml
index 694d834a..c02dc33c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -38,6 +38,7 @@ tifffile = { version = "*", optional = true }
 h5py = { version = "*", optional = true }
 scipy = { version = "*", optional = true }
 wkw = { version = "*", optional = true }
+tensorstore = { version = "*", optional = true }
 
 [tool.poetry.extras]
 df = ["glymur"]

From fc05df09899bbf2eaeb4af131ec00114eea923bf Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 26 Jun 2025 11:58:32 -0400
Subject: [PATCH 064/157] test: update testing util

---
 tests/test_oct.py           |  10 ++--
 tests/utils/compare_file.py | 100 ++++++++++++++++++++++++++++--------
 2 files changed, 83 insertions(+), 27 deletions(-)

diff --git a/tests/test_oct.py b/tests/test_oct.py
index 3f6604dd..4f1777df 100644
--- a/tests/test_oct.py
+++ b/tests/test_oct.py
@@ -10,7 +10,7 @@
 from scipy.io import savemat
 
 from linc_convert.modalities.psoct import single_volume, multi_slice
-from utils.compare_file import _cmp_zarr_archives
+from utils.compare_file import _cmp_zarr_archives, assert_zarr_equal
 
 
 # def test_oct(tmp_path):
@@ -51,7 +51,7 @@ def test_oct_single_volume(tmp_path):
     single_volume.convert(input_path, out=str(output_path), key="volume",
                           zarr_version=2, overwrite=True, chunk=(64,), driver = "tensorstore")
 
-    assert _cmp_zarr_archives(str(output_path), zarr.storage.ZipStore(
+    assert_zarr_equal(str(output_path), zarr.storage.ZipStore(
         "data/oct_single_volume_zarr2.nii.zarr.zip", mode="r"))
 
 
@@ -62,7 +62,7 @@ def test_oct_single_volume_zarr3(tmp_path):
     single_volume.convert(input_path, out=str(output_path), key="volume",
                           zarr_version=3, overwrite=True, chunk=(64,), driver = "tensorstore")
 
-    assert _cmp_zarr_archives(str(output_path), zarr.storage.ZipStore(
+    assert_zarr_equal(str(output_path), zarr.storage.ZipStore(
         "data/oct_single_volume_zarr3.nii.zarr.zip", mode="r"))
 
 
@@ -108,7 +108,7 @@ def test_oct_multi_slices(tmp_path):
     multi_slice.convert(input_path, out=str(output_path), zarr_version=2,
                         overwrite=True, chunk=(64,), driver = "tensorstore")
 
-    assert _cmp_zarr_archives(str(output_path), zarr.storage.ZipStore(
+    assert_zarr_equal(str(output_path), zarr.storage.ZipStore(
         "data/oct_multi_slice_zarr2.nii.zarr.zip", mode="r"))
 
 
@@ -120,7 +120,7 @@ def test_oct_multi_slices_zarr3(tmp_path):
     multi_slice.convert(input_path, out=str(output_path), zarr_version=3,
                         overwrite=True, chunk=(64,), driver = "tensorstore")
 
-    assert _cmp_zarr_archives(str(output_path), zarr.storage.ZipStore(
+    assert_zarr_equal(str(output_path), zarr.storage.ZipStore(
         "data/oct_multi_slice_zarr3.nii.zarr.zip", mode="r"))
 
 
diff --git a/tests/utils/compare_file.py b/tests/utils/compare_file.py
index 792c3283..1c35725c 100644
--- a/tests/utils/compare_file.py
+++ b/tests/utils/compare_file.py
@@ -1,6 +1,7 @@
 import argparse
 import os
 import sys
+from typing import Union
 
 import numpy as np
 import zarr
@@ -34,7 +35,8 @@ def load_file(path):
         # Extract variable array from mat dict (ignoring metadata keys)
         keys = [k for k in mat.keys() if not k.startswith('__')]
         if len(keys) != 1:
-            print(f"Error: Expected one variable in the MAT file, found {len(keys)}: {keys}")
+            print(
+                f"Error: Expected one variable in the MAT file, found {len(keys)}: {keys}")
             sys.exit(1)
         return mat[keys[0]]
 
@@ -52,26 +54,6 @@ def load_file(path):
     sys.exit(1)
 
 
-def main():
-    parser = argparse.ArgumentParser(description='Compare arrays in two files.')
-    parser.add_argument('file1', help='First file (.nii, .nii.gz, .mat, .zarr)')
-    parser.add_argument('file2', help='Second file (.nii, .nii.gz, .mat, .zarr)')
-    args = parser.parse_args()
-
-    a = load_file(args.file1)
-    b = load_file(args.file2)
-    try:
-        np.testing.assert_array_almost_equal(a, b, decimal=4)
-        print("Arrays are almost equal up to 6 decimal places.")
-    except AssertionError as e:
-        print("Arrays differ:")
-        print(e)
-
-
-if __name__ == '__main__':
-    main()
-
-
 def _cmp_zarr_archives(path1: str, path2: str) -> bool:
     """
     Compare two Zarr archives to check if they contain the same data.
@@ -85,7 +67,6 @@ def _cmp_zarr_archives(path1: str, path2: str) -> bool:
     -------
     - bool: True if both archives contain the same data, False otherwise.
     """
-    # Open both Zarr groups
     zarr1 = zarr.open(path1, mode="r")
     zarr2 = zarr.open(path2, mode="r")
 
@@ -110,3 +91,78 @@ def _cmp_zarr_archives(path1: str, path2: str) -> bool:
     # If all checks pass
     print("The Zarr archives are identical.")
     return True
+
+
+def assert_zarr_equal(
+        store1: Union[str, zarr.storage.StoreLike],
+        store2: Union[str, zarr.storage.StoreLike]) -> None:
+    """
+    Assert that two Zarr groups—opened from either a path or a store—have identical contents.
+
+    Parameters
+    ----------
+    store1 : StoreLike
+        A filesystem path (str) or a Zarr store/mapping pointing to the first group.
+    store2 : StoreLike
+        A filesystem path (str) or a Zarr store/mapping pointing to the second group.
+
+    Returns
+    -------
+    None
+    """
+    zarr1 = zarr.open(store1, mode="r")
+    zarr2 = zarr.open(store2, mode="r")
+    diffs = []
+
+    if dict(zarr1.attrs) != dict(zarr2.attrs):
+        diffs.append(
+            f"Group attrs differ:\n ‣ {dict(zarr1.attrs)}\n ‣ {dict(zarr2.attrs)}")
+    if set(zarr1.keys()) != set(zarr2.keys()):
+        diffs.append(
+            f"Group keys differ:\n ‣ {set(zarr1.keys())}\n ‣ {set(zarr2.keys())}")
+
+    keys = set(zarr1.keys()).intersection(set(zarr2.keys()))
+    for key in keys:
+        obj1 = zarr1[key]
+        obj2 = zarr2[key]
+        if dict(obj1.attrs) != dict(obj2.attrs):
+            diffs.append(
+                f"Attributes for key '{key}' differ:\n ‣ {dict(obj1.attrs)}\n ‣ {dict(obj2.attrs)}")
+        if isinstance(obj1, zarr.Array) ^ isinstance(obj2, zarr.Array):
+            diffs.append(f"Key '{key}' is an array in one group but not the other.")
+            continue
+        elif isinstance(obj1, zarr.Array):
+            try:
+                np.testing.assert_array_equal(obj1[:], obj2[:])
+            except AssertionError as e:
+                diffs.append(f"Array '{key}' differs:\n ‣ {e}")
+        elif isinstance(obj1, zarr.Group):
+            try:
+                np.testing.assert_allclose(obj1, obj2)
+            except AssertionError as e:
+                diffs.append(f"Group '{key}' differs:\n ‣ {e}")
+        else:
+            diffs.append(f"Key '{key}' is neither an array nor a group in both stores.")
+
+    if diffs:
+        raise AssertionError("\n".join(diffs))
+
+
+def main():
+    parser = argparse.ArgumentParser(description='Compare arrays in two files.')
+    parser.add_argument('file1', help='First file (.nii, .nii.gz, .mat, .zarr)')
+    parser.add_argument('file2', help='Second file (.nii, .nii.gz, .mat, .zarr)')
+    args = parser.parse_args()
+
+    a = load_file(args.file1)
+    b = load_file(args.file2)
+    try:
+        np.testing.assert_array_almost_equal(a, b, decimal=4)
+        print("Arrays are almost equal up to 6 decimal places.")
+    except AssertionError as e:
+        print("Arrays differ:")
+        print(e)
+
+
+if __name__ == '__main__':
+    main()

From 1f03f2445f8ae2d29ce5946b07995440fec07ae3 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 26 Jun 2025 13:26:32 -0400
Subject: [PATCH 065/157] refactor

---
 linc_convert/utils/zarr/_zarr.py              | 329 ------------
 linc_convert/utils/zarr/generate_pyramid.py   |  11 +-
 .../utils/zarr/zarr_io/drivers/tensorstore.py | 494 ++++++++++++------
 3 files changed, 341 insertions(+), 493 deletions(-)
 delete mode 100644 linc_convert/utils/zarr/_zarr.py

diff --git a/linc_convert/utils/zarr/_zarr.py b/linc_convert/utils/zarr/_zarr.py
deleted file mode 100644
index 1700c9dd..00000000
--- a/linc_convert/utils/zarr/_zarr.py
+++ /dev/null
@@ -1,329 +0,0 @@
-"""Zarr utilities."""
-
-# stdlib
-import itertools
-import json
-import math
-import os
-from typing import Literal
-from urllib.parse import urlparse
-
-# externals
-import nibabel as nib
-import numcodecs
-import numcodecs.abc
-import numpy as np
-import tensorstore as ts
-from upath import UPath
-
-from linc_convert.utils.math import ceildiv
-
-
-def make_compressor(name: str, **prm: dict) -> numcodecs.abc.Codec:
-    """Build compressor object from name and options."""
-    # TODO: we should use `numcodecs.get_codec` instead`
-    if not isinstance(name, str):
-        return name
-    name = name.lower()
-    if name == "blosc":
-        Compressor = numcodecs.Blosc
-    elif name == "zlib":
-        Compressor = numcodecs.Zlib
-    else:
-        raise ValueError("Unknown compressor", name)
-    return Compressor(**prm)
-
-
-def make_compressor_v2(name: str | None, **prm: dict) -> dict:
-    """Build compressor dictionary for Zarr v2."""
-    name = name.lower()
-    if name not in ("blosc", "zlib", "bz2", "zstd"):
-        raise ValueError("Unknown compressor", name)
-    return {"id": name, **prm}
-
-
-def make_compressor_v3(name: str | None, **prm: dict) -> dict:
-    """Build compressor dictionary for Zarr v3."""
-    name = name.lower()
-    if name not in ("blosc", "gzip", "zstd"):
-        raise ValueError("Unknown compressor", name)
-    return {"name": name, "configuration": prm}
-
-
-def make_kvstore(path: str | os.PathLike) -> dict:
-    """Transform a URI into a kvstore JSON object."""
-    path = UPath(path)
-    if path.protocol in ("file", ""):
-        return {"driver": "file", "path": path.path}
-    if path.protocol == "gcs":
-        url = urlparse(str(path))
-        return {"driver": "gcs", "bucket": url.netloc, "path": url.path}
-    if path.protocol in ("http", "https"):
-        url = urlparse(str(path))
-        base_url = f"{url.scheme}://{url.netloc}"
-        if url.params:
-            base_url += ";" + url.params
-        if url.query:
-            base_url += "?" + url.query
-        if url.fragment:
-            base_url += "#" + url.fragment
-        return {"driver": "http", "base_url": base_url, "path": url.path}
-    if path.protocol == "memory":
-        return {"driver": "memory", "path": path.path}
-    if path.protocol == "s3":
-        url = urlparse(str(path))
-        path = {"path": url.path} if url.path else {}
-        return {"driver": "s3", "bucket": url.netloc, **path}
-    raise ValueError("Unsupported protocol:", path.protocol)
-
-
-def auto_shard_size(
-    max_shape: list[int],
-    itemsize: int | np.dtype | str,
-    max_file_size: int = 2 * 1024**4,
-    compression_ratio: float = 2,
-) -> list[int]:
-    """
-    Find maximal shard size that ensures file size below cap.
-
-    Parameters
-    ----------
-    max_shape : list[int]
-        Maximum shape along each dimension.
-    itemsize : np.dtype or int
-        Data type, or data type size
-    max_file_size : int
-        Maximum file size (default: 2TB).
-        S3 has a 5TB/file limit, but given that we use an estimated
-        compression factor, we aim for 2TB to leave some leeway.
-    compression_ratio : float
-        Estimated compression factor.
-        I roughly found 2 for bosc-compressed LSM data, when compressing
-        only across space and channels (5 channels).
-
-    Returns
-    -------
-    shard : list[int]
-        Estimated shard size along each dimension.
-        Returned shards are either max_shape or powers of two.
-    """
-    if not isinstance(itemsize, int):
-        itemsize = np.dtype(itemsize).itemsize
-
-    # Maximum number of elements in the shard
-    max_numel = max_file_size * compression_ratio / itemsize
-
-    shard = [1] * len(max_shape)
-    while True:
-        # If shard larger than volume, we can stop
-        if all(x >= s for x, s in zip(shard, max_shape)):
-            break
-        # Make shard one level larger
-        new_shard = [min(2 * x, s) for x, s in zip(shard, max_shape)]
-        # If shard is too large, stop and keep previous shard
-        if np.prod(new_shard) > max_numel:
-            break
-        # Otherwise, use larger shard and recurse
-        shard = new_shard
-
-    # replace max size with larger power of two
-    shard = [2 ** math.ceil(math.log2(x)) for x in shard]
-    return shard
-
-def fix_shard_chunk(
-    shard: list[int],
-    chunk: list[int],
-    shape: list[int],
-) -> tuple[list[int], list[int]]:
-    """
-    Fix incompatibilities between chunk and shard size.
-
-    Parameters
-    ----------
-    shard : list[int]
-    chunk : list[int]
-    shape : list[int]
-
-    Returns
-    -------
-    shard : list[int]
-    chunk : list[int]
-    """
-    shard=  list(shard)
-    chunk = list(chunk)
-    for i in range(len(chunk)):
-        # if chunk spans the entire volume, match chunk and shard
-        if chunk[i] == shape[i] and chunk[i] != shard[i]:
-            chunk[i] = shard[i]
-        # ensure that shard is a multiple of chunk
-        if shard[i] % chunk[i]:
-            shard[i] = chunk[i] * int(math.ceil(shard[i] / chunk[i]))
-    return shard, chunk
-
-
-def default_write_config(
-    path: os.PathLike | str,
-    shape: list[int],
-    dtype: np.dtype | str,
-    chunk: list[int] = [32],
-    shard: list[int] | Literal["auto"] | None = None,
-    compressor: str = "blosc",
-    compressor_opt: dict | None = None,
-    version: int = 3,
-) -> dict:
-    """
-    Generate a default TensorStore configuration.
-
-    Parameters
-    ----------
-    chunk : list[int]
-        Chunk size.
-    shard : list[int], optional
-        Shard size. No sharding if `None`.
-    compressor : str
-        Compressor name
-    version : int
-        Zarr version
-
-    Returns
-    -------
-    config : dict
-        Configuration
-    """
-    path = UPath(path)
-    if not path.protocol:
-        path = "file://" / path
-
-    # Format compressor
-    if version == 3 and compressor == "zlib":
-        compressor = "gzip"
-    if version == 2 and compressor == "gzip":
-        compressor = "zlib"
-    compressor_opt = compressor_opt or {}
-
-    # Prepare chunk size
-    if isinstance(chunk, int):
-        chunk = [chunk]
-    chunk = chunk[:1] * max(0, len(shape) - len(chunk)) + chunk
-
-    # Prepare shard size
-    if shard:
-        if shard == "auto":
-            shard = auto_shard_size(shape, dtype)
-        if isinstance(shard, int):
-            shard = [shard]
-        shard = shard[:1] * max(0, len(shape) - len(shard)) + shard
-
-        # Fix incompatibilities
-        shard, chunk = fix_shard_chunk(shard, chunk, shape)
-
-    # ------------------------------------------------------------------
-    #   Zarr 3
-    # ------------------------------------------------------------------
-    if version == 3:
-        if compressor and compressor != "raw":
-            compressor = [make_compressor_v3(compressor, **compressor_opt)]
-        else:
-            compressor = []
-
-        codec_little_endian = {"name": "bytes", "configuration": {"endian": "little"}}
-
-        if shard:
-            chunk_grid = {
-                "name": "regular",
-                "configuration": {"chunk_shape": shard},
-            }
-
-            sharding_codec = {
-                "name": "sharding_indexed",
-                "configuration": {
-                    "chunk_shape": chunk,
-                    "codecs": [
-                        codec_little_endian,
-                        *compressor,
-                    ],
-                    "index_codecs": [
-                        codec_little_endian,
-                        {"name": "crc32c"},
-                    ],
-                    "index_location": "end",
-                },
-            }
-            codecs = [sharding_codec]
-
-        else:
-            chunk_grid = {"name": "regular", "configuration": {"chunk_shape": chunk}}
-            codecs = [
-                codec_little_endian,
-                *compressor,
-            ]
-
-        metadata = {
-            "chunk_grid": chunk_grid,
-            "codecs": codecs,
-            "data_type": np.dtype(dtype).name,
-            "fill_value": 0,
-            "chunk_key_encoding": {
-                "name": "default",
-                "configuration": {"separator": r"/"},
-            },
-        }
-        config = {
-            "driver": "zarr3",
-            "metadata": metadata,
-        }
-
-    # ------------------------------------------------------------------
-    #   Zarr 2
-    # ------------------------------------------------------------------
-    else:
-        if compressor and compressor != "raw":
-            compressor = make_compressor_v2(compressor, **compressor_opt)
-        else:
-            compressor = None
-
-        metadata = {
-            "chunks": chunk,
-            "order": "F",
-            "dtype": np.dtype(dtype).str,
-            "fill_value": 0,
-            "compressor": compressor,
-        }
-        config = {
-            "driver": "zarr",
-            "metadata": metadata,
-            "key_encoding": r"/",
-        }
-
-    # Prepare store
-    config["metadata"]["shape"] = shape
-    config["kvstore"] = make_kvstore(path)
-
-    return config
-
-
-def default_read_config(path: os.PathLike | str) -> dict:
-    """
-    Generate a TensorStore configuration to read an existing Zarr.
-
-    Parameters
-    ----------
-    path : PathLike | str
-        Path to zarr array.
-    """
-    path = UPath(path)
-    if not path.protocol:
-        path = "file://" / path
-    if (path / "zarr.json").exists():
-        zarr_version = 3
-    elif (path / ".zarray").exists():
-        zarr_version = 2
-    else:
-        raise ValueError("Cannot find zarr.json or .zarray file")
-    return {
-        "kvstore": make_kvstore(path),
-        "driver": "zarr3" if zarr_version == 3 else "zarr",
-        "open": True,
-        "create": False,
-        "delete_existing": False,
-    }
diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/zarr/generate_pyramid.py
index f9bb4347..694db0f3 100644
--- a/linc_convert/utils/zarr/generate_pyramid.py
+++ b/linc_convert/utils/zarr/generate_pyramid.py
@@ -250,8 +250,8 @@ def generate_pyramid(
         Shapes of all levels, from finest to coarsest, including the
         existing top level.
     """
-    from linc_convert.utils.zarr._zarr import default_write_config, \
-        default_read_config
+    from .zarr_io.drivers.tensorstore import default_read_config
+    from .zarr_io.drivers.tensorstore import default_write_config
 
     # Read properties from base level
     base_level = omz["0"]
@@ -284,7 +284,7 @@ def generate_pyramid(
 
         # dat = da.from_zarr(omz[str(lvl - 1)])
 
-        wconfig = default_write_config(str(arr.store_path),shape = batch_shape + spatial_shape, dtype = dat.dtype, chunk = opts["chunks"], shard=opts["shards"],
+        wconfig = default_write_config(str(arr.store_path), shape =batch_shape + spatial_shape, dtype = dat.dtype, chunk = opts["chunks"], shard=opts["shards"],
                                        version = omz.info._zarr_format)
         wconfig["delete_existing"] = True
         wconfig["create"] = True
@@ -295,6 +295,7 @@ def generate_pyramid(
             dat = dat.rechunk(arr.shards)
         else:
             dat = dat.rechunk(arr.chunks)
+        dat = dat.persist()
         with ProgressBar():
             dat.store(writer)
             # TODO: delay this task, write together
@@ -331,12 +332,12 @@ def compute_next_level(arr, ndim, no_pyramid_axis=None, window_func=da.mean):
     # build the coarsening factors: 2 along each pyramid dim, except 1 if skip
     factors = {
         axis: (
-            1 if (no_pyramid_axis is not None and axis == pyramid_axes[no_pyramid_axis])
+            1 if (no_pyramid_axis is not None and axis == pyramid_axes[no_pyramid_axis]) or arr.shape[axis] == 1
             else 2)
         for axis in pyramid_axes
     }
     dtype = arr.dtype
-    # da.coarsen will drop any “extra” pixels at the end if trim_excess=True
+
     return da.coarsen(window_func, arr, factors, trim_excess=True).astype(dtype)
 
 
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
index 99fdf1e8..dd36397a 100644
--- a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
+++ b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
@@ -1,18 +1,20 @@
 import ast
 import json
+import math
 import os
 from os import PathLike
 from typing import Optional, Tuple, Literal, Union, Mapping, Any
+from urllib.parse import urlparse
 
+import numcodecs
+import numcodecs.abc
 import numpy as np
+import zarr
 from numpy._typing import DTypeLike
 from upath import UPath
-import zarr
-
 import tensorstore as ts
+
 from linc_convert.utils.zarr import ZarrConfig
-from linc_convert.utils.zarr._zarr import make_kvstore, auto_shard_size, \
-    fix_shard_chunk, make_compressor_v3, make_compressor_v2
 from linc_convert.utils.zarr.zarr_io.abc import ZarrArray, ZarrGroup
 
 
@@ -72,6 +74,330 @@ def open(cls, path: PathLike, zarr_version: Literal[2, 3] = 3):
         return cls(ts.open(conf).result())
 
 
+class ZarrTSGroup(ZarrGroup):
+    def __init__(self, store_path: Union[str, PathLike]):
+        super().__init__(store_path)
+        from upath import UPath
+        if not isinstance(store_path, UPath):
+            store_path = UPath(store_path)
+        self._path = store_path
+        metadata = _detect_metadata(store_path)
+        assert metadata is not None
+        assert metadata[0] == "group"
+        self._zarr_version = metadata[1]
+        self._zarr_config = None
+
+    @property
+    def zarr_version(self):
+        return self._zarr_version
+
+    @property
+    def attrs(self) -> Mapping[str, Any]:
+        return {}
+
+    def keys(self):
+        return (
+            sub_dir.name for sub_dir in self._path.iterdir()
+            if sub_dir.is_dir() and _detect_metadata(sub_dir)
+        )
+
+    def __getitem__(self, key) -> Union[ZarrTSArray, 'ZarrTSGroup']:
+        metadata = _detect_metadata(self._path / key)
+        if metadata is None:
+            raise KeyError(key)
+        if metadata[0] == "group":
+            return ZarrTSGroup(self._path / key)
+        if metadata[0] == "array":
+            return ZarrTSArray.open(self._path / key, metadata[1])
+
+    def __contains__(self, key) -> bool:
+        if not (self._path / key).exists():
+            return False
+        if _detect_metadata(self._path / key) is None:
+            return False
+        return True
+
+    def __delitem__(self, key):
+        if key in self:
+            (self._path / key).rmdir(recursive=True)
+
+    def create_array_from_base(self, name: str, shape: Tuple[int, ...],
+                               data: Optional[Any] = None, **kwargs) -> 'ZarrArray':
+
+        spec = self['0']._ts.spec().to_json()
+        spec['metadata']['shape'] = shape
+        kvstore = make_kvstore(self._path / name)
+        spec['kvstore'] = kvstore
+        spec['delete_existing'] = True
+        spec['create'] = True
+        arr = ts.open(spec).result()
+        if data is not None:
+            arr[:] = data
+        return ZarrTSArray(arr)
+
+    def create_array(self,
+                     name: str,
+                     shape: tuple,
+                     zarr_config: ZarrConfig = None,
+                     dtype: DTypeLike = np.int32,
+                     data=None,
+                     **kwargs
+                     ) -> zarr.Array:
+        if zarr_config is None:
+            conf = default_write_config(
+                self._path / name,
+                shape=shape,
+                dtype=dtype,
+                **kwargs
+            )
+        else:
+            compressor_opt = ast.literal_eval(zarr_config.compressor_opt)
+            conf = default_write_config(
+                self._path / name,
+                shape=shape,
+                dtype=dtype,
+                chunk=zarr_config.chunk,
+                shard=zarr_config.shard,
+                compressor=zarr_config.compressor,
+                # compressor_opt=,
+                version=zarr_config.zarr_version,
+            )
+        conf['delete_existing'] = True
+        conf['create'] = True
+        arr = ts.open(conf).result()
+        if data is not None:
+            arr[:] = data
+        return ZarrTSArray(arr)
+
+    def create_group(self, name: str, *, overwrite: bool = False,
+                     zarr_version: Literal[2, 3] = None) -> 'ZarrGroup':
+        if zarr_version is None:
+            zarr_version = self.zarr_version
+        if overwrite:
+            mode = 'w'
+        else:
+            mode = 'w-'
+        return self.open(self._path / name, mode=mode, zarr_version=zarr_version)
+
+    @classmethod
+    def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrGroup':
+        return cls.open(zarr_config.out, zarr_version=zarr_config.zarr_version)
+
+    @classmethod
+    def open(cls, path: Union[str, PathLike], mode="a", *,
+             zarr_version: Literal[2, 3] = 3) -> 'ZarrTSGroup':
+        """
+        Open a Zarr group from a path.
+
+        Parameters
+        ----------
+        path : Union[str, PathLike]
+            Path to the Zarr group.
+        mode : str
+            Persistence mode:
+            'r' means read only (must exist);
+            'r+' means read/write (must exist);
+            'a' means read/write (create if doesn't exist);
+            'w' means create (overwrite if exists);
+            'w-' means create (fail if exists).
+
+        Returns
+        -------
+        ZarrTSGroup
+            An instance of ZarrTSGroup.
+        """
+        p = UPath(path)
+
+        if mode in ['r', 'r+']:
+            if not p.exists() or not p.is_dir():
+                raise FileNotFoundError(f"Group path '{p}' does not exist")
+        elif mode == 'w-':
+            if p.exists():
+                raise FileExistsError(f"Group path '{p}' already exists")
+        elif mode == 'a':
+            if not p.exists():
+                _init_group(p, zarr_version)
+        elif mode == 'w':
+            if p.exists():
+                p.rmdir(recursive=True)
+            _init_group(p, zarr_version)
+        else:
+            raise ValueError(
+                f"Invalid mode '{mode}'. Use 'r', 'r+', 'a', 'w', or 'w-' ")
+
+        return cls(p)
+
+
+def make_compressor(name: str, **prm: dict) -> numcodecs.abc.Codec:
+    """Build compressor object from name and options."""
+    # TODO: we should use `numcodecs.get_codec` instead`
+    if not isinstance(name, str):
+        return name
+    name = name.lower()
+    if name == "blosc":
+        Compressor = numcodecs.Blosc
+    elif name == "zlib":
+        Compressor = numcodecs.Zlib
+    else:
+        raise ValueError("Unknown compressor", name)
+    return Compressor(**prm)
+
+
+def make_compressor_v2(name: str | None, **prm: dict) -> dict:
+    """Build compressor dictionary for Zarr v2."""
+    name = name.lower()
+    if name not in ("blosc", "zlib", "bz2", "zstd"):
+        raise ValueError("Unknown compressor", name)
+    return {"id": name, **prm}
+
+
+def make_compressor_v3(name: str | None, **prm: dict) -> dict:
+    """Build compressor dictionary for Zarr v3."""
+    name = name.lower()
+    if name not in ("blosc", "gzip", "zstd"):
+        raise ValueError("Unknown compressor", name)
+    return {"name": name, "configuration": prm}
+
+
+def make_kvstore(path: str | os.PathLike) -> dict:
+    """Transform a URI into a kvstore JSON object."""
+    path = UPath(path)
+    if path.protocol in ("file", ""):
+        return {"driver": "file", "path": path.path}
+    if path.protocol == "gcs":
+        url = urlparse(str(path))
+        return {"driver": "gcs", "bucket": url.netloc, "path": url.path}
+    if path.protocol in ("http", "https"):
+        url = urlparse(str(path))
+        base_url = f"{url.scheme}://{url.netloc}"
+        if url.params:
+            base_url += ";" + url.params
+        if url.query:
+            base_url += "?" + url.query
+        if url.fragment:
+            base_url += "#" + url.fragment
+        return {"driver": "http", "base_url": base_url, "path": url.path}
+    if path.protocol == "memory":
+        return {"driver": "memory", "path": path.path}
+    if path.protocol == "s3":
+        url = urlparse(str(path))
+        path = {"path": url.path} if url.path else {}
+        return {"driver": "s3", "bucket": url.netloc, **path}
+    raise ValueError("Unsupported protocol:", path.protocol)
+
+
+def auto_shard_size(
+        max_shape: list[int],
+        itemsize: int | np.dtype | str,
+        max_file_size: int = 2 * 1024 ** 4,
+        compression_ratio: float = 2,
+) -> list[int]:
+    """
+    Find maximal shard size that ensures file size below cap.
+
+    Parameters
+    ----------
+    max_shape : list[int]
+        Maximum shape along each dimension.
+    itemsize : np.dtype or int
+        Data type, or data type size
+    max_file_size : int
+        Maximum file size (default: 2TB).
+        S3 has a 5TB/file limit, but given that we use an estimated
+        compression factor, we aim for 2TB to leave some leeway.
+    compression_ratio : float
+        Estimated compression factor.
+        I roughly found 2 for bosc-compressed LSM data, when compressing
+        only across space and channels (5 channels).
+
+    Returns
+    -------
+    shard : list[int]
+        Estimated shard size along each dimension.
+        Returned shards are either max_shape or powers of two.
+    """
+    if not isinstance(itemsize, int):
+        itemsize = np.dtype(itemsize).itemsize
+
+    # Maximum number of elements in the shard
+    max_numel = max_file_size * compression_ratio / itemsize
+
+    shard = [1] * len(max_shape)
+    while True:
+        # If shard larger than volume, we can stop
+        if all(x >= s for x, s in zip(shard, max_shape)):
+            break
+        # Make shard one level larger
+        new_shard = [min(2 * x, s) for x, s in zip(shard, max_shape)]
+        # If shard is too large, stop and keep previous shard
+        if np.prod(new_shard) > max_numel:
+            break
+        # Otherwise, use larger shard and recurse
+        shard = new_shard
+
+    # replace max size with larger power of two
+    shard = [2 ** math.ceil(math.log2(x)) for x in shard]
+    return shard
+
+
+def fix_shard_chunk(
+        shard: list[int],
+        chunk: list[int],
+        shape: list[int],
+) -> tuple[list[int], list[int]]:
+    """
+    Fix incompatibilities between chunk and shard size.
+
+    Parameters
+    ----------
+    shard : list[int]
+    chunk : list[int]
+    shape : list[int]
+
+    Returns
+    -------
+    shard : list[int]
+    chunk : list[int]
+    """
+    shard = list(shard)
+    chunk = list(chunk)
+    for i in range(len(chunk)):
+        # if chunk spans the entire volume, match chunk and shard
+        if chunk[i] == shape[i] and chunk[i] != shard[i]:
+            chunk[i] = shard[i]
+        # ensure that shard is a multiple of chunk
+        if shard[i] % chunk[i]:
+            shard[i] = chunk[i] * int(math.ceil(shard[i] / chunk[i]))
+    return shard, chunk
+
+
+def default_read_config(path: os.PathLike | str) -> dict:
+    """
+    Generate a TensorStore configuration to read an existing Zarr.
+
+    Parameters
+    ----------
+    path : PathLike | str
+        Path to zarr array.
+    """
+    path = UPath(path)
+    if not path.protocol:
+        path = "file://" / path
+    if (path / "zarr.json").exists():
+        zarr_version = 3
+    elif (path / ".zarray").exists():
+        zarr_version = 2
+    else:
+        raise ValueError("Cannot find zarr.json or .zarray file")
+    return {
+        "kvstore": make_kvstore(path),
+        "driver": "zarr3" if zarr_version == 3 else "zarr",
+        "open": True,
+        "create": False,
+        "delete_existing": False,
+    }
+
+
 def _is_array(path):
     zarr2_array_file = path / ".zarray"
     if zarr2_array_file.is_file():
@@ -180,6 +506,8 @@ def default_write_config(
     # Prepare chunk size
     if isinstance(chunk, int):
         chunk = [chunk]
+    else:
+        chunk = list(chunk)
     chunk = chunk[:1] * max(0, len(shape) - len(chunk)) + chunk
 
     # Prepare shard size
@@ -257,7 +585,9 @@ def default_write_config(
             compressor = make_compressor_v2(compressor, **compressor_opt)
         else:
             compressor = None
-
+        for i in range(len(shape)):
+            if shape[i] > chunk[i]:
+                chunk[i] = shape[i]
         metadata = {
             "chunks": chunk,
             "order": "F",
@@ -288,157 +618,3 @@ def _init_group(group_path: PathLike, version: int):
         (group_path / '.zgroup').write_text(
             json.dumps({'zarr_format': 2})
         )
-
-
-class ZarrTSGroup(ZarrGroup):
-    def __init__(self, store_path: Union[str, PathLike]):
-        super().__init__(store_path)
-        from upath import UPath
-        if not isinstance(store_path, UPath):
-            store_path = UPath(store_path)
-        self._path = store_path
-        metadata = _detect_metadata(store_path)
-        assert metadata is not None
-        assert metadata[0] == "group"
-        self._zarr_version = metadata[1]
-        self._zarr_config = None
-
-    @property
-    def zarr_version(self):
-        return self._zarr_version
-
-    @property
-    def attrs(self) -> Mapping[str, Any]:
-        return {}
-
-    def keys(self):
-        return (
-            sub_dir.name for sub_dir in self._path.iterdir()
-            if sub_dir.is_dir() and _detect_metadata(sub_dir)
-        )
-
-    def __getitem__(self, key) -> Union[ZarrTSArray, 'ZarrTSGroup']:
-        metadata = _detect_metadata(self._path / key)
-        if metadata is None:
-            raise KeyError(key)
-        if metadata[0] == "group":
-            return ZarrTSGroup(self._path / key)
-        if metadata[0] == "array":
-            return ZarrTSArray.open(self._path / key, metadata[1])
-
-    def __contains__(self, key) -> bool:
-        if not (self._path / key).exists():
-            return False
-        if _detect_metadata(self._path / key) is None:
-            return False
-        return True
-
-    def __delitem__(self, key):
-        if key in self:
-            (self._path / key).rmdir(recursive=True)
-
-    def create_array_from_base(self, name: str, shape: Tuple[int, ...],
-                               data: Optional[Any] = None, **kwargs) -> 'ZarrArray':
-
-        spec = self['0']._ts.spec().to_json()
-        spec['metadata']['shape'] = shape
-        kvstore = make_kvstore(self._path / name)
-        spec['kvstore'] = kvstore
-        spec['delete_existing'] = True
-        spec['create'] = True
-        arr = ts.open(spec).result()
-        if data is not None:
-            arr[:] = data
-        return ZarrTSArray(arr)
-
-    def create_array(self,
-                     name: str,
-                     shape: tuple,
-                     zarr_config: ZarrConfig = None,
-                     dtype: DTypeLike = np.int32,
-                     data=None,
-                     **kwargs
-                     ) -> zarr.Array:
-        if zarr_config is None:
-            conf = default_write_config(
-                self._path / name,
-                shape=shape,
-                dtype=dtype,
-                **kwargs
-            )
-        else:
-            compressor_opt = ast.literal_eval(zarr_config.compressor_opt)
-            conf = default_write_config(
-                self._path / name,
-                shape=shape,
-                dtype=dtype,
-                chunk=zarr_config.chunk,
-                shard=zarr_config.shard,
-                compressor=zarr_config.compressor,
-                # compressor_opt=,
-                version=zarr_config.zarr_version,
-            )
-        conf['delete_existing'] = True
-        conf['create'] = True
-        arr = ts.open(conf).result()
-        if data is not None:
-            arr[:] = data
-        return ZarrTSArray(arr)
-
-    def create_group(self, name: str, *, overwrite: bool = False,
-                     zarr_version: Literal[2, 3] = None) -> 'ZarrGroup':
-        if zarr_version is None:
-            zarr_version = self.zarr_version
-        if overwrite:
-            mode = 'w'
-        else:
-            mode = 'w-'
-        return self.open(self._path / name, mode=mode, zarr_version=zarr_version)
-
-    @classmethod
-    def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrGroup':
-        return cls.open(zarr_config.out, zarr_version=zarr_config.zarr_version)
-
-    @classmethod
-    def open(cls, path: Union[str, PathLike], mode="a", *,
-             zarr_version: Literal[2, 3] = 3) -> 'ZarrTSGroup':
-        """
-        Open a Zarr group from a path.
-
-        Parameters
-        ----------
-        path : Union[str, PathLike]
-            Path to the Zarr group.
-        mode : str
-            Persistence mode:
-            'r' means read only (must exist);
-            'r+' means read/write (must exist);
-            'a' means read/write (create if doesn't exist);
-            'w' means create (overwrite if exists);
-            'w-' means create (fail if exists).
-
-        Returns
-        -------
-        ZarrTSGroup
-            An instance of ZarrTSGroup.
-        """
-        p = UPath(path)
-
-        if mode in ['r', 'r+']:
-            if not p.exists() or not p.is_dir():
-                raise FileNotFoundError(f"Group path '{p}' does not exist")
-        elif mode == 'w-':
-            if p.exists():
-                raise FileExistsError(f"Group path '{p}' already exists")
-        elif mode == 'a':
-            if not p.exists():
-                _init_group(p, zarr_version)
-        elif mode == 'w':
-            if p.exists():
-                p.rmdir(recursive=True)
-            _init_group(p, zarr_version)
-        else:
-            raise ValueError(
-                f"Invalid mode '{mode}'. Use 'r', 'r+', 'a', 'w', or 'w-' ")
-
-        return cls(p)

From 78930a9f166bce4d8589cfba25960e5c78e23edf Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 26 Jun 2025 13:43:54 -0400
Subject: [PATCH 066/157] fix: tensorstore fix chunk size

---
 linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
index dd36397a..7e890129 100644
--- a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
+++ b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
@@ -586,7 +586,7 @@ def default_write_config(
         else:
             compressor = None
         for i in range(len(shape)):
-            if shape[i] > chunk[i]:
+            if shape[i] < chunk[i]:
                 chunk[i] = shape[i]
         metadata = {
             "chunks": chunk,

From c598f7c9e9f6b13c7602f95dc771a358500d0a3c Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 26 Jun 2025 13:56:43 -0400
Subject: [PATCH 067/157] refactor

---
 linc_convert/modalities/df/multi_slice.py     |   2 +-
 linc_convert/modalities/df/single_slice.py    |   2 +-
 linc_convert/modalities/lsm/mosaic.py         | 171 ++++-----------
 linc_convert/modalities/lsm/multi_slice.py    |   2 +-
 linc_convert/modalities/lsm/spool.py          |   5 +-
 linc_convert/modalities/psoct/multi_slice.py  |   4 +-
 .../modalities/psoct/single_volume.py         |   4 +-
 .../modalities/wk/webknossos_annotation.py    |   2 +-
 linc_convert/utils/zarr/__init__.py           |   6 +-
 linc_convert/utils/zarr/compressor.py         |  30 ---
 linc_convert/utils/zarr/create_array.py       | 167 ---------------
 linc_convert/utils/zarr/generate_pyramid.py   |   5 +-
 .../utils/zarr/zarr_io/drivers/zarr_python.py | 195 +++++++++++++++++-
 13 files changed, 253 insertions(+), 342 deletions(-)
 delete mode 100644 linc_convert/utils/zarr/compressor.py
 delete mode 100644 linc_convert/utils/zarr/create_array.py

diff --git a/linc_convert/modalities/df/multi_slice.py b/linc_convert/modalities/df/multi_slice.py
index e8c979a2..9c82336d 100644
--- a/linc_convert/modalities/df/multi_slice.py
+++ b/linc_convert/modalities/df/multi_slice.py
@@ -24,7 +24,7 @@
 from linc_convert.utils.j2k import WrappedJ2K, get_pixelsize
 from linc_convert.utils.math import ceildiv, floordiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.zarr.compressor import make_compressor
+from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import make_compressor
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
 
 HOME = "/space/aspasia/2/users/linc/000003"
diff --git a/linc_convert/modalities/df/single_slice.py b/linc_convert/modalities/df/single_slice.py
index 962e3216..272eb78c 100644
--- a/linc_convert/modalities/df/single_slice.py
+++ b/linc_convert/modalities/df/single_slice.py
@@ -23,7 +23,7 @@
 from linc_convert.utils.j2k import WrappedJ2K, get_pixelsize
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.zarr.compressor import make_compressor
+from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import make_compressor
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
 
 ss = App(name="singleslice", help_format="markdown")
diff --git a/linc_convert/modalities/lsm/mosaic.py b/linc_convert/modalities/lsm/mosaic.py
index 0e1e66df..7e151976 100644
--- a/linc_convert/modalities/lsm/mosaic.py
+++ b/linc_convert/modalities/lsm/mosaic.py
@@ -16,6 +16,7 @@
 import nibabel as nib
 import numpy as np
 import zarr
+from niizarr import write_nifti_header
 from tifffile import TiffFile
 
 # internals
@@ -23,8 +24,8 @@
 from linc_convert.modalities.lsm.cli import lsm
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.zarr.compressor import make_compressor
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
+from linc_convert.utils.zarr.zarr_io import from_config
 
 mosaic = cyclopts.App(name="mosaic", help_format="markdown")
 lsm.command(mosaic)
@@ -34,7 +35,6 @@
 def convert(
     inp: str,
     *,
-    out: str,
     zarr_config: ZarrConfig = None,
     max_load: int = 512,
     orientation: str = "coronal",
@@ -84,13 +84,7 @@ def convert(
         Voxel size along the X, Y and Z dimension, in micron.
     """
     zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
-    chunk: int = zarr_config.chunk[0]
-    compressor: str = zarr_config.compressor
-    compressor_opt: str = zarr_config.compressor_opt
-    nii: bool = zarr_config.nii
 
-    if isinstance(compressor_opt, str):
-        compressor_opt = ast.literal_eval(compressor_opt)
 
     if max_load % 2:
         max_load += 1
@@ -127,10 +121,9 @@ def convert(
         all_chunks_info["y"].append(int(parsed.group("y")))
 
     # default output name
-    if not out:
-        out = all_chunks_info["prefix"][0] + all_chunks_info["suffix"][0]
-        out += ".nii.zarr" if nii else ".ome.zarr"
-    nii = nii or out.endswith(".nii.zarr")
+
+    default_name = all_chunks_info["prefix"][0] + all_chunks_info["suffix"][0]
+    zarr_config.set_default_name(default_name)
 
     # parse all individual file names
     nchunkz = max(all_chunks_info["z"])
@@ -191,23 +184,9 @@ def convert(
     fullshape[1] = sum(shape[1] for shape in allshapes[0])
     fullshape[2] = allshapes[0][0][2]
 
-    # Prepare Zarr group
-    omz = zarr.storage.DirectoryStore(out)
-    omz = zarr.group(store=omz, overwrite=True)
-
-    # Prepare chunking options
-    opt = {
-        "chunks": [nchannels] + [chunk] * 3,
-        "dimension_separator": r"/",
-        "order": "F",
-        "dtype": np.dtype(dtype).str,
-        "fill_value": None,
-        "compressor": make_compressor(compressor, **compressor_opt),
-    }
-
-    # write first level
-    omz.create_dataset("0", shape=[nchannels, *fullshape], **opt)
-    array = omz["0"]
+    omz = from_config(zarr_config)
+    arr = omz.create_array("0", shape=[nchannels, *fullshape], dtype="float64", zarr_config=zarr_config)
+
     print("Write level 0 with shape", [nchannels, *fullshape])
     for i, dirname in enumerate(all_chunks_info["dirname"]):
         chunkz = all_chunks_info["z"][i] - 1
@@ -235,76 +214,11 @@ def convert(
             )
 
             f = TiffFile(fname)
-            array[slicer] = f.asarray()
+            arr[slicer] = f.asarray()
     print("")
+    omz.generate_pyramid(mode="median")
 
-    # build pyramid using median windows
-    level = 0
-    while any(x > 1 for x in omz[str(level)].shape[-3:]):
-        prev_array = omz[str(level)]
-        prev_shape = prev_array.shape[-3:]
-        level += 1
-
-        new_shape = list(map(lambda x: max(1, x // 2), prev_shape))
-        if all(x < chunk for x in new_shape):
-            break
-        print("Compute level", level, "with shape", new_shape)
-        omz.create_dataset(str(level), shape=[nchannels, *new_shape], **opt)
-        new_array = omz[str(level)]
-
-        nz, ny, nx = prev_array.shape[-3:]
-        ncz = ceildiv(nz, max_load)
-        ncy = ceildiv(ny, max_load)
-        ncx = ceildiv(nx, max_load)
-
-        for cz in range(ncz):
-            for cy in range(ncy):
-                for cx in range(ncx):
-                    print(f"chunk ({cz}, {cy}, {cx}) / ({ncz}, {ncy}, {ncx})", end="\r")
-
-                    dat = prev_array[
-                        ...,
-                        cz * max_load : (cz + 1) * max_load,
-                        cy * max_load : (cy + 1) * max_load,
-                        cx * max_load : (cx + 1) * max_load,
-                    ]
-                    crop = [0 if x == 1 else x % 2 for x in dat.shape[-3:]]
-                    slicer = [slice(-1) if x else slice(None) for x in crop]
-                    dat = dat[(Ellipsis, *slicer)]
-                    pz, py, px = dat.shape[-3:]
-
-                    dat = dat.reshape(
-                        [
-                            nchannels,
-                            max(pz // 2, 1),
-                            min(pz, 2),
-                            max(py // 2, 1),
-                            min(py, 2),
-                            max(px // 2, 1),
-                            min(px, 2),
-                        ]
-                    )
-                    dat = dat.transpose([0, 1, 3, 5, 2, 4, 6])
-                    dat = dat.reshape(
-                        [
-                            nchannels,
-                            max(pz // 2, 1),
-                            max(py // 2, 1),
-                            max(px // 2, 1),
-                            -1,
-                        ]
-                    )
-                    dat = np.median(dat, -1)
-
-                    new_array[
-                        ...,
-                        cz * max_load // 2 : (cz + 1) * max_load // 2,
-                        cy * max_load // 2 : (cy + 1) * max_load // 2,
-                        cx * max_load // 2 : (cx + 1) * max_load // 2,
-                    ] = dat
-
-    print("")
-    nblevel = level
+    nblevel = 5
 
     # Write OME-Zarr multiscale metadata
     print("Write metadata")
@@ -365,36 +279,39 @@ def convert(
     multiscales[0]["coordinateTransformations"] = [
         {"scale": [1.0] * 4, "type": "scale"}
     ]
+    omz = zarr.open(zarr_config.out, mode="a")
     omz.attrs["multiscales"] = multiscales
 
-    if not nii:
-        print("done.")
-        return
-
-    # Write NIfTI-Zarr header
-    # NOTE: we use nifti2 because dimensions typically do not fit in a short
-    # TODO: we do not write the json zattrs, but it should be added in
-    #       once the nifti-zarr package is released
-    shape = list(reversed(omz["0"].shape))
-    shape = shape[:3] + [1] + shape[3:]  # insert time dimension
-    affine = orientation_to_affine(orientation, *voxel_size)
-    if center:
-        affine = center_affine(affine, shape[:3])
-    header = nib.Nifti2Header()
-    header.set_data_shape(shape)
-    header.set_data_dtype(omz["0"].dtype)
-    header.set_qform(affine)
-    header.set_sform(affine)
-    header.set_xyzt_units(nib.nifti1.unit_codes.code["micron"])
-    header.structarr["magic"] = b"nz2\0"
-    header = np.frombuffer(header.structarr.tobytes(), dtype="u1")
-    opt = {
-        "chunks": [len(header)],
-        "dimension_separator": r"/",
-        "order": "F",
-        "dtype": "|u1",
-        "fill_value": None,
-        "compressor": None,
-    }
-    omz.create_dataset("nifti", data=header, shape=shape, **opt)
+    # if not nii:
+    #     print("done.")
+    #     return
+
+    # # Write NIfTI-Zarr header
+    # # NOTE: we use nifti2 because dimensions typically do not fit in a short
+    # # TODO: we do not write the json zattrs, but it should be added in
+    # #       once the nifti-zarr package is released
+    # shape = list(reversed(omz["0"].shape))
+    # shape = shape[:3] + [1] + shape[3:]  # insert time dimension
+    # affine = orientation_to_affine(orientation, *voxel_size)
+    # if center:
+    #     affine = center_affine(affine, shape[:3])
+    # header = nib.Nifti2Header()
+    # header.set_data_shape(shape)
+    # header.set_data_dtype(omz["0"].dtype)
+    # header.set_qform(affine)
+    # header.set_sform(affine)
+    # header.set_xyzt_units(nib.nifti1.unit_codes.code["micron"])
+    # header.structarr["magic"] = b"nz2\0"
+    # write_nifti_header(omz, header)
+    # header = np.frombuffer(header.structarr.tobytes(), dtype="u1")
+    # write_nifti_header()
+    # opt = {
+    #     "chunks": [len(header)],
+    #     "dimension_separator": r"/",
+    #     "order": "F",
+    #     "dtype": "|u1",
+    #     "fill_value": None,
+    #     "compressor": None,
+    # }
+    # omz.create_dataset("nifti", data=header, shape=shape, **opt)
     print("done.")
diff --git a/linc_convert/modalities/lsm/multi_slice.py b/linc_convert/modalities/lsm/multi_slice.py
index c071cac2..4df3dd02 100644
--- a/linc_convert/modalities/lsm/multi_slice.py
+++ b/linc_convert/modalities/lsm/multi_slice.py
@@ -23,7 +23,7 @@
 from linc_convert.modalities.lsm.cli import lsm
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.zarr.compressor import make_compressor
+from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import make_compressor
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
 
 multi_slice = cyclopts.App(name="multi_slice", help_format="markdown")
diff --git a/linc_convert/modalities/lsm/spool.py b/linc_convert/modalities/lsm/spool.py
index a93820a2..82b41999 100644
--- a/linc_convert/modalities/lsm/spool.py
+++ b/linc_convert/modalities/lsm/spool.py
@@ -17,8 +17,9 @@
 from linc_convert.modalities.lsm.cli import lsm
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.spool import SpoolSetInterpreter
-from linc_convert.utils.zarr import (create_array, generate_pyramid, open_zarr_group,
-                                     ZarrConfig)
+from linc_convert.utils.zarr import (generate_pyramid, ZarrConfig)
+from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import open_zarr_group, \
+    create_array
 
 spool = cyclopts.App(name="spool", help_format="markdown")
 lsm.command(spool)
diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index 87a46d70..1acacde9 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -25,7 +25,9 @@
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
-from linc_convert.utils.zarr import open_zarr_group, create_array, generate_pyramid, generate_pyramid_old
+from linc_convert.utils.zarr import generate_pyramid, generate_pyramid_old
+from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import open_zarr_group, \
+    create_array
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
 from linc_convert.utils.zarr.zarr_io import from_config
 
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index 14f26928..3a8788b7 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -25,7 +25,9 @@
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
-from linc_convert.utils.zarr import generate_pyramid, create_array, open_zarr_group, generate_pyramid_old
+from linc_convert.utils.zarr import generate_pyramid, generate_pyramid_old
+from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import open_zarr_group, \
+    create_array
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
 
 logger = logging.getLogger(__name__)
diff --git a/linc_convert/modalities/wk/webknossos_annotation.py b/linc_convert/modalities/wk/webknossos_annotation.py
index ba4b6581..f0f5d90e 100644
--- a/linc_convert/modalities/wk/webknossos_annotation.py
+++ b/linc_convert/modalities/wk/webknossos_annotation.py
@@ -16,7 +16,7 @@
 # internals
 from linc_convert.modalities.wk.cli import wk
 from linc_convert.utils.math import ceildiv
-from linc_convert.utils.zarr.compressor import make_compressor
+from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import make_compressor
 
 webknossos = cyclopts.App(name="webknossos", help_format="markdown")
 wk.command(webknossos)
diff --git a/linc_convert/utils/zarr/__init__.py b/linc_convert/utils/zarr/__init__.py
index 721534e7..22261135 100644
--- a/linc_convert/utils/zarr/__init__.py
+++ b/linc_convert/utils/zarr/__init__.py
@@ -1,5 +1,5 @@
 """Zarr utilities."""
-from .compressor import make_compressor
-from .create_array import create_array, open_zarr_group
-from .generate_pyramid import generate_pyramid, generate_pyramid_old
+
 from .zarr_config import ZarrConfig
+from .zarr_io import *
+from .generate_pyramid import generate_pyramid, generate_pyramid_old
diff --git a/linc_convert/utils/zarr/compressor.py b/linc_convert/utils/zarr/compressor.py
deleted file mode 100644
index 3c3a3a66..00000000
--- a/linc_convert/utils/zarr/compressor.py
+++ /dev/null
@@ -1,30 +0,0 @@
-"""Functions for zarr compression."""
-from typing import Any, Literal
-
-
-def make_compressor(name: str | None, zarr_version: Literal[2, 3], **prm: dict) -> Any:
-    """Build compressor object from name and options."""
-    if not isinstance(name, str):
-        return name
-
-    if zarr_version == 2:
-        import numcodecs
-        compressor_map = {
-            "blosc": numcodecs.Blosc,
-            "zlib": numcodecs.Zstd,
-        }
-    elif zarr_version == 3:
-        import zarr.codecs
-        compressor_map = {
-            "blosc": zarr.codecs.BloscCodec,
-            "zlib": zarr.codecs.ZstdCodec,
-        }
-    else:
-        raise ValueError()
-    name = name.lower()
-
-    if name not in compressor_map:
-        raise ValueError('Unknown compressor', name)
-    Compressor = compressor_map[name]
-
-    return Compressor(**prm)
diff --git a/linc_convert/utils/zarr/create_array.py b/linc_convert/utils/zarr/create_array.py
deleted file mode 100644
index 8530ad80..00000000
--- a/linc_convert/utils/zarr/create_array.py
+++ /dev/null
@@ -1,167 +0,0 @@
-import ast
-
-import numpy as np
-import zarr
-from numpy._typing import DTypeLike
-from zarr.core.chunk_key_encodings import ChunkKeyEncodingParams
-
-from linc_convert.utils.zarr.compressor import make_compressor
-from linc_convert.utils.zarr.zarr_config import ZarrConfig
-
-SHARD_FILE_SIZE_LIMIT = (2 *  # compression ratio
-                         2 *  # TB
-                         2 ** 30  # TB->Bytes
-                         # I use 2GB for now
-                         )
-
-
-def open_zarr_group(zarr_config:ZarrConfig):
-    # TODO: check out is not none or empty
-    store = zarr.storage.LocalStore(zarr_config.out)
-    return zarr.group(store=store, overwrite=True, zarr_format=zarr_config.zarr_version)
-
-
-def create_array(
-        omz: zarr.Group,
-        name: str,
-        shape: tuple,
-        zarr_config: ZarrConfig,
-        dtype: DTypeLike = np.int32,
-        data=None
-) -> zarr.Array:
-    compressor = zarr_config.compressor
-    compressor_opt = zarr_config.compressor_opt
-    chunk, shard = compute_zarr_layout(shape, dtype, zarr_config)
-
-    if isinstance(compressor_opt, str):
-        compressor_opt = ast.literal_eval(compressor_opt)
-
-    opt = {
-        "chunks": chunk,
-        "shards": shard,
-        "order": zarr_config.order,
-        "dtype": np.dtype(dtype).str,
-        "fill_value": None,
-        "compressors": make_compressor(compressor, zarr_config.zarr_version, **compressor_opt),
-    }
-
-    chunk_key_encoding = dimension_separator_to_chunk_key_encoding(zarr_config.dimension_separator, zarr_config.zarr_version)
-    if chunk_key_encoding:
-        opt["chunk_key_encoding"] = chunk_key_encoding
-    arr= omz.create_array(name=name,
-                          shape=shape,
-                          **opt)
-    if data:
-        arr[:] = data
-    return arr
-
-
-def dimension_separator_to_chunk_key_encoding(dimension_separator,zarr_version):
-    dimension_separator = dimension_separator
-    if dimension_separator == '.' and zarr_version == 2:
-        pass
-    elif dimension_separator == '/' and zarr_version == 3:
-        pass
-    else:
-        dimension_separator = ChunkKeyEncodingParams(
-            name="default" if zarr_version == 3 else "v2",
-            separator=dimension_separator)
-        return dimension_separator
-
-
-def compute_zarr_layout(
-        shape: tuple,
-        dtype: DTypeLike,
-        zarr_config: ZarrConfig
-) -> tuple[tuple, tuple | None]:
-    ndim = len(shape)
-    if ndim == 5:
-        if zarr_config.no_time:
-            raise ValueError('no_time is not supported for 5D data')
-        chunk_tc = (
-            1 if zarr_config.chunk_time else shape[0],
-            1 if zarr_config.chunk_channels else shape[1],
-        )
-        shard_tc = (
-            chunk_tc[0] if zarr_config.shard_time else shape[0],
-            chunk_tc[1] if zarr_config.shard_channels else shape[1]
-        )
-
-    elif ndim == 4:
-        if zarr_config.no_time:
-            chunk_tc = (1 if zarr_config.chunk_channels else shape[0],)
-            shard_tc = (chunk_tc[0] if zarr_config.shard_channels else shape[0],)
-        else:
-            chunk_tc = (1 if zarr_config.chunk_time else shape[0],)
-            shard_tc = (chunk_tc[0] if zarr_config.shard_time else shape[0],)
-    elif ndim == 3:
-        chunk_tc = tuple()
-        shard_tc = tuple()
-    else:
-        raise ValueError("Zarr layout only supports 3+ dimensions.")
-
-    chunk = zarr_config.chunk
-    if len(chunk) > ndim:
-        raise ValueError("Provided chunk size has more dimension than data")
-    if len(zarr_config.chunk) != ndim:
-        chunk = chunk_tc + chunk + chunk[-1:] * max(0, 3 - len(chunk))
-
-    shard = zarr_config.shard
-
-    if isinstance(shard, tuple) and len(shard) > ndim:
-        raise ValueError("Provided shard size has more dimension than data")
-    # If shard is not used or is fully specified, return early.
-    if shard is None or (isinstance(shard, tuple) and len(shard) == ndim):
-        return chunk, shard
-
-    chunk_spatial = chunk[-3:]
-    if shard == "auto":
-        # Compute auto shard sizes based on the file size limit.
-        itemsize = dtype.itemsize
-        chunk_size = np.prod(chunk_spatial) * itemsize
-        shard_size = np.prod(shard_tc) * chunk_size
-        B_multiplier = SHARD_FILE_SIZE_LIMIT / shard_size
-        multiplier = int(B_multiplier ** (1 / 3))
-        if multiplier < 1:
-            multiplier = 1
-
-        shape_spatial = shape[-3:]
-        # For each spatial dimension, the minimal multiplier needed to cover the data:
-        L = [int(np.ceil(s / c)) for s, c in zip(shape_spatial, chunk_spatial)]
-        dims = len(chunk_spatial)
-
-        shard = tuple(int(c * multiplier) for c in chunk_spatial)
-        m_uniform = int(B_multiplier ** (1 / dims))
-        M = []
-        free_dims = []
-        for i in range(dims):
-            # If the uniform guess already overshoots the data, clamp to the minimal covering multiplier.
-            if m_uniform * chunk_spatial[i] >= shape_spatial[i]:
-                M.append(L[i])
-            else:
-                M.append(m_uniform)
-                free_dims.append(i)
-
-        # Iteratively try to increase free dimensions while keeping the overall product ≤ B_multiplier.
-        improved = True
-        while improved and free_dims:
-            improved = False
-            for i in free_dims:
-                candidate = M[i] + 1
-                # If increasing would exceed the data size in this dimension,
-                # clamp to the minimal covering multiplier.
-                if candidate * chunk_spatial[i] >= shape_spatial[i]:
-                    candidate = L[i]
-                new_product = np.prod(
-                    [candidate if j == i else M[j] for j in range(dims)]
-                )
-                if new_product <= B_multiplier and candidate > M[i]:
-                    M[i] = candidate
-                    improved = True
-            # Remove dimensions that have reached or exceeded the data size.
-            free_dims = [i for i in free_dims if
-                         M[i] * chunk_spatial[i] < shape_spatial[i]]
-        shard = tuple(M[i] * chunk_spatial[i] for i in range(dims))
-
-    shard = shard_tc + shard + shard[-1:] * max(0, 3 - len(shard))
-    return chunk, shard
diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/zarr/generate_pyramid.py
index 694db0f3..a034b486 100644
--- a/linc_convert/utils/zarr/generate_pyramid.py
+++ b/linc_convert/utils/zarr/generate_pyramid.py
@@ -13,9 +13,6 @@
 
 
 from linc_convert.utils.math import ceildiv
-from .create_array import dimension_separator_to_chunk_key_encoding
-
-
 from dask.diagnostics import ProgressBar
 
 logger = logging.getLogger(__name__)
@@ -178,6 +175,8 @@ def next_level_shape(prev_shape: tuple, no_pyramid_axis: Optional[int]) -> list:
 
 
 def get_zarray_options(base_level):
+    from .zarr_io.drivers.zarr_python import dimension_separator_to_chunk_key_encoding
+
     opts = dict(
         dtype=base_level.dtype,
         chunks=base_level.chunks,
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py b/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
index fc1f6f29..5c07ff78 100644
--- a/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
+++ b/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
@@ -1,13 +1,13 @@
 import ast
-from typing import Iterator, Union, Literal
+from typing import Iterator, Union, Literal, Any
 
 import numpy as np
 import zarr
+import zarr.codecs
 from numpy._typing import DTypeLike
+from zarr.core.chunk_key_encodings import ChunkKeyEncodingParams
 
-from linc_convert.utils.zarr import ZarrConfig, make_compressor
-from linc_convert.utils.zarr.create_array import compute_zarr_layout, \
-    dimension_separator_to_chunk_key_encoding
+from linc_convert.utils.zarr import ZarrConfig
 from linc_convert.utils.zarr.zarr_io.abc import ZarrArray, ZarrGroup
 
 
@@ -190,3 +190,190 @@ def zarr_version(self) -> Literal[2, 3]:
 
     def __delitem__(self, key):
         del self._zgroup[key]
+
+
+def make_compressor(name: str | None, zarr_version: Literal[2, 3], **prm: dict) -> Any:
+    """Build compressor object from name and options."""
+    if not isinstance(name, str):
+        return name
+
+    if zarr_version == 2:
+        import numcodecs
+        compressor_map = {
+            "blosc": numcodecs.Blosc,
+            "zlib": numcodecs.Zstd,
+        }
+    elif zarr_version == 3:
+        import zarr.codecs
+        compressor_map = {
+            "blosc": zarr.codecs.BloscCodec,
+            "zlib": zarr.codecs.ZstdCodec,
+        }
+    else:
+        raise ValueError()
+    name = name.lower()
+
+    if name not in compressor_map:
+        raise ValueError('Unknown compressor', name)
+    Compressor = compressor_map[name]
+
+    return Compressor(**prm)
+
+
+SHARD_FILE_SIZE_LIMIT = (2 *  # compression ratio
+                         2 *  # TB
+                         2 ** 30  # TB->Bytes
+                         # I use 2GB for now
+                         )
+
+
+def open_zarr_group(zarr_config:ZarrConfig):
+    # TODO: check out is not none or empty
+    store = zarr.storage.LocalStore(zarr_config.out)
+    return zarr.group(store=store, overwrite=True, zarr_format=zarr_config.zarr_version)
+
+
+def create_array(
+        omz: zarr.Group,
+        name: str,
+        shape: tuple,
+        zarr_config: ZarrConfig,
+        dtype: DTypeLike = np.int32,
+        data=None
+) -> zarr.Array:
+    compressor = zarr_config.compressor
+    compressor_opt = zarr_config.compressor_opt
+    chunk, shard = compute_zarr_layout(shape, dtype, zarr_config)
+
+    if isinstance(compressor_opt, str):
+        compressor_opt = ast.literal_eval(compressor_opt)
+
+    opt = {
+        "chunks": chunk,
+        "shards": shard,
+        "order": zarr_config.order,
+        "dtype": np.dtype(dtype).str,
+        "fill_value": None,
+        "compressors": make_compressor(compressor, zarr_config.zarr_version, **compressor_opt),
+    }
+
+    chunk_key_encoding = dimension_separator_to_chunk_key_encoding(zarr_config.dimension_separator, zarr_config.zarr_version)
+    if chunk_key_encoding:
+        opt["chunk_key_encoding"] = chunk_key_encoding
+    arr= omz.create_array(name=name,
+                          shape=shape,
+                          **opt)
+    if data:
+        arr[:] = data
+    return arr
+
+
+def dimension_separator_to_chunk_key_encoding(dimension_separator,zarr_version):
+    dimension_separator = dimension_separator
+    if dimension_separator == '.' and zarr_version == 2:
+        pass
+    elif dimension_separator == '/' and zarr_version == 3:
+        pass
+    else:
+        dimension_separator = ChunkKeyEncodingParams(
+            name="default" if zarr_version == 3 else "v2",
+            separator=dimension_separator)
+        return dimension_separator
+
+
+def compute_zarr_layout(
+        shape: tuple,
+        dtype: DTypeLike,
+        zarr_config: ZarrConfig
+) -> tuple[tuple, tuple | None]:
+    ndim = len(shape)
+    if ndim == 5:
+        if zarr_config.no_time:
+            raise ValueError('no_time is not supported for 5D data')
+        chunk_tc = (
+            1 if zarr_config.chunk_time else shape[0],
+            1 if zarr_config.chunk_channels else shape[1],
+        )
+        shard_tc = (
+            chunk_tc[0] if zarr_config.shard_time else shape[0],
+            chunk_tc[1] if zarr_config.shard_channels else shape[1]
+        )
+
+    elif ndim == 4:
+        if zarr_config.no_time:
+            chunk_tc = (1 if zarr_config.chunk_channels else shape[0],)
+            shard_tc = (chunk_tc[0] if zarr_config.shard_channels else shape[0],)
+        else:
+            chunk_tc = (1 if zarr_config.chunk_time else shape[0],)
+            shard_tc = (chunk_tc[0] if zarr_config.shard_time else shape[0],)
+    elif ndim == 3:
+        chunk_tc = tuple()
+        shard_tc = tuple()
+    else:
+        raise ValueError("Zarr layout only supports 3+ dimensions.")
+
+    chunk = zarr_config.chunk
+    if len(chunk) > ndim:
+        raise ValueError("Provided chunk size has more dimension than data")
+    if len(zarr_config.chunk) != ndim:
+        chunk = chunk_tc + chunk + chunk[-1:] * max(0, 3 - len(chunk))
+
+    shard = zarr_config.shard
+
+    if isinstance(shard, tuple) and len(shard) > ndim:
+        raise ValueError("Provided shard size has more dimension than data")
+    # If shard is not used or is fully specified, return early.
+    if shard is None or (isinstance(shard, tuple) and len(shard) == ndim):
+        return chunk, shard
+
+    chunk_spatial = chunk[-3:]
+    if shard == "auto":
+        # Compute auto shard sizes based on the file size limit.
+        itemsize = dtype.itemsize
+        chunk_size = np.prod(chunk_spatial) * itemsize
+        shard_size = np.prod(shard_tc) * chunk_size
+        B_multiplier = SHARD_FILE_SIZE_LIMIT / shard_size
+        multiplier = int(B_multiplier ** (1 / 3))
+        if multiplier < 1:
+            multiplier = 1
+
+        shape_spatial = shape[-3:]
+        # For each spatial dimension, the minimal multiplier needed to cover the data:
+        L = [int(np.ceil(s / c)) for s, c in zip(shape_spatial, chunk_spatial)]
+        dims = len(chunk_spatial)
+
+        shard = tuple(int(c * multiplier) for c in chunk_spatial)
+        m_uniform = int(B_multiplier ** (1 / dims))
+        M = []
+        free_dims = []
+        for i in range(dims):
+            # If the uniform guess already overshoots the data, clamp to the minimal covering multiplier.
+            if m_uniform * chunk_spatial[i] >= shape_spatial[i]:
+                M.append(L[i])
+            else:
+                M.append(m_uniform)
+                free_dims.append(i)
+
+        # Iteratively try to increase free dimensions while keeping the overall product ≤ B_multiplier.
+        improved = True
+        while improved and free_dims:
+            improved = False
+            for i in free_dims:
+                candidate = M[i] + 1
+                # If increasing would exceed the data size in this dimension,
+                # clamp to the minimal covering multiplier.
+                if candidate * chunk_spatial[i] >= shape_spatial[i]:
+                    candidate = L[i]
+                new_product = np.prod(
+                    [candidate if j == i else M[j] for j in range(dims)]
+                )
+                if new_product <= B_multiplier and candidate > M[i]:
+                    M[i] = candidate
+                    improved = True
+            # Remove dimensions that have reached or exceeded the data size.
+            free_dims = [i for i in free_dims if
+                         M[i] * chunk_spatial[i] < shape_spatial[i]]
+        shard = tuple(M[i] * chunk_spatial[i] for i in range(dims))
+
+    shard = shard_tc + shard + shard[-1:] * max(0, 3 - len(shard))
+    return chunk, shard

From 82fc791569521496b225d59ac8122d78239c82b9 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 26 Jun 2025 13:57:02 -0400
Subject: [PATCH 068/157] tests: recover lsm test

---
 tests/test_lsm.py | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/tests/test_lsm.py b/tests/test_lsm.py
index 68f84331..8dc6fa5d 100644
--- a/tests/test_lsm.py
+++ b/tests/test_lsm.py
@@ -3,8 +3,9 @@
 import numpy as np
 import pytest
 import tifffile
+import zarr
 
-from utils.compare_file import _cmp_zarr_archives
+from utils.compare_file import _cmp_zarr_archives, assert_zarr_equal
 from linc_convert.modalities.lsm import mosaic
 
 
@@ -21,9 +22,12 @@ def _write_test_data(directory: str) -> None:
                         folder / f"test_z{z}_y{y}_plane{plane}_c{c}.tiff", image
                     )
 
-@pytest.mark.skip(reason="🚧 refactor in progress")
+
 def test_lsm(tmp_path):
     _write_test_data(tmp_path)
     output_zarr = tmp_path / "output.zarr"
-    mosaic.convert(str(tmp_path), out=str(output_zarr))
-    assert _cmp_zarr_archives(str(output_zarr), "data/lsm.zarr.zip")
+    mosaic.convert(str(tmp_path), out=str(output_zarr), zarr_version=2, driver="tensorstore")
+    assert_zarr_equal(str(output_zarr),
+    zarr.storage.ZipStore(
+        "data/lsm.zarr.zip", mode="r"))
+

From 7438b3d0e675084da1ee17ee4564924954530408 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 26 Jun 2025 14:01:36 -0400
Subject: [PATCH 069/157] style: cleanup

---
 .gitignore                                    |  3 +
 linc_convert/modalities/df/__init__.py        |  1 +
 linc_convert/modalities/df/multi_slice.py     | 62 +++++++++----------
 linc_convert/modalities/df/single_slice.py    | 51 ++++++++-------
 linc_convert/utils/__init__.py                |  2 +-
 linc_convert/utils/chunk_processing.py        |  1 -
 linc_convert/utils/j2k.py                     | 10 +--
 linc_convert/utils/logging.py                 |  7 ++-
 linc_convert/utils/orientation.py             |  2 +-
 linc_convert/utils/spool.py                   |  5 +-
 linc_convert/utils/unit.py                    |  5 +-
 linc_convert/utils/zarr/__init__.py           |  2 +-
 linc_convert/utils/zarr/generate_pyramid.py   | 52 +++++++++-------
 linc_convert/utils/zarr/zarr_config.py        | 13 ++--
 .../utils/zarr/zarr_io/drivers/tensorstore.py |  2 +-
 .../utils/zarr/zarr_io/drivers/zarr_python.py | 16 ++---
 scripts/debug.py                              | 16 +++++
 17 files changed, 138 insertions(+), 112 deletions(-)
 create mode 100644 scripts/debug.py

diff --git a/.gitignore b/.gitignore
index 68bc17f9..0f26f128 100644
--- a/.gitignore
+++ b/.gitignore
@@ -158,3 +158,6 @@ cython_debug/
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 #.idea/
+
+scripts/*
+tests/data/test_oct/
diff --git a/linc_convert/modalities/df/__init__.py b/linc_convert/modalities/df/__init__.py
index 1e263071..e8be7398 100644
--- a/linc_convert/modalities/df/__init__.py
+++ b/linc_convert/modalities/df/__init__.py
@@ -4,6 +4,7 @@
     import glymur as _  # noqa: F401
 
     __all__ = ["cli", "multi_slice", "single_slice"]
+
     from . import cli, multi_slice, single_slice
 except ImportError:
     pass
diff --git a/linc_convert/modalities/df/multi_slice.py b/linc_convert/modalities/df/multi_slice.py
index 9c82336d..c9ca8c44 100644
--- a/linc_convert/modalities/df/multi_slice.py
+++ b/linc_convert/modalities/df/multi_slice.py
@@ -17,15 +17,14 @@
 import zarr
 from cyclopts import App
 
-
 # internals
 from linc_convert import utils
 from linc_convert.modalities.df.cli import df
 from linc_convert.utils.j2k import WrappedJ2K, get_pixelsize
 from linc_convert.utils.math import ceildiv, floordiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import make_compressor
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
+from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import make_compressor
 
 HOME = "/space/aspasia/2/users/linc/000003"
 
@@ -33,21 +32,20 @@
 LINCSET = os.path.join(HOME, "sourcedata")
 LINCOUT = os.path.join(HOME, "rawdata")
 
-
 ms = App(name="multislice", help_format="markdown")
 df.command(ms)
 
 
 @ms.default
 def convert(
-    inp: list[str],
-    *,
-    out: str,
-    zarr_config: ZarrConfig = None,
-    max_load: int = 16384,
-    orientation: str = "coronal",
-    center: bool = True,
-    thickness: float | None = None,
+        inp: list[str],
+        *,
+        out: str,
+        zarr_config: ZarrConfig = None,
+        max_load: int = 16384,
+        orientation: str = "coronal",
+        center: bool = True,
+        thickness: float | None = None,
         **kwargs
 ) -> None:
     """
@@ -146,7 +144,7 @@ def convert(
     print(new_size)
     # Write each level
     for level in range(nblevel):
-        shape = [ceildiv(s, 2**level) for s in new_size[:2]]
+        shape = [ceildiv(s, 2 ** level) for s in new_size[:2]]
         shape = [new_size[2]] + [len(inp)] + shape
 
         omz.create_dataset(f"{level}", shape=shape, **opt)
@@ -175,18 +173,18 @@ def convert(
 
             for channel in range(3):
                 if max_load is None or (
-                    subdat_size[-2] < max_load and subdat_size[-1] < max_load
+                        subdat_size[-2] < max_load and subdat_size[-1] < max_load
                 ):
                     array[
-                        channel, idx, x : x + subdat_size[-2], y : y + subdat_size[-1]
-                    ] = subdat[channel : channel + 1, ...][0]
+                    channel, idx, x: x + subdat_size[-2], y: y + subdat_size[-1]
+                    ] = subdat[channel: channel + 1, ...][0]
                 else:
                     ni = ceildiv(subdat_size[-2], max_load)
                     nj = ceildiv(subdat_size[-1], max_load)
 
                     for i in range(ni):
                         for j in range(nj):
-                            print(f"\r{i+1}/{ni}, {j+1}/{nj}", end=" ")
+                            print(f"\r{i + 1}/{ni}, {j + 1}/{nj}", end=" ")
                             start_x, end_x = (
                                 i * max_load,
                                 min((i + 1) * max_load, subdat_size[-2]),
@@ -197,15 +195,15 @@ def convert(
                             )
 
                             array[
-                                channel,
-                                idx,
-                                x + start_x : x + end_x,
-                                y + start_y : y + end_y,
+                            channel,
+                            idx,
+                            x + start_x: x + end_x,
+                            y + start_y: y + end_y,
                             ] = subdat[
-                                channel : channel + 1,
+                                channel: channel + 1,
                                 start_x:end_x,
                                 start_y:end_y,
-                            ][0]
+                                ][0]
 
                     print("")
 
@@ -242,20 +240,20 @@ def convert(
             {
                 "type": "scale",
                 "scale": [1.0] * has_channel
-                + [
-                    1.0,
-                    (shape0[0] / shape[0]) * vxh,
-                    (shape0[1] / shape[1]) * vxw,
-                ],
+                         + [
+                             1.0,
+                             (shape0[0] / shape[0]) * vxh,
+                             (shape0[1] / shape[1]) * vxw,
+                         ],
             },
             {
                 "type": "translation",
                 "translation": [0.0] * has_channel
-                + [
-                    0.0,
-                    (shape0[0] / shape[0] - 1) * vxh * 0.5,
-                    (shape0[1] / shape[1] - 1) * vxw * 0.5,
-                ],
+                               + [
+                                   0.0,
+                                   (shape0[0] / shape[0] - 1) * vxh * 0.5,
+                                   (shape0[1] / shape[1] - 1) * vxw * 0.5,
+                               ],
             },
         ]
     multiscales[0]["coordinateTransformations"] = [
diff --git a/linc_convert/modalities/df/single_slice.py b/linc_convert/modalities/df/single_slice.py
index 272eb78c..423edc82 100644
--- a/linc_convert/modalities/df/single_slice.py
+++ b/linc_convert/modalities/df/single_slice.py
@@ -16,15 +16,14 @@
 import zarr
 from cyclopts import App
 
-
 # internals
 from linc_convert import utils
 from linc_convert.modalities.df.cli import df
 from linc_convert.utils.j2k import WrappedJ2K, get_pixelsize
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import make_compressor
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
+from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import make_compressor
 
 ss = App(name="singleslice", help_format="markdown")
 df.command(ss)
@@ -32,15 +31,15 @@
 
 @ss.default
 def convert(
-    inp: str,
-    *,
-    out: str,
-    zarr_config: ZarrConfig = None,
-    max_load: int = 16384,
-    orientation: str = "coronal",
-    center: bool = True,
-    thickness: float | None = None,
-    **kwargs
+        inp: str,
+        *,
+        out: str,
+        zarr_config: ZarrConfig = None,
+        max_load: int = 16384,
+        orientation: str = "coronal",
+        center: bool = True,
+        thickness: float | None = None,
+        **kwargs
 ) -> None:
     """
     Convert JPEG2000 files generated by MBF-Neurolucida into a Zarr pyramid.
@@ -131,16 +130,16 @@ def convert(
             nj = ceildiv(shape[-1], max_load)
             for i in range(ni):
                 for j in range(nj):
-                    print(f"\r{i+1}/{ni}, {j+1}/{nj}", end="")
+                    print(f"\r{i + 1}/{ni}, {j + 1}/{nj}", end="")
                     array[
-                        ...,
-                        i * max_load : min((i + 1) * max_load, shape[-2]),
-                        j * max_load : min((j + 1) * max_load, shape[-1]),
+                    ...,
+                    i * max_load: min((i + 1) * max_load, shape[-2]),
+                    j * max_load: min((j + 1) * max_load, shape[-1]),
                     ] = subdat[
                         ...,
-                        i * max_load : min((i + 1) * max_load, shape[-2]),
-                        j * max_load : min((j + 1) * max_load, shape[-1]),
-                    ]
+                        i * max_load: min((i + 1) * max_load, shape[-2]),
+                        j * max_load: min((j + 1) * max_load, shape[-1]),
+                        ]
             print("")
 
     # Write OME-Zarr multiscale metadata
@@ -175,18 +174,18 @@ def convert(
             {
                 "type": "scale",
                 "scale": [1.0] * has_channel
-                + [
-                    (shape0[0] / shape[0]) * vxh,
-                    (shape0[1] / shape[1]) * vxw,
-                ],
+                         + [
+                             (shape0[0] / shape[0]) * vxh,
+                             (shape0[1] / shape[1]) * vxw,
+                         ],
             },
             {
                 "type": "translation",
                 "translation": [0.0] * has_channel
-                + [
-                    (shape0[0] / shape[0] - 1) * vxh * 0.5,
-                    (shape0[1] / shape[1] - 1) * vxw * 0.5,
-                ],
+                               + [
+                                   (shape0[0] / shape[0] - 1) * vxh * 0.5,
+                                   (shape0[1] / shape[1] - 1) * vxw * 0.5,
+                               ],
             },
         ]
     multiscales[0]["coordinateTransformations"] = [
diff --git a/linc_convert/utils/__init__.py b/linc_convert/utils/__init__.py
index 75fec8b0..fb295188 100644
--- a/linc_convert/utils/__init__.py
+++ b/linc_convert/utils/__init__.py
@@ -1,2 +1,2 @@
 """Various utilities."""
-from . import logging
\ No newline at end of file
+from . import logging
diff --git a/linc_convert/utils/chunk_processing.py b/linc_convert/utils/chunk_processing.py
index fcb31219..8f4aeb55 100644
--- a/linc_convert/utils/chunk_processing.py
+++ b/linc_convert/utils/chunk_processing.py
@@ -35,4 +35,3 @@ def chunk_slice_generator(arr_shape, chunk_shape):
         # Prepend an Ellipsis to preserve any preceding (non-chunked) dimensions
         full_slice = (...,) + slices
         yield index, full_slice
-
diff --git a/linc_convert/utils/j2k.py b/linc_convert/utils/j2k.py
index c61805b2..6bfb1579 100644
--- a/linc_convert/utils/j2k.py
+++ b/linc_convert/utils/j2k.py
@@ -68,7 +68,7 @@ class WrappedJ2K:
     def shape(self) -> tuple[int]:
         """Shape of the current level."""
         channel = list(self.j2k.shape[2:])
-        shape = [ceildiv(s, 2**self.level) for s in self.j2k.shape[:2]]
+        shape = [ceildiv(s, 2 ** self.level) for s in self.j2k.shape[:2]]
         if self.channel_first:
             shape = channel + shape
         else:
@@ -119,10 +119,10 @@ def __getitem__(self, index: tuple[slice] | slice) -> np.ndarray:
         wstart, wstop = widx.start or 0, widx.stop or 0
 
         # convert to level 0 indices
-        hstart *= 2**self.level
-        hstop *= 2**self.level
-        wstart *= 2**self.level
-        wstop *= 2**self.level
+        hstart *= 2 ** self.level
+        hstop *= 2 ** self.level
+        wstart *= 2 ** self.level
+        wstop *= 2 ** self.level
         hstop = min(hstop or self.j2k.shape[0], self.j2k.shape[0])
         wstop = min(wstop or self.j2k.shape[1], self.j2k.shape[1])
         area = (hstart, wstart, hstop, wstop)
diff --git a/linc_convert/utils/logging.py b/linc_convert/utils/logging.py
index b143ba1c..8d9022ce 100644
--- a/linc_convert/utils/logging.py
+++ b/linc_convert/utils/logging.py
@@ -2,6 +2,7 @@
 
 logger = logging.getLogger()
 
+
 def setup_logging():
     logging.basicConfig(
         level=logging.INFO,
@@ -13,10 +14,12 @@ def setup_logging():
 def add_file_handler(log_file_path=None):
     file_handler = logging.FileHandler(log_file_path)
     file_handler.setLevel(logging.DEBUG)
-    file_formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')
+    file_formatter = logging.Formatter(
+        '%(asctime)s - %(name)s - %(levelname)s - %(message)s')
     file_handler.setFormatter(file_formatter)
     logger.addHandler(file_handler)
 
-#TODO: add file handler for each platform. prob ref dandi-ci. prevent logging error in unit test
+
+# TODO: add file handler for each platform. prob ref dandi-ci. prevent logging error in unit test
 setup_logging()
 # add_file_handler("/scratch/converter.log")
diff --git a/linc_convert/utils/orientation.py b/linc_convert/utils/orientation.py
index 0d26bde2..d5840d8d 100644
--- a/linc_convert/utils/orientation.py
+++ b/linc_convert/utils/orientation.py
@@ -33,7 +33,7 @@ def orientation_ensure_3d(orientation: str) -> str:
 
 
 def orientation_to_affine(
-    orientation: str, vxw: float = 1, vxh: float = 1, vxd: float = 1
+        orientation: str, vxw: float = 1, vxh: float = 1, vxd: float = 1
 ) -> np.ndarray:
     """
     Build an affine matrix from an orientation string and voxel size.
diff --git a/linc_convert/utils/spool.py b/linc_convert/utils/spool.py
index 94cb7bb1..00332559 100644
--- a/linc_convert/utils/spool.py
+++ b/linc_convert/utils/spool.py
@@ -47,8 +47,9 @@ def __init__(self, spool_set_path, info_file=None):
                 warnings.warn('ERROR: Info file not found.')
         self.assembled_spool_shape = (self.numDepths,
                                       self.spool_shape[2],
-                                      self.spool_shape[0]*len(self.spool_files),
+                                      self.spool_shape[0] * len(self.spool_files),
                                       )
+
     def _load_info_file(self, info_file):
         loaded_info = loadmat(info_file)
         info = loaded_info.get("info", None)
@@ -187,4 +188,4 @@ def assemble(self):
 
     # this is the modified version for lsm pipeline
     def assemble_cropped(self):
-        return self.assemble().transpose(1, 2, 0)[:self.numDepths,:,:]
\ No newline at end of file
+        return self.assemble().transpose(1, 2, 0)[:self.numDepths, :, :]
diff --git a/linc_convert/utils/unit.py b/linc_convert/utils/unit.py
index 04be0f29..806201a4 100644
--- a/linc_convert/utils/unit.py
+++ b/linc_convert/utils/unit.py
@@ -134,7 +134,6 @@
     "q": -30,
 }
 
-
 unit_space_short2long = {
     short + "m": long + "meter" for short, long in si_prefix_short2long.items()
 }
@@ -169,7 +168,7 @@
 unit_time_long2short = {long: short for short, long in unit_time_short2long.items()}
 
 unit_space_scale = {
-    prefix + "m": 10**exponent for prefix, exponent in si_prefix_exponent.items()
+    prefix + "m": 10 ** exponent for prefix, exponent in si_prefix_exponent.items()
 }
 unit_space_scale.update(
     {
@@ -185,7 +184,7 @@
 )
 
 unit_time_scale = {
-    prefix + "s": 10**exponent for prefix, exponent in si_prefix_exponent.items()
+    prefix + "s": 10 ** exponent for prefix, exponent in si_prefix_exponent.items()
 }
 unit_time_scale.update(
     {
diff --git a/linc_convert/utils/zarr/__init__.py b/linc_convert/utils/zarr/__init__.py
index 22261135..404ab578 100644
--- a/linc_convert/utils/zarr/__init__.py
+++ b/linc_convert/utils/zarr/__init__.py
@@ -1,5 +1,5 @@
 """Zarr utilities."""
 
+from .generate_pyramid import generate_pyramid, generate_pyramid_old
 from .zarr_config import ZarrConfig
 from .zarr_io import *
-from .generate_pyramid import generate_pyramid, generate_pyramid_old
diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/zarr/generate_pyramid.py
index a034b486..76bb6a8e 100644
--- a/linc_convert/utils/zarr/generate_pyramid.py
+++ b/linc_convert/utils/zarr/generate_pyramid.py
@@ -3,27 +3,27 @@
 import math
 from typing import Literal, Optional
 
+import dask
 import dask.array as da
 import numpy as np
+import tensorstore as ts
 import tqdm
 import zarr
-import dask
+from dask.diagnostics import ProgressBar
 from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
-import tensorstore as ts
-
 
 from linc_convert.utils.math import ceildiv
-from dask.diagnostics import ProgressBar
 
 logger = logging.getLogger(__name__)
 
+
 def generate_pyramid_old(
-    omz: zarr.Group,
-    levels: int = -1,
-    ndim: int = 3,
-    max_load: int = 512,
-    mode: Literal["mean", "median"] = "median",
-    no_pyramid_axis: Optional[int] = None,
+        omz: zarr.Group,
+        levels: int = -1,
+        ndim: int = 3,
+        max_load: int = 512,
+        mode: Literal["mean", "median"] = "median",
+        no_pyramid_axis: Optional[int] = None,
 ) -> list[list[int]]:
     """
     Generate the levels of a pyramid in an existing Zarr.
@@ -190,7 +190,8 @@ def get_zarray_options(base_level):
     )
     if isinstance(base_level.metadata, ArrayV2Metadata):
         opts_extra = dict(
-        chunk_key_encoding = dimension_separator_to_chunk_key_encoding(base_level.metadata.dimension_separator, 2)
+            chunk_key_encoding=dimension_separator_to_chunk_key_encoding(
+                base_level.metadata.dimension_separator, 2)
         )
     elif isinstance(base_level.metadata, ArrayV3Metadata):
         opts_extra = dict(
@@ -202,28 +203,32 @@ def get_zarray_options(base_level):
     opts.update(**opts_extra)
     return opts
 
+
 class _TSAdapter:
     def __init__(self, ts):
         self._ts = ts
+
     @property
     def shape(self): return tuple(self._ts.shape)
+
     @property
     def ndim(self):  return self._ts.ndim
+
     @property
     def dtype(self):
         # Expose the NumPy dtype here:
         return self._ts.dtype.numpy_dtype
+
     def __getitem__(self, idx):
         return self._ts[idx].read().result()
 
 
-
 def generate_pyramid(
-    omz: zarr.Group,
-    levels: int = -1,
-    ndim: int = 3,
-    mode: Literal["mean", "median"] = "median",
-    no_pyramid_axis: Optional[int] = None,
+        omz: zarr.Group,
+        levels: int = -1,
+        ndim: int = 3,
+        mode: Literal["mean", "median"] = "median",
+        no_pyramid_axis: Optional[int] = None,
 ) -> list[list[int]]:
     """
     Generate the levels of a pyramid in an existing Zarr.
@@ -283,8 +288,11 @@ def generate_pyramid(
 
         # dat = da.from_zarr(omz[str(lvl - 1)])
 
-        wconfig = default_write_config(str(arr.store_path), shape =batch_shape + spatial_shape, dtype = dat.dtype, chunk = opts["chunks"], shard=opts["shards"],
-                                       version = omz.info._zarr_format)
+        wconfig = default_write_config(str(arr.store_path),
+                                       shape=batch_shape + spatial_shape,
+                                       dtype=dat.dtype, chunk=opts["chunks"],
+                                       shard=opts["shards"],
+                                       version=omz.info._zarr_format)
         wconfig["delete_existing"] = True
         wconfig["create"] = True
         writer = ts.open(wconfig).result()
@@ -331,7 +339,8 @@ def compute_next_level(arr, ndim, no_pyramid_axis=None, window_func=da.mean):
     # build the coarsening factors: 2 along each pyramid dim, except 1 if skip
     factors = {
         axis: (
-            1 if (no_pyramid_axis is not None and axis == pyramid_axes[no_pyramid_axis]) or arr.shape[axis] == 1
+            1 if (no_pyramid_axis is not None and axis == pyramid_axes[
+                no_pyramid_axis]) or arr.shape[axis] == 1
             else 2)
         for axis in pyramid_axes
     }
@@ -376,6 +385,3 @@ def compute_next_level_old(arr, ndim, no_pyramid_axis, window_func):
     arr = window_func(arr, axis=-1)
     arr = arr.astype(dtype)
     return arr
-
-
-
diff --git a/linc_convert/utils/zarr/zarr_config.py b/linc_convert/utils/zarr/zarr_config.py
index 6fa29c9d..e078eb78 100644
--- a/linc_convert/utils/zarr/zarr_config.py
+++ b/linc_convert/utils/zarr/zarr_config.py
@@ -1,14 +1,15 @@
 """Configuration related to output Zarr Archive."""
+import logging
 import os
 from dataclasses import dataclass, replace
 from typing import Annotated, Literal
-from typing_extensions import Unpack
-import logging
 
 from cyclopts import Parameter
+from typing_extensions import Unpack
 
 logger = logging.getLogger(__name__)
 
+
 @Parameter(name="*")
 @dataclass
 class ZarrConfig:
@@ -91,7 +92,7 @@ class ZarrConfig:
     no_time: bool = False
     no_pyramid_axis: Literal["x", "y", "z", None] = None
     levels: int = -1
-    ome_version: Literal["0.4","0.5"] = "0.4"
+    ome_version: Literal["0.4", "0.5"] = "0.4"
     nii: bool = False
     max_load: int = 512
     overwrite: bool = False
@@ -119,10 +120,8 @@ def set_default_name(self, name: str):
     def update(self, **kwargs):
         return replace(self, **kwargs)
 
-def update(zarr_config: ZarrConfig|None, **kwargs: Unpack[ZarrConfig]) -> ZarrConfig:
+
+def update(zarr_config: ZarrConfig | None, **kwargs: Unpack[ZarrConfig]) -> ZarrConfig:
     if zarr_config is None:
         zarr_config = ZarrConfig()
     return replace(zarr_config, **kwargs)
-
-
-
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
index 7e890129..f30571c5 100644
--- a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
+++ b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
@@ -12,8 +12,8 @@
 import zarr
 from numpy._typing import DTypeLike
 from upath import UPath
-import tensorstore as ts
 
+import tensorstore as ts
 from linc_convert.utils.zarr import ZarrConfig
 from linc_convert.utils.zarr.zarr_io.abc import ZarrArray, ZarrGroup
 
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py b/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
index 5c07ff78..ad643124 100644
--- a/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
+++ b/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
@@ -227,7 +227,7 @@ def make_compressor(name: str | None, zarr_version: Literal[2, 3], **prm: dict)
                          )
 
 
-def open_zarr_group(zarr_config:ZarrConfig):
+def open_zarr_group(zarr_config: ZarrConfig):
     # TODO: check out is not none or empty
     store = zarr.storage.LocalStore(zarr_config.out)
     return zarr.group(store=store, overwrite=True, zarr_format=zarr_config.zarr_version)
@@ -254,21 +254,23 @@ def create_array(
         "order": zarr_config.order,
         "dtype": np.dtype(dtype).str,
         "fill_value": None,
-        "compressors": make_compressor(compressor, zarr_config.zarr_version, **compressor_opt),
+        "compressors": make_compressor(compressor, zarr_config.zarr_version,
+                                       **compressor_opt),
     }
 
-    chunk_key_encoding = dimension_separator_to_chunk_key_encoding(zarr_config.dimension_separator, zarr_config.zarr_version)
+    chunk_key_encoding = dimension_separator_to_chunk_key_encoding(
+        zarr_config.dimension_separator, zarr_config.zarr_version)
     if chunk_key_encoding:
         opt["chunk_key_encoding"] = chunk_key_encoding
-    arr= omz.create_array(name=name,
-                          shape=shape,
-                          **opt)
+    arr = omz.create_array(name=name,
+                           shape=shape,
+                           **opt)
     if data:
         arr[:] = data
     return arr
 
 
-def dimension_separator_to_chunk_key_encoding(dimension_separator,zarr_version):
+def dimension_separator_to_chunk_key_encoding(dimension_separator, zarr_version):
     dimension_separator = dimension_separator
     if dimension_separator == '.' and zarr_version == 2:
         pass
diff --git a/scripts/debug.py b/scripts/debug.py
new file mode 100644
index 00000000..f5705bcb
--- /dev/null
+++ b/scripts/debug.py
@@ -0,0 +1,16 @@
+import numpy as np
+import psutil
+import sparse
+
+
+def print_mem():
+    print(psutil.Process().memory_info().rss/1024/1024)
+
+print_mem()
+a = np.broadcast_to(np.zeros(()),(1000,)*3)
+
+print_mem()
+b = sparse.random(a.shape,0.0001)
+print_mem()
+c = a+b
+print_mem()
\ No newline at end of file

From 299b985e1ef3b01d4e93cf58d163d036664f165c Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 26 Jun 2025 14:18:01 -0400
Subject: [PATCH 070/157] fix: use zarr-python for metadata

---
 linc_convert/modalities/psoct/multi_slice.py   | 2 ++
 linc_convert/modalities/psoct/single_volume.py | 5 +++--
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index 1acacde9..401ae363 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -15,6 +15,7 @@
 import cyclopts
 import h5py
 import numpy as np
+import zarr
 
 from niizarr import default_nifti_header, write_nifti_header, write_ome_metadata
 from linc_convert import utils
@@ -161,6 +162,7 @@ def convert(
 
     zgroup.generate_pyramid(mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
     logger.info("Write OME-Zarr multiscale metadata")
+    zgroup = zarr.open(zarr_config.out, mode="a")
     write_ome_metadata(zgroup, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
 
     if not zarr_config.nii:
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index 3a8788b7..5e150c95 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -16,6 +16,7 @@
 from linc_convert.utils.zarr.zarr_io import ZarrPythonGroup, from_config
 import numpy as np
 from niizarr import write_ome_metadata, default_nifti_header, write_nifti_header
+import zarr
 
 from linc_convert import utils
 from linc_convert.utils._array_wrapper import _ArrayWrapper, _MatArrayWrapper, _H5ArrayWrapper
@@ -127,7 +128,7 @@ def convert(
         unit = "um"
 
     # Prepare Zarr group
-    zgroup = from_config(zarr_config, overwrite= ZarrConfig.overwrite)
+    zgroup = from_config(zarr_config)
 
     if not hasattr(inp, "dtype"):
         raise Exception("Input is not a numpy array. This is unexpected.")
@@ -149,9 +150,9 @@ def convert(
         loaded_chunk = inp[slc]
         dataset[slc] = loaded_chunk
 
-    # generate_pyramid(zgroup, mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
     zgroup.generate_pyramid( mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
     logger.info("Write OME-Zarr multiscale metadata")
+    zgroup = zarr.open(zarr_config.out, mode="a")
     write_ome_metadata(zgroup, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
 
     if not zarr_config.nii:

From f6edb8c3bf26e8453585263a557d05a1b6487783 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 26 Jun 2025 15:12:00 -0400
Subject: [PATCH 071/157] fix: improve tensorstore import error handling

---
 linc_convert/utils/zarr/zarr_io/factory.py | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/linc_convert/utils/zarr/zarr_io/factory.py b/linc_convert/utils/zarr/zarr_io/factory.py
index a75590ec..4792476f 100644
--- a/linc_convert/utils/zarr/zarr_io/factory.py
+++ b/linc_convert/utils/zarr/zarr_io/factory.py
@@ -1,3 +1,4 @@
+import warnings
 from typing import Literal
 
 from linc_convert.utils.zarr import ZarrConfig
@@ -18,8 +19,8 @@
 
     _DRIVER_ARRAY["tensorstore"] = ZarrTSArray
     _DRIVER_GROUP["tensorstore"] = ZarrTSGroup
-except ImportError:
-    pass
+except ImportError as e:
+    warnings.warn(f"Tensorstore driver not available: {e}.")
 
 
 def open(
@@ -29,7 +30,7 @@ def open(
 
 
 def open_group(
-        driver: Literal["zarr-python", "tensorstore", "zarrita"] = "zarr-python"):
+        driver: Literal["zarr-python", "tensorstore", "zarrita"] = "zarr-python") -> ZarrGroup:
     raise NotImplementedError
     pass
 

From 6846335faa5905279e9e62254564f8cf125fd902 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 1 Jul 2025 09:57:37 -0400
Subject: [PATCH 072/157] chore: cleanup

---
 linc_convert/modalities/psoct/multi_slice.py  | 56 ++++++++++---------
 .../modalities/psoct/single_volume.py         | 36 ++++++------
 2 files changed, 47 insertions(+), 45 deletions(-)

diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index 401ae363..e734209d 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -6,29 +6,27 @@
 """
 
 import json
+import logging
 import os
 from functools import wraps
 from itertools import product
 from typing import Callable, Optional
-import logging
 
 import cyclopts
 import h5py
 import numpy as np
 import zarr
-
 from niizarr import default_nifti_header, write_nifti_header, write_ome_metadata
+
 from linc_convert import utils
-from linc_convert.utils._array_wrapper import _ArrayWrapper, _H5ArrayWrapper, \
-    _MatArrayWrapper
 from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
+from linc_convert.utils._array_wrapper import _ArrayWrapper, _H5ArrayWrapper, \
+    _MatArrayWrapper
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
-from linc_convert.utils.zarr import generate_pyramid, generate_pyramid_old
-from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import open_zarr_group, \
-    create_array
+from linc_convert.utils.zarr import generate_pyramid
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
 from linc_convert.utils.zarr.zarr_io import from_config
 
@@ -44,11 +42,13 @@ def _automap(func: Callable) -> Callable:
     def wrapper(inp: list[str], **kwargs: dict) -> callable:
         dat = _mapmat(inp, kwargs.get("key", None))
         return func(dat, **kwargs)
+
     return wrapper
 
 
 def _mapmat(fnames: list[str], key: Optional[str] = None) -> list[_ArrayWrapper]:
     """Load or memory-map an array stored in a .mat file."""
+
     def make_wrapper(fname: str) -> _ArrayWrapper:
         try:
             # "New" .mat file
@@ -64,15 +64,15 @@ def make_wrapper(fname: str) -> _ArrayWrapper:
 @multi_slice.default
 @_automap
 def convert(
-    inp: list[str],
-    *,
-    key: Optional[str] = None,
-    meta: str = None,
-    orientation: str = "RAS",
-    center: bool = True,
-    dtype: Optional[str] = None,
-    zarr_config: ZarrConfig = None,
-    **kwargs
+        inp: list[str],
+        *,
+        key: Optional[str] = None,
+        meta: str = None,
+        orientation: str = "RAS",
+        center: bool = True,
+        dtype: Optional[str] = None,
+        zarr_config: ZarrConfig = None,
+        **kwargs
 ) -> None:
     """
     Matlab to OME-Zarr.
@@ -134,16 +134,17 @@ def convert(
     ny = ceildiv(volume_shape[-2], chunk_size[1])
     nslices = len(inp)
 
-    dataset = zgroup.create_array("0", shape=volume_shape, zarr_config=zarr_config, dtype=np.dtype(dtype))
+    dataset = zgroup.create_array("0", shape=volume_shape, zarr_config=zarr_config,
+                                  dtype=np.dtype(dtype))
 
     # Process and store data in chunks
     for i in range(nslices):
         for j, k in product(range(ny), range(nz)):
             loaded_chunk = inp[i][
-                ...,
-                k * chunk_size[0] : (k + 1) * chunk_size[0],
-                j * chunk_size[1] : (j + 1) * chunk_size[1],
-            ]
+                           ...,
+                           k * chunk_size[0]: (k + 1) * chunk_size[0],
+                           j * chunk_size[1]: (j + 1) * chunk_size[1],
+                           ]
             logger.info(
                 f"Processing slice {i + 1:03d} chunk [y: {j + 1:03d}, z: {k + 1:03d}] "
                 f"of [{nslices:03d}, {ny:03d}, {nz:03d}]"
@@ -153,10 +154,10 @@ def convert(
             y_start = j * chunk_size[1]
             y_end = y_start + loaded_chunk.shape[-1]
             dataset[
-                ...,
-                z_start:z_end,
-                y_start:y_end,
-                i,
+            ...,
+            z_start:z_end,
+            y_start:y_end,
+            i,
             ] = loaded_chunk
         inp[i] = None  # Remove reference to free memory
 
@@ -171,7 +172,8 @@ def convert(
 
     # Write NIfTI-Zarr header
     arr = zgroup["0"]
-    header = default_nifti_header(arr, zgroup.attrs.get("ome", zgroup.attrs).get("multiscales"))
+    header = default_nifti_header(arr, zgroup.attrs.get("ome", zgroup.attrs).get(
+        "multiscales"))
     reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
     if center:
@@ -182,4 +184,4 @@ def convert(
     header.set_sform(affine)
     header.set_xyzt_units(to_nifti_unit(unit))
 
-    write_nifti_header(zgroup, header)
\ No newline at end of file
+    write_nifti_header(zgroup, header)
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index 5e150c95..d1b253b4 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -13,23 +13,21 @@
 
 import cyclopts
 import h5py
-from linc_convert.utils.zarr.zarr_io import ZarrPythonGroup, from_config
 import numpy as np
-from niizarr import write_ome_metadata, default_nifti_header, write_nifti_header
 import zarr
+from niizarr import write_ome_metadata, default_nifti_header, write_nifti_header
 
 from linc_convert import utils
-from linc_convert.utils._array_wrapper import _ArrayWrapper, _MatArrayWrapper, _H5ArrayWrapper
 from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
+from linc_convert.utils._array_wrapper import _ArrayWrapper, _MatArrayWrapper, \
+    _H5ArrayWrapper
 from linc_convert.utils.chunk_processing import chunk_slice_generator
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
-from linc_convert.utils.zarr import generate_pyramid, generate_pyramid_old
-from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import open_zarr_group, \
-    create_array
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
+from linc_convert.utils.zarr.zarr_io import ZarrPythonGroup, from_config
 
 logger = logging.getLogger(__name__)
 single_volume = cyclopts.App(name="single_volume", help_format="markdown")
@@ -51,6 +49,7 @@ def wrapper(inp: str, zarr_config: ZarrConfig = None, **kwargs: dict) -> None:
 
 def _mapmat(fname: str, key: Optional[str] = None) -> _ArrayWrapper:
     """Load or memory-map an array stored in a .mat file."""
+
     def make_wrapper(fname: str) -> _ArrayWrapper:
         try:
             # "New" .mat file
@@ -66,15 +65,15 @@ def make_wrapper(fname: str) -> _ArrayWrapper:
 @single_volume.default
 @_automap
 def convert(
-    inp: str,
-    *,
-    key: Optional[str] = None,
-    meta: str = None,
-    no_pool: Optional[int] = None,
-    orientation: str = "RAS",
-    center: bool = True,
-    zarr_config: ZarrConfig = None,
-    **kwargs
+        inp: str,
+        *,
+        key: Optional[str] = None,
+        meta: str = None,
+        no_pool: Optional[int] = None,
+        orientation: str = "RAS",
+        center: bool = True,
+        zarr_config: ZarrConfig = None,
+        **kwargs
 ) -> None:
     """
     Matlab to OME-Zarr.
@@ -141,7 +140,7 @@ def convert(
     ni = ceildiv(inp.shape[2], inp_chunk[2])
 
     dataset = zgroup.create_array("0", shape=inp.shape, zarr_config=zarr_config,
-                           dtype=np.dtype(inp.dtype))
+                                  dtype=np.dtype(inp.dtype))
 
     for idx, slc in chunk_slice_generator(inp.shape, inp_chunk):
         logger.info(
@@ -150,7 +149,7 @@ def convert(
         loaded_chunk = inp[slc]
         dataset[slc] = loaded_chunk
 
-    zgroup.generate_pyramid( mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
+    zgroup.generate_pyramid(mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
     logger.info("Write OME-Zarr multiscale metadata")
     zgroup = zarr.open(zarr_config.out, mode="a")
     write_ome_metadata(zgroup, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
@@ -162,7 +161,8 @@ def convert(
     # Write NIfTI-Zarr header
     arr = zgroup["0"]
     header = default_nifti_header(arr,
-                                     zgroup.attrs.get("ome", zgroup.attrs).get("multiscales"))
+                                  zgroup.attrs.get("ome", zgroup.attrs).get(
+                                      "multiscales"))
     reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
     if center:

From 3f65c55337c5c9da27472a55ff4994ff3f22e570 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 1 Jul 2025 10:04:32 -0400
Subject: [PATCH 073/157] chore: improve type hint

---
 linc_convert/utils/zarr/__init__.py                    | 1 -
 linc_convert/utils/zarr/zarr_io/abc.py                 | 8 ++++++--
 linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py | 3 ++-
 3 files changed, 8 insertions(+), 4 deletions(-)

diff --git a/linc_convert/utils/zarr/__init__.py b/linc_convert/utils/zarr/__init__.py
index 404ab578..835db1d7 100644
--- a/linc_convert/utils/zarr/__init__.py
+++ b/linc_convert/utils/zarr/__init__.py
@@ -1,5 +1,4 @@
 """Zarr utilities."""
 
-from .generate_pyramid import generate_pyramid, generate_pyramid_old
 from .zarr_config import ZarrConfig
 from .zarr_io import *
diff --git a/linc_convert/utils/zarr/zarr_io/abc.py b/linc_convert/utils/zarr/zarr_io/abc.py
index 0f1e0061..9444f4fa 100644
--- a/linc_convert/utils/zarr/zarr_io/abc.py
+++ b/linc_convert/utils/zarr/zarr_io/abc.py
@@ -3,6 +3,7 @@
 from typing import Union, Tuple, Optional, Any, Literal
 
 import numpy as np
+from numpy.typing import DTypeLike
 import tqdm
 from dask import array as da
 from dask.diagnostics import ProgressBar
@@ -131,8 +132,11 @@ def create_array(
             self,
             name: str,
             shape: Tuple[int, ...],
+            dtype: DTypeLike,
+            *,
+            zarr_config: ZarrConfig = None,
             **kwargs
-    ) -> 'ZarrArray':
+    ) -> ZarrArray:
         """
         Create a new array within this group.
         """
@@ -145,7 +149,7 @@ def create_array_from_base(
             shape: Tuple[int, ...],
             data: Optional[Any] = None,
             **kwargs
-    ) -> 'ZarrArray':
+    ) -> ZarrArray:
         """
         Create a new array using metadata of an existing base-level array.
         """
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
index f30571c5..1b880ede 100644
--- a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
+++ b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
@@ -142,7 +142,7 @@ def create_array(self,
                      dtype: DTypeLike = np.int32,
                      data=None,
                      **kwargs
-                     ) -> zarr.Array:
+                     ) -> ZarrArray:
         if zarr_config is None:
             conf = default_write_config(
                 self._path / name,
@@ -159,6 +159,7 @@ def create_array(self,
                 chunk=zarr_config.chunk,
                 shard=zarr_config.shard,
                 compressor=zarr_config.compressor,
+                #TODO: implement this
                 # compressor_opt=,
                 version=zarr_config.zarr_version,
             )

From e944d3973dac57d57b8cb3bd6b4c3b52ba17050b Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 1 Jul 2025 10:13:59 -0400
Subject: [PATCH 074/157] cleanup

---
 linc_convert/modalities/psoct/_utils.py                | 2 +-
 linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py | 2 +-
 linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/linc_convert/modalities/psoct/_utils.py b/linc_convert/modalities/psoct/_utils.py
index 0d725a96..51a9a957 100644
--- a/linc_convert/modalities/psoct/_utils.py
+++ b/linc_convert/modalities/psoct/_utils.py
@@ -5,7 +5,7 @@
 import nibabel as nib
 import numpy as np
 import zarr
-from numpy._typing import ArrayLike
+from numpy.typing import ArrayLike
 from scipy import io as sio
 
 from linc_convert.utils.math import ceildiv
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
index 1b880ede..3434d9d7 100644
--- a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
+++ b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
@@ -10,7 +10,7 @@
 import numcodecs.abc
 import numpy as np
 import zarr
-from numpy._typing import DTypeLike
+from numpy.typing import DTypeLike
 from upath import UPath
 
 import tensorstore as ts
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py b/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
index ad643124..a4abd4a4 100644
--- a/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
+++ b/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
@@ -4,7 +4,7 @@
 import numpy as np
 import zarr
 import zarr.codecs
-from numpy._typing import DTypeLike
+from numpy.typing import DTypeLike
 from zarr.core.chunk_key_encodings import ChunkKeyEncodingParams
 
 from linc_convert.utils.zarr import ZarrConfig

From 997f37c6f2768eb1ca8153438670e1ce5a758754 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 1 Jul 2025 10:26:09 -0400
Subject: [PATCH 075/157] test: add linc test data dir

---
 tests/000051/dataset_description.json | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 tests/000051/dataset_description.json

diff --git a/tests/000051/dataset_description.json b/tests/000051/dataset_description.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/tests/000051/dataset_description.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file

From 76fa2196fab723f8bf91735e434e783a228e4420 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 1 Jul 2025 10:27:49 -0400
Subject: [PATCH 076/157] test: ignore real test data files

---
 .gitignore | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 0f26f128..9c2705aa 100644
--- a/.gitignore
+++ b/.gitignore
@@ -157,7 +157,8 @@ cython_debug/
 #  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
-#.idea/
+.idea/
 
 scripts/*
 tests/data/test_oct/
+tests/000051/
\ No newline at end of file

From 29fb1164204810f6126028c147bb12dd0b9274ae Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 1 Jul 2025 10:36:27 -0400
Subject: [PATCH 077/157] chore: improve type hint

---
 linc_convert/utils/zarr/zarr_config.py     | 3 ++-
 linc_convert/utils/zarr/zarr_io/factory.py | 9 +++------
 2 files changed, 5 insertions(+), 7 deletions(-)

diff --git a/linc_convert/utils/zarr/zarr_config.py b/linc_convert/utils/zarr/zarr_config.py
index e078eb78..58bf400c 100644
--- a/linc_convert/utils/zarr/zarr_config.py
+++ b/linc_convert/utils/zarr/zarr_config.py
@@ -9,6 +9,7 @@
 
 logger = logging.getLogger(__name__)
 
+DriverLike = Literal["zarr-python", "tensorstore", "zarrita"]
 
 @Parameter(name="*")
 @dataclass
@@ -96,7 +97,7 @@ class ZarrConfig:
     nii: bool = False
     max_load: int = 512
     overwrite: bool = False
-    driver: Literal["zarr-python", "tensorstore", "zarrita"] = "zarr-python"
+    driver: DriverLike = "zarr-python"
 
     def __post_init__(self) -> None:
         if self.out:
diff --git a/linc_convert/utils/zarr/zarr_io/factory.py b/linc_convert/utils/zarr/zarr_io/factory.py
index 4792476f..ca4586d5 100644
--- a/linc_convert/utils/zarr/zarr_io/factory.py
+++ b/linc_convert/utils/zarr/zarr_io/factory.py
@@ -2,6 +2,7 @@
 from typing import Literal
 
 from linc_convert.utils.zarr import ZarrConfig
+from linc_convert.utils.zarr.zarr_config import DriverLike
 from linc_convert.utils.zarr.zarr_io.abc import ZarrGroup
 from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import ZarrPythonArray, \
     ZarrPythonGroup
@@ -23,16 +24,12 @@
     warnings.warn(f"Tensorstore driver not available: {e}.")
 
 
-def open(
-        driver: Literal["zarr-python", "tensorstore", "zarrita"] = "zarr-python"):
+def open(driver: DriverLike):
     raise NotImplementedError
-    pass
 
 
-def open_group(
-        driver: Literal["zarr-python", "tensorstore", "zarrita"] = "zarr-python") -> ZarrGroup:
+def open_group(driver: DriverLike) -> ZarrGroup:
     raise NotImplementedError
-    pass
 
 
 def from_config(zarr_config: ZarrConfig) -> ZarrGroup:

From 809b8b2cfcba79ed4be1fc06d7c2c8b4996b1652 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 1 Jul 2025 13:32:41 -0400
Subject: [PATCH 078/157] fix: add dependencies

---
 linc_convert/utils/zarr/zarr_io/__init__.py | 3 ++-
 pyproject.toml                              | 1 +
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/linc_convert/utils/zarr/zarr_io/__init__.py b/linc_convert/utils/zarr/zarr_io/__init__.py
index e4fc2782..c6b885a1 100644
--- a/linc_convert/utils/zarr/zarr_io/__init__.py
+++ b/linc_convert/utils/zarr/zarr_io/__init__.py
@@ -7,8 +7,9 @@
 from .drivers.zarr_python import ZarrPythonArray, ZarrPythonGroup
 
 try:
-    from .drivers.tensorstore import ZarrTSArray, ZarrTSGroup
+    import tensorstore as TS
 except ImportError:
     warnings.warn("Tensorstore is not installed, driver disabled")
+from .drivers.tensorstore import ZarrTSArray, ZarrTSGroup
 
 from .factory import open, open_group, from_config
diff --git a/pyproject.toml b/pyproject.toml
index c02dc33c..72b6527b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -31,6 +31,7 @@ zarr = "^3.0.0"
 nifti-zarr = "*"
 tqdm = "*"
 dask = "*"
+universal_pathlib = "*"
 
 # optionals
 glymur = { version = "*", optional = true }

From 59f68d240784b4608b15e6318da5888460237232 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 1 Jul 2025 14:35:57 -0400
Subject: [PATCH 079/157] tests: move dir

---
 tests/{ => data}/000051/dataset_description.json | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename tests/{ => data}/000051/dataset_description.json (100%)

diff --git a/tests/000051/dataset_description.json b/tests/data/000051/dataset_description.json
similarity index 100%
rename from tests/000051/dataset_description.json
rename to tests/data/000051/dataset_description.json

From eb5153d88c4d895b4923eb4cb4958fd476124633 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 1 Jul 2025 14:37:27 -0400
Subject: [PATCH 080/157] tests: update .gitignore

---
 .gitignore | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/.gitignore b/.gitignore
index 9c2705aa..f53dcf6e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -159,6 +159,4 @@ cython_debug/
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 .idea/
 
-scripts/*
-tests/data/test_oct/
-tests/000051/
\ No newline at end of file
+tests/data/000051/

From 5daaad1256912e1c2e90bde2ed0119ba25f153f8 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 1 Jul 2025 15:30:24 -0400
Subject: [PATCH 081/157] tests: optimize oct tests

---
 tests/test_oct.py | 253 +++++++++++++++++++++++++---------------------
 1 file changed, 135 insertions(+), 118 deletions(-)

diff --git a/tests/test_oct.py b/tests/test_oct.py
index 4f1777df..455a07e2 100644
--- a/tests/test_oct.py
+++ b/tests/test_oct.py
@@ -8,134 +8,151 @@
 import skimage
 import zarr.storage
 from scipy.io import savemat
+import pytest
 
 from linc_convert.modalities.psoct import single_volume, multi_slice
-from utils.compare_file import _cmp_zarr_archives, assert_zarr_equal
+from utils.compare_file import assert_zarr_equal
 
 
-# def test_oct(tmp_path):
-#     files = glob.glob("data/test_oct/*")
-#     files.sort()
-#     output_zarr = tmp_path / "output.zarr"
-#     multi_slice.convert(
-#         files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version = 2, overwrite=True
-#     )
-#     assert _cmp_zarr_archives(str(output_zarr), "data/oct.zarr")
-
-def generate_single_volume_data(path: Union[str, PathLike]) -> None:
+@pytest.fixture
+def single_volume_mat(tmp_path):
     """
-    Generate a single-brain-volume test dataset and save it as a .mat file.
-
-    Parameters
-    ----------
-    path : Union[str, PathLike]
-        Path to save the .mat file. Can be:
-         - a directory (e.g. "tests/data/") → will write "tests/data/single_volume.mat"
-         - a filename (e.g. "out/myvol.mat" or "out/myvol") → will write to that file (appending .mat if needed)
+    Create a temporary .mat file containing a single brain volume.
     """
-    p = Path(path)
-    if p.is_dir() or str(p).endswith(('/', '\\')):
-        p = p / "single_volume.mat"
-    if p.suffix.lower() != ".mat":
-        p = p.with_suffix(".mat")
-    p.parent.mkdir(parents=True, exist_ok=True)
-
+    path = tmp_path / "single_volume.mat"
     volume = skimage.data.brain().T
-    savemat(str(p), {"volume": volume})
-
-
-def test_oct_single_volume(tmp_path):
-    input_path = tmp_path / "single_volume.mat"
-    output_path = tmp_path / "single_volume.nii.zarr"
-    generate_single_volume_data(input_path)
-    single_volume.convert(input_path, out=str(output_path), key="volume",
-                          zarr_version=2, overwrite=True, chunk=(64,), driver = "tensorstore")
-
-    assert_zarr_equal(str(output_path), zarr.storage.ZipStore(
-        "data/oct_single_volume_zarr2.nii.zarr.zip", mode="r"))
-
-
-def test_oct_single_volume_zarr3(tmp_path):
-    input_path = tmp_path / "single_volume.mat"
-    output_path = tmp_path / "single_volume.nii.zarr"
-    generate_single_volume_data(input_path)
-    single_volume.convert(input_path, out=str(output_path), key="volume",
-                          zarr_version=3, overwrite=True, chunk=(64,), driver = "tensorstore")
-
-    assert_zarr_equal(str(output_path), zarr.storage.ZipStore(
-        "data/oct_single_volume_zarr3.nii.zarr.zip", mode="r"))
-
+    savemat(str(path), {"volume": volume})
+    return path
 
-def generate_single_volume_test_result():
-    with tempfile.TemporaryDirectory() as tmpdir:
-        tmpdir = Path(tmpdir)
-        try:
-            test_oct_single_volume(tmpdir)
-        except Exception as e:
-            pass
-        shutil.make_archive("data/oct_single_volume_zarr2.nii.zarr", "zip",
-                            str(tmpdir / "single_volume.nii.zarr"), )
-        try:
-            test_oct_single_volume_zarr3(tmpdir)
-        except Exception as e:
-            pass
-        shutil.make_archive("data/oct_single_volume_zarr3.nii.zarr", "zip",
-                            str(tmpdir / "single_volume.nii.zarr"), )
-
-
-def generate_multi_slice_data(path: Union[str, PathLike]) -> None:
+@pytest.fixture
+def multi_slice_mats(tmp_path):
     """
-    Generate a single-brain-volume test dataset and save it as a .mat file.
-
-    Parameters
-    ----------
-    path : Union[str, PathLike]
-        Path to save the .mat file.
+    Create a set of temporary .mat files representing slices of a volume.
     """
-    p = Path(path)
-    p.mkdir(parents=True, exist_ok=True)
+    dir_path = tmp_path / "slices"
+    dir_path.mkdir(parents=True, exist_ok=True)
 
     volume = skimage.data.brain().T
+    files = []
     for i in range(5):
-        savemat(str(p / f"slice_{i:03d}.mat"), {"Psi_ObsLSQ": volume[..., i]})
-
-
-def test_oct_multi_slices(tmp_path):
-    input_path = tmp_path
-    output_path = tmp_path / "multi_slice.nii.zarr"
-    generate_multi_slice_data(input_path)
-    input_path = glob.glob(str(input_path / "*.mat"))
-    multi_slice.convert(input_path, out=str(output_path), zarr_version=2,
-                        overwrite=True, chunk=(64,), driver = "tensorstore")
-
-    assert_zarr_equal(str(output_path), zarr.storage.ZipStore(
-        "data/oct_multi_slice_zarr2.nii.zarr.zip", mode="r"))
-
-
-def test_oct_multi_slices_zarr3(tmp_path):
-    input_path = tmp_path
-    output_path = tmp_path / "multi_slice.nii.zarr"
-    generate_multi_slice_data(input_path)
-    input_path = glob.glob(str(input_path / "*.mat"))
-    multi_slice.convert(input_path, out=str(output_path), zarr_version=3,
-                        overwrite=True, chunk=(64,), driver = "tensorstore")
-
-    assert_zarr_equal(str(output_path), zarr.storage.ZipStore(
-        "data/oct_multi_slice_zarr3.nii.zarr.zip", mode="r"))
-
-
-def generate_multi_slice_test_result():
-    with tempfile.TemporaryDirectory() as tmpdir:
-        tmpdir = Path(tmpdir)
-        try:
-            test_oct_multi_slices(tmpdir)
-        except Exception as e:
-            pass
-        shutil.make_archive("data/oct_multi_slice_zarr2.nii.zarr", "zip",
-                            str(tmpdir / "multi_slice.nii.zarr"), )
-        try:
-            test_oct_multi_slices_zarr3(tmpdir)
-        except Exception as e:
-            pass
-        shutil.make_archive("data/oct_multi_slice_zarr3.nii.zarr", "zip",
-                            str(tmpdir / "multi_slice.nii.zarr"), )
+        file_path = dir_path / f"slice_{i:03d}.mat"
+        savemat(str(file_path), {"Psi_ObsLSQ": volume[..., i]})
+        files.append(str(file_path))
+    return sorted(files)
+
+
+@ pytest.mark.oct
+@ pytest.mark.parametrize(
+    "zarr_version, expected_zip",
+    [
+        (2, "data/oct_single_volume_zarr2.nii.zarr.zip"),
+        (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
+    ],
+)
+
+def test_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zip):
+    output = tmp_path / "single_volume.nii.zarr"
+
+    single_volume.convert(
+        str(single_volume_mat),
+        out=str(output),
+        key="volume",
+        zarr_version=zarr_version,
+        overwrite=True,
+        chunk=(64,),
+        driver="tensorstore",
+    )
+
+    assert_zarr_equal(
+        str(output),
+        zarr.storage.ZipStore(expected_zip, mode="r"),
+    )
+
+
+@ pytest.mark.oct
+@ pytest.mark.parametrize(
+    "zarr_version, expected_zip",
+    [
+        (2, "data/oct_multi_slice_zarr2.nii.zarr.zip"),
+        (3, "data/oct_multi_slice_zarr3.nii.zarr.zip"),
+    ],
+)
+
+def test_multi_slice(tmp_path, multi_slice_mats, zarr_version, expected_zip):
+    output = tmp_path / "multi_slice.nii.zarr"
+
+    multi_slice.convert(
+        multi_slice_mats,
+        out=str(output),
+        key="Psi_ObsLSQ",
+        zarr_version=zarr_version,
+        overwrite=True,
+        chunk=(64,),
+        driver="tensorstore",
+    )
+
+    assert_zarr_equal(
+        str(output),
+        zarr.storage.ZipStore(expected_zip, mode="r"),
+    )
+
+@pytest.mark.golden
+@pytest.mark.parametrize(
+    "zarr_version, expected_zip",
+    [
+        (2, "data/oct_single_volume_zarr2.nii.zarr.zip"),
+        (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
+    ],
+)
+def test_single_volume_regen_golden(tmp_path, single_volume_mat, zarr_version, expected_zip):
+    """
+    Rebuild single-volume golden archives. Only run with --regenerate-golden.
+    """
+    output = tmp_path / "single_volume.nii.zarr"
+    single_volume.convert(
+        str(single_volume_mat),
+        out=str(output),
+        key="volume",
+        zarr_version=zarr_version,
+        overwrite=True,
+        chunk=(64,),
+        driver="zarr-python",
+    )
+    base = Path(expected_zip).with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output))
+
+
+@pytest.mark.golden
+@pytest.mark.parametrize(
+    "zarr_version, expected_zip",
+    [
+        (2, "data/oct_multi_slice_zarr2.nii.zarr.zip"),
+        (3, "data/oct_multi_slice_zarr3.nii.zarr.zip"),
+    ],
+)
+def test_multi_slice_regen_golden(tmp_path, multi_slice_mats, zarr_version, expected_zip):
+    """
+    Rebuild multi-slice golden archives. Only run with --regenerate-golden.
+    """
+    output = tmp_path / "multi_slice.nii.zarr"
+    multi_slice.convert(
+        multi_slice_mats,
+        out=str(output),
+        key="Psi_ObsLSQ",
+        zarr_version=zarr_version,
+        overwrite=True,
+        chunk=(64,),
+        driver="zarr-python",
+    )
+    base = Path(expected_zip).with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output))
+
+
+# def test_oct(tmp_path):
+#     files = glob.glob("data/test_oct/*")
+#     files.sort()
+#     output_zarr = tmp_path / "output.zarr"
+#     multi_slice.convert(
+#         files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version = 2, overwrite=True
+#     )
+#     assert _cmp_zarr_archives(str(output_zarr), "data/oct.zarr")

From fabd7af1a3d5c8d94be17e45285361f38095c4d0 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 1 Jul 2025 15:32:14 -0400
Subject: [PATCH 082/157] tests: refactor

---
 tests/test_oct.py | 24 ++++++++++++------------
 1 file changed, 12 insertions(+), 12 deletions(-)

diff --git a/tests/test_oct.py b/tests/test_oct.py
index 455a07e2..89066a53 100644
--- a/tests/test_oct.py
+++ b/tests/test_oct.py
@@ -43,14 +43,14 @@ def multi_slice_mats(tmp_path):
 
 @ pytest.mark.oct
 @ pytest.mark.parametrize(
-    "zarr_version, expected_zip",
+    "zarr_version, expected_zarr",
     [
         (2, "data/oct_single_volume_zarr2.nii.zarr.zip"),
         (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
     ],
 )
 
-def test_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zip):
+def test_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zarr):
     output = tmp_path / "single_volume.nii.zarr"
 
     single_volume.convert(
@@ -65,20 +65,20 @@ def test_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zip):
 
     assert_zarr_equal(
         str(output),
-        zarr.storage.ZipStore(expected_zip, mode="r"),
+        zarr.storage.ZipStore(expected_zarr, mode="r"),
     )
 
 
 @ pytest.mark.oct
 @ pytest.mark.parametrize(
-    "zarr_version, expected_zip",
+    "zarr_version, expected_zarr",
     [
         (2, "data/oct_multi_slice_zarr2.nii.zarr.zip"),
         (3, "data/oct_multi_slice_zarr3.nii.zarr.zip"),
     ],
 )
 
-def test_multi_slice(tmp_path, multi_slice_mats, zarr_version, expected_zip):
+def test_multi_slice(tmp_path, multi_slice_mats, zarr_version, expected_zarr):
     output = tmp_path / "multi_slice.nii.zarr"
 
     multi_slice.convert(
@@ -93,18 +93,18 @@ def test_multi_slice(tmp_path, multi_slice_mats, zarr_version, expected_zip):
 
     assert_zarr_equal(
         str(output),
-        zarr.storage.ZipStore(expected_zip, mode="r"),
+        zarr.storage.ZipStore(expected_zarr, mode="r"),
     )
 
 @pytest.mark.golden
 @pytest.mark.parametrize(
-    "zarr_version, expected_zip",
+    "zarr_version, expected_zarr",
     [
         (2, "data/oct_single_volume_zarr2.nii.zarr.zip"),
         (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
     ],
 )
-def test_single_volume_regen_golden(tmp_path, single_volume_mat, zarr_version, expected_zip):
+def test_single_volume_regen_golden(tmp_path, single_volume_mat, zarr_version, expected_zarr):
     """
     Rebuild single-volume golden archives. Only run with --regenerate-golden.
     """
@@ -118,19 +118,19 @@ def test_single_volume_regen_golden(tmp_path, single_volume_mat, zarr_version, e
         chunk=(64,),
         driver="zarr-python",
     )
-    base = Path(expected_zip).with_suffix("")
+    base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
 
 
 @pytest.mark.golden
 @pytest.mark.parametrize(
-    "zarr_version, expected_zip",
+    "zarr_version, expected_zarr",
     [
         (2, "data/oct_multi_slice_zarr2.nii.zarr.zip"),
         (3, "data/oct_multi_slice_zarr3.nii.zarr.zip"),
     ],
 )
-def test_multi_slice_regen_golden(tmp_path, multi_slice_mats, zarr_version, expected_zip):
+def test_multi_slice_regen_golden(tmp_path, multi_slice_mats, zarr_version, expected_zarr):
     """
     Rebuild multi-slice golden archives. Only run with --regenerate-golden.
     """
@@ -144,7 +144,7 @@ def test_multi_slice_regen_golden(tmp_path, multi_slice_mats, zarr_version, expe
         chunk=(64,),
         driver="zarr-python",
     )
-    base = Path(expected_zip).with_suffix("")
+    base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
 
 

From b3014774b7b540c62a10c40d5a0629ce3aa18022 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 1 Jul 2025 16:02:07 -0400
Subject: [PATCH 083/157] tests: update oct test data

---
 tests/data/oct_multi_slice_zarr2.nii.zarr.zip | Bin 391296 -> 388654 bytes
 tests/data/oct_multi_slice_zarr3.nii.zarr.zip | Bin 284559 -> 281873 bytes
 2 files changed, 0 insertions(+), 0 deletions(-)

diff --git a/tests/data/oct_multi_slice_zarr2.nii.zarr.zip b/tests/data/oct_multi_slice_zarr2.nii.zarr.zip
index ee62a1578281ae58c8a6376149c10a4c86b6eeb2..026c1e560a7adb102dc8c04dcc7c06ce007c8ca1 100644
GIT binary patch
literal 388654
zcmagF18^tN*DV^`wr$(aFLoxL*tU~jY}>Z&iJeR`nb@|iH{bo=@7}8Ss=n9NeY&gm
z>U~bFy}Ihu?pn%n;1C!f|8=nW@9O-ohyOi*{kyX;EB}vi*8iV4+y4-U`j_9{%G}lJ
z|6pML*BW?aM*|o^K|l(iK|ubUAWYsrU0t1BW>SCIhmfFzT?;|(+HzU9r3*<r#D+&M
zq(}^ath;sJZdSK+6aiN`>}si`zKFwcg}|0WQ0Nq656gnXaNlI|pd%Bi-;s{+7sKdz
zaX9!1tj^p{%zKZ?bLd4IoW|cd1}2^s_*Pq#8|V3C?WN^z0QA2Y7G0a(U47D~@~0O*
zrx^?b4qK8qwOOX^Ys}%FmOx?3D^nIY(~VY>p{xv2u#BKJf0mfFu)HREqb#lF-?2@;
z9E97h@-s2DuvtEz`q8d6wvA%8DZ1JlpPFl%vpVr_Lbw?FjG|9HQ)?P6jShc{Tz~?B
z(fuMdEBPy^Ky>tH>NFEa<2{dvT1EN%HX}}G*;&26XYx_@o(|Y4!fg(dehfhUAaR{s
zj|`T2$bKHZ3%ATjhg8{b(EqO5e;76K?F+*B$0XLj>pzTII6JsGRv)P<D^~#+=%SRS
zm?sq&RGL&-_NpL3{`=+suOuM;C17R#pG5H=#Q&AWe-<F#Usn8Ik^hnu?ElK~zl&O3
z_kXAR57eTx46*kgMB<+U{twjI`KOnD!f!Yr3xeeKXH=5KPqhsk6NmR0){<(>=*HAh
zIJJ-G)+N|=xoiS^XXZ@w(LlT{xsIlA2b`%pxi{T|FTXG}iG5eO?gzb+fbY5*Ok-YW
z*PpknWG3`he$XB-04S>=u1gg1Ds^g3+G4pR!FFF3r=12Qn8im;G)W$5X=M$Rp8148
zP6(Kp?j1NDOnz}*z{5=osI{KHNrD;vEx&}EbySd`PSNpjEu)PIzmR8MJ#Dy05B7#0
z(!|~WsmK49(*ODjSegH4QvVzC|EAU7@XE|p5ClZj@;`O`uRQ-U+4(~IYDlhqZ9Mod
zoXAp97s6yF7s9}RItR;eqo}KwL<W<|qSOSA2a*-2)~q;b)L`f@YlxaUUPAtPbXmTt
z+tjcPaD&|Z*tR(8t$FkN@;9(Q%455q)y->H0FcR}lF7j&QsF6L7m@pQTXdlGKcE?}
zD)B>n$zg9k_T`^RJWE8u2ydj*24mo@HU>#o2|tiKyD$_DP^9RgQ5Ov?r29#A^rw7T
z-Oq+}cUi$23WobHX8SNWAtw?q82(($QTb{|wu@Te=el>0yQx477V28?>>&3Xo!c2A
z^@j>lh(1uF(w`uFsB$#a`tC+Jv3^D0B$yvI1^uLg{>cPX(%(D2+vPKmV=0U)57NpF
z?nJ<Anf(5{GJa0*fI9afo*1lUw!8bF5+3U7p_3bM#7lk0e!V^X{D||5oU!+nF@L0z
z?!&0buqN*l%8;ikf%(D{EdGPwcD$Y5^C0t8;O>u_K-1g80sQqr;@tDSj3htNs;So*
zzC6<m9&vW0foKl+pc!3n{XlYvW=gGTYw2e+yM|GuJ#p}j9K&W4_`?SEU8*fw<pad8
zluueD%YcZcAetIP;}49*RM7DUH3kuS50fNPI9ohHzIY<LyHi+76>Z1K3Iy(cwZ`b!
zhb9q>C8)Lpf2Ih_b@)`GmT?zlBMCdB6G|XU<R}mL_JT&oS*;3e`x&}{DO-P-2eHC6
z5_5k#_kF6Dd}6!9&!`P!u+r=_*6P+sG-L4@+m~V*<*vEKulAdAG^%sry5n%YURK#R
zXfM<4DFM~RT<MGaWIYr3ff3%BJ8DtA`=2?*V2ik5=#XUb2a-|}+zA}{5r!J@SBQHg
zNiI1Yhe-|U%cY$^uE>L-i+Gao83aQ*@@XWWOC+50FTtGAKljAmGHEbi-d0gitF6Rk
zDcDYoV~DVRW?M;HvL7I+$*2!=k29B{MO=*c`bE;H-YMcCcI!7z+9hofu?Llp9@6z3
z@gMEaLER+9duF8jrZTGWb;X{h--94;lhdWlatic#VIwP{7cMyTjt<TF%?x?0&{3x2
zW~~FA5*HkVT;>hud&6Wuow%w&e@D~EKsesF^R|SMI5T{as<AY1J~&vAA<$5GOYd4J
zWL91=*8jNlWNcWHsMFhP(4j;Q+~r=BIxWjbqC%?7QX6<dK}}R#M$bpfhH#PzXfJ=(
z5HW=lU36aC(NPs31KD4^XS|#*4s&SJaCM^WjR^Ur-WHM#RS)nur#&5T?O~){&HoOC
z{Yq7#o9>Q*HSohg?l+G74UOV<K(MxO6E>$Udc=L7{B;K^Y_;7k;Cyi@&~#<)KMuF?
zHt90`)@`gKrlkTI2V*ses?bKRLd8$^H0V5K38{aAoP11!i$hi$Nv?{>5lfne!%?O}
zlQ08zMs+2-T)H5`>lvlJj>39`<DGITJ|`6Q(i?Sk3Q)ogBcyi>Cc!T(lR%}##ouw_
z$TFJMx8P62Sq%c@;b|?HDuf{amfuSpXtBEfqCG)1<9FFilHQn<6FP#T8XTt;xO+mD
z4^gwNh4UbqgD`la?sI&X>1&{^bTbSHl@99}A%Bx4dOc<qa9-sXaNbl9Xu2~dT74Dh
zzxlDQ6#5fW?GsRr3!gK9rq%#4YF5H-bu4S)QIIbyxbpLX{fiLql&F5Gv`ZS%$yWQo
z9?ll_vp$kCauFfZYynKdZlN5iY4ZR|_8ZH`z%?xUL8&+};UWHj%+ZmAkA_zigQpAK
zD$;3YfJW~R=i({oMj<w#(adREN%cgqRH4KA&&qFS?J}*2?U|#)D~edr^?W4>|G8>Y
z-h7$5dt$RjVSmo(&ts#3$F}kXWW(;oZ}+cG`Q8uyj68Uz-9+85S>_IL1g+gw7ccPd
zxAp_~&s63MKZtnS)d^-DV;iI1akNOixlz{4vYE1AO}Sx=;arN5ph&V+@R(N8S<Seb
z24$*sS<cmBEE;SJ$j5{kw^M^3(@`t_K@Q<4goO!~;L}d1nS4n(86}0N{D8^eifa@=
zBiY>$62Z|HlQ0<oq9_U{h$1mh5*stS4p0{D1o$GmOYz<0qU+4+3#Ilj6<<S!dM~I{
z_da~i^K~w&(7Zz+*XTHMF8jnm@lw*OcU=XSKj1O#$^lL}G+_c}W4q}--_D_Ndm{Qm
z;=<TN>-*^|eY@vvBQ-*tTfnj>d4uI=QN%C!r4urV(3XQCS~8%5VFTey*b!A&nXIUy
zrJt=&kUv21Fz@2^Pp{u#Y;iN(CHhgfHh$Ow2H?8+V}a`?Z~jD|+uTV&BQ}4wQiDq(
zk}YIz#p!9MW+ArZ&Vs$~TkCqD0u!5BDu;W|!Vl)g)E^Bw%qQaOl+D9nl>Cv#rCRN`
zkW-4rvspLH{zqC46iZL4=96gIL6=3ZdL|b0SEDWQ$ZOt|+Z1o%V{tl%r6o=fhTqZP
zLe!{3pzIj?`@$hEgNP$Ud-Eti%I9R<AdbXzcpEG96;sHF+;x&L9DHMrxf%oe($R{|
zdCDjS5nRAq5&%H20a7o6gKET#mfy5k!FCJ!Qj^q6cF;j-I)|qU7fdqUA_2%y5ZNH(
z+qR>0cGvtFhcYaM5tUq+wjG8DDtC<hdZ)tj7FCa(Y0RE;^6JhItKfns@<)r1Md?W%
zK?~0V6sKdjv&-Pb4;w>oM^>yNp~pF6Q7)<a1rK?CAM4m{>Ju)k?GAxfLO?FcXl9Sa
zs)GReR=DVJfqmLl3d<Ah@p90m0_UknmfQ#`bh16|r1)Hl#5f4S4Kr%?eDU8*fvO5l
zG4d&NH!*a0qDS%tKf6NyNCg2qL-QmNWgqy!R)aE6LF>AsJXaRtM$pLwg*?is_eQxh
zrLISFQw8!ck~Zw_Q@)Cr<@Sul0-Crl4POq^V;t5;S<w5wg?;Z+I^vVMcZx2mO~D)}
zTyVEs2$HYhv+G^OvH$i5^d(&D0s>_WpxAFHczNHN18!yoJGf8TA*X8vjfM*=!iF1`
z79+t-^M-YFY#?jCQFLqwKbVi%6Euhb3HW97C}tGbH**lT3rL`t2<}wV>Wr#chXEHT
z7J1_ZKq**lQE>Ug#zs<|<OB$+&Gm`17dF*=6wd})Z4RNNwkCtnP<Tx<pIj&=n9JV)
zVfDG;6%jn93lF&JX2~e*M*=FoEQ%-|ryjU(Unus%`=BP!bc<+B%Ii?3l^5!#Pj|t=
zVSJ`p)jQ3L6%d!iB%2B7-&%S*^-0VTKj?gq@u|KgZ|oKp(i*Tf0qoS5R&5gYeu^QW
zSp2+Kr0U>0N=3hl$;Wu9LenzfS?j2D5X-A)of}A4hF)QfPF3HKeEDL(`l9-jO0N$&
z{0S<sel5_Ct(rzx?R<$!i<jmhVFNMdD$m&kLFo&k4M@!Dre-a`lDG>7`|@v`ugG(#
z+as(1N_cZvX3O#NsUu~%3+;!j<(Plj$qBWlIKEN8bohT8gd+QneCYkjd+l5{@qK)b
zF*1W@mk(9CIC^G6=}qlBv(^Oh*@vXt$RF%KTro44mhbck<r=`7aYC|hE{6g^S=}2*
zS~k%ow+OsoddsiLq;wwZC1^sH&(x|9RNrA!L%gLzv<{mWO7L!g2wF}=#~o&Tpr5y;
zyWf*|>x)d`aAM;9>6{4J7g@egt0nnRs(1P=ppw2{_T9m&6Dn*lA>j2)XK>pc*fN*(
zo}y<z@g>)=N3~cmSZLUwzXD<LL^y%5<$-|y#VDueZDv6=Yv;I}ec?^{ZEg?xm&72K
zCQIFOl;NqM{Ud0*gM6!Qutv3Pe?+klUXVBwn-EgQ7Cw6yF(G@=;I!^Nt;CbsFV{j)
z71ERsM65YQytOUS3)NS)!yhJ-jV7363(E^SD8*D@hS#A9WHP8HN+e;IyMF$g(vg?W
zFJl5V2O&q#zKsqya$i;plq%o6oR&9dgX^`G5?65XL3MZhUE0iR++<>uSOFsK@Rp|(
znnFACODu`fA_8h4MIF<iCD*TFca9RsWh|5jpt`3k0v9ds1N2FNWMKsGWBPCI#PSFh
zp^SclmbPyUp|OR%DEUiY;YLs!O6^#(Yy0Jgjsh81i9-3gEXsJ)6(Gn`;dD2~ij_PY
zLt+SS;teU0=$>EDPdJ$3dgf99ItwV`z!4`P?Z{t|Rw7xXYQjo_-#@np653YA2xDR&
z8vX)t?X#x#Isrl!{M9#~&DtMA*`v|@!LH_(SX8x)4|}n}8ONmSMW*zwhb|E94_T=M
zQg~A1YDCObv}oRI!HMqRmq3yW_ANZh^Gg9rXfh%v4|&axsdnkk(ka`QxW^;0t|>GL
z?@2(>-b{@i_qGpB6-&<QytD!se?(vX)9fjMg=)6Vp}DyPd~nXePi}^(@U)B-F9}Lh
zsk0PvM)kTGa%rLl{uz2@-LrfqG{%Ev`RDhavh-0%s6BqG>_qajFEG~#r^`qds;$82
z`y3nuDQk`0)MZw3{X06thT#XzyLgDMAwg_bq~&1wk*VN}JB>!&Q#a~{Mn5n7`q!Uo
zMJ=<&uz3hX24YtRmftf<6_5s9%XQ>lZR;}8S!yypjDqKx++K2;1Kl0yc^mq{IPR<J
z!pzsnFgUAV*eDNy6!{Uq^S-D)shL7=Devl_>u5E$bmcvn(AZDLqBD$x3xy*)EFXm`
zx}VIvyR;>^%h<UxPC=?J@SaPAVJ_WJq-j=v=Rt)7E4T-_7SS#gDTSp3s)@v&QN7;Z
zfJ(h#2>f+FUFJKn)gFZ!wL-O+&5`^hQO<bNGBh=Z*;Bt3j~NcjS9R63xso|;_HBG!
zgh57Q_qZtMxSr`((F`TGFI)$YK7UZ=b%ZkK(oSl49t(ctDTG~^Mg10u3<4~$p%5=t
zZIi-1giuEYDs{HAC;Tk5)`yu*v}V#h35nkR?Zyc5H!fv13uv==@+O30^wypNlx{e|
zHFdUJ&Zh_|1uhC&r}RdYi>poCceCdystwHsfL-`V^@yW3>4LcmM92?r3YE~k!#PU<
z7-hE+GD@`&68-rYQ&8BgM%I7jCXZXe5?>yrrfk?)7!Sb>sDuzRHTTo>zFad@E*p;M
zts~I-3sZ$`6UXNwI6Cpew)SA0>1IPuxGC^4#@RX!%#|<YUez#&N*(H%T7d15QvBif
z18J!qigE<27GT^Tv5j|=BN;!(LihcUV33e;L?Iz%eb76caq^~Ezi^||d%vyX;Qq~x
z`o}+Yr|bgBAR98>4OwIm#|b@!fVP>|7!LKKkgr_hAeQyFBTwON!?9-CK;EqoWj~r+
zioXdP{TFYC6Z0NCZi1JM38udf`Iy8RuO1ySnnb}lV&oOaeFt3n#+0%P)<l-jPpGL6
z&a{xWN3Nrd>g~hqZ+Q@oi2k_20HL{iZF5bcqKXR|?}aRv(`a0PFXE{o0{9Y+#Ugh@
z4Q)j#K9aY7WJE40Ac`=;w4?zTC$pfy0dw3NZ=s>99DUMvKa@*F_0gwsFd*cv`tuXH
zSm4KY{G1wFdPAuIQDfKY0Q2RH2|(BjiM~_`HTT<^r2cH(Ddx%Ge2l=gIx=O}PFCu8
zUt88}R(<#R-K&)u_&S$A7D0U}*jJxVYDfZ!(7XAd(e)9}@J&9$fob4KCO6jbBA>-p
z2`5+`*=`HR@OIy#;*4^e8YAm7zK+80d1W=KZ6jfL{d2fT(tw6(Gzliw4ONNm^O@W)
zLt8O^PNT#LxtRVNXX3RDypi8G{t>29-y#(*|0_ape&R?|hPwAjEiiZ&r7cqV+2iqm
zW2s}Srz-gZgbm#s+G`EotFPObt<(c#mLg(qP^r)Oh&T6Z!A81SS2Rl}4&z(J86R|*
z<&u$0w)ZR}dSQkHQ?s9i&Wl;lUXYD5d0Gyz6+bYdv+{y%lqGjDaR8bKxj>9)V#Sk_
zM;D%G5BJ_P{H{urANt}2s+m3KSq{>1VIpqq2FCGAUcxS4#QH?^j?>LNJon4WBN$71
z|F06{pp9rWyyh%L);RhM2%Z)8#8bu`O%~VcECOZ=qLxledpW&V6v?LFK9TokS;oVZ
z_M&8HdhW%cp77QHd|sfyA}1AoTiC<l5;6O#KS?HeR+9T<b3UEm(QlwEOggk}i$the
z|32oZ_JfL3ZIZ)Uc_0{mWY6FTnyin2qO)u_fM#bKgrAf3H0`=jJ{=t|^*e;k9s*>N
z+WO4H8mWwJy#~DY?%&>@)_(>xvCj39c6x{Ske%LCq+kncC}Jv*+kk>w1PgEQ0ejdq
zMv6Ru&jN~lKZHjiRFG+R(+_;ZJ3ce$56;AxK8yv`>Z^oL`2zITu^pjZU8!BD^#;QG
z2kqZheA`4YSC`V#PaayL%E5knqiRPi^#SGwF0UNz8dG5jB_uM@_9>J<TicPfGl*r)
zN%4t}<G#w?7)f5|qMe#6pYjcp#V}hGj+^TT-QyMmXf_e}gYWsfAu}<ajSI{gP3GfL
zAFjr}^>EDo?6~V3KB+{{%zZlyYEd+%U2xo+O>~*?l&LF2D2Qy59(TXOSx)dQGe(ai
zi&Nx7XJJR6O8M1U**A=8;nMqt05)eBnmTUO6!$&RnNx76-vn^b@1SD2cf_~(GMU=1
zp>ngmWJp@OnEP713#VCsP4RZ~Kc0Rc`IdSh9KLRYvFqY_sNFF~5M71JGKVI4!EtHA
ztv%rR`pR9y5c?;AK6)5)g4#9giFDA9k)*a(<m{u&I7P!PKC|k&k`aqO#cnI#;RlD8
zm`$lG=gX<K&Y>j>#>Ue((n1e&mG=A36x)d552JIBYRv0CJiWSuelQlT?0ELU*}ONX
znUWAJ%A<q&Cxh>ZusK@vh@B2`HIaJaX9B^*o}5!jF?oYM87~%=vjMN@M}C9aRFdQf
zE2XzEl+pY9DLr_5cPBvKQ?TE#um@1-e3W@xRo@z;w$IiZh7-~#m|-Ck$NT<t)2~6-
z-HQgr2kA$gViX5b6GE(3yKL_qY}QKv;r_I|#NZcsE=N_SoH6%6u9i6J=}03DRj9F1
zw*oH41GAcEPNVSiea;pGo)}^hME6=!uKI>yPyU(BD(fxsOlA4agI?C!4<D8ChZ%H_
z2z$@eT)a++dS4YiiL;Rwp6?$-u#LKKxN=5v-vB^~wd?2!#&ZUNxV6{bYV;<$CFR3f
zt8zbNLY<;H2P+vDG_JsF3y8E)+rH?0d7<)^xD4q}s;a8=yqVw}w?+JV;)^`ZRx=kY
zo>F|;gW7@ew=5tK{VJVP_}%c~h5xhl&bnh4egx;FXRbj>vWo8Wye1_3fTSXUY7vzP
z8TFQ2yCI!Xzx%g=7y{UA9AdC>GE{j-xuC6#u0J>;H*QnQv~P{61!`s0^Sac#bRFt(
z5RDqlE*he2W8$nAO<vdqCZluGXCz2HX|5SWtiI8g$O#u!lmH61k(?zuG_YTHAlonE
z;O$isxVTZ>z5BI1&2phtS_PQ!{adSEH?UYo`3-Pq7nJEI)nXe9&FltCFhrd&LFU;@
z@aoU{Q_`U_0cbdamtnP)LbAXU$R*a_ns7QxZ<=la2bmGsqDR(AGqu4`x8pOVUt$;q
zLRD4$P_iiP{^2?R)jkSd_$aLY_UVA+c_&QVE^QitF~qO@E4P5GuX#AO_hyz1B>Q^*
zU1np%5<@8g=<nMjqmi3(Ut>|MCxM|Ri+moVHy6vMF#m{KQdd0*(DK21XbG{RN945=
zyi@^vH>7WGt-FtAyC*jM;+PquAf`^M$8&*o(Bjtq0^Gwn5w<<~zq8*!>2pyMK|^Dq
zK|nJhZfPLjOB=(;b+hfBfaj57fxrnsCp^`i)*XQSsWC-S(yHzK)gR>fAeVk+NgXkx
zC~kRdpIz3{8T+G(aM%dJc?|2017DsSp3Y1F;gP`yI)(DqEWjx)$&JM~AKkvP%0H2|
zg{Zv`s_d1&Ob;R`3x-qMI`ZLE=82pl*PK07amL`nKqpn};4tK59WpInQyYQ0x|t-H
z(Ee_GHauEzxrSn&M3_27+3l}S-iG&YZ>&1mn}WAs1u{9VhoAhiiSGd^Ro*uEi_c4*
z2r;MHAUtd5jRV>a8F?)P?4qZ-%p1FgY?vWLi1OTsAa0Z&*X0eBt!Wi$h~E~HzBNiR
zV@0)^=Bp|wM;Ml=s8wf$=TbhGZrD#(jG)ALtS`mJ!Ig*RxO<bGIg!YL!On#SlPGvP
zP)XJYp?r8~xz-f4Na4$=;F5GGqw*z8iuX|sTI#7uLTkxP$(BX%>y2UbZJ(mzd$+0^
z%doJuamvh_m$n+5jmE9zV`rY+cizJEf;-Sh$3Sz^Ox3%}15{)FQ*FzWRCA=^UuOAn
zqzUGHl~t%SKm5l6!YK63u`7){=zfgE2PyTBB)Pz>CuHP-DGDb?xT%zAZCrZj3BiN6
z&Ob=YJ2Mp6>ef~pj&rs+{Rmw33UR8cBCoeK%e^dr=t=f+gSSL2nWw6#GD&AcM-a--
zETCrq!biXLlD(N}Cxvn}!q<UhHgK#&s5?OZO0w#R;h|2Jh@=WEkwx7y1jCWia+Syg
zNP^pGQwQ!m6)0d+@V)I7Gf^SQHlwEqAh0fQI(ZDdgN`>O0k$9@m!M(uL=!@EY@dc!
zuq3yzFJCSJUkEU?KM$i(P<XhgG`j!<&`=@O5XYAJy!e2Oz9mqmPbJ?DWL)&?)=6KC
z15<KVX@9|2;!Yt8gJ1$}(hD!t%A_i^PCmyJhC%T45y1gmuz62HW_I*AaX1!rx*ho}
zNij-tGQxHImE?*PbY$@`LBcFH>^5`_bSu<CUgM2fZByt27k=_qZAjxZ{Aa{0Ec;`x
zCsmn0Y$vE)0c~!Wj>mgjz9)%*9q^(Boc)cMr||-`H5`k2HD@}GePCb?eqh=b1!JuR
z2jlE*8HBenIvRuFn$rz!oVrFXRg;Fk&3cNQp{I4E&V?P<ANjaDIA~1eg+pICM1>Lv
zSF3Pgc+%gJB#P8pdV#_&tV4R~Hx%=Uke?Z_yo#9I??wIc(|r(n+EF_yLJ?{pc4}Z6
zo29<eY3K&S`U8rG9jc>RU~=EMF(QA?WEU$Y-=BW8g9x(a|9D4VK-3r$oB?CLYz6eQ
zMoJpv*cuCqR(+K{*@o%VM%$nny)54|Y~+tYG*mSL&lyjzml{G`66XZwlJtbF$EvHI
zmcCk@J8&a*+%R(r+WrnuDCVC;88Bay3^y_9CqXs@CN;@Z^ugGI-IUkb34ysZ*+w!y
zqEx=?%K{Zz7V2k)?+4)x(zR)baWNUMwzdCs?eUdx+3LVQh-wQ**z{*9nQ-s?S-p^F
z5XhI-q_7F^qLhP|Tf3Lx(i#Z;@#8|^fMi!!dBDI#3d&Gh6@b0a?%+n2m|5|=()7Rv
zEEx&8dua)(%aak!gg0l-`P|B89cx9syvG_m`-*v=PLUYj{j~w>8D<wQDk6oJBxPZf
zZhr$$(2uPbFiZY(q1hZ)r8vE|1hlsRGQSBdKUA`V0zONCaEF|KY~dn-eF7uY?j1aP
zN#3P6+(Od6FU)=LPyj81erC4BNY~a{E^tsfTj|@ptz)`-yu!^%Exl%}#}S@7k6xrY
z5nSFsR;U>FKEsdih&3Feug?{{%v+2+Y>IE6T^L!|d;qHaXFzkoQN+8hOaU6Fgf19S
zYAc(aXVIud*@(ZEFDkVR1Aj8`f;^Y@ee>OfffU=75^gN+tD#+2f61I}0(hMVYy)5}
zCs_!iV+dX%Ok4cb^Ud=D72>WLI!0}MxmW?c58;($Q?n@P#-l)65Kw0#d6(j_BlS^v
zq3pqv{)5Ai6`3AH8nHub*pazr1aCE<BdsyFOam_3WeUF+&SVEB>hank5#0}!BbHFz
zBS1A6Cy3UZ8QqksmbjGZL1kCl=PGF4<w@jUP2n{^GD6~^Nd=XYJ1KD*LWwk9S_w^a
z{fo()%mlKfd$l&MPuY*`wluyZIU+IWE_IN0CN9VaIsz9+z5k(UczCASv;@hHIKwxp
zMnKPbz9p!3XC2%jlr&>BwmQzl+^?K4zR`f{Ld5^)cL%zVi}R-IFX+<-%$CmzXEGc7
zx2jMwXZ??yUy<nR9F3G!Gd)CBx*~kM&Kf;T=jngXrU+CpH0RF-YYd9MvT;f3+yWLm
z>e7@@nB}uiLQWZcXKhA&74JPmEqk45EjKxbEgLgtImOl}dtkYs^=x9_{$xJPmYvM&
z>1zrsW@3D_v#{ttLyte>wNDtWGYarxAowJT*%lL!VLq2;qQ3pE;3M~*9@^PEB-wjh
zHYwVV8%*K*8Rzvn8r?-NE`OiBele9LSlxD(f|0BvF2zAc=*!_iYS#e??kajVX$7jx
z9Upx+c{2M!Q5m7IC?MB?;mdd4j*;)l+5@M)Go5GeZ0$NFb|NL$<np(3XOg~t&^CR*
zI*f&;R1<A3&^ttWL4_GoXa*cjPLi^WwH0DswHM$RDdA`{usCto3ao1zlGR;*BAK-l
zeH5^}=gLA>;qCvc8!3Qc)=IG8HA}}Y_4qb;$N@*@chP}43^xPMGPfxD^jh#z)w=Rk
zT{m=sdi!q^k0w@^=;c%m1|;tToS@)XkVR(RP(B+J=AZufmC9#A9oR{iL?(4V9z321
zCccnx5khPE#7AEm+BVTB)0|zge=KI;Mdu(jPq2e$R9_b|`!Kva6sfOcM}FG=I_kud
z=v|pn|1gSg1$&2siuQ|7x~qin0?gV-A5LZwo&p}Wc5LG;iV2uu&ir-<2ln9;kvWl(
zIP2EMgTF|b7nH{etBp+NtCx_{s$-7eHh%U~P*xK0Tm_RjwuTEdj@{(0<cPOLoA@+T
zE{}w&>kTiV7dN7P5bO85If^^yqXE<mi;~3{!TsqrZePvx%)?)qqZPnOtR34e#9#iQ
zZ)0TG1MU(Eot#H^^|^TMTYK`oV50TF8@Kklp=O(h6IOq+^MvsHKyN`dBlz*4C7b#f
zS+Y4psK^U<93g)3+Qh$A$ABu>M2lbE{lE(2=0|(B5ZcBxz(-^16rWLrOA_S>2~7tc
zBCJ;{5;*Qj42J`UZ3E)Q9>s5$7UyBibFy0NFm%xDxDmZs5xizhfT<9iDt3{`L{0Po
z+Im$>6vL_xS%vL&)CGKzsla-)7O9qqmUmx))%oDyuJURH)zEM<<-cYsvjXHLu9s};
zo_4-%xJ;BGn@Q#sHW{0*>U5+-QL1E%q-K=N=`U%4M2%u4KG-*kJfaE6+ZhR;HAufJ
z<ApHiSWmsvPz&I(PZVMtw<+|65*C;e?f9>3-IQjuIDIgKgvZPW4DCyWJ_L;FNVV^7
zJQ~UD5qaX{U#=jb_K3z@i;B@l_aTezuOl7S{A_|0aPC$mK2JD`_r!u&{H#-b5y8l7
zam@)sJn(o&gOaRVMp`9G+29JRwb_d~Em7{bT;3a89EKf}Mww)NHz;6BX)^PCE>C^m
z*ywfAl5bZ!7JCFrr7w_!(<Wa?-XL`pPtBHS{kR6Kvd-1mJI3wTT{ap3%~%3FZhF&&
z3E28TRSJ|Q5TfPPjE{xXVZj4CQG9#jS|=%qH9{H;$(@M<4!BPAJu#+%F%bBiSGv8^
zyS|#6qhW>aaqQ_mevy9q8Que!7GCWns4p_R2z#_$WlZaCm?Ofi@5pI9UKLx)ao?uq
z_}E0f2$1nXmjaYV@QRES>`2`dA{A%@y7-Cci(u~?G_4Wtnd||G`#6)J!P>9SVSe|%
zeEcY{^};$T-qn``nU;dO(V=*PHDHsu(lZ2@?YsU=;}i^XWR6{H<&2`84oFo9wU38S
zQc`ikM>Z9cviB3iTFSr&!71c%(D59nTx9rPqo6X@1s8Lp25d61+zTBFO?WSKI^RP^
z-)I~X3g){dK}aG@J{h%fHARXk@*hIOg@@xXyMuWwOd2<_^f?Q+6JX4@NPk$O6zDVx
zb~*ah*KG6+8p*&H_#`IyM6qn{IL;aVsxH(F@0FND=F9Y-mxh^&*9{TXb-@g>I%l9G
zEwCLO!8{I@h&zNavrco9u)y5L7$o?<a~*f$V5~#*kQKa$ImE~+o1$wjMeGb%s_J{o
zyux`qC`nXy6-y4(KC?7va`tJ6Y+Y)LS#J=X(gkev!_J+VMS!WVN$-@Ela{z-CZXD2
zl8#%_P%hX!uoQT2dJ13+aj@s*MSv|bqSC^M5nBvtblMVnNxnsCblkM;->g=zor<pX
zq!*Bu6|XH_gZy2W3Z`{OXHA2@wx>di(I(aL)5#%h@#%FZnIe~i&F*Gf!MHWN4)OnU
zujC6R1f3``R|l<>8zu9~@!pk0J<wZXg&tY98lIZR1*YpVZ8Ys5Pt0&U{^ClBpMX*!
z{@{rdY$ClPmwL6CjYR=X5*F7}mA4R)n{OLN=Vy$b$99NQPmQUUYhJ25*A_PcOO=DY
zeV{wY^iM85D+Y0L5z~Gu;JC;x?s6Ws4yrJDtN5T+g40qlldEOo)pB=|at%G>TCklY
zwPvMOuoS5!6jv@E$d@okKZq^p{SKorvc3Sr#LOay<DDxDp~fg@xl-g$LNJs*CJ73K
z#IxW-)6!KXnIK8_L<*j1EtaTNK)4&xzjm{gBqq_F*s)~86!&}hr$oPN4qhWt^<_-F
zM@C9aA1TuV`)rs-%70u8f<k0IsDL-{Zc0|xH(kTXHnb}LDydk+r)y}oo2f7^4E+mb
zH;nu!X@JNOej??6+s4fNrP*{XX@5&j@U~c7ZZrdbAq}YSBhYpIY}MXC%=lIMq)4gt
zo9!_xb%h$d-3rw><d|Q%DQmh_5J&^c#Dl!^t;d%6wsF6Yk+i2oZiOPEAE&$rr*5w&
z;ZwR?0~OC8Z8snm0-3$Tj3B{Qyr#Yw6JMr(1=74oM5c-(@+kU+@H}5aA|VmgT3GP+
zmlk#<4bUk@?>cNBX!o1ce$3+~mNumQ@=4}sOo?R(1RIN=ZhUsUW8#IS)CVcVz5?1M
z-}E|o6mEib9cJtzNns^t%6{~ij>pQ`?IUvG2yWju-**qsl!1xEO@gFA{+=LHV;IgN
zOT9Ecn>NBjT8s$_39{4%B|2egyhwwD7XICWIocHUuDa8b)`|SbMvv+aDcL2rx0i1$
zYLx&gP+o2Tsle0C?_f}Mw#W8;ff=K$JCZei|G7;kH%(9=$P=xoAVM5_ten(+J!0jO
zr__x3LKTxuRR4F(BH|Lp<}chOZOc-9v1Jh5B+j@~8;|({u)DPpBJuh!Ix_Iku2*i5
z<uH<(w}zxpqre>3257jCGnWQ*J447RnXq*@n@`(`MjIK(7Tq}%e80s-+&xrzz~=si
zX0t<Eq@YQ(x@tO2aT(*&TEj4-Yk#z2`ARrSz>7%Y`h0R;6P$`6#7m;h9QPQROln+4
z!%eJ+*EryyD{Ba?wE14MWHDrYQCz9un|-1<R7(q4FCBUm3?}S1n(47*Xg!pi_m?6Y
zI285@j<c&#%=yGFXJu<$vOs4b(y&kv<5L{t8=7hke;QWjo^tjN{EMI!(2zxK@a2Q7
z38EAq$dwCll2w8eS<h``7u)mw>}+<yIFDQ6(_oe@1-b`4aJDg8#;Y#x>0<HPeFmtU
zmfCh7&3nhe5e%3U>V@QhR}u2QcD`bLrGBo!21o*plX>UyN)!}Zh>1Yk!gd&)0Y7V#
zkaL7>)c!DfyNPfA8%06}b|U3{z^edik|N@2FVtSm=1KcyO|O`|Q)`!Kk56^Dv*G;^
ze8BxpThJ^a8q@57-=?Q_^P(Wkzcz5!2^8-=tgA@kJ2m^X9S7SweM*lf!aLlh|M$)t
zm{N2{!(l>Fl}DnCPS_K2+}Oe&8H;F#lkfTu=NyIbq;-r5G?ygw+&N!?z6P-fv(V6R
zq>^#woeU3^CPraluQk!|Kxx3eXGzNbUKgSCq#3Ku)EXr}KA+fbdVwX~_-<V)SzP9n
z-T}5V%J}TuVNti<KALPLo&4MZ;Pu1UUn8Mreo~yNa^5Kso{;9BR7JRIc1{s?&JG(4
z4T(;d^Ql*&w{YAw^i2P#-G}DqBnucBDK|xShDr;`J`rL&75CbI#YrPky_@<_$KQHV
zuC~!o-@;Qz6JYke!Svt!=IC>LfH0WD;yCr2R-o8jwYdLm-<rkl>i|mUd51~6_e_!d
z2=9B8fQ}4eBd%k+%xD*$>tLB){fu8DJ-t}4CybdoJ*3rF9d@(5jA3pp`$<s~A}3P%
z7GXjZ48A%V8l&&8)*%L+A*|{>&@}EGdbw7AcW5#)KH18B3h-dqC%j%vEngo{Fxq9E
zXuD1<PL{?;*iGyk@-&s0CO4ekNpu;#9hZ~yGzA_cq9erXWzUiy=O)T;${(X9Unu7#
z3FIDJ*$E^q2T6BbD+(PG5%Csp7rs3(U~cuLw*T&%#rA)4*c$C8tz~6Ng%?)<xy-gq
zEVWFx3Likct1mq{3Z-OlnxqQ6bcJ~Q#nP2U{-=S0P;cN@DT=6<01dP{@*dh+-8^sa
z&-5ydOna$ZKC1V2J*|{$DN4{9iBf3`%)gJjeCx?DPN%qPo<%KVKLygX+%A6iR8>9p
zeDpiTtG|e<B}t6k_*_ZtK3wR&{8jW#i1L-ksC2Y!TKs;D71+qm$#onmufZ0IUPo<Y
zIv#Akhdm1o=;ZX8YMvM+A&6`A=G|Ucb+f_lNVxLX#w$`n>Pn8NfwQ_)-U*3<3-^o&
zh}`DqF+`SV<6$f6_{;0#1bZ3f7Wt}9gO;!ai7iLASvmDf{`rb&E0bOXt&1IQM(<Bj
z-Zo<rX<TC^<FnbQw`0@PzyBv2mh;^cnpHO!iyb&G8Q){r9|X@@KR1%oSNoumzjJR)
zUJRP_ZeSzIQ6LDnyn+rbMn9*GlP^U|({CDyooS+wn9w#;uCKc{EitdwM$9~T4|Gqc
zuXp6Oxw;UoddP0b8L1%}E<|4#1sF^_FJr80pC+nk*Qt|6>c9+=m)zB-fcwe_j|p&f
zrDkcx!L95&R$k?leY0)3{PTe~c{VC`$cTnm_f}k_I*K{Z>$oeu_#)~`3!Fda?B_gF
zOJNz$K*JlUa`e(MuHZAF*9lVzUX!e(<y3#}Bg<}P2}l$nW4oW1BHzjk>B<i+C(;Po
z^Y@#4zYD~$*?t~j3VeJ}5zSK5)H!rThUfd`5NGoyYzyNRx}2-RAdMe(C}OO_N}^$&
z_?^NfY`{vFfcRta1^}9bk3I@epgI%oDMR+VNbdHMkTHq!fY-2k<zR%^B7W&2{Y5m;
zv<*y5+y)o%Vk7|tC{EZO1!_>n@V%Ig6D&z%)l!FDki8N$mH7rUzO1ksaH|!x8=<is
zXENri%tsWATWkim!pYR7IZ<29zzXR$j;WhBm)Eo|;DosvfwI%_XAh;c%emhRSN^If
zU~a@Ok)8-yBEr#8QR2@el!>eJCI4_~Y6V-6lxuF($#otK;4nxwdDg1*+FL9dgO7;6
z_@xBl%cZk>bEG|DJ~!0#4NEf5IyG*9Qb<xkYficAeFEAK`p-`nuZgJ_4s>4dC3g!^
zCMD6-@3ZgStfx7rdrBB1JuqQc9Rc;z{rm&6oz8=nFzNue3Lk9PV$Nyla-qqKR&@Fg
zB5T_YoVtfJ1?bLNlI?O9&RT8nufokaH#?KQt1>}+I1B6COD0z&m>Mx4JUseq3I8r7
z3%q55-ctuo$jr0WZcpwL4TM;F@swVCgeh|qLle~NT8D6B5pLn2;$iW|Z=@!?R%xI~
z=|g6GgE8NS2Gvq?{ykIv?6LI(x}(@{dc>X`=z3YM>A|sp&e-sNn!{a9r?LfV`@`M-
z{E;CvV^=PK|F7@2d*qG;U*u<osWH8#2;4I{)%#QBr9oaYQ?Q*_S5Wc;KFKf>NHBh8
z=Lt(~bnGou5<;}e3fl^)nEBk`!(f6ZM>I7UO==4g03k&>oJy<;5ZT-(gC`JI_aPjc
zOX-w|n(DMU=yWklAoYk32*OrnnFdVdCT(i`H7x;Jt9j>*A)EvM(h6hURBcDq{NiCa
z&U8&#Zm``RN$J57HL_+zvflTz<m2+W2X=`1E=FF+c;cpFI1DCsQ39@HU#Dl92T`0s
zU0&i2^f^*U-ij_#2=QwgA085ND!e&jPY8wNPHYBlR?j_p$0t#<O0@~}QQxeg9r*iJ
z10d9M<#nOB?d^wga0j8|%JX4&g`N??qmJI@L3VOOn5nqAs}Ob<KyR^@`@y<+W!9}X
zF|;oWVU{$*g3Cj>vz4Dobv`2hfRYbZ+kud4=%=pzQp_C@#0Ww--e2?Bc&sR-u=fx#
z7spR4BCbi0yvzrh>V4D3)lmWt8+Ru-qIf<X>_m=X9wy~$ssM46s8OVInsvobXfrOl
zGWTTZaD~Y%ZE^378HY1uXH6cr@8-rWr@`}L^A`iUVB1hErGBu(oVMtIdQY?Tn=O_8
z&7(N?kso8xFurYTm6h>+6Ux7;H!<IvO@6qXrql*RkM|Pe3J`m*->UMjO(W9svM;w$
zNjbFP1Wn|#Ctp?BXIubtR!jI3NJ4bIY1zCK-bY|c2@Jguwkp(FaSt+5656Z7{*73h
zn8s-UkO`brX7J=Fae^{-cRk%T27wEja;#ZW#uVaBL0v+xXCYVWjXnI}bX|G?Uah>M
zPNf|n8R+*V)NlPACvQ&5)8bFszln9oY+7Ei`E8gQx})b%YPfelJ3bzagGI}PO@#;K
z)BwRfdi#Sp%Lt;hv%z}N$4_0{UY%7)-|QQ)xx-To%dt}gQ7MG=XVF%<aFXb7&Ql~!
zq+QPaullN*?D7Kt;Md{AEcHs+Z;`s<1Uw$J(_Eh!UuVbqqh4aUJDmp>=8Akz`BRVA
zjWkDjdgku{MVUQ?^@>4q4=RO(jEdm5Qb06+P>&F>t|q)eh%ryyIkgut`x@>sg22>t
zp0thmE<ARGfKhBF+!>8HBU1?ff)AHc8iRYsG)TZRQlg(>IV&ultvk^bjAe-C;b5e#
zJc*no@+Zt2B6$P7^j;Ub->W|uE(lsy_H-wp-|=nMw>|4Q0ew=kd2lK)o*u?4bd1rg
z!-peJMWIXd3tZY%;1&9c=51W4?11r>$W?<=jJE}CX2wvX!=w2*ESRVBece<D!3ngB
z4n6@E(<z!e-^jJ8k`*+eXGIHf!j{8reT+O4QgOBkQxUlE5%J!fD;M4yQcgl2G&TuR
z&rhzbjqqs@rX1k#0SCc=8MW^qp>bDfIqXS@!cQnUkUQ;zk_}hdZ>WEK>c~k8yjeIv
zCD0vt1#o}fE3<2&;}t&b$V}7%6pQ2z&03o8Ky?-FXFY_hbl0^W9JN-N^%j=8)9n9d
zYIpD>@4{QanNsCc5@;7QSlDbw4}LHRJy5cjX++n5!WQ&RlVCcj?9#i#p}bFEO24@j
zfr+T$ppji+m1?;@5Q%$UIHui3-sIPRFD981?+Rf0^W<uIK~A149iSr|67B4$1x8?_
z48wANrIMcXzxqzztXO?ae`dT$j;F5s>bR4r230l<+Zw{0-gHekB(BaoXL8kNwk6Mv
zRg0iL)BM3;9_AthUJ}sgW%|M8Cn;Zu@9`AO(+=0E+^O^E_|WBe-ThMho=Xy_KN?Y`
zL<UCMie1}qdTWH|jeYp=OdfO>W%Yqg#FpPWF{QmyL<);00CoyKO{J%)O26GnydcE$
zq=jTWru1M8%IMiAT_W+{ii@?h8|Us4v$I9$l5KBR!!6#__`|Y0Poi=G#Pg8k1Jx$K
zrx%EImvH-{<Pg=#UxO;z=|O5s`Vn5OMFrpelJ^KX1jyio+iIpX3uxqHLLgVm4p2*A
zWY?_1yGJ&B`T2fjb1eIU3W~lQ<EZmE^v9SztE}vZhMZbO>xl`MZDupOB=|%3DR{V_
zYjKjdO#>5UEs665ty2wuvaZ26|DIPtMj}RrC5#LNfMW^3nDiPi3(p9FMm5XgEu=C(
z&76+e2q2`{aknXKOh@++G71gtwrchcyH_TV2e)W|-rZ>#^)IGgam1%Tc9PPtfd6Zx
zto6Ylc0yIs2mQb;Y-!DnWa*z4K{jf83@!VzY}=w?AgKQc@^Tr8gt0R%&MSp4Nr^G#
zmiN!o2TG+CIu;g`t@Yq}h~6j50)COV6nZ_Ju`HV&b-xmY*F}~GjtbdZYI+}%<z0iV
zoVUENVqU%CGrz}lC`{;%cwf+~oQQB5dV|cs+e9i1UN7LJ)afdZIhFagGbNuTKwIm;
z7pN((p9cR8t=L9W#(`D8$(JXHpc=4s1vSf%A@xwwy^n#DRx<x&$IaD3J9IZThri*g
zJSJ<g>Dbr&RdZ{seyk+gjZ}L+$I~(z<p;=TPkwHJjHPk_3+#t%rdOE~B9w;X$V}JZ
zxsbPS_C<e$&Yht8=f0Vd)Lma5&q)4D0<xnhDPqq$M|`OZOqECF7J>e=_=npWv>@{e
zz-v}`Qk(Wj<Uw;J#JzgvErooPhu)Y(C9b;}fu994HCfn*F1r8%8T~qc?8%S+iI3g*
zI{-)MyK)@tNj&})L)kM~I}Gpz#$iT1pZu55WQk7CCGpxK)M_ADBI`XQn&)>aZBoKx
z0p*g{-)y{o#O%M2lpW7r+Y7i-paytRi&Bm(*w#VDw_t^SInLf(mH2+g03o`E?5SkX
zw`i}v#EhsqtG!I8=FDCUx^E^Re1CXLu)j4+^D>(2a7y&E`pcScpDRDa4ed#s^BRj-
zgT1bDK*riplO|2FtT-l!-T^|3t+{As7gnxXkoestsvbuLdB8aJtdVuhI5n+AxCwDf
z^QG9nZPdd4(Ut3@Ku)&6;fuEmC<s*ND0k76H5yERl4W6icQonx$WdStGHTjCYX{Jx
zSMLLSKK{=-d_}*Hj<4(&MZU}BpTKOdEOZ=<rjkx$7xjOh56OeYgTX~9mIj6)QGz;c
z8b@4)$eo^QUk+WeRs8U^gOP8sj8_WFn_ZrI)3k+S`v>Tpu(6q4eO_uWz&hjjUXK@h
z_V(4u)yLXa#Y2Amf&2_~3*sGbQ;l;WNr#i^2hR-2b3#OWs~}2Q`P(TZ)=dLGw~U!M
zqgkX>iw3fa_ip8egaArbIlb}N;i`OD9@D-wKF?B5bXp~t<w0vgUU~ud`TU1Q!Nb~*
zzFMJ;^<?ftNHP998)Fi`X?%fgSysD&k%>j!FSD*)iL_q8^3p4Oj?rQbc=izmXkUD`
z1D=r$S1<K+$1!d@(WVo#oXw(T**cF9vNlm9Rl8Lk2PljKThXt5(%|IKa|AlISt3$y
zYJP13&S$KwVzHcKLGVx(irs)fGJkOb5OYRJd{?|cm`PC=Bv{(d<z@bz)V_oG0jrEw
zGIqx)d@6s{x3Tk8)(V+CTrXZ7&+2Jwf+MXka&1M;x05S^`l^w%6tP!#mUObd2Qm^L
zFz>vEaZL!+dY^QqzY+73-SP3)RG7<1W7;+Md&lNj<?XL;?}dFysxLKkxAq|>U=y~z
zU@=ajJ!+x)->h_Vf{#cw-Q#f@T|=QgHiXki5IM_Y@v|ZWc^GcQp2O|1wSzmjnsZ(-
z#GgLGbLF&KiV(BAxSqy-ax3As5!H?vy9))PA4nq8j6Ccn>2TTab$87f$jfE|U8ChA
zA!<szc_xaVV{DjHvXm!7I+-2pNz%UrL7WuX;Zx)2GD<i6e|Li?CT=ulkGtqa`-+o8
zIN@CUQI)wroE*890h!cTp(Qv}xI3Rm@*oFW0rn8SqQ$IeYxPrW&Z9L4h+np~U7LcQ
z(d}bfIyp!Rp=-sUK+whYQfmgQo(X8Ne6lB!W;-BAlzsm_a~Y&kgP}zWSDg!3sEic+
z!O4ecr@%)E*-Blh$k(YDcn)a_=Nrc1aYw-oS|})WoTO3j6h2>QKo_LlokDAQAX_kf
zpylPoL0Q`6?V(;q5(?`;k4n9kLteJHsCH-LYL5iilo*J-{3C;nSxV9N^`>I?3G|+Y
z?$irNANPY!0waZJ@c|3Y3Kmw&bwTGluVHVVZ#u{_`?!ZE&&|AjKhEFp>>9+*ypTl$
zzY@P*8`!-O6MB*Ne8!>9u;|{OukQH6a<f%R^J$m&Ev@zUoP_anU31`&JGHjYd~R7-
zW;d|mn&lRk!H{`t52c&t?b4OlDfNXW;a6X4=OFi`s?NA%$?mW2P-2N%AZ>7q^)(jM
zM3)T4pYOLqyJP674OX?*KFdEEcr9;$<U1PeGN<Z#UiVTIwjbJ;K9VsXOT}1_73{WC
zrCuF*NSBt!eCDop^CIcXK6q2E)PkB0PD~lJZ<{$#kch8e#>?bhmIkf%KgS0;iWlI%
zbWegDl{MYr;O1QAnlK*Qk^LxEVsmqMD}mwMFmpfZ2#BI}XV+cLOI+@?3a~WZp(EA&
zpBtos5<BrsLqz}jG%?er!MfnS<uY>f%ArteW)z}cw4$-dv!ma~i%E*gaOv%%dPrv0
zo%&Ol)I%wq)&?V=2K`=fkFi;Oi<548l<-MM?|fL?ZG<_E@}FPk%XnmM9eWH6BO?%#
zeu%ju!(M99@{gbBanP_{r{DXe6Ll}lR!Ox%(JUmBe@^5aklb7ovc{Wy){C}pdGO8%
z#wZ0O2Vz5zKH2GPIwz)x|Jpx&wIiL*2YkDiCLnqlc2(}UQ<K%A67vt_iayzqf$@s;
z_pd$=4Ty^rqoHJPoK?kLUK>i-uBFw#>;-CZ4RHfICi9Zo>ivDjP=7ghpfLPGnb_QD
zLAmeeA--v6w&LGOi-0L>_G`&!o%D4Yer`+KHr&uWu1B&qTSJE|+1npA{Pqs9U`jP@
zX|s##MV|5ZS6%RbpQqg573+2`eCw~{**QA29xfyHe!4z#t56iY8L>kA6%gRZvyyy%
zy-NJYWo+<j{9K=Zi5=Ntx*pr4`=#*mi=t)#`WJdXb~G{2+kM)PWaOj%^%4ecyh`2M
zKs3~}f#LU)&)Jm`?CW;*`)0uD7SwmZe|zTtV`BG@IK&yI1_8O1`M<_&7G{=9U$2}T
zjm)dcs;#Q(uD-Lg*|k%l|A($~2+oBG8*FUrjcwc3jcwbuZQHhu8{1B9Y}@vHv-oE*
zRsX&>UA^e;r%s*IV*>o)<J#0ndR`)L4h%dY3}gxqO;qIKN>~syFp&-h2DyL)_NOk0
zFj@+vC`Jl1oWW85hH%mqx82)y7#SViwN5~#;*<B5YdMnJf9Ln+dbgfhwY>K@$K7-1
z)OYuhEE{W_dbupcN{OLIyz>0bWdo#?KC|{;T^adEpBWp66LlNi4A1hGjM_PQ`LrOr
zdsbAFRoyHXn_Y8e`4I<xMK+3Q(Lzk5lIrzzn~B33Z>}O%F-uqKf@V&f{G0Ca!8qH9
zlTx!aGiS27sZs7B*`kfj<26Z#XSySHu>Ra*So8JvW?IF1M-BGJ42$8g4Lr#ddq`sJ
z=ioRC&(L_M7bX`YvbfhG<HL}MpD2Thrg1(&w_ezDm(I%BGPQYFoz9P(|75)%j@<iq
z={_+}K0L{zl;KgReOMwq<e({HN6rEds*d;Wc=FH2r%Lp~X2VS#z5h97Ae@_%3+T>O
zFk<f&A}?6vS^nPG_<gW7y9nZccX^_+3VGZjh+iZ*u`1&i!nO-0Zqxv=e}y<T3ZJNk
zR*Hd6s#Su6Dt)^1wquH@c)P+@6||H5vPX)^v6tKaF+=+}sm+Gj6GLHJp}-H7gwc?$
zVd@<JfjU;{yN1AAHN9kN<Fi^{K;e6H5SkaGyZ16;w?jC-uL#m=t@KyuQ?_a{*2c%s
z()V5bE#m6$_Sj%xs_cG0y*jH14`Mi|dmZ!;VwuKxaFt0|-ufv;<*A{jmna)fPdvN3
zL?l$B3XHct^N7bXFXgCOB$YW717Jv$NUof`s01A{ol>k(3E8s<L9`06%k#D#PtgIb
z!906j1V?10S|?Tq*IXvnC8g@FpP&A0lY_kSm;g)D{oO1ijQH2B__eyJQN8<T;%?J<
zzx`5m;cVS5Z9%@HX(3#<exbZnVNvw@BL=tgEXrXY@tacTZBw0H^wkH`vWG0j=QfhC
zbxI|Ff#GkaS%s5d!Un{$=~Wot0BoC~rpV(7xaF-kQBHeuk?&~he8c`<M5SJm$de4_
z9p)*dDWIRwGZlbd!@qySKtX2pK;V4B9*`ueXwET7vl;vZl|NP~{V_|Se}fP}=nZkz
zRUYprCso6pY|Gnaxk2m<v(5O|9dsog##%yea0aU;?ZOt?jmLWph7@(7NjnIt@U>p8
zI4`_tr}$mG85dIp;14GGSAY=lp6-P@AK#^i0`=nu11V&oA%8yWAW(YPVsJUo#Pu=>
zO#TvS0>R335{azw53insvoO#d2FHqxD=s2xtJZRk&xCoX_AM|NABcqG^YT$BuTK<;
z5W7Wah_NwLn4)b7Np$4L>7y&l7DShTOn_kOEJvs?LEM$5rd4+yf0)V55Xj)l#V*W5
zRpeB=q00gG7HE?2jjbs{M(Te|6DHcXphR<MSzhig2oJgl%L?;vUsj5LB~@eeqP*A9
z<-tMqe?1Z=gMN{Zo=)3C5<{bhBpl^1-)B7ykFL$b6F=n<nrtL#?OG_eEI7oNlcMa0
zrrJw&1AsU&a`5eWl-Df59gwLs)HlM@!+62??;cr*f5tbn*7O)`?TNWdJ>6JLl3y|{
z+KU7oH996mvU?23_krjy=8jw)B@-E12eUiCJ>WsAnBX_F1js00Erx1Gn#9zlXXfMP
zJTux6`{-*NX*129j;UlmuPx)TxVIitk+>%t`3zm}R(+uvjq0&ky+VV(0UzH&Z9E9-
z9l_K+9J=;ThY5@Gmi{l0XU-_*SC@6LQo7BAl+WP(?2Il<rGKH2uTqgRPN>$d*@-Wp
zj!N~B(!=}n3q$^($*jkYazZM(nS*LsidgwhPehUC(eH-`)My3?nh{R|asII!OSrJ(
z<^nbVI)H*9lDClUv2n#QmJNitR5Pp))db+i(5B~EUiJMvCY~66%Yxhb^K(s|J%7E&
zSF)+qx@8*r;`T9=cZ)ApE!ay(kNSCF_%Eo;-2P@%7=C_f%E6N)#bA4@gM)sU?mP$=
z6w&!JkGz(G4V-Qz1U4cL%DcoUs2s3K3!R>hBF(7`(wYLf@0{pBi6Wp#0=u7+e+8u~
z*|E05&A~I3BZO8jU=~q1?k!lL8DT4997Gil<xxOyaEEzD838R4@w=CJ7LzO+KgqOC
zpPhrX&$_8%u3SS&x6$o;IRQcWa>N=5Ahgf*=?VdT;`a6>?4{EeB=IK<LqV%6vd$@9
zr5gjYci>F5liU{i_*JlDdC!@_)SP=Dd`0-Bhf`mf_f8M(u+A<3Dx%eq$&0{7@8Q^7
zgMk1c4^qqo!p>yCMG@?5!~>ed9Eeh%V)$;Sj#ZYNQr-qQVjFU}1+^Gt=7ZZFfzggf
zA5~D4)p{Y{G0Kz=e7XY#aNjM2;%i3l4sM*7NJXv;7141z6kkr%7}m|VBQ@72@^{~<
z`HtZBQfWBZ{!y^D-dUjf(nuMrq+=rAR=tfZeK7ay{!F}wg&@1x`X`^h0w<rH{(Dq&
zKoGVc`Dj0omb{l}CGWSd^BH+0qkUE5qzxM;s4GIH`jZ7fxax5P#91gid1?^^^?xm&
zI3${)lXt~4RS7lb1U;A&V=xhm0Ay3$fL1}7PD#^IF*jF<b_D&B8Vj8ZY@7ub=5t!(
z<`G)af8x_N^6fa<7e}Hb&t5(PaAdEP8Z#pVdriMSAyYg_gTi+5yS6Sgw#U}9*xz>I
zq47Iudj-x6rKG(N?mhw!&Utr|AqLx3?3mxgGffY6de%40_zois9)biWHuhJg{WpOL
z&%g(sfCV$q+lD|iw~#tvXqEr|T>FCR7Qyur7C6DMonmi{Xd>JVwSSUwUge@FuI~&R
zOx+WaG50`8q!<PRK;R|m2kX=Kz%Q}rlG1GAFKUMd5iNaL^+H*J3s*cFrpk&#2tDLs
zQ<rJUdjV^ymPTJ)GiNN4m+GC+#{MsDd>w|`?+~k=2`rx=WCFUiY#)FLdeFbKSY2PF
z5^@w)T?_GKjGLbRMF@2gh0pet>n@A6qjCA-bKe$0gg)*MMAKa)E4nbe_m-XW&IY9p
zJrNq{ie{MJ%QIt!mqrH5Fgjpvw_~T!tU_j~CjHWq7MP?drycJpSD2iuRbe9CJaH}=
zo*@=VmEtSSedU=jTKJ|yagNwvnRRta$_pCis$gdoQF0No@ckzl4Y;!p00R@R!bWTU
zZk*`c0Wlxi&=LQH#!IxKkzE#Pu4|T-syJ_|ewHN!V}0)Qo%dxNuDcW|s2^i-`Qm-n
zq46s^3T~ml!)xz|^JV<Ea?BrwY^!JaL={Y1mwzNq$g=D~;GMIuhTWK$Wu6Z;Ht36Z
zOP`2BD4?jeXByO&Y_T+AxC2OL6SiRa6$*yWybl`_I(SJi2V_)9aW7UvPQ<AYg*c;m
z6PAWq_B4f=Br?e=wS$`p*)+1(s7zJl%0Qz5%Hmzg(y>2us1d!OVB3d3vHYxWG`+vK
zzq7BK;qQKDxq9pwJMQSLzl}$5#=rCO?KJ**kUo3TynEUc7{Z&e8lq0<30ZG1t@5aV
zxi^0QJ|#NHi^$rVp>7FlMs-N9qqeaRQwch$+mXGcpKufSQjcy9N>$+)rR%WXa@YwO
z2w2*(8C@u3AjQW)RAwP)IE!hI2bo%(b(UZkB!;G7INP`@s)0gxc8~0Nh+Gjjl+tW0
zNUPxv#pkqJKV+Kjy<n2bRrKCFDFg0T!c##A*!)jsLRtMW!W+)?zCS8$*6IROo@u>^
z83q1x6MDr)#RNgp@V*VZ&TPJHV5aK6bPkPO3H9*XzH;Na>^?+{4X8`0W)_ddfz^I#
zaa>8lDUT72Jb1dZqc6vhzD9u3%|^M5{X!FjcY%Fc;6f=?AV!EjGREp{&zh$${{5o9
z#g+#I8sOHLF75|er!F@yPvjenM3R$pTe$%{EIbRN3Eu$(XGap)h{a9ECzUOjvh@B)
zBI)nZCuHN(94D}*?vH#6minH6TU*F``kgQ1unc%;1z%^FoN9gfdhbLicN`hfU-|ZV
zi>Z(oBf@aLUn1fy_bt#-{;oW^cM#k6?*i4A=Jchs_L;JY*d(7Gy=_Rn1n!eOXGsL=
zK|<nZ*4nzwF*zrR9XJ>Gb1x?GJCI4`@@pV;AHpMJE{uG-+@vkI1`%;>16(TPi;a;^
zWY#DhjwWwJo09wq;w<Yl%=mUSu0G|XFdjlRmI|}wke>IGo{XPY=)0G4{Uc&}Gsc|l
zIn^JKfd#)8T0b9FtT0`&?3f?0*vs?@DNrr&klTIc+0!*uDxZSQ?LR9pN^hrVZ6BD*
zx#<!uH(z>5#x-9ljnNE;==r7QytnMeq4Lp;CL<x7iUQzZgH`+!Ut^n!AG?fo)dO{-
zLiPJYHO>;(#mY+dw4JGBWN;{bH<7N8jEKy|T?{~T2~nuURSnNMxYmz~8|-k-mm~1z
zpxfijlrySO$lq+=oV5=S{kcDgqqCk9Bcnfuo-m2`J)*SVw(bAcPG6i=Z>6hJmh=d9
zVNf?j+FmYzF#!}+`eJ4#ud}8e-E8Zi`=y^6$%1tUxJCV|OH(nuW4@DT%9j2DuD3vE
z$v^_~{DKG#VAiWsx^c+FLncU7E(9-nWOZ)V@YdIcdBED#Qu{H{bjvOat}q_ZtV<gf
zc<=qvg15dxaSalD^B~*re-TLR0$b>A!_Kp?vUFK)S|a`tJ%B4`DTz|=1R5BA_9cPC
z*n1F&J#Ief8T<d>MV(;m+|@!|yeOll^!HWCWAbG~&-Rf<xc%P6lS0jv@C0Zbz2?R+
zag^4xd2MamyYP87FZ7A)wC3*=3claS`vp~(+OxkDA})aTIYP>MyyteG7a#GYqq6+-
zBY;kvlVKB*Vyld&nyczITmTLY0Lfm`Y;4abHr5Xx^OzuDQ92t)q=8p9%^zt|hQOo0
zRJLl(B7=+n0GEWtA4{Db*fU#f)K79fvtiy`JHhH|+;SVePWpuBObz}M%Y3?)ux0mz
zA^eF+JJkDROS@{PGZcy^1>7W`)cKvVoT)C6fghf`?v0UT*6qQC$eqgmI^v#S=JQ>R
zyS6{e@{-t95e#Ga96O!k_a~iC4>>h6JHfSDlPGbS?F}TT3*=G`i7`~aBjaj;1=x%l
zouSOdZ%^->lYV)^h(u{ye0Fnyw|h7yaEu~2ph{&6x!PJv+aa3A$i8s8>ZAK~P`>!-
z`K=dXx4z%f*&&+U$DW0DTx6qQ&RVHo<=ww@#L)Ycy3VO9NaUMRcZwU@4%spB_v!`5
zSM1?$<Lb36(M>jGYY!FN^C3c#PYSs=_DH7uEZavn8l1iQ16YFWq|$&^5-ejbhD<T&
zqQ&d8RpmqzKTuufi`S-t`F<;JnX6FgFjLv=yn-TbO*71qEnXNa%+quQa=$|{>OBMe
zDesnpHIgIEY$*R?GM_fm-_v0djKfJu8h%NnEB2pVXFf1;XGi|4nVCr2+uP(cL%z_j
zJIyq>lb&e1c2M<30!?XakBptKT2`}2#KNoeKJu|FH}X<X2>Z8p6Q&%d@5+ToPZJ6S
ziQOp=aa)OdtOLU;nh~IoR<!0abjgWk^!m1{a>+({Q*se@^}m6piZwNRlFCIy1z?#|
zq+9u@av-%X?vchI+d|@oh(K8|O+y%sViKsRmo6DL=~g0e#7-_{67}4iwzvnI?AJ-E
zt=>0@rKTtUD#h!a%yGVRO;Q^H+>qdW=WW>E_Tytu93il`(bt94=L6T%+j*ws5*XD2
ze<*I95wSjxzVG<+4@C&=_%TLgYKAtUZz(S$2aD2`6=WoRc17O$eP|_Z2qvjO4Z<_=
zE}09fmAybR{LMG4d^D!Q3M6*3uSxtU$V57|4ybYN3BSqdg;nK_wcVQ%C$uB0bPPq|
z$j&Wi?n`uMhBe!VJ1seq6kY2WEK=x|Yz326J>-1p;f0l*2-sibr7amrioeb^!OOcj
zI!4#d`-(Hs7wJa%eF&y$q0ESt#`e`%d=?0)l)~wV&eBbo6SF5U5t6Y(sQ#82HUa{5
zY1QaLitrRBTAQmZeeCHAq#{eHqDB&d_QS!5CZE9zqsM*TCv`{JP%pZS_~?9-0rh!<
z;zKG-Lowk@q19=Th@~db;%)~{1OsPKac}fG&TJE(hQ;Aqs>5~~^J3HQ)Hknx5rk9e
z_@|^+u%5aoe&RH`9Xe4pWdv>aeEj1|d$Splh6K+}QCwkSxJ{WfBz2OFW?0%|M2WWR
zqI#KUQ>zqfV16<<iGhcSiM*_0!KuSs&U%FzfOu4<x7HR)K6T?(#q)1f#~C7!lfVP<
z*0Gjw&35RJ#xAB24Rm5q5zH&Oh*Ce`X8kzh#69!%_qyYUv$h8Ed=M=2<m%ZziqHK<
z-Pa~~^ow$7{iMd-JK{X?BYca7U7tRZtUFm#xcfzu&~<DaiubsyYEN)<M#T9RtXFdJ
z47kP$R7`zi<|907Yv0#mw+Kh1b3*`1184>%HFKMtXXB<xLr2<;d4mD`sjO|uJ}ElY
zIgA~?B%lf5tP^keX0aFFoabU`$`~QM4avn^7-d?S)A5bkQ4_qS7!O*mIEl5uGYMQY
zZ5&vJ^@w+R1=5KfdJ~I0mcGFYtq^%iB~T#5X@gSS-3v%c$-tNxASDs>r`GR_RR??k
z@IMACQH05Y!B+5WD|1mQfg=@24dtATMr`;U@I+ZM1AVsmO-b$x){S}>`MDragig27
zp~~bo553bh0QFz~RITti|2b=|D2NzUpvNc3A~MmYDwk!A;^`*DtYR8=j-)J%^UmDk
z)Ks0ARWAIS5&_W!5_3F6y!Pmf3ILxpJuHS6111#`G9lM3+A8{;f|7uf_=XKg-;yY1
z$^N#AXwcH~{r$oYHAR$1avt{JT5XKDSm3Q-i@8TsQI+8}%6SoIg_0K2!dfK0d-K0W
z+5pr0W8q@Q4OWs+&^GiCR)q<h6BM_A94qijv0aapo7V_JjE2Z8oe^oteHy71b>EQO
z%dRwo)_LY&C}8BhjJoJR%^D>sivgFiC`b&P5()=8`bY7t)Mpm%g>EDj2rCq7iKu_J
zJGi-3^8G<%tNoeL#)XpS+Pr(?)7*Rj33<4PnzjCHVvFi*+(-+}7^o<UP>t*B-0Rw5
zud?IWm{Kj`7yj{#^yDvyX{djRe@O?5l1)mmJ==y|5L=dQ%bL|oTEJTf3bvco7QzoJ
zt}PAMS^NLJvXLwwEa%gXAlks{11N8;?>o~v(aBbQlqMrY`+P_ZLLO`n%O#C8GYc>g
z-Y}dFoR=l&M&De%dKY1HhSg&~@?h~q4Q^1n8~oVCOYNBVWCKwXmC${^ndP%^T<7gL
zHYL90Y+q()4FFV=od9)y@Lx4+e0Xt7dd|;p#+nvlMS}YS+@u$~DEUr}m|C(Rs@177
zlRt!)CXAr`%<~Rl&P}~8L=<90en7<5b*rkyGGcCw28M!RZYyumDICf%t$LP|9EHOd
z$xJ$S$^k+f?WQRe%#N}DWE<x+E8}(Fe7fQ>qQEYb8|&X2aeh0H_#A3YI7X4pms^n%
zkKUq<c6BAYD&f91T(-Q{Ri9Fel(bA$bbs8|UIuT{40)Q<xlW!mk9hbREH^hr{6w~L
zMsAjCGEMkdI*u(y;j&Ofdh>*cUK*|)K<=;6@-%X%giUX$y7lIi5ExFzG9SN6n}Pq^
zf$s@t{QEe;w@Y2)%m|;s3tu5q$Q=NiN=%=VNX($Z<#=O(7}w+BzS8Bd<8QKAb(tZL
zH?%$X)C8?KSM<9a9$9=++c%&+JU?9s^&`#zp}8azcjQ0XPKLJwAchIPKqfZ0GgROX
z!e`HA?(l$H_DOLk6+AT&??pD0TR92oxFfXoD)c7VqsMpBi={Tvm8tX$?Vwp{BlFU#
z>R<6Xhhk+@F29~^Zi!FiM+9gOi_J>Lxa&>xUGbz~hQ=lgKva(3GFeKNGJpw?Z3cHl
zHwt^7uT?^kem*#=sav-FCpLCeV*)%v_!Ly%C2vmVSfw7iK#}N@Gg&qoS+dB~)$S}W
zRge&f+!%yv;@Zsxjg#5zUed7W<$I8^$#MTOL;Lc===NH=q*)jm{DQk&LbLKDBYesF
z2K7dD!YwU{$Px|4scHT+F^vLHz!{=&CKp-U%R+}WKYk%1woR6I_$ws6C$k(sxeu*d
z#OI>8+jD^a%@`Jx0}P<NYwJa+g7mm#s`Fa5Mq4{T;eaVrAc0k%50o=lP^f<RySw#o
z<g2j|%;yH7X$B}JYXUL8F_FS0uGzx4E4<9o+gmwlmiI`A;v81i-bo@_Q1D$oxa64;
zGeftDd4f1!bFMU>S=?D?x^miFWb1ATx1CVqPu)K8z+&Xfj9(D*g44Hpa`H#+46C_z
zxa}%y;z=pzvDGdNM)-E9K@QA4Z8LI6`}$WWl2T*2p7^RKe63l^mkBrrQ?6(<dyW0@
zg_T5<M+Q5&il5^mdZ@c;@Ulr&(n`WQ+li`v4DF1ff~rpch!;e!m?XbLnc{A}yr!GX
z3U=314avKq_kcB3E=P{|d5*k4Z+^4pj66jZ7&UL+xLHI>1E^%MXU`v!b%EiaByJ?G
z{J-A)<L?G;(=}RSf(4%q>^$x69C*&YvP~AQmNm5(j4v%>wC=fn;Py@!WNm@9pRkM9
zIS5S&((<Ogy>WPFsl5d4_<4we;Z$3<%M61T7Dy}=MeC@lOb)kZ%f=^Y*G{8VdXt|v
zY3Ce^xM~UvQ*Ui)WaZe=`I}ZWM5WE`4pzoB>G7oTju<p+l4D=9uD47dt_>tUgOSxq
zzFWx|Y;NmFG4ccyWR^{x<Js-)b=*zi#$YLh0i9!vp^s;e1pny^KR|D2jqSO7;etBk
zvhX;%gPl3CFpNJThDp4Q`$2&W=s)WynuUG1rQfVI>G^U^-c-sMXoOO(!&uH?%+)*#
zQN73<r``h&BL94^Hn=;x$gOVpxFOp3G(>asEYoqkG-g9zwl^+W?s|gm&h>`fvV3@s
zvx3-qRmMNW6!^A~*wHVgHM*<|r}3rd&#<WFj=f6Pp-mabF6DJ)tupq~-UMRXT&*I1
zTGD&RFzHJB*-gEZWNdZ|<$bhOzx@!gV_j?8B|YmNpenx+U4darwrRa|sVya9KO*)-
z^{lhhg>r0ML(6YC<Cr%jf8R=TFvkr~B;1>JH_6NAl#j&Y=T4(?^Qf8iyt;AXZ9-EF
zM%MPcNo+Ev$%9d-W=tqB4}}_#x2<hjlr2Bypuq?Pt3Kr((sS6@Z_TV<b>`iA+aG_n
z!E!Z|*}({<JW{R_Ji0VH#SH!|*?%8^ZP0i#1|ldpXeZgip;JYcNJIUZuIWSO;7*fq
z$_$l&&ILpHw?r=xN9hNR8dZxF<VO?udflXK4ykBm+ce<Ll^kBBC&F4PpKKd1{}4J6
zxh#Or1g&f(u*<#f{F~d@!Q2m-IUr@c*~vAA0Mn?wAr3pJ;$@v+HL_Ny#||Zq>*9%^
zv#Hmc3LkX2GpyQ^*R)>JhSFs45&aLhIDFV=GOwOgIX-Nr*tzOA5MDBIaE)!$Oe?O1
z<g95%Sqf5<%d4M-DV~yzPZUx=Z_AJnqvB$N18LOWfdji|DA(diG^!nTOMIGmL<`Ue
z;0<RpU$nP-<a$|o{&3|^hr`xB<5j{;s}*jNjBh^->xt8tJ4q`nwTo}eW+>X!>584&
z8v2In!ji6&CSd%KYENGR2IiUZ)zlbgYJY2Kk!3kY^$S)z!Vrej#`bl-Efl$dGCEqr
zr#)tlMEd(Bdn2dz&%J>y21i#q(MHw%XBp(e{t!Iz5TU`aDN6HIidJm{T6H^{4*pVz
zT^&$QY|?FqYVMC0Vzm1%j?irm327$<`Sa2AY&xDBV{5g$#8eY~F0OUWc2@ufEc;Eg
z@?Da>vf#?m@Z(Qre719R($_IdaC~>-LQ`#;agIj(8iO`mk&f3V^o%;V=<M&T_Z=3o
zoU6k8!GV(<uO>d!<{U+ct6b2>-}~dHKePF!|Mlemeapt5*<n4YFF>#On>urxW_s)y
zNlQ5(NblY3uSa}1$btl~X4{-;isk7c%*%$u%*!u9l<6zSzT0GaLBk;_&6{A|!8KLA
zu5-!kd1pkpx^q##D}J-9_cUh(*K+*Lc!Ys)MHvG6*s>|Sc;*h^Vu*>|j9XM@&JUb*
z;^exxqqt-?N0v+#Kt)WU(SJy<BF%K%o+VtJJ(2uF(h35%elsgDv0Q@2%-FLjz;0A7
z2mP42h;FyY$F^lcoei%{Dt-jM=P%|(*Cm#0MCsb#q6rhbOsQgJK#T>zC$vmjR1g`@
zjfJZ{S*oR_YqT-R7s%k-DOtjtD3e^7)U>3Pv%5QHLH=82BXvc{aV|4;sNn)xe*T%h
zD1k&^R;#P-@lQs+*MzPq6P%Wh8C2QZE>6^n1y$0Z6hW)r{`EN|Xcs40StJ>PxEjMd
zL9I~!+hta)w<t$ug}It2GQyN1_-L1_vbmWY{B=OncIx2=3;zbj_E_bysmm>m)U}C0
zrM<a-m|8B}nl%b0rt+<lcE4^(fM4n4d|Pw{Yti8>;RAreYwGhdhX=G>gCU<<B!YI)
zw`77SO`hV#&HFj{U_K(OUn;5#r`z9Kps)Ju8~o1J7uhom2`$C%pG+(Z<y07P>&!gc
zJOOu<r9DM_M|<BA3bl-lO+0TBZj<^Cd_9LpV@TpCbvYAlM*pfZHOQB^OTuWA<62&p
zcmhjjkJT=vK#jV|j=cjAnF}wIc~52spM_(Uszb>`rh@Ox0brM+ys1nM(wnc6fUD$a
z6s*$2VhAKv!PzR1=OL{!vxZ7V7tk)te27q0Hm+u4fpn87Tm!y6P1L5JL8e+DLUTl&
zu0Vr#1#~EeYH9=ORSe0c=fHEXtW#JFv6o7mn&!2$B4$HJnj>kz1r)1}0>O7TRC5oL
z+9^6u(kH)aI9krCL_4i2Oz~?in~3_kJ+ViV-&OT#?9aOL(P*BG9{zz?Hy@y^w9lGS
z^rbE0Rfw)Pi?8smcPH5unz7=?km;AmP7^wsrPe3&V5|$FFKORaKe4JQI9G**a?hBn
zj`|ukZ*i>t<rBgmI(QW5U1Y^ye4nq0^*L6Ry??JgYn)Pl(8>UEMzuu6tER$w?4i)B
zPMLJ;115kU`D0>_K+#4|T3BPRrjg$cZ_0$B#^<ME@yi0usYJ4Ub$Q+U26mQnF8xu5
z6xBp{))YgGLk`ZePLpDK)J+w|!tRoMKap!)eU3p@H~p%rT$I4O(l8=o0-L@fBVwHn
zFV1TNwxqnM5f#Z6m1~AqajJ#5UxO(vH#Jv7moV4JMP^kMvbG*{%hK~sq)oNANx8y?
z>xPClBpyMoFDB6zt|!9&FBtTovoHgL@7y<b5oyzssyO@##~K#55!iJ5D^T(cNI>R(
z<sW;;HFzavrKyvvPm7J{Yo8P$L3)5>EgYv_BK+T8d2S3f)w}AdxpX{M;SkO3GsJTj
zbHUUido(s)NmJ}+9=o0D_YL~k`Xe5~8vd5ZA(QwvXUZ9uLJl7QVXCwA&7Ej#g+wVZ
zmX-gSlfYi|;h+}a<42@ZsVZde2G(dd^D%M!KToHxI>z6-v0CS56M?NivcV*$a>2EY
zn3Q}HS&pSAwse>3c~+!%J^S~gNv}dTakAziIjPlVlD%a86dae5zLD{zwv{kF^b*ar
zSJiJe@6u!rj1W|VPh>FW!&|&tHIGa8JO~X@y8*=^4-kf-vGQpro4yiu0na6xshDBX
zhKSbe2#SnX@Z(_Ku)dIx_f4PlHVO47YxX$wZ-*ja%eB+D$zmC2pgXNaE)0o;GSNXe
zuw-6Zn;2Bn&{8gvo1KLTA0VPpSt|FUAD+A7i8D6Wz_Bd76lCNJ1RqLR`ZdWoj0*Rb
z|8o4(B#Ro;ETy-eB_C3tnS|R%s#Aez7V5~J^y&t(FufnPD5&?PfRZ<KF)>E?czJjm
z-a7Q*S4Vx<nF~F_M6fbl8k^bQp9*-XMBH~T=z=QBKth%L9y1wX)^`P?uqH*65+lDd
zc#D<}Gz)>)4JBX5%#VdLJ_pyrMHgoo4r*QxYO297hUMd=z8slKT)0Q+pB9}%6~NCT
z<CC~YOZgm)y>k-uTi0aN@Wd8%B46-xaYf>ecM<Fb|K-@A6hjDAbfimw1YY4B(AzVQ
zIW>5o&=e8!Z2k(-cqiCYpAc32B;|YZueBr0t3rj8Aep!gqhbr$PG-9^ycZk=QIuaP
z0zm8OJ`abtunb{hx9@2{5uDpGef!fZ1`e~n+jMVM)vrR$K&xEwX-+?cvlxRKr`MsD
zQz+Fe6wVx>;g#U+U)eImiBC9$)l1cjK}4lEq1<k)dsS}_>BemINDdeL^t%|jpq*oN
zrFabkg6?M6QA9G!tm`7-|0=Ae5~~`6+Wi4K3ToHWDmqJJL7@ne<N1Op3&Z6tQ0e){
zqDS7e9GBry*ACgXlx%fa3F5PhTr`okW)ErwRz3g0CtlZ=>Ohi^8Q+5wsuLah8iqCA
z+e_)PNq-+k9}7Uf4~bACc3_vuh==6>S3d-4f0M!hPxPZNFfp$H)greyWsu4gr0mo=
zJbaWPM@3z1AVI7}^)cPV>>#&T9}UxAE_tE8ET0qX&CF@1EBu~Ot*nQIX>^>0>?vIr
z+7Gv*<zjVrB=<oQ)v)!rQ8T3=Q`_BtUcJeVqPp!M^ypU=8XZN2pTKMa2AF|MPkYP~
z#ozrYtPt;EhqU{*b~lfF5;a^;mugdRG?6rq*F=BAv4$qyF8UG^`tG~P!2=tp%NTb7
z!Bq9`&Bl#y*jGrwuslD(Dr~ao6tN5cvUPPz`!7o+JtuBqB}z81bM7@dG4?AY^4oEU
zhOxBexIo4lP+s(HEb@?ILGr6^D79WZWpDDm^+P)MknFjOX<_AH5~TtHoL(Su&t{W-
zAOgqbDaeBQB9YjCjMzkQ@{92Yp=txqb3U1C00)7i3IT6Nm@FU#dlYHo5ne-0$o8Aa
zcp41d>?`AnV&4zkX~7j=hKqs7#^)_mlqoW9w*0x^wG+Yw4Bb(8T|qM8w@dJ2+z>Gk
zCXk5(89$e4Kk(j>07=`&$88fdabINSd(<9<nj^xjnE1sEdbo>Z&e09Ii|Vu2pzLdx
z0;C7^XRzE4ng?CKJVBQ%SR5ZQ^*2Shh!fmVKVljbKOehn0EgTbl263)HQL08;$4F3
zh=feu0MQ*^q&wb}PS%iFkx&zUVEf2c?K#}nE7$*g!c}dNtb;BT=g)(LTES-P*?9(*
zsw!z}+}kP0D6^iE3-$AeL$m9c2_SJUa~S1Uxas+0LUHlXHCr|Q1J8|FwJ$yK$n~L5
zA%kG6&RE!ux^px+E>d8YE1#|7YFN>EbXOZB^wAl4hdz&Ozuj-%c^q0oyospgKXq<?
zq+w|x**b?`j8{p6{vJP@UIw{nGju$<6riWEocdIm9(l)$o~X_CouoPZR~+t*hZG!C
zQV=L>qUUEqbUiB#;9A)*Q<A~wmOb(N`|1C3Yrcd3gZMw7-~U!}`498^e?6oBea-)0
za+%-t5=0UJ0ur$LA7GI2|CU^Gecf|ZmzQ69-M#o&;Bv8Ew!9$~&GNe{iNAq}#VUgW
zLJI+zSXojANC<2F!jW`t@JPlc4dRCh!@<~0VnmIk_pyqo62dkWk@gV5K9`!_+lspa
z0{#Lw(>Yyp{ND9Flg%4U_|n6vlj>5Y)yU~I%b9-O%j#CL?xpOmH$`{)aoj_0=e(l1
z$kElJs-}4l2QFlZ2{b*6PNi-2I*q+LSj<XwF4bu?*PBzRS2pe=u>a2Oe>m3M&UaLT
zh&rjCWQwepHQddWrg9^(Gpp6>rypZ<&VA!_u-FNkgPM;g&ybx=A4ofzJSw}2D8i1#
z^RY~@<Wv2fse*Zzw^z4=n2S*ZnLA+!wu`N>0n(SvSyG-^H<FoUS-owM8{~Pp_R=yL
zRMCANDZDNd;+mt?>Qku%zp`~P-THMge<kYvJ-Mj&_S89}<W7xZ+>>-c<Tc`PvrR0x
zq^7#SR>#&}?9qD*O|LGygq~H(5_5ed;IIZ%REPh8HfG>@49G5cLGirX7BQu|R5z_?
z6Rh*O?Q$x8&UZ3>XLB-L@o^V>h5Eo@p#Joluy*~d_(#g!Hg)K_iGa@BWGy;;Ef^y0
z@?z(3c~JynYz+a6Wn1CPP%si-DDn^#k`JZi$&_dEu9A85m2e{W>R7UJ3PELDuS?3R
z>E>tV_{X$kiDM#_iDNu<(tjeAr#>C4hw@V!$Af&Km$yEl{1y!jTU(KG$$dOsn+Ic}
zcAMB3CD&%ts1v6r^{mbwzIH)9glu%D*;*nd{3f<Ddl*yz3FCcds3~V#Ac>3My>(g>
ztu%%|7?aiU8uJgC_f7D_c921eWVb3|^4IlLOv2FwsZg9whixR3&f9bE>`LyCun57h
zxZZg>IIpp$f(?r9O)3_oAL*;WyLecV_wmAGaEoLLZCaqcY)W8!94dP^P1ER&E+xf#
zLQ(OLw`frta?$+~0FPh;@npg!U7S=85ROjHWE*!UJZDh2&>Va|YPUtm`|<YK6f>2d
z{28|38%cIK_OrYFtpPyZxAhz&veRc<KuXqV&`r~R?x20$W7NFq`^T7+Reo%8`_apL
zT13a}aAeiNTp*NpMMH_8YW2jGX#a$gG&($uHJHb7o${&oR~O&G@89a#1hv`KRG(wl
zf`EdrtkJ#cARV+3kGGlt(HiUW&Y8Dl%2T#b+rr@>g19~&`3y%Jry!teM_gWAME2l1
z8ZX={8+#f`mCZK!!gQHLW~m?3*E5Cv#ryNO+KWCwF5g!YI8U<}65_vCMXhGJRnq}A
z+Z}@YdfxK~p}XmeBbJBl-}SZR^r?P4GG>Pt`E5bI;1bSd!*vf1FCD?^Z(GK>wfvtW
zF88T#z_^TZFiQ+R(hSE7ApE#%lswaJfZg*Z+W1)N(buU|2mk%~C%<ioz5V2V2~j*(
z_Tu>R=zLeTC&rJnV9CEtHSg}d{^-1?XlK+f_4uXm7WNd&SD-TIpY=ZbYk!dIL;rIi
z?Y_dF4yR}Qj-<Z|ZasXY9~8xZC1t<Y*$XWs%1wiI49tq&+3MRm3+*9bV{TA%B(&7G
z&6Hju^*cMvwn?0~am@nhkI7vRc$(4x`boEKVoNbEgSWniPoJ0CDuI%^Og)78V?X<B
zn#X_q6IFZf|8DsXm@O8>3e`%+YSLG4iF(QG0-l(>TBw=bM4Pout6oK%9t$*`9<_yv
z7p5BC6ss2JMXDvpix<T6p~~O#uuUVN>zO)1YF4Pa7tgR`_-Jr#l>j?R2_wnhhbb~{
zQplCF*9@nu)K?}hiJg;Y&J#%It7uH#u4`j!eCoB)hTVX1I{|s!_sbyO-g8B6bv`Ca
zqDoj82~R3xn{A3<51)(i*ru<Acxbktw?-Y$b0y88$N91HAf;rlbI-!ZH~mTXLkssx
z0=mR!Jb1~PUsTdqyqB6ol5HZHjDP+9Qvp>LoabfR#AtkBF!8Pdb=LLc{c7S&McV&%
z*4FbUQOvuEVK<x<@V)-9E|#E(n9PD3@))1;Q#;GO*T(o=`fph<RNZZ67{uy@m(zx0
zc(8Nso-s&5mYU7|l#(nLoq-g`4;h*E9j@HQ5?WP~5W(l7$gzJgDdBzCiM3Tyu9+zD
zM757>jY`NajKPZ6E0_%0FvfD;itX}y^y9_gqpV<k7ZLwdlEN3IC#an73U|dLN=&hZ
z8^`?APqJ55-_k@p#`wdIV}IFHk8iUm<}FBrqHIjrC9`DcF&w=Gaxb0Pw9X_@4xCNt
zeV&^%?5MzDhxa@;bo^r0cnu#?Yd)X)jHtWKB+*2NchQvCbYXq#{9Rn*F{1m*<qy2x
z!dy&h4ssJ0Kr1Hm2M6M0TO{`!LDx3+G53AzT!<H`zNEB#Dr(4YZ2jfo9CfCRAkQ*M
z-#Oe8X%pH(3~k5i`qc6qZ((HpnA^ur#`V5b<G2{PGbN_nn?)?9HKzFbF2UJI7bWz3
z1j)Qiim=h$Hoe?-M+|Ht5l*Vcvr@w$;$QMt(~XG>mRc1}pFbexjxxRwO8$D7{qo5>
zy|GAW?CMSM6c<+|_q^lv9A#=E;toqy5k<s4xJMrSK;2qN;)#P{(&s*ks2r;bkEv4z
zWR>{Jzci(}l@Ua#&6B8&$A$lqM}Z!q6K5zpPyW;AH6r^sNWv^jUB&d_JpX`b1z|{h
zw~Dv$8rw_fF?9wFhWLD0681cJ=9S!CVyBan@8bF2dB=+wh3bbMZc^TnUZ<_Osi#;!
z%{O42ygF^fV#_2U{WtGzGKV;Q6fsYJB4g;)X3s;_wQ>QS;7e>y61~d69f&Vd9R{t!
zfJqZQ5aj$vdMl80i@E=jfVRc2YJ7FgV^VJ)+Hxf)6e<ZpC!F{g2=;@9j3~oNS8Rt6
z;hDrL6;GH+3NA(c=D@jl<}Cq!k!VH8dB<HWK$KGQ3&o~Lu;`ao(Ms;QeDOt__bMXR
zos>;;s)6Ne`~69-t-qT!6#P>t6@a|M^s=KrK6Dy5B@Z_I4FE4`-VJV<fjdEoA{C}U
z>?PCr$#1A$s71D1cr0*LM}rZ&Sav8r6&HJI8JG83cFF+tiVDzekO8Zq$SD?x#TEP;
zMm~Qn{BcckfX+Q1>GIg;yN!}0XAf^*`bR_=9wLtlLfRimhW+J^@3PrrG{@a^v^|(+
zyl?XHS?a9ict9gV(Wyr7W6q1hC%#H7EJ58a42OT&x(FrNM&K2_ER60u&tVJc%35AR
z=3es&=WZR$C?#R#)1Fwe=^U<b0CAbWcsIb>UC*I!;X9a^c~FSOQH}B6TKOW~P2>F;
zRWk2an=#qvnxyA=y#f5E=t$YNd61?6MM3GUYChICeFO{Vmhls)K|CxJJhE0v@Q!%7
zlzz8~O9_II;(V)AMTw^ZN_?^!soc5wQ`nuH$VyfDLNka_&LJuG$3E0F8a?=yjdGm)
zS$=Tz4m3Y`2y!lH8jkr@AF8ZajG(qY5*RoCG>2E<1{fC+(-|@bj;~gt%nx+|=&$aR
zb8$Ygti8FY$U%${Vuc&IBD?6_`F?_mH|)8i5;l%Qnt!Ml@$;Qf4V>L9rm+C$tMuvC
z7qf;X3PUf0J3`b+LM-A5lKk}j^J&8#*#g1=lUEi#-WA&ibL--nzc5Wt6eKU)ZHq?i
z>wlc5mD$rD<Ig9agc0Srn3c@oIl1wF>sGvkW7k+(HH!c-me?NxF_kTpJm421TP|)Z
z!f#QP1%W{JOepPldxMsGhljC=qa^eKN4_DTLo}}3-SUx9-yTc~Ue=i9OPIap!jR_(
z2(SbB8$N~cOUpp-Hg#mW>@#jhP~V)vR*|*sehcch8{_Eg^O(WiKw#<sd1&HaRzmcv
zrJTq$0{d~Nx@{>(hMVY!_hO6og?KQ)!eUXg%)wgxNDt?|I#w&q7m=qjL-gmN#r)XM
z<xH8)&xfha!#&{~DYY3?_ztq$sMon@o!YQ=bYb305PBG}{4-b_jud|ZYE)jr1_x2Y
z5+RSbqb;??e8?`wBT~bW`r5PMmuCpBY7fgBQzRc)0l3yUiNK#zDv;Q&Wpr_x*0nPL
z@uJKx901#U05SW)qmdyoZyARqDPu4oZaeH0Ya9LL6y_o3=@Qs**fUCH9jxMG{{p?3
zBbbl9N+<-USdZNC=crLre`z0#DsO$bND<LOW3cO5Lc!9~rL&NTu6d!nn4S@r$nw7l
zl(FQ}pjVQzO?l)i*0u;cu;_Zge^Dq-J+v|SzEXJ9;rl_Wd<#b8VIerG@D%(j9c#gg
z+p`h|yyTMpjWJ;a_j%$dB9M5>u-(%^rzDtP`L~n>7N}ZMxh(<q*+0*(XIjM~V#c>4
zDNFl8ZisWl`xKq$9E0bi^oD;bAdD*Tkrg{RI;QPj<C90Jz>pXQ?~HPkk>7g2!nI_B
zrF`AjlnoQgm@Mx$jeekLEVG%2(GD1%SRQ<OqFVw1&o9tQgZH7M*f73r$y}6GY?!kC
zrh#ZK6TzG^gLxEU@;F_-pGXLq=XfP|llh#8TWiYoYR0j?kL&OU87pr=g^+?o-N?MM
z3P_Xoel0Oa<R8$$%wkeD2o{UjNRtzuo(egJhx7%1KZTvLK8JYTgL0tdxrDDm#@36d
zCv*#qxzSNTD-OJpti(ht1b6~h-3RH`u<Qo00Eq(aOMw;}q8p%yw{VfFgDoT@DiwDu
zj+^wUBI#30_!*`QlF@&@O0yZ)4d1Ty8esZH0_Y>iOOZ-LW6lEv<f|qEoK{gRGT(F%
zNPdp|LqTpsSO&0aM`w2_cE&&#ppqx+FysvZ30t(hCM+%|P(~D+%?evFp5kR(1W;y-
zz{q15G?7zXi%b~rUYM}-YmQ8m$SQ{0BceDnVNnSD2+|=#;4|7D38&3kw57M*7AT6w
zV2R-=+m0t-Yg-tDLLrBO2v^Pu3C1okX3s!*?r<=sNN6J_2g2CGT6dHo^&ow8!vHqm
z_hjg`zi7mqLpQqWgI)UNW<$R@rb?>u(Kw&H24hq)1Q4gj?H}lx_HQMzQ2~4Q1YWbA
zG|~6Rp9$xM!-R22Jv|m}@ksRmI0_6xq=AbV4)m0z(Xe^BLTYRcm?uRrudM#}u7=kF
zj_sUd)bg>2$g@vSBFnG>zHNz*0&r|Aq+yx=B-2CKHnq#&;!h6+NJ<XbRt2jV0V{NW
z*`Xgepi;cySF-}6{2}{3@Cc(l2Y!<pP`)JTx;=cTmI~Mjqt)=QAfP3c?9>@RHFQ8Q
zMLr5KhBYhHa2D%C_aLDj?tcXCRjA@N!heclQ9#oL?}I@ez~KphrUu?qFdKRRGsW=X
zmgT%!1w#nQv?TP^@j_Rcha8o}NKr2yXv)Msmtx7l;O$Fh%TPs;BOctbLi3Z!g-Ym@
zJK+^@WN9Fk5JGwRpzPeq2Bp_``-JgxPVkxjMg3}7G+$(c!TyBO)e#}`Nf-b8;dh2(
zz+68=sggIAICnboNhBlJXyhY5J^dY$CE>Bojv^-RGXQAFBqGD`FHl!J$Q0@}83O%Z
z!vrSmK_$w-e<T|{foXVAJ}gKbXAq!}et<TSD8Tq%u)^i{hcr?GfhBaoNX|Yd;vO2r
z7o_y-gN+X=VPl>l1k}f?ZOCq3g9tuLxb#RUVJ|^Y;765iU?%+H$6|&W)?o*CL0#Lh
zd+56t&X|S?TT*n%TOZ48>A_eCQJc6aJhn?l1?aesTKCXHKz^*QR=i0?flA*onYe68
zyJIjcECO-P^-~ecD0CAqS?Y1k_%66+p}fl_Qx~1OP#4AvAA$mUMJtHK1U~=kpd2S#
z{A*Z|4QSgwho&K<ov#`O%RqWLwvdofh?>C*e69f2(ET$kalOsgJ1%BMNafv69zJ9q
zgV*vW$VR*07#Yl$b~~lBu?x28oC=sLDPNpa%2%8o=!b-_6@J!K<j(tU9x+z0nx4(g
zCsQMNt{`V8&hI$HG*tN`1Y4;qjwi^=kZ!@4?94H&k<PwF%EgS*wlJpc3y2BASwdox
zIp}M?kmiG&ICLJy)H6j#jw7uuCxkJVG>y#oAA(dsTQ?p-xTJu$Rf+rq(6Qi7Ckugh
z5hg_uuSNd^Qd#nR4Fyqr)VK}=Z0qc{2x^@&V#Ysbyf()g1%KRb+bdu7C|1_w&Fsz>
z#Q&O}<0`zugwt{!>eI6!d#mE*(0L_hxEpEEv5B!WM98g6<*>T}3M<hu`5T*d*~y)S
z8jD7QhkBwpXtj5Sf|90gAzgB_HYUCfF_6Y0Qov6{>yH{D395l{M7m(P>mVa&2^f`;
zP$85b;AKnEW^Z8hSve5=;@BB*%9YBq3l4>k!eNh0lpCBGWpHjm3GXF)_HU>gmMymp
zpHgq)IE5)ZVtk2L(m0>deJvQB5(ls-QQ5B@5lN60UW6J(N<HGzXqVTjDDJ#>42^vh
z1p%u_2j&A!B}UExBjTVQsywmME8$zmXZ#V#@|3BO;$!&i!RO?IjpT}ot4LJ%kI#rI
zG2r8{pYJvfDoJVew6PTHfuV-Iw6RSd=F@>xYfo7QDBFKwq1lXZ7U_`j#Nma}{uJ}?
zaTWEuL8-ycPZ81@_Yf<p0Y2nBkNc;5pwvvwH~~Lc@Rw1IG{ulm11>&wDHBd)TiNsu
zycYrLD{iPnU(m#$@+eo0UHO37Dl$&QQ7-;a<(Xi<(v~P+9<s0B_g!ebXeg~Q@gPTo
zoip>V-{~z;FbX9P_!6&+9t}-U!<{huc<wRpJUJs}$E;RVU(=qM0)I<mv(ay`2<$%3
zB^G=Wc3PXeyl}QsioL0^Zp!FWz5UqfO2~+hQ9gYSWEuIuTiYblx(9?&L%cI940#jP
zoHnDw`<g2)JmcoTbz?h25~Eg^P2;^sd-`Kodr`v;9B5#LPhQo<aZquCl_XXkeoZWR
ze02hE66iHbKbs962~c_Cf{&Gxx(DJcN9V#%5P|K2Z`L!Crtl}$_U3qCf*wXlm#SCx
zQ%-?{%gnq&y49hL4UgHhAg%0Nf(or{?U1=IqYqMwgaj8!i9U3}!{edLS(+F|YQ$ah
za7O^5w&c>{QwO{ZOvG53J^l-e9_{X$hMJlmT|+D#DUzP`)W)IYb=O|Av-<QZn}~`b
z;J{EpgN-qjiSD}J?E-hi+IB4NZ@n%!zx0%YJJZ2SD0l`p0|3xO%=}#SpJF*TqVV8p
zKkW%D+7nlTBK(V1`=6b(939oLk#U#XkQ<Grabn~(#P>QDb`h$xaOMy!QDMEEi(CZu
z@<vsaARR@!LL0uxdrTP!cNn8IP?*)HC6B9;W@{(kr_(XNr~2_QQtlaIuG^orG;PYE
zB_3g9aC{~?rsm?>s<<UfGB3kZKFGtRxUtjz^EX^B9PRvwz-9(uI{Mn7W6#I?4jW+p
zOMvk>^OY5};`(eC+#j#?kvF@O(6<~$?EIn6{pPt$OkW63%@#3X{BAqU8Qu*9s=hlo
zEj8ln*a#6I{(FS9cBb`mJ&kh~cw5uulPxXnZB&-5#5Y_%#C+G?fzwouy~hjfJ1o1Q
zLH2`HSM_~oQ&4^!wF75MKK^vt!PBqI?#78H==$+l{h(`lji_UKF*Vn7n4Dv$1fy$i
zA9q#MUhVid{~>0b3_f^eu+zO}bwnRc^d$ZmiTrfpD*#1n%uE85>SJ79%l30cx7H>}
ztajLJ|LGu7{;Ch4-F`^Vel4V<uQ@HfCyQ!lJh~581fz(w5P{$^kQ2bTM#00HPS}#m
zLlL!nA#I3)F^Eqe#J~*b=-`Ih-3k>1++AIuY5s^+J2*(!54XSr6V1{@9_nV8U_miD
zNg!3XPJl^ELC#CczG|v)oG)2IEIKLqKBrWqH>%r`3pH?TN8!}%M$NTy67;}?`Lbzp
zdcT8v9E~(PxRUd(N+uLF-f@ls-NnF5<c;PNEYgn#-JQmP(}l$iz6A=Q8|nPz4l*NB
z5z+3nphl>SOT;!@<OWkZ0V19bozx83nsq8@ItJr;()t**TNe~AS0~9w4sl6Q-Dc7>
z<cu@Z$RL-6=hxXELCQt<xpjN5+`&i6Tl09POnOO;%ITOwE)Xi%tdpS9df2jHbOT#O
zzJJ@m?zBKPH@M$MuBum}3LsRHYaQ=O)Pny=Hkx!A$GSk55+ae)44w}3SIZD{VuecS
zJ|mV<j{iF?rSb9+0E#RL=3}J;CRh*miQRRsCHAQeq2fKOfK)E+g6!079Xkutv&4VP
zY{SA*&AXgR+6c?{39?HsfRmk#u+4_c6wHdBYI3C}TudH-4-faM@cR5Wd=Hvy^XOU~
zbF)kBc;(^|`CJQ^JfV@?!jX&c>i+;#K&!t3EOs6~mPVb7zA75U%1|$X&h-r`Was<l
z1=l&3WCZK~G)}-46kJ1R61JT~A1@pN*lvuzEVvlKh)NgN06q;$N!p-iIrs(D&#Lny
z`kM?Ixa1<DcrHDDwNF~9htZ=5o7uWc<Hba@Xgbny9%O4E>HhP4T@Q%7WeXTG3<eqU
zLrJ8geBYK9)8TqSAFQeY>(s?x+wMLD`;aXO2co)wkU<2WtN0_L98)btC!a+?0&Gh@
zm9yD>ecLmMWt@lP(xQ+c?ouL(7oF+TqA+SKN|4A8-nJb_JS99AVbe86mq*_tV3DmD
zLy+aKMzFT8(YfkcS<wmNDtLKC`@E<dj2Z2&2!v^5tP|1CDE1*CoR1M4<wK4zrlZ3W
z*jbzLqH{|JqmY`q0%u%?wN@jtTaK_1iRa3-FO<~Utv7>VFAZja1SEWA(XB|CdCqH4
zYkXY<?A~^+j}w6!`G{089aRyK46w&XZiO*8aq-g)u)S;}Ikr>Q%r12eLPlew?~>A<
z`vOsLu?k$Ia{*D<u3Q7*yg6KEXgPNpoj?Y&T-`(FTRlpTp)(B0+YJvnL(8jK>8S!?
z_A;!Ey%MsZz<_M2vzr-fIv*N*_ian9vfSN4oc=BF?K!=-U|om@F9pfwL0%Ui?6Er7
zYV7u1;IPXO=Bmcm?bOq>fu~^JZ>1Hk0Z3#G=T_I-3-a-7XC)z;K@JTekBsp!DHg0F
zBLYErvr{faslMtiW9QEyB6$Hx092)|TMiAlmY!s9y#pHK5=3XTI-i#CM<7fv;hS`S
zqM_~agdw9!BTG2l7m$XqB5_TL>>tmLeS;olU(+Wfx&>vv9pGabB#0cBn9G%!&-!{p
zaHFw1ZYP4+X;awhWD$%E{)tF(844Y4CD=L7QQ{LhCTCp<v(xM)nbT<C*sn^Eu*FWN
z`ADLJz8*~ep{IWAlaS9tVEVgIQpCVF5J%V@J4cn)l9jm~l_^t=&B+063Zl8N2DH5Z
z&x}0TwJOH0_Y*4J=i+NI7m5pG_53)eC`tKj@pYj70ZDlZwzv$ciypp;9ziZ!i_x19
z_o_j`RY{2|t3|PfF2b2dbHBDhk3sXWK&rXM#r%4I3mno<5@HY`?gToFk<Njq5U*!2
ziGV}E?$U=Gy;AW8UB!VZ#VkgS=48ZE{synkCx)CtD-GW^cHMX4rM33Ecj7$4mwnwK
zeBFrF>+Kd9{*L}lbqifV^4sX-0*iu=7=tXI=1>d}ONl5J6l#)h2A!{jT^s>T+t0vR
zn=}?{2Uzfonn$9I2P@*w%ZWejEjtLSkmvdaDn546O>=#6IA{b*_FQH$4hv&>mev5b
z(J@Jw;h+=1>~x;cD@59CI>S=pp%NIp1~Jj6)6CX^6E9t@>WrN{8aihQ(t~s8VDx<T
zlF?h#JY-f@8GH5surj+EIzQZn<WcW>ke6{V;Ce6TJ<m8(sZC8SZAIHnUu8<2cS`Bv
zRH-N?1sC(nhf2~A<;;tv>W~wBoUUl01(#1dlo^5$IqBw>y;6vIv`OYXnyJG*M&3uF
z^`sP7?mR3H-&vX&I7qG>J}UX>qX1(q2c+cEYn96`Zxr!y8oSr~(tY2$P`+OW;8rRn
z!XRT}$0W%H*Wjz|HL{t72>1-5kHqfDQaHPCyR7z0f_8~d{#RC;b(5^^hd+?jUi>S$
za_hhON>9eU!^!g5-(PV+vQ_a+sa-EA;!7QyCs!7JN3Oi}k_3W&8qwOav)4(qOr75E
z(qvz8&V?8n^&fkqQlURSQag9KXrrFW*#~?qhQo#oWDDXodjXB7vfo#p=AZ)N@J%Wk
zQ)N=JE=SQ0;k0rTd^l^Yk0H3;0_@z1{9_FrxLzPxsKGmA)r&ZU1`u`>z~(iEjf9r;
z9x2hoyd0ZchoCA)+-@U@t@!geF0im&zL2Vs-=8hDMK@$hw<dlhRUdUh7o+>p;%w{B
zrG#Z$)X^jh#!JD)<@d=g&mNIUhFvOG>ZZFZFtqz=JGsUl-a9ys?>Nh~Gb%J($<GnK
zqfA;v^`m0P(oA~DVoydXH1HHDvgDZ?#<?0CPAnnE??vr=yJ4@Zkx7;wleHg3g7s+B
z9Wlx{9#DX=HPTq1{~(-jD+s+%AqZUJ+dY$7cy-C$DOou}!jqxYw<}JH<hi8sAkH(D
z`*za$ldcM7HzI30h;x&--r`D+Y~4?V4nO{jQ08b{ic^l^X!}RGCi(LhW%M6jmeKhS
z$>^MG<;tJ>%Z9!iX=6K0a79PS1Mhs3ygP}a2vxbvKN6*!<a6xX2f2`L;DNaF(L*HG
zUDlkl%l-H=aVOCUr9*^<NGo@x+p`;7tRg9i0)#cej;-YJ5D&+Z4&dM}CzDIXBN!BV
z_4*`sS;|og;>6ux(&vB|UyC^Qn?SWnsj-84tS@G&aD;Om<{<CLB#U=TbyJrg3fW-H
zlToJB=ZBqzKH2vO#b!3kl?^N9$_IayD^HJ<EBj{4WTV-$EIZvuER?1VdM-u6M2mW{
zA<!OkC^W3goWZW-i%U|BloA|(DqpvQ<$$EV;fl$WOANF)!%RHWpMLhG$+>O;mB~lh
z{^dw89F+n!aQa(7niO(GhuOq+2d|ZY{X9T$q$nX6Avx$O@bwP37s&Q6ggZQn&LCNB
z^GldnE~NWx$q-?dXY=!&9{%TGr)B?0N1d45TeS1*n13}?=!Uz*j4bUV`u4s*iN1a8
zC(@`u4A;ns#$#Z(Ca1`<8UB;^R>nC)(qUL=AD^`yyOKSb6ulwu6|`}Lxw9Ny5bxrk
zWJEYvO-Ei$bF{^_?sXL?UNnG4RJg#IB7771^m7KH<kjHf;YhXQA$5~R>HswkM6Ja3
z=kl_oLW)$_j&)*w)`4$-pr+Au<gd~S@GLL5&`&JA_XbzS^Rr6X^=mmohe1D<EB|^@
z%-wBZ-{Bp_N;ZEf0}D6Fz{zuE;7@@<!-)LgEr{UU9QI+>OOs;iNxyaWUHJkz;RxY!
zf`Rm7&#)3DJ&>O%zMWd}WwxV)a&9Hk;iTddi-)<&BPL#?#eXUX`_WT31mnSS%GFFY
z;h0o=upDPiD<nTU5Oo6{GA~e%h!22#L?@rL8h)DuWdR}4gH)Mu?qW5^V(r4+2Xdv4
z1HgcEa*3)jiNkkGKhsOZp!SCIh4e2)lTG4hkBW64JX1*3=a)jNv!DdVNAr<d@r-@{
zS%)$75v*)3GA9azI~??&Rn(GUEp>Gr<Sv**&0crhUNnq0MI<~Nq&b<wDRm&nVQi4Q
z)9NemM+wUq16QIP*_V-$_o;~TMUa_S$&*nR`Yx#);RbSIqp6%rrcp2-WGGM*;e|*^
zb11<w4AkpLNf1fnNcX`-2Gg}e(E>_1zzs7<&su$I2$v%zni_-<t+XNAu1d)E4Eeo@
z_ML=m8w!MM3(gasyRMyFY0b@a16?Fnu38~i!fkS;tT@x+SN4%BHt0$V3eG0ll2irV
zgoTj6ptI(5Y8oX;s0Ij}W?T$mL&c#zdBE|d2Bc3c*_(l`t9;vYvxvr5jj{xLT$WIg
zX<8b3rnJ&Q7X+&~&FqEK>378EIf>ZOp@c!GrUmyoE^UpfKtN<;LuA-S__~a2oTrd`
zvxpoN!Wfl<ZTrDC6TPoSW7MSo9?IcIpY;n_%#7PI%!irOQs34*FIw>QtFq2F{w{+b
z%5*2*iypsSH^>1M5V}Zw@IhwxL|A}FxU0yRg2`Yt7psmg-lA%y!X@D93dp+`)jHJ{
zu8^EQ3G7$M{~bs0cysh+4lm&OEwX@~1R(62Z^{C8k}6B=6!JT7;W$9au@FMugQgB?
z%I);8#>eUC$;f@f-`b6A;b7Ps(lbcqvZ`QXUV}I{*9LIpnar21Su}*#p;v^xOrk7X
z9vG^P=*Dbs^pKF#lljID8Q~i064&e#D*k-*kW7D7mP!2M`@+wke<s8od#>zlYH*IR
zzMtuoENk|{E<}~H(u{HTBBIRTV_GEHmk?>!OPzfPH#zx&k%o$7P(BoP^bQ2n9|aKK
zjFN*p5RmQ0#a1C#T=juDgW=7ln;!H@`&vAxNUYq^U=#bDgm1bVNon~UvOshs+UUEy
z{$%hP;~h5H3xF3C*O>ttDfXcVm5z&OF>CPg7-{Onx&O&4;k|D~4&b-&C%+&s-M%(o
z+^l2$gg93rNH-Nd0(YSlr#zf*?4M#n>-5MrE8R?FEQY&Lhyoxer>kH%3E4sKp{}Q!
zIOJV@u@OTZ+wCRw#}yMO2iXkNvL!kj9V;F_2B8X#mK{O5TDYzO5txN8P^+?Ci57ka
zJ?ZBn`nexLP9#rIFoMc=t{s>};%i&CJJsh3Q~J12f%-oE-0c%v<}>Eh>mc~c4nAlS
zZ{I96m{-yw?JW<Ajv4o{@Yp{G3NvkOFZAkx0=Da-l}5jbhMEW+GEb{%#=i4blOx)F
zcgoNwRKhUjS^@o{adf&cC1h$jn9!Xoj6Ag*r7%Rqpwiiy)=Z=tejb4yPFV~E#O+Bq
zN56@>ibf}rsA>q@plC1syUl3{hC;xDm5%6>;JkQ<(xkZJbF2^3!nQ03ncWF^j|A!|
zN9mr%Z-AXi*rAnxMC~Aj1Ie*X9w_EbcI+h-`f!&>VTv?k;+h#E!v6?X7(2L&=#vW&
ztNvH?gh|+C;-Y_1E|k6Usf>}r?z$occ)3DarMHvQpet=+1gAs2h<IyB0ID9KKbA{2
zgdi8`M}2@DT`o{1g%>?3w7@^o=WhT3JU^?+!HcN@N>AWo_eE5clxf7k69F5B1wQjP
zofjQP3BD;s>5YaD0@(#L0<pHMDfGC9IB29N0r-|8wsSK2DQQ6%b_EMG#n(f?<F^G3
zCUM^QL%F=)(<pKt8@4xgZk=?BUJ_0*i62POyS@5$A#L~YA(J>cMo9Zh(gQa86=BtX
z{VQXC$%S0Himt*XCMo7fWH6irw1TTX;T^c>895n8Ad?{|duaoQcn_=L28mP`CXNFz
z_H!V7vr}pLhAU}x1p{vobu2`?#3jE~<ZRMOLTg@d2Tg%0Amc990QsE^I?#N#_<9e(
zN(zVueP3#(uNR<!r{=Xoh0X&d48JD=R@g-kneXeLqn4!O?_Fm|@_}k`VE2b)B))^{
zuC>uYnDB$hN)k0Yc95aFe<MRtj%UYwF7C^Np<F&js>}ZRchYxrH$5h~bmO>;AKXCh
z$6#&~kb+4ROJ?v)Fx;u?(1Y*W$(=Jf9(L&77VdT75<zl*t5CpAGrSR<Y4r0^o#86G
zpuejJn+mgYjPoooHT{XAj45jvbfcoq3p)~L2V8Xv^MOR@WG=4d>TZHk3(0b$wvcVi
z0cf^8$gwN{b;G}=+x6I*=XOh$%C;{PA`JeK_^>ZNBVO(57v##XM~YV)i$bF>iN>1b
zj<ci%>e28Vqwhvj#}~-`UTCG4s2d|t!j;L_Kb4_nu=3UH6O|E<-A~&o6rO;~dw(YG
zO;#fhW6}<@w3AB1cCH@xI2lL%6$GyxO6Vhm1{hQ?R-5X*aFqmEOSu|?a7&8I)43io
zyxEoRwQw=)Mf995^z&VpWq`_5n-L#IbhXOWr;-Gh)w^Q&PksF*p)gy2S^^54)Z<2f
zh9|#7b|*Pvs{|BQCxlw3P{O+r<=z?|<YJPa<U`|JgPDD_UZ{NLd%}E&QLFe4igiDW
zUO@j!9Ic34zs-u9q^%NLCCd?@%8<=$lf=LQ5a8WTb6iO3k=zaN8;XZdfjuI4R^fJp
z6Y5~!k%0v_CDZ)c1Jynauf=m^A8v*X3ZCRtXxL)sJ#*|IW~;A5e69qP5DOYL4&$hT
zX=F|D&^;(0SQjJ#*@({`ez=9nmi*q;!c|v2CUlxbxF=~hOS|65kjT0o3gR~~=l_XL
z8@uu+(x<p#ju7hu^{KIQt`kWe7p&$gD*cz}40JX1HTq9LTL;yRth)6ZXnT2-i+Tat
zd|+ir5J10+$@F2Dmlz8!U3YfIybwMx!LACFW^N{=s~?T_8!ml^Jwit=xETJxR1Rxt
z{=*BK(?~v&*N6`!?I!_A?GCG84ayx<bAIC0hz$XMz=YAMZl^;_uG_t}$myH~h{CWF
z5;Jzk5{W@J{Y*$0v=<U?M-SJ#(ak0~Eh*CWchd6qyn{lau{e^(aG*)feq07T3}<>L
zP{i*7g8KKJBa(Xuon`WsOdRaUKZQ@1T_OR&O;56L61?q)HiTkh@0cwevd7u)C)Wvk
zVR|kG6Ap!~Y+_pxU50XXsQE^ppfb8a!Ix^2pM2vEiM%dW?H#uTQw5exV&&+mdr$|u
z%;+*C@wbD-rRpYVzFIC4b+TN}sN98STO$s9C#8&?yyr;)hrGE|Vuj%nB7R)l6;U8^
zW*3fHpT~Rt&o71Du7WP;hwA4$pc*znsJXcN*??sH!r=QZhGCc8?jq2-4?Q!v{T?A=
z^pc#@+vqbpM>Uybmy)d+yF!EjqkI+AkWOPs>y2XS7z-kCR;hFM0X>>RvMk}NaF-DP
z7~=xQu8$2U@OdbWcF;+~lorLeiv*da`uhw#?B2cWb2&=Rc~+43I)rW*#dFvu4yHXW
z3GPkY389^@zJvZ~Br@OW6f8FgA=V41co=zIge0CrVR{@4|0m^}<ULoo4o%%H*hmg#
zS1~ttJRv-+`wMNxhfjbNJv1ni7j|d(ph?bpUDV~B(%zZ8cYmg16wRd-s24dBu14Po
z4Dxa~Rfx4#a(<4$AF8PDrL!FdL^G21&`Ip{2oAcC1xDC}HWu_DK}V<KR5tCCMFnj3
zx!VgdXM;$VD`7{i%1$(7!NK8t79k&~kxh;&d@In^r_Of-U|*-YyA>`BpeI)#wo~s8
zoAW^@p(`h=`^gD@-|0#{8naJF*l0uel}YZ3I}@YJ!GG7nSG^uar~ysP-5_KG)Mv(i
zcD*#OJ_RP+ajPiS|3a~Tfd0sv$OhXt{^;bLg9GYfI>|bCPz8t*qMlr`!(4`bzwc^e
z8pu|}oO2hBBnuODaEVf~P{~uL#$`K({)?+;UX1)O2eo^<_}5VuG(=hNVI)rWCGI;#
ziI2k^_Ci(oYY4bm@MB+>xnZA19VTUnhNl$Q74?ACDRC*WJxEBbN6kjrvcXPt8&?Q_
zZR#$Z^Y<d*oVUVeysuy~Iw#^l>{WPaK^+<eh(qt`<*1iDbh(Uw3^i)kZ4kyi_Mu$<
z2=!rKC{lv&BJL8@(Jt?nIO{BUzdjr|;){=<rVvt{K-9We>Kb-Aubx9<CB6h=0~q-}
z9Ns6R>~kR*{UrKSy2Scn^trX7c$ys`q|aYPYehGr0|9PzJ^Z#J&Np${y9*D+e9o;p
z9f*ZIk9&ak57HkG6GyV;4t@Oyk^}qU7rq|OG&cC#;1cGfzXb0ZGOh%*9*ee{<f0da
z5xb+|JQu}t_oLOYANp7xykD%rdalTQ&{*{jO`E*+0lDcO7BKKsSBD_jf4|fb1WAcj
zu7*U_46$Yif3y~L0u8S53>7293PaI$5)zuLAVu#*3w(Cu_W~6mD1#tVtJ)_8XufYt
z_d2Cch&UfKtl~5?2^^gr2(pmtt#%NHllcmF`dlp^aj{$}#D4^RdjxbtEgsP=JeSy!
zTtj^i%);j(+1K>JOVQ_l#3WDtM4I$DUsXl4wwv-K!}&W_2tADU0|F(tAwsi`eCp)e
zZ@bK?E><L-<1QA<{k>=wt!FTlM0?la5Y{p1a(wioZz!C~G<TPk2EFKxKhXZrM}0Fx
z=Va3~C!TsLGb{1ZDYekJ*mFOSsxQYu+0KRoe0yx~dY4O8jn27IV|?c{4oh>r15i(^
z64VpEN9YmJ1h|HW!%41H;}~<`PN@Uyfh~|#n1X=Uec>sSylC|}*S!B!uGoOy(F%l}
zh&VUk9WieME*zp+lJ6Z7;@lmaF!sM%gz?rJMHsgzGQn?!2l0BEk!Vk+k5|CQ>$z{l
zcQH>OlD%By(*<NA&*=cSah5sniWBl4t9UOUmW$4(f1A<unQrUaC_{*<z@f^;upQxO
zmoN$8qCE%~jZPs4$=?yuz7n1Qu7J)ugXa6QZwIxWEO4rqoHW$RDf$^4K{hTVdcFq(
zgXLJq%0U)zl*X>6!$T;AhoImD4Tl4A0v3O&NgnSeC;SD`pK$YjWBZ>iJa;8*#hLin
zPG^zauvUDPKmU&?$DjRL2stq#<~!#+VZQZ2fh(+pc7vvm&T|NhjYiD<WXL<zIR`9l
zf25zoTtyYg#J%Lh(64$N{WqHt<v7lL5Ay`$Wx04B>f5<lXD8=fN}VGZbzlJ|lOP>F
z$PxhdEM$i_=At<W8E|wzAOjzv*(HT$s6Hn7>{5rO^#mZ$KY=)Rf_!VDQ+P93h>ERM
zcy|JMDUSq_alZk|ePHmMNmdsLUfv&(y}tzs!55HgdmAs;7=dH?JG4M4s^}mes+Ti=
ztuSW+$b<yZW%O^9?}B*cPUFFK;4D`$SLAz&7%AMsmR7$Jq!ApL3zC%sbWSx~Ga6>2
zewxOQNwfEcqJzVzlR_nxx`+n+*%2!Rtb;y}bsTsl!cHc<<b_A*>xU5kL+uvM^fS8e
z6|$g68~+dR_;*N$>%n+w$S;6~ZdFr^ot(42)Rh(lolP?P0znj4DQ>vCnVeNM*Vq%&
z#XoueC1IxPh+6g+&B9FYqw2UPAkEK-$++tkZDUNJfV_QnP)l4*46vtK-9UrTX+O+`
z(^%dDIPtGaPPLtsa3IJrH0;1YIr-JDak-2{!s{Tr5Y{mgKOj8-)lRljr<k|!`1_Gg
z?(NJY^e8u>^=0hGW`vzRga<e=o`*;nIqCmJyI7xK7$GnGc`BS^?AzN~7+ULcsIWUw
z$GlB_Zj$r%i0RuCev0=(5%)cVB*PAJEA0Mf#a_Y_(sv{D_5MGE=Q;#W3mQOt?PKVX
zLfB04_|KODA_Uu^O1w0e=tffnpCfKQ5$cH~3HYLYgKomxa~8vEIg?Wng%S}*uy_%m
zd^gvp${oUUGn|s+BzZFYuEBT&q5^w3J2DrG;v8-g5l%=TwEcxH`n79sOA+(Lwo8R4
z{-6#UeI?$wvjMVnvD$&Qf;oV=9~)hdqP+ACB8BgRBA1gnOrHISP~=|pmpuZpy8&;C
zc?4ush(^aSc4P1mJ^L1p5$hI)McaH>Pj17E>PXshWq*Ag<Uh<6!{Cd~X>M5tWas3<
zeXh_h>gjXBMqQZZvUNpV5gi2->wuV3De!0(EMK0h$wu>DDUeUp48%+q?(?}O$O}HE
zS+>J05@<RGOY$7nJScn-Pc&$o<+=v@-Rm9fO78tYh;|~_34px9*n!uyNZrqW<+}%>
zTgVKcUGUE6F=KCCB~p0Tt1@5>Ub#~=K&0?c_&h>~Z<*vRcL`1ZiFZNuO2~lY;nbe4
zu&_gWr8afz)>c^9t*c~Hxr9_@${))sZ^(85XN2yu_vuP7cqQ0?Gx@o$2@j1)(g9#S
zm9>xA60b!(E7jz3kC#o86vC1vk_wo$FmpxTj*_@J^CHqqW@cU{N~e-2ERqm;aj^`{
z$-D|P7LzNvndEhc4s?ZnJN-GzfN6qU>7;P=z@L*;80ijdAghBc);^TrH|i?HIM23+
zifiqX#oP^q<{CSLn~K(M2H4wxdd*Z+Zfv{uXhJD0a4lR68EjTogi6?$pDAG9j|?H#
zw+0nx_(A9?hv-t|3RzWdz4Ox{=3XP`(=t)g2pvLPauIjUfLNUFzJ(SyeiZjzEyL$5
z?!lVJy+GS;!e{>hSYsD-wPQ^sC1|dR#c?stt#1T43XluoF2|s-nM-h2vg|~0{DwaH
zDBeulB2dnCu+5p5VUYOq__Xbre1VoyhyE}<7xra3ec0=+L1pwrv@cg8I#bNrtPG8D
znoEOir%vcbDnbFaYl14kgw3q06i>e2Q(cVvy&5!#<H`HD;t2pGlyd4ws({goDeSu6
z6$2?Q6|(2{!wOwr*K}@DTXO|>AK;Z5Rn^=sSiy~6<e6nhBiuqORIHwW2<FQFx&*j5
z?Rq)0QTF>07prrfgXgHihv~7;!6kL*Oi1fqh%3#79-ISs*@!pz)~yY_THCz_3#mYV
zb0KQ$^8)Km%k#iNnc8^edMoh?1NxWW#>1ySlhS#Ip_m$F?%PJ4K+VjBLr{IZC?NCR
zcqw*Tw;lwjLa&_e6b^E)YbXe8J-@iiwrdy0YGEU7c6P|kPAIJ|b7#-aE*CmGURgmx
zg&gk{Y1d2xKRpX#kK&`4>q<ax3sJ&yel6rWZ}Dle+=~LL5K$Xl%STk_n$3uR7B+z#
z-8t!W4w^v%r)GjFzRnM;xe3~>3#<|5JFSiCY;>z+T96uD4SrUm$8nvu9u<_9pKf-D
zw6xLV;u}n!pXPQ}cl*b#e<{{r&ptEo98p#-1r1klQ(m$^m%Hbq%H2w~Bjgo2Mh`aA
z-Q0=r5!+~CA%vy^DK2MM9V^OdZd06)e~xFxWLybY?DQud2U_9{It_EO9Ei4_sA4y6
z8dXwj{Yh9-WfcfW&NP={=s4QO3AfwModY`6OqT`X4ZJAYE?!s>x|SAhjUb`J*KX%7
z9u(%#=>@1&fRGhSA`D0Bw35$_LMry5?uFNXph9XfEzyQ+XkmH`7FrqZG`4*gur%IY
zkVUxDxnQuop=4%Op?{>=Q~B&!wXLeu&Cj6Fb0kt&QRvlkk4;oU<1@_9jR7Q@<qcjY
zv;`53Qj#2x`Sz?cMxmK2Scy&-oaTCN0iA!n>(E?fY}cwV)Awt0^7)YQ;NFfL+>Bht
zKDb+NPDUL2I82G>=a6bBYH$=Qa%##o6p%_O-B0uEBXt402$?43P|FY~nhZ5D1^G;E
z?00tIU{mMw0(PP@sSZ(?$xc0W3|6^9NQG`Deiag0P5^_8MN@l@2wdqX+L{izL000s
zzJ+#vn?y3Duu@>?JoB}r(uo?pJ7F38{yLbywb2n{ue~|)YPEs?T^VgQx`KstC6NXp
z(7C?N&55|_tbuzg9Px-ah1hhA8&=YO+iD`u^>szrSZ1l;W<Fh_kEFD8A2)r0>jJqc
zL<7}>v^>13b<ylm#mwb;HM%ZuybdO4AXu-m2TrsDy1I2?^qzZ#LVLWOEiZWA@T%A?
zkQJg6Ibe}P;Ygg;1KYxj^Q6}*E_<-j(}Xcd<;Kzsqj6)T8f^Ef7m8|iuP`!p!3=1$
z1tAfxsUFMOu?5Q+g)WIoAK!JL1GYtIUw29$(WxWN?re#-SnYqvOF-P3n{`2&LdSpB
zC90K_e`Gbdq(9nwN*%^wsfxJ{ut55cU~76LRB5ffWDJ(G2xSaw!Hu^NW%PvT1YT_V
z9uAk^2?2mpN4!Xf?gdZyP6Dc-*VqyiHc0b~gIb|>pfI!_GZw^Kcv!EA!i5>d%LQ0&
zOGJ@m5f&;Z`60bkRkcM<v|7Du?8G!6%)+@?Xd~XjdQ(UWa9UHuEwoRdZLgXYG5P6b
z4#Q)8PT$d!iksb2VMOt?d?%4k#kh9>fKI5tQPK{jvOeU#E$$b?3l>Tnbk&wTGR?7%
z+gkjBT<F35($?ooqn9MN9qzH?dqvr`dLewMH39L!E%UJI8MI)lhvD=g-d=P9+HogS
zPnQH46~lIp4zySfvU0x@WF;FQRf2?Z<n4Eh<)o4T+e#uOEu2$dCEt)JaB)_Ko1NE-
zg8irsdN%NN;$m`rP>==<FdxZou!p^AMZ6SUrjHx4(q+hkq9O)?50r2HmL_;lxT6g6
zOe<rRk}EcbSrRLjBO&S$bYPikXscy%rmva%)Piy`UhxLoL&r%oUW`tEeF^--2K;XY
zZdwQK7=I1p8}5oOL0dXO%(-|K!wN&9KZ3*WUlUb1ea<gEf@qhxUbm=_R)N<-pfir`
z;s5Oy#>z;i2C@CD?IJ-tu7=+kBx#!SqD-S>M(xJGc?u{pB_6nJLR>g~IbKqCV?Y{X
z*hX}ScQe>Tu_C63KJhtK7uET;tUO@dN_ugp;Z3OC8O=qfo`*G{wUNO?qbqJeOI<m?
zRD*amyHOZlUNoeng|*o2GRn*J*X?J)V7|)Ati0J)SCO){7mnf<Ofo}_L|c2^^<ZiX
zFQ7}9Fs|pij+XWwP}}1W(6VM)EJ3VlVge6mT>zfrUov)}!My@Pn2@`Uv9N3*Z?W&{
zkm6#&l-ODP<W_FDr^a=hJm}ley$_=Q4zE$Z618CKw}MS-#)7JyA-R!zHIdEFLyI&g
z2}7SLtE%hWYkh>SM83RwK3C^UHalmnI-^#hIzHr%MGlTIU(@e78B^NkpESCl4JT`8
zhZSjQV?^lr1lr)W(O0Mk@xtJ0^x95E^fKRNzmd{Jo-LPOt4B7BxjD)hM3OvM3RNJ8
z7_Vvp)PNHc#XsV9OUM?27+?2=0t=_zqPX3&!Fe)mYPs1JzqgUvXSI!h3G+|3uZOc~
z2z`A8D1A{xD~%q&3r2PrTUhi$X)RY*7erQ~y9XTxWho3?>?L9sw1J6<njsG2$O-eQ
zLJeek;#sR?xplHfs3f|~5KG+am_V+Wm?3eepn<sDk38Tp&>std7p_`^#`FoB83!UB
zTS04g5M9FqdC%1c22p0^plo3pjeQ_9F$o+)?j?qUA@6Naj1-C-G*H?5gpke5!_Lob
zWE8Hl)4V8zbGsvkJyAVQsA2h*61-Jpg=3G(;2>Ufx(Q1moxZ}^7{wUoqptyejzH*w
zw1d%~I0RcQ4s$lN8;ZqqojgZ*4)}4c5wJG%KqH^EitR&NyFLrAq?@CT(3J;`z4{8G
zl^&}i7XczXP%0kK$~0kAI2*m;eL;@f@G;?2Agu7ZH1|HJT<7St=}AxG8_-1hqc#P=
zIcb$yIybND5h%4<1O}^vz-$bkCm(Wp2rk3xD~Uj)Z>;O;C<y_O9nZM``V;XHe5vOb
z2(*cgxHl}PafvCg$~^6}sb}$c-nTQxDGzTIp{LJO?-{%GCTNtQqg}Wq8~@XTcO}kT
zjb!^uyl|nKCK<8Pchy7cTVy%ChT{sb;CSy1)|TPcu-i9n1~{vpMT9ML%)K3iq}iGt
z5ka^`bFhRt=%~1OB_QTac*}zA(+8J3LL~VG3zL0ah>*QkB3>au;XaOo94*dtfx-U=
zP)h>@6aWAK2mmsE;aVR`I?97K002o{000L7001#BFfTAKFqM1>cvaQa_P+OKo=ye`
zkZI@U27+Xty8{Ra1aiVqL?IHKMFBx^APL~qLR3y@ol#I*wbr2yX>A#tI%pg?*s7n_
zepriN+t1cnKe6K22^9F(yY{+*_J6+T|9PGq?%nqcYp=bAcMbc*W68Kuc}l4)HTyKB
zhSH~R3|H#GYNgg@Whwm2RwKMX9XRygB->owTRb8bSIP2%T;;{p2wPY*S@B3gp&QX9
zfil)B?sdaniJVwDSWc|0kda|kZp4ecL!UA+nMlkk;xn?d-5EM3Dly5!&YR^ftbIvt
z^_%(f%&MTocwvdJO9Ri?ib0>d%gTt9<glUcGF=%GVM8h%VY)gfH=Zgz<iX$4iLlxC
zLXXCa(q%bUI3kLN$<w-jD}?WPT1L*RcO#zid|eUN886U8Ls)8<3wjV8yddW5K@r_F
zsP}ah{pP8xv=?RhhqCwYe2X|A9%B~k?5Mzak@9s8-Lx$CS(#~6XYBod5$?WmhLB{3
z2uT%X!V=6~dsvIX-eYdc<*ME!%SweEgH)NZgUa2VJVnF}4&y|n@(*RpKXgKQGU^e@
zr9No#lqE(L`Z_l#GRgV3KI>TZ_UA&yjYkL-^(saSqthNS$B|U7hy!6M@r#y9SJ3Zz
zaM0kmQxj@@qf4R|y8l;MG+xI;M~PK2Cx$u(2CLFEk#9ho&QsPTOIv5fn4X(<2tE5Z
z3q5nfR-=a~l9s60*JWX`q2(ev%0t|!4XaNJNHf;MBBEs|4eOx+t!F)ir=q4e!OyK?
z8ow0VpW|*`;DJYJ5A#ZZVKhq*H;Cbo1<G>sXB9GKRo@cIp7^`0;Pw+m)|;XtkVrQf
zq|!92g}yF{6u4)JSnz8QX#*`*8U2_fk;0F4QQYX-sLdp6YG)-xClqE8J5<WYdtt4?
z9C<-WVcf#%Zkh~zCrM4HE<+NRHg@I<j}<yy|Fw{~szFGs42glN!`B{B;svC4o+@_2
zUycPQM$!kOs64>(LNUV9ZX&V)%L`5?i23TgLrD7>QL)8~>WB*M#A{m}#6JznbQY~q
zGI7`yB}_;DjY7vVntC$cBLY1;YQ|#Gk`7ZVh=pVm$R5zs!l^XRwr)=?qNjpU70}S3
z5X6WWSV>an1ued=4eO0A4yPGi5G0Jwiy99h@B%NWO?!Q?Gj&b}LLx4#r_ZMuW?w)I
z$yG(hW-t7_ggIBYDYLlu%W^+6Nd&PO3=2sHOXvzu;g-cbZ(8StP+aIuj7H+Vdq|T0
zj-dx;K`uxVYSjjsV^l#>ne5GSI$Yr=y~<f)l7#TTdEkR$)hQuv`dvh9w-?frVpyUW
zq&r&`8XI5nc|H?4>Zd~FyMZ?LJ}nk=I2kcrNz&;BKFyYHP>jWf+6@lch@la9o%W&1
zo?7X{^07<|CQ`kSm_H-{r&ILnd|wxZfzd_8=w$QU-0ZK={4nvD^~muRye7ShU^r9{
z4783D(`|mL*AZNHuJF0<QsHyiOqs%}C=Hn_bW*QQV>KlWs&oFLB4T|ajT;=*7+X5>
zvAA<mwHeO>?HU%6KGfBT8LgvP=p+shA=WcY(+fL&J&t51Is39_V_%ui`Cim2^YCF7
zi2WJ!K-Xc8(R$xb&YR5B(W^){^zVY(j2;mc8a*q7Acs?#?<5)B^x;}Ec~HG>y6t92
zwK8nJb(JC=t7O%OPvmD#h2M!mEl9pA)iK1@3VI~1%we>E$>UDX&0+2xb+&Nt$V+m+
zB1E5(T_c)HdYqkIPZ!goXTw5fD-CN$OOhWQY4m8-WAsMYyFU_(^@D1P(P>%&wyVW3
zvcYXc@-;BBAg`^Pr1`g`kx?0`o~j_p59?VQAxX}!2T78J(R7OjXPz5K==I6b3}YYp
z#bl2Oet&`pfF3PVD0%qnQ-HOD>av+$MEsiyaU%B$v1TX7PK~%S9_C?Hu)yf&F}oXJ
zi#2J87j1H0FuIs-voH;#M+%YgA%k!z0_zL090g$)(f%s51Ud`R53lt}@dr6G?nNXo
zOKCO8Xp|dUbgeTQ`YO_;<o`S-Sf};BWJ2-tzdE7wcp{-sCIQ||Z6OZ>``w$%cgcm^
zCqfdR9FWDX_ePq7eh^<5LuSd?k|iu=`*;XwDJ5aoLqbF2b4lFbB8x&2szNrU#Qz-F
zpgb%XT}hk?`%H3L%d@P)`s84{u?sc`J{dh+)M!z3x6yx(=(lnAIyFijcaE&t0~2M6
z>pzf@7vB+ND03adjsf$Hw6ndC>!2geV2vb-*N<eeR8RmE`fvzkUto+rLXp#h+LyqD
z1b?MPB)thY)Bi`4QBpNDIFDA7Y<>}g9O6PY4n;wSNj9_#8l8Qi(0SSqgw7=wizDiU
z#NVan5f<8bh2Y)e<!t?;@ZcJiWAqu}J#bPnV+Z;Lr8W`}qqX6we&W;`D+|yx)i_V%
zk>+&}Q5aC0u>{q0*5kyBYM&N{CfWpgHLoT^&;n<Zq7Ir48NF}~{mr583+V3)EGsMk
z*^4|-UITPCJ@QTRyUPX2tqX+wbEgRT*=i}l=jYwZmMzG^Xp>#~P^)TMih$vkHTf87
zw9{{xs2USAv3cP*liG04Y#wG;Y!AG@+WmG%_<Iuku!ZJRkBL9X&`G74`<}X;)+Qz{
zwu~s93OO#s>ZaLlV#-DE+v*xvzcfx~iT2b&ppkh1nwHM*A{mFpgTZCBy`2~qWyt~$
zA>^qWL*JxM^{*;oGLM4nOoA-bhwF^)R>T?|k>UIinKrwp<Ixz?zZxvt19;OL<(SlM
zzk1G1{`50t^3!RxQ+GGX<R4LsG0O)sHil+N4h{4#a(+_P)AuSsFCr@sJ~=-iIFkpt
zE?^Jy141ea{*z`rD3}T>pYGNbkLKfX4wU1*ACR#m;>*aUILpKKEgQaJz9R5@U3j=j
zHJx%*oXI_5jUzX8`r~f(^k_0a_MKk0OsU7G%A)SwFY}s6j7~lIgqxQw_z$^$-8bd>
zFQQJP8-lmU$b>_U{*%f#_M*!tGS_6SM|(j}H&Y9@&hbDteO^d2=mApm89?TQgfybb
zzAk{%2~Va`!g1kgfR@D!naJb8B=!2_*{bN=TYb0QAu+BbOwhNnh9PQd-goi~ncmqa
z2))<tlZj=WCL>dJW#qR}rn)+8GpUYsvV?nqwI+Wqj9D>H&TiT&*WdS<jNJHpx&DlR
zWV|OFZAkS=P%bB_OnqweV|>=eY3?j9ERZng0WX>hz?4p0nMJ1z=fEZ+Ay!+7OO-Cr
z;ZTAN6yZivAoeyxNGfXS(yIkv>>^$fS853)>1tq<VJty+kP57z(-u2shmmhfFW8$s
zJRVmKowM>l{cwBXiIWsY^ml+8TPeQNJJe~W;f!Vf!6!J$@1)Sgs(}G_>c<4S8y>m(
zNO!`_sNLwZfc5`I0Mq{9wY_{+!|!i)k08>?f$s>3ogXcgJ6sknF%94Rw!4FitjHqd
z5YcG|1Vi<q&Kh7^DH^B~%)#1{O}O6+j;4t%2cRn;Y#dI3$6k)Oi0H41PN4(Y8jhYF
z_PUOEF&aVWRMX%cc_cHO;t7Jmo1R<aXnGx9e0y*-SqOqL4FhjG2H4K)ghSJmZyF{{
zc0}8u#tk=oyjkY?LRe|+h=0lLt_!kFL+@B&QgQGZ`N{v0-zpUe$vtF@8hXcE>2A0A
zL3v6AF|lDF64tPrSjp%+21E<z4?qUrpQR8I#z;tD3$F!6C&9_5F~Z*Yuqj3CKLK@~
zL%6dX99c~=5=<mk!CtDpKE>>acU2hzLSyx+fqbT;i<sK*(ocl`4oKdch;|-pl{M@q
z$kFiocjScclZ5DQ815dz68dg}TXy)}lVW`8ws4+lXt`53H+s8p?q?s05Z-r<O#Xdf
z%)b$2YWQ%JV~l<{N)Q-7RXF$SfShVtZ8Z9^V3veyElvwcx}BwkJt3w9So+6(2h}fO
z*Qj%0z;nZ+$W#Wc#IyUzltj7Y5GepAhLF`ys>e)2P3?c=G55jtdi4`{+DS$?2e*>f
zCjqffy}HIt?2V8}z2XnTgZX5M?Y(C?QXAghAad~}$&H>J41zHxpZMNkPC@jN;3d<L
z^}28+HePse5gCt$x89O_E(y0#aDX87!f=(b=N={6^;&`4{X4-JQa@5LJ7|}zOe?WW
z_XdrAdFPdfh|y?|Bl9)~r(k>_9^t|s<`sD=o1f=YjssJM3i+J*xX-1#^iW19VDO_p
zc}e=+hu4}DkWl@K3~$4b=DY;Y<{#ge**qDfj9!bgt_MWj$kIpv^qr^+qH>MV7b8}A
zihx_ggxyERoo;<35^~WOGRpyVsnH)sha3H3v=ZQyxcM9PHW~hCw6Wel2Y5XiZvUM~
z)WAM@elPIvP9T5?76i{H@I(^d6e%Y^ACb#ISVg)6%nuPdrkg_&c1ws9LV=>34to@d
zBp<;zOU_i_yD32Y<Z`PCaW-6i_mTNbMCA-2;!GH*m((hw-wGE1ZPVqKAacu#E+)lT
zcV&zxxj&?J%LPokmgZ+|mk7#>L~ld?bdiY9XeI23J47Kq0#={zAmx0c7eZ@m=j6E?
z-W6;$_J$wJsht7wa2K3pIUxNm_QV7`p%nYT+J5k5V}>vHGeiU8j?xm%A_k&Gj3W@r
zR%={LQHZD@FK9QMWGLp`6$RH`GzSPK4&Z{6N8HyV6<G!wRGS9>rMv>BFh$5#U!cw>
z@c?Ijjp*tXk_vnKpPY&{T=;VlfeqosM(>VJB_pk9TCG17?mQ8781KLo@=uR}b-zTS
z<P$>14co>Y>DX{8z|j&y+Inb|XY8^Aa%CqX%X0F24L9E;)@B{q9xt5c>rF_yRVZ>I
zoosi>?7XAK8NFXghHZtjG!%YhA#<zhdtjW2H%J*h;@iA}fgGnxi2FN$YsNsI5Q#zF
z{zRi&eCM5#WSU3|8lJxIN~ZwN94iWNSDOg*rn_Y1x}$|3!_*!^8f0<pB^NryFJCLz
z{k?#YKmnlaHZ1A)2}j!Arzgia{x~{%#Ux*RPXf-qe@INT70~l<gg<l-EXsPd&m@=q
zHP>ZUAM2LzV40-2oL=pRiP((8O#qym0<xf;k;_AnUelvnL%QJr;81VS;uyEmV;~Ra
zk-q}qh((pinrfCHFM_cqyb=Y@vjt;(q`ExSLQpW|Fcg6dVO?)qg=tgo=N!l%)u!G$
zDNxNi9sStoqr&HnedLYDB~p3h+k#b30j_^dU1Idh2oZsq=Jx^DV|-D20>rl&{Z}A~
zzUUf+lN%`pcx6wV@m+2>9od0>CN=Zrs~q<0zeTX$GK%+8yLJk8?1!mo1z$$8`9YRs
z7xH}jAtJjt6CNb-H3rN@cvl6!UKWaISx*(aj01@)i<m;DJVppv$03*5tfPc!f*vP9
zQK`duK@0J$oFr@>jjg2XaAKSm<5-Fi?Gab5Q_c2A7l2W>sVj{=?1PX73IYt=75&TT
z1+-H3gkMH9+W#bt+Si}OZ!@CB#(r-bovhy{CfH~%K6a9J*#14Z#lUko+4~+&ejBr0
z7CeEFY%mT)`c4413Pgl2_eHU0$D3YW@nd`v9+H%sf-(pRoxIE$CNKoKp~bF1(ZZ%E
ze1Sx!#&^j=?P8#?hs_h|A+GyE1}MOyJ9<%>;3I?{_<tJGU}XM&8oWp55|-?;klfb=
zc>Mc8K5|3Es+S9c!e+f8s5QDBOPCwXG5YynEy-L7S(-lt1mJE)PGlz}vI5R*KME}6
z8=`o#-8d4AXbrE+WL+$h&@{Cs%)1{q?5DWPl@Zc7fh2ktYDGXPy^xP(Di?>-VXTu7
zrrf4^T&TM+Un#9(UoF*r{oiaI3u^!OGe|7{*AxC9{_Upd`)fm&czv`oZ7g;Fe>eLx
znS-wlJ^r;)ArHxY&-dB~`#Szqb~D#o*gt*!k-f0AHkS2NNwZDlVo4B6*_;B1Y+*SK
zeEpKWaP>ATF^#Us;%Fluf}QW-ST+R5p;b6mSN~tG?seV~3AG&5?Fx!;A8!yYs2qk1
z0+-*mH8rGSx;FSXKJ6iiCbh3aKC#Z_J%$8cmn+68PKw#u+G$?1O*Y`R_V9nFV>K;)
z8X`+Rv8*Cq+)N<X7q5eSx}<08NDOVNQIWh(XvMu2pM~RPm;c)xA8|?4x#ZMJrxi8Z
zilI0Kxkz_Uz#v!qV)oT*QgPb^9kA_eTbAQdmtO&+aRmV|`_1#huRY_RoUqFc=NMa5
zvaYb%mR91zN(80VDB{)dB6~ev<WiZop&pc{(|F1;$KbeX1&-go6vuC_#qo?T5UT2Z
zd&(JKf8w_Yph#F*4s2VM$;4&q4_wNu1D{GMEUF_u+NLD#I^Oa#XY(_Aa9q0%$F5!+
zPg#lMaZCC0Nle8&98a6{b-o_qg}ugRm8~miCKTdJ^~3v+0(ml#4d9udf~d|IgBzTB
zG&s@?4{|>FYP<XrnCTN&VRSz1_TrOq^1^nU+&K!vZ2<wFkrW#o`rKb~k)|+CPc2cs
zo4o*mfUCdgBo=cN?9(IyT6W%qka)ag0q%IgX*gcA1jiN2aXj}-9M4&V<AUipPH(|e
z#{h1PKvqht6wM0$d-|c;`42B76sH2rzIa_e=s<G*>TYC1JXMWqR}r#GM9dhlVeVl;
zyjh<?PTMX&5tCfLj2X*pU(EjOR02Bo*ba!;;)s|r*WlwwHIEjxg46gE_BI+$F$SeB
zD{zpa@oweklJ<hCoWXITsx&A-5v8EZ3kncM_b^f(399CXHO8JX1>9M7Hm~ltaO^lA
zq#OnQeFLHJOw`Gy6Y#N9{eafAh4fN#+eAe+eI6@nosIvy4^s3qFFKXfYdMnAbCIMk
zcBNEZg;*`h_eow0<=U9T2#rAA<8hcB(j{j=brz7~+hbQhMZRnv6mR;e;L3QAHBQYX
z05BqgRU)(yBv66pWFjM0mF-fp94e|U2PwNiXM>^&3N)-97td?9^|LVRny}E=s$sbQ
zP|mv}<EdOOiel>+mXbcrLNRkDqOjKBVv?}A#6vwB*@Cvkxb_G_pw^#;kEw{zcO8XQ
zVrIIzro&lJ)h(sMEnGGIlDNYO1UyO+M|i8T6XraXO9Bf_V$Zw<B#sKsfjO;1RZN;3
zP(Bz5G6O|kwhf?fEUBWk6G4|B{eZ{@fEi7Q+8R=`W<4T21}P`h>QN<QQb=mEMYifW
zz1MvxO{J>C*s;y)h@5LSfSg-z#PN!Yaa`I5(vs0puArV|Zx0yMq1F>c6cyQ~BVZ6}
zAy&0WkZ2^^bkvJ<MF)LCLOBXR&lY02t2T1cw=N?gq*?U`*YGo)9m_?+dp&S2Y1(}h
zz}xlb#ONt2q6Ns~eBan57s5x)hvXd<K4<KL(fB?Si&#&xWveFRdlgdW)e4zM0ztNV
z23S-B;jg9`){Ba`7le?Gv)o*j1-V30M!Zz4n^~ulU5AiZh)`q-4mXfW>JVAprNLyQ
zPf+I?eIh*E5{USGD9KScWj<nYA5m5nVwoygV_V(!R6#Q!vaKEu<54}9OIrz)gfrR3
ztwdoL=a3?fh_|3;L242Lyj~meZ{1Q`Z6f}8EYq6Ol~f6-2E{U+OmVa%W#>q+m6a=D
zR3cx(s4U1{B8oXTN;k$K1`weTOU8|j=g|`o+(`=-r-TcUs=FpVAl2`AQlJ{&EcdVd
zOh$G;FN6%x70JaTg^=B?a^m7|%ZXzPWn{`PgtRN+Q+D1VrM>-`)}!}7&NSKlQ%0ht
zGSceHNb7Sl()p5%Oliqnb(4(j+$19#GYw)*yE6BAKNDnvA1E)|{&iA~ZzXe=?7cWs
zF73?pLG{Zeo#10X4xPv+6M(!Q(UgvT9(U{HP>L(&CR{!lnRR^1aot+JlM4h}=#YYF
zl1E7<id?6S%_<e1#wc7!s$!<42?Ax`s_K=X^8zWb*lD*)!QiZ38L2u}MxL23BWGVL
zBd>faBY$~FMrO>A;Pn|~(SLzt=qr7Xy59~o%5NhnVzT?+kXpsQGP%jNOtog`6*AH}
zUPiWc%cZTZ0gQ~yes@<MsmMgKy%2)lmsd;e!t+zhGBvJ#Ad!vW+W<1i0|<ncK{($5
z$nKr;sMLUp*dX>0!^spNbVCxd#!qDzJjX>TXA=_W{J~<xTwup>n}?v6+*Z6~B8T9q
z+(ANiE`}48QeBL**Bay#qHZ*)=TcIf+b@-w)W~Dxve#9f(Q7D#ww2Yw#M(3Ex94F^
zZa}Ga=2i0BKeq|rzIU?RX~aw!S@jo*{CDB9opf1h=Ngw4ps>D-eU^<j3s3jMAT>p<
zYmvn-$Tg|*^4VM*qR@{xwlk9TTeeInS{7C!O3ucCR;Y919(T8X)Z_;C$U1P-U;jI@
zL~L-G<sVQa8$-hn@NBV|+8WnYk{wFjJHe)~g}YK*wg4XzuHsT<QrUxNXY*5>ZU9LE
zD8zmHlS^HZFZI)>9JyXF#MhG$F%Krau%Epq)czeww40H(7(@3@t$A8j=iU2-gFWFO
zlS&zx&ZuCFu|K?AR`!0RE4$GOcQS?7shhUQ#W(#>79{GC1-WUo+^#8PURziIAHK8%
zatR+)>SU}H6F)1=F{vE`v*S+8VTSv0*a%tP!Mq~J_O=68B)vhkYuQ4e6BN0AsH`yG
z0FMx(%cK<whNTXCy<>DH!M`pVbMnTvlZkEHm>3h=wry)-+qRudY}=aPjdODDUjK9N
zx@YbEp}N03>$ke9x~ugd)vLjtAIH?%b*+#~R*Omche>d(vw>oOBZgepyR$m+;#MS*
z>iv!w422v9@v2a%wu#AeT%}0|dhLWWP=ZZ-M)2(4U?Vw=%YMW_meWp3Ca*v9ngEDi
zZU|W@i2p@AmjJcS72M|1p_TFzy=JhjaX}#w{IK9DJ7&QG{g!6Hjwk4^ZE<NAQeW_{
z?eGm2L`^M@Yj@VYXz{61HfoNV>+C&pdz2G?o_X}OM%2GZvgF<VnxS>ZkfOf}1b>d}
z9REa(%0_fo+54j|olq>s0MAF9;$_lP>9nIwx_Jg}*p|C2bt87M5~|PMaAdrm1}f=-
z!n#6JN5vQ1tL&jIhUW|AeSa-h$uf~?qm1ZFM1E@)i+W6tPcOrCM&+?uDp~1=qnfTV
zqc@CJCGwea|JpsLb2cY<))M>Hq*JGN)1mqb`b|NZ&yM^nz0>?7`K4yhIIM}WRCBS7
zKxtHFUz&O7__7amS1u46r9y%QQrXC(ZpkBjGE(@Oj$EIqNk8s_ybo4PqZLE(R+x37
z$W}lo*pV{w6)4`c>J?vTc(qG*_IMj7K;dNwt=l^qG5gn^7SDn*kcwFmmv?RnoB?Lk
zm5&N9laXeSsc7~(5(CEvMK{gUuc;G4e5_@g_FV$L-d60dEzwU`>}KDm{T?#@h)=bK
z(weq~s8c{pL(G^s#{kx)3FXl_PUjX*GTx;PfTcg=0i6^&CiKYr`W%dt3V<oKTB0Z%
zi+xSIUm~YlrX_dIVRwYd*vSq`CjfhQDHda<;NHMe_HnAZ6;XFdyBjOsF$S2@yZSf5
zAz_i^>C-*7!qtmro9$Cebt5bK)+m5%n<Xr%2Q=W*6I(kxtV1prX^1(ZjNmv6YfG?2
z8K3}^Bag^6FSp|Eq!#1sidTs7kE>uidovcvyc)^$G5<boUFrhwahh@R!H=te>@9_r
zcYx-{5dhaaDX{zn!}e3OyA;M#4q101N-t#)P3Y9xAz(@$=~)f-KGJtDnM3{XFvxCV
z3KN3)-fcW}y=U~WgOC_{1HK!d$i!?h;k;K0q8WJ_F|J><>eoWFts1pa9N~FY*e6!U
zm)t|BYK2|KV$Dtm<vC$R^I;kL*oRw12u1T%uW1y=1yT8cvuA><-F^*EBJUz#?N}jV
z0-tAKj$cXDP>1qfYX|U9>zc|Sd;<9r(Hg{D@B7%<eafw@VDHGs?ZYMhlq|F2<Y(Ao
zwLf@pTre*QKOMF&slyJG2Y{RC7p<_zY>FUM3tFD3zO?gJ--NEO_R1$(#Du8{;5%9z
zD{HB^k6e&ED9qB)i^u81!x2F7`k*V|gbd!JL0+In*p)93*dMRSXAxgG9RZoCempqS
zFfZ}|VdvM-9khAJWb@{=D8%i8E{3*dauS=YKu}j<yzyfwy0rru0BG>Bw9R*1z6INb
zvryBXogq9@N)zFbBJsR|#~AIhrWo4bSJuQGxc31}`Bh~V4g%;AT3j7PMGcISChLUv
z2I{Q*TL|qt(D%>CC<5*Nk=&_4^5AN&iJe{!nz-_xH}R~`u`6#>t5*^uhHoch8t*h+
z$@)0+_OHr^s8HpDF`p34FB)|F``7wCa~tva0i<+@W_>l9)Z7cAb(sF0;+f&4I`CzJ
z*m-GhH@MyyeE>#V#AF-Nwn4dr`YC<@oKcicHK{zU1x=9vD{{4S%-V~6P5bSNMu5(+
zZkHt6;2Bz|^tz_z#6+I-raa<_qhJQR>c3|b&FQC?s|-LNVJ?ZGJ^8EfvH&sC(JQ9O
zvqT%Pc#lr<brY<<VB@c78Pk^$G`BK?Nga@-e`_o?WTd8DybkDxh-&6woff`j)jB>_
zvc}v{E?09CRCjeU4HzRz?Pw7u+M*Emt=rP}=1T-&E9CrUTMqLHZEkETm`2wd2;4JS
zaK;9&p1Je9E!x^;I^v@3#x=Hmp>_W_t%7TlS$48^!AHfA%lPId-S;UbAI9FT@g}b4
zhuxQssOj<5$Cus>(_xE;4o3g3hI#xV-n71i{6c}@`$<HZq(M$#_`=2fv5}K>(K3iC
z3*d?7N7U@8--*AVhYZY&;%{;R!m#VOMe1~YAv!v6c_y|qwi9w@eo$6*&>UK>Krx{}
z{(4FsDg$wJqxR5{g-(=Bq^jBb_Do_)RFEfi?G&aLTkx5;LnuBxKUz0r){cl5K~k=$
zx{3rsIAnSf-0JaD6O)QQ6eLS@*_EO8a4v@&l4%M?E{bn<uh-j;)QYkHO|o5784h9o
zH)_VL5&v#@9*wiNzsh0qOzvLWtntoMkZ*kb6zP;s5Y5~{W6k)KWns99(^vdy&h&@!
zS~PyIzQeO$B~3UE&Lb%dbNLm|CU{d>ouc~Kjie$3)jv4l;z$t)3W2jF`0`+o{zHEh
zguOmb%#o=OJsUOu=#FhoTyf^7g=!bRHGGd~P|*Yo-`=$a`b2<#D7TRK{jc&pNwHjr
zs$QQt>udk!M&@@ej22V*TZzahS9ot92tEnzkx0`SI;4ab^!Jx#z46;wVDQ3?H?dns
zdRK1`U0eU@74oq3oO6<8_X3yYHpBv~*A5OX=weJh->8#mJG$~n{dv+>8L*RGy}$>1
z*$>2G=65QsJ1WdR!l7i|>qnx{{Q$pd?q4uvV}qm$G?5;~c6l9I(8z&Z@{{ND`YQl^
z>$XED(L)EG{P#oGbNo!YS{!7PrGL8>4s(6@3AaE6Te%crqzYdq+8yq*f`RlM7PiMV
zWrlmc$f~o*5Dx;5tmRe2z-{gV^Txl);6_|Kv`~%^JDgy-p(ZlNn_tM(SvjC2L9@NT
zE=gF26#J^==FoP9|DnI>SEfRaPC8%oA7h!>8sC#LPW@8chxj`wyr$X2K`ZYymD<#2
zGKsK~r8+Io`{zVaK4WoeUzv`mv*I=D_5|8CP89P6wMqmV6X(G}{~+4FL2ApVxa}1z
zE9XaMGy!H6<-Pq+DIn~gUUc)qxTZ0&tY*k@8Kta|8XpUdNg*MAzVbuTCn(RHmZvF?
z|0wlCF%oXGx0(_rkF%iyEceV)K0dXEkTr;g-iXI8cX}sni&q!4lK>D?u!NCXdA#mD
zk1<wMJk-v+d!gF)IDZ00qZ~#vW3np#hDa}}&m_l6tS<uZ^K(|JUTZIX)T`I@`PI8^
z8+Gxj<gVEc4b7+|c(ybz&XNy@O^?I#4>+cFv@aDIkIL<&#!t$cpAu++3{u+e=k6&}
z0XyNI(eefdOLsy+*bWDTdb_CMVlOaxd)TFh4Kg71nDu)^H7Z7~b#lXiY)9C9c^tVq
zGe`OlpVLlRkBN{sh@)AV5dO|cb51#LBwd!QzdYH0vB|op%nvAzM%InfS?L)vqA>JK
zAO`gB6|y#lyUMaZOQeWfw$YIje6(anM5^gTl#*;cF;im$-)EL`WANWS0`-@x=g3EL
zI<Xn8MVsbVH*fZhqB#ga`KComv%r=z6D0KPjU_RsZDyF+_g`0~iPm)mMkQ7%QFX(D
z`?>qy-t;x2m~?JL%>+ai0j;=+M8>dYU%P^x58h3DbJ9ulo_Lc+B6ydYX_&l2FI4Ke
z5CZzo(q!Mp0!y?qUiF3?Uv<@^cO>*eYr<(9M|deu#gGH7cSj2<jUS&LW%ScB`5nm;
zW$U(_IH(=Dfo=@m{gfgCqpOuOBpT<By2q%_k4P}I>@7ajdFPl0lKE&j_AN2Qs_*j7
z-E+VYnysf9xqcGxB0Hi^V=w91H^`43fvdZbQp0N<Xj7N*XrIkwXKvXUEP&hC@u;rl
zfyp~T2ynlMc2!#|&n8P|gz`aD3GEJ^T6!RsqfiKSQ`(6X+bL2d9=^?mp0w|lo*uR&
zc)_sfI}x`*iK?JgTmoq-4ra494g+Vy$6aN!D$TI^3s*Oke9vxdYe+iU$4MN?s>Mwn
zf+5!zYZP}hpim%^9jlwzbNiIE;4P;6&iVEdkX+-|Pk0qAPAo~u*$fN1OfR~|K@1J8
zw71P5y0baof*5n28PD#5kWofh1G3?NYk=nE!0xKp6K!P|$hISfk#cd4%&rb7c}B(c
z=X|Ah4W&YfgDwoW86JbGb7-)@SBIR=sDNsuh-?H|&(bV{VZR}jy+u@Nof|D+y1|~;
zep~)2dpo_VVuZ=ykM{vtJl9)D1Kha06oKo_jT{rzll+_oyutrWof#~Y1+?J!(5KHM
zKP22o9}7ACX5LIfv>yH0g2-Qq3e`^C_q&vGp1^KS#BU?X{JwNnAkxq_h;6`;V~|tX
zh>_uI9A4g`?G)ADr%w5D$$=~-MSK7(_idCD0Wm`OAm~)fx!HiMbl)~jTJh7QCG!eX
z8oXW1K#9cwGBFNasI^{UGl=9=M2SX9-kGvPBcew;2s*kaB+#1=x_N?S?imjp_qd<1
z6{H|8Gn&7i(k@K2J0ceM12NGfbGrTjo64&@+KDG2+-@M-GeIo}3@T;No(_KZMjM$r
zHe~QA{z{yLsmR3UsC&p6wjc)J{=`Y7JYWNH<l{25VxDl|fcCnYIrb4KiO(fBz)x;1
za$qU=o5fCZWCWa@SCNCJ-pq@mbt8#2(N3BbRes&h`rH~#%T9Z&TG?-qi3wa{`qxK#
zo8jQiK{8PIM;18#?)G15VuM*CJfjCf1EXz;#ZMG=`lgm7>uSWY2Laq}sZHYIy6VEy
zfZuf(|8{nnL6m3$xyX!mja_GV@Cxn>G2I^;p#RKh73@H*<M$DC<68^vU5;yti9~PB
zRWxL7HH>EQzzG+*jG=i`i|UwhO)<eskMNPl&pZN-!g4|Ak;5u=Ad#Vv+{jk1@%#RE
zl~!TCm)76O1X@4bXw28U=>YP7c%)kz`Mt2PK3j8v;dStlh`+~!>3ry!lkNzUn5^i)
zZxsC<zA0_$HF$WaL!~^z_1cCls&PHUe=f&MbFBd5JjdcUa5K&&lc8$b=+|D5$xhF6
z6<rTapoTfo0q1nn48*6K0(`r@;{<PlV1%F@lV`ChHKXA|uh?7vK(*1)Sd5}#__b<<
zX&3hK1+RNVNSS!@Z~3P)h(=tXkdNMXe{uI9>Z$DTIkIUd<o0rzVqA?lIE3%G3;Ki6
zfeAr>ps#2(f4D7+7vyUNzQuexxu?yUk!CaD1ujNHJoD_0ruY3WIA&jw3$*E}10Bn2
z9nc8f+6+7i(Y9E>f??vtYylReL?*%ZioCPO$a~Cskgxt|n!U${+oil0sUF<4ZLFZw
z?z4hq9xWoTU4^vK!6I|^6ohTtOU>KL@tkkv6UY(&;Vy=po(acN2l|+>*4zKh{XAYi
z@!x+Ay+trGqX)GU@Bi2Y13ZKx>-@;be#;3M<Nbio5+HBuTa6hlWT59puRvsF2^%8%
zndC-A<Sg?ReKU)ClL%_BZDY&B-2_g>;b;dp=QW_b7MSB4N<t>#M?ncI?_wJf6mGbZ
z9f&|R1riV_X=S<>0zZ~Ka@ijao`_67j?sPyD;047XhGWysyYhWI|*JXL3wCQ>kciy
zQr4a$LdAM(bv>P362qECa7C&<@Yc4+hRV$ZiDCtv_BMu|i1~Q3nC+!#M)6YRXKMjU
zu}Xv_S;)mQZCb`$H3^pK2pXnGcDHPB<)rP-L!Rh}aB`La^DZo)Pl}EWIBJCXBJ-Ru
zNND6G(c9+jRTifm#8qz4BJGrq-#w^=LU(ze<hmLOWvh@HMU6IeUlqPU0>8v0#lOR-
zeOMdu0=u6EB^bvsck@&GifIwOqJ1o|hE8+M_m{oEh1qxDDX=<$q;+Ren0+N~zHvLh
z)esM+VMhme*xF2ImUr^&ZLnVmI_=cUbgVe;gM!4`_RuXTA66myl=M4A_^E4%k-%2_
zyR+lJ;9!9X<lddsQzUbj`?FbIXs05(v}_`oo@SCrjrC-3R2tf}x1-IIiF*Y*Fq$K)
zT@DrUT-q^m$&6MuT*iz&pa-u6{a70hc@rV{6gsVEB(mdC$42Fn-P;J5B&9+q4d?;S
zRr=ZW<8$V2K9Dx0HThq{Lt$F@W@8)8SlSLG&Ncf~@7rkGa;O?{%dU~zgX%v1hTDJs
z@(`*`kUSMpyN7dtpCpP|8~_jEpQl9rYB^?}#(~JZsun&Z&|u01y9D0~|BKp{(pVfO
zDb$GR;2PSsZEl0N+xisjilCaj3vE?}Fq=iUgR_ea=g=m#u9U#z$~CQ8DZ7Z*E)yFx
z;q6@GZ^U%Ugo`~CKPe1~9SE<U0b}Zk>Q6!<s-pa1?e}W-!&cc0$Lp?I|LW%U(|;LC
zt?N{nc@9K^2Qld5+;{;!JFLjMefPaRJ_aSC@UWS5SF33;Br<@^0JnY!2}xev({S=U
zt5m7<Eo<zGCK<v=tD;P70MAo7w`&8!H9J#g7F|@I$C|h7R0B+u3GHy>J+LfKQy@Cc
zeN(QZYJ>5paxp6SMe*l5Q|ftrU1X6-NhAj<%V`>0Ki|KWd^^bA5gz~j)jk~X^pfwd
zi(k7#nHFH~N$3%3i&Em(j^39NRa>|O3dYqUThCB+r)I1MJ4XtcvkvvqT@(R5(P9|>
zquQ%(5G;zByg9dsT`wb43;SxnzCA+%!<?f@$h7~MQ-U*wWbW|HKH1WFuDS5N%3D?n
zD$@N67z_iO#jkM~VYL;`aUqE%jUBE(r_w0Y<dhvY00S6d6B5M6O<UtN&Wfk+rd2sR
z=n=KDS5(v1$&a@;A5HT2hjrWJSo}(P;VNn<CqhIh?3&wo{5&(rKPUN2I7O&@Cs{7i
z3S(nMOrcYicxx!GFsX@FnMqBsTyq`%=dV^+F=rd4Dzelz)gE)LBSl{_%u0CL|C{L{
z`_a3Y?a@FR$?s>FDbMQTB<f0NKAnN2;;Ca(2ORT1lNJn~lgm1x_<-^FJV4t`Xhz+b
zYEp)J20ml)sdb46J}K?rO`D@*LuFT8^vG)c$|?H;L9G>{kNEscZw*VHw)C=v<}u5q
z+pGJJAiG^E`%iqGr63l&Evx{s+{yG_$fu51$tu64XTfb;!@VQ%J8#7$VIGrm8T~d}
zGhhWYy2#9VK+tsgNfLcEIJE&mggV`>lw#jrcg-<^h**ISoxXC^fm*f|G7$t5Xr-zE
zrJ%lIoUC11O&}#4sxCb&<cKkkxy!AXrXQ)&Nh|)52qeClOH6@BCCQ1ZN&*Aj=vGmA
zag7GD@+=D==H!>S`0qxxoxTROLRqFCc-YGW_zeciU<`Fc@U3eT%ms$4#?<$pvL{0p
z%aGxRmP^L1Eqf4aO``Tv=r#@-qET~w%ofYpXN>IM=}<WQh8lwGgNiUBEHliTZGUTX
z?*Vv3ViQS3ZSRv9M+(%YRzV-s&P>cQ=)e0Q;BHX>17ulgG=|9g?e&iN9GO(%g&RIN
z{eK^t0!=e5kN7Z)Eqt(+0TI6*QaV?KaeRzAH3dc7sjw&&J;pqFt(_)S4Or+vh9)8e
zf3Lgj4f<koF(m>?Z!gNR2wh&^!MJ@mrB8p=V|yw8N;Yqa!4pORC#b?nAeM$z5^`w0
z_zF25GB??;YCk4&i>y<}JBs+3a%MFX#^{!i?$)@X-x~QX8p`IUAeO-B0j+Jvt;WCx
zA<$+E#ZA~S)-&pkq61wkKmp2z`qmRLIb|L#5kJJ|0|0Pxh+bDTxBqZ*uM^?PYl#gi
z$ss8w=A+4jc*tcDb@LFl3XHOFIP{0bK{>V2I)2?^ED3^Ai-T%JJEjpENX1ObK+P@^
z9QKnFND>+YdaHw2QbUZ1+HTCjhe|S&#zoqff_C(vKXA~b`jI+4o^4c&$$cer^))I2
zh$|B>!o{*&#!(bxE{3=~ha&Q-pFxzFR>?Dn2aZ!ln1IBhcgaERmKaV~v!3LXoffe{
zg(1$h&48z9VR0K;DqM8Bz-^{5=9rHRd&szbR!!UE9x`I+-0Uc`Af~SJ!qu_N=hbkq
zt->Afc$1KYE%Enrqw~T9bUbXN)CvTWDME$T=w066gsPvfAkm^49dAgf;E?x|Hpc-;
z!y_42=VPP4%TY+hdy|Qo#|@dPNDx|yhBv}_RS<4ugD3Eot^(z&WD>qi)N{NL4^F38
z2m{laC!&z?%Bsyzy0M2x<ijk_UBSX!g;7R!MsrvLCkYGwC5a;v;=nVmB<ukaSz&(5
z_04Rb3)|I3W#A|OD~L2<P-v`%K-QC97vZkw!!2J}xn+lf(<w1vmr<f1^it*tn8@FQ
zhKO6!+CK8S>a)qk($0$6^cBgp{9PH2^2+gxZO<nchQmTP>pE=K#C7j5T(U=i?0(V5
z{@*$2>8E&MY1ywBJ}=OAO5EGy7~$=tVh|hD%@DA7g#3MVPQa*gDM&vE>2q}&<QBbC
zu*ZE1w6!$?N|@{eZ=_?SE|-Dqt-6sqLxy;q_SD-Hg=2hzNRq2v{~|q-tpr87THO`7
zRuNf_w+0~|gc*(Psl!KwK5cKhLn|gdMJ`Q7bzPN2I)axhYMk9(L7XCsIOXgZJ4`mH
zi@Ww<`)zHddO!)+R$lq1tSRVIekF5FW8X7+=+(nzGnp@0Rgo^l)Vl_sGXd+Ft&mJ-
z`&*ch^PO!hhal$LsWRqLJ8jm>KRSIKvR_+zzHZL^hr|Inifodk^h2H4P?D!}9Kfxk
zqMVi!v{w9BBpDOR@FEvsI}d)8#tn-ELz}U~$-iR}W9f2YboET0%&58vO7!cOVj+A4
zVUpy3fx&mS0jhj>lzlN=u8FN9^oif>jkngNVXB0qeLfuHy0EDj=|5L<_d;var|Ep1
zYvrifY&Zi`b}y6SZ;r6aJ%t5U3B0i)HHn;k!ND}~_W|Y9f?7$>%BR~%qgSROJ<l8T
z>R=IE+YW&|GvNa^A#BsTwM@ZGin!YT(}-HX$vDtr*r<^3<{r^Pyg2S`C)u3bcW{H=
zo|3rcV3Zs8)E$?wjG#-AE)bwq3}iUapFYCNv8v$pigB+c#+p^xVV<i{m6(1l1RYzY
zZTK^D&;Pw2pjWoGUMCBykTF;ZjkjuH11&r6fJxSAg-XtX9hwqk?LbR;3vnm35(fO#
zkg=NU0X+F4fhAmQiHkLCJPuI~eA@`AiXu|{@&}@~o%lt{>n7U5okc~iAa_(mU-w<t
z84kTb(EZ)*ScBo^#@LQM;Wh69$BP$k?|jr(>CRmIAvlEwnwhX*h=zDev0IiZ1WoX*
zyN*&Hv(xO}S!o<(@5+xiF7lw$_l({_lkt5LjL@vycW-Q*h>R&JTRIu3Z62LJ*f_<m
zATTMydEgN}rRvNLJ|OVLYi}Y`pqKTw56>9Il`fP)5=(gDXKsVonrChOv#^h*hYn21
z>%2#3s+}2R7W5fN*`?X^=IK=p8Ax4RC6brtm3A_S)#HFi3gGWe=Um3>NH@a9CHy>_
z6g>N7w}CGTB$~}006z{+D*(*zIT?Lm!MsyFWRt#=jaqEU*ugIDs=`Ho`kVdPQ%ah{
z+UHL|ZoYKYP6y>qVs)$Q7~OlV3SwH<(2e9;EErT9j3i$|@eVw@%%j;M^3=oBxq~v8
zzSZzR&NU%=sYm?&pGQxOw;-vp3Qusjm~_FxMMqaIuZLy_|M3;D;dCrK`aqnF_6VBN
z{{%Ry7?uG0b1QDa2ayZa`LP>5Hc@xvkmBW6kLk0|W8384G#5XEgBDS7=i6!dcf$p4
zeaiV~^1w0A8*Y4cxHKa9Fps{4P=(^rLG>w!XY-y;$21$nElI3_0W4u(rk>a)xW}1O
zqSN?ekK8hf02M13{=1_>-l-SfvkQaowSjZ#IbO%0)mICibWjOZZ`Y|~A1~u&E5LkZ
zU#=Eeuw0=jSXCC@h!etspK^$#pfw}l$yKW{FPqg)$12szpo&`u$GW1xD<DrC7dR1s
z5vw%FlFbmgD49n1BJdxb+W#E@3jqQG@;^t!{uko^4T$~kYJ7W?%78<leb@W%5G?-(
z@n3p5k=~NR|6LvIyTN`pMh1FM17~MPr^*^gkpC3>FDMBG-$v&*L<02x19fyX@X(F#
zhYMo-5qjelnb=q-w>Y?J6UP+l+-%6yGOu9}dDGLvz2<7M5XbN$asqB7h;T!$v$`dK
zC38>mLg(nmFAQ7Y&{3>Q*Kl~VJ*`EYN-BW~Wfg{1UZ2uL(1*akOho5HlX6}}Vd5;+
zaFU8h!H%~AWzexLT>x`}1y=z#fQkUC0R+kSzzhT}wKk)Yh#)w|%^O)_gSzTM77%GF
zD(RCapks2{UrueV$0y`fSfLA3e`jv%Km$zT{-=lk_i#b|KZEg|xBGtv?7zqSPZRT>
zI{(wu{0H;@pPU@#vfm$0ARvO%|0QPp-}%4aN95cMpNxCvLhxJ&%io7N%d!<y1J)tL
z+Aon0q7rnoUkPt~H^+ka^kDydnlYzOB!no<BH~h|uAN#+A(W-6mip<MIIYAU5rfJp
zZ-ze}saLQsy3~1Vx<T18<>ETC$F+9ph}d9eMd+$EzAk=Q_0;)QC}@WIml(S3`J%SM
z>&8#-s~botgEoq_F^DC@eA9}ZIZ{e`!}R1f!}QenNOjKq+L)B`r{~7)1OC$9FnSC7
z#`WXcH<iFhY}AOLF|(4+zlYZE(IMouSrg|$Ti0XBqV|C1)UkIE{Xw3jzdI+8@;g|<
z1oDRRW5fvZ#tX4E67CxDSzoh%1-0^O6lWWYHjbu^u$bW7EarVQn+@{B*N7Z-kma{>
z+>NWok8fS0=Vy2;>Z^x$j)hg*48n5kXzfe+a}Q#7QQ&=9n${99M#B*)ZfCyDN__6M
zV+8z!SNYkY4fnbQKi8|O0S)x7w_n;X=Jb2bCB!fKCX~^fi__CwV;Q-fv8dm|ESPh;
zc@&NCAe%Pg6NF6BiwYG425iQK-U;f-#RE|O2I4wM$%fs>tJ-V!O}H_-p!vx0l9cG*
zuyeT;o)VUyxIt%4o+vcdSD=bnhw0vCw4vr4C=As($2-q&1Kt4FeOtBE5BA>edDobG
zOn2W}P?=9|ecfqcH<DvF(h#z`V}j1vN9GhT_yzRRVa<`AkubH3O4i+3<*@r@4_9~V
z=<ZnDA8*hQZJKtX-(R%ZC2ofrhpSy6^=Pm|LxD2C?d1BS;yAc%V0+mme|SSaVKbO6
z-iA}EvB1Sr+PT94I_wx|zQsi?X>3_;o>y4c%^VNBbK(}HIcDuMY@2#UckjLqq&c~@
z6l{1-IGIe|A$N1{-L~(%n^z+T{hBC%ZG8(|G<Xd<{F2EteSvURc_i09dVANrKx&76
zJIcl6T@e>*V1Lod?fj?BxLH=C4|@*3V<B6=&KbyNpRQe3;>c|0ZU_Ar{&;20#hcE*
zpY<A0KsZ;G`8_~g94<lK&AjeQf3Tsor#Dj@k_R-6TSRqRm(}{Dii1swuuRw-Y0woT
zuj5wmpX``5w`$)gmm_qUYWj-~>sW$Wqoq!tT$i_V^r~y<g(Hb6%YcoZAprSz3aqVW
zRc1-9S(=u}w!mnl)F0Q?vDLq(Um~VE+S;vcj|faf?R$@#r&(Q#GXM6CJS-X)Cl}Mu
zy-lvxM%n@;y6;HT?XOeS+P_b*wz56?9qS_2&8_n)YR>0rJFB)E6ZQvQrQVtoP@h-N
zE<!%9R26#x9QT}@QN1baq5G;P+&kV2Y=xP@tyo`%f_8?zGa_9DJub_DA8ezK*r`Rm
z?VUQi20g+kWCo=oh0+6Il2cDX?EJ>dZljCv&k29Zkm@mM5@C6di<lBnUkv)?8!;=|
zq#)yej&un&LNTmDa_Fa&$avq48q$N9()6jM-IKo<?+tl#;|)TPQ{ppr7^3`eh49mC
zwm^7OdKiW6m_KU;8|@h-$!$I?p62IlX3%Tt>s3&$+X2aLUoz7bGqX4AB@ZhKia6(E
z$7>1u=U8f#U?}VO8B9Z=^~m*$Vcq(EG>R`|d}*oKQ@DT2m7$!PpxQe59qYbJAe=fq
zg8KRm-*gD=?Di;qKSS0_w0s`suRCAp8*T>H^%6SeX85~2wP~LX0Snk?)u_FnHdEli
z+n!J+#f9rqCA@CZlPR&>MBl@wWk8YW`XtxcEr_TLLe~DG;H+hT$e~o@pz3H0gits4
z?jxMJs+?D8cpDOyo^&K`JC=@InCcX3kOiWlXm#on;QJaamyWC)+5$Jy>S~wv#(*O8
zIyLo$`5QgJ9nn}rh>x^CWl=BQZ|h3B{OG3x*PJ?=k~+it=JK~=>smo3gX^-@aEa*<
zgK(t5c~$M_05-tk>SAjziSkPQu(ncd!^#Tw5+T=oyf^)<J~faMcf1q<@}{nIvOZYv
zv8!X5^CBX-r<3sRRh)K@V<SUjfMZ?j;Mu#eh%J0ZU6U8lPlMSoX3)c;h+5h*$0|PU
z@%d<(4QoMA|J0(ud^e6DjAj^Y-)`GK0-2y}ULa4kC)HGA;5Rb-YkW4~SW0C@s5S^4
zMOF#uWpu8oqbCOjU(f=9oG&L`_LIQkfCT(4SVGT0Vq_o)3DsnkM0E-Z%7{`@dYAn^
z4`@&)5vT#qda{=fM~imdp@;j6BJAR4(n0JbbWMX!pY5~4z{0jS0-`6RII7X8O_+<+
zbJKv)5zi0Ta6cMin_stbMK;SYC6RwDRxLGsAnly2o<%nTk&qS8HZ5Co&E0#i_>}C;
zJ|fcUZ<^k&C~Zt2=uBU2OdMXb!zy1Lx}i=KmW=s~mROn$GS(!|R-&FAb#b>7ZXWq;
zW&>?_VfFqMil2kgNWD2T)gvS7vHh^gecg8C^=Z<O9$GMqj#>T0CmTIDdpUOH<)44@
zUFXplRM@J~!Ary)Ag_}|cGQOgGX$L=Q3{E4BK`7$-T#rebk;}e+W|2Rc9(1F^o%hj
z1jiW<6M@sC0y50d4}cavLi6?Lr`U3W#A_97fKm@lOVJ-!(F@aec(J1#7WuY!Bjhk&
z4FNr)$J|uj)hB>f>v!nv>jI;P3gXfg7*koeER!=fOEA>AmC(yn6{(!5))2jI`F)9m
zbfp0!NFX_<qyq;2gMsS)lN!1|rM;)WA8b0Bqb_tlx<gw}$JU(GF9|cPo&BFWAq9bD
zseZgCdw6yr$@kLIyJkznS>z=h7v`7t^Zag0)|88&_muqcx$Kwp`Q4{y<mmk^8y_O8
zyPfVptx>h>qrEw<Kn}(ED++)cLofl13K+`BEC5zM^^~XwmJhmtaA@3!aSEc<-vsT$
zm}R}d6#fP#nK`223O}S%h5@x_J?!A|jC_lz0_KIhf))ar0V?6Ye=BYesl+)%w`PzC
zJAgt|EqK_a9P$9XEAo0sV*Y?)bm`PpU#pkM4$Re{+X<<-eOWp3_idfgk%OIVcnBFJ
z_G4CAw#@WM=@fzSHL1pUty6*LD-)$$0Ndfnt$7MlNTxZiSG6sd!XR8BbX`2WUOx~O
zPNH16!8Gbxjv{3i(AAC_U!dYkwSSI}32t)fN6&<1a3#haPoMa7WyV$*M9n~6gBnKW
zg1%sKbC8p-f^+|^k=9%h-&F;2>6Gr-$A4-9FS8jFI)I`OmQqo-&slvWN%b#IUyM1i
z*`8g;Rc7L!eQ4eg;E;1ln9&;oW79-yp<lIuRcJB9b3L<eUO(MgaiDBaKS4ZZ$d?<B
zlD%y6QOeKHC+)%74laqgd)H9z>s0&*nU()w%V_|l%dB1vjr!hn^``YZC5wzyVernQ
zY>((pv7av82M&-+#B0oh>$7{fJqWl2F`>c9$SJPX_10NmY-yj&A%9yZndIG^O~oNJ
zel1>QXK*CY_Ktc?AYYZ@i`vu1=Gz9UCzh{{0HsMe6^8BW1{&QzYieaXo!eAGq*jRJ
zuHt=`$#4d&5xXPppF4L_pjb{p)+V1s8hhiu{2-21{U0%B=W{A^?md987GqtE!v!qX
zu4!%I#;nx_S~CR3uFw6vvO$i2KEyVsXaWOUnKr<fK#hYY#}HhIkM8UkW4)A~1Mwl#
zve8QPxZRuoe119)8}J&a64(=pzx|W%U`U6*T=-A|t;yO6@p!GYHbo@Jzwkmm;@E|A
z-C8+~ky9R51ENhHtZ)!Dge^yb$s@x1mGHegO>NTTb{p{YKn`$w<0Af38wg)l_=Lvc
z-I}`H&+`+G_O_~1)6&jLw%;~;3=Wi_nUThZ1bUPlQn%g2rA49uD#KFb>#`tflX=;?
zF6>Ip|M(bPwg@n$mcsBtGU{E=G@gAJUE1sby?AN%_{rV`2Nw3QiDt}%!+gN8XczrY
zA%#uox--aK+>pqyp^t?yTwzyphu2?ldNTdv44j|Y{XI^PGCaA7`tkHb67tA@bT%my
zo7F25m+)~~+Bf&p$9K&hVErRFeC06bg+ym`is0?Cc>niP<I*<;CJ^$#P0YJuk|4g|
zGwXxhs+j~>dxKtU)ZZMtXqBkkd}xIc8h;VuS_g99jqrAsHUwklE!kxhpX`@e-P}d#
zr%N(??^WIM$7Dmn9Xy1#O*8_b4>7vFcxkkJo|SYYTL*`>6eSjK`|)ku45xKVKG7;m
z#KM-!z4ZcH3i8I)!-DSn*4sls=)xyQO3QsL&B+MChDk37<Efc>Xv94RDiU^n##pES
zg*5(2(XOoTZpV)=o3;=TA@t>OWoAIx{!`iui}zfYxJ%|`oW8$?gcSDPBW>K!Gxt5W
zRqD1!k9Zn>A}r5UagZd7(lCJRSJVEO`qSEIAIL>~|Mn7`6!_>#KMJ*+maXEzG`*Y8
z*E>D7=)dlZ6f6Gd=Z$)Y{uE2+UFqo!w>OL|gJSToejaqQRRDj~Tk!KK!rloF_TS?x
z(}?DEh2`L$wzsO8D$4asYzC88X;6=06g%?}6EswE^<ZOLXAR-kd6sy4mywx<fxk?y
zy%z#<x6#3FA1RBCSp1Sp=y(KjCDps}q{CrMn}iSOc;Y{t(D70M7t);D{A~f`s>5(Z
zgh>UM{a%8maAQ8$;UOEi^eG|mmyjA#n4n>ZqB5aNr(pk*w@U=E%a!8H6HD!FZsA^(
z8#VaZBFjT-6H`Q?Vl;f3`1=u1+mL&pB^a%tX$yAA)Li0+9(Ev8ptpH6eh1nA`9$zH
z-a%M@w!w*ZE%V%oOP|!+s$?{+hp}t&iq_q=xq$RkD3mhxa!fo@HoBBM?cGa)1!ZvV
zZ~FT)L^m^3z}l;qHjFk77-qv&ltFD0YU6Uo(tD*1cg-iy7lXz-n6`p}&Wls$`B8-A
zS9_~MQXXPB<6nhVDAY9-igWcAH1y{WBniK2ntfzOT&}SPn8@{gK@Oh1I)FhGepDaA
z`zuJA<Qe3mC=1XFX8cK)cjT_BL3YVOv>r%EX@sihiz97A$oYl9EGfS`NDMN9p1%gF
zm|c?B%%qM=6B%3ybV&>{J{|}*paV%`Qbon=0s&x=`anwyv-e2lSUkKEcuMEb4!mjH
z))n6(mZ7~<IMckD4+s40jmY?PbfG@)m@8+>uYWI_X<O7_G<q9croKCFE3n}4S<iNO
z$N1o(FTjBsU*q7&X{n-gLjj|^TJ+RgDC^PrCg{>Tondc`=&<aDpvRd!3)+hS;A~>z
zaxpp{j)W?bJ(NgVCq0XcN+4@AmL-AE)*}6+0+y8Mcs-v5r5SL`MWv%o+eaulpP%wX
zO}qX#0`IiTf7R<ke}iJ&Gop$Fp<!YmylJIuf}E{fL7y|nXQa_Za_WHv4X*!q+Dq$=
zv7+hoB-qgg$c7K5-||_Agc_j{V=)-*^_?3aw7~`0hsF4HW48t8i_8hfCj}qH;z+3z
z0fmm_!aK%tB_o<aHr29)4)2(+Wfy`aq_%w<ge%e|1XAOtCbel3PhAR@!+N!CTS%5|
zztWrdUX|Qd)shdVZdz01_8$vVLraPLSiMOXt^nxo8KY~8{U1{cJ)w5AW+XK>nP%fl
zsexWs^NtGroxdmI@shRAYf8En=GE@0<2zSfP;qOiCl0nF77|I_7q_G>V?lIzP;vl0
zzvcYwJHg&wX%tax4-`Y*YkDE)+HMg=llkE$h=kyRy&%ip>Ab%kBo7x=g(%`Vx}tCV
zYJLj$5LELCb3G6QwV}~Ok!>+!%>9&14BO)bMdlWd71$I<#0ay;%7g4iWO~j`Jbn-D
z9)RYL^9?mmaeDUO<VT8l*esR&dS8G`7M_fgr-aacQxizE{<y*zn_W3?UIS{2;CESw
zZS?@QfB0AC!)^cQxcsWiF2dbx%5IJZ^1T7<?#Euu91mHRPqi#Vo2No+Nx7`9(0(D~
z_O@m%BB#(-@prSFxsA#=5QUj^xkIA>D&P*$3J7%@4X$6eexHrHi~&Zx@&3TOsm@1u
z7y`kna}gyKXyZlRVI;d0DvtT6YTSfkc*V|h6YxP}*x-qi%jxD^_XXC82RQ4Z4U|DH
zdSPULs!t;jOv5WTFvTD7pw+&BH#`Cq>srKf+_c($D9VB&1Jm&S9SU*6!PKZ-+w<>U
ze`fECwE=UHPZXbrhm!`m>&1#V;QT-v-`(nPNKfY|)TDNL87T_weErOadAfDCV@cJ0
zE34h218`zKNq!us2AVAwQpGOwJ$mTf*w%iW<_`LmQF`%1hFQ?;8fZ}O-2VElAX;ad
z){^!s?#OkPPaugIYNGqxl`zfOU%(K7VLS2;dR*nQ$K~715V-O}#drg3!VO<qTB<P-
z%|TsW<XeZoFE+{m@IxNZeORm~LN17S)se*Wh<vWL2D~V!Q%`_KaLBiCTiYT&Nw)Q_
zN1G!)b@B{-iXZObFr%;8Ae~1>)?f<$%{F<5Ng{iuW!)w_T!(d>6XoT*(nYOL^+J<z
z@~ac+i2H&&a0UCU9Wvddq@ESdDV*$_OA9_p2e_%;^z%h~H_w4pAH7-L<R7)tUa1(#
zQAcx%2-sVXo`?FG^YCF5UE$(R#rYCJVMO2LLQ%R$W%(uG2QsNi_SJXkDOgL)Rn9AW
zrD8uPH0<Uq%Upc#x;zIiEGOx~ah0`Qt@T;S-b-%Gm{GdW#IFBoIz+wY!A+jdJ^xy4
z^e^XyE$yCTF&2m~mLsN_N6teNJdp(aou|MAAp<@M<>=OlsetETF@6Tf@ox|tfMJaD
zRl<PliVpSAN6R7$lCp?Yeam+FDWukgQA6D-L?K6G1}f1!OJP=d^GxdP*SLM}z?B1J
z+kAFo-53w!@>c79665z63$bW!oyI-E;b|zz;Lc#^Wacw_hUq>h#14;<{(ay}Pqq3W
zyrSZnde#s7fK4^l-y&ybHqDM{p03!!<5>QXyb5(mC6w?~dWa6*mhTwNZ9dR#Fy}cs
z(~wxax|PH4Jgq5x;HUf{kQ(k*FF5RuEavSE5x0y^)2|RfGuh)0g!J=E52k!<?Qf8I
zxQ0hJNPxEY2EX-wwt*o4=ly!}?r><5O<VpsV2u>aqluhOjt3<Gy@@$tm=@u6laTd_
zwdR)QP&!@FL`-=HtnHErFeO|_qIL&cxC!3kl;|uW(2VP(n$;Yc_)spMee?x<)vZM?
z80L%gIJ6n>V6|W=+@NyeKLr)fa7KH`xHis(<-d*on_hY4oky;O$iitB@v!q~yr`73
zKK)Al?F4K&2k%b0aED@{k(n%)RS(Jjh+SD0nx^+_!GH$o>~>Xn)2r*|LxBDo4G>*d
zjRud-o2H7#qMlLo6nwh{BGtjRqY#9sJ>%zDL+$iJJL6SIKK6i}r0dp><&ns?@6Nsr
z%$ZP1)?}+#5s6ruM=!2(6d~gA{|SS#(6|j6KpZbIvQVZ*Q#E~nZ=LU#(rHsErcD=e
z_KFKfkCYq+2yrPMP$2I+m_)dExX}@Vl~=2wjkarlr0y&U?W*-wIytX@`05Q>AWDw9
z++|$Y^WL;p<&UWMZYbXhLyutkMti5E%s%Lox3VT;Y8KgEv!;%N-bepdC)eTRMc*vf
z(WA4m1ikPo_T&J7(o=ZeG2<i?j1c#o=4*+^JI$pkTZoo(4q)9$+CUA0U~nIm@+Se@
zg4}Ptf-nQ-+3X+nz^HY+b4P)qs^Qd69JfGKEgV0hr(2T;TWEfP{*zwV$Q=|5!gyZB
z25>C+J?JOCXVFdFb@Ii?)t3+xN#Xbp4b{`qypT>o&W3UzSv4;+8QyAk0&whip!VX&
zJRqUepc%|`r;%3g0&jF5jSWYutM~|c*h!oF?}lxw3vcTdpx0z42w}yR#u?zAd(r(^
z+BK<y);0?~&cE;a&R2>NxPIG7;Udv4zpY&bLczw%CLQE6&05Xeq>L15NIy#3%EsDk
z&$*u{*>O?mxzXHZjU!38lJ4l@$HcWXHyy}o$N}{?JbJ0{)FV|_O^_wvVwi_<#!NCo
zw%nG%q)=~4)^6au0s@<2e^4YybKUv=Ng1;Y&Jf&#d-^%%9LZlfodu)`2^cjWYLLW!
z<HkP1YMsoles^XJ9mhki=(}`!>P|(Zw5KLNBgRv;{WxWwqT>%XdALv>Z3?p<an1RW
zFL)z>-Li)#&9~?~PoO1@*vxk$(e?~m(l&D|q8)QKYg&o(t4aTM$L`I?l)6wK{5^k=
z`}f9qOLFK1c}r(c;C+l?Q4D17!uGs<8Ai<>^3GH1L7mbfHepB%ugIWJZkqV5WLPl~
zng<0t=4xg#C=-0dJ#mxktxe<x6s$K1mwT!q3|o8G`Llp=F;IK<AWLatk-Rv}{N=K8
z%sZ-13EhgitTz)NOxsr3mb|>2zR1^aoFSS0G)7e_Ib@=&S(_wDPKpGA5@=lQ*ChO%
zmKpZsVU8KvuZ>=XTn1!-d)xKJJzY3;|7UD&!Rj;WHQ$1k_0-D7^o;rh-BdgA6R5tf
zP<MM6ALc#AX39L(&@`Q}9(b#AYc`zErgAG!a!v!+0WNaD=h=aQ>$3IOU*TJ4+w{+#
z2k>?`Je^Lk=~Z?Hhuq4}eDOX?`udX1d5I|o{z1YY6iEq9HKyb{9s)PKINvYg=qt!{
zgEWjUh$_O_jpUDw9gA>$vXGfe^~*8qHru=5c8t6v9!U&GUsG`BLjk@1Y#e1mAoZAl
zuLRe`Ri?#ZkWjd`ozNGjMO+Z&R$i<Fq{-@2E5&sO>Y9-J)MH`Kil{jV(oX5pb`{Pw
z<wl_2@s0&ns_3b%R^-nWJ0yHJWz)Y<1wjh2V*1p4ibHAb@ANn0%eV5>;dY#)vqz&y
z?AtlkVKo+Cz3TP1jYqM{T8DER(a6M*>o`kBf)DeHy$+0Ye!VO6`&pp6no+>`R{z*$
zR98a#iJQ1*45ITNEgOD(?*iFScd^jW9$Goe`W;c3@D@fE=Ai>9uYk*cW>nzQC0P*E
z-ND<W8K*wUY6uzo=@0Bx;ge{MxIxVyA_YWZ1$7UJWW3o;{+Ns+5t|y+4B(E9P))<G
z!b6UkT{bVDgr!C71CjGm4p%pNp}!D6jGKF?lsJkQq^*C5{VQQ3>!c{KXyGh-lt|?F
z70{`>G28tikf1yxRZ~Z}DtBODwW^lnLB4Hg6&B7g!pt;r`=};Mm})W1T&aXNWYzDp
zIoHsDYh%G##(Fy3FdxTmq>25Kfd$ah7+4^t6^yI8mSB!Ubv(5h|3?chqzbwGl$aTO
zBlFDjOMwN^cYm@;yhlFs(>?&vkPW@KTCV;kUa0rOC@MV|(buO`-_P!gSBkH!TyxgH
z00)}sO=;@$K96k_|99T7>92TL9cFP&vUF-0xC>1C%;5Mifw$n+4hPw>fy6lrojUlo
zVrG7=rj)Y8few)j2mAJao}orBW8TcAW=e??xd<B~=+#m}M&(t^lyd=>Zp#Evo3>Bq
z8(Dq|v3KlUsXbCnYun3b6mz?4?lS#bWrNTT@~a(Rtbc#TYA}6opnl45cGuPZ3r7}O
zcA3Baicr;8FTM>NmV+pe>zpOKXpcT}N?>28r~eIgWV<IZ8`f<Sb){{Gmz6Vk;#0)K
zcumvyU=R;ZR$$#XR@iq<{^MLRILok-$Kq?2_z@bM;duq!AUTYO8b%3S>Y$%q@rdzw
zJ)fQCtToPH91>M6AANuUek{IzRp_l|qjmkAol7b#mDW7%p1JNmzWGHF(lzztwqZ*a
zK|i7ruTd1rG#d`O*z=<YfNEpkT09^$9oxEQL)|utrM_24-lJ(*_D+5M*d9CY;8wpC
z)i}kAUtCxuUQ#F*d~Y^$Bt;jyn^1ZIN^&!Ea3vse-j0~lr7OcBsVkTV;dK`T+w{(P
zMJP1G<APiRZ!iK$(_|Nq^pbK`_gmYMbmeQo*g_&+wlQv<<X_+KR4<IF^7sx0(f+TH
z2#cHef2R~MC(m6`7=6s*?_!Q+MVo~W8MiYBZ%hq@gSi8I3IQq%`xztD%SvTkf3fTQ
z^wV~EcZSpMNnnp&xi4hY&6hRr*uPS@bS|1`W!CnJOJ^~q<0+wSWjty*mUC>ZP97b6
zSV;Urg;6IzJ=I|nyq!Mo97oe4pb$6d?AUP9?A;VMHNO7|HMoAiMD~2%=7$E6S;76K
zJ|UOaxZQ3c6b!z*GP$GCT>Pq~a|9QCe+CAm*e&I~685Ec$VGMuS`wzO^2I@d?fQxB
zwfq^=M0i>>-u=-){XD70ty4RQQb(l_b1Lbo322f`L=2v}@lQ3vSl-Bu7kt+c8$qGE
zKcZv;>S&Uc3#DHb<u+=_cRF-BG;C0vcMqm2Y1)BdUSsfRKQrq(<W!OMm~bQ^aQ5o0
zQf~Jwtv$7SdetUGyu#6Zq*RwN?EPIPF<w=6EFA3Zg99@u9}cLc*OGnNz<KPB@sv<F
z=9hbb!Wr)7zGscxa$rC$^tJL}690G|G-KMdNzNf1{}Y&0a$|ua+y+D|Cn4Cbp%uQj
zZ`Tu=Jl0#6OZffi(aduPw0H}Dn!W?7saD|61HH^?Za9%r`!IvlK#G<al*l2@U>Uh>
zS{C#j%@;^SA_6^KbeNz+cZih{#yPz}6K(N(lg@mU#NV*4B<CFYew=$3ihE3)=~Etm
zelI*w9kRPOgppKNa97~sU)`%El8v29$NSQwSCe6ScUx1gGPdos)qH0r@{OAQdRp`d
zIF_Wx7QJH~mO&%Z^se5ZGYmGaEbq}O9hFzU;xuR5IFs(u*qz-+(>ZGM8{`6N=Ru>P
z?B4B}Oe2rJt#5@oFQ`ABZ`>!OgI=-BThoK|9c~fym>nQ8vs=bJdL@n|KB;1QE-qL-
zDI9@gY5C*{kk`7>*rh&pNTKY12l<}gu!(AkmB;;!Cw^4IU}L?L4O@NU9|g`oA$=;0
z=i=);_e!#G`|}}F*wn-CT|qSatY<v`u#WkYm&!rD*N>LEik<HAg?lZpcFzz#{mANt
zaNxE9OzbX8dV#XZ#Kd6!h@AvP@rF^t8>xL~#8=1sr7L&D{dg2osMNWs?6xV699=6Z
z-iw(sR33z`B)8M9yrz4~rmOCNj;pS2+YOIlkbXuvxe!x5hH!HKW#$)zbMbR8`Js+#
z_pGc)+fG9}Qis4tv-nV$Gq_i-!4K5^CkW!~%{JGrfkFyzmLJS1f26?R7<1oXax@TF
zu6E)F&HYr)3o)UwN`vwxxhbm_3>A;#mBJqI8B6DS57SLNyz$czRd{HvYx2gxK#1fT
z)CwjDJBs03G1E^{e91^~c93ojt(aReb``QPs)tUYagS!S<0`knXc#rs&+)5VX@gNV
zrA3D-$;Da@yg;SLXg6-Y`{aJjBIV+8lNW{Jk|&Dt*fDgX*Opa21>SNZWOz8!Y)Q4X
zcJt+#53<+i{!yW)WcTk!CvfKH^VC2lgDTo4ueaZvn*Bo8Ye(UpX|an|zti!af?o9A
zFp%NmZbZimqE&C<KC_(#{?%h@bC`wnIpj6N{oUfk(tBsUodzz4B~Gt-|1GuVPy*-@
z?fyO$J)%sX#)58{t&>xMHjP(zp80&g5ZS)kWt1+R0dD;rLAW;6kI}E1Okf&06*lB`
z=tFnpWO`jc1qiXGJ){OwNtlFjvFMv5PzNA>Q)rI<mAvpY;LxVcoH%j^^Qu9PTL>LM
zxlQ98CqbHatk-35I9wTF^9<u2I{tM1!&3gg0AE0$zeWeM=1djt&Kt(Gp?)<Dw#NpK
zV7V6zN(?t>FK2p+G=FZAqONmOQ`3fg^t)AaYBH+=x$a>zn^m#eM*V1UM!{b`f8oLj
z1;2g$=36f-`24+BS}!She&PNdouO-%?!I<W!OdLb&5IgtRzH4D!9lin&nkG%JoN5a
z4bRQJbtZ<FUplGhF;AX98P9X}#Hkp5x;~nJ{^ZSg9_zA(W6o=(7=Fmh#q-Y|H{$2X
z<rM}CIgvAweqZ>&@O4CFLu|eus1h&bOm|FX1xur-kPF5wCzoUUKu6Qeo3i$gqQAsA
z`-pLfFLIRJpU+d`hDjMXu#!a8pqUR3*ka<`nwYp?vKKHW*ij+&8&|d!xh=4D!H*Ss
zTr)433hV%jx0!_?FeEz^riIL6mAhF8n5@eA&KlrqmDrY@4iDLPr?OeYP;vU{$*F9N
zi%Bqu!ci%U9~AubOm<51$}8nU-c;~6u2knM3V!~ri#HY({LsrwudHa=9AA0uuAV=C
z{mr{E4d&murFke<`uHUc&lg*#V;(wu=Q*D6PsTJm;hu_Vf9ga$-mKRz$8h`H%@}^v
zKRM#Lmk!7C%v_w+<8%2r^<FTkYEo0sX3w-OB!6%~Ddb`mOMYJk<jCV6$_oz0-iQ7!
zLn%P9&q%9GSW;;bt|8%26~!Lj3v?~WLn0)9P^5VSFk5Nna|U=o-F*VOWlja7OW=fj
z0R5B?*=O!%C$n0l(Ckg3?6eXE*_>%8A~{or=h)6vmSsNEoSK@-POEJFDf**c*qFp0
z#TIi}2$s8-b5j#jiY?xBa)u`JOLr?rkE^S!H(z!enrvs@x^hdS@6apP@5E#~b^Cry
zhGTbLipemyd?AL<-8vh?kNIatqT>7rUO(l=aOb2S!^`f?7=Gk>JtpVut;6xs&z+iy
z;pVKV%f<IWI)`V)`q~Y%YCjZy$`<;ZA~KZl$YyBW(k=nTvgat>N91c2pb9_-Z%$fP
zA}55PpcNMPbG3e0@PZ9wwI8JwgHI9;M8etK!b*i8$>&rkNmvw=okEsGy$W)HsAom^
z)0s9z3Y-}%*v@p0Vlr89Phl!NRJlKyoz7-om0?h<)Tv2j=}t`rX}bV%U%78gPE1Uy
z2&a{uoX|sV&C<@pI~NPawAx#^^6|^Z4l5J-$nr<do>L}t&U)kA4Fxx68kcS>IH+{v
z6$OVtf63S5&BHI9)#G!e>!<YioaMPOymtP=Xr5Eo<9W*GNAr|!)HOUebNyI6k7>_J
zI83tIO{hjg`MG8;JSwuq#b%F}`Bpkii8`t@Wq${A&H~nlD&ZwjZKxotkeDyb%XB*m
zL&LBRX~+GtOwyx-$RO=3;8wDJO4xUSpc>XcNbx!}cs?(yGr@Pz^s10EPqLoMdc3;y
zZKr|-EbWul>xMZE14Pzyg1k(`X`QU;HEd^cn$q|uCsdus6jteka!s=MIH6n?&~rk;
zotX(JtHK#PQ1hK*81!8^r1iR$Q?J=P_wifRW9rhvg*VS#Q*g8R%B8ysZsyM3xTE1_
z`Swi>2ZhhY@WWT@G5qMl$rx^3xS-&m<k@(B^XU17c>dzG(fIsjJDw+3nvLORP8A4K
zeH8s>7^*m$>ZL@u^gvZ)Mv@Va#f5bhyll%&Kf5Y&T}3Q=US|D-w6&C|Vb!N?vD$(i
z6qchzF7V0;s9V}{G^ygw3|_@`o=w7*WHJc*-CgogpwY3$DP1o^KjVrV1v9eV@rq!P
z@VKlKGQyq2ebswYP{76y#>7iaW}!dT%R<FYPAcAGhp^tUE+?h=NpYBa#|WTyeP5w9
z-+Xv3pH(C7-FWBh;he6{zxCSLQyS&g>y6hn3iDT&?#HN|zxz^*+R{sBV))$EnuZ&t
zOY<6T9J_dSM7ncVM&r+4j^Q&`PmM@-TF(P9TbNO#3wHs}Z`ad7*1~#}sje`jVD|<#
zVSFz{ERm5SPvJqK-S8zPRHUe-52(J9ENM!tU^^TPzXZ#J6(MVL&lk^mwBL03T^Zv$
zSh<(SpWG7dHO*r9s}SqEEy(C`=}HH4u#JN~@Rg5R5XzL6bQJcOWkZ!3W=_e6EJ&AE
zZv|T^t1H$gC#NQ2+GVOuEXT<yNf}7y`AVSx+w0!NX)H|@D)<P=U3K-%Wh<9evmU*7
zqc*4D`P26rjd(fUzWrK^TlcjQ?T)>CI))#nyb`?}7e>pmwD8<Ay*#4b?3F7qJlD7w
z!%cgBwCwVVcA$~x+aewqQa(@)C`?%*Q_rJ7>xJ447%ygKOsFrakMqblCC^vvK%`~e
zbT~^2^Oi`Ag_wLnw9~+%c|n%Pc~y8$zq&(&xx!{u7RV)~!AljDx!?tx0=en10jeFw
zMIK4=D#`ix@e3@p;HJ>xmf8bz%TCr{b$bP?ZQA^qqzExhlJ%oPO!RqDg`OZ(rzTYn
zFfH30^=>$sC0FV7IV`%BYkna+`9eYrK6>wbDW@jMdrOy3s7cIYufMXW;JLhi`?`jk
z^S4eZI2O?jJBH6)t;g`9e?EpEx^gv!&t4zRle;v6o27aTH_RFJ@M6CKXkrI|?(l$&
z)q2xqV46ZqKS8w|<aH!Sy1iAAL3Bz!86%pVBwK}j)~0`-D|DkZ7rsV2?^KxxDOs8q
z+AdF_lb}|HNlJxoa9<p(P_l~2HZiHrjW&oW_Y%X2RBvNyGu({<*J~p1!rq~$X<+W6
zy+W=_{%7`zmx5Hx8tP?9L}um7!k%H7cb%z8uTd^IM5SA^<jOWKn3EHqPl(~i?#}1c
z@Miwy>!*)unw(g^p<|8ap{47-#%1o}^>Z;U?d$U~j!V}^I6id!oPrzX>{UIFVdk$b
z#_-(P+wpj_Frv9(<Ru*P>u8NOVzC5{0SgA%i$773JL8lK^tM9*TcAW`=7qP)xTdNK
zzsFRS8%aqjW}|&uB6wb#o(trMT&91XD`v~lj*GaSeFjv2u9%JOvPpbWdLN8mZwmT~
zN`45fIfKky?^AFprl-yPukIDELW;|juOefY^HtCS_9ztHtCfOHf#quu-geVFJv}k;
ztCAq)JIAN>N}IjYDCad|yju$=H6pEhSFdYC<`=In#0WldC0-=Pkt<b=V58`t)Z>lW
zYnSzSBX|Af7;c`tGg>6Gr{Wb}&zjQI6^0h1hAvy%Qx#c5B9=$!U&3F{rrZ({K&RA7
zFyTVp%&+ZGAs@NM!kMxtSR*ro_Bd!Wg_ap6ry?;k_@F{jo`Xc&w8$2d5y{<_6l)*g
zl8;qIy;?4qtWhHYy0l69iDEY%)QQ1hT?A(_>eDsHFuYw@c?MOcfh_RUb_@S;GI&Q=
z99Vz2j)I1cpMwN$UavzDsj{^C?NW9^d-f~mi`uiFeeL=w?J}7cURyY?;KtnYLL+vu
zTu(<`4D(o{svSu4(A9bj&tDz6YNj8%d~ow$AHnlFngj`E<dsXt4t+MwJd#)$8EpwE
zV!H?;&|WQ7qLJA(3v|Eo9u~}~3e6OvEu5V%<bORWaxqMD)kFX;q%0#<hh~~ohh~y!
zV#%5e?2OHe*sV8di_H&;^TL|IiV|gL_#ot6NY4Lmnl4MXBQ^7PtB#Rpd#wAWnKjJJ
zF5#CL#?)k1`71=53F)uEQ*$a!{5CNmlNSmW<q%ynVK^wyYte?iuCBazy*N3kJe~TT
zGp3%geDCTpQ^AY37Ed45o|L`p>J)GzcWL3W&R{W*U(+5Oh~%Ht<IQ~IwDzP7^HS{D
zK?p9#9+{b&AHmIhCSEp>D<t60z6X0i7M_ue2@b-g*<BWnb)L<rB)oH2UYvp`6|t)x
zzJMimfYglli&!#PI{#teS?)hocow`SlZ>#En&fAhU)&?yKT&r^2E#d7^A`Lj1!8E;
zg`dN8>@S1vM)064=#+bPOkpECIUQpOrkP4g$qGl?oF+A92Om}n*T?~Q<=Av~Lb~Gj
zU%E7t)wH>>I6pn5Gx3(Z*=YqYFZ<QJ_F7N8e9G1|$X_~tQQy@#e*JPxgF`pZj%eeZ
z9MRy+6$OW*dh}-O6`Q$o>_z7c9YP51i8^*Nu74UV?FeU6qyp!?1>$0;3rZiN&00~o
z`#tFuQ3_E0`LeSxj{#L-CChjO<#4I0vmj@YorM)5i_S<8;tLV{sw|cvr%U9u($x2A
zqIUtCazs)QrA2$wc!V!F&>WLx@awc;%5;5DVtPvBaN0EVdVq6<#gZdBsl`&xn$vo*
zT!jSD1bO9{VQBc$xm*mt<HH+P@K+Wuno|mXYUzrl*<kj}^|J*{sM$*wsxhIgt7;LE
z9M4pijQqk$<%Z#*>I<>kV-&B%p08;h(TxcXioI8`;#uJ42CWWCJ-z|#eFLmrwx!S(
zjerh_h9N+wjeowdgZ77kvg)YF%pMh)k&&m1%qVyvRuS#=y$INgwEv6Q$1Q1z?SS9Q
zcGg7RzIUW5ip+%GBP*SfTWPWGAyY2+6duUKh_2&gvv7|dOat-RC%Z*-C2Lat35b)O
z_=4QN&ckE2AK0M6l#IYMujF&)l-l%u`Iu==sZH-&XL4p%!I!+lMpnUJ_D{y+Prr1j
zq{kP|UO8zfI4H7ERB+R<uR973oZmbX!}H#`7;ZXx(;gN;;k<@}GKVEREy$3O`+&jQ
zBD@FMSQTMIn^aNeWy>nWFR+vL?3&yLXjJ}Vm1Lp-KvXnS!q>k9>}N?>Qr*iT+^SL*
zG!h#=8C6G?k#%IbV6`HoSV+ZYA9qA30ahC*Q4?`1mU*uLucXqP0-h&-O{70KQ)W=G
zAI#wWvI_O{;Jaz{sy=?uD1PafnNz5DZk`T*(SC5_a=|p!Rk(?%5$#+(S1{C7vu7_=
zG~6s+x{z0J!>C+89wYkj%~LU=^OrAaxM`HH#Bg)wR1AlKtOy{oufKp7{iNCq-%FhQ
zZrVErjQtG?!BvE-8GO4&Ed#^`NI;zZ`xRXcmiB(XD%dr6t161XL~o9RDqNS5;wqe{
zczi_&q7XvLqd;vgXox@`NdD(BMMrI;Gie*pc0MfO9hQh-cr6MWJtM}S&KhTA@<|qQ
zN3p6iX$B4jWeXLEHHy2Q^nOSNF+MhL9)*bhLPFqv;Z#_$AGnR#825GGhLo4MId<dx
zjHz+&Hp(O1FPzVhnE%@07?(xAKEnN3Pr<?CC4Yo_bN)Hp&uZMmb_yrSY}&1OmjDmJ
z<F~4RroPL&X^XhDC}tr8%%TdDIvjpWmv%vUyiK_$K;eruk%1NNvqaV*i5gKiNd`hq
ze1^cF#)`VOOLX3$YKrxW&`BP9ln$okq6{tCyM*SN4x5!GWd2l)dor{%?hVmt5$1d`
zOS#^svqXSv9&CUsr7&$fCr^hzW;g9?SPy?F$nfCEV#Um9DRXUMRudpsf2pnsV9s8;
znU9(L$gNULfSIc&M^dKV7$Lg2FhX?BevSY$5)NhtXHfz?#jNrqUu+@9L)cE?Z$Lb}
z2R`#iBT&Ysfk70yPROzm3Y(aMKj%gTT;9ZI)4@2d{5j=avVT$)Jppv-RscsPn4pab
zS-u5v{|Tr7DoQ5HD=lkVgI)Es_xCJdn^4YXD-WiPY13TaD=<7|giCgFa@v?Ol+d5d
z0#cZw>NCSzsysNHg_wUL>2W&i!7W^%qLQ<v@bB18`AjfoJH;EJX*XxDRZUYah6lN`
zSBqNIm`84&iDiAR{_;$W?ZQhVQDa^@H^OT9$_U%D?sM2arm!78!V4aiC2^v7=b-GP
z#16<hw(uuwLga`V0!ovHn-Kg1S*7JspqMt_1ly-&t-fe5Ln&}CmZ73Yg<6;y&N|gF
zu(a6NgShz`hJ+sZ;x-j&(ca(ul=*`_(j*WSTA=?P+M%DRkn?I7GSKf#PkS@=z3D8J
ztP1~5O$Q&)R?hEM;YbiAXq!hB%}r&evy(b_mo=s*RiV=n^5suu;Uqfea-L^9&QS_#
z9X?C_oo25U3{zG(HglIwnWl~eTGvaao^1BKYm5T?jY1qH&Y!Q1B8RnwQRJ}bjo|tE
zDAH&i)`5Jo3_lMv{Zv)dUs0$u7ao#@^z2V+GMax-7GN<WF2I5;0oIpo5!|JeL)w%j
ziiA|{I8SXX=sHn;MdA6MQ%O6wDSl|!qVmf7Wl*JA5tUcrnHnWT<K7vyy_yjjyM-)e
zN@S<0fEBjSF8n(cEZFxZvs2UN5B7@pp@`wMdLQWbd$cX1;`Gg_$*D<AfIPLEIX2}z
zvI{4$7Ve#z1&w9pZ_}<oc_>^JFPVnkoXIa7HDX%SF63ic6wcc*+&q3hALDlR)RA~o
z#XLTW*c-*hh!!*FpNsBVI=Y*ak%sUa5ZPab1gWWHWlzX|$}#!vs>sRpJ_RJFM1YTK
ztZHdpVnx*ff$j*C#4;GicdD>zRz;N+Ei~nUNNe<<$SlM}pREYLf=aA{&sW6;EBhG8
zn5~`5nfc|E5G2!P_`a=NvZ*Xd@~KH`wlg_NrBxG?)X8T8)G&Tc$`jf^(FPA~icLy6
zP?&<`d|=S8O6SheUYh!G9v;a9xY)4?b+R;NXe+gR1}jSIiN>rE>xq*vw6w&TJ5w}c
z>(Z{q@Z793JF+^DJf{z4FFdCw&Oax)s?WidwF?IRr@;2VBZZ-AV<1%+)u_z^VP|EH
z4y%*mAcya_fbI+A7+}F1q<w90`xR2i`0cZzmoQXrRTRHbnxWUK%6J!f))Qodf=o*y
z!fVIHRe3=xDxm-Q8ttV(e<aCcxr4Pr){Zkd?TPJZ@<MJAfnW_aL4d6JhkL~fy+~h_
z<sk$gG_*n293q>xhIKP_MiTL&k<Drc;8JlatLXHgK0ldN8ozmD!OUtB<uBMqtVE8T
zo{g2rjBROB80MjxCWT?<j>f7SG^)iY&zYy6BSqyon`utlOb+oc_<XG_T;wpP%BH5(
z7BShX6(Ig%nK~%RK$fVQa^^)Et*V+z2UuBDG$m^356YcLZ^9NeQ$hL>T)5BBHYLaq
z9I=7^pOeY+|3QTm<^8;4$F)&YS)r%k{~PA7?4=GVP#J$vA!-!t!h{FgbaDcOkvlUP
zyHE`al{YR;XQ!rqk5qx#^b6VSq-?I@TyR7$;fq*gZ_K(!v)RAG#2B-D(#)y`EXHj0
zh@l#@K>F8a6dbs;jwm>6(L>e<p10%i(BKj-Yy5ANWi7^SieH5L%kY=xWzr3$X_EGJ
zz{b=^$O3$iB?1y`-+bB|qe!`3d9Kt6yuDxcSQV8{NoCP~g~~H9=37#&Q=G!PhVK)f
z7DY~C%dub!OPGqB*hgzZId~^1)=iD!fWtRP{2RZwSG)woNOn4YiE3doJXm=nOZhYs
zTQcpdIORd}I$6lu=0yqu{#%LSD~H$*>^CmdrY9%wNTig{=QIJ{m_2pW$ZBLAJ2f+{
zkvLmFHXS4J@O(Z-ZoU#D-7t%`f`b70<9a-K26{X`7bRTOkx@=LwG3j8YS-`vZ2V8l
z#tXtQCughWh}ayNI${&&WeRJ2U2OP49_+`j`)$z%Q>cVYwJFlner2b4U(*b}M)OeO
zd0A}!32W@MRKEd9B97lq*wS^_A&clK2I!r_=jDp*n7Om!Oihr94}J%>Av>}!Qu7tl
znVy2kga37#3|m;7Qw$pJc$T{Aoe)~&678cq3v+NloYOTbP&)3;PECDIcBGm;S)PtD
zUOF?Y*&McvtudZAkDSWKn4NKsjo7&~A5+52S5+@YuyWcd%*a-Z>F`}Jda6vDr9fAT
zVxo?W#8I!NbB++%UPZDm>>mvJlGxjP%a%=|_mL$3j3`c`LM19rVmn1~61W(+xr8^r
zqV`J{;A-WlHYp!EB(|wQX{`Kbi<72C#YrqHi<8(yt(?!_5eyE;OBN_Wlu>dT#KV+i
z-Zx5M^C|W6H8{drZk(k6(HocYFi|B_I}1fhUbu8To6UYsUVHLXK1TGBb0tHw_H4bL
z(}>QM&L1{3qGwN3O%2Z<JyTHdd~UX0)`ZFBN+(7vKT{tOCU;alTh0vL#tXxz^7a7V
z|BP(Nd71V_0UrEc^xmZm^0(iUoit`t%0iiv{@#`Kk#$^uks?F~Y*D+Pqhcg>N2GDS
zC_`+)=c=L_Nr<G=vKmQ<p}$%qpSVDQfw&q;bPqiSJpb3A$UAb2RBYdoxXBqn^qqb3
zUGhdO9*h|%O2uS{X1&XH^Yq-b#;|k!7y}iq*!k&cC0b6`XAO<did!<Z+%BDUW;A@J
za&}JRIbS?ynHtae`I9p-{!3>L$0B5=R?~3c|MYVrXFi6Txnm=dlbcl{M>NvkC6XE`
znv<40(t-|Tgi_3t(q3;;ln1ofuZxf%rWeS6mDVI#n4+0RT9qKZB}$NFo;EvBmCh~g
z(w!phi-F&kyK|yGoVq*Fo-{jK)%8a*O-pR4(q{D-Zbw_CCVLGA%^`Do>eN2*D(S;{
zL$iPC$gDY~UUApqqN&M}Iz-Z@c$C=x^2xcJ@hfu7sY^%m8qG&9IkOtgg_G`FPNV<W
z!tq$n6x{l3jDGuEQNwe^vqxh!J5#I2@ciNPBlVj<J(5ditO?9qPAwzy0sazD{$EOD
z1Rtr1K4+rdXpbsn1$TyCMYvc*3X#~lUzHmXC+|=(js5@sawAB<IwaM&BP{;lgeq~N
zR=8KHA`lUrpu4=E4jxrRp^<2Qy@LXC5J|!RSdr6PHPOH`mk%jYbgc5mjzdTCS+z0}
z`D3%wvVq{OiQ`2>HB>xcA2v?Pmmf>bmo(33(?{nt((5IosF7}+$rd%z3#Us(jr9ES
zvn4Ha;1)Y`F)=C^j%cLkix*<sCZDg?W2EQi&W+S>{!C0H(~QUCiy|t7$)XHkQoc>l
zE(^nwrSQ3o&s5p!intNP4{_`sS#tNEDl77AvFpi1JEwFAQ6EsLKN(At^Q2a%%_qC0
zRZgxsR7glCU|e<L+9LMipRFzO=0>$e-Y0D8EQqyog)(|}*-f_7oGboXQWSXY$Q~)F
zvaiHMwRD=z;{7g8pOn~}ZYC+eR&^3KcO5Lus+PgFu_LSDhmY+T*YLb`VE?Rw=ZdBM
zs`D_gUC9>pJh_s6RKat(nfZDQ&zH{X@mMQoVz`;B#^ZCjISEe({}ve7S&<!ncFCT@
z>KvCe`+HRSQ%`&QEXbyLQI8$_WrrcQ|0DH9pw=st<WUtuUFcj<vwu)^ggIr4VBPc8
zMU>M<VGpqvO45v4&glvxT3-iMg1M|Pf>TZ2I4O5il^Fe-I%D5v$pIf%B}PY}ikC03
zV;{x0;&3BH?>*Nnv8`?QqUz=EaVz<u+Na-cjc0T}^{3oe)zuxnPQPgB_U?<E_jS|x
zUdI2XZky!xqOZnBd#y0t{+4sMGl-ki^Gw{`A3tp9c0!!<)e)R;>v`PxBqf6DBf^L{
z)cQxAg7P|DqE5Ra*LI1{Q_>Y<ta^uz57TFKQQ@*aZ$cc?q|WNVnxpbRu1^z-I52)1
zkEjoeiahqd<MLlu#fDK7w`LOuPU#{<PHj>IoNg_TF8iYHM&RlWElw1P6F<OcbcT@F
zIHfLXN%~5b_!yl<hViNyhDYAwSVi=U7lCyc8D2^xzTOut>wi~fgVRwmkxr7PAbg^B
zlbYwP%Q$Tm;SN*^oDi+bciMMAe}fCIC^;Jgmz99dGl^|k;Wyhf5<N?|rx-k5=W8me
z)F|<!j{J@L;2{OiWcp0^`59!M#BknYYw?*q?y5U#BgB&N;Z1yVWz;Prqo?=j^ozJY
z(~TD6L#DXyqLB{w3PmQ4Z{sopx)4zzV6d-xkIn##WKJfv`q?krX+^&#gF#&E5T#{5
z8n%aeDeO^O663lmnN098wa1jA>dt-QtSC}Z6BTM^NHynVY3zJoB&fiZr4yv4L`%FW
z>ZU*$Krg&kaKlNPjvU&FwV$fWt&?QM@m;oqDz{xXTHYfF#W`7v)MhFYjuET8PD`~V
zD0R579A>R1V;L{`<Lt;^#1ENNW3Z-<Q1CKa%kl_?v%R)15L^D{DOMn1+}YIqSqB5g
zlDgmOR--+x;L(70TN3^<=+IMOpS$C_^*kOmv#71Q{k8N5d+kJ+N{2666wWR9RF@o@
z)XydI{a;DQYv@EkeNBOSpY0|rQYKtDK40)pBxK`xYV9D!b6TK{2}4bulJr9<s@YtX
zLSO|>j+P(nv1m=aMU3L!O$fm*&ha~;n&C$bSa-Q-FP^|MbG@7lH;ZfqlDV^TS2(2q
z!;9o@I8_l2E)R}Sxiz)g5YM8_)EDJ8ytkJcM|u;~3xcL1>ve~u)Rv@_^9-wj%54j4
z;qmg_q}SWb+>&J4Y^<gfnKoT@Tt*@J@Aq0iMb~#zEOk(=DXcHu`i%EHt{0E*v0;27
zTGZ&pC#CVh!%TeQnwu%cJ<*~lZlMNrc1DXWQmtuZ|88oZP7Ek^lnT*@qDKN{)KAH7
zjv}Tjnn~NjrYHBF;$ogjjaVrsd%w)KCpro9q$G~jo1r!v)CNQDfJ?P^8bgXALrCU(
zO^JGE+>q?gqjeZC7M^N1H3p+j9FxRdjQZ}UDp=W|d0NEiMOB8#?$4-)@RA~^AgHmT
z)=lrfnY9-NZto}9u_j9vxBW}(C}~Eo*H<!-cf5k#Os+D<f07;jfU#00k=eW~J}y37
zUG_Y7`~#P{i{E7I3Om}2RyMjBk6BI5`rE9*jyZnx!C3hb9e}z15K}meeQ>byh|w`}
zgMb}(xF4tlM3JzTqAejvA395DcjXZg!)1xFW1{GccCdkIlG_W^LV<#<$3-u6Y8;N&
zv}EFEg&MAVS8VCHo~JH%>M$8P+KN)$g#mt0_&}s#s9~+Qi@3icn|!h4aq1pK2NH%^
zkY%?>iNM1`NdT2K(FRYPj+auE(7R<LL~@<UkYuhntfm67lwxf!dAylStVKhht7+6%
z`bGM%vAE(V=|j(3UN-2%`YL<&m_F1WCwdGYmP+5LuMj?;KJ%;|{W4g4+M-{YQHB?{
z=%;Aw@hYLZNv$q=3+x!M3v{pGQ-U2#hh<B&-w6tiMDZ@s?y8Irb@2)!m7O*Lry&fu
zNVO0SjI`;5k2zMOYVz^2NVgUB_aucW6@<?0AwzGDGTUk*$%(=-B3wpA-=c*oMPJ=u
zr*JDD;VGfnH}@P98&tsrE<Re7={tLr`%6`xI~}pjMTxm?ctREoM&4=4)hW}4aC7`A
z2Ofaf-d3A)!bpqteV0Bk_MNYG=!5swL1~*l^nLbCf$9wJxITSYTd^|4z0FP{^K6+u
zK-;$k@}uqX#{$I=9X&!iwITrDoEN8K`aEREA!g51gr6Y}Vwk4BZFyxJ<JrJNbZ+Hw
zVP5%^O6UKDQx?4-sXOXcLAuk$>r>e39pLfY$onV0WYo!GQl7&m)P@`GIF5z9OW=?W
zO@c`t9-@v3l-XIWsslYl_p2A?MdlmZQ=_x5%A!_N^f0BOOgihJL`l#1Q5^Rn>hkvp
z`-x09A1r<x_dQ=(z-@7PvzJ+2j|4g%k9Pz%m-`zHfy7k1y<*Xa(nhf%P?mXE9A6ix
zFETC$50aj@CAi#3ZAi}D^m{Ax0fuc4gDq;$O3jWhP@`5xt%|94Cl($3Qx&O`B4$cO
zi2K2`dn{^kPTQL#-99`a&npSCa(|kF9_(FefJAt$3NJ=v61d_VhIefl=BB+QY5;bM
z63fdnv9d+Gc4WfTfUzU*f#E(yT=zO1auOV^6qt9Ac!0V;?>#PrHhZ8_JCg5_z@SL+
zzOu@xstT)_<OQ(%BE)Fw8S8jEjyDqqAND0T@<B<g_qAskfzd?5$OvXm*6VB_#6_kg
z7<HkTN_Zg0O408K3`grL>tJ{2gWv*CHbE%6D2^JS-S-sXh$1-5lZg|YmXgnQ+SGlr
z>xW|&xP$C3KYX<!cq1e`q7K1uoY<OJW1p(|KB%fvNZC(Nzev3JN9CRi+>xWUaLXz5
z5q?%JWlGF=zalmj*pw~!JV=tiT?Q&C%?>C`*d(^0&1^v@k@J6`Owzq0OVWZ*l6w5A
z+Crts_hgxRP(ZStt~8h1Prvh&(CLq}zCcxGYqKX-Ia_(!AuKM9uRdNR8M($cU>*XH
zNS1_t%G48lQ7r#@X<Wz(H`9;;fm+j%7y+_Kp!=jU9tw9PPz)*cFTBrCv{$12sB%q2
zB7_pTJ}>rrDP4~8C%g}6PY@(=$yWZ7Xg~8MNCXj#tE!EeH>;xe7W2WY=P?I))r9?B
zw(RAY7Pgc;gNyRzFUkx^Ax8}0Z5P=glv7{EW2eX#qy)XcN@m;pvRFHd+4o^KOWd&u
zR_u7ef#c2b)h#BLCCg+wVp*=NXL<r9TicCsfs&_<r=H--jR7ABRQHWK6ZqR&t3MQj
z;pR#FL23$lEcR2_aXP$+IO9B7Dfx<wj?qriA|B){exL*?dSbRm7{Jry2f`!>Zp_o6
zqA+H=luV0vpC?NEEVaB&sx-Boq{=27@b(cbx;I3L4jp5=L)^41)Vmwr0eoGmZ0`Uy
zT%_zAH&~?xexC=-#S;C1`ksp8Bq;rn+?yaPtAD8Mna)O_ofpx}`}3+!`X#{bP{^p#
z^!Q`;At96VUPmZ--|H+2ef_kvxGC_{SzKiT;?cn?#Ebs3jZNakPJ3Cd==G<3Q(%|7
zy=`JaaV8g~qml9quR@GG0Mn_+3+)wp)ZM5ow?e$1lo=zGDNCs(9&9Ogj!xX5IPQ`-
zM(;k@!`mly3lG0eQh{PRFk-^b;fhaJWS4jfejXu`&<U;Vf(nK16Y^8lmwNJ4KXM;F
zZ;3u-lr%^RDx|pspN=Y+pnXf?Y7!<CMx)@&1UWk|$aYu^3=!_FHa(;0vk(X@@$r>!
z3T`ZoHv}#csb^aaLQ|riX$U*VNF_H{q@9y#^L6oQrOw;LeUCV__!bRY;!(pRfeEW<
zod8lXl;{b7NJ<4GxoqOK-xep)fn}&;_z|pB+H<8H?N?M{;2G(hlGRTI(q0bwVqaZ2
zcp_PxaIv5Aa;OiYLkCz&XLcvK3KTY^ox-|m1ixFB?XszPu^UCX;3Vuqs)5=eJzy9K
z|3u}*?UcTikmM&p_~Vv5fQEu#Lh<~ys<XZo&f3jyZWkX$-#-9kY&VL$A<*)0aV<mK
z_bByvV^bL9&3?)s2-#?C5XRs*dtTy+;JWcO5{@JRA122Iq&s*lRylN@C+&J4-Z|Oz
zaQF*Yr2n8wFCYan#eKR938IS&!A|yPxEm}1?4Fw^GaKU{OI=NLCxhIh9#3>c)wIwg
z-y%)oP~CCb`z1PdnvS6LD7h~uxl)`L<H#I-(Qoxdc)Z@uGPv}Y#d#$jxNVoPQ$bE)
zxy#7AIGE7I1iy@nKMBlJ|743CJC7KC2Oa)GHWj5BQp}$?6_y;>_LnM;QXP)P`{BN0
z&9(88zexyryqaA74q<TsJ6$N072YK*F0Bo>$);%<24})-dg`%WLui=CjQ6GHW(KD*
z-EC-pX}U)pX}XiGw<$mIu8$Q^7F%_sSj1LbS@Fa^3ZLY`i+kziJyG`rlTYnZzb!=o
zb!mtK2f#;^3+zB^kz&f1Rfd3aTp=l`GC72T4jR<?fn)`{Lp|4n`?lO#I-*kT6BXG_
zGAXzBygf2&fKhHZ8DEree3YJ9Mt|9!y4>&mT!kEmN6cIKPKIsnCnJ5>$GclgkhlT|
z&saO+(zR?ams;v$#!m^$=!3+#|Dj7>=CNin<84W_t@5V|ZG$5Fj`Dq0QXdk_!}Ru6
z#4xz`>jT2K8%3J}0!P^&V0b$GphlE`o#IgJQAHlb5t4Urk=Om_D&puA@+<>SRg`|Z
zEVF`BBC?hC8g)^wE%q~)RfL8F=%h%6fr1jr>)^>d<l|D#j3bgNgiS;!C0l7foV5S7
zDnmRIRXWYs<!twH>S78y|IZbX=f^0|?=L9NY8N?}bR>GYE))3Z9FTjW=~9y=)*gN{
z*m0cVne~D6<qP%TUsy{%WBo6)V?b=b#4;U;<CM!*geT8B8{4bWlkfFQzAy`*l3Fdn
zweDjsj8z_GN^LSceLNVzy>a#-p>oQ>a=P*{psH6D3?)=O`AN%oUT6_&$LhjH6{+oF
zXN_KWuZV_-Lu6+~3M$5stGV!=I7%;kmy|rcV0k{xeoSOuK^M}N0WPjNf;~kj>Ni!P
z&7X>;D?Qg;^P=Zy@M2l!(o<T%PO#)bIt!7G-AL=kz*HBS02K^J_Wj*qEdh=FAMHP$
z7-QobyJP?>!Keu@2hK8IVMl;FHY~Az@Vl1(Y@3a%pn7k+oq48$>f5}#sk@2}HhbL_
z-Br}<x$();d~0JXKJ#W!Y{Xqfc}I5}rCzvo4Tq%Fhe1bRlwRDObP%avJ{BoB>)%mA
z1JJnB7Vi{Lu;drye!kf8osqRmuISHa$_R!~Dllh5n55yK0%gA}cQQq;FjaLlD9$TU
z@13oQd>86l;Ci>KqQD7OSvvTkNcW;Pmon9W(pyPZgbVM=!zD|ke}%Tg?QhCp3j193
z4l6wz@BTB|(>#)9|JruIjX$!QMT$!OBU;`crdX;Y7y47yCWGqHfS39`v8*%R<}+bz
z4Hmyy6snAGZ@I!HaNP!zc51XuZa$=D;)i82_Iss3aJTEOiGc%`%YiQRq=3-rMjpkg
zBJVyBHARjHUY=reyHxCoGAgJn|6f3ak~jHC`t}q`4fn|2e5^=FqBLKU;dV_rN>njE
z_MSWykUH!YM`cV@=phO>cacDdxX<>$BAkVH@iP=q_x`pxi%y)Z7ODg<_9pqOKVKDD
z6#->A?v<5jA{4c}nqi@o3MskEaip;9vLib#9>UXEcdP_Ut|}hxJY$)`1<{@G+AvX)
zr(qYGogT029Wn3e`m)|Ba~u6kq|T9cy{Eq3;BqsbJ_ngcy^Y85#+Umv6>pTe+bO-l
zHE`XBsuNR0E!VHp(H^SliI5n3mA?)44t`R^o5v+H2X9oCFxc09$<8|>y^}U(MQkS6
zuj&OBWG<*UDyHy0?M6_a-S<TCktoNfhA4#B(^V18_s-J62rsBJe@f)!g2?kg{<@5u
zFj`hSL6#z<)_LjZ(s>IJQQkAf*$VbuR&144Z&P0Hp(SJB4Q1!YYe_yxD%{qS+-<AF
zFcZF8QioxF$LRBt+E44Pa=)wg*#=+jcXg-k#ugTUI_qft@rPekXC1j2zNyYMYPu_H
zhHkD8tQm15@MxvK8aMV{&*+BYAdBb4+jyL-Gd0r-J5|GJ?+dD=V~;q7;<s$-`|3w(
zZw;Q@vS_yZ4*6P4b_`=5c~>N{&`tx(li;B=tlt#DRZ-Bv$ciS`Js^n{d``Auptcvm
zGEhtjN54^#O|2=`a0&3cRhgzj672=rd?2q4iz2wAwyb|h(Yud<NJ}8rPf^&sBD@ti
zM$TZJdMK1WWSsw+%+yW!TbY5%gUw{Tr<*DdcC9nWY%BPn*XroT!~_1##dQU@cyd$M
zAU$-y+0o;R9_y%Xw+}j{m3aL2a_J%0^LVVUYnI&3GS^*sxi?tTg?v8WdZxSYMtrc^
z*Ijlw&(uc^kp~+wJmRY{JmQ(r_((l}nq8-ZMMO<Oot*2B%BDdcoFI=*^dq+#=C>Ef
zN~ehRZK(_hwf_aJnTl)+N9lPaZfL3eb*eF|Q5Z>>jzVGlG5(%$WZe~I6wHZp;y_Ud
zDzL(fl%9bp{-LxB0xrwlMMm(RvXF@0VOXZ?!58fZ(b`&P{mEWQB=1>ABQdk-XEYM~
zJ-*UXa4Q;LX({;ncX}(jPjZrN#_(c`^|}h4DE8uc)-unwB0Yby-q0<Qdv#+|-*>%V
zTI4Zumj@aiv0`5nI~sJ>8Zq&<`NI)0m}Z*D<z8ElhZXoZ?tabrX59UnyDKANyWVqf
z)v_6~hf;}Fq~l0E^SuWo#X>?fbwWvjF26;F6)iR*8W~4)c*sk1lJP$*iz9o&z0%|j
zuLAvTM{cK(=Qd7C`(0V=!-Z>-fyn!OS)@ma?>ogdC4RiE4wDvNzDc=*?~|2KSoikW
z4?3$J<KvQw+r3^_W3BhJ*R}K#T-@$jdg*L>G2HEV@%YWox*v~U_2Mqr^^J_HshcS^
zxTbDBxyUtjAG1}LmKr7OBp$9uFUbAfUUH+S_jh3jbbNihXJ@UbkL8TkpRTQFc;pp5
zy?q?<#lD7fzP%R1BexjCBUg`ya(6eMgZD<`qjd=f@@lH2Ee|2~T1EEbplbDhOzq*L
z?*Ahij*vt9k5#VIOAg#uaS}Kd+b>piR9dD7yetJPqe%Dld6D%^O>4Z%qVFnPN(x7i
z1{?#uYLyk3N3Q=flx3U~#gKF+5Jja#`;Zg0!ay7d*%0Z2%`Lw*<fq3(Cz1^BT3mG^
z+2WDK<q5RpY1wad{Fc>Mhq*uXS-&5@IkOZ7oi#fBwwc*xt-i{hO*Fb)jo)N1VtRW%
zRdl=hRMq8m4Sr)avBl)@{DRkoL=bzvz2#+3of@^o7uy+qY}O#-k4}7C_qXC>n)uVv
zp>%xZS)8ZguIusK=k5sZNBXoASS9-SErR>o@jQOy>h9Up#;NYehI<Zd26hDqUMk-M
zZF%<_vQmv0DAIk!C|jLMeH}V=kdmx2)T-}&dDcZjrEXrALOhf^d31ywoxv*(^rT(;
zId#B^@G`$GV<)1;{gQNOz0bnAeA|*ow|=~OkMZHKC0mL$``qGv^;Xu<vUKbJK3HCr
zSl#OnheHkT0<I6VTOabaKC&yrd0WrZ;e4pz&f`9Og63M+(gzGUnSnSSev6I-YkPgm
zQs-!fyJ|}*W(`&Q&rG}Mb8Tocp3xaozT4=v;tZ?x@xdq~>uG0Xm^O-|3@cA(e36`8
zQwO~9@L}aHWzjs<=cQ9$dwmg|yEZy4&*%Cgkqh@vYNGLx%l>b9Xh1+Q+O#;0n%ps!
zW=9#JKQGVjVwa@NDK;7CFwb}C)bKJ@Fp=^kRqWSf1x-<$rYGAqG751Pg#GoZ3}=gz
zAiNWDLx;{~W!LPx!y)hcza!4gTN)0nzD&R%u%!_-Y-5aiw;>%eq%vrDn@&KnhQl^j
zXm9ahTb+~V&?c$fT<4fb_2bP@FW%KYAOdNJmRcaSJl@0c@cQ<h1f3P7ypIIrf=){-
zrnW78I_%2BOiOpY_PwVAeY}UyJDaUIjm;YjVh`FK-;B@Y;EP3--WD!b>992~qtfEw
z3E!bygWfIek@ILJ_PirMPK#?17HP$WMw$KrP5-?rN9seG{+>Dm?<2HTv0qjei&7Gb
zhE!zEHTyRtiXn1mpk@Dv_Rj10Y^8(Sl<_Th+hpfP(z5?8F7jm|zX*6T_!w=m!0{mG
zDov~}pa01odeTB0+*4?IzfisdI{DGp<h#(JYF+g%pr)ly&INp^aOn)&@+cyr0}*DZ
zuJ!xYP}9Nf_lN436=#ckX}dYF0Q#~%RAm?+!jf1S3hI%6Q?$4|+NQ8H{>-%$hq;|j
zs}(0TLX+zy${SCkc=c@i>+z~`nOdStki_F^8jxl)b{)CjOT@!rgT-*rIbP9`ueveI
z1HC{8$JYne@hBX~;Gb8<@}ZsxU$&{66-42C>X2SK67io`Ma7xtli;N+#PRpj;T%>X
z)w3P`|LVHh7`M{u{MsIm$McbKGV#~F*S@~v>(6WZ+Vkz1Wadud>~7eFY?>vzi%QKv
zs&+rJVS#pcsY=XtDJmf3UA6t$lCo8W1X@HTs?si)GJm2L2_*iY{%Da>Rr9a(7wIC=
z^PKm6ufqaDOPqJEJ@Gm3$9c~=&+{N>{8?^+!n*XNx)gHXjPW{nmQGEHIu{_*N6*B6
zwVrH{6UQkm#DYIQ9(@P`hcrJ`rzAPBuNBp9+&|JvYxaG#ve323zi~tKyeF|#$3GDA
zLvB!zb>)8J{*9OQPE5;Fw?2`3lt|+BH^+^JKEGaUG>){A@eR=sTF=+L+qk24Za=v9
z?V#}qAySuL9}J`_!SLj#uZ>T%z(N0XY8)yVr0$JFEu%NT5@_LrlY4;{J~%n~%CQ<I
z5B@mRLpXVQCj68^zo$NBfI`Gn5$WV<rIQet{?_1*R?U1sd71IkqaW$kAAndAsCps(
z{R@f9g)jxD6lhtAKV@Vl-(5ya&(lVY_-KXu;m}?I73DVKBKk`Qx60q5^YQ{H0h=<M
z!kjviX>x$(#9(s4yWSW;rj>#3{`k)5%Psq8^mEU@e+;(G8;v{TzJjuobHm_+Hq#^Z
zCG7j3PPHI&d3+?lA(Xb-<o=S!G+MNk(Z;Gi<L+2!UCZG!6nJQdMh17rp*oKcV=XIs
zIW_2O9n10E*G{yW?@92?y)dxpJKxoxGamm~Om#2shJCMep$z3oDNcE1Dkw5IJu?k>
zL^ABr8@%2N11Gx7hM#jXP`!94H+DU#geg0Nx=kq|g~a9CI7izp4rj$V);Y&QYpd2J
zIwxhP5bM;lHa!x-Sk)hEvqE;zp>uTg79EdLd}s1_o5HTE*ma+HUS-WXbWvIH{J}l(
z``++qd~#>-vpKn*1}8$R8a2q8q0;wJaMrs%zJF(|MMKB;k3*y4U{%Jm@3S}@oisNZ
zFR2Zv5%eIX3EjTqqdP}hx37PEGEka)_G{u=>&dIfgZ`0Xf^uo|)WUy*%Od4H`FbiC
zEB$Q$L`)K`D}npw_+{;mtM@|pjmI-n<?_Sc-7xMA9vC0zQ&V-m<9z7W@oTB6yYD5Z
z?hdCgUOye`$8cXT>y{!Fjce&2x2})rT5%$I7?y()ZIEV@;Y$OCufC3hHtx~iB2tEF
za=LRsx8hGq`f2egni3zDy^WI<_^m8CxJIb*BGdXAq?hQS|3)n<xT{h>f5*izXikuK
zztloXApswca^4dH-7(*v;T`5^aB}C4RKBwBOy2U|FKF*oo8FZpF&?P+<@hK#^sY6I
zj*kZ_emJIRRK+7u*$(KZwEV{Er?j;n-B+jT(NX{8zK(7vbUv2nrhj|_BEbAF65dCI
zOIMORpT{$+{!i}xVy<yZ^qtfFJD*em%6G-<CpzG{m%4ls1}?oD<FLeVFR2C1$kkU*
zhXK-?SM%Zcy_sYvfHpqvg#u`UyRYbRifDUbpfwoW)q&ABq^KP8;ib^`-BNm4y=CtD
z_#F;R?GsT#Pye!PFccAh6Z$7VkGauNJ_No3=gizhMJ|<-U!hngdS^}+Kwh`Xc_{8w
z7eDLBCHzK{J~gOG*hi@Y*oTPBdm-#2vbe2aACdIBEQlS<6s>(xAI^&T<&-Rh6_e5U
zDfzNyis&M0Vs?c-NY=!x>byvzB4FB1WC<?}tDZQG%A#4yXSoDnnpVZ*`h;ni&KAFd
zhRHgRaAxBGwKw{^S;W(~49Fkw`+$Hl0`UyP!ckAdh-sikDI#4!c7%9UR3$M52)C~Q
z!1f*fMUYUSe>E5>ZsA=f-p{Hn(CV=GjjWjRf^V7sEXdYz-zbP!!!{?e))V;6W~c!J
zm}UpGwsG*-###4e7MLCd%Ya@B{;FUZKy(?34*uP+3>1IS4JxAaOTd);eZ>rqudSHj
z4X!9hI+y5UOexdB97%=+REA;E^5>rAjH+UKJHn;)SdJHE6Z1iIe&#&-muDlhk@KR8
z;zoH%wJ&={Uq0>Bl+Uf&!afR}!n9oxm993dMuObhxNU&<ONfi20@Su!lFlPHHo2EJ
zWw(|4EThWqv&eMpNO=g&f<zERI0|dQwAx_(MRk%E!uMtxOs@=3d`FT~%mELz$Yp%y
zy)!tZ6QDd;z}2vcw=1B9fsU}r3O@EMx*<Ev-5$iza_ecNg{CF3Ese6UCTU>hGO8@i
zAPYbXV;+<~EMtOSjhH8<nw%86A}LKq@oED`on2Nv{4=vVa*LXc?WY=-gs3k(D)*-C
zGuvX7&Y?=hUEq-e%S)aURWjWrr!1nH{nTpDB|}zJ$JXNV;6})Y<Caqm*-}lj9ctGY
zhO1Feg%0m6{HMYD4LBpXVN{}5xg{}6lQM@AyJoVJ2ntr7xG$M(HG;xKjIIC_@5idO
z-lr5sV$3zM2+m*tCq`hmwYbkGBFh=@i@~<XE(qZ{w<F2c0h}<=+l-DfjhjG|zgY2P
z$B&B#nwnJl0ocThn)EAb(kBwi2l1Hn!B%W0D#KyheOu7Jb7Afk`DiaM-#c{t84-~a
z-K-ZyLe2SNZ+?;Ie7UaYJlVYCs13_<x|s99tli;1JN7C+O-7SXtFpU9?{Ntfc}eu`
z{RUXXWZ@>C$&&(^xa={rfkZ_368eDbhg|q8Elx9YQK8b|Gn)%OLKcRYJ`kL%4t*lJ
zsL(BtmW>q1LQVkEL=#X9%obn-17{MtE3*wYYg}0|x+KvkekAega&tQpkGxmLozeI@
z&H`bZpGq|!6JkFqg$akdr-X<pisfo2Di$@@cF&5P(NxW)_52x4y==N`#gGfzs!ut!
zjY3C`1D$F!NO+n4$)KW}m11d3JApzOdPWi*&J6^pn<SKBV}P74%cMcj1d$yKv@X-a
z04a=2ur2#C8;maLB}V9D`V}Q?L1Mrm=nyP<Ob-UK`B9Aa?cTGpn;LEVGqSrCJ#pN%
zr2!97#T5WI&VeOowuP-CvY__g#Jq&i`SIj;mz#DBXq5PVxA`$43Q>CQF7Fb<endo*
z8h^RFDB=pHHLUe!=j&QxXS0@b^^V|dbaj@_Fq~E+R5UV+`gstLmegI}K>dlEx@WP-
zQ7BBv{2D+Iqcr2Rmc{(d<&mK%RdTpHNXjkF!<|-*YcmR7jMMM{%fCnFX>hSvuzoR_
z>XNMA2Z`rd<47)(s-#z(RDGVT!5003+)c@*6KTp?O9ssK06S1540=@F59kn&MiZ&x
zKQ8k3iq9;VTDT~g%o+*xeN(BGQ!zDOJT<!%SL17QGiR37___I+P_b&WG+%3~@ydbI
z(^5lLZ+A;8Ss6vI<xY2G+txd8Qne~2p$hdplM+nCP3BtSZV$!2FXoyO*=I@Of=R=Z
zL<Tbqd4T$btn+g3DB8$kP3|9=ROrL1um((qWEhCIqRdK-eG=l5P>zm0%Xw`62#`}C
zU`*areC8B+uF}UP$cv%@W$B?^YZQ$B5`Q1R<*jPPtL?S*vbM|lt*w$)_<Cr)Th=Gi
zpwsoV8r)8|w^3B%-u}*xqsHyM^Xs9#T)$olC76n~l3>Cy@~Ff+iqwlVcVvGb$hLuP
z2+RimIl`0x=AlSGuXEO73UEN59$+Vs!QPR41i&Ey;6U5R^DKhRO=7r2Ax;=oyEw*?
znxN?)NIr0;G64C{jTY*G5Y3C?|0i>;hoJtakYtlN*?z514v53~!o^i3A^$aWMdl8Z
z{foU+Y$wJS!Na|FI;k##=Qi5biUz7~_8iUXc6hkwm}>mO!w<Wf)opL^P_3xOyB7~?
zS`w$!^;Zj;)vZt}SQ_xUE7@NHumhl%2`2$!Fq)IhUMkwya`T2%HDOU*{<qT#mzby!
z^}yZ1T+33R2hr<FHIF4`)n>j#FzA8tmQSLN%+j;)>DgZcd3dDB>E21EskZL77`4U#
z2efrR13r#FXv^IJ=z?_|d+qDnTeX#_qTKU6H#@7oc+GL`Wu2KT)hZb^?loFfEr_$Z
zvF<u*{BVD_R@07n_^@47<CXrdx2kFPoU)@0j-W6!EP9<j2WF#Z=o=#sJtKQO1z4hh
zK}x*EJw}+P0>C|BbudpELe@e*jH2*i;?5Be`mq<J4ji9bLIEBkUkiZ_LB(gmaR41g
zbp>>Qiq6~%@`ytHBgv(03Wb-a7zdHKDK}nncdu7jJ^S*KvW(+uf<f1DDkb$zO9iK{
zII4$EvFtUqh0C>OTaB-KZBMH+t?l)DRsH;C0AxU$zdw|%F&)<_YKwt~;+(9!30w-$
zp;&KAga#L2pXWAR<|)X^t#R^!7T^xPWo*qz!s}(pL<Pu$G5Txt>(i&S)XgeMlXgXg
zJlGPEdk&!9O}Bv2Yi$NQfD#f|YismH#KJEk;0M+L8}bLcvY~>^3chrX`7e^?z9{LX
zc$?)JtSEbca-f<0)XqlBU6#y*!;N;mqKWDJW~HhKjfb^L)vc)UO10tE)p)bfb`>kB
z@Ara|_f%zTyHZe$gN0h#)l9Q=%oHt6HwQTAb1hyctj+<u;D)*&mkYuro<#^}82&(}
zS!zmV&4Sz&S#|px9gt!^)#M&$W<CSaeo#@^hr?gSK8)slNz{p$C@sk*_zX`g;ls1?
z`e1!CDLZKLQ}hGw1K^pRTw#0)r=TW(PYWj3;4T<u(8D<D=T+~i=3dvB`C*LBu)E=v
zmXsNSU9YSej}OoH9L;!qaL{)YefMzh;sv*)#@mDUv^8aHssGrPX8SYU-7QTUZW`sL
z6EY;5#e(J|+@<ZQ*5s{klvJGgFcjSkd7&m%hCD$(KiA@}LoR0~BrbwU1RlUe1ec*u
z(U$F`2;5&+c#)XAf8yX`(hsZwTz9f^=L2b%$aE<zpomI5*_MQ+58xsUQ{y7=HlT9(
z(h6KeO5!3c;GDQy*!709&W3yH5107+o+)-aA+vP3+t&8%R5xpi-EerZweD)Wz3;s5
zX@cav_ipWIdUp4bM-I<wdwP#Pr0r>#oeP@a(#%_}>I2lg%Kpp27a%g#WdE~G<E*7>
zC~j=Js&@I{M+uQngO2Ph4GB<?%tq()A`%TYcE5=fYYD!NJcC9{1azeWy^z`q`R^jz
z<V|AYfeww;8(S|(cEN00-j0Cf1)CIlwLUDFb$I4C5Ho)nU^I}Zm1urED@oTx<R)FN
zzTUn(V^$k)pl8>*5?%3KrC1(`o^GtDvej%fRa{ivgid@uzo5n+O~(rhYW&jPyqi$t
zwMX3gj23=q1sh2%2vO)=(t;C4zPMYQ3PM!sQ?U-q4P_GZh7zJ+vyK#wLU$pKo@UNh
zSc8Gb^a2}zkc<c+mO>~H<hOk}snH(?ZJc~ts^FkcJ&K9<oJ3KqF^Ymd?BAJp8m$(~
zobCCIAPVFX_<V@_OgTG>Qut~&q*Me#S=`!wj{z!A(hYX8HeN(%c@UY;_C*;*qGa$T
z&lib5`A*|{T8L!g3#!;RCr-_&gX+MGq!Rid+&^<xlZ}{-jaod^%<Be=p@>82yiW2%
zaibK52xh?xpEnG5%BcIb7Rxn^aMPcYfHb7Of<}Y(+mGoS$Gfo<OA1R-lvmq{;;!V7
z0lkMX5<sC$J>vZel!BRpR;7kR0Jeos%lipME7zfvVlF4;;SAMTpeewm#g@)Bxxo+|
z3Kn)6&Z^~QftJajW|$Nvaz?gGFJF8M*SV%0nfzyKm=z*6^9~Xw=My3xJrK16(W?Z)
zyJfE}&CSSsu<PZLGF9B#SmETc;q0bS#|L`Cuxw9dYbXEVan9Gd4dB#!Y@~D}BOy~6
z3zC<OsmK;Q$(o2n6RMk_9LP%`g=q!zWQGa4eSEStHiJOwfGRA7tZNxvse^&rtgki}
z+-@Z?EqE#sn!vJ)ttpry(pFkponHb|jEc1Pegwgttdkm;>l}i=g|m{bWB=15<Ix99
z8f3U1w1zZ4Mf7{XJ;y~f0;AN6BF1o&VtX#eBbIB=#gSSs)~&NDweGAtDz$EP%Q`!|
zx<*gkGEJ*5v-GebCu~Q*ZQE?aES<=>ZG#~gxunf5nI=+Kn?Q$g5y6gH?v`AWoX^m>
z2*hHX@P34TFkq$=Za>zzhyaHrAgIVjBH%+e0NTls$x6H+!R3F3oyX_aDh{)dJjBBH
zeR+D(Y~#Q%Lcv0$fds8eIeemhn`U5ij%>D2Cqq6*MqF;$De=>m-;M@9@q90X7CEOG
z6EmNQkm;&tB5|H-MJK^PKFcb*6*>8eTP>g>t;Tt6F3WxhW}3u&Ym;6?gO_bQdm9U<
z$PXdwc~k1w$(?MJrX@Wq^}854j%nc_Mg1uKqd!2F0VjO%Ifg_s_#q{;u>sx4f|*;(
z+;oo?Y(#P^va|75a1T)x*$Lh@xfmc>R~b?j|0wOz<kpvD{t;*gF{_eNk9US58c&JH
zVm<cSGTH2J?Rm&pRVLlmus1Kn!U5T-VheGKCtYopA-O}VoQ)Yg>1u{6C!JN>SyhwH
zUT^8?S33{n359^g^Rj$Hccu;(f-G|tBS`eOB`TDT9dW%Sc@@7ZWv?YUf!XE^D2H1Z
z`yfyXHzk)T8iy97?%>FNVHqIi5TtOX#jE&1kiv)={plCoq}jIZF>sji2|!2S2#I%P
zW*WOMhjuN_bunZ$-5QEWa;5Q$1z91RO{;22WOjL<`7|O4lud>+^n&YND?%iAGpk3%
z98;Hgr^K9%7iA}!EaOF?l{&?EF^i)6B5YII+{-JYHuo&GeoJc&m2)oCwy=`PraN+K
zqLjty=Sk9bc_kNoqsX{uoYsgM4b=Z%T%I7AjJr)s@sT`EU;pzAGN6S=(e1d&NvTQO
zmxSP_WoDFdcp77X>*iHjjE{Q~Z;pcr+u!;F7y}$iF;A&IDU1Pfu-vi!O{foE#C;2a
zz5*H01;V!qLCU*L_vVcaAzodm4d<MiN0z8xi5F{RqsEn(RVy;uIhv~!*dDWyGgbL2
z8(D_^>bE+HrByCB4ZFqEDqFj<TdEd#3UBXrOtyA2SmP<Yy1ijYYZtxEqO!5mtLY4X
zV-25)1E;UHSFTbvAyKXEPjBF@fsXb9UIcU;(fvyNWrt34DA$S)KQDDtplJGTsDJ?}
zo8JTz;9TLMuXHIqnG;-+%z$E_{=3kWYL81TrKZ-!+IbgB0ErU@KjFNZk-d?la>p)=
zUh-}yHa9B;?3&eKyxChdVHMYRq*ao3yOd*F%p0D1HM>$TWnq=mDYul9md?30Pw<0o
z-7$ay+Z>F3;tgvT`ek!O9<=*=?7_m?ZWVu;?QIXg$Z)%B1-!5-n`KqvEw(#y12Ii^
zNBV)b*e#TXtrpi=Dm0Zn+IdSzg})|T_DYd`P^3sw`2f{)aB_)a51IrG?(Vn5x5*E;
zT2g>{PqFImOARvts_^%ag`e=yn8deY?vc6PlIJ{#uBt3-z}EwA?KgF6fAHti)_#^8
zJdM)Bw6$N-hxKlOK*=tMxOaQCQOsv(7A30(#k!4IW!LOHY<p0v(qwM>6_>yEDri95
z)q*h*je~Oy{Al>_x?|;-MPavWvhn--Rn)KRS6V^Cf|cFF4jb3rUzhH&Hg+lopKz7U
zE-wV5P}?l2Gq2mk=bF{EaAPTM@`hsjR+o*M@oC|ZcP(@D204JXc$@3yxLFtlS+bMF
zE+{ApY}L4#Ipl~wZe#Cw%q75$eGq0sB>Jm;_v9_4B~7W`#EthBP1tijC)Oq_w6mZ~
zDL5^e@R`=8(;7m_na<w26urT=pOB(uV$Da0D*t|&LI5L|&IHl=6~~0JDWJ?|<O%LV
zTYXqDa@nk8@~Rp6Y?i+Ife>vv6>e|RJF@)jm2<^>4n{sK=kqY~g}RYvf1K}HdA4?M
zyC6pz2M&96=mt$5xngf`^JZ^Ww`zGA_||-0dPc!_<U%many16JQcs_$g$;7jEz|0S
zHF(2lARrmd+GYMz*mC#(Ke9rv!^|gv|D41bKi0ktg>-svELvF({uRO}Nv8UjJk=md
z=F8VXoAbG%+hs-}D9eUz@~32*JYCr=Tm`pfy^Cwg57U3Rzo1Q?6Gvw}`2*}iACi$V
zD@nc5hR$U=_nidx?hO6!0R0KsbT*6c2N`BL3qg~g<u9M7!5lwTNN3VG1f5JKEgMQI
z^omX0%4YEiv;i@b`#A_y_<Nuh_qUqx^~Q#g$xvK7Y@c_tX}rbR>KYk1#dO;ayTB^f
zbL^dhXX$>GT19)H+|~Um#T|7xSexoG!}QskkQd?@?A3<ST0Njyyhj1-8}#M#N+=d!
z;$la&0JSBBlfaI`5>D%?&*#@Pw+B7h+-_NDZbyAW&}~?((i+pv?HmK)?c2yTBa&u;
zWxhZwP|9VxW27@#W0I`Xi!2mWn!`*sCk+n)o2=YQ?eyg94c13tcVs4H-&_WX02VGN
zWN3=mWV+TtBTKez4tu!_JXH60=mGD_p_9pu$ess&E(=Q!yXTASr7NXQ4VHe(DAug3
z>O(5i8L;Z+RR0uN*|St%m0?((tH%wq+I^r=-JlKZoNBWMUGGNt9@D6YpG9|d^&asf
zMId;<`bx4D=dT{<QeU2SsT*95JFQY2h*mq$grlXgFMAvKs)ArVEx`%Q9F8t^knNW^
z4@e8;5!s~<!g5{{ap~9zw@HW@4^A-5y`<ux_3hkfrg;s6hUzqjij8hWV^Im!X`a@C
zH;_Akn_&O+JIWfM<ChO|VqxfH$PLO=9xa!&GSyB#oz19zyhD(ZUkkd~OiuOVc|9wu
zf48-|n#*YeTa}_7H_UR)2n}EK3wqqJdX=d|yk7Xc;hxvybaglgpEu3zaNIPS)90rS
z{1?7j`ldNKXiZz`5X!&WWmfCaImDn43qjof)iyV#2R~Ge>Bxrs4gLASo3c)gzVuCU
z<7a6u+>uqSU|$g+qA7hzR;Yjq3bwol8`GfyRfG1>=tCYP&r&TvlOLs<<gT1)z9apK
zUP{Coq6e3zGns#rUk{o#%IMc<H%n`0WT6qIzc%?rkK387cG9&*Hk(tP9d6~b`K%g$
z$jRoldv?5BIAxq_!3f<`teA%We9Lpp(A+i84A+>wUR2|>@$I;wdyMt9soQG7)IFsO
z({ZamecouQscIOUc<nZ@Tjq^_QjE*U71A|iQg6x3^@uEmn-^L<-ra)!wroKMOVOnK
zoa}b_-8OfiqxJ||0W_eqBoPXi0k~Zr=s%x;Z0O^jjLX*A6dI*lyllvA!6gqmYCne~
zM{)03I-57G$C7IG<qR`iec4=oQLjqcJQbq^?b3FJeC?#upX2@+d^H=&F0}0O`Sjb8
z52KSIJ6vmAJ2diURxPj#Zr;?Ms@4okd&+cHjnGrYj-@?iT3t8vlv(Rd7oM|U3_Vyl
ztcM;nHn+m(4KMVRVYnBko+|XG&zoNOIfk*S7v5n<^@x2`(hmJm3-}LE?u%b)G+z!r
z(o*%yF1NpMKF^x=nbS3p&LwqtVQlrIoF5y#)IguP#Cg46HQ~ftQWmlhl$q5Ya*sL4
zJsLE>d5vAmLLN`evrJB8JX&3O(~w)8oe{nEfQ~mq0W#=#OXpRCWoGg?c|VKJa+VN#
zg1nnce_uXm(eFqrY(*twnpuUd*v=YOPK`fQ%v*UmE+zDag<8=x6xX=nwoOyL%Pj8N
zrg|6ca-N~a4YR$k#|@+Wu%pL~;)QlNZtk56$Bng1;pdo@f&P5jY|n?|hS657Z{`HK
zpR2O-c$A=n3f0f&S~4>NYEyJ113%j(k9Z!72qR4}`UmpVr$7zovBD0T$SvJOKDmkl
z%aSBCnLr))f2B&8?jeV!9vy*p0X^hafqpRsL-m%QH$>mFa{+CZ`TVHl`4kwh@c*Yg
zKbs2<y<wKZaN}F^{7q<cOXrk*DNqUMrv?Rt%D!}L=F;l>=W>?zmS4(}C!Xlx$I|Kk
zB~v`_`MWiQf^N^U^52r5V0At1Kf06#1w&ih8dRqq>TgXw=UuczPn0ivp@;0td*Qfs
z;i7)tGS?nf<CbYSkLq!9X<vH|QcD`EqZ0eNRUGuwx>Y=IJf@zsn1&qd2jPavxn~L<
zvuNf+e1ZHQ@}{&JCy-IOrRd1fZEiPJHbV7>2Zu;@(*yfW^5@4@kNE!sP)h>@6aWAK
z2mmsE;acFC$>dd3007>G000L7001yAF)uJLFm$~ObQ@Q8Aow0o{1ksxAVq=&f&?K!
zBnt(w2>A>BSddC~)3yxL@+b7K3^(i!ZOIhdj@^{nCa6Y#=%n3+=_I|JNp}YcGP}x|
zw4?0oBuYCL=&ocB&rBx6owGZuJ-g{>gUwm&ZqmcE=j?>joz~uaUzHQNGxm{GeD77&
ztNZ`G%Mee780%(?N$k(R!q_NWRgW|F%`9W8#94xIHmz9f_U+sMafM3~=d2)2JDf{g
zve>c%12WrSIKm`po=uyKSu8WpIj^vE5!T5TyO5CIWmBv85=n;jN{AhDI9{J%hxs~7
zs7;nW2S3a5BRH9K@LD>?4)G9Ens`48WlVfjCLvkj>^<=KM>(uaBqS!it}t%!D_r?c
zEYT5SPjh^<iVqr3a4VEiDjive!G`7EXNk@bTaYA4jo|zk>_V2+d)Rn)h&>Ef>JSdc
zl%|w%7?)M~4HoZ#JydwcWW3pt22f;S3oK*a%&|`6Id#dErE|EIQO8s3N$m)W!41!;
zZExQiW;DJPaqFA@_^#Kkx&F9n)$=WXys>1r+hV+UHE-9CurYjZQ$fHhtT$^)66-ad
zgAeD@uSmE~Y4*%2mXb{{YuHe%?kxX!K$+vC{kY#=*uNx8^3x2TIilc>xoiz)5^|-_
zNFXE~oL5ag+6Qpt^j&PwcmYArzeRVM60bxuN^>w{%AEBX@H3MPg(<m&^g16Izzs@S
zK)ozUON`Ttny?ITFBu4>EY8CoGYB@g+Zr+ujFLgX)n-GqS$s8P5nPl>q?np9cgpY{
zXTwgW<fl1qW!Ne0@84WBSrl$?w03=?G0McmQZ1ji{E4MjJKqW>TvoU9Fag^v>UF!V
zu@H<8%~wnHEQ`V=Q<zHNttcjJi;e5J6&{k6|5?IEL=`pwAHyseKZ#8Mkl8GZ%_@~{
zfI=c`%2I_RFna+&GA@>7i_>=i)n*kIG8GFJaG+kLIgl0i!oSTSpyMWhrJ`i<(Fu68
zltlth0FWgMp9B~I7*+-{fM1p^a#hnVcEx%Fcv<QNg++|#%RtQXFv33S*ltSZIi|s)
z=Tj-wl}G3^oH~>8%l`PX?Yd<#UgY&wE64De&zD&~pZAw<d$7h|ZoABG`{SPL)on4Z
zRJyW4DqJ){5G0Iqz}&z~#M(+_+5n;e3|~g})|KWMd}$Ou8E~sueenG;xI0GFYXdJz
ze~SB`RG5h%W&MUDOR6mWAv+iX(v&Or!Rmq8gxnlTBlrX|fWC%^u9Rj1S#mamL~I_E
z)n7zBA5<z49G)N`CwN84Afam7ah~EQfq*T=Ac<l;0UJ$eUnju>Xajf?w}Y@U_(oFs
zTb7g%=&6k9T9vzur#7o=DfxX|KH+$&_RYon*(9uZ%67etB}I%cwOj3L{&>O8w_Ja`
z##}e=kC#eq*B>`sovDW7mc4fS3p6V@|DsX}Ur;PFt5gj5)0=$?MVI_%$o~^afyDp3
zl1Judvd?pD-UKkE0dNBuq^3CoS)I#Y2+@-n&prjH;!;t(TaubF1IQCd^DdMD2Mm-H
zC~2EX0C0zyP_3|@;7tKa5c#UA{(=82WiFwyh;B+MOx>@gv|W<BrleJnlvOsER+<*l
zN={*6oo`6Wn|!=0#FkVLDbk>j!iB3Emp}^RxK(OgP5I+4+pr`4c)OK%KN)vx`Fb#J
z=kqOpybgrh^2bZ{cH0%>re0!}VeY#C3Z>F_L8$=c{s_s)0HUcRGDU!n^sl6eP7<B7
z@U2<k$WgekRAlYuLK<mB0qJRt18=Ipu>h%g1bg!sU`7GC&<n(w$p+HE$^s%(_;7sE
zEc`nGf9}e`>rsq=_$X$74(U<d?SL)D5eo{?y{f6&TMReya}scTiqurx0g!8{d)Wkh
z*h8SDH2SWXFSRR^2I?_Q{+BE+BdHz+8fJ$x@OZf<0Kgd=F+f298T^7!c9xg(m0fXz
zZ7<&~fL6<wHgzAE`C85O0w4p7eIT2*i#x5mFeaXrXtPP<84$6y{Wv|**=Oy#eK(7D
zBRqkSe+0O{pfq)aY%hF&&zxeZKywDrR|Xjvz$b%<90wQ;g5~iFs1aSMoXjGa6!rqp
zb3f`GSauY}$N~7Pg4{37f+Pg#SpgPl0*L{kDisy+hEyyy2Qmtq%{~kauKsclY)wO9
zfk?x*9|npC7HV4Xpcj$y&%hQsQJ;aGb602#VEL>DW&=NfU!^&XwUj2`MT+@sp0&JT
zAr|xAmKBIg02%Y8tJAVtt-L?(*4$Q0j3?U7V#cxauIsJ_GS+RoV$$?%1g>tkSzXL3
ztY6UU2e3Ezz#bhonuQ(rngB0UOw9~H^dhQ+6B%S~g;}6>4jMvkApAOEDUe|k$gpxM
z`#gM+D*b8~X}IPgSQ{es!%y`qKO%LhG{XRKmPQDk&m>f2Wd<Sv20H=1C~_6lRxAM$
zA(25g51}xvn4k<RQ$YSwa|$k-fG3&Vg<NwWW3H){oKb8wTJC=(p@cr*=o=|LKg-aN
zaB3~vyQYy5alon7S}oU~Xu)+Wn8>%_e}BTwyRCdM(FS<7VFJ~9G4I-TjD_KP(9zpA
zvoq`f{J`ml`k0teDl&X}w?S&`0}uma8Gfoq`R(u^%yuAs@{PFiEJOB;pzMXkC@qkW
zpF?Am^`J5Xl9`wTO%ImgB#L5C{ixwdHk(L@fCQETN&~|QRsd0F(DYT+-<F2p$zf#t
zY&yX}@qkeT?Eh=xjle0$6+Dg9YLaBowEv6YJs}i8+%Q$O;^5!xAp9+(<gY~GinDvk
zd@xZ&y_7*+nzG^{)EN=S^;j!nh{rfvrIK5UGcl8Ao?Z@SEUVUXgP9uq*9vA@ty;eI
z$vt^6zJi&yn{VfX8QX2w+hQhMbnSY5oOQyrYPxlher6tQnly<9AnTA|^GaVXp-xLG
zf*&o-M-5arU^4+EN8!&b01+tMdKLaH0%!(N-2o0N4ouD?|Ia0a5jTsL#jMgiWe5X+
zWzoPKLhQYiL9~$B0D=MN7?+|6mjEhlni*45t%%`(6joKI3wdN9p*7C{6EwkwLxE0~
z&lIRZSx%LIp3`=n)S?@yCK#=Es?}C`YlexL^0i&B<j<IUEf7|YRRi$;yg!e?t@-o#
zd?4$*o%d%=7ff3Nh}*X7j#!hh(Uh;}o1lT(WWNFx_ru3NkfE)y37|q?OrReG9Pn&2
zo(B5Nq6rU*fwLGurTG}Fo)D%&a}e$>rqR~<tF8ffN0(wf58ruw4nPVx2xs_qSV?ev
zy`lh5^KGWQ0++awbpSR{|HzW2{yLLkun)+y0ytJR>m49O%~D~BlLiPXSu*ie%R+em
zCRuMlo|2S$B}6X<zfZF4q<9RF{9>av#l(!)+Oal+8E-4a>|h2|ey!%um<<c$XJQX*
zYqM4Z7&#z!+wNcaOY=3?ZU;;AHLGYOTwH3m37oh&7masoTv)dsDC~6rPJf0MRHY^L
z!F{q)nS-IZjNoSYwq`HF5(qK}W2?xsC=+r@^B@=vYV$mq4#=En{3?inc!oR)Fi90A
z!3|k5-;w}p{0Z0rXbt%~Y$P<2x{)-{WhG2>Da(htdSN3yiBuD@+l6z@M@bO8Y&f9e
zbJtUxwhFMds_r31%N=cPTiQ=CF=M$K^}LwrEtcF`?XUomY3-o`YV28-Rq~+?m$gsu
z0HVNk13Z9X+x~kzwA$?ecc$9{Wni}R=;W}ujG1?v2yF6<fa`x(X&wc-ok(-uqcjMx
zJs@(CiDAJU5auF4qCbm<)ca|^eO0M*)Zcx;&?Z;{D*(Md_;V7j3xKPGD0&S*6IcFH
zd^^ApSUZ#@8G=u>hQNcc4xuvoT{Iv1(OYXiVI)A7qK-SCalo#Xq`wRixDeoP8p0h-
zsg-XUPD;~csU_fNYMRAomHChL6{dn0?fwSqAyCR(y)Ho6?Wn29mUmE0IPQYl1|av-
zjJw&cS^kXa)hYqW?&04F3+WalYui1{#rk}!ZMTE<F7SRvSucVU?Sf=&&@*KiCIW-)
zx-K}K<lC+&m1n^2zMe)uf$#uI`ay6=tr<Yep91x~hO`QxegTN@*8!0K4Bae)BrmS*
zg|(FmtPN)!Cd0@5rl37^uE+=g4>)27ae5az5J=)C>Yz?tFnsfIAZ5w=BET6W36Q5M
z@l=?Am>|)BETL6Yq-}V?UkYMHlMqaa{|P-omRfE2R4d83#?~kFoZNG30X;X$?%tk1
zV{WvOhHF5?wX&E8n3@@|$iO7~tbaSOzv~9KyI_8_g9jtDZGR?_2LlKGf=#;k7aDH>
z$XWQwhw<+!Y-|qgGB7^pKoF#bGE;zU9|ge>0Rb@pwpSb|6p>&J_y)osWzmx28xu;h
zn|KB!wsoE&T}tz@S$YCHoEFXo@<Gc0szbr5sZ0Tw{~pYbAlswZA~~@=0lqd!rQ2!-
z$WjJl|7D2?NV&~$L}DxzFg5(J7BF>DwQhMyBCkHjZCq<x0Z-fe`8`YUbbrwTp)l>M
zt-ZZHs}-m<P-v*rYoNa7Yp(m-3{9vo2!wna^gfz1DyX%#T~7xy`Fh><XH2(EA~!*V
z`&b6WFn}osFzW-u>Yg-Ozu%)63I}%hKf}0zPNkU!Za<+sPi6(ErEi#E0Eb~QC(AT~
z?n0JyoV5;reg`04$#Q-|`CJG!S0~s;zXap|1bAQ`T+|n`qz6GhpgjUIA}eAG=(d5&
zps?*Ms<rb7@8$veI|srRoLKoU!rcfSpkI~qY0`_GDBppRfKQv~0}i4%uMB32K+U|w
zeGJHqF9v{y2i+<KVl~B9t#&Z8YHhiD!OR9wZGfCa3rN$kkf=+6N^3C{q^|h8Rsm9N
zz6<0w3s!{-?%69`sCQ)URvRq~M2cM(cPH9lyaIu%=;q)4p3>wO6m}B$9;3EXVUlU2
z?AUPt+Vl8n8KP1v55Ptt0=@?-MMP)ieV|V8wvptU-vxlO%j6Y@L9{S(Pe300B7p_n
zi3tRa#9!+0r3)A|RzJ!GSbJkaH<{Xuppfn$N+*GiaR=DTW3zB^KZWK%>@=fkN0XVf
zRu&=#MS8LnF!rLQUTX&|zqhI9YyM0^$MDcz4Xj>YU^q2!fAfJr0W)kJT;7`1$_Mjy
z4b)vQ-)>nenIZ-pUk)U^%WON4*!ebi6Nx;)rU>wE|MO1_7yA=y1XLqR?*a1lz6XK@
z#K%VlFSHe3Sc0gY1-q?RxN$580^(l-9KHphej&@ZpHprLvQnDghUxbK3*QCqc^#zD
z1}yu07OXCifT{%A>aPMaU?8u+acP1r(mV)`0?1#U6ptaX0_I0$9B?Fqe@~bN%?wDa
zn5e{ITx)hB8t1csf&;kt04fF4qnvX=F<ltYo6Hoo#as4EzAE$zEM*6(&_nYrP?GK1
z-d;YKv0RYQ0SH@dq-om)bzIC_`FsFF8yv+?VAyUt8Nu%04pb(yXmy|}%>(iKv~T9~
z)?$_-Fg}q3w7!uw8LwcJS7Nf^2M|V4yaO4&4%9k}j>NyqklEL)WGR{rzOiPAH(`A1
zcovxjq>6$miXWkc@iA=X2uyJiqSR1-q$-NA$}5v;v_HNN8V;Z?)n)MsGW+)k@Jc7i
zFA(_6CjqcX4pt(KCSC}Ay(UKe*j(C?!IiWE<5{(?CIeVFc7AuW9>|bXJ>LpU<V1dc
z-B@9k4aRUlt*v^i7T6cyV5s1Vx_hm>n3e(HE|9t~(!hvF*eF?GPxJM*{eJ|eHNd$3
z$t#!z+BV;A*I!{it*xT!BdhwFVl9DJ%dIYhpJK`nL&EoIs<ViN?ljuk0=?bvkx2la
zEU3?VE{kyrim)l{Z)VBZk)>u2h8mI>YQT_?Lg)u_|2`~&yV!*+YRqAhMKFvA3!^Mq
zK@svVQJ`Ezx3AJ+phW{#wFNx20wNC7Zc46nA^bsrYx3<J`02L?Gu(P9kxO(7sjrr8
z*Yc%)ahYvyObTu3Y_>sy_!A&aT&q0E#4USvyQT&+;Ox~tnX%j8T?aEI*Q(`%84s}4
z_GipetFU4u>XnnIEP)w;1Ci9h;m@Nj+hVI3vz2F$-M&pm8Yv@IIco5a$CW>q$PWjz
zt{=d!D4!#R4vw6Pd5THID_ApwY2@2w^of!6uYwWz4WP)=BGOiw13<Dvs3A?D_$%Ps
zSyxEBpEqzbA}T+Rm>SOrA4#P&5UNegb)eFaz_@OL`^mcCcJQ454?rX9-5KTGMT1v5
zOi3H>77n$#c0IBaIMgoN*wO>bW7EdCIk<RvJ#eV^+V%Xkz!k3ns5gT<Z98wZ{h5Sk
zO=cY31;hk5mfXA@Ok;SH+5U~77*~Lt!PT*y;JHBC?O+<<4f@n3NTKQ*BQk#-J#bUu
zQA4>s1q{bP_460PWUe?MXt<=a2>c+KnA4+#36oy%%^3?tvyv78hg_E8&}c3Kv=it%
zub>-)QsiVBQ1n^!sRsddCr~_ZpEX3fO=j~38tBi_--j{EF@GMUHb(eWt>U0%09t$U
zHN`5<5}}YJ19RWH2z)a%tDKZE@Yg&8x?%D9>h^LsZP-cLELENmTXj?*V9Wm$Fski*
zJDAyXnX3jfwYu%5f|)jJx7xvsS8rMQU`DrVwP42dZ0j);`qm^k=eIwAz2xEZ%^KP_
zi5g00Fo)5pZ@2%P)BPAt8=;Wi>lirV{CQ<Mr1;t{n_ws_Fles4JC_c<JE?@bb;{-{
zl_Wp{ebsp~%N6SdwBOR0!XV%MVRAG9f`5ZP4436e$yc{I934aqkZ%i|aRY<PphILf
zkfFp!WmiYa|9?P|H0M#0U`7%CmQdGZQPutyx$lP%FB=KaspMsx0;G(>)>>Idww5ES
zuXG4eo3teLS|I1uQognq$a$b|H<0s=RbzI^pFwjEKxJdfDKHkjlC@|6JLOv~UrK+V
z*Fje@{I7!@a_V;8wM7yhOqk}ZVYXcGJj|NA0lK)=t`x!O2aRl;v)g&M{Rl>4ljswD
z4`3SeGo025%GW9A&=?eJpJy4)BD@O&-YEfWHH(V@%q}LZNT5@osG0SNT529gB5uY3
z4Zi{FZUfXLa2i33hY<8%f_0Hu_z7Gs_FW)eCrc4Kv|Ts~@N*dotgz3ct?~hE%Y`4%
zhXo*8XG~?I3w&f5_5Qt}ku}e~ezJRNow4QZGTS)G@N#q41xjZ#>n%`+Eyhl<DS&aE
z0c2;2V4v6))17(=NE-$m*Q>j@+SxCGje-|A<I+^SjXuwe(p;GZZ3__1)8DoYUu4$n
zR?=`v^*sE@XAqnyN%Rb6)xU!7_yn-M0_3gg$_BzLnLQ_Q#`q>>Fv0HND_~#4=YaIF
z#z+<bDfVIJ|JUH7`-xP^mV@Vxqwd6@XaS!39fUD^A8yH+6c$y%D<f^HStkKaSPM|Z
zA0$EUrY2P$N9f*-ruq;(oF*R3pk2b{?{`uC2D>+V4oLh~(y#4kMcmYuAggoI26OX$
zVjS$icHSSiEVpF)<3M!G^~dWafM&4X^Xy>#eyP;<p927Fay0rtgkKi3d5|~$)66`p
z_>5qSS+nFd9pjv*gM1e|G<A<MbO?E=G6I5O-f*z=fnN^c9YCupQny9wQE0n)%iwI3
zFK{AiFwgPJ-(e}<WQz5gA%ff|P=5Df0;?a$u_ud3S9nAZrETB>;fon7zy+pwsDxku
z?HY_yV-Vp4hP+^+1jq^@;D0?svYRjyqU0HBVK9T5V2WD?-uv0vd$jV}`>3}PPU9-8
zdwG@&huD)F?ryz3z-Syi6gTgWgO^jc#dsoLc{GDG&Dv{XQZJR5>)+(E5({p!>m@t?
z$-_#v>yPK_UOQNC>s~$>uY=t2$Ia3{(!K72)9$$YUb}sr)(`@a;FNg<B*r|zA`PHJ
znfeS`6&HYfyD-k31CW75aeF2W%4$Aj2#03wf}b8(M5tdtg!PiS2-skK05gihqD2Vz
zHyvau46{^D`Qa=xi>h(}gDz|cZn+2+;ob1>V`%$?;NF*kM-Bo1MKGS;g&8@(Va3io
znUmF&^>5KLoGg}?t9wTU6{_vjt|zDvT=$b12i#4&E{HIZKY1e!=2yb2ysMw{Jdd@1
zNl<wS0N(bgyv;x?1YA+q?Up~DFS&L={cRWNo4Fv$ed-6wuDb!xxcl{hm-fppYxntO
z4_Kzd{u;B14;ZKf0d@#7_6$H`5{(UxKm9WxSr>t5^}wobShb;GOtJYQO6(&D<0F6!
zkRIDfEM#Fd6uHPsNZvm}WS}0%7P0c^C!Hx?d5vhdlE8Q_vQq?e66idQi#P(BP(=D@
z2u%W7zl$+Wz@CW)<3C4n6Gn}VukME7E#rwb5Ix$TVj61FsV!Q|t4FDh<cV@^Z%gWD
zG~PmX_s45M@U|E)0u$5$T{v7X0ZIGIOS)IGVL4Ex>3Nk8j0a%WeN@zR<l7!|{hAIJ
z>DsULsOzrR_Q&CMZe5HQU43`|ekv+?(A_WZ`>Va(eYbRfQ2X)MAQ3?BoCV-={*3Vy
z*2?ieL*X)kWmGXN#cD={ohNhaH2}&V0{CulgM$fI`3t~PQdg|^;TaR?k1l1Dk0vqn
zk^^|72?W++W!pE@zXAWwQSKZln^bWaIe`tr4UYppIzSwC8X_PWBEJ-*J>Y_s(1b6c
z8#PHaO-kj7tSFFU>UpKvo#lmL<^PkZnxV9&TCQKsptr0>>0YXGSZH~h{xBwNK0sr>
zmA6F+gb9-Whnb^*h{yf9k9ytn>psB#XwDf+Ef*wzFx&QYTh#I;JRrblO8Wl3e`^sy
zt=}UGE9(0|`u<kzeZ9Odwj$~aWVEw?2h{99hAcynFP#~Rx!g9v^ZRz^`<S~<DD%@9
zUIE#zh=ll!$Fk_`!!23{E27YLtAP$ag|G$SoHLa|4q%s>Q#MYeMbZM(9dkgl-xcW~
z5Zhq0d=G7wrUm@OhhZGd(#oI1zd69eU*J7p<XGT_v0Jk!tPUB%e5Fv_8JK?nq|?TI
z7_62uj&)0w)is#}ZmDiB-}D8sRodFx^aZh1bMq}<5Z7AG8-`<H+}0QOOF*`DF<abm
z+oe45zypQ6UGhh(dD|1Cu$Z}?|B5Bs+t>4g%Io^RsB;>3)VfzL-zUm6cWky_7G;`F
zy=CkBVjSq~cNEHO9R)&d_JP4Tl}WH0T81}c@R+nhUL(o`tfYGZ0CNz44b;7!gC&KI
zeqwzPO#l~m4&W*SCO5(vQVSdjAGsi*D@{yz>|z1U4++Bn%I}b01ssIpXB(D&OlgoQ
zs`>dJ04eOd82*R%0{vHRpei^;iTJzV3BQa66$Y0680No{O{5B1Cb7UaGA47ILxux7
zc5&@!Hwv9Iwf1HpT&!BVUKg?`VQn-sPgGmAR_!cJnrn^9H;kgpYW5`|megvkUh?l$
zm-5W>rC4ssE_wdA24HrN`lxcf{Q)6j?CqLf_63qvZLpvyEw5JFx-WXrHD@{smQ|S5
zK_X`|4}wuBeS?ILvX14A$S1#uMrHr&B8e$t3}AwYBAtr=b0G;2dI-i3`Nm8VAX~~(
zbd!At5V)GfN?%p}LI-V%s(!_$$k7EMIHy>@VNeBW^CGg+ESBOXFqV!%oi_|h7FK>Y
zi!rlFtUkeV-zPztgYaVC$|e>oKc6uhDb{5aQw@#(fs`aMEj1Q3|LZMxv%TX(rB-uG
z0aOaLR=(zsYdf`kD;U4p$Oq!SR90JUf4s5iH3D&O%WK<#8qip>YWd?bv#X6@TxAPO
z{`j?p>z|BUTkMndmcF-R(YW>)xn;Wpj7qX^|HJ>TCqm8sj5*LzV8(iMup68Kb_Sf2
z<FRN@2px{E8DrW2UVQsVY<vta-b-uoI9|Lq8H>g6;%q#oY3P)M?tJ(kCZuh28Ez=X
zIvXAC2{HC%HtigXX)3&L#(8x-9zTGdPdpZnvjR*#qG_@CJeyu&xu_P4(bd6G?H_--
zazn`!*-(GDb0F<#TBM8PLuX@SBfYq*dDtf2=iCbywBb}VHb$Qi8_{Uz#pp;Bmgt{;
z^rZyfK&VIrl_5|W0xGewsM3KCn2g0^LwIorc218R*T%;1CFbZTMi@rG@^MCnqp?`?
zXLo){?EHWn`jh^&Gp4ECA>27UYNQ{ZH8wU*J2&C(1Q?Mqre+-2@fh1?(`Iy(fruZr
zCNux&b61$A$YK5`{WB}$@zF>R!8JZUJ{F}X#+zWO#>Vh(Z44_L;pvlx8P&u);HM4#
zGaJrhp-fTjlK5Bp0b9|*zApOa@iA=}pBkUQr0LlBSUg@~Gl>{hsm0=BV`CMjn`2|}
z0vLlgMq}*7J0AQ6r!&Mkw+3dMsM_Bno*Iuu0k(Q#+?qGc_&9<y4&XEazG@bL69fO5
zPdQqAEEWUzI@DA^EbF2m`|tld>Tt$6Q1^_}FUvhLK02;Nqqt#bVq)A!8~lf8E5_sa
z?{YCV7LVbsV`CKpQ6*tG+89tE;L+6L=-k~2oDa=V_>cQ$)+MR4w_kYn!$Sw6qwvtg
z1PCH$VjSKEU@79eEZS%mz6Ieye*>gqF^vJ#(frYx-^e6lcYezk74P+o8R~qupAJHB
zsW0Lmgpm7(wAcxD_{%U1^fx~4YvTkW1pmsI<Kvje0L;Y3_DL}VNG%fqizO^$Xtc#D
z3E}FGp*?WN=lz7THQ}B!ed+bEGK_M>W+^AsrD|~z+E7Qw#>e4ug|P|v4?b``ffoW4
zaDg9<fQ}RI0V?M+^x?DM9eu>6K%JWK!E>2J98IR5-NKJeE_cA|L;X?l`oqQWKx}*-
z9@-U&jZct}hysxDiZeBV|H8Hr2nqa7N~J3Jk|I)L(-f&iiY>#(!L}lwLh6S~6#(8b
z*wLr2^Nx{mc<pI+*a`KHOo-R1u?hcb96lC55c35q@rel#WE;eA6GGGgE0d^6#PMAq
zhfJVmQhW$_zarpH+WoO&&8Hp4WFU%xnPNv@YyzLuJshWZnoP4y)0~LE3$$M;0^)Sy
zlI;38up0d50fG?U8eoNkBOa@mIt+kl1;S3mC}WQ22PU&9V1W5!AOilu`~S1jG}8_b
z^?@wtpLRlhgJb?z!&iwN#I0hMzK9No#Nx=Kv8IXDbs|L1{*3BC0H+Ed7HFEnn=w$p
zcS8F6V38SSsDr6#ry~-Lk3ZNqlZe7i$Ts6BP0aB)TQ`U<&{@dfd*Cl?1;`aka51+R
zkC74lK^o~9_JoBK>ZjiHVWRtwd-Zim?vMHClt+ML=)-`DCWP9V7z4zSNQ>cvV`G%b
z1l$7Zn%_yo%N@X&pC-hlP@K7$70>}FI78Elg~mCUDR+LP$-DlzcV?Y;^$uu)FZw|z
z5nsSR<D{h~V)5}2A*ABtL@_bUQGt-2Gm2V#Vyp?sqikMf1^M<dOl-}XV_MTn14X@v
z{8K<!e;UMph%wa1bcf3Ws@Byv;|#!?1W(4tCWJVQ#l}g=gCZWMkywo6A*i!4aFrZD
z%otJ+mY{$GcM=gGl1D)IqHK-%(X3CuJ7oV9->nWt;oV5}AZlZPSRLM~#rtR<@cM}V
z)(QIbC}=k`I>wp?Y=B+FS~hr{^$jrTD(S>{^CFf7qRhJRsrMx~y8*P@tqu(bpGwRF
zAdQo)GBKu&4GM)F8yg~(2%;Un5I~IN=0s!T2>!I<<NrkizZG8W>Y^wgjZusuT>Du#
zhnNfB+Nlf<!OP8oQPimuv9WOy2@~+fQ6e&6P5&x3Dl8IE>eixRj%bx1kuLs^sFy2%
z;tE!)sTt6PbS?-y8|1W~Wh3w&ZosR<y{byDKF}O693Yw)u@LB=*8y6uXXmw1_}a7s
zX3rRr!0>2H*hZsZcnN_8c1BD@n5hhdSQte_62n<otOJio{*1r`1}=uW`un>9>WZR`
z33eJoxC_Rb7#qdMt^lh5O`}nwjl#=eXnrILwn;iMT*0ugh7nk>+{Vaq0!SyQa49wl
zUv7>@o8JWhMFBTIOKgAZgqYMVBi_}X16oWF^aPn@&iF)}MwH6`Mo_2#6r!V}8h!H!
z48(m}P~q)}7J%D4*bA_+Vk{bkS$$p`f$vY7qr(_;jE*#2<G*0y{jGyJx(?jQU|0Wv
zD9L{e+ks4rX~HOKzMDn}L}O?gM5APf&X10cA|#0O;~L0jCq6m?HXE@12tc8z0pgH#
zqR|oB`TWQTuxr{G9v%^2_o;1kg0&FBZ47sI^b?E4qftUHSR)hoQK%`%yoSwagrWIS
zfesBfF{WXKE?8t5$R8jM00Dth1Iw8J3_C%n%oInW2mGxJYlL3-c?7Ba&OKdMeloA~
zzx!c`ayU~?v@_HpY_n*D9s~wU<pZREI2vLzumg4y?3Yo2GgFIJeh7?sBkRP+fPMfn
z4xlH7Zv@*3^u}m(czARjNlqIX9*z?6X|O4jtt+u%n1!{U0@Ux5Htu76nf1|bFd7+q
z0Bx7ieuSCspk0eEP}slAnxGzl1t%+W87Daw8`W;(3l0IvXz(hB9RygxJu8y{swm!6
zoQ$E(sXHkxN}DjJH83rmWDItNxYxuTckbv965;J$aGeT(gIFKBA>*-uZke$^!HtcR
zzomn)|6Rj543Zk{OY@#Y^MYZXPO*aF*aye8QN-BsNh0EzVtz6<irYAr1l%FOtwUpE
z49}aXaYWpKg9(i$x{?QRM>C(^Q3veE90FGb3|9rWG%*(GlF+A{LRVmvZay^bE4E|F
zaUoe=zAGUl%cX~=Nd^~RTR4)yt(-f3Pl}eDvE~kwm_BWphZA)7@!ZrTUJOlT#7Jl`
zbr9DSS<gh$VkzO&e*egwXN^Bt;h4~3VSX6T7jrI*R6Kkv!KG5+bL$*WA~W_Sb{NCV
z9D_LAP(W`MWr<6-flRPmm2)B;EG?6e9r!k$Isge=z+;;gtR-nmAR(nRhJ6e=EsTXd
zVX7xv!Hhg(ABUzKe78)dsg#h!cJOF3+>~CIWi>FVB|K6qre*k#c1sE1u(7V<06dLN
z&BF!mMztiWh~VP*2KXqlD#_qP6g3$iy_`@%nmX`ENdhvU!+oF|JB<Xp(P4mbX>kr;
z>ahKSB_S@{O*Lr&V-#!o@-7bS)$)u|j`mV3pGUwq*iH>+O0DIc2F^6>#pMOOV6`fz
zwM(r9ZxJu9rLLA$qB1V$B)rg*0A0K&SdHtnShBr+dJfAKt}T(uQ9hvau~>A%D@;U#
zZujU3b{nHOeY2P^P%v)Uk8#U6Kw6qYN_bjPmN&X735jJ`L$ib{oTrQqD9lPIr?5y`
z1pL`h24pnAoOS65F7SuPn(=fEm;>-I^eh=ySV&(-d;rB<0gRv(D`OI&$wVF#NTJ8@
zGn%T%dotV$>MSl*U@u$-udX0x606PbjG6K(A;T%TY*A~5XPnl)zC&_(Z;xHu!i$?~
z&1HD8xXkwQ1XNaT(8$fb>ztswxV?u*<!6eLT&2{pRpS<ca;+>9#l_|QYX!oqT3--1
zueQVsILjpw+IZ|%vt^OQq0n0g#y3~6q7uGp9MI5*h4fhEjc1X;#OuRSc|4+kxifZf
zPO0?b;ZAWzJ0TU4m`XwS0_-v?g5?Z7SU1RJ{^JhH=dOn{;-Eq&7Qt00J2YvW1EQ8?
zQ3HSpB8G=fWli>zP<YH<@{>(iehL_xAQtqKaI71H-=a)kY08wSOA_?MSeFDq=gjIh
z92eQ{SXd;9%d(pC6I&{~<=zUC#2dB3wm)8LTWr@KU)ZVTOa8cKFI1QO@uehV*ZuKo
zOZ7B=TxKP=8YIrjEp<P5&O&29c(1&tYM6$@m~P5yZ}yAux3+kz5ad}41?!p>M9U+Q
zRX<veLPMtELkaIb(dqy|N|9HqUsuHOot(0rz!DYAFUHARQEsRiZsqt6<{?s|DS|RT
zjtA?lnT($f0H5l{L<Xot5wZ-1A}C2fRK6PmhccW10S4~~V-&X&+>s-%DI1v7<XI}d
zrNdIzVM=9~bR>Ni@QH`AF-s(GcNjpnjDZ<bltE&lsoliGM^yZXiJ&2>JmViHM4iVW
zQ{|Pr4X3fFYUOv>VGxikwY}_GckAceP1bh(+JH7IZ(Z}jT-~!;LAH~-jYcCVMX{M=
zoNL>vb<@9VIbUuCxzJnN`};xVz{V|R?fb~7R@?jiB1PJ2-OG}lfQ~W?r}3EWtwvE~
zgBsi0wX(<t{aj;p`Bp?^i4xY|$vS1EXTYWC0dO6|Y9Y*P0?2ykgfOG}6s+hmP`b=#
zs1m<<68>c86t1Q*bj~eR2}}BuhzH&yQ6dSCt-eKlDHJxCRp$FMywclA=gSiy@4!is
zkfmo8j`%rtL8**fP*@7&AWFST1iAPGX)UZ$WnFm6WeAS}qCJ4BiRUGxLr`@ccnq#n
zR6s?zO~%_0r(Op$Sec+ZS5sQfT}Oqn5Lw+J*{|-GN%k;L_iP%m8jUJmxDfym$|>uX
zd==%CTH0CK!3z&A$bM97-d>e-aKYMlm*}e0+TX|WmzA}>g<1m*Imgng3@-Hf#pRs>
z(v)RyV{B--s@8Vtrp8VCYJ|cTSO2aHaWSNI3u$7>7pRhXyElzTSrU9>UZjhKwnUkT
zCsg`OQ5wp!JdE{EQ{o(J#H12nl#I<d>J$@Cq=BZ`=F?zk;E4eEbHG%-)CrEWG^Z2>
zv39jG42TA1Z65M-sPONNC}3_vIUYWYJrFE*UioP_4J$)CqSEQ7%utRiv-~sz6zbS;
zA}QJ?s6u`_R!YqUGE7}<H5xt{Z>DyyZTRE5?s)-ux81#^?O^>)%TxXFh?{b6`r{j3
zwYB7r>$`R};*Z<)x_vcR-!2t`akag>AILnlT-U4qcurNTqIlt8anV}vj<drse2=zg
z^@+?mUv#(pLWi~08Vd>zs@o0K@}F^CleOi5p_!EO_oy%#f%v+@vH)hR!!rEyvsfB7
znNz~Dj>Q}26?Qx;j>aI?Vrf$MqD1lqSozsGG~`5@8q4)ER4uGDGr+51Kw<*O0z@6_
zKrx5qRMwL)GH5F6(KJ|8r1IvJ+ki9nS<35Li7fX@!pS*o^3+jw7$nI-*(J(5=*V);
zT|LfHzk=r9YHPLNSIsz^<=suym;SEnmHZ5<<FQ(8#~*Js)MeGz3Mol#_*y|PEqQzX
z@-2zgB7P3F#9FeSL*;JWll>g3=XxyZ=TNPxYhU%pldT5J`Qy^|PPuiT=zPNq*BcSh
zp&?Z&Od9iEYvFC$&;#l%tLneFu_RsF_xHK8+VD1lf*-fBe=YA9=g1%iHDIbP0F*3L
zRTG0tX*z$TG<C2nP5|RQN`>)CvmZbohV>DhGz^}YtenNF89a?^JP8&$lLk73)Wbs~
znA|;w$z8y82UYARc;N_jv3VA-J4FRkuftqMDWG8)#)JEutJlM{Z?F?s&fhmad(HnI
z^c#{ie$bRw?_&o6y7%+)juJFlSX=e{MhjNK-V}`%9Ivcy`V9@9+28kUzjcD+dHJP=
zKknJv*Hiv@b(vqS`s3HDd!?2?E&*u-<DRsezvYid>h8AWk4u(U4W6&6`rcK4JaVhP
zv*V9z?xI`1o7z1*;_hn_btrhoyahI<4vs-&;o9$^w<_J-A~Edksf{g?qqbG8U!$vQ
zdkb}m4EDYYRE$;`09#y1ldh@sX9Ra)ONPn-3eu$vwzmM*F{!6TB@7}rmZoEtuv)Q_
zE8<k_=~-nR*w9MklnpQotl?Q@`#^>m`UV=A1$avst$BFHVR+uz%nEpWe35N;Pdlg>
zUDP0ezA9}UP?~GghGFPdSzJkr>IP~M$%@!6Epu<SH!M_2wQJHo8RIF}ZISoldF=-I
zDtf8Ps1mbY<-!=ZS*?X;v{TwpU0Qr?_uAeXUbHv%w^O9$T)VMMHg~nLO>4^6YYj5$
zTfEi4eSn%R^L<j1Nz1F_{^eaePaBhX!)np4B?h8U>;P*(l)oR8-8SxDRd3ohEwlFA
z&8y^(v8$U&igDrTx5q9h8#AJli_&~2OU4I7@rWnBd(dl*Wt7_k8Q$!nUKZ9MSZ5WG
zX{^rxCzlRxD$U~{<M5mhNXCuF@XRsb^x0WZc40K?z@V;lro~b5FxZ4oz#SuVWH>Uc
z5q~F3?PDw!O2cYP#J+)z)H>!S;5OGUkOd!s?PKl;{$W9UzPzXA>7(7krYlT=J!!v$
z-@39@(p@G9)N`#J0qwj?K2LoO{8X5lcW<flOb76}dSsFAXQ})mdZ8=(TYHjA21Hra
z8WgCp8|6i`9GGNrZ63n_Re3FfZq<sNyP5RpZPy#NOSoO$y|qe&uxd3Tgxl)2+afwD
zEN@tK^0~ZSm8K#~Y>CKcf629zWC`W2?=B0UcLm*7aHEiqvUD7t%N5^o<^5?a*BTH$
zu~a#0V3Qe;h*<OnxXfY!A>fSK8*TY|50hJHjL**Ek$bGSz_a!s{VKy?gPzKYP9G~-
z|5N~;ys}N0{-_ghQh~R80q_8>@E-ZRX!<X1kVVMq0)w)2RdW4UMGh3UxJ+$da}iqW
z3mZ1D7OpfU8@)MJFYQ<r;wN3*COEiDRZSpmk&#bZ<893&$XsK$2t-?(S6jqAx|)g*
zUt0OxO@wE0)pM&9Q&S^|Ah_@rZxVj0nq1x{RO@TGhAQ$_)pCK*nBQ7f_h{LU-dLp)
z>$ay_ZQ@>QZ&eq@>UM)1Wh=6(5{8pk8wC<~DC)>$`*{pa0FTLOQaF_{aeDW*if10E
z{0q5`JqP*;Puo2|OD8g{MbLXgfXYW;9OT$`2(bA)Jnj<wd5O-7iN~QnOz6}a2#j=$
zQlS}&XTicI@KFw6+f97L8^}jZ1yfWy8lTro7#@~$o{%82+Rz0H$+tH1LV_%oZ1*NX
zgSl;4u#juF$t<tiY?};qot08V%dTEnB6`=|q>yEnRMJ{xva2m(GbaVg;wC-Y+bZ8w
zDGqAYFf^pEEF`aQ6MM~j(lQcJS#ocRpb?iM1-#hSxVlG@R9#~z98IRKucTL4YH4)=
zJ&KjGyS;FYUe(%MSlA?4*Sfwy@^f?9^+&X;42c7aX@yBKfbGM;!Uq$h`E>wm&#Z&B
z<*X2zPDq7gB7DHD2q3QyWFK+`b_THeVLdiyc~_ilL3Kk|?*|WoOhEhrtF}@=0x15D
zm{?kbeZH`14h83sYq)#6W12U=nP~XDBJo9)gq&Px2SN^b%M~(SUTO<mNy*(je#y#W
zIq$aUyYsBw7GbnDvxWYtvmK&Wug+uwpIcgTN&k3uPVkiLmRq+-$pGIGUN?5H+t&%!
zs4NMcOihxET41Rp;lpd(N|LZzTy@t-HI=OfrzqjoRZED$1vj@UR8zU#s_xKL>YBc{
zK&nYkwIYK4EVoYjQ@dulL_KbGai4agYMSekvWknIDwWSrM<>uh)Twb3VENiC)qXY6
zqNt=Zq5+fC{5}f3?^ACU@Ow={7WQfcqZ^yQtYq+%9;z>9{f~eYV5%ex{R=t;MQ(BB
zJJcsbVb-jIb+46S<&V06k4}Nfh>oyoCZsEWsGmdCrT!Z~S|hWn9YlAeoa&c9gMO=i
zQWgywC2s{$qP==M@UR-H&Ah-PE0s#Y`clbj1?xSpw5<E%uGd};!WVj}Rl4a1B6e1H
zZ~0Lo*G?^!eY>=@QBH~|(d4|fw04xGaIv(Lbp6F@s-0~3i*N0ESN)KZlPWXj8|6<X
zJ#Tf_AHUXeKdH`dEG#Yt&c^EIe${t2EVsJ1?JvLH-p*J3<yT$L3w(i;YNfXQam`&)
z3u2GOon*;6>ich)&&Go$uVDe?Gk{`jR)>uz#&qAl2ZQ8znwXMhME4Z1GHvX-_H}H=
zG%1e6f`^8-358}urV{!kkj4ixcmhp=hjNpO4XF~OW0t}zRx+Dl>t{gBNN7Xuhy8N{
zxuL~R8i{fq_^>E9b_0xaeybc{oXbn~z%K=@*!D4{7Tf^%oLwtf0tyc-Hms75s13aY
zh!Rxe+PMJRx@#>2{<`Z$0xIxyR}HAoE48Wt^<j~1EjakHWbFt3`o6m1s=;__v!3+F
zZEzP;fgi7?7UW>>s<jYM<#lg&DTp7G$_r``>nvG2T5x~{H0t%bKVHaLjUYB!y=A$6
z%+$VFy|w8NU-cro6fn=VhVJ^|fU>o_hv9%qHwKr*5lB4WGG=1`Adt=Cpau0?qRP--
zY%YYyfpef4bx~@~=(ZqY1LjPE@o_-^I6UY@(5mM$6op~fj^PxByzo5DlQ4Nj6jC!F
zsril!w;ty^T_P|lS?d{Poq=TF3VTndyg>P<sA{LptDAljM^bNI!z7N?+7AkoWP87k
zCL}r;LOfbGcgrGnrRrNHRI)3nt#Vy>9{T=%J4Yhd)f-%>TiYVBTz6H81a-<<Tp&wj
zs|6M^UhHnD^_!$YrG1Mu@h*7R^uVj-`hqZ&nObHIG-CJJ)xE1U*)FSB$>!Q-u8{o;
zu#8OS9mcjvy@1K*(NrX#x{BslLOby*I&tc-Xp6y)f`~4RiE}fR9#NIR9z~b>q)r9?
z635<r1G5+^0WSlKY-dF|HMxiX8o2$RkQ)N%LksAevuKoJn@vM$0!}J-WwGt9()`i|
zrCCA?^#&kn1bgwC*jsa0KZh)<zSr%u9p_j7o=thgKPSV1%Zr@J>KB2{EcFa$so*pb
zI8h!7&yEnotWCH6G*|8X)}tcmkz(pKzo7hSb#Gs)`@xXS%?&H>kGthv&+^Cjy^_5Y
z1XW7yM#~>xP;a_!@SL^ew(5_oTW-GUkC!(}%h&z!Wp_u4_`#OaUS!X2GrZT>w}M`Z
z8=Gspeq&0oclHZ@!^(#u%nJHpE;ClX?k`svOL{@yORyTt{`gK|(W?66W!JWKzl-s5
zeP2WgG)1%x0PN%eJJ=ks2mT$KB`efAf#>Jbq6=7@j*cmn0-*LcFmd!EAZk5JaWjVP
z!5%Y&qJ{@HG473K>@`>n`u7Gp{X?e057HS-WqT0FDQPD7##~xCdC&-1VdY}C){jkw
z3pwnrsv1~Y!L)Drje0TJoANvON<bTHeg|LWLq+FJeg-_t>wk}QOZ7uyJaucy4~gZh
zTMgTXI{0xZAL<gbtt}s1`>BnT0Asx9>8y3Hz@1gAE!_+PXe_y?`Zz5WT545{o11L@
zE>JOQs<qwndvj`@yS?NeA!%3uem`ljyVbhp`QzJ*tnK;ZNw$^@j+|TtK27=K;9)gv
zKgpo}(SnY7kwz<(V{hx{Kzn-|z8d3}o^peJ*yvHn8A|tAk05s@FpJX$maL!xeiWvE
zaYgx3SjVFaXAzx07O7EWIa&UtFvZQAC-Af@b|b|zS1T07iAbkrl}kJs!q-fYkBP^N
zY|)xoX2W#EQ)!;T2D64T9|nOt6nY3VQHPY~U^aB+Be>M5Z(IRn#z&F?elHBA$<@Mt
ztsjaY{0}mI^++Oh6l5~xCr;_-a$L&U3qrAYYstcKkt>pFY>6Gw&v{#$8@oZS$gO{J
z0<N&Lv=fA_%Q^P<YO?{3N}ztX@+>gU%DPt%jJbllyC0}cz09@(Q{d(;R`+vJb`nU=
zA6|pqEc?p=mENkK)%@@keFas>PT86^p15AUS;&hs9FDrZzv&<FpsF)!N+j~FO67YP
zQUm8D0icP15JtE1Z2Af8-70-OBy1y2N2pZ{$$f~Gi|}W4PH8Tp+|80vMD4x)Z*gv=
zspOO@woknaUxPX}t!!Ye=tr~EW)gA9H;yRxcT9E?IT^~01mLOwxC#@Fz8KQ+Y*T^F
zhCYLzaQjuo>d+I5O*P}FUdpm>bIkm2Z=<6J&wL?MY_-~T^jcS$x<uM2sV2z*F-rwx
zc&59JZHyk=T1f3uTtzL|>MoXIu~KD7camC5Tg3%eS$U5l6`YGY%S7vbmI8(c;af!-
znsQoTxH9n!H&vhj40hC-ou&K@F~>G|8rY^nrn1IWaSF>a{O){s9ML)mkUo_m#{=(T
z|F0-GWhOX;{b|Z6pf!p)B?)WQ*b!`Xm{s@$niW9#bIOUXsj$VAFgmHggd79WC%X)a
zw0*H3gjZ2{hwJ?0oXCQ{B2K&G$rw@hmW^EXK2*-|>6N^lORWh<yu@yj3ul)%%GXGr
z=S#c06t1c^YUGKv)>;eX>$g{PIr79<qh`_6o>mq?PUhX*FH-=^YF)?3iRrFdKQ!iB
zts2(NEi6~p$TlgsYD>7D4NoE?MRnbU6hZYoIox1vWs&yK%%24^ebhe!74bF4A_|Eg
zV3U>$XhB@W^PHyQH=n@c%8!b$F$I@H)XDyv0L~EV7L-l}ae$Lr_2ZfR%1^Les%Yn}
zYye}NU}@e|m4b>V7-#uc5SG)*{3<Au^&e%GljPeUQ9j1AVeCRk;vve={1zo7uziMo
zLM72!Urx!^IGAT_^;RH7%KJ-&Kw9MW&4A6ly}ec-6{>7uXD=uyxURX4V12=o{q@BK
zw_zO<zQDCx)#@#Od8+F1Ag7nwS#w*y(Ohd>tNXGom0xh1ujuF00!s#Y@LMX7oG<UK
z<Jbxhdrw~(HO^7z5OQY^0_kG(5CL@zAQm&Iu^bxFvNZuB1v4`!Qo=z)%dE1Fttsev
z1LDvj#TGF}oDvnWm0!pRugU@!3!DAp(Oh!B7J<GwiV^JJ{?n{-gMnuz;ptuLZg_YX
zyht|q_K>pQjm{-iqOdbrWR=jz*v})QoL2mocIyc>1cqhgoxe7UtlZKzc-qmeMmbji
zI&It7@K&t>*`q+<J64S-x=~j5h*ItA?hb|Rw+os`MSCs#7D|M9E~_Xz78h?VP$t@K
zEs0>^@?vCXPozLtvMQ|k6mu6EMChIH<?CRxfS3cq1=z*?Cg^m~5S#yEe{`%svbwXB
z^S~1jvP@Zw@AwrpmCxoVf^MZm|G#EIfDl{$A&jvbC7xHrkl;`I3?Of;y`gd>Y1_;w
zA2J=Qm27NDkH1Yrs1Hh7TG;UK9#P(d2cAEA+W;$i{(lE4)TR6<K8fchZ=^E(<O7NX
zJ2+0Ih<9U|oALu-twoN9<_aw1ST#@O4}<t_>8_9ywU)h0Zo|!5twl9rYN19oVhiq`
z5I1a%<w<6@Y}GAMz^S@qQ=nI>wo5vN`*sR18AV>GdsrIlVgZ(Ob2VRbD|D_xB>U)h
zAIt${9z)*&ND%<b{v10z;i+T%Edi#8oQ9EhdveMjg{Q(5JQ50g9QONeVSj^!gg-V5
zX#H#(!cOIA{0zcF$Fk&zk~ax_W6BI8g6opbfouzScn9rYpzHMzKv81%z}g|eIfr+4
zBJ=1OGKwlGKT<pb4}2=C+)iM#TtoR7B#Qb+Asv(Vsz%BCl(Sh_l>I`*+HU=3Qe0ZK
zdJ0A9ItcE38`asgQ_Hv7A`M~X^EMD-5!Si$K(+3k%RJ-&AWFq>7QkN7D_CFQ>X=t?
zTCVOA)EDyLY$B?v_-jVc;6gxdf<oJb?RFuZ82%~DtbhlfRW^D>IuE05*x=(dz_{`f
z0u7r1_hkLb9T2_+>`{qr<FKW~Z(=K;EXje7Phh9pIpqpVC-}!y%nrJ8IxXD$C*bv0
zU<@9OrpY|ET;ZrwFDPsW{Y_+%9#O|qc?d*I<)I9}!jzACr%236Y32ARiD|Ikc%>t4
zsy9LJK9S$bx7O&_GfbLR>!Wwl4#U=BYa)i#Zrkmk@dS85@B>9@4%KWQF^xPcmBiVm
zy%vKjbgZp*2>=O3y{p$ThC5ZPv3;EqM>g9BWX$mGhH?@E(J_;#sTm`F@5g>AS2I*y
z(EMMr*f<^pEm#OwW(?&v&+ujls1d-kfxlDX5m+>ewW-}1@es|=H((3INmy`tmVS#1
zo>oPN3<L~Twqn)k55iMqf>ZA<w5L(sHnG<MN|Af<p<jjBCo<HisWJ)^r;#oG0}Q0$
z2M|-%=jIgN4R5<Q%Qs#IV|<ElA0kVhx^IIupSZQ&X}rYtTPcb6a4KqOvz=t>IC|Ry
zXY%D#BLHpN{-mczy~OH)7f$Udf^o(^DRlr6_v-%mo?G&QajWhzJLnBk(m!cHQuo|a
z@SGAh0rAK21iwEnD&o-Kz``3O_z$vVTTt_qN)AnlY(|+cp#KSQHqq%xuP7Y+Pzn+C
zn$+JD`*iRMS|C4|!&tG%wc!zE%pHLDG;dP>ChGLp1U6tJf~l}zwIcb<)Cmvz6S)5G
zz$h9qsJT#uW7=RDuyGG?-xuJfvj00EUdi(9aQNT!lB2*nvS3PgX3W~H`S*YX^<CAK
z|FhqV!dCTd{}i{|ZnLs~y1V2tmiNc81SsfT;gviuI7jZ*y^`-{m=^wyh9|7HXSaPP
zq-K}$u78(ZD&>Qxd3woh`Qt9)K#T)W=J0p<P`H(j2z><5i&GeYqWhu``bCht(F|oO
zG1EzwL`+z5_<J#$|2C^^ypu!u4TAQ@Oqv&tl81q<wy^Iowl%vgXL#iTKwrmRMp(Zs
z|A6b_P&wL>Sip#OO@EHsPoOl$Ml5&&zsae1B%!jWGn68tBV_*pqZxCGZGt?XLD$JM
z>Gve0@CedW##GDAFBs02d)<<o9iRX`sdZCiTH4+<kvOZ@MW$Exuzosi>ZS0U?v$9v
z+GvvGU1kewJ734T>NIw37ira+>$X}#_}6W>RTG!MByOJaTKzyT;{Zk-Xm1Ma)#IWa
zq}6HQ@5fLoe*;zsL+y7zIxpQBDni5G!bB_{7ReNnw}W6;bt}9BYy1K9N#S;EgQ%cF
zYcxQPVm8JU=1pgsL=YW&LV?9DU;&kb$+O=BjA8X=C@B4X0^11jVMBBe{HM6)2n-Lx
zYyKN}^k?u9nFtTPtk|8?3VSkZG7Uua%Ko+o`fwZLlv||&rF-3cy}T)a3gAGUwXc_K
z1Q}4PU%SCTB#=Q?2O(3VtCri&V+?ZzbY#9p%l29=(MSsvC>66)u>dvFV*M9Mo>Ce4
zC@|j%?3IeYqzNNn1%n7_W5K{~ZB*s;C3NsYuPfAh$*<FVS3&pUE|8}>#Y0aqybsoU
zvtr#4{vNWgW)up8V0#vo+OLyDW*{FZtvC%2o5tR6k`FyFj4^dZ6*hwx0FpU_exCuJ
zAm*$o8;M-y;f%ACOsO*KpK*5gRh6Q*Z6GnqVVCT7%kL@1{GMVSbs5tWB|PfnVF$hn
z8qRr4)FXIWNTpT_+fIVr00U%km=-n7+qf%DHFwnKlue`CVA7Y;Z$){*?@y|O3di4Y
zal)jYt{9JyZiJ^5>)fm$q?0QE7BKl3=V&@n=m7|E1M@SOxm9)1QaOcc>G*jP+xWW|
z*x`(@P0nV?gCX~jQ9U`>UR{2M4=CRnHN^n{Nf#z}38T$e=7|P2{=yQbyxT=dSv-z`
zW)}E&07cQ7ZKomXHtPGST>>Zr7Nn4bUIKk!+Ii^)I0y`wv<YPC!M_NscB>}bjTV^0
zREA%x)u?+O^~Muj-`cKwk{uGqSH2bfnVt-9<36dCNX8td1_Wb~j-V~Wczn3G6JIbf
z9v6po%t_JQp!i%aiKok*OHa=x>A=iuZ!OGDk-@!EDrE6u^63{Jy$>&j9yt5ZalANC
zIQ`%$yok=7I7N{IsV|YqiuAlZOs901)HewfkXG(E4)hC&(7UkBe%$70*A>-Rj}P}q
zA;!K!r@plz>SQpT93P{U!@_K8f{yyUx_Ivl)e}5_{;2|O=DwHCmnmDVoPOmkiaLbG
z=bw3w_Rt$M?#2t=Gjxb{)it0^QN|<`>g>aFoKywdLH63=M0cJYzH^(G6P;Dq<{+q|
zbxrA%!eWEtu>&eKiI_@`$MLAXbH<!HNC%EyecZ}rh;=S5KY9i)PM0se@d{pyJ#_KC
zb-V~qJ-7Z<+F(cW*wX~0P#0#r@%J^HVEVe$*>}KC@JpdkNcu;P!8H@J#W3e#xo^f9
z8IZer#DP$4cyLIxy}+~ND8=TpGcz+J#Xf)T^!z-&_RY7JpLrfHp7{L6#fx~6due_B
zEdpY3t%`dr^24vZDbN=;ENVNDm{Y1@-3f)moxMP{PDh9{?D28u&i=sc4zsx792n^7
z#j~W27LAIdeiIXk#6i5c+t6nT39lDVpDp6WdzU`<>gOoTbQ!M5&tAEFo`81f_4RjY
zM1FdG{Y?Ve#EUDh;nqUY!#OP7HW~lHLCgfC9UkuJ?7cw;KmXyLaIc{b2D^#$_x2%c
zCZZ@=Vq+7NDU?^!)9E8b(Myj!@Faoe{mZXhr1!pa<*ir9<3IQI+vm>Wh4JR4muY11
z%`5A)$&QEKeutb>Hei<?C9w5P9U+8v95^AUtZPsf@t07iIugW|!=bQum+lwB1B{b*
zp5wa=Vh+BOhotWRzGuc6=<OXqqWxfGBs!{n(kwHojgKe&Ku<g|J$u{_03AJPKNlpL
z-?{Ya<@5gd*S@~C5+r5Im)4#>9Ymwwc>B@Q{&@6_%jL)Y@y=J?ed}zHAv2yU=lwuZ
zIQfv_7h_AA88K*%9=?wq>;P_xPxaF6^L>X?$3%;XP=_)!92CZeI%LJSx;gLY8KUt|
zzWiS(SDr_uYA|+5sTi3=sPeG>1Og(mDXd4icOVk;t;gZvXe{YlmC<N?a>gHz#!{K1
z{`kS!!r78P{?seyFJ1J<zxm4>SAy}&U%&GCqCdX$_PZ~g^2blUez|nqA0J$P=los%
zc&PaH=fr!H#gT<ahL2I{#J$7EB4Y8plv9tg6gq`70{w^PLsLU1*z`*Pj>xn>R_vHg
z^q(MWt^2@Xt?z`Oj-iPuJk9(M!1DVd+OA|w)^%FWBzn;T4Oe=N^-%W+l0%gpE{3|4
z33Mkr`y#^z$%3Jgk@#`Z=OP-Lc?9dKMh{v~3yq>3oPSQ#wwjA87hk2TOYgt;hJ(W6
zpMLwx=N~5F@#g#MFC9e^fAWpDo}0ys`O<4IP2<JzQ!B5LaOU$DpCi4;1|OR5p<3FB
zBi+QJy(a50%#O5WVv%sibmt9Z67^6RYbcB1=@{zJV&}x&5vrV=vF;k+cS^lW3Y*or
zt@*hdqz#Oqr15#YNBa<8%Q^<>P_i^Ia*%f2p$w1SMV~Y{8Xa5oVK9<LVY32IdE{kU
zHlp3L@(hXS-16(BOisS>&JvZGxm%xKAkFsc-#UMal*!tLb8LnL!gCMZhq|bE@-u}q
z_}YV~A6_Ee*`0s>@hCwgaqezxM&tD6bd_Ee>P#2|w2yFj#OM<RTU<?d<Bme?z;uUL
z){&Ydkn~JuL3--NbUt(7&SSo7iH<LKi^dpq#9bLfccBx{n6HP2#uDO;suNaYu`InN
z5{tzi5eJ&J(d6s+LXgeJU!oTdk4%<GU5$(_lu5CU7v4N`1TQ}G<#KKgFTVB5XAMGq
z<GlwA123wd&rc%_6rX)Gdl<j-f#Zfjz&U#K$bCc|hmW1Umo#?to(E^BFmvGWy@v=)
zU4ygJbZ%GbnbGOgZ<m}*ld|aRo6re@YBV)N4HqU1eVT}C?yi|bkvsKHo^l|4U+xBH
zYZQA7$Z>>42%cc955y+|){tXk)71Dy8;hL~#4r|%l>|&;TIwx=i8lJcGlDFlhh8O`
zkB&VqXnx|<rDOErpLx$Q(s;48b&4P`|65<X7Z3YaSI}zGofjX^q!1AEkDi)Em*b(6
zcTWp*YW}2g2rp8{=Ec{`)BZVTK47LaVHfCABiNXwE5$6(Y6DYK5mZwh@eH2o1vNH%
z_Y`*AD9#+aD|IJX<i#%yc?eivitTh`pW;Ni$U0*2bs!^tAf7~W>Wz=lcXVm7*eL;t
zm=-JhMue7pM?gY5eO^Ffbn=ad2@<gf*N8gC?%sHsl=z9u?;JNtV}AQ7lPsVA+AU-W
zHr2J`b3_9#mLHg-Z+`T-;v9YI!n04_L!CnIedf7&`lR8r&)!cb`NMZVsFRV(V#Yx#
z8|;ft2szO+6c6F<`^Gem{SJoGBP3-G-#09dTMryNHu5RCaTIKU^NBF#Fb7CnHo+xl
zDw{Nl9a=24Bjefdn07?mKRP-pSY&iG8uwXbboL#e9AZy=o`5iFTp}YuOFnyr44CY>
zufF;aUR<heJpLKHxcY0aJ}fF=zxlbxNp38E_07kLHHud*pC!aUu(7sCZNTO(Uw)SC
z$)Ts;Sfnmi9a9VUQLC`f!0=&-NI}9TH@qtx4_D|IyNqoXoPh&F1RHZ?@(2Gd%qQnY
zJJ;`Ijzstj1_2!`fGEPZcQEX=t{SE^QkhJz^S)7JkT3D6V#k3|VpU0rj^+pq%E(CU
z!9Z+Iyojn}Bx-zKsE%lK%zjHujvA#m>1s0j<l8F<w`X3huD?of`}JRa|6SB3&aZ9#
z;@gko#arKe@3jX=gueIH7f+Bfd9V5+K`C?j%BuvW(R*KX$fA}zlV^x#Bqn80x;ZQ{
z>K_GQY~+9lbA%)|pq>=J>RS%=hz?h&VqZtkh={xP9yl;@@>7&iS-C(Rz$2aD3x_I~
z063lKiCQntCe)^tUJvySPog2tL5}tejvl5@>>nJ~ghY)F56AKXCW(UB5)euHGeV$@
zO`m*<u8!Wn@FKzFYZuqnUniJ+yY}AOL_%v{Uw`IlyjZ;Q#v|ml+_mxci)2-%mN(XD
zWLP_Uo-EHUHgNVB@d#tcVum@Gq%KV=kadS{cJS)I2V0<v+|rNXH9eA~5$8xfeN%VJ
zi9b*(k7cQpkzr)wvVkQuW>}GW(kAa}7Jx81`i27~($N#q1cwZ$2SiJjk>LYTB;%Fg
z=xA(G^z0aoB}lAHC8zIx1TUP2AAgAocYpP3?|z<4<c->;C!WHKC*J+sDKevTm(DMp
zC+Yg!di641D3OP+yg_WhdR`{zfM<A;*a=+O;fxOgOq0zhU+l;xC8<i8S*NSJJ4zqS
zyL*zKYKw6lgM8wML*#rS#C{BhLMYtX-`NXql)K3vbcTo2AyPcxw}@UP6XWBPB*pH}
z&D}>C?@KQ~?GT23*?r@UHNo2#Um{29*yT4~BDW#&%*MOqQS}Z!{bl^9B8VXJsNf48
z$B#p&AoYOkSDRsR%ZJ0+M8}Da3~+guto&G%f`)qf$NKNEjc?zcResQm2NVC-i~~+-
zN6&Tmg6QCYasXc#8`G#Sj&mqEnLLaa59M=rlXp{n?aAj~#EZ*c`~2EFH1*Eqw+ZBj
zp1iV7AnzG2f9-7na_#Le3y||uYyO5Kv%*(a*c9dZ!WF8makvzcx@`EmaL)iz+^71H
zyp`x+u-Qm=IE<~V9Bo)tN%CQzG1{!2g5Bc9<HzUb3<2fEM+n^IciwpIB_fm;zj}qX
zHgM>z_pT5TNV!X26?^PF_N>3h4u$quQhqX|D?dr)z-<6O`K&P0rJkWfV5Z->y$=&z
z+kF{lNQSTI1uro+tn^ZAsfqaL0Rrmm!GvgE`Sd-;6nU|4KKo#v^xooYE6)(EPn_9U
zBO;Ka&#%+rf>5XN6mc*QMTV%03-1JX30Wn~!;JgZUzm4@!&%@Gp&7Kox<;ms{wx&#
z6^2($){WWJ19FJ*Gql&94oU1a8X--31YCdGYbiICBt^6G)UhlH)z7^A%;}TFppU%v
z3>msZxmQZ0!uk*Y|81SWZ__{&$J3^1Ax%g~?VNqT9Je$-dP&_#feHyVjsS_N86wdM
z84%1B3xbK#ng0cel_g8NG4f}y!T_ke9|ozUn-fR(-aWs&d;Z$_+~IhLF2=VN(=_X*
zyTOCLs@rOlj!Ij@y%D(>AEfsdUHnd{`E_Lfh{|cfWm4AHN@w6FDkT)kacm6(K<~ts
z+<X0a5Ytru{N=+g1^4i1HpG=^Jh@MT?fyP=1)UqYmL=zQ_g&0bIhpQlx7f{e)W*W{
zvP)1ArB4Qt_xqbWE@)9+Svs#E+){e{Cxeb*(#-V176BHsrvuB^`UTWwRF54c9Yr$F
zqwN;4ZKemCjKfLeut`GNWGfVe$Q*U>`E#eIgXYN<uKap6NN%p2R@^(|U0YsaUCx?Z
z@PZ^G#?APap$fKdQT-cQh1e%3Gpr&SPtvux8%A57)ZBDO34abnkyC<d#x_zWlTA5a
zU`^gdkaSYGagn&Jpc`uth#sa*{rZH5qNLu!Z30gqO6G)C1P0NmNQXhd$rc945XxjA
znAc<xF2zj4&=*WIk|83CddHz)s?-1BcoUT;_5M`WS8`YUYU!_GiYgdk#1_<LM5w}j
z2x~}`3Xx>hO{~JLAmR9|m!J~o5G@r*B-sQ_AHhgd1UfB3THn?##{FqQtQXHKJJ7*K
zxj13V#3aq2TRbrd)~|XIwGQzQa>M9{l|mwB3K|G_%*i0&Y=XK`q4{PLu~>`d)0DX0
z5H3+$U0$trkCl>QgT!*gsk+RE6$m+EctB_^M5kfrVS=ac;UZ{C6Bw{xdkH2j^j|7%
z<^@8s5xZ=$<Cp{(_)Ion##^g)5%1{ZJyj$S=j)4tMe_ksyOL&@esTnmMNSl$m)dd;
z5UZ(AFY_Y)Mk%eX0M^2~`(^OaE0>DP|1>MOzFs5OlmbXMooh`*mdj}yzCg&SADmb>
z6G-CYeF+k&c@MP#cwn^p%)hpJ{>&xTTxOsC!0o$c6<FtsAF5;_^fx>&w;U>MbIXX(
zBXUDO3g^2HZuzt^Ke=fz_}<OHmR9*oQpOmmxRD5g(w|xQ%qKNV^M3$PO9KQH00008
z05X2zTDh*&@tu4C0GY=C00#g705C5xFEcMNRK0s}TUVMNctAoAN+R!t9+t%y2nm)1
zUVtFwC)&1jAj9rKw{4o1EDtQHFQI_aLXt(%cG{sGn-`j^s9}%Y7h|WVn9a<X9Zc=A
zQr#X-lC3bk(+zYmnMKvSIJH$<tkiBbv-gjnQuDy1QoGD-#{2ueb1prB%GTAn58!^!
z-}jyGe5WTA>k(qF5F#v=|3HX`arA#)72?Img!nS!WjtTdXO}o(<6oJ~)8a&^M_i!e
z+5utoh?tFwGJY`b<BuNC)G}U8kNddZ*W<qD2hU0Sz7*+*_bobeBAxMNkCnz(_E@%$
zC)IvWJaQl3p2>7F{s3JQ#W?*85$nZ2GEyYdUPkm<X+P5t)@y#o^ZY;N3)8il?6qvs
zZr9}^U;bKnYSoYE$29BftDbtyYxQh4YwGbrR%8np5BG?8)7?jd$L;lcQ?#EE@qbLD
z*s6<WTVHJ!3f-Ez`kRTwcFCaO5xW`|qVlAO?&=Y*SF3Sz*;M0lrDmFX+*^#Tuj}!Q
ztkt@Dd}G7wczWFPyydDM_x)~7jgL+ji^bMc>bF-a;c7J?%}S!x((kk`7Z#)*FPC#(
zS&x^!b#FcR^_%#k$K&zkwYVBjdtRf*niinMqBzckqmMdiNb%KIU;T~^c6$DHFW(DM
z@G|;dKO+W`(Tp<ymUyB+Wq>XCXMfTr)_98{bqC(e+qpv?w4#0^lESl-QC}QNMm=#T
zWjF^@(|#?J`8T2CJw4(gzR~yl>7FqN0mS1Qg2vOHl)cGl4L|u}S4!XiL|r1yY@w?z
zxwzP8uEzAOZFkdO*W<EKXxH_)nU!Wik8ir|o$(n7fe4->-F7#)Ue=1+YW#U`V=b(Q
zE0yZnn!bF)T$3AmJRBE&VLe_i)Vl>9k4>+5K6FG$R<*KR(p0fKnOtI9N!C-H&WaYS
z3M4BKEN^4ktZG47*fiay9xvz0ULZg@u)eIvrIe8fkB=FR(70XSteczf@-H$RgP3YG
zdf$wCayXgxYjV^gif8;k3iIzLrSmk!GoCc9G?cL4x=3mokQ`U+a0S<dlFvgQGcT(b
zqGx$KdK;QB8ZoH4Cl6Us&oPp(feyYu5aMe+u(zhJC4mY<JVXS)%4bc-vGrQLE^8US
zd~ABX?zX?7>`Zy9B;wl6bn69C*Y>Aw`rR&%AD?c6{?91G0y?$3n&Mup-YjTs*j#AV
zI>ESCEUoGBwRoi(Sc)n%ucF6u{(3pb<FT|W&L2<E&yHL6wkL9(b@dar6Qy`q|Fj$|
z+KT>ZRj6L@lb6F45!U1RY`f46t_Mrk^*DH1_5xGtNBm&C27@Q{cpa}8y!tv_v~xYE
ztj3MTfj13@lzH+(hwSDb_R=NMj2KNp8~0d-g9EQ2k~S%>_jE`Z?3y!{G-NsnQxAUr
zDnFMl1wT{7<eL8zW!k}PgQP@GrVIftXBvBO6KqB8KuG_Xny>wUA;(hm=tC2RjE%z%
zq%LI5LfzL_nqF%?uV2TF$XF=gu<&It-gdjSwjOV0+x2eXdDb`Gx*m^s3r$UyT-~e(
zj;d6QF9%ewgqP#y4i$Y_(BocN1XNFV@k1fC;^8FJy;5ENiDpd4_j3By_=dNg*m<O=
zRP?x6^K${?y>(w|#-z(RIceEm*<bhHS7*((X%_U^+)C)UWpCz9(|v!3*)`2<rM#1d
z?0u7TV>D?v(NwhN>`xLMVSA&=X;|CNGrQuwjR8ZR8z+;SCDrvhHKn@X^Hh>-y6?Tm
z`U?pdgDrNZV2eo(YEFcFtQ2GwVD4XH&BL(3w>%2wpHJB}NJ-|uYNPBqW7b9bm6?~6
zao7}DGqA@p6q;GkhSANtn=^X6U>0i4z)s^Ibv>Rpn@y?5Bk?-hX{g-`o-h?G7_}31
zueA1*7=yjMR9UW8tA-jcZO2P3J#L2k%qcxy0RL-x9D*o)J-#6~5_CN*<}Vd<MP*2b
z(_Ugq4DZK_RjST;>#A35ZEswnQ%7xI*6Z~tag5G-Ww7yT87_8RosBjvaTEtV_QpnO
zqckkYnnrBb&FAx$IK*e*z|Bf<riqWM&lsX#spwxqD@lunh$W**Ximq=TnY0X(V9%B
z!J4v&;GbdG)@PHj?_j(%lQ6^1v}H6VQ>2brJc3mcyh+!5F{W8chP&qdX3uUsz%azc
z6b+x5Fq|{vHtcZ6>!@ejgu^nUg0GAE^7*9Qt#x<4+Fp+=h`K&)=eAm*)r3A%Z<`_#
zoH6T#LLoTgy3p0&jK69&-QdiE>AHpBjMwxsiQr5)ZdNP7nJ{px49;xj{M9LS#++{A
z(c_Ae@E^IP-4ZJ+ohzEq+Zz&IOtYXUR&pzf1&0jzie(o!<g$579KnE?mYezfpdj;j
zh%9lgoKh!X7-5SC!6-W8nr1#9oT&mZRf03krf{3VnQ#Sv^qF+M-iTPNz<+57=r33k
zwG2VlbO><hJ7kGpg5&GJJ{sa2fK_AIB1;SFbCzJ%vk(U8W9CP@`RQqR&GWeVOwtgK
zCJ7(I&yM07p2pJ-PeOW%38Qf+g_}CQ|3(l03PXe@aOs!@&cLhwNdHiCadp$&c?Idu
z$lw*scA?$gIg>TbZg3{zXR|wJ{A10pU)x--x4XfajqTEQNu3Ezhk=-e0=+0mu^upG
z!Hccu1HFK6tJU<Gbgm=&EIVEeSImH&D`4PCaA&o;7MH=DrR8d+65LsD!gSlY9NekC
zGg_81X>Zmy7dCI{i>k}cqlg?36=d~AkxDPA^C`p0rwBHiW<{Jfq*l)_AzlMex)Jcm
zo&b@*10D@bfJf&*_PwlMUQO;gZ8$0Dr7+WJul7@MvPT{?#6W_qwrP<WrEusK9Gw98
zJx)9Z=*iR^lTfh%xiBXUr-#fso*%|F+0>GBMYk@*&wEeW<+!=plH#;o&o=842h+l>
zn^Gifpu?<5XV#}+dFafhY&Yr5ijUxm&cKny=^neglE~HRAUA_s=%6MG^%@-jqILP2
zin+F3qJtG7TJ)9CH6mg>jA+Ecuxr+3ho6BM$ESmG3^52DEJS2vfeuREwt9x!Hrs7F
zSYEE0{41gOCXYnug9Fx(FO5den-F;mFMcOU(D5IFBnBvKf~XA(e(wMsNY)giF^s>b
ziHK1~Free^(@>{ba%QiCfFQCk@gI;!#&4XrZ1^hQZ-l_tP}*<~19UnP&$$2<iX@>M
z651I$ZHKn%W|M#Ty0^%`H`{KjHxO>tb?IQU<u>_Lq|a^UnTYwWBI0s9USc9<w$~)H
zYc(X9(CJ!TyoJEGCTo(YxVGI|$<YNZZ(H&$+g`EAEUAi$s4%HAIkC-@E=MBFwisf)
zGCeKgHwG-SY{eoyjbaYI0Ib^B;GgZn_%h4sLkDn5EFOlVC3~Lm+xx(7;#Ua>j8SCv
zeb|-*Fc^(~5GFYeKX3<@2E#Ba0PYUNT;9Q{GerAY*q(D~L(Bj#0W=!ovk8Lx7KOG5
z+<L|lSV$qxi<5@fg&WAH0BvSGs7DBaipY+qGad0Z`1N?o&bjSEO@xT7@kM&cX_G`9
za@_8k{4Qz0L({S&W<HyD#5lr#lb>#v5=G&i6(^Sf`Zwb74RtuPxb71Vmi#teov$Pt
z{P&aT#7d)g+%A>Y!j*<N9c#66V=w?G(_zs7P|LIseGyf?NZn+Ph+Hhk%vy(O@tB4W
zAZg+sB<<~Oh&mo(EP2U!k%yNsm&B=gu^=V0m8E+gn*HWHIap6*dr!fuL)nF$h<3zx
zAlVR9cH*9V2BZMx$;(TdzJcQAV%liTj2n%YL3a~Wo`&;2kxX|wjWh>YQ9NQHNfG%Y
zxc#3^7y@PlCIlmd-eky{&K7FEvpZoQ+md+}UDwae^s$VYZMGh1H~&>-d|uSOeADGO
zXh${$zr80sFPEhQ8DHkRXSVWf))JXr@L7lD{S-VfLJgwZ##*HsR~BStg|(mxAic)Y
zURpN8tUGmA@UsL+%OVX_IcwQniO7x~(gCVvGb8Yj75;@;=YkbokUxYlN?g}~XaHck
zA`9Ey&_WGb{ZsOQAojUlyalAz>zt$ap`->`L!;qQI3gE7;}LSB1}JvUnkP@|iAv}c
zOv55Y$t2f40$sZX$<K&T!XQT=uEDIVOdy7bI}YLMjxzv;41x3!A~_;oLp~40{`X<P
zCh;AwrP460yDWQk)9w08JtQ2Zu(!@Xs@={m#31AI*>+Ya5q15>K5M$Yu-;q}r{_gN
z)N3AJ>#fD(RlLA_Nn{b9<E?Ee{1(fj_(!QUMD&z3y<A=1Aj-gc7uk4#^2#Qa;)rV5
zh2&kyejyeE;vv$OJ;$?b*lM>;v@eQQvB<3VI$lnRNuj`EvcBH%tTfbV5-&UpXanro
zcoVNW@g^(+qQ}O|V8Jv*@@FvRc>hKee@~EM_%+z|j_9Y9Kp!WN&cNcx9t4(vtK!}s
zScx72v9J_Q1ULQ`{*j#^xN9^FSPn>6=5IqMLr%_sAkaAB+{eeKBiXJG_SmtIx5+lo
z6!ld$x^>ZLT6Q+S={D)T+WA#w6k99JI(sZ{ZEcxoYA<fND?C!m`ZG)=d>?CYy5lv#
zy~=V)tk6SNU>;bym)AD7iNfhMv+^C_E4S7W4pX)4E5BGSv)O>;e)U7>);3IYiFFHb
zhrxNY>-_e3blu5XQ3+w89O--3JWMwToDD&$qa@LwQM3a?Y={>T;Y^OhJOe~Jpk%GF
zKSklSAstG_;fkpg<!%m8&h5=4MQ(7aOCaQ*fg?9?)2kCO%AkE{&nZ|2f}n?S*I|kZ
zz`bdB$&L&mNZ$p&0DBFdzCghAA149dfGf|1@av~afO{;G*@e~cB8g;IG|f7TB;321
zRUSx`**g|j+|7a_wv<G<>C#pfW+5?M%SPg4;5$$zx&q&J8c1V1k?XJ+ZiBMy)iz4o
z2|8~&UnK2py(6}n(B*Zxp!{P@*^s7-0M3ptFPkP^Q18~2@9T7O9p=P3qDl)wEdI>m
zXsij-oi_909vR*g=Rec<6@Lu9{RMEsA?Wf;DaK~<ESwem6R7ng(6XP<$X=L<jAJLs
zE`yQ?lM%f6BD))$dy|pJ7&L<v;4BIC-%FC6hiL{&&m|$e%|Y<efkA12g$>wruSSU_
zlY;jpvR=p5MYqP3Hp_jhF`_h?>vf`Z)U9lR7%qeq@0u=l#D3t~4Y}>nt4|5nTUI98
zXBNSrX1WEo)d&%`i!BefI$^IZiz@T2<Ruab{;CSXn<^i5JH-up$b8wCn@zq9);h)}
zW78B%7QAN4E_4gs?l(!RiiuW{eIBq{xsgrU^@Yua1&}!Eiel2<5?fna4q4zWkeQ|e
zfQOwILH18b#qswosQX!vYY3EjA7k^N{c&Oo{vLsu{vpN4=SeEhP@W1S&B<uyr@K$~
zG(xy4!JyCiEBr^Xk&#>iCH)SJOX#E_AD<xf0TU0}Wt@MPOv4ENr{p=aP$PR8@nkHp
z$ud$_@85<R()*juW|qVoR0I}bLL}B?qR3Z;*5$UzNA<igi8%9Kre<d8GLnH47VJ%~
z<Fjk53X>gSBH^*+wh=L!%&3gmSZ2es9;r7OXu^7w+4|P&h+x>3n`V{FRk~1+zirtY
z8?Zq1Sl?e?U#Ib$XcS5Jfd|?JrvgizZ>&LN&9A;9RQD0+`Y90G0ZYMW=SMKsH%JIU
zbzo_ufuKfwI>Aw@d<!??-wx>9aFWp+g)M$#9;(s<37#bkJ%P*r3t<oERa|(4a=HJ4
z5V@D>IDMzj!KX?w4tDiJWiF*`2@mKsNOg~SF}9I)b75hfU%zWA2-|gqtL%nXQ&_yT
zww7RbG?UM*v9&fAW)_)5@aV3BSx>+Lb{dDF{bG47LElj<ZhMS{&E;yGiN2Cpt1_hV
zW!`1O0BO#x^ZkE?UkB{Gq2M(BXnM!l?fDV$4GWfC2o_-RyNDFc`sOA}GX*7MWT*wO
zn?tYa0mGe5l1U*z3{w6fq39V1ZsUs-Y55dIHz4m>1`~#u#qkM($bU(8<s6Y1j}mlO
zlyY}9&ui>C4U>GAtg*!7A4_ql$hp;wjKCK-{{?{zXy}U`__IF1Hr9W{Yb-mStShhI
zHM7b>3%_o<Dr(p$uCT<_J(CISioOU(G@V*ub5&8gL(DuK&B<PTPj$m%ZzxtuB^B4n
zHOV30wnY3)2Me3oZbq5soJS~eIuaqrn6MMA7Dtva9g>62XeIkQNn0WwjNqX;AfZ^F
z&W`39GnP%$8~)$Pjs~-noA{VPmf8I3FASL?5nbZ!2=H@*1brSd{skyX=3)lS;d~ha
z38QfpCVm3{y~-*56lKiBvsSv3Az0pc1=r3HPv$2GL|-6)=pWdl(%X>muctpdo=)}R
zN8sA?VCIoDg*Io#4d=I$wm^*Szt1`L3w_cP>p>1WYi@1^3FBI~8@yKC%(mTNMxfht
z-5|ldQS5knJiD?MUJfQ{kCo+iFiG2Ow)%D^WAUD99HGV^BrjAp5-Xh-)yWkB@2YPi
z2fMBF(b9Ap@IlRjpHmc1Be*AJZ+w*`cFbF8*>wi23(GPdU)D+d`oaRwNzepPEMz91
zjKyL+H#7o~pG?|KAzb%eHCMICT;r2unEnD+<Y_Vj5u`+*FUJWu(!k4L!XJS>AuC<;
zq(R07CQ3{Y#Azf6LN*Q(2AYJbAc%xdChYT@q#@r2cM<zIhheBF36})`ZCJRaBU%`G
zD}if%2ao^1NqZdl+;+X*l~4BZ4?H&GZK>RF^jv<ko>4TCvQ`hKY}#-P&4B%Y)6IZE
zCFl#rY2I+78ZY&$*`#>M^n$rqnT?q{)7@|r3&B*FZ1h{Nm5M7FUr(wfwyS0^H&tr2
z62a^tCBRKRFJ16EMLm63MwBA;bm02B9|`84eW;7C#trd5rCu+U5VF3a&Y7l}-_-ZS
za<Q$Lnu9(U6RoGz>@Y=VW%b3;1#vz(Ekrh$IbNktFmr5v^<$$!tUExY9zbN;K^y~6
zN*dH8%l8|g_d6=1<I60R3tn9wPf?JO@wUS}c~~QWBx&A(P=6LGEMX=I?#hEu-#N;B
z1C)v1hfW{22pJpBW2BzR*L)wo<<nj!Q5#6777)DE62YW+)1*v~9+!T%pvSYWna%6*
zg6TFl_4r1sThH!H56VPBjZd%UTi^^6!IdEyaK_8j>ofZDnymSCJqup!IKOXAm#WL#
znsNxRHsS$0m(A+3zNua7B(`^^CS|>@$9+T;!8^zTK&={oVP&PbqK8`^Vm2)mZc{YX
zl*cr9y7d%~8fS$yCt_s;eJ^S8gFTMuZ*bdfGno8bAiSZ*NkM;%M}gcK4UwOP%K|o&
zTj0lKsAFu>a4gD+;+Qm%VqSs;zk&b$1pnQ|7<{2~1}I{Bf)enClf(UM<QuO|5FcNo
zIbr{g_b5pUrMMc!*M%L3i88gIfTLco1$-^R!~{hUZoMAK1$_1WLQukyZ5NsWUqO_7
zp2x?g{dzW-R9=?bot9GH>3k->{IrPkoN~#_X!APV@tY+*3{~m|Gl(#*e&7SbYl&Pi
z<Jj8XsA#KuVYzBnf_dS3r&WpvR^4AP^E>mu>pSzj?Sk3fc|KG=p^eGPN-n33iAy<E
z{Z28Fi^a5%ZEa<xbujiTuW%|0fewJ6DK?UJL?TL}6czKbaTCF$NP<}(fEfp%Twj10
zLo@-EqPcm5^S!_{3*h(!6zw<|Bo#QRiBECm1_5t|<bZV^l=M%5dwz(B5iz99KnkeB
zM2y2?3qp!Hd|TuBBn2IY`0ErwtD2O%08k)`jQ5)P%?RTK>G@qA5pK5GR;TI<j8wdW
zn<qe)Ha7&&hYVLLfbplNr_42m%$Y)YM(Qk2O{jDUI8`HzH!r~&pE3JJJRIg!2vBrb
z0YOpXCm8bX1T5%!grWn84T#JS*(jAZHuxyl>2N;E5WfJ@j0rP2-`Z+z3Gs7rYPy9(
z4JXSvzI<UpE-dg7PY2TPSY7p2S2<Y)V|mADe4C~V#-JHA{bSuRXeuBhp<+&ott3wq
z!G0P*kg%8|pyn^s+z^Z*uK0VDyT;#yFDW^2hyYInOg%)NvINeiiTJPL^2aGM?bdu}
zF9j2(N;rEW7GdbtY%WAp?xW+?6i;A4)Z~I6DKP0W@DwWMuWl5@HXm(Q@Zs<%k_f9P
zvX(!#u%WUib$N`RS*vv!WQv?uQ%Q1Bm7JMEm|11^2?Y8KJ0lBCx6VX1Q)wY&+OpT;
z_z;}Wc!~j0DeNR-e>f%rpj-5zVF8j+h$)zbK6J`gIf|^Cb@>Qt!1)4F1knFSX;5cy
zeBPtXlF0TTXrE3^XZ#uh=mbJ~%30ka!$$Er87`V}75(r!Gobu1$Vypoc_JC@IByY`
zlB5K<iNJiA08EkadoOOkOchc9@r`i8;2Xq2Ts$^m1N8ZnMI^2ilmwSrWvPBIqCjto
zvn!D5w#u&Ln=Z#h*@g8@){#zOGpi<f<Vr#%{Hoy!hdVQcYM4UHX*0H3;5<vFxy8X2
zgrU1hMC-`^CuvuzYaUG_7+)DF%FtGMo=0wG)uaa5CyLdgdFRK;s3~VS-upjb9G*$p
z6rz@8i1N51MhOZqL?~qt6z`MLmUGU3u+p1#c^A}tn$js>Eg0ers<Iff>`bQv^(32P
zvH{9a4w-Dr1WidJc84|deen~xjk}~VdqKH3K~pG+17GC)F2w)8rD!UR5-}e_<QWY9
z8bO7B3v1-dY5Y`*(fSx4hH1v*I-J+rl!-i)1VHkocXk&|8MF~U)zs|4)T*~2RKg_^
z3ybq0e!+*|pf}4yq7)Z45%Mc82#!PT@P;TR`0cBeFtKCW%Y|8$T-o$EZ`hF$&MHt?
z*Dm7}wABXUUfV9_99D}k&;O*iB`9Xs-FA&btsJ5#PPU6XDO*&+70NbJCFH-f>`qRs
z=!<e{sv<_df%(x26ojUDa$+q>Q*V+yg1t%8+8qAQes#y@k}#el`y0@71pj@D<~d&{
zI(-BQrs7Norv*+q|1(bil<X69p@%XIpy=-s^uA43`XGDHxFKGq6z>-nCz3PdgBrxH
z$H-D0r(Djpq_S||Pf@Va@$l`oS3{^N`PH1iwrtl#lt`}@Z+R+Qb%kuP-2h8Kw7&pD
zy2OX5E51OKRo`?eAh$DMBXecBlvq)^VOHYImHb9E%=Sr!Iu$m4UR_P;*nUUmnT7D`
zK3hQmWud1a!d1Q)5ffWHJD=@(d{@r%d=9VcoA{%Bi!x?4LYR{CVnFXwGl%k&#s}%~
z(9aA5;!mN@1@J1CQ`J^9X|rJ&zgM&%gOchz*A)<xV_!|cZoprNS@`AyAmd$VLW+`)
zKv@54k`s-TsT6-p^L9T>5%piAu-$t(%m^XlIh2be{5*wQz9Q@ND@nTp-qcj>CW1Tx
zIQQu|zR9y*gUR)4s^S)GTp<wu3w-C)#B|NidAb@1HsaT;i=xo&N?i@q*DAX~Ri&F<
zpP31&etfgAsmIN{>AFFc(87Yb5L6GjW;>`JT5EYVSC3aj)mu^HQQ7!$($1}V!c_H4
z7c<$uLQspD>D0^d;9=mTsmBvVAv&tG$dHZXYs-}9R6lqc(bR^9gE<K9rUqc3etjW`
zkk^*uYib-0$OHx{dD|O0B|(Lls(vgU-3psDi9ZfI2*vw}IN5VfMq7GvvRvlrl%+aB
zY&G4pzU~at?EhDknD;!T0e&aLSi|`i*nAm0OG4AW#U*$hAJ&#CY6&a=zDYu8QRtG4
z!F*CVPbGB9a1a;)3($P$&&Q3%IY`CtLLL8oiV{oHHJa(_!BfNq(odTCbrzB;%^jjN
zcjLbx<nB`SkTAQl_7!FQk8Q2z>&m0L<+vb|*3Gup*)neCWxlD<&Su@stK@06%`^V<
zrB16R*n3r~reGDz33Hp(XHnuB);=@dVHN9mrdMV)M9j}dw$)it<plzorHm}JkPSdv
zc3M0_(9L9uy_AY>I}p{H<0b9*+QwR(=9InlGHW@33MU!elG3tUtF2axY|=SkIYCnh
zWuBbbDNJabNzGG;+ag2(ME2*fZf8NkOp5ZOq>R7<a4d2f9J&I%nE?!@s%Y|4jekxh
zJWx~dta4cLH#pajqO@rd!#~G`KmiS?qWsU4wYq?(HSrV!UUCli{3~29od^j>imNW9
z1bmy?@|y~yZN@@OsCK>WvZY5XuN+Hr(^MH`A1;jz<i=M&wB`jI(TbX$ZY`T7^6B$a
z?QpfDpqp22aU$CDn#cHVnaL<XUi5M~wxckE%iF|xP(%T~y1(Kn+~WC>g}laD5yn|S
zRvv<HnyaYEJ;}6bHfmJjD{CM=AoD75rX{vwBuvpQ=dP6|<X~}DwoLws(%L?=t=as7
z(|`*L4g<J9hhzHpAkqgQ{Xd6vkAU<Peg09B05K$+=C;If^7RzoKw&AQ?1=E`=}d;I
zViJZ}<HETj5co^r!}r0HFX$#3_;i9Xp8y|(m!yeFQl*CC1%>vW(+daH6(_88yC6*b
zHX*ZJ`pwPyRv&u=L~<_Ayts7)G(2LuP0lL|GplC5<Hb&wVO#~kq0Vq2UX?^)Gh>F?
zdvv#&YYMMt>hZ4Pi&r4dheAI<P=9I(d|lh{h|cps4gnI+B_yLjFS4-7-yVr5_-hwi
zMV{U@8r4*^vh*ti2xNo-LCb4#nGvGN<~-Q3^|OW*U4?~6w_-n=9EX}vfilkmQWB5#
zJK~eNP+TL-zfi&9Z*pnV)3n^fxdQS%oupD6u#6^gV%q<_3<Wrc6F-K`7h$A+EtN*3
zJ!qvno_xuokdrFjULh7z*#ngipWvY8OW;D^3zn{=fgTT9>5O#nf4}C0Ev_fa{LN0<
z&JXgcR00>24$qWjJ4oj><!UKN=b7!g8<ZetH=81e<hxms53X-{-DXfbY?css=<%v3
ziQxHb%VsesSq>FNDR_=KQ?KgcUc?&Zm`*JC8P8qR8Q7vPp0Vuea>+|*2UD$7szDmT
zE6U~Np!^$VH>>aRBLKkDE1gd6AL5bntRXYWi(#6~({7o-gw&pq0@jvVrC>DdWO_?b
zWeprwto3hHzPQzxO{QZpXTiFF8yD)o8YC;=>~zLmnE&w==E6ckh%bkS@MmW|5srt4
z^{=Gk5&i4wB0ZiS9&U(aZe)09MEycIpQ-5ZKj6Aus$2Xf9x<dcm7FXTJyX$<e<eot
z^oYXn@Zj+9K{_`S9j3_=(Q8GAIM@>D=uo34kscYrm>rMBqND#R#5bMKJZf3$Ci~iz
zOE10nxO&*Fxw*Nr9=|zPn!BmTOV_TKN_za#m20INdVKmy>DmoFZr{9ldtQ$(e(=Fk
zMUQ{{iRaby_~)N5|KQj4_?>s>%Vj;DdVDgO)Z@dWBO{}F{P5w228Z<czJ2@p2lV*v
z-Me=0(c^ve(c^{*kEO?V@7=dE9_qnIkB8`^#wmGI=<UIuSJk=x{{92~`ktYop`GvM
zr9l|SKfe0vtG@xmpo!_>k;Z;tiGj4?P+_DAeWz-%0~VML_Ws$f)6+N@0tPZ97}FSl
zUqh5YOMixB&mDUNj}bo)odifBwk6X;qxgSxq|sy9qobq4!)HSTmc~z=7#mf%>D$je
z^XMeurW?hpuU}F%Uw3Zaym5<N|J<GOO**(*yul;s{2L7j^S9q9-ndQSK>5!6drNe|
zhxhJ(!a(BFPe1=B|AY?ieRSWwM+awLkk6i_gXmavbc_y;9UB@Rp@RYA;E{*uV9%bt
z`}Wa6AC9<q$`~+IQRBY-{R0DZ(9_e~+smfaP&u-m23!v~wYQI)-RV=OPo3gB=|k5s
zW&aA%)&$RbGhi^MqC>lOo#x0$inKu~a1lxy;vg;x-G-QtB|u73<$k~tjKp}p+u-_y
zUY<H!ibh9AK<V@0llD~d^dk%rE>3?-euEBf-?~}4LI=0XcW>Y3Xy?YQn@rHxaL6Ms
zzIx@FqU_~s^Y75X+i$;Dxlaf8AJjho0Udn&>1UsFmf*tcmo8plmll5{{s=>{aLPXN
z(6PZmV!}R<h+f#<y9d-`x<cyu>7XA(B)nz!hQqsdeNDWy-4hB?e(j{an?6bwqTo<e
z9VRV&_<9hkM=f20RTvujgI>h2V<6lCP-0*lv;rrFBxoZew~Yo>fI@mnmPdwv+H*1_
zdZLi*M08jp`e_g}2&I-_d|*Mu`H-$l3d8^O&Kpi_+&&Q-iw;w{=rfO<NuFevT6p7C
zhF-Tzckj&7!Hw&;=Wo!#wYeL&n4GU)x>_UxPZwUie2rZEE&JA63=k^sJ^0=y95R0L
z>&r~mTet4sVbZ52rY2G()T1M`E@em@O_K0L4mOyUyA>___wQ4pX+%sVk-K*9-pi+;
z^*tdjDmHlSjlBy*-bHs0f;F6?J9YBZDdrfJ2|ySd&rTVQet6{ls`R3<KS`=RG)U#2
zPH2i$Iz2Q<7)qX{@+4S+KFIC>E<XVR9>lGYG}(#XM07+R!l{tbh7m_X-G`hLmOX;c
zungnd<0oRH^fP`bd+tdNldsQSzseN=H_JEYuQ4%k#IiYSU%PgP4hk<^v6(=n7fa>4
zbnwBg50z}zzW4d(pEFsP9#r0^gJ;e@_YC9Lv1lyHN)6tQ4%5Nm!-tO^Wu=CS5((2F
zq@>I_^mb2Q-@g46AxQaS!#S74)kh8=p={S9kDNStQh}<-L9P(!?G<M%C53klX}t-9
zn2rw0{&5(#7a@HOXt*2(Wk5fcHL8h#;F?3tSB>X)pH2@CQ5iTb?->y^`QL+^gb732
z3zGJNcj1Ypk>SB1IN0ZU9x=qLp#1X|<f4ICCTS(&(XR-6UzmRR+@lP`Z`~-D2yM=n
zZ{56klR;szIH!!}>o3{YuG7KgT(QV>eEZtlZ+$=qpFH^J<4;LEKk>e&N?oQey#CTR
z`H|4=6EPg6#jwaF=Z_vcc5IN-t^4*LI542esN~Kx4K|6>eftme)8oiAa;lvw0=c5c
zNO2LkNtQ8AW<xTmaW<RUp(Gi^QNV&-VWsDd0~66fDs^j&PC%z=Mhb#0dhT*%+z1&!
z_A4e-^&lBTGKz0<l7vb(X<ku|SxYgpjzZkqb<%$3@kf<WzV^oJ`Cnp}a^vO=t-Iwi
z>u%xoxj7zr{rPJ}7RmCZTgpn_TdFK^PRRSL_Av`!@#dY<B|1o?CY5;@8HIPJIBZbt
zP1^l%8wX(&(|h+)<S;OBp#K2bNH`I83U&`!!oTB1m{eph2bfeR@KGc-4OVuTf!(|5
z@xAiZq@o-!b&BS9=5g;hFIX57RI43<4QaeQ4o8z#{)Nh52M|D|q0GG)>mhHAe?#(Q
z?*z0ZtqSqQVG!^wJko@ahPcSs9)Bc08hy|QxAMX>kDg(>HFxdG8?2VsZ<Se5uiDq=
zI843t&0>)(<Mh>Ey20k}-Mfo#y`|jorw=&by#4M6-(~SkKl#j4Q;Kk7N@3xQN7+gk
z2M--NLhrhlYGDr0(u95k0H{GaxJxcrUlR?X8rjADq_D?hF_oS^crbGCAX`Y#SWW$e
zQUT4_VcY>lC`)ZjaxqWCvY1*9)d>%Pa^g)x^rv9P#1tj*p|4ct=Y*&LdCG9kz~+hE
zo20Ks;{^T-<EpTgjzyhG%g#=nJ{A81knH-U7r)Jk+PNDyl(3bq&s}Goy!vwSn$1%8
zT=5z^llj@(x8~{Kdk-E|m{e~q-FMlxJ(~TcU*hm^Bzm0f=rkxbLi9a!<mj<M*2#VQ
z4jj<Bl^!rD&fc|0WUX{4<T$sYJpc=A{`x5QMEEC4cO8OhJWPZRi)_-~MIVQ}`jn#9
zUjhxv_d)GvL7EY~{|EDM8ef8B3HFzSWE2;mys&Rvrpoo~G_!v&wFHL(;79&-8a{iN
zmWL0C<GA@%UU6tNN~!elpmXAuoqi-XHbTFx@Z2{ZpJ3&Km|bMYaJzhcPC4MY>s%vN
z$j#0%&8`<pH(2m0AH28tA)B~+4<0bud-B_tUVoY0K<wnn<K)Mjzn`=pIts|gdbt09
z(kp`4Y|ISPFxb59fkR->0%%RvEWxE)RD`u>kGyNa!9gvK9C_#nc?qsYWN92D>9Q$i
z84}^skm&tML@h5R;ULbb1prb>RMJvq5#mi;WZZ`7f)I|}gdoA|nu+w_AQydAK;H$3
zRwc<K<!m3sjmxFaSm#cRjX1l<?dPY)PqNHkfBi!KS*Bb0#+<EP><zBgy7J=eHKyB*
z!qpOwe7N}b+uvn!xevbg5tD0r_6FO$(Gv*;xa9p*`sgvS*RnyX$RWleF#HUP2aJLK
z157=#XHtRU|IVDHckLEY%N_)x7$k#sj6Mo~FuiPwa|og^Wk}e*G-PxtI=HL%v~Yfh
zva3|=W5}e|JxQybM^h9~?zceL2n8t;_D@W~CCGkADBS{#EDYd}L2<$Y<zd8}=PaeC
zAfSAnmT8cAJOr;gDtB2+kDfX{3Iu&`_euNmx6VJ7WIElLyZkDt*W8V{l5(oA&lXiB
z=#9&lu9f)cgT-6(Z<FtR`~HImAM<5T%*-isHyXFjJVvkU9LBdENx>f+Jp7QNVIN}<
z*!lzenTABdh;|9P_xxQNf}(dV`{83pAAXo<NKxA$pHD;0?kTzZntZx4$8h$+pgo`p
zTY3uI>)D%Boo~n*{vA`POU5DMAbdd2O*O*|e=1?c8of+Fl28!QF)Sheogp40k;UMV
zWZF960E@hueeBc;GI8b7m6zBw-73u~v74K{s=Vio*_Vo}x9`7u?bh2YZTIhg?_)Z6
zeERyktga&`tS31p8yXyD+Yg@YPTJ<dBgc+8<N%yBZ2tk6cv9K}0~+}fq5A#~r6`K+
z4HJ2fz@U-q0A`X$Eea}>NrOd7_w<PK7CX{Ce^>D4(}Tlu<Q6ZNA9P+yQN;u~BnoB6
zQvBjl02@*OJONpv)(1itfs*lyPH<VijDplMVGkqr9o(}QU%880U>NeD364V^8IvK)
z{^k>>W1|#T%w2xz?BnbaOV?};)2<h7n+Y~ooVm#M?Y(!4R~2%*@464j@INs<_dZD`
z2=|Q_=*-~Y@W>cTS|Ua6K!sv``wp;PrVs1~{Fnw9F{lzeylamVK8hH6$jmrj00Ru*
z&V%?60i&Z)<%AK!ap1ukOIBV3d_^-z&>xd_;=N}<gZ)Zs$Q=)l3=I$M0g{slEd<>|
zUgArDl$R}-N7zT2eiTvQ5c3vQ&GV`!hcxu8MS-n7GCVTKbM;~u9(xcNxOdzh8bNr%
z=r;yeGRPYEbTUqE@btWW@wrDQSp#AF-e6pIy>zWuQp9}Y4TdZ4y;GiLsxIDhmst8T
zGuJ=-o-%sY*>5v7hlV*dzy<V29zLp^#l8dm9KELZ?{j`98RZ4WpydAk29pxDkIYr$
z7gn@K{ubrHWz4e2M#n}+p|<J1KKUOgDorw`k~F)QO-02AKTj|z&w!M#5FD9M(UkyU
zC^bqGuuMT9x@RobWQQ`~qZEyef6bK$C_9!^OCcZ8Rq<52{d|JT;W>3MOqKA6h5nOe
zPn{YY8Tu9!xA5XqliJw5QD8rN`^NPWi(mQLwK*2Z#dmI(*>QYu-~He{I>=tSv&8-)
zdU7iFng(sL6D%g-lnpR4sNCy-dGHXO1~yX?hk$l~ylQ$+pR<A2nFU^-0OF+&fwwXG
zkO9~)jwgfcfI&?a5X*+c<Z8*q!hV1BBPCM(lM1Vyo#46*p~X`kq~Ocq#FZ0b9fewp
z+e{T&gu#e~{(hWJ{4<brj{GtuM-eg(4~o9iRI^B#Fns$s+`|y@`PJtio3z-{l`mf=
z5lg>yTQn{E_Vv>BS$gO9-kvYB;j7%guc(!u{qB9Xcd^8i-!3X@jUFFo!xc`!(NiM3
zACx*u$QIb_Q!5Q3&06+e=&y;vXh_c9X0<wSVE_L8g25a9umc$w=qJFE4)s9ZjB{LO
zG=U(M;5)&y9$qU)Ag%Eb2@`~&|F#19HPCDf2968E$g+brVn8MC8?oC8ZS?X?qS1Jc
z5`1L*^!&^5zgwD)f5#}X*PFCY0ap%x6SDQ~XCIrQgob_Rx_#v`+pjyf?yzILU7jnm
zkS*T5Rc0i7-@W(VyL52z)`uT4wH}#zuE0omaAfS%ql#>UoTxJzd5BEp@I%Mg$nD*~
zpAp-@0Z@mfjXZ>cBQSN^(1AQ45}Ui|KJmjOG!q~80Fx<2jxmr4?59*}h$PL~B5%=9
z!Tw(u0wi?yfjSO!Nlqh%pe6YOx7AGG0O;uaBho;~7tESKc-3Hyr6<o*Z8J<P)i_hw
ze~{eDUlRoR-|>tvZV6lDCP)H-RGi;V*>S`}!+Su-=bn0OigonXoPG5w({cXx?Rh1H
zb2o^5)8D;KL4Lyi=-zwpu#=s8_x>kr)KX7hyu&%s;nDb+=ja+pUyN6*KuND#Y4fo2
zg_YjhM=cBFE2;E>0jdh`?cKF|?^5U#UJ`FSpPJsgch4SLJwx#=$7u%-A3AhUd4?ZR
z5gR4-Aa$YtfvJTz%Mi?`d20(&GERYgFE0Kb(Q1lvZx9y(X5@Z2^v5w`TJe{lQ9oQl
z6N>#PXgHGO;%*98nM=DUSP(7XKtO1*l7d}3oJ7neE?eoRpA?ArOQqSXR}`4Lb7x+q
z<Zi&Mky=jQy)|28N>$#Ozp4Dd#}7EF|Hik<AAY3#z+~=qCK;?+f}nq+A6Wn4W5dc1
z>>E&4Z9gy^S+!`tIG2Qh0vaKZK~{zB@+kf;z=2SdK*p^XpB^oaA|%BvLtGnIu>O?^
zqS~J`dK3FWf&COQkV;bB<`r$O`rl+(W9N{hq9}wRl#^rc(0fb$9pNNANPmso43u?h
z9<BnUx;GykmDzDS2A4Fl8-n%JnKMeTuGzMV<?r0Ndz*<ecfG7)tDEKGHI})1@87<~
zDtrHd`vIqqUYdRXJ}23ak7wU_TPbMt^pgzeMn{Gzv`jxdDE>7<hXEitM;SL8wyqyG
zizo^F#soCv%S^85Zuzq$f`o^U9V3@{^dVZS3ZV-3I$X1soEJp7&=So+9#79hPkXp*
zjF8{1UFT@H$dvps`3}%vkeB8djeS!<W^jd5L^+E}nWKZsRopTfDUkU}l0sF(u_*};
z%Xfy_52!v36n8W(fXcU1jON5{Jn(r+Nx^!L4mZ36tZ{T?<PY|qwx5`soFvO`7q46?
zaFYDa-McqA=%2fBlSBOJ>(@%NB!RGfD%12mcj+CD@Mqt8@I9vJ=_g)$i?w%fIR3;8
zQ*>l_lu}ptR@hkM&{5@K5u_Ril?YNb_T5Ps{-4q+d^5d79&?u>&qGI#KE%0CO5;)R
z5DiPJ?}?;B=Y>Iw^v}{<(M<*87E+poH{lu)z{2XK+4^ycc%P-5>=><rQsgBqch2D7
zAqb=}?of24E(Qr@bX?DGq@tsIK-u^qsu`wU0fUX_DdnCdWg8iOu$Nui2xHI3rzR&(
zvwY58Eie`CynXjJr;SS2=dP)|-RzaiES7KIygtjK`_a7*-(g($mix)4JYg~Q&GP-v
zSf9rx@^^^z!z1y>*aVIY1FxkIA8j;})BQ%|a6@@iL#^`L-G`u;q)OgB6YXKCo0wQS
zd<5ZzqU#`iSb%?r$~neqm89{rr4-MVHB?gzP0Qgl7lDxpbE1>1*B}H<$#RJoRn;~2
zlZ&NA)fPb>q8j;w-udY8?^8R5FcIpmAr4XY^N_|lVbyPMkY~&fr=z3dUyLtBqcNaP
z(bId<er#&eQaR6SmkTe_!TdXK&)-rbrE64`XkUH3pt8nqmF?Nv{OTXydv9@xkCr~I
z)jlP7{Y>G5Pd?|%MovC`nbRvngVFKlm3WSf9%lg?98&H9SeZjGK)wN$9H3}~9JS&6
zslsMd^m~Xtr0l~(G(;=xXsWA+^GOpl_xz8D?4i^=Pf>Dxjt<%G5a9@)Jw$%=_lV%2
z-&YnVj)xSA##06;)t+YLP1$yu8xnL(ayy$+D4DdJeGz=!UFxwzNt=Ojn%f>3`sSX~
z3I%PXxRQ5dbaa?2c|ql|QKr!oXC}rU;iGHU-+1ktM6KIzy)}PBWesL^B6;rerK>Eo
z@7%mPr}ClhyC1M~{`m9HYMfEd-~9M9(){Vz<V!b+H?ROxmy|OaWeboV9HN>gBXa1W
zhhYMujQgEmq{#vC9GbFtBPshJO<DYuC(wowI1Q`0v_15ZIvdK79LV|8S4iAI33_{Y
z5s>#bg>E3ja1#EO7tyf`O3~wa(tnWs`Ny2+iw>)5UC@^RH)RTGq4R)6b3>CBuU3cG
z1_p9KNkNN)2v4SQEv@$XKIkp36O-T%XDRj@9TM4Hr|eh^C`gt2KblI!Rqkc3@alOY
z@y)xipiJV~;+!V&)hn|lMdH$R&PsoBZ}B~LSKjBfPl(pjuYLEk9}s09dFtAS57@|#
zT5>M%_Y+jn2U@GS=YxliJUj@xh2$3q==i`%bLxJH@-%x@&l9Hsr5>S$qJ}|u9qKTu
z!)HpCvCIzyVROp(|Dv>f`Efw#1XszjEK|-#O3-kaE`+=KR)PfC5Xlq=)r|qjyO@j)
zKOa8L)`AN{;gYDVj6mfOg*jqLAu7>JD3g{*>$=;<<EbSujV6`u^`1-*jR?m|LsMf`
z`glzI#InC}CUxpKMHbgfZ@kRO7?Afi6SY_@aX#NJUAbChF!0um@=Yf5_bMN}%aUCC
z!KV+H%(M4C|BP+Jc=nx78BPsFAG^fxV0du!<WnTUqr=ny<Ood}lM@5kBAlo{5X`do
z0=Fw*aF?-EbU-d7S@9^Aj`lf!on&p7a>DpIn+q$5{D2o=Cw`xz1Qq<?s$`m>IJHWo
zyWq9};EQws@1Mj4(-Y*o4DoNNc!4fLoH(1Z2ZvzI{s5+zrbI}}2ZaZz{m!_KAc0WF
z#wh`5f|jFl&PvC}8iSVo?3sy2#u`1K<=mw_1EL#u%Qu;F_N=WMZWJ$Hwkar@zH_~N
zgT(Rv`ybA8C{*)4{*XhVJKy{K0UL$%OCNen%Hb2w-n_?FAv*B_Oa3Tg)flVAQJ^N3
z5HTYrPkhYxn`R`!mr=@RKZEtLHxWek_aA_m!dJi*BWC(twf5m}f6HQQ*#k3}ozyGy
z$X}^+&qR7?SiEm>7&iETBJuYKd=KfY!{h{Xcu4nh8cuU{BM0v?X;aElG<#IFDx=g%
zO7x7YiKq}Sb0KN`aGZ_1pdJ?ns2dvRFK@tljEp*GsKy8J$5+%a;pwU5$tb_>T=C)y
zQ`A}I_S_9!GIDkHjoE8_vUv4Mah8v8woIwX`N})*&#QcH?c<LY*+_iX`+>>@J^sc=
zAMvcq@TnKxVUiCH#UA6t$mqz>C|C6#9fXsk0}%J%Vddg<T>~W~4`_tn!_^_wK4M?v
zPm*dDoNNOneEV6p$s{-v#(9$<YudOsmSB<-jdX@>g6FBkO$t283_Alf^#t$Mn4tOg
zNuVp6n$@Ie{W8ydHlCqbh6#elfL5Ud#qKZ-l?hsOM2LfebUgo6OL2`VNXP@4kmFHZ
zf=U+Q3(L+-S@9?VvTIjg&GKZ-jaxUazpAA8s!9@FyQ*iG@0Lnx=HTAjZ_l%7`0OM1
zU7nSB|JQ#|;d%Sajn6*j;*ycn#rGNB4h_YhW^EXS#XZdd!w>)&oZG>JM<`%0Oqw@E
zD7ug4O}XI%A|TEu^^pXRP_^m6K%=H4m?T$vG%@<-j(d}ngcK->O%YPX-xN_&2z5YL
z;e@F71V!hh<dC{QPw>JYNh#d{Rdp{8S`@A(87@%mnZreBb17=W$GC!g0LNm8|K*YK
zbZm@%`BPKlCq^kle(lQivt05}zEQsZZ51ID=hXbNT~x(4i{-fzQ|!Te@7!jfP=oj4
zLXr=cKX*y*pLy#CpKv@oI(6+n3+mAD=@-<<@X#1>DSE82D@l{5haXb#U@}RiVh4EQ
znd-z?F3G6&$v?&KJ(c1bB~x(ZK4~mP6Fuj@2<@f9uu>$%9rI3d@`>)HNG#nGYP>>8
zkv}(_K`MBdV8~=R<C@|J(t1)5gr^9UggQzA)Bi=Yr>XSdaO3xAUgnP`RAg#?X^`k~
zaP?Pd>d}-YLl2(rO7V>P@Pj?4Df6JxKcbPcpPU$vjnW%kd*h`i;)<}hisuvtxK`ph
zh}(0eStiZ<Z{JoF{;0BehbjEIS6Sp!_kaDP_n6e#_q+<9iamMjV`Tz{Cth77G%$4h
zaW*T_hiO&<vFt-fKV&F1K;?KERrMX<8mFZY6+fuULyg}^M)!coc=Jrsj!^BMpsaU9
z;eh{UBtvq{a1rMJiXa=1P`v?X$F<4TMVCK(R){aD)5d?-#NGS4S-Y3X?5tG9pJ2H<
ztsw}SxKrQfp#OmXbrW~b_k8^vS~1mQUBI)vjA|UfjoEGL3>|c2phtQ;kNmp-d!~k{
zG)F%~SD;b}w(c{1ky?yrf;Ahy=lOb^T6gJjd{cNbno$Lz)a4>X{mvi(muQ)o|9#ce
z)t9x5ubaJ6&$XIv_DZcKg7E^a?$_g6b)X47zOZGkyTSGCwpR+8$>v42uE*=9>(=#n
zuH$D5K{HuT)U#^*n_;sPTy9o#?M;38RB0`<8T6z*<}D|Jp0u@=^z?Ww<GE9Me7oa!
zGJ1T?+)nKDwyjjcVM8rF-(FibGm2CTo6T%H=$uOp=Ysa!9l6`O*rC-%n(%RIi4^od
z->ff0^j)-mwY5_cEX0-`-)gm1xAZu7?b*40tF@~8qQ`QvpzS)Zm<ZO~(85<e&Wk7X
zI0tI|y3SX;NnN!DsFBZr#SJ#28P)B?q$QR8oP;1mMk^*F7VRqFd;hgZw~F^No!~(S
zQ)-41F|p^%UW;0j_gTDn(}(?y`qD^Hn?sYnsu$kN^J}?(qaH-N9C%vNJjyj>sA;uc
zQbbZ!)2~5oaBIQqb-OYcC#ed$7*iwppnLq5Sf!rjsvW#oh<m~Mr@WgD3b0*Qw1cHd
zvQRg(dfdxNcQa@=UuxF_wWw6Ok>EL=+%R|6QH6zB4AiI~o29RpKDm9t^H(yR;5pls
zjYLb2$E#rxw5?BUtSwjdcs?(7y5$o)b$4c3xpB<0b3&}-G?muY;%h<gW^;3M=T|{Y
zMDQ)ER8+2IhE`0gs`GO=d|Euht??mjtySG%eJl0^cPqF=D?iq?F660qrPc*no3o(C
zfd&cqq^Px(=l#Fxe1{fMsq?}CW1kSCyQ!RfghPg3CQH+)(dl7GN!nnW;){nYPV{rg
zPl#xQ8%>Z%bTXMIdiW7sm=T>&OC2L5wqcgfSg<}sM8?xKzj569WnbdY4E4huCi_&A
z>R0@-?AE+mgumT}B-Ltq96}}QJU%jQcI(|I)w>*9H48g-CBIlIYZ|nLyQydsrRHVS
z@4qSP?SG(}0(dgpT+odwDxT}ZT9A#Z7W|xU3K8En7xWerZYfa>n&JEHW9EkLEP)rO
z2Ms4yGC92|$7^0?qt(*m@wh3%K{EzerEt)Uq3ITMg9^&UyjG_Mq^hUMbgR`W>c$z=
zGh6q%Nas!10lNijv8B2`q_<j5)JkuObH?~<0_JE-Z$r@X7TKiWnkQk6bc1lOj6Z=*
zU)bE#0%AjkeC-1a?!zSBjCzfINz=<thWokAx#5gWsiL+~YWGN4-wB{V!%`h*Y2^^P
zr_49lXb>zU!{PhNveKH$kj1^!Y31e_l8T<xG_?v+J@qL{iAr&X>jP*V^Q3h_)?jFK
z;~egy9yIxvUpM)$)qE-SIHYE02@9NBEoeGXz=@#yy<3;{;QFxVcBS4AArg|C&xl8W
zMMS&ZT$Fnf7lbL?x^4p0ZD#AiN|x=e+YFXIRuUqT3-&Mww-*BUzHSx^b={M~+g|SI
zo)psU+v%%9em4||h{$+BzmB3A-w~ZsDPGarE4;8AH><iWhuiK-y$*AIJ+ia0foT@Z
zVEIhK^Af?2DV4UjgSJPm__|HfDs@`W<78S^^$MBT7B6z4r7s$}ta`0Q)%+t4IT)vf
zXR+A(l+Sr8y&x5aqXsxss25lpV)-C7A0jv9^e2~S?+Z_@Xpm8kL@4bOt;w^zs|Cvh
zEzzas&gW^U(L>z=4_Lg@iEQ+oCTuf64Hpd(wv6-<#84xG8m)_~(LOkSrV*M**Ql|y
zEd=$n7voE{8W4^OZK=xwjltTek+iHezG0=ilHv_$V6CfCelB%H#EUJ^1{tobaht6Z
z(@igwe^#8NZ8O}qFpmZOQ$!(~4J<;t5HyI{riIv=t>Ka@W5KQ&VOIwG?)cS}LSR9f
zVmrRmo<)QU8-Zn!bw8xXmqn(N(Q+Wo?Ut5<lDB3C`zutbZHLB|rs?FY3%(zbz7}P-
z-FAbfS&)nEQUGSXL@S|MQ$3k=v-}k!wnst|Y_<X!2{u(}QTqZtPG+a2#?z}UAuW(T
zwiVNDtZ318Ea<U>&-%_*EP!HqoI51x-b+E@7EI~4cugCp=*fXRa|`(6Wk|<4Uhy_c
zl8~k)q_j`Rn5rOZL{;}+?i6`$f|l1!j8nhRM-U-V8u~05s|fe<1cExA{1T|=>(GD}
z#zm6TFe;gUDB?YhqiL9$Na7*^<^Y|`de_%5C*3p=%U$e?Wo1pTk#@^rcz2@W3r*o2
z(}uU{nr#h&FLk?hvl;BnP;83;WLMU*ruIB`rCQk3UhK>DHIKTR>)55awP6OEXW(ad
z*8+oA>#he~bJm3C2OGV}N~s9L#&YbHB+GF;T@6$HO#yG>t6<Duk4PPiWkownYc!TN
zWNAb7rG_z3OCfEMb=#C=jIL5-yoe9A(TujlSQ1<WLZPS<%;eS<(XHlWG7{@GjU{n%
zUaZraNJ>+<E<C{eI(>LbB4D}aJI~VM`6R_JlyPY!(*V3LCcfmjDxd+^)>7Jr`zKAp
zjC_asFT89~B^32MqwL$GN$zg$geIcYMo{h5^mH%#8m_{cre-lmRH2U(P0+3^nc9nb
zR~B5o)3y#yMK5TC)PdbL?XXnSJ>M4EGG<*^^vrHe>sQ_@<$^_$&AjlB1)itbtOwS)
zmT8-MG34}i(QQ8sS)*2Hb-m+K)DBmR!q;u8HkRu;I-2%2mV-^N{A{Qm7#hD@@B%|)
zuH-U-L0OTN__iKTc%{;Eu<2Drgmt5}biF2CvtFY`uaTFP2scHxsm;n-T(0STdCnCD
zJl!L-=FtU(FL*EqE&a}m-l7)-$mBM3qo_1>FT912JY}4Hg&H+b6O?jBZGVOMYBTu#
z>(nqjfI_+~UCz_eaf4cAJd>o&vNGPwyfYGP!WAkppNMuGQ@1i@Gw>Z=yqxK*htz{0
zB@$QFoHM*NnoaoQ&;-HQXA%?!Jx2!Q97R0T+xJ51HEwPFX%Byi*C+*h$Mle-z&#)g
zf?e2oc)H$&(|9c=3f<bL>OIP)=LUY<^~>?#{oKvw&L(57n=dr=c+G3JgWhFctF8G7
z!=CGAH3!V_MmuoWi*Zp4Ot)LwUfu{mkQ-_TqUFi@y5iW0bDd1#SxVk^;7m521@A&v
zpD1l_Xq!Y)&9bsF5NtVQT_PEf)7oM+n{HEEre*qQ%amK`tOO9UK#`pqhvCmoTlQk9
zw79Ag5tj&2tm?Y}ShrU7T`g*S6C@chtjE)E6bG$KWFvCwHyHBorP8n%(VevlVEwFa
z;6bTJDz>6DtbvGRhFWPkFTw`UB<NM@;yR=D{81aUfuT`i^*xT6VH51MAx?~wa7I1q
zmD{0xemWwA|4Cfra1Xsl*eHd^fkvFik}tr7)V@!x^G1PH#*(VT1&}~p{%f6BF}-|{
zK*??{n1Rh-s5i}-okU4~$L71;rfKd_R@Mr7yc$pV!FW8rRtTOmBg46!NGDvZ1iSsz
z+Q;0u9$%@MekjO@Byt(eAv==@SC;jzJ}ch#w%XMPuBH+;b$mtrpFJISMX2kY9(S9F
zEcG~{i>e;a;qu^mgkw_2Z-noDxwKfC@n-m3+FKL~QEs)qD@ONH^UH=k{zi);TE1j3
zx^-^WnisUkSMF^w)Yl^}M}X}8!*uqTO&bg39_8_`*R9YF0B({DKDANwN!K%CB%xX(
zCwY^RByWlVMouR$Qz|ZVn7DULG=9xEe>g#X)<2{N(Z&oDN$yO~fr=py0f<s__48z9
z!d5!dY0#WI{DpWfNlP}V44n62^#5}&{Vb@EbKbg4afg3V{pgt4uGiF$zAQ^|S=TRP
zwwtS7Fuo}^r5<0Go13m0Cl~2iml1*cb^SDRZ6njwcWuPYdRO0dtQB7A=y5Zisf6{o
zU*B>|7~j_;Uh?I_u_H8m)L!0L>D1ItO;>YbSyUfV<1Mea-O}R~>dm9aX-k=$-q|T4
z5td!eyZQR2-uDTjP^kp_K6M($tgA!-sm>bCxs+X+fk{|U&&APVNj*2cx<&2U1hp(^
zI#BRes7DsqJQd<g*FAsT*FRx_KKiE-;#gGUs_KI_VtWZ(`8KI>iZWLnKeNCOF`Q>7
z)tZ|M*!4;BD(}|zP>64qvnlG;>wD_A@xz>%<W)+M)PBHUfZziNf;Lw4#Ann1hGsAb
zKROXwM?xL^Xmt>T$e|ux)T-<ST>lwut`bT@A*Amw^zzRxn{KzJUneqitnBL7shh&@
z)8lf}%?9IgJ(73zc$T*2)Z<0DBHKLv@U+~h$urFN7dNWmKvP1siYK)=)P-wS197OW
z$7)&}GBr1*#la*Cp&#DL$#6w~X(HE26fu6FM@(0jtL9Nb<40)M&6TuxxF7rmexI{w
zab4Z~Wp(ykMO4z_7@f?lNa_<T8%I_1^Tm?qEmHII#nR#o&2U9q01-XEGL5sqiP<qL
zy}H`CYf<BwyVOX_OA=ygHnY@~1|QXZ`U~>&<5bi~z2PZQK-<$u>Vy7IDF9%edaCgK
z%oKDKaUq2RG;iX0JY6!SHvXW*sr+n$r~80~>Fj$J1qvlfZwTH%jtW;u^C@5Iix}-1
z);K|(bVbspei@l_yQmM2YwG6nUOZk_EgDU?9;Y_w?t)uaofJJU&+{Vfg$0ur?Rquc
zwmTdzb-2>16|QV^)2(A}MYUb5N4yeOSNgsg;yKb*$5*#6S2hH%i-X?MZX@G%N31BY
zUI{Oo%L>aU5YrXa;X-|Z8(c2|cA1;%%4)d6odrpT3E=o%j^Vr@ECprt775Om$duDn
ztE*Im^|$cHXU&PU*b>ELG$(6Rhn2cOTe_J089!5DsVd@Jnlfk=Wg|^G^eo{suao(S
z&iD*cjmw)v`C*Iqaq%VX6-8y{cL=soz00%U5cOLhNC~H9$Z&$Xp2RGg=!Sj&oTu3-
zR6I;cahiao4ucO--!$lFttNiWx{!CNWAtv73JERx*#LyQ%}9I)oQrM%_+7bf28gR|
zE<|=ZPiLS{L5N-5SP9Zme#Hz2&)EV?f?X7)Ynt0T(>-Q66r^TErWSNUS*x0fovjdC
zq7*!*)mrhs&MQ^p@vnpQL^0@)vRSV$eBI!CXRk{W*9Xt<c)45v%rn$nPDO>0Ej2L-
z)|S+2Ht6IG7YVjn2>CgUV^0|8Lh#8g0k{1#aVq49XzLvH(V-pR%G^hXdsK5z8|Pmz
z%b_l`$BTFdeDi2gXo?!Ag0pJ#+ZuEbYD_DrD1N(>;+7ZAFz>5jTfCrA4p7HCn&oh^
z^gkO+eg#TfOi~1oNA*n5b^-GVL;ifiuK9jPRKlltTTj)|lr~)Tc=dJ7Ii8&NYqd^>
z;>>irz-uAA^*n8RF<mgJ*HvPg_SnPUX?K$rE3{oH7g+2&-6kt&wNm1pb!>O766Th5
zemukd?(JH8)#FY@@FXs)W2x22u*Pr1E8DEZ3GkBDy4VsKZsxyi>PGw9+uI(u5z6Nq
zhLx^wI=!%{Rdac*K^%C9ePV~Y9Y(hRP|}NwjdK=wRVvLi)DAr~1*LlJ|7<!5Uc~^e
zm&7S*D%skivJUd8T(C~NjxDea@q*o%ICT0Ja4;+?{3Eq{A0a42i{B8lIlrLZcoU4M
z#aRMcyymx<q+P9RHHUgpQg`EiULFldO^ZX$-&8ppCr;D-lUy<Ayh@3j{{;vC7*G0l
z6SR>@M>Km+G56HALvWU!-oM9pxqaEZSYHfrBUrm&7Sx_%BA<7;4^$z$nWxU2_FA#l
z=2PLyT0-soRt)ooOy}}b3uG5--Gv#Ro2ETmRKqTB#bZXS#lw<Ih7-k{ZbvC{%)aS(
zoVJ@t*lVSYl1^GUNsG3a;MQ8Sh1oLis31O0*(>y6F8v(ByGYycz-UTh5~$tc7Kovq
zkZ~4Lwk7VR$I}RczOe9rpvq`WzLH#uM2I=G%vbjc)%+1dgh?BJNIF3)=}fq)j8lTD
z{N4obsV73zk(IhlpJVN-kpDVPaOGXvGOw71#~eYNLp2$_(9Hj!R_-(;kgcRm`luBJ
zwFbCL39<Xs<F1w@#(3V(!lw**ae{ZP=5C|D12EJDYwcXV(B)28=4wdwq3d=Fc_yms
zX1V`lTDF~Ewd{BzBYBsZaK+qUVz*>m?R?<IW(wSjHIs2YwTBi!I_pz>TX?(&0@$F+
zjasc-uEhc(in$CN?&<mEHN-}IGQPG^V*WK<*WJ{#vt?;b(nb|<Z}NY$Y}zrrrF7|M
z$><D1NvP7yOo>WiRvTB7p={dtkgB=wMq}AoaBAzE7>|i9_^Ku}DJEjnQ$jq#4Z(dX
zXZ-0aMz*Wgku?fn&adL{K3%_jGtIT{RKrXwY8xZedl0_OS(@P5W%=J|r$jE#QX$RT
z`1`n81K220@JZD(w03AIneO<qfM><<ObM1{C#Vf*O*HqMqAq7%hUu~{>NN#KBBf(x
z0!;G->H5_1ED>#2erp_|r|I(EOA<JO>AV53z)T6}6RKq=^&{>m%+cNCQyB<@+BI*x
zr8*48*Va_)Tmhy~UNF5<6oZz%wzekYN;}pRui;o-wv^P#QSIMXk{cz)9G={7*@;BL
zOAwE?TJlRPI@6fuv|?$Iglo}TRmw+3&I*Ob2rW{LoOWQRqFWyt<J2*d;)NyhO@+Ey
z;2oCcCC#?0erpbR@JBFYgWQ_<J&Tu-do_H&LiNt%l;ONYyIV+`Hz?!nbeum^=|x&4
z=Zuac92n-Ur}}87VvUq*G)b#_czK*J9>sGm&|{suNnSGOiARzul|@bVoNp!Vb<y=R
zjXepwBz0+FR=PRrgl!AA?lwuNMZ4V=<ag4gmi$d?KDS)0@@71?jCoaNQMcJ@b(P-K
zTvonLCZl?&g6uiwUOc`L=H8FF78HiBS?MV5ZP5NL>KeJhTGMvb4vp!B1=1UsJg(5E
z<<GXa4bY*I#FW|7EjmlGM0g=V1&VM>vS?9jaN~pMc+WGFluwPueuWyNZOOaIbh+F}
zjW1DuY1&?}=OmXfH>N4KA|}*Ie$tAD+FS<#H*MQR+lr)=t)hR+Cv=%Vl~s<CO_VRw
zCeF@LOLcaAj`Zu{BsYZdxtf;>qSk05Sk-=4(mu|jMBDDb|2TUf;eflUJ1sPa8{e##
zW_Y7MTbP?_tE{})*h^c!Wli21ZNuxRok8V>Sz#i^rqo_TcBbu>xXcXjPW4e=LBOe+
zftzw$sD|fjakW|3d=7Acn?9yHxyJu!*`@80+EoYMUpb{Zlr>Ml1e){b<FLyUJS+Ae
zE${>%s{7w+i9f-uGx#uMf#Q@nP->*2tMZE^Y?uRyrn3BJ%tVi48lf?YuKqN6kvCb^
zJ6}se(#{Erk;FH6w`*|a7gQGV4a$*z3_|{DQcdbp>bwGH-{?<G6Pnj4b?y>yAPJC(
zut;x+&ZUy{-^COK7|-z<J+OdwtAf*!=PkY1)Z$%pyr1-_a;OfiGW5i8dRoWx)zk1B
zPbBTF&4SG6NlEF&%j<fUqq(^r(c9V6mhnN}wSYJ**q4H~bkP%M>0-FDG;Xhlv(@UN
zF0(2~8Pu8hzHHa^?%JJ9t*i5;;kYcW=)BrST*`{BG%B`M61vi8C5J!yDI41`bGpu>
zS~c}1Cu4TE-fp`)HAb8Dpf1EqcwR9m?gEw#ioUjK^C~qSU3LD1_nx{)dDfC<-fH8o
zl7uJBWT@9P*2S3Gk0KSSh+dVSH~x0U3OReD>*AAyo!@lxrrxccETo=22GIT_$!XQb
z%izzK+#8e&>ZusW(?J`|WhBXSCmv;Pc&!8#B_~s=HCvS8^SiX)X^MI!fPsFd^M^hB
zBjmrNp5vsL$5Oms6R%eZgv6Okr8^zxB<E8gqg|>NEP3s&{2LaF3k$i>YD*`!oAvy&
z2uLdbK3dmYmj$;Q>}FBgE{b9>jhd^9svfUTHRC}cMy9?HE(fzGey!l@@fLJ8*e#=4
zUE2<xv%R*F2%b}15uITAHkZkCiotX*KEXybVX++l|GWCu*r?7l%~NHAUB1=v1&m!c
zmodgwr>c%k$i;-fF{w^sAgMU!vNky7@|0cc3pNm%tVx59-Nk~TAyrK#Emku<ZH?!L
zXF3-~T8+?dhjQ9dFDvb6ye*A{Ry#9jy+6F#-fpCwA4of4-{*b5^7JlIMDf+d<@fu(
z_x?Ul@pH&__o&Y|De`VHPKMTUYirW#;npgmASg?(D;|#(jXZbN?_pVmIV9El=wfS<
z#nxIPCsA;H`krjt)1E*$fjsIg17rr)pz0n0Q}DmUpg8QwK(6pp+OrB$%ZJp=`vLMJ
zex%?AnN^ka>N7(cedy|IUxJiRb8y<@8q%ky4IXZ@{}=twaIl2}Oy@U%ePuKZ;hzI<
zNh!q>|2^D~%=>0lIhTP*!6j%%3sxj)J?+(()#<Y~W>w(an#exZvT7?=AJf+^7D$#K
z=ZgiB=j);8Mbek?&H4L9GMH>S`@H!2Zfm)#SSg1|RKzuAZV9=nw)y)HLQ2f3^t$#y
zm0RN4X6k^Ve|nTPMl>>Wxd+Gin<Yy%y>0!V*2XPZxsBy)wpc`aa=|Ln!h}#DRTMwk
z6WUOePF0HzIr-lhC;Jd#E5;%uR@4CkIQ+>KbYIAG6du?!B<w;I`7nnOAVVAhpYB%O
z?85Ss3m1xYvyF!jH@b@_0~zdpW4djZfv7=ILMIRjJmTQ3i=0o(q<dW#0w;l6dqy`F
zOve8y$^+@BxZ2k`>66Sb8)MF#ZIBr#ylsH9!EG-IHj(|5{!c_tZfxc@H)@!V#?&{g
zpBV{#ZTyKM?^%9mtrW?7R<i@k14>rC+2t)lp}e)cF|c*T((6Trpm=;<UsUU>eajo&
z#r=KOJN~q|zd4HRi&t+Al|My5RJy1a&q*q`o+=hV!3|Sv;o8huWO1atN>?$hxS>il
zQu4)ahn%HnReu6)^@Unle`hVFsb&YaeU{1ato35616n}UTd?2iqhMA4nsj1E^z=$@
zg)WAA_Y6jlB7k^aS@|o~O7XNvF6B!iN-s7`)c#(xMDF3khpHvRZQrL|`Vfv(!NX0R
z`wiwMv<|@u@*`+GLwDPcsyb|X5*M4+!5Jm2dOxHq`=Rg>SWYC-Uc#*}d`V|0P1+$Q
zWF6gBeN@P+5yBUO<N#P7Ams0i1fJOcBXW9H?^_wqmGKu`ebTEdCau%i>_GmR>J915
z+CN8vKA(T61eVs@thhXz2*&5<U*+o5>E6EFmgqO0W%Ub6j&z3WjMM2*e6w2-b3Gv6
zYhC>)+Qv{wh`9oBjpFK@qa~7D3WZX+zuM{#zOSleiFmwwKnR~s=}(?qs8vNW3K4TD
z)d^?)tLUi*7KJpb9I3rW+fDo0rwW|2w3TVqVyWro;aqM-`aMZ0=OZW9K<uFqd!c2&
zn==^Op57(ZLi0jx;n&6~WVgrVN06Ldv^NKMK8>8Be79=XWRM8q{G#WMN&Yi${ZWMH
z<gEa#HAV=*JgN1?c#gsjg1xN{dzy-3f)h2eOZ3(woo?-ALoh2g=^~d$F(f05q08Fm
zkyE+etga`vvp_E79F9^|HC$a)+v24Q{a7zn4Oe>}*A}aQOB?woPu2Q^Qhj|%b!*b*
zK9JpgCtYNX^Cma)Jw57E+=X97|HXscTD)6ohROBC`O-G^Nwg`?L&cv!#y76kDb~qv
zsP*_-D77Z*CWT3kNUyf}EUS=v$>q6VDdb*qyHjg|-0QZsN0SfQ?%!|wzC0HMZ>xe!
z?n7}mO`9{Tp3LF)D#%|l5V<w_z;f(OJ`#9p55oz=ESnZTGHeXSbK~)N9n#^=q$6r;
zt^JypUOb4@X}q3mo^IPTd5Y6oj4-21?tk-Z1cfR}8~!fs&=FAPAmeHOMHod#JaQt(
zgYGzlr<lko{0Ut1$RPZ!e18f5)D8OT8}d`>)unuG-31DWkVmrqkkhq;U~9_V<FDzq
z{vm4S^MyLY?0H53T~dF#tgX^lLWRj%vC>>g+69in9(|wIT!H?l)q-xE&1RQ#y(i__
zP3v(kE6<*_7Vlfu4q1P?dEW}D_3Vo7a;bF+mIk`jI_OY0)w-SwX>qllUexAwUT;c-
zp65a@i70bROWoZf$|N4=m5Afu5mD=U>HOk-wVn$tZRl!!HQT$4EuoJ;luD)e!*?c8
z{?2u3yQ-YphY!%S-6-p*Oa|3@pJiEnvhLO_9>X<rE7sp|HZNf~zjeD!$Ifb}24)K_
zxJyc7?nhroW;8lp!T7Ycvxc6n-LN)ln>2{N0n|SLocRH5iX{`Qc8X$a5Q$CF8TrDH
zbddE=^z+Wr^*t0K<6|<}UjaRo2)J_^Xxa;Z9R<$?&#>Y~y9+iK#kx1Y+=id)CiMVE
z8&iw!h`E{LBDvOsvewVYKkHfE*tqZDZ<QQ(%~}^?@^v5gJc-BE*CpwZm!_WR&04x%
zd_rH%)efj9Ha4DQmx@oU&+Gc4dg5t5q^0DE9f6>B)*wCb%-WdN8X>hfnh=!Kl8aV)
zEoJf(X0FZoosrz61CUbn#$@-B7PsW-WB^w{sJ||*#h=Ohb|zAx&|0TdHA#&u-d9!4
z_2;SFvZ{7wSF=wnUT<>Se_+5#{d;7v+S;rK(rBQy!~*1qMc*KIO)A3Ds8}pT=T>HO
z>VrX%p{nO@`+SVT?qAM?YoGq|>&idmpKzFV{w3BHv?<88FLCoLCtWwei%~!c^BC!N
z4A#PSX$NUxx)U6cp+Thh^7SQhOC7O9jvOyhO2~j%hE!Dcu?Z)0PLK1^0gOE5f9zmA
zX9r@au<Qm<(>aQ;$VVg_`6u)v`lHF^e10SUj{^Ok-sshzDIKTB`}7s1G#_hvkFM5x
zvOW5MTJOE^uxCK6_x8?am(}{_(qpZtD<8~jrHis|u05XH5&oB2b|bE(m7?#apI&VI
zPto3YD}`QqfBku`xV}!VnXHo=0+#!wrBwH2)rGRTq!q2enihH<Qg51HTr4duP7yp`
zTiQ_Tk9)GZOc8j^l=h-3JfqPC&lM&5;DP-&hWqeOBO@BQ>{j195(li1*Pf#|z+oRk
zFOhL#b~c@xRqgF-E5KjS>@NCO*!{vZ=&p~`bzk62^m(`SM*_vDy})Iyf%_B@46_aU
z7;V|{7_D5Rt^ZSS64ge{jZLsc**}h9NZM^Zpy16B7Qj$o#_b2k5mIM=3KG~(Ml-X_
z=nT3SHnr95djoN68`_x~BOraW@&zt5YZrtVYIQlzu(8_eGMBFss~bJcrqP?W2DrY`
z6Mrb2CKO9cg>bP{zt5wBPxaLSPL^e#T-adZGKyvXI1*R_OIe#nUVMQw!}o<aYBL@R
zaguQ<uC1Yr7D!ot7a@;5Bn<56KjK8CWhok|$61YY_<<A&lFTVOO)aGQ@wrch2L&(h
zlP?AfontQ4mJn?Onc%>h-4Zc1Z5~6AebN4>7};9nZFCn35%b{&6W=0Y^+p*$#GatP
ze*|_J476w9N^2nN6zDzX6Y74wq|K@QA9n$0wn6d4w4{M{Rocn_OrP;hjDsVzpE9qV
zwo3mX2U`0yio9Ktwrc=PgR9K?(Px~ndLJ)a@0N0!Czx~Pf|7KqT~^iE-t6O?bPtSY
zmwD%&l&&&SP4d~(9@(G!>(+yHsehHq`2R{gzPu{CtMy8Ws-3)?HEoG$)2#c8LU^Jr
zt?NRxmP-lmmbST+;u2a&TUufvKM&<XoQqtXpD*RyGo67H7dk=G!at8RpN4&fE%{r+
zB<(qDxc}+Dh7rrB)8sCz7<@LZbwaUOQO0jUFUM0PfrD$`cLeAauO(p~gCAhHn>-OM
zxY{C#K_NstBjenK{|JiZ=?L>BV{jW>#Tb^SE7Xl<AMK9Jx>2kOYH2zRn-;JEhiG@Q
z^f$n*cgMIX6<evHrRxEG(m&E?zfV7-91XttjSYJ{9j&0H@pX8zyrScfewBTuFF)RD
z#_rW07l~5hxeJerJSMa0fvoB>Ftfddmko2VRC~kdU!2#qc}Zs`+PbWqaGJz>^kOq`
zAZM3Gl8fuPwUkP7K3~@ti}cm0_}YU9s+hl&TUtvM*O%g{VpBjawWJl-)8s0txsR90
zgHo%d_aEenEeHAlslu(6gSC`eC)qxX^jjEOlLVp}3_3nElAK-sM7@M=W&a8?7i!!!
zr=2H9Xx3^m%%>~%*M{TUPn~6a=jh!forW2YlarLJC9h}W-}5i-eu3$sDD4|^hlLs_
z!$V<2%l|IQxGc28JT7K{5jWmVhT=y~4yOt~z_8GJP@2v#I&=Wy0)j7kLq2Ec!*mor
z?F@9k=Hx&PeZ6X4l&ps{!W??Vd0C{Jql_*D9_39t8#&c8@a$RM?cn&wrOyUyRo1ts
z=Ym!2(ASp-iX&5}Rv$mkZ;j2aY6Gf^({yB4Ym8I9+S;1xXiY4VNm5bgy0zZ6uHIBy
zsykf8md$6+o~ag3_-Wr7Nv+h%g;dO$%dM9d8$;LPo1t}iS77Pd+u=XJv5YUdMCfaw
z!XYF1JWYD`2U=SRNzI{$&C>h!1LK6Q_w?#&QY=M&_EK@GlFUcEn7^jLH(i`z4UVhj
zKwA4<ERZgkVRI!{m@zOQl3NjqyA$LQ<!05$DLk8?13gqGnuIQr(7`o&z#${KV0PnI
zdSptwE~05)c|0EP|3i)A`DY3oTQmBx;888-UcjIhiE}`JvqhY<MW`cG7B&Dg7!)EF
z^m;3>tGijT0}8^YIRN(N2!RSG0-o$7h%vmsaO`0Q2dfl@myspF#{jgw(rCZe@AG<p
zB%=brLG-EbfyZ9;Jz4?*zhA9)b?goL)%ux4JkqMxr!tw7uc-C$;q>TPwLUpMmYP)S
zmoJ?kolxrw*JdY2)%v|#mnPF{{nlrfGec_q?fL5$htzt@>mS{`s@A=}eS_E3y3gxr
zEzZ2}X!bT235crdb~HAsb)L>w>#mBb>Ke5Ukm_QG6R;kgYMp_R)H(xusr7oG;ueXJ
z9MQO@IUKx&yA@1FB;bJYrU$~k^A?o-7EJDM%w`W$X6uYR1Lz6U+q})$5%6+5rq&hk
zf{6rWcKUeJ>p|NXgDnB!rX<2qj@P56ow-h>HJ~g{fA25@KC3h|2i_%*rhQw|4ul&<
zFy(?P_F3?ge10!K!uw{hwE=!XxNUa}BNZjAmxMTGGJWPPfL13n!>Lh51sqE$eD&#x
zNrCOWc6oY?;cW8rnX?R)c=ztq03*R3&n}GfQ^6y%w;2D_+w$578(zQHw+G<lW<yh9
zyOFHW8yXv7&%u(wz`7NHDNdG@lnPq2Rvi^S7`&(%&~^9}0ERK@N(pTw;1u0Q+@0<P
zk`<Z+9IIL<2|Z*w96hy$;8NnxFJY5QupeIl-q+*#mDX{%*$eI>3=ezI3sI<Ib~yx1
zTRUc<mAWdrH8ZTq%rF>wXcw6d07T4nQ3hUQ>V#4gEC9^k<Fjj{bAB(N#kC)9+auIZ
zyd8AqJU*_P<Mv@Z%pc&+w6>r>;OFZ9_g>oD65uNA`0%k;1b`)-8e%Z8baGg5Ehk6P
zlZ;<+ZF+QsL00qEQm45OE_Zw4G(!;f-IyEar&^C*6#y1*@b&Qp*%E(;I9PftfM1R_
zL$4*bYj3iWZVZFpY5Fvi0&Iu#+Su5*i>YLUAO-Ja+?8p!6^J;#Z4rYxA}~Js@8bu3
zK|-yF=$@WV_cnm5s$pDk8QGPBrUX5u)pQAhRcsQzXuxYnBaE)ikjA)G{s<Ss{Scbh
zD`4CtWm0H9z5$AG23Vy&zh40Bd|tnw`|13apd<tS)fd2T)C#O?L=cCft$w^KJ<t<o
z#Jo&q<k)eMc6y8v^QJ~dCmBd&ZfZ<mG4of`g7f&<oy-}&0H<zUnPA-Hw&Qa*S=#>A
zHzv8P?)Qg#`1{m1c|CG1T{ZQMjr^#xvYNRFW&n?=3u;qo={B%^FuJq@515<*4;pvw
zY-Fyg9r%OGQ&Ot=(W!in@x`3l1%Vm8jaoXBN4<y%G9E(;`3w*tnY;y>V-ny?T|f@{
zl1I`YXD!M=-Cn=7tpf}YH3lO$k@$g)7vbb<!O=<Y{KnDluz?>L1{2$1V-9G5KE|TM
z0?59Ahh|GpQ-Z9D&!!vNO5!(?7D?TQ3qEr4a63EmW0`cEK?O(C6QitdrZW@c94O6w
zG@fFWbZ>ra@B<P1*dUAj^zDz8*!$*gFsp&T?T~<F`2z-vJy3@@%mo|4)R>h33TD{@
zews<TY-ZLif(@?9WZzdL>&C{d**)Q)I`1yg|D0ZXjzoA4$6K(46dpH_k|8n6Pp4T2
zR#Pp~o3TJMGXcBN&tWjrAv3HfW1$5mLB+zAEAUs@`$)<7tsRC?YUt5`pOb9wN9lJW
zZThRS4zn#-c;868*}2;fX!q2KBYRnh>5=qt7UD>1Ji|hqnwnI=)K@ZT7GnPTXtEyy
zx;-&;f)CuO>({2v3ja@H;nv6e$lGR30flUaHZk&+I=&t+8x2>LzGD|2R8&+}aVS-z
z=+1CbnW=^pvG%?JP)Al74WdML?c%pV%FGwx)LwMD@w%<qxqU^wagOxH;m&{;kZyp+
z<z`I??{JjID8*8q;}J>^kf{s%!cq?g6&Tvj>^gw7u~M-FnAz5aeHC66USYM89o4pX
z%#q#n3G^R>G@GP9bi)h<nPzVPUOLr|j^yykqb3V^WH^1Ag*-MgG6@Trn7No?M9sM?
zighEmFqz?FdFS?(G+WBPg`1N@q8}D+GVH5&chBT4KBz6xcUZu6P0d~bH!H7l*YDs*
zBw{8cnE{M{4Zn;eT(+Hca8z*bfX+k)vZ0>wiFY+MGuuX>6oDp**mQq`bJP>T31pn>
zk}@<ii=260vDvObJ^>B~^7@!lw1w}l*^Ae50~73_6L{AtdhI!=WyAFN7&A9ya65(F
z580<;O2rE@AG{Jzp`?S{)f3WI2L2{12&h7@!T1RQn4r$K7810xBXQzj6r3%|)aerk
zf(%qTGIWrC^Rd+MgaEwFd^D1o<VV*&$?zu3<g%Bi1Q+twy@d>Sjvc#^6L7uOqjNXe
z^7&d1X9S+mABZrAf=)tbNcFNRy_P);m#ea(Qckt*W-^%V<RXg1Vc&dFv#t&yL^Da+
z1867ogE+O{x>pq_p;bK2CI5V!z5o9NAm9ZGUTL!PF&vIQg$~ICnAqN7dFfF>9H<pe
z3b##K!a9MsL;}t1_iH>Wf+iH^B4V^RXDk5(Qxdt`{(u|Nl3ja(0skY2YcRgQU3`(z
zp)+xS_s^U;JCb~r1$Q<%EIMLrYGj;!zsny_3tsl^8&}T@O4<GE6RcT!v-gC|DR|_{
zT?Q=l1z#UyXw4>H&|tQ_n#N{P8D$l2oxvVm<wYjDnj+;+Svez<;$#Y3dr66vpnw}d
zrtAYYH-l}GJUON&`VAL~fmzlwAI6amIIaH3)^XOV!5`+KO{f4TAb0?yh9qvhF-F=d
z7-8X21V&yV1*$usy>pt=8IvJv#9cf}2ZMPLQ&WI}gcfdqzb*-Dp1>{vL>$Ec{vu#m
z=U&A@H+b|wn3<NwGb8UZB>vz~dWZ?gP7MwX2_9r>jD3v6rJ33D3{ZZ3;UZkT#KQes
zlUVrPC-**Pe<FC`;$0>Y^ai?8>{&N?{h`<Kpt_-{nSW%tOUNpct}<7JqOhzH=F0MN
zA#TH&gLCY3Lbjl1V|qK1L6ec(zD@jYKFvt{L87)g%{DvI=MYa`HIzc`Bz52kA$qxL
zlClOoWThZDYH*H&-1`WZ84#~Jx7y9Y5BEtwCC)77)I3@X>H6=qcBkcZ7wRS$x3^#d
z-c%P|Z-ZrPA<D8Qr`hT==3;wW+23%sCkJ|8k1-JO<aqk@8zSn|C?md~8W<kq!##R-
zbaa$Y{*~#Er!&&BpIw*%6y(gpXLrueN@MFx{u-w&16^acm}b!Hi+nI6^7ifN<YQe&
z=UPs4mDs(C@-mUPUZa>onG=+qiz<;fYiV5<78}#s1O-ddE-SOQ-03gaCwTEG)V3m;
z!IaqUsPaBY46dkPZv$8w9lXr~w@Fe-0Oz&b*};g0%*()OM~9s30#mw0SwnDBsZIj_
zg>z3yK^OO>AuI{t25#=amK~u-^>o9oi_`=D!q<_0V^7fU<7`$idGf6Tu_AQC^!V7>
zw~BeaGpWgGwVphAa(GOwXU?2S4y*NRGc)5O#gxE}`Aaiu{gZq7xdpZUdg|_-;t){4
zI5}U$$nkpj_7p*FXd{B{YQ0*gd!W`UToqfPe+Au!a<%SuSJzalDgTNJyTt%A(6GVm
zg-+Gq1<mAEukqm4gEy$WOeGK<g%2ZJdsSd)PUXkxUz6vj>LrJue5xa+$7?4*R0^cZ
zNv?T%nV6)mOSmCG+({aX{S>?2WHuA-XIhH_@);9jX?m$M1ienWs6j#CIvG>h^dW5k
zcl#s5Y;V=h8_A=GUp98XUD1)885<dROWc&S@J6HtPbJwLW|C(H*crKYaWc(%=(F1k
zg6Mnx?&o({hj;a7a}1yE-xD7fDhY2e##+6RE&?YFs^}tcSXe<evszAlxnh5H*9iM-
z1yDQTj+Ag<4L(GAss;{Wv!|IMRo#UGdZW*AK=~pOWlHv6{4C}^WQ7G;v!uv%1;}Y|
z_Z_4+gaA>`V_FOn2Cd@xl|vjGU^`LB0}FXhP$?bfR5ooIybdbw0z~q0dSNR`(rf>c
zWLu#9I0@Gz2x!_uHk=H$_$l7p){#84KO%H%6UkG@53*t(8=K%}>(me?urjH^!85q!
z^OvSZ*y;Z4?)=9L>N|Ele~0-^jJGb{_*{(TOUK!=dYiqiCIqwtBLtPzI+G@lNXx|w
zAw|N@M-u!ARhEj{OMqZSE?J-krmV0tYL=H5Y7GZna|+BzQh(`o!Wjrg+;ilee51hy
z4znaVdI6(Jjf%nHj8sTJhFw6&O{(Enz?*(ViUov=&KSh=$Fdm=_m8<LAFO17tfbaq
zFnxgC7M0N{+fejG5wW5t!FN;8!*ig=YSuL8wsw=E?=B;`ANmBpZu-=*!%X)wF+L$g
zf9c`jG0t&Jj1CR+X}x}BhIvnt_wv`TvJZXs${lWmPqcTRnPqA$f9TZ{a#)-F;Ji&X
z>}>L|uCA(fH|&(dDon6^SUFg!uEr$?$quN-FoO@#f;L+alRfr!`c3+xrsjCF29TY9
z?tT=AI=-!OJIT^vDCUtPB6f1i<BQ6_6JU0lf*Qc+lNn{IN%DKi<V}GFp$7LKoE7M0
zyVDi$UWeP(*C~kV`xJd0V#}0#GG;T-7SByp^>7_ui7}51I%Vt;3Kq4-$eh^@0xIT)
zPQKf-pVLTFQxn4+i;Rtp3jNM>CM{sJH?Ce3gw#9vTMG<{{ND79ywH4f_D-nl-x}qj
z9x~PNn9cef5L<P14WsrlH7wn9!z@!&&ecGi20IoV8?aDzK&o?9l~q-hJf;DT;s0O=
z)44buzX4=C&JGAFt|Ncl!g8HMCPcWRx5TUA-n;1NRtlhR!6yQ;t4Uu*$R|!wv{xhT
zVmuX7^y^3?@OY9hDsF~z+PyWhR8NjIUdVhtClpPK4WT+C$w(XcKFGxzIQn{wDO4t=
z$4+w|B0Z6j!#X)WKE@$n_LEEJ`F=0ly>pXAdSv+O-Mj2rgkK+&gq+vEcRwFnuUB$@
zAaV1sYf@cRrPoU$E@qayv=_!q75%B^EL}Bd@$d;0{*@GweL>P&S;=DF7A50Wm}d&3
zSgqsD7WZ3@y_{KIMJU**(BXe9ZR|EV6Baqg_7{Ldrpy1xx!2S@+7}?<?GnQ58cD;k
zDs30SEd+R4YbS&F7Q6sg-^~s9f(nf0JfIYP2FEdiKrvvzmk^EILT<PoHY078Wz3yC
z`kG<T=5B9Kj!vigIkA?SB(ue~Dw9b|0^^fQ7g?Z}Z{EJm0)6d+k8bk-y1#ATds8A%
zUn`>_H`{+3N!B;)6h^%2>Plu=43umBh)D+OLl9fibuTDwS_+*A=wZvnIkWS0Rf}O9
zc!edruz#(xo3J_u)peu@&fYJhRLv-wGn}zo@TD2W9KnJ+BBk9L2^?_3WcG(%*Pxhu
zc0^?Uj+uR8Me-E#h9e+<Z1xr^L6>2@VkFEq_zUFP9(|SRI+N+~p?=nS!{dr#HZwjd
zX`h8_mn2G?UbuCaL*UN0$8U>Y8;l+u6JC^{!I`oq#Nl-fJDQp~Q&v?inKHpA{?srl
zD>Sz;LsqD&f~hb-&c>$?xpJsGyL$^azSI33CnU`xFr&Nh<~gy;h01fBHUs}SpNhjV
zNuxoD)&Q#<RV%Odb(pbIY|cyAQ^po68M8H7@1kBp=ja+Hd<+4ZZ-Bt)1^3v4y~o(+
z<QX)3yo=>PzTX{5bnR{7q}kx{19FMeBSWWnrf_&P!{(f9(3r3uEnNNh61zp|D|aOL
ziX0kM(rXF7lVs`ngB^T#o0`2U&0kyJu&YVZyST;(Fc1z@@KB%i9%zdzD;b#^JZ^%}
zuU`nbK*^((nMh-I%+X6KDv*@oJXzHJT_Pf8#p-l_i#Z7tIml}*DRXov_A=P6Gm>Gj
zDq{>aZ{Ov<EO+5`fgaPUOktpL%&>XkItF6d8W8S<Aw4p8(>Q-&PPSQp2LEf4$w5(;
zvUVa}bb@JCTMV+|+at+WqCvmEK#K89e~<7)r_&>6neJ$8d}5NNGd(djB|+Ex+?ClY
z{Alp<?Hq(T)6qS0;~u}v8wedaA&0VM53i87=@qfo)Yk9VC0Q|2e>E)Da#tCPHCbL(
z#<Za9aKcS8-MW=Th_y|Kq%4~>Bt^w+Y6^|C3HW0JHR8K!aQOT-;Fx!toR4&Bk*%Dh
zy<6S%ir<6pfpI>7?94g7@D?-t(tF{QIZQ5P0E^UPHAeW5TD4&a49Q1kiKCbF8<K_C
z7L|@>&M^EpTz0zc+six1WzvS}NBtz6e66cJ$W@EM)5i`SVEK+^(tOcJGLw@`W-v3E
z5q_V!g{yOHuuojN`;(vG!Jb!AbAoN|@96Gf;d=coJi@oLX^V!Cue__W(p4oT3X&}3
zIa5Y4s*6Po_F5%bY<-!gPrG?a&l@%AI0p^MHUjv76N_6s-Cr>uDCRrt3Z+ufJsj*p
zmQfW=C%Mz5piQ~0I>fW*n0!@3?CStsXjrCU_b4Ntr}vhIKz4wM4!YwMOn^tq40;PM
z8OekDVtaX@_w1>`cR30g8JplDPGWcrHMCG-W_pq{E_2uC#pUV0od2A!cH66G&tDXI
zwa36QK`QHC8|IEi_7dH-bvv*Zu8K-=Bav7^0xMBg1`6L$5{HakcjOP57=oVJCT6-N
z8gSWt5gx%HKd1_{j_wzM7cwMj)2&=ZmP!ADtqfCD>d0_k0>#D`6g)P=e1QEu%#J(7
zGW6|mTx&ZS?AYUB7%5Hi0vt}(2s4a_2W`YjrB8$%s*egYq5T$VU6e`o22ir0=<(RW
zS6^bUab##X$zEe>Y+{CuED3Ou3yT*&nwjCc<ovB0SuVbOa5*ntWBaQolPMA5p1n+_
zXV*m_!4i^SO)XPyffw!#Bj6%m%iLZj@TKL7GIWk&aPrC-?1iK&MD8#{8k$B)<-ixJ
z;@oSs<X*M+BLT+?bHedriPU3=Pl?t-h6a7bVHoY0>Gf&V2FE>OT}>HD&>(>sFghZ2
z`16Qz6QMYNE_NINc}<iV9uZOT+GYf@UNVH)wKWn5Ab#85-Wm*+kpRye@98-t=4C{@
z?UAv}__#1j51ix+_3`<cp#<Ny>vwJ~Na3aL@?FlR&a}O9JaJrfqHp)^APXQ9HS2fU
ze-Cawq2-1QuNq0Zt7YXl?qw9wY!^@GaD>Y;pxmQZp@OabE`l<*n^bm!T=QxRL?P9Z
zQ$6U0vEJ|gp%zwgGEOAjZ!;$93I8|K`n!_wD0tuub_JRrBVNHt!<+oVCj~=O2pL@Z
z^4Pz{33W*Mrhts#_XYY+a|-VWg@%vWeA6ymkC?mtc8M_;@9Jo4<47@?9(?zmqb$I5
zdXxn?l1h#X$yVy@ap8HnG@Us)#*ebMZ!+e_Oybhb>{WhQ>r3%BIV(t>P791HcJ42Y
zWZlk2;UcQ6(K$VBx+*x`1KLXwr$mUq$K0)`Y{|@&Z{H@T@*HT}zi;47R{!3aeCD1f
zp=zC-?l)0{%1tGm4*KtHr;rqJ%);uhE8scgAj=<Q=0>e+nlvgGxnXHy6e`-4hCp;R
z$>sH8I?luKI<l}`otzI6_TVsL&2J2Dm#44g2$S&Pem;q+nu{|s7v3E}ztRzMxKF(K
za+rH4GowS|d5?^xg=B9yHJD^~C^>R`fIaW?=ZD5VmYC+2(6uIJuFi71M_cD>uf8fG
z_WL>BF0$k$Ya4bnO1ZF_6e131nKd0@lC14;#OUvBY>Yte!bgJqBUjnBN2uJBXFiSO
zbY;k_s^V#VmhFqL(5y@z%QVXpwJD2Er1mL^;vik%C@9eBx2{l315Wl&kt6c@-UhW3
z_eEL15!hxh!&$W^*KYZs*W%eioxz%*@arfK5z=GY3ReVqIUMCZ(ZduETBYISD@J>e
z%N)u6-h-UQ$fU;=BYJ9dT+GgyQ=>q289p{94$-BLGqcy^^5=8+KI2F4Wo9nU;_S8>
zX4fk$6tB;oGt6Dh0MK!hZ@!aneI<9KxFJQl`!Gl4Bu}nU6*{BH`n%n@_~fY98fIy!
zRY06w&h$Cl)j~ne|8(0w`;tPjDb5CQvdoP;NEXFsqem4ONN<>Qe#kwtzaz=|!op7I
z<<T9dP?Vv@%^@=c*&>us%@)Okb_1PM@XFhI7ad(t(2{FYaE0LakPlfBNwx+8ejmR5
zkpo>JPS>PH&i218YIE`<7Tn0`QD$!(K02r<HTzEq9VGdY0{wCO-seBL&&M%2GQpO+
zb#KT(r#Nlc-UxX)Xz{Mr>vwP=+U2U|(i263NZXMFT~M9@m-Tm%Kn13Kb!bk!lp-A$
z7pFin&uvFw52P#aaD3_hPHX2#C*UYNlG@(k&MvyYbT&Q}X0k#Rd_WN8RH&HQLssQ`
zVt=$4Zt^G4tz_3~C2?#qhY=t?Bb?DGbW%KiqpX9mBtW^NeJUOiX-_g%Xxlza7n=M-
zFh4rmlOG&^V?P%u(v#`*S+UodkJv>_o*0{COEh$7L};6)5~Cu@n+w_N939@t-}@Z-
z$*<n+?>{@T)zjG4*47?Y-EekOw7<Twsi|3YG*(sDHq;k8?#e5-((7eqK)Q340eHUx
z#H03?QM1-9Iio69`6oP?Z*JR0hm-C;YHiJSh~zX(@iz(}he>_fx!6`5ZvDd)cVTfD
zU8NjEB$Yu%M(e=N)>P+_?d;?jp6B*`jHm1_EJVbsa)R24zE7|#;4LZZm?PKG;}KYO
zuSeT0;5XWZsOk4xb4GH1XSgj0D&L{A@5b4tk4=qB|JCq#W}2O%lV>tg`agDbVvJ+Q
zvEh#{a@zg&ojbR0;soElmCN(hf9vgcj`#6}-yIAF+qggP-^ONY8+JDC;{Lpf%9>hL
zE_GE^u{}pSpsO6o3Rht|6sRn`4{jka=g}7<H?yK#86yfHDBzXDTg`7)_6USnY=+Mz
zQE7FsA%du)5;B5!5UFvyMe<)LTCf*{1oL~M|NMY2_OYuP4ROB0Dxn2ypAg)GBa0hg
zVE79^HNYVWXCWYU{$_h$B)J<sSQ-V3ZytPENYzJ2&kVBZ8K0aue_o=R4A<q7iIMaK
zo1Vj|aj8fT&wla=`<k~u`|KY3nhV*58+>*T9XfcJ%{)b;ekLMrZbl!n4#C=NvxPU8
z#9AiFb+Yp=uF`40i<0q2wt&3)3hn{YNNp7us5zFXaFv(CvfHnaaRTEwXkh{J$6{sj
zJM9a%b-qKog8wg2O9KQH0000805X2zS|=Dq4J=Lo0Pc+d00#g705C5xFETGMg}n=u
zTxWIX`}ITWR=2vVTW?iWt0Y;H-BssQbxXFT@<TeZ%d#CmWLc60##nw}W3V1JhS=B!
z4qyTSj7ty_5+)NXAp{b@Auw?ulW;O28D@xiWL8KrYu$UfGj-Qpm09F6_YS$hWY)d^
z-`-!f+74u3$tqQy^PTUp-}}G!86Mg;9Kv`AVKn^xvmtEKr|%vL;p;m>c%k3zb^C$;
ztq2#L?038U{*~dPq2X{;A3Ockp)?$}oz%BW-*ZiO>HBuKJ-EK#@5bv(MQ9!9cDrv2
zJ4;zu?C{eq{Ic~VH+QcH+lPn4F<sGZPucgaZZ{ihoMedhllE(?-_Ap#+tXUN7;YTn
zzWz%-h#uOGgXqRQq?h;G{lomWMZalI`@+`I;c$np>vv1`eXH9JLyb}~l$P?*v!!gL
zp>Oixw3Mw(4(qb^kA}95FkCxZ(Wtfa6-let&c^k7XdKtmdfn+EjZ-_>Znt|Hi;ItI
z`rYm{<JU^raPx3qKl<!TnpCY{tVlG}NP3+n(*1^Acak-?{eBjATqCr5xB74T-0j7&
zd)-dAJsrPq_b=QtqB)JHnq9G?!S0sw$@yBl2#Izqn@kQd*>4WnUTCy#Z?G5bUb|h2
zd&DCA`&O@~neS-#{CryNZqWMs*@O+ZIw|GjNhz$>Gbgm5P->R4=|(AE$;K>{@|k)m
z%%-h=Kj_kII%#$L#Z*!%)}(A||H@G(jb6Xoanh)@vr!FLS}1WGVODodrEE&4|I`o{
zYa>%#q@&L{tH6WOQdpU`+P%D_6D;Xp!)dGA3loi&c4dVgw_>4`P1Z}<hEt_{tW^p#
z`lVY;G-};^vZep5pVxn8H1}a$Je8J;Nt@|9eKXsr_3~j+L$3&$&`in}tkaiTO{o~s
zz|(b6MKP4vWb)CZ)$V6ANv)gBq?h%2?GLT8^Dkyo&Z*metDRG;-_;swoxG;$ZqmIP
zEt}Q-TUwf;mSOa<J~=MR?YD0oW(<gL7>e1N=(ov+ZG$#_tuD=mM5f}%FAo`c6&1dl
z=DJxiNWP<C=Mg6Lr1g5z_T*R_>Yo~pTqm}0hN-oKD5$td7nWKj5xWkdsr}VrS8B1l
z9@e4ifY$lG=WF%b2+vxh3)eRFyjoKXIXQn!WZUjOJIeT_e5cMVjA@J+9VQI&V`qb6
zo9-7uh+tsxQnS`8)^QkH^o$w(D<6T!wdi8T|8q>!KG%L}*rh_RsId*D#7Lz3<tQ5Z
zVZ9bSr>&h?C>2}kH9wz`W+}f!58SAO58E_wxv5p@Nn@$DLqs?=!mwJz5X8JySB$cS
zi3VzEQ!dq?JqZ*oD$!UYI^|+cSMaGXnV?~3__R|OrMgKM>0nCP7>Bu8UnbhpRhrs#
zv(^bE1c|;ip)=De6}!bbb=@}9)S9$g`D)#Nx$kr_1<i)0M!Q73*9)7Cx~Evmn9WIp
zF)<Amwu?&JS*>o&BYyAozC39nRs7yNHxQ}kvULetD26S@jBz!~-Fj>dBF{H#o|V)n
zv73p@^HrMWE`6~|C!ANcj~CZV#U*f!K1&paZ5n8p3&dgvPC+Qz`0cv$Qc=#zx(Hhr
ztu=9A&#ERTJ4m!2j~Ov!d(&gmBi**k8r=&!LSZZPWbtu6nu_m+;Y~3&Vn=J{lviu>
zGL65Z$(|gl>j<vpFb*0kL!n~IkZC8^!t*Y?wVbfEVFJ7N<rPkj5QL~ryq+9mt9mcR
zy=oV0j7e)~oz}TtzM!*`sL6&*oRl&oADgrvcAMbgI=EcKm8ZIbO<1j)!%*UU!>ywI
z{8s%i2mjnCzMt2AY9FD~uv1q{zG@|_bW6$3LBy&*cX0Vu+XSP%a$;xH$rm+^4I-U<
zo2V;m%xj131om*%4r6NlxJS$0rH8F!zf$M&jatmcCUR2;s{J~K-b-JQh!CMg<*&&f
zmTc=~nNGQ>104~09n^tnXY|`v=DPqrWi?Hxq)A_+r;I{dddje`xmeAKXa;qs>P#~T
zYalQkaj`+0aaWUVK8echJ+%^vFCIIgIlT%Ia<e{caXFo>lWO}JO?*W|1eH&rmDVlH
zcHWO@xClMp?_3>rj)V#E&U`7{p{K3U(>f`lz0)|V-@DzLhg|Ex-=^+2>a?UPicx)D
z*D9Gdg2uONAsh7Fc5PGRl(q@s;=->B;pZ1=0V}vEYNWbuuINN=<%YQ089PdN^R~o}
zxTpV=vdw6?cE5AwxM{c?Nqtjd8zoXQiJf1m&t)`UT{nztlH$Zni*AQCnw_{d+@uHX
zO-w4aizC|mMV;_A1eu7gcvSaKYf5ucW!++4Hy@E0>4aM!E=h#>+D+%YNniJ6)#$PM
zYIecMyMUszN1Dhe#L%N!*d{%9l!<7!R&hADvxPi-pKiQ7;o!xtm+Gd;h6&GrY?4UH
zJGxbZFOzi6SLpTy{kxRBfDN)lZ>9VZP4}p#cIPRrVNv5%7A3ObBr$j<4Uuiro?on$
zj-M`t2hq{l%7)3Qz}BTOjpjd67fZ_i2-56uQh*mkbnW6WCvazK0>-4+s2emUk;Nn^
zhvI5|_qw#z>Eu{G`LTqv)}h~^-`=e2&cXvop+&89qrTWG(R5Oe*dl4vFUtBRlLiXI
z+N*KI-c_1oQ@>AW)mOn%D6t+V6iP5qept60(2TBch!5K5x_?+Qx(GjqT+VbH`7ZI_
zX4zI(>&jzV;s$N-dU4Jw2;y0NKzMI(wSopJcJZA2EimbOb^l}f=|(+X)R)gYOJ-MS
zBZoEh%T8;%9@dw4>&){Z?Ml003cuK_&)6QJsu7>j$O{dpbqtq-dg=~+e}gW(Kk~q(
zSP=UDJ<OnCL{_|sy?aK_UCW2<8qUn<`NYIehIkU47GkNaV`gQkxJ@(N#ME~rY(TAX
zwB0+`Zm*tkXW}EN921H0r_9mN5lwRtn)8OHaYeCGf7WBPXw2I*{&*8Y)r$4^g8n|F
zzcc+UPLfXYXO>%V5*sJIrsvOTtcre<ZY#9&h2%a5DawbIO8GPTgBkpoPI-3|bzKUN
zYusIN?;yx`H_fo(`NjMhECI>sO>F4X(nz8xxJsv4ZMepeA(sDwb9eshqWv4@MJ8iL
zMzYKETmo2XID4NHY!;dwxof>=OK#Kk`@M5+(@8-txXeUTy{GBtj~$Mkeo-`3G;oH!
zt?Tj%Y@C?!EgKA_B`V2}YR$4<a`tIc<PyZ)G@?lJo|eElnVO=IO{L*PY6yc|n^!!P
zm;epy8L?qHOV5;fcE$xjexIJZ*>s$k@|X0;x9A@nWj!@U%qK7}F;=c^BA>65Y22Hh
za?4oOv<~QiCIA~RoJKHXIF^ccp<V9LgBKv4d@-?0a?x}q!&WOT1?>Q)Nggz1oqss4
zb&l4J4nw(N9)aja8dk<%{u|mVY>|~t@A-tANGRh{{=Dv3tEr#Y=VMLt2#R4@Li6l7
z?DU6m(-A{Qaa}*4=bgcjhK`!HMTJHPyLG`kv2Q-9q1xKqRduXn6h*u9rD^l^kTzj4
zHJ{HOW%d!gEKUj=6B7Y8l4MW*PW@XW7p&@9o#G4{VF4ScR4hhQ`8V|$1tayHAB}Pm
zP52hg{})j65{3oh^QNYmJoz8$^V1DT|G0d(ZvPwO=8?)z?{o(qDe`!M!^Zm4MAo`C
zz#+*#7B#1cG0V*ODrKM7xOe$;avrY9<sZ>~_cvg*<Aen|(<^w6c>R+J%zwV)Zk2?|
zpQVRnLw4NV*U{h4wBLmVk0IDJx@S7Zk&iZwgTtkItc>lVKmwq&Ph$m(4j<G;9D;(_
zy)QJ8(53t}keGIBkIV{ef)e&Rw;jhxXxjE?uQk7-lpVk#OT^LttA4->MhVv7H=e0c
zj){$DFb6s9468w;CngPd=ut00c0p_G=>Jcw#wC|L(cN226i!KBbn@NeplQsy^bR?T
zo&Iy?-lN7J)1<mslj-4pr_=vYj7#+U=ldQz(B8}>1Qt4R2aglh=?sDv*Q6#z3(-mb
zu#QUW$bVaNzCv^EG{c{Kue5i#wt_=`9n$<AT7Nsm2zE89Wfdk6?n_M#VSI9=`RzLT
zzQ%fuKL4_wp>57y1MxnXoRHht?sRb+=fqID@h?-0FyINu!j#x;nshO7gQY5iu(()%
zpTZ{2-lbuy`qxb+YfAaA>duFohh<sx|6tVi4@s9xt``^U4}RVDXr9UT46|nb{8e(j
z%)`!Y*phSRt81hU^4G)J#G?{W&@))#uhX)&rse=;e<s24A8`cUXk?X%KeOvn6Kna~
zq4KD<JDR{rJh$&cS_}ArZ^mfmUmw%<w&wAZN`;()Y^zpxyzWW{$Ldy%DMLA&AmAW!
z#{Supn&8MQTEHe<`*}_94f<YUy%_g<iv^2`U<RGionNtUaJfX}GFEcAH`!e}Wr-P6
z*~b&JL-R3Cx`l6dvfn=6@9&-Ayd{XYB`5mlJKfH0kjmW2PDk9oHyAO51@~Knc^-$+
zI~rlkOx{xdYkJyqdi)>h?@1S0ZBvU^>5JFtPI+wE9qt$OLQf`I-qkk;og?6_;#kw3
zk^ft<mHe0DYRsNjX*sv+hiR6kA2flYVxb|s!D2F~)qvEz3cf;^$wkaWCdHMh>v9N-
zf4?1j#3U$T7uksUA0Rsu986rnj}p8|AeLf(<3wB3(!Xt*ozO#C;#W~m_i@{f6aCKl
zPJhO>sn(H%JK51b_WehhmDv~Nz;rTsO8KAaF^6>K+Y*~h-qr*@sK42nr<()@WHstK
zl*DulLLh4%&?Xt7td@xUaLZ--q}IHj4U>$Y6A^6F_p<NgMVR-JrO_R`0mr0io=^Tu
zGL?(#^`xJd;5eZhM)da){d+DoC5<;9E+O{T@?aT}4qOXafZ2zd?t~iK|0X_w>FFBY
zzGzW*d>dl{E;_)HHA^kuEXwS71M^ShKa|$aXR`#rplwb6AFz~l-~G}34aApTrD;9O
z<?A62e5jlCtUs0jIHxlznVSuXpVy7|pdgzTS&@BnLi)4c|JHgFFJZ-LiI3DQEwehM
z>BC+4lNoWIdn^{>(agOTRuP|QRJnFRJ00W!;Y(QjZX||Y^rQ@X^AlP^2bri<_4A#&
z`c1m4>PAWSE#!74X-asmBf8ek$t1{S4tL}?h^n<?x0!0e6g(;M-0nU;;p8OM8p%mp
zEQxYNEP5R=x~6%B#5Ftlt$262+_>UbG^2m1)oen?=nzuPWg9+=OiRq0FvARqPVLbS
z$TBEi<5w0Oej|<1ho)0dyRI2x>TKX(-=kkwTWrrlpQczDyrW&Toz4D4;!I{)w#(h)
z{33bn*Uh`u#cdEt=hx|3@*+dRjSEb?Slb|)oZ=v9F*8Z4BR)&8ydasU8nyFzi%3BO
zkq@aHYQW*G{`q2!R`52r=!57yf3d|JWkBhQ&$h@tNCV8{@+TgV`nWD?YH9Z&hq3?v
zOVjwjXzK6JKpE@}mYmiyDW&r>O(Gu{q#{Xe;GN=}AU}GW8R3w)ss5n#<Dq5JpcZ<V
z!imN&8cs}!lfckMNU*lMy}cEaohIWqG-BK*xcZly@DN*oD{dCYxAcAX|3K)R!g|T+
zC+2l7vq|kdUR1bO_x?FPtcPy1cQ;M`60HkpJ(<<nH}$vJI)6MhcQw09pFghsVOu1C
z!gIRjdi{2mmFv4jA0yn2)|=7IqfL|9#WT^h7H9Se!OH@brF$RNoco8_XH&8Ti*5jz
zJG3Hh)lh4F_tt4MHuCd&c%@;il+Bzi6%RC)VvgoHu4K_$HAs#(9&T&6a@<0QmYtNB
zA)B(+d2!Tt^6fk|9D!DjKsMPE4L`@SCVohN6X1PNgTF%}CHq^;^^~$dw#>o_86mx1
zcf_p_90na^@sFClWKsShJq^Deg@I%AeY6$KVNN?@MC2uQz!v9*aHZyXg$9;UQoLEG
z^+s`o*pDz7USn}2we5r(iZQKgj}d`rR^RP*3d|&Z!dq~j{$pYnVj&P~BM(xHMAvx+
zV@>C=6&sy!PALW)bwl=HjrN>2wI+Jqj_P#3N58*-|Gbpv)1u-P<MKLXjASb{XS~pH
zeRs8f6PqLHF+hsc3=y%;IU+D}7A0D~n-E`;{kSO3o;Od6_)5OTJ!T7NkDPV&B0Ytd
zjn{3{M;0T$zo%zhjg_svlK*1C;GIa>#1tW-pxZa!9QlH3;7EQR+WVQr11Rr8D`~iQ
zXt$n%i#!O|I)6UDm3ZM<ZFA<)%KYaL|8+|}6)Wo|^zuu5(Bf*dLbb$=L?NUS3T&ub
zH1c6g1^po$P9_XT>tAV6pZCRNUrWr`w@E*vYo3Sp&D1Mpa{I_pWS6DBz&kbO*Y#O8
zZTKI$r>PA-#b!xh!B)gjp|A}sQMxr-uhYPqZneyYA!t`z9+Ne9duWUhq~)dL&1KMh
ziOfTdz=Ls7enOVPy;$V_pfILWD%H(9&p)Z}_UqqY*Ti10&u#Zy!i>o`@?3ZwIzvl5
zoZ=)B5Ar>tt5!D;^t-)3x@hNcF;ohv#@yHR^xWU;bZ^vnnqzj0ZIl-De>BXGEigW>
zA^afYC;!{@D0#y62S+SS+cz^c4C2XpAh{z=J14q$vO)M9EB8umKu1&g@2RQ1yo(BS
zH;)7bQD>5E;YE~C6HOD<4X##4=34hk3q6;Lv+Ol;Le!g$MCbiU?Gsw`ki5i2J$!>F
zj)`HLaY-DA5bcf8jH!z|!Vk=#fJ6R23z!}y8QA-a6&Aw^UCY-&5Q(|<xRGQJ3Qrb@
z^sbegMvm&KVNZjSN*Z$(G*j*<he)pJ1#Psxe`s;G`|m9lPE1;(j~Tzz8onj(hGT!8
zpqJ*gDw;s}ZTE5Q7c}6L`tj}jgLwW)OLyU@lD+B5cPXCJ1Zw0yeOvXTxRY>i_JoGH
zjD2X@6vL2M>g()RVz!Y{h&;X^JsWDt3v&2+?Iqbm7`fnRWx;g2VTgEjR#=+E;u3@t
ziv2P5`<|8uV{S=|9BjwP51?MICwvu^>~M@;uJhf^uGaT^$=^0D+G3IZ9Xc&+;OApz
z>v4|$z2;Yzio<9CP5Etlu#5=ov*KC(_P<Fm{+XnP%z<z&HH9Q6AD4mHzl3XXsM%`w
z!f@S8$b3lV&*8cxq?lX0My3<vim-6%!p7n^7bh_TxZrXmpMoQb!~-JZktVYH6U)F_
zFm5#-YSR@Ome^gX1u63tn(3|>#mh$}kGISl6<dHT!#{!&NE~dz5ra0!ZT+%#;YJNT
zjGVk&+cTpTNaN%U*T~^d(LSb#B>=*&VT{YO%brIY|7ShFr$evRJ&kI~P}pm?Im(>t
z%)@Mr<-Nnxtk})`;@+m5zI&pC<knZ?1#0ERS1?!Q%dDM$0f5JaL;(?%tfE7CLW?-=
zk<I*(I3D2$oJlm%y;{OGO%kXU={FbqJsvG9w&?zS9_zzG#M1Hvh<(;F=JoiWZ8-5F
z#J-}bd{yf!{tJp_qbB%^(WgeaJ)aVo*-nD^|I$yt)Fkz2MqeSj&N9j4S}C$WcNB@Z
z?{q2bO+6P&+6PwyqQ4E(JBE$-k;ZFU+$_5fhavTB-Ca#=od@a`Yb82TggSw-Zs)04
zmlv3g<rsB)SWo-+qK!>;H`2$Ora*|B<jCLM(BtoVJ|O?art=bN>g~~}!$a8Rf&OB>
z=O*PM$^!k2F5GG^!_iK+({HaHL%zv$Wrf)RSn2>~w`i_-P_vL4Kz5@CNx6l`aL2U*
zN$~uvhubinbJPyOv!rQmS@wX3ZNdSpX-!HpD*M^gA~B?&b#zh|m(;~0KY#IUMkzno
z7QzeVO0`m6f-{vXm2x@4llWM63`(m~)@<$9%2V;za<x*8pe9{diFZLNmsKj2TVuE^
zG!OHuV|<Qrf5nsSCv{P!8X-xQN;cFu#wgW@swr0oSf+{??j-k>9U*Z{&#lHmbfbjc
zfpWF{blCAx7Exth5d@?Q%M}l~wkp*Dm?;}=*2-|G%qo2y5lx45ZPh_Q`VvG_m85vJ
z8WBw=^~`Ez-w@%lS~U#EIM8r<eYsk#e#?DN3DsH|W5$fp;e<6-t9yq$9;mgjDBZm(
zIiY!0;%ypQW5htw0IXE4<|7VP%0}mr?Aj3v1DVX?_h4YAg`Jh^H-_C?kjYsIV~tuF
zERrsN1s19NQ?N+7el@9zd7bhAilp5rKRIgXmr60BIsXI<lDjxsa`h)*kF?ZMGJqaw
zS`&#)c^UF($|F~XJ_3Y8@O{#uKCc8GX<mql4RuS1A%rZ^JQS}OS+GP_5oaJ-U#kK_
zsp11!27i_f!-FnM-?hr+Vs)aA5o82^!|yq&Q0G%F)+fhAQliCaC$cIaqbeYya#k_)
zO{*-zYt$-cBkaILXWOS4bt`dt3osil$b7o(iP2B_$0Kn|cR>at+WH*U-q|pn{W4h5
z5Z|?Y(XW6Ol`}~t%+fFwod?3T7o+to)THgkX1V|*s#Ta;h3QzBYF&dhU1TdUD?!FM
zY&BPXY246BJf&);#U>G6c{z3{$l)=^4BKa?9<xbjhAn;pIfU>F#UANyNNNBYDldVC
z2!<^O4Us+3ah1u_mqE3Fh$&ahwSPHgDCGNU)gO*~%wOhSm^b8*=OEIi2|m%CPCf#M
z#F6kYiG{i34igR~4CgIo+80v|qZIiF>}okNQih2%2Mz1!A%cjBnYvI{*eZ!ut<HUE
z#O2By%7+}B(RsF0bWku0yoPpS{8E?{+xBw2P-Qt@DA)2U7|7XZ{Q_WUvj#oTG|*6W
z02(4*S&Z2h&6J0(AGz7INe#x;f39Q$_dwy{5|;K)&_WR?f<7gfa?k_LMqE3ZaOk1B
zNcd7zORHA>(Ws@X!U#?wtO&)MRAgt&;@e{L(-KcZQZ?eEgv%vd!hCIxhY*CwxA_@a
zo*5v;e(eaDpbD`SlrWf}VvAvd4B4?95`=eUpr$ELDl9_;S*)%6697RvQq6^<T@W*o
zmBeEuOpSZIP><qx4;vPNK-B>dC>ve|1OmviZBf?Iydzv32xJ0LEPNflPTd{bkr<L6
zI&A?5VqXxC8LOiWi+%lbpr2xoPWNcT3>fqD@O`dq88)w4?2DX5-sFy!$vb@Ud<Dzr
z?6Y;+^PA>1r-P7-WTKfRz!y3x`uj3brmLT2z@BXS0<ecfc7YRm3896C0ecK=GoCJi
zdx}v><H{1c=QZ(g*8Mbe&zTZp#zHP6^fss5eHoO9t)(?h=nev&8(mW7#)AVu4+M6d
z_8LG>I0Ch}^p(}C{oYGBoYP4y8(VP5)5bQ~6I)}L9?3u`UY~QOLRjHV4RMGWm~Tp#
z1A1io0h??1-bXY~wyEx^hjk`SIE&Q4JXl)Ur7gqqm}J1XkQD}&C$B{Feyv-;dFhlX
zL(_7r2=AmuiG_4dK50=`oerk$Na~n_@wkP=yUw^8TMpqVcGX!Wf@vyw8HT5diVAl&
z4aCH914PuAUxM(UISO%U{yMCcyWoIhx?_#D;fA^cc-RILNljc~Qv)VM%#+-Sge2f0
zBS`WJ5sv{IV&?xUO`4}Wct=c10?H-paRg`O8`rqG@=WRi2p*9_BRnxc?mz)ygC>FI
zn{wa|8Ts6Us+vpFKt+z)Su{lmDGg9N76e%<h8WU<$SfO=HOz}P?Ak@C9~<fj*v^`N
z3fsX~&sTYN;$^U%5rgeWe(9Ki4CN;@(Nf)2SGG}Sb8USIwUghu47D>&TBvE_NG5%&
zI+wk<P8vtIKBBR3!*Lx-i?!;Dvu+Nq^3Woa0lhBsKo1_42rf%jh#~GwU7};uf}_nv
z&6zAy&^qWI6Vwr{gYS~9T5u)v&!Khr_iyRirmOh@TE`;xX*2^c;V{AyGCkOZ8gsR0
z3CI?P@fbjXjvs5<&W86wsoKd)Js)LouOS!Pw)-T+9?`f@>htZI2a%a3=7p}W#^f$p
zgw=_M%dbu?P=gMr=Fup%qmIxVgEu49Al)dZaDmAJ2Qd}UoGRf?a}Ph<aCtnnxV}2Q
z(IM&^qG5%sK}=410FuOCxB&*)*mOkr;ndJMHXR~wlV`+R=(B4{{_AfEhH$YcvV$q%
zdrKw>tzcFdSv9Rc?2+Dmam<s(0EQA>dr{LeYX2N6hh-wD$;h$CCZe}QckvzO@eHin
zyB(Edq=q+eOzS(J7*COg0hv==gW=%HRFX)fwK8hXEvF2WlewP&ltuz^MU2WtP>vaO
zCtYy>#wj+$nA0fI>8F5k!krBl-=)_2>W4}$A|fEi6vCYiCzNYi2FO7y8Ib@N4^6k_
zV2^6?@nwjdn{?-IL|uoC4m<+L4ly&+3(FulKupjP*{hq5yZQ+boG^Q~lo99uNXt#A
z6-HJX_>+nJ<Lc&ed(w<1vnu`;lkk3YE^+sJHQS?g1BWfaZSdGP`|$#|30qGY)FvGC
z^sGU1wrhIThDAR}n;0pONQ|9RaHdTdrej+Z+r}46FtKghHYT=h+qP}zi|vVRC;RVK
z?be>{zFqZJch!B+huziBb6w8)vNRS|4CC#i!WyaBWc=Ogeml~DUej3rfCehwa^3t}
zVm_O@&{2=+9u`}{W_|Zn#Fk&*^77Lm+enNvY++>Bojw0B(C+}3i;llPvZi)#56K?Q
zO<vs3(CjFwGD8=V*y2I)$*7hrxqpKM>qbX))`@DAsrm4h)&d<~I>-!YAf3`q?_&_*
z<t!rHmkHQ~|ALV8?Mi`8or3I?laaGSRX;7?o(AR!W3wMlu0b?M&z7611wi_=c4pJr
zr4@Sj9SdVaCnJOds-IJn8Y1w9r}EA{@3_LW$K{yhHlU&y?d;Q!%o?h69S!Jn<t<3`
zLwe-8kYB!+;#pE7leUB9A!$bmgDaF4%rKBOSry)2!o@bS5tvzws%YZxjZ(xfQkmH?
zs44>J3R`F%=;iUu()TViO(Q>E0gN$#Q*Hs4h_DN;Lwy&C=zRzzA319*FVh=&8APxT
z0QGccC(Z=xl3cRr`;p!HA@Sn<F2@PAiCUKds8|GXQ!CjkBtL(1R%!|@abQ)Z8LVN9
zlM963K(B(YB8W7ESB9m&oxs~sQ|{M<T<f$3{3_Qqg`c)?AC^43u0<n_4MbR=DAXu+
zF~Z=3a&9K^MF8nQ1#<!y9>YH9<x##ER1o;!sh=cYjhjDq&g@kL;2kybaSdnR?4id@
zrq2>y=1hQuE8$-CA%|EBFO(P%^L~?wgcZ;U>ZVs1w%usZ8lkvi#b8+{GP;sVqR9&8
zk4zP6GBLwYdTcbni)GY2qBDe+GnGK!FHHw^@RQZKj(uFdQ5Ou;5QPXWp##EC>hTJv
zf;b^st@98>mGk><=Yi=I^=A;h8OEzSL;zt$$5E0=%AI3Hmus5CIxEVdG8qq~Z(r$Y
zlaQYIB+27}JI?)tr^v%9vg!n(x^sq4EH*X;vWj&<wY|l)hL9x8OfOV3fNRheqWh1e
zk^agOGGhi_lTb%#Rw`<1;_8z<Ytfie6Dqy80PyI%Q_>6ysjtksymgIY;#F!%3Y5@H
z+X^0PLHU&a9<G$Qun1uPCt&1CKg!3g(r^?XC55>N{X;%@QVTp>isoZk^lr0zUpY|c
z>|mi208O0jcy+|F4Uu8{oZ02{yRXA=R=Ty%u6`g7N?~AY=mRoOiBT`jGyU^;so@#|
zk8t6{YHNu984kH>(8*<T^n6+?Yz3jCCcJ)nwW}66V#*r4-{65%<>hoo`?o0}^`;-&
zc=9EVydV};Cdk<c0aw|GpW6-RP=k-6`3pQU&l?16%hc%Q+8`#pS~i=1$v<`UoSIP>
zG~DX5P>bh?Qc3U!PqFj*0}}*NbQ&;nDAtjr;4?JtkwJ1VMASI_yio|vMct`AEmrt4
zz$7!ikRlSP8;n<AVGJ?nOF?<EAh#^Zi#&jrM&4qN78%U8brJ*RM5D1dTCFq0qV}t{
zbos+yWP&q^Hj|TF>TbgYHX^a*Q;#c+SMGUsX-Eg29+iP@0HO^WLsW<V80fP2&3lgq
zZh-O>>MDZwJL!$y^M)}B!&4xI-M<|24WcG{HRK6KcpdeQEv|&{m)1JAfa37}dk+?i
zG4wc3ZUmd&mPT#`w?lD?mQ5c?fxpU+4n+P|A^%OB<DbjvvTda?XL>vkQ}=TYZHU}|
zs2*r`C+WD-{pby$U5&D_)ppLH7To<g7&pM(n=l+YMCja0U&z~kE018e{}w`NMCcj7
z>)0Yn!R48)5V@8svr?yas~V_31z~2qXJ5K0Lu=1@3O$;T@x~X4q1n!y$|Jf4F>+iS
z(&PW50^Ck`Ve)6C3qy?u`-j_tnRjgD&=r0d{$~b{kZp5{HzX-NZ6i+=x?7IRegbP=
zo_{AGmZ^2UVb-aHm7n#Z1dz(C&3pU88Ws-J4(bZh%d~57k>Wh^7|nTULw!$z%=OO5
zl4t~h0cX~EnpN94bgYba4WXD-o!~AQ{iQYZR)F-QC$PVxhz3&gy+DtNYPB)IZ6sUI
zz*@=u&C(s+`ctVLoYY4;sU}ec>%s@=Lw%MOuhuVG{sC}rlSlG>r(!5<VDD<e862Nv
zAn1jp@6WIq*J|eS<&imMMZ;kE!pgT4ISU7U5pw4!^b+fd!4in)?CrH6R@)^P7V=^D
z{<CAb4@-*bz#6hRP%N`%Wz;<y*-0zdjrOHQe-4PHB@jVX;qs~6e>;VNH|Azij!P9`
zEvGIIWq=!j&RL^))Um3-;xv|_S}=_zowlpD-@+_ZzO@|to=RJ3=*3kf<9ZBML*!4P
zqmp!yg<2EH8<kfZRO+k<SVU<MO3DHbOb^mEz6rh<`9LBe^wR|OLrDwzZ;q(Z<oOI1
z6T|g`9vU}IYl_9Bu608tApEbQL5(ECY`U){EzxMwehZ_Dv4n0c0_G_7WlIqj-*pHs
z!{yY#G$;A(l{`*v6;&i&*}p0Zk<pmq2V?x|Nm#@~oH}IGD3|s^#G8>3wcUK%S;h@X
zVkDo?vq{WdLOQmLMwXmtvBGQH7lRE(ADOGbvhSoV@!z6pE-zQw4g1r|nYH{T14z=<
zZ!FgnBO^-30;Y<={BQx}Dg?NJ(0ZR8&Y(aPrpdcQFkGV%@!hAy1f!xRw^@(HScHap
z<ks;f#Rbs8K=`@0yR5iLL6F~|T5o?QQtZ%XVoIG4wFuNoEMGQA_^x^4FNhz|Sree@
zQKBCA{}J9=@V>e$kf>IrLSpt+Gz7!3h;>p@;<S4drS)U_Witi{#nVg)lBf!h_-{nU
z2G4)F4n1P@b$}e^HH*CeSo@o-&e$v`o8M1!lirWezX0gbs3XeQUVAJgNZ+v-y49-w
ztx|yNgi}z7lCzA#9U|qEAX}Z9pXbUMnE#dp^Vmdh(%u&nQhSYS9gUpTzjk!Qm#;Qy
zDaT^gj)k7c(+GuL-ya0nSaqb82Smk@GYthn?4dW+dffMpzV%3CQ&SAW>C0|aCX<69
z7@_Y=v^hVz!l&(Xq2MqBU}9PRQ6OX5H&|U$KjAyOLQ4&x9-_|5-PtYAbXKQmIYk)g
z)eh8f5HJeSZyDh59xUAm5ej!2vydpp?%W>jAO;$(9~k3)Po1G56t5k&M7{McCNidR
zK@3~jfdAI#We20@#7-Y#CMHSY_nH3$0XJH^IIuHHLtMxlLr3nxcTk`mkF#>)M7dgu
zC;F?pM8(+;wp`o}qOSknZTq4!fiD?LKhPJXEZgm6`W_+$9*7*Qd?y&^aKfp3&>vTk
z^Vo3a{_*R5&E;eJIphz=_OntS?)S;=oJ&|}C}rSsqO<+adA&0i{AQ=_PvR)6@Lpgj
z2r}}rpqucwO0Y*68tym(d+b6~saF%YG_|r!O&$!^lq8D()z7s=BJ;*2FqZOppy1KB
zB1D$I`j*$bFE0il)T)%|o?ER{lN7fS_oO-7B)q~_06uUu<ho4`Iq9bk<OnO}UcrI*
zPbj>d!0#C?RrlRwsKBtHzv5oD7#E-9%SmKe&lJ?lGqwRh!ui~Q(xdEbfFf_{9jUTa
zA4LS+uIK*#j=P#~sZDi^&bdL({Ay0yh*e0AWhPtis{BiUd>6_ka5hSllDXg;fbqGI
z-zHbLO}JEVn&eNm`K4D4W)pS94m$+y-!sf4lv?|U*6kg>9+Ow;>TI1Kcu!>OX%#QV
zdgWc}3)4v*qxHOn>!e`<-sgJR{4J=Df^G`2U(u{7*^Drr^8GVp2tEruKSr{3?7JEX
zXC?^|{JKUTU>Y~WS{XsF(~QdQ$8@2-m!l-DoZ<dwW3jWnIDhQg405j~yptiE3G7q`
zbOR;7<+_YLZGtnYWqwzc5m*7Ci#LB3>f2b(@s6EqMl|CV-^;#Y+S7tUaeCbTOv!GT
zGvNh$n&VC3p;;cDblcSEM{{u`gi}#`ubWJDe=?K(=HVk!+-7-3HJXB@IbjR|q#oq1
zv|907U5%-0glMk9S%I3x@~CX<2vTw`b_+smym53Xh)!zVX?~awrKYTWQozTkYr0pG
z4b;}t3(oXZOmlxgWNU%240CZR6T=P9-4h85JWJ%r6*uTYQ>%e|H4<y})P~5kWnmR!
zwXODeL&li~)LFSVkK7fAKz8v-pW9KX%dnFR$2sU6Kgdr<#j1&-3EA65hwj=e%C<DX
zl#cF;=&Q^Bt@nsZ)5A*#zJqGEJXb0cLXUZA?T0@Eu1F@se|@*lu-Is9F;hohNoPrV
z(`%5_ThuO|{Q!CXJn^hUVF<vhFK&Y3@VXFD|9iGXSiJE1vYU${BjCtP3YC$Z1;O6g
zEOejf7Q-Cs<@z@Ut5g!xnS|&LMtjXe98Cxdpe04NsoffJRpkB5(g$@$OD!WD)w(lS
z(^fh)vJ#|KasB5dN?6>lkQ%Jf=Hc0@A^Q>XDKJzxbi5`ft-O4~ejEH0Q9w5yc^Y_G
z<YwAV@>jeKJOe}Jyu|Ei(g<Se_rIL@dNF!TR`6%`&1IB3%P9TqaMJ|g3F1kmrc9SW
zixE%ax{*v6$0So(($Ec`dJa7p`>gcrQ%hsd-Nr_A$!6ys=h);TtD4n^LMHn;%sz32
z+=m;{?9|kqyl#+1M(ZuG>9VvI`l%xd-1~XzMU6$P7BBtASu?pOEQNm8QkVSbUxxq<
z8Aea(Ah99t%K7|$3j|zykfqtg&J-gGLgOuy>*u>auJOCrPY@F@CD40fc6tIw!WPtn
z^Na79G`eI%2eefo-5I)9&tCkv&v5q(fw9I`JClCo*mlwgo?BP`$c?mLSC7LWz249w
zY8)t)NI}=!%cU(-<JJ#jUKT}`S%?hYQZY#<%|n{>-q)rlo|+KK&$IJ}gClxfClmLh
zcY50TeilIItE~<j;7Lu6>50*Vi$+rJ(s3ToFY%+pj)C&`-44MYjvRCQ3MelI0{hOZ
z0ogBj_BE=C&Fc?YtsfI3isCUEX#Sr97#<3bphcDckX$ThB#KE*?#m=SXQPR)%}(zm
zOiIW_DwVl6?!JHn05PJEPGgIoufIh}?=)^oh;}&xIFn2AHQmeovf67MmxVvb`4o>l
zQr613Id<vrC=%6<EA{0ue|wZVz?i?TYWvstjZ~a#XO5jaaG}b!0H;d2w@flCD&sAQ
zS%?Xj`O0~CN%591vPJY{F+o0HSUB;@dEM@^VO6u?nlE&(=wue=HXLJttMrOz*KeiM
zXJEuRl*!6<_7{a(hZd#siFetdJnyKlh*!9lTAX*V_7RL?2f^_f$+E3`?qk*2(du25
zwCF+4MQ6iB-ces%;&bByU=T`us&%52KCsGXh-*DUji^P4r-_$){d<%JRj|!xD*O=h
zH=mMVad4{^3X%vP<S^SPyagA;mE)AB#afb?cNd@kLk7Q{Y&e!BNveL;)t|-tbCEj;
zPR^RIZI_&@G#dTxg6opy((aDxkriBzltP10eN=Ty=PzD9*)^3274^0%V>*@uk(GQy
z?ZqfL)`P`FpkS-dckzVH5crXOV=|;{SFV*oO;mGfcC!H1L9k}+Yc)*0wGUDT1>r&^
z_x(_3)LlJVC&Vx59k*8bgP+dM)fs|ez#|lYKs-=8Q_m$~Hw*t_-ub2kvv>7Z*^+Lr
znuv>5nuXp90|@NnMrjCb!Xw{QQBCm_a(<K-OzeV-V_(t!P!CNREc>6u{`yJw!<PVj
z=gO<&4=#%M50NA!V=P5T4~aIuDt=9PZbtwyg!e3+E^A=3K_QIoW~;|7pG^bCyCfY(
zuhGJXY#^a#)x~at#&$}J7`F2`Rzfk-ZMsb{rs53Z&<^S@>94%)5q!zc?opI7vs?uV
zn}kv_Y&&tI3S>oeE!>6R$Y3E*7X)HTM93TQiJqWZ-=@M1^!KNl<d}F4UV`npDC2Lm
z2rrI71oglB6`~?AY}q=@$m^a0$pnu{Ei{Wv)JzZ?LBE+Xa$JSXRG4~TPc}!?p{3YQ
zYrNNO?8z|tDBgX8=+SS)O<Pdxfq9&qJv?|Cu<uL%=$cn<J#G7;*~{cL)r$YC=PEzJ
zqlR83^cJAJiT&Gtq@mrs)MZ+ffVN(BV6$BqlHVDHC5m!WoLo6XlD{5H;X(?uL<y|*
z2$V;v_5E9JSOX%lbDU?{c@(MM&1O~`nu7%cjm<@Xv=|)O24a-!zJ%_$Zb_$7Y`oFJ
zJVBb>$ur2HTc(7hhhG#%$UsTy@@4C><Z8_h%9V*r!p08TXSmS}O9dXnz(LyTx4YPn
z#V5R1Qej?4Q`U>yWj7g3SiQR>5X#qS)B3<<L`0M<R!Dd`p?UJ+kOh6k@T}-|GDxD*
zDB*8gEl=-*E>qmxjq*v-88FG=tld9ozT#;!&{*=X0@Zx<)7mK97=r)KjW4JdlZ>lb
znZ>^KCqao?1h7xr%7FhE4MQwwt?4pO$6wPMYO%T8c&m2y`0JMrY5J2S16T>|>ZuS4
z&;uvc_=g(-2xv}Xgv`3bW0{d&d470xw4vEl7xeeTe!|)@=<(+z1Myj<x2ev7Y<PiX
zw#EGyflUPZ{WQgLyXIK0faDe^N8}8@GBb(0T&-OXrlB+#Fbi?<WH0m1o_Ui3)mFAX
z@+4q-#+;B&o?nKEiDohz>5g_-mMn2mpii(!=KES@W_jvBvz~X~Tu;NK6z+uu?JqJ9
zN_l+MSyV;kf}1$}rT0?8F#9L1L3MWt>btWn|KY)GsU2kC@90l4T!k(#VT^s%-(5&>
zV`cA5#H~Dyh>HE5=W)}{SV|cbjz1577+&Pp#9b7+&IYz%k)uM9B5$5@i#ZKuZDfFp
z+iX8i!v=L~DDo4xH&$Vmw&H6#iLsslu(c80<A0Jyy_78A41M_G?T|YONVa&V5bo|q
z<0H&LLT}wciwGKgMS`1!3<pEQ`!~z<<K6w>)M4EH@CamkMs$1!5d>x#t4=0U1>xRV
z<mGp2fjnqR>ecSxkUHaTW51Qr#D}Qqmhy=fz0YS@0>HKVpO)VbM8(-r%iFNw?95j`
zZDDI3EI{cOY+c^tyA$gRAOlqX&^Sa{f}MldA%ncZtnPx45UXb~KqJdFTf{zVZkc*m
zqzJzc{dugVk8yr;_B@VhK)9Db*q4!n@iW<Bj#ViSNm2UdIS>7&E@%D{|H>+q>D=Fe
zHsKPoA&jGzjgPXHG4(4mjPb56e0oBael!@$`t?VHQzC`}hU2dmyEhOG9*wvQKNnN(
zZz0wz)0J60dp#S^NHiX4I?Rae<thdIPAS;SlN6%pbB);*L!LcX;s!INOO>trMw<;s
zQnUHpm8yqZsv5}y<(CvE&mz)K7iPY%#xC#NY${9dKpJ7VEF8i)?8Kx?!~KMxM2%tg
zvMX8~arE<9Izt5y+dms7k=DLz-PrFMbAg!08;8GneoA1$m5PrqV2W*QC70U~`*MvZ
zkJ|*f1aRUqZC+E^RO(*PyK<qlpVlJjf7ANr9g?AsmtP*QeCHnUx(d+HJ>m_P^ybdZ
z)%V)tQNS-dPjRLX#A@IF)Q+>q*SDWda?9@f0&lssy4C+x0=$?V<iObo@IiAB@y=M@
z^Io7#g)bo^o*UA^+UL+&SKfmrwf!Nj&#x^Et<io5Hjn;3=WryRIueel5qGIh#2V)R
zMp|%xfc~KM@}FuG1O0~m3=psJniaI)uu2cYL^_=02sf>j=)Q%Ss=Bhw|E$FFp;#NA
z6R%NgB<$0dJiVaAT2wTY1p(?j7N@u(_`u<^i1b<PCv(P5wdUUGe0STnQNGa3Jd)Up
zSJ%O;RXgPekzh(H&he;YWz}O|Ai}o<9&?bBCPoFWy_7s^(armnx2IQnzdrFmbTo+D
zJBZEfl+E2NVg4+49=LSz?^uKim3eH?lS~$8t<W)g)3xMg8<IM1Az&GjjnFtZ)3`|Q
zqZ!C*Sooc{X0*pX)`f)p0Bm!3)OD)OeO(134~!G3?d|>=7t$HI!94#K5i>WGbw^uR
zlS8JM()_RD<PZc8e8tA;*JM>e#qD>;a02QudL0kh+p{~Ob&2(R3^o3nTve+;EO3fF
z&C%4K_YGvl^blEO*uFLibv5)$)~L11w5h{6MO>CmYGV%29ewAHzW}#4U<GD~Yms9F
z0y|%?c_1u31zfH=*-j6hypgWyYB8@G)gjkN{fklXwKBZ?wFPo%x38BV5}+>XJ$fEI
zu#V#Np@eo<Y%cn-M8u#GqySGuu*8n-l0--xzphIA&CcUK*=Ag~Z$RUmEX7~LPyju-
zYoH@o4YP(Wq5p1m-1SQ%_)q<jHbFd*MY;_B+d=8rJ~l?r%lYsWBQ<U`Lk>eNh|esC
zHI9s(O!y>j3>dP|tTt3Sy<RxzCeAOAb%?UJp(U2-O~g7%^n*Uj&X?godqrpwVI)a-
zpBW&_Tj=e1yr>b&88D(7xf>V1Jmqh;Sd<{>wi>d<W@3ev49V|=Kjky$$snkrLPCi&
z`}^X52R+l&#-Wbgl$7p2aA1x7b)g|{kHLEV@g16v6WFR@L|#0Z9Nr^L^~z#tPgl9w
z2z77og4Q>K7iZ9v#*8K}Ap8bX+r>kdhBRj-wKR>MhPqXdVd@ObjE0scKzaw^oh)w)
zc2Yr1PhX-ezq4jp7QYF~!QH?6+paZ?oaHyR<#8L|9)e|;{EB_duOjogt2Kvdgk?!5
z%mVu2NzYD(h=RM&|9+HUNA?pLrO`SmiCii8j_rbtcw?nGzCO6}S;_}bB#XFi{qDuX
z#*u0Mun`Mj2J}CWPNrl+(j<1duFf#nL;cQZr;zVV59N8#TEDt3)qek{zE#X|7*?1%
zFIwd>G{kQ2UQ>WP{^q0NwfN+nhTzcQToz$uQUcWw?e%!NtL;Gg>VpfwmqeJvsU-=t
z=6m)X35uAe<dqeMLIYHl7dv<~x-QyhLcQrKtgu3@jE^OM;QvvAHkEdPl^~`;=rkdq
z!k2kD>nzW_9@qu?Klc4Dz*%^KinB7V4$|9a3~A}x-jjpvTA%%s1u{AU3%>h`Y+miQ
zP-TF(b3w<Y5L6E$fQ&Yc;owg{D6=<$a&P#2zRIg~UufpKFj+AX+V8^<RF%0H{+~RD
zJl=`k(6rizjKc{Fw4OMq65uzzGvzpS#NxbZ{bIDc{keHchH>^A+7{&(XEi%n%)aN=
zSx9644I2$5Lh0v%MlNEzhE1kqk(qt?Ek-qDWd`v3hqMH=%HzOeF)(mn+RoO1M(LNK
zfo^^zkuwl^B`E+yZS*}tt=fHSuJzw)e7lc;{yeRDv+LhJpX;ooXQ6oCvfXbHZ$+3G
zU9ay#lr}GO20o_*igu}e9(cQnB?LRmSyA`ABVkzzOuzN!Q_XKn_k(JG{QikRDx%0a
z%N{S0&&3AYqjaXRb4=vPqq@0W!!N<Shb0?IFj$SQz9i2Hl6r$|XbirTmgb`G<<lnv
zoSw~htc2k=+g$Ha*U453;)OhGiuAp;O{+vXKi3P@Z4Q_bn`n8%fcU1(i7cx3tDpDa
zG)uoD;|cHp{~Ibhg6>(-O-yuHBN>_Ph~YcGU0K9SgBD@-HZA9i5_jnX3^zUHZ%pK~
zi{eLczU7w^vw&b_!qTR6!jD<SES6=~pfF-pwU>F+Rv7iEkN7OeQm%iKqbS`5Mkd+H
z(58^cb#@;1Jl=0~TdPIZl5P|nPvi?!f$vPNit+pRTR9pRYtQ*vn_LL&fe9;D=0U|i
zWxGGa#B~KfBPQVp@y8@ige>y0dbDDMsal_Duy3MlC5Rsl>ob=JBsNGLa*!lSLMo?s
zt>E2Fi=7{#q0W~VFjb#9bf|-YP}mz{+~t2Ps)fB)FM5zQ^ZlGflR4c+t^c<EO&-t8
zw0|@x)cGFLviPV$*Lwrtr|^&cC*;v(ti{Wx{)lxICa!o@&pqO>u5(xzLt-xkhg9}3
zb+{`s`Riv)**}ze4{h(NKDe{56c?Js>4y5(oBxh=Cz0n}i_jjFJHw-3WJB$;GYxyR
zyj^yx+jU?H5lFZ^Jg+}p>f4IZiAYBa8Df<~QL`8jf++R2p86{*79G&V__Sf_9k#sy
zktSAzx_bFLtxs*eGnUPZIihD$8?`HTI)R?LH(ARA`5l}R3W!m(3XC_F9sG2;SwAnu
z-Q$fh{~CID${bG>mkODkVJ=vLuWM{}t6GH@2h93JOnD;o&M5BGK6;3*#W!ydobS|-
zhi!OgdfzMzT9@^#!2Zfu=RLkBvEe=ZLNzAhsi4WkGipaw)il2O8L;h@bZ(~@EUnPy
zMG*}3hi8hNrF7(aGe35j6>-u)uJW5%Xp+6rp2Pn*7Dd4-HOKs_3=0pN2pWf#5~#+I
z@1wj6jX`(}{<aVv)GvM>jAia!1Xbj3l;b**dK03;e{a$`4OXsDgX*z+)rSyKWdtc~
zZ^H*wOp*F;L90e4Fj)ykT*(R|k}`#gqFMnKURWSY0ai%cd75lkP?;&{ih~tt$AL<z
zQsOh6?=JV(KZG_-KOlrQD1^2NZA|FzYMP-`Yk<&M9~~|g`;FAdgXa!cI4|5gMwD5J
zD>sfM{$k;jBL-hj=Tb+R4#8f|B#7wbW6yY~B`J%X?N#}8b!yd78h(`Oyb7pP>Qqpu
zK($Fl+8k^5q9NfyR9VBYhwzJ>rpYlipKGPx{>^A5seBax7*WSvejsM$TJ~g#GdkgU
zI-^9w?OUnF@_IqXBDZYyNBPEKNx3Mfm=w_q;ZOt~*I0>GUd%XS$*EXb<7S~LU21LK
z>1hJhF9><J;R0hHxI29N&IUWCR3j3uH3Hmfzyx<*_!Qi?IGQq$@w|_gCa9{?$FVI_
z#o+$!G6AP@dY~Bjy#+(pPfYmS$+pv=23e4-$pAzXl9WHeVCkERRe(e1$1E^0djrW=
zfy`I=+Al6>qn!ek!dXLeYCuwmban6?-0-BIAhDF53fk9j6hp?Q3miFc#z)JpWirPP
zRe|OC@23kT%z6>D0{i9`N1##CFD6yS7!gY_KWrLLc41*s<JC<x`YJDmzy6`2Rwf-z
zW@Y|xewG)`RT;=t`HeB0unK1bbo;LxSrZk7zGKzEGSR2vCQPK99TL|dirSgHc8eoW
zQ03CnW9BNJj^R>9vif&atfj%l8uOvj>H;X48iFJ&BBU@BMdqEGkRcD}Whn3S8R|uX
z5~_sC<xvi+>&;QLI;x_`h={fBTS=w)ox1ah0=@ZR3@hC<8|F#GpK3!;_I)xaGFnr0
zGEsa{4Dhu@!mr7?m1H*!eGB2)jmwe&38|Bzg>1T$8OdUeId(y-99Q7uUk$(-s9yW8
z1r5`*W7iN0Uu5-@N@sPs_SfNBMhb$7<PLK(6vL_^M%vaS>fJSPQaoP~`hQTJv&Pmk
z8iz4^mr7DXW+69fd{z+*7le4i8L9H=clE6y0&Tyua5ba7X9+9@Tj>ZfZ)UvyM6L=c
zX02ESe+H-ZB8+e?uaJ{|w&1+)H0Gs`!jR_ksdAU9M7yRMdkvm?S7}Yy*)1JME>93R
zZ$vWe>e%K=yH4r2N<Zo}i!OJ(c8*!G2YQmrKRpo*(^Wb<Yad9X&@D4)AAiaf{{DDO
z68>m6w!6OHi|;h7OPn=3ud4*AoNuB!k6+K9lk;kAdY>t{Ze@<-M3DT3x8`9av_2~A
z6jurD{Z(W%k%N(%_5<z_*9b~aM=bP7K$MDJZaa%q2+nXLe^OEdFR}U89Z7OLh7mZf
zig$#K?-Atx28j?W)0?UeRIqPjfSVKWh&g?=s=&21d0Jqh+^w9|EWiuhS+cAO8=VE@
za=J0tE%m$<#|{!nK}+B<h|s--GYzwTqFrS@Evfx&8W57mK<Y>@@W82?8Z^yfAL9Y^
zMV*Ik(}`)RDI++An%N^l_ZH1)EC-}ZWP;M$VO<r1V<L%Pa1`&nE#o3nso5KSZ$5>a
zL1+w5CX=a+iq0)#Y5iB{-IdIA%9i=gpvLEyNU6R2)4DO6=F70}27eu%vLdRzsWs|K
zPP@C*Oem*@L>1AP0aG&SvBn*Qy=U0+m#6d70l;LLk?>#V!wX0E_INxvP5_mfB)^uo
z3*|Wj?m-4DcV$?P=9UUy+oWUygz81~E+6iI(^5o>w|)NrP%7OcSW<=5Vg!fW$-~PC
zIPAn_6G_8D9i{m$(hJMN%q2?$%9)J2qnJ{gV9r}?vjDN|$f@j$%=#mNw%^U-6Nu(j
zQ@ok-@Eq6|S=;FE>A`V_#igz5s<HNAc04{>paHd)b~&2fUA5U^iT6C#Pg8QOQqnw)
zZ;Pu(hR1VN_`?zNA+RVtQvlE15a`h{@zICbH$FI#y;H-aU&Lg2@64_BHGYZ*yg_|r
zHBQ1r)&=Pae_5Fq-}^3IO<?k{hY(=G^uyFyB&IUl?N+a-kxCO_>VE%EWP~HgWa0wS
zshNfm`D)f<$H;R)Xt367p_XRoUrOZmo9&RXq9q+t=kd981m-?-45=CuGxs0e9;2z(
z7{u}jmHb(^UY<vc`1)Q?C@*U}yc`odkVpd%905aE<wVkZYY&zIDdA69`Qp*ovUW9p
zB{kgPv74JQ3Ub`|I0%2?DohTJu~a38jKZkY9*<vl*-xyE<f!?^8V(<QTmRA`)ca?p
zJ{B*v<E!NqKLNmnawWoKkF%%c5}NK)gq^<1RX?QH{P=MuAJ#%ozLGv|z@WP6<v`U;
zLFVcbuRk{^D2{$XWMt2u4--upP*i&x`ShUI38f$ZqYVkMsz0YNV=qxHEu|=znopnl
z)4Y|+`025oPv6}$e=BkObo7S{0mZITn<&yKXw_Rw5_mYzvi*-l6r!A+LGvh;xIFli
z6{*s4Bt6<3(>{BkgvB6a?`<jY=z387G%DT$8i6zl9Aio%n3kcPnmX5h`4}iH5(dj-
zaDqTgfAq;$@gq<S0W%fe#x?$f=6ldX`O?J&GGtT{^jr6~Tnx01<)3|BgIdEd(MlHD
z5(k48{I(6E>HUa4SLleIq_|M|af7OGboG58tH*RE)$d`kVuz@ap2q-ALDPybXJa3$
zwI&TZzq@wJ0Gq&-KyY$+*_{!bL@;~F>JY|7a%0ni5U;|u*38efGL_M2jM>8oc>2vq
z^oED|GMtkR7z53^h@P%}&9ys?WHUSuYS7_>o_o=z6<@t2`LZIA?-O_4H$yEZA&qJ#
z6q1=5WF``g#v1s?S^5xO(1AipG_eBBN!181#FeU}=6T7{F5I0~gYCcAYa8jZAE{Wf
zt?CDshusqnk(y1*W%{97f=5lXbm6_6fnjBg{%X^O{m|JqTH@<U`Ez`pW-?S=MmxLZ
zqC`!a%yWo00%u#{u5QjU(!Fbsp_O|?q*@`v{E%JiBRdT%^uM(9Ps;cLkwT3Xy6jr+
z!*|Fqv<{pW`QeyivFSo+*LFaXc8;7z4{G2oZDV5@H3(#wyQiXHhmxBg+uFKP^^jE7
zx#ds#m8#TyoB;$sj`N-}YWdO&dr;)*fRi6Xzg^NUIo%RL)y$m_bMjmP?_Y%T*6{1v
zP&9X9e*UH3vfhhq5}34I$Riv&a~=xY{<K^S5Elc7eBn?*&jV;heFWvCP_kqg?U9|(
z)%X0FCE@ap7^*aIh?QwqF|gP^8b)*bf0{3!toyzD3COmg#xY)zvvvm`<o9$UHVpQp
zGh-opnb;3G+W2%2*}0M$*qG8eHi<>3zW6<cp4nyLGc@t-P#5=>AU!5s8ZqLAURW4-
zFNj(2O~H^;CY=<dMpJL((}I*-IPj|P?6$m>rXQ&`R`2c7o$myg+vm`#Bhr(zDP_<Z
z^=lMi13}yV@`8E(N%Dl3g(Dq14E{Ff!q9SMoaI3>T}4A00q0&*s|XsbmK^`U%639p
z)`t}#X}C<8HmE$Cd_1?PWy8wyW`HN@ZXm%`{lKbmZ~p5ovM{!=w#@JZvtR~)IvoDw
zn+8)1ho~hx)LLc%7W@j^fJk)$0}*0dfH`ct7M-_{?SZ}th4c^|VZZ2X%Jf*+%8MW#
z^d>65dD30#j8&G1K>EDwCLd-h`%*XL(+ic%bi02*W=U_%f7C(C9Eb9OzG6ZyBv*)(
zR-7x5YAnZG2Fr19$Y`N#c9J%|XA>rJB^H*b*|I9Mk(os%i_=SN*$<y4ubmCN1McX|
z>W5j63UA+Dt^C;6yzsfw8KLul-w0s(A&Ip%;M*%TS~1E!U`n9haRmVR2an~tYo0*o
zG}o+^ca5$~<;r`50W@lo$h?gjRlbgObb=NyhyNJ>M@`e!HH(g%vgf)t&+E$!KxgN7
zCP?XlcUemI9k2_**Npr6Ug(hqwHS51Df-$4Z6+Sz%g1H)Jg^Bla+eJ4P$pzyo|;1k
zbStol9urXFnZX5|o;O+$Uw8_P?G&hHLRtewu@!={)biBR%iM?duSW^c%JywJdHskY
z?gY&(;mNCAU?dY+|DA6yWEMZl>>cC7T<z8g0w@8Oxb8)EAb@qF(fK8smlEmuvRQ2`
zJ(g0^YSzO5d;v;T0m?TT=#2R6CU~A}c4bSuj%lAentzLS&yx?I;0#`!g0}=Fr1x*l
z>XgCqr&E55&F<P7>0A92T38L_3!m^BCQ5jr$)a6uIwz)S(hx-JR-{~B<!7lliO+H~
z(VV{(dL50)M@$M#uCEn_HWRZrvw)VKR<K$|&uY)$KHp$IUFRz!q}l)BiU9s8;X0!P
z)FxKxsY2ab#tSS_p>#M83W57lYK&tk77j}D;3^Y;ojNlY^l%PU{bn|&1SuMDcGcI*
z|MLpf30%b&<?*S~)`k}-Bj6BY+{D;B1x8HfYWhMZixfWwlvi=)G-A1!LF%R;Igl@S
z$zJ5(_3qwtxOtSlcwpmUz?x<D_#+v+&HqQW{&6dTZ}e6^%*&UUCgqHR`gF}9v}6iP
zP?-!_s_qeT!gL$u66E~bN5W%zVo0zWMtEn!yqT@N2%3yqU<F5#3-x!tv7L+QzPUP$
zOk8Te{MAWZ*ZKrrOCx@VPiVF8Vw;UQssPI|rh6#<^qqAryoVuIVmR=_(Cp9bUj+QM
z@MSU^aU(7pk?2XUu-VfNzZ?%1vQ4gNV5QgR=%;5J9DRXzhVj<G1tO5_i1n%TIoj)=
z-|cytmy*{IVm#qGDr>X{O@>M1TOqQDF|KfTHe-SKX_|4}AIlQy#MRICD~AWs`2a62
z*YNqt;UG4D(aRLuN9nNzEj(HHi!QefZMX@|aU!d31bU+!g--bA!a|Db@y)b)(q@ML
z>}=0cZQ^`zVdf$MApxQ*9bLAvl+T-t#Bg!T&>9I<lgk}(3!Jv-Z~0cX?$q-2Me{b|
z{>Lt{ROgP=y|PASV;SqTQNen<{~*N(3pwWf>)t|ARsU%`o0J$|-%&-)lyzI;jV=rN
zO=x_xe}3ymw3Gz=6@=_TLl$zb0wo;Abv+#acJ=%P+c&8{e_)x!SzPfuxb(H-G~v)&
zW-LX-1g2rp$fQ6`4|}~Cw<Ii+SnR>#+)cKZts^U-Et~kEC4e(b#ho64@%Tf^mTcev
z(X8&o-$+a}+K-4srpXnR5DY#T(*CMsB8uD25veKHS@;Z%w-}ChII|HHxr6=L28^)r
z?C2K7iw4T=NIo!Z&-p6yc#bt(!ndhR@@ixr&)Di9rx#OmNEwY79Ev%?$>X<-2sxI-
zoQC4e1Er4MEmp569mR*v&b`%zReh{1?P_K#Y^rwlCjKR~U)*C?0*Z$<PvP04G72e{
zyj=HOM3wy`MySL#2x+rW3(V|A=5>9&<|n}&38)LCJ&&Cc9K*hFe^9iK87v-Js-dt)
zUC8o=H%sY&MOPC72HGf-ztDXa+Rd3uv1N=LR6L3Y!>-!P_?AU<q{eDs=u0R@0s=EJ
zeo@PbPM)4e2lDD1qo9BYx`)E>;No9l|KOA|dPZg5c<gtwPqYH7a*L=T{_<gRA#2SY
z7QfBnw+4v-(X`rUwZSGrH}=@?t0kM3z}c%V(|V&DvK9RRko_7&RWI<|o|TfLBQ(5u
zI&yX?*EBcsx-P^p6!gJD%=L70<?pgrWSul{S1<Tn*#3(K!1)jU`;bp(_*cEeb*3`m
z0`V~y0ZVk8Xbdw3sB<txAkPd=j{DDOQsa7^_6sXEgjRQM2}6*d#|!({Ys->ejl^!Q
z`XE0Tq2z0(n`g|+I!h_^1qKIGr&82j+$7xq(a6lNexmi3_lKF(l#OnL&$}P+{|%G_
z0b%vs*8=&!KB)iZ%uN4t{J%3S{~sCF|BnpY|H;7oul?|L&%wYOf`DKb|8KzEf0Ps^
z=I9>lWIS;<O6-V9TGqF6nfT=K>R)gs_W@G*i9kHGiO51FWC?PTcv6~M5)`LM+*?)p
z2nL+u@yW!3GscP%x#+8P(>SkL1L!WETbZu3L%Xi3uI<V5P<I`3Pg`eRo}K&I^(L;Q
zlgodX?;cjXdR?CuS3L=+@$YxW7x;k@QRCy`UiMob+u?W#EHpS|CVV6!lssC&m;O~k
zq45(v!4{1oXd<Lus#1TxwssGq3&$gcif6pa0HOsZh1LCeVv@9=L~24E!p{<a8UU}Y
z_Hsk~LP$w`rm}`dFDaO^L-!vlc`}tEQoj&%SA7zde4d(4K26uhaYN-eujzR7Sh7a&
z5G$Ls3hWx!Rla1COxu;Iq)nLADle2xZV&=kGY4w{-NhPr$1Xx;CQf3jE~kgc6LubU
zr3m~NxYpPCrr2S7foRJyvKpQHW7EG0HcV0O!5hm!enF|Ih(*TAQfbwd?6zX86Xn*M
zgxIl8MG6wI_8HoDNbuw$&QPOo)+W+4+J~wH*=+`NnRlBc;F@G!wnSI=tq<!_XGY<#
zXG@-5OKdD)u$ol@5*h&8L;!T$+lp$s&eB(<NhLs^z0gw$LUXcIX~<<)p%S7UCGO+Y
zI2u~im7)*BLr1D_75zY-x5PS|IE;j1YQYp6v3JIVV#(Qbw%MuZ9*`+v8(6MYGxZAd
zv#IK)TH_}9%d6hPD>jIa+Dk9BVR)gjy1)fsdxlF8re=9<=Fw{+l(r<fJeQ9`PETrz
zmYFx8H$tiEK4miKFh-?->Hpy%P9Ma#VF{+0)tvuqa^7V3Nm2hXmi0V*`W_sNTPgup
zPP@o_noZA!81$1-Sx}1OL1Mj5-`HFIt4kM;5$;N^C6e^%Qf_rf|B|spW2F*vLJXZq
zdO8@ahA}AhH2?0SUO&I_dq75rB#csJHIT_l%oLJFryb23$AlBR6K^xj2plsmh`g=-
zk05dbl)JUo(@U9G&U+nfM7gCalE^iZ9HmL3L|OrSq728S^4YuOX*_Ad-$qW7#b0++
zvIWjELx@^7Y!fCuc4-EE+^U<op}wkJR~#e0u2$>x=nARtL6$aoQep);%9<&a#7}ns
z<D_Hh{FSj<A^Fh-VzNv*YCEtxr~>0dpfWsUD#-TI7ESpH^Aakw<wya-gm0+@rvT%x
z1m_|%A*ZqYG9U%)vVh|<04bFXD4W<|vd(90#E-eXog64;!dI#&HD4i07KX-y`+I`+
z%>Px1O}DI^%~0D`3XYoMM_`HQ67Ll655x$17#3LD#5Y1L{9b2C=ZEZyvT3D#-T5d3
zHm@C;NRcjNfI$Nt5EZdx{N29dA2W3cYsJFFTHOyq&Z)dMS~#sS>cmX(Br)b|<)!j|
zh6PlCc)2w(7c6u#4=h0$mV-cMJz%{q@RYnhXK_J~zQ#1;pUJjEp(7OdY%MFI3}eM{
zv~1@UsnmAmN_a}>eEwiOv3$wE+L=Y*fFAw^vX~KR!ABDCS`h_@Mqo^Th8%&Jf);^j
znGY#dsVU#9{|R0|S|i`9R4RY!+YmTAWT4THhFhBrHdVmVRjdSVE6Mux8~t83#V%K&
z3~G@L0y@*h!XWPa8C)AWKw04pK;6e<Q1OsjAvcnbL0v<iwD!j!!*56AqkTSG5%Bwh
zISP^9u4pv1i9o3(qm<INE9RHp*n@&QLt@F;v=b_RK<se>FXW&C6$5sRxKh5MF!B8Z
zuy+Ch7Z2O)8^K#yk%nsiw5qwDC>dPlh$NnA4c8M?mU11=339mv(?A*&U;wukY}5!W
zz-G39ekPSiKpZZ7hduqQq?qu<<?`rnBo`7_hK0pM$_*h+F=-<j<};%-`Bkp0rd0^e
zY(bf?0=C8rNjA{7XUObnlJm(2#NVb~=@&|Nt>=h_7v-^Z&mfRe<C#`bwblbTY=(LP
zWlRPdDG@wDnv)5GWBDNo)?iZl;J3GVaV$RuzVZj{16$}#NcHl;EVxb;`TEZr6L_HX
z-3AE6HYU%51C<n+#q7{9z$ZJw6%s&2U0(kfvi|&-Qx6F$f0>|vBFW{xk|Poo*~C+r
zSR!0$L51@8D!@bc!cCqI9SYv`XU#*jiz&baAr<~rLs$`JuwF|4*VMuxc_7-RCA)(C
z%SOrg82&$VF^Qrxr++w-U>FQ{A`P$;wYdvO|3mNMisFLfDORU>YM+041Y6qUi!k;~
zuIvGTCx`D$@V}u&2+Zk6zlXPcEHY&ii~xP%O9W*rz>DPZ$0CA+(UYb?29XBI|NK4v
zJ49;k(STHtS^yR7^DDV{fF3A`&t}0ef9l^6zm4s5z<Y`WX&OLMFz*@--5C1~jUf0>
zVn1VK9Eo_Po@@?Y80?KTsXB1Tbfhu|X*r`{?%;>`0<k|aX!;C<oA}fve*%L28&`_Z
z(-WoyYKADPIk51JXd<7KScV6N^^XfC;tBh54wzkFA$EBs^C=;yGjew*q16Za`^yI?
z-BZP504%;e7Pm!W?$CS%$X@(2vouQ(wU`#JvLF5?I2@?35Tt|1II02PI}x_UKe%$N
zfB;q`%$vMu=`adc?pAe*X(jnUOgw05P!2I@<)$>8CDMnB$U=8gcRMcCQm%D3)<yyX
z9-MU~9vm9EMqT5fvP%<0#Cedl**Y-rP{oaFu}d@!v=|xLeBZ>m&k$tFksszE9Ud(O
z6<mJsRp|X)gHTvJO!2!L0q45X432qm1)3k8=7oGvMrwGU;DILl^l4nfBRfARRC13%
zR|LWD(DPhyuZaKNG~x#40o)b7tQLbB-~#~(nIh=mlaKX~vs5Wk<KHZMI{4ijdvGtU
zkil#fPQh+a*nSv$$n7JH0z3kLJJn1$+$golCy-uedX5+?&^TTbi<M0xA<~lv+|NtX
z;Z?U~)e9az3Kl5`!I$}P|8mBRK9htAr~+$sLiBV+KR_sY|G>7IV*H0sh<yaz=elJ=
z{P87Y6$<w}CBbfl6{rI_mNoPLx?u~&hB|{LdWUVt_rqFyBQ~N~5QGijU<ha+J2CK%
zDWPb@c?B)H5gkr(_!*dhVGmqSIBSWf9od`W7tf*(8VHo42_N-y?>ql~LFf9%TPnZT
z^GJ@TpD!;5SU{+e-9X4%t(+jmvvgawYicjD<_R4IR9KwKB)LS&A!{7{6h%NN6S_ar
z#+G0hkQ3Qd$6;kSTA?G98!Ip)eHNpa>o5!SIf*{$hoJd(`m?~C$yd1GH75(HmnmMP
zhgN(`_eWI!_&79b!Rev{$T$WLC|>~718$|od*we2Mich_g2Pl~VvhEpFY!G23fH<0
z<Kq;Ti7a9TtnVi8B+ZvFL7SDk(6g|^$5ev%KlrGW!4Sl@E_R{65cz6W1}vC1ZN)9L
zIlC*-D>U1TlWbhhRJ)L@mhtlygM`_oz7X@N@K6|vR7r>g4;OIo-Na=P%zRA>XZrm^
zBa|NckiHt~ErCInubhPI9-Oevq=2WiflRx=ALK%NN1{-DUr<730@u*ren9><<j~>|
zM_eNw7)q4tK*Nk<m`_j<#r&mjPhj^CSdlCGR(!-IX<$VK9YQ-;-8{K2bT?PUx2}zR
z9v*lfQjHgE?gM+Uhr{M-{lQl%uHhC}XFronw!fk#9brTTOCrSe+4h05Ng4(j6~;_M
zjBN0HOrb727Xhz<_=!v1Mk#KY`-VXuX{TsYcqL+_(;s9lMBp5;K6sI^6}D?fZA8Nz
zMrGE708b`?i|=(6@lVd_gg}wWF9?A=AwMXJI`AiP4{<0U;BSPXGgPV${ur7IUF<j{
zz~vWEf6$KfKcCGf(>#n_fKp$IAj>fuf~i~#iAZq0(syhl8y4BLhY{Il!sCDattCH@
zUTm|E9)Cb}GcqB}rTP<;MY7w9LP^G8a{}hk@~Fq1)ZVhN524HJiyZz0<hEkYQaMy}
zoS=*B=Q6yOwN>dV5^h<_0tXt*AoY7Pf9CQJFA8$nP^A|jv3mc6dEkv5p!bjb5J2N*
z0)~~vDKl6*hsNOmHwGV{H=ud6*jGv@p+fdq(LTOl@2b<p4v=^eIru;HlmoB8ue<-8
zKpX=ukyu<pX$}SoIEU2z#>|rp0-pwipKQ1FOu{5Kpq=65Lw%<x^x;82aMgp-N!Ww_
zYs4I{*eV#rNk6&(QNKavbV@&W=V4}1M&H;3-8bjxWJq1Q=To>V7m>f<*cI?2HEvvF
z?m{ZZ`q}kXnvJu=1;GY*E-9sVcYX-A8);_5Gb8m}5$6#_gppeF%nRO+Em=h@GSr`5
zFtXqq{I5Sqw{5#7!k7UBki_D-p?=`~r}U9ApFk0b*ayxq6iV<x=PCbV1hT518Belf
zMne>sl)YxSb@(_f<oh9HoCEK6cKA*>JuFn#a2$aTRKPETjvolxZ~2Vzs4)c*2OsL7
z)9Weh_1CV2IcjcIsE+`6*u7H4Bq#FqUu0C6C2I*#utjv9T@22hD{|bpWjwjEu5xX*
zbIe=>g(SK_f*}Quzc7&ZT*s)cWvmusE~YUlV2pJ^dL;o(;y}*+ryG;CmJbYSZG=}x
zSb}?16-E_pKy$xVBsNai??&y}{AKVYGhy>F!3bdMvuS#5pe`uIHxv}9fuc8a_BVfq
zNIKb28xC7zRKtWh`v^1KML~mc_1{r+6P?%u<-Ng1QA{3|QZ%5EfSh7Cv2i!?$0{qf
z#pf7owxncy2hTCWfPu0nZ|W(uun-Wp$0}Fs2B{an5+~%&5s?aWOBW~Vyfy{wMvrdN
zPx2OudhNejSUMOIb=E3g!uh9ITZ?QY!YLpZL4LyQnOfs1znK;iINdc~|3FlKQCCs|
zOFM!w!XPRfSzJChlDISZHJ#;Sg=zLvvR@bS1q3@_k>2U)2lDd=v)vH8_Jf%<aL~ed
z%%D3?_qd4~+A%QX8=G$e8v@A%DHjer080>N4vd)!vAqc9pnzwg3^QEOwJxvaSN{*!
zEbvlnDv<_cHOddukzlEBC8ixI`VUBSX_jCIO(pLhnL9uAD_4G{A0UIc7{OK|)AV2c
zeH2SKkr*{M$U`zYUgSL{nxyJ8AVXR;H8B%o8M!h~1wyw#Rd(N{NO>6`ce7!ud+1V^
zgZU`(%lvnFA1Y`kKWL0H5Ly`GXJVL!!|M|>!ZOy2IMC<OAk-C7hAawkm2DHWa(%3{
z+2tyt{0m{&KKP!<zZeO`>zfZ|4}Xv$o?dGr2z~nO?FY<$RFEw!x_2~w$X3N88mSe$
zj8J46?$f@I??OH=Fre%d^4|}3Z26eMWA#|x^PupzWoLGXMD17bFt;wf5c8PoE&*iJ
z^Tn;h<5JjjkzCO<%1eL-Qics>QX64A9bLAzf&DmAHfs?v-mLLRlIg6psN^JH#;L04
ztzHEMX2>Ez-R7as!n4b)SJgStxOACiysCT|VNU2VZZb2XzYFV0jd55*+GX2s-UPjn
zt0$NZ-Y+s7bSV`CP>POTox~-)H|of}2^j{J@K4#syZq6M%Mw)n9j2DEiR%pI02gC$
z6*LUnZWqFPA<2w%YI@cS)fe18JJzg)7eVIBe(ymJEO`-A_ve|rR1~gB^l6#~&Qrdl
zlY9KTylT$WvWCG1*wz0?mtg?|h6b8Z^&LXZ<@y6L1~ZZG_;w(oxzH4Oe<eYlsCdDm
z&iX$9Q9!Q0+KNzYnRbP!%6g}x>73pUYCU?@rlP!+bjW%$QFBLeVuRrh&16Bay9v7Z
zThIpJzP|v&^Q8&qBZ+jCg?@<D-3g4~!65DeMS2M5G;r;}Fi&Y(QPU!&gkb<4gbyz^
zlglQsP2lFc7;POug~#|)ihLTm6NR|+4oH6%lyo=n<dZb>5AMH#z})Y{`n9a~6*(H#
zXwi8uah1m5y(|`;nkVSRVw*F(oGm)tZbWDBnoT?*9y-Q+enN7~ChLiep@O3Os(A|F
zo+3qRSC&0PmUz8Vn@U{uEu~Gz&2qL{)O0>Dl8aeg=T8lY!MK3txahCpM9+8G<eln2
z35;Hcb`WRI{-=~m&O@UB$huF0OiG~1(~(55f&M0d+?N1z=@9_&cY>yDHBV~*FEll>
z!T@+QT#%t-7zw@!j*?-BEQ3O60EakpX1IR?xWoNT==)({@^*xo>wp31(0AgDDl}*w
zt`pI;Em2UiR+=qX8ISifR|U2O;)2M96)EtWyD(sUt<CAQ=y)AYr?l9qiSl0CqY+)D
z=W*WdN2vSIf`1H_@>MiKz<pVw3Fxc|BfxRr1DMl=uAP>^mMC6~)uSXenY&c0Xp>h=
z%dXOYZCZ<MmzY*J>ra@8A_22Z!0M7OgZ{V`Gy?#dV3<D1bQoyYnEHbPf@%UNBO8zy
z$C*pyBze?iSeB$=3}_Z`@RxCg4i{ZCH=V|rF4SZTH2KRAq)>R$=ziq0$>vXxnGj$w
z6~{=%-92$y2d!0JQW$>F=$`_YV-p}PTtT>(Vd5oynMBsTo(4q*GxV1d>!MQwFL)Xh
zyWM$7Fu3Lvdkh8^a|UO#S*OP7*<#J(bk+YjgJ=<_b$$)GOb~vdvJXZfm8BKIP?oi>
zBFPcvvE(G0PQ~`~=4oncI>$Yh-Jw+z%r?O1gh!606IuV6Gz(q*<*Z8oFokP~IAe7T
zp7Hn7QGh#$oc$08zYg3*M|T&BgW)DyCQ*~YX2bPa^q!imzrz#_t3h;wi&!_&GJ>-D
z|2`cB%ZLi0{f2u8>f8o|tso1!HO+uMTl<389NWdl+N&8<GO*a+f+s7P)5WYovoEo6
zQ+8^gx13{6yGxRslTM9PtDIh|b%{`I$MI^M^OoZPSbyFD|60T!N8qNmSAC3(4WNEc
z;z|=qn2g<U>2Ee)!POTzF0sNmZ7N5FEo%59<}2A6c;BchODFU@rj<>iaN4%}1rr$$
zicToqU?v>00$v{6qVii3Rsh5F9q8;U5nB|7C4Lpyayi2$)^OodcPG-IomHGJG?9gD
zMr5GpOTja`w=%EjnyhJYG_oU5`b*#f9s>2>h=>t5X-*atu)^<1Ttf5%kexiqrX~?K
zYVIB=g@M*UG>t)ih;x`Qhzw{R7JM9C0gfZLW1a>jSM)#Z;|wom1!HUNJO5Ye3xs&x
zptW)=ib<08ELrZwDl5}<5vwd}d5zPn@!5F5=|SA{0#2u%M@9KXJ3dW0T>`KvVjG3|
zp|7!-^GQ&AiTnZZ*_}#T9?sE&u-#uUtzsM3Xp?P!)U*PJ45PIHn*-?auhG1Ih)ngz
zz=?ek%=x~FNdNvLRD2Ok_&zkL;7C)f)N>4n!SLISQ4L#Lz+pKHH~tD@aeq6TWMa!0
z5Y{5ttRRO~yrjRw;#`%1o`WVXy&HONLlof|hR!275aB$c7X|Umdc;G%1C8iM9eEta
z5=H}O;Gr*P%GAkfdM(Ck@H*|H!}(R~235hwT6Kwt*wI@l1z|*gwqB<;C)YLV*}V94
zeRWlcW2vr{INP7qrnLqq=j+~@h)ky&_vi2Pc1y$p)%!BW#Dq2b5L)#9bfODryW9mU
zp)X2!m(`{8Ij~0*7bzFP9wfSS9T+9@AYw!4EKPydy$gNCg_|Vs{DllIkm5v112h|A
zB02;z%HnGB1u!6hZd{xR`nnZOxI^I2)>QruO_+&`)AI=Y={BfpZ-#}2{$pvj+6BQQ
z#!w(;`WtWuAbo%sV6`3v?z`VigEqlva36z;br3=pG0^{!KIs5b%KrX_NXdyq9iilL
zyW8b#>c(5GSrL$X^%fOEXf>K0q2%>kvlGz^OC=P-P9)b?L*nt`%Po8D9xq<9@5>9K
z8biJ>s=2RuL<m#%?2yYC0=R7$z=35U<H*`X+G@+bVJ2+<-=z~t|4V6b2iwz$D$2m4
z=V07F0DRpDj7Vp<YDaLCCsq2dfwlX9ZR>HV2pII=Vyubl7!Lv0j)6Cr0C61!yn+*V
zbl7Cc4sPPAO58N_BeK6gjlN7WabSU>?7;bw^%#-u0MZT~HYm6Nhcd-90XG99E{gz(
zQZRYoTmd-!%{n%Vly%?>pIrikUd-~@B|tV_O-$c;wN8iA>0**pIem$=Xgs3Z_0se-
zC(qVPl=9-$`l{XJbbBeN^s3Rq&RR5iRmiQ~TR1>=zfTBhctjJkFl#bRRk&2<?^o<l
zNGtR_Pbf()@Pu@8xtx%e>J||695PR`^^=dIK~;43fu!gr6w?0yAHEJ>$<cJ8=KpS*
zt-O%`djjW|*fgO(iSvesab7kHuoKt40rk`UIC~E=!kP8o21eIFAufSXKSmexb>;>z
zWWXVUVX2t~D+BQMuW*v>n`|*arMqy><t_{(&HXi;ZzNx1fa@}5BxPwfr?9?36h(!i
zQy^!>04NrFba3CrqM+B{3#SA2Y1cSC+xB_`so3szg?UOQtM($NYcx)US7<FS)tAI`
z8?;p7^wma?6EawCghY&(rAEaO)^fRdUt18exhvnj#|PxXJ+H$DBuKI+vL*~uAxaOf
zKNE47<Dxv7Lum_o4*y8<I*I<I0m8E7KK=jw_tk_{pV&8t8Cg;GQbM{-QsiJX5fJ;S
zntn%pTAe6BNohb$skh0*&y@Iq`b#Wf?6UejKoLLv>yj#~6Y3|bsoqZf?5{sy^X<5n
zd<gFS9(cc>y}$1e+J!6X0WI}2zy6Zi8H8FPex8E1KLe)eZ+}i3T(%hZKM$s$9jN7#
zKT~2(wLxj;)k|#Y^{0RRKD5$Q55v9K%6GM&y&s=&N&S@7{*%9adWhXT2TlC3`m^1e
zhWIb7+D9|$9KoAe=AHU?KSvPXhhML-MtuM0u<4Ha1BfB;*C}%O=X4Jt_u)zLl%M?d
zcT|bB><TM&NW1cLo;`&#hOG89bn|ChcZb~@Q-A&wZmUbU{?0^w71I@1J)f`Rd#bz<
z{=25$>BB--ST!{9xjNoef4Gs~^Bd~l_5IXC-i?0wIyB=dn^C(hv#+0j#&=kz*3ux$
z<M_$S;qPx%hMCoC>eIu}$DfkGcho+h{@`EznQCJqio{y-r|RukTAhX`egfV4eDRx@
za4;psV#^!$l_e?05+0#n*>YcBA0h8y%3v%OlcJSNDF#C^x`eA(A1-3zO#?VQ_pyqj
z3=r}6*FeLWgLFaall$K%@Qhghz&f^^+$RsLkCISjAg#yLHMzfkAR6gVwPg(`x5;ja
zN{_DFpb9rXuu<CvRt2B+7eB$--&X%_EM34RZr*HKu^0sAWg<b<^CVS{!K2uMbxdBz
zAKKTyuJ`zL$_7CCGwU~O0z>sQ*<J2mzfp}x9bLCMzHNJSxpB*b`VjUx{@~EiP_NIZ
zFeuBP<m}^COoEWg>XTtumHYZ-S^ihR;~2DP09T8pzW(*=F}@g3+_6+5hWT;pHf$PX
ziC+U7v@Kg%<2I<<w(p2ib+_#p!l%zXI5a#wjJ=r}8X3X$=8=&R_6t1!Pk&xpzN6Y3
zQkZX)K~Y%!vJWtPU|^uXA6o?NS+|a5j0~)cvXA=)l#Lr1W&Os%LA+SMIlg5pUJP!1
za68KwfyN9EV`_vxJT!tyI>Ye)5avk0hglwhCXTp3hPI7BTX(+1oWL8;67mfhb1>M~
zezL19L7XYp8!^XHtWSCn+=+Ed8?*WNI%HCV_`2MIfKt1~;SZ+z@m~#vN@m&6bWMqV
z#Z*j!9wQsqKEN`&fIB!lcm>y13p$iMB%yFIIa)hNcEcsnFxy&6oxr3&{YcavOrz$@
zd4Qz%CpF~-Rvji4DR|=y+^9elgi{oXPbN+%I3NGzs9lN-L%ASBNc}D`eii$UT#$uU
z!xtV}VDjfW#6p^G@Ng0?dk$aGX;A<QJzMMniY#?%!czkrY;%VXp&&@(Bu+JUd2KlP
z)#Y~;0ef@=d??o1Nq!fA8Mv$FcpaPH)#-GI@cxV7<>Mk&((2lh03)SRX_eC(jYcoF
zY6Q(nN&vs+{d;#gy>f4UK>$cV^=qPjZLLyia(c)11W>eW4_oB{$Ow-Kj1h`o0h5He
z9=!AbYjS#kv30Li5hjTi9YMh&y6SJrKp3W_6Kz~$>tcip&tlUS5NJvf!~-$wQTZs=
zW$6F_3jtlau}n07k2CeSg3W?rT*pQg10A~=!&Uy5b=0xV(aOGyi?Eu{rnl0liwVqP
zw+s!jKZIrvVkWMv$$u@eTiKR^=vF|tB&{ja+tp|u7vT_u8ALWuq1K4`e9)S#n0H2e
zs`uuXA*K-X&NTp{obEVYyEh*V8sv$2YS59ISQ-JH=#{T|p3^H2Um|*eI-TwlB#C6u
zsA^TLq*Q|-;Kd<CToIG~)61Gx;>!-Jxuz`^y;79k<Hb{kJTDe-H2E&&Pkm0ipQ?!B
z1R@Py+zxX&(fAyy3tvhIa%`QFWD+4T@D$ULKj6i3K`zH{4}wN6;J4F8BWQ5?Dy5AU
zpG%izcQXcl<7o)>2Qge$@oFPZF^=t5{gD)|<Pa<(p)Rm#>#<C<#D=*wh%nT2G@(i~
zw(g8!1&H1-T<{vY0d|CC+Umd9FV=;7t5UdWL#$%KwJa7|z}`q=6$`D;XRBWFXDg1F
z`7c%?@e5!2kjd8cDNWC2X@Nh4QbR0CgVE_d9CRQnR&79Idinzz(_7DIw`(-Z>9tzX
z5UW2m$1$`X-J$fedb}E^cZgjT^?31>r6nN?(rSqEOO0lw!)4LvU?zyS;EtK)g?pgI
z-;T7yNOgpEbehdD<hO=kCvrk-LQoG*2R-T0(SC4sNCYstp2K)Gn$NZxIfOHy%N}1v
zX@HW58^Lfkf}Xyt(h{eaO4{;Dw7T+qJwNNQ8QKvT$b&4hOktX+j<a&O-De{R9%QGy
zE#^zLG~3+5QXu^#%VNr!uYj<1t;i;5SvoC=r!m)mP-Gr4k_Du1N+avhO5jon+i8Mn
z?H1dDqMA6lG>L2C(Y^z4Uf`+*%ri1(OrF3sj3Je-%ak=x4C4mDn$Ex_&2Ggm3|U2-
zGb-0`+Y$d2)S$?JEqB1a6d#G`P)4VmUNaO~=X8e}Jvzq79Zv5iZ4z+0H>+uNPOrCe
zb|s=0a%<ZBBV?3SBU8uWjhc4|U@oW9v~6gV5+g^zI^?$Dk2|a|N7JU23;eNkqJeYP
zUO>i7xExED8z5HiO=)ODjGO~2kn<j3_rQ-VBuFPH<_$DJ<bO_vq29Bt)zwysRjikn
zm#3#!9**c*i^e@pPkPj-0UatmTI?jJS)JQ~<%e)~j^GONlel7_rJ1ZT?*?;zFe^UI
zX7s>JB-w(4uHTF48*yEbfGka1-BHtQcY%-lV#YJ)(Zd-35S3y(uCU=k8e1NdvZ}u;
z#nNygtelc$`8TDgp_ptIH8h&Q1SLqY{W@hdI1=w?7XEbJpRBGKl=rh}D4N0PU>6L7
z(?O8b=#|eFMR{nQBlrS{qf_PdZZc>sar$h%-tsuTWs{VsXAQi-y@+njuT77c)>@Ms
zFcUV(WR8H*_WsvMz(GL3k%F}c9mshg(SJ!$pv+AMfjeoQ3xb>-{wgbtm>>)vVkHs{
z@C#O>f!TWvAIjm-ZbY?~S6hH@qH^czbwXw%)hM^<qDMKsrYmwMq8FShl2Pc1=}#r|
zGV$(e_l%cWS5)6*i~0cV022OY)Ft#1EH4E#<KP60-)k%k1YH0-f$3|LX*QS1is+b?
zLNQf8#!{|uFpoqT!<dXkWKgPO69|6U;I`6dQO?q@^s~p~4mivhSKcB$B@oiZ*?A#F
z-KZ4>9e@SxNw-L8u_tv(orr!UTkHupTO*5NFm$Rb^;J%9O*aTHem2*+Cu^L(ut4vp
zIDM@`h#k?b(8lm7z?mi9SP&i`%R0yk-6V|KTp0ao1vsS7Ho&#p5wGFbT+V*DcW=mR
zPBh3d5O#pOXK3IBUL=OIaNTI|My;+kR#*A0C9PCi=Je^MrKMR;k9*Z5=S9JgCGBBm
zaL$50w?v<5vr_5s;`ikR&EfQUZJsP})-A|nfj3OYnHB#arcFg?Axf}~vi{hH1Os<;
zP`V$t5~fs^rKaJ!;{@Cr+YkBxplc^s2uyo;1R`?WspLM)&}xDi4YRCZn)Aa0tW9_+
z^EOGi>4LXak`zOTS(go`%jq;*>vTB1=vD0+r`Je8MBi|uk{HBY;^iYFIaG*Gduw2^
z*TqO_wp7uyEl3_N2hKcAJsQ#Fdmd?Wx(6oQ=5+Aep%>8;o<EX?!HgKHfm>IpKbkHy
zywHA(In7r<0c<<YyeukD)8?y}frs%K_;4KJZp?gzg5k*Bj|$QT`0uFTD=i8GKB}Ow
ztd;7Ikpz;p{L;!IBaclby8xpZIF}(#s72ts5YKD%C&?}(hn-X<6_Lw#W!cc4jEc|0
zpUmlSwIE0IXS4<CaI&*TLS8%)`(>6H4q`lHfz&sHeZUMaoZ%k5s?wd4=sF^;0sVg&
zynvz~?PFEpHLnT^&8Artq8yE)5V{R#&R+vPQE}~Ja!OOA1Ck+;*=GP7@}$g!Hbu-C
z0#-tjBG7|tj?b8<aF?aQ;UY$<Jbma?Hd{+B3hdSOW(91kQiyIieU`LV1zjuIYX+w;
z+jsA-39M$&jtB@AC<LGa7LuI6Y6+X3NrN}1fX8#lp&WPv5bYqUgWcr88yNW}4=K?F
zsFPOcy%R0q<~$n5Tc^^e0qaB9%3vOtd%$meQ5^!5Qk3#IR+z3Y)t`tW$k~-vAeNsX
z{K<;NLC4WOv6fh$&gVsZ?5$NAVo6dXcWFl~R{^+47@usOa0qqQ?#UlTDp2V(D?(!$
zL2K3Es!?CcFQ>RXHFqPzy-T=ZiETnr-78Vr0?F)G-SouExN%(D9Aj~#LC<4OEV}nC
z8I~UC$0vcXCC$<lFio8v2P>ho#mI4sr5%wwpkvqAwk%EmPG1y^YDTumo1+)owJvX_
zm-MQOoF32>ZHd#D$nt8y=~~0CIGj!il@~a@c~4tQ3A$DZy@+mU9si7Jr9%Hn6NE;N
z0CdawFPez}Twxi|n(f_;B4jk}o_IK1H~H{Ex8KOo{h7ydVeTtDW(Z*HgX@P_FH-0P
zbq}Vk(kj_zo?6x*B;`SLerc&Lf*0Fcv_+DZq-#V3M|L~u39Sa4UlI|;nq&9ESy{f9
z5_EZC;eN9hbl<xtMnRaXbQVN9me$CL@K+<tbdA&Vq+SxE4D?SE^#_Zyt970<25Nv?
zi&^p~^Bt}QqRhY;*Y>N@)(JLq&o&zjvaBxEJsu@exjQE?^XT0P)qO3))=m}jF~X5M
zY$x)C)G3HLG>7NS;l?1|rRNmd?oAg|>&v32tyYEH=k(@%`L2jT=jZR<732M$aeqye
zzwbcs$LaSwb}yn|Be{kM$t!jsVl#m9{t=S}@?m6!5c^G<_?ZFF;Dw?6Z64j_Y&+xu
zV}SEWpaOohy9d=E7w|k_2;Tz!Bx{wr=gcx7`35Qp3*EF<DGJ@nt$e+%fv*6^^a5_g
z+!6&U5Oilf9;mFeR_b{kz%;#PW0lkI-M?1}IsM+<dtNi5zvuubIJuHqyD#FP)m()N
z`U;`M;l+c+dYzMJ<Jyv_y|uD5-J|F0+9Ib1D`Z)OWwW!T6&{vB%z2hU$}^bpW&Cm!
zK<S2?XIUO**}%Pv-;B!Y{<{|F1#TM6vaQba7_Oj#Bf`W=|2hMp5Utz>?ZE(30b!hB
z%eq_p*n`1{D3mt{FlSc8ci<csbAn!s2MZ!j%r~`roIXu8>WT7el}d%vJ9cQ>oE}1)
zXGe4^4Cz@g86i%>d!E0^JQL=?+5ZtMneb>jUC!ma(2K%WuqqG-p8=h*!xIq`8sJYb
zj_?nmM)_C4=J;co0?r9NDj_1VAi}?8mP)PFM&o#dSEjX9N+Y~tfv~<}mh4tNpXa|C
zT|4P<G*cv+T;nLG<yBjGP7j~~tDNrK)trFS>B54Si|7T<FxDPrx>pLw8eQYXmrCCK
z`@Fc9U+z>my&cbo4NkAwv!yzxCzG?9sD75#TMDOx*361#u9UQ7oIiF}t4sW`T4}M%
zTM70dgK1UlU<S6O9H%x74fibQbdV(w)o?}&0`BPG0En`1E3cybMGT*T%lM!@V{Bhj
zNrRY3`ZrNSKyf6AHw4qs1X@IustL5HC`HjBP_7lh0Ik@%??iOVsbfw!Sx7aTUtqHZ
zFE+!lxs_{z{}d=l=x#=3aR=G;Q(zeXS-OnVK=xZ~`s9p<Fp|$N0ECcOgo#o2S2Ja>
z8KL)IqcPHO&!^AeG*B*5BMc&ffa~OH3smY1Dok)9YFb^R+C({6nQpaiaK)(3=JUKm
zy3^^1j&`BfSx(mgT+ecPgJ?^FF)2G}Epxha|9-Q@=^e-L1dLuKYaO96D=n|W)wN`U
z*X0Z=cdPYgD4rY7H=_286jt(e@39CJEzagw#QqR%cBNx;u(Xt4A$1Oxw0K+NU`f*)
zDl(~BErW<@_;@W?^+X03c{LM7GPl6Q0OBPJIDhdHs7(bd$~^9b)ify=Wq#q}3|~OO
zAQ@xb1nvbppTR=}RR5}lTMpUTJ90M4z&eR@W>o>fG`%gBRdmB6^I}=0RyR^S{mZN0
z6Dt?fTBq6MD-m+#6R-><#QECLCZm8K>9+xedbl0fC7F{Av@9P>>_!Mbb7Cn3uRp_~
z<g3uk57Xra1^OaidRe9COmIEuq5y)b=E*wz7yN$Ii2QV^w-i*JU23(&uBn=xuXB1=
z*1BRLWTjX%M3UCD9gmBpqt^7&ib&G(g3?kiQ_c=sq8_iZmMe)2#o&HQNNj1kvc~&R
zNYYlwb47~Dd_xGhZRZ1#=orToBY}qNtrd~#vZU2LL0=|R6OV1tVj$=xTb~w>t$WFq
zSjSnESEyLuQL0)Xy4zlAgo17uiq6+-5{Cc1bd)SKehp_z4uNGN4YW!0)pP-(A+gGW
zV3|i|DoFw&!n1h%SlUtyasf|a(&$qXTLS#Fn0^gUPbx0Gh{bn8m}PjW1AK8$ckISJ
z5gG&yS>#61fON#tmPaa0L6<8Yk59%Ep<81}chJQ7=^$K;Ffq<gha3|(a3v!VkXv|^
zN7{n86#_wb%(7@ekEURJf%W-L)T0t8k3hxC0A+Fll7k`%NFG2a))3G;Uazn6P?pl<
zEDvRaqSj6F;?tfZi@+q;ig%*wlZAYq22XJYbXHq+5d(F+ki_|bvc0Cz*?O)MuJZop
zwfhx8&ub15%CJ~nZO#gQb?THaTt41T=D7w2t))Pu50bhOrOu8Qv}&#OWVAe7x8>P@
zFDmD=Z7s(am4oa`Bgg4ZwUi6RW>|n3p;(000ztQ?spOduC+uK{BYX!B)|s#17INIT
z;93wdeF7HirD#0|=jq%-=@WRCf$^hghcg<lnpi<rGq}2}FGj1&mX;+DkZ4(*idAh0
zu}DX3C3U*X3%q%?D!C`<ad2@>p41mCtnuW%!hFiMK@iwz&to9SBU5P`v?+{Y%Y=u=
z3<2V?03`=rF83WKO`Q6iGG7LD3W8{U02jb=K_qK1N{Fpn)P)#qc@+&*y+yze#&J*1
z%U-_K$Q_l~U5Z`TR{5kxS0^nIxfb=T%@t>LG3fG<RtTqQlIvNe71TronesHR%8RE+
zYf-3isuM2PpJXzBwvuZ^A|ES<wB*&r+ROB6&=M00b$e9=63a`$5??GUOl$c?zD~Ik
zuNFn|c-1pRHPwz(rDAzYtJTHQj^fZ&vE*aKrvtIJ)R|t*^`eXxu0eo73i(2jRm!<P
zFi%mycOH*ca-pxF?|7YoB*fA<mCrVDOscfZP!+0;ZbTd1tgH?p$*C+TQk74;z_p$i
ztGuAPjouQWUQ2zprIg$i&CO<m1+l7E^Xk3sd0I-8pDk7HiU2id+^yImaJ}EOIX&T#
zL^@&n2M{FXJRWAD2RsIr=tw5fz{M*1DobN6K(E0JH41ERA_5|@ke4X=5O$N64~}$p
z+E19L+O1X~R%K;-xgn-}l1{!P`c~JHE6YOCN!bxg%&VZwB3N&%v<MGLEwBFRwTT(h
zwCVD4H0yKPPOZ`<u>~j<(j|^wN)Rvf&`XP!IC`ls&9+3!0|edEVyY+1w`N7YW^Q%b
zYl##FO0{Kfik1{_m75~l>DGnGk)4+2@iCpG)70bi6;NGaqLv#CPtZ%iXJLw{N1lKP
z*29E>z{asmY;u3%1O&M`Z<EBz=P(xH<#QpG%o7;k@oW}we}zdv=U}x!0C<p-tp5!+
zfAB>l6B~wR1iUR^$(&Y?t`kSljcg!`>>Hgr7%@6Qg<CONtFGBRcQ~jocszGFzuLSP
za{d?#B;@>=cRHTU>*_T9ZKh@0U~O0$ar3*ZOd<#4BoWZN_@UthJ}$jC=pSbuZP47Y
z2y(U1gmF;-4|{nbdD`gZg(T|$(gb{pw|cp)MVfDj@^Q!3L_OMy))Fv@*1e*j=SqvT
z2cKHB+UA}vDAfge(i+W_$jq(V^qzQZopd~b09HcV6O)Mn4XN;qE822hc*ah<wIa};
zolFw0d4-0Tl(`QKXK7L7;4Ig>@kVdENwMdTC2ghEgWvfQ<(a(Ja?2mXwU8hTYaFhE
z#}L2fY_#}6NE3*8*}AC*77haGM8>j1|A!N}(;lL!6nK`<jkB2p!-%$N00O%Tj`2s6
z&w@K_^SL$9qT*~XLB;5Z86MCy?{3eeQ89y5FpPGS8|-W`(8Pq3)2?g6N>t;33)P4#
z^nL}A0rMW3X6Lx~Sa4Dv2SHYcxZ6wsT-yML_fJ0K0sQ@a-rF4OZGiis!Pl1q7>T*)
z00D^mAW8(4yOur)L$#5MQr62$6q86;`*6A5wB%V=HBT+-^+xzHcSUx4`7>8Uxr<5^
zycH=P3GmsJMilPQ@+8o@VkRwUwD|t?@=8!@B?Ubf+P%HXrTcfAVupO$yX*BlSI!eN
z>a|wA#ZA7|!SmqCEw3hbA`kT(t=S@LBfl6YVq&r$R9A$%i!U0}g4=r0ZiV9EL~C$A
zVJ(;N)EQ)98uUSB`PvXw(^I$&ZxCsd=~L(ibAJ%+R;RCk;^3Jv>`)WTkD0*LO+0ok
zgKCm(|CJ;>SuHP;U5ui~yZf9$y=kF6#bhXYYZMm^;mESylE(eCRjc}=<~OQK_lVca
zLtG9QLSc8E1t$=8+E{D$>~X~o17VM$^?|U*fUkZJ`Ua6d^zEzZ6FHoU{!wJdf&iB&
znc<0SqUwK;IROCOYecpf_sN!9ffw@Mt(8@}&paVRSYz|tLqOl2&D&7-yj1~DOLc`d
zcpK`3zGa@!!e)@=cTu{gwFTI1rCR&|l0v={)VUol2F+EmufU1pbO(=9@*PJ6VOl&z
zQzF=^tu{qK3{bUajf}P@i+u(9Vlm#UC(x$3_4-D!+FAaL-PuK_B;21;qcjxhojREP
zavtJ4o3mqe)m?8QO9ea7o$WL6^P-7|w<SWq4x<=PMzDQAB_S}h-~lN4TPX@gJWK-P
zX3PuSZ-J;Vp~3^>7Diz=+#OG!G_p>+%2Nxo4p|W{A?wjVq-s*Kd{1!0@q)V|nrpXG
zy@W@5T5AdyGV5u*khBHHNzm_U&0Z=Zu$Q|cjQ+j~u<sE-h3>7i`pGWSBDqiEW`ayT
zn4TdyHl-cyCd=U(2Drm8lgN>eO~hU?1O<4+Ql0KeTh$U#%#-@!YS{dJDRQ+d4V$~#
z7SV}N@qDgRTjH{a=jvVI{ugO(RmjL&@=_v-3TD?*0v6cuRHx4AwRYh3;DT1Ki1M<m
zk%o}9Lz@*&*J_PYMMPb6sk6l67u^ZGD1JFnblOCqj$~G*t6baTggkAYSSgag<Jw+N
zYPlY6f>3~uQ)_jZ{?m*)za9@m1}l`qBgrs&_VDxx^l#pGqlg~2)Z1X05;mDYB?5H{
z-Jy&PipS#`ApS6Ig`xkeI913FKp<&|@0V@o$tc=R)+_U3372{co``m|&Rr6UD2T4v
zp;#~@6;C)O=bkMb)5|g@vx<61F7SA`;{_a>j9GTTW-J2=!v$JsH~C73ZHG;s_f`m-
zO`Chn(1!R=oUPG6srtXidY=ow%@>VGCPDo>>BN#NrB78oVuuk5x3p!t!z|YTx!OGA
ztyS#Sh27WcIw^^)JkL|a@{Jv=#D)LpE@`WE;U{RA67hsxtxyqv1l5p=IHsCxIK6Dc
zV!qj1IFmbd9;OvMIZ1ifsFC-0^@X@sH#m9GtIi4+IIHNTY0=7dI}njXi_VJ0q*D#D
z{8`#43{{afnxlA@7@k`gy4%z2$R;~P&khDDw0TV9g-u(yKR`$8OqEQbVR{=Z)PIvv
z$%F-868sb)+|;pwCF&%g)2UN9s&ju3o!&r=yK7>BFJ)A0(W1Lx!~&i{2tn^EUxqT8
zxkihpEO=qiSdCH^tcr(ck2C}NRa5=s*VAZ3&Y568Kn*I<;zh}`?IvF#u$s+Jehng|
zN)x&fWz0oqITg}pZLl~tTNcuBD`Yv>1fa@Oaq2eQz!N@fk2ISiaYXCz1fHS7tX;8r
z!bebC@@%p8AR8^Q_R!5zNz7EQ1lg{}7f|xlKW>()rD?6s7Enf};yLK-ICM6j49QwN
zx}}?3b;NRoM^>nKM7Hat1YPm$<!F^)#G=Vh|5Iv))D4ex`JDTz;^nJiF-9(yR(gvF
zwV=f5t1EdgCl+Z+Es=_1<r@A6CPu-w{e`IAo=2a>RB)UIGE2a|FpL&7K-?A>jc?(Z
z6`)S+T*k3zmul$m0Mp{(!O}VUKVrt-Bq)+^P2i#g6!u)qQoy4o{W1t<X9nzoM;njI
z?1`xyRZOeWp!duYX^>?5A4F{qgVlPEH9^n_cwaD|m2<fSI?+qF0fSMgi1h$c5i3Yj
zHc}JoW8^@EM2jFgfM*G!_DXXpVU|Jpn>Np5vzwTK6_O?ic?MRi0zO!zOEp2sxXLK2
zm8KmfMq0Ev9h*2B7_`D}+EM7z*<6%AcP{HVvy`XXNitDvo^B^ATG!!p4+4TkPVcVT
zU0yyxKe-KhuP2vRbF&0<C(nbZ1Mflnb-N|E{rAAOwPB#~U#p%GtVF+-S17TyETbP=
zmKUp>Ol$4cMnpc}sA@rj(*rH;1)QEMwY(gsBT&pmbc7$zuob31!%u?8s%%fQTpoWU
zeI87A=tbF^i6+CrM_91+_ag{x+ibglWvPULYSfA+((LGJ0#Lw{p2GB(cse>L$wYT1
zrOUaMERAPn){E6zFw0xD+R1yK=*3F0QRj3pA=x~qL(2)}^sq^qaZYc7W{BQ(I-QEm
z>77oh(&VhIROqN#?o=wxCTDGj5L^7(so>f&>2#W$@!*f8^!aI$BKE1M;<lISRZQy@
zQE?$z3o2PM#M)O}YE~F|$JAo7@lcd{*A0x8$l!y@b)kCsqN8OweWm8fBAu<eB5NXp
z&(`XTJcG|$p@B$AT}<Xfk-|!A9opjbJe5l=PG2@ior=UkDO=6*%)UmgUE|~+u4n<z
zV9gPC$UK`{C1H*alUzVW${Zd{f!1J@VHGea?j8{MuTJ8EJJLaiLQoL%tPOwRHgp|&
z!lpPSM}IdBibAuP7dw;2{K;{k&gU`C)!5O35QOF6Vi$Wt6>7&=7q>u!-ot(D>GU${
z&UMr;nm*f}b~=mymJiwcYc$6@oNad2Y?0PUG%8XYTZ`S0^S=-Vb&vD2Qz2f!i>Fc@
z!mF{?Qq#CXp91%IFxBb&3NHc0Mb;*k=5EI7c=$F4>JiN>$D661)lrr)Uc9rxJWEJh
zUgq`>BGjC)XS1ZJi52l>+n{1aoD#V`E9{~t6%Ao8i+Wq)^afRGMNV%Kq8B;66a>?4
zK~LJ9CE-JA^^UNwt9rLFE$Wfv72)*)MQ)4r+@LGBr-eOUs%hL#TOK8+5#BYzu;*L+
z|8sJ0Xh*vdz$2)W30ry`&#>f2L`fNRK+l=%Km*Jk_t**lxan;QC)5rD6ej<U9d(@u
zr%UYQa|qTkv&sud67|7#O-$*)!|>q=<upF^pJ3GVzX6P)UrvFuzwh0BXMjza&fCUk
z2L*QS&ZqcPYI5P;e23Gk!5R?@#KA17dYs-NLA}LKQt>>JfrqbQ(uKDMzU6tx@hX29
z6<mYM=Hn~}GrtBlB69uKbOjn*D0-dB7g%0`)y{vqf1*T!Y^xcaPE+XAR>CNGGw*dh
zp3+&?vQjJLxG7Y$s>bQIp>zX*ryP>>I6bT>c8AmLBJGIW(y-XotD<}ntO}>+w9>M}
z={aS!nHO}u9?o)lK#N*U(A!zk7Uex!To&}DDz3Ok_0#1r<oFI`glDs#v(PE1DV$w_
zm?noYFn*}+Rh&_Q=mel;(|#<*&iTPZKLAtUX-E(!TOMJ@-_S`YxhciAp0n))ct-H`
z{i^%%1elCunjN_pQZG8b2v5a#!LE1#?TbtYI-v9`O-J_b#`~j2%ie;<8(o1=c#U^P
zp1;4gCh}_?Lhf@qxS^aVAFi$>1#>;GV{;)T9IB>YS##DZT(0HH+WktC-?Z9sDouV<
zm3kGP?VHzEDjiOa+hM1|$$70Fl^#uW@YMY_DNa}3<_iD@Sq!;$g3y!oNIRdmSEMc{
z+eGukDVg>(?RY(UvFmYqsC9~VM4t+0XCEg?RPnIo?>0|+v++flpN{3lgE~Lc>G@pH
zo#j=*80m^5oxHm8+4!nE^&F??R+j?NQgGCE__#=Dbw{G@KmIKk^M4N3A2$Jj-Tb=B
zj@9~T5_b(e4~h}qN6#?=>Tnxpt~TTG^I%Tss}L}sG1=R4Li!bS1N#BXZku2y&xig3
z*p}pe@E(u!v7JR2J9_?MP(3`G*0nQdQuDN8Y(*e5RMtB8G>zwKEwt?WVy}<Zusb4E
zZjBn6pnKH2d!N(oqTCTVUs|cYB67!8J+IN?^yOT$>4}`U1`%6>^l7^SaR>T_PVnAK
z6K6G}MN%gs?^3VTJ-*xE$fA=JdHpr2#6#i5vZO2AxgALDWlp!J<?f20Hx%0D^e`tA
zu~Q|?)rdeBUZYKgm-JS<wWOf80<A5|mjYR!lu)ZV0;Pn@il>O@)@5Z;JXh1QB~gA=
zZskP%jd+9C19sa=pAEfcDE2{wIf&M{&-F0SfX}5bV0?k^QF7m%Ot5?=%)fEd@S{zS
z!nY%+KJSBK;A*7CUTvZJM=`w3s%$RTy_$+nAHoBg4n-%1vMrA2HbQ)72s_z%9>0+l
zjA1J2v-5^iq1)E6c2({#RN}ld(}B?tm}`krySMowT+qahgH~rjn-@aT0%wiW+wG*b
zB(^2Vk|cJP6iGJ_+l(BE)`hUUGA(g1c6PRHuSN)CXsXpMJrX6k#b>)D6sdSl)?O8!
zz9T!r)7#ThttBF+AX^ieSa#@XB16lz+e%fW?%Bm+ltcG|7fMu6!>q<L>%5#pyJGi4
zt}8hLj^sQ|z=bfUWEDYgXi8g@4~j;;SKhF_9=)rHbS|hS48<-AG76!?Hz!a~{{h5y
zi{%TWM%+drT5xsvu@u;VcywGHCJ^JKBiskSAGJXG79fud#Iu9=nu<&r;b{0R7L@YI
zSeoSLWp1_Ddw4wDdg1wa65dPcQs{YMuq76?5>JnbTFIu-Ro}~$WSZ{^G?$XKnm|=8
zM{`6pyX2H4ktG*EG$Lf+rS5%}-?*k#IJe97@V>Lg>2)m#JDgtCW*3Dljd(FD>d`$}
z6Jm(dED_J0t!JyEyxt<VK#`iJb%I_L?Kom)!Ols=MX{O1_N2IIr)^h7cAjT1&I<8|
zp&b|f@<PWG*?FEP_tXN^jAVOsUGJ%dCsD13YBi%5?E|XG_sZ93uBR>?8usW*l($Ev
z{~^Q9LvasIz7X2YW|Th5(563#(-xc9+2w#UY%hF-rAmV7z`cx3e>21!6yNk9q1QOZ
zB3^ulP;v%ik(BCZ+4+bVt^g*n=`2+BF&?zcGBH2Kw?cr5(O3#0Y;>qCiNXEz4B?KO
zXN>wv;QdiQa|811N<*X&J3))53J(`(73Y~E%t5ksK0#Kf=ZaM9=}F}c0XgE$oTu}&
z?&+YF=V{%Br!`u<aw*wrO>^G^4nJ8HiPu$XNMavroq9FylU9;JO{6DRgPJW|TcfQn
zayl?T7kSzsbFVAP+xa@L=8R|8mmT3E?Rehc^jzq5vpu?|8@=+9qKSGST#`loURHN{
z>Czp!SAS?rB~g!8b;2HfB_H<aRAj5GG=EL?UuAyc8lKgOFc4(-l!*t{p2>kudt3ST
z;W0L01#SaRnnS4Y7a-`bVbH<OvIlHIlM`Sr&M~;^<-Qq<V1+fwUI!I=K6~v9eA~%h
zZv@KpFqj=Ygx$d}Z=prnnm&V@L2`e@9%@w<=Ppjn5KRO4%eMw<O9bL(TK69}&(6*U
zO`C_BOYK%DLQPFyX^82mdO+(UxNom`S+TWI@@QO41^^al)P+Ma=u)237d_e*J16N%
zOA}sSD=tZ5^1xoH6H&kIIaCD4(Bj1&dT1_@9vZNhTe9%__H<o1xDf2K*s>RfHKT_@
zLQT;`{h?g!)#DjesaL+;LoHsoC<{J#xmkI&hi0^P*ehQu@lag#aqGz71ny76<&bq|
zbc7^8L=O=Kd-V?<&2H_7;eHT?`xrnBQUnoRiGm8x|KoHSmsh-pWj62Nz6$u^4*d8k
zfQ)|(pah;kKs9huE0Ke61_O?1_#Lc)Zv)1VaZ)~dV<0G^`zSp1(Y?`8GiUZk=Z*b8
z_+q{EPahffq*_<l`Azsjt`vLgW9+#N`|#AGK0MZ_+>d{FF)+XmCz>d)S2jd%by>H5
z<EG8gi9pIGExt9n+#KKbz=L==(3S^w?1<j#Qr<o^%ns(UhK3<LD-4ee55v>of22;7
zhlfVkIX>l);gOMHcE}Hu7#V@90vR2}vwc3_=1;#1mN+FHR@MHEpFb9@9D_e>G;Y#S
z&2s;`_3IUU%ig*Tn>KC2K5W>mYH@aaPkhU^2k>Icw(UFEIX(~S(K$XAG-)t{=k~Bu
zpDa9CD4oD&<AFZuGPZE!$7ByM6Mlm(mkAje8HFa!jX_gKqn3<~jg2NKKMG3x{URQ9
zfyYSo_5H*NNPPqAqw|Ial#QF&F+&>$ft}GYLk}=!T3ff{F7EBRJ~V_q0)Aq{_5tgF
znd}9rqZ!7&5f@+22@S==kk}gmM@QIeNPskoE&K%8i|rek;#Xtic$(7qcrv+{Nx|5?
zC-ulrHU2MgW8_p{pPWbKz$2shsZbjRRgIqt1%iKoz1{NxqMFtNJK%E;xjMpLjG7q2
z7Yrd(9%aWejAh_r48J9MCygb>eBcnYa%|L(?JFn7#uDS~{Zq+ZyY}M6-hC4$Hm$t>
zktd#f5ie-|*zwnYs<BV1?j#<87wh|y0(|b1`=gV#`ayL!^V6gv2G3{@Y~Q|vy<YVJ
z9rw@=LGTBx8yy+;p-zgMK_MFS4_NG|H+OQfjAu-dc?tMB$`-I<X}q$`#0WVQv3PV!
zLdGT%<KygMJ9ipJ3Lmy_BAt1HvG~!a4jw*+&41zLlV{i~wqAept+&|Q?CyN&gZIDq
zlO3wz+cy)095u^Cis3O`s6C)9Sbm+dN!=3Z^tNr=@#29Ux*m<TAshxHcm@?HO=1M!
z);5Yq-;UBu+8P;kGnvG&pP5Vy-I4Z4uEY+$BgdGLu*OEnesgYYWOx*HT0)&39UH^?
z$CIEdc(KcfI#xC_llvdXizg3F+wApg$4{R-cLgu5y>s*CExdT|qYpor$BV{4Y<M5y
z#jpIb_o4R_J$+l9J2D~p8MU*Hz0qurNK#)vzGD`TUz68uz}sT|${_179)ZR>tZscU
zdhg$Z{+I=Nb|eMe8i`(o1Fb)2T4Q7WD5#nbmuOBHQ-DV?V2XPlPaVpXVQ37Y(92^W
zeRh%;ba#wN3-vI;M43#E?=;xe-aW?NG<#iIc7Ha<iXDFDX`AU}=|Z`}gnHxF?VGpp
z;!7WW^u-TY=NpZWKf>d}K5l&UAwJ}T59{;nty%MPwHqINo*VzKIt}fQ#hzIQMh=v?
zj~h8W9FCcd{`DI+N2il*-olL8y3O0R4>48PrVpceupZRuivUCp0w4hm8o{#?NrnO0
z^62o8PL`y-*m3qcWRU(tsvA#PBg5`EsIxx>nmvLq48n7Ilm1w`Z0y=;>?SZWQ+xLT
zf`BJI`p6@>!%UH1c;?7yytw%Kg$u7SMV`Ak!(P1if%m04s(|&;$7le*_`wGr8m4l6
ze(wE`7&C9)dgtZ`>}uxv<twQDGnLmaym1@Y`WZjoiq;6vWy*arn$C52WZU{^5DdT|
zV1|ADrY#RJo!GQx#}KpUThMY^$QKjb54kkSj@V||Sc4gBWC-`c!zaGpmca1vZ$+ka
z1Pl<26J!*a1NK7QF?@C6_!wxzT%-%|#~QuIFm|JPnz3M5J<N1r>Zt?tS!~CNqsLE{
z@#0eTjZ1Ig#oYYc@4Sr{AAR)x?YB?|KK$^#ci3I?^Y6c3XI0*K^X9D&+12&x%$x6H
z<yGg6YjdpF1*dX}jj6Ne&sAAfr%#=|a`AJ@^L9ddzaL+%c{T-Os83!O9bpJVC*s%o
zjp}BV4IOPubfDeVt&!U<Z+l?7&d#sfPH&p!2Xq(>XgqeXl(Zv}0~|u*=pM*`lAsB}
zw}{aw3j{{(ewD^2fRRVii7{m9815cTCcrSFO*eKXBb&Z&&u+%Fa@Ml4kK)DC_S4TD
z!He_f&Q~tr#XE1kGsCRN`|rJf^9Hi&OYh&|toq`6bG1l$ZqL1Ui(OrL^JaYxS#{pI
zR-0$VPM@k=WM=hjsr(wN>fHI)Uav69g^SfwjCtpsH=bjZvzN|4{uvkl0@Lsk>z?VK
zn2QYzB9^kr?n2-C!L3s`>NaiJ_8@z#3P1;sCbY<QdL)ei;sCgcg$w`&6`%vT3A7QS
znQ%D@W_JW<oAI@*__{_m(R_qauSV~7q_?gBgVeOOE9p*}GkXoNIb=!RTekM?-m`}p
z*{rpnIl(+VaF`jKb0=Ru#~60~#@jboFXzAX!Tfc+sDJq3oj2KV{Nfkq7$>gR<`|dC
zuU&fUz4!3q<b^kG-NcKdr3*J^@Z!Z2XD?l3cKrC+G8@)s&s5GmjTgYRv+U{TFIA75
z?5ApFn!P!@eCbqn>@)s-E7AA6vT4OOA~=d|e4xj{jSuLIgM-`od)PIAH9A9kI)bnX
z;1sUqW+trRA-)F@AlSL|3@V?F-WP1aB-_93T35iQolm2QKN6h@lOP|O<#ABB5isym
zpm2yW&Aq!4h{(#1Po^R^KJ(Z^4>7$fJpJ_3O#bB)Cr+Nliy5c<8Z%wD-@bnN4aU#+
z-h1aVUfi1h;vF{RuGHpkF*csR{MOAn8|r7OH<^bkyj*#QX=~}i%mt=~#q$>~9${TQ
zb@syf1MCV$?=iHYGp}7ZPj|CoPPOzf^Q`6S3lpPEvge*O7|<)dXpRkk#@k0(L`VkS
z2L{V{JpWwZ=IuQOZ`zIwM*mk<cMRz|vsb|5p~%kT;YVj8z%}YmT44U>q`h+lkEqny
zE1g|t2|on;KSuDyN9tAJ-B;5yJHhsiFsHF+*LVa5CR0Yl*MpB*dv>$lA3l(c6eOR2
z_63G*PLxV#@Z$38ubpQMe(U<B*UHGDw{Kj&$h!X4&AB%(MF#Ksd$-?YSFgQ(bM77F
z(D5^uZ`4?^{P7DjOhb>JxNx1>)zaCEm!8Lq%Eim)nLJ;sUOX~^7jHOc4(w#lJ(D+C
zYcHL6Y8SGzaPi3g1U~=Np}mZ)g{LQz==2K@8>49bA~t_BI-m|XEp2#4o|uycwhA6g
z1MwZG#IXTwd!)qcv>keMLTP-*FvBA=`VfLeXm<f%I#!SRd=vc5FoVEs+Zq^Ae4)F4
z0DSbfCopmt8NoMUgBmA5jo~W;Z{UA3iE+eprU9yrK;;Q@_fFQU=bzZ0VgvAW{y=s=
z<M_!J4zYLLzIm>6>?B^)E?hW+1G#YP%H;|Uh&wl&5@YGxciy?|uy$X3^VW?k?CL`G
zy_=WuB--+P?P7#GPQ85PowMx6BgZP&3he6W@e2;VKzHW!xz|o-S#1@k@+?yWr~LAx
zOff1a4yPE;FFc3JohqEp?Hxtlzc4wDC#CKyJjG;?vNB1`-q|%q{(%Xu<GJYY;NN7?
zG={Bc6iNU4eWoQT=*?yD_^CNb-n2bBt=5Y56U!_Q3_id$UfmvP{1kaG3gG+$=@|%}
zhFM^g7-r{#yqiHV2=*7S0)WLS0E?p-zpzgRA;E(k0RV(?;BKO&Ei*|av+&3sfCsTu
z`Dtr+l1ZWPRCXVeLM8u9j)9{qr%o3bIJ)urnd1x=-@JVKMdovEzg0f+GBTld`P50q
zxZAgGyitkX<b3nZnTzbD_BXB}WJt|idHu@ubF9=G7vH{e1n+z8`fCRn<@NG~Q_<Vu
z&zD}#?_*b`mybM&ia+!6vFXVO!ydIC-OZ%%^kWlaSizI#F2?<-hjxwO@w;XMdu@!8
z*G+4D#Qja+0LMnY0(^L!O&k0d5XMzR<`&uTyD<>NW)=gf6A=H&+XzGI1*vZXgJ6I*
zw(y~`8PHhdE4S%G5md)@b&v<XT@BEBv|CE`zlw$jOgq3%VEg6C#MoR69P2o~;>k$h
z_Nde@_?&wfkoyRGk+gN#B8SZK@yGUzLu>=wxA*U5HuTEz!;ej3PfwpdVly7hoWJax
zWX*W%;*B>Woqy-;Yj2>1pLzTCl{2rg(}b_xzJUYe(v2Gq^MOwF^0iA$u&<rHTw?a5
zeB$*;uoupqW$*oc^UCW-_TfeK+L;6F@y=^cXP91`cp=L;Uq1BMz9h3X`zMg)sl;Bt
zKV3+Uj^boUVw~&)z=SWD93^@h;u1U;b;x}j=N<lY8lsxN2bi4Z*`RncvP*c7CN4p#
zmP(IK6bKpE@p~}{d^a$gQ-;`Sa2R59$^9^~6=!#p&2b&44+;?VvH`aplgw56>lvI!
z7}jwJfVKI+j9z)S8-#Nc0>M#w#AMOmh%4<wW1qH?qwaT2YtI-C!~HvPyUamo-7uB*
z74lE)VWYeBf|X?5uAV=zk8$MM#Uqb1!0_g!Q_mk@Zs78nmya?`a_Qow=tcH3@7!j*
zzW8?i{WsYFxpn6z>(2QbZ@=|6liBHOH?Bo?>O2gHb11!IN6(#qo)tTB{CJUxWai}Y
z!)!d>ID6)CCW$vL7EI<<UoJhqlMRNc1ACbpF!zj)v5+~LfX;yC-2h~P2U-($q+ntQ
z_m&M0<368Zb}E_5-lqwQn*!`MM2GMU`_)9OAI}oP;~fy<jhQei*6T1T`lP)DX%OeQ
zQd50f7+0j&z=I>v#ECqxaR*+`5VB!#3wocqI0$GYdL#079rxx8@x3{KjPPy4IA!v|
zet3K=H8lcOD+a+GZDYLVV)NN~hh#jR$Wj=phg0Y_PCd1IbjX*03nv~%H3Sp#JdAk;
zJKj1!Wioy`x2wg2kq4+<FBg!r=dRD3D?|dge(BtC21?$%@iv1;#{h~zb-ypY_a$`D
z<s+}(`O+QcmdkJ6VW{ZEa~CgPLyjIR<L;VsCtp1L5Dw2XFP_LTsa!Z!Vqmd+@$}1k
znJ`MHp52A*dM0lrm|xhRO`<AU$#Hz~y#EXu3O`B#gb?H)0_s5khB#*g*k%~rCfh<Y
z{P`_3{sxfT2qs0v$SmS+OIrWC=sh&FdeS-&@0_$5r9|q$?!GN_ELA4bx(A2upqTnL
z={RP~^1ApCYvsoOuc)j0X=}UkCe0+bHy_Ry*xu*(_ydE%$M(S(V=(?W81M(!c)%D7
z2(m#5SHxUEgu(<0m?+h)NOR{#cji{9Qnk8j)lpToYNb9*??_{fG*ut^Ffa2wf5k}C
znLf;3`>b{H5CT7Mwl`;e?6tP{TEDy9u#;yVb~_+awd;>W!zsSGq{N%@_55hp+Ws!=
zAo_b1$f+TPl$>q8Iw*1BcETW~()<edtXkS{`L^1q$2}se;(<v>xaVhEQ$_^1^`em$
zc~ax>xIPZwtnOZH3#+NO&RQY{T4<i`i=3udKi(1h%k0YY0};0unx~f_hsN~E*{d_L
z0nF_ji^p7OtczE2<yu<AX*0`3RTyZYKHV$!?&8wC;j;3}vu^mM)ZCabl*Z7+fH-(`
z^;^m!_^zpNRtkJcaKHeam7ohsC}<Gif*svdHHhvtYg>jusPk`JfNc+CND=UF_k&$i
zf4X)P&eVOGu4^~b{9U+*zi~ee$!00Ug>vJ81N_*vk9*L=UBBxv&Wo?ze842JXa3FY
z9uaBXegJv@Bb!B5Ar6xzXeiI$s|CLG6bOYtW??Wbppv`}FwhQv!&m*D8#T8rHRF`{
ze*w)aL0}Sgw>@fOCa5s*l#M4jzf(Ml){_Y%MsFU>$AoUL9BfoXD7w6Rup?61+UEHg
z$Rkr<yMWE5x^i|ZBsN#xKZiuElAGQ*fhU~JHeQGbH#NI^3|UzvIk)!=UYRIt&Topq
zsm|kT`1|9tWuLL*59PCpBED1gF>y4!=Z{D5SiNt^Z=4o;0&e4wTk!yuqn-<imfw=)
zcU%DNkHkS3oY89ru_9|TNMgbNK^2JjQ3l)UFi3Md{|GGH5tp34-ruELT_0J}gH>Q4
z?G~*dJdJBN@Afb(Mfnzw1sK)A-0o(C^Qc*pu|(z8L;lPg)*dEHSo8GA!G&0LNU~GH
zf?d|W!&k!1xWNscIgDc1Dx@}coSo-83>(yQt%?Py%!B`7?HQx*wW9l>$#7Rt3rp=~
zRZDt0@73yD#49soVSikVcxj2-8#56%PQLlPHl-n6-CtiRAYR$r-q}KYarN-*2=VID
z$*Wz&>r02Pnusqg?p<ypK3i-aKSw;9o!@F9K9XHreS&x(*DO(qkXqVEEFc~%Ee(z!
zJ~%bw?xkwIXjFD0?g|Xb_=p=$pGTGumtBe^;iH!oK@?vz==TJ(ecrePAu*`p0RDAd
z3&Kwxvy{Wy2Kpwjp01Et$-z3-!3KA6O#bG&kl~Fx`kz$o<A?C|PLJi8TD@nNor+Nw
z*m&rWoh~e9>VbfhdsI0n+8}W;Ux_GZnv2(trAH97Lr32?YQxUu%>IB49YvW&|Ih>W
z8s_zKp@%ftq2Ew7FXPU?q4AW=@mK81G3l{67_kHlGCRWpw0hhp5x$sB49JLA@`cO*
z;_LN%C5d=*cfM9deCgTK#un91uN<^q(EN*sFD_`F#huG@#7hh7uZ|GUS88X^5l@w>
zpHMM$q_CK$^25Gd&7@OOrfU6R#9i5<+fTLJ@tEvJT=Dlyw0_y`ViMv!TwoG*T$I{n
zF7P`%eC*>wO>(Dr)9}?i;W2JFee|I+gF$5mcMdYRgWm@YK6*F*9S2vO3ik}6C}UWB
z#$9{lkQC><L2+)Ad;MNqiQVZRQmH`F=^Kh7&Sa%;1aY2>IaOM@EHe+5Eb>g`t_tRD
zw_{y4H+q{Le~a1eM1Zb2>~QD8)^-JJ9CR?FGMR_d`aSUX_qb|7?=2U9Q8J2|YpTOe
zDxsxBT)Pm^xi_jO6uaY}QGA6#8C&Tz^0T9Z3NA8})u%MX(^JXHEaIhlvb2nNWv5zM
zMZEB&WwKArEPk?cfcR9Yxld}4E?1AJMNq7qJ2^r;T*~dQBknIORFjB%(#v5VsYk4=
zI1zV-ld_W@reBq0QUh*EGO2<7UtrnXJJxs}K#z;Vpbc1-0e5J*ljW)-sxDm)!5#vn
zslUfC8A~!c>43N}DM3j_+hTNbmh>!8ss;@zKNXazE6CR~KBnHiZm4UlzD8BF%5d{}
zjn?lk?vYtJ6*b@dpd`KmDG!&isZ?AeNbPMlo1M%VzITuk+D-F!*??NzaxbLW>^yYV
z95yH$m7tS!uLIKGs03P2=;PY;7o&I9VobJ^7L<xUhn=cdmxr8$N9u_Idg_A<6B8lC
z`-`K~d6M4TNVY;!UC&Mz5!bdimWdNBw7$E)iFk0adAN&sU~Yc5g?N7<`>aJ;kkhwF
z%aqCd5_MQ`#>z3$4q2V@m|EcDAsOL{kD0ivkdrWSnUrw^(@sUKo&IfW=N3=V2YzkU
z{~he9928%yI?&oH;!cCr=;6&(#KW-_i1fDkKJni{u~&2^KtJ?gE&BBGbb0=Uc+aVq
zKYdS@Fn;{=pOVH8EL^=mMcfsv9PW|9%Y7q6`@&@_sUIZmKn>8kZO{v?2U1p>t@CG<
ze-)QJEnyCJ@esWSKHE~^bRp$|rvD|a?Nw{#w8!E2{F<0<qNvGsQ<QNJ`5R9)5g-vO
z3+X78gUh8%Jb}1WoQP&f1cg*APJhP2!b}`-cYXh9nefG<(@pa0b6cm|H2+Lx?<vhQ
znO?7x$WrMtiCB)LqrHUtVy1{C#ZRKFG0DkL@kOd4!wDGJC+qxdM{rk*j{8Z21XA2q
zOnqwX@K$JxstRSWM24XGB@g#4e4EgBL(mu3sy__#aI4DaYj6z!V)Sb&blh$nef{IF
zzyFsTM*rboy?b|s3p@Y$58s~Q!WLiu=<O-lLjB?k+8E_QeTh5)m#TLF<=WE&hgCh@
zmb+@Lr<+S3drx$C_mGtv?cqEB#|_yIT`1yk1gMq!JK<n%+~sg!!Rq{+pAn14NM*!D
z>@c2uW`H5iQpvCfah6C$RK%rGeQ1R6*pxO*<Ku;4jqrG7B244s>vJ?-PCol&7I8VX
zbKE3+V&ia)@Ui0d9O2RNg(%^nu{f<q_JzF?&98VEquS<=4FOtQTr6;eA&YW|gki@W
zcx5Og{If+Q%HX5jVMx$CLBZz+?9DvC=Am<ef75AjGxmV&xwl;4|91yPb0+x6uTw>?
z_-nz&FMsmo*FXHbn_@Y?{qp?v6)y7^SI6fUxXd@7zr46W{PE=%U%W&-lz(zSEsU7r
zAJPo`H$6QzU>P$SCWz0jySuyX4(zOB?|x)QGEhyiL63>B(qm`%>WrWJdg>CPF`FG@
z-)7S5Abeq-TR7s;g?KL|67HNHq#S^YcgRZ#hCdS_%2DQ<9!U}2TNoZO@nR%oj-QWH
z&cFuO^a$ZR(H=%z8eCaUBQB}+jX8?Z)ykTVI5&n$n8x>|5*`}w9qp58yyBBF%@X$v
zEef~Q9|YiLI#+}5aN)5KvLgUrf+o6)Sl$d71=-61?6J@PopUYuaY(R)>%uYM7|X7;
zqw_6(8k~LwSm?o*XL<T8xR7sz8b5pc{uiHpV^Fnzb^5)pu8j5k=5_1n<twxC#ns-?
z={c_Y;?-wY)I6cKd;a~Gh->lee2KaqxV`=W;yiD0x~NfxY?%*MoIHH{uEhtWWtNFv
zxK*~aFf7~c*uJfib2)6-Q($YZPqJZ8f#umDj|1^oA*C|JUE_L0L7b_XD7E}!z3GUb
zaA#^PO1PZW6NJlidIWLFSsv36my}9uh;Uau8Kv>=dUk~7@yyLq?*rzUDy0bbrl*1?
zo*Z`*uA~QKn%}89C1l2ub;#E(&*772y=I)d@KnwL-O)R@U^l*{3eIHU9+&ho?gDy=
zyNLe`!7-I^9*_dGm6jkRhi1m&qy&`UK6meYv$uEy)^-DOM5u3QFTi131VTy69(Onp
zGQNHHlas>#-V_TwdHD|~E4c8d`=9M?;=(s~Umfir{_ODe)hXhw)7M|UMf~yh{^bSY
z<?>=<6Y*j;GfB-Qih4v1BR-o6cs+<$vH`b@_*z+0NZ?N%N8Ap?SJomvhWP00xTcUI
z3};7u^x%6ZV*{qZ$77}<u#qIu8!#4~3X?!syl5%{n=C|3JfAdid3Mai<w|DM#7onr
zBFIzul&Mh3si-+Vp75IE6Pje=5f3S{Eb%RY_!EL$g11Bb{dpj7G(hC${;AmWbxXwB
z{wE+UydN}rr9+9s{Q%dL`&_;f+$!u`2wHmXKDaBm8!+6#{RrP;0%m1H2W}sF;W|5a
zEq@Ea;RPI=xBs5&pxgll9#5$8<@;vDlQ5Lx>`f!)$HlfT8>1>I#pScf7~=KQlPU?h
zcJ{sPItlaQ>SP!3jl-9h7l?0c?;ny9Ej8AbA0wVyDduUOnOZhU4|`=bAEEbM+scPY
z$P<rsjau=0lGDQ~3E4M08a9QKi3d&Lk4&njkhLYv6n=0mVk(Qa5;O79(kP9W(v!3v
zCQa+(CO$J`3SXKm(E4R5nM;~N9@YEJ@v$-4REpsMGjX4SN&)uyjf!_Jxz$^aAyFH$
zcJ8PKy$S>cGT%3VuRCq9YlsXFZa{Vc_0}HL+2eNbE4Zw|1A)76Uh_HJ8{@7=YQN)i
z{vjl47214U=MvOFcdLzeTYgzed?Xh2X3g)U#a`A26w=@qt6>-6ttaDNa>W}5#Q@Pi
zG|rj{a;+=J2elc*7oP67nuzCW+j}kQ*1Gt(^^`nCrM9?4o@Hq@kwJWRV|9dt<6o@D
zOreGAF%l+omM2VC%*JLu2w$yz5OV+42O;-;VhWk5%>)UJjZ{n_v*b*|96vdgq<JJg
znKhMSd}7v|e>nYNel6oRg&ZDbChqV5AbdqaPbcaX^xNW`k4FUG4hoV~E^;0q!l_>u
z&jaT8|Np{0|9nW$CFuWZc>cCw?=Ja&u8aOIl4PlfTXa^aZPFhYbbgj$qZNMpI-Dnd
zYSnMR4s$Q4odhlYs<!Rd<Eqy1K`_4B$G<MG4ayE?y)MGO&8Uk})V)39cQPV7sE_rz
z5HGKn#zTl_YO5;+#M71aJtDfR<W@JEh%c8`%QJ|Ntv{X~qE4E{&B*}@H~ky>07dW8
zY(XX5p)C_fq~!2Dq3&;td0J^2&w96#CLUOsF!5L}VdBYD(!|qoa~>%X&X{;Kl0%$(
zjI>7YD-UKB8ZY~!W>&)7Zp>D!9oKKIdS=_&hRgi-d0u`C&h<o5v$eg$1+u9bTYdYl
z{D(iPqOw4@8g{LJ3LnyFP+?$g|3^q{+~BR@GH{2#98pD$N&A5j=C{AYpMD&x3;rKa
zO9KQH0000805X2zTEk&rl1dZ+0COb(00#g705C5wFEB4K?OJba6lZ#W-u2jKjJ@wH
zhL8o@>xIR5cV>3H<mep`d&j}~qf20MKt0hM%puV`^%C1~+_fS(?17^?kw0YJsvk}V
ziIOIY(o1qhZKM)<$&j;DMHj9@>X+!QRU`4CsVY@bs<wpW(%<i$bqtjDTR$}`v7ViI
z|2%(w&-47AcgUz>Mr4_YSaM{8$nChg)G6{@yNF{cDTtDdI+V}8`24S*)6Xgk=HjPa
z)<+gUTV-7)BmdoaV+ECHSBrDg{cU@crIdAPKxbqyP%0ER;-czNvru4JGI-;R^LrFO
zm$K;$3AGzR2(>taYj`?#{DKuKS0}-Z(?@kub<H4OCu1%av#`D9Vv$8zwk~cQi&wx`
zb)98BA$Yz{hc`-p49mRH!_j*%Q&bN}4PwrKS5)d`0l$VCN{I!fD3CUL25tjpvqhD4
zqHkF5Q5}!fV4|`f6L*g2ge7LPLo>Kkl(-BdLN67Lcsd!Of{u%?qIa`h@6@uhs*^%R
zhjqUo^#FDl7|{X`#Dzd-a<G6M2QJpb<XHJPEpSy!)>n54W>pF*9`!j~%8<`5*sx#0
z5{>mWE|SQnRB)}T>Tt!)qCAF8v4aoA_XRpRR)NuLI@wXt(!l*}pu-{z)1Y9GV%Jn)
z+ZT&B17!<V7{ShC6&-7MMPSU>!F~f?AQBE@e8J-ifwCw|C?f?4b7g#Gynt|W=PX;n
z>XKPEbmQXxsgs^S%c!d^YW-&Skc#(1=87>`EZDH8ioLLU!^cYSZR*D9K*t%3n#A?9
z)j8u*k?n08a2pd86l;4J3oLE)h7ReFEGCQ+3lP7Gk=?ZL*`Q#@1LcUz*q`-m#6;K^
z)}daaJXi%d=gtP0j1k**Bm>3UDmUWtE5OH-nDq4;?!(MuJ{Qo*EKC+)(E<D(sA|cj
zcnq;d9OAF`8@6p*p)NOUtR4#Fk`;d7IP&0)Q2h_s9hL?zTq7r30*hgZ5va7!_(7?n
zezRvNlPDeLD!NWQBb4EZi%6~UB=)bt4pn~!@#nxRYRIT$*Jb03*!JQT?^%pzaZ0;P
zrs+oNW`h3gi_ib>&p)Mj`0f1vRJ4x*TdYn$@7fTVEI%egb1W42;8G_Nq@gS$I_$2@
znL;FT7odntVIkiR7l2F-0LC+jIXp+2AC3?o43OalhA~j^#I|KzHX=bJ;x+IKL5gup
zICh-HD?9_D%QqyUKbT1?>DygHSfVZ!A|G4LrV`^BZf=}|?D)~zNGW&5;uARz#iefq
zxewzrl7m*|Ih*-T<b(_@R#ixEQz~584q~cc!wO0=h;60<rXlUkQFW^okhZN-^%$ae
z$q*H{^PGjaPI{4CtdZ+e++Sje0!j^1+-H3rOrb}Y4@Gc+tzzWpq`(Y{A_R$qS$dH9
z8VRVN)C#0&E5u~!K?%&3O`S>#9))6UsG`yo+`zJvoV(k0Y~^%YsISEc*Os$Q)~k%{
zW&&}#S%r%_$<%b*TfSbrEjsK+#zsCD<nubRO6b(|Te=*eL~GWGaJi?)6)Y1DdJwYi
zR|+yG9x@Wm@^QD}HgPwKprBeMBi<g%b{y-Hr1Zgoms9$%$96CwB?QRbiOJnazRCkA
zlw*IKjshqgdufznI`^*!@fLj?71#><s{!Dk%Z5fI;!E;X{DI-(iiaY{i6cRp%ZX~`
z79@rqDjC3-aExYjur;K$K28}6tmd>B3;k=inA;v;!&(wtYDniHHh1D;86^tU2xx(Q
z9Pj#)umx_bFz-jKwd&F3siAz-$T~!7u-qVqSnhO%hDBjY>NR~FsIx!>_7KkYQ<;`D
z2$GgG3^XT|Mu$CBY+Rs11vtx=oJ)vetV*{V@%I1#d3#5ThlNJkYQxDp_JtH7xOA2f
z0<k*1>k#r+K%S?MSK%xt0Obh_#1Ht50y>l=sB>IXcEOWlhrqEw$ig~}yPvl9sU9d%
zyc6TVzrr!-zY}&D3kr_xsxTio&b2HhVHpoN77%yfn?gRJsr8a5v^6U%Dl2Iys&_w@
z-2wMI)2P-^O(A?FZtx0E_JiL!G>&$6Gt||SJtja<Uu}f|fr+?I%N+qg&MzmP_6$H%
zHVpY}=UrvI?>LOdP#K<3$dg1Y<*e7!IJy&H>%o9Q`Vj(;jkriQI^Okdl8V4q@(5;4
zdo1@<8RoGWe6k<5nt}|(L_(p6s(8!`94nb|Njen2lLq7(Pl-?7kwLeR4|9+@$>3{A
z8d$4}jJlINHR*SEBQ09aa-Hf=2A(De@Jz^>Bl$@A9J0@t$w>u(+q4a0n2@Opu|{3!
zg#(Ba1aLCOBvkzgG|-gXf#IAmM~wyp$hE7CX;XTsU)ijaKI5YAlPCY!*RzF6Chpd9
z6tbQrhPaWZFHVuu@AuTjqUy>)=n@>Y9~<w75Rf)p2XqN&vH@U#!SEb>Vcf_-_!8_F
z;BiPE??(<%{<AhP*@8}@N|ev%ojmD#DASQsLcx4nt|P(!4v;dlnl1(893g5*`&)o<
zGB%?VfZI~v2=s{@sU~F&yog0a%`Qg)nbzZTcmRGWFexhElMrlYg<yjLE$I3h0yn0i
zOu1!LLi4y@h0#JcqI6EuHeAo=OGKKJAR{{^LiKYQ|4qx8s+k(@gF&)D&jpwJ>EtZ-
zEuv=hl(8d2P=U!i8lq`gJ_3RcX|n8h(6^-iWn~dVT}?nh<b;K%NQ54rca17xh(Qfn
z*)No2mpfO2bg<kBYbYpD%)rTq&UID%^)#kP?a7D3vm++<$sLkMQVtQCeu>HB2_TKu
z&4J**!Y=Gp%$j9c8RajeH(Mn;Ttugy(cz{F#Rwc5c^&l*@f>G|iRH-QFVu8oe~LNc
z1*Lq9?|cd0QK?iibcRn_QXT<z)?jmXFKfKCpRmJOI*Xy~d1<epnG<LlWsRSPY1To!
zUqgwX;$IH7E>=u>l9naG<019;u`U{mu;!(VLcx`2zbK@WAIlB_qa(Bp@d<~^aFEXv
zbD#wc7`K#2Idbx~5^fFy6g8R|YFbML@gv3{k|H*G0xgE4$CjmhXCLzPDC7r7$sN$P
z=<w?(l2?I-iq1@80&dA^m>wN!Qe$pLq<({a3l{8s1de+R=BQ)-3}FYorhyPN&-wTn
z*waBFoy+rs;OT%xLzLOLQ8DKXC9s9htKmmF?5pazGbRtp3`Xq0?$}uoP3VE+U0w=g
zg@nyY;qj1yK|RAtat5QGVQYT|0-rJA{U&oYTfJ_`{Tk0UAYLzU>m;uc5TF_agrK0t
z(-q=S$FDJ4_zZnuK@B%br93!aIf9*2tMllfhVTQ2Lx7Z*%HSP3?juB}ki8&j<TF#E
zb2s75c2bQG=r?V+vlx)Gp}?CK9+fF>Gc9tDONyeyDJ=8-6l4(f67J41`k=&&XGSDQ
za595?r`b^Bx=s|&VA=?TOCqAtHyNK$fxsoxi0ef`!wxu+!PSp{Pw;Go!H4xd?x=oQ
zLB^rg+4lM*bn%ao=&a;^m(ix>0`NGF7=0IB@m<rJBfn{Rihp5a#oV630!*y5=->M$
z|2pzZVnPBJ-{CZhQc~yL8FS17$r*^H_(MD{VLo(12}|s$MH_#FWubETFpTrpre8Kj
zQnt9RksxtQV9l{~fsDUhK)3R1#uykD6EC}Hq~TXs_M!4Gm=Zk>L6VSvfYh)Z)7m9m
z#!o}|l|VTg{_!fr++L=&VbZux-huHBYB!*fFFA7-dK99D-3lR`jFe}Xp>4Jq5y0cH
zdtm?&GS#S7s-^WL?pzAgJAmeQJSub=qkfT|c7U%T>+u><_N<$FiqrrOmmMr|!6V2+
zS&t_H%AV~)ZK=cV6~k=>?BB5y9u3XXKuq+WVJC=E6F_<9?WD)!@dkd((fT2k*L2V(
zD2Pb0Vr!V;JmfZ@3lFuBCTk&6O;l?ZuN-F1S&Zc`>F^j2seA(sfr2q4Nr=Hq9{VV<
z!)3!{7|LNxNfu31G7Gf;T}*{a1s>z@knW#715-JMrwTWBxJ<DKm5^qrlhZI}p25FS
zkHy6&!(k-?%`Zt6X%q6=ar-c7(HxNmU&bd41c&f#%Skt)Dh}d3S~&kgn4?nfeYkKn
zq*7vk?w=!|r_kjBGae7-eErr1v}?z79DyVpBgW8eB%Q;in*ck|^0&T;b*i+_Gle3o
zPeCo8_1foY9P6lnE``7HNhk+XP7+rQCO6Xs;C#s>2GsF))YuiF0_s}=<ATFTLH`xA
z*m1Y<+$rgFqsfDlP^fb_I`5o3T%<x<F2mNmur8O&3+$wm$Y}Llotyy=netOaU8A}q
zI&HmJWu^>;Hw>9<UVPJsPO-?rMTSqAtiFSXbg(UY979{E4I)imZ86mcq1CQ5(MZv2
zjRh{l8PixolkFxu{3GHj`Hp8=I=RQNm*`+~5{}Zt(Z!P|o0HVyoOP<{@Zxe=%0J?T
z%*#7h3=9h`Z^f&4cITOsWmEu$l4nZ3iUmvzzA`4_g<)|l=*kpmx)<RWpJDRgF<rxC
zU<j6F)L%2pP{DZ=5*}-WZNtn(5l=R-IyjY~g`Z;2btyfLKZQC7D>g>9w6mOI%@rvt
zB}f9dQ48}}sT^G#Kb$IO9Y1&FJTDdwESw`8qY3BY-U*(eIHjh2-Fe6+x}ys^JX6!3
zwhyV}_v>(@i?$Sv<pXIWXq0%Dr6&9Y1IJJ;NtH>PL>YSdF>o3#XUA!Jc{ukNQhkh6
zPeoXDy4m{l^6Rw6yz(I39G22^`eepW2{q4Z!8kw!nKl`t>sgE6=U1D@i~w)9d5y!r
zchugxY`tmeFE?}fv}0{7G%ugqYC5ky6Ca{oX|>zq>S)brHMse*)6BIR+(iq3B(Cvz
zxDO6~$y4E={&L4)J3Cx-AR>3V1o8ke98Z}jD+rn%LYi+_J~6VB?>^aT9ucvrUvzAP
zk&l3rG=cL??$=DKy^9Aa{b|XTX=rAlNIKymAQ>%cVCTazSovudIHoB?5A1M~Tz4be
z0QCD`ZYw~%uc1-_iPWV(SeP7py*wv!AUr&&z9;>i8QFWa<m_#(;PbW7fh!-Jn%JD)
zckKK-<<|Xt^Wfowt^47^foAKzjyn*_x52d=+*TIbq{CNy^@C3R-S)N1GV(j<;w;t6
z(QEjgB4_<T^buKOo3?iu`!E^z3`tik5~yD!1OqPHKb~fE;oiT%1a6fFQ=069-H4U2
z1ngvYddN@D47zyk(nW~nS}z06`HTVv{c)GX9G2@Ptm60Ghin_Y=-+ift~@qOHk&D#
zg-*U5LSlEk`pIT3mP&N$T=>47#>lw^CV=RL_YarP@j^An&ofw}X8H0vN6nb>2hF{P
zAM4Z@u?;cFl`mEGX9KQ^r|<~0_?o};)<B2Dfd2F$o`dmV%>;4URf6&)-K2Sk(C;Dv
zp7B$<p0AKc^aDE2`sq6ZzIx%AzyQO)mJ+$J%Ek}<4F_+)H%}Y`OX5HFfX#I-U(&Ga
zM|PCadE!E@ir8Y8gM+7%z}<aCp8L_oCnasz-;?IziC*(^c)ppQ*E9|sI9S^zCEi|G
zXuk7u>li0qzF6132b4hLPtXXEkTbc>@;ybe%;h-{OvEGwij`brI^=Om!34@Ivp?`P
zS4sIFx)>ICWhuvg%uY`Zc&t{%s&}$&!;av^@-__ifJvY2DV>o&VOXrh#z*jDm1*zQ
z+oB$CqqhxKPTXEG9bVzRxw;#PH4&EXRKqiJpy^z!!J#t?;k@O@I7>rm%Vl0PCbpbx
z8t+eBajuwC<OMl-KE#zy)=s10Xfewp$Ve3)M=*OxHFJ_6+W?8QxdH033>r=&Uxc8<
zLh`}Gn<y~tsr&>F<q+s-#qcV_dPm^xhY5c6BytCPcqi?m;y=Zs36{t|VpjNbnl#{Z
zHjgTv<>8jV-;hR~Sfzi~xq&B8YCH4u`bw^}{hOInsl(^b=NC_Cc9+hLPpZ_j(cY%>
z!es0I;oAJ=`PTiWRctm}_qT+lD=mOTADnu5e)0aoL~ijul3;3^4&?u~SIvvPkZ%&d
z%3A10g2drmXy-J*!)9DFxRd>l;EJ_-KP3JY{ucQ1vnQ>BNe@rAl5HN(F+gQpnn@>h
zb2_`5FOuyC%mK9ySNi6}hzV!{CW~FtE63WV46x)N2_eG-rBpILLuJHOKkrkWlzs#5
zx#~oReoQuSIGggK9p2~ezIrjV)#It=SC5BHyQTTW{N?7tqNUUa<pZtz&&m9j=UVrl
zdoSEFzZhaLU}~v#jib#EChnB=>6?}NtS{cQ{a<{3^R$B9)BiPb)1$v=s7xmF2KZs7
z-R|mUfM;$VGa9M3wv4(DgF2UIyG_N=D_5^x&1!J-=xdEOt4($4a@4J}UF{sZa&><7
z3UkELUn=(9YSM+E&HBxl8)@C$fw{xc>f2ZMc5}*_Vrg&<FN#|q*dE+!?qfkloyfX#
z+2x(o@opK4R^PU=+cL8Uig~m1`tkd>Y~;n=#~z>Ed+TNFj-=o=R`q7v|0Y|GZtq)@
zTV^&M-Bw&}rp_LJ=(l)r^2L{)KX$7%w(*sbSI>2K{4iUA4!x{O!%?ADUTu^aKk~bt
zQD*jqv)|gxix*#b_4#k#VyTbyTZmujQjXVHmFvp<5EAv3@;z;wRNoh_HCoM{J?X9G
z#Y-<ed#`CIUwrZTZ{2ar^=1R)e$mS^cSE$>Z_BpHT^PUVEB!g+qoaR#Pv1&jy!^^{
z)|oYb`pTh=eP+#<zv&I!YRy828uaSD-PXO?N@H;Cigq6NJaljW$_`F@{;83*x0!z9
z%+@}x*m(7cJNhxC@#62hedOOat@j3Xu1i;2N7fBiIZ54Z1pO;Jk7Lo<@inUr?EdUv
ze_x*4>>KFo=WEI6`Fr}-t~C{^xq0oHHTA_@@?TI(0|XQR000O8GJfG&_?&1$Mm7Kd
zM_vE`2LJ#7FfTAKGcPdheEV}-*L~*!2#Tac@?Pj+nNJWBED5|IFX{LN+p!L8*fMNc
zFsz3SNz5hKOL9TdBta=sU_~OJT#ZC&rM-w<tMDY7vc1z8?riHaNjpW`I6xLN9qhE-
zGW$aZvp=D^lUeLcH-l{3T_){%zvl(X^6dTvOHZ8R?|IyFzR%D1d+vqP;dLU^ju3L8
zV_!q)acKQz7ed(%gk+Zkd5{AgmN5GK|NnjA??<2Fao_kjB7d#upyncfFQ9`CC;BqC
zzIoDHE2HqgmLw<gYPDJonQZ9E@o|jPorusSEI%^sMQtOUPKU2Zbf~$pQA^RG2ck8v
zTYeEe0pzE{mQ9HsZG1eY;~?_3z!ox(to3K7y|9+~*WGkv%{0A9HuCg_SuS|H*$Nxw
zq~+!Ga?NelIGrpkR(^DsS56lS;iUH-TiG_lg$=%f7lqBVSQ!<PrdT<dLS;@*Mp9w1
zlY&)9COKV?Vf=qN%dbwOq-mDB=>tEt-36pKrC_`5GUlue7YZAkwOZH?r_-Enx>0(A
z)3J$aH7>P(9`pYuSqGjRi?MAyde}dWrZ>E`?XClqaW!vkgKxL&4R7e;*j`{Yr-y;l
zX--dWq)n62)npnYMGJ3~YvnZSHIqrRz-O7JSt#&XWHVwnk1*nS%}m$KjdT|s7)#fh
z+rfGbmDvJnI)+i;pq_q%bRE>vdfKdg6+LkSPO4*F7gK<q7CYU5KPI4|C<rn9JY$^K
z8xDsV<J4H}5!O7X!A|t_m9B$MSZ*WJt(=0Rm(AmJ8IWhXR(>8GfX-7f94mXf7#+iQ
z!kms{>2#UXVT`VGx(-d9)6-^pV}sFOt(D6)PPPlS?dHR4WiT*Cmoh^S@3EjI%W%wJ
zb<%MKl-6T>e$tyZV|@MwJi_F3Q2UJ<e;mjmEyyuFT@$;5ZErN`u^8XAs;9A2@oZpu
z)Kd$|!>7W@uxb7k8)w39Z9XohXWYsoq79x3+XY;>+et@zz2&mtotfM)1usm{Y0T-~
zaxC4XZ^U97g4gMoE_MfOG|OUlF+8Nevq242Q_naQIJTKi^ZgM85G#bk$z)ipY$gjP
zqkCdSci@Zm@xM-4XbbCav0d9%358%RDAa49In2cjYT@L@M(jB><Z_}jCU7JsQMwuq
zXSxH?T3R=`L4YznP)@RSuAHC?X}w8@^999tkP0_1JzWIzGR=)LF|Qp?bSTLbcTgi+
z3A5)*IP~!D&uo^%>tU&r4ohsJtjxEWGUAOK+oo1Szz$CLqK!1)KFFe`i(`e8<(SFo
z<+2$wIUV*FOLIExHqGgtSOy2qfWF6KQPv4s6vNF)>9o!#ZGf-d0D7wvy<YR8noP+3
zs%_(tqM;f>-b-k32l1E>tNl0L1Ak%$bGyi3&A(nZ&1dMa_qNt#-=>=`qD4^740C!7
zB@1p&-zbAU0KLtL-tZzlwwsW9H7}eu{S@kNccQZ}B$nPo>8fcKiC%$sP&8t~=^wH&
zL=R(ZjD|t9F*ete&I|?4f?wP)PqGDSh#Us=ELph7hSWZjhrg(3&%ar(hu1&cMOUi_
z&2X6SB!Nt`&Y!ZD#oH#QSK@X57N>`kwk31AS*~rEoL;V>7~j=dFY;n`qQ0oNj5nTU
zd@;*<%w&8aDmE5~rr|7?kp~3wE@)*MQ;7_yX}!3tz}dzF9uxgA0D>!Tl>a9i2Yw(K
zX5)z4D%j6bx<}8%9-Of8HVtWt3sC^}`Tzg>fB$uT>Ojch;5gur>Tm>+4_N%jFheRz
zBOYf(I<o3O4rdEOFQY@6!{Kl`Fgo(3@xR{Va1lWrk<icxpt^vBWSIWBJo2TXe?nGq
zILh5eq@yqnqfrm~F;b+X^5{`VixWE(kF$inJTE9^U`LM6yA|m(&#3g0M4mG$9UTft
zM;!qNc1xw9M`oxFgkktgu==&PN2LGVJtBPuk9^S)kTPgla_ol3ANbOf{zdwhv?yii
z7V6|2@SHCVdS3eHZqbpF%1E^TUcwGPJ)!dz$1fh4^`!L8F2AEVDurMd|Dpw;dqrw-
zkpKUD9$e9glv#Ord_gL9ju1h>;)~KX2?jaQr(oe@QcKIDTY5%o?by}1E8KZR19`bz
z82KgC6_CE#MW(+`M*sImP+D5sv%j~e_h$DIt)o+xcY|a#XG?4A4rn++GBED2R2*BB
zeuRd}^oGar6DP1N1Y*d3YxIlHzohlSU;m9=N3{Jty?uRTtzF%__v|5!7T1opc4&AI
zKCvJbmq(?m`15~9S%+c8BAmP=KeFJnT5oS}PtR+xU~hk4Z!b)bKHftX_G{hp-hGde
zg<Y*}J9j|?)VNqwU;$Msbuo;v1c&{y=zhuE#b2oieF`3>WHbS>T#;>?17AC6nqdKm
z!w?2IUH0kzbxseO{(P3x3lPF(PKVs1T;}xh24G}P_a+e*z}jopVgguiK-?2_2m>O=
zAs9s0Ih{swPEQk%*BlT3a5@<x=meFD^}}9pqXN(u+&CrHNkf{%=`<x1xfOa?263x`
z!&i2)U6?V4kEc}|UNiL~!^V|RrPAOqBM31@z>jSm61gT$&!aU?mt_>UIK8$3IY1Lj
z12W@u!Yr{4v}2}Nhk%48yooi(16FNj4+NhJ*h8QK7Wo00Ajazej+^P5H`&Z5+?FhJ
zx>dERDUp<IG_w=%2oEvn^xB$lGk;<y9hLX_O`c4=ma`4HxoKVR;fscA5LG!{u2kX{
zr?0O=Z07WA*5%ve%LL_|AY;?*PCdw+%w}Q;yb@=Dc1%FQns=kgE8vdKd8NioaEcT;
z=?p-skXj?<HDF2Y1WRQAZJIol0r*`=a+RrCkhF4@aYF_gZmLpR<ctq{n14FCz8<V6
zI(IVtH0xy_pS*_ACf7I3hs~`mMh{mSa)py!zVRN1Fh|?8tDGLU;*Ew-XWgGDbGoeO
z<uy*v#p7{dc5=#X@;nzZg|NxVrj24XVU5Z318b~7P9v6wQ<+U`1mwl&YPps<pqvbc
z5zpDcw#$&wK`+g<Op#t3h5YJy<ReSr6ljxpv}p=Q^Dwvm_@q%Oh2+2NVB5Bk5#;-*
z=j5DUSa~_Iz1j3eK37&Ox()dRryF3B5pJgr+2P`LTE%X+usa-VG;+dDx3=_cPWS2C
zTRu+D#f?gw(<70BDeTCyHp-$5Qn10>aXKW@Wl;u!5s2HhnhYb4qSnj|R!+x!F+6^c
z+a~#I+H5Q>^to0>s3v?xH4+hKl)~`OmrE;`PNPya6uQ?zH8&)ODqM3zh7peotpP)8
zva_Brw-`OTt^4E`sEERNO}Id9UEk7$%XgPToS9y&!{O=>Iw^xE6*_5x(-Wa%%a`|U
z31OMY6hdjpvQgneiG;D63kAEuAvB$2I4O!5wq0-wKLL2#8|KV}9QbYJbUF?B+6lqx
zGG#R&<0q2lE}o@>qvvV!skjX0z|&F#{wj?AFb|(O6*8)F=q<`atrSYhaXwi#Y+2@$
zOQDh_b9yLl<#L>EftL}LiMok&%;?eb=H}Y-%qaY_E6YcRx3{)UQO7V0D<vudJ-(PI
zEEu7XQQ@nsqr^H}<&=!FYhp8IJ-43V^@awr1ldTLrYLV%79<U#>;XQcz;o<m!5bDi
zHdt|3B%@((&CBw~C`iKl9P$z}I6%9=(@HrKsaE;$vbk+;b9ye9vu%+oH`)4+XF^7)
zVM!fyOw}+N4L-LTv8=dQ(<tFMr$<5+OXl>D6|yW&Z`c(a<n*9zhs&J4o<ROBPRE;a
zevQ+!E|hg~I=HF2$g9Eiq%o%#Y;a1Pj&s4BSiiirwe9D0mv2iK`$^<vB=%p4V0Vhs
zQ-y+8tnW>FHy8^&(Xy$7XJDn6G;S7z(lIQ=tZtMc`8!1_JcYMtuUe^~p+Gc?kn4(Y
z{dO?;rK;~AX@+Hm>%VTNV@egdZgZ0}N+H|gCKoY6IpK6=6vDFbkA@)&v{pgjB{)3}
zN|)pG1_+3|05xplsB+S$V;ysU?{a}E@>xDPpWhS#QcmGQGkTP3B6`TOWr?5_tgo-v
zh2y|-HqV2TZyO16#VE-Jf4DbUaw=gHz#4xx9v^Q;C?D922z28Z<8e+0hk-<3Ou?Th
z^ww>h6DQo-+HB&*IBc)+B`$wmGjKeY`!mL6D`>Ab&(jE+;ygyBkz<bSpr`ct3I7s`
zlp>YN2gpZj#6|?kab6)UfqHX?U{nm|lK=+AEjiBJo*As;Aa{HIZET84u@AYjSpl0s
zJ+d4g;UE?v4N_WJgcAdmkiqF-o55g^+VZjW#5OB84QMWu&&#Z!@UEO|;07-=fagqM
zP6szz^K$yQPdC$?K0dC;cmV^zUAb&>x|s|YOir(++^H(3<E<_1<8*Kvy3XldQYU8g
zhuHqKhRWl(=W;t86EY&;n%Ue&!^Rap7vi@q_8d1*L!1Se519<3TO}m(@oLoojQ6e)
zH$v9itXH;R8lPq1kStCV2Su{QQ;@%0=Jah>)|CbN4kwD_efcac@AScew#vb$(LkFM
z#Q~7}9JKD$7nQA4<Y`(BQ*$`;iW0Ba!)E;*(%B#NZDQXu>=A~E$_f66nr+Du{^(e`
z<`vA3r8k<)F9XcjkeQqI*39H{9L1N*UJ)?k6$3PsA%!2G4(JGcNIlG4j0OX1wMRqX
zKb&%><VdNjoeuH!zyo;@Ng}f>d{+a3Vu{cdhjfwCD_G72IlUA&EFNuDkQ*uPfse61
zV7-w_$Y^vi>`_7S2FD&DRAG(^f^58DiO8K>FNZ~$e>=Y>XE{BK@;)D@Z*AwdL^!S0
z!s&5NPq}R?BKC?cO9bn>8MMV-U3lB?7lAXZ<2(<Lb_9i3fRwHcDUM85-PmCD()Y^V
zaKXz9o_f0M6$R3QY2zxVn?%P&;dIj{uW>rKUCZKhKrQ7mqd$<s549k~(cnL|(IIlh
zid%fD*G{FXVk&ZVjB|RZ;C72zEXIw77~iOa$T_`YR~nepExBaGIXwl^tZ;hCK!(g~
zw~><3;I-Qb1P9D3ouE>=Ag_Shxq8{p>3;uKKHIFMuF0F6?#t(~&gmvD)I<#!@+Nnc
z(;>(-a-6<y+s*aYwgB`nx*DoOx^_0~4pn4U_|=l$WKz^?lV&05<+C=t1yj^_%gD4v
zy*3_iV15cuJ~JISYntn2|4C-1A%I$}XsZH{JfJ*~#>Mvl*4E9fHp(G8Xf`=&<#5jC
zoJ)m5vf!wrTnnc-y=ta=9E`5w5L!~+3))sC9%H=~Xg7GT5ih>2ya!yb$gEc_MKUo(
zL#Sj~OzqSX!cQvi86i1``3jb8BO&>9UC;aIa|fc?>>4;JhF-Grra)*ZxoQfOlJt5D
z7Qalv@ywHowjQ+2;5S%rertVwo%RkLUCX+j=Wz_nz(tWgxox*wL@e7*@~kK7O%{?t
zYC@;0a<y6&!y&=an?(yS2u`nnsW+N<A7CcGylfU2E&|u#uh2%Je=Y|e{B#hs#AeW6
z&6(tGwA6^>T$;y2TrG)g!ljo*SpWh>vs8i`@lr^nat$k<<7ENEDE<vFJpy@3x*0{|
zl?S2QfY40=E*d@q5X!0?=KvOffw+V5Z*Ai;XE_NMc>yG|Yny%nROM<x09ZSmv;~la
z7@W)TI~&NTY<6d(`L@>U!pm4@_JKDc>=UM3O%=k79<|*V^uj}LA>3}0-$IZC01J(i
zW&C$a1Vc=q$~1UXu2i05F466V=*O=_o0jmD$1HjRo*<S3s%fG=MK$Yam!jr^8CB7Y
z9JYgh+RiQ)jkwilUU3#M<{lONvdmKsT!HW;aDBYd5O`b;A(`K!9fQ=B!|rIQRFZin
z0#G1iaC9B9LRF?}uZ2RDs#qJer6jJy{H9;rt*yD%T)t**uqN}IAzG+b-F)#vGMwaF
z@mN?M@zfEyD%(ck^*^B#p9^lS@rMIkjB{vTtwvHJ41x-qNp@gQspwNq`#|%z-x6pJ
z04G<w5~|3evH&(67ZtZu%Cf9S-Y57U0Kd^M6s=x2&0v~YLeMP!m%wY_kW6+Br~<wN
zao8rgOKaFUJIJ=IRx9Y5az;i4JH;;yaV@Qni>ybsI6onSgXqDP_?Q(BHIpzSB1bsc
zh(to1Y*a18WvCieG^L!W$Z{O>XN190L*f~LpVoyGvhc@exlnOPIa834mE^Mu;aXCd
zQLX_{j|(GFYz=5gFDKTygR=cTSC%;_)oM5{`85j|XMcm`RMiN6GVtm;Y=PGYAV2Zt
zg}q~QU6d0+awUV)tH5{RtspLMlpiUx{NS`%2N(I*JD6vw*D0c=ehWH8ahBw2W)sNg
zY(a;?CLa%y!fxd>7>u3cPRyv_9z{!gZFh?MokH0h?-AZgu7rfQ%2{$wsEu5T#7hj-
zt8%G0F?^<!0;hC>%f~W8!p174N=3MsO2sn7U3DY49^_F#+umIBZE<=&@7weV7v_?M
z#Ll?ol9d!LEF3PRxFl_yd0IKM9s~uYlJp$a{fQteSl}`w<=i?T|Bo9Sc-d83cp0r?
zp@^X4&8;#6d|r>g2);#zGsQn(i57^cD$-U^OF1Gg83>|%Bze04HiBeuS;c>^5dH_v
z7usk#X$SF;a*|N&<9rGl_1IuI5^|5I5LDd?Y{|m-1qZuIunWyPS8^QtI(S}ch0vIC
zvJnqqkrb1pOQh0~lu<Q!jV*!^udzYq9SW8BdohrZK;*3&X0F0>eHrPA1n=E+;cqM2
zrq73U-b=DRe*CBn8qb%+CdQ&Z2cfZEXJuG8`5EO@b`#8xzgH8loBCFh{~!$kl#LX&
zIDH+}v2fq{wY9Z8e}h9_4Jp5Y+_)-7j`Q6|GT%~&#@lYTzh>0_x>VGZlXVkR{4aOV
zZ2_-E!I$|c35|_NMKq!Y?ToCP1WO6poesJ#2w;Us44fE0HvtJE$FJd(Wr&xyVm?_E
zEFqIag5HQ%;-VS?!K1`Q60TxdT>Z#Zh$MVCa6%4=Wn?QZmNBrI3yLcwb9;MBTor*A
z<6=<ra`6v9N6{ME<eN1u(-ap{mTehgHBi91sBWx>>%qFX2=Hxfi)tx65v_~j3Fx}m
zZAh*dqNL;VZRw)0QP#1KUnqbw6;~8;SCL|BeZUiX1|1-IZz`4D^8nO-MM7_nybF=U
zw*Q6*XMn_WNdargOa{OL;D50Z38zN1pcxM4E<0$-X@h`7UQg~KM0N~Tl(QdX&5a<Z
zZ-AzVoV}19@9~Lj8e+V~=@m#IMV+Bq3PnWDUWIgDq`-2d0ziP$RoNi7Hjs|UIsO_&
z!!&J?IQz?fvsujmy%4$lnk#RL>ICTX+BQ#|3*oebC(aPyLIRNn!;qwNZ<`2*>mpX<
zv#z`-xs)naPE_P0k%(~k>*1i?bk5*6#ciKeUtbrMeRm3Ac=K&NoZ`1@YCN8KR#B_f
z%t}*Izx0HQ(&$ms&i#4^k+8?isH)ctvUl^O%ow}<FXB-Ny9qQK0wLxy7;F+`oBNUD
ziB$mYr0Mt<|H%qSC&%4X+UsuC!`zVcihI?#Z5S2dJn%%|nF=a#>{5mFkOv{PS}Mhq
z(;$tI#RIGnmn-6K!~`tp=cnC9Wz3m&I*YSDkv(i?^ZFL2Z$hxCi&sa%HHZQhxq9Js
zFtu)Gh7?Gu6J<X~`3bCViTD^Ql`yOR2TMkZink9i^R~atYcl0cUtVT488B5tj&phe
zav03%5L)Car<V+)RO0j+c|(xVg<!s~nn4@|?rRE_02&$rUpp26h&)E(&94;rml}{V
zj!`vdXTCWMA*YxE;nd+29y_x;;Heas1Myhd#P&NK^f4(rt;hJ|D>;Bt?D48$6~{s6
z!H40mvtA=oLKfegQ8G#v%!0J`O=w#*+wIXn8WsC1sBfney#?sRzmJgjYqGwXm&Z}h
zE+?8;%OW}d7^CO&n>Y{jPA7_Pm+PVZh|u?G;|@7pP|^M_l6hIhX+^DvGe1+JYn!gM
z-$D*L25i`>urV6ZXZPc5vbvtjn2IW|h1M0#GQ)}OPuZY?J5`nWAk8kg-EKa+L=Gcn
z<5V%Gh<Ne?3H@0>3z7=f(hf2f*t-OZ{}REw#STbCf(V!t%;kc)#~o~C6A*Ba?;U{G
zJ0KGL>i}_Gru|#|>EO|VIsSBl4|2_I5wFHOj7kH?MMqECv;{}11@z~NT9J#_NuD0U
zL9uK|PK6p`cEl<*#B4bvhiu*vL7|Z7P#dAlZY64>M0p84PI_fIFRzJd*)=)8$)`a}
z&WaAJAxCPwBk46$A<+@6L#W{$U^4zK-Vrsow-PFSgqp(WhN7Zs_J*Qi-PAYv_M?6*
zuc>?+2+|y}sA*y$D-|SN0E`4_OZ+|F4Y|H7vu<H0E8wxN1wi2?kX{e~^W!_%d4qQG
zD9FwR{10Lo4-gPAL<o>?5qRcN02-)LQ67;pPB5#C7j$9wD0nygm0^#8za5Ao6V;Yl
z=q?Snjcu_@h?BMuT?qEyWWG_A4U2aWXxtRG8_5+hBNCD05450>GsC=Ndt2Yy6dhnY
zYjRT{cndcr1x8io9bOZS`$R_wh2s1f(Qp{8KhCXZO<r^Hl~lvPgNl~Ikx)qR6vAwn
z%Te82Lk38y?l-qZx19n6%pYfx<i4pGAPT;06wq^tJ?^n+4gSWc{R<I2=`qpwAmXbd
zBrU;;lsPe?V!P-erj_YdJh=>cuL}f$ask4B@*3|@z>_QfG%!J`b-^>FUc8_Czsyho
z(n#3KCi61YQUw{@%V3ww(Zjrt3RrDYnTVI-x!@Vr8v>wYao=P`AW7k~Ov7pjdO;3Z
z4Nf;ovX$fXaIldmbGmPHQx-lhn}tM%(>FJ_wtSqP*e>V9u1sGHr8phDaWKs2>b4)W
zPy@HMT~0BMp;IFh6+^Dbe8(7&d7htVD-V!XjfC(M%0$wHu<|h*1MUsG`Rd@^LM8rG
zdLcE=*JYA;O2SKl6XcHeek&0cFdKOk2q`BBC?mR``R!o|mqtj*<tTY!45WZVz;8hO
z_L%eWPMU}ne}~u+mcU@9M!p6fu5SM=dFEphzCNNh8YrfKYPzxYhltGh8aBg7-%m#X
z_HE>>F-EVHN|wy&RS20CPIs5&oW<$MYAW8~blDw4g5D^ZaXdy{NOZlC;M%?y;)6?;
zN6};5ps!hgy<0uZ45In9EI2s2PPpnWyZAaGxnwl>I^p$1xw(#<mGgX^N~ICc_3(}m
z0{i71{zN_O7aio?F7f2ty5BE4RMW<jik2+cc43ird#uc6K(*rdzbW7i;4jZca)W6|
z#jlM4gBM!&0@VR(KS+>Q5$q!t@YIW1fZ#HZjS?ds6Hh{lqe6JHi!y;`$O(S!DD>i2
zMxsH;j`~|%u!>tM{^!vs7*lQm(N(n&@H^gzTHrr+!`^+^8=yVTXb2gFenb>RCYAGg
zd>HM9|8PYs5Qqm6sZ)1rk&t0kjvyKSqm`5zLvau90AxU$zj2!}*$_RlEn5-MW5H^&
z=<%ES_O|Gevo6`!oRjzAP2Ll&mr?ErY@c-0V(D5+Ofhpgvo5B%@|*d*=m|p_kq|v`
z$ohk#CuqsRb=I>(b;;S-u(p+V<?|XM4yMafUG*qSC|NKIg&9P?=4m6TryF|_0Z^SD
zx%jsM4TT^Qi|#P_<K0|*n^N%)Aj8i=9sx4?Hz2GL0^Qys&`l=j0E}s72b~W6DtXZp
z!VpBC3<*anafjaqc_S}Oz~B(gVCEp0=YbIqCIGMCM&AYVs%`i>ye;&(nrt=f(jmSh
z*^+IG?+EY?fbC|F0sn{|8=G=-jvJTVZr0Q7!FXj@ORR^(<_zZ{i6Ab)!#qSI+!Phc
zt_e|TJsUCIA$q{oR)k6%)we+&yP2x!TfU~Ga+Vb|n`>1XW>ZqSuA5C6X0xs}F-MK(
z5M&>Pg6VeuE8cH|H?+k}NOvCW&!|*FA<+{tj7Ws{aF4i2Q1%I6{ad5-O==R3q~d=X
zA!VJfLF;Rf_Ba4t0Dd6YFo!*DbS;QzFN1p=2Rkd0a1_i1?f=SFCO~nDnCTc8rJ0e5
z2TdrX7XE!j8`o=vl;+_3kyA;%X+jMUoY<*RF)9yuY*@$=Jt^6aG|kRTnJHmhQA?Jq
z!cc-ZC$EbsTbo;WjVpcB<;u%LTm@vv>wQ86B9<YSxN@jg5}g6uR?kcm*y&pH{T?5c
zSYL0dyVd}XG{pRbAM#ky<I3hY#mdq3a@p@iJ81`mswx&!lJruIKeAvKG32Il@oj~a
zM$2XK$aQ$+`WG!MMZDdQA^J>$#Lx)2EGV{<d}w6ULr^;WYYAiu@Evc0!2tlz{hS$`
zM$ow3T<y1s7xfVA0mE{+y8UzZPzimT=z=2v@I7ef*7>o>1w@YTUX>&G?-flSN3mLh
z_gf$+{E!`1><4ye8I1?5Hf3Rl(E>J8hmgd4O(f+OGJyG&2U8MyBB3{X$V(cc2N=D%
zC3?!6`qsAS8Sg+nJ;HP4ivKpCZDKPK7M^Q!dwYxTqD!sk(9^@}dKiC0(ehh527yb|
zNpAUyKUFk2VjyFZIZ1GN$#C*8>(|U=GHed<9zg7FEP5K`(u?<aviRo#qSb~m%euKF
z$H7iI0|XYz<inJ&5-hR^UQhxQa&LsdbPb#+o(!nD9Lj)9mqA!jVs&Z&+@U;5cK(V&
zJ}>YDGr3`6x1bn!4+KR#qFES3Hq^m(R}N!2BzBi7)MS^~cRVhmis+G131QJ=L{gR^
zda6~+GI&qaHmcRb%&0U1Kr3R3nSeAzOz}b1+gyw!Tr%(RWQ&UsN~}Vy#`zizS*4O#
zF%hl@b8KFBbS;}VnPt1Q@_Nop3?foflR!BejhvtN0A}CTMUO9wvRU4vhAjL`fSCom
zV1AAFCqZmsG1Dx#ZJW(>dyJoyhBd&kTboI=2PiLdPZ?k@^#9%vLZ2!D#do0jLciDR
z?eFJ>p8o#6zFuDF>Fw?9>*Ms@d-m<`;q<n)om~>AI~>lIR!aX3kK-~LRvixVCBZ8D
z5aJi`pVys=2BVzL*PQ^29(-c(_uAb2?Aeo_w;$2oI35W-PrgzZ|H{~ipESG&z1~66
z=<n@kpGfS3=aWwxw4FP<WH<d*qQ%wPN<P4Nxl4M9erhu!ebz;aEh>4;A4)HiCp(=j
zEp5&ts?+)KCmnyJ-MMq~#x1n#h<5Ad)oWMCdP~bQNu4x~pLpYqS4l%1S4S1P9j|xD
zLmE9j>;nr;mfY-%jkeYu?H%Nc4JRH5@aHdi(C0(sBa2^3uQ>b?8XEODfekPOwg}-y
za(>~{fy<XyE`D%q=MgP??c$Z2WYIfD`o>+-xM^Iwew{RC7m~Adb1%Pk?A4>Bp(rED
zVbU1#3=L9VJ+^QE<NHaYdskO?H)-r>W#6c1El#JyNg57^13AcNM_)yUP9pMwQwI^=
z&!vpSzW@2AOiu7LFwajvw88E#d>8V^+RW_Kbn-7cj%dkweP)HMd2uPZbd@x+S3X$1
zK^nJj-n@H{G_I{)H?pLW&}XM7Ndt$%p_fSG@UWsBA&tTQ!NCD4;=OzK?IVq@T|0Mm
zvHiPTtxVPqx_=NOf&l-c@lok&x1Zc5T!(#Ux<4P2oKEFr3kbXAKhg^VDf7iosxE2z
z)Wr1kP1v|TtxeC8Ri|eXb91CIH#fh+j&kvXYn0!s*_*db@+FON=k8tdCC%mR_3Sm$
z6Q7!9C;4jV<yWXA4lBccDv3VO)qc|0yJz>Fz4XJLogMVE8?CjKera?>bG3j<vXguZ
zbfhSau#d%xM3E6!<YlP{29$BAFsfy@A7;bfF~<@1lK_u=SN05?V<I_y3{EyReJ)84
zq|LmWOp@(SO;62}?N86mFD;Rt`3o!QOZ2GM(piHvuH3kBhaUCnZ6Y+kc4_tcDn07i
zMB@B8(s<^D=bwF+G!7g*c)-gH;qjgx(%21_K)#1kceWKniq`6Kwzx7><Cw%Gd=%0i
z2|~iqyp(xzOd{7hMI4BNq##%EYaKh`j|!XoeerDn2uGV*m~VrlO(YTv3uJeb=jZ1D
z!5`MN#MI*4QFM3-O-|3wCuwVXetI6xdt_;0d3JGy4qI7XzC`W&@(1awRJO*A+qdqJ
z#=X1dJ!)o`(pN5Cpr(KP_?xejMgU~Wv~!?;fXZ|~XeYHUch|06)VexAJ&AUzt`-vI
zKpEkrFONvSLWkfCKOkPu;rJ`|sh{SSW!ar!$82l+;xYe7o0*@#bn!316;912FD_Gq
znVMcECy7obrkBXML2VbQNE0)OBq7Y|i5aH7(=)SFwhQy~bMzROE?l~hrv4*qFd={V
z;m2l<Qf}Y6MQwCKJ9qXBX*~7xlj9@I%XvK9>Gm*R``F&y>|?jCogHl*^r)`lOA0xV
z<NBDhjku1VNk<{|!Fbfuh5$+L-MeSszCU-sp~oM#zpraEi*rj$H{po$E6bPZE|Uu@
z7ZylkW_DqT8l<jI%~LNoIW;*;DTzs)X|z5CLMF$anVn(sPtMIJnfx!TTwGkCt*fiX
zHR5lUZkitg;2^_p=S-9OqQ#X(w)jzuU!>an1i<G5q%kls(BIG1ntd-P$z5Gk$gMlz
zAF9XZxRg2Shco@YlyTE?m)5y!S7#ToOHkrn#Lgw;c=*&$Yq1l@UVrsiJMlG>i3uvC
zh2=#!+AzeM1@^J%+>E}Ed<h+LAX!b$LIWWC`6<}y@an{jo}6W)5_2=t^OSA#FrJ$7
z;&gJ6D!}66B2}7&^wld=*H`c6m;*NN=kHUwU%7Vu3UzUj$eXW)sM|W?KjfpQAM^}R
z2TTG!i*9@N?4{Ao)z;BL<&GQ~Q;}X-S(JVx2Oz3v-ciU|)m9h&P32^_B+2p`LkFPU
zZS8;#9%94un&Llv$afsr@cawUKK&K4@~PPI6K~Qz>j`~|%4aUQOiwYpm|UV;otm4O
zC&E`JlH~o+v$OilJTalk+36X=fv7&K&k<Hm>$CGz*i&;0^UG8dmM&kpbcME7Z{4{~
zc(IfNX5{Ix>#Mh}Qx6x7o_zBdY4{-+9isL==<zUS^z}2HkihQuQ{8XR3@QZROev1*
zgVJYU<}aZU$7d2G{=?wB9n>BUk`ce5Xgi5cTxB1xfR=Q3^IIyHE0a(jFy|lC{sFX0
zA;vf4A&N4l_*pc03%~T$APrMz;_;J|LyHRwR0S3;F0*(wyF9x<Rp5MbiaCRG`ixF3
zXDXr3B&p?0PEl@Yli)At;F;tCWAO6Q#Va&&U%h($7S)$K_dfdg6Y3{!-C~jZ^w~2}
zDyYEdC<7cG033uxYEOSLrfA)JAr@o^f7&u10)L$7Tj1eG*(aq~9wlEnlL)qBM-eQg
zi|7hj1+=7t_<bo8d&p#ds1X3#_ZMy8h5Gxb0HU4&@;JZdKX}kPM5czG99Jn!oH+jG
zt3;R8#c4<w!PU>t&SfZD=4a`V!Dtv;CZ`g!EFexY?@3$@;iU?O_N1cCOedEX$<+Df
zWfmVVXS25`7&CLZkEjXVy?6V@D&?^@ar!uEjE;>3Sd;(=M)%qSyC%zb?d@Ul(bdsS
z;i~FvDgLek@jT;Eq#sKG$5C1O4`Y6hvp5wXeq`6K3~-0|6XJF}u3|Poin9+mb5ZT@
zM?(rI=THEe__(4D^pW4%@C~AVMSE`eu+K*#$my4#d6HV#f)<NV!7VP#O-)mWu`oYJ
z1I5gYJ~z*FLrcz3ias?rEBx#XW6<mjHI~H8%=|31q$GImMdoL(uNuVBEPV)m<`x}x
z_uicwRF}?b6K774h63o>&unUNfGJEL=!4qZcMTm{h1_GOw41QT(^4D_5Y8+s9>Asx
zs{{zNg4c5#(z-!iB(la1qA!%8u2u$tiVy3}Q=Yz}hx~ZR2sCyE)V^LYD$f9N2ebnN
zgZ=#^@Qgh%#Nyi<&jyBv>0!b8!<0p{bF-8W3v&z1ppw%%MNkAJ(zM{{)YKI9HHpdT
z1moTL=?RLhre`N83l>*aR;DO_vRAKNy+B(Z-Mw>{sL|5ByLWD1r^C)nOvGc%qSR5c
z508iJyB9qMiTb{t-ku^ck6qoeOpiG@q5%qYI*5q@q#9BHZxmM)tqZhfCmBj&PbcLg
zjs-j}w41=j&nO7tFbY_Xexazny_w%vh=KL>t+gGA5(5JTlE^E8L~9k#AgNg%M%Mz`
zi{k;19cbj)=$mg)54o6}pQbEY0yjiiG(R`Z5+-0tl0xE{$;oM*uw>%Ao?yx|k(fSD
z88Mqo&Yh*LOG`_OL?4$7h*p>Bu#a-N9Q8kU%@6P0B8@Yee*P3?k~&VAqz()g#}v=w
z<SjoLG9AjL9gvAi)QNPDOPIdv;8)w*(K@iFyQ`~<oS=0_TYEcZxq};!iumz^r?kFa
zU_lXF4J38U*Y^X7*srI*2u=%-Umwb%!(eXYPQJhRSpc$?{{Dd<lVcnJxa6S+dU{Nu
zioSH_#PMUVGF3><PE(s(nollK50spmoTG70*QRvZHFYkLpd3w{pJ6IBJ2g9dj$*s{
z8I7*9uyT22o`ta+cWz#%t^4=$pXABo?tb`j?j9W$*QOY^hE+8{ZLWV%K$?Dt>V!pL
zdRj+kcNaO41}MGN1*<_|N1=cQ|IyMy++SzsE*kIw(R6karBZ?ZjshA8I+!6ziTogV
z{eY+q0lnvFB160qWQ;`*$sotnzW!I+;i(Q)0=BObY&nR~PXNh$MG3G7ck0;duf0N^
zF+YvQ6tKPNMe2jW8R^VxpG!<oXLMHAbf!;<>1k$S6N$Om1Z&M)pzv`ina+Oj0UdVZ
z?%jLTXMd8<f9HFoanCe!w@KsO^XJY{>l+>!9;P85#7vWV63@;knzU#C{{6(*THBBr
zAhzcsER!;Ck7(^3Z97_5$wNs%@1l<<1%M8wU-(<#;ak9xmgo;#pwdGye+8I@FtFwd
zXsI+R6=m|{8W0^Z`Tr5mKryu7=|}Ge)S*H0dhR$RAWysona|0{YvGrvz0K%4cT%%+
z6e)pAnxc%FI17QFG$2o!B+3<?n3$n)?mU<&Q?kViEa+dlwz^95pu2bO<vu2j`yYSu
zJ<6op<{gtJ2dB@UJ{=*ABg&B{C`9fTKP}M%wnBeeV$a@vG{<%AXzQT%<#1*u6{<>3
zBE>Gqlb9+&P$TKQ$4NpLjIu#p{tgsnjB(}ydDqO-hmHm)WXO<&(anF(BQ-*8asYQ6
zq1P;UH+l03vdI?}(4*nQhlz!sdGpw-uTjQ;*QRl87QiI+Q4>?sle08!OiWC&v~hBF
zhUtx#n4g)Ut;8HaPNG2z7cML_4Z3>e>NTn_w{PD5@H?dO(TDec=XXfs4*XFZ5Ib}7
zO$wzC9X@oBrp2I0luMq+3Fzs9)L0^{0At%hvwu>bAioO(J_;PU2Enbnn+#|L7e#qR
z%*;uga^~$}3IAl|p%?Oso)PlXA;62aBc49&0cNNR5*}9=&~lKfYrr#*!NgNx@Lu4k
z`Z7+)>xOuN1^kqs#=ZE-H(q~(H0G9PW?0x?nV)BxG^<Zh7d|zkPg71zOo5+g44YY;
zX3l74E;&p1yL4e`arr78wwk_TP#1pBxR<94`y_Y&d*3CE8@F!WxJVkuj=vtJnb*((
z?-2D)y?wl(_SpW%8OrYH1canH!5<MV^0+7?ckSHSk)fTa49YV(LQ)WN<0g|jG3St{
zk6d|Yy4f3VnV|r%Y?Rs9o8(=Q5%R7TFvv|Hsp9FS7Pvb=`7>DDc|?2m$&q1N?>qPI
zn{QC{pIw?|C?GLEPl6t>WomAbd7{ZFoiQUZH8Vw88q#N`h`U+>?#wRJQR(Fi7bz;b
zoxO33>eEN}%#ZIAL%M(elkbof)2ml5(s&R&`r^|88tFX6R@h(WX93N<$L*Gj)XG|0
zDeTDr9%v_pJ)$?=1RoK7YsKpUk0bMTfW3x6*zzC~{l1h@M<Lwz_qOkV1x7(rqA<{e
z|4Cq9ko*oDbwDWS%jCc>4XK{~&qy}vgms3&jb{!ht1!85fVyw;BQ)9p@8IAN*}w}=
zk0=4EH)l?qpr~&a@^Xs3b$xn~I-F_k+%!$s5|ihrXenb_o2LG2QlF+h+QKx4UDwhd
zT%nbV+qZAsrbU|EM<3s(843K~$5g@Q7m|}vOyT#4{~%#le=o5nP@w&LiI(i#i6%+N
zYGI`)7c^)Uv2)i>3Y4^+o!#9GTz#7}i};#vfknld(QO6P=^7}AH0tTc%K>oBgY!}b
zgF+3Gm-b++V*yg&_a(IZedye+Xippfd`Zf1_^EO7OCg{&@psR@OPMk=zf2sAI<4WK
zDu9YKmdTz^OwSN{G!A(_uqHY=Ny;65ZFyno0!>3!SF_itOTKf@{ODuGhwprs+E*@T
z-lp09JEvpEX#M=4@8A#x+P%H#`-<k??UsmpAvtG;<R0WIsBOoN_BPNcwX?fe8v*dR
z6QS$qkjH@_<H$^ckz_|8=)-}ef4=S)+;|3X=qUK;!BNOpE3Lq}?h(%*u{Go%P6x5y
zPRb080l@N0neV?((v@)qm<T?9U=TZ$)x$n7xplbSa!7mq<(H1WKsGv~6H(1g%`L4E
zeoUWF%+RXWd0PMRM^7i_Y1QwHHqEqZW=fl<In1S%g%9ZIZ{E0Zn_AYrdw`6{<WD~N
z?sv(g4_2=%QC#)Z^UsbGRHXI|W)3UbzWtBw+e7%$-a%e5Ya!)3npd<^zI39TqVDP{
zZV|AkN|2UFcxprg*X?S7B#p%RP*Y8w)JUD6?-;NIkAh?A2Cp+YN+Ud8RVbSVGTrp2
zn;>;_1T?U=-u{f!4@k1FkN5})dsR|?C*|Yb{vQ*h0Z46-Bu#`RV<XBi%`wlOJ{hA<
zdmhqv7Uia<=Bam@fK;El@%U7db)A|xH%IxU#Um^vE=(O~*?;=-!Uva0!!YhL#^pZB
zf0sIH^ZrLUs%$4G;wLEPIC$81faXk)maxl(&TgrjL~~FoP-XJ(F;eVkYp1!08~$iH
zcn1VH&?j(6nV(VnQd?Wm%aCk@gj;F=b(H?{7Va7W8zZmBxC5SE`lDzLW@pqk5y|NY
zLP8Fvq38hc^8j(@BO0LGfdNt=K6t>(ssk^-^!#&U)B#QF30mQV&~}jox2QflOP%=S
zG^DhYr`p6c4SVs^5sktm?cMPCNjB;H9A)m+YuQyA?r-1w@Z&tQ!2EZpOS*U^y+mQx
z__I$_1=IQl23QHry?f7YS~_iq%$0_Az(p=n_|@84Tj`H{X|e>oB#m8N5=BS^mbXwZ
z4+ked)%7z9tcgiJR9W1Va6f_BBkWht$h*a$V0au{JSf-e#KjZPjo&A@Qp%izJh-?U
zkizf6;Dcbq#XSmGB>8+Ipd5bUz~@egVedrWdhM$$$)8_XCW-D+a(Nyh^a^?cpg>}V
z)FmNj*AiMH$(rw;J*|<1W;K5HL_E%ll)8R)iZbMb%a<<E3frCAckX_ODagG49qP7j
zoA>TeC42R)$Qu+sc@7+4qT9ER-zq?A+r@8yT4}YM6dIAD?Shn-00B*s-AoHxcVt40
zNhA{?`3KRN2bVvaV1nSQJK0Ov#ZJ&E4{>B&3VlhdzyAi|m!z)t153!yFd!dgb<z1g
z*z3sv41JrF6EZD|+Sgb70sMOaCuqHHaPTE3VMOqm@qnN4WKuhKirDDt;zDvh$#^m|
zo1j=pgFKI!;yLZzNveLQ&z(L;mF+wLcgnYw#ib-Q&g(a>8#MlzAAWeB`Tg(Y^HlvN
z=Vy{MlRPpyq7b~I_Vkh$J!IMKCT>mZXm6((FTlzjZ8Y+A>}+qRy62X<Iw@lzXW7|7
z@x)Oc0`Uj{^q&Qy9i-&z@O#=bPH|J2k}~})NEVL*^Y9?6wDf0yi|B8tAxe0Y^o#=d
zB<>FXHmtgv2xK%mFwooI4yhmk^@!9150ckIN3_F-z+?e<ETK1!;b+IG_RY`h=g(r2
z%grY_gqlj6Pq6ys`O_M;$TMe8vux+x$#ZeaiRAn&8}k8VfLW$xckfZOaQ~D1C)BxJ
zxskn2?Kt=fet`rZZD0s8c+%Lj_p!&R)pqXON$+;ljyCdUXM6jO9c_f8U8FEa=nxiu
z3YrroCmEMqlYaL8F&+W#%MySth>T-G_r?KZcEfr50jPe;UXZ16fk1UnfTYsuzyNv&
z@D@?RBKvJb&tOp=g^2{$OXS_MQKEN<yc4mo>KPmu?1vEQJfuCT4j(>9wdqWh<%e@~
zNmlwz0)%IU-pO<4saKnrIDei-!gmuBOwp!h^#mP!;e(YG3eIodx?#|}qK`km|1s6L
zd!#Hw8nN?dq7-o*JmT|_I|KFc-r^sF#&t`(A7dJ~gWV6cwUPIK$d%qM$~Q@-RV>xj
zN@_1iexKcnAqQXtDFBS$yO%~{SuQ$6OyzGX{2x$D0|XQR000O8GJfG&QKMck;%oo_
z=ehs@2LJ#7FfTAKGA}Tsy?c}!S9&LQfku-=lk6(+)s1eFV3FVhT|k4-YXm*m7gA}Y
z)(Znsk7>Oi$R%l@2dS21$t9X(H3#yD9?$q<Jw9XF*<E*x#D>RXO?#7#VS7gCnR3>B
z;!T#vdvemr9w*4DvtDf0S-1D(ILvy7`F*$U1;_E9X&n(4-*=zi`@3~-As(~hjO}2I
zCD>p50b|oB{eu@7`=1|R>@zc)PNy0Djk9BQ(@ZDLd)cvAoSjXZY17=rj5xCZ2S&k7
zLMV6|Wd$#$(|*i0I4hjZ(%&!08u(sZD3!7o+3_(JPni=0JyuW9-~H@3&^LeL?~l%=
zv-s~%cd5>^y7RLH&Z<GPC}#B}F;Y5$XG+}2*Gt)KsdPa#D&arXs8lNPl4?Z7nu7BZ
zuW<$E^rzsp8n3wu?$un^RdCnCpN4zF^K?Jxrlu#0DU>335o0miV0#M&+jDE7e*<bU
z)6STj<!PN+^WI$%5wqL`5qA|b>Av~4!BP=5OOMCY(y=5(?^21S>`cj@%xAJb%NxE~
zDDqMt&3#rVmTCk;_h&J$8s8O{By!oFd>!9QT#?9iJ-sx8#R~NrW?mcNYBhz+q<I!2
zq(%$)&|nxYoAxsWVtKKY=JPqDf24pFFzX$ZY@^Sx=v}~{p07d#vVXKIdzl2Sluct^
z24-5!X8SCUrCKPK`nzpRyI-=OCcdS=K}$Z8DY1RvDw^|;+0l5MJ&kgywwtDP1nc#W
z+I8X9M4+%D=ytmi7Q7Okdrt)KdO~;#-UYa(;8=f6^=7aWnDA(gKMfvn!_H*;nR&y<
zdf1Tyz8Lh+5me;wEI|7Ib|RbLDZ^jLJq<<5nomSs`Q~ZNJeC7-=CQsM)|c)Z=;QW6
z9nz6b|3Qp~r~dL!L(H?Ks9_ytuIEf;q2`Q5yPlpiac#6l&*cgZK9{lzE?loxQg9&x
zPpz>I@&sK4Zw6g4kZ`Linn7?c%l<Mks3x4QJ4x^i<k}TpnOS3T_6(-UOA-7Qojx%9
z$<xJb@^7|h#^dZc5CJBH>Kp>&O9q?FK_vPNbYw=+=uZ}mzA*=ht>q0CpEvp`C;-@P
zeiV<|XVWD!YF{TkPkw<B91R|Xp!g=_=2+o5C_U%@BC3T-t{c^&(cPMAolci(T*0C5
zZb`vGy;3%UV=9HBTZ8yzYRt?-ocNLaBT#&iBH=q&v;zL1UH7b@=6=WyZ;P`pXFVry
zQ`FNzDAK?h+!evW5-U(}A%tb!f_oZHX2gr&M&G$5Ywtrics;+EHO=In?Wj5nvdx2R
zKC`PPp#N01$(Rt9OqQoW!Wvo|_<W_9N%B1)N^FiaFD_MzWOWZJWQzA>IsY?K{TU)=
zt#$`HxFgP<hZ(8W_R^$gXlQPOh%V25ps}@5I>N#Xy6LoP1>2A|RV$a1;<;#))~z_c
zsaELI^;D|>7Eq5h2$+RdOw?++l^1xPZdD6BSGD3L&(poRHLt5@4wD;nBY1USS=Jrw
z&_tY_8CcGK0v^DWJkdSPrgz2J%dp9{+LVMF{ue+kQ<D4lppb_O8Izes!#|wE+S6w8
zueQl1aA;;iHR-=gs&1m)yQdA`m^1hh65c#W%=XyQSEm0erkX)FqGm+UGcaUnma!!v
zYTt`ylQluWs1EEn&t}yuvsrJ{w#4BrASXPXeph0PyyowL;Ina?XpVnt9y8}Np1&to
z<Y`{AUk+f+-EYTazg@4!dDL&w^WYy|h8d`N&qbrwL@leZFT?6()u{Er0|M~faaJ94
zMQxf<Z~N+&H3+)%?7(E4)q|iLh_pgLz=c9!m_AfQ1o&IJh3*Q~j^uyT4wjGe2%(s<
zRW#FV!X{xZrcLRx;Lp;0XP!J{Y92y7N1~fFH@C??An8T&R7ErCm+T@;#Z%<}cIE1b
zL~8t8Oil`_QwI;SKCHFJYIF5;$xWM^(KL$L8ti(#<YvwEIXRh34L&SW!$Q!8jTa3*
zma9Xw5gf&$Ca%jING`~$ngHUz57PkmDb%`)wOapuuqo^BMOAq1+V4hH!IL-aBHDtt
zfq;>|rs&ZX!gX)a@u%!!S5PI31;V>F;sU;EE-;H(nwr4?f2#GM%b{5V=7^@|!hj71
zs$EfdegbiUMI>J)q8-jxA?k^laWW2j>twVO1-2hwSRE>mOwKTg0aJ)pB<sm{B0M+-
zr(MmO$;1n643Irh{J}HxRkSR9chpTX%T+ft059nQ%u<%8N0?GAYibN=mNYd6_9~fH
z7<i9ed16_KKd;a=*UZ**Ls<80Nzb`tlD|o_5_ycTQcPGXxqqo<UxQmFzQM8So?w=1
zLiYsA=(?jRz^aWf5JNt~!1ZUj!hlHqEHtymKLneF|C9~2?Js~NALb!`<N11%b!+@r
zV^PyoD6FpTv=@e{p6*nnLasZli(W4kYD_4?-e@8{A)1cHG#zF+dLoXqa$CMQ81Sd(
zjQ#^)_Fs{nNR4_D6yZEyC*~%fkNA%G6XuN@g({e3M$!sBN+yy@#?XY#Ltc0$N0CXI
zt2%J;h+&kVAvfUZNYLP-&cUDaS~{)85XzQTI$!5*DedZJt_QoN5Qt%FHH`orJ>3Gn
z!y6&8HRy|y=#tBASV{ylTKzJvpU>BY*A0Sms#lZ;dL`b%{q}hVYt$VmL52k3i>4zC
zqBqcV<kAk4=jtjU$zX>0I$}#t=;knTK`>$+V$BhQtf1?88q;%NQx&GlQ$28QEJE-U
z?~S;fN-ZzzCMo=l<NyM4OG27W5r!J$I979nu`I_KO`z#Coson<SS)KaH4A1zD+*Tm
zD~Que5EOX0!-!P<@8WwA&e1PMqLTP-LTkN`fE}TnGzZC~`KzjXGo48CTec&azNI~B
zv&Mf?d$PB*2cg!e4G^^v2FB9U7~Ta_M$70T5YU)G7yO7Y`>MhvuQCPq1vva25?sLd
zgImZ9iV{%_y2!U+Ci|;)kp+Gp<$%Kw45-p{Og50oY9QQYmfjg>F9FpR2M9A&9|XZ5
zD6#Y|a*>09HKm5I28;;|L6cgroYV|UpqL_VG*dR)i!X8Tso6{&j4(yfL!MJ_ieA`z
zOW}J^^`63m!{D)QIk50eW4c{@(-_h1GDl+u1ANt(ZomRhk5+U0`)rEhyg-kJ{I%QF
z_-?mff!7JhCPIK5>pQAe7=}XV{>=_gjaHKiAy1?JYyGk<effC`eCBQ15=bQNF<BQf
zg%HX&@)SDN6R<JnztUZrF*B{ZB<oYtgTeh|gAoP+y&eoAR0^CCChLk30ZLqWBhqk$
zA0v!6@B%BsBo;hxaG32tad%w|+*<b}Gw@|wQ4IL~cBYB!0)dR@dcUqJIigl_b)}};
z|3wf9VUzoc!Vln&Y8pRq`-ln$kj0w97YBmvB@wIf?i*1p#9FQ!9MSlICD0}0si*Nx
z%MmGsCqo~mRR3fYmbu2HI9Q@F0*G+bXVV84yn)jTRi6kM$%j)WH&8P}x^qV!5sCi*
zB9$)Z+22%M!Q6UTJqWz9tCuHtU1}PG^gLZs7+A)Wc|;ifDLWJRC-RU+*qHxK4dn2>
zd2(f=+0>Uioz7^5Li9vab!4#LM$+=%-TXhvpCUj(fRR{@CxO}p!<3=jj8ewzFxnkT
zlGn+Wj<KEiGEpb_>1IcmtguFywA&OKlP-08Tw}5|M{tEHa^cTVqGws+rzC!7rpFiU
zYA+lFE}H~kM?KXG#Na5KAZ$J52ybwl?UtCHCA>gmoPp<dBTTY7aNX`PH9C6YfgU}8
zH4F5-=!;Mo3ISh0KrNuAu9}??D@8;WZhx0ug$L^XhJ;U45on_iIT9RDV2xJob(t9G
z-n#>*se31j;*2N-d*Tc<hTOymgD-=w#(*jVjj4K!InjzHGW;?UPUd}n1)deE!oA;6
zE!-N<YT81kTsNy%m*wm(N>bTJkVwc>N%IpqPcl22i&raUHE%o@xqp>5Iutz&|62t_
zSZo`mN&$1CQFm6IX4pF}nYA6N3kzm3DLr*)5nn!`F--`a!WjMs1;aOQo--IP)G0Db
zo`^@)$R;IKHMql<^R!t&dv#v-zl?gKg!?KCUd>508)~FdH`Nh(B<^tT{KOnY5Mg#y
zmwS#ls@B@uYz{^ey1d-HMR(p~-4RBBAtUKQVkWw`q$lW(+ISR|j3`f;n8IXAoVMD0
z%3nQxAE@tkg%_%tB^Pp~Yi9e16A|lrLJJ_TA=)Z(L|C$2x274*VK38qI6|avO~fsY
zM8Nalfkp!E@m*vU1uRm8&kR^LPuB2NBuJFDD2`@=b>B9Aa9jR7tBF7azoDnY;kqe$
zY1t$<rIMNstPtCP8VfSgsxFf04`_d*<hnnlrUu)^HC>BY)Bl7*V-IO0`#Bgg;cv4u
z-J5qprai%$saIo>UJJoQN^5*mq&U|aPtH747<feX2~sWdFA;gO({?7w;8h@5Y4d-N
zI-)%H`}u0g>w2$8f>KSp1IWpQk|0Q@mLSjKp%qEc?rPYvf|JZddA#1_DN)NX+ANx^
zi)F`4pHi4qiiwiOz+`o68q;JVa5W~N9A07I2-ssF8+U`CuJA6tjPSKm|1iSgES!VJ
zXW=PajW<jDWkiJt^+$L!3-0QXkvMQqjZE1Dva=+g09layiQiI{%q&z~PY?OJJDPaO
zt(8WLg)J$08Urg)3lye`_@jG@rJ^QW3<etE1+)~2pn#`jXBed^f`YVvth(jMuk?E1
zDpM(;T4zN6{=5vRn_tm{L=vvhMs*;9L5}S~c?=fb>xx5c9A8W%e*Y$4C!;9dRA};`
zBQ!m&fC%?j>|&|p{|VBt9&M=AxH}h%stYJYpsFKVV!hs+>c|st?+Q~4f_}nA=Eonh
z>ml!KZvM8aC3-2I(!+7z{GDPl!Qe-dNw$E0O@BWOvE;lvXj<amM#C1nmcJcVy~!S;
zFjaKDf2gJqHV5gNo<hikS<;hp7?=`a5>-Uz?qS7ilo5WydI(n&4?@!IYG#77gTaXE
zp2sxL$l@GAN}Z+1#f3D~l$aoLN#`jSbw{FxRJ_(5iDDYzHPYF%TbCh*M7w&7s%e%m
zxI`EWG1wI|3%{vD69{<M(V+=~=B}foAIL9jj^ZLW=ru=}Zd2$sRpAIHQqgU7r`NOw
zqe!mTWP?$>CLGq)7(~+pp)t#;-mNx^9k>aNF&8_jp2lpNKN0<PI*6!7abYUe>1YfR
z2|kLn5Lh;wqgd8rM{TeTSxpoXPF4qSBT7jS#+}MTt{%934wkuA$P5<t%oW+7AEOKy
zX~N5~h)J-OS$g~;y1`epDe-9c%M*ds)cgqoc1yJobMe&3aCMPmDGWV4s>A=9>5&P6
zdElC_CBBZhAsDc4+p#N?MkJG|YS3fcX8TZ%QEKb)*=S3Oc3eueyuvuHYidk!P@)vp
z<6g~sTj6UpQFC=mjxQzE5-tyxEyMXs`MQg=ivOCb1aB-{-91u6A$0e`^X~>txLb2|
z_io7*fx=gL$qn){i$(9elC=#sSwI{ktfuZ9L5<_+8I)@M9mu;~7|kN@_Mb-_82F4L
zd<1W^v8Yqm=?T?oeGrCCJsMI2!8|=r9y;CHXqise)60aZ@oHI(vEao`jTs1@PG}6`
z)U3jc84Om!vHI`Y3!;aqZ<m&!mr8{~+lU@zDcVN#AedZZ5RQ#Z6Lbs4S7Y#{*BoKc
zS##6|WsNEJ1cv~J4znz6T@ll<L4;31Z0C^H*7{F@T%7+~+C1lP*|hn0l+xi^t@~z7
zW{dRrCrP_@ERLAOaf0AKi!#TI#f-d^!J5vTOQl*j(1|7D^I#AqmSfd{$6(mEkwbtq
zbOSFZH7P+c&HrK7nFkB_vc}hVX@nOwp2=6eZf#`Ekk^YqYfCo>+`-6Y2LpG6v7Erw
zX0&Jt+RA7)y^_#oR#>iQ>6QpE150ZXIC@bE=wPIwUai~gjeM$S^|bS=*96Si$Uvjk
zsL$G<*K{<7nrIBNlAfdea2N2=0-PQKT0IRXB#CZ@zJtkxR@c>@IMob9Np~EAbf#|K
z8wiizie?6bkspC^yX8lkv|LRZr^)x*2B$Fpc!8eiR`XE7QY{yY7*KQBfqbURXY8T~
zu1VhRD|QFGU{k6jgxX59n!RxJ7y~2`O|{|Kyo@Y_A&IrVEV29R2-pS#wd>Sm{V`i+
zgtae6J4WCY`)#{ub^HG<GXKCWl|GBATAu$!3QT@8Uk_;G@>f*-AmBffuhPEOyYdN5
zrpxBxx4FMln%TkN+iELnfMifa<JK)v>#A+A162XXdRlI26$kW8=p{(oz<M^?*b-iM
zV3j1+_&k<>n++J0>KQ^#LzJ72xQ)$B#Mz4?V9juU1n;te6)O0^8nB*%BSm3UADunf
z^{nOr^?a#25KZ;msXJ(<9QE7@<<L=Z1Wv+Ia4`sb16|(<MOQzk5~1TNcp!RAJ=?>|
z!-1=wU!@=<`uP>|vVo^Il6%|<N}7Q@<#bC55r(WbLi8+8Z)Mj-P|E6k@Vez@(+T|$
z#x0qN2(iCv!CDs8<3`h5=4wh6v&C9!s^-!LTUT(iwZ6Eh;G1D;xuZ!@3q(rSPnLux
zQ8JOv>c^R|MW$Y|Nl(DlgFfV6zhS>j`>Qqeps$1wS*TW}S}ho;$BXc0ciYCLlXi?<
z$yncI2c(Cw9Da5VrkvkFHl#TSepUO>rWJIxBY+|Y+Q}iWaJm{(+zk8hN1Hu12-E|i
zdf0OU?^er!Tf60#X(L^=w1j^F<`|*+KtD<n{iAuJu*<dg1lwvQ-JCW`Mt*lNVAjaf
zSqQxb5hh->5ZWA6k?)}Y%lSHMI#!@Pg(X5U3aqU#6$aYJG*ghDk;m!@r>ild*=vs4
zG@Cs!YU7AhIBL@jc{mug;VDbEfxYv85vD*`UV7xQAgktRG-1`uk>_k$e1s8Ar<NUI
zdQPo$YlZ>8g=xB_<j6l-WL=%04?Bk7JQ>qTLDw}CG2On))3MknsmPi!jiE&PB^$==
zAhO`a)?%yEjT~0JwNYtp9#*c*WSg8TS61&JD+)EHo92V2#-tNz+IWpH$wamkXiU<~
zrri-HYo<rNCFx|D!emVTZ|IbWSxPsR-^`Z!_vY#8{Cvjk|8fql8A0fuN7YHp+cw+~
z8#JSwqz*xGEIp1xf7$^%PX8e(_DxGUXo@X9w2NViENm0zq1#nqagTB(tI53JW$n?J
zaJ6HtyWK#HJdy_oJIa4Op7llvEaFb#-g5AR?g-;RMn@QW_C9jM2oq|f5E`LcZImYs
zg#VJ<LKa-Rey2I8Wk-ElU6CCH-vbtmMzdJc(%v{@`3LgQi)MGAV*)3%ypc<VxO=yp
zt>cMN25tr3tu7H#vf3?7S1--Tbo~QxsA7<<eI+7hwc9PZDif<Bu&$lb5tHB)KfCE{
zNi)QA`STRJ@&CcDXG^A;)xuaRndz)%YZkdfR*MfTcebW6aQ8JGab-OJ4&*ii{zPHH
z?RND}zu?)?<A8c8ne{xKH<`(-%XQwAOw!I740N`n_xRx=5_Ub2O=i=2zde!l$Lvhf
z|4yL_J8iD29YAiDvT41uQ%aYzS-m%iJSSUHm`s-cGr4b2^Yo@7vWu?TI^0g_{-J`w
zO?dyV)pT^{9_{k#&S4mt-ZsiK<tD$A3VW}s^|@B6C-n1z!0|J7y;MUkrqf_oc!N=X
zinNf8@>6*7uBHrSI=9;yBuIJ6mED?phCs&)9C>7*HhNH!PNv<_gOn2Qr^xDeJx}93
zx61-Oh=)|j(!+ZL#~P)rU8i4!J%d*lx+O*I;V7|Yfip^Y5yo)Exb0O-bhz4KLp)@5
zPAGV<vu;N4omD3^E63Gdzq8C*Exo_j+uYbN_0At}RW>>rv%J1;ZfVSNYkk91n9su2
zddnQ0s}*LevZPLjI-SLJeSX&Ao2&(RJkIV4m)D~+devsQxqeSndEkiUbyYdAtWY1$
z?G6Ubj)HrLoO+`ptTkq-^PK%fI-%KrjdnjFPk$I48#R-BuU#~=ef*ouvVU!#rMRN>
zr_njjq`x;`r|19b3~e!)@c*TKHkr(pYL7?5C9~PlNm|-T)hAsMkSx$%4-#K>fVAdy
zJ)zIj3fR%8m2o+df0aSsEbB2s9yJy|&C_OU5Cr<@DPr$|Ziy&y5Vg#BH}A7wWi>Bg
z-KZ%Hs5Nl!QwJ9Zu%=ucT=eLipE|ghg*IgsoE~avIP(6kI?z}*YcN*|Zf4zXO~KP8
zZxHBy+(0-HyvSif?0VNhUf@MoWMRCgS~=lzm{P5p+~kW2-rQWTEGc-ZwNx(a(JLWq
zDEK-LuIp87G}g?k5&VlGPpnKv5@KG>CX|HSVAr@h<Xq&5{;XZUYPvTx3s$n%-G~K8
zt84s5a34GVb401N>mn!nI$U2_b4BiMb|evJ&#q+M8^Va-i7daa;a5%W-cWGZU-!C#
zn~AHOEBLjmD<)U)>sgasQ}7$&`qhMjH&z3lQ1EuU9H@RC-Y}Q+u&s4whN}AVX2+~3
zxajeo?%uL`PEW&wLEtDjcaZ}rcotS)D0r5(t~DIWp!+dN81%AGuIc)ac3mH4tmf+a
zCD-dl@G4q%?`Bql&gglSijBb;3#t+c2*R&wsT*{EMpiNSuNI1)$3L~7h0_UwUyQ2N
zy8dl8J<8|&XXFUQuISfnI=Y7r>1Z<7HNE~ju$cie;Hc)ag3?SiM~uuyG!V?vwDBOG
zdaYd+nwx6w7GG>dbAL9)wmPOJJzsS+$;{QYktDQTme3qry_#LqoaLryQ2p^ZE4z(V
zGdks(ZLB&&b^7&&Bg9ahehoxfD0tB+gFas_mxs=<rq0Zkolz^)Lr^W@89^uHheC+5
zI)Lj8hoY>ybR6_~*Dbgn3iXEyUK|eTaf8$UR{qOqC`4P0hw7uI=tt--F?pKDjySt-
zbvWFs65(7hbX3B7!xd~*CA@2pxQ2pXyLK(>N_e`OSXnV|mnT*q%bHi!q1k%lhI@TY
z9c0}aI*puySIn)lQ1D92T+#<$*V#I&D0piTx}e~lPO2FyIFb}gC^$0tz>46-nm{`D
zyz6>Fa8@0oh1DFWR&LiC=vE$cx_WdM;1S#kg06xiIT!kvZs5Y<s8Iqh*0Z0l(RuW<
zqXWYl`+TW}a6ui`g@dQVx&#*1fHiezO=hL^N#Ujwt}FPU7cO=b+)A0|P{G6X&hUnU
zuZKCVNmAx3iK_~}X1e^kf?v%wf<VEqv!Phk;|{}csNhc6F6%|pu@?=8fpQ!LZ->Lx
z)d>DrTdeACgwtRRRei`B4PD)7G#a}4D&Pvd$^s28HX17|pJDx&onb!9Kff9@8o{4M
z=cHE~JZ=|PSA9g5)V%RuMMI$M=%H5|Y}L^#a9BgZtIjHcC7~h7x;i?e6K&8p$N4}v
zg4pZ%4)LcuLs7wtL(xy=(WMYS%?@pkv!w=lclHo+wk|M(;hhrx==B?-p}=H>a}jun
zUw5xxSMV&)Uc08?33KJ@ih?Ir%<I<`{KoYgtGXY|wapbAHmbEQ;Rmag%DQ=1bgX|F
zkyNOT_4gJRxucHzJDp`QQ1Ad5b2ow)2h9Hq+I#bRun259|C|?Cp-}e-U|UoAzChOs
zHy2e00JoL^ho!hDTyCYJ*;&i1tY-IUkA*kXq)l;sWlb-BEwPqU@axyyU^RkguJsS)
zmm0%zx%`wOWGKpEge-<_ZWO1SFUhep?VAP?a9##~BlA}bhyC65mjy{uWH~dAzdK)S
zi2kHaW{RywmjxDcx!h`G)2g{#!?{Z?peO==(k|wL*abTiT#ngqupnTp5s@Gh_(s0U
z8bRYDY1AR3zCl;IP9JBDZ$_co=ZRdAvCsElTB{I-)!&c8#MK6-b#|4(e9AB}Yg~@y
z4VJQtY;`4O*U=|i{g3QKhW)2;JNEhB4C5!}oCX@Gs4|yhj-#T=0No5#^ap3coG3!h
zIQ#^(!ePhkr(v4QLS8XDl38UZiiUq|uD(ite<1I+q=K*hqqyqgM()OSeZ_0-Izkf#
zzj|%WTv70=S52m`eu=AWO;3gActgk8i%X%Y<L}<`X39}<RWM*(#8q^+$r7y1%DJ-+
z@35>|S#Q0(riWSX1nhd$UA4llVpdrKhu5+>z2F;b4M(UeURN9JDf?^=k|LtcibL8p
zuk&_!C{%>khObj?i)G=bZTx$4!Y+p8{&u?#7fW=PHOr8iRdt_hb$w@EGDUX-!z4nT
zXuvwQ)r>_0=25|Oj%aH_2J|3L5n#2v)d2xMp(tcn4wqEyD$3<{N5!<|upH``Hr#4+
z4d+{1Tc(0{I$NfWjS&!TbQHW|nx?K_F*lYrq9B;ARux;V^{HHa9r;<S7hP&vH_eTf
zx*k?B>8Va@2|cUpVP=Q7+X~y^{eNW_d715?<5ps*MCWM-1a)>RI{B8JY4o%CdH_e#
z_=AWq(3$f#{`Hw{tRF8F8*Kd;zO&dK8)behk65N$o{$&VC`bv*(TytvBmSLsrp)f5
zb0&P3{WKj@TK(s8J_t#KBh=Nbgq!0Db!Dq@Z6%vi@I^ChZ>ThJDOhpuk(%*z`Py~n
z=$l_x5owLOSruh{SC080Mngb$K3217^8y5=-M`O%numzGz7f@Im!bA`0yv6nD6S4w
z|K;J3Ichy+!M52?hoBx;_t)S*`G&rC*5(_Fs+ALNn9B-2?3gJ_&vqkp^u4xr#p<Tj
z;<gwosl}P*z)Y)aYN>9brmv}OIwC2wtaaUNSII~hp}(iHv~+?F)5Q|87*|<Z0?Dp!
zmF6WbRI7n-OZw8A7z8ypf+NrC|BU_2@&M8HlM!~g=~#}!cAWlxV4XqGRoI>*T%AW+
z%u8$O?t0l+LczUKB9T_`S}dK`7wnSBG`AEyVe)RM;3cmsv^ETSsm{8Bhnua6hA+03
zw#r(2I(#_PTGcMEt|~Yp7uHae89EC`=VCuP8sARej~h3SK{y)0YU3h1nPH!wL`DvC
z;S4Xcljq5-gT?F=TJ;~c&%<4XAzNW5s}Ns=^0_+P+0a3SdSdMctSvj0xz68(g+bgd
ze0&@Fhx5g9xxdGzD}b4H|IvIk6wZ*xa`iIAzD#W)apg8=b9FdD#vWiN5O%fs(iwIF
zwv}_<X{q9tx!yyA%ZLhu8`a!cba;X~Y4x({E)_a%)>@`QFX3!5Dg@lzXj37}TJ3-e
zv5-47+dAiEu|@^9IJ|L{3aOU35p~E#1lbZ!ZiNcNMk6Ot@VCJ=6c(JIfq7TMMvx<F
zh(_*4mMSzFH<(KWH@LBylLO^)Lphl>AsjgeF5Dr}wvMVpIfnr8mTb;)fh(J@3b=DB
z2!?=@$lLf)5jM$L%{e|*Tx~Ska^%&a$tvtrl?z^xG;M9L&I0jpX>(Z!Sz;-R$ACP~
znahxBvXgaDit#4ZH<O;zp+Z_X%j;AaG&h-qEH9c%l6;k=u)Io>XfNdH<fjAih{Obc
zLqafi6fwyvKS~Fa`VJ%p&Y;X<v6Go$-^|w$@HkQ~%6_4c88Z0wp~IfHDO-c-8I~Qm
z3n?1mlAIspV9S(~$LHcemO2}Y1Gx;g$zlUptz#vFmZV%FXi1sEXDBJxHHSGKvHC{#
znykaJO!9NfWmhGK9lml^5?*9i60#1@UcD;oAa=cWHG-_InUbY9auJtAuo_4%!JRTW
zL<8{}K`b_G(J8|d^>Q0jl4EVPiT`uOPRL%)A%*U2Z24fEX)ZFkgeA7v<I(!q;viz3
zxsF9e(pd>QU~heKvBIR#tZ$g@p=8Py=LD&)FL5af<^~sXNZt_vNm>>842fqIx=Z3(
z?}*&>i2I$@8(BG0t~|WqqEuwp`G3ftUkh%)WI)mDHyR?4%+Il5S&}$#cuTH!h)=0;
ztyU;vQg>J_At9wiI*>ZZyH+QXN4~hRB`a6VwlpbW+t1jU;mzAAR$TaE9=77aJc5U?
zT;?(Kj)I`|gl(8Znk~YLc0?iAo~>3?+FD{{63%y8iy|SbRhA(gayFjHSLJN@vO{`X
z^*Y2kkf^=3LQJieZ>%r^xK|S^QnRnJ1VK&}6A5~_dF|TD$~987wQGnPslxRe$o(VD
z4usU>8>>!Pav~U(+j5D+@)lo`Oz&)%QiV2Hi)~3JvDP}VqE)GE(7@{y*ieDBps+Ok
z7He%pYom?isMKn0F3VLeZid}%B=NmLG!L^U(zJ$ZXONU4vdnv8Q8r7ZI=m&B+Ud9R
z=ixLk1~IkMS~sO!EiSGvN@d3o6}j&9b@o8MilNOFd|T}Bal6h^t@XB4^d-j3NHp79
zAsO!+Yzey&nPR>b<gQEP&=G5EvIGU8bDyWq=dOc-a^^YLye9b*+(7gqtz6Dsm8u0t
zRte>z);F!RoR=eFQVL>ORIQK@FDg2%x3)s~1(-FCK;#U|eo1b-|4N#%42%7p_e=c$
z_<KJS;}7SHvDgD_-nhc@(CYtBjeCqA7zN{VqX_glV}%urcxwLdRr`J83~B*7pNU<u
z5Sqkb6@M;v^Yq`Vd55u(Di{}!{9Wh`s`oCv?7{f_NZzP0YB+C<#cU%MD;SkMg}>L)
zJ;r~UgqddXSS;3>%$>(aJO)mktm88t2UY2f5e75qhQ;q1AIDDooi5gmAI;vp`Ihms
zajG+K#9+VCEFRlEc}f=IWbyG2QKt{eF!Q@cpPe`U_9r{~zYV^VruLTxkKH7)ypxHI
zy@DpJ|72kSGfKuzVfbYuF_tsf;qS&`lg1y#vT@owjoGm)EGFZW*Nh*>a@6Z-gO9zF
z8RL8M7&@id@qZatw$lqKZq6AOlLg~vV>jnw3-?AL&I!YhNdQYgw7=rKX9TfaCibJT
zyx|+~81iu%*55x|$S{9CAG;DWJ{gm5GLgOhu5mL?2f9%+F;ABTByaqQ9L-tv%xC6e
zKRjt%pdvWpkE82tMT0hX;{Pd@mwnwIpO61>Ojf@c$<IGA5^)+kZ;W9s3;4Wzu3+3e
zgz|Vk#&%*FIpcGH&sh0*1%!ydW%T2bOnuMr$C?J4C>lIrgYf?C^1UAs9d0*bNjgjP
zFia}rU!WbPFXYivp%{xVKvK@c-bRRrj(-fE_{K;|Z#TZbt6==lEE#`1j<4r1M&9V(
z8PS4P{?|r-48pc!&WIU#<L0S?@#E)^&NJf@KtC|^8Frc8L^A5}zc%{Y=1@K@=SGs&
zFO^Wn=Y54toPDWa#EzoDK|+GK@kkBkjhkb+*p&&0_k8S;C_bfJiw1{TGU!r1>U|HK
zc{9eh8%{iDTms8}j6N6!|1s*`KTea_G8VSwqq?#9J8BmH&Ug?=h?Q|=8(la*ZCpv@
z44Qd=`?*ZKaw4A@t3aH`#;#1+#rRl158B=zz32pznzjwLd)`=&gE1KNXUETzI2-+E
z3bFN=@yBdV@;}Z#!w_#8+=K)XKmC)&gW%^6#tOzIX2<(<)a>SWjPLIx@)q&suZ*w8
z-ZsV{WTZuOr8+(i8DfP09b<jlyzx1veE9@4>`v4<j{g&RsHKgz=b;x=55yg_GqFCs
zC*$3M;u}#~3Zaxpqkj|#h!G!;gw9V$cHL$K<F@gD1cEK`f0v4l5$S(Z4Y6j#W8X18
zheTZ5{Z7nh#uaEHo0^yG?X%q27zy_&gC%WgM`B5$G4)n77UFXd`qSv?6tzU~VQ}#2
zOl;2hBk<Hmm8dGF&E_K$SHa@0KtERS$&F>>LGY-LJ{}yKiz<Q#_hAbD_-*lrBQ@-U
z4RQ8e^i`0bELKozTrygc^>0Ei^D*esLl~NGL;7wNjUUmB@0mBgx(!wZYki;wYd{2p
z3Au^sd=9<yF*1o*WfEME&rA0F0CMqzc*(eozWn4l3<G@_E7ap-WAXUcDEJ&tB*w@(
zj$;<}#Msyvxm|GMMOc~VBI9vVP6I3c%(#i^j)DFUBrqTIG^QV|^yc={P~JJPob>1|
zxvcL)`YuhtBJY@w%wZf8UofKeu7GTjs27dcF5CG0m3c`{7Ar!>3X<0AyTSR`Y2!zU
zIXd`fEI=+H{<2PgyDedaC)WAfiB~kse{b}67V22YSbQ;dY9WzGP%Jy1U<-L8wyj_U
zN`wD06H9C(g~g!b1!>qh_~+kMkQ;;j<hzEmLpnXk(9U_|A|tE*J(LT^nS|VPG=4}k
zNPyvr3~c<g@yBsnT8hiej`^1HAewzYHW&Aal5c|l-<6}EhjY+=@OC3U@s9DMse;rb
z2A8^GLfb6(&RqqmIb++Yg&(KUqTXW<g8BOjku9IY`j<|FY2PJVKrf0IYmJ|}9E*)5
z5;EXfh{Y51nxAn*Ayv3ps#6>rhrue20RdOT**ljZ6ypd>9*i9)r<q8|un5*<j7l-~
z-x~}jZ-rrHCu5Za*f(deZ_i7DaHj0(zc+49z$(m;<`<10O38*1!}rf=ZS+19eBPXq
z^7Pk6MS3_ag+BkJh$R@b1h#VyexSe0hM<mb-~K0Kr|M&gZOJ5sSKE?1cge6Sk=!*o
zDd)ItmtjV!S8_77H$_3*gt=$mURiBdYVZDi6rfG+*}s236^y<6_8*Y38wyi&3hlrY
z2!m|P*t?%7L)f|EzI`wmmnZk^+rOW&E9^vZau1K^>#5YfeKIuNJ!$OOCr916d(zw^
zOA`}2C*}Cb9m!pW9Dm!k?a7@o&l?}#o}|LqSYmt|6%d#Z`4Lq>dfASAEVd^K1a98^
z3Z$RN3Mt<Sr%S<4j4bf)WMY2e=I=lkipB%<N(&H=?i$8o{17}jI|PzpAZRtl*|uZH
zb{c1V$F7M9Ds0<n8U_`1Ozz#ghYGv)9GH%1v41)(<Ji5^>6sZy0QS$!&Vt|zQ?mz&
z95V;$f$_nEGc$0GnOS=1d2n`SW|mwfeL?NngGfLYW~h0-K6`LB3byfmb_VoC7@3*z
zrLO=Me{3D(nL)i-NjvInR^|XRB*JO9iDEk4PuS<Drlw|QC^fI|-+w^O5-gmi!k#^Q
z_DZgrDbtWk+C4crDP#2H#Lk_&<odVoNKVL9Y22T(>j@BO8)gdG_mg&=OyL;5N_WKO
zA;|ZTFrPDS8n$t1vS9pRSHuA&<mZk4WIhvHL0lIjSMHyp=!VVZ7a*&D5=X>|&xvRs
zXl&cWuF0sleV3Uc(YU;8&wfadBu#2+dTNShxGz03E7vtO0}4}N=HQ`&vt*bLVzm09
zLz3>N>i8rA<m$8ZQaqBc*_r9|v?Sn6dU|>$DosyMQ+Man0Lf|#>GTvO)c870bR)_l
z^h?7A*QchZr-&ED^fW!xOQ-3f9<`kQoH|2kCM~;7LquqD=VvgK?6x{1A#=oJ383@q
zP$*2+q<{N+Ddsy@oSpIa;5%@0ndyEipE<zB@^#{2`f?mSqjX?Oj<Ihas6%7y-M4qo
z9=XEQ9&=Jktzk^=l&Unbb7F^7rR_VmZ<DG-B2Rv-nvni1M;>mBGW}`{{3UO`{swGr
zYR<SH<<HIAjCFdp$$l9g;0ux6abP5qPeeQ7C~n`S_I%+cCQP*#JhpwOu~)&j!Lm##
z_|851r_vETv!{P3|MWEYcu;LPL&6UpRNK)94{_t|;=zOd#N5+|!OQ7rXT5lEhTgdV
zrcO;q8`@Bn-TC75f&QfZG~_>>{)T>}P|QrT_#AAOKWWQw!%xlCsmAoj(Hq;Q=$%56
zmDAJe>DbZq^iEpY(M*~y^`)m-)~0{=%!5h)PqZFzGCiYq;vpSo6!fuuHaIpW!;K=C
z9;dJId~s^34+jN<h>_^lF1_N5oDn}hmr2v(E(UK-+xeK-)YLr*x%&N6{Tch|z5Bpg
zMVr)~y?YEr&`B_Qmm=uIq`7N{CiKLv<hW+Q__pz}2yXQMbwLGy$P<Z6w5Je@k0*DN
z0E|K5r1$_}Ms_-poZJ^l^0wW3r=%oL?46#Om4cg^_H%Z13Tz|$MkcI!7}`cVUx#LA
zrAaIvoTaB%`1dgWJ;*2Q%t4mP%YO_$Q8N1Z9JDDtdyv5lz-WQnXhnt!beNevbQmgJ
zMd2__Fr7YlI3raZvT}q95R*d^f=L{dbq*gooRNz-j6X|GJ(D?X9g!u=I$}}v^T#a9
zimDwW7+H-hj8*;U(WBCH)w8H@^o&gXil~DQ$d(*Eg1%@tD|7geoN4AT>|^opL3-W<
z13i=O12{9wEqYhcZ8EE=lgXN9F<Rdg883=M5cwQ{ZGlOe=|}DWqQZ~OgGfJ+juobz
zYSN>ngY;-=cGlmOzl`<Li#^8>a2$Y-I1p_G?VsA0ik$gwV>g-Y^I-b6XvYk!+%N6q
z_TBrWDXLGTq<=b9H1@Myc5z>tWNvyEoRf1u#O}*y4)yP|Gl%<yLgt_hHsD=mp$3x4
zNb|^%&4MR!BK+)OOS0n7Ve3R>hpm%x$2@b=J{=ic%P!t2CwS=C>D%v>rNh}$nRbfK
zTPI8RJtV7T?c2{RQV%DKcijIt6$-cCb<Y!2xc#1T`7tWod*<Hz9;U*=0}GW$sBq>X
z=V7W`edv*gAE9BZk3ahGqXc-S`s5-3p0Cy(dy=ZYP<^UeCCJlfpE@gteDUnrT20R9
zg|pQspOB?z&p!SrP2>DiwZ|TEWVI(A`(ot`_3+rk51hGIZmw1Cz4uNkJb3@Tcb}H?
zxbN=UZ7P)SyuENrZcXOxQ*txeK6(6@l+qJNj~qUz<VWg9J#*-wbkD^@v$SCj`=7C^
zkcuft1-&ipI9M}1m7XT&J2k~(NWU!j4miKrJ~`lr3&q)k{e3c<FHX;}du;@3`w_lD
z-1bp`L48lpvPCfQa30dt-(zPE(c7aAu}O5ckCe0js7-u4c!)`c9y}yv{185+l0lI&
z$H`?`*?i=MGuH9KU6GTvP89EcASxcu-}4Z0>+-3)zWCG&QO*3BvoFc5%-bHRzj2-l
z_taiLe}M{>=gxh2g$j>6|K6ofs8D<5gUes1!qV&SU;YLa8t2}RAaB3_;l*!K;e(Gq
zz9>-_E?&6sDGCc8Uig@v)4cofg^R@7_dmXP`D;|+<Bu<Ua+`nU!sU-HQlWM6;s+iT
zKDl)1Lpg`mrIimZQ2|vykaM{3(WOhWxp(oxifsPTrHdD3^Y^`vy^l$-KK8r|G}MI;
zKf3s#tozZ&AD@?lfAm39N{n~z{d2ELaeDXlH{2Ix>CKm3c!nhPyu0+&BMY+H^R-90
z6r;x<uG~FO1?T=di&A>-y`z|u(o>p0nU&I$J7FD>M(5ZOdJiFN>@1>@Q_##=aMwWq
z$c~~wI{^<B$Y7XuW~OiE$^0IN8KK8A6i!0Q*d6nbn;*w%hjr#41**BrBmqYvu7UH1
zPe!b_PL!ma;&Xut*^{M(DiuzhzW>RFoZp!z8}CUCc(U=XB-9i24=&2b3D2Lq{59fH
z-SxgEB>Uc85#Rb26+UdWza^i>T>9EKf9czj7hn7O*X7fQuYLOIr(cgCpM3K3l7p8o
zMohVM;iC(ZDHp&4ImE{wdLK)O_kkz5Q-AOL`yWcKy#4lhV)tDAt#?0&)^)D=)*Ej}
z!uocz`HCAA-*jJj_IZ-qx7=5%FGe++uQncu9tFJe+LLcl;gwfjbKj@Jt8X;Ve?W!T
z-adDZAk|mjJSVx|eB<2va^!Pwy?=q^t9t&u4@oGi@4icO!%Qw+ydoL@{#zei{+g7E
zi|>7Kc}144T)1$F#Pj?o7cO7=NLIW2@udq=Yc6^py!X0X_=o3Se_kpAKBaAZz46@R
z@-fU(ZSl<QRCxG-dvBA^$L_xU^r>Ug0?nPUq*5O}W*v%xWdC{ipl9bH5ziJgGe4%C
zmLrHk&J-?FAbpUrACe#(JVeG|u6Xz`zdKhyc=$**PmVBi^h7}##ACVAf}D<hr}O+r
z()>O0!iQ2pAA9lrul*7g>gPZCCh@%b-sNw~{r;7&|596GzAk=AJ};_&;~Q-uS^nv#
z-~6VOm`^_a`lnJMuU!75rPTPsC8@NRKl<=J$$$$Vym$U>NsIU1KKG_%`CD%^CAZ#i
z8}8eZH*Vuq;y~lI*WRG9Uwy6l#+&l7(Ce?iA!*!j8*jWW8SrYO?lxqp(Rk^FXNeWB
zy!6}?PeiWb+3F*Y%H=%!_(L`7;l=8MFG|!4&p-S4E79}Vr5B%%`g-xjS6-!uujgNC
zyw->Yda?0p-Hk-))mL7X!qsTJCLyoB+GxB^X+XUh$>b|9zAoo~*<EV9dOniLH(fVc
z-1)cPeg8e0!8y;nEW1AU_JxaA<hUPvc<GZ*Wa+|6>*q;(&R@I&TFPn{SAPCesWlfa
ze|kk)!jCSld?cR{zy02OuRSN1_v%YeJtVF1*~cq)P=QzODa}buFWD!guRoqWD*YG&
zpT2b>dN%XMZH#>uhGDrpx*^f#?RH0<Eoyi8lDhOz<)*o)PD!;|T<9}e9VhEm^lP}2
z*2WEeSzxn${hER=uCAG`I-+E*@ayV`Qg-F4sSjnWB-qszbvWYcN`mW40$0to>s-Tc
z1a3~jZ!}hgK1?wbVpSg`DTkrZhc7~`WJ|%@ovp1c1>agSJNjr;XTw~osAK&b8!b~E
z>u<GM8|qm9;`;i!K6tj-YMGigiyM{7k~;3S*s8?ry1BtBOBXcOY>nR8-rB6Jt5%&B
z?`YET^<E(K@wQDN90gzA6wb09Ww94lbU&$Zv!&0kg`M@5o|VZq^qm%Zj5#_c#}+Fa
z`d#tsotD17vb?_88qH^u>uW95#pPZq;;^&GJF1szE7ej^Os2J{7qz$va_P<&J4;&%
z-eP<!)RS2fqO9Se<E$$9MtL>RuW?`Ej;rNli?g+>TCRp`EBcIIN31XnU%Gzv+I4*-
zZf#BI(|W_}jV(Q&PPmcM*IjzyVD!TLSS&rzN9*Xg+oGONtF_tH>*|D_e%-ty%z-9y
ztd`o+<A$w9R?nyHvTOPs_?Z4R{hIs4RWp%@;Hj0b8nK;H{Oj4ZwYBT|mJHqf2=wc{
zbHV7|iR(B{LrEeB-IOGPCrmF3a_9^-nN2<-10Aa?YdFfI`Wqdtk5ZBlmz6rU*oHna
z2mxv7GfV<yt#*#ts_5G>qGK*;^-7sryshBN8z$Fhq!!J}mOf!fXI{(^yj9sy@XaL*
zr%!H~pU3B122HG}m$qj*d@NsIh6XLEV{a&LbX0D<UfI~tFIrzhE3T6HrA~jZUEgS}
zS6ZsodTX(@q0Xx<c9^NptF_GKiZ%f2i>;PE>)2Xf8o^CWNS$>ohMbx9Ghu3DX+xbY
z<DI1?y{_JJXJk%#i%Uz|%ycSCZDp3K>y^r|%#P9xn^r|Q^4i9sdaJ^RLLGEAIb*Bp
zptCt_I2z7#j9pjo#+nfN1?$(%wHr5deRECZ6nxFig&hS?ITrU6yky1(8wxJ0&5rKB
z(hk<HDR?f+5-SRRb>*6QRl%WsriQOvU0Knuh39M6`1R;O_F`}&Xs8p}T&z0kIQmlP
zlv!J!BOi8#8wxJU>su{-e0^)tG!?vES=?IJN4S?;<t+torP{;Q2wq(Zhv@z=fj4>%
zYpCPsmS_ld9KB`nVI!JkG3@!1cHLWMoPQKyW6W$XsU;*kOJ++gE!N?!O}(^@Ev89?
zbaGuEVh>v_W+}LUXV8b<o0V2;S=X;X^Ay};W=i*yH8;7V;E7(dr}}xs3~Eh1tSAZH
zeZT}4y89k;HJmRunV!z_a;h1q7xSB+AGKd+Y<aU|MVFuIOHhE6x-PV_QCVuK>q3=I
zhwIx&8(UjpTVFe3ow9~6t}m7Kg)(!|3_JQ(Q);Q*QSemH+}cv`&1D#j(Z#e%S&ZP7
ztu5XE=F-MS1TQX`v14{|tAo_`*-od@YDf30>g}!8R#~+zmwCIP+BRSxO?63a?b_OP
zb%ClQ@2JTORI5RbU)NXQRuYL7eU<L&)s?G8q=zeJVy&zWAVZMVZ#q=hZd^Cj8P|r>
zVCtZ5oey&@eSp_24^3@>%wa2~kI?c)m!<WATql;+M`**2m)1WS5mpA>ls;P96GFo~
zrfKS*zW_&gNsrqV%}|ePby_W5zq#D1=%3LDdQ5NE#%k8GKCc`kx=jDX#BzGzCKY@$
z>&CnhJk6W>rzaAL!KVI6iX^vM3O=a0fnKk0-O>Do>jfzV?|A{!@J_&*%L=~OZ1y^U
zQ&6?sS>9AeaB<x<74a7rS!;7dh1PmUQ?s+#(yQu)sZCSCE#`0y?{-CRQ~xkWt;F;!
zlZlwu8~vC_I_W9P?*yf!w*09MXF9Yr$%ksoUqNW2eHJsfHZ**(rB2HqscvqS%gPg*
zn{A;z>&Buv^0@2k8%rJKS=U<|E#+A^%#980`IfdSE$unzsNu%QQ!b9~qgFO5>)L}>
z5UpyD%f(iEbrdkKtmsqBSFf^_ggQ;UvO?Po9AQRQowLs6uCM7Zxa<ULdd-L?a-&f?
zK_{!vEQ>}`pNa0U<z`xs9;7?HQ9qj%y$XStL&pa^RSt(b%<hVzqv46N(D0=mZ|iXp
zpqedxJ9lZbv#j7H-m~<1aF;i``Yd*@lNvOYS8gq_wEc{^0UkwOx!7iGyA2Z!H=@?g
z5gv@@hN!2k&yqt9@?YHA;$>wj+ilLZ*+DT3l_4p&!?wNzTc(4L8jdfzen@9(HJq*x
zDYz($vhGKehh^1Ik<Q=dA4X^4my}aMQ9Fq?-)aw)>w<OMP7w`43gx;WU|ZVdbULjK
zeND=8QZ4P>-CEEy6+96$Jxkxe^0G<wBQDRS=#4TGez*wFc-vgP-71&cAE^a#E=E^Q
z%S$6)!9mUqWq7wtwyq3sr?bw~<=|q4-YHpU8?04P*JBa-Eb6Pn>#Yi_C?gJs8G$nk
zSF_j4k@d~4HI!AeszErsruDYd-g0!LTv;N5s~g&#Ro>N+vgoWwM!YDT{`B0_9VaxG
z9#<x;ES$E!^<bK-+5|hP;i@*BWxl$q?`}Xoh8n)!WR9*cTC1b0AxS<Qj^IPcw>E`N
zSPm6@!wK7Z+_r;^baZzEk~O-!;Xh+PO}A!;Pw3vtWqq?l2zsU{M4#m!f;>6jR2oS2
z^_`wFQsB{DpJ7>1r#LM4>D@DBmatLwAG7HiVODkaMGRN2#*}no{t;h{eys2;bux@J
zBP0CSyg@I|qRS=2-&Z0$<Z=61IuNWCh^|J7k>AD_B@j?7x+g`)`jtSy>9yOV$by-s
zz85XRj*3vK=~A|)q$_m0UUn2f@XckVMV$91?PtZXRWa2R90X?@qbVR`P_35uhK6S<
zXO`w-mzT1w^(P`JTS7LVrL3~CxxT6IMwPetb?pV9Y1eOgjV=8a0wf=f+Q9g16G3}v
zw24v)b1l6q(s3Y5I_oU+icZ7Ihz51aKTL;gbknWYQ1y>in~l|>aw4fkBnA4F3QKIH
z0%qt4W#Wor*q^YAt=0ZcyT~0sna?=%&cfl4euhKPi(VbNRN9M0;xXit_A_)5Rj9Ov
zE}ZHMHA6uc6o-PvsOio;0pcV(Y?p2Ly9=2i-yI!gqlcx!PvxH>i7J1SehMIC`0@FS
zK-v^trs~N)4IVE%BLt)-8qeV4g-p4>FOPrBd@&69wmdyht&<1~PtFpZ9Fxzoo*`>0
zzNxuGn^wxtpx9P6pwrpnk&kwIi;H^0BON%FrS}Z7W=!v4EH8Vb_jN37bT&5>yj<Q`
z(%0_F;wLt2c)O#yYIfkrb#lGL%;iziZH~5!n#-oClXPo&eM`fgWpmgZZ3v0B-V0gp
zIF8=KSaR08dhev&i7jdA2)mWxDA{MLt9k=zxz!j7{q~7A#Q-I-s_!Ni=`x6Ywl!QG
z4%KDIt)U}y+t3;6eHxOLT{hL9C@jFPd_THQNtOGlTxQrOner#{XUX~u|5UXR{4kvx
zoHKYTPdyx>(~@%#3OZ65pRdBagnt{$j<Gn{8OzCc36OQ#2eT(2k<saZ%#a>i_T#5B
zqMyiN4zvo0)NpuDEHd0=#nn&5@fbwMkLT-j>v9-f7&QE21Ux_&oLD5Qdkc5LB^%Pr
z!O(Jxpq$?I00}B<YeshRS$O(#s52+9T4y$`%F^iF7tP)#?<sh~6g+9D**s&{*Vn=N
zpHXpad#j`4Qdr5h-mlo=Tb(7HMRY2rzMyA`bw0X?*WpVs1z%n-FKbtVcrvEr;WiIC
zqicYS@uAKZ5?k6Oedd^8tF}l*vrPArn_%SdLUf6j?x7but8BMjY&-0b4WsVwfNJk5
z82ug5kww0H9;&$ud}nDulX=5G^zPB2^C-RP?P$i~g?WSJBOM?9k+P!l3VURbATLLu
z(T7TOrVc?PbpJ+V31C2;AuS)O(9J3HBX)Eo664a7uOT}?hvo|OD=2hy5t4I!-r#f|
z+#)Wsd?us^+srD+9|VMr%NIr2zZV=1>HJ_nfj0debb|%{u{<uVS~+AhSTEcWg^o!6
zl|k8r<zLnTt;@RV+9HCfWR^C<C}J_g%}rwzd$m>URorO%7wqRYTRd1+@f-vpwxJ@e
zrLE9uk2VjIm9pONahF3C=hdBn3w2|@n6CJ<_H&&wco+3nTpH3P&^9c$6Gef=vV%or
z%KSb!=3PXog*;ShJKf*fW*h9_JRLR!cOoUrp$0Ee4GRR#7wGq8unhUokyIo}R-R|<
z%&LC`2s*x=0K)Ni+0O}j0f?YC(H#Q)_fjYO@sEES{WA|Xu!n3?pQBRQXmBvf@vS_C
zV29<&KFkwV-QPi#kHXUP6L}a|r|kUAnB2Ay{)zl^@>W{3UW1(l-}qU{x3K)*L`#PG
zIYNx>-(`dCUqC+?<higd!qALGELq}PTM-e<=3+%}sB}X|zl=bX%!K+yMDV*AE~~Ap
zjoM~eZC$mN`37xW(d!~gydAylB3&PJP2t?mW|I_mtkZASY_{1o`-LqM{BOxR#gHz{
zWy1b;`awW?Qwn0J{~((f{=<;s{UH1qaE8v(-diA&t24s>X;A!0)YuJ$J7v@Bmm$pC
z$<9s_7wNXg9-@4)2vCNs=WP)CC(fb2Vumhmg0hF{r~oP^NMVmsxJOs?5hIwyfE1me
zB&sGzMh?rLBQ^RDV7zCbQYYt({@!^y`Sb!}xN`enCgp<4P&hF3C}iS@^uWXfh+Elz
z0K?ygf!H31mj7CwwCWAJZo=wq{gXH?`GpQ!YPI%7)XR2zLPXSi!AZ07P{YMiSyA-`
z&e}r3i_7i)Av?3=g9IVF8@-GEHi|)D4|usiL4)D5cQE`xCDiP60rVb*;`TA>40GB!
ze?R0ldb2A1h$|U}L#RmSwBf;qbhOd&C-c!S2}11qM@c^KAQOZyagtLy$O8?5vdz*>
zaYP~g{AuXM97WL%R^C63iO^3zW+Z87T4Of4Z2+__;-TR$6zB`=Rxzqu0XZjWH3p5b
z9Z?TLLVEEoguRrM?}ioSe!_kUA#_-dRsfck$l5)HChRz!H!C0lLIP2W$p)Q}y_J8m
zv(;`#uN|fI7Baxveaw7`zd_Bu2u9~HL$ViS-suNC*}bO?HZup2m;+tNI?P~!Q&<Cs
zQ4mA^u}wc51joQQM4L?(=-TmH6z$m{-Q)P*M7NV@{J6Bw5SM)=!+#<NVI=uDLkpeH
z69)`-AE=NzZSX1rgZ^!xau%fd0(p4hINwXsJ5mjPoapuhrpBW~-~DeOsMwFr>1GOD
z8{&t^yYp$x><BtbLUvz6wFzPol*gxtlEn*|5CN&-pQ6KD^6CbrAIrZ?R1UvQ_Uu5W
z%}c1uvuJe3X*y|N9S)sgL{gB%%)jJ79fnGX*o#F;GkLOVra)0n5xV+FDO3I|Mz8uM
zmu9eO>5O2O@mY<|(n8=Uo`U?alN7EXp80Z|I^B<@KJYe{HU)DzWN%_3w~_IfCr|w9
z9E2Ri-4oqQ@(+;u($D*ZaDgD;ELQdsC1#LjmZWI>L0Dpk=g>=wzK$2c5%}}|4Dk!0
zy0pg&N{i`M0v1m{jhCF4KL*RcMFP180xA4&MW^rC*FftwyGkaW97Gt!XJEwtiu$LZ
zbXbe?*@Rp^f4m@nF1hSG^AI3Vo*%TSmb`_;iG34jeHz`C-bVOVls7#5yI~S%K`^>}
zbh1DhOxCWKDM|RB5)qNg{b@Qtg}Ruf|1m~c!gokjf9HJE&WADZvw4zJFrCpM`~48)
zX?eg33b~Jr)^lV_Ph(co1w<mlVOSiG=3OsDXZsW688MS*@%hDq{6*T~kQIr(Mf7@<
z9MUi>|4PI=(ozaR5LFrcAE5dkBtivDvWCf(D5H@9>H|czZ;_2b7uT>>%9&tv{W}U(
zBwppe8k2HQHwIV}jAEdX|Ff9U-82hywTs3-fiE+88Jd9zsC5@z&V|kPkCBEwg+4(;
z2L0|=!F&H#QFmWK89qwShU@|0#?X9`Vgj}g6)w~4GibIS&0j<9dD*+sKLFYtor~`5
zpcnsMOas$`U_wAFGWj-!mzEQ*gu!*OpD7R>Wg<X}coodqhgPS7f-Mz&PFlGJHuO`Z
zzCJXSkwqleccmaNiSYjdL%~w|r@&Q63;PO$eU)O4ReD!4E7Q8^!o?YMev$~hn>g-&
z4%~i#-#`~h5@C|Id%=_#Sz5VufmKHrGWfW<VaTFS>4FbH5-BPwkf$UKpF*RD=INa|
z2EQFNcF2V1BQH+=a-424K(P)K=<XK`%h`OU?Kc4V&kMAfa}Mo(1PcT~{0vsSJqp5&
z{*weIA^R;-dF0bz!71Xy;pn1u`wwIC#f)U>*qHihVY1eHB2z%uc!)S0gkU5}1&SYF
z;6B8d3s@vvnV*Bne34A%9jI`gg5WQs)gPedV`z1cjLqov55GVZ{X$+!J#W85qVg4d
z!!Uk5PXssEJ1GA;-EG3qAAl?wbU;xaiQX)xM8C=V>-JfJ@W1@0^uA3Cq$@}p(LY6|
z#{ZOb?-O+UD#&~nCiF$R{e-3uQy2(^`onmXgQAbJ{{3@urQe&E&e@;K%ilpP({)2$
zmG`}hAnEVfWT;A5_Iv2~e?&#PR`pYKK$#lh|2wg&pU3|vFz5RL&tm>h$XLqoDVzB+
z#Mv*CI77WTQdW}6pOg;vzaYHo{}#C`Xc(I;N-Na2q(g+Y=2K)sTNI@r=%e3}_Mxaq
zJIDaY8@i<R{e85@aVJ@B|2cBL2oIPuFYf}e4=~CS+K2-Enl@Nkple+jr%#4<0({Mb
z*agT~{~YPnyfTEeBln9W>u0F%$>;_Rr+XbKOtJ=h9n!(}J_R3bKwpP-c^N%n2vRrp
z<%0Z)H@*wx1iAQ5EYyE1XZY~Zeix1IE=r36qi^tED;fREIfLDS!PB4}WT3wnpMMz1
z1bYqTe}uXZqBDd9NV&-iOP@kl-~9cNU6tnK8QK(TVg>M%{sUMjxkWNU{PsfR>z*&j
z*N_Y^9G34HEz@tuhJAH4m2P_?hI43_J-Wgmod7Ff*fS*=4UnN@5KBKrg1;tR7n$e<
zNon-=F3Ft`?R&<eO<&rH)jvD`je@)l>6al8h{owEZ$F8K+Y9n$Wd9y~hZP+5>7L>Q
z=x`15`Z6lM5V1hUIN!nlcPP(fQ0j{EEKQO^1M*_0!LvRHx?f&(mf9e1Ya=*f7v@L}
z_oEst4`L7%hdzfs{~A1jr4j7Sf|LTDrsdEDXFe|tH~%TAy_5-KO3QN)?+2q>wfxGQ
zd<j(f<K5Aff^%5VE8ypsWH3qFCHIpldJwbuJqqW2AQ1J#Z_w>aq%D1l`RN{Okz$KW
zpv7}<%8Q>2VYLrY_icEM{ScwY$U&o@pCeOF_ggVM;tl=^?F{*klD~R_n4gcLj>f!<
zI<S&}B>c|-{+)SAH2yvE7w=F6?jN6%dPSP)|I^bH#mby0<Z(=|QUZrS&xh$psxi&a
zP_Yq70VhQ-6ew!?FfZrCU&iO7(1%x|>@@UGll3M?F;595^K5D9S!VvBA&mEvDY-v^
z>@G(Bfv!yc5Ubx41q_@nBxi^uWL4nb`EO#tvdmdtMztc{uf`|b1;3<xPZ>k~1w}%T
z^dUq!+L<8l43mwpiFAWf2J}nD1M<NC8By(F+TP%>C^EAB$5<>9A_lGFkJ8OTQ03R=
zo}uv4nM_1mu=^0!evKj;sKpdU--eN4e*Nw6)FHc+mk}9%WS;J~P`ZbJmR*bjdc@%L
zDz3J;F&6FIj?<+vQU!=V5?u(|Y1qAA%0(eV2|W`(`W7+eK=D`@{%JgN2d|QpzCc%{
z3o--Y8Fj@Ru|uE2Wr_^HjsKekIvF2X0q7PoKZDKT^CZ4M0wJ2oNq+=|B)9*YZ=p3b
zg6uGA_;x`$KmHG~qEvJ%xKGyfKG2113_>&ZAen@p#+R>ButW=`3<fT_AMH@6FRi>Z
zgybwp;1~snw-rb$${4H$q9W>Q^DmJ+d=rf*UU*qa6J`!++CN8|A~JpgrThXtJ875y
zqal4eWzrz_OypuYj}*a2_}rg3Elq5nA~xbQY#qh!%9s$*C=-|3QlVQ(1$CzvYn-*|
zt^m3qUmhhQeVI4CMYil6!+(%wLm?56KStNT9#t6nf1a0d7n}t>)_EWO{BxL(lla_C
z?dj&_j(K_0pR82hg*W0;0E&F1Vw5P5!=`xfWkfu%&BI#}4=D+_#-5^-><pQ&f037$
zfBUQR(N*80WUQehx6uw{e*=Df=)VI)3*z|CLbahobpKn*8QIeNNCH=3-S}l`Qf@=t
zT}8TBYWR74BJ1#zc^N+SKSsa!PArsJ2*C{slWZBMFobaI62<8|>7he76!%U@9x*#o
z7s}!2Mi6-g_9@DLhB9q3^BNfdGJWXnZc0AsWVVIro}_*64=L(_46(dS@JYlEW61e=
z+B>t)BG4<Be_=dQknf|~EGY>|!7S};(E|?(onh!1G>d;H|Nl02t+8=j*Lf((dRP)y
zRQ%%XESJlNNbbz+lGNLx#L@d{G2*k-a=qO3KD;}tU3SS(AQed?#jIVaro~#2(X>wD
zBtTIlDPZJJkRr|eDNv+I)BGvY_D2CnDBuDC+FwnYKRw?$cW63Ji^7mOyqw3Kd(S!d
zoO8eL48~+L?)hDM3i3qH$b#d&3J0K_6Ap@GPb1Jmp^i3WvYB^wk-T1xvp0d<6G9zU
zMJy{-aaZ70dpqg8!+q@j@uYDcE5XC)&~i^PrsS{=+q~Cz<~K4@UVq}u(=)-&B?ZKE
z*<Jcq;2a}@a#)1NaDTK@oSKc(e7u^#?=)k673&Tb=i>-o;7gtA#}}<a-Vf*nBJ}oO
z<9cNwtUomSEg%CzOJgWrw#VcoFrw533GC;ofA{D<2!`HA^$)Dq?C(;@=tbgOt;PEu
z{l%u^fyBtskLg8r$i~nkivEMblW=HNrSqp6gtR3gg$NM*!a=UnzmxPYi#UPWKcvy^
z;3zSqjoadRCFwcMaT5DgOCtNRB!ow#{_FJfb0GMWZMN+7$b@6zU(j(C&iQq$pLE9+
zn-e0OVL)z!oT4!la{Tzp4z&T}{|617_o4|0id=H~=h68&(Oa?_7$*AV8pi8yY1rSP
zGrlPX87BQG#ckxpkY;%=aOS5ONqw5u-)s?^wHpHZ5d^=9PJCU3Pmqc4(*0?geDqaE
zjJ;W+bS|9%W23_##PHM4cPwP@L*C{D5;-EZr&SylQ#ZYuz^)^rLKN_TjUy3uNQ9kk
zYJ-PG;hu-^@{1+{BvPqehy;CuZum+9DTEm=YZCH)Nf$4{XGZRY#?ARhI{4UTDfMbJ
zWgnO@?IAYRpx}(b#?UMsmq@@t=w)MFNaDMWPT$za6ttiDF+N!kL$pYz{}3AcOS&%&
zfcJTNSQ&0pi$v?r09k~iq*X~e^CTw~LK+ec-^NRms@6$<y5j6&ITJG54uY(4sSV*E
zHL2A?-VAkgg1uT=6mGE3=uMLN?1>}T$~>h&>gll^V!QrQJbSo?&R^SH=Z(f_$l~#E
zzJmdK6`9kYQl}r0*F4ZC!8qjkE<NW*_857^YfpD=k!Y+5eWw*<XOc&i3@jO75F#Ot
z$gU+M5$Gio;_9{8yaDmCc1=Ppr-sNiK}Lx*!TBh`i8P0zQ~!O000|4bd}ltswN+&8
z8a99|E_s8^9p~>77&9e$Z8RXrUVMX|feJRy(EyCv5|vyqdGI_|c@Je+HbIM!_&rYd
zJT5Vk1M6pC<$KeTnMd~GLnO}W49=28VO6mveHiC5D4f!3vc|B}d{lIfmUL1;RUUTj
zDF<Nv$ga<FMbTz_r5H&XjZG=FlS|{hOaeU&Ck12iQk;g7mTKo^>ffJo;K$C9m*xe5
zHJRs`0#EI86}rU={22NJ*#{4MVA?w{^rux~3x#|>)_!fVfH|A!qC+&9U$Vz&Y#*s!
zhkSZ@?SRcD#otPkPfDY0r*8c-uhAi|ggiA}=hE@NlO~MN@mAy>chiXpQpBIfu|q*p
z1L>pj`eRx*?$N}IB5pwbMEiZ}bBu!Yr~Vp}n7u+Z`8QM3_83iE3aqCdX^TXJ%NvQd
zwKHX|Ev9H|9o_K*%o6QQzI?fWgM+6>OLuW_F<rmUytCPxD^I@446+AnfA&5T(AFM5
zd4hx0cON}u+S=pQx8HaZjGG55_ut@WJ-mDC-fiaD++DtT=caIP=I3vM5LR!@&CNIX
zw7FWHDM}-Cw_3#ws+F?KR3*1mu5gb^rD9pAX2oK$#68O8av=JQq>I@ME}AVB3QSrm
z(z$%!OetTe@Iz-ynPQobGR1TOw4(Y<@%qel;TPs6uTJ2?^u!fmyr$9<V=1|Cc5+H6
zika!DG{|N3)YMF_$fu<<`4V>%yeZ+o<!1{eAqdTYQq?=0%B4ZPoJn6#aVJxg(|P9G
z&dlV6Sv8%V&Z}n?XESn?E|owVtY>E3N>vfCYSlSrvQ_4V*EF}dDEzll<K`_P$5m>J
z_uk^8YHeu+T(P>lu(JAqPjm0A3Vp0{|KVHADV<+gxx*Z>h5O4@rYX8}rD-M=Pfm@T
zVGi%f;bQ})upAY2Io8q9!wkB8z2-qCdnFGHjWF+S_~LYx?>tppev=uD^?Q%r<3gct
zJo+-YeQ!U0@-DO5Rv$fDWd_`vD=RB}&C2~dw}o$d`<75h?=6C(*q2$V%`Ga*pu5EM
z!eZH7T)_Qm^NO`tc5C&9(87vzIIj*%ZVk7%OBXayghuNo3CfpTp`R6VMLC+FqZ)>5
ztXwRxP>xKvWtOJta<#_n!c?hT;~AJO7pgU$_EO$0OG{R!JzdGq@JP&*OEWyrrE-CV
zF**Z|MJkgmSGbTM9jRXA3Z)W1yF$`l<Eg5+Ma9r7<_dhjTy|E(K0iB?=Vul(DTsUT
zNNyIaxW18W4yw|Z$>d!T#;NP1HT(*tijeEB&r~X+29qh*71fxWtyHS45QR#8o=?ja
z3PJ(SXA8pBEEZ}DJn-e(($Y=bb76V$j<D)(FD(hHZh7U-9YxZ7uyPmnqyFH*%AMPM
z+RDA#bKEO4*?)vt>PLr8j_@m88BM#)FD}$?tuU|g_M4C1WtQv1wfCN|9IZWi{DfOp
zAFi%4-Sv%?x87j6S-N%i7IRu_^EVe+oaYuBOFU%@3+@6xV!n}sfRkmJEoZnt^}=j5
z$DJ*wij68C6{qV9H+d$e78ayDY-w^)2($Uo`DN~8cC@yDmgLkVhz^%i`C1KZ&y)Fb
zosGe9w^9~uaBIah4lb0c`3W41<qJ9H1y5zO`B5B9kQHM_;dmjNP4PK}><p7dFXuDU
zeAT&3`uZ3SPEC$a@>OT9UL3#1cfNA|3b$OncI5(}JU)5t61QAWjbGzurBc)5%<QM>
zzs^_XQ|TE#r$S;iE#|dQ;XW5!x5lzvs#fQC46}K+ftKOfTm>3O!p;*pa(%kOgx=}N
za+L|D=~S`C9Oq1?(3qE&g8V6)u9SEpDrM4Pj9%6C_nH~kEfnh>vo(uVzP8b*)p@{|
z$qMj9ue`N#pZTvO_;bR?ymecq{;k!w-{z%f?eXI^wr!8rp1jM9*ar{S)_A^F?%sdE
zS1m6tFX0g*wT0WP7Ujl5#${Q~PNzhcmtVPdmPMhlIDA&BG0eFKkJ+g6Ss2)Fimj<n
z9ynn0AKf!ULx<()$b}22xlpg|pBSIwyOsNAvTRjn5~(7uVy_HN<}++n509pJx&}|Y
za*fM5^qn2KbQ}jg=PsQ*C@p7&?VdPwVt|R}gU65bcjI8-@S#EGzuSinp`JoKb8t}g
z%{n+ZV2bhU9UMsX$>F|4!omf2yZU<jdiczdu6<oSup9gKb#-GDdV9LN_@;3>!t+Kf
z)8sSy2a<98+`s>Tg)?71d~|@%Jbh~TpoN1=m(L#OPG1|ldY)fnnq=)93qv+DGbT2K
z);A^<XR3-+JX@Tr@#y8#)kZ_KF<qZ$_n<Ueu8Vt+%atl@I`X+<iKVnuE-7)U7K&^Q
zK~(3KVriDmVx~|k<Z8;9ko(l;t99`~*4|xPeVdL(w8xK0wBq&E)rSvOrK&0|N6ezX
zef$0j%Wh-w)(XD>Ek3s|h?3lz;dd*|FCS+bu)CB>@N!wZb*$Htt9m+_20UMmN;!+#
zwA5f4slF1{F`Ts%D8<y5saS1NOk%b(7VBUoZtv-3Zu<E)tKY`Kp|-?+uApH>%>kB*
z?)Dy&Cm|N=-p5x(y7qN)EefNfi)$dj#ly4XnJBpGH0eo{hOtIyEjM@-ibUv0L<C0$
zjmcfjh|qr+jJm-jcdUjecmaxgIIL}oj~HPC1-g=`%w>**4V{bI7@P!bN@VCFslr9~
zj7aIIwkVAPk9e%39XIOgLJ6+k-tJf%mp$uGn%z8JhYk-~EbXUG4jtrIzIyrGX_2Y%
z@zJYd!1AI;^<tyJR%)(RW3kE98x=8NwHiqY4yxsRE-&+!%R>#5g)(Z6<xBZ2b$f(X
zI}*$ISBr&wVI5FhC}s=!fP(Yz&HDlF{LPi+r3b2g>DJuBTdLiyR~K)o_CjUu&V*{u
zxi{a~ACP2fcib-3o}XVFim7&YaVplX+UFYw^oVL-D92jEs(o=<Zw;&V#)a0PqEf~^
z(yFWWWG(@O;RGqOIexlL*TYiVDRV#%>#9)HcrOY_scU1p5ec3Z(T%o<B6b=&!zr3j
z1H&OB9Y*mmspf=&8GFqn>Z({#`ky&&pbVS(jsu+*4mt^;P@PZe25|AZf$v39YuHfV
zn?UK6;2gf?NLbem#posx)5F0B{hI6yZm7%OqG5%RA47#5{f`6{OUktg^^>%{DAYoK
zk?;O#UaBShEKcc+M!Xgaj;s;BEg<h$EEb6<=wZ*ku2@V#68GC?Z?|ecd-UbQ!FThf
zF1>R3oN6zoucuS0y;jQ?3#xs7p;%CynTf@@Vz#8(8;x?Yq}nUBQZZ;R6ia#a&4r0<
zv6#&TP{>L?n^EnBQaYDb?Q@N4?Y?R+y4liw)lME^^_FU%DU}y9sy$s^SPmFXg}K|s
zPSx%%)*M~6R~r{P^`M{WxE{1GoHbg5_S)f>T2*^84^f+#-uIFoR#5iK?XBUkx@w5z
zz)%o*TL(nGqt)MOM%%m{c2oxdQr7_y!jz-Lo31N_Jjq)#S6)Hz8?usm7)5x(5XG>8
zqF`Z2IN2ZtiPtwm;=|r1D@m3$%Ahj3YLAIuA*fo2{>+)xXRN3J0KB0!;b<>M?-M!<
zTJu(h(1sQMJ&Fe+Wt(Y(@jKciA3`KM)}{u;qLnisaUB~>_V=syE9Ztz2Bfc4>hkEM
zYOj=L(t!Xp8l_4-81VU;TU!^Tx*G^m*{v1=ih8k<&!hsub1Ax1?c=FTc|o<0rgBwR
zwU4FB3*)MNCOcn0q}p@t;#fz}pT*pML$%l4;r3vn=U(Yt7l86WYin3dWvasonaK+g
zzs*b@<(Ww8Ae(gSt#rPy2imk|3z{fp`gWnVPKXf?QQdpiqThBipn_)B51Xg~)|L!;
zdY^2u?;)$xhSWHt*l7Yf@zD&-F1Ga{4#<ov(0XTB|1oFuAumxA<<9iLKIlH?unC2^
zS`vbL>clTEptuu|>Lfy+vk%g&Hw$|LxD#iO1u5$R2Gfp4w1ZZ%z0EsH@7LKL>l6u{
zNLW2_OO4Zsp#w*bD}}gr&6zOCnV-qzltR?%RX3Q8#$2ObQ&&}MRksq1u3IPvW?*z8
zR~uFB6En5Suxd}`8Ywf7f>QBhK+UVyuJ#7A)W{FC1+!N^)ut;&Opf(vhM62P{AM$n
z04}bp)zQslv{l<}MkBD{2GB9yE^8fv4!zX1?KD*Z1RYQf?OBs|=$$Q?Q2@jZnuu7E
zv&!CHz7I0647g%-(pOoX7=VTZJRmB($<mbs-je}oT1%YN?L|~f1BR><S<8MBl;`^b
zlsU@<;9X(VYW7j3mdn3sn9}F1B>7D=L9tl0J@#wf)}83->FNoJmK-=Vu>YVMqDvP~
zpSuuP*348ot=e6;7)(vFRL57@)7je9zNJ82%EQ5cSE^IVh`MSnd%V*K2K-W=5lqC`
zU|U#CMDkcCs`~XBuzc;<n~5+8JVb)%V<+Z_4HXHSvg?Z7M*)%}X-$LNhhf2+a{?b*
zt4NAA3yhrP7gjWkO{!J~A?<c)a>(jATVd*&lXP*kkA`hfFbW2CiVc4oYUBal<{UDS
z(+v3o{UL3XhE-w44PeF%XCMA|if-G=i#@WWV*!-Q<P5cTm=Ps(13PI%ye2afZKsuW
zX}8S6zRs?I_j_bN845K%SI!TeIvuP_>G7#x{mhpx_5|ZuOdW{@<C#Anj|74}vOg9M
z)}JF?&LuP169M414WsFV214EoeK7STfAAGnn`Bdd0~Q?Hk-&nJ9T}Fl09eD*<AMe6
zGa1k0pCB3cUb3WA_+H4~ZqAI;L5l){W9ws!EmH3wMc#s6M&RW53HsHxWJfoIi?$}o
zA|Bq(xO%cxxTKX=D&P{c>tOIHct(*&jIL*2nqCGND<GKr=;u@-q>$jC{g8eZ62s)5
zFKv=9E>R2-EKI#!?HwIz1Yh27*|usQJJz)>spsr=BN*8uU6J*X?TdKZNM5~d)XVD$
z^d8t{vcoT`@zZY5o8tX1(I1AAz%L8_Yo`DpDJH;T4CuE9GvWj4anfSZ^-e&tJ1|z8
z1^NwogAqW#4V~nT{wC0Gat~ghg#j=q01N;H1A1~F7766T>x>xu4B#78;-d*vFs3`<
zEr4tW(PB#Ng(1~X(+u=9^I!JZ(Wus9O>nu&<`C;{JPJG674e>>u>hdka4uMac?3e!
zP|rNVXycGiG8NYSt!4n|21Fog2;qVe-G&ZCw}CBZww_#MZV#g&82;hJ`k&XY%38#b
zZhR<UuZ`-+wki4lU99yepV|UM1c}XScnQXIhx~b)x9b27_0J?3gvmX8UT~&P1kTbf
zyvOrNRj8i&4d~b*8morI5Hj9Sg45Hl0C`RP;Q(@*n=E#z^`#xcCSm|L5Fey6muYe)
zV6_swr4j(P$+jg;hAL^;3hVt8SexWyr=`%^=$U}E5nZI{?_Jb+z{>XHyqwyc$KLoc
zx_t+|U0a;dv0?ac0BO^*4S5=nO*rj@4g3wf$<rop9s7XIKSM7*5a%sr>~jN43zV9p
z-Qb-y;If^lEQGwf^}MwX$~GceKksgFeSd5=Vc4`TUOH)7T}xmyFWbDU$j}FjBk2Iv
zKj(b#r3aXU{%S}&LQ`z^0f8-hw%h1=3Uv(#s<#aJm=;uV0J{cw$JgPPcEQE+8tl`4
z3VTiGQ>OuC#%ewam#3Q=G6{Yw4H)jt3US@ck`H@y9&WM*%pT1AH-OlrcY|LB=p%q~
zB&}h8*b<cN9!$zvy6d3Ahe6Cx6c31)#e_h2x3QeV3T%K^H)BVRy|`8Y)e|y!up9i@
z5C@y>GzI~>8cW_tKbhBf0IsIN>lU1rMjnfI5y8Z(O6bw|-Jb<k`&a2v1GZFxKSsTK
z(GpR@G?@%_#ocKRdla-r)q@l?({u1bVf6O^N<hQ0h8<Qq3&@Vm@MKIuKWd36ujP1i
zC#g1sUnj|Ibr8I?0#fZold?MxjoA`MoE<V5MZOVGZ2<e?cM71|$M|88FS76TzXGah
z5<||bvhxc(wMP>K+dzITY1bv-mP}c)VGX+!!uSRBlP*4OqJT7<w68;&p}=_d4*Q%D
zj)dPC0u>X99Wty~__21eOP3Uv49HuCx@;Dn8@rOw^OnSC0MvdO0BV|-#W?TwJ4^Ip
zQziqb!wNtRI|pFvbxRP`WTkwUMILnJZR-GP6gD>WBRiNz?<^0{(ij(12q14C%1b)a
z5MJo>GlHWAum)kE?%bs_x60Q*6o5M91EttcqK^XOGYa2`Jz+pHFQPo?Mft7+MuP?8
z1#IFApwvk)4lWvDnj{P#R2c)%nLz1LM)hN<^p7Gu1waXRxoFEe1ORL_9$=+uZN=ib
zSNv~${Kk0_U!QmHFhsT)GXY}`tTYxwAKUkDKor|eh}SzNQ?ML-F=Yk`o8N(zHkjY_
zI{h+FH#s98P4ExdJT`E6HUOo`U9s13(w?OpohDIS{s|04LiG_?+r0zN89#YRIJ+G;
z<VAt!0l4&S`g<o$|9<q9gT7}6NcH1_kp?WWO^|^A3<MBqz(<_dOa}K*6vIqDm}`vl
zIz;*lbj~*{hDiH)TQGQ=6pWoycqUPlXk**9`Ny_x+jcs(ZQC8&wr$&X(n%+ozB703
zJl?5?Q}wVP>Y>h8XMcO`wSnB~1WR&#gcI}5JLAuH?e0Gi<}<uG_~8@H>vu_+*Le<=
zsAq3lf=p%RAc;=Bu?7>ibA%SMsl2$vP~;g0Wq88cL}Vctp$f^M+n=KOOQvGR{qKxI
z9DzdJ%>6mgvUXx}?>}~nxB3gNmhX}7hzPYdp+Zkft4FqhLdzch$m1zmIvZ5z05#bo
zPrM!=x{i28KKok&L&{B6u;XgjX9^3e)Q_YSF|0KV*MSzgQ^U4kK9QE~@yv*&OaN1m
zN)u0L(0xb6u%KZg+9t;e2n2|v!#zwc4GLBzyavKsB3w}PlNk(~T%5fX4j6=z1T;hE
zyJkDnwZclHRt18>N-^)(`$JJt_RR4@T(i9*7I?vc$|?Csc14$-fpMBUA#`H_!((rN
zGv~BJR@(t)_yExWe#%r!P>C0vdke!k?C<Tev~mHYa-86N)JEQ9B4sp>ye^@-LM`BD
z>^S{pG(s)k&T!CEdPTN!LTC#hPxBF9WZH**eP0VmmLYgJaGh58atpf@r8(AwsOV-r
zAWPi-+2fG~v^>mXESFR%*1s}9_l9{BVi5D#-J(Bs(ZF<hQb#93EY-0<7Qn<p4vbXC
z1Q?+^tYtjd<-t_U#jA|k7(}az2#E4p-nxNV7w>dk#AM!#K>S+hOypybQ0qUi6W3qc
z-(VBne^AL-cwzb7qY|fC|H*T!O>qaNzp<6K&c=_vab67bedJ@({R;+aX<$9FeE%Z5
z;LpJQ?Cgclf1t9mL}aqcK5uSSD_~gFm-9vkduU@KGazO^YE&mksS|~WzWYg$;Sn%*
zwtC2wWcu<(9gD=OSYk2x6<HGk`N=9@C8|9~JySIXAPC;h!5E1ax5#wK2R)G<ivpY9
zV*DGFmvA#k1a4@)pDc7_)Fc|sMaro25DVTp#NcO8z#C{D7QaD=xwsoKLz|Tz*5Cub
zX~>kdF~7Dj9Wm~1GC=)<k>!~!IMO5W%AJ8duHiO%P-5~WL<9}>L;$Wkq@7r>;as9A
z3}omw{_#mxyKAt()5h$<Rq0<B+5-%8z=;d~HcY4t;G)_m+=SDAl}o5Or>{$N^(SX2
z-#W|q9$O&i^}y(X-#6={9aty}A3qV8*s{Dqon}Vr{asnYolp(d1%`Vt`EAfHJa1*;
z68CEZ>?&59?oS4$e}H2f-^7-kz|O=i29IJFxWH^Fab7Hohdq7?9Pu8B4-!$z*A0WW
zKMqnOK&6DY+R9)wowxjVmp$Ni{f}CZQ!zJqn(<-FIAyu%@m|cxjhzniu~05dD^W6a
zW1#n#w!ip*d0i0}xTG~}>u=k_nt(RVf~VFY<KB=Tz5@5ZTEdF%b%P#=Nt)dL_7j6p
zJrbK$BJch<f8!_yU_a$t$XNDZxPA;_+5U|1hiwL`fiH!|i~bS33qJWl?fh&W$C!ca
z*@48!;c{-$PTXMQYM55tlzHWD)bzgn38aJ2<B;MOTD+@~zP{^lz40d}uj@!iflI3J
znvf<;ACV3iVU?CLU0ih<k#9QBs)G+eByiRbue4R$J?7)K;vCp*TGKa~C;Zo&JT|w1
z($~wtM5@`RA2sV@NKWo2Mt9YPask$F<QCGFg!Bt)WD&RnegDsm@Ag7$yHQ+O@3Yo+
z{gY0+Q9?Q%r&(4<9L}pqz8E|xR$YtXzl0K(eYsIu#B=yGex<>v-6VP<cD*m$Ve?$z
ziWnV$#dSR*DARmg<(PeR<;USHVcWU*%I%!7B&^6;pXw*}_K6|4B~_yL9VUNUNWAG_
zgfKy==xF4CDjWC*yB!cRBD7kRz3YJV9qc}e)_;!(27p5j0s%nbT*H)~msOey&?&PG
zue*~kg}Ao0%DRL8LI}_Y3Pnc!vI)vWC1~Fu>bw1St`_DHO=#dmAmOl$!}1z#-x&Nu
z_PV+6NK)02%wUHh4ADDrWF_R|5qwi6&Umg{@Cxg3^-o?Yvio`X&CCNftnrQC8<8Ht
zLbra9A(c=AgE0-wo;SjSp>o;HC|Hpn+^LnL>~^X|D2PJ8E3nX<YGfko=}QNbmw4<n
zRGU-lOSqa(uz-!3CmP+ZIH`BI93-K{E@8R8@E}l+eTi!XLPJNg$cF~R)B!_SWt&>M
zR_rG9vv`yj>B0(OG4lu2I=l+a(7(c9w>#>|80NMc9OE(DG-CDz{CzLshjG$<Gl;GX
ze6JCkgwMK&1VREG=MThg&ipJ#zh6Gbw|@FI!OMg{&Ab7;RZx6FAL@Bss}z6i@I`5w
zLzASZ27QBggP&nirb6KWAV3m}$oB_QQ3ezY4e0+|%zg*j|M~EL7l?m%03!<{fbsty
z!}Pz1Vg6slu>8LmsQ-MQGgIXBV-g@BZQ=hO%f`aU#0a?2`E<Zr`_<dT;{!Kw0%w4d
zPSWBtvG}i;O!rc6GKIoeu^wl<ks?Md1wYno%2Pp~n3SV|JN6p8!)`gxJI@>NnocJ9
zrGm;suUKNac)2P0C~^hn`xmKMaG@DIi%3j`h$;ccs?cwbD?RQfJPcxH<$BsT$D3g9
z&upf4vm%T6JQiv;<XUXz=x>Sim=3#vjPztW8I+-X{-)+s)Au*0CbX4l^Pqg&;S#o{
z{wt}+=qs&8Z$7KrT?bv(H28-{<y3Nh8f8@U_v0e_R5F2d@B0C9&r9o_<+Xb=^UF}r
zQUZ7}A3C-d8nzZ6+M~JrY|vjSGIlkwpSJW0J=7ddJ()ceF284=l`&1SzVVj!JJgrn
zFl(l>Q1WH-w3p=U^vbaJ3ufs4h{sMzHk2((m|cE!Ra^`OeVCq;@uN=6`xRt&ijLA~
zN8<16S1upaRULuYk4>vtf4Wq+m1kw*&bDP~HD%)0MaR51R4`XIma)922`EIPY0L43
ztfW>*0ieiASqwK?)#=G*`p}%3jpZ>uOUe(|jm6xWm!fVgp)=7c#uoJmzY$(5$^5k6
zPR1seIULWh)HnO1!d-5gQvbw!?q@DLjbXXP_iYoehF#$DRA7%9j1$_(&Ftp=)d|6}
zI~qk1eiq@(Etv_O;v%biiLSRba3`HOd?z*UF#qlNbh12anAV(v3h-T17FZdTePM9h
z9W#-3;<{{3!#6cFfvUGMk!2g7;+;n^SOMq=tfttRENCtnN-+(4qK~*4#Lf9Jhr5bX
z75!0ewOy2so4vazu?L%L;}q{oeRr}o$9T*;72D<v-1|!CM+#Y|dcLc!T{8}i{AYUL
zw>1VqT=}K7oseIlYGm%FtPn}BD>nmji#>Q}xH~ybB;Hk8B23Uv3Dc%;?2lHOKh!H*
zY)SvA1jT(*;)W1CLX3kIG7jQjID3{ob7J1a1pP28G6ArwiDt<OLSyEwFTgQuL}_${
zA185M9{$sap6waK3OSI`A#4_yyPlZ43~xNiry5RMfj!3hi|!7ffq))z|8@RPmxEGn
zWK9W>{6WVf|3*0Yvrtu`uw1Z>WN}ye4V6bYfI-60Ggx?Q^&0{5fSR3#dU|P@d*!i_
z@!=ebAd}vd#>UMueH)vuI%xb26Sq0<x5~<)86ByPlwK96kqNG5ZC|P}i?I!!arJgg
zF{k|O@-X6q3*KK;{+kc_3`PBO;2OisPo`BEdHgDuPwAF^Htn5n<7j&T!tFq_x-t)(
zTzFno!#>swoZpzb<7I+cG-VIw_rQxvLjh{BGeO1Ng{C7s%%}(kY?RZEsw=*A2W$d=
z^OE`eB7$nrX}HO7ilz!oX8Wp)qf!Rst7ZCg-9X<Bi5zZUq9hR;2C0iln<7J=xC3Y3
zIkc`=nuEAg3K=Q<uZ*XJE~=`@;f3ptbrBCsa6}1oTdN*Y@7DE9Zyk-<4L2DkOwjbh
ziZ4ZGl_O)OdEfVG&|u0|)<2~095e8hbbIj;b(oo1QkSr+opk!<gc7O}(|R4g@4RbD
zm@U$wcY0ytv}!BdrF?~D#%Y$G<a#h)=9nZQZXeK{pUSGE1XOLZA%tob>ZYe1ZCVfd
z0Eet7hvS;@MPceeNL3Fvfm5F4M9&)|I_J3X(2g(iYb(*6EQgA_7R?@9GeON^j5ufd
z`A6=!RE`5jJhahPrVEb=Kz#sl*@e0cw{U7EcA)q8wN<r0Cs-*mfgGZ@)$hZNg0i?V
zcHu}9Ey{*!bt!L5wbyw@Zp7d|w}KQqteh-|G~<L?1d-!I3g=C6w7#^;J@y@V$p}B(
ze2v*B7oYr5^?Zz)h*}X_%8>=OEgh!fuW-_q1$fzR3fTVHX~kMUYqcCu)jILIF7<JU
zzo1x0H3`FL>|l|c!Ipvw;`ENFozDIVw^&^^i$a2PmBQPF;TA5x?|nxLhvE)g=>BHo
zhP}LdW79Y0Xs-<R9C^Hg<@MxabintqQu6b$Q9kVZ35NA>?pQ@cSUjg0qZ)Z~@vx9=
zv1?Wko^_<EV)JquM9s0?-57qp-<>sn(a29r_fEi0WD+%aE|`1dAW#2-&Mp>P@N|8^
zjCQ{&l|H&`#e#Wu1C^xtHuvRnR($>=?0bh??f;j#8K{ZE!xd*OO!{G@UTE0p%?3XN
zlcrWP?w}Q>LBbtmsl}4+o?VS$R=$k8@R6nXy;mb5Op2_~NY1cVDsKp(hT`Q4PD?Kk
z#T=!tA6wL*pEsrhcU?0oQ3dS9qHrAuvmgDPrjb^`8B`4|(*<fVQD<UKWT){M6+YJF
zOd1HCB{n>NFaekI^7p=V9_<Mk-7hOt9bR<ZInTeZF5Zkn8l$!2`g}oE0{WBsa>2|4
z@Xb-7FvP3$#6UAZHPwrVHh{OL`LAHjGpZhx5@&=>@OZQMgS#OtGX)LA$XmytJeW}(
z4McPQ(iC!}IMy8pqf7A)^rfI%OS)C-Qy;kCNE~tZ^vT%+scFqN^slzec$-uFc8*Au
z-3G!_Q&y@Ep^O1?rw*tk*wE{}8X=ZB<3~)#p_jN$Y`ko)@H?0oX}eBTP*q2`V7&9O
zd$smFqhOKtA7CcRurZy67Gdxs?sXdBq-fQj;e9MG99A^E-0=1tN|%m6m8_}+WV(4J
zlXI`JdoF~>g0mf&8{vqe(hL*PdT_xAE%3v7zUwjQ%i!u+l$`yfZ&-q1v)ouPlFt|0
zLWKC7_Fr)EJ6$qC$@Li9*T`)sZ2|a-2=Lca`ly7%N&r|5Id{iEDM=UBFjJi<T<Rg<
zPE%eEU@rc;%NxvJZ--}HiZ4c;NdKD3srI%oSR5584fc5kXSN=82;gPY+CiD!o(9Nw
zBrrqR^!m>_A>5vb7O=^<sc*#twW3%8X_>3;N$yS7-B5fzBDg^_J)-quj8drw*hY3$
z3?5n#fXDQfGnI<6)T6~~Ys*r{_x+K89*Z@B_DN0pT0-0P+)*gsJcBH$py;2cuu!Cp
z0t4|6OT9H1_=nTpw@**s@y5DHrX1Vn=7_bdKVEcuf5oSwDC~TdM(i*c>0q~>z&=pi
zMqI)rQ$rYw`-qB#Tnu5k1^kvDCo4$#`2-8QIY=X58&zvY8}$CGU($#ULaVDzoe;$x
z@_U=F_W`}kVC-2;M}E+cJ6({V1N#zh2oOxNv*T0Rf7k^xeoYNuq8Z)}J9H2H$uv}Y
z><T9HdW6GD4+_vDWC6K^<M4&%LIKS@5YVS(RgXOQby9yr;+KC#1NZR6nc|Qhr3&m5
zc~D;OJD{*e1*z=@${b;f>C*O03;X%D#tnB22v8bO-~Kz2LyF2wWj*Kopy6y6J720;
z&YZu*X0~w!+spt589cSstOkXL;}`*j@<X85Cz*)trEs`}$#&J`vXv8l@Hc`;4d^J@
zS}W|r9mk$W1qR^uL_^N;kW}<X8w$(fVzVCi81&S)lx_sq=azI4BC4#T17j!Hat<OP
zY-4a;Z}`NYh5@K&Y~egYvo-yGaC{x58FoRDY3VA!*ls{6QcsZIMU^$tN{9M`*aUgF
zH)1ak&q-n)OG5xD&R9q&IXB$z+0mK|HBRvRNW+N&=>ra3X9<Y0GwAM&2S=XVq8%5O
z3p|_bIJhwj=6Ag$lM?pHbLJy*1(L8_`3W;|356#!6kb%NyaZp{AR5rtMde-F8usmj
zcRSJqu9q@Z@H>tdQnf}#uuCYBf`q{f2*i)B#!H@hW2EnXmQL~S9}Z@qs`gI<)xa+}
zMl@Ye1_Fp(H%7E1$aM&eU?MSr(^*Bz2{PTVr9QHZXjCAiC7V@H%L7}sGEU76^IH2M
zqMbJx%~^umE0$2I>XH|g(DAKqsEu6%>iW_zH3g77FbL4zp)YXpO!Ro*pEh}K$LV}5
z#Zl;atYt#lVfjpBq*kntcqtOjaVMBHf#_5@A<zhk<6-=qGJ$aqm)sv4DpXReRDv)J
zx-eku7^D<~(L--n1P@+DHLUULYY=<7jx0M0`3&7KN`wx`{D2a=c;NNy`ux4kx3sKt
z7Fj-U$=JVhEW7-0#P<7{gwLWYWU2$Po=P%*vv0=_zoTzxq_&M}JH=iK4;1kY*Md?!
zq0n^j&mWv@&7v|*ge+UZ3RxZ3D9oqEF(noC*SZG<f-Ka7w4jPEE89#?{Rvn7(X9RR
z7_g7(=FMJA-~Jhmps|%)(4u-U1{s`n+wRe~4JH#ccY{4hfU+gz*owWFoQQY^_&_q=
zk;`!t@kz2e2u=PbI^x$~H^rdqg>Gb$Sml+GZF%$)?xbCr$AZDL1Hf53r35M4ufOoY
z6VjKjO{)Zk^f(2@;rjwA3fpqDS&<Rur@_nUdWw9A`G!+G@R^*Y+<t(oKD-Jd?8$`}
z6sfInXFlC0jGI>!YL&WEDHuL$sk9~8o=nLa^9SX73xvb~zzs@GLlGs*x#UNjo5WG!
z<nI%d;D5C~^4^H<0DDGIl11k)PbeVeIOcGXBRIq>-86lnK-2E(!@ipiB6}bA&t4ku
zu-dKfBw42i>HE%`eMlJ0`aD8wRSC()Z2=~)T0|~_)LJ8&g-(~Aow&uiu&GiR9C<Sk
z5A&Gi3mRC*FyI8FFyiC>6k+v1j;lf@)L6UyvF{6Ums2R;UuHi3nBsp>5!_=&g)Htp
zkkwZc6_4jCg4+34B%6T1wIpDYGTuyt+qEuxyU>UR6!(dMfOQjX5d11t_j*cfvENR|
zeSkePL!*|hB+&FzunFeAy$$tsP8i<c9Am=+6@V)nx@<V>F5<);v@bDX5B5SDhzDeA
z=2D;?#R^$V?Dp{}&vo)uky$MLV72Xh=q<0aybM4%o;)Ei$@7N!`BRb$<aQcrOES`$
z#mbr!&0PJ^RC+Zf^Nes~e#Z(TEQ}HRbUIbP0o;1-)e7lCBj2%2|GY<WPi5f+fVhw(
z=c8v8_(W|=W3J4yiBCV1B_DwK38=g0mau4bAeirr!Z&4PPA`57Go3t{deThr8!ZBP
zQ>=-+Gj8*0MJA)iNXZJ0eaNFYco@bY@A>7T^g*`y!zClon6upoyQs5__k061Ch>yq
z`?P7^ZOb{H^23n)Sv208(E5XfR(ZCSdZV*4EBDe37c4<v%_=Em*X1CCdA-pAw3taL
z&{cFp<pxZ;e*kVmAM;71=l6N)rUvxnqr^P{S153Q+_&bzlYDiKDOm?F|G~6uD}mT0
zyqg3QuI9k?eXy$D?Ow-79q;k5)51v#wY2pg1@&2`%l`2IL)m{khJGY)c+SGDVL6J6
zEzLC=i1;A#pB?=I@dBi1W0LX3ire0*=6RDzluks$<Zwq&B<4TP94gd~WL+Y*!$~mr
zv`DBx{1xnye-ESwO3GV7WaKYnxWyaoA+#?f0IzBje3ewlKna!M#$>F7li*e;`PpNs
z<WIlG7j8qDSz=y}#A)6V^1@BX0zI?4m{{Nb76-K_V(o`3zHo7hsKfEErRt8T8i?5!
zK676{70NK%BM`h52mHB($VF))%Hh(Bsqb=GGu<G885&V9f_(kmo@NUR_Y4}r#2CT}
zs2yfJic$>b`?VujH{K={?+AGG9!5EHtJm?#vxL=U18rv~On~MPKgluOzl8exGLAMP
zH~h>Bd4FOwV*?FA=I|syV`>tyP4<&?dNYNijlpWlJW)E+C6@;`h+V|5;`dbW!67g_
z-@@ThG*C;j>MN}xE&e*kgMv$rj;$m-bsdbRP#$v~W^O$gHXmLe1<0c1f<U{LA?d3U
zMp*<^_8rC=L*At^!bz+LUho&dJhR@Domf*BRaJ#6YfYmO8|#kTH!bUQCdHHjT`xuA
zJrGL^e}}MPU1tVPx$CQ>BmEUZ4xjWFj>cfn9T$tws;`i;x2?G1DBba{U@`NyLKuo_
z#!z@aIu)e(i&NACnIn9nO<D{Ir1k#I{zFK3(4>Q`p*mvIY_!MD$o_gvSU3SJEhFbp
z=_Ie=R}SI^`{pyNsmR*^Yv}!xqGQNk^7;0Xh1r&rGxn?c+%_X3gEEf&#vA+uurHpu
zM+9adI8#l}Ju@cByx$$eWH<WTyvPV{qU)0HuR@3K(xgN6X_zI)gHR7hJ2$PzTz(BH
zWUD6L)v(Y&^4x<<$*1*9@-ONjW)&3>>``a-@>TIB%<^l-nzGpCXtjC4RdUn4Q<GQK
zsvxpE@ht_0ee%0`!2d*wAU(_~pc62{AA-jRyMtZ`X<Y3jImLY%8B#4w>W2jgHvNj#
z+fYPgdBn`bX3w{^syjYiq-rwxKtnpVcY?%fPK5;@V3s6;j&k)NeK0cy!`}x?<9bA`
zBAt@8mhyuS#tV@Piye!F%gpM1-_^@8iEw<^NiW>$Av0NJXVc}|U5;NK3My)81laEK
z;ZB`mQ|&xXP6~!)TkBJ%I{mB@^zIfCu~{^-ld-*CU)+ZtIvS(Ulns~_c)VNaj8=>Q
zz#2HGxQ+KE>F-pn@Y;Diu+i@DIOVDY^9(<OWm`OyJ8zJ%X8I}gdp3r@6a3XqOsa5H
zSN0>#2-*s9QE3J$6e5;6W*G9$r`QRkM+{edGqo6B6J#IfX-$i?Ov)@}W+X08=>k7}
z{(dDN_jOI9-E=L1JL*|<+AJ40VGoZWu;33=Q$RH|M)-zoQKUEEMuF^6ZdEJyYC3c@
z-4Enbn}sW3Ya)@^?2~BoXdeGGFld-Jr@I}ME!6B<-!UTpDi_H+ADlhCPQE4+TcsM1
z-wC5jVNyVlSb<Vsbh5*?)qp_g8mSXfsk{pO@;`o|nJ;+l$xn?kV*P~5SS<Y+<h-Zm
zbSF$&Ku%P+-asU7Z=<h8^WtDfI3+F83`_<19QA_SIBpd6d0NRdDRd;PUE@GPoP&H*
z#wI7y*x;ogGXNe@358lAVL+rt7|%C?ZWsqXD)k^EoEz)kIEWusapEm#b`<~)Jcdqn
z9)-f2jnoFamx&Wn(R1Xmv{kZmgo%V8l;+{5cZrqrhznieaMlpEGgQo_QiL1mz(25$
z)Qh;ky(fj+^i`Iy#GVx$RoqqBW=>d@qg1eFh!q5O?%6nK-KKM<KJejhK%=uPU#Yzk
zr8vIIX{eZ$(4nmE@5C9z7B-Tr&4}RGq}Cu`yFoW7j7DydX=HDwpz0-N&UlkP`$y==
zMP{8*vIMqeB^tP5L~m|$&2q$zQ6c8B!DZ_;sFtdH`47W*QB!mq!n9+ShWrV1DR@}B
zzzHlJ$(2=*8Ae%vMt-ejRmf><1bwxcGf5-5R{1+}+BH4s(&%%Qx@0D=r=7ITpq3)W
zBU+Q5QP>x+cSu;>eRaztj+NbTqQXf905lGCX8Lg@2}C}hPY7B{0yPjiba=_w)_r-Q
zWPTBn8WrNeOT&_pvImCCv=6PBT+F;fRt4Ka0LCR&pJBQJsE^Of%}*W%Lvf#py=i15
zjrGpAxX_M46DpF+oX;MZpdSyF0_)5ledu^n_%Xq1`M3l1W-o#i#Nps}o%I*qp1jN!
z1|Y6A;~n@te_eDTbDlKJ3|41SDMFF5C0)u{5QFqenYX}>9X6MA0H(DB>)ur_cNfiU
zrqPfgRD?dbF|d*rx&iXr(3s}R+C&aEo$YolrG%o;V(non>#nFExCKvH3Y0>dcEv+E
zM_{Dn#xCJL0*h>>wf0sqO5#cT($Pg)Z=@E63ohEWIiXjX7V?+aT^>AZNX*gnjz=rk
zs}t*U8hq6c1)Kb{Jj@uu4EYJ!-I->%83RYQ4FwM^MRhmrg-aPi>Ap0R7`F=bR|<>(
zOADr1YaLY^^^P0&G=s^Bm-d;_P~v?WT{Tn{K?29;@%n(UY8-i8+;M8;m)$yjW)Ngc
zt9dx>#NqT{awS%Eg<SgPSnBaJM5$u+;fB?<h!Lf#t@`Z*r5V_EQwI&<O!&HM6WX|y
zNZmFrJkVFsnNBq$<zB`DU`@lS3gqcl5&_0S3-)7l`M?j)HRXC#lHFGleT85=b-Tvu
z_dJBwii7wRTOV~UMv=p5V@~vF&Y=%lCg%sk7W)~;Jy+)t-Aa2{;e6{5dr%<Fa*?IB
zs`(gN*7Z~Q2cNpUWdlcKvx4A)O`%#E&LmiGnfy?hHYxGRXpv#;EZO4qj7&TYyQd^g
zOf^noVmIk{!CGo3iwohziFxXNP-Z#gTded%9z`&O4Sw%N2W?y<r|NM`Nz60q@Ft=n
zTdn1VzOIi!KP=LTbydW+>t*}^t@}Ot^`_kg34O(l=gphZ>(L$o0WFBp_Iy!X=DPYE
z=RZWOvC|8t0WD6$pX((aeNt%k;I*t|y;x12S-h?MTx(pSv77t`tBoUM$gxjP8Z&yw
zkNKtTE}}n4w$oVilp}ZfZeQ~D!txuP=}Z8ZcZByT7-A)IhCNeR>lBZ_Nh$8HxTUEv
z768%CrZiJ1OI>J-C-?V4h}%&XPuGVm+PEQe^R+f_RYkGULKyUn9sWsm!UJF1?^w>%
zPV84InwbLwDAB=PVHPQpq~3Y20r^I*n#E*Rwl7*`H23ESOljisFZyi-sqGa-?bMq}
zXl$9}8$k)|04WnY!06GTMW^<ssJI0q#G$t&ZML(y=|zT{f;IZobl7g_-i0+ft8%)?
zuqi|p>*k5x)j%M?XN9M~;I200>6!BBpH<G^E*}Ezkx(_1^qD%;(c!zMbiU0`urHaD
z3%JWO1MZ>@{4(c)9+x1Tt+R7PSC6Q!Pck~b9O~AUxW;Oc#Vez=bB2VqFR&#Gw6qhJ
z8C*xY`#roKI|+b_6I4R%47Kj1ke%isW)wbew#}bOMICnJPCRd>>yUmk6`F!=H&N0;
zI!&yi%iimSb9TY}ac=$LMH5B0O-?+vL6BWpDy2#^-hOV3K2o<W(g;Fg)?Y|T-Z65%
z3}c>7^LWgZkU=~%kcQ&HK-Evq?w<L{qrLA-k={xw&S#yS1MnPGNx_SReU)Eq%Qe{%
zY0=*Pw8R$sys`)r_9lk=M8p=Q-9cW8=%Kx!_0-WwqVZ{DyNOR{|7j33tqGM4&Zn%;
zG0{5!-q^SO;DH%{U}czp^NKc$hdikS=XMq4jsnI`k=s-Qx*1qaO77>%qn&D*3b42J
zrNn=iEby(Dxv;=afY1<ak(e;a4FbejGA;i&Q733>|JqOyWskAo%8;QZ?!>bGQWhTl
zGuu*nw*l9@!Yiz~90D<iYJ?PwiZor$y@fyq8s9&d`MY;G;pe2*)UxZ>F9}^f^!JOs
z0@@oWA~W!$52D;`)|;Nv*5)t*tP8{ZMNi-K1@wvWr6wFb?1lB>*pjH4_C&oDOj4rs
zo`HpX9|mBfMic>jykP2L4fCS-HF7KMn)Yz}scs<;=OrK8K69fq;ftlDsy{Y#Ibw$F
z#@i@S{GTFX0cuB*UHTUmnno6T4KWf1%E5|pR}0dYBUd)u>CaEyPn9T@s_FdfM8*^D
zkQqWEp6sri54j+%9IAy+7jH5bbSc*7?TQf%t^tDB2xptMAJ+3UGRqRr1H2aq^dg@N
zhVN)(RyV#ded`A@jcf2>{CDNc)r<4A+(nLVq0GQulJ1?O5m4Rd!1L2G3DbGG&mHOn
z8%F3v$+@a~AN4*ZvA~ES(q1LG_7KU)geYf`9OR@D9}fZM*3N`Yed!H?%9fYn?*|SW
z`2!G_$ti)Z15j?AGD{W9x^O+c7EH^0mpK*B7!PN|KEK^aV<9pn2(hA9o1RO!6j`9{
zJ%lY+UL<)GNlb^U&Z4L$>r>o1ae(!=e-}D*ri4sr@I6qVgqqZVODhm60v2d0l&nm3
z`YP{;>*q|hji~N^eO=~*g8}hnk=j{#?c1OVKgw$mH=ihjJP&QjF4il#jYzNY+4pKn
z4^mUM3}j4(Z8c5aXZwf5^FNoYk_{6uRMjzW%_A@{?nsdi@(F1azUmfZX^ADSS_r0^
zR}{L#5&J0hkYL+Y$TUc#^jcKV)&!V07q4LYjY0guwktEf$`_baovlxg1DEp(eAr2;
zOu$eqJhuQ<*(3~N_q8kYjQuB-wKmru3hb%`Cw1p7aa(h?i$jigZ=!WT@-h83#An)1
zfxe;7ID)96Hn?tqqu<n<U3rw)a_xW7R29J~^sT1fs9PSCYVAnN`*4N&F|WbTJaC1V
zCZ;MYd%dPmgT7Xhx&wU3U)m2@f4i)uWmX@fL}Vg(o%SnOi4^%`z2(pUO^3f;oRT>3
zh4I%K0lQ6M2!!J=al@wV{eyZVXxc_h*0V{Ka4)&@4pHb1tyb2DMc<Y|J<PEfyzoR|
z46|`H6bMEv!Bpfcf!24mrU*q;)_W%CK{*VzbbKKH&%PLrBt2p-j+ML*FpKaOpekvS
zz2tRI+cYrlEp^H%*Q%5_)*+&y=*?#k_12s!EMBs&_6E#r+1*iw5Wj`y?vW)L3>Gdi
z4GrXJo-fNmw3SniFUQS@FYn=z^suPnTI!57yy#RQ(_U1uMFicr9x=0oefn|K2P8~b
zms;6+B<Pi!D^*dw)<*5%MhxZ+6w)##KqG4)ssoFdA?BPv5SLBfQ4Oba_r5YAdx5PB
z&o6Ui$E;KjRflh2;i%j$t$YXfQ)m-LLVzS%2OYlw<*_OI9w|`+yv!mcq(OP7Mv<kU
zY3Sjzd81~<2<t9%5~|6`@yGLzrO`E^84eSrKg_<2{-tKdQgOCinEfYv$c74K=dzWu
zg{F57$qc?!YIo3L6iy1(Wv9mdYX0#`92(6F`5v;$I{ZFQr*di4Y?YaoVm$Kpi@OJQ
zCwh<>mzy5mbd@S_kl<4F$B)uw&X|3IX@Di}V#6v7w6|U5-Debv1is7kV451s{NQFB
zrM*hUHF!pU$+1rvd^gmF#o8K&SK12if)u)SKEfo?kEUoClJ4emBSwKlcUF?PH(d%h
zt0e>;r8ze=YSXMt>m@I2J_8vCQ%KUL@`CEwC{KwYtJ>$XZ0h`I<KTJQ%NEcN?ZMuD
zti#sqDOME2&V1M7QbuMF;Zzh-?dy<%M-Ug<cAY8ter?OrYX{P|4jlcUM37~z8~oJT
zx=!ujC79)?`s7}xQgkuEiiJ4OLTm~F6ZedW)+n*Ai~$o2N2!rXFXdp1j7Br@fkQc0
z#xK&fUA|Wcdz0QfwJ1e(w{;V`yXFQ_3Wu!vmx1u*gOc8&{@Hm^n#vHS;otK*y|iR?
zc4kHmbe30B_$7p`HZQVAKS>1@XZ0T~Oc&VZA^aWdkvV~L!_W^kA*#OZ9bt2hKdS?M
zzRwZrciY;9bs`I{Ybk9gbeoD%t8?~4Tz~5@zD8CNS%j#hqQxI1AP_{qgBKHs$p<8p
zdHk#4?#Q9QC9msyXy4QSz>`C1qQH}1LasNt!py1hWJM%a_{-8erACgQ8-Z#2YAIV6
z$6r%$zsEV4G8^7PJLt5sex(#lhjn;rKmMYRXeY)0I3uhd0s`rnP4}nq?K&8=A5x}L
z>0x9&j7K+Fs4|fJq11_zk1MsIg!NR5yuClI;AMvAo95XBB-+Iip4xPr_k7Vc-}q41
zp`)VQ?<kC!hHeYPZa#aQ!%w+#m<QiU@@rVa9++D4YeETXTT9cbKI%ywp1A=(PHRv9
zdQ~3myS}nSPFvX&OWO9VjUcQa6*(KnNW@KrFy$^@04x-h$(?$amhdkQ-=kpbh}{Ai
zKpC(7n@_D`u(2Zd*9WNnlj5~;M~#OP;hi?-+n(-ImUsqwakLTQo}+BCUtZElPS%8x
zIY<1mjx73{TBpkUk7wcT9S>C<?8H{GLnT2U1OF<>KMlsZj<2wbhnv@Wdc#g?+;RKh
zff)FerPk|#k|%5=<NeqHJsAjrjfVC{{^X}b$(9pTHa-&qPs105(bJiTBR1cwVB3kD
z`;FOYrbZ|lWJ#Ug?j7IzRO1_?|L!yD<nI4~IsXO1q)5^8eZvC*h2j4X2m|;B!f5I^
z=xU(rd!Md9H1O@3j5*<KO}wLwWpcGSB`tcJZ&|4Z;^eSbh|&t-OoCE5<upTSqbKI7
z-YWy2JgO4w@3$Z~pTLjX6Mle|{{<x@8-_*GZ<j0|daL1+vU`ViEonHrZeqOpsByT-
z(yES(iI61O<E3&&^yA|rRhErrMJ1(YYP8OMe&ABVcHz_NVUSA75M4EEF*7Z<#O6q`
z!yRgH2W%kP8T2QQcR3$}SWr-&jQ>IoM)Y6J(KNWy9fJ*C(oak!Fn=qt8*$}GCQHq3
zj4BSA(23*#m+x~8w3(3#9$~w>w8Kp@P8Jd3W?$w~g1Nftc#&F={&HmSi|MPWGO|_p
z9h&*BROKkSDlJk|jxxT3ycf`a14}(?7v}X_TAA?%Hi3I2Ef>~m6Kx}b6sc%?Sj0<D
zz0D|qRjye5Z|W<Ux>WXzxpb9azp-JXcTI_bHMtRQn|*V+?BOWOl}ZHnYRh7YW-MN(
zvNU!u4)BK;FIe=OCc3p2Z6Zb58Vv4h+N#_c{n3MXR%oi1*^p}(a7FbVtct9=lNY3p
zp*cuscIio)5!BoecJq+y<@$8BjjL04>0}`^WEr$-50?{|Fe~h4-$o%}_Jm!ft?cqr
zr+EiFPf6r<L6c2_3j$<i=NQq%_jH(N1iR9?zdO(#Mh!iz2PwEhI5HSS0ge#Bn&<?p
zB=>lG@dNpsO77j75$%ku8wyaVDZ9Tey0)u%D=2m@0IXJ^-|v7O4s9+iIs|YV8V2aM
zdfc0XyqFf*eX+JGG{8U<ESNT`l-6^XF=D7?9b&UH*35fUF0oymI)2z<kLU#yR^ae)
z$NVV9ANj#S=yzA!I~Qm0xM`hra?fgwVzHH1G}ovS)pDrPb~4c&c%m>G5liT-!y#KL
zlfGKI62b=?zLIi+M+>I|LwHwPqrp#KW_d>Yv-TVR{hA4beCY1Cpkmu<F@g^w9LDkm
z64Nc-cg~5daoNnx!Vdsoe-jRB{kC+G%{V0+H>5Gg3mItx9>7FywJ)AefERI`G=gG>
zf6>THT>ll(#Y_~ARIwPOl!oLQ=~`eGr0cArY06-9W)~reI|xR@&n|0J1iij3oJHJS
zoI$OM9cOezc|lnjZYMYG$PvmGOIHc^a?Y4Jb{9Lno3<?p!qIF5j&&yrc`Io82ipg=
zHkcgs&5B=dpgC?dO{XlezAKW_6ZVKHi9%*(UNvq9IoS9ueyctlv0gE7CEU>s(#a9Z
zgbP8;2Tb(R3-oU70j>l5u4H<;vw@HRXmX_xU$i-kSA8}u3Wl%n2`g7810I|B_jT32
zH!wxi(2|u8G5HIG_@D}>4O6^{1ZzveK*$LF6~B_DD}0FGZYQ#>C*n5j0I!P&LNaC|
z87fYC2zD8OjDLN>Qa#h0WywanFZ4JoWGD+?j?Q2xtAY0ZS8c-y?zlUw3%l{*JHcq#
z!)>B6lXjXk*d6iu3(50VJZAkJH{~*HN>mECnF$0qxRnuJl$a&~UG>h&en=|F@1f^H
zF?wb`tx;()?6Llx<c1WWEr~ewa{hahj9?-;3PM*eJeYN0ALhHo^UQ=1S+~ZryG&F2
zQrtj4oG19vw?Uv6T6Ou<h2r5d<l4Z)7xtn_gJCOZb$E9-=`V_XxK@Hu<fqJkO-B7Z
zbY|_LO+Z8ektMmn{OU{&&~&mgRpfFa3kwFd%E#&4s1)3s^=^1{s%V+hN1kuyG$B85
z!C>D(6ZlJ=tq?A{jm)V#$oF<OQL;0aVNT;sshcA=1IO$j;8+Fhcrzp!)9En!#uyrQ
z?{p<1m(m;*@c^?iV{0n3rfqtCaUpR(h)VKliURil`(dfDOq&6=F<2Lq34Z2g<3Z}H
zcsQ`lU~Ht}FR;G&gEzF8{M|tN4EC7C94rqc-VuRdNCRu$PjJq|m$=O$jj7n|enp<i
z0F>i>5G_+PGd$8L;omZ!B;rg&*>Lt)HwVH`3pZ2E)>H`~l=!icDnou)-3SrT%9lX(
z2`BryFkVJ}JI!obrd<76Lop=6KllT{ZoNU(Z=ifbP)heWip4bzr?|P}2)5I%KdyyU
zCq~oRq`)6cARQ2rmZ~__cR(m#O>_nS<`0$^xB~-Yny7}TLz?}ts>i#M>SxI!E0AuZ
z$>J~}vZc$(86ImgLmVvl3(*q5a57I8#_Z*dXlt7l`k+lEIm8OifnTxM?gWk)1npU5
zc4veQU+rB6C>eP_F*a$Aed7=%>#X_{I;%E({JG*h2uJb@G^1S`Jgm}vnDNKIdt*Ys
z|7)j+`M{DHl==A=!&-%>&qO`qGCZ*;G>V&0CS*=?8sI5g#T+vhkgKZygm%J#iUHG%
z1feD)$$63}ytI`&j1WUw5JxH-V-jv~;Ena5h6b}o$8dmmig1?Y-Pnx2#%z)4-@|sL
z&eZD<L`v)a6c^E*4;{8)lCe{?!DIp^MAT;64u`vVU=bymq#Th$s#1oOArM4xNTS_^
zf$;;8?A@U}u3uA3O#gCAgoNZT+CUw_95Z8~nSB43M6@S9PI$CfA1<lVf2CVFlMf`D
z&PFga_<n+}175f_)rJ*-Ao(+Bi~MKFr+VtvA~EWnw+wwFhF3yy+++k@nWP;ml7v?6
znfmfKY0ck5j1=LFu2sFy5(h)*O1QE=B6L+b>QtaGXhSEj+#W5@UXl;+5sT`>aCH)|
zLo{f4xQaZg+@K{+_r{!g5==(SeISf^ghc1ErIwed)fVVH>eL9HmClH(-+AvYVp=(L
zaMNZ(05~pfQ2@v;3_7>qt&Vo^b&7>%gX95Ji4odow{%tjhb^Xk(iUosR!V{hfV7IP
zz<ROUd-vPetm78VB85;z_av-`HgRGw$sS^F39YLN$(0iSV=SNm%N`L*H8@ceYpfCS
zA$Mq<(x^clyJ9aH4sJeabVag@($Y!tw@?bTV?ymaIG8eOplHE5RsyT0ocVqBCtct;
zeyuCrvOv_^_goDxu#|Uo&bt9p{o@l+B!$&9ZNxa|Xd28GC3|5<p^_<VUm`cmm23(N
zR(5!q08y;b3_a;j9s^r#YDYj?yKh5wf?a!HfA?^6nDlx&LND#=-ocbEPl_VCbew0(
zG`!)x*(+9wY{ouwc^meUJ}uZXDdaNH(RVnlTIK+lpSk_=P4p5hwBlSKM?F##=)&$T
zpAX?b+!Z4l_zh2T`Nx^pFYcKl{#Q6KJAp6ZE)Clj@5BJRXlb(M`yA$^1=gk|Gm?6S
z#=r!^oXvcOn16#0oDZ#U?8*hvXFn#OUAEjXIb=v4lMoyUj2KwaOa9s9BkAU$zhm9F
zgK79_LYdl9Pz%1!`kH1N3XvRhezqsZ+=Q5(KLRcZE$d2t{|Dl=(ibTG#&IT_%4wmq
z85`RTOUM_`M#36cGu^(_C+0p9NG#JE_EaDo66NCGXHhwC4_9kpk;{aj2sR1qCxSD>
zsbT4Y{CeXGn$hcHZTJM9#)h&v-am9?Mz&aOnBE*k0wWV@{R6Jv!aTUTD@~i3WF*YN
ztx_r#V?R0&DGA0`U;xp-_CvcJfron`lG+eazdf{Kul1(LyEZenH~>R^*Kca^l(DbU
zP!v{WHXOYNKW*PMSyCIG`9hDo8;t^sY+@AN>E$UDG%SioZqXOy;Y)a?s&!3)k%6%#
z-8WLNvzoCuDH7p^o7>J3iLckKK4Si^daca+>0xgDbX&n#(0VXp=0i9Zxyc-C*9Zsd
zF;L4;ACJ!(GF))?08aAiIJWCSsFQD`Ei|mc`QcF_XByq8Y>kib66hV~_NVnn?aE*`
zZd`)-tv5;MOYUe=j1!ECa%TXm%4eiAC^yr`+a!H18m{pd)3KI2hri4noar+SAWFl)
z(0$PyC@qS8bIgF2)#vY);MYISC;kAbF7Y@%^AtK~1EmM~fOrqw-5jPWkiC44O>%*N
zb?L#SPhW4`O~V0b9p;gX^_K-0{*`X&Bc!7nHSPK*63Q!LH6T;mt9y5nw1r7x4o2XJ
zZDDHgdo2IwZZ6-L7Z2-W5BB)|&sgg&*wn|mHKP>D%{yz(sLL+Lqx>7yku3{T<iq*1
zQjG_(jmN>b_%K#ac(oc;7pm=o>~(uCaE*dTi%pV27AXZ5Lb6)J`4&D(fu%k0^&nW&
zQzcvMD_2iBfkQp%kuM!|O7Dy(K5M8-a~?>tL$Vo^^a%Wc6Wu-Yj14FppW+&Xco;v)
z)Q2a~h`0{IDyXtpqbWvu+AfP~WQh1Db+e$c-`2c7C_0}$L|t2i29?#mUVvRjRMzHB
z_8c*nj_mAIBB1HA^4ZKbO>=71Lr#JvSO$zWtvVb;Hw;Abp;WkzA@rq(pes3-|LR9&
zBV)A#diPI5>nX}C5F58B?D$HwA|^#k(B{>3Q5I5+JL~5+oW}J!!Z-}bFf8q(SR=3^
zd<rz3Ui`^Y?g(ex!W50`OJGRsOIr)e`mG4Qmk3inn^a!;b?h84Wj=Y+UKHne8IJX2
zvgTf?o5S_skl&9@L_uYZ*F)Jtpms8%6LXh>9VnI-1+Nn}X;(8;(^ua)Q@8m1Ctvvy
zdxJ4*RYSB8=;5ky{t>Et?aliB-lm7&iM36J(i6Vz!cJ5UN}7=ao&E2Uh%Ir#U_;w0
zL+G!j%s=-OG&;x|Z#JBl*R{Gn(3^&V0#d~D-CmcYMU5Dq;^i-Of*pD``m0Ef9K=9+
z1H0abeH2h8jSGEdJ&f1kaNXKJzYAcnpu0Fe-<v+4V&kJv#`5v=g&O`M{&!!-f2D|=
z<vaQ`j6gt&s{fNB{_Ebj@%f2AKK0y_nVt6Q+9CIJKD0HlihGpY)SBJi9*;aqJ=t<6
z(}q#mxO&iT#gyXZa#sw9RiGWUN@_UX;>wI96^-+t+B`%$j#dU4X>M4NL825z*}0!2
zWDdyQ_ah4`!4IHvgs1aJKAl==ZOuPB`JA0_`y>nrYv~R@o;vgG^~*c+<?1xQim3sN
zR$h}5nq2?e22*C&*><D)ckDPj48_HxyL{``_x5jJ*E?CW2#&j!)hr?wuK^s6`6U*<
zyLZx^HglAuQfFKyi6!9`*~0}_+@Jf?uut$LYmgNa%Kqsa=(&70VfywCX|4prLUb3Q
z*jZ&IXSQi!Nd#fUu;hHQA`U`lk*O)qU#wUiUDrZPymLvCyZUJA)nRA)NM}g|kjNU(
z<Bhxu^K&=eR#^NL6f2QKe63Gb=Ci!XKQ5gg`-T{gRNgskevu&<VTo1ZGEch9FRC6H
zUP-nDWo48G&RE$8vWo^&jpizgbsRVxx6&UI6Ld4=zWj4Vi6w~PLw*KKJb1Ba_!h~M
zi<F$qQgal^e{^Gq8Ygt+XIsynoSh-n2k2$2Z9UvQ-fEXkjs6wnb`I`e?WF1!l@{S=
z<rNhAm@HXaadzG`M$8(?%&_3G;#o`N+jz`p2Ta#bb}S~V67j`ExGZzJrq#@cZ1ZKB
zE*^N(%#SjuX^&M8^Dr@BzfQ_3&H=b)1p3@M5#5-xnhIIr8!{?Z1Xj9Wx>i)<Bs#nH
z;BF<=i?K7j3C|^%r-3DqMu}8jDLM^{&G?P_3R-W|In;950AmGg@p#(XCr+mon<vh+
zp`0z2p1(}10hZevbk8NGj(q%yDA9&6Z89I<FSr~9Y@MG4W8LiuZ3+|%l7Gl;%{Wt@
zEm^hZNgLCWb|;u;wLbxQ*J7*hZKmr_wn;N9!$@=(Ij83OAMraKUN1e<wZcO=Pi$jY
zxTYu&Rr=o^#dBSM=c?MT0);@m9J=FkhhhoOcKq6G=9dtcKUG#iL~`8y3%k#^ijDfZ
zIU{DMvZulq^^GaTD+UQ{QE5T~edz8ojfm-vw+qfgDg3KTTv*<wlX~;B^*=J|f5&_B
zrFoNgEWy_8-d$%K)xC8*8Z*L8YsR6ERXd(&J`KOwNu7yh=_KVf%r}$m7&la%M=<F2
zcA)~~9B#71!^0V&0=vSSnkirAuSV3#c1RDVT@g6L*#wGfvz(|}&}IkcQxtOVZNy57
zZs7fn!X9_bmwG5JxFFPT(H4j=iY?Ko?G%a{4&Vy*Y`=qIE+SYneQ1URPD@ewIrHm~
z8UhP__WH&N_{$R3OnM%ddtAnTac!}eSuo(5L_z)DIfA%zna$Am_NW6MGUNe`3t8B&
z<~kpu(~Rc}IuP$}7$e{^?&Ueq%{lR0jt8tGUyYz@Y_DEDlml7qdj?)CNf~>U6};Dr
zB+Iv_Hxc9p&@+}K>#w7xb2nl4?eFIkJdGBN<;|gX5=WurFGvl^nFwKLg%^^KT1-<?
zBzO&ylqI8?Q;gotm{XqA^HJF*G;&f|u9MZn4B#T}j|QQdkMd1Gqo$B_K5de7cOZnH
zxH?bl(BDy$q|aQKf`P|^d25M(xA!2*$r81GnA$cMV4Q>BRn0kIpFy_TvAm*qdl+hM
z(@5K0FDm6Z6Mz9zi@zURt?jQ&MGWnCEuAR(g}-fZ{dJER_lYqaz*Ssd90DbDzCb|~
zQoJ{!R&xQ<VtW%=iuWQzj3292)SL!gVo0@gVtOj3LYyY3uotkflBBUPV#M$&GCYk$
zMxF`HdjyO}P6(Z955_>~Bu<1rd%BKG&eVOH+jhWupp>x8mI`^(v3o~%FYqvx@`T#@
ztaA0Qi;?V19RAJQ8uqN-rZ&&xO5PadWrfYOyRE0|q%FpOe6$NC@xb$<x!#g2N0rJK
zO_n4#Y*#HicQM_uO&s6Q6<?BP&tKKS&z6hL4J7;n5YJ?Gq%wVce7T}&!afRh0RQ)^
z&A)jI@BTc{o<J28YU{3BA{5HpH(cELaO9FsY4=Sfgq@YpOXc8m8PM8%@-bK})V`e*
zJwaEhrnr?5Dtg3k1IaY!5#qk#1SIGa#F1fSheq3Ck!)3x!SSM3R*1RPBVkTAD>B|m
z^yEoDK9L}(VT2Wjr<qm;WRYz!4|$X&wPJc-1nIx0;qce{q#k!zJ*qB(f;EUp<v-Z0
z>6Z3%wK;5S_SbYR;Da;qEh*ay-;qxESuh)!SLMaZ{pLS2ztTGQ$ota5HaWX4m3P_i
z>b;9Axd66xip(ohXil_1Ks;jpmgazuVcKqXo%u$x_X5O-f8Elu8Px)LeTA{Ed9FH0
zy3qf%Y-|B)7|^BWVv^IC;IcRcDGLjzQ_jY3%DCl58sm*Bnb7Rbcl1onK5BhR$$VAz
zOkC~?*y-1iUJ=wRY-C}X>?q|0^82kB@ex>&Ft=^arv|Z(JlHdAaUYU7Y|(1Qu)n=c
zgW-tKCIJ&ZpouDm*qy_8ug+)+vzm|QzAYnN+U=y*kg4Z2!>2@HLf#v~@nWg%AONn5
zc9YHtCd84I!da5{09zA3M~#q<N#7;xPl!#%NyYA_Sk%1~c(F}DQg4szbI`#7AsN*_
z&~oGDzil<Jo(Mzj36vv-=J<v!3^^jhnZ1LVSq|lc9H?baftrY^%-C=-EDPFKkbPvS
zA0e7KO_|6j?8H2IYUa_JBq+K|YFMDJaJrP2sSE=<!{iPT4mEL_F&Y@S1fOfjtmgvp
z4K+l#gmsHYtQ~V|-jN=KbeFA<eR#$zFQ(oW&HI~66g3?cSQ}B)@5D22&J=@s>Gd|Z
z+B03=ey?4hVz4Lzab%`9x?H>Lj4CVQKLBGuoWJ}BKnna|uyZZpYmRZV-Xh50`_U;e
z6$E9PJKBv3#11fJaN$WejA`}DfE(RzV_Mtp42K*UdpJVmB%$|*!-<eF0MMLLZatZ<
z0E-qV?C5%C#RaA04vUXBcJP`ocB5mGq*-JoGKqX}CiFIphBRk)0^C4jT09TM6)#PN
zczQFy0U{t@c?5@8>XEd!_Yq4)wu@aiDN60xR#D2^w=GTy^eEvxWb6r~`m6xL5EmQs
zgva7+#Dct3OOcnEcVOjVcqk0VyvFYk2hHJ)8{*P!&hKX8IbbETgk6w9M$$Hz**OCA
zK&t%$d&uBNZBW_(8m{ZVAwWfeM9P6LH2xGpE4F={Q_d31!PdWQOr@>&d4qQ$_rb8w
zheFWES%ht1-Y7r>D=4|<#L57GD~a}SDT@k!P6%V}TEfovZ9gvUDF}Rl4|3C*3#^nR
z^RB>3h+GXJ!^tqq61v$=Vy{$D?y;~$mMKIo&StZoNjUE)?xk@gZVQ3x6QQ2i5>Dm%
zMF~3RuImbw+KD?C6l7~Apx)3=EP)ph_k~9dk~qwJB_8edg!oPF-VvDZ?(OU5bvkJ_
zGxwU92QLzuPzUzC?-=Yt8z=(x*p!0CaeKf39p(aC(oq87Fct5)bm>yFDb%$v^ske^
zM?<y*IdeWK0Tdq+c7*S&ID`4foihx#KVkIR=3wY1u5h(%k_biyHY`faEGn!L8wc<K
z5q1hh9}>g<JR6$y^kg{V;^}TQw}li&QQ?V)T$+6uqS7!I_%G$9oM&n5N2NNfXr7d|
zH(?VJ?9mXuS>BdShF!aSTWK-C<B33tk>?3hf4vCPI9y;t5BO45#)W$+yQ^AOH?EsE
zBz?EI7Ave6`K~*c^a+Yw*|I|9-$Rs%*aZ}_du>D`9N&~JiXeysSv&1U{Ap<H%-0R3
zkpfNzsBKV3Ey)%LpJa;`NPnVgJVg8VIR`9r=XME7_p^C2mxX&Y_ib644eZEYU{!za
zbJb8oTDBF}1uy1`j!?^0!_I~=Zm9-9)Zgk$dLtV4Z6y^XidZ%BnB}Ev`~u-h(oNHg
zV@XG<i7ZL)@p+U;dIG;rRD)q_YfJL8-*0R+<g~KxXyU8e?Zh$_1P6>(ujMHd5L{Hc
zaZ#xL#ii&rSN+BYgu3V}vNVqu)1A+i*pRX36DjLxGF^5KC{1Ujtbw)JkuxYPt0-QO
zZN0<kr$~FJ7mVqBr{@p&RwEm|vLwdZYVeV2PBpr)Olcs)@xO0%TsHoyg8}(DXAsTj
zekM(%$XK$F4YTj*5P(G)1VDmf@}QtvPc>1q?v@fxmNizD4jWlxYtdZIx{I=YG=z^!
z`g~F>>X{_Tb5jDuFfRfL5P<_H3cj23enTSJ{Ylr{l4z?7TUB^_*k`T+&;>kCfxI~N
z7U0ihVXDy9$*z0HRfzG%_(kX0yUi?9crxHTkr2?BKGzl<%1L<*DSdq8>?76zArl)0
z|E>13A!4<{n=v__e3+d%J#X;R<(?&rXnc4{+|=O1QC9)}2(d{4b(^WaXeWx;mh+V5
zPi#3dcSn&z{Rr;9Lac?$6cl_mvh8eG(h(fA7D7TciDac?&qqUrwC8igU&R6IHiinH
zW{tiov*0d^c3Rd)%G(v4v!`7v2t;e^{y}W!oc{=`*L3!Y8MEfLDNyEqF=+sSig_SZ
zpLL!ccKeZ<2;ixuy2Sx%a8(B7De5l;)n~D(YPr{tJrqyZUw-+zDtDq?uC)7<Z@bbM
z4EAap!sBl^`_v&ygqk|O-;14R^E}S;50|cS>4%wJqcUbw=*M8S)8{_X=tmPXS`u>u
zup0H{+#;I|CuTWkmpZ{Ey^~l#c%R_O#C1PXUM>7dl*p&xM{XjYirmbeNV?DF!>*+J
z^N6drph8k_LB&n*4<-0y`19qvMm7qcPYhW!nag*LCQ%kC4ktiGa?C7B5=+u8GY>35
zukXd~WLJj8AnWo)IEE)l*K{Wc?8-HL&KL17$hnGtgiKWYJ2@$??aC~3cR2m3Gcd2;
z7)G)~H|wRQ%s~SxGi4wFHf|qKt6#>tfz5!}7H`7;<cLMV9(9cA+Uaw~Sa{Ltql5m)
zj<(*vTy}%!_NcGM_uXNpW)Zp3y#O}P)Yul%uZq?_Ah}8sc4FIV){#5OR3we;30JF0
zK+2|y?m*^^k;(=`uHNfL^PvjvBY(ntHH^<9mCGXEw^e-1Pz9?bVOx<~s5qMkv0BRT
zLep3Ghk?u0T166#hKlYdZltCa6@f}xu5T@*@1^EU=`y;*Ub`ge*Ujq7iav}kxoVgI
zX-Beej0f$`obf+H3bC)Aa}KNm|NEM3N5zM+%xwnWELCLi+UZvgFtrI^UoJD<+|3lK
z$lT)}-1#)K;RCi@oGKvl<Z;=<w<ge$Y6l>&Et)t8Z7LWQeio_lS=dom1vOYhcPQy7
zqlT&r*6oin6*-65#8u-@T-#D<!!E2?-R}n|Qe|MVVoSX?2wYz^(;$OfwP_IYBelxq
z@gnLg_KU<;uk|g<Qau3Mw-QzBCl(;Mr1xh0<V4l_&AY?fl3uM=UskdD&b1R$#>;&a
zpSDbf6KcOovTZX(E)wt{*U(T$%LT#%T9}DdS7+_?E5=lLS2XgG?o03LPwY&Y?FePA
zf(IyH<|?fh6ylWU&Y7*u+46x!72S84@)n@z5m%UpO?$M&7EM$f7>*{)R=xksjg%8)
zcEr^ZTLdjgkPyXYF;Q9EJ7zmWmgkmVd`L_fX*>yXxyF&8VpnS)L5z4U>1hxYi?x!3
zTWU?jwu_{^-$q5}#{>`gUwjZ1nCj)l{En-Xd%IzpFRMlla=Th04O1^Kv-CNGf4!yY
z``R-7>)oPV;D3NU^oy`~4|S4iPjWu(0I9#tlisA35rFry7_l4KLj`(JAPps0c*>4O
zY7LbGF)S9o5N@PV@5hPnOS3>_I`1!hiH(M3VmGG$*!uV=%9#IQ)kuO8<bu|m`9&cY
zy6ng*TuJu}%N<F2VkMJdNq-t~H<D!7X%wj26Q0MCj_RLVlJ0pyqV9)MI4|iPf6ji$
z`S@sL&sBE|XTB+)GQC5StI_T>qq~xR{VEPgkD4sHCh38dM7~_gv)?dwwCQ^~uK#oF
zfhC=NGB;zSO1k*20Z@Hmy;snU@!IK|2GfN~e&&<B>yAd(mc?B>viYRE%gYe_%ZHJ+
zdaF*yw5I>FRp;rqoI#BGE&BWNEtYLh`tmIR<55;Vk1B5JIh~A+KjVB7ex2}Z<vpnE
zEy>9z6N@LdeAcoeHdpkBO)^2hpVnXeA1P-GMOuNBf@_(kl68y-t5g{xsVF+E#V+af
z&M=#PZHI7m7W{$?z;3`7dl_cM?j4B+o4j#DqQRG|KxYznaDEu35|1PZ2DYT5LiJrq
zN8sdvr0+(%ySpXbm~NE9HpaEn(+;>mG58P55{UVI1;h$&&t3Vr$Nj{YbT2@3mh>1<
zV6N_GEE_7gG|xtngj)85ZMOC&ep1LqU9f27%B-Ry_oRRdo|~Se2PS}(5?stJX}tTK
zM{o_hTpPCSNXpYKrbj!2BJfNl&pZr^#p-;{8CMGfu03Bgo%`8bC8%f=C91CBJWOQ<
zv3Zf*2jatnVFU7)eU!VR*AaSo%*!4S4(i=-Yy4Br-~@T*L^ONXAYX%*w*9*R=0$(V
zSGM8EMJBqoo|#aCX?s77siDyv#DyP~i<$@yBhf(3=G08AyEhLVExlMzuCRx-@#7tf
z8X(73Qp9B|upaC&=ZIQ=sVVxjDBext?g&L%Y?Xa26X{cQ7pX^3HqCgsWNKN!?xM95
z<i2R&_+XN5-UoVPqU$no%ZKpKT(owmQa=$ro=Z_ATDaFKnTkf^Yj<|VB@U<~+Eo^9
zAt52fCi@K`k<)-G?KhFgi^+TnxtOM0+f7a2EYTG!+>&FL0IqoXC>x3%cru@lN=jyv
z^qX~?bx_hLg%ym&9E;d1IWR-9xEOe8E{2D8%N7^@7Gg?fz{@2`T0%}mtJb5X$>t#E
zxmEU>qQDhOvx{Obo<_uvtWy6;P%b<NW-49<0B|S<2F$p9n@(OP<W46*7`?FM%M!{T
z%)(IgPL1*Ey-;}iS(vTmCnT5D<E1!gDO3p4&9bsFKIvy8(e-pE_C)mN5<9X*Bhj|U
zKFI?L5b{W(L<|x@>4MwB%0saf4FOp~p<Y;sX9r>7TAs9vaz?PLa!tLLdZxJK6+uD#
zcamsqQ7<JgEP4@wPAPa4gQj>kO=YL@8b2vLrg5XuxIyB*9c6dQULZ@&vXdPGNl}wl
z#i`SuHO5PDq$5}=x0ts2$RG}qQVxK*rBX)SXhhTBLnY1GPA9RaFSP2(wCw=11Ex*E
zr&&xNa|U_j+6nPl_-?tJpG1KvR9wWSB}C_W?8lwDdHn0-QD(|!H;J(nXo5s=)HCBC
z7F_25HKlc1W?WjV$x4q(0XxL(83abIRmZ<tgJQSXb?Noyby$RG0V9Em?r?lKD=mZe
zT5)L*_W}qk!U~GGV5_h=mqlf_xIg`!)}Vp($gYAPf0DT6QcsZtMcGmHIedcH4!E5p
zWgze)@%SJBP?Fw>NI(j)a<80PK*k{kNHGDkRE;!(qqH~c&BXFh$i#{-G(+ns9m^Vj
z2pKsHSt=r+)*i54k5Q|6z(TX!4ABd7Q^@F2b}6H{v0pW>i?)8mqM{5Nh#Qs=fi!~8
z3L`i|!gk>`5P=;{Y!NEwjZ8$-j@zF;;K2S-U5!Nm<GxU965z(tV(mgK2q3nVtz}xi
zC|6D5I1f{?_>hOxuWlZNy^xj52Ij2C#2VRbcJWu5M+_#KhF91lwDZM;oG22<oGe=`
z$`mG4F5Go?A||}oI~1E<ST8IU9GZD9`sTeJ{?IELjq8na_e-^U{dU<D_h4qi3^>f-
z$QVmA_`M^S(b~gRID$KxPzY)c`fgOJHp(nZ>fH@|OPn!)8IcO`R3s)|_fCJUg%HUT
z;R@hA783+l@EEUmco-5rjAN7Zy+`4UIfKJqn3fVr&7fBrM*zu*vjDXgDe)*hG(}E&
zWdCHh5Q`hg5{L5k9`j13JZkF+rXqItdMSkKjq4(Nm<R!$n7P#c?-^5Q|MdZLvm%(T
zQUILuGEGgQqKy80&l${Z1TNw{0}>U9BPslXVq2Xb_u$Q>@Id6pz|2!&%g7F<DONAj
z@GvG}!c1eaMj4+R&S=4|g9#Zs1JjEGAr~)-<8uAZVqUqW<>cg0B)4Mv3he(779vcZ
za<G_Dd{S;>VJ|m^O%ZHFFr-x*X!mtvDz*E!gHbXs0=Bl@nftUk2N2{}odN2@$f6(y
zNB=Dc#fe)8pUV75tV<495trE{LD&`6mm`Xiwbealwgw?|dMI>inloX9(6N`7W*V0P
zyB8F~m<Jw8^q@?{Ggij(!)w=sDvM%w_m0ph8NUp4J>k~F8`rNA#h9+kxfpDj8tSP1
zfV0PI+xx?UMI^70jnYRf9AN@N_rnQvD-45AY;`t|M07nG7I|DoB{$DyqDG!3H?5oO
zoCAZI%}kmdqEZ=k&CnAu6v3vjWWI`mv`lWfm>smryUt*@xD$zp92L<WF*VaXJSiu8
zr^#OyGg=V~1H4jB?DU5QT^mqsy0%?!-25}xRd+rbPL3&jbR&+0ymQp&!(kZ@8r{*n
z+!WOqqQ1u2J{u-ErKu=}a*yJ`WTA-P0I+7cI&RKVk&<UKFAzqV22mhHkOqEKE@GNd
zl9ay35Vggs_ceZvlccr>uQ7IsPU`MsK#bH6yTqDu)2A_BR}(QfspzLaA{Nj7<M%UG
zXBs<gcQmc1Imf!LX&Pf6#4IWmP18lJu2w3<P^DI_XyT-zYl1VK4#AIB!67E9SF0oq
zu}@e;o+|C}#1py(nePK)V+<d!W4hDPE0iK}4OH!s0se|n#CX*z&N@sV>#cf?S6iKG
z^|Z2c#E37AY0aYw?k)vhso{3<T&-4-Bh+d&;$-`1Wp#CJO}P8U#>P7Fk1G|L86<-+
z%T`;)TPqG?JMp2{^zGv_YiIC?7}}wO^s;sahkU54rkMF$y~@nC!8ROXp{jjxX?tH6
z(%L~JYt?mbv<DRs03{xwrSwj%I$n3`mFZ^75KrFM#-uTkV~r*awsbk^`&u1MA8$Gx
zt-{YbN0lmOBV+{L=>^+^Y8AQ?F;j2X^|96(RBII-(%y#1D=o|t2j%4PdV8?3zP`3f
z`5L2qze98Q3RIw*PF-h9tpTm!n@{W8gZI5}_kFu>o8|9<&GYq2@10JkQsv7Io}a$U
zF{VbluJL!ZNP+h|18A*M{o?XA=2|6{f&+dITASVvrYe}<R3!Fxow2o62lhr`t~!2~
z18M0R*LIBY11)1(Z{xYm7EO^RE2gN^6!ETyS_W^liG8zEue~KUBh;3bmX;|OuhUWL
z3yND=B439|ofQ*(t^<R9*b(yP?`#kL868jSr_akd{wJEEak}GBDux~I)xhfywvS-t
z6^)z}Dxi=<da6*^z+YimP@~ZT$7ZKft-JxBo30z=<B-4wdR^Ce;=Y|@7={i{ds2I7
zpjE4yCX5qCqUi$i*3Xlx)N1r1vZhwOLhSHO!Lay;m~?Znw7k5sI@Pv28ymFubaiDJ
z#ss;Z-q)s?bc}SRMT()Bzrz_Uivud%*=d%$1*A&<#<)^<G=9JF<Px~6R-g{%vWLmd
z$-6t1$`pFmb#B5&c^gh%5tdiirw&=|1!H`{sn>)!AB7&Z>4u}-x?uc?_7MBF`$4T%
z)nr3atJHK&mfILa*JZg4W3E-@W~+*rGCzABb&zB52imj~!eG_&Pr-VZUe!czX?ePL
zesBHE+UG<!vA#6jYZ=FIA)P&MTzLn4ja|UGFiV`bF@^DuI)lxPjm^!P)>acgJuhtF
zN(W4{x6V7-^o;R^)g9rNnEC_o1w<ob`~eJd;dx{F%uc6Tn{o`h3Tu~I(e(EiY^~YR
zYPa6ALoRwwXbh3Fg7`==<Y8m{o{lkfNrvMt#%jO`s+Ah+!F#JP*%e^|t7~W0*TvZx
z*zB@MI?ocXUpFqo<+LZ&eBRxrt%5YKdm8+}@{WG9rHPH%4+%rj_BxI>ZW&dLG&tTs
zkkNMFpW66+4*ho>{=+fP>i8Vwb&f;<YvHi4>7b?ES~EUhc}T2IJm?%SGSnX{d&L^g
zb=hG?*!>6sl1_WoG0{rpm2&A%8&}%<2u76`SwrXF_g-DE%BEmt+G%xaOH?tOS%*6Q
zux#+GuCA=q%3BQPo~L=WmGWQ=pJ>(3u)%4$w?$`PHompl)cBgAoog94AD{qob6vQ`
zXX<+T15RCgqS+F9*R|<SQgpoxEy59?y^p|B#}^PE*$%|Ou2vk124}^8yLj@}yAfx#
z=|>%eruWdux84CY2M!U99dadD3?@-u9v?X$!yMMvzeLNK=Q>ME{6WXK`F&)CZ_;qf
zE#s;tq8NM+f$2}RZzzTRFXMQ*CBjVaBgnKm{}6QhezH@x+SW5eX%PlSp&Xf`LUvVU
z1B~|q$XCGBk0GC=6=HXM9-Q;DV$NFcN#g^h>PVwZL;3h_VthP6u&yCBf&KHw_^4yB
zgB@ZB|ER;mo~B^?FEPf?-*b?EZRqE4|8m>7`L33({j~AH<!zG0zGIAk{Je2xtz~?h
z(I7u$JfZK<l|A7Dm*G0oamTo&?I19`2+qeJ?HEt$@U3dMuK%)5qwxD2t@kd2LKZuB
z9#L}oQStB*!GLL}eY~=~N|?me8c4Pqn;Yde_O-Rul_i{F8USQhDlP4}V(_J=G48bM
ztNf#_1^2&i+=7&ml}br7h>DHD`t(C^dXwVmXK^pCZlW@SwN}4C$&<41N7^E;O*eNS
z{YP8c6BXl%_OMPeU2p0yF<m+u!lN<WgR_nITa*<{kriKc21^7oUZ5PlzP_<px;1Q|
zMrp#hxm3C}dq*2gLk~yJg6F?A#y`^5pJ2vQ%T43v`i@AB&l!MB#v7L%<J<d))LOa9
z@vn>!REo+^d|KG&{SL+ISDj9+GDb|R0s|m|K8oS0_Zar;+VnxV!vGd^(B7w%`64na
zMV}2yK>YRdfD6CfG9K64!q><R*&}VZ&A+)PTENCDk2naAhP&Fdv~tg@5OZp@j6LEO
zd|kBK#^*J9>Ss~BHZ}cX$@xRZ^a8|wu~jCx+V}|=xO)}?$IUQwBow^!z$qhfmH!K8
zP+MMEUir5Eh&HX)H)+4&w9{D?L6Ti9`DDwN5h{MTMXTQnKL59I`~YPU*!XiD;|r)@
z2`cK#D|l`TMD4us*1BUHgW<<Fh|vqiDRV>~xuwCW*z;f}g2VlX^MX0dj6BPwSPV<z
zuY&wh{J-NItN>N6{-`E`B=XG0x?E_3@7L4^a?={I7NFK^!ZX_xlm@GGJgt3p!SlpO
z!O9h|^?^3oVFwz!f@!U`jlE|&#?P-f#<y0Rxcz60lu?MhjB^N{Ecpt8(|-rce+6g$
zlirSTQ9G|q&l)djO+pq1|8vBT4(W2x>a3k%uRHZk{+nbCUq^i{LN4MMZ3?*OLl@VY
z#;vsrMsKt9qpKYl-Df(+*uh+2V8>buCW!}{#udGsUPgNi&$hI*Yt-=OJtXp;4k`UN
zOy{TD#__F|Hhl>XI>trT)NX3VlT2h?S_(g=v{?g|(;i0HTwPfuXuGj#Y;MxY8FGGs
zabJDTxT!nZaTO0Yk*GfluJ)vHzSnqTxv9Ohrb}zP3NT48<`B>L6)<uJ`0mUOrrQB?
zrM>FxQQ=QlNiCnpwV-Q!P-~(9(g_ef$sVTQe;?%c4LmR|fe%MCWiayTm?A2r^`%;k
z>*P*rqBs~BhOxOpC$NHAMcAtl5?;c}96m-YXUF$k>+fKZc+0<Q8R=IML1AeKY-KVy
zhh(saa)G_IL1Dmna`iGy2rT>tWc^`iV_Qt=_zkds?L6%oMHmJo)wo6cBGUXG;rkvz
z=dSTzFEnXNH=X0!((=j*;Bp0U8K%1_um_UF^wYTW>lcid-nk>fz?jUdbI-dV=yU_T
z4G5WBfQ16L?~@gEg~h>yHMRyWcZ@$~P1>;a5(NAO_;=543BP5(-8SC1>gb=>j0_Kq
zH<7Gfr!whzjCcz&MeOFk-PWF96|X`bgb2=WQkaA30sybAt^HByWg8H*A(yk^hs#TH
z(*&_Q{nTZOb;vz$WBuohx6U;6@md)f8(_LDI4Zrm$fF`Akj(x-YtSm?)O57;kCr}E
zf|T)EyTqoSgHz&x@uiObh5JMh9M>UmHifiK3CJRVP@Lxo^q|(81e$I-WGTzbrKPM>
z5xPAf6Bm|3X+l^Eua_1g{{HGB@apV!iH#7T#=llVn~MI#{UtuUXu!KRgg=hg5mM_=
ziUCo+LIosyl?<Q-5nnxz2j2zLvtcODQK&r+vGTJ3gKy&Qc1v@IrT;)SbzHwGLc?W;
zOvKpymdM5Hz~HMCjoDda`kt0?t0s5=!eha`7;^geAbtiA#&Cpf=uq|JVDF-R0m%(s
z2Tph3OlNjVbJf|`E}X6W3dNKM4fcAQ3RYu!9@0L+tUpEdHR12KFab!GZI&ehlt*Y5
zC<j$hr&HhjT!o5**HITO*VN8ngQGZ__Q)m{CJZ)F@T0yOuXjiUC}+n`R|xP$1994X
z59I=5dOu-gSkl+1%4Ku<wv|BVfWX=3NstiIGjPbB0Q<)H(XKH*D_rawNXfP7o>O0&
zezWy4$_-~WY9(l_(SC$6LHbX<%{T$PraulE^fN}d-Qz70;xDcv<*pm9*(B8g=5kpf
zookC$iT<aW*s_mQ1=P!INb4J-B>x{k0~HRZ8|!5dM>TG+-^A#Tf@TTLqJ-Q4Bwrs_
z5O1N@<uc5YJ1ee!Uj#1pNfB0X@};(5>k6baHjZR{dJ!YSrVx|J)J;(zAS3h31jNY<
z7~pIb007YHZ%Elc)f!MSSb3_tEfOO2Gjy?bz}oO}#3t%fY;KUtlV?*8gIYGC=Ee-(
zF1Ozo0g&BK#s^gaTye79U&kySqab=2vE_mg7@##FKX43(#Z!cOaKesS)R-WSs+Fg!
zw19zBx9I>If0WqnwmPe;(>I*~!utB!Sjd~iVZRL<o&H^2yZRyq{pGgi)=MXPP(;Ye
zt8m6=;FLch11b{ybOXX_6ECor4>apFsyX>4_+b}GZPULbl~EA?3k>;fs$#~!0e+ZH
zhDTkVYPGiXc&$+xzxm+C#+h=@mt{bQkF!RFKV|Tb?YxaSSUmr$^Tv~ZUe20P;2Zy8
ztHgQdsQ$A^E0o<xuNT{8dA_{9jW<)w!GF$^Icd%PT7}woP0{!eP!@=DP^|&!GL3E@
z|D{7MAfe6y^@K#DYH4|OO+>o;&fa%ctO(btQ{8zxk3U!9@2wqSt<z29w@(?r2qeN$
z>GN)xWB4mb&lT!MuqQO?Pl8Ws2v^w)j<AFAPmtpg7OqvMUxNLOztSRqG$6jIM#i<g
z%zFAG<efGlBhe&VS{93argh)<y;A^pKx7(t`|S+=fx+KuX;<q;ZH+#=fH}R;)?PxI
zVB3_6Nr!t#-3-I>=iqOjq6mBWm?Q~yzo0#gcY+VhoZHTRRoC<>YnC1~-fI!pf9=$l
zsBcew(;9>=<|n$WK<dU>!s>71=XBSY63W4>pZF~aED&y~5i-57qosziw7xBbIewAU
zi-Lc;L1JjNs0aB5SsJ^72c8#L0|>F(I$ow06JxjZhwICtm^>z#t*viPzf%~ezaS!`
z&i;$>#PeiHq_*cf)oMomaS@n~I(XvSWV{hZr}Ia5kg}#<hE8}uWx%Bt@*d<2kLs+h
z@UIZ-=Yfp@Qq%8x*^RPQ{THkBOC^2Zx9|N@$<SVW5V6(o_tj?6t?s=|^IMIruG%fP
zwKZgF*IjoMsV^}HQ4++t+~ipVx!RZ;d!eZ|bDFa_RCJu?^7ezn&@9xR|IoC2wFTBI
zTwm?U_Yx~nd-ct<=PCM~XgAtbn?>(NL-p0ljp2>P%m2Th+feqn&$ou|H`l~(M0B@?
z{$h%ak=!WgHntYO-2(DZNvhGEEPiZ*XRfcd$xa}KP;G}TyqVgQY^AX|Q&Wsj*g_<6
zkE<PpCJX#X?kMDm&t(HJcm2f<PtOYY;zQi{@KAk)dAHfT+f+L?S*m_LLw*jcyl=X8
z`Ke)JEBf#mabw?XWNK4h!)y%IhppYME?>~M`jZ8H$QHk|F|wmb?jqbzc&;{a76CKm
z^!Iu1WG260@nX|cKfp1Yd4*EsEJ*ytreZhp6`k8jq3nuwL6EenI(x^Z)sog@tk+Zf
zwrlF!(DL|)gCXzo(JN=fo&Bw?uG%@xw-(>O>~|a8kz}q5RVvL7X~UJ;Qkn$0WO^^5
zpOK*c&_R&SLZ#q%W`;dwtFwC_<Ah<5sE=#HDDmY6=1$C*?hN9D2l8{}gJ}1TD_Po0
z>ANA(gW_+~+CLcV%$E;_!~SsiwQ@@I^DjzJ!$za4Hk<dme4;k0_WLX;-}>Ob&2#T@
z_RulyV~#y`%V-|JDQ7*ozcrxWp-{hh5r&qUM9P9fO=1@F#TP|k!WSY6EzXrAauYYH
z-Pu+34Wo*62mMjM&!1T@XE40CPkhwv_SFX6Nq3m3{pql;Ky4Hc3a_Ue$)iO}<uG0t
zrV9s4EoEYP7`uV`)+)6MHGb^neDV7Qh)e4J!uOQ}%dY_!A$ok~>j(WI=lxeo)+73r
zAQ>9w{l(7u2wtLelG_+t2{C7fhl+D=rhH=%z+CQq#ud5?V>bg^MZcKwKt)COaJJYg
zAJeCdDw<W*=X3J-!@(S~9es0MeL1oC=D>=Eb0u7pfk$bSX@F9cmZM`+8f9#T3lq1}
zUZAYNI}Clr=n2n@T<xB}#w<sEvZB~9re{u{I|%IgeDcahDSSK1<_o8oEc`wVtaR}k
zEn)B82Xmo$5-yZ$rpnIp!;mYEcr@dSANC1+SA8A8s`tLmD35<cq~(z-c`<W0QDRQh
zBwwhDc{4S(>CH|QFFZXtS@=lIQ}xbkS+V%)#LNpnQfhg-EdJ48>!)9V@p(z|%?<gJ
z8>S`4-cLg_l#$3xnR&QyC-Y=sIVX1t#bOi((c&YB%Drv!@)*HE@+5g?Q_3(`vT}28
zk$VH$yP&3j^4e?4wTs-07k;q$9mCSv_nWW`ZdtFCV_R`xddeij*`bn^9r1vxK`L+C
znpYloJ5~&&a^R)2lapr*AuhFBN#21{_4M?p!|dtrIAVv#y<I&2bo{@Mr%HJDpHZ{F
z&Y0MJAmH6YC@0^C3SMVlH8icYhl1D8nzVSrc0~1Cy&_gpsR|IVotDU{-Z;Wv;1EL2
zv|&LLYvr{6fKF)dfLNX%GY92NwL(9AAXZAtcH`QaH9A=b=HC3S65#azP+>wiwa$8`
zT9Bh97pkdS`<kX#GCWHw3*}}6y#n}O@>VN(qh(XT;i<NBM635Y?F;D861M|*%+5N4
zC0ewf(slznxLB|se`l?9diprhEWQ7)MMbBvb4|Py5?S8B+x4ngb=WWe(yon~+AmNc
z88oT&g$hm+odK%SDq>%O=u68DX;m?S?|kX$MPp1g!2>&G%Yir$OaHj}mp8=w%3UI~
z;4dom4r*6zYKdjl^VC!#L9Z-xKz?xa-IF@~yg|S2z^E}(r$y}XhN$ZHP)f`;wneL`
zQ>jj=NY-gZPD%|gAgL`aUC|!?t`SdZO{^(aYrw-^OVs{US5+&ko7){7|8zuaL-eW!
zwTiB5C}itPoQ7xTTHiI^x51B7XMAsmwyabtUxd6Xx~xK}jx(k|S-z=LsbRiU=c49Y
zsWGedwzi5mc8xzangcR*>WHYmQisltFa~w+*%9Vf<NFTv*G#9gx<tw9yQcV9U8f}&
zvFfeiozUzRQQV7xsB<--7T^);t>vm-dD@_z5xn<3<9rU4*@visd6`-QSE!DMLp{B@
zUG7ssC8*byDit!#rPZa1+W+t!V<glsqF4U9cwE=NNFG<M(A~6Nhbeu@*{{@=mr(pd
zE!KAn`1JJs5W-KkXkF_?S{5XW7=Pvber;uC=|_!iu?Iu@Uei21eX-P|&IfXH3cLBe
zgMSk@y+Z2-?eDpC`l2y?<vR!$zxSShI#7z0;rjmqP)h>@6aWAK2mmsE;aV0yuT3UB
z004$;000L7001yAGcPhPFzvnVmmJr5A9$;~20-Cusu~~(6iJ}bWD%H|s_vR1C5qzP
zTu?1hphyl&BtXI>HL_Da$4wFhN3mp;ObJDiu|FuXE5~uZ$g<CRkq@O<j=XWa8pRR{
zbglPfk8Q<{b50naB&T=h%Wl@YD{mZ0Udh<s@4hreDrf(K1rG;3x2ta5`@H|2=edQR
zGwKPkPYB_PUwBD~WBBxyu@HZ;Dnt-CVkjJOdgw_p9(omjNU?S)41+Kbj&nK<0x4eF
z^1Lt<*Tm^9ei3en)0adT1fGXajugWHe_s~(-Sfm5d>I6;=kgP-_gu`lGQ>0q@AlkE
ztZv}~^L>D6)O-Oy;?ovBg`pIym$(KsUmAtNi8nFq>6=3jPhHvaFq?}HzU+^OK_w=B
zD-vJ2<1JUM#5t|D<cqzDFZSUQu_wV+xNhgP-#U{mERG9W8Dg5r(5;r%@S~Ud(pwX9
z|1f;eIn@(;e2~Pi_NRWeFZSDgV?JgWw$8dQoYl)*W*|hbcWM}l9yW>JL#z|4mIt`!
zNQlpiQ)!67cq`(c&xuo)g^*bmMGvZv89rjqE0-gDz+?}JQ(IXUW~75Jon$MEWRzo}
zydR&%&kV!L#a{QV`_-NVOxyFKFApYZ;K`+UEARqL*IV)1y<-w@Z#)d;p@}d2I0aw#
z$7v9@`$3do>{ka8A#NCY5B5%hbeQf)f~B^8%#DQ}Hs+l2+up>N15h%+#WxMzzZIvz
z0nE3?nf&B(;5jY?>kq^ospqvv62Dz0sX^<jWUfa-gSmbcOfHcDfq0ElS1paf18^C?
z;l`>L<EPvc553k0KicKkufhZzkHYY>bJ`KU-+HTCF67H2+i)2+U+o9ykG$wt%VUt`
z=otK3_hoN&7*#&`5rH4Ql{AcGKi-V8FrpMm2}*+Go1i`ZUc-QlluTwalaZ21e2`Mf
zq?CC^nap^bx(aMiEW;CTfi#FAxN*Zc^@8>Umrp@Fl=|%r3B+y*+i)N@H)3i2#IFug
zEI=Ks$FIDYvJ2KhKGyuUKY?gL&g984cqNCiFHVB+H)eh{SjCk$;Fl$A?`HfWZb<y<
z#288n#%w{SAoMOIJEATJiBdWc6w2eb!OL8mgJqq<<kW_0fV=nMZcnV@Q;;Ytzz@C*
z$5gX0*x+;rs95;_=(^wftC$MHa5CA7Lj2b{D-h0%8oQE$UO}9KocLB^RGExCmoii2
zjB-#>6Bd7R+;J(-@U5aJM#zU1lAjX3LPhrFGRU=rl?laYY#uu0S0gZ5Lhb`d2RO~m
z9K{EiudqF-_6=%tANy0%6=Eco<6#7$r2OB8IU|tT<$cFMp-@Jc^bRNlxrE2I11Q3H
z4ZOV-qPz~xk0_bd4e`)boKA7gXiQl@31teZleiaBUwN<{E>v+37P<;9v`ZLVUdL*0
zT=lCVM)!euw<=8n|8C`44?=w8WRhan>#K@}V1kI#B8U8Ml_e<CF0X9L9F&CMf{0Ro
zC}eH~Ha8Ro1=S~C+zf4B!Xo>4q>D!;`2A?CG+y|8{Dk&ms3iismJ<-8eE_3Agk>)%
z<flqlg|~+7ChCs1mne$i7l>mBqv&Dnl}FLW)sr<}d{E7esV1O{S3QVFrehe@leqiF
zSP=$<^IMW)4<=c{J<BOH)x~23$#EknwjUILxoOYhs{J6NpiPG1l><EU-~=|Uh3Nso
zNOw$KO%%Cc-axKld?_!AA{UN-dXpcdn5B?1C&o`Xg33iu%p)=PObh9^_d%bI<M$IZ
zePV(I9K$xq!w+HpF|L3L%6l-ji940TIur6}7>Q78OiRsqf{epPZ^m6~6D5J|ewrg}
zQ0|As9l%uU)aw>{jZfHFN-4Pui&~m!i9f02+ZR10UL@en%7}jiwmTB{;fnXiO7}u}
za0LtSX>7qKa9Z31GZKjmb036rdIC#03_ldL_hUrj&L>E!WLSta8RinkF)u)>w!e~+
zN}x|((b$ZzF&Tm=H-S522*~}|*wT2IwQiEaY7SyfdOFq`CpKvd!oaQi@Hmg+!MEzI
zl8V*)ur$b+IE2r1)AAW=Gekxl!G<I195tc9Wf$PNV09wluBiK!77sFC?uF4gGA3_G
zE%8y%<Zi6W=PygNaMk1BN&7sFeE@CluWa#eS`pIBrRqa#E1&k^fdrfTnAX*5IiXdC
z;X8$e^e}i7g66<owgX<a!XKar1wT{ll_VT=SHjM~w9!E<t!S=GEx6oU>tBROKbfSt
zq)_6jn=nCpbG$|W9<*@H)s}V!t%scqQ(wTY!K6V;!6W5NNH~xPglnHri&uhH-7($_
z7*x>xhtz1?Lm{IQ-?^^&g?U<7E<q-I5c6y@GN_(}^=c_D$1(iqcndO=Wde%VCXkP1
z68s`91XTJEHGvMI{YgA>pm+#NDqaN7PhpR*QiWk7Us(fzZck{n2JukJGc^1%3tM*u
zB>H$ly@SbVKaPb`p?eHC4DXLz1Wln#8P)`Mn!z$d5aC_}GIN;1-oFIKXJcix+QVE|
zYCI@pPaGU8g=wjmcjEIK_<MswK30UI_K7JzpT{%tyNJ0bc`rr}Dn0)RC|#h1+82+3
z18~#wRxAv*sk&du7xaj(bWFQ6X3W<&J_0T$g5QCvVB!Om7f6zzEumq6B*?=`g%Pwy
zkvzCMl-0`^ti~`}Effu=Ym0IrwsF~ep?Dca{ptcHh_NI(b_s(k;LIWcI|2En&WWdD
z?jeX7R)(I0qEwq>20ojJs)Cl$A}u=%TXh1m@bMWIj_6m#ZWOlTnDd@k{oZcTT4DSy
z@*+|66f`7<XtfZ9R9Q?zyGN<0B2`#nt_pKhw8b%fp4L*K9P)npI;G}{F_;WQ`W)@5
z(dEMzwWd&;BxJnhBac%M5&l*OR!E!`=m@M^h8PWW*rrhRp>AT&MPHJxiFRJqv6oaR
zE|>6->Q@rRtysc<QrdnI&)mW_8;RcGlX&(aE!KW}KP@-N+D^=>AUjkVv8-Yqn2)`n
zYKp7+ygl>9Bdhd6G)b@~?cJ~@{EB<8Zq2}PeEku!h#EM+B#1c0wf<?fKGD+-F{IeQ
z5+PV<QymUgXBcdN;CCd-+bKdim<XnpYMo}GSf`7D^lSTZ59x-h+uy(i*<=$DY}PJ8
zNA@Bz`!IC)KB&csv8Job4U-i|pk25y*yu3^!$-m_r`^X8*_WrW5U%m0Q8VyIehiz3
zk!>G<hQk5TW=IJILAWZ21RxIWE2KRv=skKf^0t&X3#-K%sy;4)235cujMwBc$rCd8
zf(_I{LemCM+w#)mpyo&L>=z&#cdgTD`QkkjZRBsq-}h?_r=)ltCh9}De+ol=3jZG@
z&=MzO73^O^P@Way%pt^+VN^EC0eE7JXUq^^9Hb+yZXPpkQM(dXD9edLRUr{WsF>iH
z*nlRN#sGV!<hL}%hz11khRn2qAb)9rC|2zqIu2;>z&**!8h4Vx*qb<pIR@A}E!OCw
z->%T)$J%Wl$37kc4dH-jj0nS{_6<hcxZse&0%|Z2u*5BVChV;8reXUKMIxdR!Tmo)
zoIBw>bjVR54z1!tUh60^ii)|862q+Plngka>8e7J;tkNJ$AAoLxbOm`29Hz_q<sXd
z#_Gf+<uyPedZ%M!b&0$kgZ#pWB1lZZ_>!jZUJ{uX--U~{FTVuW4j1C=J<TATqIwwe
zbJLji7-s6d*ykA#;w3!pFylXle7NXV6IAU>Xe(4GCIF;_(wJ05lF%y%&O|+#E~Z6z
zDh^^bA632)LU|MDwTG(p2(UDQgs9!SqJpS`&@YsY#@t~T7BwKbQ)Ovg@<TgL8%Z>x
zV$y>UKE!DP0c4e6N-(RXV0z?D02mC_2i$)XSXu;^u(?=;k!=j7tWx9{WbY(uL)8;B
zfcOFdZ+nS;Xs`CzEdz)n*ul{?<wh6@P;8VPI0h>9sV2B~f|Z;A1^(@t!YBkF6errD
z>LgV6tE+mhhxD9PNS=YJhz6yyGfV*hD73F98uff*3{41wtUa(oQUnEI27-;o<Z>d}
z=-f}1mAQs=nQRm=&ht*^Ewol7^pEfy)$K$S8e%{-h*TjN?T5gx7qFU7WA$h8nY&<+
zar>H9AUaZ@&Z?qQ)ymcy3n`yf09u9PO0ekb4&&b267BYBoKEU%sp={&;+&6B4nBg5
z4$}{kRPaVCghmQN`tl!WL6g~piU)pt0I^>6IKt)jb9m;BiHfz_J(JDAgO^xdQN$u0
zoC?$)(s9))*Ml!)Ug*?LD2p=FAEUhNRF)?z>Mm5&Vor)^6pw}WR7Z%~K($*5A9Z*t
zPVl)Gb?C&s9MxJU{+F>1viH+dy`&7Oz&sUU=!(`C&;rp5VLml&!pU$^4?;PDaXAI?
z>eGTk;Wjj(DiXV|tun1#b&LrZZ0`LG$!Z1$Al4m_HU5ntMf{WTW?mrPJGcsfDkFtU
z^E?Cs2b7K4+liI_aYE^5Y>wSK5G|P7novKW`0zuR$pRzsu#+iFmdv}b5-S@ruc@A8
zAsUqtpj^lkDwKot-h>ZpiQ*qIpxlSO?1g9pf--1koT*eQB<f&n-(Oc&K|m%M$N`3f
z{0Fd^eGt3hL@5s4wER;-l;1N^4D$_#j3fUQO)f%F*dOjF3WT?!V6VIp(}!zHmc%E<
z`tJZY0BKUF1y%Wui;UuKj0p@r8gI%X&)PnAoPlN}gapbDRJ!rkao4SkNI;~Pv<f0w
zlDw26rH_G>b*=R=kGk9>05XxO#EOKhsmtoTYgA&TDW^?IkLZQs4`UT1C`_ANf&s&(
z_A`_PHJ0)8Um)<O$7LcQ(cusE`W~32he55oRD`0uc%@=h(EBz<0Xq1omQ$rL^kx#?
zlY18rBs%PIwSue2Y>C+}iN$<PxmgGqR#L&RQMg(qjktP`PE~Rh)t4@&c`kfFV4$j?
zJ-D(F5$LTEcjS>yAjv{1@d`4PW!myUJ1cN`Csp>Z)<leC)RZPC1>~$g6|xYV;8LA8
zjZU$Ya$c($ifq))l`MXS((@m&y4!TVfH5&?#N=b^Lk{5aCF2Z7#TeQ+(f&Bh-VsX1
zG>y!kOjMqWX*z1MxF=O1mI}4*#@J00qS!x=88|a>2%o%nO&L1zz*spUx&aBjCP<_u
zhr!!oD65jd)n`HIKR01Bb3q8><a;hMP~IU1sZxkzE{8<lQQ-lcZoyAy0k=z)R>BiW
zQdN<#$Q#l-&*#QzLTKmom9jUis|}S}?IiSfv&`jOv8Lz>MaDd<YwbdCNmrXsqj{n7
zeIQ`<(-aJN17<@Q`M^O|cMz8;T(0w4j1CaVOISIg60f?Mxh9E-f_XVfSEmq%R&&wU
z?z1|aD2JdxHR*IX(P>R)z!-%g;1E%)QVL2qTOUFUOxXV3MCH-iGe+RwgBx;8cn8+9
zXQGs+#pkw3E-@1qh%*OIZ^|rFSvuH=+*1?`0;zR83v8w{($~OZDi@n(%waJVT6C95
zn;f6CbYk9G$z+*lO{s~AFiu%du&Se>Oq+QnF<Uee8MEU-3m-u>te}z#-!tv<lVhE%
z+5;-@VS<L(A0j(gQ!ap6BgR$=21@Me5TOpPrJDd`Y#*Kwbise?fSBcyYP5z(59mw)
zO|*|w|0hcC5daN65|}7e-e<!8Wn~BeiH_oq)rp>d1y<*m36I5LP#}uD0DzE64bG~p
zXXNQHHjnbagt4Ld6nP$Lyq1P}d(YaXz{_;ag`r-S8=cN_EpJStc1+w$#-w;asjroY
zlnWz~p^?%o2<N=^l5`_sL^x;!&CF&gXEY@s)I>$yw0UibX!<4{n5wM1gTJ4H*q%<6
zcahFZ@TaK`>S-Go^dwAk^PWV9c26sYfqQ=k7u>7yH07-QOI(oQ!U&G$(3%orLMhsb
zR%h=)Pg>wV9P6a@Q6|3j03i@f%BcG5n8N45>Cw}GYV^`sF21+6326-oxg()6`=JbU
zsZ9nt_VWVinYy2*dMZ5ekC?P>kFzY2N2SX4M{s0~_GD3{Ol=foouQm3JI#V1XfzZl
zyl|ul4E{}xsg1-)+3~K~?NsQ^pjhmqXL=Dz`Le=+D(qWkI+_vg&;b2I3Uz?QV8^3W
zZvdJjI!)<S9wcl`%)YLCoVXQagL4;91VN|H*l#IOj$YoVQ4~vgp4_*hY3wpAxIq=!
zpcob6C-E`F?Q%VVEIpwpd^Aq6b~lDm3|;2=5bQ`*q$Kc%ZX*N=K-v{Tp!IkYc!8M?
z5D5~muF_m|Sd|cGFb~Us44R@m3zPw722oQOre&^-G-er5B#XdPY22WDK%Dw}LWnxZ
zX3etjdt$g%giS5qFGl^IIM<Xjk(u#XJ!on@u4J)dkmZ4J2VcN;Z>6A4R8q52b%{iw
zvz8S0jN$ZkRMrl(ldF0!6Vmze7H}YCa>-bX+hP^DGt?3cN<WBeU%~G;VBSAZb>PWo
zd?L}=@Fil~KIj@$`{1ZTZVkbZAD@F*2Hr32=lYqF8Pfh!#=Wcp(gR^ZP#Jpfchqh(
z52Vt&#ax&L787bvYFYsLd*)jf^@32-0(_MJb9@f=C&(YS6bu4GsdFH8FgJIV2yAC>
zj~CO$csQDy@j9w^N;BRR^(->u)7kFajt{O3MpMIy_Q9`#`oRl+`=3B1L;(s99eN20
zeT-R_6!bmL6v9Pgg<)vrA!gE<L|{JoE@mYUsob@;Jv}M`ta)`ClhrUt$JZ395Shk^
zswSk<<V>lv_IlI!T!e7Ld)!mR%e@v3GG~f7V}%MNA~9j2EvbQsJkOAtMH*Hrq-RMD
zQTANRh=}zQS%GVL)SiqH8)QN7eSKk`N0uikg#Lpue#+m7VH;qPb~JyQfQjPzs)!3w
zhhaARBCkJ5syCy1#cjQwc&ZHZx;~`G>vFo2oAJ?XAaXsvu`74)6%j|b-x}-;^r((E
z8Kp9{&dAPVumK^xWlbAesXQ3P_z;NweqCCt;QK_M#b=EuRIQL<1T*Qku&|SAAbU%!
zvE~gbkE3I@!A0d3J$WQaUDm=?ILC}2a|>w{fF&tpS*T|Ll@3|Sp=FoEZ`DadPF;m%
z(U3o@pJhM+`~5cuxOGzqgPAy@zC9KXi>jBTb=3CaryBT#=rKpptE0^~^lCgWXe=GQ
zAhYzX!>FE_anM@K?RY6_P2bVxba$HHC!$}4ITAaAUC|k7-<I{vYSZrS&S0R&RV+<g
z%+ju?CmM3@&;0hORlhw8tg=5==~9(>^Iw5I2R$a*f0DNCqZ1v66F9q|{a-WBLQK1^
zQ&hK`5~!p8rl{|S@>F*xLs#aoA%Qp%>lyk?k_?%BhI=j8hfxM@;C<gy0$4`!22c-L
zcP`Id&-*34ezo?Ki9#t1cvPAnI5-oBF~~eW1RkJpSXK`u!&+Pg@k5C6Rs%K4zu!}H
z*TL1RYlSGou&f_5^v#OVg6_4LTDhK2cSeR!>COPb{8Ioo^O3nr;>sO+*J!jWjeIK@
z{V*u>as~;dwEmV~y)f1#qd;f16?KQqr6;;{_*|lr)+!&mOi6u3L0f#d9j*~XX7|Rg
z;f7Dq)SLi8Rdv$W(I<p9b=}HWmGnal3=eD9EmU0)E>E&mVJH<ihlJ-;4?-FEQrG*&
zeznCcgrL$H^i@Fwb}wZ2L`V|CIKG$Ma+9YJY`ESZJH{e_YlcFF=YT>5V0ES`gpoFd
z^?{k6en!)YEeV#oWj(JuL%(iRkBrsWn(ge&3p2husOOy-m%E~|TCg+4%|;7GVn;#?
zdgAZs;xd~=SV^ydxT{l;;QMrfEDS4_$!~!SpPgt-cid#?H%Qc>sTB-#WG-C*^69F|
zh{~lg2u?|7G<kv%Bs(XVUFXb*LJpeT`<}@MJ<#M&_9}r@wRph_GLvIalE>B*OGsB;
zGtsS83POQV2;b#<Ve<kqQVg*6pVr<b6Z=>ujgu{S1ULA;t3)~T;GfUIa0i9<qr>Rx
z)tIS@e7^H(ankLHhs$PO`|8Wh(QI10U(;_otLKHG>(0*3$kKIpw-(kK&1R#zw*2Yl
zb8C&DE49&zq0306VgmjsG0Q|J*$=Gy)mL<Crg}Ef<*{23+__?zmf)zak}(0x&{956
z89hNU*S=KQB`wy7C(o^E$m+0bNv!EW9-85*dWV?MgfkVi3Z@8}cj>%{F+u=c>&GuA
zlc(50=N{UxG_)m#a8+cptg|!i9Vzbov_q1qW;Vi7aEJ!-k<^D^pJ$_$+@#o_*a|!V
z#CsHh&jV;SGezMOTX{XIr)GRUs%NDcpUr0TT#w(gQ`@WS*-Tx%)Ds^bi4nXmhHu@f
zn?}@kixYc#;u$!T>1d$GWwSHeHREs^uB*pW*O9R2wCQcAM3wz9e!Ca`a1^uONau|X
z(sm~_6Ku5uBCl3r)#Bv2tWVM@iW_hbeIVPCn5XO|Djiv=?w|c+(;k-D5VF($z>M`+
z4OnGopGx{EFYA)Isy=nvxL~5x46Gcju~|^1vc$h;_MJiiSz(O<9)Qhj?teMJ4PvP*
zn6N7=O`dVRAgcdV?-ntspKLbs+3e@U5R`km8-a|9bjP=*klEsWdc3Y@^Tv$V)A@X4
z#ygOAWXAKdu1hm63t5(CTxRvuUN7^VdaA~cJ&c`GaAx6_hGW~d-LY+_W7{@6X2-VE
zvH8cgZ9D1kk2zg6b*AR>?5lmTZoggotM$ImBO*orWo=l#GIRO;o$vYas&Vnbt$q!h
zed#?m#O#H9>jq{+`;D$XhU9sj_xeCGq4sx%`=9aM5c#M>y2hw*-hOvdzmj4V^bqp;
ztz>_7I`%*nzn?T#>Q%wkqFq7VnU9_)ZeDj1JzGzC&VTQ-GA|*$G)6K%`v{Dp7TtWT
zf%TjQ<Z()N+0_w0(KV#;b`u?-?W}Y@%}{<KT1eMda%kncpN3#`sZzaXzNDkFKCUI6
z8F_a@=calJUF+H<7=L3#q9G5Dpa|6>CCh;+q0K~mq#ECFKr{k$dk%YuZ+!@r5FT4O
z!Su0<@A(+fL;K?eXzvVx=%<h7EhAObXsK(-ETieU9BAki4~FCsLSJ#Zy@ibs$or%e
zf_1jPI6sgGs}+9izoB2!O%B@4c6xXT=?zvcKIe8*C>%M~Cl#+HaOX=r9Croo%XMJ6
zzBFsBQ{RMdEPw(oRw<p|(=I#WeDeW>a(+J_=ZMtiA%5`$Vt0o<121$35~;yQ_~S3=
z*AQ5Dgx4Olokz{5MzYoQ`-2oP4GZyoV6htV`NtiDLj-mpht9i(l0r_u;5itxso(FC
zD_1w=321TRU_4+87*w^$g6-v9r=&r^7*M?<ebz&H?v|l9wryrJI-R$_%Pc((AuYJ3
zGEBSi$m!^RF&S}99zr2A=$G^!H!=u9Y#Vt!*EIZ6$$S$eUZsA!I<$cD>^-7M05!||
zhkf=+td@fE8*>rlNca@ncH?CmEIxNLW6oD78z2L&yE(X0oSwL=Xd!@?FS}U~Ak&rL
zBD>;RSm>F%KE7BGagalB!R<Yd{`0~IzJsuh61(Wlezv-_%d1n;Ra>PS{@X!Sx%vB=
z9(xDZ(cd7CW^V6gfneRcu&i`<x&#z0f*1@R@OM(Z)2YBH!)R~P1yyy=KB!UXHSVQx
zBCb8DZ3hnG2{nbF{jD~?1k-Oqtc8+lg#&Os8%PbSHuClv&?KIvpx6qen0lZ>*lO9e
zL>MpgM)OqJ#hGtLRwg_%RU-ZR0T^?IRQ$j=rh6-zJgqdiu3@3SNQ50Mb`i|FaB^ru
zXA}2st13s~Z=8R!V#nls!;ckL&9LgEZJaWh`KLVFx`jMQ&=tHdK6XsNTsRpi(zAGa
z<DblGpC0=g)<a~<$64-!9zADkqswH=LH9nUBkqf#f=`ba*@AoC+y$m1(MVwYW$RZP
zNwO7iPzk-{jpM~Bp*AT&RvDV!cGy@Ao~*h)A$#u4DYC2%3U-NC_;g5B_7fzrH0;8w
z`Z&>S4J0`zDne_l2ep4znq#c#D*cK<jy4Tzh|a}asCs8eLSM#xi8LtN^dhB_z^;)4
z$R_uDB?#Lbixg6&N0{GieXJe<k5j+ij=hB;dq&C?ynLbE$kS|f|5P;=VQ{X*NxEQ8
zejKd4IsTyOuNMt=MXoYd7^LZufqgQ!@6W7>!zGe&*_pz0b$zi^Ql+>sz@p`80)2eV
zc{8<~o78AlklitVP9rW2Vz&)K7ZdfkhH7};Ggs{l6NkiECgomXqGcM2g*#D(GqW8l
zTOO2rH^MqYp5&jd)T`F5fEm4w`UL7^V_LK?nA>8=6`D*i#?T8<LW+*R)p&L!n$_G$
zLEF#9=bjfkq*N7{k-CIJ5^xhj1`D<%H4N)TjXwxBV4~Y+{QeB<Asv<txiRr3b7e#+
zCMd8cOn1?yap0YG=tx5Gv72Lr;!&1J&>(|HMe}K&JQsajzM&C`|F{jVJ)!`vH`=jZ
z@G-lFww~zDlG6qk2>hu!Q3sKtpD|(+>o!);?y%Q?Hliu(tex<L3lv0QGYw}UGZhNJ
z-48YfFZjKN`|*}ng-vdYr`LkaJT}?)cM!gD<ge)@;_qRv1g<Ba)XoIR0yqp>xdM}W
z3UqGETb4Wpu+BK$yavCq;1F3n3C5-n`k^hmBpp+H2j-Pi55a13Xhl5fBKQDNa+qGC
z35&08%BILyKL;#oJ^*PGz=5J;BxVrG1M5s7yOfQ68!U1Rd#cD^TRI~CXFT#B{v3XS
zaFzCoUii%UCWzaCfdSzshkrkqI5O~fP5jKVZ0VW;IrnR!yHsmC;~WD3F@$j{<iU1G
z4*h%Q<L#xw6mfMh%qhwef9{p5&YcYNEn~(JQ?ylm@X~6rn@#~px8N9!pWr0O1c-<r
z!Hy7~)7-&PTXE3Znc2?jR2+xKxlQ|8;MM#v0s@Nb?OY?S-Y!rJfacPyrmD?~f=QNQ
z`HCZcAG9BQNflI)l&L>e^c$;ZTd=(lBCkLg;9Eai%GQ}vmTL_l0J=<Axy!lw?1D4X
z+$M!1MZ<nfHqlsj4XtO6yv&y)G4U6r&Dl2>WKH4~lQfOl5h3(fAFN};OEFT7o9hkY
z<0pLJa@F+)DA5rho{!wVvkf`PHh7^zVMG=v14~OpWEl_U67f%^*j75|+bh*Rf}~f;
zIL-x!-Zz)7HsbVjWlO~ovPor^WKP`y=C}5$UbXr`b_|=Tc@UVlEvFVOKiFZY2Q3OW
zMa-5dB7bkhLHEsv;m%Gn%*LEokZU}t+h)uTj5yz?s;jmaMv%E@*~+X=L#kp`&L*@M
zaV~c!$lnh7*2DAB=@S}~G&kHq3T*(u2iDiKa?)qBM@9&@yIP&4K%*zULfad>Rjkax
zXFH1+u=%A}EWJ3GqqpuW8KPYrybatIGjW+G&S$1>>oby%e@DFf)!T|Ysjl#Wv*jF<
z^E9C)9WPd-<}lFXPrAhSgUhXAiWa3wfj^Nr0n#(Kf2dl`9zw&C^JiS3@@Y_2T$b;Q
z@@eiffZV~o_0)j%EdI)`!eC+8Ahpb(P)aV-uE7?0`I#+&QojVR|J-F#co}559B8i^
zu6EnW8ks+XfBOxaY%|W5sXcI;la0!_91aZBuwI6pVrZwU`6htMmsXc@@KteFNqA4z
zY8kI+Qt@mI7=izN^VBjlFw7n;VG*m(|I|EZkMq0{Q#McFa3iU2!_V{g$n<Wdnbzpv
z0jmY_w+RBqZ0UC?gJPyHF-;OzCsF;}R}lYB;U%xiNr5XrcdaFg;)MtikBf9Wp)J~1
zG3sl_$Ee<Udo**vq;cwao|osz9#?Pvs(crIhHWBMK`;n@;~sxyl>$6m^>`Sv4CQG<
z4+O^E3237q^V-9p=%i5D!%$$bQ{_rOokY78U4~oaK>LZYA<05}Y{3`HXWdl?(q%l5
z3nLy?r?sc#FYHS4msRyXZff>l?~&=DSB+*@+^=jQzb^qqoPBeAkOsU$XOsRVpc<7P
z9~TSn9P6++M{2QlO7*HME3UY`4Kkdcgx9xImA%>WW;)@FLH6YHOj~?my+V#eRZk>p
z&fF(0GEX0Umo=?bBH8Z38fhm#iZ3Rc@zsgr+bo)RCxmF@4zu9Fc^D@KFE(rXpNxL{
zF2BsoJb9Romhpus#v^Y(SsLvVL0gU*UC`RUt|5l*LGw=c{8G~7TPNs)+O0Hu!W=OW
z<myqzV7>jSt}Bf-ve5@}>l}{pBYn`rvt6r*Ja9WNpp+5@6<c6HWr#uR`9rB8cLmgw
zxC2lES$?x-2h2oo!Tr=;`9sNpP|_TnD5YWsVUcmShPBDfUjyvDnuK>^zF(@`(0Q+7
z{^8UeWc(f*1GD#Ld~|u=d!swMhM_SjriF7^*JplM@v9-v!L6O0;})r)KkL<-(cE|u
z?hnJ1*9OLw&s38)jG=-EL0aFAI#?=Reb$OZ3tIl=Z}}MxsI8o+qIueISH4aYcAW>T
zvHmgsiwWHzb^*A`M>+lp@;rW`yj!g(W|!rKS~+rJssRP}<)|7(^{f)s6i-s=iDN2F
zZSkGw_h<}hD^d<JqHI}_hjd&`n8}_jl(>d7jHW-%`nfy_@oZstUIVIC{BfujH#h5?
zG1;bniT$Tj;%%I7ywE{}K4NIkWfGg{_o<WFEw4DI!R{9MS4T~jpuJ<D#_(Y-NHv<)
z*uC98FckbBhVvR*3jLTD8PCHt(|R3~pg<v9_Patl3@8vOL|K}W6Ka0K%wkvD_uY@x
z*H>*agKuyiuqQ_5*Z*NmD(w!csd^;~OELHG&`aJdP2x>%u_v;=_j6EHguyB0G|Pyy
zXzjLi)ikK!*extjYT^rxFz@T@q^9e!C{z(_C{=8$5EB%FL=z~K)waf{KO@_xUJZxD
z@nf2}<o`(S+40X<m6VRi^9pc@yVlH#35npNo_LPNMgvocDQ6|e$6JzNk6a!87nKNV
zCo~EpoL**#kP}QN5C6etpBkxauPPr>rpqI0h7ZLl1~z2fDR&Y4d4QOxF$3m6Ew;M&
z5cb@~$HQf*`&-*0y+KDCdf6AWP0Ty)Q^Y_8-y^hsZ<tI>ja|bo1m;I8VO{4!+$0Ye
zQ)gFc+<=5dz1{<^yS_VYv?vG>?m3ND;{YpRW4)0N7H0T)wmB6d`mB3n#%6?PBi4#y
z3<%8MLC=o$v5A4F86%67ZEWPq5V;4{+Tu-fKW)c%{zl!3;*1K#p}WWr5q%j4N1~9@
zgURuT-@NcW+lz&6YAN?pb9-b%;g6i8kR>$)Rb+basDzkmzn+|-qXZ9YH`cv8l>OqQ
z)}Y3{seD+0Ah0ynRJ_b=YiRhBM=;jYUZC@13e^TH2kjX`y&#TAfoNGTz2_uUCk9T`
zY&e3szn_e9W=ao;M@}!Ti6DBb>(-5J%i2qsh6`UlFvwOjGRnvKtwG&U!C*2oi<Lc~
zM9TeFm*`0}Pn%x5Xs3tV7ctXJV6Is^%aMvuHtyPE7+$Pg?qnNbQP1SRIz!+2xKhnm
zafdT7*AmqKxvj=zkR>03UxT(<rgq_WlGu_rB%7z7i2xvSEC=t#ApXwN1UYzBA?jxG
zeZ>J+fs`wp#=*hAByi>5d4`k<-vO;)ecOLhUAZEwKL&HY<%6xJ!nn99UilhY(5w6(
z^I-kx_>9s_^7d5291ZJ3UYgXjadOD)*jU&OY=wTyvwM*pkuEA7!A7-Y_~XBfTA_Rv
zx(7?N&n=cZV2yOxW>K}htxe-+C+0`1ShL*&=bK~xJ~pYK;+1gNnwcf6SgA>3kxXUt
zGhm<bM)RUK3_cU#m1%3%)CuNBaES8%LJT!isf)#9*(qw^F*E&P*(9xL<OM2uqGfL8
zTuV@;72seq=4!WS0q=2Q;*j6KmOEpQz>4!X28-sKQCl~Kd3Iuhtbe-=>Tw3FwJHwH
zBZ+^;<rUBCaYL)cxb@qn$oOiN{jYJd=+HfqI9AMlQ10HT8^+PRVHe_<KSl38WTto0
z;RN)0XK(o4Ju0Wvt@yn0L3qH_V%dgtx#`<M+vs3NH{m_$Cg@*x+7V|uIS6B2Z(Q#}
z*lsga$Z$14xaB1fZDt8Yj!cJBPByx<8}p>du45zZFxo-IBR}2M7@byGbdu@i`r_FX
z2R-!ci78V1$wS2-wB5L>5i%Kci2>Xw-{w7~l!i|(P1Ga0KxJhc43EqL<LM2lFeEG-
z*myOp#06xU&8sJ!vuy}yk7bTpw_D=qExVd9!j7C@OYP^p6zH^U^R!L2-xlySuQ#op
zCjpRoHgovA)NsuhuxTr{M*o((Fk*@sL67=pn3@%@CtbIF20sLcjD|0*>D>mYI?`xN
z#dJsY?{EZGz(>o#vUqG^8yZ8;ckC*9Eg<GoOU}K$d|-zn3%c5p1r<9u#zeTg3!#_$
zy9m;lqu9}5WJ0xnU;-Sqp@P=6NKmmd?8$ZH4>4LZ9YvDd34d)r^`=A)#6-;)+c6&0
z03|w_tz5DV6ryXxjG6myH(nrwqZSU1M1zkxX`^d&-4K%>gI@eVbr|?zO++tcPV}u+
zTL*azvy@lvzXO*<K|1QP1<Sqdle?XWT;IED!x0<f#3MIq{X5{d+qU^!Jk8LX`81)(
zFDpIk?3iyq9Z(<~*X=U6$#?33Qy1%F79Hzav&ny;wP<F;ueXsz7U!&mN;@qf45JDZ
z-J8B&uueRg1;OPH+C%b!b-ZJh6~!2PSc{^gwnF5|e=YOVc$0iXSiDSdk`1eKc7NN7
zQ_UWX=jY$%OxIhVMxMYsldox6=6SY(ZZ@_S<QjV)F`^i$FpQwq>6qa_c_%a0&SniT
zOu|=^`BP06b^U;a$vEu#;km4!?FL0WK?fB)=M@w9_ZguX0;1`Rh)IOWVY+c4ZWh=@
zilI)@jYVwONy6f4iSl8!<Br#Fm;r~AIr!$C+r?;sl9-;q#D=A>Ix`)kKz>Rta7Z2*
zbaIiGy`Lgkd@XRGQAbTw;|a~j<@B<)Vt2dp4|;iU@+ok)HS@G?^e!pTLkQ#i@4|vP
zW8t&KUal9a{bcwAsWdE`r>H_r&MB}8`|WUprG$!1a;d%Q9&$jtgFAr5FSG)!-a8=M
z^q~M{$@1Hir)yukQo05Ull2<P3xnW!xQYczXc(9lNXZI({i1h9x{fRZ_$P~iRn6KH
zXC*b%XD+K<7ofxsS72*6QpI;PKKQrPd4xqa&rH?c#x$~bB9h|A;{NMV2jW_$0XPq}
z^TM8dxV5cEq6Qrmh@y>(W`UE%x|B`0nJ~x?LqJ4B0*_=oCBF5ZlHyMv-GI$h?VWPR
zc*M>ptDLx#D={Z(Fwp*+vvsNB$w^ygxF=lptb}u`6+sjs*bnU!A}LATJs0gPqy$Nf
zN4;lxJB8EfF3!Uy2f><YFM-YN9nM3|S_sQsmcz&ZixVHi%9HH6xBG^><hV=jnO#eB
zi;{`_3qq9VSg!t^TWBZ*bjh`s-(dvVQUz6Qx#;!4VY0z1p9Kqm_8UumTz5@`=}FZW
zj#hOF{T<3RC(o!WLw{rO4~|Z5QT4-45kkrk_Qnoaklg+G>o{JE0zV`Q)0Eq8iAc46
zALbWy;80f_gV9hC96S!{&ReA=RJm#$HO$a(#ub_ID?mX9A}E$96RTClL~SK;TVg&E
z`oL8osD7(Rj`jxX8OXw>6;Jf8>7;-jmKfFs<ZosJmz9;9MIC_0AD-R&2ad*v#eswe
zo;D>az)wj&PL)Fb!(K%%3KZw+8=oU9;-@&dG>w2?FCQr1%$%^1BlUZ9`yLCb=RViP
zn@EL5Y)ic?+g}i}B=I=irPl-FE)HCBiMdsjp8PawUh{ge^Y0080);e?RkU?<(>(>4
z8{NJ0@ah>a6GAG^Pu7C%6fTFomezMbGOVmG|8ZpsX=@izKS;$(({^LpWP7x(@jDvY
z%D)6CNcKdaKM3l%t3)ID(EP%<i`=THO^GntbBmsak7xnN%wF<;ek~MKaFQUS8O>58
z?S(I7qymfP)SV1J)`tSFcBv|#Y2HSPNJ(L)2L{UDUcKnW`4cmF?rVK0{41-Q7St9N
zYt!;0+r+UYsEi+%)Q(h2EOFwFhRtjtAW+tsC%uicrXo7;i)A|aDtibWuN8;S@H?_a
zXUf>*#<#r%GS;Cowy)^f7D32o9cJyor)m*evG-U2tpd7z1uBaS3xNUW@TWc<u(iA$
zBGT_6q3Rx=HYl0Zq9k85-He;BU@ecF_nL0c(dDa1*J+D(sKC?#Ndf~JNlsDc;&VHd
z^vRBml>@O%=7Jym64tVlgVmoL89|n#gN?rsHsT7{YX<2+Oc0LvPYR=qr`VyjE^ifd
z@4F-6`K)eNed+MvZSH0dfGBlSZ1XrxEu|!a2xh<g(5kDk4Z{mRle(o5(29=sY0?Wp
zJwVQ}`hIacVio?{9-9ikT||Oe34a2THKwk$o#YO?>xzKu8UcqmQ2r1~4OvdEtV)_&
zR*74BfIj_wxwf;obg}d-<?HnL%ALoIras1`1#6nRvh7b5PIguMgw892B92(?1!IT4
z!s1VQU^PsKW4_()iCZuP{W}QQlD=_nTF=kggUunz#2Iyuwr+-L6*mrHtiw5OMcm4s
zwcz7~!M|F0Ejl2*?~9R=NL=4T*xxVuLMPK<*<aPrAUkQa_AT#`*&HNOLk7dB%!f>7
z`TMIQggJV{%oP!N9U}IHwK(i)7DY_b6?bc!?U-y`noS_|&ly&O3C=p0JWliK5`J)s
zS}4_7bP-t_{0!x7Mif<ckq?8vg+^K;`}`57LT~1?9anlQzq>tqrGnMR6n^CW6z@V4
zxHrQNZzrOb&4lV|a7V*Xmy-pR#YrvwYO8JM+g>dFeKl?`N>29^^ECHVFQs5X_s_qV
z>1#}rhdiv^<9GU)7r-!&d+PP(C!2wjse-S(no?+Zh*O{8DUIoFD>Wuws}8DqZi-D>
zIB-TT)FKe=ICem#gqiWAU61lT!Pxdd8BKCKqmB=V^@^4-44y3m%GA2ar-s&PqWxUZ
zDl+3O{N)7~=m%aOr&Eu@dg}}C4<lT!XYRLq7$%?j88Ul?2Y$o1#dT{G->!1jcR$r7
z2oa$K3u7v)qQ<6MJ2)2OR;Bs(_q*3NUQ%*Xxmpsl=3Fk#9UDpbdas&H-2_f<@{Yu?
z5=)E6u{c8<hVt8yZyyWG(O@o~U!CYyEcm#Uugk3Mx{tMW?+4m>bQ|(BgOPmKr3b7~
zf&>0@?`V&Wyy|1`#q6ouWdz03E)O2LF8>6U2pvq#I(aveiOXN!*inS^R>yv$WcllE
zZOuA@!5LaDVAI9=Ri7eiV~}Q(H7|}nDm=Zq2=3k(k?Rv&2`$TMAWmd@G1!IL7I;`D
zAaRp6^!`+lStKlv{Uml~Rw6XBD>;b$0{SHCjz!}NSBZ|zoE$PeIyV&X5C?`Jed5~M
z->&WoyzzlvOj9s+3Q_Kz#^jT!+N<WRLvI=aj1T<Tot7Pm{T_VZE~`eJx~))-dgyGx
zwSIifi%i@b4^JD_#K+B$y<+(~!|%%7djbx*D&{!mdgLvEDUTlArHW*akUFD~_sQjK
z!W%IX@XuJm^YU?2L(FJi+qtEnn%*?v6x-pjJd+hmW%mM;3*K=jxWJcmu9B36mmpfZ
z{`(C3<kc~G)a$et)N5k&s0EufF+A0JH(KmJUn~O6ya6#sv<u4!Jf9K@yLPjYIyz(o
zBmCun13iLS`ld6Ev+gkGsKqiq_aJ91GrQk0Fh3LV2W2Sy^W)GzV|X_4{EHi$ld_Fp
z)<gxt$ZQX#@hH3C=7u2KcILTbK4K40quXBjsw*!wR;1;=Z}Q?#UJWnmE$pWY7}mJ|
zKr?JW#OOdCj?i!E^;a%m4ABQQU24MxH~Uz7`^;xesPPG^2L#qsvS-l{d8ybJkB=>y
z-zST%C!6(EQdqMyo|dZangCeSg>6cQVa@=Pw&>Dh)MPf8CR|r20^|@A%hi}c(isa2
z0<H3<RWak=3o)ia=G{2VS(5R<k`0m(eF?_=<|gCMC)(!TH>M)_9y7A30F40Z*DQH9
z)9JC@EjDvt7jFKsx3wn!<;1IWd>Nnnu-WdD8w*F1g2Z};JN>0J(-`?GbJA3DA$^4H
zNvsbDuMo22F9HWALY3L{2ix!=v6l}t!@fCxSf)QIb&Uy=T~jG_)-U=>0u<2BQyzQO
zP$2^hjCIhR3ryae`4$#k;W3$)T*k)2O^3hfPzRjk<albX*hM(&iXmg0ASHy$r<6nM
z64v%ACYfth{+_<xWXTmd^|!+Oh$h8*ANbb)KquVowqI)s*`wn^?_K6luq5V2ccq8W
z*H4KhEnSKT{F=b_?SZ>G@YU-nKvEX6H4u296n#v8%nn}~N1!!Oi%{xT7Mw-E3q0_B
zVpHLW8H&DZf<$n>Em<i<!6ISr!1Uk)&Yfv+t<_w;%#_c#3iR+Wm(A<boj)>|G+0=m
z%NL(J*fYgTb~cU0afw1nHZ*nl(E4KqGSDeN(RUEsO53FTBO_T6f~DHjh>eC1FQfKg
znrml0C~k~BP2K^?JyOq>5}3Q|@KSsIKl2g6d#Halc3srHFOOsiicM(Z#hHM?b57pb
z4=o2A6s8Vd<dSua6lLvp-~2r_4KxW5>;58(%s;jL8xm0RZ%LNv#lJ%*31nbDFI^WF
z|Dz~rf3>8~$tF`-%XF#FX7D$y>EAAvZ;_YvaQYf#MlpWYGc?7b>-xTH?l8WoY7POY
zpZTXfhk0yOn+e5e-EPP6S?}APWFm!mnaagUz$+Zw&0+E_mcu3U7uW?Rd;qGDlJHfo
z=Mu#M+nkI?Xr;vlkzoTAbS}^DGg2iq<l+gHZ&A>ysCcSbDc0zLY=R~e+)PZNUOxK!
zOzr#B+@j4^x!TF?M48Q0iN{Oljiq}z{+<B|zLSrYfR%0s^wJJ$mdW_KJIc-MAbg1L
zZO{qm+d~%bIA$4y7*LJx>k!Vqz0094`irn5o*oR=53UQc$CY|%Khk~pz)!7Ss0x9K
ze~G+j^AEh;=hr8+C;i^9fXWlkeovVkX|)wa^RutdHFlTsx0u?~YZc9BY|FWx;`r3=
z)|*kK;4h;yK!gbqr=A?)m)hz2+RyJmbko9Bwr}^-x7P1CRr`Ds@J^qW9b7}=KwHu+
z<b!Z%iNC$?(!~$McSAQ7Kp%AXm}|#xdT3&<53Y2>2SQ?7@7SBn5E=jJfM-g9JIwF?
zg1g=@N8f|G4+G}AGC#Il-n7@^RsYq1+XMmg*P`zW*1GSk?+s}}Y@8>-v$NHYt{GUL
zUGLRt&$l|F4lAl(61@*kF*ftWPX?Yzg|3o`R@HGxJ;0gXrvNXSJ3|47^psb}dha=<
zPsK!!zX9;?y>K8W51fh@kY6H>_qEzz(E+`V$mkY;WVY_TfaGiu0&*X}E3cavUh?0&
zzB9{@o{rydk2fK?b<hQ+Kv)9;3f*pl-qR1{n}YN0FWXTL`kur5^E&4@xq<!tx!%<>
z_khuoUU-K(W12^1S7s2&z~t<V)&57{oWD|aUzI+wpxI|VJwkT@UPcN5-s%37>|CuF
z$iDdAtbbjJe>vYvaR#{e3IzG6Y(M=Du+PN*VEn!hNJbboCl=!LV#RDL?H1fEU|!kX
z0esJiFs9@a+YHpculjuBfB2u|J8P&zc*I(&{&EO(48Gwb9yK9B!vE}fzg>8|yzw3#
z={*Gg^+JX>@il#KXb5=iznfbZW}ziW<InZ)-F+v{O|20ua5d~ETk*yg>p?<28et2d
z)A*eHTksiQk;GIHmp7uw%t0;Q-(aZWd{95SGfPB$+}qf=Z}fVzP<!(x#NB+MC%CBE
zmiJ^>EU)*Dy!J)<X~H0TZrd!VHFx=O{|M^e^&}^Y_x9P^cG7!pMfYj=b?I=>B~lJ}
zV+wmC{Dyvi$R_O>_8b?gGjyNxJex8A?Oa(yhhhEd@c%CExU>9Z`@kkFCzXr3`Pgpb
z_)7jd?$#(8{X%|LOc5}m)`1L9=D7D~c_xKv2fjKUL;y+rBbn)Q<=#Kx@@F2VO}`w!
z!F@-*ptnMyZI&Bnw;*P2^vjn5o(LbC)xXvKUe~{6=FQf=NevU2T19fq&Ump&gJ+cU
zSI+MY_s-fK93RIG0<6cEp-q<QNgh)29}IUxq_+Cly1dvuJj0o>1+r*9cbu@|zX-oU
zdnmVikAwj6$boGa&oh6cNr4}0Hz+ua?N<$6wy;_2n@x^k#6AfH%lkiv+lcASKTk7m
zs*LCnVC}V$k=vhk4Ib)lVsq2%de8XkO;-8o@#|iMoJLa`3IVnLAAB1Kza?)XMm15p
zBl9l1_NzsZ!sqfSN2BuHo;%`zQgo(&11?_y)I#w6dM)^`wgIN`0<{i1g8Z^e*S(M%
z28hf3=Uk*F*Fj6K5;HEcf3TOXzB>bi(tz)^Z*3?)M+Ja_4t7Z$pF(R*t;?==A3|C>
zk3!TdJ86LYL61J*6GVz!ABp$-E#>=|zr}%@kN<g0?iaIFF3%q`Ah-azDfZ{?O;v!Y
z<yxl?7Y>Ws_lm@ZVI|eA@|@#~=V$ruWA5jh_%kxqoV-)&ugT`DRZSx`f9LJjz+$rq
zYQEjAcs?o;CIlU!<KtTh?D0je(S~n@XF|Gf+Q+Y)JQrNs23G5IrMTQDkP(yb7G1RO
zM{xA-X>hom!<E^Ny%X1-%i3PC!M5e>Sa0DEg}laIuDf1$R*%}ZO6@vm$S$hpr0<&h
z$n=6Uio=dL)`r{n;Yt^>)P_INLVRDi8RL`G=%?AV@`G77TS6yjn7-c{{)nh^S>H@$
z_rIQ^26o+GuZ};3u7|#Rzx>poNxzx@Q>6w0VfEkF0r`Iq)W3HY=6^-%|6=CHe=)=Q
zU(B%m-^~A-()j+=e52cgfPA+8r`pZR{DYY#wELG6zNHWK3+Hkpgf3bZ-d!<h0!c|4
zO#vupHW@94kfCx7@<nvGAfh%a1T()u+@r*112|u+FmzADNJAN_5>-_N1zUzF-KbrX
zwtb`PWNt13AfiS<gR)8GrwpTQRcl=PSJ_QvZCXXg=AlKC>nzZ}PlieTlx}m{uy^~+
zKmX?RS6&-mia0cBCoC!5Yc?_30=(4sq;9AhHS8;>J3lkY%dDbH`QEz$ihPooEOh(9
zOVH&t={`~t4TOQRCl67bY7(xi{xew~9u44;q+BT>gply4QVwi(d-BdF*NbS6k9W+v
zP5t?al)w<?cTLBj%B(^w&W53tw*kF(FhV)uk<X;-Z-b0@4}n$Jmu{dtv-EFY>b(`2
zyKGYC+uvZTTw4V+PRvKre#Ua!fl@p}M(Ho^KlsN^8*2%!!}OH)^3oSuA&9(|N?p3z
zB;8*tcd%480hWtTUY@26zlc|xjz5jlT89q%Vmc3;ot}mdwG4zkvo-dVO$Pq39DmCS
z>Y#YJ#H><evQVBwzNnl^<^1&8IZO#w6?3i=-4i782E93i=r?RKPD59d#;fZNUiImv
zkb(b(Sr`aA2dr)-w;HW1%L6J(jK2gN>w<-l%2Jz;y~Gtp_et5B;toH#O!$RQ?g%Q)
z1~8LwBZxn!$mwE2xuV`n$O-E>_VIcf$q@-oyslv(Y3+Hwvi$bh9QIaT-NX72FWhGk
z(k>Tfn$_zT2`ergx-q>><OyGB0)O!F!E7;CkmAu}2-Im2P=9vvj`7S^Q9qLt1og9I
z7gMz2J7jpCyOySwC+D6hY`f+hVf)3DK^jEIw_DR2D1X3>R%P3Y=<g{?1NDM@@&7yu
z@AYep!&6+-NE+<jR#lEVldM+q%D!=Tm6n?TE>}`=aIV2fIgjmw`?T$LM{1%sLj%wh
zg#yQ)w%&9p@GeN0$sf1Cy?#Px;=(QdI(IsTG)ffE05tx?=@C+GC};dN(L3fH<-Hy7
z5`IDsqt9jO7=-($AOj&hhrjLY=P2=T%qSlezU!9RYnO$-oksF#>fHbBBeWH2C=$Gw
zE4FWOx($#@92+CzC~F)wQ$vzm8Uw~mOxI<!5fIb(A?7z>XUNUV8}X+v?NV@`Xb>9A
zUmaM6@Gi4rIn(ncvj{LAe7N$IW+1#|h;F;;4x^%ZgI*(F$h~h|N$z=#8}>H|IHlfD
z*cT11Z;}=`H)QX_8!S89`6m{A+Ie0uS=*u2&E!`qv)PRj?)M(sr>!14LfX>TlHUgY
z<fC`?icT8>&piW!u1tU6tVI=zdk$7eJ;WBF$$h#lAacSnYh8#9T}ws!J_>7=AgBbj
ze=6w9Hm(FGeP_K36wGf8E<j@)oc8DbV}5|-O-kqx9x;e1fJw#OLmonw!y-Zvf%7NJ
z_h!c>&^gC&ecXDF!@ZO!CvXwO;eiFyOOIeLj!;^^;2xA7;Q{;yk?;?HCIz~|0_-Fw
zKbVvt)dqPSf?&%rr0g_&b}_1{Ua5;>K7d_9hwkYVyoo%6M=MU(w07rp3qO<fJS2&=
zOU#4Ns)#{l$gNMVd?_QI+TN+=xo}4TH%Xn)k(jKl5!DdNAMv1kjaWP7fQa1O-GvH(
zKWD)kH*TLC*shi{w+>9B+9u9v8=Tb)lgw5VhuA@o{tCo(yE-$46A8;51yX==6gYJU
z0d)U46y*gfV#)y%dVE~Avr>af6DuQu=nqIxgkm=`6=+stG$rgDkVy6(a7UbHX=)UQ
zfHz7K-M!_PT*8iLXyc7cIIf6@1Ej;?Zf>|tiVz|87&64~I8X%|8t11`q!IM}lfsze
z5R8zeYY@c-XPA!;B@A?82BZz*2MK}-E69>0NLorpu9tmRKhZ#!gJJ9~l6C>b1Np@y
zdnFs4x#3MwdlfE{P0`#}3MV-*=uQIZu9p3kWH3!@Vg3rNmX@NWku1gBw7H_ZLghk<
zZH48z5*PiSn4lr7^@tVX_-gPngjd$b34P$6w4|x@88ge3L;d$&_J8nE3K!>DY*}a_
z5TFwP(Dt^jC{~d=9C2uo8kj>A$zb?$je5Har$Kwur;GB^^u8+OgLYiVV8TH=sh?KX
z?-`5{uQw6!fg0@KF0~-~=bC$YWBA6(ho4kg?%d(MvGSl875FjNBclkK9%PSCY~Ak!
zvb2#5=k<Xx8W$EIM0&Sj0|-)!;~2pms-9s--V!8HIc0C0sI7nb=VZ{Jrz~L0z^jKL
z+W_6a0_m%vwBGFtcR8aUS6Y?LD9a2|UdSlz^%e;^iI%P@yPJ-Gm~ZK8wLMC@WISA-
zlhkp`maAXxb5FG#z!P9t&`>)Y7Pt0wa|o2cZB@<xl!<%Rn6!2A+p}AuKmwvT5m<1L
z=ae`nC)TgS-=nq;PU}~&TuCiF1j`n~W$>k_HDZSc&PvcI7Z5kQnqx`7kR`mM1@dJq
z4vrbhP>Vbd6m&Z!f)#Z$hvc|&gbg5;!ESxgv$!ECUPb601(MvxzdLaWlKWUXdFBg7
zOr=Dv?(Jdjg8uUi+@8+#D<L8Tz0_{Y1TEi&yaix6YC>>j_U2+XTTz#<9kA7XCFC<=
z$^EhaL0yy9*3EcQGB4{Ox21@+=?b`L+jv1Mx8&K;XrUPOWw598<$=UdYu+Q}YRW78
z8JoQ>S`dn$lwrth>B|%3TcWo>xl<7;ie^~mBf7WuNP`&lk8t}O6lM36-PW(x(eLh^
zwgm3IQrwL@S+nSb7K0i|1-gwhmp;WpYmwpqC=K)I3~99uQN)Se7iliy9)1%72>eU=
zb4#^|#&HiLQ5(ck#2BnWgfW~Rx*rhU&T8+`gIY>1JiL$a0+=wnXocQa{$%#pcLg=<
z2J@J=uhg@mFF1=5AfN&-ARxdCnoOVb<BBfOjot%ibg#$u>^AF@D5f^}fW-+eY17{@
zIA{tsqmR-aZ)=tNR~^%tr<d`Q+1%N|dXZdzY=u-zrR0fDN0YVE@5?HzRXZ+GUEWC<
zA|J6(JZMLwl{2xcJz|gY?Wmo&(-zaWKg@2Xa&BuSk|y9M&^!<pO+PFsQ4SgCJ$vLP
z@z~Q0HsbWmmSzJGPF)(3JU@r_qXnz`z(9Z<pU;yPNDC<+fsLslh~HtlNvXu#l|XiM
z6lobZ=Hs?>J8`9WLsr1k0l+S@x_E||Ne1_ivuWLm0!78(g-71TT&J+XZyv;XuNNF%
zl+3xf>u=He^Vw3d>JlLuF`ZJB4$kVWt>-3C_~L2gKig3TWuF^hcH*eFC$8-4n4Ah$
z*n)Ixt}NEN)FDmMLfI;l7CdD1mbD=@P&8E(<Yc!rT-a%y(#stb_Pkk=@*bEteo4f6
zit)59c}NCn+*hE{hfmyv^{w`M#<K3VRN_8N?$@*;BYd@cwFBTCi9EAeq(I}@<_d8@
zf=lO#6^g~8ca-K3LdK2)l?A3kdtiehD60G*%z`o?4f3={LC)2@VIf<1z|mu%oN-!+
z01fZgg-zbj9Bjf0?Deqd1s2p!3aDLX(`G*C`D1Vi9)Cgk+jwHsAn0BdA}Tbxl$c%C
z1gZ=u_@+dEti$DS875%JcDP)(%GtwV%1IY;6rf;Y{Ji+H!1jak3vJz>s#a&Yf_~bF
zro>KKPzyq}m6TRIHq|9tbSd>?|Ds(&hNmq@HxUDF%SAd7qbR&2A${33)`Q)IqU*`2
z26fD8LSo+~kvA1v#gM}gVif$Nn`Jx@=`T356IK+KRIzyky$2e52BOI;-3S7U4Qt46
zBp47jq_i3n(4C;<$P!O!)Nq=q=MT^q_c&@*8RJG|s5lVJ8?7dzk*{!q>w@>e>0DY1
zZhB`AL~aH;8!;HB>W(TubT^6wB(EXJ<6py|LZjVtLDp~uM03lqS>QB_!aiPq%<#ws
zX0z2;QcYUGe7M~?&Rf8~!Df2{n<>rxp)t<b@&siW?1X$ZvM5IC_KF?6{#d4*mcnJ-
z%v+*xT%D1ueuz(RV!hamZOX#wkymPBz7&;O=k={3*65)DkTo1s_lzF4FoU3d){DWA
zb<7n|0hhSpWKN!W4xAK<Vm;)e(4kNS&=N3;V1-yN+%P+WSaO3$^xUj^?a=7oaLTrU
z=iCXE+wu^keSIHj@E=as-Wo>GKw%NhBG-+6ac=o%#GoS+s-PXP^EW|+ccjS0U+}s4
zY8mG%V)AYNpdsh@Q;;?rnYYD<=V%a11>!=R!;9+fDA`~-_Rj*6(86c@FwShDQ%x`~
zmnFizPbP6?>*fabl=`Eu^7}{N7v4F3Wvv2ARNunRX%KcnhrC7xknzXbG9~2Jt?E8h
zR@aLyCNg@*^s-|2!N$tns(abt7pV}n)}ghL1p4Y_c(e1l8?2nV_e@#oK(kUM=Bli|
z?KHxlW)}5L%^Nc~wZ1?DzQMIy@VE$i-@cjoe}*Xi5E=ros=eOdudvb>;&c$MU%%&K
zGL~_}GdB>6z)c2YaJ^wxsr&Y)cHlMX82W@CqvpfAci+{*40&Ko99k$5^@zCJk-P8_
zm#K11T-Xtgru%1?0&hFRu~-m+T!axqQ0-0$zjJoyvU#FqF<?%EO2U6=)G!o@jQHLt
z(i8FxeoI8%{3YQ^LLud4z+a7MI1@uJ*V=ICmRr*<&>KIr6glq7U_x1HI4~PW?y~%#
zm|`p3agM9IIR2@==RwofPV1zr;^*8nP%4VX$Yb#5qO^|-p^jm+Zu3t9fg!nv%pm|h
z5Px#ssA=nV_^hBKGrd?pVA+)isp%GOLXQgy!g|tu{-`|_X37+SaR#LW&62d-jgQZZ
zte`#eP^lmU3_VuVi%Gu^bcYWv`d<H*cE6P-ru7w#%5K||ENbp!)k*1A6!vVM>W%4$
z`aC#92H)Qv5G*3|;@NixY6+7HR&J^TdEr(xBH8T^ovZSOPZe!UC*YLN%`XY_Q8G~g
z%iH!EuTZ6B=RfR63wv<Fud1yB9+_4RY?kZ_)uCFCDKngClil3pM^vGy2??P?BX&z3
zb5k&GC~@Nj^VF^RCnx<WC*uW%Y@ep%(zTze7FCCneVo>(?>?-H>LoTEHUZ{XURgE~
z8eLRDnhE$3<LyoC$#L3-F5rE8-Xp)YWFAaaAi#2&u>_};bb=7>OQJnZ6MvS)^#job
zRsy+{Bf^0X!12ni$cVQr7ibbAm}ESzQ~;uUz$zKeVh8=P4V_*T&xY_qOR<eaq5vJ5
z2^*<G^Ai6s>&*>ng98Gu%Dg15`-0Bmpa4hR=oFpGZs_;gE0&{uCU?$V!SKgW7AuO{
zMRcWg^&`kSwKdzh=@x-t^oqEVfIFeq=!8qJK7=RDlzxtqdL57amlJDUv-HaPtTQqL
z3g$~`or4#eQcBv<zl5m<MJ@G&r1su1W}EuXY?J7pP)(v!up|6zNo^QqjRsdzQmvlK
z^9~F^LI)|tWw@>ezo8Y9XY7`6v4-oVD334&%2L<~%o$?FDzdT5?RUl`ShrMJ;-C03
z@3~YF-u@x-E0V53?jAH~U)<498k-52pInm!OP@|5HzDf2m^1WStQsC5tq2qs!M@7M
zqu($rVZ+yFDjpdCRud5~pN*rx;8aU4-EeHxTMWJwCUg_RFW+ztGO`^(=wmYWn3tgW
zU9Lt`NnlW?0i8qpFCNDt8%4ttpltc&P&G%)(ezQh$5Ga0i~=bMN4MS8B)jb{WwOVF
z-6)BJh+NHDXkIjhbRB(i*?IQxU0tvYH0?&NO|hDj^rRAd9C&c!?_OCQ6zzS><<tSI
z`g-pAQI7WQ?r{;>hy1Fd7S0>W4|Et5hzxM;A*>)xhW+Dy2x3phPI<<!95AhcCp_F<
zePRf0V7xI#6iDA?G@2QzBD8`a4{cX0u_3zA``eyDI6Or6njL#D>VVpe#tTqf4pI}~
z)?4pdY<v`&!jHDYLPaS{9M?h#*2LCUeHS#dXtlVE)7I$WgM2zs6MjeCE^;lvmE{K^
zBbWATEo?tvRrZTuQd-Bs@~NyMJDSqo{E=0u8aJz#0vNAW1ErnlL~pB8!*J`;?n+MW
zluhAco*21V;v++G@X&~rgc|&lF5(C*RDY)#Gl)5en$e_FbjS9bRov;XUfB?Mqqc5(
zVaT?V`3JgM8wuXY9rBA0ilmnt_A|<S`)CQ4Oc66zE|v{?$%z<0Xh1Ir^>begXSUVX
zQ{ekO8Gsq3YH^dw)6`(<wz_oO#rOjUyY7Ht4+P3OsCRuSsf~XYG1&G@`6-;9?gWrs
zmvz?uFX;Ew-D^@I!Qv^*D~g<vraL6hNPx~}VE1H#B5kQ~iCgi}<NdA;&pw{tR3ci~
ztf0e~SR4o-rB$VJpwCRHNU_;rY=!6%#aluJ=>9~j0yA8S>?U(E51Xs(lS6Eig*3Q+
zz+<)i`D9b0keD<cM$uJ}7&@I^=729wo!13FUXj7MxhR6Q)L8R`GSmrIyP^ZDU1I47
zO<Rp?u5*n^jhCfh=RBZ^-4f2fPpiI)PTeKmbKR=Mp5v374`QNFtl-C`FPwY%i7p5M
z14p3)vM_Xg2N?k`Jb=xBl5+wtBR?D10)Br38q}3wfrar&&Yis<P<SdPIXB;*3Rj<_
zU__h+fFI~uHKU)5X`svCzUoUzxMqhR@4Nei?py=M2A>7Kf_si$PXD5Uqx%8xo(?gC
z>=oB|yaFzD5*BsI!|!RGs#EY<W4YOE#RM{c**oE|xVXL%^ex2NxdKBYgV{Ch4F@d+
zZ@w+furD$&naa;kQxTng>1E_;!4XbjgEW6<^y4-~f}bR|a=&RZO7kK#1k!PQl|}{&
z3tKKc+LB+nBxPGt)g3Y-1w$Z0%uhlSk-w?5+y)o<es8#TPej4cbxk6!vi)zHKyNs6
zevD%w`YB|2XV*z5i@PUlhHh6xt-q{UX%N|umv8S91mvePqJnXZ-&%MUgo+wp;%AGK
zSmbKxG@xt<wUjUPHmvf<gS)0qcZt3@i{SBk!__#Yzs78>Nff5*=C`G=1JRK9vCcHp
zKAdGZAaz==eH3ztR^18xjx`9&;gN5QHxPm$R%`mK+a#n34ITU^DJ3{LvVla3h#VNb
zzb$nntENh~$ZKYxh|2#YDLUCH%27Dk{lj%mSojE@Gm`zl;??C<#Qac>s@Jx&hJ~z9
zEm#(x6zg!jxZQL;k}iZa(as{3N+SV*vu-66ed1QrQo)eOrD9;Z=a^1#{_3(}xF8d(
zyTDgN_u82;z0NvCU8?EBbWT|%2>^Al0RCGQQW=y<y}mJoBLU{bSay^8xIsQ6x`k(=
zX)w<g*BEeBMY2A4VSZA-(FN`*!UsSNyjXyxmk5`4^hLX!8%&j2^wC@Qgu!cAQH_I~
zj0#_8ZC3;zf=%aa^UHv`0guIaAD;Kq75A0pGcZ{pf7Xdj^*6$6{Z3@Bvrp`}G(gja
zt4EW_B($#im$0@p>PNEvf?!srW#;4;OF^qqwzt(!!3oot1iA-p5~-g+Ucd4vp?aN$
zpQr}ST22}$?lr6E*gJ3OTU$jV2m)A?Vy0<bUQiQktOeQ@5UA_sYSe4ogA7|_(p`!Y
z&VNg~K9vG=X)wrmg3?7R3DE%Xqpf{>V$qjbeOwRjqo`iXJ8)pHYT-A(-*pB1F(XfU
zNLvZ^7w~C&ULN>A-X{UVV`+DuA@9Kr0|o`(%z>Ntv*9AE!4*T8B9Rwa9!ZvE#H5)*
zNA$6&zZ`E{N<xrdMXzb*+=RBQgn+7b3_gnXm+>AA)H>h?E8@Rqu|AvJw#rbhxKd+|
zJNFicfEW)CNsBogb%EYa+lD{a%zJW?haL>H6^<J3AzOwi^}7nH7*(`Mu(IkLsE3^f
zmDu@3;*#bUN<)umU==XY7UsH>rgCZ$F=tb8xwE9*;Bu&>i&XdUqqEfxvao()nOnpu
z>sxGSa8B%$_MI0Qr$ailVN9a{Oi<KQ0Y$WEjunN=)qPycGmKI@hRXz*LD|SEQfdv_
zuhSMA%{fp*bixAl0dlwBuEK$K;k0TeQ$s57A$ni&G_pJfX{zlRBF6GTp`VBY0br&?
zh!NJO-A<JDjezcTWbvMuNrl_z=LLSNt$YMcqJDu>Ex1nM`?%hg?q~tcb|^^^{yKf|
zMUp&h1T_U1cfZ6B>kXYd*m5Y2T>^Ia6yBgtMzxg2>t#yg%0HD9Qy*_hjdaw_co11?
z)+M!q)@3v@e1F>4Hy$R?kSi#tZ-)t-xhNDl)9=A<>{7XG?mf>f!~|culFm{9X>tI;
zJsW7AMICF70WzVb32z_@x2QCKLuH-YJ;2meVbVAU><g%-ez?<w<Pc-<Gw#lY7I8>#
zfB7e*{$jIw(CI@$9c-6Gg=BmK!n*|J4UjiC4~&vSs#a3tm&;P~2Ofl92EnFzqn-^=
zF^f{)S)?5o)cHC@m`F1ud!O{y>^me%n>P}V)V~W6Zq>D?n|x}eweQgW3uE{le6L9J
zr_(LWgFo0&7dW>CHB{<z|1Kob8ys?hmC#u#Gi#Vh`N_L3-x{0s@dOjlgLdCHPK(rC
z!?q>MNvJ{-Sm8wTInCHhML1zIosRV9^c_(O5HZ}bGA8%TQgB%q>P8ciw(CJtwcf{4
zA|}JT+I9qMV^zstm^A!{!&~(6gkwTU%P7p$LgddYiI<GQskwmWPCds>n}FKtt?hsq
zqm`LT)g*eBXk-_eoCfbNZ<As>hM8z|x!gUOadbJsJ2ht$_ol6%$FTLE;Z%xi6eZ0{
zIHY2UNRJlM*6oIQx6K^R1GmkLclg_B9TMcURUIN<N{dA;vd9VkL74BtFzy&QMMxOm
z0?L@l1xG@?#I*!wKmK_PSw3lV&Y`2{w<5HE6CZAzp<(UTfCl_R{&&CKH@4Ng(qt)>
zoEBmE5oGN253hG(JA>@;qm6r4$3^^AtPqL-J(BXXBh6~8G1^ksya-kgc=ZP{{CS2h
zY8aI$ku%RmT(aZ~-E=S^l~tS)F>aQsvPESf{!BKK3ATA|?N+xHN597Y7)TI*n$5Sc
z(g96XUk_!m_zrGRbRLpzv7<K+w%R%1SfKe!6HC`7icu4*wi;)-gJy=mx6rx~s;RQZ
zVcEOOuHvDXup*sHwot(*Y?6yZP4@yES?`K9`F%{Z-0oD;TR0zn-A0juja~PZb=lna
zxN)l8&LLcspp9nQfCDHyuza8Xs;yha8waRt(116)j_`@2cM(E)2&9*aHkpQmM@lHA
zLN5IgJ5M0fsOJj=?|X);Vhy?G@$vBhur`ma9%JO447dWyPt+1<n~jY!<4RJgQ@^cF
zR?j7uUl&i;#Fj4b9)|~8k`!y{h#cD0rq;pgs!+OM_~lyc-p%v8Br;Dc@HdsrkcMi6
z3K4_2WGl;H3EW02NgG2Pgn?Za4DwX+(M#io+0F|elWtuG-oymxdKeR2r;97$N&)lD
z6DUrZ8den*nXi}!tJ~N={t)TkPQJe3$T^)<)bhAzy8qN&4xcipAXN}N{#|>_3z@fQ
zRh~--&a8C8sgB~Dxv7RYsDGq!#P3B8EE=)PGnvNuXHH)!N<!4|EAC)os~mw!#a&)z
zcoavP+Hj%!Mv@<5S$nlk#`N=k5PMMyyT{O2gnH|S<1A_n;sgub2;cAhfiU>x`?LD_
z7J`CGG0O^MuC1>t)BeYCf64bA%D+!fs-_H2{)f5Zg?sG(08>D$zm#htGpKpRML~(D
zUR4o!+GX`Ap&}ofENLyVEOMh*EC!mupFB=(KNWZb#QmwjTbt`!d6~b}HWDp)pH|V4
z_emy;q%Ow;$?IYvrBx}Wfdwj>d7};yV&JhM7&?xc@j8oozR1L@pyw8Rh(1Kgcqvac
z^SZJIf&Kzs&|lD(JR+;bwFI0!6S6mbaWZ6Ro-X<dLgmns7UsBZC`1!DRTZ}?@D)X`
zt_ytCb+=rBuQsYRSKy1z+Wfr06TpE6FGG)alI!LT!}hA)0)N}Z>Xs9Tx7{K`BF1|T
zIG_fydI>0oD>ipBxPX4c!`f`EgUx{#&|@NS*vDy4`gzU`mj$rSm-a)1a8K|8#C^>y
zt~_9w(_dnMc`04c++6MPag~uk-F~Wx)OsOLgN97GuTw9%C2;SVnluFNB@O?vz@KTf
z_DtZ<o<6CU1a6S0Zu>soiXTW4yN$+*B)!*i*F{P{nf&lxQmJU+pZ!(x0ZF#%Zk<>1
zTCHO9Yp4t=M@7ZdKssJTYv|U=fElmR3+Z^Z8A-pSVLbp}R<k;NEcxBcyTs)szc1<j
zdMyx(K8is%m*iqosMWbBaLrh36a}u@D_ccb#Y@V8#20BJDXW1S$=bH8?%jCmw->Ee
zlhm(re10*gEeY7yR@JIp%c5jnu6?=d4L=a8X<N-d#+C0?u;9OTp9lBD@Xj@$?*~{6
z1q$Fc#sFBq-R!#y6veVA%#|iU(L>x%^pq^>M^^xD(Cpx9-)mk;zvN}NlC<+VCgqyH
z2~Uqs@_dULUc1COD7M5?=Dku<Ou~ZyblKyhUs~Q?u2VTTj~^$Wh~b^9E$4~AooZ-v
zS@c@eff`)zEfkAhRa9|<2C3IYiFOf0-z>C}q%KOdUuw08E6&D?jOG>08xLgSgq}|;
z%ddw=6*TNj7eMq3I<oS=XCQi2(s2!}<jvJa;JQ~>Hhv+ownfFSYE%^gL9Ae`Wb>MM
zc0+G$yOIye)sidl#JcuW^1=F(*5hY#QIkAT<-1lNKh;VCuWH7#b$OpssUh#bHs8=W
zBlInJn;ZUdp)K-TzR)7^Mg>E=KLHvJf`0!Uq$w_1VF8>4bpI*p?^_@Qof#?kV9H-*
zCF7mw1S%PxBi)A_^f_<<=3~Pww_3p3{@~|#;%|nViOluV_O`Yqv|vyL4J@=*!gGn#
zf}O^4=c4Sos<#}8C!J^Hsnmict*#1uld45|A1$};$??wC=6q4$uIsc~3{P0K#5j-K
zibXfzksIbR3N85C<qLaOkq`}&zym1nm5CIu2h8yz*gDClZ-8-d9IhD)bvJOl_DcLn
z`UV9<;JwII%&Jy7VHSwjxwa)%4Rt~kxrnbcf~+kRlR-RpL*T2$VyV$yo1~9jfp0%n
zRVwgpvb-#8-t6}B@^O*?^lY%)HiTQ$*vg5)d2K$oDk}$aWm*&X%6h&gZXRF9_w@tv
zXAngO^bQbz6KFdO#vCkv^OX!s6tU_JRPb0da1`4tlr%5p;NAchvOT&RCcli{;4oa8
z!ZMx$F~Af1pLX(^3NHyU4WrTm)x7N!B3W5dJGFKMpUovi<lU+jwPynFtP*0#<fcNX
zOqI}i{mC}Rty+y-Hm^CZ=RFn4K(9_}C0VjWibN(->Tv7|yiP#$8J>Xm1Fg_1*4;A8
z9d#B@{?Ez_c*+2!XR;F8dcE=-Rw`h~P25TuQ~sXs{DN|%<I%qj)A{5AaD`VPNjOXX
zEtXJ6(}j)3mcz2n#-_iHd0?x&`Ljyu0r6<QRDMJTACR@D-ufn-dC=0dXX_+O2Cc`B
z=?~4q@^*=|FeSYVyvb6=PaZ#gHqTQ0%a18bMf)YS)nZBHHR7(~!IF~mYj~h(njf&d
zwdcBc+c@YZl-PQjW%4ThLu@6p`5`d+nG7rQZ|(z|el&&2*WIF2Bk_P&OL~=WV>bAC
zfOlBH^bjDDQ|ST$hp9Zf6W*h=tUlhF#W&JG=v929?Rrpe!B4}(%vaf~6}+X^iq1yW
zI%#R19r@Kwx(!eIAivSM%roGAO(Rd(NyqoK1|J5x1z+(2XqdXk?&bvbdY!Fs1oa}^
zVK%4}N>Y|vT%$lA(Dno-FivLw3TQ^azqMRaNyxeeAgYVKj;vUdaWr;()dO<Y#FBU*
zT*uK_2vIOM4|a6R$Jw-V;Em#M14-0H_F&+)Rw+ADpR|e^KBBjlEoJ!&H|FbX4d-z(
za1)F$Wcg`>uK+w*W>j>%$J=Z{rJ=2FvZWiXY-}(p(#3TT*Mb(@yo1!VG!L|PyjFS2
zd+Na2f{G>()i-yV3*fyuO(n_diJM!gFnxHBWpJ^*hmHU>EnMF|27^;6T(3cET_J~G
zWYv=3K$0Ky$D+|lyAL-Oi$)?Mof?ZpA`y{hjYK25z~eehoC~LPUioH402s2Ok)P*^
zSl9JvR48aY(xXR(g4QFwJ-WoBk)9rb_e7&TJp%8E#(KNk<D-#ofe+vX0w0Fk%kd|p
zk!Y{LPYp&Qy#min$J%)R++bAxZq%YN>6S+Z<_|?A9zAKv=Zr>=PxT8t5>1^+$?;L+
z>|`77r*myQ>YQ!kk-@9&`$VFSyg$rVzlas0QBW(_an^NiCSmH3CnJ^J=>lF9`Iqe*
zM8rhGMTC`z3@yOV#a6jK!}C$D=U8V+6x(kjQEb13L6Hbgvs$r;XurLN*G50*iV=?C
z!PyABFddI#`)xEP+HX(8$Y@w$?n4y&D`Qb?zl~x0Eij2F8jQw7_bnV@$7U?bmi;<X
z@xCT@fbB?MjUh|@F)OU(MHag=1!NwbHyOio4a2K<B;yf~$*U2)CldW*##aSon24xh
zMEdKZwy`%F?d@&jQN2ghHi7|Ph{U4Z?{oGY)?=}5!M>-Wu~?5_>kEUCXpg|1*=VF!
z;0G6sh%WHh^i))eL3Hq3qAdpf=Q3?PmYo<7cr-FPml1d*nx3O=+{n&JJkpn)Z;Mkj
zvmoyiiNuE5<0E=htl~tYO)x(|5KvW>y+eEnXP^0ZnrvgD$rf0M>`A$Jt3O7EWdLRq
zyKFn|vkuz`wn9gnSl_wB4wDy>$b_P`HpW_O6&tj?$=f{@QHa)gFCNAA+CFAHus20x
zEtwD~A-$=NJR3>_oj^DI*XI~RM0C(fKt;erU2Fsh7n=~Y*6jVg=Mg`MDnRd<0&`0=
z`)VBM)+5x36~WTolR&XvUb=hr!r@p<5`T6o7L~2=M;DB!#QRP=G07}Z`+OoI@Q88I
z5<h=6(tp-DB=J~wYDD6ZNqS1)(MaapsWzU-otERH5qn19AX+hl<MAkYE`t@2Fvq)K
zj_Cl-C@zK$f--(#sNFmp!Bw|N<Zn06#;|#o?!V7hR6B4^W#ep98N!w@Y<EV<I>au5
zqb7vkWG6r01lK%<rApXiNsd_9=>zwK2j~;svUGnEjt{{THFtBrHcD*P%rzU;^<Q}2
zP{AVy6LVG9yCcyyy}En9l)9eoURgOjoGGBRb#tP``|+33Sbvs<7dEe+GeCE9$+fcM
z7$m1pAByOLg#D*Zv`G~?amtV+jF_j7#Uy^{?9^bJRP)Ywd+N_joo<uFIq$Yfb@<w}
zBzYuiXCw}P^m81Temsp0HmsTw+X<Q$@Ngd-@5T;05Qe@~yB9VhdSO9h63c|i!eZ9_
zpu#|zM)#_W-Z5NVqkA91#jFz+ZXi~__wqiFDC-;%eXy~Apbs`o;~6U!t3W8m0_cII
zaB~-^Ki~rR54GZY6C4`7r#Wmc04<__{hUxAJzY{g=~2C_Tc{7zj9min2TAM_xCtUC
z@spr}1#Vp$qzUuN+=+<ZEtaM&*XWhXF>&fdOe)9d#B55J$_to3A(dBhZdNW$M-11Q
zkmKWLr%tw&pnHB=j*lcS54DwGG<}fcAPsZ|iNou<!49w-751Rxe6j{tavxL^aCNf-
zs0I^GC`_l0x(WV$o;QZjLmAfD8ez?iag+lPq9Kd7@l3Ne5mZ-L`lE@)R#17YsdX4G
zBhRI=n-x=;R$q*QfRdd^ERe9XY2=AC>tT)PF+K9v&vVt>ONY%XKm<K<LB3;Gmz*m-
z(%mHu57@9SNs%~+nWTu_tM^F!Tukp3xOFv!fr&dA>+TX}%syrI$h#%ZOvWXpVzbjD
zeR76ROwF2KQfm6R#LcM_vREK$oSL4Kl<GTsZv0Dgb>3)GDmK{1@o;4qOu#OY0T!h>
zm;?~5!^p+B<^wDad>i}w4Xa?NfFPn_l^*0>a?F0<fPHs?f?qbPMkCGP6wWknRt1QO
zD##9q8&*^9hHIX~pS=gh=(!AfG^bJ^L)hzBNnnZ4kQIrMq8aZcUFMZYPj@78;RXIm
zy$8A_VS0fUk^ntD-Cq)>r$^$J(}R5q*JDVAmoqR(Y;|&GCeao%+dUR(3(T3>LFpYt
zPtTkfl+!vpJuxcr<Id=DNd|jtd{W}(?6ee^XyWXtVM&JAP&VH74q`@BY_ZbZn?a%J
zN~4)Q4EE(HygKSM3<!q#IxzN~GDV|+{vSxO`NpPGGRK=vu>znO1v;28b^kv-r^Mjb
z<7%+zJ6!->82g3YhFaMfZcZm520^a4$BY(U+LUVs*o$ZI8uRYT9rJ20$b`Ok2Qv>n
z-8}qCTLV4lvQG8loWGpFIlnyy((|6el=|6hQtuW@eK<RvkVYeMdhXakX&lbZIC86-
z2%WHxOZ@n_J=XRIjvb$pcxG~PPL4lxdM4dAGWLnSwvp+R{)2oWQ0tf;+B3vmFw{|d
zhuOL(cIZdwIpl0!_=fA};2W_%QKU%of=Dl0_rmld43;gT=raG^7SR}M5e>7R3l`Fm
ze%>O=+A8kDy-(ajX#lYZftkmKW7bHl-HZ2-x6DE>nC|F%FECH6yNiHT28KV-EgY+!
zE*duD2jPLO86D?6e;CZPb#n@<_s?XH_xFf-x9FVJC+20~^z4a@oJV)^SlcL1AGgNk
ze2tFUC#3NmJ~lDaHtv&?vLPvQ(49z0JUTkkHu`#hLbx03t(${_fp&3^x024VDteq1
zwBuNEU$KUnxvlJjS=Um$LLQiqZCElq1T!3m*^SZ&x3H*YD5kddvAP(vy?5ZuMfkB9
zoXTPvRf%lp%wk2i$%;xV_e~5}_(I6Q5MM6EWAy2?dzRiyb^vGh^h9D8Utn(oIz@&o
zab$APM-bE)03Y~FxJEkGj^0S>T?d3~bbT@v=@Ppvot&;%W?^V<`uLzYJ8*X5*qEGK
z_k=Yn=Wz1)(5RflvE#>1NZcBmo|SlNVp47o6+Lw7_|dlSJ24#n(#MTUUPt{*hD}x@
z7$e^t;_LcxJ6!q4Ntg(nd>DY8VdP=Bl1ed0ihSkEK26e($|S>Q{TG-+`(>LZ28UB7
z_V|UHBe?!#fnEQ_6u4Rc2!oT6wCEUv+o;@UYyJjU7IHQtwodq+aPvC+|3$Rf-4J%b
zw8thmv!g~qX7BEiVFxmPk91?Z4jd3OTo~+zKV-vPtoy(Lf!`SJ>+TZx_36?69@$_=
z=SB|-e8`=el5?IoJvAozKX%HoZAl|KW*uwOXlzu<MPy`bYF6TziHSCij-0iRww>OS
zW?L>IM!%E`R6EThI7zp$1P@dKuE`ffw<TurUI!Yzo@71~caOla#jMZ{w5V_J9g|LG
zWRK-32xelJcJjOdXqD#oL1xH^iJg{=zDz?Y@b?sVwZQOVn<bFyKExwB{U<=H&xf!=
z2%ZVo1A5^GOc^4RbOCL2@HopmS#qHV<)Dku^tG<;?jBvFAAmkx-6H*<gAaJk?CCnt
zC6c*k55XTIX?x>@(c2}Gxi_-eqY;6hK7IC-DXY&;&s`W7_@GPA9uxS%Qzxcuf%l)b
zM{I$|+|lEs0tX_^O$j_Q;!Mv<+&q^~Nj!1kh{%;(i$;&eA~NZ+2O@915*GE9n1ef-
zVm*}2p$uPR!^S*JJ?4O|KZ5`7fWJec8wK;`Sx{TASn+5@1rJE{QG($Gc`I;lie)Kh
zxB{$bsJ&2%D*p`4F`$<-*g(k}8!%CT(s%YA@0Hk{Vg4{g<d&{ic9;c-=Atp@1@<1@
z-Qc~7_v=Ev#ovzwLNV|JEIZn?%xmY&NcVxCis_%S`vuLeU7tKZeo$O~W_o@>PO~$c
zy)i1uGD|Oy2s}M^Vn$B?;OWsZIX-b_d|Hn0qt3Z0IsMKomBob-`}|Q;;)fRoq7sj#
zqk<in2QR}i8XaQ(3!7w&l>1SAf#vMaw5OCgnL2jyz@$-BMPX1y*!M_*L}Y}yGN65a
zf|;)-mOE3l&*))=?{ad#%1R%?AQQ|!)1BxH4`B2t+a7tdGYmtH*qx5+v^Q<__EG~*
zTSKS2yL$8mG#vfh^ew=@g-l^Q0dD92!*hUVZ9|ty(5vHFGbWOYS4J+)n*u*KGJAPc
z;3w_zOQQmx7#*LJ_^}ClY((JJ%(2m90zW!;e0oga@wu4`GctKO>&~5&NzIAVM=~<m
znVyfuB#x<HIX)8AMKTrq|6$ezfK4};x{je;mhFv|Y0P=t<E^|y!dE@WH?$#j#^Ru6
zp63OP*w@GmGVg1|EGW9YT_7O|ASqTcVT~$oaPxQj8pHHb8b_lsqg;P6FW_++r2-Vr
zVA|^GrT?pGb#-G0V^<gWK=A_=3uy#?>0kr`yuyiOtf%M19`=IS5&MvQ@e7&Lr)5@n
z!JNA-C;Y<j_{$>#KW!hsDDlbRv57H(j~%l{<b>Pf!=n;6C+rD{ADVUMrv)CHaZjC+
z6FxmRXh}kh%|_dVFf2XN&PMk|beS}c(2Fnu-PolK9(|1W7&h6m4@~NDzHdoXHZ3-p
zoxaN(79YOB>cuP4<=FwwXje*%;f;!9A<gC;gYtHxA_~IcA(qm@K636dfm?Mw#q=Y6
zoWcxsgtcN7dLZD8{QUFm!Ml5UB?qB#=n<S1?_x_CBy+vLx4XMr?C>~zu=$_O!l-Tb
zN5!hciIG#&!{YK&=7rbJiupKi&fTX{P%_gcDG;ZvlUK(DK0Q2>ofP=EJ?hA;{g^#^
z;)K9$+iv5B$Bvzx6?or?>67PVmVas{Dd`!RIuUKJA`GP?ZTj^0OZvd<|1R$y>=T7H
z5YLgH=ab&Vh#?GYn-m)*Iw0;3BthUD#>IQ>Fg=!JC3wxRz+{gCWw8?x?{yiq*NYj}
zAKc`dEr5-F6|StNfL*W;F@mc)|8h55y084<5NqVdfDXB$w{kdbbwLOZ!l8p9xZc&<
z+pGV3wjfXdLUebD<qU{3W--?PZu)vM5$)*_6tXSM;tq|w$I^mA6H_-{zA9$q>`d|P
z*Cd6e3J=Z;{QOw{_Hluqu`ka{iJ<n`$#H>Cj!jLU5cur)*tDda12$z=77~nFC*=Cf
z!05>21%bz$<EB(`5o-4(B!!%#UsC9BzuuOhSmoV+3Ngm-f)ca8Y&Il)yxEXOK@;Kb
zTW?`fgJ+(Q%PWW2jtLMKcJRIl3?5lDegK`<FPja+<QV2T?0DpzUA(UzyLfq%VZ5iA
z1$9)xsHFgbe=m8CX(tnC10Gd3`FCmSfL{51(>l-tamY(uU3yPXCq~#YF!Vh=UA#WT
ziuAxWFC89;^!Bi3>{#KLeY8I&sz<Ex+2ORPDjAx}ow+FR*^8x{UlsVdTkjNa3jBQj
z!&@@~KY!uDC0pS0CvVNzvh0Xnb|ik9o}#1jKJ@s^q^xq88FS_YZcU9GJ1MJWKvSL<
zcznvS&j>s=H<UOk@M!jMBr5Re@PHnXcs!=-91oKhK-uhp*zln!ThMr_7UimmrSZIt
zFpLTLb`xO;sC8k8+o=c;3G7xSie)ZvPDQ%~_drGY0;sP}i+6Xw16t=ml5I~z6uUd}
z&0So!J2F;Jgw!x4g=EA`egqsmv!F-xNbKiXRbjjbrLvnSAZk6>DR`iZehoyeO9u|*
zqNexgx>)(Nj5z&I=JiqgNPk2W*o;k149o3{hezknNj@K+xw`PWl%xD>?lpm5e()xh
z@^ba<w`PX~o_nJ>VM=){T^pCK#f6t|OiBFe)pMsUfnU2got2vLj5{-#mA^YXc|0pE
z+U(@aX@MKFGc)I<JkHsJ#{}MY%82#1EnPw`cNU^%pOi-{+D|Dr<DeTc`Y^$??77P*
ziv86D+>FY37-8c!hM1(`O@<L{GGzNx{1^o9PcW><v_Xp1u(Ev-(L+=3@q`Px4}lB3
z9=Ia3houy*_eT0+ec|1l3=nJf35%p-TSbIaQ`d3fEBZ~L%pt<<(IE(8fxp#_5h=(X
z{I>w~(tA0@!M+@c%2nzUr)SNB;_XLHUpg=C{3yMYe?#Ci=gyrf34FeAd6)`3|K|0y
zq{f{OE(}R3<=;PLwW;^kIa~TEmliM2O8n+mFJF=l-Ob{{Dd`wqy0qX(ElW?jZF_et
zJDZhS)0}coOM7=@W@1Qk)4@}N{Zg9_oEeBl+Ene2M5H!7id!s2+4>kZ@3NE{%G_<%
zloqZ`Sj?_5dBya66aJ3`A)sb=q<9z$a@)L><^{<!%%=oe>=22}IB&Vf_?RU{ZPdY(
zOFddQ7+r`(VtxH5nAKzJb@)Jk0D9Z7c*{#6!%G+z_~N&Y`*`(}TDo9?UFa2S^X^C@
zB8w2{ndw34mycb&bzwqI+s(pVDTLG4&)<1h;AgI#n7t$L3pb8ur10c#gRBYs&TC_t
z<C0u&jHjhrdGU>@AzKRV9XeqP{N>l@FG@1rybF&f-P4;dAD3+6o}G8(`010=RNjAl
zdhX0gfm_paZL*suhY|^a51vX$zu!7|23fm*0{<H`Dp9N$e#mwJW(hl%Fk1>&%w)K^
z2j_n;u2q|?r<9@;W1V@z<l97P=%!;^FfR2_AS1;Nf;p3Kj@ZGM8k#^Fww3S^la-$h
zMNz7ZC=il+FY$i*XF&abli^(`<C*wCWjF2}vy`@G4^q{<e#04v^a$_e`sL$?BzwA7
zUp^)0XX@qq@08^H-1+LG4+MVt#^pEO5_s<1#HE73Z)At3q?2)La&%m}`>)btqtZ<;
zoE;u+i``{=Sc>WGtM&<r7YftaA%R~not>2Qy?FclsHE4~tEV0544t`@othAM_B5TD
zlhu&3ZdT$WGt=oqGR&AU`vrem={YQ8KXS4^78NFBz>Y;k>5CPMSDrJO+gX8#3A;e)
z%@oh=XMk|H!E8T}BFvO6`0=8hFiiechIJD*zXCkaIm|i=Nhhy5!;V4<I5{bzH8hqW
z)RmuO8u)r?AQtQAMze6fFA|mJ!0C&E_T|qw42oF1L41h(X*zzavX-{y2B>aYH&adB
zy#6qoh)R?BMsfV0EatiM`pdIvIse7C-!2IJM(N$pJ`wnpo29qzOL@7pa7{X+S5D4Q
z>5N`IZd-#Ax9#MBRJS8zgYqeFov@Gg$={tFHYL6|KWs_;P`Y$%Brf^q((%zFlCQ2$
z9+Pxmc-1{F!;4(eJubtS3s)w`rEzsZex<WJIpt2J1%7;T+LUT|<U}eVXVab?Xvgg-
z+82`)KWH|iAjN$Z9pm%}SX2!|vxnj4gb4KTZ<FQSA$<4@laL+g?mv$e5C4fT1Cnoo
zm^X(p;J{@+`mHoum1F8Uk@^2L5wi8!@yzw#n(m9mIOVNxk2O`(S{|;bX5r0rUtgcl
zv-dN7F&RcZwELwEzFwX=*eBoT!yEAI0)Ova_vnDY->$xXa#-LG-+uq$ErAzbd;9BO
z7x=YY{`I>uD4Cd=k@7QR4<!wO&t#6sd9-Ft8Z)oYr3NC>1v{HL)HZe(MvlZ}40~n5
z?33A%0v$@o612svZOHMj(PO53i`(ZXh9oz<oOh4O5a;C^bW|AMA6#D;8<}a>>MfiZ
zpO7u(XXtcRuI^5pJUuH{eeLP&h}FhN2MvKwTo~-{m&=(m{ZUzTba)WAneOky&Oyus
zMyY7|tE50{KW}pX_dH-Dpd`R<H-j|q8|(u=_`9I1e-DU(wiu0er9TNgf%%5-!PQ+R
zTUBTK9+5YADq%<FO7p`beX$F?XZ%O+Cu6d{>JJ{6F}bq(+l#|-u`qq**YA!QvJ~MP
z51pi3aV?j#!?KR*jgJdduDCw@)vw<^E%3LzFUq$Be!2LdTo(AT>9a4tA@HMv=7=Nk
zgMIx21ETD4pt&O*PmoahiV=gznSaH?GW)St>{tT-J9(JwF)eqPPMd{`69;vDQek(z
zJvG>_Ec@zIx?iqGm*!3!mP`1z&z-bW0>62B#>tBH=xcNIp;^eC9CPMHLBRY;XGYeM
zO`XY}J}<5sJ9FXud0Fqauy9hYET6sU4$GD0>}4x4AV0G*bubna_)()zmVL(iEC2l-
z>kh<zACd;&c@|4%OcwnT+@W&<&SiLxr@5D}7&NCb=gpSIcmbK{4s7DmX_M_9Fa&(T
z+XK-aT=~(;Y&`Nu&#|BX!yn#07?WiG?ZuRQtlw<BdHk@zYu|luUXtbAFW!3jhQME|
zF244rB>N{HzE>6ayHCFNtB(YJ<=s!JZSs!KT`086`4Z`gcGX6tUzGDf&>c!+%DgC6
zZj)Hl1rEgkhHHbB!L&7&pl_Mh$t0-D!bLl#N8ayXceyb(pi5HUoE(fvQeT-FIUE=G
z!p!v434vdnoSM%Ie17W0$(yn!WX_qsB=EV@)2A;8eD3t=D^~@cyL>r+N8q_TH!n;4
z;;WZVjLG}om^dtjB|9<LFK0P@s6Q%%E8dUGcof?Khwq}^2ZG^V;0dtfGhnw5g8TL<
zZx1B9K)A^qFH?=Zzk?Nu`~z)*Fz5hg(?z3T^B8)3;0_+NtXPa(PG0%UJ3r8~X9p+#
zkG(M|+duxnZ(VKg*YTb2e>E$K|JirS_XYmJ@;Bc9hQQx@@4dIbE$~l1{ov7e1pbEi
zh4-<*M;2bc`!!jWkr*77)7sP18<V;NjwRV3h$BlTu3BM209Q_$NfV-g6a?{Xh2`6s
z_(80f&5-|)w#El2jL910H_XDRWK`Gxn)87>oQO$2IO*7?)Vn7q+zY29K6diuMXA3h
zW^;=IKRYvfr6}o_Jym>N;McEQx%-a5ufI`z@Q%Q*zWM4M$p@FecJq|1$I9i;TJm>K
zJDG!`jHEDhuwN=!zQYH~IR!uOQ_&qr+TDTiC{e)Vlix}IovuLI&$i5pN7>fdf3GbN
zBRCpKU%~p~*e~s5EEXky$rjnaX%^fo$NM@(QO#%H`*=#q`j3A2yKh+HY5(xozW>2p
zf&bv6FFtr8@b7={^@pDd{MWxxeejXMKl;um?=B1cbot|V<SZpdFWz`tk~<PVdQp<Q
zyC;%pvq6upw`XGr2>-vCR!=V@e{YIs8T53#w~6^v^7~j0dm$Y^i1RW?O6j;se=lv>
z1K=lJnKTo9kqbM7u${2wz9iGrm-13LrzWnx@tzcB=i=S>1b%^@e_P^LZ{GSqzRs-=
z9z2pN?e@nH-~UiD!w2^tepQZt`@zey;`m14`ixYW7f;wn<n&sJc&x4A={VMeekLj_
zK+v%;u7ZmtuZYf{<6pJ|Mq|ysyKINFzts(xh{n!gLF6G>f{f1J-)aerHm`t|IMm;>
z=f?`$6KCqiLaOrblULsVwI|nXQ8f3vKlt7E-WSjMqwjzBgWnR*`p>`f`CFcp{O^7K
zZdKsdzV)pSK9S{(*WZ8h6Irc&czU5G)wmu@N%gMx_D02ASiQa2)7cAgJSN>hmHk;N
z-iwWYY@rZrQZtmo%nol0A(K2tZN8lWlW(TuX>vb(g$^72{eQ&i>z<vPJSLr~i?4l6
z{^rD~Hy%m$bI*TuSqkap*B3vQ^nLx4_doqe;P<^xK9leC)lWbEhNOG(8(;tEb%7U_
zm*0^4-Mo6|)+xzXxlwyi(AOFosKEQhEB$DyRNl`R#d0E6PW&9-Kf7`Zj{h6H{Hv*U
zqhAag{h~2!^o#xNMn7E2{5y?)v1lwB`O!`$C{3EV($&?qf2S;eJZR|q#ZwJmxMEA;
z%76Xy{8fR!|J%R$rqtCRJpJ{u)YaF&`|Wo>ldkCf&)$=|J#qZ?59Rn+zkTPo+9jm1
zk@qEqb-iy`QogrWwyUu6>K;rD>2yHsk%AUIf*~voVOE_r`Ypv{s~v1v8LWRyEGt6*
zGm-``=r_|=I)ROSbksEZ#g;Xva=C0qEI(&&z5Uu5S&dNo@SWQNzy98P%Wnw$;TP3U
z-x2tuZ+-DaRp5`jTJ2+rfBv~A_Y8XbbMIrh%h%oN*YC~?{A-0f^J#%!IX;%^6Zo;j
zK%cBeXkN$URz#1K#gaHua+9aNu~q=LKmYsfeN8JJ{(Iehzy?cV>pYtI+YNr#w6E;n
z)3J}$jTE}Nd%E_DhtT^IQCXsKaD2ub6u5QswfV~eA9?WJ;zt5Ei{-N1$LHW|srp2g
zXdF59$@gR}K;Ph3p9(w{iH^$20u$ROOFbfbuO1T{Bk4NXGJzj@zI=UxODJ3EYhc>-
z$me2?USylIa;uIEG0y(`b0#Z(Vs6a5SSB6FSc7o_7Hh&b6R~a1C+8RDZP}1`?f%!!
zjfqEj_2Um;Ul92F-~Pr&uM7OsZ+YIk0{{HcviH8gKQEWRabMt{eERW6cLZLpeXCj&
z_`~JT-oGU9`>&R+Ncz7#d)$=tpBhZaY7}d*zX^^@Klc2^nq&V^&tIBl>c|4P;{T-s
z`!rcKGzsyYT(Ije8m)Xg&9{Zw0cO1e&KypkRd?-DU*wIjFKC_nc8bQ*{h$ImMVoz>
zPJRmWpEz<bA$nk=$&q7|q8+u*JaO)hxGHwozWGStv4O$-=MwKr&`%^Diw)kAI4GX9
z#G?^C%5f~xf6=@VMJ5n^xY&r6Ug!m1jxRY{dN0j_?^dz-_ZK2MIS7RQ8Wx(T;*kog
z+!T#~tV{#b#Uzowp6G`k4ewy__py{AvuD>Yo;f}!vnz}DZ_dc9UG*E~qHF>C?34H3
zlUb$@Uwv))HJPQjb?4oe1^(#=Z@+U{;NS2*|M-@`-~Yz1*1jt6H$VLJ(FK9OvH1Ez
zJ6m{uVo+v5&JHD_GP!OIR5B)0`+am!=zq+CS1yXI%k31~hMj!IYo?JiDy(!nj7c4A
zkFbDO-iJ#Mfr&qWM*S%76a0@ugnU;omkp76FbavathOTb?s}3wlYv=FeQc-#e`0L6
zwgtY7p9v87a^26bNxV+y<$aa|x}ggEu|tUrot`?hAzfpyMr(2pzoK9BeSy~<$C3AU
z@yn9}4}zdx=lGcC${qg#mlUOg9n_1(mfUlXw2ETuIoxiLWX6icq9{p&`;fZqFLvP{
z`Dq0=Xm7cQU&9oiN?_ac%Kgmn$dls(cs$X?9Jsh#L_z;vTgq<vz9@~;ZNIuDF3oG&
ziu@`=%kwwou8&!bW>>_1hrVB3<og}E!Pc7GC~*5(k;v>&$xxq&DPKrFdHi&e7zop6
zsxSRUEm$`?#c-|Ds7id*sLGkOLThBFd1a~Q1+K9B4csDET!mk76(0j-jjA{Wf%m@f
zte?Xz1$N?=0uWSP0djfXA92scVPEiUvTu(%ZXiMfyjW5Z@8ij~gbutB85#r93Z0Ji
zr5$8wR@XykNwT1~789jeGFTuhjcR_D9DP7MjXc}NE?w$r>SNZW+euW)I&ghrB-uWl
z$x^+>PHjACdAzSV`?&7&R^%E5)}!oRPK~mjZQ8<0UbX1>HSF1b0%vfSQLE(QcQ2Ab
zWuIvkgJsPu;MWa`L^--pXWh#9b;&w5abvPPZ3Xp;mI{CPys1zUUQ<%|x`9iTqqyHN
zE4Ib&bvdl79Ji;%gzWQ~1z-`s3HQqR)dp)ECW_l&&BdLGkjAzm-O#*5h;8kv%@els
zXtj~|vh1xJfk*g`rpf#U>rJNH4Sd4|^3<#1Ll#>^W39;!(Uw^Ia#owC_=<(i)h&-r
zUQY8_v$8esSN57#1HY&mudxrbupSY%ool9m(&;soqkL0Xg?;q{zgQO@3M)HP_-&Z4
z2%}5vxHr>r1nBu@T=^eJ>XD)uIw&2N99~d#FTu#E<~(hUw_lex8u+RYLS;gpFzSU`
zd8)CFYA;wW;eoNSZ4}wllE)s~>9yQgP6m9NU5&8KS}8H$OmbnZ^o%jXmYNLMs|Jr-
zeCykm)~d5>o<1$I7W7$l8(Yr{CEQ#H{tnLq&%=`j^+(u&{*$oyIA14B#?KC#5Ab`j
zF48sb$gemB0q{SZC4-O1mgD#izQKbHjn*9AO5Q2<0ieo?&t9srTGrTZz15BCd?#!6
z&uhHVUfa+_-+X;b+u%pQ((A|*51uCLq|AmT$$E)(r3clOMSjmsnrDPw(mH*7*9F_l
zvJG&{)jT8btiMjN%bskJPII>5g8-%qH6SX^y@h|8ai1l9vDOSLBO-#H*pAi9K0|qs
zDFlZscN_)k{%klNQWB{J60%EQSB@4GqL)4P$V$jaRQZus>SQvf>YHmV_VB8)+IWhO
zs@T+j%r@f9HC)_!pb+xNHale`sJhL_?UTnXPHyiB+t_zSD;Z4ws!yLW?%!}!#t{o!
zo|Z)VZ$B=zaD@6KStLxFy+0gILIB$WqSrqpM_vVHtk+$!K`&U6dU2W@#(jG|uU==c
zVfo(LL9^iF7joeeg`{xzy<~xXr>KG(5JObLKP<H6gZEXaYPFgV3ZhV6t!DFl+vnUS
zS5F=(adz$`4Tj{aG|ToEaI+1<1irMjMc6J8wC+^ddu`W)l^i27)pG1qcAhr27?HhF
z)!}yz<@rVfYJ%dsYaYsba-p@M;bzK(M!v=fys%!wFDfTNyzx7Pls=aRn$I0Yh3x_h
zgJNS}BgOh}8>`k*DDa@@K@1%9uR4GeejGQ$bL1Etuf&x(C2cA2U$dYnK=70B=BlEo
zHj0y~t?(To6y$^%m_AD2HxB_#RIRjxsy3t=glRD?l=Imh4f={kxDe=@q{X-=WVq{`
zqqLmIG}{BcOr2#mEVo&0Jz+|-bL+`7#tB)XvgxJn6Uw;enW1`2Z5YNg#tRFrWU|h7
znI_;z0`1*;9Uf-^$jUZq@VWNG&E#q{igSePlfHwWjsnv#VOm?YO2RB?>s!<(9YD9v
zMwPusSq1&Yb=DGL+`L6-R!C{B%J+_-jjAAWt+9$PO~|Us)r6m<d}E5N@2XsQ)|^He
z&BBBAt<F`pcg8|hGnis;luHdpc(1g?cFiUY3Xhdr2Zn|BvAiu}nG5qZ{A_nJzTTwi
z_!h*8@fv15QOpZI(AQy_jO{G2Z#ev~flgqZv!LHQ$o~<Z1(W=t!YdWmKrO1ON|c@O
z%4$eexVVOZoJ`Wxkikg@|CBiCLYnT0qmaFV8--}PEw;*rbK+$~A-%+R;RwOmHDI0x
zxMw;cC&5_g#>&PF>Q#~}dwB!+2o7Cuo}e&2%4TauiQg}oeD;LV8=gm)#ALF_l!D9l
z8c7zwbF8~e4Wc}x_{TeUr<tK+fram}Wl}8z6sFH3g*6aKc-@@4y0pgbsVgemQ+=b8
zt}?5XU(a*tO*&hg!jJ2<Dnp*u-6|t~iv&w(z^$MJ-bBIK&X=<l=Cf#gOYvI6PcV&5
zwUsqyw>Bx?Nq$|K=O((b(%}1vtbkQPYAb};rj=-rglTCtT(_#$nwA;QlO7;6u5c*J
z{ps*e@SAH86aOL;+9RFHzd_wL7*{$HylyzO#`6Z2sxE^g1O!#cvcf5=;B8bs=~_q)
z;Y&OU;XiEBu}IR=LZBNT5Tb@O;E2>CO;a^aJfJbK0H>^`g$!{N3gwtJ0J^VmQy<c}
z4+q@A+#1WE9}Sy@)@GuL+rShW^J^ZPY^Rk}nJhoi3{K>y$s!{%ZU(90m$1N*uP|dq
z&Y4yX#WhSK8H+k(0RL_d;|4#sP_#+f0)6tjS(wji+7<;ex7<~qsbm#5Z0B}*wUZGZ
zOy(9N$hOnam}>W&{5+TFqPD?!V%w-Lp)ACoV0~b#l=axtd##$fg+vXA@3R*UG^%mI
z@U>FSV@~c?qSI$v>DX&Nm-7bAGeVbXbH8bkED+Z!Z^2u}7fClzcWocv%NZY50k15s
zWcQ&yCg89t3hn1w83gudT*WrsS^V@n5LH!v!o?1R7&V<z2`8;k2t3>e8WNqXp%f#X
zP)M-gQB|9BDJ!Ic*RTL&gIgx!A@Kh|$-_9%F1+1KK_04fCgU32pN2bt&{HLe<P}yQ
z0L~7&VQdEMsJuz4sKFmBuI0U_Y|9~HJW1mC*}4WSlLXd!+9ED`jN8O@1Lm~5=s$zn
z`WpLi64>B4`m4{U<CO1_0)ib$7a9;*`bb!!Y3ocwyWknIk0WR>L)=cRcFyN<n%6aY
zIaLTiiZ!HKG1*vJ;$~ys+hlV61f&`z@TuW5mu;ICxlsn6!DFmYBh?M&hiY}Y#=Zzq
zUgs`ggBV*5d*l3Or|&S5uPa$3@Pql4Er*eOcGYKl79sZ``&l4>;Et=xT)(-XghC3o
zNHnp^O0n>pr$`w55M%s4&NdKE8D#sgs8mZ@xc4TuuMCTiz@>r4{QE>mDiCXw?GP*V
zVvPZ55LY1QqaB01hriQ`>wid&bTpMPaZ#*|RS@f61hH0)Tw<NQf$n)(9+`P-b@byN
zbY`6=Px%`cpBPDIfRTP|Cbx^s^|p%j%7Dq@N{7j+Pb206s5Kuq;i9z)s9svDp^udg
zH(v$c7z~w<M1kPC#wMDqSJ#;4T=m?t!aPaU*ksX?OXs;#t@{2NBTtDome>P;F<xSt
zSuJS|_Q{Q9!&~KUnL#$0`PhD%%&|bqH?|FSRhD`R8$(+D3iG|z9ok@?_Euie*e59(
zjm;YRT%^@tG7E%>frt{MUPyFophnd|Y>u*GWL!vBv4fk&7ULnZHyzh-;~q`J_G=8g
zQDv$X+{g+nCAkac8M|Ul_E|QyIh<Yq`O+#1`*uoP#U%oo7(!vwh@uR}L+mrf1B|-(
zbploU8H=>wyge(9Z2Wq~1Ksn5zSi{IVwP)r+gn|8_~B+}Hb9U3(fn5H@e^)sLFIDq
ziWu81Htorx%L6Po@En|+xYIlbE=H|}AFMyRP^&SswLobN^&EI1TDq`R^EqJ~jjb*A
zd6X&<(Q2o=NkiNyP_a|m{Kgt1e&FY`YutrGS|eu>$_4O=mrr15zVLL58mLU3KK80A
zdtYyPdyQ{kR)4H5;m1B6P+FeH_ZeI$)^bd#2V1mJV}sV`OI06^ETT1|BDaWNA=(2%
zgCdAuX0JTYTDw8tu?>_V7FvD<bfLxDn+X_K4P$8BXbZ~_!YNDBQ9ElIuGnbUyGE20
z2w_M10nkMak+q$Ja5r9L1@cO}P58CL_>*jRi+ijP1N3j2=?D$j15|zUDyVuOXAWml
z1#gPYiB4BM#<pIfGs_|cy4I*a<!b6F!RXVX<Y!+^Js?j!5_oJ+yP^vYKl4<a$|P`Y
z;{UDgN}t=huKRl+NDAPB2ZAK{Kr93aQ3M_qQmZLT!UIKZmTZJtXp^E0g5^>!BB*7o
zQi{X}1*$A>1+%zuX42LjdJ;{hlW{wlR+Bb?TD4<-=rrn=jM`7?sGV`Xr0R!Ens$ag
zzjH6_#Q6)V8CzEm4-fC2{oZ@d@1y`JngWy>*_oZm0%_^GqTE({bI+ff&o>3BGMSBM
zJaRt>I~YK2K#PP$BwtoaA}o5iIhbL^8qTltK16nU8q3jW?%w0g4SbR<YUT-!i0zLy
z856Hq{CJFS`QY)BY2iciAC8D%F~6~)V)sC`2D!ez5=e5Vd&QqfX?6w0l}Khem_Yif
z=z5{Wc$29TN``c$g)^gYf`FzdYLa-RBEi3g+@MZ6r#!UpAWkt>wj$eOD58KsvGLiO
zs{+8qopH1yqA&=UFsyWEVO)<vOOMgL$KgNCePEGF3Tr1*MUl^lFgoTc2Z$s0hfS8~
zuvuE?0H?Gb)i?qvo4k}I(IzgjrkSGuO<(9k<;y_q9l{cI5W7e)r8quZuV7=C^vis1
zj+H0?NNsMa9$KGnJksnClBbc?dG=}A@Ds5!acOMx;X}!t6Ko?RWfR;WC-fMA4n<mr
zJ;ZlEE=ILW*hMIp4l2E9%u)O}nvs1Q$cQyT;GNt<FXhm!W|4TRxZ^N)0(U_{29le`
z0T?_q4ic~;T*gT(&``XVz^S07J+O0aafCreD99xXYD4?j7&m{?&{+sAfE_x^s+TSw
z7XH!HmdLJBlwf~28i#>g;;zru>+y3cI3N$e$O?{BH+ad?l&ib6)8Qv$Rlv#l6K2^i
zcWDP7-<#eq_m(5p1LKSm$q$$1KI(tx$@sm<U0+@1J0uD}N}Qz-q&&!3W?i{;py$gf
zaoE9iStV|o=9nh0Z)miRlh+?!8opme#UOvBJ(bth^6+r={<2oORFc;<b0hOaUVoG~
zH|6zg(Hz_q&1lblaBo-}leb6iJ=z$nVtV;;%G%TqSTQnP&=4edFQvGIpIlhTfdWG=
zEVQ98nc|9;7!DuL5}R~~z*Q1ChI|yC$e~Z8{wvuUmzY@vj-oI_mv2uDL|#&DjJ=qn
z(#4!?kBd^#Bd~#1k0=JHOw*HR1c(iQ3RQ<W8xsehBwMQO_ju)Ymdv6<f0thdOTmF^
z_gs4Hqi5B56LUAJ<QpyxKCZIiVflk9Sv872t6h8ZcJooS_pklq{IKl8i>7{GGeU|P
z1{V8N9NM?j;0_6c`vn9CF?RjAe9G9y=4SQjnbH$?wX^W0`TLP7lb`C^)3UtoxIe#9
zWu{pwZDyLPLPSnVUZ4K7Tzx+3JVQFt_9^rg2gGTBR9$pg4csCM+CYlfLLW9D@=MC&
z;shB%%}j}wg*pd>&Co(*%-O`LJGZ)5FLGH8Dttu>aKUBSNkoRp-fFft4EQT7BOQO+
zi~z`bjZ}J!e#l~GS+h~snmevmuDSL(yZFp<fr09A>zMH>8ApBKCwu@%Ul~edBdg_y
z^89b0OiSI-@`IA1$!y(cnS8N|Fsv!}%t!K6?GbTGg1L_tA1e|yI0#N%B~B^-5T|w9
zv%ybgTJj*7&9eL|j-l48RWr|@Z&b@UHa1Hq9#qrxPnh9qI`O6XX{9W$-;e0?RY-Sx
zq`diDT<3;a8dCDC91-#)5zd(;Dfbzp8vOkqaH6}*^d&f4qyLdnM2&@+BRza2#ucMV
zH`3PB_~!|FO>{dw6ldk=Q`seoLUr^Gf+}cM3)qJokXBNgI?->P0!uV#v*V+^2sRO+
zjL?%*m+X0Z4Q>lLpLY{%DV6J@Lx@RgUb)9`Dmhv+YLQ<$m@9Ti=Ih2Nc6J^}u4n`I
z%_{o6dH-4FLrIdSCh<sKcaKGjkL7hOUwr&XUZ<=1Dq8-%$I7RlR=F4*E=w+k9;0uW
z@^j;l2M0fW_F4Y)An|SNvyR=*H=js7c|Mlecq-d}Yne;sDiY8(niAl$(HtulM<)qk
zQ@RjFBS|JCe33OI`y%*LyoAD$m5u~>6HOB`q!E)z)VaW(IrROt0{f<4)b=ux06meM
z8Ia)CqA1=awhho%h9us@;UqFKUCJ!t#IMr_w~6z4nVR=IfC$0rL8RUzWtYBohAf?l
z@1l>>TS;0PD({mBe3Pc~S5QFpqZlF@%{Ut|AGtUGv0m7<NA9tF)h(Et<)Wm}d`3~K
zz%tLCM<Ue@>80VK`Ka3W{$3>dp}c<YF@+wob9xz@r)Mb=87@nx7IJ-q>s6~d`0Tm%
zIrI`yph;wxIk=w@mNE_^(jt=bh|>GHFc5(-T`&y><U<;=)g!^04vJzh6HrvBRB-o`
zyuSjk(NCr>DiCcl=unr0A_(*c_91{3L&-|13Qq@+#RO+NR*ujE_@o2xg{(K!xxgQF
z6C+NODN~F0C6FVznV}&H)hnl=rW9J~4hkZE)hK{zbc!OXR$JEx?tkuc?pOQ7J0ka=
zm8w2uAbes_Ue~7|C?8gNQ-1iY>WeOwJ~i#tkRboTz3TO-J@UBf)9yvekMhzNMan4o
z;PeN`uudB9U_kt439mOUu&Eps11$q!Dn!pl^5j)#5N9|yfMY;d^-4E#Wl`mfXCUJQ
zPq#%ydT<x90IL@bZFiZRy)gm*(1%Fk_vz{1q!-H5-<RnTb;KxOJOK(2{jGp7(=W@f
z!~L!w_eWK8%C)bNU4wNxiMAB<UNB5Qq{n!YWWh3rW3SpB5r?C!avBN6(|Sa7@j9W}
zb=h$stE&36Y+GP=3_O+1z3lqP(`s{KeVW!p)uzSeCnee8WNf~)F<fn@{N#D`gQD!T
zqnQUNFtJ;W^d?@+u8<Hb2{_9pvCak-znwQ`(gu>#xWBEHr0F*jUA~eK<;eo8TC6An
z2HOFK&p3>9Od`{OSUXno00xbZImoi;r|bEJ5H`uK%i@RI65KGpf<}*DrT?<AF*}(6
z$5*+hfiOiK0y%(@$zW3YC63c+7`spChrU7&_#SYv5F`KfMFC9E6Q^~g=1}+8MRyyb
zvt4w4p&<UdMo3kT(7RGVR%uCKuW^@=QnBPBj_Bs}4^+`OLt9m3&j_+_hv+xFah|Nz
z)z6*e`J~A!0KE`dK<jz!o0gzAK#T0=T0tUWlB13aDo@VPJs0GX492=O!JREE6-h#5
zA}Ry)h3yo8l9$zGMLvf!<s=s$B7eq0G4domWZe*-bun@VEw0_POt)KPi!CQO3eZE8
zBm*1Zr;KF+yMS~=G=pyC>Qtc_TKqNanL9-H42oiEKt{W+$&M9Rbwp%83)ODcV`mS9
zM1AC1k62zF`X@uJ*j-kfWX6Ay@h`b&aw7^Z;|zUc_K~ikfg5_ZG>YQs$_l+pO8P5V
z6V01H$QwiUXoCJmT?f~6K!QUIo9VJr9AUVu%cz4#C+w<|YZdw77BNj}?x%pEfYtMo
z0FeA9wl6TSu^FX*oTeAriCRx0X)=bmy$MSO#4X*39iYrpaR$w;{41hFgcB;!OaFyS
zP={pqGwP`PE?1MTt!WC|Zg~vVs&|>YX}xiw-~u2V2SZWeB{<<RJK$0dM1|b=g?3sy
zWhKK-K@?U50Jk1Ua0g+tg%<r5vMF~OyuAi(GSe`6sE#t@p-AORSmpQg3dLMWh_dD^
zeFMl5jTEF&0A_uHeoBTYZzf;FEr?&2?xqTZ=Swn%6enmSrZQxE@*xDs0|IbSQR#u-
zh+%u^8#sv3?3$#F9bzPDLs9lefNR5gx`)1<M%zd1ecVV0@c^zgHW&{PCtf#X6JI1S
z7y|4Qz0RA-oN1y@NZiGMtB6@phYjE<kHl9(38=-jVnmW&n0gasK^H~u?I~FFD7lHh
zLn1E9Gqq*j7U4ExIeOMB!p{P~0edhNF9~6vSex*^H1zkQ1iFrrf$$``BNZpCLgx_S
z)C{;P5k{w^8=laGClWbD<0iK(pxA3rIu|*puqLGYQ-!%@=Z94GFY&KJ>b^=8*(tvb
z$h$w21yB+imAk)pMq${9AEXo2ZJ%30Pm%Ir;WH2P1jrwah^QMxVm7*#^X6a!;(j7H
zLr-M!k5}SMM-A}64jj8^iXV_LctLvfhOD!yS$1WB#z&%1DH6r;p4OEl%o3>+TgSag
z{tY$>%?aM|jr^jEjU4<Et>=g?5J^#;k9MM!WBBDdggyrM9DpivnKtwj0VYw~iX}xJ
zF`~10l50IHKTk;9zf1J+sDL5uPmp3Hc~3`RXP_GVDjUI+rla~)LE$iFTqg_on_yT^
z$+-HUux02}Y$n9-S&o#8!L85Yy+{p!2pffJ54f!DQ6UwuYc?)IC*iHsN>A26R&o@q
zt$fQ64KL~WmS4CEl%!Yoq_~5%RU;I@0B%5$zZ|;A&*FI}1#A@-vxt(cHqagsJ1y8u
zbWa9K_n*+sqx7IQ0g{9+xt0G&ipda@m1haDN`^CloMWMdLTl`iz>v#gIweQqtYd9#
zmJJ-IdFZ>&elEmDM5dgfmxLr`geEI-(zH$@hJ%bu3@We$C;d~p!=B_{froNf-{TIU
zbTQ5-e~`J#PlU~4exV6>YmDOrrGb8`UI3n1PP+g5H2yDAZ|<f}p`D2j&^iDT7D@1&
zD!XOsDFl^%SxEyr6(<X%D>YFr4#rk!rJZO%3mRTP25DX|Mn%YJ(xj9OD}BiRa6Bqt
zss^y$Je`oIO;LuXRdz!=^8GH+CIOoRCh#%pqBt}m+o$}Dp(lw9PL9lJ`dC6aNeF-+
zf|v{)FkeR--6Z3*I?NMsQNxVat)<`j8+!E+y`D41Eai}*Ey<+k_)U!g5s+drqG5fM
zO(L7d9Jaj*5<3g)jDdN!W3+q;iNm%*3H}5Qq&^3!BNZSE5EN(_75554H32%VlGxc}
zM2BrK=OaYJ>kFSbaO-`{n8Av^V{oqkwD&SQFzGQv7(#4q?}f`HA|!?X;i|4q**h4<
zz9}vYVoOSF=s@3`;$a+)F}qU&GV0sdI0fk!DI}n0kI-lIxzZz+v=wy#MxO|t6spjQ
zjfW<&7G|Yul*L1J=rW7t2D+I50}k5^f12Q^iJuBMkH@0xG0sscE)w#8r_bLcW!Z=Q
z3gsG(E$R12{3~@5XA$l_AZ(La$JJ}ZGZ{0ZFZK!|Ic&XihlL~q$zgE_*J8$i6-58u
zE3mq(dV1)w1Opty5Oc$17zSJ7H5|TakI%v53eb1DuTsP4BV_j}y07d`ip9&HC)fp<
zwe*mEBvome?*b$Yi%Kq_rU@b7d`B28<(~y2SmhAT&ndLtTgQ#vG@z~`rdRgRf1k(-
z9x^}pHRb&j&k>qbamWUbt2FN@w)O4-R*y&tJR=Aybkj@;?3F(fct_T<tnnw^aVUrB
z+b<>rN{;M2z!p}QjUkRESpyWe><3$)B9XIT4dopEEy1dyTuTadaSBVJL?v*@w=Ys;
z)dc1Hq1?FYrN@Qg5lCP53WQ|_rVERS!5Eo#dg3<vg>!(QUE*Y8vHqk5dPMmygZ>Fs
z{tn&oT0)?YZ_4!c)2)gUQdA{gP;2ZpigFakMb5^Cdd^dFxjmdZ+vI8Uwqf9E_jUTj
z0i(Z*b1_|duy+?<@dbAr;zLM(F!CY>9)B>D#GpM84DgXnhd<!=^EsQ}@5ghpzE1od
z%b_U>pH+3zK%6+zrH&3UqJbBuuHFu>ICaJGU^3m&(Sf6IpH3z$?eqDNvgNDT8QiVY
zcZ&~VQHj|pGwJB3qia6=q&SepZJju+33ei#IocES`*B)xWYFji;x!j?!@K%0xN+sx
zEYE2sH$L++pO3%#>g-tzt}ac@^TE{G?dz*&_yF$iyKhcmaP!Tt-{BOT<=gMB9LHe(
z>fBKSXLDoww+DH?qx-x4KAz>l2)#6C2t)%Qa<mXa7aYC|or&lje>Y7p448Ou*^iX+
zPJhK=WYK3vQKP^|73t(6c(oaHzt2=-ybb5)JsF1~bH)p_U??fEHJiQGE|QFMYOSNe
z$?syTZ+5%I$l-2n$LXZ%@OZ_`sLnP$fZ5oZyq!!ZyIc2%FsN(o4B$%I(eB4_S0nJ(
za;^@)KLEnE=$*{}RGSZZ;$AQ-)WJJL;I^XnrF9gtusnFZyw=r3^H%iXL5molPItMK
zda=ET3;~~yXWu6>uAPZgcMu8n`;6{T0C}Y&nN(jlUT*C4;R7iQF67RgK8(TC{Nywr
zVb3luT$#aOW%242X4$RPn+q41^`*7NaST@P+?r)3UcWItY+!JC`aqPYJu}=JWVz19
zgDg?GePKT<N~#w?=b;d$5Wu;%|JQTFp#`14o*NFUV>(fj0-%VF&l1C3iXJ7N{imy_
z#nWm{%?UM@w$*MUN~P_NCj3>~*n%T`wcgd1Mv8&W>FMBsy}4b7#MNq5_SLuOe#u)8
zk8(;)Ln}*Mt;_54^Ii3Bua9TqXz}W-@{OJjUB{H%ZNM0B1A9VV?1AVEkOE+AGaL>1
zX(a;O*cQ~whk3UOnnpaT=>vp+tC1r;V@=EM2nPdrx!p!2%#w6Gz025v!Nlmv;r$ro
zFXShYYm^&bn4jZUo4+uho8SptTbjQhM#XD|Ih+9(?%cdKeUfjxxjOe!KWpgh%Skpr
zi`f^tm`&#o80gm2mpzu~>BO`5Z0}-rr477BEFB55_<~yo@vW;r<U?8y4va|qV3WU?
z>1}cWnbI9!L+LlHl*sk|zAF<pQi@v9jI?5_J8CmhHI4(y4&+j+wT&WaI&G_KJ_Ked
zwry@Pusc1RuvkaIGA;StUZqIyYjd`Apz~Wz13t~E_QqCSDy*wrXI9oaTfAVUv$@U7
zCN=AB@#0IVwsu-wWl`-<hBAx7K$8t-7&ug<GH7#!<I4^JEmt}KUo{XDaQlAbYX|+v
z*WMlu1pJn*FSjSYy{8M*eCg1>fdmGxo*H?HPup{2(-Y^|faaHH&SUV#%;Gek(HEDN
zrYHHZ{@Ufdu$$MezPyk5v^>ABm(^)<ypN^f{JEF9{o=_7yVzfx8R`#0&WCsJfHhC=
z+(Dd;W&64Um`o}hK;{L#a}dRVSi7N5a~~NCAWros&>M`nW9x&dWJN@V_SV*42*@T1
zP;EzQurG%XE%)M@Vt2qzK2mzqs@;j;y0-Cv(pzKGY%<@y#)157)mGco`epVwHoL>!
zF0z2?wl%eSkp<My<ZkZ}PRHYE?SL9(QG5>u=vG)@$)W<^Z)qfONTUuQjhfyPHUnAI
zG~CbVG+`r0Y7_KVhzEO(zU@6A(8)sw_Y5%U&z&C`!eD87dFHeb|HAA9Te9WFyd-^L
zVw7tfR!4_eSFWtwJf37hnpt_{P&bdJE-&tZnJ>&Ojm0}zl4f&9x8r*gC-;V!9jEq2
z!G@ICXOfif3!6bBl?a;cMyfY}tkEz<tmIu$>J>l+HPCTLsdk7h3s8P*>jxB(EQJ)a
zhgV`D8*ZsJcSn(xNwROZ*EO}>t?SD<oehv|3NYL)?QDqJy+jOb2XoZmtC0TseLj(;
zOf2^qY;q<3z5tJ93JxT4L_p${tv9zX6_3gc=~G8ChjxkKg|YF`m%zA%xrOPxVBF2i
zOS6mk{kN|bW@j<DbM1{hllaE!)$<3L*2R@`tO}Rc7EUr_R#tN+%W`4y)qb`)%ej}i
z5MwF(LXZvXT)I~{jfq_$wnEvLV*w^>I)X&y{*YN`q;>@0O1lGow8QHQbs=Lp2r(5@
z-1-IM4`W>pUA1d}U)Q&0tEq9eiMOwJINco_%e8ozdRdRRgUtd3UK+6MPsDTF^$;mB
z0e>|In3TQ?64_65oJbHCC*mpk-8m!I+Y=54k?6fM6*o9(aVVWh4+-NvI>r&u>eBSm
zRaWxLi}MTYS1&J23TeDPe}N;ZwY#(D4}c(VPM%A!G~OuAoDzx8S8fyz1;yy<v;k94
zxH^A4ETnNIw-?SMwRGAVGO`QDBIHt{>4_J*V7gDnC_YG;JxBoF69g1@QfdE;SX+Nd
zL3BK&)YsO>QfiGEj;+<yIz81~O-ECUmw$Czv&Sn8tmYAJ5XHVYGr9u6^NUytz_G{h
zKWq(*h$VAnJQ|{~I$nr`!{Hv~p>0PlWf+M)oGg@1A7|q@J~}qZG+CaTpPys#ArZ@Q
zh;eiAJloB?cPGzfS?J!(k8{$|ox3Yztm$i|>nGS;uHL$`o5PU8>MX2cUv~c5cmz?@
zm6KuN%@?Ql2ZhgH$Qpi(vdUbh2Ql^JuAraknHn`rTB=kjwDkfvIah|`A=Nr;WYwB&
z&D*w7&}Xl2^6;Z-9ZeoVrUp<4%<;5!=p1FFI&`F~k}veZ(Ywq{f~3Y3hx$1w03aX2
zF&m#ExZ{Wj0-*{rsKVWm7$y@>r1o(7aeC-zmgDL(<CD`IiOsI8OtB#=mKM)*v{o+7
zoM-p)wc`8)hvo0xy)w$a=&ie}*_}+UJ2y{oXt8p4?I^EZW=glx92iXBSlPu&I(K=z
zk14pcfD)8wc5z|=GM1fw1=pjWQ|FhYW=o+OD;&!bMH)XL%GA_4np=d}G-|D0DK>3h
z78@`6{J50Mq@FJ&Q-MHbAx8hV`pF;xMT^9d2~h}zg2AwoA%W?RM0RkPX`}{TVC!<=
z$njTRVab`iFvUuAb!A~@N|^NJNv6cz)#Y>i(VMpxPLDvX?ktTTWg)op_Lck)ztyex
z)}~$*5!Bmno$p7uP%5456_#T4dSPD|e|U9iyf46`xk=%OKcD~B1F`kHGnQ3}0LL99
z88x-r8u|7*N24ZWgb2abra&g!C&aA7XTE5pe14AZ!^<uPBGHm06aE0Qv56o!<_P!n
z^ckFAX~g>v9un<w4;($sbr7dU^7#p#)YRPN8IIH6xL!DqiD!$&xpB<<?b~w`_$0gj
z*778mvb=j^Zj@!?y*mpW$*;e8`@&uf-o1Y91WVoZ#l=kIHz&Gv9l(Go)mG8q=k0Zl
zdM7cv&e_as<N8K-n^zdtcD4}NR<DSxbfg+~R;oZ+D4YrNNk*!x`$sC=OgJ2g!CkCv
z@7sCckRboS{*z}}<A={&$g#MeUznSkl2e>yDZhJbc^nFmdiOTc4A<|zF*ik8miyLw
zH|Nho@o&wJh^MXJxjA!^eA=(iXX^k>=9n`YQkDD0no2WqDaviS*<Rn^#xg&(t;u>|
z<TOu*uM>}Lqrbs@T6Moe6PTi~>fHn~TXO+_FrZ}A9l2mI*cE0Tg~E}(7>^>+)Gp-3
z7LqTR!&&B5=G2)pY~ar2@<L(fmlp;9Zd_mH2tK!7x;)3C{D*J9!9FAV!P_?$e?$4`
z&ky<RxVE+-N;9Z$kjdD#n))W8g0(Q+qIkyD$|_iJ(R_q)YSWQ}rc)dr>NIcSAcqh1
zFpEIYqBUbzC>&;6(X)Mr!4eWp?%ID0gMk-^vuwT(zkHVED>t5>o#Vx0p|G^f5km3m
zmBP{&q=?AQfRffwJgcboZJ#vIYR&Fw#{KlSt7=o5*>cc&Aq2;>rnp*l@zwz3N$Ec8
zJ#yC8&*A_TP5A?re=!R5+Myn$NNfm&yL;pO-o3H@{o=j%nx`<>wg1RjHkw06&&~bz
z%l$9HhLBBp-{APcR$I|xIa{sM)mq=wm#YO4@n!mV2Z$MJ#$B4%{IL;gt=s{=OywtJ
z?<s=tn?yib-vzp$bY#tTFzbU|J$)jHKHL-CjdbMSe1WYW(GM@us@CyRQ<Q9~)0GyK
z(ON}CY_0G%w4&YSYK49|t@q<8cdPj`Bh{`eI0X5hIDlEhMuFagtY}gF!X&r0ZiZ~7
zCY0|$6Yub`)>=&+#7D8K5jeL-w+I2rySZD%(CPB<9>`j=r`;>U_>`v|sUu%_`qqyr
z2&1Q0b{epXb;n&a1G0*8Q>E6~<ofM-)1L~d;;#5_U;lsi=OeMJ_<vAK0|XQR000O8
zGJfG&d0hk?moWeUQd0l`2LJ#7FfTGMFfTCee2a5j*L~hOyBCj(*SP=)5R1ny0D>TP
z@7=u%y;mlQ0}`SnzaWZ~TxD9X=+KU3kpz`VRMWPI3q`K&#7-7T9EWLBhcS~W8`~+{
zP8~&-cqub+mDrt8XWFToOjFJ5WP&yiW2Q3+V@v4w{mzAwNcs<2X+T`u$GPYH9^dbI
zZcfkSl<HPWdFtU4N{!)Y|Lscs^RiNbr&UR5bwF8F@|V<sb>(@U@2h2XAol!3MI~S9
zaLxC9&r>(lfmK}etqM)bA6;!~5C5lXVO8U|Rh6cP6Yg<sb<HFyjNJuX*Lp`CFjg(%
z)I~MFiYehzSmKM;@tDTco>lWDFVRsGQ`0(83nkog&Lp|WB>5=T+UBDYrW=)X;^ACZ
zz2qIv&FeI0R99sk@6f)CvWoFMtIDfB&fxcw$3HO}Pj!Tb1Nat$T2<vKziQH4RZio5
z7`Ky`Vv~3w-kI`pXQaQ?Y1Z@eYszY`P_SxY?MnNp2VdcGo3}o9?bTa2)!b^?%{C5J
zPhD={cez<stxd}-H!rt0H+gWX)owTBUi{wTz3ol@E-!6vwn(e(cB_Sha;ZUD+m4#d
zCs9=_T9N3!r#AEfFsBQrY*$#)m>wtE9hwAWPY0_;$$EIbw`OclCC2&(Ba`+=AaH+V
z6z)k()x5!HuvB5!Kn>4vIF0uWVW1pN^o2%sfC2#q%vH&Qy`YLp3}m1aFB)4k=@{vS
zxsq-LJlBoiK@~IxlT^NnSB}+9I#7<apMaV#cajIS5{EJ>s5X67C|tPSdtglszNUi9
zki|9S1*flp)eCW}p@OgpI=0&zB;-n?O+qe#kR%rf-5@>Vt#)d{X1l$$wF1d$+D5BI
zvNrLnC0w#CoWj^f^~WY16=qk>^`0<Ro&`<P0LvY~)JN;Ggk%&;9IZmCea~0<k3rsW
zQy-pF10pRTss{ZO=$6cYo_Uaoq#LN4qzC7Rv3hgPq(xi<sghi5)LbZhQEHGcAZhjr
z197PfmmuGMvT&w}H$pwS@Xj0<G#!JM9TjM$@<nPX5@15wjrosNOzPF3GKInuX>Or;
z_2zRA1{ARJtGBL+q^*E<B70j65RoFMT0Bt(@isTzEw}=qTPU>>6Ez{2D_bC9Y(c?r
zsZEMjnxO0!?=cDGVGJ_{ACn&N8+0K_l!>9-2_|I0Wr`FTEYlrw>r2LPmyXTyaM;uu
zpp<wRZUI`TQr_lauzpZ|0JlSS(%G=&**R*f&elCu6V<d7%^}cuF?7fC6xT5Jz2t68
zrVFp9xN{l<7+t5hFP)}7+>4<rAXyzu3OKvEv3FFA?v9#(ARXB51#rAD_dSwj?zQKh
zo8!S_uU@-F60Vk^;Z)WJwYfsN**1}--8ih~*A)ocXpl(j4U$W#BWixB-CDuD@#YHg
zu5E*8wXxM&NmUsdgQfIh7CoS74TuwmlnRqpDN59Msurl>6!$Lv1At0FbZRhxm{dur
zy**g>49{WBP<nx_N@RA5QLKEN1z_Y!S`d){G3kU-?WN*lNYFtIRvhWnSr8L+(ID^)
zUKNDIkJ};=(trWOWo6$ZDxb^%!Ebcn)!o%WFF$71`v8$7B*<1?^L+b?(4gtRHn@FD
z6#J>u8>cpL)Kr&R*7C0QwzX|h(XCBOc`TROd}pJb)<{_uL?sAfEne9=tmkuTy0k)3
zZIBc)--)_eo&ry&YEBM&t7f?<7^FA)p+XC|RMj{70Ci<U6-s9*7+9eNq4t(davYkd
z-iwpt5o8Ev4{8`-^bwGacxfTPggn&?UVtoV33?5^w~*F^SQ}Rzq$O1+sA&m5@5AUL
zpfl!_7VuUB{;AtYY_L|%3TSgsU88<uWCPW?rwT&`Yo%1aXFo*IJH9D&^RLddPRWrf
zU%E`AvNpE`(h1=j+uI_SO}oA6NJ+tL$?dQ&tt~lfGysmI_{z%Gitr_FtYB6GW)RXk
z?F|-6eD24*iy)e3Uf26Q?dN)w$*Ebausd>6LCDlq{p?-lUOnsOlt~VU=K5#^G&8oV
ztT(jxhkRxlnp$;05#iBALV!a{3m~yYtoyxZfMJmn&PQq@!vJW}?3CIL=0d<|tAmhU
z2_ESJzcp|%ErA0=c(#CNhNug;xLAz?Kkae~mQIV{s!GXQ3PKQ)?#lDsGx?k%uY>5A
z@11V1a;n8u@APYz?@=>Y&Z8F^uWoG{Io(`Qt!;acn#TF~vQ^XJqY&NAmU}4PwCPgV
zY*?uN$K{?!8`SXZS%T?h_bja)AU22|1tV52|D4<)c9h1Lu$RK<*vO$LMuwDDw62)D
za>Xt_J|I$!t960D^?IoFj7hpdpCvqS5W>_4n?Snls~PRnctc7DNJlD1NJq-3`(WYT
zhieC;6PjM#ALKES8Bh!N{S(lV(mWdzQ9*4;f~L!G7)Wt920I?=jSJ@a+>G!%A8Fm;
zy*FcY5A-O_*9fgp92h{m7aFAhDSgT5>MGno`vbjC=hO-KYNy+Md~Bwv3$2w??^1Gp
zQJuPMv-7XKx@B#4{xl>!yFZ5T*TW{UqV-94bra@(%Uv~Tv)aU8E0?ot5c<n2*@&%`
z%PT8xL}yRBsl%W~1Paz*68g&`k)V`bzNmY0cxuk11h^h3gElXyx%@?Ku7fA(A+oKO
zTe%xI%^URu{v2L38@lYk_oFq?VkTULbL*uznFMrs#=&2(D1FLlkOk<dPvgnccscMl
zIYxYjPetLygus7rd(9*d03*~tiZbUls6Y{|gBt5q#X!dJ&i9aUIDHIW%7zb<1}nP=
zWrS_BR|FS4|9HDBXi#{facWzD_)4I*2@4yWSGG6hE*{WR0G?Q}XP`C=8m+$yAeAx1
z9T);5w$N;Wq|k|v$`wV22sVPCnb3++rRxwS*xIC2)h{dEMON%H*9Rkn1OP|cFo={g
zKX813od%|YC#oVy;Vc}6ehhcc5jmfO^yfk4VbE?0wCck#-kku9Z7F*|?AUqSoC6`(
zFab;~tySrQw&)#%C*Wau{^vVIq7d(VRFDN+nF&c!xN35<hsQj;9JVv*s*<2O_+)NZ
zgbNSuim;x0ZdX);<FB0F72#I<*7kOG{?$|4+q)vawSA@C$j)zXUum?m^T6*`Yga(0
zt8t^1{v0gficP{&L)EJ*p!MZ`?X<0%>xbO*L2llk$<wdYa^52%koI5H7!Q<GdJhOW
z$Uo>F&}Kr-hZs}U+!!Y!7XXYg=E3!MhqQbq`Khy@A22)V0Rj4;DMd*A&yb;xv3wYl
zG}bt$L47249@*oWbNGJT6XUs{*7W@Vp_xBVCl(Y|gScfLw?0zWH+wMO{l=cBudV&o
zI%N_Eb_q5Pfq?xSMRD!wQyZI3I#)ioxh>Lp6XX*AbsLnWn8uJ-Ktmh0PaN0=gNL}i
z1;lQ)K{_X}D=X@<h%)A%_Bv;XUZwsj2!VAbML?^H^tv&2vaFv~=3)-?R8YebBncMW
zF2lu`0jc0XY~&c_Knx*ih|pm7a<33KW<eXQeJau$UogL`oQX7{zH!)lkAq8r@f9%V
zDCRNYgci07a%kvx5bSB3Y0;)2o#NV^K5NA9*-v5xzJISbo6D(_AaCIJ%dn*&IU1FM
z^q0Z7->sGc`!Ers&VP>8OReA0VxeFJZ=T95l-4&}nT2|E@xrMUo1I_22|pvVdY88B
z<Kd&5_R3~vDx37$8rf5uj9T4O@Nj=EiV@46r=Ucu0N=~E6s;|tHLd&dVk|(NK8V|%
zin;#2s#&@(GD{jX?18xp%=3Dd_amAD@pl0u?I)KOLCSqtF>VLr2o?CfGz(_oepA**
zw0=PDXMA)|Rp0!qC__2{w)RG5!@JGAq2_ZbtaGhQYU|}e{W;}u9zL{%iA$$}K1&s`
z)}9?g5R%qFJ_d4W4BD5fu^-Ssl+bPujT>CMz%E7N1QwV(DcFa?I0&*_0}lP<F2pB(
za(@V2P`dD9$GlFaOLK?Ry#8i*=bXAWz*&@<LE*V;wjmUIq;=!c=5}`e+O^H??0nqX
zv_bd?O=A1~?&>x)p^;tP+)NTo?mB)F_#5i+^Tu`q23M+P{i`xZvreq;m+(O!>CXv?
zX9u;{Vcw-?1$=(Lj#HIEo#&+kX8pU7wrdg-(D9cL7z|T%hG%i^IL7OU05+4M0P{Ln
zvXpZHv8gac<lkWYp|VI9kgv~!6$kV>9GF2`J6t(}JB~Xf6W&Uwhr4fMd?e-;(rv=H
zP_WZssQ~8<_uzg_^23Ss3y8XL{wJ`?Yt?nQdNXjOk9O>DYR|jr{9#YuEV~@Tg`1Fd
zLQA8it~f{f)D{RyAlcqlH^L^oyhejSvT2FNTP@WpBk)M!F1M0|DGvxCL~EJm&eZgg
zgJvlw5s+k@5ZvC08;aF6k7t-gGwPQXA+u$sX$HNU+U(GGVA^K6#`qt{i{`LCpj940
z1bo(XIg+$aa-^!i<(VUzS+PQ>U+xA*E$C-0Xi0ouGmIseze;b<l0V6e<X7NaK+}%W
zSm1`AtrCwBV&cXVfQK}QAg9TY#D?pEAHXM8FMIRNASeVrGcAR}oD2&j4GL<JvaQ2r
zAqe1)>xET3q8WO?k7U$WX?npG7xckCe$R7paiMT!qvZ}Ce9mi->g$*05CFOmd6SV~
z1&&?%IE5BJty&WpzNNH2&}_liU<9L=#w2{Z4n19l5H9tBTpxxI_Ev;!biM3x7Xv42
z&|M8H2kHY$FGl9@fl#LdX2VqIKt(f<h-qR2V%y|6R!<`qoHef(EBc#5CWUMLY`=cD
z659lmrGKi!A<-Pd^hhr&^GP*FO`*w58A$$Q#5@o@8SQI9EJ{bR5A(SX>_gmR4>Nhh
zG}E9<1NjhOU;@wsEKm<s2p9|q;VI4~fdu%?xkADBUeE6b<y0Xkcxg}hL;%|B_c~`7
zyqm7YYVm?Y49eXr8Db!IeC$$&B(Gh4#kRBaH&^D`L=qtP{iim!U63;cs|iTITa`L+
z5AY?58=J{=_<>dfE=kMXvckZ|-69Gqt`_}exO}Py-a&W0<MUeF@PyV1kbSrVwEb@E
zQj*`nZB0bM7VvW<R}tmiV3;uH(hn9<AzYPQUON{?okQpiV$V3xhCS{<1P_0b`LmST
zFDQX1bRhRRJ~IcYe>h}HO5ZRr6?6Ixa0t#1VB{n)Nc&%KMiLHjM7J*nx+kRwLK}Gg
z-zpkYvZWRm0{eKGK%>42*F8E(KIkuq=LP0WN2^c|?-OE+z`|T_coNQwzVJR7o{r2_
zd#?<4a<R~AU30d%x!i8N+Rn~jy3}gh?0kcHC3n8m0PRn<m@j@`<|o{!g7WP~>l1Q=
z6IGCxj+{aSlhmLK?}Z5*g8+g)a{0H-PJiX3Vm6~s!aJ-pOHM3(m&AkPNP`91tWQ?V
z(l5kjy#(E2+T*o4!JNz1`Aq5oTmiI8vQ7YH5Aji;KjSR38g@*`jUhe~<DBfl%*qk7
z8KR8}F}Q}+bH)c!#lKd=7|tDzVN6TmNq8^?|2sJ$M^Gpf0!I$F(m?VnU`P7%q9vH6
z#h8Jw_Jk(`L|9k9E39c2JpZ-rjKC{aZC=U<Y#&pXTG{!nR=KrH`1bbZ=I;Gl;KA<s
zl{TD6oQLilYqvKW16i!@NDs_V%z$@ijxRGj22%NjP((T{o^e4mrhd@}>@>_yUs>Dx
z0b3yAEttosN>8{LO44rqfoM%J9?{?E5Z&521TH*MGfTs;y8RvBb#kyi?OtQ=1HT7j
zeKWx61t<;Q3YG;GaUnMt{&x~;Mj-co$Z(X2St83KQ_f#z>RQE62+%z6^CHt8T*Rgi
zy8BMbz!fp{%g&fcgh|4mG4>8vTiqR<<cu%$JC2?9gA31Pble<#;yEv)<4v#Ztz_rn
zs&DPmcgw<O-=#aqzU|J(r-(U-9+=OKoJV|E(jx%zX%OY(RdLZRVzL{6ef#HUOWtw`
zkn&OmkNshdS!kn}5E_kKR)xtXQlu9YNiltO5koA;5_u-48OhW^=Q3QPdd|~A(X^w2
z-^46NO@Jwi@d6a4jz@gFV>Cp3J&JMu1TGJd8Y9=ktTdHgtATdukCvH@t}}zZ!Q3Af
zkUm5T18BbOEiCzg6w~ZJru>26zOuP;(}JeQVO5*2tP~cnFtj-xT>0Kj9<<wP?o}Q%
zY<oqjOYjG`rQUYA!LUmOUvv4~E-1&JyVTl7gur1rruW*Hr3(hmN=DLN0`wM%fvHaq
zw-b_)gB@J@RHTzZ^Qn&g@E;5fl;<5OVRS@`>H8yzjgu3gNB^Q(9ze*0AZM9Xv)`yn
zaxc9tGYcgNKMf0QsTj=M&v=9jAapF|mcg{Izp3`?!^0*y2U=W#-~Eep^(rSkMmK$8
zN?3sj0v8k$vV-sh&^jnM1K1>PWLG8g2LlM(eZ$v3?a=9se@9~*6VS)Q=9Skx9lWmg
zf0{*6s|q(Wo7irgx^gA6mBHpIbxF=ouWnvx0|w;PR~nY02_Hd?g9dGaFV=>TFkzj8
z5H-DMY;U>bsVcepAU(IbNK^VdRJ;Q4wHq4!(=4=^^aG(3ol<j#ZUJuopNRDGQXDht
z5MTkphW(?exz2zOk-WEzaBycNGOz#V&>UKf^+lLj4=gwt69lx*=^inHX8BI)OytTN
zT@|zblM&-8`qJsc*$WnH=EwkxPn)c#UK8yQl>QJ-CcloA4cGL`d(A;_j?U;hd{gU3
z@yyjkg(t7Iu4?Z)8C0&cPoK_I`Fr+sV^_t4ZL4-6H`s)}_h(tc;2c8kNCG+)LVA40
zNVH8~tTKs@KgOVEH7q#U!#v^(lu|n%Hkqr`znd4cko+0s>oL&$RwUUUOLWL&&kkW^
z$Z2|e&0J>%^V2w{C;nkv`!vgSl9@C+I!iLovPM-E$CCKH^tDK*3%Q<75uo*4q>uEO
zq%Rb^_p-`;Hj5YGgly2A`wDbl{VAbfnjuhKN-i^D6PWG?Kh*QN8)GItRgRUXj^frN
zir(}l_lsg(fD%B$P9In0Fjkk}D3za5>ZaN%cut6$&$n;gSUIG`3j_*Zv%g-BSC-Rl
z%Hvb;sUTs8v6i^TG=XSWDcI;`8i4i|-kI)(+nf9*eJ>?GXD9PrU6I6CX^Ek!x*J#1
zU&VRm5f!WMK~@^a6!ic_y2F)<o@K_Fh(Sb1ON&PLm$MpRO%fx_XIkKMIttF5fxAxe
zehAL-Ui}9>LcDc4?{`$`WM_o90WsHu&?dx`$#24)m@o(Re!V_x>>}Q>{3K(bSZUh_
z*Sy25BS=be?%~t%+}s5fu5WMNWFx_SYJT<ATZ%QP=2NY5uqZjApsiRKjn!O2x^+=C
zs;+X)nnqj|>n>&Reh`hN@fH3JJ5a>>55o?88<D@Cew>u4NxYT*u}fNM)v;jIA6F%N
zNs_5Py7zyJc|VU8QK>s{^3IwB1v|YFQyw~j825s3Gj+4vQxR53K)niM4zsf}QC(sK
zLx<GwL7kl%d<iJfcm*-wS*!uE@;Y={{WHv$x!*@zbx&L-Bbh;cWY}EH&*v<_v7@YC
z9?3mOf_=q2^HBLiAk~!{7krWC)s4B<++ntXs4JImUGZJ8_WV<=OM?v7)Zq4(l3-2j
zj0l(wBjy4ja)(53AUJ(^G0RBIqV3PTJ;{xHfR5l9AR|-`{vuTSwuojj=PZl*P$X#s
zCf3qC$WXv}hNsEXxNx#6K*=gQLw)ZCoz!{^rJJZops}<M1Z8e+4ls7(Bbdz-OcamP
z2`ad0+!%~pFfFA`Fl2o$)N0VY*f+0VDw>VKDEF-|fe>Z0aeL^jfACxQ9W7mbqHs)A
zR$G@|38bgv=B2i#KwW+A@~gDWtEcTNid9RG>LLDM1k~RP>94R0<{S)KSPEFYk)Vh}
ze-_98ij<pYV($`FORbqBPgSHi7$^V|U<6?fRI9t}{NMYkQn^WdCn*en)DevHD6V~i
zNe~1}A8-Pl)WtYq!7Lz4;;hCpncn!md821ur*x|;`o=Yk#Hb61PnSAHFt8MaI{7g;
zkZ@FoYA_02q1l;>K#85W<UMnZ$fRCrJg+mc`JBBp<HTlbrF?VIiH!~(V{8vk%AA!&
zOVwZ=Jbl+$@ygT}CHg&Yj?U3sny;0D8)SJY^Y!dUBk^fP&zQT)$B+f+h?=Vb)b5v{
zLGt~v%ZJvm&Zl90s}%_hw8sPo*0c_r!LFd3KhItiiO20-R2RGeE}b5zu(pGNpyD%9
zDZHO;OG%UES=9+m(;sA|6Ds*sh34@oyzNJ-GT3$4oEInQD}FzoX)Oog>Mg|3@7Cq!
zoQ11QA!%K?Ja<DV0V%iBUo*CX=O4fe54x}>>4P{t9nu;~t4W~p3lND%9U>_$xkmU=
z`Wu)iMfdrNs}3^l{8<pgeh3fet8~t%DQ3?{Qqo!<EbH`#5^$(_5E9c&-=I^-oaPRm
z-3Og$f(WpY>A%Erj;`uGxbRWjJ;1IK`rPNFwvU4~R>qf?DXy?I$%jFASn2d<YEs)K
zVy3|T^dk`5Z!mTEze<IrI!xdz!4vu@DB^A0Vu}q8?dfZCPe}TmdLJOVKH!j78nMoS
zA_!~kH&|4s+d6$7E@oM(?Q9-WSF>zOm+RQ_6A4f-gCEd_L+>UkEdFjlnCMER%OT+#
zbm_^=qQs60qB2;9NWuEsD3lOZ9mPo&>LzPa5f423D4sb6&VQL!j)w6Zuq-LE92k>8
zMtzK+BLd@>U6ln+fnpL0&P-0#vIOd%#usivKAH{n+y!Of-v^gABn!r(wnvW)zWe{c
zc<;ps5z}%@I2gxk{~FrdFR2tpyWK3$mtCnwQp*GseMXFOLOo$K%>QN-6wyFufP-=W
zm@OjI8pR%yULtG2e+ELAFX-YsSqK^-(SAsg;sJytEj@|*SV-?+NRuLFwevzD$P2qp
zj$!zH6p=n@p2%Tp45yAlN^svx3O4Ibb8uiDplJ?)zBzS`Fur>AiK~7OB%^(E#cBr@
zUt^sbBYE^(4$$|5i9wVNi1=B|ZS}lSV-@i7mz;JaHfz0ND+XvTT=`5{ngN8xLpbhb
z=HInn(S=h-*;11=9`sY3J0*yRU<^HpaLlDj?Y^2AiIkzG`c+xjommf32VHuQI#?`u
zZ}ehWMl5oWawa*7<RyAo=`V+fIpEKOdhpo~i(?;~XS|BOe!{se^Jd);S--w|dgisc
z|ET63QvB~@z$><9?)<&~{${O1=klKF>_5;P864g-LU0+MC{9h%0*w_WCuy7Z7AB^O
z%)w4hO}Pe-u?Z#-$0sKz$1e&rPfksaj{~KfN=;2o;NJD(<ix~;Gwobo?jOAORx_u(
ze0Nv>LUV9nWSE_g@x&xs^6;w3Nw(VU#pqK!KQ_TusKO-EXXE29$vg1g-FJ+;tZ)%W
z6Ea8l)`hpc@r9E9R$pb^%MXwiD{8LU(>pRe=?u#_UOJT>VkKPsdSL=bE{|N`L@G^Q
znqZI61cM+qo!xFP75szcm2!s%=G7Yq@5+0_{jRXp(K|dcl@+%3g2Gc-ISe$N+C7gq
z6erzzddbZR5O~5he-LHj$q9IerKuE7SUO#a$0w4Y@|JbJSn_@k>&$hG?5;D{8;oU(
z8=5E<v%|?^vB-7C<5SE(z-Gjglkh0GF1+hpmK+P;Hhd?C*Ii?~!|R^@LeY)cKaNpx
zm{WmCR?G2Z5gc9Tn!u8m!6XuJoIcGY^ITbhw=_YY<1MdYd)SidF8KZB)vn(0;u0jH
zyMXDtCIe1hj&MM6TZpHM=~Boy)@!8+8;9Txi}YLt@p+sj>bJjxImB{Pd48dIfB(X&
zw`aV_>5ZtMUYfipUTKV>)$|z*YOt2^@d5=-&#zA4$f_saMxTz~>kH$~y%>g6DzZ?d
z_BV3_g>3G@RH-;6M?4S~6fx^?4P?TcH<%Lz0I7#qtYX<O2;V`0UM%JL9&ZoTz#A#P
z$&JpDV#bZ$F%SudYY^&UiHf{l#BZmQtB!7ER+F)`W|;B2+8oCc3$P_`r&a=v<O09H
z66XeO46@~dsi}*YfA?Uz7MAw9DOXEHYvFv@5L^z<l?tgXmnQz9e*6%F1KO8WSn9Fw
zFJrR)cu{(+8Isq-cxc={9yX_nrKw4_f;(9)gA=a)3mvfaGtEh`;2oy=x?x{~vaJe`
zB0pUG3^=RvLsM+s?i(hOmE(yi8#t*4@vnvP)D$x<>2+YUtzx>5ziqn4G63({U|=`>
zvGuN=La8WHT^fUHSSlv${ahqL<I;FiXTd21QcS;9>~;>9a`*LzagM%noD0-T<@J2t
zOlIpJ8pd<0Q&=(E3R%&}3Rf^o7*B1!ZM=&th{qj6zX!%Z9!lkPzk7IhxWX8zH3{#e
zG=;gulT%ES18PqRd;>w=M!ubw4Bk@eQm?|j(p`Hd?;lub4)u>t7HJbE0bMK&V#FmN
zq&WIFpkMaYw@vH~V>j6&q&tT=L|=zLG$Hn76!=HEpDeO@v6xQFT#95haGvRhw~Vy2
zgt(>L?96G;d<H}99qcjV9BQ&ypvErX{aD=ilv)nsu_?9%y>*07a?`-^usJf2%lY5N
z7?YDh{~lU5sNE#<ofOxIc4qM%o;C+hMXPGCPyhY^Ow6R8>!8y)Gc^_rNlWikNvuW;
zQcu6r<Dc57minIAz#PX9V-^RBBVC>Mn}z1VVzDsl^zd!;+j$}OyI&p%*Y_5>l*>Of
zqsfuHgo(|W;&30|`1HPaBG?P1j_ajxRqYw^J56P^Jh3+qpS^kJz+})NQRcnH$x-_@
zE6E3QuW!Rk9ahufYN;@iyWf<XkCrF;bMn|@#qr>s9{Z+Qwo%;E|I+y~@MiDcA$^}I
zuiZXd=q217Xm0$-Ou>Jr2Y(QIT?}ys_w;MLYIS^kFZWh7mkv&kcD~~SCB0*?vYx(<
zV_4bno}o^zY@$>c&cD<BI|pO0L*5Yd<UWJNjEoHT>vz2KQ*oCMEn6KLGF{&`Z@IWG
z<*Fsfs_OK+bL*=7_5ogmS{!iRR-yR!Hp4*G|6+|baIKd0fmL6&yukgWtxOm+m)8TH
zbemOhEo$=bAd$LvkTpBwM3z6{5f4{!$PNXDZmgxiUCe^G^&nttlsc;Sn?x^`{Abku
zTtdtVS6H3NYJiCFnz9w=6T4Nh`mC>|k!Y69RlYu`=5(6J;GH1{m#V&w?!y)DKS_?8
z4T3CAbyxU+=RL2o9$38U5l{P`?|MlPk|5}pLA|W1?6W-TGUZG#a!(3xKy2*>DS2tf
zS!qtkkrc(g3a_{K44mcIl@dGIzH7S>LF*;hZS`VTWrZnt$s)92`Tv5ku8gS<=N9Nc
zy9f{ApmW?)hA7NfN^Hie1@lLmwF`!SeifYXK+1fD3t(l!KZhVMmOg*B8zan*5ng+Y
z4{?r+3%n$UD3H540*hcEkmglxOJc$z>8Y$@OzGZCgPKcTN!+8l>t?wZSkNuq%2>JE
z4}*hIEO@U_IAAC*!cY*uxBxlOYOfJTfE7*=B8W|4PErNFU!dkyq(LSf#T(cUu3{Dk
zuvTq5xiTn-IjmePkz=k&e6zn0%6Z?0jYvn<5Smg3xLIN}aztc8j&`#@BPx?+EDf4P
z#O)-3FAF!e5F6=1@R)dzY~(&B8TNq0h@k9@bbTA{qe^FmwzznJQSkt?^eS*OvlC%f
zxUIP=X`VH(I0h*?*(!qNtDbU`WgH^9Yg4AD!Dt0sEX?gl)4Lzc72tx!Dqs<xTbnF*
zaKWQTbk28kbAYEt!!=e<!JyoMC3YFZU~2{Iaso1@U8-uoQKRKd(4@mx3c0?|RWk#W
z6fp&EZ(v8@AkJlJGYJ&?WXl_t+Lh6hdkq+OcQbA_XC)cnc9G#{rsfhFovwqAz3+BE
zH&Ah|3^y@>Z&fOgGIodL&OmI28BOEu=>QZ9h%om;?*W|{FpB9OiYHrP*=C_datl!I
z1uXyWDrw3+4LxMS9XPmCQhpQ|gR$7<s&bGnPkEke;5`pQR)mdK?ZlFIp?suMYtj^#
zu&1<&DUWe)0`-ggXnG^rU_oYzz71u)pKM*?w3gZKmc*{;3J=V%h`_X&jo8J+{d%M4
zBx{w<)g(RcrFRO5KpT4&*k~^CHE6+3Ft+tG&qBwayQB7UcsBU6EfP*YYf+E|EThDj
zPWs}T1@<l-@#dwYGi?wr>I~g2cd+POojcdqdG@R_-_&!E2?)Od1z7({r3ptA`dt;b
zGY4vrJe0AN<u}VD7aQ6r<l0F}Qpu95?6qH9<mMQcbeSSv^x#HjlkzgYQFGGIVp8t1
zVEuz4Hph-!Cy?9&WT)`fRVf5OvdH-~?^ev6Rcg5AdaC!(l(>q56w5v7PnNPO8&mxE
z3{W}_iMFfsgJ5z6j&?niEsi`o!$^1y)2O;cRv9nIms#p&(a5F9SVLFcm23-JO{#Ua
zi?tIfj_l~7LBSBoURP}7Rt)<vw-&^%Z`yMjo9=fVR_U=Cn?YO#hRja;BLW{RXzzlQ
za(&lJR*;RTvPQv^Jt3>sknji2x;DAHv&1rVEt!biPLB?e!5?u2PNt&*AJI*=qelu~
zT66o3tykY{Yy=g~8^z*g-6fLJUe}xz*h!r1&fd>VZP8&H!62zsr9_)_3rw=v*<_Wg
zZr78lhFC+&xKwu=Fod^k=Y=-dN4cx-5Jau`W}SpdS&)QJRwK!4r&J2|w6h5UCa3^p
zf~xS5jyf}>VqIBdPmW^z0-1L*!?UMrq8MpjkO^M3`e5jM>ujH^@L=bhOMd2=!828t
z)3Y;f8xXsrW#<T&Ple;ulr&-*dv};MU$TX&QP1de&M=Y^N&ps_<z`iZ`AF^uuphxO
zuqB-f-L|#qOtQH3FJF=ED>C@)RgraSc|w)zjs<2?ANP!rNKFjvXB&YIGFhvhp*i5b
z%6mzLXP`MuP1>g=k-r$Zj5)c@zU-u{B7Kk~G852(*&naTUJv3eJP1()yx~|ymcY)N
zgu)NU1AYUAAcqCkr~nxj=xjGATP+S%O9gAr2$d6?p~%6iG+c34Z+h%WW9O+MlqT+v
z#lxgx7p$@Uc{W+dt`no~rCOf@*Qu)P7@CgR)`R6~w^5mW%ZMzwSxo!7&O|D>ny?;3
zu>8j?qkPPyAve1*or-n1?Pv%eiRdg!vYVF7ErTz&)t!pLce2cyYqxJOU1nJ`mhJ~h
zgmSsEm#`+)gk(6Bgowzm=dx`e9$=6U&N#cl@?=tU`v;^=WXP3AsWNs$npa3&Lhn5_
zXGe0Gg|UPX@t$#UG8V{91}JYkX9@C;<GxYws%Oz8@5$<5uv%)2Xi;^^dH)RI3T_n3
zyQ-h<#OyULIzdq5j^t^HX6SeZRlnvuBQ*d+bNETwrOL*wgpDw_f%=_iT!XGB)k!e-
zjN2kx2Y}9(oj7~q`NQ9V1G+qQ01BCP0pE#<cGlg_*neGd`mo9UwS?qqRy*7IOKG1}
z1b3E*);kVpTVTJtNy55ohAc(yp?9AX!<jz8nN?&aV%#Ysbl?VEp+%U*dP=S8^kIZh
zf=P8?Qazb3!!2Lj5c1=2GuiF*i#2gwlA((1N=+spHFkjw!K1r-kz&fyn`Im^PdzL>
zV8ngQk^9o>I>V&+w`H?fW*7EAT{uU#w;BuP1d?&Q@Gg)uX3CutCp@!kGapGKR@&*d
zuhR6{_qi2PEa=8_rzOoy0#c`ivfF<RzfN?S#<$lM%Tq^Laa9R5_JcToD0U^S5&Yay
z#sX=jJ!dMD5t#Yz3g$~8A36Kx1|c;IEREg%Ic}bpjnQm!A-LU3jT1(?DYG9SU8%ag
zMo@8OW3jEQ)~bK&Hm0yYK^R|iHbpw$2HkF*bljDbQ}(9irSAym=*@*fZdOidr7U|9
z2hU2qQbHACKytY5y1_vc7OK^#+i@-C7Lt^Bv9m`{My{KBk87$Sf4L=H%2l)pbkArr
zmv%q~{WW8MwCcPa5?6g)_JMJuob6n5Gas!Ak;SF#;)e(D5;89Dc7`VpxL!s(S9RMy
zzj98n$O3AUFG4(L!N@N;rpeyg|Hi#w6}M&7WNtS3#Ns#|(LFf#V|f1dv(hR{Lr+9j
zc`Tg5;AP0%>ngf-fF-D%ugfMq^@3|g5X<*sRXhayD=go-Dm?pdt)CU!b{!RV6~2tW
z>HTs*>d`>#eshv^gelrRSzEv41h6nT-l`Xi@hS|`M6aA!v!X}pkV^eo-Iv>qxc!};
z)nL{htJnCs0+U?C`FGc3cUMZkgP$T`+s;oge!$AWCfNUV_pJuilXbojXMP2DAh1mz
zfqK7`wSA_nc6B?fU@g@Si-xf%eXT0;l0J~3Hyp+!S8*?+&LNUb`_9UD5O5zO>A-%V
zOrPveBDdFu8b(IeoW!a887G0XQcG}l(qnkxETrM_iu7ltzbzajf&^}x2{&*itr);E
zQkGkU4~~g{Ws;N8u2&4Lb;eybAKSC8jhRt<!4;P6Lzuwj(D`YU)Or@m`~q<&7TqJj
zTJ>AtNnLg{+HZui?*!bA9rlZU(Ar_bGf>LD@|$qZ$ce5Gx2(I*Y1HH!6Sk3w;2m|R
z1|pK6W0;BLurThgK>n|mGyoJT{2Tmwg~xwrvA$asACa~L@LtmD^G<6CHR&P)%Ln<;
zsC;sQE-j23<8kH$m_eY+^I0<UFP(IiGO--UL|DQZr*jFIEFrhE-DP7RtcfR)Fgm89
z&?V%QMFYob0w<O@PVyXwU?&$Ga0#7)ot@w2!0ZL}d|O^<B6?@0jF<$ux*4+(3(Njn
z`Dh6}xrtCO&zhIC>tY#|O`=%c(`-~t<1pL$@@$mVNzO^gCOt4<QhEV5R3TC0G!i&J
z>-Og-MQ{|VC&>8)*R!cUPZFMYebu@S89NQd*mcPB=R}m$J`nQRs@Q-e`<hC!;G9-=
z?=Yrv4LDpWOOf!vefe08hhX*DfqBLx|0fhEWi4C2JaZS8toqoEV!sk{{{kpb2wj(`
z<PBH2BQsk%p(VY8Jeg(BK$f-WbD*f`bjO(MT;%q~|G1O9^p4Q^zK7^1gsy#^-`+sv
zEZ8;gny_SyyPO%44Wm>gN#?8>^(FkCaS0{ZHsR!1$mC)aE1iBzz8cXT%6Ec-B!GFk
z8M$wJOovW@xK}y-FMx_N)Z_#P|7#{lq*<G3hYQXi$-c)~Cws|Q8O;3;Y*r<Q?*w3u
zR)lU6g$_F#DW6`UbH~6;4V;xAoRt|ih9_&8Cp6{US3#hq+TZP}pfB^&P6U!A<}mPl
zKch{qP@0zjziNQmcMp3$_*sz|ewsszeCi5iSo?NxLAn{h7B2TsG3q|~fX+VtIUufq
z>%(XF$OQjoaHms-Pq$ZHXidt_xWH1Hc8PA&nRZXP&jtt~|GjIeWi&4U_Z7EOfICCP
z6PahTomvQ81P5O)y_k7EB=DfyxNW)lye~s7toHj&ekwsN4;)|zC>(G1-5VwWCH2i_
zDeoMX^t#@!muBH{$;WDpW$OnUd~ah@P)(GLTli%6h^e|<s-0vQdY_AZDY*<{NmVbI
za=M#xf&3N;7X>l3KM97_DbhIRhjemT-w>yDyK50tZ0m|4(*Lz8jwmbF?EbZnpLI=%
zy-pQ@bQZFM@SA&Wwd}K<#)$`Mzs{bJ4_1B0xQ$FYi(aTbv*bDs?7j-sK)zz*zxhc6
z<psMRA(*L3x)`G1dBF==ce<)_WZ!)*VaEB`<koG1@>uzK3B_D~>tRMtU#3F5Kl{+g
z8Ge(c!mpLQ$@ui??0YUjZ8Zq|!VkT<ye&z4xqX=JNs()cLJZ5+7H-v4y-t>Q>X5a5
zhV4&ES~!hK`x#2$Oq6K@(270Hvi5}gn~5;&5@Kk`-XL;(FWa<MBIkk3h9Vj!S*cOp
zjk?cCvgLO_eim=XgcW9%9ASf{e3j><=NAIMf50_|zl>22MUq>TZa^lGOPQ;?BCX0s
zeF%h@VEXirBIb+&?_SpvF173LgJLC2@3D$xZRE=~{aM61U2)(|HCl`ra|2DpEoBop
z#BR;yJNU^lB3{aLn|DS&+amkBf-m@Pnk(!)!pQpwB2Q9};X5eqyu1^n`XI6T2v+bB
z*N5*=vg#Pi&+SYx%L|X_6P{~kr|D+f(a&e^hUVB4*`%4=>CSj|o(+8562rc+Q(5m8
z$vg0O?xdvj<YN=7RcUTZN>$16q_YAz`@)mdYu(?Iwc}R>6~J}wYW$n5iAD2kHdvkA
zojQY<N2Dj5Um}ahQ7n>q`<cw3Gm@TlEzGiYTAY9506eAQf+F?+YCx60l#A*m+5#q~
zh}x4=bhTu43Ct=}&HT^~6JrT|(`o7Ub-A#q$Sp^^u$EDiTC6<kQTYr-sL142?7UCz
zcEYj<y2K0l6xq?5+rdw#pz|DSVh97+t1LMN8ev%UWJJCib%dXcOFmqcZ~ySO8<`(N
z$?}D<Lp8x*e#y)a3c<&_gn~&uh8GXZo>KHbOBVt1!gd8((61Wl4Psq^RO%%y`BfbX
zW1s9Sm)xj0Y3YZmF7I5bvBYxPedkRb4V~?ReNaD2o5BDtaQR^C$=B}wD0E*rOGoHo
zv*mU)^W9Vzkp)gcas)3pK@}#4Zg-m~63Xc+yUcau@E~~}XSj7X`Ecf0onRs$l-$;C
zC~m2L|HdV$7%x;wa5gbEs_rXt%-}K7>f}@yyVFYW6K7v>+t;Ldkm9qaF8*{<I_tjV
z)#r99%6IG78he|3o#s)`^R+gUX7@8Xj8Ub1l+raMAp(T;B-ijf8}ojGi~a^M?~5?p
zU&{P&rm238(gMqOA29B}<307PINX<edn?}m|L_07|NhL$!~X?PO9KQH0000805X2z
zTJ3odILU<o0Q1@a00#g705C5yFEcMNRK0z0TUT}`cmaZ+qVyj0Es`P#8I}Y-fRD7@
zZNp!@a6h*jwq=->EH~O#KS6<{fk+bsrO1J_5+5D7Y}%3gA@;~am)$mcUMh=9x_g+~
znF*7bHjtn;gH5s>&TMTJvYV~2=KT?DZ6`r()$DRB8Sgpg-p9_My5+}%_l0xM{hi-A
z_uPB^zObLM0mfK>{ojAd*ikt8>N;a@8I1ijkx1As!%r`Jz=XdN?i1_*pP!xWxCz%D
zW{RJMP1|)72`Nw5iAutg+X?rd$Zbzvfm5WMF@G>IgkrdT2k!qAd(dyOuxkrp$gQ&&
zJOJL~4t!JhDRnlfClcHj3%Q(WXI;0Gu>VZlH(}e}^Fj&U6AvX=Ks#&WYy1YC5wb0R
zT;Xs>IMufQP`nym^-q3^?Y(j;#mcIb*J^|8n3QL_sd7WgyH2^nrM%T*+>!ENE0xJe
zdDv;Wo;<M?<xweLRU_-({X1F4@VS0Jd)BVm`MoF(nH9If-2@Bw_}Qz~s*!N_33(u(
zZfyzqx1;t>gv8<5PIc!A_FxgT+NmZIgD8xcohJPCG&_mnXti1$6x!a&MWZ%q+s{s{
zt`4B^gsHCct>}|1^3So!TjgX~l@H8jvxXras3&Y|P<wTYZ*6S6B)$zBhWG8Oxl$=N
zC$F+gB|9hOwOYxpNqMbVt8EK;sALVqUfpiO$GaJR#Fq~kVeunEh6Ro0Zf?4pciG7m
z#?(wEqr#8!^F4~SH>&V`QwrM?SC|@CtbMVNUEdoEb*$kS*ovjbLpD=2rM@@5;)1Qh
zZ~J5agJ8~JJG1Omfq~u8k;%Yd!K|WSC}2LWbwDeCnI{sg!A|M6%~@Qj2Q|<DQ)8h-
zooRX}VJR`C-UH@n`E<qVnKZe}E1dgJn@z)TgPff<i`+069yk@IcH#bJx13Q~5}w#9
zvvP}GB2`w)4jr{BDn9FUfp2ZCuj6UybubpZuH042DflW~+~h%gQ5PN!t;39t1@~WD
zW9kMzh(+z(Iv#YgMkk90-E1de;6WwYG&=NElNtCJGn$Jwn{-uRbv1wo5io=(9wf`<
zhKdK-Y_m$2ClVDmfd@M~U;=bicsm@%gB*P3IGcoyKgZZJ?4*gktOU*UbH<v`=FMFw
zf#$9?(fT+GH=7awwpo~MgYX?VskzOzx23rlMn3GBSI`XxgHrBfoUS9~h!D1r>+pV~
zU<P}jp<F&3Q!F*6urcWPVSt4Ca15<MhwmQshkE_&HR$uMtKy}{LpE2Z6t2Y5U>xr6
zvxxxOdx8b0z<4IlBREukfM<@wJr09$+4TvyzaNfV)}sM@*d6;ZA6^DFffl49PWfZ!
z)t0JeeomK~rNCh1*kg3_=bU7@p$IW|TNy6I=hbdGnUV5xvZ1P;oR!NJDF+ZWqEfyV
zSzBEb@^pZ$u06)WD0bVMhE3v7T5YgQf}QXqI9dnd-^}eqWslp4sB5bUy5hO09nH}N
z$IV2RbvlnS(oxF*I}$oF9e@!}o@h3!wv^jB+m1^4>e?z`l#oYMbz?`$%K(xoDQ{-8
z)vAz#j!wp2%jLGVc3u`gVjJ53G10Vhb9~N2lv=K2mt>QpK}keWEG2H@pS6-el^VE>
zZ^JFZ;wS3c;Apgv!B51@&7kWBH^nU+2W&{*f)7FG1_<HD(Q)Wt24i3;Jg6z$H>Fr{
z_<wLpPgLF_t3hK@xDHKR50f1z8X8i<Rekv56l*`+U;<oMqGKoit^ASJc<eRsHE!Z%
zsbPQ}*VAOe?j(d}6h0F-!IBb*x5Rg9*R3QxZHCoi3a;t%vy{8NT??Xk)a1O&oo}$?
z{eG5lIQ(zFkS8<AWJSu=a+|4A-bgkwwv<<m=+1_eudb~{B2pe$RaINcbK5hF@7~Ah
zx>D}ihV9*FD-wxpN%;=n*jktJPS$QVrMzo5jf9k!ohXy{Pbb}I_8V**#k?A2Re5?7
zP-X{C9{}~OeXURC*;ZsdvNMO@j-^{kR{o|?Q8WtXB-K|Ri~|<&tsSYp?QQTcQhjsa
zopMs;CHT~&yk^_Ynv|n6l5&NO0Fq3^O}NK)_}>b(hgmo*)t=8Ac|-mjfF@U}C6oaN
z0l-lo0pIX6pwB*V4UcPz#o~yG3Hx9B@Dhddcn1D<?N{hBg+Ccba&uf$*l{qgzBqvg
z*w{GS;{l{DalA$W^9*(B4}rmc3*4GN9_oPO1Aliw(|H9*kLk8sUH**#y;pcHlB-F5
zI!=<MJTvK5Txlk{sxqHumdj-)@vE|NQm)$du2Rdc*T_53E$$gnfJHVuW7*n>8c8Wv
z2j>jW7`t7b=ty~@W3Z}_Kfk610#cl{w{~(;+^IIR-d!BFYbt8Fnl(I=Zn0)o$}4s=
z>Yd+=0)9waS!L7O_w20*-yzM8m?~>DQjf4P_)?GB+^;d~#iO>cBj7^0oc&EU4vqU=
zX#4GEP{;vmN;xS<UQ?2C8z@>y$`N&JAy?S+RA`$|YbN-v=Jvl~<Acz~Or3lkj3l3@
zhaH2S%6af%HVWUp4%%_L2T2Z~3kWlbR>KudAQ402g1%==qo%i%sgTQ_($voCE6Rrd
z*dDq)Siv*8?z$`-y#ORT;r_39!y`)l1Q?TR^~1G2z>ZWzGoZ~jx+}v*cLn(4Cc3_3
z!+w@-bt{P@46i(#9&D<OX-48?u{0yZhfIJW?&$2uUOxj<$++F4@{4k^#VhiQ25WTP
zqw+?nV#b9V!Fyid-0AEbrZ+P;w$=jbjF7LdZmh3Kx$Ua$nv{q0ysSz&;Huq`@+xDt
zcb`CDjYouBZ!+s?EmXa;HwyF+%-8L($D-e0ZRbV7u$^Qgo81jwSTyS~{$`Hn1oI}V
zIhT!Y?KJ742~!28pL(2}=D8?%w=D7U32>m97+4MGJGaD_2pP8c60IhelNZea|MBEt
zH8oqv^_mU+P2s_~4n*f=P2X-JLH#-%`xRz{!};)wJ`qL)gFGl-+Htzwu6SvM@70w$
zTFDq#NIeb?i*pSL>NsG`EEo*19v(;Z7{^u*0SbY2)o0Kj0fD>SBVsaOyA|(_&mpx1
zn>&G~^y@=Wh0TD`Jd0%MftcRq{2|Q@+wF4q2|r!z@}{~ib*S2IvMpazb+{{UYL;7N
zCnKYpMv_;ABGRd3xAHihZ2-G;z0jx=&8>Q&5qP03@8&EJ*pc#La9f>|@)T=v8I3B|
zSp00X8Re>M><zxvjLHWaMzty)480+FcG66gTb)Enw2!McI`Ui7P&2G4+pU@CG-YF(
zTlUVD*Pg2ZU^aV2Fqxe_Gg)A&s+P;*Zu*YRk{Y1()!4Zmdn>ndk8YsU_r=Z99AJzz
zmK-{sU1PC5qd3>JYr94S?#6o=#o|+;W_?BrZTr>OIb_4(KNmlUbLiG-z>w~3p$I+(
zAfo6B8^5OTVT^~s@nGm<!tpE;(mAk<?*o*i;ft5R&xD}e=a3gqgNvDtQ@GrDF+fIP
zy#(gP2M{wN@esr=8i23rbf551YYYaCZHvJ6L^@M0+D{7Vp5(mJm3$5Op2H=zY$Y=p
zNiE9_#<}#i$wt!k$W5kVL_P1^%pv~}a#h{hSeNoZ#I86}?hDN28&d8#z(s^S4IUO4
z>I8}-oUeJeiP~AimZxX4cBiTevT5*6Rg%qWrctTx6Lt!bR#w>Q*(NV1n$qy1iAusl
zl8qhPmWHYa0*q^B2SVYFXpOV&wwh9RlOa2{7x`mI*%9(kwEj%YgkWfUTV4eGq?Ge6
zf&ki<7nOjb*t_Y7nqBkK3*c;IM^xBET(8wwSX2JdoJ1VV+xdKbBzl(fVvu`Ch+I)z
zjFGIRD|~ShEM*FsnN5QEz6mC>56og1Z0Wmk1LNeqezMAhTd}3JDs>>hRv!L;82;~%
zp97t{?p~j;c&1ZKjE+{}$*D9@99LM4Zg*I(c9vJ*Uh;*)#dazwe+@Ubc|iWkOt->Y
zQVxd16T7g&T8@+_Ax@I07)r8<SlUs$#%&hCo)5^b%0$XKTU+0daYKYh0vpmk-At-E
zDCL`*WmSfd=ou-af$^VV)bCE7UjrE0dPziH*(~S;A}{d&kK2i=;DYIn>jJqUQeafd
zEh8vwkvGc5qasSnc3K%jL}_}n^VI_Y9~;o9Tau>+RvBBBrs~?2N=2F~SW(+EVS5KY
zGHAjq#A{jbJcfuT6l)(6UjP?zL+~<|qUj}QRxMPjKNbTf43YI;h&v&pZF+qT49a83
zn2Xt#@;rPtrMy@ya!1NJV0^_3R^l@NIZ;fu#mHuO9An-KU_e$3Lm9x9B7Ae1vNQ0<
z0;b<8w)<!g{R)9R`{CQS!H~j8Y##s+<vLvRKpf&Cu#~^>k<Kz1Ykbm-%#?Dqw}eK!
zKsOwzQO@f=1gKUw@oVDSGT4b1Ekh99O~`23Nw(aolxHD`-V$;>5V2;p^Bed{i*LaZ
zHOulUhzabXjIkY++khDO{szF}YdjjYBWa<iTrRrh#lcmZyIy?UsdhRt-hB<?KG%z<
z-BzpYHFYPG1hOlh(cw--qLNXCSYMjv7SH88Q-&ZruqxwM_C_4&ecNf5WFl?{XsyhM
z0H-{ynN^l;c4UAItRoi6vFTW-#MRiV05hf1|14u{{KyAv|C2Nf9yf(tslOao?y8!P
zsSntBkz6&4j#HE@0Q}60n1p*O2F&EYixFS3?f^FdH&kB$mN5-%1mkRAwwSJgfX8|$
z4o3`JQ=NP$1mJZaocRj;_W*KX01^ib<wtSdsqo&Iu?dg6*Gq0NmFN9{yp@WZ5H41)
zRIK0B&Se~zC(a0mnq(E80O-P$Y0~M6jy`VM6>c<T1Fvu8BC0ft^?<rA&Eh<S73-@q
zi_)yL=MtW~wi{hZ2&*f)R$$;>jH*!Zx7D?EFL_!uY%e_;GOS;Vy$W_<bYx~C!L6GR
zuK|h3$c9TKS+eY<z7jU)GVf{_Ur$fwz;SNzi2PA&>+9;8WDgL$m0ObN6x-;l`PLTa
zl5@D7j@^;mqS~plj=XBSS=;tFM-E)ioRlMnl^g|H3%p7b1C3{ZbABC)6&OaywS*7x
zF}U4>r=2trEb^S4)*XirL4(GChKv9!t<>i+nKFqvvb`E`=Qw85G@zm`FjoI*u#=a`
z<LHTsHKU<30S6K{UGO`u<vR^n@DeoqZ)0f87BzsqFJqYS0duj2;8#{EiAvpf+T`&2
z%b14@9~)FDjhX1SG8s&pf^Vu)y48WR4N9_h9e`^(N+!FU(yc8u<JfdsG}_5h{&RIz
zU0ucB1Z4kt%~aRd))^*R?O=^HMS@hVP+l}^K&#>b&t;=@Z8oQJO2)dC1jm%AUhP2e
zX4)M%6>rkTP!LbZl+|*JlC+sJ%TR9CwkwonHL8YqP-J5xLK)rl$cDIWGRY_xY_{Q3
zq(^i3hAxNJrndqvXW)I1gNAaJ9@BF<ZpA`#97rLXiyznyVB<ZA;Uy+zo6QwWgR?LT
z&$6hVM{vXYJI*Tp5Qs)Fp{=mjC`SgZvX^@82O7qo@V5nYl1~A0L-4?7kvIl150B}K
z6M*jH@P8k0O6wv>`2h?rdMJCgU(+iIXnYg1R}SkvZ3gC89)E()8}(<kbd}jvi$&8;
zf)ey*hF7rBqM>d*rkSa-$}6bSawgNEoVJ~d<|sS8wnnLQkl0&Wptq==%UUNU&72C+
zJls*Q0B=26z{Ip&T|KUy3j{VIUjK59rjhk}1cb`2r2d`Nm+=?#oMr;QEoc5fl9UE>
z%3j#g<*m#v-|KV?kJ1^{rbp@4*VorPva_|dwc~|3<#MXsmh!gR=0z!wtV82VxnbD0
z;SH|A17sMbZ`bPM;PXr1$xMhj=H|pGmtM-D_pK!_LA$F9`ZnX!+F2G3hqwQOxM4nT
z?A{QFtLnW#06*TSnuUSo8#1m4L0^qSCkLNxKQkC5(#U)|^yl!TVgUhQ{}H(5325s2
zzrue67gX3!!A`yc7<cRcQ9E1XsYc_^0y3nVi_CbVU=_|Kd2_RXm(n36UANNlf{P08
zR;0X~aCU=^R0ceRl&h{`N2M3Ec|D|=5p^TCBcT@1b2TEbDi$|OK1umf%(5m8Fp2D-
z&?=8ww=@&ngBp=E9rL&yZ}iS}yWXgwk*MqrjJoiCyQ71uQ%=fYsi8I;87u*-<<d_;
z4`4-bW1VKy_TF!OZEa0_n~p}K;C)ZfkAm**4T3=5EEW^q&r#KNc{3bw0&oQS(Ums?
z$ljLua$tiG3MkM_2r){w%!fl5(rn5bY;W_5=6i-If=ogL%3|MP+u?1Qyw2MYTX<=G
z{CF8tbz0%(Byj)VfVSR?nJXfQ(9QV-M4}9$fkY?qm|u*NjH7RdK%<W24}f1^fCzzx
zO{^r~NHK=Mz_j!2GDNvQ@C&CMXx41$oD=1CDkYsZL|#>o<7GO~DWtpsYVhPq0FJJd
zw-Vj1<BhCT5{BgFW;M#yfH$%dP&c-ud@Bc}O3I^l)h>G@Hyqru<dC*&jcVtCm9whH
zA=fuHyz!eVw4!95@Vod0(8q7YP21^uqfO^swZ$c)O@mix$&noJ3#vCz)T(ssioBr<
zp{qw_t9COgUr%3;Fz}E@#~O;B2V-%AV%Q2IX~%JPe_9~0=3Q%a?5dQ5)!LqlY7h+6
z<ULEJ`ZpkufT-g<m`tuDZwbL`O;RYmS%WqP)3Hnqvk8jD<L5VRH=kF0WK_xWBP`S}
z)0Qj^?fulWNKjC|+&Tr9-38Zi2H@ok#*Zw9Bd!X+2d8JJK)aYXv-CK?$t)aH;u&NS
z?kfl&qh_niD_xly9yE%MH%ie8mTFBYH|*|i+PmAa-qQ4B#rjG!8(rv%|5}{W=sMku
zcP%h5Zv-XL%r<jUz77GQD&-qdZhIpo>N;EXMn3ZSTFyuEv2+<c#W%$O0{C<pH0sf)
z^+V0vSOcOV6YmsxdZQ~4CV0Om0eJ5{!vKTvQscIh>3WHJ75Gle8(k@PxhL-;{qyeA
zb*o-NzG-Kpo_uX1qDG`%?245H@Yvk6H|1NYh%??85q>;v0=e}DYY>fP+FxN`LWBKv
z9Bc;Y=#i3$IrUnN&uU;KY(g`e7=Vfq6~(e+p|Ecv_FdQBgn*b72Br#uk;t->x$rlq
zaBxnk|0yyE9fO3gz?013h(D$}S?s$w2;7-NkQk!@y80AcvLCPn<IDO_VgxmOIc7Q)
z*LDAk567FH2mh0zUoc_@dB7JDqXge`9pHlpgq$ZjorIK^aRgk-lMuVOQl12d<(;3b
zsJtuXT|n)sl-mKmu?F%%KYMXUjcifs|ERvzv}R-Js@rN`XQM-YcBYwk+lTPGBML-B
zW)`CMY*FODH-N=N4vXvT9roy?-mS1d(x^s;Z?F-#{EY-qOqZ@dicwL;eTd{hxh}@u
z$T+||Ullj#X4tnij1IFJMnWC?_rwkCW;VAYZ?G1LtVhHR-r#CWZAtm2ZG;Ue2UKZ0
zQXW`ktE(U%h6h%^dVBKw8KBiIdf;IkW~-H^*-`v*j{SW+4KR}Xt{6rD-mnq_lLW&k
z&{zU;nUEIV-fqsq_mj#W{~($U12+ZMrqsWVW1MkIBPvpd0Fu8v1)TJ?7>;x(Y(-=n
z?E2@3A`>y)PFR=W<R4;e0e)#4N7cy7RKO}8qU>hOY?swc2H9sWQko+s-EFknM6xRo
zjJQPBxt+kT(k=KKsVI03aP#<0m%}UJMZmr(7RYXFMTo1f1y%!V#NMMhaJxV|1I+qt
z(wqTW#wiw{(Kx&WNC8pzD1;FdM?eG;z#0s_(&69MLJn(DY*eA56kx*v<P6Yyz}$6K
zVf`_)1tgm2unQfZUIZXTRG?ICF3Lc7&fd!5T_YQ;pqb@HgEin1-L|dY)$~+~Eos1=
z18adgRew|&Rgpl5)k@-3cFt0?5ZoX}4#C9iWQjo(hNV5Cm;^gG9E7&{m$A_HSAVBL
zBTkt?=y<{JfSA|&u&p2#G@%!#r<B#-j#0^&4Kbg>^qG)*mz`9=X+V^4G`0eC3*tZa
zN9-gtvjW}tH?>fQ9fE6L1_aoEcAbtx;{fNvU@*dh!92AR59cWaw5hp3(_OoQ&6Re_
zoZ7Do7f~p|*|cU>Dz;0yGop5GhZMxvq?V3s<hH=@%m4({qLxR^w70P(-OaCFj6wim
zRG9&7a0wc)%0!vf33DTt+loBNA~@I)-N{9VMPPwrIj#&W9NtyA48gGzb1&fN*ski0
z9YGl92ze;U`eNrA5MQ_=O3}e^4uTD^M4~FwA5~WWsdg>`4ZI;EnJs%Kw<8CiQVx3q
z;&S7w|9$dTSQ(gpTV`+~5p{iC^3`TEo0S>wbU9gWJwd+#I#dB#Ovk4G>)2W7%yv#x
z-%*A@3sIVYO+%kjr$S-g1D^foaUG!Xd!na80IXQQ3$6FN(D;7`jdmPv2SFnMpu#6W
zjzQ(iAWNeR%PXd#Yd;VNjX|sZVXvszYqJ!W9D94lH<R<?Ag;O@ugI`sGmn!)m|XGB
z&lJITddcRblc;)?eB7zX@W%knXLrLgzN-E*T;twta?m-wa4nJBu)Q>YQ)M%GDYsoN
z)BF$2X0zF+Fxk+|R+~*(<D{;xG0E;jUF&wtRGqHlO19p0D^9}8Qrii~D|7-6$6Hbk
zrtErwPO1eqB?m6lu4_Lo6a1az545u#qvLjDw!NC|bfUYzXk)hou?f*mb$6T%7_-c(
zhiC6=1(s4%sw#6y8-QsMX_!$v%c5Qes*y~lWJ0WFh2rTs2tQ@Ggq46L8KT-Xb`csi
zJr!zluoUa3IPx^5%s#CB3M)EJyZD|ApEljiO*z5`K!I5IeV~K4!SgdGCX$+HRG~!u
zu}Ot1NDJ=3y&%T4rm;S6E>6zC`Y^7SGuA!`Hf^Wu{8^8PcjtVAGv3&0ImM(N^lrks
z1Yv!PcPh8N&<$))YN-XJ(hJ`mme~yf6WnpVL7`lh@wMIPd2M}5%6E9q>r&<hTMul>
zP`74p4|)Zktwu|Zm+9GRU76IgY?e)4W-8y=*}5n5iFPg*_2OG6!)4s7XS&t_4Y*z<
z!=({9ZnvD2#sb~PX~|S#re!^=z1mKK$C5Q*Nx-9yXJTM3UbY#4r;?BZco5UrasUsy
zf~tz(4>)=Kr1qMdw>R@5Gz<Z<fXT2%xtzKw21K^Da$8(hPweb8vtG4DD%D^quX<tv
zM;jpyu;(C%0IC4s@?Qk~<6i(${51aEZSX10iik7+aW?9&uY~i4tR7TTsgw#mOQ|c<
z()aI);TX5=3WUNDaeyueB0BZElc59<25>VP7|mP^fVX2O{?I1}#rXF{_`)aRy6W(f
zcGfm{TOAgo@^0;zFW~k4ZnEvAd=hq|>)D11-PcRWsI9u9nNEXOY-v#$R<UJ5NKdHn
zG&2e@!Om^3Fj!?W&6DPQBPXEu?CM&Cd!033EH}JlO|rciY<Zm+=z|>i{w5%eu&Q(}
zn)Ol#IS5<ihyj)g{T94ertEmB=S;WNt;m*dIcl=ySy@I+c`4}%mX}F8Dy!CE?bVdZ
zU02vq$l-Pjhxkh1N$pOB%fvz!T%R0_FgJitM&u2gR{eGDRUndvsMIsfBx^LvC9Edh
z$x#L`&9`=<=x0^c`Y!hOIF4w28_OMt=}qVWD0h7)eQY{Z^Yuqpuz+WqvA5Yt6aFJg
zQ;ocxr@SD8`!h<2Dx#dqdXw_X`{KwD{~ZuZbt(-(gxf$8@-oJm3Z^M%vBZ-n@o)f5
z=8G86PwSs)=5{{lIA8k!+ViDj0hKb!JgKIbNWX$UlE5J#<OCCd$UfsBw@@=U21_Ku
zwJVh6%vj&kOt`4oq!ai?gi_e+JVJR+Gsl7LV{W?9b&ZU8jM20==?J5D<Yzj|t}0p~
zTZI^st-{Fxm6Qie&~8#qv6*RQRFyKQEhj@aRMm1fBQxQwk)k6<Evxhk5>CabB#}pz
zvFtYrK+1YGV9VJ!js`nOLaCa*Lf7qVKt~rxTRD1Qs9gV@nD3c0zJ6@q2Secmdyqgi
zS(f>*FqH{=J{){YE+XYlyWEf?N<cX4Z)s<7h$1H(8DPbiF+hou?e!|GDXz(0)!YU{
zR5*vYvhj5+w8^i>u$VcS6r<3;Y<`)4V&4VNat0hn2uvyne&eT8B9Q3nz_04T=-F;J
z({+Z0?=Uu9che(ExtYj}=N*!bls95+^9(n3ks;%ei?c0Is4WwL+)-7T2rPq%WMmIf
zyNQnU>klLxQ39{$43+>&9#~)Fq6U5gI>^q`bm(TYJILx+Y*h`&+G}9T6=Cw(X0|ED
z5~>EJ)N^1GU~D^TU=@w6)dKQEkp@I}Ni5(79H5(|!5}hEvs3VhBoIYMJgt%`GYSIS
zj1|&W&@#Hz-_l)fQ+6I$iA&=c74SwByL3AB|ElR5>+JV5cn=_07*>GCuxZ2yjQ*ac
zhuP0!Q6Dep8TDuMplp+6@h7aTs}a5?epb<GxAA55Qi&rCWj2=W#<2RgS!38~r*&-o
zi5Rd8AoXGXKny6l^$pETCV|Lea3LEXi=pU6C`>f5;I?Biu$q4!#X(63Z7OxlSWaPm
zRUl?o0Ol%iJ@nd^N(zG*n1;L{n&P}f$}XqM4U)LP&Zr03+@-G6b-NV|#`H|34u}s*
z?_%f|YSllCnY@x<HjOM*p$~~-{IxX-86#WvmXPE&B6LeN5aB*juj4ovHR{<Ww1nO<
ztS6yeAsWPArK@Xfzouun)vtxhtEZs@K;JKej?%4`n1;YoPO?pLU89{UiaP?<6WVfq
zf6`RT5ZvNxp)F-Z_*CiAi~z@}@D@G0>id?46{IRgPhH1BjfPhg91z8Le+A*dz%msa
zWW&sw!w?g*tntXC3BPiktPp}Rm5b1l|3K4orTWh`6HDf5bsTZ}X*`WBj3YMNHE3NN
z#W0IS4B?<fS`e4E{t2uDOuvj+J&n=-Y#gTmKpXx5`t-{Xf82#|pMMscO|o*`KWR4Y
z+BUUN4jxB6rQJ{)^xL|euLIq*ikL$>5Ho@NRXXs%*$l8xHVL%dA4?}HE{;u^Hgq$J
z_5*87rLnp#aAMSSJL~E?HQnG`bDKIuS6w}>0qKUo0K@K1b>)YXpfEdO8>FxZz$ac>
zu(LVf*o6EH-~}O7#VJfI;{c7Lm^|4clWVktDGG7R$u^y6g1@PB3AHOcGYPJ~TjBVo
zyz9{PlTeHKW0<$#4m}i$ly(Td0fuRIN1<E>Y{K>mG3z)v-F@0Q94%`OiU@#1DBG10
zKovq?uWSy}KmjRtgWL(q(d7EqQ|UQAmy@7ftL1DN7=&ub{%SQWh2+!m(6+S!<o)k}
zg0=a7(s0NZn)XeFEg?_502c5=97;&IPxeHV`pXX~b#T(0TYsvZOQp(cL)6Hb$JCkK
zkUDQ{hUI9to-Ef>z<yMxQju{DFq?!7#4%$1iKcU--qy@aqRQ<*5a$5n=bhau(7iD;
z%CcKtVc#nBfercd`Nr0kSJ;P)C+EqxSuG;vNr<YvA^U8V|EU(L*6+s5j%^rK`8>NB
zwY^Jswl+4rTP9oZEGbvZWyh1Z%dK)--m;-$o)rM8+?Fq>I?!X}Rp6`2NqH5|bQ7{V
zQ+LX6Rmfrg37jCHA}gzz*8e9n6|U=@MrF)fGNE8cf$*Oz;y8m$Nz`imAF=WX{7jkw
zyZZy8q~{U<pz;P`BO6c^tQ%Nc3#<~NVEz0i9?Zdqa#OineFZuRR?cE4!Op2+hN*^7
z8EUegScpLgY2r{+zD|9iktz!uc$2E_vBniUEEdOp3B;}b4`@999*pP5VECDg<8Z)3
zj)k_+FMI)?k7$>@8RSKg@XBNemAV=0VGXM_2DG&6aJLSp1K45rf-gHPg?7S#Lt?i}
zG;Nw<)ik0u(XRkk*H#J4RdCz%1km3O_0f`DqMy$o7$OY&>Wdgqx(>K&=#;Yz2ebi8
zn>#xZf`PU5$Ohd4h+K<s3p}DrZm6iHIB77I1b#)XqR}E>4FphiXfhfPs^mby0Du7!
zq_@az!wr*Nn+g@c2L3Zn2WUxzVXX|kVizovU<~MKgw&EqSpOrSLf$epq;WZNJm7xr
zXdzbrjTrcS>wWO}$WXBr*4OKBV|#PcC1;1@(==l&SIP<Zj%{lL&G6M{6+Sze1`mRm
zAF5$aslF0Fw`s%GDKeqiWD*QGLM5^i8!QME+0Urf^;`ua-pW0n=nBl*(!eU~%bGb?
z0{D^LE0`)4Wy%6;RaFnjR0xN?vY3i3Du<|}B)Y2W^#H(B4_M%wU-k^>zZDPoI@xSO
z%Cn5;WUA!ZwGFl=#p?l;uglZ3b~Gx{C9TfQ%sei-O&M6W?Cfc@3n7Lu`_Hvs0dH?q
zvog11RCl<SzzeKKw!ADB5OuZeMW)bAH@#`9L3cCkCBssU-7$X^sItdngKf3wO?Ta{
z1#K^RwrR9ep1j4NlX%l(lg{o;U%;qD#pAt=RyX4%6pJh=qFTMtVE+cg>t?hmf5aAW
zDK8pm!A~!Hl?~f<U^iG@U%D-88cJN%&O+=M4vTAp)o=AFkFzi;4J@_eRXkzkhXgBy
zO~v)O68~BhMe|S`hbte#S%TBxTB5oUZv05oH(fraodZ%)E}!uWza<cb>g%n47Xu>X
z@a`?20LFH^=*VaJ)MJA_*`9_C;h~hblYrB*01Y5jaQ$)J;nwfR(pWVhV{o@xDSPvL
zd51UT{9nD&sow<v>ae>IFjqUQ^PxB=*UW9$UOnJiKwb5Mh_y&$P09_{G~_%t(>JKH
zIj?Ghm0RBYx7qK<(hM-?*VqXh1hzZXY*P{a%-&diTuusBS0g)K{Y9r!Q5*734q(cr
zly7e4!*Y7>t5`KE<$9{IdQ>ypco+Fw^KRZ~%d7IWyzM19+neQvS3Q?0JAAjAqfzFb
zZUE}Lp1hn&wY)r+Q!FPNB4ZUwa-Vj-+Jrz!RPLsuO*<+^)b)1J%4(RkK8}uxO`&tR
z7YpU<6S4E)ahln*C_3$Q_+KKnL9ivuO2bCpD-{UktU?S+q4lQCE@`3ddI4inJ6963
zK+ogspqe~4U*8WzpBIa+xRIW>nYGJnfO4?^N7Gy7`v0Px2aC4DKcE*dIWU-#oGz-`
zK}S|1rW(M_g_&VZKHv4r9dD%ITml@DCr?yu?xB)xKv?gMICK&jZzQ5)xUSb_n%P9v
zD}9P=?L<6Yv$h&gJzBTMARP6cn*eB(@?$>Vv8I$~)RyBt7p$wgJKF++(dzC<hryyA
zN=9>Q-u+htTT$;l?S#{6dn89~7d><~!bZ3z<(qjU>^(OHA5RY{mTXC$Wd_w^%A-B`
ze9e&EHtpo?w!l@roU%^Fo=vK1S0+b+LaCl<Ce?P?i__acxXW@He$m;@khRo`>-E~`
z4*NM+7XKHqS8c;K!lKiLN^D;Yq0BDHo<P<8Ud}cD%lXb*fQ7qq8;5~J9cgy<yq04$
zSN@FT)w7uYUV-rSnK+mr1T~Vi;T!^4$_XLy%P|vzZX@q8LKWD6Wabtj+?x<$r&8_5
z1+uA;ncT76IVmjcnM%8;mOax-s+q2=C)K-U4)H;U+lh`GdFp_Lxw{5wBs}+-0Bf^%
z-K3GQe<`;OZ_ZWpm(!{OYg_A{VQ_VIebqBawz{@E0+B4YJp(As<!V7Ghmf=D-KPpc
ziZpC2?Y{$W3%1ylZ`<72So11s)s1G=Grz8rY<T9~Zo5J6Zee44+xr#U+f7f=z_R$}
zE?0+7S;`%pW9fAVAZ-n=8|G_n**hOh%=0F#Rwjd_1Umm?@aq(jLT{)Jlcf=0<v~?u
z)&W_Hjufka4^r&7hGEErI|SEWB0i*AS`1S!361JFu|g1m4(#QdK0I09+~j*>DJ(b@
z^HZ@($nd7SQW>kP7lF|Jhvb?|B~dSebo&J6NlyUNzKA1&@eC&KYx{k4BOB{H#9U3K
z{(CWLdjITYS|H%G&e%`K#>Pg+cGn9S!;jzu>c}ed$<;wdaajmB@A%jqkwqIFh4ZAl
z85^~Hnt2?)921>PVg9Mm2u=hagRmECjPVBW4^<}iAPVcDkvh}9jkifttr^^f`*B@|
zD4fP(p;6u&qukNhD13g6Kpt;Ew>y9GWaLCxmPMU8^DX{_tf;!SaPi6|Sy8nxf2FV}
z<yWuf7U!irbM@l2Yf}Eo{M98-zWnx`@*OF!++Y9XzLej%RVpn@`OG5^KQbld@Po(4
zr2N>ik+Cr;SCst+4@&va(9mA5(tU8Se_%+;`v>~_2c^6pzmW35p@D$`DIeMcS9?Ws
zs;VebzHjgF9#0+!1bTXQ?>{&o@1yX+`1w7<dxnQ)X`Bx~@E!c|^-WRl&wgz7;^znc
z(~7nCO<c4CtP@%w0G?8fheogjmHDPjQ2!W9`cJ_bZ=!vSjD5vUQL!OYCgD_IX)LCX
zjo~~=u7Gw9;7Se9+RPWzN5*K`4t!t$8Wk7O7#|xyK5q4#HXqV;O~WAP_3xcMJBJ7J
zg<O6C<HLn3*YXsDUA>aKa+MM#7q6IC=IQ8aA%FckrA*#_`@Q$*v`?_X@D5iN@>ee6
zK{Ph0ox~u|>W`a8j~*Kt!8mB&K6U>AN)HVU?b(Y5{euJjgLu$8*xx^Z2Yo{z!jKE)
z8aBh=AO^+I`JvnH1@#YEm?%>hmHJ4`gc}X-!PJ<~$9$M9L>(8DuYyw{-yi!X6|Tlt
z{60V64J%`rg*vT|j$*+DAD&jMJve|rO`2q*prnB~s2To-3oV>`dK~9;U~B#D3iLkg
zrGY>Mdeb<_X^EXF=wk;ob98KUWb|p@Nu}PShsJOr4l58hPl4B(z;}D$>8Bolf;4<N
zdx>J&#igs)7V#jzaOLtfJjh<YWKwWz=CauW9u$_BZ{ER!58nOY!;kUcBfIi3#ig%Z
zIDhs<inC8eA`_(N199{4p+iTGp`M5Lf~KXOhxQ0PgMLw~fdNa=(!F5mSYCwc7#gDb
z6Lm)4Hw>~Btb^{M0u+T!Oreg<J@6TVh&Sk?IS^mha1L$A=Tm8%%JlhtKL4u!w5U-U
z0R!HnD{LRw<H0y(C%}Y9N9(@RVu^_Xu*iWpVcl`cWaHFspU@^@6oWsk{cnO+N5J;+
zzCBZLFSu0G(twvER2&)B0JLyzn(#RLhGsrKeJXkqm7RMnojyZ4UR+q5C#^4Dn<r&o
zzIORCsn*P1$dR%yUA}Y;joEzb=AD&y@ZiG_K3=D!=DiQ!fB!BXJfD7!KZXb46QS`j
zJiyi-#e;(f4jed$2SdZdWYA!>SeM@0k3*q7y+ecjm?#MJ!F!s017O;gwEiK=S_D;<
z+G)?;y?aqY>Kp=#N0V2q!MMI>51YY?qOX5XX(-TO4~dk%A9emNseBr+eqvIoYcx#(
zhnJ<!LFuS-OCtd;x*+NbCuqq9GT{0?_-;xrxZtA&7m!y$Gwc%!E{xy^GyJ3J<HrG-
zOzl*7e7qhwZN8Fv{F@Jxa_2ASE)r-ImKF&O^7*R^iv$(fE7|#Fadh!DgqG8V`FwWi
zI-Rz1=k4<Q!m8IlC5^xR&Yhc=@!-j)9@S6d!T9+2*a&HSWaQW}JP7U&D$=y~kZJ4v
z1NFV2@m?&?>KPaupn9=DfHdAeI5bEZUpRZu9(ohdxQYoPeP|Dx)(Sm<;5|5oNCn+i
zY%(;&CSs`YpD6zT3a=|OG-uS$rsw6_1yf3W=$9)OjN-}#Y}i}50A~V#1-~M7dlGbt
zE2v<#kPq&35P)WXOw@TEfa_j~fp%x&p|N^MI~NI$A0PYkK0&OWdgzpwKh0f!{e|Zw
zQOYkYEzV2%l`Gel7Nq>j<*SPYDZiAvw6Nq&cDnfbwIwNET%5nLBIWPA{lUHaQvONh
z(@#E@^6N|a3umN!dTR2)u#hvB361P}+hd0h?RwjN!+V81G*}PCbii&!JKr1V>+h2U
zA>i*F9F&*#1^|d;U3h;Vn$^&t^|WSUn*@K~bHV`m@*HRyH9iX+;+C8u{zCj50RHe0
z(b%uQKCwH%$<#Li(&cgiII9;mjuSP|LC(f$sQ@a>(vjRS4G{;lJ_CQT87kva*uztz
z2>S%M;j>fv=-B_;f10t&3JXTDnPd9+IP1|?rsJnhj5Fr<oitzj-b+u;5R6}6x_kk9
z!TjP<fz12L)hqMY$l`LBE-w~n*{$5g%jjPVS1#q3N_5upjXSF!da(039^AJ-y0=1Z
zIg>UX#e<Vz7h?nt;8TtqIdX76Vf^r(K>`t=9RmaS=>EQe0lH~_Akg1WkM8T~=^vn@
zfnI0@H2cARu4)A!H-IcSbPgC4q>-AzLHzOH2Na7(ahV|Wt$<TLa;Y=QuZQAr0G(j^
zO#qn%;EHiE=V4D&;LB5Dz6>qO0H`$fcF$=M^nV||Aa4ns<0U}u;Ix7hrrBI<1yO2*
zv1j}zamEz%55%5>z-NvFe>EQnhePA=0_L}#d18hDA$RS{>*V+@FD@1qh;m%LD!@H=
z_3}00NiXFV1>9e{ytIr5*9tf9P+I!->b(!|la}v){wXn*d+**YynzSFXC9rx2~>J0
zgwtoxqmwT^aPVMoAC5*1)xRGL4RSLE8t((pVW-mry*+)X`N2R>-yk0JfqhdG4D|!{
z%wnbLFrSNsf{e$^erP9h2YyV|;({sg6!`UkR{%N>5a<AF`LD|F`2Ev9TB_~=(DY)u
zudlc7XY3@+I@t$i{N|)s=L?t$7Wr~tlqMvzmt$bFR<8!G_4w%MivN_)iqp3^V+pli
zpMg%|TTtr#aF-c`ptug+v=`Bxoz=|g=&6$raNvgDJDdK_)1<kD!s1m@>eZ`@%ap>t
zIxkY#mw~t}Pzqbo7Yky@d_KQ$6UT>FO1D?b?~C)^vp@diQ@q9cXX_u4i(R^Q@ujEm
zAQpQtOnwy9FhV#FMDf@mJlF?}o0tm{mp&Y%9(bDOuMPJ1q0UzZ`T~Igdcy2rUk_5n
z{y?v=|H1y=K2$yx&8h5VbOe2U;Db+_{+=Fxk94$v0|PPS?St5usQqbW7MP%){RH7e
z@9Seg#&Q1c7@Lj3KY<ugbR1vh>ZE`cXb*%Nbf!pKAoS8lkMocQBvC;o^Cr#p9;xH1
zMj=h1|IWnC$OL@;L*Hrh+lg-oKe_;@{f3||%gaPbE?>R6K<1kTofm{b=Y?ec^3|oc
z@Zc6u#JACE@4bsN;XcI=T5aXy4{l$<6J9!FJVHY=q44-9dQklsx^wg3kt2r>;F-|H
z1sNFt9SPz+fEBL&7;}P-k-J3A-aw!ibqnypMzzoY_W>&$-m_=;D+Ct>Kcw(CKqbI4
zz_=hJ;it920I0X0B?XA+if=-|wIA%ZK{{Lv_2WROHLTA9#eNt0AT92JOgtv+JBT5S
zPRj!kS5&5e1s)#*16Qn@_&wms{z(F%`qKy^Qy4iZ(2cP#$IM4!r%y-WY=~mc&85?X
zhc^lZ!iEC=R}hkG^Gj&rr)Mwc3S{Y*=NG6Ut``<>-o}IX-d=r|D9a}w-T#Ep`isv$
z|AdO-OScObXe|1nN8*uj((@=cHS_S%5rHH7g8TOqaRCtU@VdXBbPE5O(!d|q(_pDR
zJ%L_QYCjTjf!+PW<_mD;py*V9{=<9e%YA!+>=V)ipi!u9Y<Q3Lg;szrg-qFZ%EZh1
zWoWdl_|?2JYfWL%5MsF5kDoumF!ZxH+Ac1u!g0lvMO+LJ9N%TQ>v1r9Uo3PSJ*Sws
z3^(`^+T;qfVb6@hd%y{tjZ?d^{c&^rIK<~T!(j5k6X6s1vtN1ksV50imKUxfPDjn_
z%h%r`#m_Gm3ODJ;EX*%0y+uctFE1=olzBCOZC<p`ojW&fQ9M+sy#FC7{mU=lLva4d
z$L~>H%Bz_({2@Ge;KA^5L=^q#2vYHbhmIaOLfm`LzTshtGXWD&DWQS-U@Q&6XFra=
z_43J>*$b2~K;h9u3>wD*TOR;BrW&xl!^3-p;`hSgFdBXR3$WMWcwrbngytj2Mf=4)
zh2e*Mv!O}CU_Vav3dyRh9*Cm&%Q2j2OoWo)WgaNVKCJDW#KKI<4gi3MMyM7bJQEr-
z0;kDa^4~<MDg*p%Tt7Z$&1fr;iO_fm0yy9&&pbLar4y)JdOh<!igQZW-?|A0>G|d5
zC2WOjiv?6P@b^VY%r9Qa6JIH?E7z{wxK2lRSMRJM&J;fW7-D@o?MFZQ{By$fyQ{b6
zU&n)QKKTue<{*zAA0@V~A3layqXZ#LLgn`XJ*Q|NRNvc&${)l9<iNP6H8arL7wAQd
z4)g>FqeH!z+34#BeunxV68Z;oSLl^6CLN+9XfD4WALs9}-p~qg%HCn(HqZk`$q2xM
ze2b!}Ddp?&m@mncGKBcEV8lsAwbd(d3rfQI5dTk!#!w5;1Ez>lQh>BqEEvOa0n~A@
z{c*U|53)JnD<io0$S5@`bPo$5YkxcxvSwrE!;>c?5g+u0i*u=OKSy8zh(Ziy>DCQu
z4fFESQsD;CnZn{i0h?oazOW#g<Jx>dgj4yYn|JSs<|vCEP*}hJ=@(y$9L)WXEAJ9-
zeEs|jvv?3W8JVDP6$txL3Z4M;j~o{9=DvLxu7>*fI9MtW46;<l<0g`gK5VQ&FMvK4
z)%5h%hbB#A^u5%G{lqt+5h1!F&w&Vp6bT695RuGK4;zc&YE>qFvlltf$Oz8U1uxv+
zEBnNva#z7NfxhAUS0W^`ejPo7=nC~IobU#khTv{&%!<p!diKWCz!=8{0I$3`we_VX
z#ZsfR5F9i&F0J63f@|2^Bm!2<JOy$4_*aPkFFyUy!;g>#m#<v7h?%Ow&6_vgS{C?!
zW9d4z!KKAT!5e|MFA~YTy1cMJsf2uC`6e~kTX)Lu-@}6sKDz%Yxq{EX_~Oei@!-zg
zx2}`#eeAJs&P<~D0V^BTOhBMx<O<aN2M+8fR{#n_RVw^KoZJDng5KYYh}8!%6sig!
z>1haTp*4E&uR#4cb{H#3WIMF?zY_04W{F_7;`jS;xoL0_&;}DRb00Y7eU>0r!u|I_
zp#1gkf|`rO^N|Mytlk*uou!c!DM)zs;uL0({0q?e8=&Vi)94Kd_v@J6dI?(yu;|&I
z(;{X7w6f6u_~V$6`9HLkr}XG)jj^`@hOTB_IP((z;G5SWd?mJX<N9?$atccY()Fc<
z#pOkGyYmazgpa#=ebM8U%eQacUKNM$+4nv|3cvEH^VyGnB+k75iT&Ywc$0JI&OA?L
zAdwRoIiMFlW`S2df*;iF@IDTqI{Z$ega|jtS4@bG`uYj+|4)E_w0!CT07<<BL_9bJ
z;MGsnpMY7Y*x|kV_TB~d3(;a<pLjJtrg^D30k-QG<N64|-`8Km@fP6x*FgW+%Tp`Z
ztpWhgJ=hBXSwaByXEdt9txsS~`V|)R0)@GVaTF~sLQDFN*7qTUM;reZDt%g5Kf2{m
z{cLPy22kcC=mYef`OY)RZxg=EgZm`>U%qjJ)O=-mxv+%z51|pM8<6N4ng8WNesMu~
z;oHk4;f3$sE5Gvr_7eNc`|F<*S^508kZ4|iYw79*)X~gCQ`#xKG0+@A;g23WcH}4*
zk<)<#1oF5xPW>fHL6KYRqqHCRw0?du1~3o$#0KbRzG$c)XdB?Qg}L9sK}tKC`w-H}
zX+zs!;SypCWxDEC9O3QQF|4}j?XB-8lwVT((^|-9;d(0&q4Eg;hwB1b5Y*Yn8rIV*
z)`TWfICZRszBd&b`=@g!t(j@X3JF??@yBs=>ZeYGCnlZ?oHn0-{2PxxCV2aW3zYIM
zEZtZ_&4Ne0j;cMKzPg0Q9!1btApU-BVR3$5n*U9~-`{!r-FF0xR6fESul|XHwDG-<
z?D8$t?{hCaFOrYrq4DEmQoqN@sU105N0W-hLwzhA!$Akc5OAiLXvM7dIP_Nz-5XyV
zP`!Tuzp)B&9eIfcG_n3uO$S$50Ot#gr-xHAb`h6j43e`w3eP%9yuLUkyyrjci(*-M
zl1(e$g6_h5;%Cw7{eMbzDWSglgAz$FnRXnbApD0RbBW6oV@PHKvKTp$%`4WQgZw9e
zEI>(ddgH|S*!XxqX!-FOO`9SB{@yF+&Jh>Cz9bQ3;d%j;s?T4k1A7M00JQ;!DJ-MK
z6bjduNaZ*0++C$~%DcGI7#^&D`o-sj(;t2Q`Dc_(e<OeGLK+WFYq3+512{H9PJc9R
z9yoO9-~ogQ_KP@;*r0FJk-TW3K1)G<Sbqs(PvCmJXoC<gf$8;-H=B)NIv8GSV6d-$
z5VRZGTfZ9%?O}f(gEQX1WyC-i7vUiX_V3@171u|O96fpjUjRIBd|nJ?{G$@>u`UXA
z1H-O=Aq<(nI1N7T9egvKgZ_7z3(!Ji{An<WS+H#^_V-=GwKoCH_s4MYRQT36xdL`{
zd>nA1=cE}w6*-9x%1l3(eC~N7=ZpCz0t`@KNdU%0aDrsKug@=#eJ@^~Unb)PYc7y8
zynf^QEu!CVzg_-N1W2EJ^4Vv2@P*?zr0wO^ckWWk{h=p$VoG>L{<j+R-lIp4qNN`>
zdh7`Pb_o50>OR5$Zi}QHR^0(S^rD6lK>Db7vA37PqSNFY38w=V5Ey8Q0c3xe7+#5`
z2mAYRzz9eRAU4{v^^+;nkA4!}sn7QmII}mf2@X&@n@0}AdvHNR1C%PDTyR}~Qv{y}
zB#zwEL&wnzvT1;b#W*=ZK1Bmg3SSb_^XeSz9LJU@YK`kBCKx!QhvTOoJpCs<;H^^0
zr-%>EU%4oTBNmpI1x#PPx_E<Vpt(>G`NXTQ&o2osKA*d`bVHDs#rdUM2+ymxO63pe
zw2$t6AR^N*Kl|dhe+v)Zu|N3;sk_O~yqc!8%kgj|JWj;$C@5cG%2B}(_a6j%M^z5+
z|1E||bzG8a0!-;A8W=qy1yDHfj)=B_dQH>)0bGU=Q3GHd1N~E!Q5m9$bg%UV7#>oU
zVUa8kSPL=p;K4%&52CdnI&|ddVWNwCCMNPPPluvN33VSsY@@+yQuvzyBA9Lg$}Ok2
zrAJ4`M&CoIdl_R>Abmv~)edSR8p8f}BBqB!$fX|9Cr_Q4MFRNRnP+F85xQHreBlZP
z)z_C7t_vEGUn<Nm38sA&)Gm~LX|X_Y=(Swo`c09u%`Xb>a_6m^CBl{u-+$kxQ0TMI
zKK-J`DgUzm86_Iey?*7=Sv+{)R7|5eT1U`9O6?y(rOzHhe>th|*~|Yg02THV^o9Ue
zK&Zc9(si=&00l}){Vu^z50XFxb2500nJ_ta8aO&vHQ*^W1+4c#8#8e^L;|ogTu-B$
zor;BgjWIE<k0aLz`1+wk)<F&1<j6rJ=GNXHi%bpgS)7F~(DMEFG(v<U8^EM!-WUW`
zV_(U6V<Uj$`sir=A8`>I+<PE~KF16J;~xJCr;E)@X{S$<D$l*}>@zqor?7b0yqF_Z
zUSFQ4C_fFfkj(w+;`}v1w684+>OG%dx=u*Gc<s8N-lfITZA!<yUw-FZ;^3crw*J|V
z@bWJ{`;mx-E-ftG6xsJl{h>!<bc7W6D7N^~BS(*j7RQ0<5&BXA%RfR!+gD!zW#Q^x
z(4|AYU*ohO8t5nb1I;oB`~*0QhAW|B2|qCCK5HcgWCkp-pB18op<xJ4na_VJG=!D9
z)(>LJ&&D*MhD!3nBv5$p$A{r_2s;7b&Y=TD8b5zighg!PO|pDH7W#Vgw(iJzTRP3#
z3XNEw)B8d10w@1@%p4z|7!UOWsOT|Gi=k3pdj2^PZC<^6=_2KDuP<I(q}YG?`Zb~L
z!aNzbnOmF}6MU{fLlFMw7nW}j>@UxkN`&pJH{U5!fcf!9pL|T%{^^$x@(|6ub!&y1
z=8-3#e455AMlc1<#Y7cz<d_)$*AE@RJni5RL?vWvccy@x=zuH%YhFW>><u6V?BQq7
zxt3z^Pbh|CdB1_S{e>9%gz&VNHGB}Gug3M^z1CNnJ}^+PXtXFBLNgJzUx`D!b?oTj
zKS5C2f8Zdk=Vm<>7ii9UyiubcQx1L<GzSPX6~lD+l1EZN!#@Y_@HBeRiI@&v^RG2C
z6b^?&xa~<Su1^s+`Ofp-`OXWZ#VZ%Hm&jC?7DVQ7`TF7#DQ{tEp@2S9zgECWQCAlh
z7Z%a~T*XOIi-qOVb?n!7-&%QxpxVCo@y9gczyA4;J|{RYt-kXvjYdED%(uTo;r;PY
zD1?MiKY9cwMS+Gx8ijeI037<hAbSCD`CeS_3BVB;okBDH%pQNh&sG7Z13ms8KRLww
z6wyNrK0`Q+3LIR4E>NE)THY5xuRDl|TzuNTeK>3fj(1L@rI(3|OwckU<WG*E#(_Xm
zvJ;0o0-De{jThnir|Je!(<n`S8I_ZkK*_*YEAZdDntuE^`#a5i07AHMe=jCfAD*Ex
zw&!0wBcjL)m&{971p&FXKp?TSytKTG7JUO8sK_Y-Y6vHJ4I-W!)Uy}rKa3S1{CVpJ
zWryzGx?Lvj{m}>ZeHsk<{EIKYAZ@R__x^jN?Qf-CO4B+b<6%)~5jujyKqKt^7*#cl
zAV?oLboek;0rW$>BJv;gshDth{DT;HJ<w?n&fW_I{D9zq$bI#fA&d{uw0&G@VjrfG
z;-LKrENOucF7AN|#y!-D{Bh-uj+v=x<!eNM15*_B9Q~i*p$b+f;aTjjJnM$0z{d6W
z`~L=9C8}Ax4p7A@T7v+yasbfd$1O1AlP4b})@wfTWa2T3HO`$q|H`X)a5<a5d{v<E
zd_feY%u|>iH5V7;aR1`XrKM%5>9-aIMFE1ch^dsq^7UouHSd&ey-j0qmG|xY!dZU$
z`R6|(hVt%v@6uP_Nza|3xb=aPr%s}?3>^h;NWO1m6aq|C_TeK(4$}w`jRSKLrV~*!
zF%L-d1^s~6ergA_<{ku1{uKGV02y;1Qb#VVeL-QL$8p(4;5T)yfv*HoKQx4ExIw5y
zAdF=d5YC$;7<%<X>+NIzLrnMi{b5r0g7P$${-Jrl@(acK;!Uhk#Z^8+$LpZyiHV6&
z=vfG6CN)i?LCoYcvq?&Yzj{9NJ<6PBv)4p9(89GP5kxL8E-jP7m*y8K;L!^U?5{LR
zoD>i%t^sBcRa{)YEz(xEA=aV%_`UM`AB#}uK0q`c+%1>O#8kfX!iz7EJx5NSjG%_~
zk<t3U*K~|1ao>(9^T?q?2WZp)g6`ox)Ngv(U&W9z`-n38X}<6@080=5K+}CbeoPDb
ztz!t({AC1lux3o6Ks@h9n#leFTxAdc34}!u00J$yzM9mBhk^Xlnl=JN-lRIke(PUC
zQ#~7pK<PinXh4lTV*P{|L1t%B@MD0zXp9nsY&LElhj0eRjm${oM1<`4VE_yo1W3J*
z`VI}sWG=q`ItA(3t5>NG1^nB>5<zs~dSOxOaUo9`@dCI>GFkX)S+KxGh}Xr@(v4fU
zXxs=G_v#%w?Spr0QI++{NB2J?9JzJ(&K+tJBlX;KG*uDajMR;LTcAHYCiBxH6kiwE
z$gx8Q_tQ~O-Mfc?wyzI&dg!qLK>XGS{KIh#`+-=&4_&(lApCTQv7nZQ=(`7pE&?1&
z{gi3Fp9YKTio&u{y~mF`c|lW6Yb*T&gF}N<xPWCv6W|p1!^pdTj1~?->fpctST|<P
zDU%~qzS{;q&t?8X;UR<(BppEW-UZTe`qZf?nfC0HPdr85>FlfNb2RJf!eui{+0b16
z+Et<!K=}&7qHnT4*UY823RjlEu+ob+7B6AGxo`t#fB=r))y$i3-6-9_ZohgP;zxpy
z4?en2#(n?e^>y-*H%qr~5@($Kmcbtt+CBk3nzDcODU64wbO4XVNdV2m2NXnr{p#MK
zeuC`&zFrz^0EGb-9~JZgs04vXFS2J}{r91_Gq$Ov{l1=_ItJqKeQ!^I66I;2hP{+0
z?}5-CJRbj<*z#gvkbi|qtf8SnO1wM}-_<qB20_>0wfSFaz!E=>{kNL7`o)XD1tysH
z@#E-K!{8AqgqWV5j!#o}e%5%7sE7G#<_#(=%w4>6g>d6)etv-<WpVMwGO1@75QCum
zt?P>-ro4W0dEPVY<!d7JxdCua(0%*X@>{p)w0GZL5lO0#Km6$aN3_b+#~+Ex&&B2C
z1(U9OVs`e4hv;Ym2-0z3>+u3|KVj?$;1u^9J#r|B4$D-OJwtt>5qbl10EhifTzUHi
zG2p^xY0)IGVe7rgG!}T)eUm2GdjOv;_H?k~n7iu5AyZ%dBAgyY&JorCuX=g{)K)g)
zIs3UrBb`_Upw##L0@ZDT2iY@(vFzw5P9ep>l?w0vo2ID$5&rQDGkW^u$y3-ro_sv<
zO{(Thr{`XIjcojN^NOfAF|RG4^3n@e5XPhF8;jSeY6A4TB!b7~o6ADc%b@A&R2H;!
z<0g`q0!Tb(dFS?Rvi5r)y!{@9IG^3Gh=Jyh?GHa7l)rNM$_1iB-+1(!4^tuU_(W)&
zNVoM}=&QeoqjmjI14KU%+=oWLZ+LKk^bJvE4|z-+Euf6`&%{uS!m+O8jW{$!Jv0UX
z!tY%{#rKGK2{>Z_Z5>xK#PAPXt{+S7PGcJdHM*Z4!KeorMsMH102Mr9jV=zl(gHW2
zODw7-|1$g>^si&quf`~W=8cyAga}Xl_wd}m5w-FkKFiooOF4dQX17+}2^NdqWWRPh
z+4UylHCo+-w>(XTSM6V}Qp-9WZ)coJr?a~=P9@RVU12z3cf6&J>_n&IEfnP@Sk*hf
z8r|C3@K*6yWvkxG#u2`zuI^4s<U3vOecJA}Ps+E$M$nr~Sg9lu-u-F$Yj2fZ!!SHK
zya9`P?~_~K@b169!>YfWe3(jkyV5wWZF`d*^K3ipEz#AqOLonZ<Gx<Idw-T4xo77W
z$+Fs#%8i(t#YWOw)_L0qyD4v}5^lG>JuGk$4R5`uBu?P)<Z5tt<50E8Qw?wCr5kjL
zQqGIPVo)sLb0S%$TBnF<Gdr3ULn%>v%a)6NsBOo=#T!;?rJ7w56+b1rgpp(^R}y7(
zwOr0F3HRyRn_{sTwz{^4OFR^+xDY&<Z>8eeVk=Bqm6MKe?FL#Foi>LMceCM12y->~
zk|fRTX016ZmJB!8EH3@wa@S3QZL6S$q@bYz954MFGucSCnOLns&4`81)h;c6V|Hy^
zDhCc+oTo;s@>LC&9+9Zn9bB?K%{s0NPblE}Y_ukNfpwTI@+EeZZ_r{HYiw<ucFNq?
zh!7f@k&UKZ7Ai1u0b8W8TqlVWw?hf$j}?q6t2POWaglslFA=O=EO?m9ZHTqxH*(D!
zt;n890%xRG&F44qR~)d#8tP`P1Pvv0XE(!PsrDdl)OotlXyBwBe4$i1DduJyMlqGd
zcMaP?T4EvHNR^2js2Mfk()H~|BO?~)De@pr51-W4q*#$<)8@fVxN3#Bxw|PEQgu|7
z?u~OEX?i*Qv?~3i%}qN`bHj1L=Q;7)>=OCLIa{PMa6&Cu4=$=fi&C=HRYnucn^|U%
zIx@I|1WDxTj<l;4W%g>#?b<f&oysB1vTG%|1k-l2X$ylj4CrCvkn<v`Wn~jy%cgfn
z0);E#Cpi{2CR8rA8SS_go0i+eO>@v=;M(@2N7qesgpv{!w<A{dx4F%B$Y@z~YmH9Z
zh^S(DfdE<t-U;lVq1rp0Zc?n?q6Ts_0lp0yriuGDzz(ehQZ=$!CM`m&=?Raok}f#k
z!Zng6)46H_e!wYQRU^|7zt1UhRTYQZ+hH4*5?Eoi?R-$~i&|>t>48n=Eg%CQF>^l!
z(0~U)-lnAt(qWc&@O2$`vz-*ZrtHuPmMy1M!Ef3)L6HvHNwKDrTZG;xOg$Xr!YGR=
zr%0yAX#q?;ZHI4&JzOhYS8PRqn+b`{T<5?x$XozRgt?STIWia8vx?N^sBKz4W_>*(
z>h+_zY9t<%ldTMGX@FZB3Hz`Go|rhLA0_D$p;c73OLeBDw*gCVZ4x7I2r@@g6FH^I
z1S{z};F2&knBaC*Y+*}qfqk)K<EFMzvswj@L9l_FY|!t9uk4&aJ|nu0ow<OoD}ZB7
zRpqt{>l-_CPqobrO8L*_!ke_NN~;T2MIDx9(JJsMS+So)0v>A<{sBnA;{cODqqKBa
zA!_eP2+MSxvML(4Ol#bjcHX9)6wFdBPYX??!8nR|>+Nl0lfDUq9yWy`xI%I5A{R@T
zg5N39n>Dw?L9qga6HL()S}GGO0yP-!@Tazm<qUH1R5{fkf*NeA4T(8Le7SU)u_V2C
zC)>=59Winn!Ys~$(`z)u68O-NfNI`eRJe_%w{skeqiJ|6J>u$)6WZA_F8=3D=-=9i
zc*FpA!IH#7Z<J}zT--rXUJHI^f_BNo`Gcw!s^R!Dn+<E10PR3$FW~IK6DCfmOg_mX
z3R7lq-A9}?cFyS<o$47{?jh~E)#l@JAAtn(W`ri7*}R#eHf!2j-W1|yF5<1gVDq(A
zZ*9x9)j(v&n~DsC##^z$=(xL6k>~iafHxP^0o8hQJ8j$8T?r=}Z8p7)<*MLo4DWq#
z`Kez{fi}FU(HlHMGhJzS?`YH8ss=UcE!|#J)uJn>8rW{IxGCkea6Y){E#02yZCA<-
zXm;=XeBRy+%H6BB!$q15I%4KGZNpp2+Toi<k(R6;g(f(tnax}+-?$;>eWo0)dTXPj
zEA-Yzcbp>2>~7r|OqHd)m{L<^xdu8Kz1*<Xh1YJ&9gvca)8)I{zHy%O_G{bO+41&k
z3*t%wQV!NuDoOcVE?4r-&+%N&+ddALS)TJY&8pSte4H1X1e2DVx9-?EZ{N`jZojd$
z`}WXVggjKM>#+>&cJqp-4;C|V7h?NY<r(}$?0KArE$7JMni`wCo1b<wQYR4f{aC59
zH)$`L=CAtX&b!s-j?@htdAc#0(G71Su;^BVMdWW<UtQbC$=#vWHzMnDcPQwsO>e1K
zwHR!wa_;z?-E_Ux71WGa-xKGfWUZ6hdH79HvE}->*cTaRm)mlM19Wy-xoW}IiXRvA
z%vP(m+^4L}%FJsz*Wp2L3*$U@ir!{d&HSe8?GCYR+pf2ZSg_qLZhAZRwNs8K&*y<S
zdi(O)&Ahk6UlaY~?hb#Oo8EKt&1Tr!jm)U!n$k4VWz{Xpo&QvL$&3`E?RerguDU1R
z9*im|4Z{F_yt|pQ)Ar0agFB0Rn;`Rzb#D`7++k;TIex(Eyp-dTHr^HixO25<U~^!b
zbKZS&rCm9opY3gqT+X!0-tzsp7f)2mBkLQx`|K9s-5e<gBW%`wd7q}-<yY*&0B*YG
z8L3{YStDA;hOTeC;u$$OS8uU?ntlC?4C@#y_nTsdHaNH)Z;^lKg)HK|OF-TFCtC*C
zJ6@*&%<|r`+O%7no(}k6B<#JrT5eUO9M}}|cJXaS;UhPK1`jJYf(E~@KLKp-9DZ>O
zJ$uuZ`{v@lEgNFrTyV;XL|4k8$;)La2T<f(%JaqI=BAWyb7yl~%ERua(cC@XH9R?Z
z>HM~or<|bcO1TaG*OBttwjIR#<9hvh05h>(KL&8z+uPP<O|~ibs&(>q&5-hPDp-_z
z+oplM2WQv_ii<(8Z+SW(=%(x41^^{5<p%UCF6B<D!IDy*FsdE7MQ(`WLTGBsdP=)c
z!yR4ji&MZw=SuR@5<;cClos2PyXfX}jB6LRn-B+{7vFZf-06CI?}Cpq<W*~{K%Jx<
zsC=;~<+$2}+`|{ZQ;Fdwge>+FlD<#yjKd}py=}1v!1rzB|3^r!e1-c*DSwM|LrmPe
zZuRedbPgchYEGPE0&~yph-=dTg<EpRVhH;pc1zx~(P(c6<oTR8-K0EURlD8}$9k3V
zmoyW%)M+k>tFplJtMV$$G#K(KK*Emq6zGz<b@>#Cp>tVzzLRlq!(@{G|5bepkQ~Q(
zUeE3x4u=D7X7Jv_V=>^8#NO=QU?J)OQN;CvLy;>{Jgvdkkpx#quO*EH;xND&&<Y}M
z4_*d@WRY_rBN?=53h~C3jU|zATy~8l6T9S;>60BfS4mZ}DL*o)i4&AX*{H;>ASLti
z|9^KM9k56)y64f4zyH^Ce;*(CgQ_eK!KF83d1!)LC(B*V)$^bBATU?G<DDQ1WI4oi
ztSQTVD~=knJaH}8ljTWhnx=XV$atcjAA~+v*PDqkQ0+{twf9y#E|Vi)H#-n)$Z|If
zLPNbbab3RFp3qg-hY4sBQSP`t8?v7^+7RwPCTbx9U^nDl$e5$<!ULuQ#r@EFu;|ok
z;O#w)cDg1-qgE^Pvb?0xI#_&~F)NPcbCF<Fjn0i5pq1rw7cYZvrg{tVWJ-DBQy7MJ
zyMdTtvfNKYI1-2l?sTlU#C9Uj1UGxbHiT~wz)3C&r4s9lplVj$(1?!W+6w!G4S_;t
zC6Slaud>ddESawx4XxQxl-TGB-jEgG3(gi~g)=+L@39>iqNkCN5mwY2;vyG8x7FR?
zB}TX8-TC~LMXoA9IUZh?6~+K!302{NUhqYQ1Hr-`+X?;N4!iCq5cdC?q~i{(W<%0(
zhl!OhE7jx&-B{@w%Vn`Bp9-3=kav-~h(W^%(vj&f3Hc#XhfeIVz4ns~B1|robdn?;
zMQ#p{4PBuu9SBKA!Hsm?ke?B?&6v5qRHdNaJYU|$gTV4+x#xzSRJ{*+ezh-)D@JFg
ztu!)>h<r(X785z5+(`nq8@aGcPojEjydthZxVf6Vv&MOii#w6RqBP~Y7Pz=X*<L6<
zd3cHQrDNi@EBPyzugC|7Uhir9$q0FoWS@x*UOp79c9R}DK8<{tcM0?BdaV!HGcaKT
zLzrKPS}>;lUj6cw#RmU-;SH`tONMeC{GgUqUL?426~$!KflyR38R`5;DHko|Y^^f6
z!wrN-<ATAwq5L9H*9Gb6@W#ruMOnUbZ6#8S%kAY#)s%d)F2Aq%SP;Z6|E%yaAx;=b
z9}}Wfvm@yR!o-yH0>_$h)NLwK;+W?ZpnecWTtP9z>H=A3k>w?d3?TMQE+LS^kRulw
zk`-H_751hJ#{yi%4~l9GekDRO*zLrV?yMQQVIpDaF=Cdm^tGTHDX%l%jjcrX5<*vW
z3kj}14B1v>zv!jx$IMQ<(v~CFfj@0ELWN-Vs=RjzETE!i1uvgjq8v@-OGL5PkaW9`
zHPGKvp$GyS%5iP>SP?{^cffuOvvRlO3zwGoTGVq3$>im&@Dfi(J&L~@kuM=IUPu=|
z&tUxpp)R1oz+G%hdRiC(j4$4MbP(`-@@Jwx8-#6S3WG;I(B?O0=?%LvyHzL%Kp<zf
zP}ycbjs!0^YE+wZThA7AH`qhPdQ=E_=Jy3~P$qMky9!X~=FMe^GxWIYxvVS8YrNd-
z%5v~`qd=B-nHvmbIk;R91&VSD`y%m*f(Z18DCV_tzPyH4l+V{>c>vca;s7&o6JI?B
zGbXAz0op{>P0%0m@fO4jl4oF{i3FxTczD7&z8lQ0TwSIcbrrsm8+W_0bf~**YJ6gj
z)xi5Q=S7TMOSs>Wv`${fPgLxTEXh?_ZnXPIct+)iVY&@bKD|;X%-%)dM^2mJ?&P@l
z8^tG3l4>v06%MGTY1^rBJflmrtiMN3K|s`fpxVRU9{Y*Bkzctcu1DNu&gGk;*+L-@
zZ!)d4u78M)qiVvOz4CQ2rzd^sT*McOPkJD8megm65zCbt<@~6vl+}~%&eDymTT{Xv
zpM{uET$L3Bi~B%w^kVL6|7*yC9<V~FP~})drcS1><uiE+Y8hP(42e`*_qpk*3<>tO
zrjTt%jGD@jfK0GZ!kE?gH;eTqvzYr;ktT7iD3)oGm|3o+n0p}xie%aY^nISIG)XyM
zYpQfe9D6EF!UNBg6wh^pcsCWxUf>0mEVsHWYA8x*MEaBE5i}uI&j%wGD^fxp#)_;k
z1Rp9`OT&1IS?|$+fsY`|%W*jHWqC6gR25EBXjHjszfm>(fg}m6v@3l<Mg4#qBtqlu
zp1u{$UKMO}2y|%Lk2jmmMj%!=I9^=0bDXUQAB^L1*B;S01;si9^I>w9(7ztXj8{f3
zrKP1LS&~Z(6X7@HTKc(OAXvx<{d)yd2e0bNR72dWfVc*&tex-oFJt{}dT$IB)#_wD
zxK)^S?@8T`<f~D1l^vgOX0Ns;i%t+Mu);GexN)^``A>u$n2lC0e}b3;+-rrK14*NF
zvtop?ln*Ov))XRL-WbU%CS#DHMyycT$_-ax(bc+fD6u&m-fi7ioW_K=LZt??)=;>k
zQE#R=4bD*XH3@==iE!21sMc6x%XYggTm!+xk3+H?G*YPeI?cef*4VX!F3(G&8kCK)
zG^$>gH)8p6x7+HWwPGK!K~k+|^M~@oXb`CkY#lBSg0;+Slql0``G%qy<%4!dwV=w{
zhGY!=BzRJiOelBjI#O8Ay20TaG7FS=o|0Cyb_;f{hVYhUT%ZDzBv;0LWHp4$gjw$@
zMo1s2z!emjapj5<;Tu7+q=+k#tXp!kJ8^vdAp$=KS4y&tHd}vG1as?JmZTfy$UUqQ
zLCBn}=;!rSJnQv6=f+j`hK+c`JCP6V25bC5N>H$~!j%<iT37OmQAIrDfnfHgN-_-+
z7SvQev0N@IBR(=>@UAR3jC|Kq&Qz@#s<t#EW-2$M5m{Cw%XuwWv*`J9*2u5rE1T;1
zPSkCE-gZFjcGylMK#d=F7Y`PvBP$FgeyHVw3YNoUQkdc=fz_2W<i*W=Rt~NiWiyIq
z6n^I$@~(twH3)9NN=Nc8zuV+xd6(bh*{r&&(d0E*o<#1NRy4uBnX<g&8(fuRj$cxh
z)^CC{Gb77a_^m*`y^h5<B@T`|^`IaD<5R^)^B_h1&!o!Zp!DTMy!F{4QM=fv<=Ry#
zQV>Y4NIrJws>`PAM`w%~qcbf9sGBkno4$1b{@d-%LEPiIp7(!5dj{Zl57tD`b#F+I
zNhzX7Z>_9cyQ~XtS!7gK!?<|aSW#K?M&YWG>HCdJRTevz)%$I`Ue0F&OO9?nTaJ{D
z&*vM~nr&&siF#Nq@_c0zc<j1eRo?72%Bq}~4X$iL*)SvoEDRhktLGzFwz4^mTC=Ha
zU73ScQnsZTS?c;Ia!qAJ0xR*=?0LxttgtZGp0ahFAmTM;bKJ6#SF+|cYpR`Q;xYAJ
zBT1}CNk<sOLYi{8WxU>o3*)Z{R8)hv#_dOZ)90atScL^`hHF^DMpfmlmkuL>yC`q0
z+zM7C8!}SWNJ=BLJ%Qpi=Jle^r%T{KwO+Dwd1QVBFUlf1scy5W2^`2bN{>XdQB;sG
z2Uq6mRd@*oRTuwT0WmTE5+wDd66pRG9+>%wJ+lnrw)_y~Mxj%rbKa{j8_PG1Urv#~
zI2csheZ|`vnuaO;NN`dTPbEW}T~8&7%eAH_lcebG{f=D^8nJ0gzSVAEapjd_xTI39
z9HL`a-j!{z-?yD?nSaHu=d;;zQ?l2Vvm-T`3I@r{Hx=_ODCk(-+ia{lpmOujia>g_
zpnRF7h)TP0p!`X6ij=1t2mZiNUx})NB$Vatj@RreB2><rku2|k6J?2V@I!iU+D}vm
zM#ns+{NuLo$-Ch9AXxL84PW`w1H(7fTksosAj)$=>#M~lOlXZEA9fi0%&YRILQp6a
z<V}9Z=f1qD*~@{S4Uegbo6r*)w(+1K=$$u;NIC*B9YfIOyEJO_OlR?s{e+7j{pEWC
zc=j#TxT;}DXCGN@uiJI{R3rz~WnjK!E$6LiJLj@j@Ng%3)8PM<1IGRTouc>fW^2rT
zq8Y?Iknd?WW8anUfxyRfWq)uDt3iX`p(>9dz>Z~k46&~qOr(O>5%JuoB=bW?w%nC@
zpKLZCSt9TA5Xeca^1)>uMKT>!%Qsmh%ez6Ggt9!2gFt4s!FsbMx+r|Xu3K>shu6e4
zAkK+OXLntH(3bc5?J8H<;&z`~o-CiKa<e1L`vZubWO*OfRaIS&ByY0Z8}tqJoXD?M
zeOVs)#(>Lm%QShQu7}W2W#b{jUQ4f=oxz~3((AKPP>{Lsz^#1CJ`O&K>xo>rQ)?iY
zbB)ho?h?97N1ST>J0-pMw?)Tde6L+k_!8$gHIYnPI=mFfCttgEZRMI80f-T0Pa(2z
zIX33RAtaUW^;+}x@je*WzRbaca`t8K)^yMDfW^=-G+H~S<H(CePVPyU#a<vYP*EH-
zMFwgnj=P@HCozjzSAy@d=SrXM1~o1-T>*Fod6~-sk;uvfS=}(Qd6nZb^1Q1)j+A-V
zRUc&_JP#9D4vWEaWqI5MTdZ0HgDqPWgw?*GvR$x9Rkq78Jy&Tj9(Gkc?wBrn$DRoS
zzulLgu(;9gR7F3WN|j%ncw&Yb?d4w(uUhU``y$AGqRraXfm{xKgHM8-dLSfnnU-U2
z$jH2&jm?2n7Ek0saVyQ!WGqmNu3<6e$?_1?Rz;S(v%#%fN`rMeH)qshWN{p=sR52>
z1*b}wAmUs^^_Zqa6VS4ssNv@m8PlWp>k6`Hh^+sU{UqlQ<sTCv+~rJJ(o`pjX^N*4
zo*zF|s+&k&@_RDx02d^xUTB_^_<`^~<W*@l%0mA<5kYjASIWOx3(89KG;7_)no)qr
z4$3!R?(whfr{aib^VFW5^=>meqFACE<&jKHvO(v;^9^KqwidBime(NolC;!MSr94t
zvK;)AM3sAqnQ+B6?HSd+EcgB8<+d!Z4yqk>ebuxq^?aUKOug4P11{*acTPhX0gu6t
zc2AkU(XPnL!O<L4<mDhOl^I#ST<J6QT4NakCt2Qx2_DFD6U0F^KWIdl9jEegjRmGG
z&o(1hl4XA;-;6CaIt@z|KV^bCQykh?ug=aERCD?uy`mg^+t$~>m*?d&KTWmZ+_WCH
z!R;}M=<-Y<A=<vuXJ9ge?HcJ052+8O-noVJPAchtv(uT8<@r2#y|UcHKT4B=EtA?G
zH{>iL9wjJX$wc14RV!*yE1lF^;1Tf#FY{|DQe@>C-&>mEJgdHz<RP?DUrU-WR895u
z!U9>3Wd)dcZ|y_KfV0?=6`drg#j3)$cwSYw0dK6`(QHB-slLc~erN3qiR<^PhPq?W
z@Azvk_Xqw!RwM!FT~%Rp+D2Pe^o^<?ti2pUu(g-FmS?JpzzRESkMfdsUsZr0GxgmD
z%uRnrRrLGS<rz_dJF%8`GL6dH%k4^4-q5ZXeC-u&ZgthW69!I#sMxMAEJFC+4H`jo
zQjRcqn``6M;9W}%3rJLFNqvuU-PUWi13pp(W6;(S8|0`rf>w@!KUC|Tg`WtZ2yR3c
z^U#P&ibPGxT#6oc#W1eq)mv`jmr(W9>(;GXjkUo?$_%I&!-ONEYxpM1q9j9n_-oYV
ztvVOl>HGCO#^66oZHJ5NBjqfZA#p_=j8Hi{$*2NCt8PtIM9ei^S%I53d{xoz4BEb|
zF!~U?$_l65W`AziEBzo2PEs|pVuSBzy5LdGsK>gXF5qtX3!CQsc6FQ~|KsMm+o>3x
zBD6Whw7O>+yt7NzBtf;`Ry9VaKhqX9Tc)f1zF872L82^IHPNz|m&hhsk!2>T0))xv
z$O=C+E0wijFb9<x)v4-WxuYs7ePgDr+S{%yw^e)lj2Ve)Rkc0vx~jd<kf<SQ(o=EJ
z*u#e5=NNA6Zq^PkWawHq9W{7k9~*(+8^OctM(!PK4E{1)pPA|K!<MYM0g)P4HMoc^
zS);Q*D}krLYvs?2THK+49L+XuL2h1^m-SwAroeyxBE5B}&e843$@VNRW-^%rss?md
zN7cBD&CaSC+=u1L8prdrzFn{4cW3p?0!9Y19+lSj^&TiK6f5I@ro<&9Mn0cck1&kh
zy5cmbl-Oe?lw=$)Y3apjqu(~_vH?g@)KLwnEce+!+^tV9Gd3u&%{aDjRhuV!*bw~1
zs1N$pAexXh#=!TQss<uQFHkjcI2ahJCg#=ZK-C0E$K<NU48V4*J<ad5mqm@41CJW_
zfEokyOKc02r0RiZxxsFh!D<k<*t2X^;|7VRYJAf)s;b6FeAZSq9dP7lR870;&&<f0
zX;^E^Hc3(n%(Bt;)h!5O?5bPL#Is^ivw0fglx~r2LwR+&LGM%%JlTLhDP%Ke_WlaV
z@Pgp#2`RcuykjgY(T%M*ij+`;`@|cn2FxQb%bFZ#e^mr+_C~SZY&4q9Ul-Rn=;_+I
zsI|A4Gx)<r&?o%b%1`AzORc{z)^GBq<gjSVR=xk2T@OQ0d?&=Zy9xI5rd)SA6PoL1
zVBo;tnM@1Kl`Rwe60OW^KB(2?k_DAxda5EB^ecv}7=VUZTg&}^$5d(o`B;?Zs{8%r
z{y?pMjFe@?wBKRDB&pcCY4lln?S=slV)gDM4A))}1!lD>DjYZHeG(LV5F`Vo{W@k?
zt;qZO@TRu9uL{4bA1J0kb;j}H#c$Z)L0Bw4DO=9LVOI@o!vkdl2PUsBtLF_m=JJ|8
z<H<i&bY@$1wZjKIT<fYCTJlMr8#QBfLmbt*k+>ljuyhgQMZ*vs+OD_$+Rn}JqeZbF
z^!v0cgjmOGy}5(C`M)3^i-6x6J*SA@F@omrlAD!_7k&@VflWGv0NLU3BYW@y9n=7e
zM|;%&eQA0y=nRmbv=H@jtE=xJ7l6Z&RK>}1+>n>AH5*NqL0Z7Xq#fNRn0%rc?0|1V
z420meinBIx#8^bTvE#&$JNV5GqwV8!gRsp_c?iOgjC{V?ZPF7M3#rPrqK-KD!s1}i
zp*`LZ_lo<%&`k`nbDR^?^E3=q8}F~0osKwwz`$tZR&vkcUjkcgGAqGTA=M!E#jS4A
zq21?ZkT5#8!jrH<yZ-$!s0s$sgm<W8rWr8tW>7TZNRrE7Jmkron0hg{Y|PBy(F8pC
zEjRLmtIZR_+Iq{W*J_O#VHnlQ>^g+qWxHMr8jTtO!y?a7Q=MIk@Q8uMEca<0NhXaM
zdh!AEcYbV}vr$@KK-lCyyn~73F=2qGY3g_(UP-6hIa^)*Td-2uyn)mpwHn66>_9Hh
z9xc`(^i5nGk)+zL;->p)UTxD+4G3Xlnw1ETOwi$pt|g8^xDa3p5?`||D0ls!gCzwg
zG}+@5FqoFhT6Ef=7T`F8`R&qEn*k$!%;^YR20^nN%1Jcjv7fd-5GOJW{1%8UO{Nap
zcnk@GNdo*IgmH)und?9VHlPu<qGUjKGb<zpN@SoCXPnF=z~>co_JbmB`?9<i(Ix+O
zu|9x#G_jpGmkx_VQ&$<gaaf9hM<@j~HeGbe$mgr`IgEM1Cq*!@Mu1>3LAUoEyWYjU
zG(DOb_M(ks+h4GqBxzko?*RM*JTPXo!7azx^ZnihyN-KAktSX5=`cNrFi>xxvV|#f
z8hQ3v+sT(XsI!21UJQ@M5A>YQl!P$m#88b}*yylq?|%@V{8#Kc%$OOFAPtOu-=HIB
z%m68#nCqK-Af(X;BS7=W+&~=R0f`Jr)bnL|rh|83ozW4F(6wmx!Ij}+TIl0Cbfg{f
z(>AOi*Rya8A?UI2+{|>xx9|`Z*j!kkc!$TrgpL8lK{z1JW-ICA;SVPW`G1FH>2rTT
zj{sj)9HDcWXor!QRXQeuhb2ko+^c~gEQQXeX@5Z-o`9R8V3cxY%$9?^Vq)v15>jz?
ziBbDHOd<%}O3}G`^?G4qj&Xi-rn8D8b>#}OLxD6^+we!6Cs{U@QDO+g4VKU9L5JrN
zIJ<^HDoo5jgJ6QO>VyLw48i8KjU+%s<ODOd)JiW135x-OV~Y-%d0`?-2C&j-An^nU
zty_rP1%-9r_Xjw~)8IkT6xZUKOGj&rat#Zde2xDtZ9-!q4p@-zfCw*4zx8u)lXws!
zDXGIk{>R0fck~A8yr^mQXt7%2$P>q{EY!AI$SZVkr^`uiT488VjgRznAT>H4f_NhI
z`vz&vLFFb*C@b6&bl%C~n=`b?z+BS9F$c5&@fSyEE{^9Ka8??v=@Qzah9Kj3tCWkT
zJ`775^;Pl~0&QwAX;XM45VSyrCSh)ovCJaLH~(2lpZZ*pmdYyPQJ0*2zE`)Mav3pI
z@*Mu(&)iur*P=)$&lvo`SVArg@W@~xS7rYZ+STE&*|}t4pAAFA&KBoj0DYg3&HQS=
zLNZxtV}hc>s(l|jJs9{tfoa4ZE_LwAJSs2eVdUxf6X<<fDqfHT^r{38NGCo-&v+s8
zJvXG|On4q>ng>x#{M8AIgaKttP}jyVmo%7-CLO9g;8<brb=w)VdygQKEqGQqn0)G9
z7`pyUaw8Ii*DK<r(_Ck!&4f0Ly5dx1j`Nr3<I%yA-g4|*vo&3$gRf1*K8RZXP|QVN
zWp^NroN2PJ*biU6oVlD4G;&kRm9}7}eK>CznT%qRg+Frp0Rm%-<#7t<W6I8D*}>w&
zMz);Ke<nj$gU{Ghn;5!o;;KyyV4pp;iJ{Z)4<s|J17>^*R7%HBT)_%*U*N{#CTki3
znDB17eIX3|wqn<;w)@L%MQsSOBUv<aef|qYa4x`?YYMu|T5WN5;?X$UNccnY<73m}
zp8VKnS>RZz4Kkh?CUVmm+7GcK#Tmfxf@pB4Ju5bn3?Rbw#6}Xw3|n~{cWfn|tc|0P
z59Icf26!?RwZkhJRI60JXBq-t{!!6_N@uyMK4-R<*|Pc=&E2cfiu#6o?OH>9c5PRx
z9rY2n+w46=>+S&Q#Dloe!J)6vZ-9O3MnP8)y*-MDUd6XsOV@6nfWZcz?<?}?`IY>Y
zyx5U3)n2aLO`BC5ehm>t3kCLfwpfCv2;4l6pc))pPlKN-9?NHIyu1-ZHme>)0qd&M
z^$B-9xyfTt9hmAgyHR0%c{&{?ux+T*>=4Yy>a={wx`8~s?<8Ss)pl`_%3YQ1N@YfF
zx~#Bv^;hmJ92@va7{~*AJm|*iB)plgxu$%k1x8fT|03nzPwiu_m6%-Ig=-x2mI=*l
zpBHEEs$A~y%7J4Na>Z$hTRANG9XCkuv+sVf8^$z!DVE*9=vU<BVW-_!)S8ucMeSXA
z#ON4nB(cbnxFq+32Ej^R?gw4rw`Q-Z4IBeMbkzYe+@7g6YVfsPo46zWJLq;a)jpKR
zf^M_hRl7*RRgv349B|K#qW-=<@yiT+NN`Ui8*d>hM3LNF({5M#qJ2}D#l^$yHvIO?
z)w+N45eN|T*|7}W2i{9QFFTgS3fZw*wp>=_QImBWYI_m5+=^p&Fi2cAaBWsK267-E
zxJcwc3=BU}J6U|w3nJNJ(4CVue#NK`)Zs2L<LY=6@>VX(yV~Hw_@dmbreD`T!uHS_
z?s5<Tu}Z^cZ2EGQf_QMXKNDP0UzK|-Q03F$rL@H!wd$ZfsK~3^?LjA0B$mb?l*Oje
zaU=DR0r%uf9c#dUVo#eDRyj+Ldc19bh{&73lV??VQ)lV$;TuYytX#`qQ9Dcvv%!+m
zLJ6|H;9*uSv=C-M9Z(8Q{BO|Ue_`jkt@n!bpT{FaKd5P<87}`#+nMR$-V^-fvLv_7
zwqdDC9!_U@nY}Kxz?*sxoYs69{yCeW7a3VZ&P5}T1M5?KJjV0aE26oc>qTngYiHmw
zHQ?X}a<#9vvfQtzZi7G?u`Gvpz*GBk!NW=tx$hT3i?Us<!h({U0&(6!KZBkzqy}yW
zUZA%8wu73bI7GSIO}Ny+mgx_q1`bWLqqf=jp69C#C1%LmZMCha+Fq6$mLIKFz{{59
zm5O10pqYJ3Z7A{krsb*)EB$JxFE>4Q4AvJs&W|obP%K|N1ySC|h%41eZXEeqA;tf6
zYhDt&UWH&)60AC&i)rl!@|m?(Cv#2Qc@+fw-`NjGQ4mGq5V76^zl+W)32Tbmi|)dW
z(I5$x3g2ow#(+IxO9)q()4vgjEWc?n_Qt0_^}v1iuOYHLHS^??vr?ZPKmJQ6PD_3I
z%ok3aJ|oM&bn@JpGqU{D$>#jLET5m7pZ}^XKZ8g(vi$VvGxPJR{Pg_%Iaz+{bn~3L
z{@imHFFr5JFTEHny)4VG{KhNaQnc(Zzt~<lq1to&v1tWjQa<R|(wx=z?Ag6LE6c~T
z<Jldud>nDQRQY&zt$h2o&0BO?z6oh7WjUhjq+~f^!pm}^sDyI(%b}dsV?{!&OZ_Sn
z7<Poep{3Fpf_8;VwKa?$fp?tA2)ttirlM<*%qWfCWD4;th~~0Ipo{od!XrWFa+naP
z7}7J05@ACw%{0XQdQa~SmFk8*Ha2#@Ml=!Qgb08v4T>-3Br$kuNH_Q{L9DYO%n-eY
z<XXoY2#55ASx;cseaSl^kXlciIU^9KPMtm{5T{O@J1gOj=FZFus+ajwr_KsT{Op<e
zCgQoyHRqcb$eXWUcuwHX*S`_G@@>K`c;(esuMiN@rRUF|5f~lEK6Ugi{4r@CxQ(#>
zckjZD*;x+e88OTVE)Y?t2;z9#wk?|pb!y}2$mp;b&$JwKL@>uA_!`n#q48p0(p#Gd
z;m)*=r4a~vM3Ykp^CPDg?@G)4tC@5Q0gn(@P;RYFAu5%ug$dCR84O$^M5js<M%8F(
zYG^2Pk476;k)Lpbv~45nN7k<wHcx`%y@$Y=bg<08iQ2I<J5GH<IP!IC69uZ4fRhAn
z*n9Oaect<}lQ=`CJ;`S=e`@XwA=95abDChO=I7@H=gX;6r{^Us)!ZpLLuXE&A$a4t
z^Udcj3Uuk`FMWN9V2xjfX(0^QrB_}FC?J`iKk-Y1(EfmX<Rb(}b!Xn%ON;<86$05C
znoTg%xm~T?WPMk5r@&6xx^?Sji6XLb<LLTf@pB!*9plBR*6yNqbPOS57c|BMzr_J0
z=h2aI5QcS=Eyw^g0kfUbko5_XlM#d0$qXUZU8-deh#|2nIZR{5v#<_wk{b-OFB>G>
zrh~j2_7;ucZdUI=B(YR#N+TTE&BWWGVA^RVW<FRcx&UrNr2P7cFM}Gx**bml%(;0n
z`mh{mS<Ig~J5NAt=gvt;X;5r(S)4h0VUd0{&p!9U%Q*ZmT>ARAUZ=}m`Ih9_ec^@Y
z7wDPw<4+vB4}X00BL|BFerW9#JYRK?dmQx%L}e9lEW2Sb>^edaG!C&dP+ki;NF*xQ
z5TSzUd@rteO(+vg8=l0&ImCC?+h<P`b~<v-!B8`X&M=gu5w2QL4Wu(^LdnmirHV@v
zkBQdWQbZYrVrQ~GGP0hK2y>%&3*jpx4K0Fz(=F*L3>^|k5MS{2ZQF^s1~K+ZtAb*n
zwWTE3OW2U0&Z~d<#M$|CIOL~JojZ>}KT~H;H*o|`pF1a*qs}zXUm$?pv*#Bt5o5@O
z_BWPD!F*%s<tqecytEX&NV@0j{HZS-#~;-P?mI%7=D?kI<_TAD*Dl;$vs1E)5EiST
zDMc({9Kv3%1S7m<GmS9nU(z_JNK&NJB~mG}H%u|a)to?)%-Pd0>WJp3w+;$^iq?8m
z8N6J~vDTE0NF`cYAeA5@2tk@kjf0?tIJU?l1*)t!MVvav5F3BpgQUHjkx`^JBz#$U
zPtO+O>VT=Z%dT(RzHQsKOEmIZ2?rkWBMr%%#D~i|`*1<<R==yQ9;A#jvUm|1_qns@
z&J)IH6aL>8gZ$j{L~i-q#Y+JV@(VA%@+tw62H$>FNb>W~x6hMqsy{jN5aqr;de<Sr
zC}Qms<gZS4XX_3-w*x_m$KgLnZ9BdTS1ic0P=p{Sf?SO-EX7c#1q7_d1oo}g->bic
zyw40tKuHgq;L+%|_O_u7<A_2uRS|pxJ)<}cBb|C*uuFmc6)FjdsfGwLd1`VYjZ!Zd
zVKj~~`J)a}Fw_xAc^F$ax^d$sq8cM6Fj`oeR1RqEGxsBe`bf#yvKbG(@y$wwA6rGT
zjc4o4`LoT%OK|^J&ovil92XWYh;h91&94jS+*e+`@-InhK{32c=-lVdpZUV0LTc~*
zIDteK?!4XFLmB~m7aT6VwGPp-!Hl#hx$K~aBUCX6@{aAIvzs@Y`bP0{{mAg}5J^LZ
zKUvJBdXqNv`O}D5le6_zeNw*;3-bEDqQlaQtcWzj+S{7mLQ*-SB)H9IOZ!t=8`1r5
zhgIAfBdw9jEMV@=oP=vZ-jV4hHJMBE&)UeAiPUQdUhg1y{XMI5`jI^aXw49!-yca~
z!;mf#MP$J=%*~q>z829nz-WS&fFWC4T)H1c@A*qhBzj=51Zw%KuYc>cKsXtfE)dG`
zGtV5KCScx=ee95Z8_A%xceh|o%p!GZPoE@G6yg{jA4iHuev(L8w{51BI=E7!Bc#5E
zr1^r?I0?q*DHt&X8@}Ka^(mvI@lE<$+MOwm8wCnF-{c4Y(nS-Ne2FNv)2VwAHT27f
ze~I|ed=$yzPJ!aHVC8KB{hNYegE3EMT6N;F9A=AP?nXyjb0CesD3qf9e#(Y{LgdTg
z=d}Y1<Kw$`?-J%fAJYYJbZd)n7&LTHhmleN<byZ{TGF)DU;OsBUU>}_!>g}>py9}T
z``h2VNJz!!nqNLnIP;(SROQ120*hKw82(-3!cKy@MEzaJ?ZETkS&0Wv;P5DM+fYm5
z65c4*@W^n6+|=G<AWL9S!B^5-_OnQFL%^VKjoF|w_0^4q)V(Yv&;#{FK~0Ey^jY|Y
zCrbAd!Z27Kj_OkfFGABlp30|=Fr6JDkXBso=;qB8&`mJx+=kwC@nKLRBkR8@!Xve2
zk#SETgyJyl-m`ZvttsTA+r-x}L%*l5-d@yN2lUGN0%35c@7LbI`@wjB`^CkRi1~K$
z{9K*LR-SyMdN)D!gT}j!xP5Y9yLXVLI08}yUK6cQ{tyu>BAn+1q%zzpFl<M`lO+bj
z462{rI^?r2A?uFL?*?&dt;5CktbPylyO)DI3XTT0+}19d`h7UbC_c!L{JA30iX)S9
zZ){Tkm6W5o9Bw_Jr_++*Zb*2RtW_d__&UT9BkQjtjyZp>NL++!h;kd){vt$Dd-v{r
zSEG=F=oZ(8he;S=SfJmh1$z9E2R?4&0=@gL;_Wn~`TcuItK+8K>78U^3(n4+z2kOn
z9M9~I<C$HMr>!QA0y0pqm+lK`e0^#oivA&;jlmk(1tYSH2+y^nO#h^I2&#Tj@7)7N
z00v5Yyg3M-<AkZ*tLZ<&6$c7zu}qSoWl#q0&_AI~q!!YMnhv8>)GAw3U#A44-ZSAj
z6&oaVsx*zvDF4WAPcy?D*?{%8!OXl;{2+<~Ng3Vvu3)@(Mn?EE_Ww65;1=c9!MJ>v
z#$|tQ&v^EJvVPEC&_C?Rgp(Z?5zZ0B7sn_kyUi3N66Pif@gN8tqCr?VjxY8>`%Gx5
z(KQ3Nsi+^>3$}2N{zLd{id{qYT7;H9q4V`6{m94A)*sY0kOeIba&fezFTi-bZ-MKV
zhQ5|<Twf0(xz;t1i?5f+b;~TL=+z=T-7q3p9w}uYI={742VFC!qex(sjq{AOr(c8t
zT_@nbX`Q2RERyE_9{7Aac8<S`JXbr|5j(dNRzPkS|1M~Z9j0L4-nnDz*oXuP-MC>W
zC4NF!hjI=>Fp5t;CFsBr-*z35Se?*Y4k0}2trtuB)I&H<;M`<{B(Thcz5tHu`{_wJ
zIZ!r4sKe>hCDd8J0bUk+2gz}IecRcv0UcoIJ4DR5s8pAGW~mM)Y4c|6^7yXZdq}h~
zvc@se-rg#v<hO_xfuR2p`W$ZknKPbkO_mUn_}Ky>gm1f)LKkz#=27A5=pz|1%tOM5
zeE(B8X=n6k11!Z26Z+e`${^@xNbBf*4e5tY>AWOph<*gK`lAa-MOw~jl`7mZRN9<+
zmyw)v1iOd!wEFPxMfmr(aJ}0|^$QCb(cB?Y`UXt?#m#akd#_JUZ`-zY>mOnMU>qDX
zuzgzVi@BjA<jlW8B!y|Vegdo(jm*z-+giU<giva;Id(tvO9z8VQZu??JxMNx<$^`;
zxs4MT0=Gv67soq-hfTj|JD^nYS%0l-DM>7bgzitn|Nj((`JPM>TnM-l17RdfN%z6%
z9$9DC8Ovze4>A)_f^2)2p@;w6(U1P3K#NWtMQVWIVZo>~I!d&}2NkEn@0Oe$J6r!6
z1@UgU_j~WraPkJ#uR7?`4Gm$B;8B7%iXR|`SG|=7&5Wezui9Gb(_-FlM<96pol#IV
zqcrVh{T*1Ftp^1Rb1QuUwGFJb-h&XjYGWXfuT%R|S_Cu7>(I~Mn{dM!=-%QIdbrOb
z{VA;5MdYNJhu5x@V2SZL_}d#o*Xo~uHO8MQp;Yb4!qR$U`*!eLRQ^tH{ad*dH<pMt
zVm%Yu3mVr$*&3V7F+L`lBy=!!aNYGy&+6{5qqp(V3>j>S;0y|0)t)J52DEJj37HRx
zAd(+I=y?MvM*bY;?+0*|E%>1{+^5FSMQ;s*yh3{z_GGl2OIL;tEUX`aP>P%vXLvpI
ziZrEu0eooCJh2T{dH0@O?~*S8!566@T`b}2D1jNW17OilVXuA)4%tRqUpNd6{-UG(
z3Qh}*EUy2Lmh|TsMLi$V-x-!vFoFdZnW<jG%n;JvL-eL!A1iA2Y}MPC)X{pkp<{f!
zi1^u;kRXT~NQl6{DJ2r=v`~5X?jQ&G-JuCktMJ^<P3ntVK;aDG?WtmJeeVRw*pDam
z=Q3!-SA8Tu1uX-AehfkizQ<l7@WL&J#B75E!W0y1<SOKbd#0GW)xXp48N;79^`j%u
zfc-cfFs$dHCtB~P!tA&HGZGE_M3Sv-v`MydDfSm=8bG~anlkf1<^YA8L)a0%xd0mL
zr^Q^Rw-0W+Skh95)+GBP$hnNE?x3;5Pl4&ygA+ufyx|`yj&G$DFAP%Z9x8$FlgsVH
z1%zaeV;}eoBB6y_&ECWtp4C?oq<`Z<z3)uu&y~yiq7LD5$<g@+=-bzkaScYXXCKtv
zrwT|<F;<*TWrot1GVny`I+2Pk!ICT?c?H`$fr-;hW<k4C>-`0I;t1qVgl+!?r1fuL
zs4Q&!P>~#|pAUh;ERb1AYZG-O>t6RR(xtWbz=Y+6vT(FiYrT!!x0^N%r;xgFUyim1
zfU)=mo6<x-LRmal0(<|moF}lvAA@ntmmKh7njkgEX^-4TRb<a#3(x>%K$^dpKLII0
zm-YWb<Ng5&NP6$%*({`UnM4M#AA*ek7?lVtF%Tk+9fOOs)=x^r_malk*SqU+?CHsA
z<g7=Iv`prm&rRs7)3EX`4B6OCS~5g|yq#Fb)(!ud>~-%Yo3@Jyjkp0*lBQ`=7h&=+
zGm=}+d&M<+CFHr5dVh8Gv_7>H#QpFjEyUi(Me-sA(=tWC*%KJElSPBovoJaV(g~~Z
zjucDj6;SgnuyX9d5^7}dZNVc-ryz*Lp_znfKVHI2iH>K~Nb4VmIpg~rP&1hN>w)ou
z&;X`!8fIyKS-YGecc`WR69KzTP@%7XS8#89xu|Qxul*i%6*bD%b<ov4yP>mWsL+~|
zqW=SU^TY6%dnecC@*a56DGZf&BLR(vnVC=9sG;}TqzW7ee$Ug%I{k=aYrS=P?{1s)
z1IiwAN|^UgXFfR$4(Si!(Ie1nq;X`AfENbQVCx?p@LFv_F}Tm3hLOv(QqaxY;TmK{
z`7S&-C9DZfM=wn-=V#!RN2yo8tG{D{23vqQV>|o<3lHLp-mlvPG~3&LQ0E_=fN1F0
z2jc0JC}Bzsocc&ndwZ{3@j1-5>b=P#YCwZ1VfKm3dgGW$WU2I9NCgMcWeORmG$b0}
zcwO%^1>!a*Hca--Nxcuk_ZGM)t^Ya+!<H(}rHJkU;#ydxn$SJ1Lj{n43iKbGo!+5?
z;GW-+>TMNq;O(HXzF4eN){C~jj9^NLayC0Ah2Ww;h@EWRC^<W`>`!1Y1GEayik{xY
zFba(7BpTk2L$f|!qEUQ*dm%M7r60xQoQ+9lWc*G|fkI_t2+upA9X+U2VDAB2s~Gxu
zcDuGv(~+XR^#aW-bSfk4NozADMxZB~OJMS7*n0aYO90FFl8t1!6wv))dLqq+biTEK
z3`LH840P!5@UO}oU|Oz5{Lx!L3ft>;eH;AQekmn5M|zo3ZUiD=)w}CpwfldG>H(WY
z-nU3y_cnn#$Il>XjQM)7Zuv(`|0Ls>*L%Asw6{}wljYM8Li6$jEjr|SWm_g_s}GW&
zAK3y!Vtz>H`wQC9W2sN4C{!YGsDZAsg?{Lr$2D<R5&3{#vcWP8uN(Tgme-D?^tUod
zb+tNAsum=l%*MzFshPd|XzhXjxJ4Lv2&F)K{0Ccf4-EGELxmJur?)ep{L`r)KwG*c
ziZT{<L$7v&=vAQKA1y5mf%Z-@mQLLvNISn+((cWDV74api|Gk{5k1Vs5+-Hz-ZPkO
z){vHYGM73Ex{}SoeG5c@rls!F?@r&LT~FaEftB@R7@6xOO6#DmnzI+cc>%8y8L^#p
z!@X%+e}CAP9fepO`Flt44|deDtlRcuM|DuK1}T}J2_v|=dPq2F`#`%a{wj3occ68j
zf|m^oV%>{VAeQ{;B6X@aOP@t@44qaa1?Kxsf;zMHiytEYESKrS(j}eR{|r2^|F7VI
zMoFt2)80*yD5KD(dW&%NBbaLHJ%XQ7j+LgtD2!at1P#}y%y?xoL?{PcdQ<1ypjo#S
zow2djs$GZP<nu3}aUUDgDe2TZDD47hqABph`0h#S3cFPz=J6JoUj8h&Bcn*C3r=zi
ziGsiD=>3#UZVqx|FIF&wMy_mBkN4m=Hs*kH**{t&ktQRgLFj+Gc1d;T%dnJ6BHM!r
z`OMHgsGHV-jEQa#DGa4mT4#%Lap9W%P>DVOZ9x}hzjd3Sn%cNgFjIpfrJhh4By|A0
zgG>A0fbfi?daHrT)NJh@=;Iz}{-=v#)jU@~;r$L=exhWi?%k)mnLA<f4i<4|s+Q8g
zmA(@bH5dr!_5x*08GD=E0dn{X`jjZQ_fmpJ>))pz(eBWW+^ZwFI96vsEgz$=I)a{A
zZ`CKKK?XN{jpb9!_{fHl^>SxeIt8AquE^s+NeveTXF8gN{rhpKbmW<n`9S#dzx4Mv
z7E-Nsx(jQxcOF#McxeGfQ$vs=80YJMC>#-3H<W)PGG)pYEFg8`LuHu9iCn6(1r!lK
z2)7>+7K3679|>q$OHlGG4&H|+_3I|M=I_AT?W13sFVY7V%=n~v=731KQxG}2Q4odW
z7Z>_6Iz<dut8WPXGgrb-G`sgafO7~_csm#0-sy9?>=~@D3nd%IN55zw7bW<&=vJ)$
zF-#$75Vq05xyxnl8<yH9#s1PJkis<e^REQ+HmnhyorD4S41SE+4>#^2ErNWE7+Bti
z+1waR=1>pyrBMdAsIahZ7*rk1aOMtY)23Dt_2N1rqt}lJUGXNpb9k6-vFo?pwtxR^
z)f6UN4-_Uo=s{8J(D;8)O9KQH0000805X2zT4z^pMM-7=00p`L00#g705C5yFETGM
zl)VdZTUUA}ctBn~pcgLm1_%;@boBr(KoF8_36>=t%CKzOvS?VZrX@8D4=jfg^`PX~
z4LNRuJ?M1UuUt&`bT6}c3=>RMIGH4?N@mkcCh5y8rnb177gMR-Vyb4hxPz)K)Xr9l
zlbuPpJF~n0_n&hh+1)+0>#nxJ|2*zF|M}nNzyIwCBzlC{D1@-Yy5ARKFa26q5aMU{
z3-Q}|FYkE*|Ev=SN*?{yIVBDRdc-A<{>X0;p&pUQdU+`_XY={|C*okQFT&m?z^Q+S
zI-M2=M`?V%CeoMkG+XC_8kEn=o_ldm1XA&i6mCfL<U+nkhy0#Qh=AFANA$R%nw2T#
zJM_;V^x(17k_pknE@2|?n><sf)|<(8@-^yBt-Q$m|HX@pdw%a=w$rKgCNFjJ9WVb)
zy<ShO&&E4dk?8Fa{FfUq$li>Y+SseQ#PhV25<SE#e607Ir)B8<c05`zEzl3R=tGM$
zkF(NoueLE0@;9a9`C1?y5}UEs4(&RCp(QNaQz)co(84|XcZvqBr=5#I8aNb^>yw1u
zc0T{jfW}lU;AY$T+6I@#tfx-GEqVDiO%zbi6@m1nwnzWFpjR)qq(im9AW%c-qNzif
zY~J%jZb)vX)zSauh73dL`C*qIk){U|eEU$yUzZHYtq($COA0XB7fnS-D$x<=+aIsv
zlc)(A+@Ym}YFjhdOPVk(ESG>XbcfD#!$e5hbe3BO301YtsY@NNKqS+v&TI=FMXgvM
z^{VyY48=~u*be@+BNd{j#@jWEHZ8UchG<J!uT3}z`P=DvwRLXXlVKXYUT-h&_qamz
zheV7Bfu`i0?%}=dCP*LQ%_gjD%ZAjswY~hQ4ScrPm8Z^@NQkz&GsD;u8>l~FPlo96
z>(UBmv{0|@6Mp>&LFmW?ZNn$B^ey@wq%9E^#X7=68<-b8L`OuC?Nb_U`v{*RNDb&7
z8lwFsL4t95)J6<W#|c^V$39wbKUg6RM1<r<`tK%Uksdmm2vhYza1P<G)|U;5Ln%5g
z`W>X-J=C4>C--FOY-pN58r&2DDI`G>v;dpP%%bt&Cv35{iB^=MzCn6E(LUikM*Vx!
zI3-3<`<t5-1=Al|2w*r3J4mZ^sPm=_0XEPay@c)@0S?gfx4Ym%`eR=j+uTMJ*h9xB
z)}?V`hw0A)3VouNM$!(%K6<!3P7e+b;<OU^!hg38;v^&p9ktEC5%pv|4bdM5CPFoO
zx(}|4;yECW9N~3KGUS6kwht1(CNjkt(RoRTknG)fTWq6!M-<*`>*)Vmvmv>g$fGw!
zFhciEdd?0eB${D}d9Lk!vhiS#e<0qL+iC3ynsTcfZ_@^VRC-9}E-jj%CuwOXAP8tq
z$g!g|&n`_Uf}TaE&uq9Z4e>`<+zYI1qUF6r&>Ug#IqI1u8ljcQARRnb6s1$9m7+}s
zGeGE8`h~3r=o#yXbu)DC!9ki6fF4j~jt)1;53KE_|MxH^h#9?3{!cb5W;~#1o++1(
zz#qc-pQPvZ425dzZ{u0a7*aw=&?K8Oqxp8e{V#i+9zPVS<<&8Q8)~$nb}daijMC{7
zRr>T_vCAc@DiD46=Ut2@NaixJU_1W?<iS2L=~0@06YVbu2}tAmY5ZYAOoGmG8=WN<
z7{C-37Dkiq1qqB8`pu{_6FCxHER#a4RrY}>FHwg>82T!P5GRX0w9DhPYa#)02neO$
zZ_;pL0ht8W==Xk{=}XjM8`JXHcBlOxgHCVlZ8{g1<&NA;!``C*ZltvaNiu<oHe?j3
zZDp3=Q?5m+UoYtfKT9jwKpV1Cd^%uXe+T3SBn_>@rim<GHXmzk8?9##VKqTpqK9C;
z{yrvIBFWc4QyLjP&<&$tKEl5YL1=)JM`?}=>1?4R&buTt<T09OHw`-h5@c0M5{2fc
zO^6~BRE4$%;>^&*L}n1wgj~oQl1O4N){`WHhio~Eg;KX(;+ggIo9Het(n|CA&K=&m
zAQZ?`G{<fF{~>x(oM3y>Ko2bsM3bSJ)}@p@q}hBDO@5S?N$f8ZtkX#zglUV{=npzc
zfBjt|pTU<&&$s_<4^dB?cF#hYgucHGN-xEtT4EXNXibs;#B@Xm3E<>ZI$o$jK@cU&
z5<Te@t)I9VFhNu&aR7JezuTdDN`z0bgEsXN^*#^!>8CZk4jQ5EIHNZ+)FVMaqIzLv
znBr?hP%=!r3K2bSPZA*=qA7L~X%k=iNoD5LNOD5tNtitE(EoRnu|s_2<+s2xA+$h9
zP~W}O=Llh7CoOVV;nW99g0x^Xyr_kUbZGaNX}~rmPbHDL+>v1!g5`pbapa<&QCol{
zia~nNZeOE?ZMjd%jtF4)Agece7<6}-9=o0-!Oj%-tZgA~7UyZoI33wddhDBnylLsC
z6xkC+VZY!cW)X<6L9hbk5B(mXC4?ZBqa-^;{~+`wk<lQu#1#)HxESJtl`(4DnpS24
zv36|-NwU3kTrqk&FiHXw|CPOJd6IaxBZoi->hb=1S{6{;N0Wr1v@@U<VxkONFrALS
z4JJ$Nb+R447plDg#hk)P5RF*CAnpAuS(SOO;N>^+u|VP1Xr7u)?KqwyNNW?>KVIz<
z>Q2@IKmL}ozr;F)OtJ(B!Pq0&p5o_-#x}Z4^*%M!4(384O;RqzmJS2~8HFiY3G9_u
zT-XhCT=W|n^vx_|4Cl|{82kkG=_l5)X_D6<-RQ|NI;?Hrc=|64wF4l9K_&y(LITR|
zV3ws_&80a=1Pe&0vo!x%h%$NxA(8DN!Zge<A7(aG(2Mlkb2Qh_q*>(gqG?_xlmR-4
zUDQrejTPv6Qb=Nq21c?hr3DPJk7=^sP%0S$L41$~QK;X&gXhTtZijXg6$}tY=@1`~
zCFe=v62G5_M&5*GfWRc8fKZI2nCkg)L0Z;U5C=VNGoh;jIw00N2O=Vr#$gQ0@3|~)
z<wkIM2u8<gHmzYGz{F1vl7SgXf;cX?B{Ja)-VZkHvwFl;@(Ma$2=?LtiS*YY$VTXK
zL|zgT{$`r3Hkc{$0x(R!fuT@FnFf}!R%*|)`AhV=UKu-VNN!TJTcbUQQRp4o+W@T#
z4}f|-LX*;w@&v%vHwgaAB!Frc@6n22?fSnBrh;j-pT@(AyARV9s(}`_P02>_0~-I^
ziX~-$r2|}nG~wj^jMAo9ZjUl)r6BAbCd1Rx1_I4o`yyeN1eqk+C}LO@wf!q)4q~i)
zc}QD-|2zY&L`OoMNTJJZO4qR<`jm7b6z6sbSl~qq|Nn}X6ejau?xGb<X0R$cB}jtc
zJ=#E;d4X&)=yllVv}3X*eTSzl!8U1}jPPN>_-?4ff-OrOX|(*uw4pE4QA3}&a2m-!
z{6PQ%NKz51K>fiqoiw=#f360@0P;g=wb3oaHE>0~2G<7);h#b4XO#_3ic;puxc2X*
z;UaAX<@#r6tw*R4;`jm`#6cSUhqPn(6o+8q5MdtAumeaV*p`y8blwNwQQw>Dz(L?7
zFo>TZ{K3d@?}#e=U1`=n;xu%jxJc;POT!^1MyVxB8$M2FFM)wygL0&2W=U3%5Uc$&
z>hMLH?!!U0hS(~A?*q$z0Bce*ruOTQ)X?29FkhfWzD<h+O198hzfFJNrN%!U<aNli
zH0d4aZjum^WPI&7%Xh{=jZACt-(-{sBvDFgnzfxERpVD_@H=ct5>KIxa7~)eZxMQb
zkFfZ1hR*;R)PIY{d^E_im9z|P%_grC0{360*$ShFk?sw_l&1ZLlgcm<2sNaXS^Luv
zH_8Bjy8wfog}_fyze0vBLKxXT;l<C<Z`zg*!LtoE@*A+}us1p}0lFDTD-W8~jU@BP
zKTS*cltxCB-@%MQlq(^wzDTg=@3KoE|952x2o8Q^6otQ~`od@89bk1K;_?f$;^RYb
zfoLVP(s{IznbDtOit+pCZ%BIRPI&dOG{_7Q<T(OoENUD=&tYwWyvbe@EIbIyQ!rvk
zL;3HfKnP^-+)>6u?Hd^;b8!Q<=Qn8)|2JE;AsHVeWr-hn8rgU9I0@xZvT$?s_f6J*
z#3e*zwF`u*0iwi>q{e>*kEg#2O5(wJ6aO0xK1P%aPw7&I1wR~KD8JfXt%M+|LE3Dt
zZPiThReB0s=sN^^UgMZVp8%J^ZQO8=@Xh`@k;6N#icH*B9buCAaJR!Sk(rLc04X}2
z0Xkp$7il{n0`fP=t+d~P%&6D#3RMZ4;0mHZg>4WNahTcYA<v}X6VjrHwfz4`vlSpf
zTnHR(KoX2L;_p_b9DHYX_n{HV7Zo^MY=ro>wvDhxa;6p|iCWu(*Z^@tKRAIpAApmY
zVoL*yln~=R%HD=mB?7EF2Wjeu#07&y2fsDQ_&}UQ{A=oQHO-Pp1eAp#cF^O7HGf*z
zOfS0+w|PY*eEt>D@2!kR1=f|&BI0Lg;#3-jShkb*|CB6634?xs4)F}kr2hh<3-(1=
z+Yzwdt}2(7l^duZUKw$f97-#<?+x(ZAe#-6#>jY<?O&L@wS<;e&>&EHkPN><W52At
zILs&hk@B=)>cTz|kgw1sn45gx+C_pxNWy*ll>P?y!4QLX_*v=$P2~R#Em&rFK|axN
z?XOa55#I-C93ktk;O|8ok!ZG7PH_~*-=KvF?Cb=@l*^_7({e_MElK_^oodMc6GF=F
z6kDe3NN<}UrrD5Y-X~9t2$2{O8ki6n^8XJype-r3XKUMOsr4Z?ifeHqi&fY~w9NqQ
zNm6c|PTN~M%(kn9b`PVSo&W&?;~QH=M5-5TI+#{81>F5x>J&ntMoy?B7BoFuiFEb?
zF`8p6)2@K}I~Ug}n;m)`Qs4y|jT3~8em$e)d>Q(3m7Wz>+6p$COcMFt{O6<+Gfa@R
zPiVkbTpT5#^WQ3sTgy|Y6C9|5Etb#Eug8Xnm`d<*v?aa{{AxTV*xFk&Z1&5`v=-7m
z;!DsypxK?7^PPO#`}tmFVIEYWC74<@TAI8;fByz3PucP?ETEk^bU~t`b|zgSKdqhr
zQZH-<!jSk+dhx_D@Yww&`uhtiC?RQ9ahm>{B^b#=F$4>U4lqt+at6rHvLOc{;74fu
z8BNpLN`gV_Z_?ogXhmqgzl7O&QCqu+xB-j5?kaU6?x}4PUTXgYa!iFp$ss5Fd{vz=
zBAV<9kv}Dlx*Tlse+tpwFCkjft3&Z~S;T@;h&<DiJ)9qogM)Ll)D5IcUr3VT{Z;Tz
z`YJ+Xol#p^Ob3*JV}tVwEZrzX0J+zGd<fPm%WSdf9^1y^5zW7KlB57>=}pRGVVij?
zF-R)Kp`F@w+Q<ze@jWm+Xv0G(B9VET<mdz38YnqR0?VtBh7;T2ZxgUjSq$v7S$9ha
zM0;P_#MU0T3;v5p(u^cS{C|2^g(5AEQH1=zQnB*d5n`|tFrGFg;lPr$T>FQ#n8Ps7
zm_*6aY~=HQZt>QkPsHCS1dG3=>3*KrsEr2*vP|R`XtIs8r4xuiz!*bZ0a3s+8NPZ@
z$NuXXc6J%hhn3|m{#%HmL6`r4rHX(r-#Gj~@HA<!_Fa~B2*B1ppy?4qM*QnP(QjBu
zTZ{l85;>73>}^n%l8k1QBmjZ^F8%#Ft??W^8G`qKil(s>3L-~Tc@%dY1E5A)!Sl4D
zmou!BA#&Qp8ts#|_LlPPjyAykH|Y$wlURa3KSF&!))G4esY?(4B0cayhR?UQUaLho
zjBtlGL&sC!BQ6^Vh*o0J@(kHF`$#Q{y(wk*gj5);<NvQ|j?geZNS65sX-?8=_q!_c
z26%#PI%11qdSn2uCA{7B+7%>5LgZb5BQp@SL{WB%ZM52d7&Mm;<bH(^OD4av4R2KZ
z7Ck6MU1>#3%G=?R6$h0UzFA*;KvRRO*OQVsJ)wL<I8<BIzBs&Ksr^Hi!K)W1VM7zH
zAFH?m+r4+G4N*6Q11oGplF|JibwCkD;3>#jS_Mgo+Dj^o<Udb?jwwSE!A6+>ERUgI
zhG^yEWOFpsLTf*yv3r!=lb6rYYF<=#BXV7il@9CjH)!Gz9l!vtVx;Y|I}5Ipzc$2*
z&);^JDUib|+m(mmyVO=lab%i(W^m%hENgE;a$F3j*-Ec{A*1dMIHW*_j}Rqa$AEf4
z6ft^y8FK3}VRLgzMdtpR{y$)>ZpG7VAN8_<67nHMfB*=yo%)_-f@5hJMQ$(@HYz{Z
zCr@0$W#6Z<5+jrQa7tkfp<|FM9&{CvB_i{1l34j`v=>DC=-fFFOqxKRqbDBIB6K5E
zE`mc_36++sOd6op)>j%Ebd(PA;A8$TiQ^(2$Zi^xQdXNJ8uow1<z@MQJjm`jhXZ%$
zfCB6qw9$FVAaNf#)bd+8X#2kmaqvW@wCjwp>fh(Vxugj~D#S+1BzcDeLL?jUD)?C9
zic9nW(Q#DSSrTT=iy4ktAxI&P4zjplUGgqAqx2ZoBlaNv2X*>uE(>V!ZxmjM1W3Z2
zpxLICro#n*ypUEJ@GDAMvv_1hcRwU9(gNQjp?r?|{R1NLt1!8T*o?02BzJIoN=g5a
zwrcuRV7?aBs7=sn>GW%P?Z>^2kfD+g@}Ck6hYKqj!uu74N$4e?b_!C2ED-y%P{M?c
z9m*aP>mW(`$s_e2Xf@kUVhYGVqJp|LD4F|+chkv3a`k9a?-ez**rX!Sh`rPzFuNu~
z{`<<^VI%kjMg<WoG}x~)$&eEH2h{SscKXPN@FC4%5Mhx^Srrd(i3~Ql9Q3b&s!yxH
zhEIar-<@Wa!4~UxVO6<Gz>7O<G~k-JmQf@lNR8A;d)2<FY)NPZnCLz@V0{*s1SzF1
z8aORti46#f<Y@&zrH+8_{*o$ogb1x1q!koh4g=LfDRmhO4#?1~!0MmTQ+{JmaXq4A
zmU3tPH$luPm}f*(h~3=JXcVM52+lqt9@wX}Ifu{SJCf0a$r1FDhd?7h6>YChG;>7V
zzlh&S^YtLhp_D?a+~o585nr@`uE@S*)FH}^Na%ib?dr9~|D0t3g{xPo4PNmg!GNe9
zZMxz5x(z`C`RFGUo7GZ~i4z?EmRoha4B@<=&G6-z+~}%3Zp<jTxmky{{|6F<BeVuw
z4eg*Ok@1H$a%3KR*g%Bzijv@1fdG?}$t`z6%+tP4D8j={d5t6lWHX!|`9I+X*Z*yT
z><5eXLa(JbtOpO4L)}oxzsoTx(s!fU!`efKd6x{xS}LusG@vrh8%D+*zjUuQo2#<<
z=jX{vh`h-OC*uhremm9|>+9?0pY+jRQJsI%M}Ne0K1N>*`6sbhOy{5U>HL$vD0R~L
zCo$xo#Avpt&OeF8kblyL{FCU9%Rh-lP5wzNO8<N={{$2DJ(GVDjhXxtEHb9@PqKYc
z5-{0l6bUHNShO#u6HsVR#2-<efP%kVTEu4(P-5B&EYUXU>1w`c9}-VuQ9t1F3ZlAm
z9}-XcOyWsQC!UlDTYb@w0~%k1j4ftvT5(?ti6?!ZOFW^))V9zgVn{ime{XQ9w>E}2
z3j`_>|HmEqXA?}~F<b<~w}yDr`6XCBo!NR`ek{fw`A^6)>C;&zEc9_V1MI2nk{Gf}
zqETd*^hJ?f5`8wiBo>t$Q<rF~vDlxi`;qJtp|eY(F+}=fNH2-TRC>uhq&u)}1yV#>
zNepQveb1(q(3)YpY*qS(+-4$~J&c-eQV9oG*z1V-h)aPF1Jq9`D9A=-Fn%tLM5*LR
z<}*no9E*p>-J!0@SoVgoZba<%5tcrmJ3`cBa!1JKjsB$E5sp}6C(%K|URco^>pu=i
zz|P#q(G^f0&AvMuk5zZ5`>sId3Q=`5c9G*-w1llH2HnR|h7C#Z3fB5e9trtG@hHSV
z3?d5@#IcV4GzcOVo$uwDeRxkpN*t3Z9FKlBeS|17no_1vKYUcak)j#brEx5u%N+qu
zYWtPt1l11lCCJc+#ncDAj!R8iA}tGs1PN%|t<)Uaum}w8h+Wvoq=WpC*yr;{Vm~H-
zBqY;(NARCbA7LjPx1QTb1|l2-d=IL;1HNSC%U2cQK&a0@>2lf#ZqL}mTd$NH(2B93
zL)_nEQ&EImaSg{=Be*RmY0NI})~8t`azm1{R1n(oB@rbk-bbVwmq<NI8;U-{bO9po
znXHj`Y~EJ4&_L`a+z^7@(^p82L}S|m9P2^m2=8gVHcVLj45`c!u@Tns5J{SkdgAMt
zkOq|y*{D2wb$^|CHg|-*9;A-&?Fzhwt;DZ=qMyayd4lZ#CS86Sv^8=ROv(r_EBC7y
zv~S%5{nKgdbP>4?-0@7h2<{wwk=+%$805Y9Th$84z=y0k#CJ<XlIt-JaNN#hb9~_i
z`w#}4c+*uk1Tc&Ct9WSN)0~kZ5;Z5*VedqOVP!_*)M}@OIM;<Gw$2$r_@Bj$%&5c(
z+*F@Z7eh!Hsfnj4Bcfjm0(S8bHUq)q`Izvyx(tGM%Q+)3_0}n0BZf;hxr<~9LIPVM
z+(&8khch9QG7|MivFTnHICum9mb-sk&IlnCIU{Fi^iRkbiAMdHx(&x29jKf+1t#ug
z<!mBhB*qCNxV7Cn(M=es?a6=`54yNpQ1<9{l`;~AgAc34-{gKKWkkUD0JoiUl|^15
z1=7c7yz92QD}vNoM~Dw;aST&^SVesZsl*!VhIU2&ETV`342E=(sDDZk<&Vo20jJfh
zw8<91ns4A*okqMv6CzzC%IB`rMPP!$A@%pGl%H<4$hi!A3^5?UAHp^v44focSQ+Kt
z!tiu5-E<K)27A>NA=^{|74*b!)_k^(R9niC=1imm*wbEp`?`TB17SgsB=Ctr;JN>=
zX(HPc2beUGShTjDIBu^p6J(qe%#Wmqz{0<lVb`0F?vM^d;?!YmpQQe0l>el>A!-9r
z1+v`)5%xWYvz&^63ojMzB+qI`iv8x=R;^ocQ?&iA@_z=fZ`{m*ij&j`27r=%M0+@`
z<CD)Mg%IU#gQZb>UHQ};AKa}YGMMnJX3=L7L4-~Oi6Rjs+Gi3$_{tj2A_O{^@GXL;
z6_tx1RLwu44kt6uCW6FcA01ZmlDrA=CRs{5Q_32Lz=zL(h;+YB2w1PecRwK)goscn
z>mNx5@iz`~NFUUM*aZS0GR&C=v<U!@;@bFbNSvjWozR&eo1sj5jKa!1O$FJIh8b>>
zK{h>229elYG=(`;HVESHF*ap*y(cEJu|D~{3VpzJ6#p>uG#P}fj2H)=QyTT#6z-VF
z!b-u4_3APZw$!sZAS`K34hS5P9%UiavWzx*ta!oYls3*u`GpJ?@`lUlON0qx!lOj*
zL89c^1(&ZAYri}QhJXP@C@B1xd=E&spOEjtK3Xrk17zf~+lur`#9lV42p$qX5M{tE
z1ZLq_RiBCU(Na_TMt7SEH3<lXJA~qdy2<0{S|;-};RAp7W_~2$170x_KF9_5F$o{i
zR=R@)vB-QT;ll?awy3ZoNeRLXEUXh+tiP!Oz|zU8yLT8}rw4yD;bR~99nWTb;KoJ7
zIsD221fB4~x4Z1(Z`58pgkll~I+&U4U*EY6d+!>Vl(GK5$dTmkFOk0y>pvlwf!NuO
zle9pXnMhcIilXo=<bRps92?|M)+~<DD)Z#Sj0zoYhc4(<y5MWD5x46kj}6Kj#+`Pb
z`0ojLPjP{a=s^4qq8v`q0o(tf3fABvP~_9fpgc?q=ev5tOHqAIndTrBjb<8vIgF4K
zOuk-~@f`DWX^sJNS}}4Z!0ANZ2*n`913?q{=5KPm9FZ5cDUr5ECSdIfriRmx_+lc<
z-Y&8$d9}#xK>Q9-3qsH5lRF$j*PrUR8<41yJBVR86}Depf{42+k`DvB_Ckg)w7c;~
zD5mGr>}%5j3gp1Le5t_s9k#yWfKo-Qdp#Qg9Gd`Q*?9nu;dUeZOnL{d%y(+TYFpZ5
zcf?~S`q=7<vAGGO8o5uqeoTr7q7@k+#!h2d>28vTxRBu_j~J3X`jGD+wej9f@&IDL
zfr|kpL2Bg;C$^X*4_1xmXtsz7K;oJnAyLHPc`hsSBZ(e<_^wL1fsvKY?TT&NqG%B7
zKd7%}Vg4f8ykSUZAuE$dZdb1dAlaj~OGOm<zz%EkdZSLq`#D@D3@QT_*72P*vPNO>
zxoN%$u6-lR`Q{Q1+-FlgbUf)>8I$P|kN#dzF<S{*a*%Uf1k~RJmD7VP1>)*Bi@jQ5
zP{{(?i~lbM`5sz%a4u^oxTqX^#073l<8_|!@Mr3BnMDGGDiS{SA+tQC<CQ80x{qa>
z&iG*JMQmdSHM+=08RS?wve0V!ezP`1e<S}XqS8J3bh<}KUKmt?5mo>=lK)Yq&(%U~
zjDuRpzIe>JnjvxQvw0o7j33SGph55?N$%B7-&J1WKD}Ywc=d7IhWH+~Fy4jH2_3k0
zHwhhVkl<wZWmTdzuA{)}2)gfdIh})DO9bGNt;>m{X&zJCd7r6|*r<e{R%~sTa`9eN
z7?ed7_7h94%3si#98nG_Nqd5mIHK~KX+?0O%BqG3;*)39&EbINAgLj7le<wFqO4uc
zYk%*vIUJ;Dae*{4Xp%TcJ8Z&9d`j+t{Au?`^EkFC(}F|9c2-3U@D9TO;q<%?es9R=
z$Sg9kvaHoOx{BumB?H93&!lifYrl>is%vHcmwq&VgD+Xu|HS+a5;ZV-kR7HIIK(9!
zP>TI|lf%&`|MDl~aAY}$V@K?pdpQijXvK}JoilkHA$b%w{2;qI?94#(Y*R@V@+?fg
zv=aK95~RX<>>|UM`-o9T_(Zf9KHqVZ83sXfmoqll6w(<R@_vSs>4k*a!Ik5$YNrhc
zpHyi=zN5n4e9MSvoR?8XDhT_izII9KRU*FQ{}IHDBrieiBq5ccjah7<5##DmoDc6Q
z#xH3pyyKQ(=RJ;ynKTVpXf?blaT=Fkt}@P@L3NoALV>#;y007>p;9{75Za@ZlUT1W
zy*`(i;a_~3nBh;U#0+`lHXHdrE-6F0Drv}sW{{K-mEWNUlH0;JblbI0{%lglu|XED
ztjqd96F(*)122L2S<*{B;YzN-BYc{WK~uZREJoagPYK8eF>c6(<m*YkKPGRDj(dyB
zC=&lhU3Jz1YAT!pR1nGX+Ff-w#x^b9FzZbcGGM+<#$(l_N*ls_*f7F6{00LeICnXI
z#km;pD)AcHd#*~wxYbR?2>E}Wd76m<*ACVkGGMH`oM`ZD1_t{GpUc4DdvYAi5ilAZ
z+8{mm5cPS1RlyZ9{bI3;o0WRtfMiNp&PS9T3(po8XPk6_wSymVn17g78UfblAL+y0
zg8N#no{wjA$_0&kDW!4^x)~P;(WaQtIO<&)RQp5Ra#m+uy!SNgLhhh-$&_LS8|DTA
zd%Y^CSX-A>d0S8eCi9{PazWj@`?$c`rx$lza|K7Wvm~|<4A`pg*$|=JGYDRCk!lf-
z{hh5;Gid)9vaH;v=@ua^#7(*duG{Gd<>5h=O1y<EJ3uPkLg$De-NJv-<&+N=p4;^i
zo$n@FAacJ?y=sbd3+20KlvA;u6E)ETf;^z#nObM~>K=#JU^L=R80i-N*3YI}K$ak_
z)|Z1EvV&v9iD9>t>%z%CF0Ffqt7QeRk95jzmvb#@gF2Rq;C(^)GZHxzh$L+s?B-kG
zJ~fJqKGFolGi2xbgETs%(?gNl_1ay|wusfH29^7_mjs#rJ1(bNu$lHux`o)BRc09i
zd(Wm@AYB|U?Ibme{!qp25KD}SUr^~5{xOxO&qi)M!zaS|=C;Za<@f)D5;QEWU{r6`
zQg6q7(q!t5I{&P8A7M;yQh_}2ODakp^WV|g7WQ4*Q&1&eGD>iIyOoP8EMmiKQr$&`
z<PVj<gcr1U@q8gly<fh^X%=_~LGU}N85VxEsEWplEx3Wek@pVmid{^p%t4cCL652_
zLitRp1@1ABj#Se@6)Ap8IZsU9gDR+UTIX{}h;p#NI_(Mk|I4z#4Fi1J-9&*qCiH#A
zGdUJ8z`HpXDdKLV#v(U<9gNlW%4mnT_le50@NqL7*MT6ihGT5Sf(Mh6G-*oNK1UTV
zA!^3S)CV<>!Wu>jB3=eUwpl5ytO4-NyBQVr+N8qp0^;~@Gs+S`)C0MZClHcIBS;53
z*;c5;+c<tuIbd)i)s_aki52qS!OMorhG5IXG<%%#bsBVRLgnJ}%~4LhzQ>n$X|=pW
zrkhy-b<R>B*~DZVKbu*h@=}J#Tid~6ii4dTwN|&%-RuhF^&)Dd-;7c(Kf(U}T@`8f
z`*GXwx!j79%B`s3nz2_0OxCl2R5vC%w?Y<D95_R`%j8!u&UJo8lw&%Z)M=B?OGdal
z(QbOhZWY}YA1KRIxI_WpR&E>TZvm~(q*&nMkc}EdeUgK$>OY@i;UoQflfDZ5e2T^9
zAw$&!%kc|)Fz&_g!+B*4Uh9j-`l250X!?IN*#gLjsbmX&!^6`0&LmsB0-FTB;-9N*
z3$l)IX_n!47s>mE_HsFuiMW{r1)`yUqjWX9XV2zaxXP>1`4-d}_9z~N@Xl^+n<C-j
zsD86q8x8CiB42<LE|5T$;z%MV-oUKqOSrTOt{~BWzm9=}>^ABXd?wvO?7hp;PfkqU
z2rg2u*uaA1%K@S8wZ#tiGsza1hu=g737<{rck~BU;xjG|c90PV@;sz-W6W4+9>gAD
zfj-XgMIMlYmlHU@8HNs$?Gb<4qd1rYZU~b=mTy);mfEgCm6#8)2)}Y;im98467t^G
z;oqG&G)#IJST>m!{Fb?^Gc8CM{`-CX8+yc8JU%cG-;Ued-74AQ_RC!C!}Ibc*&^=I
z^rI;F@H4`p!N=fCZuh={LHl7};RSH-6LIiU6!)Nie32BghyA$@*BRi~{CftU%X|5Y
zd|QZDNd;cV=}DoaL>B)_mhzm<9Z)yTJ)BD3@zhPTs+N%#$^`ADHk2b#Z8RB6aiPzg
z^ANalM30L%50J}FoK@=NQLvy#-((KKs*LBQK<R`HOqW;ix@p_2(Bn93?;x!$=;DP=
z9gpBpfnZ~fFcX~6H(|IYPL<jy3{d4O?JIdy?ocm+;LiOlZAVoQQSWSXmf(7Jd9sbR
z>`7gcP1$I0b&&m|bx~h@Q5^g#p>)n`6%u+LHnVy-dQ59yj}?fC63U9?=M~~;T2x^P
zx>r!w!uz(msL%6NC$ulP0dd3-tQn5~+xg+0p}z~TZp`}|?;_rSH1-~s-;e{2@DdQe
zx{MdAI7N8JASZfsYTM`pRW7G~ugFqYQT&e6c79<SnOIwtyDWEQIH8=z1k%^|yx)X|
z?8oai&<|mx7os=$6nNFvYk#Cx*5M00_(B1F>lRe+Dv)NQHHDE>O{lyk35W8{9u5Ex
z*Tv$Z3IJalUn$5*TQJ<Rt(>FazugYcw+e>TIVR3Q(T#ZBnQMC>&kDKCiMz@_*~l4M
z@LNMf8!WOnsbtB{AN1<Xph5MTBiw&jW)@yw+>^v>l>v;wo2PdA647wSyU?S&d?dx8
zw!v2IUZHFZC&EG8z#r?$DFYY(w~%$UjmwF&y^r-%ce1@lm_-ycq6|Qy2D~hpDIgjD
zPeEGy_+&V7cAN6~iIz~##Vb4x?C<Fjm$|;pR>6I1eSBL%2e>`Wsm-NkeQ|N|1=TY=
z?#)ZpvlI*jBgGfQexkwit(CbV6YM}~Sx$y0PYO=|t}oP=hfVr-f*+did`YNRE&Gr)
zPh38#U$G3cWlIExI|wpM<W?62eLDFs@w=I*7{D)O=DQ;{^4pFBDk&|G{2RWgado^B
z;m(bO!(38j9B5yhEsgcciDyS>y$;82&Z@k*BPx6%58dNbNlq|9+8T1y_oP*xCyP3+
z0t2rv#4l{&ZQ%%52)Dv`i!ILqZ8|uF^ZIaj`F7*)`Q3x7t8&%06>3T&c5^bUQRYd<
zi70rsGFMyYmL#EkULoyjGu&M0j;hxe7WJq_d#t{y-%8H=aE@cz{@<*KH^V`Cc5}E!
zg*MoP3cJH-=8G2icwv15YpI(Xpc7GZcpI!`don_tC(k9R?xwPeV|4fh6p!0bxGBhe
z-h$VyMMf=#b3C@IYjchRCh*3|Ndg>mnX=moIUxyR-cCn%Af@6Sr&MASF0fg%1~MlJ
zmql<=tkiC|8_nm%!1^BX1$%5!EQbZd#|sHh8hFIXd0lvTT=yRtnH(|Q7nYan!=}3!
z86Gomd$FF^@Ws{kYC*x{lDs7P7YWD)_?}-?fQ52Y+3b8Tl*qBs>+f)tC4tZ&!pJ$L
zRm^QZYq94Q+jB(xq_!k_Rlt(uHi#>j<a_|AAMUk>)ey1!dPr*2g+VMAuUaFG6d{yt
zc$?inhxhkT|D+&K<844(&T#_TJ}#Nn_WtY5*d4;XU*LL0McyHC&Y;T4iMyo+b(8-=
zVPR~w(Ol5jS*|a%TN*n>uNZJNytT42-q!H&h%JXTytyEjR|!t0$ZLyrvC5W6v@~Yd
z7gvvq*v205_Ttz`J-<W27gra@3K}jO?fk5QXJtdg-RyFkghY0vO>7z;CY>H{`p@A^
zj-<1Vyu=F~gwbp}FSD+)=*X>abDABr_k|ShCs0@_jCxYXkby9$iazxy-^t&oD)>O0
z_=pq28V#iQjf2`cWkquO&vxcCngmxeFx3!T#0y$I>dLLQPX&_&QX#VHD%;QA<M*Pu
zA{E{zJH7?mgh}|eB${qtQYaW6Yc`r11#Mf@!x}Y}x%Ns>!y^%E&cKO{>U9mTi{W}*
z!|P*<!v@6*tM;%#akF7B=FR+#`f6LlrL3=Z4C>`#yP)8qvzyZQMRkNsjYpy{*dwyJ
zVR^vKI>TbOn-z;<r<<Kyt=TS}5wb2vaJ#mscm-z2dISJcbTT4+z0qiUoxcJXN7O43
zZ|Ds4kjf^9PGFySR3~<ARd2FzF$(S0)Cwv~M6wJad+w2iRgv7vsCr6pNZBH}NM~?R
z`#bvT4UEXTK)qvf9Y$vRa<5vD&E`JI`;c2|H>7O;E${a_$(Z`;P9P&vnwOKy^<xSi
zELMf5;f@us<}_S-bMv-_k2jmEc?}=7?Y5a`xG9@s8eVU#+D#2#%#YPg|J8PLF|Xky
z)1{~3?R-67&~Pt5)+uZFtPq7I4WG2?o|z{cX?kWJGM>D4cb$#AS^xMvS@;T`^_E50
z%|?bvF~^&9u<=PToX*;L{}VSpCL-zhF!>zWg$B}w7s#%4v%_sU>Beom+P3PyNdl5o
zcf7&M76IAI97^LNd3cEg|N4>+Kd=^|v-vd5PB`E2z(+;Z7`*BVVmRWexAElT^z~KZ
zl>B9+Z$`5AsvM?gH>J2oO89KDv?$3sKNjFkG~05>y-vLwjmu{1a<!qizF1!n=7^fI
zkeJl)N;PLy&5=fOm7IpJv<mZ+8opAPTv*ib!u&$Bq2V;6LE-h)v1VRs_^RD#tQz=g
zUYh=6?Z&D(3cD>E=17}uZ#JpnjZPt1(eSdDl(vR1+19jK|8gN{o1<=ebE|CwFU~g%
ze7Rz`%~9J$(KhQ`j@0vpG?uN!?)uxUW|uUIcEgZTw%CM=3Fk}Lg4`O57~Q=d9Bwr7
zI|JN1u&~-Nvjm5mZ8N)9Z+4#=wpTSgnq6(wzM9I~4U)+vo6ffLJ1l{+V-4gb+U?qX
zH@=9tGtzmRH64H^<0QUH##_88&!ppH9In}!$;vzezapJ^JKvCv{H0zNY<c3rwiay7
z#roK)7I-7}!k7`XEA5fRriNQ9&BZYdw<^uLt>J+pnZ{4y!@~-GHZV7NTnqr38(&^F
zy<6?&a9H>DTH}RrGkZW-Qo}2<m8fX=N^7NU;9eqZ8!<jE#iD^PEZ9x6`i5<<n$>q!
z#~KX{Z#SD>!-)5K+cWTdGv9ftS@WW7)PYx6dt%^X&9XGSyfi&+6MR#TIAhPu?BWPQ
z$(B#1ts${@OON>Cn7wQd@6qsfp;FiI)$vMUOv7ctT9z6v$AhA6`p?_-2En)Xh|zFm
zv9VWxe0G+G3kkb1D0Xk_5v6*r*=$5~gIy%<Rt?$ZDhx>5Ua;kuZf;u3^`;&d4vfn&
zGfq0i`7zzF>_o=xZbPurHVp|ovAo)Cm}@Uc-4G}&FSbpC)vm94x*;;T(DqD&vs}-2
zOvAG6bsHjfvtvdSM^-y|)37ouO+z*@EMjhauJ(MoB!|65d&aC|(US%h#b#qws=>QP
z+hfhutU~F?SY6l}rK{mY*c`zkQI<jVN+6J1F-PFok*bEbtGQrB!zT-sfYfl0e&;ki
zAu4uI!{-Z?NKnJQ@v0Ni@Pa5xbHwAK;<e1tw@DwF`SFj2Pfn7XsNvz|;l))AUmlh+
zui;JEX>`o|sMn)NCF{xBucS&MzdBpECeXYKHb8kcEA~)xiR?wMwO2QEX3I|;-Oy=O
zrlw6p`N_0g(hX0hX4Ym*gJnCm)D1Hv;D$}ZQn}fV=!T`1S1+1|WT#n21D(-md${dH
z1dN*<rNUx!u8<MC=nqjUjLa9CQQgv6_MA!6l3$p&JkvtsMR!cQo_MBZIagUWEpk#;
zY|~<ow1NrKGCV>@VOr|-<+jspSsa^;n3l2CX4CG@))wuYY4KK<6LZ~FFUsnCx5X}4
z^=HO7W2$B6==fZM*pe|bDRRplgPHJ(usa%MvXyJ(O@l1X<qeYO?QySZ8oY?ikC_pX
zx?D63O?$XLVn#T^o7WAa<KxmJMj+(Jmqp$!SuGg|enE4Iw^EE~E|JZ|T$k#Xy;j0d
znH?UVHv*|S*=}oiy(wkbP-{EfoY(N>LfAH3Qg63yTf;}1?PbG-_2qDLM8UJeqBh}v
zajaPvW7jl~67m~HOg72pH@qSXg^uAZPlz(Z_l$PRopMe@Ne17TEtJb1OX0nx!fdDV
z<fw+1g`CmwR;6Ow8op*vO;2gKV_9-q!|fUSiH46(O$+MY2e9)*$a&qpU7wtb=<Wq+
ztt@MJrO>Q5G<?Qd%QrQAddewCf^Y5-7pI)r)!n?Q(V3+(?J2@1P-x7Wy(aTx<w?cQ
zXY<X%UPVZyLf-4twYbX{%AExxEAx4=TF?#cM!7lHZScgb8R5~8x@qWmWzW_P<wCO2
zG?KHGY};9-bUcx_jnZj(h5U%_U-4$!va1SOv$A5IAX=+A)8KVl!&)1WKP3u_rlC&E
zv1;^}v{%fUM(xFA(ocJMKz)29Vg@WOR>^@>1BUCO8Z-?fB3G#z#WikC&UYW-wCa;)
zge8`nrlHxgrP+3Z*uUE_DT#`818L03Wz#^mf*95fi({*cUFEniwrFE2@cZc4@E8dk
z*izdO9BhuI#ZLMoK$fjNw%Vs#R>u})!?bv0khFD6w%qYwaZBZLVRm-Hv=?TREi=-a
z6<*7XOp2D5G%aiNTbh<iaw+-5v@9*n%vh%7$&77Vrp30br!7;{mSwA!9iz5*Lh_Y2
z>)7RX7Ykma?nMlG3QnY88UjwDxu~^tds(Jj5`CU18=Iq?^t`ejH|@3BU7KTiYPw@A
z2q~wNv!-Eb#_H136U&-<Vj8BLndvFrU@tk=v}vfUIhJWCd(M>ArSY<yUNc-#SbEax
za>cB-v}9;@w&isjW;-n=O+M4vR%g+iX`xm2x@X#H&33wHI$Q2|9n(@S&vweDrBzPO
zdZuNzywn=*o~Br;taRz1;FXJ}MS5Z}VOq$)C<IIkS*gLWX~`q#(H+yUE32l(mLl9R
zrzyQLsZX=M7%p^qwketg!-0)@CvWV!EQ#UQ+)|Sy@ajE{H`$h5v#&uis>{++JT>CR
zR%biLx?61I3!N?_=1I=zhSfabs>@dSf-r>9>2zA%saoZNXGVBy<)_bBTUx7h38S*)
z%$SCmCo@yihA^h5rlyQ2o3iXFEy^s*>58%`YsxlcVa+^Q>!QUIjWJ^&uMSTVnQOsB
z$~>Y3)2L+&88PBmE_4m?#j&>6Wr}=Zw!67jxh%@M;cT+i8WhNA6!Ee=?v@hdeKf|j
z0YP4dx7sxzrYoI>F)e27>7-{`mZq(#mT9R>+s?FUsgT-oOpBaxmX=HlvG|fSEf)F3
z#<&@+RGcYA<U44oPo7SeEX$`ulCza$*|fA;OS7}OC0kw-HJ9w$PQ$ya+dE#nSui6D
z<h6H47TS%xS$f?2;d%GI$hT+9V@BlVWvATklC^Aiy6n@Gjb@j9WV^A@6{GD=W5F{m
z`Od1{Wk%^Oj^#~DGhZL;ib>gCZFCu!{PIq-J6p3eE4#BbJyGbgsiadiEd_jnq1z&a
zSLm`fNsw~4rBiMh5k5+`b~4R~2oS!K6*JjrS*$IYhNP%0Rk{M)TXLq&T$cT0ddjpA
z1zX*gX-kM{qev{fCdkU0ai*sXR%gW2bazf-sP1k@n~RH+eZo>m9bd^sx(Eses|Kl~
zm6iFXUSD={q_*BIEj9^f*A14u+1Xh=FgrWzZzDZ6J6oQ;Zd98Pwp${5O(Z9}VzQN7
z>x#+NTE(2q=t$dh)QWbDI<{BW(#vYiFLYIPczCQ~q*t?@T<ZG2-kLL$G>k2X&AU2f
z>51d$hP5Q2wJTFRxu&&H_K8yqxuxl8={QDv(I2+97DlJ7CsT&;tr^)>MV4bdak@Hc
zO0H?qlAT_XC)|=#&KFu{K3Vn(W`R%2g|d-tXDfx-K{nD$txl(4!13AI57MRbs@L|k
zG%k}gHV$&O)e%4IlKwAr^18XQHrviW#m4MvUOz19&90hRvtF_mbID&zmJ4d!sBE>$
zW^dA?(=%(7$wF7C%}mRrk-sn*x`xoSn3~e&S)9~Qnk))2J*D@Yotlv^x><V$WJ&gj
zW&M_Vren`^@#!s9o;Y27ToC4&qs_4~Z4r(xFHeR||6H}`7=y5yD?U{oQp&n9*6NG4
zG^CMjG{jL7Q=LL#R`0niW@pWOM8LB~UeoSdNi}TuSt89LWy`mcBwe*F@2$-U<0_D7
zezK<Fa*33ehI^exzF~ZYwyYbMqtUE46B<rxSU4J954UW`^!G$1q2a~gTzgo<tK*aP
zmWGdv$z*puOG{Hz3jW5Dm@?DMOh0*Irk{4aiuR1MQ%hoq2z{-U^d53+_DRw|;ogwR
zvbT0cjRlt&?`f?v)AgR@jAdII?vO><^`2&Ivjl=qThkgoMF!=P@v5fmN|ND`tTVH)
zH3ga0YCTi|Pixv)ThoEi8DTjU9S9}m?mW@(=^5eZ@NSl7e!;yiEYgNLculI`vZ$3@
ztoYQz!PHH%7p2XOdq|&>{g@LGYP?yQCfTrC!Mz!h6bhc5mGY!}Q<m43X0EE%#Z^zN
z=}~sQzM9vg3iFdA3mTsDT7`m!TUIa^F;6Mxf{uodk0)9Q4VROX;bjf4*N4TThOai8
z&4z;G^F1HAM3!EmFsWK+i7m?9x;H*6j>A_-uFXtp;#^yD%t@>PVFu$w3`uhmj`U_V
zd@0%L7~(8=jj=HeU#N?bMFS_NzOLbwm4ws|Zg#CKBW|fx@bdDZ_O3f#quHIUWPJm0
zC(*O+#@Zws+qP}n#wHuvwr$(CZEIs~Z0i^Q;+Oxubzi+#ccx})s!rEAXZlo4_vz`c
zzaC3*m(!E*&=U;|iJw-iBa#F0*MYL&QP|tHkSC)tY50`#^f;cCtzpxaU{}k51yhmc
zYo@s#iR;QkX(LOC5umj0sb-p{4i=r83wj^v%~O+AenWbh^K%RP3rS@?X2v7CwYF1{
zW|*@?2Py}`>VJmiT1!jI(CD|#(XE|+C3#rjq?)r+L-Ma%yDz@Z?=7bqRC{#M!W$(l
zC$P$9o3r<@!Pm{KhMBQ#+P0+0We-r34~mPU2I(0r{6&dY)j%DJk*3+jT|}}|n#h2D
za&*^Kjf=wMtlZA_<Z$t+raylo8&NVwV92z}_7<r<&+4c?ky^U=x{!r&k%#LW;-g1}
zHB@Igua<0GdFXfSAU6BkAL+hDrtduIdneh%XYn_+!=<8m^7yGD<ry0ed%Jv!+cpo_
zeAx**@JogxOk$MnK3XAGmYh|kX8fq$EZv@;7k>q?-<}4I<4#O;%;qio_n-0*k3w}x
zaVSGX$zgS<4$HQ+#E=>F;a!HuIGVMUyE5us6&J#BG&(oDR~*6sQdKk+N3rN;!ymUG
zk19jQO;HmJ3b+N<YI;;$9gd|eG%qo>%NfrVf-hZ5XCecSXSKiMPmZoCW6_ytcI{g+
z@KGay0TQDaT}-A{-v3yXy8JbsWu0fFmNvL^)oo%}U3hDHg<qEdp%|J>xE+*ETY~=p
z#$<-c%Z5(!m@_)ousmkFQxI5;fKCoGx1+^FceNoYL0N1VqAV94>*T%jbjFYSMhhI_
zn`WFw3s8If3eD-Hkl3#&+it~;)R`Gq%M+<c^l|MkH*!JEbUI8WG4cw7r?u2J_4(|5
zzJOQ*c`0c}BDONl;*+FTgm7mCi5;w%$zokz`qzOUHU?F2b3OJ1LpFHVR-OlutZr$>
zhGLl67~Lz`5y`EQG%4Ys8dZgbH}H)kTvDb<s7_*U0hTqS>XothYN$2p^U=soxe+@v
zHL5gf@NU!*$AM>k$hA1IS{WEGZ14p7dXJ@Y?<?r789VfnUUCBxa0=Ct#OCWE@e^8j
zeL0TrNY7D?!mvVPcB|oJfAMt+7bmPbiP_D~JJ077ikJW!**BNgy)t%9A+5h}1~(o}
ze0W1b)0f6n$e}ik-J7|U)2oIXSC;_2^MTb<C&1&|kx<R;f@At9@2$VT(YOEA=XPx-
z9G{wrmD$kqM40kA^=ML}{&g|%R{y+kPA%T%R(-^m8-x2?ao&w<3yp;=Y<>Y=YUoM(
zBs{nl*o!?f{G@iO(k)eyBh^{CK>;dGSS1LMjwC3L=-g8SLHv$jd?g(Zz<oIfYpeId
z<PbuJ5vzE~&w&lCow&JUaqockT@Q3}9m`z%0?BM?0p#4jVy9!~QD0fKY9y_A;DV5J
zuXfDW{r0nK4+=4vHjP)q^_;qmB=U^z>bSiMsz~#F#3O}ruAd2S@(t-x_HEgum<;Wd
zH1DE3nEk^N(gXP>JnqFNC%kNBSE_KlNl8_t)}Lw>t>jYXcoUv54KzLix_Lgt!y3?B
zjssrIBfo>IW%<6VwEjjjroNNSpCu*vt9|Ewkt*9d`7cd#&@ZW^qQo(SF?}-fjzC}5
zwCp>DHoqm6HqFN~vqcrIy=c*Dg4C5ygo0@*N}&~eE;mR1lTlD)Z#i1t%P<u(E>c)4
z8zrnso|yr6smdu)AALeX`0pQeHMu(DMNjQYR{eogs|h;nOVvc|?3}_P7Y3xRiDE3$
z(p*(%J^^Mcv*OwlGX({o9Nr16#)ijLjHATl)|d6-6U6p4<BPDKinl^t^R}KH3`yDP
znd1@P=SB{8W&&TZ-_I%7t_9~k{WWPAV>I&eWi{(+6yK3?g>@mFfhH$}VTBoTvzrFX
zmYP3|K-RTo*h(cW8o|#klc<@^m08%tDzl4~{1WY;PBtcN==A}W!Iv>fE`)!gB-AZg
zr*wvE)I%SUIa3fe@NtKcNMN%^k<5j=Me;KUhibiaj|h~fT4&(*`#=2Au;%-fr<|(u
za}770{$pUg7N{&aVdU+^hI*u1eyIcQ_1Ksy2ApbI<FR?S^~}uyjqyihd@?=XRnOsL
zSbHp*07uJ_j0!gF5vJdP(AQxtmV4H03MqJk2?d6fM{$f`O%<FT=FP@#Eiid)sUANa
zO}e0wHLAL5@(Fp*eUInJzq6cZALv3XeXNh70)~wV&1|s}X-AidzQd9%JIv+!^*APr
zKJDA-Y&3YaZ9JM4%OvvaRUR|VR}?J*sW+$A_ohy=?9Qz(=an{fmYfyOua%*32~fr~
zz^ccP1PJ(AhN+{@>)uUz)KoTJ-Sn#HEaN9GEGkQ&G!y3BqV7HMVJMY*tGR;>>fuKi
zvuFwNZYn6@FbZ`6zrW{aY6t@aL{Lk+7ab<)1Q5fr9*xwuOx+ur1XEOq<~*pm4muDE
z;WoPF?yf08*CudxIQg0_(G_V*Whzp#4taiRQjM?B0ODD+>O9@%FGXc+D2GXb<tyUG
z6<Wm}+_Zh6W&OH*wY#U+J&eOR9hthelM_M3%F{a#*p6=!N6WzRSRRsaEWE`#0=Ej^
zI2vNcU<u6T;5U55s5%%rzKqoCs-1mU-q-!NvMVjazUuruIcYpZn;QM?)@DBpzEEJ(
zSJ_y+@+3wpZxB`}reWh#p=X-<o}mrGVe6p{;(YJGg`44RP)B>Dnrd9TEaK8n<YWIq
z@>|3$P4miS>FRz*Q?xYMXKi9-Tc=+sN;m{6_U>Uke+)s1pA37y74HXGHZ(HVz6c)U
zt}VRp{S%t9=d|eePvs!}Ar-IJ017g-AS=1RWPYYzDBx{0Aa4c+QrO;J9`S%SXD^z9
zMhjuHF!YKfnvX>H5soW0Xl8@Mq>)&I<dyq2e6_Cl3hV44+J}o80Tg+k2&zshnvjsP
z+xRL=JZ;{s#fOHB(v!IekgTOvXYJO^kf}BYMy_gSECK-C6qVTWoO(~J-UbEq&6j=M
zo5g;py!hm{JXw^a_;6um*miAjp5s7fhdzAfoos7*bD*~Y+1?okwIuQE_r211)t!4@
z;Dl4`<E25FKCue39VKBTGL)wyTZIjvE8i;ng{zbunq;9$W!@gmi3UH5?6mEyPgHYI
zkwz;HgIAM83#@GguThA*J%)?$;L{*dGXD-(l+5Kevw7R{@>=XVh1hFmYT&}&J8BJ8
z!PKp>+V90=v8id(<Z4;X+*2Q5%e$(v73`6g@&-lu*E@0rlEn0+y7mb!Vbr_BF^vn-
z<SWldoJs<GK+d_#6E_b)63DcJd82i*-|%LK>3pX>bxc`>xnG|(FNHM4n@=a#kyM!@
zmo8;DM>isw<0B<R3E@!|A}F~$Vmc*Qz0B~&6xy}49)>cSgmh-CN(e|V>ZgQU9cCy$
zB#W8NR2iu*E01$-)oV`mV8TvL#@K2&C_ch<h+XyYl^{aun#BxxtF=r=-u7BmBQB>q
zQWz>oXj@_Tq?|6Di09c46%$4}%8d8Ziz4Iks&~XAB;H*t7@s|l1vXv-_#v2U>G+l+
z<2{Vz!`KO!P^HYz<SlqQDt!mYFcU7!*(KCZ9^mNZT}uAUbS9?Tg>^NnV&-w!*DaUu
zAxl7j#f^6iw})<Ya2c4xY}x=xiD?EODBgN3&Hqwy&qS_?(VG<ss0z+CI7yR+7GLNE
zLYP6^K7*hhPe9V{b%+YzvVL61vXjb}<%`@FUWf^+&k5961{6$kydV*w|8Y2^MwXU;
z#J{|4D<C)7d<r^~`Q?qIw%j4=IP1{t5uF#y6ql3vTJN07*&BAbjGItW$>|eOY_9km
zM1jnD5Y&n`Z=aZIS30o>3+c4pS?eBa1KAR+L3J(^a(gQ*Jahu{YyfXZp-p20PoRJr
zwLaL_oEYC&xaU-;Ty5#zAjY2<%A+?EYu^65KnznMAR2ng8ohQkl^*#ISJmgk26Glk
zBkPA0K<Br6{8Idyv;XNrf6X6J5-{yCR|bf2g((XK(myAarWitH3)0R?bO=de##4-3
zN=uB-P>?w@x>awYX0~E+E|=rk_&k|SL5G{1m%W?=<Jm$#uBHjoN#jd4Ge6$Nit!Ub
zxb|woF6|O$|7g`g#tzfv8O#27c_yU6uq%%*UW+<>t+9ADxk%d;3pI}{UM}Oa*M^Be
zcuAnVa?A^-NJCNCXUyr5T&x|pC7Ca=WHv4d>I7@iV}Fe;IT%<cf3=WlY!0`k?OGAJ
zZVXR=&`d_i2t3Tus1$RZj7nL-#T}cMUao4)>)A)E0+7<cc+AkD!5!+&htFrHPZexQ
zH9KCCOCZz4LX1mKHT>&{`8&<EzW20Lr-W4DPHJ+4(W9#vkK!3_>^IWTt}=K135%XX
zsCPE)b0mGvkB8z?+Oz+Ml;;ebx-kjAK3h7$GnF`{Ff$IIUz3d##*Y^0s$H`%i%$gz
zyh>1z@>Atoj!A~FgUb+2AntlGR=v+&G8S7pOhwBlaM(jEl`(z;mrRSF!mEamssYxO
zNkp(u49br<MBWnihRge1VC-9AD20X-vY*!_WsjHN2o^kn^v+1!x%ZbC`76Vg$izc&
z^*uume9%rLN+M7s4eOMbgeM(ng6jPWau@R`cdCE=@OjYuq9Z2vh)3Kwes(%Y{g*LH
z0_9O?cpK;Gk64&!7z;p(Pis^YW#uQkj*WltlES4Gi%h93Dk537jP*@9UDXYV_v%}y
z<cwzT=FuchQJ?miL_*^#^MZ783f?1~Kgv#9bifECv=-X_aFSBYlS~U#8+-wkPb5!x
zZ}z9_Ax?sn&{|lN9QhKu^Np7;nGCa4LL`?%Uii)*q-K3zJp_dSMVcdG(_x1Swdc(T
zZwF|C^gWNTammx{Otjv5D1D9oYWO06l$3^3yE!1VPoGzl2T)J0vF?E0YwQOKBOASB
z5oLA=L#m$wFht9Bh6S<$9zNw^?|4tF8#Kp7iHY|XB93wC;th0)-PMV4U({cb&$KD-
zD5QP+<y%wU^T)1;Tp#m{ggXO6)ItXn<UmTYT;XHaU1wgHRXC*Pvz@eYe}>2CZV%5)
zXd)*rChV{xry%Gm;0_ETVLKHh7%RCA*uAKdU>U@%GKgCczp#*ATk`0Yc0{c^6OpMT
zAH(}TmTsbD3(EHtB3yIIj){Z@7WIYxs(<IlAbySag4j#xZ)*V)+759g4F5yXj*5q&
zlIj)k?EcDo*3~}?m8^u6415(ueJAZFD268XtJC9FCulaAsh13OjF2jzmf0;DE3d(;
zfY9tHw4I87b<7@q770@^9)Z~ip$pp&dP~%Bu%0P@J;g`^%_8-^BPb21%JwDIsxTJ8
z^cq9w(zds8ixlnm8a_u4wD|>J2`$WS_*U$6x<eo+4%KLk37+Uo%$IS`PSv2aO$6si
zcXyS44`!q>?{R(-fAL#3E-^9Md>DC!qe9tV7jzf>@3LwrIuhX^l6t1>&IVxo*EW2<
zwx{CHIRgmEf={dk$bBNez^IOeg2ZZ-Cz>=vVWfG&N^s4;P+GOy^65u~1Qxy>2zko&
zB+jV8uJb3A3Wb8zNS|9Yj3LC8>(oj<knGKPFqJN2c$x>Tm}+_TC_@?TB7dDjE(>%;
z(`@{I6`M`SvST1+koIaodbDETIz+ET0ctCg?I9pjZO*CZe(;35O&sELJ0p*mKo56t
zLkr)EyQd7>zYakqd}BrpU&OQtW~_RnR>Qp@Oe3FMUQ~XG>JAS8VRQINtGs%VN_&6w
z29YB)<U0sLMnenRDB48Eeh^+|MTM9Os=N+$fz<Y)8&)SV<|oZ9(*f2jY5W5X*t{L?
z4W(0F)(iB?M3;}C(>!E^JDm80!dbk1KwQ8il(uxWP@-YtzjFp7XZv+2yUvUI$u$1R
za(3cV?ByUpLnwwS5eZ;a+DJEg6T!qPpB^5dgpwt3Ne9~WE8(xGNeQ3RDJ-!Ud7L%C
zc(%fFzL2GJfF4Ffnh8wh6&HvLR}P68?hswRB5F!LDz0i{hx|DU^UDe$BGzO#f(=oX
zhd*yr5Gh#KTC$fUVGWJcE6_dN)MY;OOH_KSQS$J>(MW>=`5=Zi&wKU6-o}Z||HJB6
z2cnNRq9LN>I-eVU5>AX{Nl0ANlSFi@=;d$s7r~T->q}J{ium0pOtmG&4)M0k=JnNZ
z%aX>Yyfu({bXHyG%&T-AmhJJ(lIHYDwk4&!q7_-BB}G$TmIWe`Z;u6pue?>(uo!V!
z-4G}{$+E2eS~zc>hcFMIFwCuJ4P;n5Wmj$eVp>)&WKz|M*uST}#jLCmJ-coA?plbB
z<+qzVi8N;gTLm$V4`n0r)th$$n(D{(n{Gmi``;7o-FKLwOBn4oDA>!BM(PH$$;#ok
zvvL`*+kj8st6(0eoDUeh3vSnUbJuazFkfwTF|}yroyLyP+2dj7Thio(T?RV)2`T!r
zM7S4VxaZC9C5B%CIR$ywLP~hs+T*Iq5hI#;)<%UqxG^6P3KA-}5}3IaC4tKKmX68W
z2!)K~>|e5UDVULBw-P1JR4L`g@8An$pU2ZTTDXZZ;>&GTtrd2?yNeURg@D;dW2Lhx
zX_u<<_`=Rnea2Tf`V8cgk@Gr{R7hwiFu$_F04M}*n4r!9UG|hEgF&Ydrxy&?_w|3v
zQE5M=<;c)*^uYl}D7q>fqeliSXMtdxmC&nM{ZPj3@sn)cCsgN;%#(h)L@AiC6%PfO
zPTg^E71k1uck3V;%Yh;wES%z<!O}mED25l2sc--Fwb_eSdP8Z1NLLM>pEvyqX8X+-
z0vBAPA+`tfBG+XjtLiP8pIzQDe}XSZ(1<FNEkOMwgwQ%Ny8Va{-DeO=^C5F%Op@oL
zXy0BqYbsO7*`<c^DcK*H=MZOoKi*g!tF;2wxJ_~FsMw?SfkD`iGhYlHyM);72<5ED
zRI<Y2cJ!u4mq3Fj?kNoI?zR;#kHP0rg($P+rLUzIwUTP=9$<n_-fo<ISyQ1pD5eQV
z6c#!>H61BB%e82S3IHXBqbpDO&2bYe6iD0CzyG<3DP1bFbz15)R{pZ|Hdpx4w>BZh
z#>A8)Wp%*g_9i{E+~@Ya3&D`L09x7Uw%ZF0?esc6UR7cH8eNWdk-__w>H0qV!29{V
zKh?lMl!?4q3!&D|`6Dul-eR@b@+JRh$CKQwouqP%DN3it8r3iHEhU8gDe-r13{A<E
zw<bK$(&LR^2T4q0ee9WHu+u%P)@D{e70&z~ML`^<D+w!EMCl0q*5-y*qe9WRRV7VG
z2<bkF>eR)%<I1{PfWI$=E_=8)*hw>MCuptUfWk$z0dV)C@x3`Yk}*oNGY9gl?sR--
zS-9D4)Ap6^l}z&7Y_S7wpY8aT0M8Wovfkypw;)T-nDG}2x4!i>es8G0^8-R^LEw)}
zvL7e~=db%Be3u+zivr4D;3E_x@?vDApD=#J7I3QqFcWRfM}JE4YJ3A5Go5W`g%%1X
z1^9=P`%m~4+woJVl|D$ZkBATNnx~dihQ&XnBRt=IeduwVNAB8n&MAC&;x#b0IOYgA
z+Hk`Vxv!OCB2dN@via)vFeD@x^cMjQZqjz&Gv?T?+032;Oun^IqhR}bb-(up^!dHz
z=peGae?&an`IYZIUkkVc6JifaUzK(b85MmbZRN)h^OvN$UH#|cX00EcI>x7q9fGJH
zQv}ET{!RTO>E#RwTr~KN_*>TAgeo~3T<yTU{qNszOcdl!9>AznlvslocG>lQj0G@{
zptdcl*Hr~8DZ#I^E;@R1mo{!_t+$U8k)=9e8POTi*CuwB;&c1iZmRWM-?Xz#`}WSn
z@thdi_kNebG0OTr*<y9n7@9_Nv(;I$ceHWSSEkkda6Jt4`kwyG$L%wLB{1l%jU3+`
z*yD8+fyny4-SbS~UA`BG&+o0e?C`pZ7*S*Ulmg~km&NDjU!7Sko1Z_?0D@{G^Efm}
zZh@=7cy%D72i#9k7$%=7k^cB7o{)d2Jdf_ohQZj{Jgkh2dRIf?F4ACmR|2Jf_^B*D
zves1jX#uZh0VcgP+52{0#hp0Sns95MK+eNDkmvW%5#K?tpQzNW>Lnjl`lxI1wfq?n
z@NYr97o2FK-cNA#K&mV;4DsBPw@iUIji+|+WEMWpLu5$52Qa$q0N>|*Fgh#(?`P-z
zJ`fz*=XSE4vw`h<@i`2{gZKN|yV5EB8V=&Q5m*9*Azp8J74IS9Z+ij@LIphC--5=l
zKb2Zu_cU1FUpqd0nBWO`&~BnEfEyHVU4XVYl!eEmnIl&Dvq6Jk8GU|1%&FYyB5*n6
z8L`6S(t|g}+QT1{DV!g`-6oRoYQ$X~0~pF0koPJAzo*q&BnI5+L<4vcl0sdu6<vMl
z3v+RCANnJe@V74McwUv#;Eg|%eE7v47HICmPlDM3HuTq~C}6~qvz<TZo3?i)DEi|6
z-Ec;f$aOc6R9q@5+W}ur?#yx*arnRPXzF?j_lhtWe)rVw6{Xeoz4eCbcfMZdykURZ
zn!N9kz~{C5ob2&AF&;eMWCdlXySvXm^nL7p4uioH_}SllhGF}j3>3xj&ja2Fynz$R
zp#q<G6pwXQK#ktd8ar==Av-<p97ZVDgTV$6r#~DL3m=fa_bo#W{O}AhoX3QH_V-60
z4Ypq_5%llt^X+GOcw9g2Zbdgy2@_xh4ozptMCa&woc%R#hknFixkA29v&a*Kk3BRs
zjXh7{Kf~D?5~8bc1dyHovypo!!ZsAPRWN&gEV`2<4n>5$)5sf-ia21QW1NGM>`Wm1
zCw8Z~N%Fc+2>oIN#@J`BMe@OVrvKEKf<cmlwYZ|s+u*n3-};Gw=lV3l#(RP<J<Rql
zdo5|07n<kwIsO?OXcneGs1iX4h49{N$>&9T#_6f*3jpj5c`hkE*I!ryZ;OJ~gy037
z)N{Ei_Ud{(Z);Xry&v{ZTiV#(2X%}}bg+G2t|s4}S>LzZ#%^TIfgiWG5j@zR1H)Hu
z&us4l-<&YlR=^+~M0_mZ5D%gNP;uyH%TLp%de05t2Y99d-~D>l)?2g}*LN3l<Et>l
zcjLA5)f?(}gW<Q=wX*=&D9K{Lp99=lrRDC_?V+UUPhnqfbva+x4?OiumEk$T9%$%q
zez&AFoS=MQe{Po)1PAPR9!YNY%TR>tep@f6x2`fR&v~iz7rSgO@44*be}F%hd7*ti
zpQ7v4C&w=;K`>x`XCABlJDv{ZT{9YS9W(x+h-Qcsf1PIAp`cz-dA+Eq+&YaIaJLDf
zdP}qw@Z=xPRvJ{o4(9p!&W8&E%C&5+`~3sV!VvQRjWeO*aCzj{2|O{VrX@x6f&}@a
zI4F~tnp^94%e20Y3oQXa+{XFJ_aaUd@LlA-n#}IGnhNeiRAw!JEvx!mAKjt)eGltv
zN!Y$e3syrO@P1W5?Y-tu{ho*QDFzE*%2ZvRpVklqnuMN@+7JVVewV${xA9Y_)nmRt
zAb{`l?RmeZgD2>E*?tR+x9fGg*%pECbGiw7BQOVs#qqlX141<jw%+>ts}L#pnS<ZI
z7kZ2UYtRokpC-Wm^LGBA&R1?o0O($M`y1ZxecA4P|9emkoSiR<omIe%x81Rq3;b8_
z^W(V}_GikNTW!XN@6mxo+qajHgm|6&y_UN@Rt(=m-R!uNSgm}`EGLkd@^RE<D`1Oz
zKc9C*8_Ye|N-cg3)U?ew?{VmRY(pn{t?K)H)`!ORIo*~J4N>0cQe&UA>h^kEL4f&v
zJw2*~3Q=5dy3hZ;&v%^8zA1{xvcqG!@cz15U4+!@biU3%^Q!>{8stwNafJSa(P!v&
z<g}b|P$e%s-efp_gD>jlbEGvreX=yDpABE8VJI^U-P`tk+4VOV#t8v~Ld^JN;KXXm
zoeHWr;DTqs=l8g456%0|L9H*C-3*yeNMn0HjA`3;-<o@wroq@@c2>jg@?M6{#aXTU
z&Enp5`?O(Xs=qpFtIGy@yr6kz1J9t}rA}=D<l(5@qQwGEH{jfutNYd|XW7fN-E3BF
zu2>obD%uSLhI610@iD8n-vA;a%W?Q>U54$i0|$usRzL{?e&2T!CvE~CMw8)tiMXoA
zyhT7<S!wU*x8@%%c0O%IhWegzZr%$Ep6dL*y!!s^?tIcGw1oOyRV{mIbg8<1z>CnO
z>G378s6Kl?Now%=ed*-!cNgvL*mz%w6vcMi`CX9=jR-uaj1j1^c7N`D#MN2=DG==h
z*b7q6hj<9o|MueZzxGQ8g%R+7?*1OaL##p(_vCH=0?yz-ewM!~t?kA@Vm<-~ipJvp
zp7DMHlHNFe@(X+(1_XTdwdCm7VQaOHRYijS98K=Xkoh?rTjw8>V|8Mh)V^`Xd8U~&
zELDa#l`|g7<n9jw4hoJL3<Vwt2D;X0LX(hEUUJW!+1BCid0dq}c5jbAGn5cJ+T_-t
zUeec3Dy{peq;}b};#arcVpX?(=FJ_dH+7uE1Xwp^%8M*an_5$Khj8c5+3JDk%^kNr
zFyTd&>gzARK$P&ojQQBh@vvs&35cPJ?j-t}is<SG3!tcl*xm5mi6Pq+u-Ve{2(0w#
zsE_saXnViJTeo@JTY+4;xN6EFXwaMez^O~93ybi*Wyaam-T^M){Tnn#hrWh%_3uN3
zbakzFfocmH7x@&V4DZ}pgDLcL3kqO7=aTQlDL;`V#*QocV3|M_Kk#Nw88XjSD7n{K
z65-C8EwG&+7vD0hO%};XlU}w2D{^jeofG2Yzz+MzXW_<!x8!$`-;yW#vC2FTPiuC#
zg)M$YpijH=2<m5VW()gqnv3hQ8?w&iJz)uA%Y+E8<-dBrX0Ev4#~1J_z;$+9-&+=z
z<A?-wD4O3Kb5yU~B2Vp8J#%j84UsO3ah=jw*W3{;)n&;4Oe*nd#_4EJk=CqJRc|z-
zPLR7PoKaa5{js6Jjv^sI-dF+t%9J8CjFQ-=3==J|CQBdUD{CUXX0znisj542BX`Ww
z#uz)Y7{ImULHoH6a!!Y@C5$&($ir`4wl{tZo9aaI{(*CuY8#RVIiLI4pJj~c(vBv*
z|C!(xftkF6bH_q+%|V3x+pS;&4PIhMxr{SATC}8Blp7xke^ZXEekDMXHo^zSFFF`e
z)hqg+__++}B4!LqgeW_M7FEV<Q6*dk@11akqUg;Hh74Nt!t#e@Q|xvfN0!`fjcHkE
zr8ygS3U+15d~Lxq&hiJSHc4JA_>Li0+p0e80o(Q4Q5U8S{&tpI49IimXg$gmUWYgS
zUG;jkx=f=Rg;}d+HF`S@OV+eH&E}pKoq82K@P75v9GtU5B>V=HVKoZoFbwJu7lA6<
zmFJ2UfVdS@#0@|^M0N&$KLngUpmJLDlu`8K9FC&h=thl5H$m{qd_zHUbxU=r!DdS$
zxo{iDO=T)j0kT8{3O^J|QINXt<%f%ix|8G+yUu?Cj9HPVK;x3Kikewf6DN1)q-nFq
zyCLxrBv7o}CGcZ|TN5NmZf+6yGsC;bZeqw>-RgPw+zG=)m<rMb!bw2(PHS0_e?<%<
z6Y(lgCcqwed<V)?1@L3Z8hWJ)WqAe8q=rj~@Q{(`_-{qYqkM^S_I0%z6>2Hh=zdcY
z&6Y%!5XVv;$|Qc^w0wBtd@R?pb@pH6s8_*tJK4_(ZFBLSvj=GCT)n0tMR|jURSF06
zzdmy&KR7<l|K8o9-|Axmdq3_rv-~*<QA#nR-|2_xupVZ^XeqeQR++}%wbJQFh}^2_
zmFG#P{wn+n_HVv-)QB~^)FeknG$01$`eI5m@r6gft_SQBuvYban!vFkG@(*pUK@-*
zi$Sf1n|0Ql8AIM0zIZ^Q`Z=ahW>)?lXGTGw^fD$vQAY8PxRYYx(^$t6X=|ooiI_W#
z!iCrGq`XNVWZO0s4gxc)BJK1-kUB$?8LoxiY<~h5w<S-?^v+(DDMPwwrzt`d*(ED-
zbe}UgeJw^J!AvqgM(S<MsQg5jJws5BHohp}1dht$lsQe|YTx6oLl*ZyoGNK5-*#%v
z8gfcy#;n-2M}LM)>1)}OE9|wJ1G@$Lynfl5!*f&Xo++0g^HIGGhS@?rD-qLbS-mZW
zqKcgxZ#PA|C4!-1HZ3yI;-I2<2`D`9#~dzff_-Ht-x#0Iqr3aZ`{<R9hEg|un$<fj
zU_JpU3~yV{&dm1!X%(d9iB~kalfpfWw#VWtOLWMzi4`V$9Q9ZnW#s&^KTP&jh|a!8
zuSyAQ^`T1Dr$0qHL>a`}{T~xI%;q(2PA1qjZdPU=nD?g7<2JMXv&+t;({5X8uU8NJ
z`^1!sA39KBz`hoeSC6`7qhF@x32Ek~)-^6J&VMy-hCds`F4vd;?PvGf?LEceSl;J7
z%3YFzK%Nh{yv`gGAdUb*0U;m{*A;=gKTh)90!)CL*PMfF+h!@CO-iEyynCe@%_;p$
zvBH$4pQq)+8r{82j|$bFpcOlXIQ70>Yi;a~pq1J@>{zI5y`MKmzHJ_S+olZ%nc`V)
zyz0@k1F~D!PQ9`}>d_SJDx;2F`};GNfeXT$O_gl_)o;ribF}GwvJ(U1cWe1k_S{dv
z=kv4=0SF0`iR%UNy<fR{bMv2_nfaXqcAc5)ssKtr(8nD5LV-}WXmR6EX2Wn);9=S4
zhElO!o%(fpB|LaH_X}4#uvRJ#nH>ur)ILc_fYTot9~Dw@aL`{o2Kic}iWKIV3eAzr
z9&2{WeV2C1fjL26k2K4TaAVQ9VJ&oTFL%w=;vWd&b9JkXD}{ZeM8L-QF*v|rY&;mF
z-N|~;3lW%Zb^U3ydyVtl=LPeA9yE4=(|^P3(StXzG_u+?;j>Glv$hTb(Ab-thXKSm
zzdigUcs}Ma%e&n(u6VmQ^ETJw2V$Y9x=M%TF$s|=a(_1ZJsu8G?0&9Kgt2)4)#duM
zhec%Zqg{9ouQuD*qA#xQmRrfB<Fw>cuVvdSZ%Z(&iHK7sdGUlJXt*}5YX7Rrk?jES
zwxP+W`r-G<j>_=E@9unyomYD6{dMgk1{x4DHoLQ1w5}tgpkEEv=lhjKQPqFar|n)J
zy^`DK;RQkf(PegG_lI~Bm}~_JJeqH~mD+upnn^%<DBaroaRVo-p-a|up;vUf3fW{}
z!=7hknlP*(`L|wER-Eq;{%6KdZjj?`?1w;gFkK4srF6mqG9`@w3mDSNNq-u5h*^*m
z6Gtp^NqbxdqkyLD=%Va{bUV&iBd-_pD%vq*DwT5+EdrJ*GmTTIqAbT{|7~|f(b}cc
zXw!1jul#xIkaM_KqAK|I+-C4}y;f6Zojz9B#+MSMf0rcs*dr#gprltKnTz%lOzeDc
z-tNZhZ)o;o>CZE({SsxizA@K0Sz17ZEpGN_d-xM>Sv|jIEKq)z`!iQm;F87;6aeOZ
zX)6sR{i2?$2jIwq;O*%!O#sF3aMB?VdD3@#S@sJs|6=F&07j6ZrMvZmf4}qNie^`%
z)Xw)F_hpG~M`hE`@^hQyFloCEpO7H0BUI>5a5~75#QtzI#?>xvj&qR@ZW>t^JWn=>
zMlqq0+dDN-@`<9r67yYHxH2_Zb>oHLEZVikED1Pj`6lo$?!k0^NBus2BKQ-B8S~*(
z;~+mD!gkJL$<q8i&~^5Dd#N0a7coY^WY+}OoB9N+#w+PWGxf@+^KZk?;%2xn0Y*7r
zJrrqKyQg#Fmo$vkh*)HPnZepioza%@TUY{?p2<7uN8*=>iDm6fr2Yvt?Vxlq!kfiY
zxqbCKakIjgAM!B@C$|XL-rR1(=EM$}$9S~J84I`|g^C;X>CM8{CS_}MtuiNHN2RGv
zadWtcRVf|9p1{_<1c%pQ59h`-CBv4rvC|7|SoAETzjURdoYTddQK>RBe3>DJPSIWF
z2+_;@>{O*fn$<%^2ZjT*D>7+y56HCR^CX6?!8ZTaWF&}U+Yf&U6fbgI^=yr=)N8V5
zweQmZ&NcmqN2DPLs_B}j2WQjF?fe9PYn7X!X@VIwA^~g7p0}|TLgXl7d)*T<$SV4|
zfQ=Ia85Dp%pC80wj0xHDVR?)52zFRVX$wQm#Za_UlbV#37oKRQB`(X6c*MI%y58Wk
z<abcm$9cTJzaIxW>ouHRDi)el2N>4Et<xqIJ6qhmq4OV`NXC|(I6?aef{aIYDTLv4
zDZ+B^o8b&jM2$9Wg4n72L%N*UJ_1@WL4)aIWqXq!K~8vaDoVnAqHo4+wq@mM2$QaT
zy~N@>TN?Y0uy~r|`3kMi(Ol+GcNWe_TfdSUfCY&E(u`B_oAF?OEM_z{r}ZSJq=6I)
znusRDUrIpqw}N^UKU^OWstDB<n!`!3n$YWqf`n`aW<tpIi5EfClKZ^|RH^w;qa7PO
zP@zii`bcvzK-H3BfFaNp#vd))QuIl(G=3F7L1PRx@!9=;j{|6QTBp6c4Q{JFQ;T>n
zm)Ub^?UY+3nV7(;1+>!Z6`YqPCQPVd2e9L`s54A1PfeUj<7a2Lm#0M!POw3$)Wz6G
zf&^u>B4sFBH9s8EslZ3ZIHqWvebYRoR=AjE?v@m43HbzxpffFpsUQnPy&fckL84eA
zmCQYNQ9c>xh8NcP)l-;f=vFL5dW|2#rigFudx+&_PUeM1On?qeO~|VrAa$0YF4Lz?
zp}}T`k(kjgX2EjJPCbvWS$OhvBu*L|My5sc=sWOm9oLRcHJGT`{l3gSqTe6f2|xRE
zjOj&6)>S)#O#{q^*}5uF*;h|Z{EkL3Vt8r{8;5wpSm~ikN|?G~xJ2EGzct(?c95el
zO-Hhd3O3M`9_KjIrS<wf&Z2V3usWRXUYmhFU0HxeF-8qlu2j~YorslH3Prv2vW*4g
z*JjGNDV>_C_d2i*=wK6JxI@_oo#@&0zDvoLb)Au?OPsN>b2D9;xPLm6i$#CPmLL7?
z;3f4Xm~TM>$`yM{wIxb?2saOnVe2sSkmwrwOZh^qWK3q}HCsLPA^%G#iXzuP=&|UG
z2ILgBkyTvNLMheRcCS~q*-{o5)-HH!H^Jb%{%39iouF%^r1?x&FZ39fk+#S`q`_}7
z>-p=Mh#M!V78WyE+QmT*nB+J*!AB?&UpW_H&D06x%n8Rsf09H2Xq|X^C85B_qpa~c
z50bsb8;nfK#jEK5jr2fY;9{tSMLbQ`-muHL+^*S{-tbe8aBA@6`4Eb~#V~MKRwrP&
zuLAqh$o~3gL{CJackub9k@v;(N&Co*{0Z?tY%@Rpi*4qcVCMfG;NMT*OfwAsBk|vS
zG$MVaMgM65{k~xSOM>3hz}eZ+sj3#@$Nw+dM1V!`&06zA807yEb#yfFaETv)4PyKy
zdh-!ke<EC^iCEI+D^8U-8a}|5U`?!gyOSkK^Drlq=<|2xX9i+4NQ-y8y-6G+qdNLn
z9uM3J3%^jap4)?lCVE$+Quy-tyu^l+@aW1yD9kk=h0~%a>nR*&xiT#?c^+*dK<8Rk
zo3jRP@F6Hg6lR7BNfi%*ftB<R9f<Hfe<`T^$c$nvGFZ2@zxEC*rpcOkVA!doT!p=$
z%w%?Zi<*)3?C;%|^@W~AyMgHwdrkiTdBOj!Ey(}U1>^tH7oi`)x)I5b9~{#E&ENAM
zjeegYx=`uA)mpZn<tH9^h)9d$tAoK4<JVZEBqb?{cmjSDkQKBE7EAWTgHnreDHT_0
z3JNKSiYa1sDhMW^p!u{yy$)~Jzp<hYJkfewe66lO%M12#?6^JkI8D-9)!o%O+O{y)
zU<*q?7qHQClLp_u+C2RI<(iE;sAyFl%+-S0x_1L&v9`i)M%i4#NGMUD6<&%cCy<FZ
ze;I5_oJnPFTC@f>P0QL<7-8<&T#=Hq;#6aOkQURT8pW;mTf8h6qyv@%Kg<+ryJj`=
zmsNqlWV<3(JWM+)Rmi=GWx*;OUtgMU0vo3vNv6|$c7Q3jC-fG-?7%JiAI=KY-(bok
zM@#4?cFq8P-Uc3p7w^$?_ZDSq025j5WxfWrr)2VS`ZSEYIf|(hjj0N}(u`JVnQ!p@
zjc60x$s9h5*rOeh1hl4BP3*Fi+uWIT|J8+u7eUyZ!~^;VK6SfV91$M}n>3volrf#{
z7f+@uYo4IW$%Bg{L4TyD!+Dx{=sa%FvGt~sYLPd-+vVunn~xr1!g{*KY2E5%EG1Zl
zlb~(C6O^M~dXgS}j38l1G((DHx_L%ncA;qE&EBWi{AS3pz#MPzahdt&Xl$z33oUs)
zi#(k$OYpJZJa6o=1*=)%86i%zC9*xrg!*}a4^|2{q%oE)ZF{;;jPb-vDeltp&)2X0
z;w6&5ad)wE%!D^1MR|Kg65?FAUFoHwFBGQFU<f{{$u|dm@|zuqWdhujCY+BnpJl<B
zI>0ls_kGl@pe9z=#)2Wm<dgytFT6UZsMhICTQW2Ih17JTK76M_-ViR|p!;;=EI)Mf
zcgEv899BeQ@=plz2fXY~hP=!;6^(->SXP!f-MHhvxoidXZ+;stc2jb9|0GEstlRb)
z6iLptye9OM4f>vT0=vXq;iLR0pMaULb0((AgybBM9v_=zKBglu#^WY){?KDF{(?gw
zA^8ihJe@=n*0i7F0NwgB7Wa5LWmsWX@dF?H1D)GEO^uQsSO%@xDIMIyFr^}VR67Ar
z_*k?QVI36DB0hS|-3(H9>2qk#<K~{y6HW4t!q_*vmML7O)!b(6F)?eIqoqnVCx&<j
zf#)t#BJWv-uU<kB(;g^={IbZ&E5)WO$V-VD6ffW84bz)p=ZtEa%BibQ@~mzNUN@KB
zIONHFC)FU=>mlkYgqDE6K|P&kvUGl3GBx6jR4H~xeW42CR-%oRnLSZmd3-Q>(Vh_|
zD{Z(V%hR3^?X8OLKGOP*Y7f+Nk5b=-C{c)kcJeCZvcS#p@7-juhfDDf)g#Sr>Aosg
zk67(JV*Sy3?l*(1+xVK|?7}K#Nb0m*^vL4wDqJ?gI7eUZgE_P#V@2q#o|rCQ$z%$k
zNggE*l^J)PVf3_01ZCYAtXxo_opxb1)C>=36!*_*oq6v>6#XJFyE(AT7k|pH{vwta
z^DI~QPW-5vD2B4gnj{&m9YtS4&wv_SJDhlOu?*bxmLQ!+<2ZbY`0HO`+S+GUBL#-~
zE<TE}5snM!(VYscTWq@+c8gzX49RbIDz@6G%a<F4-4V`bHB+ng-FbhM80^o3HW#%u
zYw=>1Z!`~OKRyk7uBESk(_NPC3?OZlD&>)|1WidlY}??9HAcG_2+&UA?N(Y%9Ijrh
z9X$Rcn!FgV|1+-gFx>IFR`7e%223c*pyD(&6s#)awDMPV#U>KF;^IVB)C$OTp(A6s
z9^9nFnc#<?Pcp=A2`EO2OrKl=0mczs^Jk}%e&M8^f#r##@^OSDnzx-uk?@pq!Q=WJ
z=O^9k7eD*S{t~6%N>9>8B2AHYha|)7;+TfG)}%`zK{cGUmtJu*M%tMf(vc<_G_B^g
z9xFg38PUM4mPEt|pU}5z9t>TwC1cts1z$tyr?GZ~ud}d)Mo|zyWgi*Xw$znE4Z6DM
z3qdyRF_wnjzj~(l7v_zu3iwk|u@7a-MG4b2_z~p~ULiYPCB&_VA2uF2zB@W~LKc_i
zn_tt#PbUodlf99SmN448P3*CmJlMriE`Emxx~9w~kk?SE)LuRloT|&SN}Gl%-bs4t
zR;tt;iF`57gsDPu%9(X}T^CFuNRZ)GQ{F4;Yqq?4>hSz21>2e?9uc`&{S-$Th0}9C
zQdX)d#}<Rl`;M$F1w0bF)=h;Y=_9*hj3%g9qOpPo1jKZEjecp9@u+o8T2{!=QCt)(
zQm>x91VxL$hUbC?$s}3^3!5<F8o9D{%L`y+s8cTY_rX>L&A{ZKj>A#rET#FhN~fbj
zqr{{jUk;H4o1|u$s<Dq)6;*?x4Xr8V&NBK>?LE|QRsLOQ@%-yTxn#B|i}F{T^we${
zzw+@Y#$@V;M~re%4Q?4m?h+2cs)FQqu?*1VX$$cv&<*BMa(9_Im{6K6`Dx}A{!Emm
zy~(TxVBthzty_F#KxU1hdd+wzQl3$fvk=!07mT>`7(RNTbl`8L<A9goNyH{j-ME8?
z*bJpl$%cSnTDC)7K`f!t*vNWZM-EB_evO_xU+UOM2N#bFtHM7kR1a@IQ#Sm5|LNlw
zMo4fe3G&j;AE2}&yyTjp4VqDTB3$ig1`i?F%YonG(WH69jZroZ8@O)CXQ9@w%d0%B
z^&el5$2U?4AOJ;8rTGUy|KK0GlE#oo(4e@?yCY?FN;i6-PJ0W5LYaC<))N>6&xpsz
zi*q2aa%4DyBjiP8cvj@15L7y~{0_C~PsTu&nNzV}+<I{6X>|P9U31GKAG&Ka9W)Kq
z``W(7<sMB&bU%ux`;#Amis=!}C<UVXPv+*eJz!RN^~G6<>F<Zg(59zEv?HEv+3SVc
z#<Uq!p?7Q>ZNW^^jr}U)F*m<aRNjd;)RQA3%jkJ&I&%N}Y6i8E0gFk5hseJ%r8W@Z
z<w=a3e!@fYGKDrC($3Fj{okt^94M@)65MSq`@}^WuVqZ!*47RkLaX-X$s^~uDsN>y
zh1N&J2K|h8@TCp`nVig?AJTtOnKqZLx}bUsbb@Vm*5>g{UqL=}PuDvsCfj}(Px8TU
zftNczrl|`TCN32FlVd?l|Ac=nq2&0LDl}FODSwjwA{m!S0`pV}IfN0aeNkGI)|s=w
zl;kM;LZd<VN22B9d>}q6(J)|t%+uCQ!=nn<{11m|(#=ulwAzL;fPRioigz8#n|CsY
zmDs0N&3=)k_YSMpKqs6%dG_LXJDO#UVYYtufhvsgSEW;-H(nvkF&+LqN*NamLmL?i
zV&EQ#+lFpbqzn$`hvlRjoe-jMw?4*^bmIF3JI>4xS4(cB@Uu&l@W_~0>TOkb0k&({
z$boOb)hcI0x_VhF5k*yb*>Bl~;L7W<4AahqX-{WtiJ+{CD^m%qpE>9OM2!6@#Q<|U
zv<z1be!~rA+WRXPiQwq13riT8^ou;g{dw{BJKBu`fN$0}0w#)nc;j*NCDb-takQ)S
zrnn^GF-rpem%z~B+_bYHdX=1s!!BGQQm-X+0J%|;RcgoR=s)Q44qhp11Xt|Fq*#{E
zB5m+Q#bVv=A=Oc#^N&dkDHO4cFS+CsQ#it4*k0r;c_(vh_&?&-7$Y_Ui@l1Kf+!X#
zH3X)x=y>HnbwHuVIim}k>_h0t&Qj6B+D)`<A|o<=n)wjb1h<vTu1A(kCPA|iJPK^^
zm_7Sh?Tz{cY@Q|}YE|CU%C9JWP5%gqiGB(`*Khp-Z-rJdWHt3&vFg0~7=p(Yf8ku&
z`>Q#`qstt<Z=-Zgl(l16OkV)#vWdaW=T#Qq;K8GrNex?nn9`(B@VB*RTjq=3fj|?s
z+^>Woa@iL5ovZ=im@kYtgJN*?%8S6DsQW6`2?dmU@{#nL%X8F-#DJdw+K>omTI;qB
zcUs$X=hKN&h<5lDpM*bri}ZD@b>Qj5j#M3DT;unfryur+{TrhhrfbNkNx3=KUfy(@
zTm;I33L@)O#l=a(fn|n^N1go-j8pg76G9V<@V|J41k(zmX?STBLy?jsz)#VI`?S-I
zy``a;*hGcp!F3ehOsdhveOFA-<M|9aGIwvB*n&nKj*Ln(7D$Z@f-O!ls++bax3WW^
zbngQ+*fS%c-y{k-{2k4CghxF|iHQ@p#<;phXhEyxJEY-xjnsabg#6s=k}nX*$ldE4
zTLU`-*B_J}q~sD`wNSDQA%^8`5No@*O3Q={AvhQ?F#ItpI0noO1iOj8i>1TT{rOUh
zi)X^tV4j8;Yd<?9Ztb|JERmJu!;Fr|<Z0)K{?VXBdv)w-MFxrjIH6}bE;ANP`~^%m
zc8y~Ph^yE>=wWn?DleeH!8a#LYorf?cT6$hAVRc!{QNFtepm*z(bN-qP$t5y4IY0a
z7}mj)WeDFF<ET->O{ia@0*`|5qu?QQHTj3*`fq<+aL2P>MwE#vK1=u~*Au4LQ7z&K
z!J3H>V<v9YsWj97DBUPA{7<=+J4X*guAxzRT9x^NnTEm7)4l<GzP8D6s52c$p9o&{
zQ;L%Ie6G&ola%W4ddnpC6D>jsWV(A!fx&5TMI#=FtkWSe<iYD(#Xqe@PdktU3@CT-
zo3`yi#?crds71i*;(IHm=P_g5*V#kH5hX4BvMe|!rJx=0j!lP=3<hCS%A(L-UziG^
zJaCL5Szz>IqSbzUl;Gs_f?o{5OR685@T5!gEKSh;a`dNsZJO&;0B-m4OwP6nhIwZp
zP7DR_g0&Xs6L;mhLPk~%ss0)QvwJoW--v-mvkCYT%YyBPRHBYiaGr<#1W^`*`4K~K
zMqz9j(LmgSAc>Id7jE&e&oHXl`O<3F53{J+N;oo7tW^c}>AQp%7%WW^aR2p%N0ZY0
z<}Wkqs`06Dge`9eVUU&fyK6~kXhlO$QH5rit_N%(Qd3q3)=dU(nHI~|Du}Gr3t&J=
zY*F{%K59#wd2607mKEN;Ts-(e#%;1p$wR34TZZd*80XBm{FiJ`NjBM5Ru`1<PZIcZ
zOF8jP1A2TORQM*9G6R1W`#m+_v$JUYFESqVfQA%KHU^J{IYsRaSEG-Jxn3i!RsU%D
z+_be0KsP>%GJ2vP7<TXqok1{k53Yhsk*H1#6oNu-FDq!39B<i!ahAj|O=w(z<!M!O
zT=v9BsO3^hsEpi~C<VKf%*l`F7TrK1dU1WT0t4pA7y0AQ@|CJuy0FZ36p_kBqPIoo
z>t9<k$Go)JV5%7Coico$?Mww2@X3^_1QNQNzcHwsV6RA7apt?Rrz6Y}<hfd~Uhj<i
zeJ$-wkdO$<nRC#E*#CTGVE&|$-9jY+o{M3r%`<_Bg6O3~V?{SAOin18rcC;vF$Yn5
z9a>8T2w7n^mm{2%Osa}v=F^(rA8UzfK?3J;W0lK}bu%ZcoJ*8ao!Eb^VwtQiAVW6B
zcIx!uMg*W>FwV=_*N^*TWnHQda;#N>d*aGK&}#SxI{jm5J_Kip>%DwA9vNWaTHOmP
zq9|5|9pR;5z%k*1T>sb|K!&6WQrP83ycc|ZyHH*&(Nz7#4%v_u;n9te-ox`pE6eOA
zm2@_^YC8D^_3fU{%4P-myt{7u=ezokk(RuUO1=uK<o&ss@MXLMbRgSxNcG>KZGD<J
zHY?e07fWCpaIo9xs)00#&oX)Wwv@hBP!=+$2G8HWqWzC*k_tl87-|1CwZ9_8i;LYa
z4L*fFPO@E#QX0#^HG*h{0}8>RDT8&}3Gdad$S%(q0f(4$)c%M6YcOSx2~-5>2L#J)
zyAS><T#__~@i-wl-bf~vn`t+a^EVwYPYKQ(q3#P(56lY+kb%HO(>tQzzS5=&6k)Am
z!7?}80?=8|+?4PZY;aGAJzzO44sGMY;%czL*K+rVSeJ`Iu*_NX?5|~qY>dO7m8eyo
zB^xV4rg6$51hX~PAZg8@D<)+Dam7&mrjFT3l2hveH}VdZEpg4+-%w>~JwtK?=xw@q
zI7)#27dt>E<iFRNV_XBg`n(clDn4_@W^YXaKU>DdF+v0G_ceK_r(Hv|L5rz%TJ0GR
zwL9cvEq5%{<$=jex-xXzm8?ignn-z>-bO3y<KCG0NJ!(h6x0s-ADNi34%7drm%OJ=
zM-jT*>cA4LK+^5psB)}^XV&@&GOOoOu#Qyk9%y5vHB7fWFfTyK>~hXGE+`szXs6QT
z=EbZXpaV<lnzqY7-sCd(DqFB^jVv$BDSqo%mu_-1FURw2KUF8z+B%5j2cs0x{y@pj
zkt;RP>a>{07U3HUH!A>Ev`Z0mPpgXAr_#8Uq?zFRa$JRHwaqQC+A%yQz{UO0mWw)%
zh(r#8{gkOa)!*F>dbq3i5*cnpRova-xM*0G0!!P2|38(T1yGdh_s5rRB&6etNY}a`
zunWS{jdV#ZDP4jJ2-4CmDGh>jcSuU3A{dm&0xn2Pi~mLRDsX@I{(Wb5W@q;O>~qfd
ze9u1bJ9FMy)p;(P>KSyX{USYBke;V-0Hww%{oOi7&0o_a(K9>4#WYb#dJdci;uZ!9
zbUB{haY`vSS?fT_ffz@`GX)Jh*myzQSWXsn83yk*P|JZC2#Ty!EjMscz`|R*nfC7X
z{41#qoK{kC)$t)zkz4BTgEwZM*RggrztV(oW$vX>VkXeLjj!>{s|9+IMN5SH59?A(
z3vkwJvX=q_8V@Y4XpT{Svo$i1a78h{%>cJntGp>0QFQYblN-)e@atU$ZAO1f{aUky
zHuodHb#K_mULRZwF*1xx_I&*wyrcP+fh<&7VBs|)CMH{J+r=j)DK_m9#1d~sZw?~=
za*Et4)c5&#)by$gJW?;@XqvJuU4+3ulbpx1P~pou(2`X{ZTGrDsvgx&$yn~73*Lqt
zG;EcnR5|9x6aCL!Ax}VX_PhfcB3mOq2kFYdeQlw84$(_FE3$^J3`Vl`%gEVd#H`I`
zsF@Vwh88GGeCxt`sN1^JZ6Cy?!W5M+wt;BvMa~Sb0M<GYJ=EA*H#05d=p{BU!lW9z
zc;V!!?}W@*55)K$-tD_bC8*Y*my$(ioyURq2v)80nr5ln%a`y%d&lZpkhy58N%XsR
zO!rpwL4g;X@+<vOWYw)$ix;*b;v=NfXdtt_k=hrYT=$;6##!7^POZ3HLZ|rD7faOY
zV`EXMNL=wD#Df;}&_aKkw1m^SH*DyeojJ2eKe2AZmK)!V3>X}5%aN?^3CMTThTuBO
z=K<Nd{VeXw7dTX?9)Csi_kvp{igJ9^X~OpIlV|hsH7}j3OCug!!VRTzACwqWHv;n%
zoAimZ@q8;tx}e-zl55XQW-p!2G#k8bK0KEetz83aN5tvlq7E1fRA$i{n6<7)-qLx|
z1F0z8OafaRJ%yS}Y3&)_^U1l@8q;ngN;c*d<gZ1rcGVeSk66w)@SY>M??2vi@6xTN
z0J%1k*yvS>WlWEIq|CdJ?SjRFuTl|$z8Bfq1!C{JF>J>+velFs3rXG!T+?kmq|a8K
z%~u~ZWE}6(NrK!FwQw%?i<0SnH1GIa;mVGF$MV1;d!=V62L4Rtvqc7{NE;1=8F4Z^
zH$+9ZBb%rt<&^;uTr&~PrX)>Sq_fcx5w4&3bml!C#nLA!w-12a{^sbtG2ZuUoS_Rk
z**=nW+E*E{K^>-wz1MCPKGQ0qC>McZ=GAqUT@Ck4r*g9eNC0_9KSJZKb4F|!D5Azo
zbB;>#-Ef;#yA4Tj$z!!moRHMVmM4}Y7^4G@r`#hR=99>@n^1$f7I<PXmZ`)mU$?1G
zY+Nq47Txm{K^xz@V@|1hV0AZ;rr;K}@{!!La)Bk3V*H_bEiv*s6W0Phi(HItoxGr@
zX#F)e^7w!)PMCeP0<l##b*y_r(%$M7sYGZYr5Nc^)&ODodfp^HzrN-0dcKhu3h*=4
ztFFlg0_Z|8V>d3%$5VY@@)IO^h(DC9V_v4rlqBCWc0rJUv|iOmI}=oVgAWN??KyN>
z=YxqTCGMn7+9s%H4E6>>l2}Qw+(@&9lZuEWz510z+WSp$?1mp!pe$K-T4Jz3xcY|i
zB84ukSXCzvj102e7v$2~<9t}pZgt=&%fD{;6~(H%fy!C9y*$0ay#qJiOsr3>`2Dtm
z{31A-%wix9C2o0^`x&eTWkwQ_+r^9}n-5B1#>_1LmTt<Fys|P~H?N85QP3(@ecd)x
zKGFy)9`R9^=;i9fOBf2D0)yE7u+8EZT=*<9c;?%b3a(e<s0QHFN!r#Um`edhmCv&z
zUgJBcjtYljDzEsd!Q5;{fIyHatA6%GK?yW~!XFNz3;$xr%5qEAk3xMk<ZJ50U2AGY
zdLj9PS&=G|&%Ju6nUz_#Oio${Vf%JOa|PR256$HyL)m1>{Rt)ac;f{S>EzT|N`%w+
zI+V-Wj4wdOB7x(K6(;3_7qKdDVP_XIL+&RfT+ZppPSu;wS1OH{`N)Yj(<T4j?xN|)
zy%ailDQDe=3gBxhQ+ZO;Wc-X8p=oaNMu&T{eyS8#_qAxUiGEo3c=Wdnwr(0s3+I~t
zJF69}+PuwWH+hGQeOuxW?6-k;>74TU1)6+po`5AD#CX&r@*8r4B9hG8iMRQ~m9yGO
zUuQ;2aHG30@<CtDk(f#_@8X)l3eg@ZtL%SPo3Eoo8UNzGl(JO^<d+}OX=%t#YIM1J
zz<5vKVUQUlL_{wffM3M;vOLo6GB3vU7Yb>Lhe~s`dRjeFqV>*K>^G_J%TjgH<Cb^F
z8Fn=fTaB`T;twC@^i=1Kt8zb6!-m_&;bs7^`iLJ91r&1Ld9V}sPF)ayz+s+?SpnV&
z#d)5p-#PRtx~layMRkBDe;9RCY{BO-A#VxNqR0&t<*xp^#7e8qg1k46Q-$$V0+Z-$
znu1j}UuP#S8h=DfyJIt07mbtYdBs&HkTo@jMVXJRhgu}SOCj;_ZbB0FY*eGt-IqzK
zh%&cT7vvugiWnV184UY(130<qzGiMEnO9&F(HqmX0i$Axs7+E!r}8CHWXjcA-;d}a
z#*|hI1-7X09QPl``+BE;o^iBxDWH;&AXfit{ubI6t+OWUg||7%R#3Xp%$ia;9{&rH
z9Lhnu?8`8>mn-fnw4aT=RsVWOl2TsM)6=L}pe%%ikuB?iIodPuT*baHAgswZJg*YL
zEftyV6*=#}{kd2V6C#!1P{s=-6l03K__Ayu^3j3zQVmWQO_5MQ%)Y)Ev3$du5fVFj
z4sAA}mtL1%eHnWWGI`WL08Dm9U&bM6vss3)cd5+v!>7|9g9YJOySJM~z*u%5MVN2%
zlM;3MA)>Cskd^rj9ae3Z$D<!11PW<0Bu1_zRd=VSE&wn0hN68D6{=qt^F^&Z+T`N8
z@6(}fz}3zJ?hnRx0z7G9sMrmO*2{PZAKKS3sB}bGBu&xT+0Bo&O&+GKA%fNGGfdev
z*fg48C3fDwZ~Ed%Px!j+N-V6bCQq5eMTseYSETt!!J6%D_VQmD5cX9d2Ray!r;g0G
z@13G1&kb0%lPQci4wg{nu5PD=7@Wc8aGscfFFn+84~B~8Z)z+|%DY&N=&(Yw$P;N(
z;)92j%xw&qq5E|QT=v3bWb}$yi;g!X)GDJR_$PgaNr*X{()=WMj~?W3cKVULb&F(r
zL=&LF_#D5!KL>*i#gTc>HIdA7wK(M&ZnvVM&*8|2<>K;B#&cEADYe@U>c#0mRbA}`
z9O2%Sm#3)BVTf0{giFCszC25zZFhsDS5Z501#7j{4*A^R!GLP``xto2=&u=%!`Gym
zlp`kIXxD!8i}s11%QoQJ3ZKcK71WH0qe7dI?w7y|z6<ds6u1Isjq~*1k;J>=P`;X3
zIJEnrIgh$Fo9|;;M_x-@c%OMlM`GX_jzo8x%?x<#P=b%S0X6>`0r`$~LLzCev}s$P
zH)1D2MLXhl%G0M?Jr4x{b87A~7e0yB%Cw04S|@Dn$?|>%3&l#6lJHa-qAk=OV6ziI
zgY(7k6cB;ZPY665pHAg(;gKx>S+zz<ug|^onUql?=EK6Bn9lzu@xhP?jun9Xle3ie
z1gnjlv^(!3KJ%K#uthETV%tNT8H0)^te?IYt@ZOX?*_L3dSNY?*@_Cy^4nP1F!Fwl
zURO!-H~pmtG!7r=D+%(&hvB{EjQijV4w$-!Fg?QO8reO$aolu_)q%sN^{)uVBi*z*
zLai+Mb)#a?DgDq#1-2@~wg5!>P{nHus~b5S>d=aAj?$f!91AV}rf)^oQ4K7TOUx8+
z=eK$+U<@W&4d5=j7N>gtMaotDjSUk%mdjGQ>JOXMf(*FQf}Oc^2V8{Bm$Y66+GZ@H
zj`b4Wof6S>4j1s3rgplcY3AL2L9*$Hi0eyT=_j!A62<;rHEZpqrta~9kiYaKv6Nd=
z30CitPX=zg6E28C?M>cv*@y}j55O78`uj!dvx7b|89XN0OqPvRyvm;~P?!9kL7QY*
z!Hf-a%JnJPi0!wv@ZvpT`781|S6)pQZODPW0!B-EqVVTNxvu%yAXvDhM0|M2d}=eL
z#-+i;UN5nz2zP_i_QIx)hFSlzc)e?F8hcv;E%42>RG`R#ZTO%S6hp(bGA65V3P{<@
zC=9=l)qFe1>&8|0jO`Fg3a3a*#zNX>N}jq-5>;P^Oj}3GWcaro(Q+(t$})qL1k3wc
zX>QU6&oYN}n<We$v8HFvO<BicT1(EdRTFxM6M1`ACBG!*uoDa+ECo%lHxEFdD<zQ|
z6QH`jbl?|7F^%rV!gbUflrf99Lp5E4eNwYyu>B%^3gdZ#Z7MIbImt&te2tVfe7(~U
z8dntw5GJvA%fsPh+U_EjE5mlnT65Ujsk8~VJyt$_Nqr{14`VPqG^_5*?F|J()`a!V
zS~>}LjGm_W!3)yky)O2ZABukT<h20Ni$RVS+YaZR6=3>X<z*S(g1XH&G&@o;e5z*M
zoL|KPiiH?mDyv;;EM`Gyw?tiuRbL~qad9(a8SygQC_5sODrSt3?Q}?4b+>zuQDFq`
z3n5csfMwnphrCS6evSV~xth~06o-8CemMIDP#EXrON)D`-CcXx*i~&ug!_IVv}?Qz
zbB<5-hi<Y&y%Ns8R;!Gw4GM@Bvb#32$Yb>!wJ6C)mz<Q#zEeq;<wF#c1{d3Y(Q2v7
zSJ_=*nlIq&CVjkBX%IYT!XQC4*K*t)_r0@LuRDD@Jly)SW!4ZX8~!7T;@O&kFlXZr
z!z;aa2hp)?ssp#*%(osI=h*PVb4vnKFCd!eNyVT&)}b4Xuh*X5q#E=aA9=;usba9N
zr-;s2!sgpriSqym>C5WoFtW#$AqUMp#TiM+u)Z;8E3HdKO-jAZNSM2%NxlbTB!VxC
z4QpN?nV%&sTVqollH^V$9(p0-yB^9ZGgmxNy57dHVy_&O=2n>fU_4`l200FqtI_)@
zmx8jKj~07^Bat|^s6ks*k4oj5M1@;BCe>isoJA@4#!AG+rA?1S!~#9E9YuRp#8-N!
zck5+nJCRchb~)P-a~p!wG2ok-Z!-(H9bIEUU_e!^bn@MEsldl!pl5HzcchfXm~KMX
z5K*#k8abZ0L8~$XHPN9PdUZz5hALEbs4g&ODmIcPLb<X>9FV3uCalfmR&*2_@q)zO
zr2e?UGG9oj`m^ULbqnmRK_5gp3_I}1QxIDBoAGLISZr$Eio)f=Mm~}l<ZF8X4pC5B
zOQ(2qRlc}tx#U3mW{Smqb}no(lk9FMpLnX<R3?-~w}GWB6xlbAP}?=ZgC_9F7mUSb
z>`mmp`R^y^AaAj`1}Gj<3N}OZIJp|+Ty1+E#3Z9faW@i#e-bup^l*C|U%y-JPexXE
zB}jK@K+WTcOlZnzHmA>qxpI7$VERi-LXeD|S=u9WYHsSbcFo#CsZd0*H7N#qXBnX@
z-OQ>dpP|9@TU+P&F%A}QgJcQsS5(H}_26>0!tmBsenqEGVpp>Yt{S>Gu)1rm_NRTa
zGnw*jwNbUyj~&+E2!VWTmN``G-)^~Pgl6#iu8o*Ge~`9ta{_$w`hyf+4JkCrF(a@(
z<JO2JfBcX)uz<r5+@4#%?SS50No?#~(Q!}_L_at-md7`@(!-J8MROnGr{vPBw&nfW
zW?Nt}^=>%#{m4vjSC`M`E<;-IK>WwG9>(vVaP5PxxtHs1t~!iG@{J$yq`9WQCi>K$
zKFqM~y*a_LBUc*5gNdAeJWOdVr8+zi{W+_1GPfkqr9(c097Ott99|+o&g$4(S=_eb
z`7yh6Uqi{^JrKWnRU5s5o6Gi&Rp=y1&J_NZi}D@aP#>i^tp}Wz75IW&`_nS2HJm)3
zxND|JyJSROcpdO1l`U}|48b~FxedVw5b&O}NcEvwToOCG*%Z;`XzL>^RX*3XZ47Jr
z8U2uJF#py2n4PV+Jm#}v-WC|m97NCBi%C$K=3D2`CYnWpagr3NO7KBp;A_CLcXoC-
zMZ|rbPa=%4E9Y)*`g$tPa*{RhYuMK;(-?~uKI$Jr)pqurs3zz3d?BEhAxx=S@GNUA
zL}3hEQHkxoWvx2cB(!*7V!5lNIyzB93?_S2Dz>4oH7Z9N<B^$AHjVXR3TvUQnZzQ0
zJqDlsphD~7LScjNqp;$Dw;1x;;&fS$6It)I>DFm~iW#@zs(F0Vz+f{^DF7e0S%JeK
z#!5|?qh*f(H|%|%=v0GEn<L#s`>RV~x2}uR1bMbj!i*dpqh*3c%{@dyVk<xDIwnP|
zCCy7Qi~_H(P~i`o<(pJhfvP-HBM31Wf?V!?{YG~^l}Q-EvQOPN!|f<s42K#e?$hqr
zHuQ1pC8IaUv%F<GT7dHo4_ka4e;X>yr+SfTz=5Y5AsgM7x9u0MF=WHxk?EQ%afIb<
ze<dv6p~4+C_?72_iy>a>tKKN5tpJ>$$@4>6pbz;vWrgF}G`k2n+zueV)DAe{MS}{2
zQ@-}PG@JAl+^b*w&9ESo%@Gn36uLOg-_l14RdLPQWF57}D_C6x)B2k1@^a`ZTKla>
zX>7hc<iC+OJf=lm$H)!fUbA5`*(<%>9Zf;nL>}@yQJk!%as-niNs?VZl?AjUQr4ld
z=G78Q|HbC+0v%uanSr}#oN+yIWTg5?^J4vNTwo~7>=G`Jw+w{5;RJ#}&`Z?DBmi}S
z?cH@uOKgH`&JR#XiL!jq@bSN05Ccv;R&gSF5bQGt16&Cl2znrFCxM9^)<Z$Ph;|YA
zmFK6~j;H%h4kEx;vEz5gbAbQf^DiOKzxoH~Ly_l${`LIh>AI8SI38o<+mrtN71K$V
z3(9qSb0LMwKq_@C*3YBL#~=CjN4KAaOg&qCD3KqNBVVVXG2~ZqyIVRtxH|rV&Z~7i
z4|#GNM@Nbj@9OtC!2hk+Y2w;<;&;XVdDimhDpfw(---W`k7aHiK{N7PNo4fLBbq;t
zDj(mU*s;_9Eu+(VTc90h^j|rhW<q{2=d<!MS~0(U9RLu!byn_@zZu}K;7+9QdI+cN
zWB~xyWzRw~NPC_H_ZxJ+MyI0#TAkGB-(7v0(fGlf&uC=Y9ZDn$0Ek+j4esvW%x}S+
zWb~Ijq|c8Z0FW~{3l-=84DL7Rd`71|q&a=uqyL`IY2waz;`eO+YmKDu#J_jy=`|X^
z6TH9m_J28h@;mWAoPC-3`uj$ton_8B8++zBeI)j0&PII4{><5gAC8wgw%jk1o>%U)
zcR)Xwf7k9bqxFM1uU;A`-|(vo00134YaRE$WBbiICz8)3_0DN(002{gXQ5P0l<x^4
z?ei<66R5sqbp5d>0Fcyk79xLo0`Z=QSSY0kIF$i_mGHCB8)nq+D<OxVf35Ui+OfGF
zL;vON)7mNhVE&{=PCuAGsZsn7=6sEWn})IRU;qGR&RG%a|Bmf95l-apfEmZgBX?vM
zrnAtev7aKGgLYGIiAy7YNMsDpLOM$)&_C2jHQNw4YYPA@AP4kM?|B^zXy4`jqZ;)^
z97D);{-7sTelUMhBa+CIb^fGA{6CoUHCiwuPMEt4032Umofbjw2ZQ`&_+`|S8pX+R
zT|YuzHU`q2g-k1cif|4R%%3!5=K%mzkPUcxrNFim=pSlCE?TO@jNB*#k##x^y<Yt(
z!*477S07#CLPypJS=K+Ok>n5NPil1Q2lFR23j4vFuaQu0@i$UC0N`uQSrN+qj_o%Q
zPHJ?|0G&4BDgdCSeim9x{wcya=<_`y!QKD>VDsHsC}-dV`iB}>YCA~DSpWbS=lUo{
z4dc7q|ItUM_e(%M#*b%ieqKACBy{$vn_ri7m%kJLW4}E61kNu^=_mGQ`z3e7NqoP1
z=p@3k&$;|sO6_mvoaAS3%6~!cCNWOmqMvQUvo~?SQ26w3=;`!MLOpv&^$U%i`H3P!
V#rVFZKmkwyJ+j^Rkskp7{|9$nx^w^l

literal 391296
zcmagF1FUF4vo5%8+qP}nwr$(CZS!m!XWO=I+s2&x{<-%hlbJW2UaLE)ud7$Ss!mp_
zs}!VxK~MnxtDRV{YW=Ut|NR2`H!{#G{Ez(f|3%LD|08GmKghxU>9?~qbFus%3<SV`
z?ZF{A;!g_*08ju90PwE^(0LiUxHvgar}o>05Fmuz@`3K#uvxXH^NHKXhDR=>i1Yz$
zx^~`gS2ed61+TN%){u$);D=%I0j-80P|3v}mj#7ken{kjM<!H#!ku6*hEa23uyEs8
zUbvo_b)ORFPz%;Oj(xK9jlV2#tv4$)%yCKDiA&!}QTNj<x-@>ec&AO~Pc3{;(dhdh
zHz%=bFihE1n?b)U145Knq%5$e8>}aTS?Z;r8Gx%9mY6m(yeE1gEU)K3FipH2h1;xi
z)6q3ES-hV6Qf@S~j-a;6x!4(<n`xLaI&yD=I2(D7AWy!Ms~Ieh4E+jR0R{(0_X<?6
z<*y+IBO||(rx`mK9k@r-$jRil8nA*(&giUM$VAzB*rTWLx7ttm(gf=U3Tx%MXE4-(
z_HyW4xn@S%r%L_;{<qcs!>F-OPawuWCei*q|6$bJ$==nW>O@IFp;C&5DoTEmenOT;
zu~CWPpb`||zZV1iFLV4`^FIyb-;9y||Kt?^LHuvG_|FFj_m&m^m*l@(3i5yH_`i)>
zRr|lU`wx_uc$l^GA4L402mBAz$;r@DH$f3Phyh`A_Y>tXFI0(!$m`NrWGo9g{FIEF
zyyR_rvrO{2aog|f=4Z4F*I0n{mPBW5n;%2E$@xLs<i{rjN#xo^INNI?x!0SSI#dG&
zM;D_S*QjJ9ZNUqG{Y|60`KczQGBqn@9&|iTdnbFXULPyOlAAh`D94E64-<qu3yHxx
zaL9=*1Q^a^Y#|Pbmxm7Ea&0Ap#ktfM%zOeCFt-QG=v1P%w#rCr*DH^9>y`ff<lY6-
z+O+-uH=+M^1{mr8&y@Z*=Ko1*8lmLd5zjxS%>QH6|I+hMlc^54hpOmCp7-LVB;k{Z
zlauiD7K|!P;1LKkuLPpvIRPuAr~(2BI8B7gYHb9nE-Fpu4^;ujS?!os{Y|B{_G$;z
zL<gD(`|s<F5Bk!vr<3H#OeV8_9rJtyJ}QweL?R8?ELsumcN)J$M0h9keAoA%zFw4h
z&C{D&v|M7vef%#9Sr5f|O*=?Yos(LJVr{q%#cto|Y;yC+h$L+h6;DAHI(3Zsz1b{Q
z4kP?+T!>QmxD)d>`&08aln!&=M3nU6bH$H{xkpJye|gU=Zx=LPDs_-?M|l$Jzndj<
z;t|VTsED6C#f07CRr;4~o^x|gURea@SX#Fh8D%c-f2_Ede<?=jYqe&w>B=*IrYiey
z_MMXD;z6Et{z|IlNk&~h-kg}@cPHd`ACZg2NS-F@=6W9CcY2UKTj6oGrY4?(OG^3o
z<}=<|GRuE`80KmG;>P>v4H1Lq9VJGuK8)RbdK@JWc6}2iR(@gQW8@GhNNqtkK?JTl
z4yagd0pDDWiVLFoA^>(1D34Pm7azF^_QC=rweAJ?kVH5i<PlQgvxrOv3xZ^n?-S&&
zpvH-agpt7?F%+m&apcYa<yR|bWPC^|ZACv?VD@z61h$`nwP@#&P<2X?P<G-(9Iwk~
z<gjYvC4RDq_*2!L>5ZeqES%-FL_+!7*w`Y|c!>$k&OfN}_HEANBxo)6z+R+qKH7*m
z-nn}mY5V#x#J_q!w&?6(@{;dyG_Dr204ze`e@Pp&P$fjP8OQ$+<?kP7uAV{?GI&?z
z4tz%!qBQG4LTbo$mtNad@2WEr0ZA+CB+KTTkH4y|b`_~L!v5FM|JBVeQ}oR(F;E<G
z-jMOn7|N3nQe}LMJn|VZN+S564Y!OwyO*J5&e{&~L&*rFb48!0H3Ks*J~WX?nTbJ4
z$tdy@`n>R}y;h=?U~N#lilC4Fh`qRI$HQ;O(s=%j8zu2c7lZnE@}LoECs?VJA07(D
z@AE#7^(Ud&n71wl;d4+KdlXXXYMpr{AD+bVZZCbH)<#T^A$GCb_3_u1oKVourM_o-
z(=5jCyR{lBSul&B+*VWtIny;hh#V;+P6kE>9qG&^UV4*2NWA45J%xmHV^xe_t~#U>
zHRS8i2caPEq=|s@@tl{RjvZv*8f9vps;FqQhhZst5*Gj(XyLnf;?UZ*ZD<V&3K?XS
z=6OMSG~3Wi8L=aegBGYS6SB(}2K<N!WrA!YJI__Yk-tpV1HRT@{%N3mnW_tabH+Pl
zH0C>2%b4v4Z%k>~CpzB=#Jmh=IQZL8l<j*0c>Z^Jzn^UM_xI`5`yuM!JSqO?#%zjw
z61Tflr;zzvWh4nJ>4+-~@MJHrj2p?Zf?itgmg3usv+}SE6sB%a8L7F?PH;H4u^$U~
z=b4)Vf*X%FlmQZtW^h`7k<#Bmk`KaWe-t6Dq?)385R~wOOft}+QhX#TgGFd!#|2cT
zykAGHsL&FAH}HN+_PoU}y)}9}+qvf=rSpD!9A_vW7wnOd!e0^*Trc}DjDj!FM~%rX
ze>~%hgJjQ_Ib)vAtdwZ~EBcs{hu_0UQd+wr^pqh}zdxxxKV&DblOhF2dG&2c-m=uk
zmj~Z)@0-JvAnO6`#=A5@xkDm$@J*JR4BSv_Mk>iU=m~r0n)&MFoIm&y6huGzffWKe
zoG2^eo4KW~G8+>_v1`iOO9>NY=2nr1p@S5bXtQ${BH+6I<=Pp4Bpw{lE#b1T!avAp
zSAdBnhYp|es1oISV_H>`I|+EQB}`0u6r@^7hfnP7+Ex&M_NBzu5gA^OIce_jF)EJy
zffpd;{l+n{@X9EDKeaK-f3YTKyHTH%eu_kSww^u3o?Y3QWzlFQDT3M1AoQONKenGi
z=ovShW=o{jxarU27|gY8v_LdBSyKI^4t~x6t&44V4ZkE~xj}_!tjjc2I?ub$?IrEA
z<$8l{l@C8guVXrb4_t(p5Ttd)r=+C?+`$!=$OF6ZmIUyo7$_8O+x0yZ*5|mIX@iE0
zGHfJ5AAav<HcX&ro7xz!LLJk#90?8YV+|S?zIzO5=*W%U!lf{$SA#A)pG<KTKH>dt
z0xA@p^f_eDy%)Bf{j&99W=ns~s=wo&GIr|&5PvVMdA{@{CaTQ^LV6TSG*r)zG+BoF
zU(~q36X;Tkg9DG4Fo28$o&f`fzH%KXy9$y_@T-sdIZ66A?N|q5#2C`e3)mpd!6lKZ
zX}PJ4Oe*&<aX@!Nl@HXOjPJN&mfJ}l_%~!_08S*Hvzjbo1syZRgQVi7MUMRw^3zNS
z&!6#%@0-BDJo}YlHf@w^Op*w~ynX1H=QVLXUOdeouD(q0-raDEopC`3lyd|@m>o;m
zdwgRw`Ti*WSRZDhsYeY<(Q8dxy(lgKsfnt|@3X^Vj9<dNaTbb7*wqDbVGxW^@*2R<
ze|qjw{yzRbG|Fds2{}WI&saZAVaBlnA5;~rG*lB-W`sU1=Kai&kKYP#;21idMM|>h
z!9YU+w-LyFNN~jyrMD;YISJ<Ye7S)crlxeAL*^HyrAhRcL^%0L`Zv~iZ8xKy&#1_o
znoMI23$Xs=CO#8;)aB*Kea90{HCY;#J?MMoa9-~$W@61|86CT4j14+7dzSXfouvMl
zc~N}Jsf(SZJE*&XK&R$dn^7#Z4ds099r|F(DgJChuW+3nZObEH7#ZozfO&)_i~*Vf
zulq%i+N9IKJm$`_LIdH*5ibk=s0v7gyl`7YFa|RXh?Xv6qv>zTRty)AmvPz}I*r*<
zSl$Ko>?s`guxw;0JVeyrJe%|i360WBu9S3E`fcUgN!rtur^*-ShdO#fx2DQ<DD}Yo
zba6*eYoags^)h6q(l8Snw2M*bqHvnwO8T#1#uT17G%rk-GlfM7Jz!`fK91djGM;q7
z&VZbY_nJ?MeK0PoS>jo?N2qte<V`&GTRG_r080Jd3myzxsGvxE`jQ_g3>;m8q<nFX
z0SYA7SZG}mfpH1T`C*K^65lJ^AAdz~R?A;PlnXXEz0k~7$`uILW%w#ek$b@st{T${
z|3aU$#AX1wQXvl5xR{Lx`yvTE+O$t9V61Ed*pD8VqN|q(C%Y{y``^%Cb+q*v&=QhT
z?h;ibAP<YEy6Nh94GlDh>!^4pX%@J=W^KFqY2Fy0!|fO~>U(YV(m74?$Ofd#_Si>!
z-td=oFJR}L-g1GPO2xr!QgY_{q&1$T&i>Uj6xg!XJJ!S><ZTDa$$+^6X`8DhS4;rK
z5Q~<pwE28Fy{hH82k;eT`z6Lk>!Xg=4i;nUjA4-YV8%Eqs@X16(A*@QC@>?eFhq=%
zfMCD@6V$@cNH0N-=rjw_wSYPTyQ1P33jl)URYpk|I&d|U+2RX5>&mMy?zP|L-@f^^
zQ>>bB>zc)|K#x)J8lr~TY}xlA?IhIDz(Po=%c7K03(#K>W!`!MQcYVL7Zmp{aOWiw
zqtty{wi6?G2YpBmuyBbWAW51Zm9rQoHIzxU{d)rSdeq}UBOClfYjc^`oOeiLvy+KF
zpv(~Em%`enCM(1{fC<rLK?9YnEP#x-e=vE>R`3iY>6OX@0=&zQ4(E+61WKq0;%Gh-
zfymzPF_;xz5;!>RFwA7wEKxtKm&Fz>CiDg{ecxz2Pl)L@y9)^Y3J!AZy2{j?AI4tM
z=&a62R0m@fNi2glB~5)sW;9Y__)Y9~QOZ!?7OGC6iKH~=1c1c_b70E+%QjSKA}1js
zP3TPaYeYu9o(0px1KB??H4=S=Wcs=@`1M6Fke46qL`u)%$v`T{G%WQo-r9ARnSB0B
z2$B<4&~hj_pylI0qUnABW5fw4-&8O!<pglVhPdOD15O}?@m|lLoEysodiP}sH^p1h
z3;*pw_s+mSrsQ=+%x|U<!4D&+<OC)1!vZlv4#>E2exL@GU*PE_6rL}tL2-HS=d~2n
z!tax4V<$cuVajA;aT+d9<q3%Lt!;ucCP^Uw-7Sq#vpp?gTC-(cB71~+fJCYva*{(-
z_NUR?ouPBvaD`%<-2m-Z=&9+AVpGpA)Hf7brDMc(+0AUE02o~1*>Rnegr#33Ta~Uy
zu(I0b)ve8%UgxxZfx&4SrIG)gE&U{OKPD&D(K>fOCW&T1C|ap?tA4b&&@G{(;R=Tb
zca`<<gWEI<g{`8oN{j<-5tms5-H+;n`rXo@GO3uLkhMRx@+z)S4*kM9%VXu_4p24C
z8I#}VRobroN`4#1%2k><-o-B^aT`xZgP!8yy?edtXgx&iokW!P!3^S_KbVVDx#5?2
zih@)f5{mgJV)q72(mz~g!VH<ijF~h9d>8WswFnzjXwzTDZ44C$ODv~?QJ!la7Wxb_
z<d98J09m9d)@RJbV}g-x33CpDn<Xo^d>ro9h*(IGfIIb3uY|~IAek~D_?KIyt6*Y7
zpOa)d=$)L&z)OyndFWKEs&TT;h|!N(r@};REg3{HVY~-;iaLl^YA3*;g`MVYAc1cu
zu<eTw)cGTp+fDphNPO&PEb7jh)OsI`23Cxie<kY(D<a!UPxV1F#LODz{BP$pdkF!o
z=j5qCRPMaX0ObnT3p6!E&gVKtK6GJeKF2I^F4_~3I@wu80o5cNoP@ly7<doNlMqU)
zF$zw*6L#UEzClAp9AzOwuv{~NWIgBfIt7#*<l9a^MyWpCrTsYREXk?<4CKl|Fv5Ea
z!Qi9T8ortlXFqY2>UwMJ4AGg}E92=lWbso<MVWe{KYJRP=K+=xNcD5$ThbC>vn6JQ
zgb-MvE1;x6KmY4yfSi2JEZ+2k=+!(73>YOR#hQp?%z4$3FrndhM-5#+b#LLCt{!??
zUSHuKhZUh_;l>(b-}yj|s_w=}gawlj7N;uF+G(~m3b+bZjwuOD&0HuM@`mm6{i2It
zGiu-Y5F0%z@L-g+E}1ad7xAF8&^yrM_#eA^SE$H8wy8bWuQ=1Gxg!ZaQ3{TF4sebo
zp5Tqo$w`3(@{Zl>6-UNL%oomfM?<5|Id<vj5jLg0T^YKA@B4<Nx6qUhyB!J1r};?W
z$-uH;<-hV*<?;yFDZRcQkuXh3t0CN}c}{%biT1vIa3)ofqtJj&`wd7G>cLzKITc6F
z`&0UNWHgi8Pt1V~YKKf73~&f5^&?_WD+s~iz}H*CpWjpmV<<;YP8`^$oX9<!I<heD
zx9zT>)s*=*zv=iyvoE<G*-J(o>f@$n=|to)9+kvIf9_8}Nq=cNlC5!NlpcJQOTVCJ
zw(~6ozu|m*`VjE>f!}>8Gl0xvVa~~So%Z_)r0;FXiccJ!h+Q1GiC;0_W=^B>CT4qr
zjCnl+)*EJTGw`fok+_lH67P)|-r{+(2vOADHuLvv=7Ymr#$1ae#=(h8cCjgdqzshk
z$Y2Zf-=+|=N@``^!R0Y?#+as+>IH_hj@}|a$LWh)Dfa@S;jYzfeTlPO`EJ@ao5gW4
zGHskuEH29ozImI{b1*SB9R*o^8rY(m@j3Of{rJ+1^!Zf3LaV9P6*J@i(2$bQn?(_J
zzlRgx>cKb)!KJKtAGmpVBObSX%$e#v`Ew@9BZAg!V+C!I*s1*tP>J=g_Inv!+~Jlo
z>zVc7;O`WDUGf=f>@t_AgAp@7pc>_3J@`MRG-=k4_Mh=bD}4Lh!vhFh?n24l6={kf
z#9K)eEc*Y=au&25=Qy8-XEX(i;-|z6)cnA1ehW9^{>IFa{W9oCTxQ*+@}!|q>T!3@
z^8PZt2j=`M!ldg58$CWRDD#xjj>Bi2n&b=F)(EIs9#c@0^c&cwgCe8wAkGM%CPvIH
z^YxiQfO@A~3H>x?k_6k1LVqKqaqrDP$$@1wrimjB_Xp1x?eGi&foT+m94lmq^LC-?
zD<xM)9UCtR>kCbQR!m?C^*L}>;n!;+A^N?}pd$&}aNuQKCzi9w#C;*wss6m^30&Xd
z;1cJ`zDu+Et32NXS1CrI5H@G=az6~7SaTWwYfr)uR*V4aSoA4kipd1lo$#=^HavQ1
zJegSi2wNmsIN|3k)g|V6hdQP^9-)p0G})8+?h%*Lz!Rg-6=H`V80xo>>8v)ZPBWjv
zWP*?a(61@i@*S(8MBktAaa#P&-%6oy14Rdh3TfTkXV7O+4I$DWsN)hbQe{B*2HWC|
z3OuE^fc=&eGl<^@%KEIEyn##S9gz9CS45nYo?Q0q6vq%JRv^~gU*XSFEp~<)eKI&f
zc<312!c&O@*MY{yYH_~|#RrcEba^5+Lee%Cb{e(+gv-e?9AIpG_*6IG@!RKKJOfFE
zRBdraibf~mP9hz4=fM4}IFa;w`t~qpT5(0!q$~wyH)tX~%nbOd26;7Z`;r$GZ-3g;
zshBX7l^zEO{%c<$Sz8H<PT5gwJ?zsN$nh?#dG92!d){btn*f)a?t}!s44KM~h>u7|
z0V|ZGrooVqg|?7%J^?l!Z$(;j&$8X*YtrZ0?Qb5wKfY(`9j%gIb7h>&3Cy~nVB!o(
z{TuHl#`G(pcw5#S%`K!HnfSGA-Upe`!l?mP8GvoJu+d0)Vd+K~Jt1Ir;g{s;mHQGd
zXzIMcgp7JBQ^k%@+7+cmP~AY4BsDU8gZAI#fhcGRg@DQKeGdv8qnykGtSB{tgW1T-
z)ZY<VI9`-LDnaQHTlNZTwD@d;DLZT#nYRd>+D<wW9Y&@CD+P~6XpcB|;}$k<cmpS<
z0DCST{_z5(T?AMWa%Q-k&jq@Ge+@g1;%iqZ#KTJncS7trajEXo?!ZWU;e|;Trz~RT
z#ry(xR~SqB?(GkxAh;`y_c4ON*c`y2g0+9AHGllN*Yck2W(Pcb3WxO&qYFdDg%jfi
zjN*a<D%PILMSwYp2$19p)Xz;<xx$|KIi}+I&E-IQmD^VZ@``axs;SMIMmxT>r=V#O
z?yD12RIDWYhOZ&?frEL3*Yw_Rd8a9RORY1W^+G-Afos&kf5F8oaM$0atAVp4f{*M3
zuhxVFJN<m=na3=IeK?VWJV28;+CWc}dLTcN=XwWVVf}>-oe#*=sE`K$`(}WSm*Et(
zcz|n~Hxtx&V<y%l2{B*TFCbF$wN=8lQ~CW_rEjAQVw38?pT6)o{9mIu92*EkY>+|L
zq06{~=41(2MCCgP_O1;X)xbr*JT-i?IFv0P(|P3x;h90^OA0i{PtRGMsPr@-ZMq>^
zy5@O;xRmE1{kmx}V(Oy_ba9aqj46`HsAa0Z_4jPM36gjL7q`hW{+KkRA{x>3hHu?g
z+Sd^=KXzb>Z{!JiV)nn_BcVE6ODgWfVtgPX{DOBK_(8mL2?zLqQkCt+b~n@^IyjAf
z?`H%TLVFyk04yNLh)$3P(dgQf*htpep~nubm7%}mM;zh@Tge15<YBsqdZj!a_EM~+
z?t)p)nUWY04-ZfLdY%}lD`vhRHQCakKaOk91O#hEJ+SZlu;uJ6j{7ezmUGF^#*<>f
zY$SBj?1qL_vLi=uYZHS3g|khlMHGdHu_xTB#2(pzNtuVdxjLkRWk8+Xa2dSWB{4)b
z9a9-`z7sTG8gc;TCw;GQ-<aE9IJ;Qnz}!m{(#koDC+K~Lt-sicEI=E2u_uVjSC#@K
zAkCI$;}cGo6S|6IkCBL6#IUG+*&<30CpcdrxhVZ46jm!9><6RR0+rGI`OAZjGtw+X
zV8rtxz^xB26)Wa+X@Zij=b6nqQRUE@W|U5Q*RT?PnBxB--!;h{jB?Pl<H(t$1MS=I
zlvcAkWEFJ}i)bF4S^Q<}*%cdW2C#;-VpV=6xRUSDh08;5&|_$j4!bWJk<C58PbUnR
zH}*uPz=f_X7AdDNG1NSpSs~Ty^4?(b*})$UV!aD!!#yJW#}3@CSK!_kaYN<?;gov2
zG$Ho`rHd337S2+k#xkHD)uS51<_wYXy9lTi)>a|!LI$F-=k4(b&U;!v@ykE(J-a~h
z=7YWSgza=GuVfP6pIy5gweJ*&gJ&~{v%Wjzi&bHCIqWOW@Pvo-7xw$9vjD2%LM`Cl
z6$G`pttH^lzF$;|ebzO}KH7}h<~7xHEVohT3zih?V34x^9E26X54Q0OX<^5*Oyu3T
zqlwZAe3uz}Ue*mx`>#-dK47CBgmu38NZ(Q^<?qQ)HE@2Anr&DXrFb<8?D;H-_TJVl
zlMbdJtY%;Vd<DE9&JNn9h4@k;-@F#uA!upPQ412*8zMzhsKmGLig|o-F4PB=zp1>N
z>WE5{lt12rUS#ezeqN}^nH2|~E#gGtagQV5rzvxgr2>8P#U$V`Zf*jNC!LT5PqL0c
zx5*Elc;<HB2rR)HhDL77K7|se;65bJiJ<>+|Ii80fE}Rb>TuYQMe7^RzKTD^0kBDR
zB3Csl%BP#?rg(UL)x)MmIk_t(JB(y(wKu+?^`8I=g5=C^-o~1k?xgmq5cWJk1ZUe7
zR#rM^NiY{dJ6EBMMCuasGy#?kK;q*u$JAv0llc4*inqCh+G;qwkh?SikKza)$wMB1
zbbo@CT_Z4JO8EmnT8pRf0(_txJcrl_WB(EKHiCd#$(2|e8+MQU;(|$ttJebax`69R
z!tvKBe}qI}%kVK-!SY34$B$vO#)N6Ga+JPml!IBNu5O%(24p9o2r;gHdJ4-X^2MMv
zz%NAsrTtLggCj(8!r#yZE-8$X73IKVn<!gTLZDc+j0E`bMhJK`q3E_yHEVblR|4U^
zQJ+>oQ^qne%!7P6g$q~+ny@G@Qhf0x7j!0c)}f%EWq)%^`7pLsjCe5V)GwseqU>oM
z43#MGUl`}dButRq?1+0I0lhg4C5Kx7dpKdgb^d9mE+aZ0)&*GhZI#@s4Vx}u6#H9}
z7a}EaRmV*D&@|$LIY47FrczA+PV@v%GH6_uR6G}dyt(XXz8IE9ps^%`O^q0G!Unx_
z!qdn~Te7zj1kg~QXbK8j`1PFDx2D_zi*8uGOXE(`w=*lQU@4Tj(Y_|qKf-)arJtz;
z>8Ac`@P5*Ge>cnF+(chKcg(Bdm~#<Y^q_k({(Lo{GsX8>(0t0MeVm$e($x9}(q6g<
z;vEuP-RhWV(E+--_Zv<J%-e??>B2(<!*I~izUCPob{51UOyhFl#6NRw6vfw5>aEXf
z;%Ik65$#Q;rPbM77MZq}2(v&r7r!+uaqwfM<Jwdu?#+Pm*kj`%Bip=;-|{m|mqk5&
ztzRikWzO{PHiq&vdcnrKTnrJ5)_9Om2a7K(Vt`|wSx-y4td*5LI1oa8D>_Pu6U|G6
z$`R2j?t`AMK`_ew0P7`;gf7UGRQ1cy(&~E~wt~*QlwvG74;iK}#qkI*zjZdZzf1;K
zL-86C)l_1i?m5q>e59l!UY@-}3t>?tV$94Anu~Gu$RK;dDo8qRDw8~D;XT1zkCm`^
z5MGl_)#EbhC4|4Sbd+JwKLFU)i7r;-mULRMv><Ui<d(c~FB}1?v15~tf=L4;FOfvc
z%7xzOhvQCVhtIw<Ux%6RIUkbw!0{t<2e&7q7TXfn6e}y=WmC9b`#kYO3YGw!mGD~#
zyM<e>9UHFyoSO*Q9MzLIB3Tq^W+D`bE!eCj2sa-`>DZ}CH&-J{U3-|6-)!;9R1vV}
zp!D;c75<&urcPgoe(tEMU!LfBvsqkGT8KvGYH=lU5hEirH9v&Tm;(~BEtZo*Qv?Es
zXp!xveRJpI!h=jtCC^|Y7hDIEhHcx<)l;xwUhHTeGEqD0C=^gGPGpPygU*JrF_8wl
zHg^Smr`j-Y!Bvb~fH-wB!b5?;<f*C9_h%jzV>G#T7ttm`(b5~Jf%7`FG1PBbh#%W<
z(aieXzofG`4l|c#9j7=|Xfs)A60>f>6(osTNfC3pmf$vS%|Q`)t=^E1?Qa=o{_0N1
zEMU3upzXXynq>g&h9?w5o)8#rbdod<%h|t(&;*M(?^#S588tOrVswoV>$pgd&Va65
zsclljn}`>t&A;m^?H7qgkL6NR`Q)V-UhG?aD~VFt9C_^&=qZX)_PWtJ^nG>yFn#E8
zYre#9Ix$bq+NMS!BN66_=ZoXe;^lkX4a-r=?y)qCnByig`Y}5LKtq`mHch=|s+hOs
zG@>MGTWt^|{^4P3i(+!vJ~4EV<U|r;{qk{%_UIvNcKvvJIYi!6yVV(_?h!=XV~5U6
zJQ+hGZ!V_xyyJ0;B@)EP5$!Y8!-Jzuv78g$xV3QJCvszI$RCuyv9**Wf<7wJ36E`1
zsG=QU3}H7)h$d=dmJ;*yA{gr-BhjYO^_$pi!B^60hfU2W-1eq)ZtbFz$ZDhy__u_y
zQL3%xil<28oN)EBKAr?ryk@B8$*In4G_*tIXE7v^ZELAEv_!S-#;KSLGL=*kEt{aO
zPk-h^OsQ3zdN4wBtl&#m^#f`3ePP))+n|VS)2)e|l`f@{*_!Bdfdz|x>=>I#Z`h)b
z9}7rRt+@u=&mk#=sa-HiV_hujv5_bdX25wi!*iaXyH5Y^*3^5#%?c`!VzV!-0Uvsu
zMF<X&L1P6jcpd>7a(g{XorPuF0{|G$G;%@8BDXmmmtw9vYjMeQzSp?Q029c_w`oF$
zg#Vs*vUrhZ`GAh+k2_r~X+ibV2uBg4Kin?yMRl(5lrXdvPvhDM!v)5>B@zzi%>XD%
zqx@Ly4<>%=bi^dk*#khd%6n?-v<8bO#>O83+#q0drIp4krE3~QyDNdf7cheDykg3s
zO{26qn;TdL^L8Vg5JUn%IAPHOL<ar)&1~FnYy>w>>m6hxN)MN(;I$dU+OQ>d>jcq(
z<y?|R3l?Rw2MnX{fXL6~4hFeSn5Kq_Xc4|eZ_K06D`phvTwuSB*BQ`KABaSHw*8c(
zOu$@wF>3B((>N_J1^4D}emoLx7FI85KH%V_qn6lvT5GUoqMkb<!-gEr`xARvDjhH%
zdpD<!faDs=RNoZjXRB&*ZDW_Cs!(jbRP-y`WbFg|0nv{l8{T&=H@OhUd=_0ByOM}V
zo)Li4Tn*L^3GdbFXFshC{DJByF;)qw2;yKPo`k+KYTANP@pR-|ggKO#`X@4RT^A(P
zu|HJcCKWqy1@!c=$(o&kk+H&VdE+JrFFxb_W=?F$#bx`8(k%SYVyRW|kOF|H7T#+F
z7iI?%BWK5=F~_zbpBY={dCDuNd5~s@@{LmKoRb%Fa@Bw}vb5aRrq0CAs=lz{X2Vs%
zD-;K@R>kYZvz|yc;smW2`NSs#qv~$cE5tx~nyi`o$;ALAgKYColt`>o9fb?jbBp4F
z6AcxgqqRjSQe98f7!*b;2^if#)1PS{z}#RHUIP?Bkw8EitH!M@QEUPdFdzy=SLaZK
zrYjSu$e}n1c{;s0GS?C6o_BKTA!tvulpdCF;BwGC6$f)GYRot_n23MvB<ipgV(JI2
z3s^>ig=1|cJ{S_K0l#&`(i&PO$gO%)5<o;QxyBF5NhU}wHVrq|sNr;`@4dtRwtSJw
z<r{M^19OouPBx+kjgU(xh~t8&evPb=_TxZ$EMk%>WnoiWWGjIoFIEp4)3+V@EZoSH
zK6!8fY*o0m&lXmLs;K_{O)vQHVLoC67@QhT+oX-=&OvM-E8l|H9oq2JqzMLAz@jtT
zITer51NPeg1LevmE;&prDU1|hGu1G5;ZiL)pAA&L$Ve!xQkmUnnXS5fS$!X6@CfX*
z8`4{9q-B-lDPh!1ngcLAtu?>{PO2Z~C?@(l_s>Vo!mw^0nUC93Lls;<`NW0S{)F;P
zH84S(0KMUr^r;_e!+bVMdTyfJzwp@^r8!sy3i#B3QgjeG0V)X?x)MSay*{X^YYjoX
z&9bQj7I=<Tu8qdG`#4H~52xC}VX7W(jELG+3q&K1*5ruU+5%DhehfnnmIK~FulqzE
z%G>3HmWbJQRX^kL-8H2S7#$d~W!|yQiIFp?74`dDY->bD@*Tk1LmYk=H(tQR9(eP+
zlEn^W>aSC@XVgGv^t;q5n4wZA4*r#b*NMtyqb-4}tp7wQNSh8WK(+h9gOh>b6-yVb
z881X#V$itPlisv@oeTxzC7}QvrP$UeVumfKM<i&ZjkLpP9q2S~r*a(ADwXdBj8H%|
zWH^N`JK)svt_jt49bWHB!I)Q6hO~Yxcz$k3iJ0jdu4WR}8~XOA_VO0E#pMiO*Nq!e
z8Ifpdc<d0>GslJsKU{B|u>H7Zzps=WymLw(H#UiW%*P-Ta{?YYXZuuw>{>fp0exB~
zeady(qOKPPLDfPl^5jZCt(3V5F%}FHF8YdBy<+N0#}#s<M!c|wWoLVLedH6z)xgpr
zkPRxhLIcuz)AByeh6IDgc{H7#@U1?Qj`$Dcgd?=z16j#A8u4X4!g(Pj1~w*~@OKeb
zOP){=RB7?}A8k3XO0!~rQ$LQNF(>BkOWTdnsP>*apky6EF#=G{LlmPg*S=#@b)aZ;
zEG6|*g6LIv4+`2g0jF6B?9G0?V3rjr(+bV(=wJBFI1TY-DS9N=p2FjhSGfSZ9kBv?
z!)Fv;lkIp&30iu%4#X=7NPYXC>Lc0xHVT4SF)>#C@ks|R6Ve68$!b<Fp4wB|NF;Q2
zLhTliGmWVD$9W_?KeY5og>9HYqf&ZJ*?#(d4uSKQ^x!Y-gh`!PBs1cR<-s61DXS%4
zDOvn<KHK2d1q15qH;QW?bj_zdXj4?OR_ux<hSqxZ-Nd6G7=TXVLT}SB0e&{o5RlTD
zX<gvaS7A3z19~gmtx}7cvnYn!BMz6%H9<B;Mo1Ef#KSJA^%?B_iR}ol4_2d$=m&Nk
zsLU>q8pL!K;F6ZTM``tg)l`8oqoZPMApBD0SffR}Qt%v^GO^KARr4x~;&Kjl9t@0h
z&Lf1gCmR_F$)-TDjz^if9yHMdQi9cDx(k)R*WNNx9Lu%)qkr+6yX)30$=yf0rs(2K
zZ_}g(CYdFKdg7j}02iv#iSxJO2DT1ZMT&1IRG*>53YL@jz=|q$gSTw_8?dhf5K9jk
z5p(Um4NWm0#z>7=x;s;WQo9U5N|J`S@U2Y>{Y>zLFWBWiXPUhUigCBcE2EEGh#MA6
zRt3^Q;`6rzvu}e4t;`I=0tOC*;`=$)-zws8U-e?}qH0Z*as|{lVV9fiI9xyFOCO#4
zN<h^R6He?ziL5zG=19xue{lnUw-G@p1FLPRuW)8W)X}>`$p6ZW^)yl6Q<dP=f4;>0
zl!TBA`vDOtMHsl1PIIlFto&)>AxdRY@H=!QklAdPZWq-x3sCb*03vnA;}F!&4lI_O
zCZQ@~%jL^@)cx5aiTRh{5gEa~HSWCva707f%ndz$s+Bvz2hdnRd1H@k=_1JOH~Yus
zT%<K!F#C{e-qkOEJmKVTX$z^+z#B_BWt%@D>4%tY8k!v$5uV^C{HB^#v`+d}QgbB4
zz)3>i#Ct4TxQUge`HH}GJ!X~L9||ZwEhJY-=C9A07D)1(&1&SJxtzh8p#m|#t>`}d
z2#&RC&Lzmv>jW9-k;e<qUajuZd}0cn<t;FGzXZSC^wO;n$2%gxfKw-Yl<!Fw;SRy(
ztL7giHx3oeJlG`v?w9dqx8O+v)s8JmqszNn$021HrCLV(Lx`-bGhA`M{_g~9>O<Q6
zP8=_(NQ7xm&ry26vB{Gz7d<}m0>sg?0kxd;8QMJ%x4887?m!U&Z1E3h=)bFsZM1cX
zszcT$MX@kJgo}ljOw8>#Il<5vOpWa$=}9xQrH&8SF-6c$YIlK0C`l~@nR-iE`b!<K
z{Bu3Pw^WLjkJR3e67GC)7q8c|#JU~#60fy93#{`~PMrD>1Z~L1m#XSabKH8Tk<Li$
z;4b+?#Qd@+i0_>7I8~>Kmd88`oay2-oH-mx+sWc^-NVGB+#V&1x;zW@N#Zv>q2h2i
zhl#$Cm+W{SY2tkTk>W|o$fIqN4T%>M{qwCX*bygf`?bkFm&@L2kYhMG%mMmYp&Eqn
zt~WjyD?S-(IxOfWg*G|+5$WYFS{qQ>&M(Z&nNlT=CU{a(oD}OQhGu|h)B#yG!4|E)
z;<X{87F)Nv(;)a<8EyU_e~`fmo&)$|UM>h>mQp)CcK)uC-;77xjj2a=vgB1CekjBB
zU;Tbd`VD_f^W0y9dmJ2|-i>t=#><>Y%Y13_-;af$c4dTP`M~|v{1JX-SnU45ndNf|
zG5<X`#iOK?GZ+e1jb!;3tK*2;gI$Z}fC`XGr;S`IrWb+!#6>Kc#-oEsO9}-1&?+?8
z#9HQ^T>+5QE&{m9fu%F5|GbHaxC%&KvEAsjhO?nvI^l=59Ym<bql~@hCF`#Am>nd)
z%OjUFN#joy0^l_`ixNSlhi_9vpwjOS1nl+1;eUuZ5OveZD;RLV`+FMCqcq_Td$vnH
zg9W!UNE|+iw1m?~T-Tea;fZR0Vxdv_#Os}j`13>s{|h{whkaf6(&{)v(S}1tV%GlA
zMRz`6E5gVW?splt^`01OBvV^akEMRva=2lj06-!-cW8)<wXYP<z&=L$cgu`Y=*gs+
zmV_Ex@L(IIFA(DBzPSn9G5NqRa<;tHw+BH?tuG#W?E3i<j1dl;Jnk!xJ6*6NyUVq^
zIfbx0*B)h_opgrgm16?ASMc;B{ZDwcd^2kPH_>cQNuvHcQ30m(#!9c>(}u`4tMK_?
zBr}Ni?a8rQB;SxSk@R^v-qG>S`xnS3UaKaUgQB+*{?XNoDB_z*BS=#A^uw9v$K6^&
zSpg2Mt^sD+u%lMm9MqOUz}CYH1w&iwwaI|^pb*jzNk=of<PAjTUKL(cFp>LmF#LG~
zFWj&NMV-j08M}*3PEb$D_}+~C2V85q`PoNy9R9!LwRJ2wm7hd^rj;tBSFSC!^tsyu
zlAM-^WDA<(v~=}384na*IPPFQDL;VvI<~+E`|Sx@`cDPz3pt_kQxNYr8OJ!&el%I1
zrNB)DEy9iS04{0oW>=JTIPX|IxSB1_grxS+EiU-II<}S95q3u-wrWKfTf#!njiS*)
z;)55sIdEIq!p38?dTJ#IM0bQ0_=uC?+!yn;T(tEWsI_`PUW_g=9BK^@Ht3=9If~sq
znU}s;neQKWCOaYF!b7;`zkawcN*|%-?Xcd&)(Y=XMNOjZv!}Ro&Gu{J=g#uxu+DeX
zC*$6?W<fB5gAd@hFlMl~>qji__b)|}Hbd4!+_;F`t>W_bf>o&15ROs4mCjjxE1+z;
z+rSuDdvb8u63N}8r7epoAO@R8?%xr#Q&~(yoj|7qw)p7++z{PWxx+cSv1TqpqJ}gK
zUUUZsKP86G%j)&9lU0TmR<kA+jdRiu+Zb&0lWpX2wb4vWHsBcDlQNMD_B(?eF3@k?
z;BY2!1BHnLukRRcg92ugqj=ID$dFBLUjnaiN2s!Km-=&gm|1%nFgnbFJ0xB@3b6n=
zqOCW98CE7+crZ5RTfPc?#WulXobck|TH10$uP-Br_yd{XV2@X&M0t^d5Uk|_6NgM<
zM3u8NZrz+edqcJ;zM|r#<vU$O`%{QSv*dXXb$pqwvpsX_UeDb;hVhwFJYKYiXQogu
zruf26-zl<s?(vi2iRGLh+&7(DjQRS`=roI;_>ExRFOYbC1Gw<+S1u6f*a*=CPC&g!
z0=oU3Y8WlxU-AQxQ&Kv9M>8m?9Y6?jy4qk=jhywCbXSe4dpzDs2`PMASl*Bbk&coc
zSqr`wai(kAe}*!v)fDibGdNKT?c%l4vJl}PLw2D{pXxzSh)?bv_*GW&Vaq7H4QZpT
zx;09^wC&7!T0%?+!hA+JwgP@iR_7Nx%7a=qhuAYLXZ)kq&o+l@SoIC=87*d^oOR5{
zfSj&QkO@#Q_B32FK*`PxTq9)FH<J_J*^qB$S_}CwN8-s{6e$JhAYsF62-HOT6vPW=
z#7solW*${rF5?P0Irj5oLzX<Yv=oDToErNN>5kGSF;8@G9F!*bU!hO3Z1<5$hrwa)
zJImzW&ATUo+5&IYlFI{3sv-e?wuZm9Fid#lKiK(S^-ZpC+0B#9pV0FhNH^dY2SwXs
z3P2&BEu>4i{ng;<2<L*Qb*45@+Q7*ZuLd~vtg{|CwQjN6AW_Fe1QlDle+M)hR}|Jl
z`$D_1U;#BL#mI#V<-^2!LiK#jbzXw_w1Hm@5F5#i3u8yavgbpzWwlUoqaBLBJ$LKn
z8(vAkK4lmI<&%Uw;gJvA9o(0DMIw-`Ovv<L9a9DDNq5EUyk5g;WF;d5EZl^NgvKld
ztyQ3-Y*ll5(sh#UdGf%>pLLG22<z=4tSE2#$4;RflB9(*@pLE#y2#c9yqTJiUaUz_
z<nkUKr83AH6F=_}ai#!Q=wQ!g6aGbc|K&}JGFNNnlcfce&u{v+5Z+T}4-h?+S*rb@
zn%{?58WCa**oSWCi@?FUV}D}uGfZvYm_Lp0xupK?onu@Vy>@d5xZDdFh4Ldg+G=hH
z2^-3j7cBy}7Lh_nV!aR{Y$5?_h;z2gk-^Mib&O{rdap5Sh{$njjXz$uNUrXgxPf!f
zml_1fu+XRxjZBEv9XR<2_EH|CH}<ohTNGcCwC#t5NDpW`+`VGvbP=GFmWIMt?#5=T
zY-D(;zTDfnU+CzG_T;U0Ni0WQ<6on0i$UJccWKS*MlTL-rtrYiK7C4dPhbh+i_gV&
z3hX(k8!&^?TKok9CfE$piSKSP!Pe2=uiUShTZPFEP{VI02Ym@5-YW}8R--2Zbwijb
zDXf4e3e*ZJh&)r>vNup$Z4iR!l?Hp!wwpA_o$u143Ol?~0GSB(@Kb4r%1wk{SV^G6
z348pYKUmsvVcGMe#Z&q?{8p7bmQ+Oi+%s;=sLfL&Wgvp(!cYgHr-(9&sHqiQ-5cB+
z<UCp%we$DF{g?CO8A6k?W0|%YE-^!UqzJVv!bqO;Gm}d)yEzF-QAXi-ob7`R)hFJa
z>$hWHVsS-k0u_!-2XR1i2~_-uR1=j+ac3Td7!p#zUwCA?#~e4IO!-G2c26>(Z9)8s
z{<n>8^5(ji!^D@$X=1Vf@i&H>Xe3V`wc&1B$ooyH$gg_0!xhcVlavZX9%M0<?`c&R
z4w^YAm?J)%`*)7Pk2b09Qo$3QlMTn#@?EN|$ev~TIeJ)E#?l^s>|d$LCfs5{XX7~W
z41z{F5AMEi?H;%0UiN9xB{%REI$nj#Ys~lHw0K^^RLB%eT0uzpkxdCGAE94_FC!)K
z=nY?7umpRd-g7I3n%5(>I4;C4(txoxJ=TT67ji@RP3PFWbX;Ismt0qok-fb!3C@~&
zFfeS%9I#2Nlg$Iecp1j7;Op*#%BM+|Yw$x3k2%JS>VaBb%$|8VBl65=oN8_(omF~V
zsCv<DYwyDOaLlfZQ^D1<RS6L!u_qg?R0FBboyps)Xl<|o&I9>vfz&TA*X3&wy$7F`
zrFBHQF|`<uMB|qCq}9oebWphCOB;I-Tv3ytTQ^csz48*l&%4&RHN<a23O)1HPK0Xi
z;$aq-)4bqY_2gNB8Yq}p5<*{Dp=<$)>7ap^YDX#_>!4&j4{o`<)gC44{+_y-#o|qJ
zA9U+2hV0o2F$rse?PN+#PHM_wq2dpG;g&nWb&Vi#sL4KCGvU#}3zpIEqr;U2B3w|-
zsO5;i0Le<kAd1hf+Hu4~7)OcGEdM}B5AyeiE1}XfCtNj&hQ)kwq6QoCJ9$L;ze=1y
zIU%8*;tYuZ*=<w6WZXh)>G^p-s=f1=m8XFK7R%OdIZ*Hpraqxevj!(WSUMt_n9&Dj
zrX(D(y}!DQiSM>`nuSKMzBAZ4R%Atw`OQn4fAqgpVN|@t+|y>821DzON%Aq<xK@_@
zH3pV^F`p+s71pt%6D(cdP@)vC{F<9-QYamYm25z9+lZyir9rYV1I=e+6dIH-n3=BF
zHbAjccwl>GEjhrsiLYv(GVZ%#X$+{4(}zqVFyH2C?Q$%e#3cIT<0gM3u3`h9^rB)0
zWcRsCxFnH`S9REy7*9UqA6EQ>usr3T6dSVXP3!4;XMEAQpH<9?V-;YT1$NcPH<xtL
zxD?}PH-@PA#~O}97$7gymK3IvigoC5V$K1wg~<^~yGa}ai?BMj=9~C01iBmMZ9sBF
z8Pbpi`veVvJJx-*O4UoRJsP{Q13TY~F?6Gf5f5Ndi3?d*tJcb_nUb!}X30%1SY_h|
z8b&m2BwBaJ5b{F@LoNe$ss>l;Q==hX`OP^V9R+wwpQc!C_(a&U<NsY;Mf$Wt_Ns7F
zQ(c)BF;F&iH5Q(~ocAzLxN?9YimS1Wwl<6CS`zBukWZ?HcDUivL4N^h(Z=Bg;6>bf
z6R}|j3lp2RgC8Q5%Aaed+6Zbm0VW%Uu15@(v7$W08~d`t+8vNekkbU8pZ&Z7+g()s
z!Fbi{lUQpGN_03URfWNXcwr5lQ_D?ykr!1lz-F4e&Az1*y@>iG_lh)ZH-tdnjU%bE
zAmE~ws5&^(FKZ9(>g~uz3FR>5AP{!D<zdD@tqnVraDjW;1T^Yw3pd-ewGD7*9=1{T
zTF?O(yxMq%+15$npx+rw@`TOFtTEX!YN=}=J;UG&a7&9FQUz?>hLjEf)7r$3B7^5}
zq}VBT5S?-By~8;>ij&as#@Rq%F0^Er_IfybBZ{`^B&?Fx&$HF%6WXdWg00e^)d42!
zhVuFla*ip=F`$wANnFrHO$c_tm-E|#Ola*<Ky8VShk7x(J*xDPgHrg}-VwsusjXHT
zwHq{9tt5$O-&X=jj4pwvn+pn72nY6bJrN51WR_^B^co4($0UJlh)HImVRJnOFtfBB
zn;u)W>+P_Q2@l`bxWoeR$K8730wQF)<~eynkad0Kn?3uH+B!*+v7dLix@(&f(=D9Y
zfnp14C5a}wY~Qi7<RnTSLRg(lg)28gW&1^du(#i%4jj$^hOg&^>n%GJP}Qo3>ZU~c
z$kHj?SD?mi7{`+M6$nf=HaIJ_aMeV&8^+w0wZM53I^Xr}re3vsX7>JzuwJ+JK%T*@
z7Qw%l@Pw5UDrC4@^d3R3q?691F98kQ1LlGq#<QdJAm|7fgA;Ac?>xo(#89n;spNgU
zW-R&!LZiz!<Xr0X>O{0&$L+$GW!&b(sz~Yf)0-hrNBpaH`yI!~1tC?T&*`5|CV{uv
zGqejkB5T`w_Ehe_+woJSwE356lQ1GL{OS_ZEGUXLCw-r1jC>F~^$Qwl3;)#|mSNMa
zGcTGga&XNVZ&!+kZ7mAK2rtQ9ImHI%2NWrBU>%dKaxG98JO{oRFryc8-|MhZ_lm`v
zoQ;&p&5Ot-RCnvhD7qX4HYMy4<@y9FXB@lCXfPh99(!rl&TQusWq}oG|JI?|&K33*
zpoLfUD&|F)m}cf_LDHQ`>L-e!0lur!d`^~Qs!Up0S1#t4muhiX!FxUu+QfbBfSl9Z
z@vNL|E$x`ftzZ1I`nTdW#*F#p2w!7RC#LJBPp}&0^qt3M_Cq&-ZL09KNonH^|EJcw
zU2Of1u>pM6q+kG^--f=p7}7M$w)O3t2xL|vWTVU_-85<K*8ZTy4JqOy+Z=Q6(hzV&
zSo|5nd!Nq=ZVBlZj~H`Z@^%L~-qf5kfujCSp@SP-wJhTC!qrZ3fLS1Q;KaenuOZ5u
zNn7j2Idsp?Qb+=kGj3kog{6a@*Ksf6ODZ=frmPymr^Esz*1Xm_pS$Lr13d21+%$8{
z2cA|D@kpX1MvTf&JFGnY@aB*ri^4`-DsPfw?L%6w2+*Ef$M)ecf2N||e61bSmRxP|
z{e6CHM!)9ok{$-x!y5zu=ZIuG(X^P`-`eQ`k+t{PCS+GHtqkQtWyk9A!!pIplQ^AR
zjaP8`KMw92n>)xj<xXv0S}Sc8LN|L5f5Ry<i-2=8IVsu>JfI!>YK(eoE`A*j=EQIA
z*+`LI#DwH1*$+K$9Duj7QPkx)js}``diAPGC-B~(+aprX8Y~1E^0h6o^&O@v<LD!q
zxoQ`g!Pa4C+`mU3*rDm1+W?D}W3_p;_n`Mip7A1cH$o}WNI)}bW*mIkTQ?<sj0%rg
zY_bvl=07EPbIh}2waCJ*ps#4IThBG1?LQOOt{<{*TJ`6)-b-!LH_Z-Ibe)Kx`_*1A
zkhuFpIUGCC`z=<?KeP{yOPD1nonkDJa%uVn4r+;bKvPSel}rMy@zw9KUtT|4?5&+}
z{LYem33wK*kKo?bZ#QtUK3f{a?X8H($9yc8*+3i7;g=!QiqkhBq6e^dpqRpAUuY8O
ziqIGRHW51j7r=NH4n>M3yBC2zdDzp#MYE1>pI7MDJO=9y;*o{^v0B}Y23A)1d|5w1
zwk_;8Qv&3)?$W2-i`W$)QQA>9IPD@EeNB~1m>PD(-blnYk54Kf%9CszPr7Nd0E;%i
zZMMNhm90&rk8e`s*k2gb>zB*}2iy6aeiZNa9ThDuo#(S?P#MUb<{jG|uCcN#dO??O
z$+@bjZRXVpw?SIEav4C9F%<pPzA5rwu07=o)Duv@01Dons&*UZ?<@sdT{gkDdYB@7
z-W=!e(3_DGd!g9;uyuUde64f1p8Trej(EJpq`vl~+=Iy#iX4pn?Tj;wDfDLh+Ql42
zFy-pL`u><tjk^@6PvXGe`N@|B`po9Q5!tVtZy2Q4f9PI~fiZ2x_8qH|=0ddm_8LCk
zQC^2LhxT_=I$VXQo)kWN!6r!aHoUI`tNaB=q^14NY54O0?}F<8l#K5Q#t$Np0|2~=
z|L;O*26~2TAI}_J)zq7wwv+QbZ|gA))lNGq;KG**T}c8MOe=L#1T*Hy0HFa2E7ed2
zN?aCl!zV-OKC~<IDh`89SV)36id<lp4-`~eLDA0Z@*oz9Rw%1tq3&C4>s^wy-=5!{
zs$F{bwO1JLn(mdho|Y9pO0-H*<E&W5=M(tLn9NZ5^mq*C(E>*9%S+f_tSO;gg|-12
z8Wh=<o`!J}(I$p**^B>+u5$>|g$bbR*z?A=ZQHhI-q^Nn+qP}<jromj+jjm`Dp@3z
zeQ&xKy|{JmJ(p2DCQB>XLCvoJI;<KUf`9%i_r+y4g!b$qt6<7E2}c2^AB`A#ay(bs
zj$b_YkX94O%j#y`HB*&MxcrOF0>tG$hsS3T_^@RV>A#<*n$5rG%)xHc^^E!aj&a}`
zpRA(I>^1Woj2}iHj?;M`jBEFyO0>z1BogeRN!;k+NyuxWNzlI=<9eQUaX$3tN0ac}
ztRQ)NQ+E6t!{=8DzwP3~_xQx+o6E~w<@$}StA0AWq}(@5uyPm+bH4<}dGI=Q*C~Ni
zjCV6N%h8p>(@Q}kzsgf|2}a=kxe40Z59B$FB^Xl*_Qs#X+2q4&RS%-yTpVtZBQ1o(
zYwso%oF&i1mlu|Z0##Nr*BkW)hMA29ta9||FueYO=tn)$*u=bOWQW%b{BXG|EAx27
z5kbA(?2q%}yashV%48TztkXCgr`e69UNioi^X+Eg>NlF*kLlXmUG{B#Ft6ap8uxYR
zeK@|zayY(F>R57f>UeY<+iL7}Ai3CnFdpL{LsA|iF1DSr%+;M9wVUnEsT3o%wO1rY
z5v3@Vr)WZ1k+M;)zv6r|UGUA*EZ#H6DH3=B6*>^rxFcneE6Z#_<04DGcn!$z(sf?0
zAvl=tQ2gh@tqs?cucW(rm?Xu{kP6&sFkguQSFzFD^kY`=<8ELGf$+JBk}Z}p18XJy
z6HmG2p2X?2S?hSzCg*4}WT<qFpctk-7|@JyY71b{!ZN*_s=?ts%$+y7Ryg#06hN(i
zYMweAKi7{YQOL!R@N-e?ar^Vw@SCNU<9`FKtL%+&`y@)q^NEYrx4Rc1Pl*fh$9V?{
zIfDgmmmY?!PqE)qAVpp7`jGbk`2I8VOB}vkDBLsB%58!&6=oTuFt>&=6Ku@`f(5{>
z44&p!N0?@gZ^Mt|I^{`jm2SK)8TCA%8!7n0q~i87d>Rce;&)E~MDc=FG4A${{wk#r
zP&cD&K06@f=AXyef3N>AnDA|)?%GCS?dpcB@p}8spo00(PJeXHkx})C!=DPAQ6?}J
zcsS#8`s$kt+P^K)bKw^=<Q{4Y=x@RpYKx}!S@t-SSq_TsPuh>8sVs<wOBLk6lLQ7;
ze*(3HBrMg~WNJzGbG=}awpj9ec(V&rLuqZq#b!aT%QaNOz60TiknsA7^8Z)f1|1!>
zIVT#3u+O<wPb25n)}4ED)K9dfx7jt`w_fA&)7GjX0k-pAZbA7@H-GAfOAP?P7Xxl!
zdhHy30rls=8ve|G7qS`R(p+rqa&Mbq{DTR)>fK6{4+67)&3PT@c_#%vGOMjPFdc&x
za`9t5?i1PEGqgntDGtXcG4Tr2DesqYyL?mMK6v%>iaT%ineCyzSr_ox#`#=w$3#2_
z`D4+frZuVWq&|b4DTu6atdnB^YMSE*nkxXcpxBj>RLV=3Q0CD%Mc+fs-7V%F#*o&4
zs3@$41CPbyucvoLs<#oC)9xMV&GR4czcb=pE18C+&H5bI0I%tZd`FLg!g}O`*CEWA
z@JGi}Umm#!@7n{Z*Q`}3AV>C*qzwV{hU@;~ciS(iu;99PmOsdsUi9Jcb<-Ssp>8i=
zd~9RU{&mUfzoKo>evyajNEvPpLEaXAF+?D`j9ENlGMC}Wx?~$Ch^(Qr&}?lO>=k;l
za){>EZ8U9I3`Kgh2A0_#w`pyS2MKb6R^~i=_<gNx;j*=;=25%p`7yUYjqZ!BKZZd?
zCebRJDDti^?e7VX*8Q`Q@=l5QtknU2_DA=#et~28_lVEVR+{kxUld&jA6GtS5csG1
z?LqCH{5URd;(yZn?l`{sXvQ|S!lH!?N#^nLi__~;mdWhYls7H0p@<mE=r#S55S$B%
z=yACS0wYM?bX<`OEG5hIW2*#H=RK%lG~u9m;~m2c4Jmfq7c4Nn*#{$_eAthZNP%y*
z#3`+-=d!q)+qtukoO5m2hXDF>vUoA(GXMc^`r{lJpic84#v(_EXy$d?&eGoj+Xko_
z&k4^@Cj2!8ADY^7aCZMhYVSSieI1EM*Hvf`2hY$Ga5a5yalGvmSDw#Q8yfOn+R*vA
z*$2CtGjvVNL&8(IYqIx`r5#g5NO=0Ys(_!)gcD>(_%|X|lTj52pnaBNc#%7<{G;&h
zBcg-vb<W3>2<<1D3gepbHO55Qbc!S;QS~gdmE46?6cpu6*<UJP3&aG2Ek47+b>_l0
zG84d$Isd_x=pQd;M}X#c0>Z5FWcAMM>K8;`UrT<y%9zScw_N^XylrtB1e`oCAEPp1
z*;~1v*r~Q7UA*tuspnNZqS%+CeIYgm{po;rGZ}yZ;PF7O5>%jFNR0@)27nttkRzrL
zt7cXg4%QXsA1(M-15E@%#1?oWiAZFCCvwUAv7pKffw`9%^xRun8_em!C5FX%SW-FQ
zQ?waJwzSG1q%0{F<uJ?LfhVG54aHdYKo7N`bP%(NnT=i1@4Ihudg&*b{2{-B;G!wh
zNnKyukuCn#^&y<+i26<ajptAMO9T0{lXL3x%L=J}b>O&pdwf^Ff9v;5gZq<qcsI5?
zw4bIs(8zYGD5f721@s9UC<QlNFWCiDZ`6U%knTg%(f}4GVFr#4$tvq{g|nBddQrVj
zJbY_It_BuhHb5eT&bD2fVhvI?7zC0W7OJGE%{8yhxnDxaiMQZF-E}IH!aDSC?}}`v
zo(q<<9CD1c#Es}6TK`UR2cp<B<)DX#kv}H_Zj>a*?=~1N{W(;u&sB!b*RziVqQd)O
zF^9lM8_q%EgmLDxz@mFb=K$h1zZPl9k2;*kzMB}|wfjAzStDE}=X-=+GAB`G3nFlD
z`g@qD_=$$8ov4C|{1zx2iM1bP6o^FT&i0ehmuVusDksLltS&$%sTaxTAM3$bq#-c(
z2?e|sj?$)BY@kNwxbt~Ki}eNPtKwlT%%d2KC2Y6Fl-j{(BBzn}b^6k;odIsv#f(tN
z7~o{^maUxIe~9JF1Mk>_I@t2YjF*Qa`}*rqg6WAbYVKU%3kknvxyG??zxvA~Qww1s
zyBF|Y%7Ju$3D~37877^cIRxei183}Jcs%rzXM6gWKdy!`Kk9}F(c~Q<vJUkQWN;^M
z5k+KAN8T&utXAZA7Es~B%u-@l%>>7#t>9z1XDMe}W+xd>o8$~^d(oulK9@z#b`fYo
zX-<}0J*S|?)WXYR&%6$uPnSjYDOLCBsK6KGd0QawmzR5W6$t@oy7BusB7g&VLl_Lt
zt@q3D@IjzRH*e?sB$Rps;D#yxk;(1F^1JzOC`jZ}VQ2`@hYJ9wc*CCcjMqB3`kV*>
zWsO*R@jAWr3YxqrDs?AvA~l0Pc}6_xLb-J>3A#lXP-pWs<lK$%2g>nb`_Zj^0dgN~
zLUE`(LN~2Kk?JEp@Ca2`k3HwF6ygJze(aJ---miF@{&SOov^2g+WACZK%b<_g7(iC
zIk!G?{Hh_b_|<cbuKUB>y8PJom)kI4G1lS}Pxdo)Y(L2aJ;(jRA)_be^Jm^VyQ%aI
zuY<p{MI@b|0Dc&?53g=#!~j3_j0lOT^pEz_L_34BdpPfS0D*gh0cI8TSiQR_2Lv5c
zs?brM0SbQ|RAT~)A@BEd+^6xDG1dm%U`;m_YM>Rc3=MEW61wTAtn*BvoSW^I8W=Qq
zyOC*p$F@8ZX=R@Q9!(kK6OygSVy8Rx<7ZDcG}Yo}zBdxi?EXDem>pP?Hi>X5O#e6q
z0k+K?ys6)f_1V)`PW_%l_J`^(Wpn*$KRC$geFt6pqDDUZn{ZPd1qv?_h#~G=PFHeF
zN=;N*+Nm37H%ACZ`^Jti_g}(BmyFjd)@-J!cwx6Pip?cxNrH2*lAx2#%H2mN2)g5}
zyn*Ho@Li$gjMBrWS6q{L($d;8&O&8#a~eI!gS8ne-q>2tUaul86s~ulFYAF*X_Gt&
zC~K*QL$s<LTd#kd{x6K=*9`k5zgSW+y|{w*v#<!<-q?K~)(RoUZ}s{!yWWySKQItC
z0u3RfZ5vN0X_-m<i5n<_qgVam@jTuzk;nG0hrG^NopbLm`d5Q|b>A@c_d;fiyPxc?
zU6e7E{7vq_ZSZ@{j69!`Rc($0iA1%P5={wk9`LFVSXZkbA~=*7ePl-RZMupyN^V45
zfnz|uwkXN_UXI;KdVG+jHcVizA4_gWK%;+*{x*w>uLPqXbj%njypX(m=jwN`+2b|Y
z&z?4qf)Z>bU%UM@3mCjls?<rakb9Ub)e+5!@v!tDK|tggmOnH*?y4|7RxbH5>g->s
zy(?3=zs5sq1~Bvs4s{;Zd*=2}@n71w2jnv2J-FYb$dX<H%d&*}cqK&jkAp4i0I?n$
zhf_vIfiAU^_-e?_tAR%#Pp%_9S`yoLt78oZQzxn{Tc+W5IY!Qb)0*&A3eTiGqxiIL
zZxtPr4Tu}9?8h|rO7Z7?DAdhphh5R0Xr%`uyzTbHJAZ4swKbE($huFTzD7$$yyO*3
zJAuL$nif50G`pWlB5F8_5qO+Qo%T1y$hUgIw?072pSXv#G9>J_A)eq2-am<3oaErX
zxQRhreK>LMzT=GvR}x-xBp)Frbm^)hmR#qX(5h+@`#@G^l6qzzRkyL(YbX+BnA{Ev
zxgxfxfnr;O8<8hn&zWzAXrUHaFOCf~IceIBuC)jHvGdtvj{?z;Wwmp9<8j@pafS5G
z6aLW7$P0n}0){ef266jdQArl_2hq(DD8OzctjyFG-DK9y%uhv}$E{bmKh^!ZIQo|Z
z^$#;#3COs!lU2M05U1ioUXdp21M_tUDpthpJZ=1dg9=n%kt;9W$vs9AMjPhG**BMx
zLjJT>8a1(!f0e}XqJyM_fFU(TADA<?2Q?63#-eI0AIWZ$sz<%!3y#qa7N%RtYtroR
zv5a$d___f@{F`br`<i2hezGA|5wiHTf-v<-?qCtkEPu$({rxE)y$rMA2#WU&7<C3t
z{fN9{>0vziKIoSHa{uPJKIwl@AY4ZQ%NN;spFRdTIUzg!J<k4m(>-z5Ht@KRH=~|F
z$`+Q^g9`Mnq%UwxR!v0p3GHI!(XA9D`MXY&0Ph%xfHzFCzwI!9tXn1$SA3h`dZva=
zDk1y8RwICxL*8|IxNs_VSwktr$Wlrfol^=7iIgQc$O31^mxL#^oO-n?(9doSsVX4M
zNQEzQ&yii*P@hhD7HXK>9G^^STVl%lLxddsy($%lQ|J0pbH#nCupz<B_0z6wcXnuh
zY7*hL`B<-rpd!^aL}koFp&ntuSk2T=t`@!LoSa1b074}y5YgDDnI2sQOTr|qRvHCH
z)~MN}zM$1nfS%r3ChE+^tR4q@e-X>dnvfEAg`{&U14ePyM*J2R9kN@RRLRHzh_D!A
z=IF~qE9wO3p#<PjfRQ5TOTd`_X6Od#5Q8G>CP0!WJ0zPA=F-Lxj&=I+%7lI0-WCh{
zc_5%Qp+;W{v?q!s5u!J1$aU*>I%Oc)_N$#zV~R-W2eO-$hah*wt1SO>E!oS9O%kx4
zi4X|!WX&`5Ob<S#5uVWXBJ7ol9FncQq$qWg`m2`ocQTp^ic#3*w5A5F;I42<ecI6~
zzL4p;7B2vdt%2jP<v(QXv1X&5$RZzf%OLd1Qu#I!H_MaSXW?B#9yGhz-Z+0x1bFGb
z@h;@?lu_bk_lttsH13@X-lU#*%&^EQ0{h$#_U0ZITh?U4Im}fHIycu*3xVnaIZ@W$
z2A5Gazg~@S5grY&iim%~)*v&JC^-zv<OJ-@34zv<2w9)7Jn%Q~=*q^+h{Dr0d<$lL
zULMvWNJq*ItnRUddU$T9FL7gp6Yu<j1>hI0<C*O_zfQoy{7W0m^lbL_k<_`pev9L?
zZ3Lm)5`mHA!&SG};P)&)!LZuICLSTm6NF_xbqK41tz*#}%vm>LiDq2;0!BqtjQSZ8
z!&(y;g0-<V$m3Ja*Hkg(fG7)~El~?3BnsId5~O`g*Fw25tK#MPq;Jj%>X-(zFl~Pr
zw2^!_(xllMLvMz4IHr-zPit_2i??Pb0nA<^xQ+XBpHAjy@*P|ib0ODETvfLOVx%<f
zkcEN}IX8*Mq(TJ@>cC%WAI^!2p<I(g7eN80gNNlWiNz*D$^?gzl$$jh%cEg&9VV^A
zvFtG2i^^!`y`vhzp=O!G=OHI+u$X(NHr96r$}`skcoef{F!oA-rfl*MK{EUuHR(_z
z4cz$Xow@<g{3hmvNRaWCW~Er2hq<@2QzDI10T#O!T@)oCIe1tKkm#Yk0|mHHaV4Bl
z!YOAaaz?@*I7D0}^^WvnIZH8RLGFZFn*7sNU`4Q4y579N0!O41)ym3DGP#2<jpJl6
zTXYj3oQfE1Yj_?s<H%<FXR9=lVVXT0EcZKA3G@xJp6L%!*D?C_#`hZ9wVf?m6P{-U
z0!H$i;GI9yM|5t*7N@lAtWMBxg;Ghpoftx}>RGx~y?>cL)nGD+mBPbdSHd1ykzdvu
zO@<yN$X#cmHm)uV_;S0FhPTSwSlUrqP_&Wc+nCT4rXokavk0VTo?K#P7s!s8-Zve!
zvIa1i+#o=CNDGV&#ZXkNEfmei8Z(I2heM!Z&fp=2Ea>j5RH|jOP7e7ESjkPf<Vkof
z)kl-wEoCFikt-+3V7!VJM=qX~kuk>vIt1P5>L$E#3$^6@q<S!N1KrpQN(J7^nm!56
zke#uxf}3z0a(u>?%z0vmTkD3Ms{W$8JP4xygD7^uY-T{R4u*yiop1CQ0;$GP*1Y-G
z(!gEFl_s54`c6(mjxXB^w-?ivk)ewn?I7NPQd6zwOG+pP=yEWSvR;V<zJOGp9St-6
zqYQq%Dwfg`mrM}%4GyqHLg^ZEY-LH2$TF)r6YGILzj;b2TPYPWp4lOtgS)AU6@txe
zO0k;IVpHB{vqC|Qb0f9zY0awAib}3A=AU40AN5m5Ed)9eE$BlYhvGwd0Oiteqe|6_
zv<UY|aJ5{KDx8*LihZ0Ltr>6csN!gPU6?^^TZdMnh9;>=2hT~;k!OTT%YHuh+<$JA
z6f43z0{T*n+{PZy^Jkfq=O83Sp!DU)E|7Da88ZIeKRe4~Ph+W?4{Iwo;+_VhRBm%Y
zW;*2!%VuBs<Y4@0pbOHW+$Bw+fQ}c%ql@~wp&hn%X2tN!BZq|o>X<y1_Cd_DZRhfv
z_gYVX%ycuZp~|p)?_O$ey|%)A=yjf$I{_rJ1BG0d8o!L#r>p=9=K*FDPJpZN07NLq
zC0ceiGdy|bW<i*z8^*pDIztZ}1L4F!34#Pjf`io|>N_I`VI9AGvUf+f%=%V4+ngmb
zBi?QQ@;8i#!qY~S)jeU_jSXvfEzO$?+5AIZ@wBFS0Q!?W^eL`GDPbQ2Bgs8_LxoqU
zRpuasD?a0~>Fa}<#gE4yOgY<QQL^<bKP0IorR^6{=B=KL#{`PF*<wEvKWBs@2MsO5
zM30hL%Lw~4Cl+)Qb!M?D+>u_n!)?LI1zY@7Hz$9eLb4t#?OKhv?DJZ`lkyJC0S00G
zA`3tbS7H*)jC-EV#^Dv0$0b;P83f)#5sTu6z35xbUZt4_PaVDf*Q7RMm}LUh4~%9D
ztFv*H5u)_mRSA9uhd}BPu=7KbTof_f{%@2I7Tzheg+`TfS|OP{lF>-zyml~5tB&0X
z%Ko}>zK}BmZC6$$@j;p|QnUTHM1Vjnb`qU;@WA)2>IH9MNK_wEo5A>+Vx$`GAaMuU
z&*L%VmjYs@lVCS+&g3kn72?axxj6|B9>!o3?4pbis|>#8HP#Z}5A=-gH6w3Xx?y&U
zpO`qwQuEMd0E4FKMcCIuGFR&Hm=pC_f^&`0{IP|yf3`E%g-gDoI)O1W)41$t*Tjyb
zd3iX(^!bm83yphQD+jw2%g*bIt}S{dLq8uAoukrUHPQo0t&NzP#hK>ltmuwWklV3%
zHrOaJ7W;F@8FBHn+Bgyk`b8vJmy}$qh!#ae+Q<k%r>k|}Os>p3uq<X=D9p8xHJHc#
zK#IO-2&}MxjlZ~YMgX!znTb=gBpi~w&u-5)-GBXBr3Kur;nl|Gik9OmQv4y|3+fNe
zf{&hm8ZtD1u08Qm%TQ~}19Xz>!>pj<<r7BV5ZldAn&&LD@>J@g<NXZI_5VV?SG6(i
z2wCkMeSuN*!!iyBWSlkl2MWpAhqq@Rcx5ph1miy^d;><4W^w~-)YH=;3pJpTYp_`<
zQa|v)_HN<wm2pn4O&lBDcl+dCXI9g8-=s|g{L&s-%~L_{KUa&In!8E+hZ~1noop0N
z$YV&#3Okgb%6SB!{`XVqi|f5E6`G1^C4s#Z!*M;{nv22Gvc_`L88H34E_&c?$WoB|
z9(y&9>#244EIYg=)g4i~Ij@Gq=1l{RJK7$*9F0cZypm*DTp=!_VbBm$9r|}2$(nEc
zT5iBGO&6^(Gl^s|7QsoEQlUl!W*;)9HsRP`Pse?&JvftCV1%D6b!9Eto%$pBy}9)$
z_9v#h|EgvzX}E%`SZNUyu66R}ICdFDx3f2fB%8%8T&$<v%vT+~C>*2bK2$2V(WY0b
zZImb3mDfX9uyCyX17S0iMM%nyc(m5;vrVgqOlvIPE_cROv)2~dliw|EtP&(^DNGoN
z-9<mN@!McKu15$N5-tWldZyMF6Qw?{?MvEr+~Q~}u-x4U^~EP8d;nA42!I2YzE08V
z^Vt*b{~FcQCvgZ5HLr|B{RwhCrSD$0F0)42%>5$Vj!+$FwUBdUbgvMxb>N!o9Kbza
zanO2a{w6(hsdr5NU+Pqh;o**dWQ55eVnrOhK3K+IH2cYxd&pWTOsaFYrJp#nRW$SJ
zBd)hgP9Pz<Sk5S>eV~yX;h1&wYzQ7S^oF$i>9kM2j%hhQP#6vdg1(HWFG7p1QEK=Z
z1J6kk(TJu~dEACX%^#IPb9tNVv&{iyky#|utKuM%CD=d*?Q+D!L&>^r6YnT`3d8)5
zI*nEBmoS6>I5K8JaA`&T-&lz?^F<laB_t!ymsoUcs8>!NwX|Oqn;&CCnbz}x7H#bJ
ze3HoZx)-P$pAPqorZ<~kl^6yZU!WfhHfN2VB>PfziytdRZ-S4Adw&+-qFac&As*o~
zZhaK~qG-Awm@Uy*hiZtO1UF~?=rj>P7{2I7rJpzTc`SY<s4AT@4G#`Xk4lbNV$4Ql
z8d>tgn6t%mb|Xn1GxXWGk0oqp>7RXt$xzOAJyOjo;Z#%)HNjd|y@Il2%$x-O72-6(
zUR;!r$!>C`H3Lh+C83(|ZuLmu%K|Y-Xsa1#=kec33+GwON75eU&Pj{~y>6TMLk2p6
zo4YMYIXJ8KSmJ#h+eg@~hdoM3#8Yin`SM_*u>Gpso$vui6IDv&f1^Ih`2MF)?@gX=
zDQ~Pc=PopPSDL*wYCCgP$M2)cghFi%vkE|AJMxEC#5D<c{Poo_2-cFmx{%Tv9drdu
z8+Oxup`OANbR*ks5lqi}=G@qjEuk#c^?=@_#tq`69JneABt!t7IM^bf^)2QRLw6ca
zQzK;R$H{6D;cN?gko-gy;7-=<iIpMw;|GDZcbm|eR`^u<>vr=LM~TU{nj|oV{(@F>
zuX8Kv@9+8cw5*I>ZBG2L>-X9J;~sQEx9O$#XahVnQg6dVIJbo6j(Y4FL|oIZ+%BI-
zdN&fp?;X%!)=@q<{GHB*yFdYvu$=iu8;BeswK-r@&Q$HbJQ{{`;X!A~DJgxaoz-8W
z!0OU+h61n2$?et6zo1CxI=pXYhhk&DXlTjQvOi!YQ_X*7z~do>Oqs80l`fn0=Z75U
zX43RK(z#llyVwM;lv0bO{l10q$epp>$~3(=<Ws%7YZdKCy2j)^Ps`Csm+zhmPOsbA
z%m=18`Qsc3o^-K4iB4XUuQg3+a{#7}Vv9>@<hXIWau#a%sidtit75p<=nC^xd55Xe
zjPJN*W6MRP8ESq3Gt?s52AsLYa&k_*ZGMv4xVsPY96u;4L$iWTMyE2Zd*%GYh2<y(
z>uSxA)^W^0>cecJB%kY30eqfla~o~Npj&f1H*w_qLyO3bpOy8GOefyxGss{YyMZiZ
zN#oz{DHoimur}%15009asJ|5|wGA6-7z@Fj$O0TARZ~FTtfo@iHqkD>nbXah3o_@h
zvOlGJHdJV@QqTV_QJv|`$L7m#EV0~Mw_3}qATKK#DXCu+2?k*KD<4L}ZM#jn>G(Q`
zP-EvR_uH=MEM1ZiMY2nm*pP(gV{#-{6cD=)K3hDusyo6@{6h_>OjTtt)xIdPHL+F<
z=)k@lPGfE;+JBOf!Y*7go%B*)KG*Yk$<PWpvTKQ2*<hn-XBl9rZuVZSoMWMy*g7*e
z#Qy}n5wuK4<Co<L(;-qR?9hk~wWY3w_O|Y|)MB&5npT;3lsq$?h5lEpVo1zGp9+~I
zyQR1`u4^C%LNzdA78cm%L#AhvE3SIiVJ*xq?C!)*+va9HkudKO66(9{l@+oqX=@3!
zT_fSL3?y?g-Ju`Pk3?o>`g~vUXWu+ww&fhAsT-U4z9e_*1hcwTfXdRbM!!CrEV&Vv
zvF5g=v&)b!w^3I)g}73%I7>h-qi>0x?Lg&T&WZPfpV@gGxg%@4)ahy_5M~z2F+EaH
zzuf}XEirzd;)eHjzZgsT@JhP2EKPTQ;$X0skd6tRDK=NN+S(a%s-)E>9CoR4M9y&A
z6-H5czxH~Y^{-|T^7K8*0?htSHF@ncd&7#nH@H*@+<%*+9rF-DoU2pS&M=J_CoQCH
zR*kr5HwFp5Q<qxyv=J+TTq)){Gm>2?A%H*Z-kK0FQedl1>X6pr5>QD&{zbBX4MKo)
zv*zG;t{`U@`_Q!qoMdxztS>9=*V)t}(5lg0!^rDkG#ao{!Z*W`YtrHK;NO_#{Y%7b
zD0nkEY=b+m7c?32F>uHQ7x5kIWzKpLtF*DrA}yDi7M>z*DCo<(RLZ{RsMURnBFP$!
zXh~2hT7$J6AU~HJX+qziYJFdccIzX_bt1jtVXqLdC_W*R;rg@o4L$#m$Bb#&L~qm4
zfvqc_#VexZCjS?=CfJ&MHggk+c_JMn6F1X}v!ja5Eu&xPDO{nbM0~RZCIp4adHz(W
zbaNMG;6oMHG&I)})AZ`aW3-tWBUUapg{?umW8TJ*=C?lRo(Gl_t(B+fjR$D*4N52-
zI`;vCZl-Kc@kefSZB--HsqY9CFx5Los-uZ=n=GI!OQIQqDcp=6g_|Zl#B3IZ#*5Rn
zOa`ss+w4CIVR2OX3fEFL%zSXXaiA?S=UZtzC8NKrho#cxXd68m@sPX5>gj;Ju|+#F
zr_;85i+0vtFl!a6=km4?Ix`|WXU9BAtoIfmgPicxw02}Iyw}y5jw@uY&6$!UZFbFw
z^LqlB28Ij~2ZG^ZM#v0>obZB^e*BHB?0_zMnR^c6wt$t-D;8dam{H8p(vFc9gD+ev
zdeSU{UC|+nCnI+Q?sS(Mi0iJwJ`5v17fQ&_FE>I`%qErAfpC@Hq<YAuMW1_k9VvrJ
zWhqN%i7xRD?<Zq~(%jRDX&;X1Bckq-8!7!a&fgJ4&0l|kQs$Iz1Xtq9CLOZ-H-%0T
z*u?<(si(>*q)XEicTNq_(}4CW=eRXO$E>`H-YhvAGxCJX7SnzqyuoFNtK2Vt!@1dN
zyM=pOQF$BVP#61kP5x|h83wJ!bD{2%M00)~eOPf34X+$o1p2aQiJzcrZxW+*f($Vy
z{#*rZ-3(ivtxi{|RxxNe%Yr6!BgUU(E}{L_)RqsrJG^vcY%+X01xj00cD8t7xr@yy
z*%rEn-Qrc3u{J~8z7+hj(+1Dc7#*ouNhjj2mncnz2GU-6i1v7kTL}Hyl-XWwXxbV_
zZG$*35uzbj+!!LBg?=>PAVpT%LQH21^w=1Lv5uxUD~MjmRzd;&b3nLt@TQ}*23PwS
z)Dds>?5Ol!JAz~G=t&vg_j+UMP+WfKAlU9`sVma%BnC3G1K-sV2I<oBtLc#U2ax(_
zu5~LCr^QSZ=h&U!e~{jXsx3V_(U#eSNk>Y9vkA~N{m|YeLX~AQdbZ3&gn|s1CpY9~
z#*FnoFnp@|hsklCDG+Zg75iPm1C>j+65$(jn7ZaoSI)GoQdA$Gxu12JYI;&k+PYy~
zd+y>@DISqj7qUiNuAjG5zGCI(>Go7XFO&z$4cmxkZgrv-F`z7I4X;t?-`dpW(!@g&
zT2X~>`U&eQeS&MEoWH_n3?yMYE4qR63K?Om?!o}v8C({ibn1hd?P-4|H?lb%E4Q8U
z=8AuwF~@R)_!qI1T0#a(4MbVPTe(x|BJLQ}gyf^r>c%fte<H=sDq?fN3SoUEuNQ&I
z8?{Y{B6)0p0{m|$hu)i~p)eTCNX8VhT_rpY-pVC8id}^HYS9R-V;6;8!O2XH{7%GC
zAwwJce_y3AWSbP0ARI4$o&~3AaiJ~<aw2X4I(H<R`;dPz-XGbj?G)BSq;BGd;C4jz
zNA3HaBIxKZJfb$zjW4?;+OvbYHOomJD_x4NkYsp$PaSSM--`E=Ig$@8Dta2wjX_lu
z@ajzo6K&}H8|-~!ZbvcL|Io061vl&AsJ{TSr5aNj@o*kVYHpXthYa{Bc`UyZloK@F
z7R1ARs_WQKSfenV`2mzaOtI(ZG^l)=#^#lLC)!s#F1XY94}Xm`HhY+AZi+r1Qn0e;
z*IIbm$wA``84N^N850HvhDS!V`!kMM%EMce*Rb=A>Rjm$P@bAp=48o2jllLNiNaPZ
z_bc1*68m8hH#@G=6y$9pq*&5xwcKWwz<z1L@@3t~y$m}$O{!Irv?h+C6R#a-x{S`K
z#HJb9R8(L9oEVO3KXtMXT8V?>&aIzGOi@9s%DgDJo+%JN$!}ZwLdF8$$rn>reVt?v
zQbC8~fzbreEr#0`UiFHuo<Xg=saH{jaR9eH7^K@LE!>`4thC=G!cR#ZUT(AEl>I;Q
zKa|_|s@`^s<&b$!NI*=9P>W9z6t*HiD7DgO?B@%GtI)NRqO+0B>t)X&=+5?Ax@l86
z2#ZP9-uH90#J|6{zw7<Kir#Mm{~Mb7f3+_E%P{gEGWUN>JpcbQ|F?xiP4tSSlphEP
z%j$o_cZ~njLXz9->7zFCF2MgvP83K>L3)Kq{)&t~lLMDciD)2*s@S#{1^Y=YrHMvF
z7%t`*N@&%(5+q%tE?6tWW;eDyTTZ=FT4%d#q+PwIY)$4Da{K6a(rNJdd3$;}BFFri
z!^JYoJN3C9Hz7)0shX!ut?k+;St<XdjY|D2>t4FzI;t;yT%p(IoL*R^L0qZ4-E~q$
zC`D4~gjLDRtgJ;wvNAb-x6i!L+a1$lO+m80?nmlyF|P27W7O?pM>$N^wS|_cy4u9_
z(37&Y&O+ym=ifsx&rZ!=*%y2?Xb5^V*hg|S=twa&&XsIxGH-)bnMX*1#`i5*u<_%<
z73^Bh$=D@RV@dT<3Zmy!GAKxP;nLo*wkD4zg3`2=GS4oL$ww=V%_l!!BrZQ8clTtj
zPma*@Eaka3WIr)p^k{lCnAntmcu?{_>zac)Y*-<qre7Rg+(*9Lw~472b#s=|cs+^z
zwV~Uus4;p>juw`EEDJHEGEMc6k|$z%G|a@z-1S!+5N~2)n;RpWK~FN}M?|9kEh4_6
zOH8sjo0?d~FFe@swl=9z7W9(6dG{(Lv92#zGEdgxq>D?FES=gnjB>`WBw*~FcgB$n
z6aMD;tSMoF?+^s1@shAF6er2I3O)*`_uTU5uqg0ZRUnJe?GU%)GERf@uab_@^$jCf
zX;xh*i9?0i)N$^;qJRov@o$QiuqZ`|p`*gu2(zb)+Q?9~Ox*I)X|$oeo|HrERLsY~
z$XY6W{O-G|d1ihdlnGVUwo6OAb{`+NeVrV?$)6hUejOi=N0=H9(D9Vla1E1^>sS-e
zvyYX)_I}}Ax49p4dM>nQ#@!~8ZM|f$)@@W0FE;MRDS>q){!*&y!sY|!{S}t==IvP^
z$djLst9ciad{x?-EqVEoLU&M6HF+wnnqCX5{+2rPK66p2-=RmiPD!a1%{Fyh{g!WI
zM#a6`9AREG;h0=g8JkjvP@h~T8JqZa&1N3<6c_hfCp7OS<X>Ntxy1SLc1O7EiEvv~
z*D5w2c_x3pzs%Nt#3L~>eiAK@#p{#CJbMnAc1vCmuP38lm`Y)B`;RpL0>{Xs#+Z&%
z9@TS5n=|&}9XeZ%%5yeeS}Do%l$7_|6J0+cmFRi-u@;V}p-*3)%^~{a>TTEIWXv;u
zQqAH`{nbv~hy6RXoX(I^-LCik%QcLmT>5VO;9-d|0xm94aPeO)i;^pDs%T2~;y^oe
z()@t7T@Ho%)-r`IR;6$rHUj!;h60-JC68WVi%(<awT+sw(*AW^*3=G2QrqYW$F6vu
zVPq;sw^bk2h@y3{qzgBNZ}&dw>Y#@1p=ZY`ZJy4mu94xlzNVR;n&ZP9$<aN${`=<H
zmO49SpK|@A-Gy>Hrq}fK(35wau0IWY$17R(ci@mY>9LQt6XX7%>p&rHqiIjO^XX9I
zc;Qw|Rr!}Tq196P&5QNPJKx&W_BN?XijJR<=QbS0KZiAfZ%u~2gTIQ&%O{1gQjO*K
zEblW@R_CEkRtG!R)Mm<}@H^Vp^vzVl#N!s%u)Mu!M|>CeIDt4m6i&Y~j@-d_{H`Pf
z71VYSP2lK(_0Y<cMDBLt(eIT3%k!D4aIjy;y%@nzTN<9^x=~%TW!BSa>f6?YPR=f4
zzWX1X`+i=gUE{o(W97VQRc+&CyTDDnhJ=d`4PIu6r(M}RMHNfz4H62Ci?cb_HjAE-
zvfZ4_&R4A#HNyK#bxbc^vg<RsaXR-Y2+?JNN8Y@zPGzJ02{gh>7U^Xd6TTQJV%%?e
zucdYH?zd_D1bF%IVGN#c8=|8Q?{EqJ79omz{9~*i9skT3>vTJbNW%lY;gWtwB<ZP1
zpUQ<DR|f)q!m(}4%A&hc;k>bG>O9L5YcYZ0iDJt?G+&NS_?teVIsrNW1WW;}JYgFw
zE>>`B2(<F+m(PC><6jM6f4R8~0p|DkyRuURVEWkPw0-Jdk}ejAX^Q<mLueX!u}kHm
zzMOKc?H)aovrC$XX4@{|{@p#%$vcEjHGi6wLP$m@E`6SsD{9f9@su2#M+dmq#_C}w
zPxcAs%1*_&FL?1=-6?!TUl=|CRpiUbu$$XZZMQ^Q)C)vo$J*xKHD3g~TvXmfhxGM2
zJiu<_jq<0FJuqe->H8yZ8$O9O(B4)Fk-Hu{gG99PF@S9%BalXQ&5JX*WykojX2IGx
zz%Z%yoUb_|NT%ZYQLW+xvm6890f|54pM{&lqKFvo?3Fmb7pJRX>bCvfS{{Zjq8q=`
ziZ#sSVcW1Iuf-&6>r8d*AF9NGKlu>=8z{#PznHtQA6MD_YZuWeAF&dzr9?(~Pe*5T
zhJU_<GHa+v-&1W-QPpqqVY`GN$lN|VB}xA1)O{%P^W=v=qx|>ohF6<uQ;j+}@XTI+
z61HM_Lfp(d(q%8gtVf~5UsT`3{SP-VzsoBY&JMG*pQXvwKEf#;9OM*u>OCVaA`{Dh
zP9&ayD=IoKgp2c)hQFpJ;5Kse5v1<ae%od0s5MGD;t{VUpOa(C5B5ul&RVX+8ERhA
z^WG&oUFaHn>VOe^>ntuXioJ^c2^RC|?oEpI$rOw1fq-SUl#4Ph3?#kAN$tj<`}a?9
zdIPV5{}6679JiR<AH`p%PFNdvoo`um&OcZ6Hvay&!`e&qi*d7y1ni!jbl_m+M7({;
zax9<mJ!yOCdg{?DG)^63e{&2PeAo~sZ5BOR3?+YuMIyS4r;m}ye(WF6e3S4jWUeXM
z*S)x8Hw&vj7_)Akfw&hoF57c_is=Y_2y;|rm?<J4+mL0K?8Z48m__Dh6;a>uJAN9!
zUE4IQxnIZ^LrQ3o`<mG3q0fGb@#d-q7qR_`R{)=VWq&EuF!8*EUb*bN*F*+&C8h#)
zhgi$1vF7+|BL4DOPVseotj@dsJe;+n{@I$$%o%qkj++C}BFx?_k({0lfARX~%?N*o
zw}SaCEo-E5ah9PiL|q1YRO5mZ^Zj*rLORP1#_Pb$`sto91-UI*%+om~NeWGSo)<Tp
zH|i&qp_woImF(AjJV`3>?Cst?j}gp6Pbd(QVv;s5Gaj{eT<&SNFoZVYmV6-wrdTZZ
zF_6yS{iDmb`&h4sNyqx}AB+8sCi$T&npN(;#4-e?f2l$^rXX%Ax?w0Bo8-|mPoqOo
zoFD#Y>pCJ=2KaWR;&1UUOsjue*Y?`yD*QfOnf?w{xUZOKm2pXy6ycGE)7ngjk5tYe
z*Z1hzYq5QR;|G?n+7m=><%Z!x+t3tr-#15G%?_(YL?syG^+si$^`f>P!y^GgxC7m|
zgY;8E<89hF_<8>n_-lu)c=-IQxJF0nsNQ>o&fF<j=iYwCTOoTHnwdWX4er%O_7iyX
z=m%^X@)7C*Z-IU2<b}k>c3yuyS9pEjn67jUS}ob4gm|V4ROTz&O#=~vRV&ewvgHC!
zU&^=6-bZqlQwjYKH1+PD71UBa8oqAnINVJ%KI?gbR7VXNHatU|hvTqVQ^#Qu75TPn
zChbi_*ZkQjDwhK6ZUQWSBt3)<=W@w!--d!QLzl>(-&Io7zz>m%bdlkvK<=Grh^(jn
zTbxUbH?GlqcUUPG`s8=32)PAA0na^<yKREKz;;mc?6VL!$FvPtedHvUXaL8@p#@x~
zQtL{ILf;4r(RG5nFX{A_Zn(*d8&VIk@N^gUUW<4v^SPnG$@?;Em-qrK;<i}<jHG(3
zS02AXs+Y)U74*&=%=xUszlBd+t-SC1=aO3z;s=ktQ@{-{_p5u4@KW|R;XsT~!T^<c
zJ!oT{8V;NzGEq}cM#8?tg;;SuaY_v=andLLMZ37Y`X;;(GjayMN#_ECuLl_o-e>vj
zFfFfl=-p!Uy(d=G(;^LU^v^XEN9^wmqC)noMfUk@7ZjKKkP86>m<3qFT6pdi#jV0D
zNfKBc<<j!-mXHsrsHP}Fu%8_v9PaRwhOwvyhp;;U6zwz_MRXCdqVA`KE1O^?;Ls-U
z-}ddelj`0$f5^`_VvuVjtX!8@+TF>lBNUIJAHSM8a%1FJyuYI6Ba~(8(^&sQbQ_tB
z=_1ccge$IhG2@yol3^Y<Tm1AW+u#sN#J?vwgI1|~LZTUsuGA{lmjIL^8>LqytOMo^
zQ=DWwJ7mAgz+=0B{$l})_rQfhepIB;EWFB4bj(X}WJIGFR?K3=5}Mc5q^ioW_i<vu
zEbuTTOomD_9I3dGJ{Zrp@_YKAn*vjypRa$p#tXMwRJ3cu9b^}Ar>-Gx6sEs_GKn_F
zqDH?-uG4%ng%X}|$5Hq^g0kRK#V8)B-DVA|LoZIn`)>g3M<I2H+*|dV|E8DcNG2Ex
z!k2(x5QfaEC)yyZXqO%vFDap1gK0=V_O80a!4A#`%P=nokL2V%jQ9uHA0whf<v*Gb
zY-u9A5GSC}!5ZNsy9I||-o!+<(}Y>jv!8Of7%(2<%&WQXa3(V3U0tXbNgnv|gW9;!
zK)i~$C(iIVk8g$UGV9RhNyxQ4(_$L?urnM}iy7QH7YTJs=PZI_={}CFW)po?|M2bH
z_99%fC~jASC=(B#b~?D8p-M+UxIj1Z`ztWd3CdGB@+g@SGz(&u;bf0`sV)HRTb6Cl
zcP7UH5p&Cy<8dA&cRN%(X7Dp2iM?H`#Iy$RKpd7pjM)xkKyjTA>Imrr)Jr-}1hEhT
z^EQ!mg#sq)UZ$Pct}YSgxPPm6SiD4iqNQ$ciKm^+bcCvEbr2QC!dccFTO`M>3&sfc
z(+SAw<P*9kN@g?n?O)&;Nh4@1QCd!i437ENobAsd$SZoVnZ=%jB&w7P{d8M_84%z9
zE@CatLo}wx6H>$4x~e$S<4=M#BMh{)U&t732mcsauUWEer2sj#>>|1J(BQ+sV2F5A
z-$C&8WZn@mA@DKZM0%b*MK6(&e>bPsPrq<;^GC*XUuo3?3F3)klk<5sj{p90ACwpF
z<s!|yjgQ5S`rVaMrg`IyIYFoS)z}etM$$8Vkft(q_*$}oC+zXwLEq9S+7dyJaIPBt
zRn<}hnuLo}v)#L60}CyXLL`f19BCC|&B-9xQ9;>8?U+!^HZhJ0>S6Ec5t(<uCZFsu
zl8pR!5?L;#Zc*+5pqA*jb(OL(NFWX@1pCh;w&D@}U#!gGeduJ>gXebdb!O2-^k>YK
z%EPn(M~EZf93PaejvS}Z_KCM=&5!(h_>{rh<5m8N{2r$RfAg0)0%ma9)5y8y_NIl2
zdzRcO7&JY=wV;-p`;(j!A{Fi#l?}^qG|@E>_Kd!Q*P`CD<k!}D@q+gxvICWxsbmqp
zVVQQQr}$L_;I&uLwwDJ3HDiS_;7F2|87o6BGzK4bM&Pt5L_=9lW!UBUra6ls;GP}(
zgWcA;BPK3TgU|c{N7>nXVP-r<&hZ(1Tbm=*&#Ol}*_BF61PK(~9|^VR7a4v_W}T1k
zb)Z0c)HiU90*QcNyV$n8Gj_gsbW9r&9jP;yn0yw6dfk8<zKuprNlLwqdtrOG^wOEK
zzs(^yKTK-Pb~FnXMJl3}pxI~^oAJ6i$S7zjXtL&&1bbQ8r9Ypjj);)NO!cDgbV4j2
z?p5>=LY{|wp_VWnk%qjBaX}LS#2qH_NHsnG*TY)dpo3;Swt>R8u?s$VFX6BK0<0cd
zz})ULQyY1)GCn5{LvV?7Oz$_g!1TvcA7LLoX_NYVGJ{E5;WI|yHClE&VO60&{1d!V
zDHeJeG-7anVIp}KI<APmkmrjCcZjB5D+wd)&)OId5lFYV05}i`Q7AEbG+`Z#C5}``
z1<2K`S8^+CIA^$^<VWjR-Sn#-=~g=(kaqQ*sl2G)75F^2)7YMBAC3a^%f|~{o|ISD
znBWdZ0kPdPF!Oe-PTbR`f=7>)0*@Z%DbH(=l)Ds^K<`f<fmxcCY&J<^5TlT?Rlvlb
zp>(=qMC9Dxct`J@oH{p2_}C!MW1JNVJHhciP%nxIg|a{`B2oqi6IFunNO)pVMHyj`
zD6t3@I36p#m3chVFt#}Zix?t<W((3EX<>gL$AL5ZKn4M(y1;UR0QzCfW<yPsfvnp&
z-_8K4SNo3zzfC#TYX|1tbHJ?0nkZ73r&udyw?#AIrTV-vqeUq>-wUYHh}J!}aW{S<
z7C`m)C2ADn{+&pB3mNLu{D=thhCKpYC;_SpiMJnBF+|m3X%|IMYxYX6iUt8WY9jpP
zTww|GpBHz88)80CHQGNkGt)(oP=2Io^!i|Ek|tTw2r*)`i}e}<t;EEnU9@Y8-e{6t
zNWLxtC<<)w%pyy2V8GA7q`9)%#1=1tE_+9OL}r2YYjV6T<hN1~?mA=VW@8xBQF*yq
z9_L6oANAH_ly+R{a>mocah^J@O4=1G-f8bVF$5`GLs)0)KqjGR)ui?ogJrv~)Qb_6
zFjI>&NX89*mq|IL14QlO`Noe)s$}FCOM_>dvx(YyMlck$C#MVKcOgg_Q)1cLC4$5Q
zTVjtGv&*%Ce-x3(uw61L)g{-H0Z(Nm+3w|w(o;{e$ah_q<R^HtFMhww%^wg}JfPTD
z!uJJoVwz_xC8pkIasr)(csmTM9K`SKlFe^9%}b?#Ub2kxh1?Oi$90oGFSnG+($&NM
z<Qc#IKd-IwyewVH6ggGPFfe5A`itxdPE{mo%^V)&gfjURpYb$5c(~^<t+)`Euow66
zf`8~wr(TeEAkzuD55XQ-E_%BDoLPSq!Jr447YJMcCm71HfIjTH|6{4G4pOS^EgO5=
zA*8?47}0XwL&%mTZ=!KUmIkg^m`6qxN-WvH!<G6P>r;ntwAN_|hqw$*+$$08r_|6q
zwI@f*3P2=Z4m1!=+s`!mc#SE-N)~6g2rB=z&Lr_P`rzNKC!7=*aIP@AO4e{p0Ak2%
zqlj=$u>U;=Lx7B;fO17YFj&{Z`Kz(9g<DQ-d&%o_(mrZ#i1V=o?qb%FuSsoaqeqio
z(ZaR<Bv%ko<j}`>pEQta#!jQ4g&#8x8(cmytEzR0rfsCH*}z}Fkk&HtgvYbjEJM+t
zhf&Vop374$N`}HCef5vTwmc3=yh&L5FY^4zh?s|6id;0&xViT6Xv;uN1zsbaC7oK3
zF2(s!{XVcV9HW2j#3JNF;7fDv24A*HWj8WZgKoDlk?RmSk4RhbprX6m$WM<WEoZ(R
z(D+-!_M}eJLYk|)6;eKa8-Q0d2g%eFbGq9S&!B&^RYNQFC^dn4%8gG5=%9zvu|#j>
zwe<$kRS2lq^@Q{vb|HOma>gJG4Nab{nxz6O;Sv?afpgN(DVOmbmoGBEx!lNU&f`6o
zJ9>mCl3%WVv@cx&-bSahP`4!uqt8p|TaE`k|2C)3OZ})hLG-Mu0{?2#94yp#j5g7x
z2xNMEa)fy(X<x42;0dVfs%ApyXtOM}6r_)pfZp!;TaO1mKL_ic^CN_hUL#WeC9zN4
z-^khH==;tV{QOqf#yd~O!qY^tMhy8OqFHete<Cf!4U`sRx&$r0nqi|LvKQo_t7&d8
zaCN3~dWifM`0IlGHSbyejArYtV6+ZfoV!(uXy%A1Pn!ODOXY1hgIoB{RJV(Xo>8$k
zn;wvS4gFBA72^*X`VsClLQv&+&L!d+=O5eyJzpe60CAJYOHn41yb1SBt|RbGF6hWK
zMGKHD_*m-o1npY#I%6u!J(B?Oj#d+)wEBV>)UtjTh(b4<j(kx~xe#1<OhNd%Dt2-^
z!?6gDiW|wlA5%9kIp%g{i55cd8FWR%!&J?Y(qZSAD6ShX^tn4!G0J1yy)x&<UKR=(
zuNSO<i$kFol~E%KWBHNo@}y|%ZADp*Conj;|0*no+r_A!W61yzG<p*%>B0dpkVJ?%
zxa*$xVG+?9+#KAQ?iZu!Za=)VTka4qPVJ%jLV(7%<YGQ7PbY;(*MGMjQ+-~2>9S7d
zYRPAt{++tlY6gqW6xJMx%M4h~b%2406KSjC#W%F^L<8ukg{!9r=WU}giKxbUO1VJJ
z-6ltFRs*|VV*Ms47<OM~i1IIksyr(dLysT~^|IZVn9x$6mFO~jz(<(U6Yn?&n4s^4
zq%UH)EqX0rh7bw!csPK?k=U$d>Ff>Y%2NlwoSdkFN4919(h=#E1!q7cxM5q;@jUb-
zw#cz$i8&+kPf=$kE=z_rLgg8Jm++&EYEu~`h^8)S;@wHA`yy4SOf;C_=!)r-C^)Zu
zU=h{k<*^cE81f(dJSLb_2a|NVg<7dqa)^~L)PMoQA7GarO+w5&5z8{gD39N0Zn5)P
z(I6r6;gxW%A7gnRyqQnPmqFiN(%(zX-EH3~30gyI!Zy{X|FPB566LPLV2#J$C&wvp
z=*66F1_CVVWW}s_gz4XV9eI)n0`~3rZCg<+%Y+x22DDltxL=@Q50+2Pq96z}G?)xP
z>B_P%K;%Xa=JSEEyd}VmMglz{k*CL0Br11EtDx9*QH`ZoFU7_Umx#l69U@7*J!jZB
z6QEVrh;t=>RDD=#?{5+;okMUFd0%OYwL7g%==A3w!{;A2LzG)q<3oaM)KKT<6I_92
z521i-)Tmp=LW^N6ewu~S|GFnhR76ed@KUs-(~|g>*GFOyYH?(k<%%Wi*sgg;(kTd<
zWDL^0#`ovri@MbFJAokvYxdkCiA$*A$C%-Xk-FrurrExk>-1<}zL6V!DdE6SM-m?!
z9a=#F#)65)Rbu;ai9(%`Hl;cbp+md=2LM?>roWLi%boD03{hc<(YdJXii>3_O9Dmc
zOch`y31E~1K@9Up{K`C=^s$Yo`>}&z!es5`h>uzl>VEM#(3Z>}eQD~Ap`MPgdR@HG
z*e#98qDpc)>A~f00d1t5B%ChIR`1ZIFL2<1w3Do+ZxH3t#GN5HSWy8{0>3yIYF9+~
z2>>fQ6u3uMwDR~+WfPr>YdzzTLmjGd$On=ej$qpij?CT=lH$I~*c)%alFo?`7`~J)
zA6dsPLM!+guH4fkkEYJU)WV<&jFD4INY_7?BM>CppiNA0Q>6iv>Ip8;)Rv=P<jbih
zx}pY#X_m1Y*OJDy*Iy4F8t-m39<t2@?xO>7+v^Y;U^0A3>;Z{XZ9r%aHz2@9+gE`{
zCkPHOYb17yTG_*qg@G{+;7;-$BL|r+M}lCAv70y3mhE+0@$5nIT}F3|J}^2bhBHVH
zjT|112fH@(puCJ!99haplCYR(Ovp5CTIG6W!%7ZrJ%jfHK}3$zP<J=&Yy(W6u@^6m
zgG#+Ec4Ve6gR)MmyE0D<b)i~Mi^aVBXjM!zOvVw@UXsLy1+<iWkojN$mCE4{94`a*
zJ?xj@d=}HJw-_>!BWUWkLQ?+k7(4UKD5$in8PMFg9ortQzB9Icd#HZpXx&TjTtfG>
zhG>KLaI829#O47J9TBT2$qzZ`1s)o{M1(WpEn$@LJ3to}$Rky{?AiQEhM@!|tQ{CL
z-k3?SWCn;ZE!x2OHM{LPd~-2^{^ik&#^$$Sv$&1P6GSsOT0}m5D68{9M#iP=jd&q|
zIzwb7aM?ul0>fUCIJI&Kc~0#iQhSM=YWWBm?z|P+Q^r3_s$^lblt^|y7RTAGjp{eZ
zuz*Z$5oD!rb8{K}lk1%ot!G!7bqD~?@!my!u#Zyf=50G#n^q%rfT;$l%Cikpoy*Cz
zRAY_Qnlv<IhGDGNpo((dA*nS%_R%&pONr6ErlXbCp^wrZ!pDAM3!N#|<FsBgLO}aa
zj<qk4irjsCB^>?NrD&yMpRB7{N*hxZbEJ%gLr91m*$SzrWY9}Pw75wXQdzZCO0V@H
zay{B^k@BHCfhQ5Qwp%70y*FV}pAM1z?tMWXcj4EvfXh0`$Qi9=<cYgv<n7{2A+wZJ
zr}mc1NXr5l*>#$X{BVJcT$(AbeEoA7x$`v{$<CI7OX8fp9IZ>0Hs&UI>5XvD$Xyq)
zE(~pRlaRF$F|xzV?Fkey6nh>Z9Y$Y4I!nXU{&{{LlA2IANARJ+f~8fQDca|9BzFb{
ziqLio=aOAEzC&yZ%(e<dA3XT+EU7hBh)Y4k5k5YIB;PLhi3r^2RfrZh<BG??Gmq^W
z<9ETqz8~Vw#vXsZ9Q6%*<Y0d!kKBH-Uij(BUkXt+XO5)c6&YD`i;T2(GBRzTj9j}y
zMjn4#MxMJ#M$Vd^DO4^#LUybx(WFUe;_}HBw84U*R=S6t6!7I60oeC(`pmJuLliXa
zFRD=lJsXELcyjcK6Fxf3qLQk9Jj2@vya(h~bM!EVeJuAzf~{-7Dx3f@lmwA?)z%-9
zJl{l|%VT(a3!<xAAtJjFe&3Hn0kab^QL{t{W;RgZB)Tm1r#D{mgdPWCwtH9#)Aq;Y
z6h-MUb?7V+-aUv5+}bWvy8euu!MAXl`bqtD>gFpmT^Pq_SoL0!awcMI{OadL1wJaU
zk0YfaMzRsq)kqn1m5gJfEAtWcZ2*V8=MT-{wavpG=b=cxx-_F%P>e-f%K`R%_ya-o
z#u%~aQnoate6o>yC^5Lk78QA_aTswGg3ZVc_kfSN1qrMcwiop19t0#(uifd--41>%
zQ{YTGYYSHz&;tjfwtCfSuJG#(gl8w+)}VUNhVp#(`PNusg<bNi!KxxFsd^k<BqPP|
z%E+)vKcY7{;`1j`t9V#n8+9_J|B}G`CBK%^ft5E(a`fcWj)m&$bpsMK`w=5<;QV(!
zkyN#UjB*w#-}poq5@K*s8(>@9h!8%McghL@1$@?nJdzYmQBlPSu0~P-0jJH961HWY
zF7|uJM7qLj?;PlxB9pFY8Qa>Y2ys#sG%d%a=fE26V!%q&TMhYN6^jn)r5v2RBx16}
zXK#!c;!{*lY1wVjG}(W0lw@*xxK74yzg`kNEv;nue`(i&stoPLZ~1tB`l`+HRX<qp
z#~zhC?sz2cXu!HYh&v;$oaX_J5<!FD!T73tPAvzjDnt%Fh)cj+g`84kK*f%@lRRrS
zN3S@wZks=CX~m)8eaP(xi10+Ggy~PEPy=<ioKdTANJ-P3u79YDp>lglzONaa=-|Q>
zg&gtMlhg=iV)7HTNx$CW%TVmrxe|pwgwx|}8mXc5?!HnJ@+`E)&WmLCZ9WmA>?U@%
zbIy_B<02Wph3u_8H<paY;<(hL@7W-M?d58kv9s66E!S=mIuaj}Dd<d8IM1gL55-(m
zgq@v0G%>_s-9kp&@o>6o1nLvody2;sy}#YZmzJ=6aYDmcPt9s>0&&wNQ4*aMdM$g%
zgM(sJH1+aLE=}0>{vN*2NLN5Da@_xrLjHh2&sM0Ji4Y9r=gI!0IY{9R*PY;HzNv+u
zPrmV=aii-R+WY$q;bM$*<8#86OF9T!ej;UYHvWr@d~|N6ilMEHTyutuJfD=KB2U+(
zpZT50__F#TN7Is3qyqcUQ$w%%<FYW_7>xDV?rn%`B2@$g4c4G<+1wCGil6`_cXk(9
zZ99L8ub$*IRZTP*1u`UgPb)gn(h{k^cnhVJrNBC$fvDARu}E>!q`l}b&h`aJw;*)e
zli-;u^djvM^F$=Om9LVS!$lUw(2jYM>FI{7Q!z^Kxg3M|s^^g*UMkLs+MD!U4+>ws
z=cdt22$VfFQ)D;#hmfrLWg+5s|Cg7^+?C=02OtJa?(kA<cIDMlMqFHQlqnB*n+eN<
zWZm&Zt~LVs$y1G{!!844cSGQ?0Qo26*t+_V03@-6=*4@Rk8~6A!@Z;4#vZQon@Epd
zFDt4hD%yEJN^Utu7WiVCq67ULME?dLM+_~^b^`}Hfn*r5!YwYt$%A9B9y!jig;iM+
zWQOv9rVWq;ejH|;E=qs+=9M{2ov9xRb<R6c==G;e>CF5%7sUsijD8Vmx;BqU3a?{l
zxnO<N&ZJMfR?c7}Y6ZVW<HR>^Jx-FmCD7wEuL<E(MI(HC$4#Q27ls@K;Dk9agPQ^;
zob8I9??A8hL@%d(?!OxKz;DH!kVmFJ--3O38y__cFh~0EICR&i91Iu%;|c>4b@Q^l
z51i*}h|i!8Rw)?xlS0%X0W;0?*#(>{;s&db<C}ys5+-mFsv~xw9qieAnhTj+>x>-T
z@7-3TZ-|B)`}-zI12>U1NZ)h0(8b05jJ<28=tHDm(_j5lzB`XBoE<k+^kEntWxYMN
zXn%_sX%Meagt;>~0c|g?i(f4~nPHK*d#(~BAi)VdM&kOm!>%_Wb!0BzLO3XfnBL^Z
z;LrZ}7Up;W-8Y)Hek#oYGTu%<bLij2L{3y)SD?7A2Lh5@ky8Z1PjVed=OH>ehtuj&
zx$%q-6Sy5Z9GWxs+5PmY-{<9fRdum&&!o7@q`O=t8Z7>!41b2m<YmBggP@JqCWPyb
zESC!|L#5rdD44$~T4HqfXs1cHeC*Yc9a(i$5$*|8gn|rU>GMQ%VTFf#>l|xum7^~3
zA$J-dH!b(_4(J!}4AY+-ewj;b>;@@1)rSFJIN45wkC{zJ!p5BCW9m^8{mTL6QOp9<
z3_7xlyqCV&La-3fl)+2N3xeC~!RH)AbvUkaGU^jjTtG@+SD5sizxt|hd*3A@t@&w@
z)*nX7!ajg&GzA6uLG%D}`ZI`l8-*;bPLZqfaE7-;olW|=honN`jd-B3x7{lI`6vR>
zAYL?;3!u`CO;`F-AP^9tsF?5`nL&m%hzCMtH<OzMKL=Vbh^BGz4F|U3XHld81B?o<
zw?TBaxWrU}n;mkBB%WF2HN{xg4rIPU`lFHl7zV4**LV_@K;`X(4g;f2B4Z5g3Z=S>
z<9cZyjl#Jwjwei{=f>nWZF!}I%Y4$i@`PyD{!7SFNqm<6@jl_fH*S#O6>-X>pL}12
zSH34izhJ1`pWjVJe(?(#IrP2U+KmJ=y=lo<5#+vm0@r|ojdEWj<R;JxA3$Wf2!(;Z
z#!glGKok;BcR`m2gy!M#NC~3r&v8UwD#E3SrST;1sO&>QA_$E#s%nnFb){Pe5Jfwq
zm=1gfyuLH!Dok#=9_+TzFAu<bK~+{G3Lp{yIbFebNMn$?oP@+!Pr}xLI)}_Q4FBt7
zVb=Xm_e^9*Yt;y?*xuL`+cO=7$Te(07tJ3~wm4M9CiVAsq=9KFv7PP$$Dja3cVA#5
z|AH`2g?F2iFI{-qs-Le-na5Z`a|sb#4*)6RG%h!8Eyxz;H!US-4{%LL;1&bmAz1#G
zkU$BFQxTaig_ALlD_)_(Dp=ZBQgJES@&HvJ5h3b;UGri>q(DQxXvP_2%JD4@Xg0RE
z1;SPV?K&~O4yE#~8JQC60`UBW7IJ&&%`$g}A4Zr%$FHG5WvfZe+OgU9x-UgW^)fV=
zOo~57#rvg%Mj$QUA-TQm8==VOXkoY(9n$~!SYl3Z{vp#XEX~z~qsk?WiahvW`qvGj
zhxTpM6#+|=x+92-*k(WP%r_!a3Lf+MWt4fMw3n;4KZC_+AY1C?w-3?}@lvlERSqyV
zYOpHkWERuE=jn_4X#Z&3h<lJ%0-qV6D2NB*uU@bcSX^75|G<&D4K&j~iPccmI2a0j
zHfcQ{$6p3a?TlTpZD;}SbJB~l&;3X~{fO3-8=e)eJ4vlGsjK=*;H?&oeRt#ePa`m~
z%Sw0OIP9vQ8)Z_jyf4oG`#7BA;B5_-me*qxJP`T_*e$f0^FtryN&wfk@gXlalo`W^
zSCT#*K+KkEdOA0oC!Yt8s|2epar0n-Pw+S;{w3Y?Mu<ckduB~>1r7n81l0XJPI-AN
zdLPhCV7yoP0C;seL^R<?;E){RKVn}ewF)x(IFg=40OXSq9XmooWIuXU+G;QSAUD&z
zN2uk!cn2E1%8h+`j1cKAO!2*Y$fWB3F03~2e<ZwllX~5xzCR*le#2KC5&{240&5qX
zDXp1L-+wf0BQEgi617q5JQ+DCH4*`@&|?^;d11y|gWnKcXHe{>r+|i~@iJnXEvWV?
z19O&oH=%{IAOJ_O;>a3L^AU<+T)^xrsUKs%0d|R|0F-_XTwg8q)hM*XV-A7m2q+R4
z7Nh7k4JWS<#oEuJRiqppGzW}5z10u-yvKK55;8uDsW!$>8nPrr=aIh^GJX|*ZBl(#
z3aKuLe`)OX9VI|^g}T?IHrL5_&2**y7=gQ2(Wv?^bkmDy3uf{y!ln_=8y^zn#eN&A
z*nqB42Bx45e6M_8JMb1d^<o_SkL*cpVOiDf0HtC^dD)Vy7=XkO^7_jVYshAW4@0Df
z0=0Y!Ia!S;+G;3I?oZsMDiPkwp(jm3)#*g~<yAnI1jmB(Y+Sj^aUeDcRETIS;(PmE
z^YTmMy-aGzWZCtT@i1fmnJW~T8b57PH$N$H@h5AA-#%jLL`-cl5l}ydiinPgNFKoA
z_K@||2jRNzj7Av!JJ`k#2)yX&?hT_`$Fn_`+#CNIT@}xn)aa=qn4d8-TtkHT9SkvO
z=n={=v>M&O$VSIVih-=XG4U`kdyQ9%T;AOp1&Jlx@(@J3h<aNQ*SQ-puZ1-Fd8i*(
zV^M3|)f@5(HJ)2bf@mk(6<g8hd%XiixG;uG_e+9R(AJkAD}-WSewzr+{3DwGnUJdt
z)$gU>q<6FhZBt~HzaZa3Kce0-sj?Tw_#HO5rN-WOp^*1UZdMo>rq(PJy*CNDrtQem
zqAMjvjP%X-eS|-CQs#{#JyknT!VRt(1(`6Ukukp9A8`bvlsWfT3quot%M!j~zXo-m
zhv7aofM&yRaz6q99!B&S%~W~~z#H6zCbH$yc>^!xP5K9S7p`<P*Q4WjG7tzlDJB3E
zqgIB@6>CdS6FwUW>o$&3_5d^1<FaB1aSk{#M^xmLP`?JI?D&Wnm8suJ(0PC6odWrI
zsm4EIQrZXTlv2e;LhIkhw;TJ=r9#mnG6JcYON5zMqW|m8pGhG54oObwkK+r#RI>n_
zVq;S&(GAsz8E^=Y`|CLTM>q~8_TbCk(XK88_{oP%LcVigJm|N3QNmsVsP;6M#_jMn
zM4ik9hQxU&A(==6+o4jcIDyYJ8OeE;Al}M1(CRUGF)L%uIhi7I<-BU19HuIY$F%n8
z8|7gaS$(}4e#77x(X99B#*Lxgh92lYz#uJfhIHdQkNaf8)2NocUOi({2fq|{YZvV^
zIxng;_SV0N$^I_>(xisUI}+?Siv`U*@`N17HhG;)ur4xI{e$LA{p=c<?mc$tfABp!
z^SEph%_{W-o*Bv{d;tmIObr*p4dXa0$tM#d^Z~FPU|Q%t)aXyCLTx<<VB>oFw=Cpv
zldo|&ArtgQK=E5b){7;%O7iHQ0-o;9z&dbuK#T=H02;&`(eUN!?i-X7XCtCg45sX0
zZ2$AUJs}i)x=DR>oAA@!agDL(UMak`5$TFAN6B|n9f8OJF$+*XRIc?!Bl=fHKY&{H
z4be%!)nw2Qyg$?*$H(i7P3q5ombQCNT^|P^f%s4hEs@k9yISvtc7M?i36FtLhO#$I
zH8*XRJnL0rBe{I~PE_8)F!g|>Bi>JVMJ?e`*y$jGKeHTV*xs?Dv(o#}2;PENeGr{y
z7_`SDd_)LZwgUalhq$aF7eSj&QjlGaJc<W}bWJ~BZ4qyQ7g%8I+%taQm!^<?>VrPa
z@kZZ_cY8dASAC!eGWAq<|B?!O&mxiV5rDKOMudFMb+b(BtYz}nkezqP1uKy+{^I|H
zHNW~qhVMYf)D8}4cK4AM1%LNA`Z?I!)p(Hr9_Ym`^!HH7QlTQ1%h;X{QE$#(3V}D4
z;JBYpiIBqbu|lY@AS&@j0Ub!3->hJ*mjhHRk;I9JI1Y9k15EkWmm-Byv)qtOWr2jL
zxl;sXbR1oyYqm0A98IVjWoN&OW|-7p>b*N+SFe=4zUA&mFFawdf#eVBpQ}F`Ju`A9
z_27N-&X4^l%RIeYbl&D$MQqot%e;u@ebIu&F`1&8(}kILAy^l!Vlt3~4K_Y3QzW>r
ziTx;W4U}JJA3Hw8A?3E{p6qh0BrDp8cA1epK=!*g!dYX%11A~IOhw1j3@^~nPr>b3
zV6HNs%M3VXTjpyv5H#evmJ&iUF4y=Liyg>-Bz;8-%Bq@R>iP1%AUqb?Crq_G`BFab
zaV8A<UyqYLu7o{ah<cxU-9HG4xCtgT;w5=W$iW|k#LMtDnKOSSV%-|=Y`XrchD_Et
zO#MM#MP>i~?NP?P-srtR1%HK%^nqE6hDrSsw)JP>EQs_zDHR?8WbI3>icn9*SUArM
zR&O+ia9>|<z?*yFcgK^NyySKui;GZTGE6l!<>q>e0AJ?>UyH(_g%~Y3x$rk8-~r?>
zt41l1A+p_xu<698zwhLUXnmwR=pZ_ITTfo3z3Yr0vUzvA<3AeR*L5_h-|rMX{{pHx
z$Eo#rnFp7Oy+$zQpcEo(1_<f^?<xhC<>xS!>i{u6ai^Koo6pNzY{r}=)EliT=&4Pd
z@nGB^{W|2PT|QSX_0GikVJ->~27uPCV>u4oYBn3h_oVzC!lMyx-vIYuJ-RwjaJ7Q{
z8c(5#A^XAmxTp(0&i$be-^XwP>);dHqag%qIO9eRTq47xeM6s-pTmC203WsvR8KnV
zO-8>NUyIDiR+HM_#lJVt9{f;5ul^wsy?SJE|Au)_p?%r`rw9Pa1#0|Ld<P#(>W&8l
z;%p{$XrF#TMEcD)WR|f&H=q17!<zGaFdBtMQ9TK2i7#%&I~w-kl`D-LCuxgJN5aQc
z)vHMKc&vi(AhBMmrpY5!7PYt3INBm?=kJBB+Ey{~(Kw5WegZPYT%lp77+&vej^(o~
zR)hHhpPdVUxVAu%e5!UJphY-AeI?Zo4|w|=_X@d#QV&3l`UA@eg(s7$#J|L;ryfp5
z&7SZV35Le;eMUclcj;7;-A(V=C<)Q0QJ-6+B3eW<A$=qTuY(i(@}s^%9hP5PcZNwn
z{Ic{m#hpSF3IwjTq%2AAaSr%3`u&v<V46Syx<-MWtI@WGeoC0TsNh(k6^Hr&D>lK;
z?F(3qf=hLykB6~%gU)z)LC7rVo1yyp8nE~oz!fMnka`D<3zu``cmh_i9yvMGLy(ne
zfyQj%DrCgYR>y0Neg$Rpzx}uGdrF(KyiES>7ohwkR4rd-^xbIG+yjbS)K*@(v+F&%
zv`=&y(fw_qFu#;&JL*w)l0xKQWc%njlisjltVEs5Ji~F*HK&Stz`6e``^1d0oYcsw
zYlt1u7Y820o|k!gaO#~<8Mmj7;K+)80wp;A;Mz>ux<ij)1){X1BLHHeFMvv_P;G=N
zd9G;e0ZdVWqu!5oAba8KFWdS|Dwlx*U}n)Wl1Qi?2cS-7@{Kmlo?IW_BQ&@d4a2+e
zPMQRwFZL68L&_y1C7k@un-WgGil$6IKS<I=SAy^U?ye^1?siFYZn{q9+yNpgq`Y#F
zlHKGs8syw`wHrl?8V@6hPUbE?SjvgbBE~7Y0X5j{lnh0Du+YcSVLs446L0huGTI7!
zjW-%B_BpZ|75K;|r&8kVIxb02bSiF>+%g79I2eVUsAc2>45H!m^J*09;Of8!AKXV?
zbw(&Dy)o1$L#JOCkHDJ=NKB89h7|g&&Mjg3!&@XS|3AZpNE`454VJ<&=w5v!K4SE5
zQS|yWLaUFE3QqrQo4j)4CcI4P6THr;XS|<|eo!A@w)m$~rPg)rnh9=8<?A=Pn=c&-
zT+SZd&9(A1C*3k7uMGRR02h3?n=mJ8V}Tk_psZ?B6@7AZSUsPac`4oeOikYGOqJf!
z1v1jOMMlm$Hxol66Pe#eRC0m5%FniHCD$e7<&LmnwtaiLj{Z9G&md}ZFo<)JP1>Wo
zsKgh9h)_`LE33&fWat3cP+05LLV*5?-M%V7)$6j&1(mjndr784{m)0YlAeK=2VS-Y
zogA00LPc#4G-23w=ylO;5MhEm5O}d!S?D-PM~S0ddwT;{z>jxXsAvWPgJ+hk_eC8_
z5OV>zvOeIJU|vfd%BflFu^mhtsj_8y1Ff!l9Ji>Hhj#ijn7CT*WxAHTr?@SnOBZ~$
zLD!rv#GxnQ7bTOZt##QUK`!4KxL2xuQCXhvtD641s1_<4Ro7DVjvSq9`-M>JfbG%y
zSz6Fp+{HC_Hur+f#OHeMQ5uhqFkOa9kvKqW1oy`Qa3#=i)3GBOZu0ZFUnrGng)F4=
z>u7vUcffrKaaJw6r?e&;aG4rf2~m0#h|1$i<SJ>QJQC_MF8odU>ML{{4Rl!NT<-lk
zn|q*^UxKx94{&$#vTR9PrjD!9*(i_(`sNlB-g#dlmGU*=i%C!cv*{Nk^5~a?EbuOQ
zfKxL3WT951<>%2#=_<aPiJbH$^xy*k+Z5iqRs*v(jZVxiS`-&m>ScuTZ4WdE*$(ZP
zOggl!bGd?>cr6HcsVejlQ{Plc)3yqazKHojhAS#pOerb$sNGQ!<)e*pOXNa3Yyt|Q
zXX3?j7tM*dHA_j(t+TSVfty^X^HJzfBIy>L4e!f8vUR-_%}Ye0P1R90qVt?p$88lV
zXOFMoF7%v)Y6T{1!e6=AyV1$e_N(T#pap%-MOe#9Hxu1_phVZs%-6891?-bf4sBi@
z_i8TjlyK$fY|N`-HIIs#Sk(&)dqF&x&fr{$;AKlIgW{GXe+!exSNU^^j`ZZ9$yX)n
zyltQ<8FFxqU!6U^e_U7zqih${W0egnz-1@(lFn2eklpj%=wwFF{8LGHr<;kRJ3wni
zxaz3%Auhu;Bbl{fy*X$GY2ybuO9&QceO$*OD^-+{;5syoRM|cuDUHmd?3&9UgcBUf
z2WU=PTFiVuiB6M2oegcLP9SC`8|2DmZMh-SlnZo4pBACsVvpCOphI7JWDbrI88>{H
zG}5FIa>Ihy3J>WJa3aF>IvzT0_Iy@y<TS0s3%eFhfokZ}9W?CRfoVw4C5LPH0#7#x
z7ysm@<UPJ<!?zasy&?)|q&<b*Kp3*Xb*N{uMFn*}I8oqvlk-@KWA=f)b&=gDtIqa3
zZWM9k9Ctr)<V+m!#ptZi>*7WPd3PAJrrP2nDF3|ZerbN`>vLpi!E(iZnTnUW*Ykd2
zua}ktnm+<zHZ(!SXyDBut5lF#kyLS@8!(x%2>#$XPKlMOJ#z4(af(Ad1B!p<3<%Ro
z7a6-@9hN=;-L<+L>F5%8Z!9+%a`yG>#S01g2Apip$8(O<`N%}_AeY!+AyL+mI&RhC
z;?06kde_2?<X8Fr9x`IsLZ)SeZm<=V$wIV5EynBi&_0Vi)8)}lW6vLshVGtaSYUg^
zv+|?+3}>M`xYvzsm4n7w?yPH@p)Gh0N)J>bU5s+71pQ1N0T!miF0NxTK@T!nkG9HZ
zlyaR{+#qd^_-W`-#I+E17-XI!B=CdWHzIjw!f~AmR-L~brX{+X+n&c`-Brlmc5KJG
zc}blvg?i6b+YGOj#Y)y4Wfb)i9*#6rAb^&CUY&n_Ap*2sUjvwOVR53~Gc+4L+Rsxc
zt|4FTbWn2^PI~dBSk^jp3EO$xwRa+|R(EofYoX(8NeQ<ozrM%69_vW|fH88g*Ef(!
zTVNGGo-11l%rSLU<V#_q#7{|C6-b5M(Z6|VG0ZW!0_7D^VWk~;4wf=Y%`mq1Vkq|I
zcq8|`sZ6ZNz8a_~CUH`eLtRYPCWyWcS#YAZo@mGHa3S}vi>5<yXEsz%g2+?=>qF)(
ziGd=qd*FeR@F%u_Xlfb3>+T?%MqKZN(GYVMo4Iw6m0Io;Uw8p`sB>3nN1T5V5tB<N
zisBhuuIF`7xiF*=QLKfxdyv-<v$)o=!chs~$*hAc&QX3XDm;90T^(dXf{7g=9|C?>
zmyOEzDjf8|YHh!fZ1KqU&0hjK*5UO>i(sBdMR@fF-ibqOqzkxDMQG@aBf!&MIZ#4W
z90+0~LKL&d5GN@j>oquM74SzwBES$8Zm&WXkfuW`B!17XXS%EQq19;;aXa8NP;4q*
zl(HDAbHxT&pW5gvyiF8~v64rGWA(9jhWtYDI4HhcQ6;Wzy|;&qv!Pmk%4<Z{EZ-z~
zUyunqtD<8Fo4wV9H;f1{Gq>iN%u6>&7j7}O`m9lf0%mn>yw%t>mosHqjVF-M`Vub?
zc6f~t@*oH>x}OkMdCeK;*K>}`iFBiDO?oM%V~`vHi~=zNQGhuE?~XH)1XALzf!bs5
z^q^xu1u=#hh-}Y+%&fl>TD=xj?XR)UwrKyut6y>)O8TagIcn>*WxY;pP>aYM(NVQN
z0CPh|(!U_1F5nvaEJA6HEP2G%Fys|0a%;I^A;Ab$nq&8HsX}*v>JgJ-0E_!WJ7*C@
z<?_oRB-8Lp2y%eXnSw+zb1faK`zq9JQC*h=hm_az2}b$A(Rl)>qb%|)%1K<ZGL~$&
z_lt5krR8n9I98rgzWAfe1IPn>q;VEGaqCI<^&i1+IRJq!T8i~;T8s6KtHNhDfJj@I
z@BKGe)2(tgk%v3p{-Fy4r7-Y=JdgnmcKhaK)N+vLsA#nuSI7>f7cyjF&*V8-+3;%j
zc+}6r?RN;Cl&FafPbBv9>#bde^{&BdDD+^r-srCCOJfVTIWig%+T6Uzdw{xBEj7%6
z8MvmFd1%FU<!c)DnkF8}(9C-HhQ87g?}xDDLrPem*RjNSsi@;!ux}-Z!)37=wN)oU
zP-e}-^6H^FSHe^1kIZ|Qj!;VsBu1d;Job6?cB=RbffZh85HkUaBynwx(4I#X@tO2{
zidX}MM#+P|#|BML!h))N4}(sZtQGO{PBJ&xAUv4uyKe@;kD3o9zG4N`&~m(vL?4gf
zP)D^7LR^kI2~8iq^1e#9i&<0-u<cbj^<MkrF!aH>L1MWUsrVqn+c*cytM!n9%`@*s
z(hRbWZm`Lt@WgrQexp~Yn0WDA^j@d<4Vr%reJ!pK1vORNSHt+YefSe#!~Otk3DSKi
zcW2IGU!X_=aKJFRwc<<(aLvHM)>Q%<>qMioy0_`xDyY=wB78I(vDb^q^4be(aD>sv
zbZYT5FTXH!Z6X-Da(Kc}zsGbl76zD@b!4wDgQ&8_Nz#+LR(T7?=6JWb#XeM+agjZO
zmy^sE<&y}l9ZD+$f%IIUnT@O94@?>3B!bbF)HAa@DPcNIw7pM0;I(f?4stTuH)c@h
zH7=a>Y*8dd{;V?2oeK^SU1)dh#p#EWw=UG<5RaQ3??WlgS9qBs8HQ7<A*x+tvI0nK
zdb1jmttEujDn4SklY2ztf3Ic_$6Hh;Aay@y^i($ST&oN&$Uyl6_#f85>w|+77ggFB
z99Nk?!)Hj0z4mITi2iu9jqVgruVpc7gBs{Uum_)!J94*=@clnfO9KQH000080OxDh
zT4Rx3ch@!m08d>200#g705LBxFEB4KrF;o=Rn_(Pc`tMFUT#K)gyiJC014#Wcfue_
zNXQMK-~b`ugv#Uq4hbmEgyDiSg5XfmIuAIMK~Sp|R1WyJ4pmT#we6>MsM=zSb8E#4
z-~R1$9$>rHe|>9xti{cH_uYHXKKtz9w}*41kwjF8Tp>iJXrC%XFZ$HoPl(@C3b8md
zQ{Z2g=<fw$|DpeybZw$L-air*2``=_yr}4}V+A7wpUKa6XW}t;rpU8ryddK1vYy@c
zY_C#xUC#=8ooBp52N|Bo$QT>rD>Ad(lZx})J)K9{Gx9s(sl*LS#@f?8dbtZr%iWNn
zM?;plAq#uhv$Ci0lq?G(O7=EF>FUZKECr(I5CSff(ZKUP)1YKVAe79an-T+yudy^e
zdz~9<(;i1tONXPWOcW|v6wuXP;Wc)^ViUnB8mqi)i@mCxhWCPE-wTU;Ss50opNxK)
zhlyoGUn;Pi6TTM|_;g81=2&7Av1~V+3&TE2f3V3-a^ACPzWR=yBI7GrO3#yV%%g;+
zoG2;EiSW&Zbjk~*PgE0$y@(FtNrEV=p{Zy3hc5k7L=#T<G9rrT*J?!^!UxeQrO-<M
zV(b<x70><PXgF+{<5JHWM{G$@rDTtgh$##U6(-L^1@6hE#5SVP>!fRHh>E0ts90R$
zg@rV_DO6fSM(|iN!o1<ziG>AzqAb@<Z7L0*e}A9j%Z=YTnre=5@<y^DJrh^_p%@=P
zK^c}J&@`^5XZ6mB^0UeXF{V$@P8XNZU1G4Z3n;P<Wzi*`DCEa^i@lWBW;sh@-{l!v
z<d~>Y@<=dhMbnlT6Seju$Cep^ChiAP$zt%PRHTSOVwzntPqh2AiXJ^~8nFnnR8EU1
zt7uJ`=1N)y*=I`zKeKmLn$>j8A>2F66Q_~15n*Aq<(3gCk|=t_NMA+;W)t;gGMJ#`
z?4VQW^Dpf#U>4s)BPPZiJJ!i^K(x_wFf=_26Q&gqt;8{UPGLZkEWsR#!z9reM(Gm<
zF*UxdF{3cc8A|pPbUtQE4w3pNJ##8OqcG(K?wMgK<;{=xk7BLx)yjw`@_m_uVXDIh
zmF!r1Etb2VzV4+a(T}c8)(_7GrTu7`pmkvk{3Mku4xnU2Mp2q?1%_6&)GP)SzU&!P
zvqlngiMU>T!1`edh2at<bHy0CGW(DfAL<#O2qJ!l<9#NQr7_|Ng>dKjGB+Ga<|C{i
zOLO$zLZ<Pir!0;7tksU{vO0SPt0QAU%x4yxIDH9)mC+(IhaOl(U)qULfltar)AB^7
z)gux3T2^n)z~f{^(5mQAtn6$m0$g+m=}&k@(Jh6RQbT`51iD6lM>>^c(e-6k(4>;l
znJ?!vz4iAxdar-Mae0JUsB~{RpHIU?kZ|;21K0_{^#YPv))k0HsY&@*1LhU!u_uzg
z?2UEm32DW+SY|=1P(o6ZylBwNnaq{696!M{lNn%ISpu6Cb380cc`Wf0z;RNK!eG48
zrRQ$WV|wS@<mg=;5WQ8i9lhobJNs~<rOPs&Mh|@=ZX(DSq>?4I<Dz_X1+T?IpLI`G
zh*D^w#-}WpHOvwc(@K*HrP9F>o1;AXs!48j)8c+1&0)Recf`)aw06o&C{8Z)zA0Ft
z<UEnD^xc!~3}iPwF<I3*&OXSHnDh|RNm`1i>ZZSQoc1iF=Si4ynngf1vz+u)_QGXi
z8YI0hU88-HZ^%a2NLm2r)IYg5lgXWRq7%<^kGIP$Pe~I#m<1>B57=z}3l_4lgyWUW
z4xE1Fm~l$>4F@W@j1(|=d;7I{%*CNFf+h9oC7_wa4P8XaNA#s2Kt9|G%nZ?20<Tqu
z-^?`d6~e+sdMkZ{PKVQJ*3;?4>BM@HrwUT*<n)uR<j7TF52YVJ%MK<7i?>vAf1_if
zsNp$14z74YgORY+^f=F&AetK-zt5&5i|n(`8MZl>dDQ<D$D@(AJC&$j>O`zZP)XD*
z^I03><}_=2$P|GuokZj!E8_W>OFj&4f!JvQ0{n|-x@Z!?Aeyyl#BXFKF|SeLc%^Iq
z*_6dI*+A4J@7!Q#qUY^!M7(o?BjQ$(IAC4p*~O}MT3rPF>+(Wq4Y~e2INeNeIWJrY
zf(TE<Zry9A>1}k=EIYNysd$$)d8F9<SkXvYV)ALQJL$_*Oe;>0G9i&3)Y2#T&b;78
za%RvTLzgGu--e5MN{$ypRdV?m*Ya9vJ;cr8$$z+6OeGfSDG%G#OJ4S+JDo)yShw$X
zr$7GWr`k0bWRUxSe0F(I5_q31QwQ0UopdMwZCKwTr3((9&r>CXK^!d`YB@^3E5-K)
zcM?2+pMx7N4HbzWjIh~4LlAxwKhpmp^naeOD@&W${3cTa9oNo0$<64>^Bn0{n@LLE
zVJ0gbe{HiB%4bABmF#zmTgn?=bhi|K<8HYPa?)X1mEOF@-QoqqRC4m!;|`toSFB0`
zsxH`krPn!|R1x+n7i*kJYwQJ;^iu<QKw!thevScgbBf|;6q1kkf>!GYOfx%$WbfWD
zv#0ff<LHX863;6JE+!zD8<x_YbiUqfRQjytdm}u9sa=i@Crxv9WPU&zeH<-+^6yt&
zYiD<kDOUR2*PVjCWpY*WllhJp-|uwy?KS;Xa_whszTp{!cUUd*(k|@+>k!gTVJc0Z
za2Gou&AKgf!UB-2dDRJxHN&m9DC+>PcW&IX+SkJrD61=XSd3)4Nl)k`S-1=ub~Ii3
zZ(sHk3zQyv+~ye5_yp;9Qa$73XC=7={o{L1L@yuhIMJ`$&FBa6iOHKDbQAq_rCap*
zpSnfA2yA(GmSfA&Bm&8$DfjHJgPv(<cLB|Lj>ATsGJ`b?U&z<P!soNiku-@u)+WaS
zOc`psf>ng3s)<+g>C3tF1vs<>SkRCL1+UZpQNGMJ1m!YBnUa1;Lip~Yy#-8Et2jd?
zk2umzVcBhNW}D!}ZZgj)*`I7sQoQl9rTURzn$ipUI*ybtbQ9ehWGG$sb2rg14B5TI
zOqoiau-OSnJzXF-25X3@^m2a*z)5<nt%`;d=sfxTOz6B}v_+Dh4LWjQRD%ZV)eA%(
zeR-9fqXH--3~Ay1LRhdo!b;+Lz|~H&#SA6xrYj>r;vR4-J#rhqhET`PC`yvQ24eq4
z_)7nKzZHVymi2C0H;NV|SDBlXzGb3S+T_ag+CCyiD_!@2<HR|4JK6Ym;DlhnEAGsI
zFC9-~H2vh*iyf;+hwj3@4>-%m!tf>gVIYvLfU;V9OK28b0ej!oEXH6|xWbA?4u!UC
zBgExE4s^1G{@y{ZCmaAovs|&-lrsjdvcU(iC;^lbC2s)sIZ;qFHxW!5VvbdEZAeCb
z7P$}k90`klV{emHjE4|!mynl9PCDDJsh+yn&7g;JJZT`->R*26cyjdwclzISo4(~b
zCmj>T41fs|k-b5_O4j|}iPp<Bp0$D-y?`WFyyn~33ns9}`gR1{W?jmfMd`#Nive9L
zSqzBMt8~Tf1nz?CXz}L*w^l(;D&fE(M&RBCdO}R;p+!ykOw#vY$#ntw@B4xnm_yFb
zz%aHz!JobST4yxh_w~L<-R#1<-0U7OXV6F=`ugM3onil(n5*Oo;gu@6<IQUiMg+SM
zHC;}&kr<Mz^tvfc*22DXr+ZRfuu19Je@(-1u;P3`KTj-zN$Ucfq1m2D!xeQg4<ILG
z;>dtEFxVmOI0n)`jV>X(&{GhPDuc@%5F!SK6mry1SS}xBe}s9jG-O3@rUxYTnYkPx
zkVhx=nNB7|*Dr8#|HD~MoI5()sy}~{J9G4OcSenMXNJ7%M1HubQpvx3>`dNUqEYGQ
z&m9BTH@j&!Q}jm8@NOkX1qr1uxqq*{`6^MYlF7%MzLf28qx|g)H%i@&O^0x*(Z&EU
zlOz+-ZO;2~km95W(MvwmJ&z?}E{6*g!X8UvLwXY|hf<|Vs;<ppx~j#=1i!(eIy`c`
zse#)gi#}}5d|o;79jB_~6Gyq}eH31x^zgqpF@HNam2?Qnm?nV!&5u|y*Wne8H}eSP
zCole&o8AZ4yVDcG2`c&gpWNx}^PAFOAx9+_&2vNj2C?%D=<py>u5@>sW7+Oth?2W-
zzCQRR#J&u~pAL-{DlJink$`G5gMJn&WCn*3J19`f7wx!;u(MRmF#upgVpRwhn&U{0
z{)jZw1e+fKgOeRcx`^P}unc3bQVhG~;jlnGgI_3lFF9>}+m_9iXZuO%X*Oiw=bI)a
z`vvDIxsZa1<OMs%v6{)T<}M{K3|A_>>T9P_3&kxex#d+i`+o-Om0XONcoh^$f8=KW
z6~XZ2kmuc1^_XLe6Sm#^oUqk}_Yl8Uxkc&-Ddw9M9%gy-1tf)ZsnFU~U<U*7@kpkI
z*`$yI%mj#^QI?UL;fBe_w7?OO$%a2Jz_P<wC+iOzm&@Z$A@fVf>N+Lg5X2oR?o{$I
zL5$fn(h5`ZH*+0{Ip9kv@a;Mh5q;_iH@(7uqL4omc9BPh6P5f0lzS_%>||tODoMHI
z$H5qt%zh}>M!H{6upyrm)0G@)YF!3p7hS7&t#xCT{^-VRL8t;DArXRYJsxZ+0@4JC
zB6mI46BAsl05dX@tZk8nS0a;wbpkUKd7PqLv_;R!v8gMVq*gk;!l&4Y6wSPh(7qVy
z46?MFXd?QFmz!*K{1kXpEGks;xlZR}&bY>D{U4unl<pA}o}L9tA3$hbJ>GHWJn*Ct
zZsj=uph==uB|p3;*NW6HXnFMT=iI7Si6fN!7vj>x31iF8!}AqI<^+L_O^Nx*wW}>o
zCNb})<lAs-yLUNRY=$RnhWFV?R3ta2p;1S8krku4?6w%e6<G-aZplUn#r`^wT^zGz
z8^rQJ=tz4INd<(=WSl&cXa49TlZWt*hPoV}jmDcn<mrjuJEVW7I0X>qI+YxKjzd}R
zB4LnCHdoH3s8g5x*74@paJoufGQ%mxtAgz9GQw#3>bKmSvSHgEA%mZM#kgn92+4|^
zfd`f%ur-31wAMg^pfd&_Y7TgID_rm{1T4*g&7H^_4Uz!lX}W__oEB-mK$A=ly68EY
z+H~R#Ic-zg=>?B6uSjqL`jNgE3Tp*L(P9T(_&54XC{`rta|ZE4(5TgBgwntI!{&m1
z8Aw0$fiI)On-Bs6U3`%sF?qU$Ff(1McKC<9pnc^@h&s<)ce&_GH`X@&kSF-G4h931
z+@a)|AvvM|gnPj{7};t>oI{kJG~oLPZj$>bHm+S;dbGWheQ0y&xx;P<U#S@eGU#hP
z-0UvS@4(*zt~LiJr1`<Pm!Ln)Ez*S9p>$an&U4;vvwIA7kTxuL0H_+kuhEqrMiEjZ
z@GWi&zgKbt0cU;DRnO!zp$`RwWBzVlCSMNJaSDYE1Zj7x+IxR>G;>4u`o(Z&gd8gZ
zRr~bGZce`!Un%{`O_oX0gFu}Qo!(Avr}nw2ukclR-2b?nZwx=DNdmJkg`?bx+`+Bz
zv#W6v^Pvt#HEf483&_zwl-vg$UK3`Mr7=ZTaMs|*ogBL4bCmG8_1(a1RTlo_a!PfM
zRT{7hM%Wb2@gQ?SDSf6`KHO^cua)#xL=8EjlY)Ip9t(@P!kmpyBUEkgKOY_A>9!##
zoD#m~sv7$s<#U4tO11@eDt-2tXY9IPgBa$0Lu#RrZo3gEZ&J8I$-!ofstqr@&Pv#7
z@)dG7r)4MjoWk3Mr_Le{%NDSv9>tt`_zJ*}W@u8kV01kUyoe~P8}!>}BBO31m+)5Q
z2_Z$~r$xN~{CA9uv{n7@R}h8&>jnQ0|NicYY5%{^_}~8>o2GJ;i~w8*V*P*7-R&**
zRIA8{{<^S1XJ<BxI??<^GAGMn!~7iQH;UtY=BGCgfez`6jQNEPoayAOiZ0AIqCxj4
z4d__W3&+YzI{xR~^P#qq<U#42>?l1UhVZ7eD5M*D^~4P>tE&6-!2_$R{`(={+pJW|
z*YSd-@djO1Lf6RNf!E~;SC!%PrRVFuNfT+%O^yHkkjrI8gowz`-5zVurNvBkZ(N2f
zi11PeOKK5cS67Ghn0~dmDmVhivuEOX%~k*P;9q$nMTloSAWTZ>o@Gm84PNMX*~pYg
z1oLDK$QoFOXN(DOJm(x7ue};GSq6SCz9{^UM}Ox9r$L3uq!yY}ksE~)q&8qMTQndi
zP(>$oBC(y=(wM>{+b809{slNL3UOR8pU<3)<LuLMoHF%4r*Wyb^;FXSIH6YA)0|2n
z@u-3ZkZ$7y(M9ZG*rux`rc&D<&lz+Wj^oE;5}k0j3zlGAFFT)SI1R^>Pr{GKK&Qu{
z^gOb|{B-DldW-3)BDW3MZ<xVeD7RGv)txX(x=+=1B7`$mWXP*A+rAAV(jbS?WqQIX
z7;k1LM(Ub}W9P*fZ#pddq?74KISy8`g$}xL90aWXa9l=6`ln<J^A;1d7DS5_t;>j@
z!X*-=r1MC=#$#~e0HPjL6X}`+9dzB$Q6x*lkHrH!&cbn47e+r9e8aF)Kt}tyM6PZ<
z9>436_`M(CMs;6M*N1?G7nTugDV#q@&c$9Ut-9EX#OBuHurS*MQZ%S~fP!VP`6-r<
zs_pqC!xYGYHAx>+95f1}j765_<TJsbGiT$(1<>6KkN}=?8ZK)+5obq)#K*(hKuiLn
zR%wv#%XBJ5l!c=6AZ6crTTzS7#%dL`5r@1;5yG2p6ji%Wj%JVChqL1&*{{%|5q3>s
zxsE(xX+eWL8FWkoQaFu*X+3QUmUAX~HGT9kAmeb%q;WV1uN#16GD&DCd9=|fTl~pV
zTw^{!)svn%&DUODG?y%rhgtPPdD0M@f_xi-^bYeC2WORByd^q`W|<JzQ$#ezL>pu~
zK-rl=HGutT%1Y4jM+ZdOQOIpHgXsQT=b1?Nlj}sPA;`29p)fOD*1}(+GRxYM0~B5)
zGmtedgPo`|r%+U^M&&jTkQ%N?g}GFvEtugDx_7u7Wh(M@lGa@M!S#f`VI__nMzrcv
zj>H^i!YE8bAkz_&+BV|%+JQu|7qkHj(bA#BUxw;o3Qr?WiaB0r>)t>06GO>FzoK+e
zkEJ;cy1509Un&SmFQ6zz9)sYc3JmCpNV*q%a4+DLN)T5UcGBR8a)%(z+$2a|n{<#t
zR&cp5Cx_evkWjLLO;#IG6laQD)jQ=<xujnQ2-}}Jgfg95I4Y-sAV5s%%a%hbZnz!v
zEi$($eerpam;q*r&DK>A4$*xFL7)`!bAu2&4FstQ+^HXo^&ALrnF3vdfw*cziuS6)
zXXy!Xr{INM#I9(AEs)ium@<IuAo@A857pN+f#1l;k}e9w0Q)+~9qC!Cw-dQ%A$UDK
zB%?a-LMYqZS)h56`8gRQNd3s;aCZ0zoUKFfkPPOKfQ1CC>%hhVArl>esTqm1R0IMs
zQ*k9YV4F-T?}~ON?g~E#L=f<A{UJ1FvOs~xW6b4Bx10eQ8^dOjEkT4H7LWjqLvrB+
zGhfLQLBY`w#GxVSLf?R~`66N^Z1cc?Nh9S~g4o+fbP#viEH)QaD8KHf58ir`HX<YA
zY>UaZ_W!RIs|`9M`a^_!IHD2P!-38tZ!4{p$b^l_!m?#&jo_<fuF3F=vu#@jB5498
z-L91?Y7^I)#@)oN9l5qa0h!N;N|gU#dt3Aip=;9VdyX4*C0x_On_cJ3`vYC)%!=>a
zg&DtdXXfR&Gbasow>}+YDZT7=cWdpx-0549IXM00bR*U-cmL(_bbnAkccyM1ogwU1
z(wbwz*y@KI7~5wYJlnU`rM33aLzA;QT(-+Jr!RD!6mk}pY!xz*t4duavbn@Pq<ew8
zde$s=rg@S()4ax=S+hBPraPTwXM>I)y+C=bSe7gnI>t-jG!DotWaZgD3~T<t|4g_J
zo8rihWGGjTprARH>oP9!fXk*xe^9uuUso;wUlimaB+6CEVcT40<7Yh_3*IBol05r!
z$Aa?7P3a;^hD!da+MVwEft$yQD;;OXAUBl1!R5E^Ug0L()#)yL@kn>!OGpRaDTsi#
zU^cqwpx@qYbI&#i+f9xlSz7M`|J~?=D5ab9u2n8QPy+4Q1<tJDrlUd%)yOa;SIu@Q
zyKWeu&9s(Qc?*bPXv%`w6IHfCosA?_4k|QxwnHLrW4;`)EEo6ZA@mW6l<mL*K92gj
zB-WJ8G?apPFDL<Pqwsesnc2ssch-|z&=pf1FP?kY@nUk7<Hf>r-I)ci*fS+-ovb#V
z>7@7T*W8(9gWZ{B7dycphWhojXF0*Ye6_o<&sXk3|2TK%Z!PZ3fJfb#OXs@=zICAf
z3UJVX<GVuJWX8D!X2Y$>wylL<=8mAcz!d@M@!VjuhB%biyz`|De(uf*?zyXMW6}N;
zTX2Dvjs_q8h|EsRdTd@1&-QzuV<8hxA#|Yux4Lk*Qn4$RqKJU(Lr_9N4#{9**)=a^
z^Pu1U$xW~3W5=0iNTMkY)=H20#`Q#w!5kZD3W;4exX#J1O@d_Ud&j?RC5|_D{@y*#
zyUd;W-Cy0ANk4Z3L;|uoeb?Jt<?Gu@;GvVi7Q~|^(6e1as&xB`ED@QUz(o9Aj2vn<
zJXi$mlzwsHSZ1CT)>$aEcB5_zOul(dcf?v<?xxzWiG`i)J<%`8&Pdt<3TMR=U1Yf9
zHcsOf4bM*$<>zGaEQ&ohi+Hh{SFUTUm6;&zCZq%|gAP1^6n5XBN+mw|WNgHW&=_~=
zJE5-<r%Z7TdxMZEeszxH!@q(YmB=3Cek%Zi*&UWCecwH95w3(V%|lKPN!-Ny!(OtN
zJ_Ls{0Jt=w53CnmRgd(;?~t3Q1G23{PhAJ6{?Gt83H)jXbX$cSW(VhOM8w)<`7yq3
zMrx!3(^=y>7PSX>dLR*6gZ71p4f0IX_6V{qIM_lv2Q8V%hbBsj#^y1-ae+3LayRW9
zWL<t`dMbGxvPN@EC6Y+vku#xlTajN`kCxjxpE<9%?rq1+ITYI@8p|BRt_lVz?YB93
zyzWycYm*S}jqY-TJsc!eV#|Klm3-V)ZcPi{a%;LV-KQK>x-+*eb)&5Yyx9gu?nC%7
ziKP%+>IN*nksG%>*MB4Z#HuydM4eoEiuFARe3H*7n4W<YSucw)1F;8fX`X1e<`tP`
zisZ<s_ExU1*ENF{9|{x@0AwOLmyPsSE)vNFuto)Bf%RGW-8oG3Sdx~+l?gZBwyWLj
z7CwKV={HBo-=i>kyFq7Evo8mPy>pNzLAd7Iwr$(CjcMDqZQJf?+qP|c8q;6f{@Oj$
zx^vFP*?Ts2@7{{2i2CD+%&N?as>t`v_xYh=rJq4$(4?svTROH*Nq_Om(A*ZjGw>Kt
zN(H>7u7(!!ei0;{b|G4}rGB%W(78OwQ0EVdta$J*eW!plb%y?}$8o_Lme&;X6iB{7
z>Vh$k4}uWN8c)@T*EB{8PeQEz3MENW$g=Vk1$*U@y*B+uTA#JQtraf|TW6=Ji*xWy
z`B;*$c#LO>^f@Ki@JJ)pj>*(fP9Ouhw~MC#8%8bdoaSIUCYz|kKk7;8mu$4*)Y$5q
zsm(tWGkr;!h{y<f*)XLWS0qL`r;@1jfHwIq=+&)<rPa&M{c*kkSUo0kh4o!ax^|!S
zyl?{85bMmKVFWaYzyf2N8dD34=P*4{Bc~7PGOTp%qob;@aHSiNH{N3M{TfZgr+0#P
z$iNvGn+;Zp-6Yi7qPDfdE)=69=rxPtLw+=z4)QSv$y2GNLEGhn2S%NR-Cqo-`1%X%
z@5U4DGr@k`H%Z;apvnnFN1hBgooWYhyY%L2(^G5=q4+}qmQ0lyY{ZnME<HVqqLb*2
zS}NM=2akSJQ}Z-@-b=iut9yfjC8K3{pZ#2r?Wdxm{lop1iTy*E@-CENVHmJ6;v|NX
z97+u>Pt}eo`72!EmRx*s##TOZ9QqweT#QZB$pX?-AxpVI!>d1j<h}LW=E}L1WN6rw
zqjc*xee5f*e$Wrn779=ZDaw!y-aq6IK1fR@i)|07DXr8U9~oj9V`BpgY3bkN3Z7us
ze=WyM!Bspsfuc_24m)sdtoZf>IPPK-7cacz6S~`5FAYb#J~qZrhkb4PCChFQqTt<I
z95oWRVwHn_%cyP}^$WoRQDAeo`!vVBHa(V@&9Dv&O9y<8LPINeN18rNlU|#K0;{(a
zH7TW{c%w%Zrd#tjr5NF)n(-@`alQKAd~_fQ2FJ#SEUv#j!_VtJR8(@~Fvkgisr)fr
z1){5PAxA8+U8sn#7955W_s#yOq6?@&A~1nj-MM*`Lz|9(KEg+zEDntUOn@R^Typ0T
zBC5mEpnjsnCU_jm+ie6jp<JSJXP@E$3uIL#xz19<ll&@AZ~R)$hd>uDu5t^R(NVR>
z60&309-^COP9_O!2m*nYxLB{%5IlZB=$34`R|6|9qAL%<44w*-q%pI;c^dDg8z>_u
zewG>=8g0u2L#%FHcA``dj%4wce2Oltz4oYMd2;WEAZs+Y(&jq5v4rSylg{N;ZW0#9
z?cl-2dbXq-F*|ZAAjJF)b2Vj}h1(>wcZsUQ9eLARvrFQ_sbb$O<)YSoOZa{nSvTWr
z7P;$aYtng=NMg@#1gV_(n^-_KihbGjpm^2^1$A)vXD<&dZ_WS*nke_%G2~24k0gcC
zxgHGBqeCN!PJkttu9@s5-^#CYOZ7d?<~l~up!Hdpm89fkWp`OpGKfEDRU_@cxje6w
z0<cEyO$9e{Q9e)LZ_(&nL%MC+6lSGCLi5lUAdATMe618v?26JfhV&Qd4b<Ra-+-Vp
zvpM*z7v!i|j-o*mi^)@6>G9!#2OlIWMZ#hodIK^@>UX{P2yqb@$qs+Phzld*Kfzb@
zh@Hn#Db%;5iY$i?oXeGVBi<3ia|`Wepz*oELEWL_Z(HtZZG9%kZ6AK~^CHk+nhGAh
zfxxL<Jg}BUqq404ycsfCdRDu;$r?%fQHLW3A*n<J`G=5DjqO|XasPn*^-gMpr)NnB
zbq-lEG73o|hV&w%#1R3@r0*8yF`6bcsaP2l<c;T;qAylbLLScG9@PLKvHrP-bawk_
z9G*9M4be-A;?MZn3G1q3GshZs1wj7u?9-Ka?+QRew})aNhzT_(XYe8TYC&-k9s9TX
zyuZOtIdC&UozTVD#(T<Hx{q!Rq(7I1%v8FD&|jb<p|LVvCW&Xic=c;O32TrJ6#)KA
z#f_R`h^0O(E167DS`NiqK)Tt?^h3ff`H9A@I5-*WHV*6dksE6L9lI)~pjQE8fyQ|$
zICGIU@u&P8JPB+%hHjYFcVj#|hlsFg1X*JSvx58)NEP10pC?h)=g4iq(&qk2xI`|q
zEcDW-cH@XBqNaTpVA8`6gUBTV=GFAAYkM?niG)o<5**9=*Qzb<%_dU*;r??BX2kk{
zBv!^ny5XQh;tY5EM=vpKq%aXjkAWrXg8Zt+9ewIZ289qa)IHS5?^zXJMcPyYK7p9=
zAUcw(H5b0I%ALN7<6pplqmgmBM9O#C*Oc+(SyJgZG4Ty^aYH)=;+z{8qXx-{4g>@{
z*ro3WA~E?kv(yv)Q8rP~7d-Y2PHqT%8^xQ3?VPa+^7tMFkWHr1`bkQ~K{5v6xoi>(
zUi5{CZzhTNFOhLXDTHJ)z$fT@vsWsA_}N1E11ycf0F5<CVJDoZdWwZPgd(qvkeWF;
z4NZ_WQ^o1(+7qUeXdsa^`lQ<VT-I>KIi<`bA&~b>rK^-(F<ki>n>!@sj$ZJE*8dLr
z<Gxy3P8-ysN2EAR=(J`VM%<sC8DLhhTfnmX8;l~+y89mjO7E<lnZY9gZ6|NbY&+sB
z60N6#U^+ZnQnjw)B0MNT9tFF6xMHUbiUaFJhUW5LnC(J{UXa2b<6Xi>3*tqT&gtH~
zUHeH0`QkTgGanqc>Sn200^9DOY~Y-b#7~TzIxNCX-dFpwTLgXn7ljRSRnQ;alNKdT
zQ~~eKra}wrmziFPDDCc%_8&OM9g123ZiNPxLGRmQuiHdfnNgeBo@h3Oqxoigc+7dT
zi_Y9S?VRKYHZ?LeaQvXN7Of!?0Vd2Gj!8LPBR^}W<j}y*Md!K-17lonqi`o3BxGz?
zx;wIVXro88Ku#s={3BDI3uxN+QtljkLzRC;#6~X+g7#{b2OiytN6eKgDNMmJp)UT5
zjPn?N|B2vdk(3=~5}m9h74$n!ds!I-W2#5^lI&6y0R0XKs~PlmHwkYH%1Y0EQYNP<
z29}}UFE)cJPlFY{PMY3nwKhZLmLwq^V}g7*T6%z?6c;sy*FyEYPsXwNOzB)Wa9d~T
zj^u)X7ARS{kXTC^_h;X`BKp~Gvk`XQaN2hqCDzmC=AbC9bQK-V`M^A47w_3#@TQ%+
zLFdHT80e}9e;~MAy#R?cg1+Biy9Iu!&6$>e1Lq_&=^dJWoke1x^u;9*)_bigg#E~`
z+50mIo5_i5ilJ-FP5XIiKRI)9%B%4`gN~lH!FT4`iK7IKQ8$P5m{LQU{MW1rM^3{W
zzYUg}QOXqJU9XL^CmD3vmfy^)yfcBUQ<*L>X4|PHWlJb4=@+Q%T2kIw;83M9e0+j#
zuO1%XNqBrV)Lus{*)spitwf7RZ`>BuZELKp{s~#6_a9H3Kh;Y!!{$Yo_(Xdq<JSNv
z?$#?9^%>IOGrOhW$0|}|7Sb+w{^SOchWO3<i>!ZjB*;)sbOG;9j6qjH+m%al$CIJS
zM_Wy2-(g%YF~bP>K(A4?8>s^)?(0QOkSZp{Pi9XcM3SFiCSYK5Gg*>f@gc#D5{#dO
zcY1pXz7(J#?T2RL?W%{UtVGDX1rQulU`0*>Q;Z?+hizakS2OkjasOCBgRRwCo!H#A
zxjRK5Kgl2j*|TISXazK<nZb$i!(j9WHibAA9v$)aPXoGj8r>JakH+e0w5u))3G67P
z3ycFx%|k`H^P=k0%qj!zvO7-Hy&fGY6#Ugu)DGlgqmzZTZ2~10VkPQvLCP1@i@0lo
zhb!!1F}n_5ES6&C-yrE|rY>$mSHZQ>Ca68d?H7uWMT7n}r5>TDZXDGcbGWI)09m&-
zggXSX!Dj^6$2`L%bR^A~%BaT1v6L4?9p*e;F}4j^64O97r%eG+qEZ2EU);XZRPvio
z?0Mk^VijEjw%Kac)JgvmdFaj!g)P7DuWo>XL!hx_-(MkW;}H879PA+tJvUH(zvxp)
zc``y(i<_0~N%SHuSE8C-ZfS~X-~g`<;ZA#$U4tBv0tl>fB<9`)PjPmHlP+~<!?i7g
zg$MpSRo@`#AV;XVq{iyLpr4CPnXuCsQsw#&<KxFdVkc}3$qY|a)Op#D41-<Zk%3OR
z``*&_z4*S%$bEJ-n<<Nrc`(VpNoBHc(IMpT0)NRR^^N?{dhWO6)6CS;(_G&hT!#Ji
zQ>3LbVyw`7v*K7Q+|Wa7TG>)2;FZejSLH!&xNx#hH!jl~f%%^5sXs<h`!7Ji6c3(#
z7sUx6)R{@&n3NXf98ZyZ0#HZ2X}ekjr0F?findsrk!?b=x)%$ry0N)Cb=9!mg2^{?
z!qsxLYWXF3&Yuf8|4SQQL6Z;3wL7lPAaY(kkBx%r(R=S7G6$~71^R`ip2bfE%BTT~
z;jc75gI0SVq{CzolB_<_kj3os#)HFdvWy4Ozr<@b)Z9ml0kE8ZX*me1?J)rcQbHK;
z@GoMsp1S;xiE`HP7bbr<3?^Y(xTp_spWJIpOr2&bz#Iz&N;nNu{tFiI;hkp}RWl0Y
z_q`=3&z24Wv!-6r#0}|^KKsr?Hop6gJn>lJ`L`GaLQhunR{XrJeG|#%*XYjf<QKHv
z)K;!D`d0-{I~FC=ZBh}tb*U{T|LwHpn&Jaj>YDf<_k)f}@n#aS4oyWP!L_c^-cTNV
zN(wz%QuS}h!M6TtS2zXjMWWN+{@;Jw!kmdqP%C8PLkbeb4$EaP9vDX*f~=fE7@WZ$
zqsrh44mgQ{>m$tQO%*Qq{Z?4ypC~8uck#Ep13sgd)T#}P5{VkSWvvPrIQFnD>5?r0
z{+-#Cy!|@>ND~`-Y>%SSirI{cjbWwYZ&J!67^|gYxJ<O4VpW@AL)@5_i7RJ>i7?I+
zBx8Y;*44}8yGJX}B(d>((lEgMH!%FmmLgY5xxxGq#5)E_65y*d%FFpl>7n@57nI-q
z5#S3N4R?iv`D1yq!Xa+UrY71wRI))jo28Fdi)$;{bxYwm(RjhuLE;m<h>m+mtM}B>
zDs@DZ)=7_eJDQAa{Yxk9&b}z?h;hNmnBAg@KK<Gd-=H%CW?M6D<)}ik1hEHQ!MSJS
zHEW?C=I4Z2_BVp~039*==X2*9Ef@+PcG2?+Itq;70~L2OWKyZJ5O~5%7;Hp%ZBuRN
zEip9UiNpN`7lJX9wLl>;OJM-8NNN%%NP63njq@~cHE;LB5`3w82Y%0i+^Db#ze2Mj
znV2MwDj72NK~JDg$|rLaOtan+$;lr4DICnL3x(i1*~A5JEkYeTyMt-K$&S{Yj<OXD
zE}ngRs(3Io98judkvwIO_2klmY{CN?u)F6Uk;L1yL>!A3iXtq&<|SsW%#Wuq=+qiB
zH!b&thfnnlm-dVbch9;@@DRytM78xOcD>b$ZT)UZxo3%x7;TwYFMzJwF%D$|52?Qe
z=F253!ag+bbRp;c*};Sj<31hl9MW<K0#DR>!l-htPnOF1i?(r|zlxibbb<21D@i0O
z($sGilH*4t=KAM(MiPwJ>ENKu82*!qk=X??<wpJ89R#_iIJ~Jy@Td4nRjE_xrohU0
zKtHTeVIK~*V3R{zs$kPkBO}CH23VtDyuk3Abn_bF5*$%O*gjqj2GX@ixoa6WD$mq4
zXK0X$c=Jtz4mh)^<tYA(JL6!btZTx&u#8&emiH{L04n>eNPra(j15ZTa%h4}QGFu+
zq0Fc`wP^+w)2-iOWFmC?@Iu!oHY7}@vUB3?1CM~6cD%W5O4BtYhBja)0XG}5=Li#c
zt^;!TWl0M<>Rh%GrzEC?=gD`mj2%qvSL`Gof`NUM0o^+?nL*S>JU!PKx&O5XDGZL1
z72dFjpYe5O(G}z;vbb%^B$A7DUy1tR!_T04k)Ke|Jv>>V*&XX)pDqvfYZC+ffn?rJ
zg384;xlzmI+orP_Q(395WEw-;8iXq9;#GePr|D1uBT=Vg9-#yRIvNDm1eATE6|oQ(
zkdc4l_B&n&)ACI>fXo%|Si`b>MLJ=46FKrmPB=F%>2Wv<^`G~_AKHpRp)RfIcN1+P
z1WUTlK&2nwMB<TeQs%jM#-*CVBkNiCc9mn!8+6yIzHr4m>LT$Vh)De7tNKbN_G=-1
z>b~23CdX+_?+xok-F$$dgbEDtr13z?{X1yX(ryRH`$O?gO#k{;vy?n2gIx$P+X)wG
z-cI9JMUjhIFqeV`ke?p)6BiZBJVg9hlcb|Ab<%#dMA`{Q!FY}ym;*0Y!>N26uthgY
zTIwU0n(7dyj5^v<o%u}l%|U}gOUJKebDIS_MgR8q4^SIIYLK#eHyTR7bY{5b1}HVD
zzKUG&3l=osEt_taO%D<l167LIi-`^-f*Kf|bK>*az;vFTS!XOC#gb?|N5F#Ov4vSf
zqTHQ@irHObSad9thvo#AFegy;AjN=iPZY1`q$P+g0Ee&TU*fD69V&BOCUb2647bpX
zkYz#@5rONSbm8^1*RHr8rZ5+!*p_Z!C<+?7FT=gT!P2V~1{CD-F&ZxRhRFdV1mn=I
zBppQ4_>B)YSO<nI4<{#}*T^nq(6+p^u}1E*s2%YAP`O`m_Q<I(wJt4+=AJHxYze0#
zyCDJ?ua*@};=d}qaIx=rMYbdOgptSoRr5oHM`vZkL4?A~fq*>%OLDUU#?_TTxwS??
z^r@j^;-LZ{I)tZ25z;gfR$v%y+q8{sV4chBj3idJ-t*kvMPGuVS2uP|Wjln4jZ@yG
zYC&w@B&B?W!Wf3Tyc47Hn3WRsnH%#41(8eT`+#Lrmo?YW8b6AYt4HGnJ*S>>$MBHj
zX&=dxA)GMg2XnYXS*({9N{jO`l$(lXecSN*W{V;20EYw5xLIXUQWsKV62|)btH1~e
z@EYU^4`<fENjTIEh43-n$rHmC1|=3;>E$D~9!B|#k~uD{^c3%*vx2GiXed}h$GO>d
zR0~LqO6pPUw(F7)7Ld=d1aj~Z&d+&)-bE*pKA)hFloi~<k>`dCf^FMXGjVr!o51v}
z<;fXQrJgqI>nFa{MZxu|jm@b+ttJ>di4UUaSC(?9wEUm#GOd&<<G^Ao*m%^6y_6Tq
z`J;V_{`#EI7@~-+vTDG#!LSU^q$!Hp)(OOht<YHz*j~S+J<|npsxsWYV@)w{t0Kc&
zcO58ed!6siKpmE3K38_3#Vj5SahGTp&dx}`Dpqi`hj8`)!=#&E3_(U9D&9u2GH7);
zSUBWZ0?ywPtD&jYpBECFf0on&2a6hO-%~iqU??pyiWl+wf7$OFm%cmuA{$59-E`RD
zse|JGR)74$puR$iwuXH|BpbzNJyaxz=i528nq+ou7o6!h<Jy!h`mtM!G?A`XeWm<#
z4ep$`ACKEjJY9fR%%QD*o4UYSNqR<%V>k&fLv-!v-*&p9PJhsi^3S<^G&Y}Pb%|JX
zQG06|x2M3AJo4~|Bso77C8aU1)1M74p)<ks-C^ZW=v{B;-R@yCrh9krW-Br5JKNLX
z@~Hu?QfN=~*Kj&b5;N`Dns<S}qxcz$>XMH(F9--vzIf5Zj%+Uk1SI5r(k^ni%zPK~
z?aw7lsSRD*o=dqqi0h3>I>qKjIpqz+IFgJRj#W~reZ&x*!Xzd#qG>5tF%e})oB&`<
zgaFSjx}iB)aR7~skF_}WjuQld_4mKO<H+-nQ3OtBhH)S&0>3UZOf&W{aVE(ypY${y
zKUI49FV1w(#7PqAtJPf~ilWd#L=tVj0ZjYtG*^Mc*c<x6O4peo{O)VWE?wWf6>Coe
z{Bmgu`sjMCswdEb#a|HS$F%N--%0i~4BA!^6r};zR;uib$55t)SoTclMOoRXiD~6S
zLHX7u3zak&Zu_pZxJ7AjuuwDs$G-INGXe(}RuP(fb2^h!TQO?Mj*oWBgo*w4S=k^?
z+O<|PqPDm3>##t6MmtAsh>@0CmMm?+3#9YS8BnpUb%G6=<xNu&XWm35k)eC9Lc_xm
z^K#!(u$~2#DGji<;@Hki<BSEH#bL|7LbX0_f=Inydhw7HLA4(})fB|&V&tRuzLf4p
z{;P@20H_##w3weTo*e)SBjAGuLl9X)Q`w~pz5Lwlj2=L#zrZ|qMQdDIWDO2OwM5PW
z&}-7<@-aWvskMOVK&|9}m87m5MtTymAjnw=#=a3yMu2Hu>99(6C^r(ztl?CYNM|HX
zk;!l*Crb(@xQLNH;K9~|d#14GULFnMnSN3fA4D_sS(lPSbD(eWqpXE4-KC%Ry`JAH
ze%i;fD?Y8*V}sO^U&HWpRSTNZ1Fe&Zo8nVSziv(enT&nG<7po{Azx9yqfU(FNpX0c
zYKlVwwoHI-*15U!!=@F)5{9`V3{4nIKvs_;<OxI0N;=%o^!<n`(HM;tM6LuQkA13T
z3nNA6%sg}_q?_|nEU1Pu;&!e{ZFU3vY8nbE;fp4iamvwHo1Xaj(k?d1cJED0jFd1H
zoe&|10H4^ZpSPnhLPnit^2@Bt$%-atM{fBlpO8YOtS~XaXj2rjRU29D6r8}uUykfu
zXFNp^f?GHN)d4fMb<R^7gCcKEhjte}x%pQ4RIVA*&+lm2$O=ptoui)Fa9=ez>eaov
zZ@nq@*tcL7XyBbci%`J6Y5_HAtY~p4RYqGv(vyDLl%Q?Y!U%pN;H^Pa@`2~lXgBFS
zQpt?^YFYp0JLzAmuJRhnR^jMEK+z#SKQwX(gU5IKa1tH7@DGq0c|NjAQcvA327|Z!
z-SG`|OsM>a4uEx%K#jtVix`DcO7n!w^%o+!S(3glYP~CTy*c`aG9R*aEOJCf(rlj$
zbp4mBQD^+H^I2isfg&%|C?~V*%Hu^)8HXelQ(G7*AqFIJY|42xi#Umod<gkn#4&3!
zh=NNvepRw5D7p1f;`QF(K~c5SKc`{A#~$VYR`Cm2Y7z`QMAQqD-^<wi;0>-AhA8r>
zC~*WyQY3B84o}nhpt?>ayb%HxP}#o#v1(o4tgcBo^goDzHhbPxM8}dGODb_I;L;{d
zqy!}-u)4XSp&P}##aw{ubCs;oT#$xibSMN^pKXGi-Eq(8Q)rmRsXLcd^U#EVD8xN6
zjHg&xsw2NVi*b0o71B8rM{FvFBAl+-92&?k@06<B1nUHQi}FWpVvzPRA9>PwXSNqH
zU+<99AAcR7cHhyOlk?PY9K3PWo`&d&{_J@f0x1#2u5T3BUl0Od>F&iE6P`|pe0%<c
zlJY(%A@3(ZvcSi$q`Z(F?LhDL5o@c{?v|-(IVZ|+L3sD?QEkHX;$zK&h&^1%mG~iL
z+mt!r?PmPC1Yw_SCv1=?uuJnIP<8Ywi~|x`B!^|yLC;`noRg&J)8Qg$YtJ&ehHv5u
z!RxV{Y|M4Rn3PigrS&w2HkHDyRG!rAsrX}GEy=eW5llNW&Jc^b@0_g2;L=!#IC$@I
z2PM)9f&Fnu%@fn!7}D@QC1R{a8w0j3WVw+Y$?UsHCGqv&NUx`M8@eF>?SS}q{lBtc
z|Idp5mjnv}@_$ya{r~pD{y!Bk|JjE4U`6SF^bhv$g#FL^VDdF_cXxHGZGZ&%FM#d;
zkdjdeZukC^NQ3@2sjI7rk3sS<To?;N<egt^YHO3i+UTZ35^JP;yD4kOindAY-9QK5
zmZ!~X67wJNGjKBz#5+p;%^hJJ`A4!pjIKdKVz4DHJ>>?BEys7e^SY#&<kHwsc2PLh
z%^7V(Lx@7_B#Z&{8JA^L7VfewXPL-UTm&0XCOx}yB`{|=a5Zov=!me|uOP)f*rA}6
z_Et2~F+`{MMH9a`p>Fz6g~i*-Duxt^7+Kv8*E8Fj35f-iHW;I{KG?c?Fpy^P|LY0=
z_W}J6MDKrsb^qsp{eNrzZxi!h?fl=S=D#%meR9tJy(GK=+GD&PARu=0|D!<iKknxr
z>es#B&slHFhuT|26!{!dnGEFLw~&NFhQb+CU+k_Ho4Jg>dTR$Qw_cii$FcNa2zS-7
z{RhA29FNQ13rV)ic+#l7CHKM{m0u?d`}ps%e8qowT&r1QI1StdMN>DsFO_*mD!{no
z%}$N^$l4keu<Y<N;0)9=_4jQFOyFz8d%&5W@PZ75@W>|Vgm!ws-y|IT$x0)?nN1~q
zlj{Ji^^xG^p!cnd$f)m7yK8sza6yF7<str=Lvn^am@Is6xLZ!GP?3={FsO4}7tg^Z
zJGgV&-kX6*xrCz5%~K=Oh#)EMI|(v?pkkC;!ua@9$yL+G0P2f3`R~U|xB@S~Sv|Oc
z%~x-uVQw-zdPYd%dcRLe$X7Auj=KF?!>(mbVEE*fJRH&UNVxB<7#Z+45<jIQab&5_
zr-%1u?D?cC^RjAXXO~sgs+mdGW%X)lacAA&r`!}jE96~No+PFK%qU}kkWgbiZPz3(
z@^hzG7q(2-jf>}$Z~W_hAM}HD^tXTqrcgvkAKj#ZW{3E$#Yx_%RGrk+{kKTrr1+<L
zkI>S_5dq>E(%I#Ji?FIs{M}LbLpIl>Lp@Z$xU+}11y11kv`e7|Q06uq{{aHfuy_LN
z!ll|gntW5re1f<*#7OWD=v%)ja4l6A2~M){It2a;m*?`3KKxBlKOiFbIjka(7RxqW
z@I`wcQ6>I+O+Ft13H5qTe<;_j?k&C<l=*OVj(uXgZ~D@{XL%GKL0{8;&CWzgWZjeO
zQP0i(FYXnlCZf2%F5?p*F%Di2|Iag*Vy=zE-vFh&LSv%ExK=cQ__}B%rX{1wN9<-4
z&x<xlf8CO^HXf(ddb}%AFFhu2a(!kN&$xUCkm0!g+-rsb>k)V@r<MyZT(^Ff!NkWs
z1?K^@3~I+iBB&kkb6wLX(xG{0t=Ur~M--D7eH>ZLW}Xi-&4tIK44%;>zqY(b?LIuK
zNxHj3o3Z%i6fl((H~pwd9|=o;{UPb3s<}k<!>^Qw-nM9hiLc=Ng!jo>-bupo8n@Sj
zn7jm&avr3Gq`6>Qdn4Z47TdnwMugvBpea-CiAT&I==t;a-!b{P_qa@!<6XH;ZU8Gv
ze<y+X^$ZJs6K<Or%2UXG)5kqYnM4K%1uT6lE9bK<X~D+H(4P@&Ixw+BV~QrnehgX!
z*>pRwv3=e~M0gxNcR8uN^Pq+*j46grZbQFTXdCLWI0f7{_!pG1y8US|_#z|}X7hfP
z=X>;v@PASC^D@^}LB@{f7HVmYceUzlpiLj>>5{d3Yi|JhZe6&GyIGF~Khrge>N}~;
zJUuZ0i2VbZc~^!!h04I5$)D*}wq2w~^4BiCr3JZ<Jy70UhQ%i=_^&JDP&~7bdC{qS
zA^}Y1=-Q-T61=;d&Sd=h3lUw%4U_%AT#2aZNa$`fLlZR>m;|OS0Q^oKWR0=MNlfVu
z%=!;~0onyLjinDB%_6@NFg_)1UIj~jZ1<yaZ!ZMkt&YBG)%d45?3h<l#-U>|-YfhG
z^+C}lJoZZ*H1xdT{xtOVyfc&GUx=&w0&JKN&J1|%mC&4nkj@#!g#Emtw|?)7No{oZ
zyXkhc*GamB;b25vqtxGa%J#^*a<wi*C)=vEq7Mzukhj3~i9S`&l#GmDIYRv>?j>lB
ze)8JTo`vs|^-=Xp^4>=1XPc25?X}%p{4fp3qY{U`4_r&!eMOFH;OMR%?-1tiJ)z>k
zU7SPrWL|wu20T<YddPnobi2Db_h{0xUOh8%NCN7yG6}=K+AN?Y*1Gt0Krxd-NR#0D
z(ISz_Og|%wgD~QuY(t<XMMVDXA%(n1CO<HokJyn--9y4!j`lX+Bplb79NNVe(e4B@
z^w5t+FO=a@iSbH8&p_7}lm^PwK_tH$XXEr3!!F+nY*KIVMMbXVP#gBoHV<K)Gg7&1
zK^Cti>LDg^g5P;Tju(ntHIpo?p@lPamFyd`E&+q@MMnMlMO!QP!G&mCA*0?1+c5e#
zaS(LzgkU;4Is3X+TsZ+J;E+bvRHyt}+66<;z8rt`^KV;T9wj||9U^)gLSNVWWPS{9
zh$n4e2%tVFd}>=q^nCFtPvk<v4r(3k#)9Dk^fZloQ9RYw(E&q@3^Jn-hnQkvSRdpx
z(VX4N6?jZI9YGpwq0+ujD#1=ecXo!&H(mU8<68>Kz43dzrh8l7+?uiPtrTQrJo~!c
zAbGa@yGBVcfmY-iO|A>Rp_0e<PO*2;RD}txa9BgU48d@>sLUbJF8sUgE^3kZ1q~B6
zjLw-&M+~aAJWH<&83ACR+L(##62Yrp7^Vcl-Qn;%qBRYRgEY(gtly!}W23RkwNR%<
zOHWU!!G@1(jN&vN{S={1*c_Y=IboJ6!<|00Jju>}enV)QX1yBr4nZn}4$pvtkxj$x
z-F5iV4O_&6m_I}+?!p7xuJ8TTD|U-lOlOC^3LFTft%rt|yaWLW)FaQ@Vk4xo*miJ8
zjCU^>1Y&`$kZ&QVT*SW5n=~QpP1qxUrX;ysoWmJ$4ZBS9lAXaz{8Wa?c`A$cuLOSJ
zzzM<iqh<hKy+nHy9FEOse}v{IX-#pQgrqBLgDuV6o}gtSQE2z+wPEN<&mf!B@EvTB
zi4}NSiMqmn2t(qND&>T&eN|D)>?I^41k>F&i+ltuK~Xo!5GCuzfbl?E41aQ5C;=XH
z)rD|2dSf2M>mY7rXz`+gr+IhOEOK8z(<pT*iXV;2_D=wW?L<&SZNcfl<PZj&zYNEN
zGCsE8U$K&4cbIlac89$)N+x;F>0^vo(1MIHdj3Q0hSu#+^_gf-VVQn=zC6~=HxAEz
zSV6nLi45C!e`{(X0we~j_WcJsw25uA=RZn9nHzy8(V?SR@i*u1;f99Q#JwlWzWR}H
z(X{y)$YNM(T8vPJWW^1!zPo+34Y8s2B6Zje7q!mN12ql0qa#-`J7A7b<$><RzANO^
z2WOZw_(jym-9ZQsfcmr%s%IAnsL-oW0B;M%Zt%*0P7M4XWd3G;)wtfDu{_TD3{c8A
zcw_bH*hA9?chc~8E2-ev?@Po@I7hcM%N~W8ueF#D*d#nPUIZVnlVbd$7AM95O<Hu$
zjuqCJ2Q7LTkj_1wc%(`U*nNImwyaqLCM1x00Act)ZrJPQJP){b!?3>n#Idjb5}GC|
z(^4`41B@0&<TSye^22|On|4%zSk0ZGox1s%kxty`^$w7GhCaLaG~OxQ^!mfw_>b)t
zkV$oX_^6PJ)P06Zd%_5IK9EMweP^|B0|yZvw4;yStG*DYc4JO}5Q*sP?6Bwa0`Xpa
zLcSiNjRHHOHgzO7M?@%WpGkpau1f=!@ueFI-iEa%zd^dS;BTxzk&Ol&szBDEIg6I#
zp-#ta?GJ)uNwA)43~Qm7Qt5DNoI6F4!!W7aX*Ly%e}xTeL9YtUC?ef8Jh`H>O)v#4
zv4fAngQ4^<M~bDUn1V<=IB##H7o-C$_+CcLTgIv|B<r8%-KZj`ZZ^$ANIK2cMikeG
zz6#F|f-H?K=Wf7jI(Uh@!j)sD4yc^EeHTehzuw7;I_d43li`<ub{RCO%BtuQ?o;^O
z%Nim#&l0$SESR4gn0-rUunPJthK9_MLYplW`~1Zli5HK8PV~k5tc!ZFw%+I65rRA$
zXLsI)U9<<??J{^cddZuQH#6j$swUnHWZFaRbS(8|7HnVkEq&$4(sa00L9IWKc#(r}
ziuwP+zJe7rj0r&AJZuQUZ)eS)^~QGF^By-=*1TrTtCIQ%?*>$T#2o!`u)jdE)ObS4
z->BfnmhMs|Cb4_aimzM~nfpX_ksseysAYA6pJ3t56MhU28EXMG1i#UnH2ZHQgTrpA
z8Mom98}-xz!A^vG)b4fQTFzC|(<N#>ol`z`Mf)Tl!FHv{Wty6rj=7APh4$F}>m6*^
z9bP{2^bZc?XtwBeljwg2LKhof;A?08xqohkJ&dS!sVOHCUDry8M%4&7we7?70*Rh}
zkT$IGROu>T3LZlC>fSK>);ZDeU|<`mJ0p4gN&)JB`*mPmOdJ`!0SnHELH0a?2*@54
zT>H>Rc0wJgn&}A|RX&)~Bn`3puwRAAd{ziSYo^;qt%yG^3y1Cq-kub6`6+3hsn%*%
zEl#kfDD(t^nNt%+wc@;(jZKaV50UQ1dS9C`6gA5_A_yYuLGo_`tjr%ks;{ZL&g?Qa
zhI34sq#9G(!-7B2mXoLApFd=44>)w#KZ0-#OrpkL{b!k6aZ+E5_j@vTY`gCt{OPT`
zsmVq>Z4jmOwr4zTc%|(0wm7zH>n?1&&OCGAc3(Zo@dg&eh*W?haNE%~+f|ELW^e;X
zko{Gmqh|K>+ccdEfEh8At_kcht$+Yd7;n){qpe76h~2-Guu;eaU1$Yvfo*%SUBnU5
z4CB3SC;I!N=BABi&0%=A7$(F}u9%yJU@vkSsdX;jFgT!tI#8GMNkbyOwK7=fV>Bp1
z;M~E(YYO|X;1AhKC~^5%iEa@bb&_B@e4YkmLIui$S}o#H`IE9=WJIp;lTJTn1csKL
z!0zB#Lq3Av;n%M~txTG#cH^KEsrTa6b$|O3mQcALt8Bw=DviRL8#Y!ukHiTM)b9pt
zfBvA{C@Grvtj(ooMgXk87)_V=&!dMqw6}HY6mO}@2ljT3#=`C5?=Vnc^c8r)>kq?6
z{!Fr7w_(Rh0YWyxAe_>g$oLJrK~mW=jjvsBGN0QihLK`kZZjYK?hCX(_X&WVeE&Qr
ztjgNo;YDF>Hkujg(gXD&N?ryPz95-;;ra@M4Z;t<uZxZz|Fjc%^!R9)KF51!i`SYG
zeKjkx@luu8GJb+<bxW+0VS1768HUy-h~wds%S0()F@>G&l#hqr#%ZHQ&gK^uplL(r
zc_P@HzDN|8d9i^NG0Y6N4#F7meYuq`JGNZ4Ks!TZP&)l6P{v{*6mWRMFbSeffS#eG
z^CDq_rt@x^4;$`SDcbfgZ?7+vEnr=`e_1~_bt)>=j*u`dGPB-Qw8OF6bv9eX^e>>s
z(!%UpN6t=kl;n+*jC{2sG{ZrJ&vfTNkWw+qWp5vXw=fTYlS<+C)zBFst;4ff4UO8R
z-JUapHlb<Skhx5;jY$D~P-WSbL?f5M1Qmj*5;uoSxqrYeRf!EJHHOJ3dV#M0z|y>?
ze+vLRTbp_kfQoylPi1qHeOM3^Uq3ixds{T`a5oxWoRncnN-ry;49gA(m0-lE_6x4t
z#K@e+j&b}p!wq+TJ(2>wI9`O^o`W59&oYFK^(*`5TYIJ9j-FnILe=lcj^GP!G2-M`
z$E_Us&2@D%oV!bumvlP}Zif8j-><W_pitMozUnw*%DATvJVi3=h1<1q6q6p6^7Hq=
zX}E07LNb%oS)!$RBYVtDCvR!GjR<&tHmQyLUFj-Fy(G$sy$(a{D-9Gaw?f0ljU-Th
zhah-nZ@r(dR?SP1A2v??%NxB`2n{k2`OYj-OfDigPU;xS@`c!hRsE0Wg27b7qBPvL
zL**#_goS}t*FzJQ9xyfE<yVt>_3o5$zhTA5qFMOZNQiM*G%GQL|3p>oUn_QB4Lz1}
zD~$df7}dZ^1MdcVmIs;NTWMk~Dhnh|lwmp+RdX?6H&+mH2hXuTw+!zW=|yLp=r4$T
z1vJqfc<GAHts4F?6@<a?-oFKsZu$weiDPe|7YAM<B{k4^SDs*DwXYsQv5F7x1lQB}
ztwv^~(lA35qo)v+5yB35RXn+1jpy3;OPuAkY`1kCeQ^i(5H}7LT(Pkbj#)A}TLpWJ
zydf@GhFXKiXn{5ih7h}Q06T?Ye}ldjD{01spznJ$Ev8O|6GR9+8;vjCw;1;`K@x`e
z2cdEc$bwcFjT=n;3XVD2EqR0ZK*Jg)wsJo8>v|>*wKR_m|741nZ@il@M)bNH`R%?5
zDc>b=ut$)&1*%-bn{G@*|I)^M!0E@=Fo1|zMY-#_iJ<NuXtMt-n1OdJYD9fz3?c2|
zdc&$z=R2d(9LM+?4XM(nhO8MSz42=l+uM#aGB<^`do!kiUX868f2>U?oQ{}LM$)o#
zs66uqN;rpBl4}qV0eiX;hEEQ1W4bK8GSmSHO!yln>%$|OK>NHvfcC7JKz6#2IjzSx
zp+$HBd5p5`dOs~~;K2nqrp~B3`49FT*8QW+1C>a8<M8D)3_5zcfG#Rrz28a+0SGTx
zKp-z2xe>;4no;E8n2YD{Od=Bu?%5-#!I0d1s%iK)YuL7TM1dQWJZ0!_CZ0s>n&je*
zf6LKG-YqR}aO;cP+I2A;4v)X+p598-%CXM9oCms1p6)%+h5e_>5%oSft_sYJN9Rd?
zcCh(R_D=;za5iV#wT_+YzK4=_gxO`~`|Nrz<_N$DoF8fyEey94Tuky&C51rKNLLO%
z(Wc_i9wp<rUmkNjP$9S)hVpAp>4if-pVrl_`@qrR5v1x^pmn^8B)SiC2(30^jZ>{$
zpxk>JLF|MLFb}+6QL--8B-kGi7gSu62`hrXZHAIG&li;rV%@q%f8M*HPbKZ2brHTM
z!HO3;D=qZI4W^QyOL{wLP2ooOdO1rXY9fZQ9(5F(y{>MM#>|_#vmO)s$L_~PSyY^h
zoWN!m9~ky^R5qV*=B|*;jX=}2gtRp4?G9bhZs$TvGAjd#uEGzh#-@B<C8~!B$d8Rs
zUT5Z88=iHC$W5w38%@eO@afiJ(fI?$krSF;`kE^CMdu@Ks1Fp$;;kF&7e)q1_tW5w
z%fjP7_sEa5*-pj40$Vv`Zv3^swe}^EHHGG^v15ZjrB&aIC~p6<o93`p<Ee_cd<T%A
z94?guF6mi74)ET!&Lxbu4VdCU5Z*nMU9i$khn^fTBV)88c+6b@LSTH76yUH{ciV6M
zg)6rPdKH^P^1xJdr6c=<F7F10&j}$c(64|y7K=!)nMOz!)KOvrtVSgptcGPwuDB52
z&!){|Eed&r&_g14$S~#R<ayk(zdME_M|7OadJ#&r5T!S`*X9>4AU6j)TE&&Wo{hCv
zjpG{-?a;8c@efdTW3K6j&u@U4sV$#7EEQ=*xuTov)%pNu1x(}Q4n7mkCWMjj^p<WF
zIk$RI)RQ;AJ#uwoNL#md?^k8k+i$q@hiW<s*=~snfwt+Zm9*OdVSF!Sk+Fa}sY6Wb
zat^L{9^8Z`;+{gtR68;lbg#)>ELo)>QB75zJsy$)I4=OLoRtwn8b?B_c?Mw2`;~i2
z9)!B5Q^W{Z)H^6K%<kXX-NHgbgCVV>T30fUJ<F>pES9L<irXM1Ny3cat)??R4|+61
z=lBd2!uC!>X2$+<`+Ueg;rG0h#xz_?L{oYV)_d`Xw-(i&392AA#fP!8Isu`v<JW7t
z2MS)pKn*IxLsp_8q{HGbt~oqpPj{MDbZ<h)#qO_GS8_Oq<C>_o{haPg<B_Da3yJ%k
zE)0DGIf>n|hX!qBI%pFSFY+Or5Bkg~Tp>9q%|3}gVU)me3>kOWE^=AP=JJ3x-~rJe
zH}`{^mSpohuf~+Nk$?}_l*$6K!kihzzmDo3egu=fF4Gi1DAzIHH@jjo3Z3t$sPH2U
zH08|@7ks8o`wJD2jO&<ly}%IFWOHEPon-G;xS;uK4zTl%!-x4TQomWW@t4}EWW)KF
z<R6!~&RBgPlQ1GDtoE8qpHWlnUArrh`kkw8iz}D3-h!H6HV}_Qs{%)i>#q#Bqc;e(
zv8GMA#D4T9CTd0}zK}O59s*8=e&(|w8_YD`5K`|gx@P<3jO`PiRag>R*B&jUWsJyA
zyC}DDN7do{@7;8m`N~f$x5A@~KV?wrgIADb#TY)0C}U+%)3TB^QglE1Ii?x(#@;`-
zd1}pLU|e6rMfm%;sL(ajHJt}~jc_UxS3hGZDawOT<0#;&-+1Mu)9Sxt=M*ABjY`eE
z_oMYlM}!c>aDFqZ1>d_jK>t3Ay)$6s>@!`4ADmrKo)|eAC*s#`i3^+8r`>QLOp5zf
z%O?A`xo7aBU+%&r?$uA<atsUV!>5R#z_76ru&UNE`ze6&Yr=Z*9WAjX&C68p_pUY!
z`KJ%%?>>vgr3^=tN&0v?J|2_J<%5Y1>`OclIu&?+IHHh~O1e{5$e`j6?}!?Hie|Uo
zFYG43XHcBew}sfuyTvfQJ>sB&t3*%%f@@1w68MfV>_{>!wA=4*PU9QAKLh)8rirlf
z5CX>V#?R=p0qM7|MRXp^tTwQG@daR>3(q^XDAoL8j2b5P@g|}e&beA;=tEd8CaD9u
zu_f;cliShNs*NS&8}}HS6c$^<LqX;L;&ukHc#dJ8_`}A%<N48ZgZ7<~Apvk=h>!f+
z{(5J2x{Mt^_YQ7`fgh#=)ncDsv4*wW@lTCzC&q%d9RSlJ3)8aJ+JghWMZ4_t_Wt$E
z$VX>&Kl5Gzz%Mp;j3-<AF3^WAIHcMgwKMT%?-MDo2Ng=j;7M6D@5tzKqNXX|rtXdU
z{nb0r@1M2iRN{c~88Y+XPo3r`Q7)Y@>PPpT(P0002`u|wCQ774`2vgsLpU_<dwfrb
z(%-o>JT?&F@1PnH%DxSB_GsT)F0F3H6N@T%(B@-4x0ChKMOd!`L}@+6y!*xLi2f)@
z_p5j;h{$^Ng8q(9$nF*8=YdW29#ZhL^NtQ)gHD{f+jYNGXY7`Af3K$>`TG<Z*esy=
z;SSW}Y;+PFdqLst#<hvNCN>W-;eRe4&A0{;HC(zTIWwMLjl}J+XzOYM6}lcC;RX<5
zDi;>(|1Qnp?@YTk+<g1+ZbaQu(e1RGe{rahq6e&%ROthVsg1@nL`?=6&`gS6P*GXq
zy{4OMQoPGV1R+ekuuh>Ylr{tM0@DGtsB&|8B*@u)X3oh5<qz4cUmm!X#@%!@w_mht
zxO*SelxQi6Z{qE-A9~s#$g&Zc)#`BoyPA$rhrNi>1ic;F5p-T5w2kQv$j0`0t#V_y
zA;bRSf0b$CcH29<nnc&eek=$$9UWo)!6tS#MSwH?*-tf|@Of<&Y&Rsn7(*2U4j@83
z1~E1|eSznWZ~Kl<J+hx;7ZII78$PgOMbfUgv%St;1z*3d<WP>@nLAV6y=gB3@!+qH
zGOQT&#_Rh^j~OzM9eVghrRdng!ggC^3bUw^tfipE@qu>pfRYqtIGVU!qHLEK^**jE
zcWj*a=d$6jCw1A*ZDHl{pKpeA4S?_;bvA6)6(^NUjQCXwCG6j~^>|};Dm<n;i`vE*
zhEHF!COSqtco^X25>SjAOq@Ak!$no})p2j)lIF$nAHtwIG&kie0KDMENR24H(KjXr
zc%gV(2v{MC4OMsMfnIxrQo{OB{yM2^7caw~J6s1}bvBh-h}jK%*HMOogO&Aph=|DE
zUFG|P$(4<5zbd|^a5eWKXv9?pZ&68>D6lPKIaUWt(9~X?7;Tu3Y1t74U9<YANj`J;
zkzGBCgL_!%gg_l9LHwu?+ITdOqU*R$s2f%Moisl}-h~*2D|}0VJok!7TES%d9ZU_*
z-;@oft%o*&wPc5A*Zi0!VQ<(nIEBeJ_OBk+^$rWU`0o@_y5qwv*F%1c^_9?lykl?1
zDAy)={9&XMKBj)r_oh}d-Jn;9xVA%PqmR%xQ$Qhqp9~wGMvurBQI{Q$c0?Tjf?jWq
z>!-7oyLRm@f<e_8NmUDx+n;Vq_&{)mp)c%+IQa0<Ffz0JQL0Yy+g(&cS{MuTU&fJx
z2;Hw>Te@1oFIOV_CS8imCezHrRM8SKsm@7<UqSMiAcIVH66{^4?vl>n<g>wIvD}u`
zrl@}_Wlum!t~T!9XS>dsfofIB1#!LUQ}J@ONuh!1tZvAf68ktptnu#|4|e04t(?)s
zDfe~Lv4S)$NjfZ*`KDK1>XMo%h)^?sh?`C_Ujn;3d6fUq)Cly%)S{v8zRUWwZN@yi
z_iH9K@+){~tU5SB!R?wi0L!Zr?b5I>YZ7O{*<CXHu6g_iDBY6ane6xD?9ul1@1$9;
z((I{^cXNJ>o}3zNwlus?j$sZe$dM@y&jmrZ36pqT=;WcQWev??+U)$r(5;&BH~j~&
zke*fb?`Aoif_Pbs`7uUQoj%%?`9LtJND9}bZ@`8u?XsYx4&miN-kRQ$^xmpblJw)X
z_sIJ%JMGF;C(_O%$r?un)F<q%8`RpKR>}4z`0XSk$xm$PJzg?X9`H#sNz8592G;de
z9}TbSNzT6h-wc;oi;p8LSZmkP`KOd2RoGsdUf>}@t*C2UT%+&|e%9du6x!yyzhz-x
zxz@3^;fNefRA}CG_of@^y>|}k%J*jl^z|}<fXk%Rb+*~joU1{)=yZ7zgY8~|Sx~z5
zPp&`Dg9^0n-;2#C-}YF)zdFgXaWdqDP^j+khY%^59=JF@1r~V!s!N1^h-0n*T)xdj
z%o8Z&(&ZkjIckdB6+7sF3$9(4gmIbN_5!(L;M{aAhp{6CM#XY=A8ptAg<F)qRPM<^
zI+kd?*fk^B6|VlTn8VmET;j6nLH7N_KRZTG2dPWvwfCQ^+zKr2=lAw+P8+zT8tpiI
zJ-AT|te&Kto-%#)iX#`D98f=iFuj9B4v!QetBA}KXYZVr1h^(nzRf;P+>{6Y{c3jf
z-rwEm7cy_5+XwA<?67&xZ&kI5g=hYDD)~rM+IpHmuro!25x3godJpZCFBh6mRZPeV
z_13X3B|1MBShdOEFLG@_x-xN!#WWy6HsgoP?Jl$-RR$byVj4kSI;5_=@*8z=>NI$4
zoGG0CTU<JMXga^rMI<+4b`_7jPFdv$8c9?n(S?@tq|>1jo&9euOjI&%#5e3{`B=8-
zg`u*YfD>*%`9}w85A{A0K;amZA@CeVZ`1IGVkO>Cpj}z}dc$hmPZ-8`@ez*Du#Km&
zd4^jjSs55;SN>Dk*{gk&qi@v(iyO1AA0JBq(&_b2Wbu9}k`fM>5K`f_8y05C;|m<S
z=tWWokGrTU5y7*<%9i@kNt%^QpB!t35k=(ND+-3NTCqQ;>?s05UJ!h|5a_@ZYj#8y
z^8r|_LfW*RmL(R;*DhqTE$;arHUP!}V*v&&9}1VG+!>kTyJYNl^nTk^dn_d3u$kl0
zOR2~o!5SHV{@V&VF_&bu<I38uQ8>l7pSHNy<h`Lax=5OMF^U}ah5T}HK+(|W-)OWQ
zlU#)vcsClQ-CwvdIf{(~>smD19;1z(7&CnK?yXe^F@OElhrP7^LiU$*cJRE540rxL
zkaFo-5$CFbS@@&-kB}_uV7*W=zcML>^Bfm$ck~dfJ?vl!!U(>9VVD54^V2@Zm{m}f
zNb^SkXAY7a`yPhjrrAtFmyT7X)i3WdOR;@4F6*I^X;pfH8T%Y9<9M_{g#_;bw}~A-
z2kl^*$-#^rZKjZs*%)dt4T_lr_(MrG(~_c6pOW!!d@r)mC@50#i#!LV50-MES*wOi
z^zuB$R*4b~PHnzNUSv%)-7RrAtSW2vnP^8=*ZGao;8uj@9!ZYkj5wHi2fo<)>W?n=
zHF*`fJyx>871VApr(=9Pd;mV+;l7U7!=nDBhP8~mf#<}uZzmhqlZ~|AK8}Y8*q8u5
zhk=UL%?_L0z_NX8g;sz%@XGS^sS@L(!sc{u*?Cl;y!GIx!m6)EP+`1}jp8W#>9ags
zAg!6<YCUzQ!edGOe&>%?Ur8;N-0bXaxB^c02t7Px?*<{_LTV}uz??aoxW6TP1#5V&
zcwhEYVJuZ|T_(FahoE?Ulx3vkOgDq}r6Uw}fKksRl|duGENxx#XNGg2gtny;aH_6a
z4w{`ow}TxQbvr^<@wH5{C3)I>UPI?Nd;0Jj`57aJ%A5)p_{7+Xn|(u0n#<mcdgX%E
z6c5+7vTdRM#BSE}&s^hh85i@DBfgHcA<^`PkYSHA7(XMQ4Or+KLH(p-brZkVWn%5k
zmPSN8qEtSCDd3=~DhsJp=sDLGs<d`#^#~Vudnv!sK>H@|McfBefegBzzW%HT?RDGQ
zAfkJF4*m0{0XbN}dgVm(uV}l@Uu>8;?9hpxM@Xr^e*Y(1w%XsXv-uwvl90kqIcJS@
zZ;-2f{)&6Vwensyea1PhXHkpu7*78W09!z$zbbeE_q?OvK=YK&UK(a*az^6^%PXrI
zI81U5SiC4q9(ME{@+3sDuz$>+!ws&AA_?KJ!Oqn!hmUCOWmQ=#^&DoYizMrwu&`*T
z=P;Aan&wpz00f0aJc@}{lRJQC{#d#(8EQPt!0M&7!(_Qfwj0Hg^hb5wv1MmX>N%tp
z*f7%RabrU?JVCB7kq{_9PMc}N_=a9PY1335lQEt)Oyx-#=~P<RG8xJ7R9eBulbKXX
z!PDtNGNs_@iHm6sH%s?(Sp_fO`bcF~*HC@*>h*gHzVy=6!hHpQJYz1ss^E{anY(W&
z_{(Ny_ALd!k;xW5q2L#@nY{J{Axus`RB&1nI$v<X%$(Exj}T%P&M7zqS50RMuq3Q2
z3XUaoR_E|eW68a!;FD%%;<|n>u<0qqz+Iy%3Oc$+t0EvKQg9TrKT1g%*>h;J!)0k1
zi{iPbLbLcVq219635<%Q@jgosGSfW{J#+#esJAdny@eU-Ei`=DTNv-2!cUTdns(0g
zlQ_8`<WR#*rqkxeAt63s2|gY-4bxDvA)QH^LpmBM)7Yc0q3BLF%j5A>DwS5(r073&
zO)_aDlj@pe`cyKh;Hk{b)R=;s_8S@fjG4zTmd`49{f**Fng%al%6{~gf<K%x@84DM
z*D~gX2MYe8X-;ceUNg;8x*r}&<<!dxehKGzd+^FtomBu`FX&bPXx;OBG%h*1ZqGE&
z+})$`<jV>^0k*xMX$&Gy>b7pPk~7>&IcJDuC)H<B>qv$w=U{{!A%7jTgRSjS870Ug
z!ZWb1P3kr@A@0q=J}K3SH%};nSHPp$zt?LRcdIxuMSV%4djMR_@)fAf>?`|($M4b|
zC?yN4!@XeHW{TPhO=H|Je=;J<KTXrO0nhkT7L?Ug)lM01vG`g#og7amBEpSNrjqHD
za_^I=R5GdD`y~CR;Ynj`OvBT~<d}v}zMRzX@#}BpblvyqPu#jWt>9M{&%AkA!S59_
zAGxC74<^j|4F$gss@>CVV-WN&DmVoF=@%9JLdGoIRd6R`7Ij6#wTxN4s^E8Vp9_2U
zDQS2O_tf{F&SWO^eI}vGEmgGRmMgYly5kn;JMk>uy<8F`B=U+FK@7rs@>4`ovN$s4
z<$VIfhDn(R_rzzw&EUxqQF0k~&&m8>H(nCS2Wm-XvwOXQ8465fA<{v0cG-Fjt1X*-
zB`Urkeaxya2=gGDQ6)|!>B%Vofm5a_!#iO5x$<kUXU5G}WGu%tnJa|H0wnsl>@Ky_
z<1Ar483U!0(gd)_lGJ!L2EdqV1jOgDF{S8|V-sUzO3@|Lmy$#H^jqnqR)CM1#f*Ya
zf8xr^6$QU@E%(M11%I43@83}Hhd|lAJ;hskpx{vQg%=eZ+<5x-o&rBRr{LiHqBbb*
zfUcJnd=BSa)#qo-{2c|ipjdAz_#}u`P>R}c$pM~`6f`7q1QUx`YR(e*I`S2$Dk0l_
z(V`Z>Tt;Nor$lBxPIV{#=%?d8sA%f;KQ{uGZGmEWIANd2E|LyU;oq!3XX(B_7!x4q
zH>qx7lB6<@QZ_`YY>LZ{TC@ZyLXS0r?<q6IuUO=MFBmB!J&<}korZq749=BAhqkfp
z)R?H>ohmP+rjuiTt%#Sozel_)%UNx$W!}1X`Lwo<UM{?PS-~F_Gmq*D{#w?&y`bO_
z!?TYS5-+htxlx7uy{%TxtYH>zXw%Fvr?0DvV7#BzD*-z8l%^ESv5DIXj{9UTY7-J%
zl~aXp-2-^>1^k?qR+T>i_B%?3HU;}ikY?R{S#}Ua$n>Ew2s?puZi*UancW+q1bkWe
z#FS$9KUx;dWqxtLB0Q0FcFdGj@wS<zI!?b@*6n(^EVTlfJ{ecp?t-w$vKiG|L{%4=
z3<XPw2jeV8;=_Mr$tJxSGQg(FkFqegjAN8^niBR?TBYqETT^2)ZAZGc0l7Pt{3(4b
zolL5fUNV_WCe<}#<JXhwn#Nf1&9sK67hfo56#Ueav-heBUcZ=qQdjU-^X7vG3JzjA
zuPQj~py`(sybSKUtKh_ma|%uzI;Y^E>FJvaj?a^~6dY!CrmnipX3ef`<tEriE26@g
z-LnXpad#Hvp~5?g3>}djc+gL(1CP4pM1K!);JK&qE|t$_%OV#@y>~vvXQxEa7YunE
z($gpTI%^3XN`()iaOEwKobn?F$|CgQo~H`53XOkxWWWV9?#C3$@x2a}Z6m{qqS*uz
z!7wt?*nVUh>2XuNn3+zd$2Fo;P>?Epo21q|qN1!HCQh|8Nq?&Na4da3IVPKX8)K&)
zCC8Mnne^`D(#i+TJUM$+7nGlKvkNyBe16(|bYH>mW;5Oc1qaK_zO3L7ZfEbQ%wG-s
z-na?}*i((LaGs~MV+?ILdH327p1GliGQjW951)YU&<?OLB@R$X90n(4WxFvb!)^@5
zj#~z+KrZ<)*%8a$#NSy<w(*R>B<j9Zp%f$e%qN7^3)!|2m7SMF-B;;6n_6q(%5)bk
z3hYDZk;6mLn5;Wnfq4V21zlA~U8Z~H?YR4uDz#z~p~RO-;>%E7G^0u=s@uI{J<h<J
z&3t3OaEG$p6_5prP8AoV-B&7hD#a3?vd2=?<!QUKrQDeRO8L>)wYr)7x^TZ5>BrNv
zSw-cuFJ<puRMfAZ%PihgaBs?7(Cl#~V_v_j;IptH6x^<v?kg7gty6auGuKUH^0vBa
z-ZZjz)Kw2mBXe27L0vPam<Kjq`qQu#Y><E!H;`kppH>rR-mIvGI1nkO>g^_hDfest
zupzEHvDXj>DJ2wFH%=N!Fv^4S-)V#+St$Y)su>QFjneujiL?;Ku3e&-BmS5bE@s>x
z!*~0~pxL;)SiX~nWIKLDMlmR5{8lxW^6{*sK?8u2Nh>*~x>}RjJ4x*$j9qlc$FxuJ
zurxES;Ms?h^^*4AT=V5Q1;1M~p4?XOxvVjNduYQO=WZ!@#W2q(pTa(Guqmr?(=aCQ
zsEqMT;PJcK<G`xX9svkoXbYdBwPX%-=dj+W*R2b?K;$z>tsDYUgjEilTrY`UH}^xm
zZdqU>&dQns|FG9B>n_0N%XFK<8z+BIHM@y?y{)?G4&X#;*<e3bRvPaB&iZ0i)PraI
z1(*pLm@;<8V4adIk-1uKWFf;cgTvBiG0e2aC$vsV;W;-Zi1!)m@mSJKjwy$KELlow
zLX2g+Jp$G4j%(*`>_M%d9scxE;c8wxO|MSg)lSycYv!wSdSuTjV{vZic$<zMBUUku
z>G~ewrfv_NH6wd_&*?L@<NXLG`m9RXo^$sD?Kx=n%QC7?eQfNg>|-OnP2pMpCF(o_
z{YZI~RT~>gi^JAGXk*LjHa1Fl`}Ya!)SpHwru$hi!=vgyY+^e=WO*u?B<mi4ca`<W
z%Ywb!7bKg(w2tduH3~Lnog>PTgiWq-2+upIiQ>`%m@SitnzHb(?}I?*9eCLh>1A8<
zX-$aa-RpVneWxGRF6l^(`J{AvTEWl0oS(m_5o?)?+S|REF>YuAT``TBJHtqaF{Kd>
ziy*5BbPsm&4fQ1#y9?#qY<HUcmb*aV!LqDlz5Entr}DV6G;^r{=%*^811(D(Xs(3=
z9|3@uMf;hbCpSpea%DyPnQsX*jdFf0R|QMlA|-);Kiq#7@4m0bFp-P(36V&L0e*mr
zeL#Hb82{J8Xp49E<36`ZY>tteK0==o;3ND)VUTq4kA<WH)}g^+o@ujdY#h2?n^!4o
zXkLvOclO}Z_s54O+>I9}(h8oMzc;I`gz*K}omBAbV#%v0xOFb`(gkfUWsMtG6&wO;
zM(Y)r&r>fbI2@p?yJvQpmlXU3Gi#hxR!GTxi6q1m8Aa$Gpauyn{kv)%M#xU4zE0{V
z`<m=0qe@4A!V>*t?weTDvYkxU_7H#2-~*iRS1i#@mZ5I4%!j+lvM$w&)Un=4bF<Il
zA(SK+>9CU}%KFIyq9;|UDz4zt6p`W*4xGhFNsBD@+44fh7&pFjL>MBV%y>!}C`ohN
zNNTGIER)o5m~d$gPnXQ`A^i3*qMw|;Kg^sYuiyzo>+9jPw!TvH_pj^B!1%(2Te@8^
zcWLtOWd*NH8aJ*f_!Yw_s?39ZnHH00nAtfsNns9Osy4KUGlm*_kvrob1`a0Gq_764
z(xA}748;YhTv2s3=*}_9tA4vIRe|gr1BxrMaqMdpJ%UK{Pf#I4MOFz>c8k;$ENb03
z=F_CIzuP!QjFfzbQi66idnG3Q9!jiJEPAvga=N5c3~D6o{w)3oW((=G@>tU5_#PWT
zp$ypo1RAn|nKcc~28LzoZo5?WRz@4qsp*$YQybBjULL~J?!xKe`QA(Chv&a|@rIrf
zVO-ALI<L&D{3L85+cw;{ti~n7%)cOuChaSv=^wd}R<@!FY+^&1RJqgLFXM$xY8D5M
zSP95{jq>3T45}{-W^4C<s|XcAEI>Ngb!b_WUk{^;%w8%>ppG#ANJ$njkoKmIFe;Su
zGq~bt5kjV1CZGS?K>jm&(3EVR5KSz(iU|3L!UlIgl#S12$+r6fj(%cRbQTGZpA59`
z(Cx{i|G<|0gti4-r;OAe9g&`)nKFlti8(Q(!MHiQhwBN?9O8QVMKhyudhrEQdyMAI
zdpUi+;ks3QzH!^Wk{i-s@<v&Uw7hxanu5<5Mp=ul3x;`GiLTrY_x&=theqlCo`pN1
z4(3EajN;*6!0&@tt`sT#Bw?0@UH~`KvRqNL5RuFGens?oiNPu+>E;-TbJ^t;cmG_b
zYyFRszfK6F0*BnEfjxQ-;hH8&9DsnjXo>zV5l^@v6LO#k)w(&r??Ec31M=^b#Ms7+
zyK2dj@Ft~djI?=7BHl2^wGM!lYgg`=kWn&BZl{dyZ(7jpIn!L#0d~l79bnJi(J8yf
z#@QD#84bTMH%z#gb!SqaZ+bOr2){RdbwU}ohC_9fAjI5N^_0_wY2DciY3H>vccDWr
z4@2M?Q#C$7k3)1%iXP;+bQ!2*njHcWZb&sN`nX=E`Vy)c1V*owMd1g<oJHNvVek`G
z?@}8VjYA?2{2Q{KO1E*rP?c?5Z{oTKRR0FlejC3}5bIIhPQ0ubj%+c~|7*C*oGm9T
zk_OucW+Sz872M$dca^&kNXEjExXi|-$5T2;X{3#mj&m8%A8LXl^pBm+`{zqfjP%7!
zMvipDm3Pcx{<DB}s;)FIo*(8#%{$hFhG*u_l=tAdxk-I~E%Rbc!LyU*jTdzO5KhR;
zIxK1I1-t4HQ2KmO+*J9}oJI9z6G9Xd_P#*w_hn1)MK=X>UlN9qs6xw7(<Au`F3qEg
z%eEkC7GYt32FIROWc6rXsrj*|x^1gL$?5Fx9*`Z2U%`_$ZJ_-yg{r73kt!Ge0+0Jp
z(^hwXG49_2{50-%;M3IP|Af2@^ZR0IjcpjP-YDZRZmM9QNl9d#FC9-BLkguqmm!5x
zI&TaYk$uH_l1iT*W~bAjl)|<>4korhBiKdisClV0KBUFHe0E5?JCl_mO)qC|>s+*P
z#(d$D4lrhn+Di&PW0*OWE6!c<pOq<EX_nMO9DJTs2d7B}h(bVG(W}7CBsFA_1ymMl
zTa?_usp!t)bEYgT;jT^kpd?}*u81C2MB^6uiKMZaQ1Rr;c`^?m>apo5?px$V*2+Q>
zvWA?6V`iz)mwI1aB2rBSyF`~3Ii)2E8^<k5=4XtB!wUK1dXd{knwky9Q`B6NPQtT|
zyMIx(lPUjC%lFc$@$@Sy6_f@gRpud;K4Y3HWs*))23^9(GgpRi<1C)5;O6Di;~EZH
z3{yeojm(81ylCFl&8Nnsc~$jGHy|y~))l-8)9R{%6OUBY$RL-RgKPdb%em7mt6EJz
zUsfGh6_IpN9awQcTNM?wvH`0sO5WKo<L^I`Y(grQOjy~~Sou5cS6S75^%}*Avp=9v
z{RAv0iav@|E>3qZP{=n?mQ4>$JbwY7pMY7$EKz#OeolF(IXjp3=Sm<&I%EFTK8cTX
zdWb(0p7{`e>11kLWqQWl?^kn4_WhDb!j1ioPQs;9!{l5l`=O-Wv|$V>b<WHTF?_+u
zXiAl>;ggITc~hTn&SlRIDOEMEWi=cofu(a$ra7Z2f;BODK_}<n+Ri9=9SSn9D0S6`
zqgW)DYm&_Vtk5!#fqs%&q_F>MnMHAb-V!}oSwSN(glOgYdp%h+R7l{Ng1S+NyoV(U
zFU8%zEz4SpV=C4{c7qty3)=69VhGiaMWJA7$D%r~Oc#ElPeZy=<=3Fcvt~l}1sg^>
zJH$^ql^L$^WNNtb&17<Kg(t^Snp2GASTdz5sncU%w1u(cn9i!<yuGYi(iqd(vt;U2
zawrbdv*S83lQu7<wfIaI&Zl%a&iJL$5N_6UlNxTG&&&=*;3@M`Uc)n{RZ;NCj5%p5
zxCNq}QEKO!YnO9Zsp`D~&7RBqR9?`XAP0{s7cP<CDEjAQBNkDpsY(uCr;xggY!T<N
zeemm#mxLi8CNs%=7nR46ZzzZA!pfioO2+(ase#x@s<y6(W-Rw{bxfDS=!UHBBI$ez
zzffQPhdQ#lCoL!*P@5D?#{9hzX``l+Lt7W5GPF&L&uMKNn`2{1?YE@IPL3&mMo3W+
zc`;mOEhMMLl5zs)!&Iu8)Lv=IxSk$*pZOap?M)_UYe@}H&z&(f+_;vthV^;V=EX@}
ze>P!QdUocdX-riWya2s=R>3JPrq0h@q*Bx}8EmHnE7`VmDXCu|BWrtwn=wxP!B68<
z9Vskj3e~H|E8ni=Ocjo&-YYVbsVq{oUQyp$S(PG?&beNaTu3-MxeWUKfYM+784KEq
z`r|0-K1mJURSJNu!FuTK;?mzN>qe`)R7Vn*Sx%o?(4Q5-NFakuxaQK`Kd#tgV>CV}
z+5HnsCSMblovOI3^dvQYBb`#ixRW_AtvMrUUrVPoXIw813(wNd<k=y-WS$=y0h2~W
zt@OqOY^|z-Lxg39!}Y)>Q%cWU)I?SCg+*Euu9yg+94(4SN%uxcPJE##`UL3|9Ltpc
zP74*AkmfFRP%&yHpy4j0r}jZdM~iY%|J@F%xcis#JZhlw|Cg$WZVA8T0PylLRXh9^
z<X)^OIul_7+)Jj?rkrO$HLA9eWOGn7zb#rWC<11ulHKE_C6Pw_1$xm8L=V_NHDx4I
z`Q(@y6qiinWCb5HuBVb3K6NWSJimHvd<ef<%A^%MePQyf9@0BLZC;pA@bO8rHm%^$
z9j9j%9Ei`B72JXenV0a~4Es0bTmeYU<wb7`HLTGvm!oom7<G4aY2e>-Ma*LM<J2A{
z!|v`ol;aToA5=1Vg+kEWq97ubzf+I<G4d5<i<Iy&Al**NzoZKSYtH`<B~i)Sjlv#w
zQ~2XoZNXENV`jH0;i$T!x@kH4PB4gDUNXi~sqqs>Bo2V@A#PGo=Nf0JagAd;Nednn
z$R?Ao>ZAFwA*Rza$swkVb9)ra+}MMknj2CqRlR6vc*>cXOzEeepDc|lc)DO-n$(oZ
znl)=kne3Sh3O;RSCTs<trR1QZOvQf*l%XQ{31I}kT@zuH?oGnTlqGtisM^GZZ%93b
zq9uwfB?`e)5%)i(6Mv&h<*$^26}?N{qY(E|iVK&d8AS?%O6F8&6oeHXaSkjvQ3M(P
ze>$UxuLO^LmZJWuTTK?sgM=&PrF3!}I2M#4D`O#@NhQ^Uzf?M#PO5I3RJxE%s_B49
z!@pUcH!mksk~VfKOMOwP{9G#id4<`T8|k#h?1l5$agEt4X9`1Js7=-~dXRM?bM>@>
zo0FMy6$Q^_GiNU;cqx;etSR`pOg5tjT-P9+6i?;OGU$Lw8Fs=8AHo8sq=VoM8<OMj
zhr6R}sVS$(8CU0w$}kiSvli0kQ{+>)w{i5JV=?cS)BoU*5cGugq2?%>HUQ}do^UB<
ze?Ucl{X11zcX+8HLx|K#2#?b5Ri)8z5_B9bk&6+>dN(rZ<S$4rNoGxB$R!i7yY%{<
zoJtSZ@2QL9Lo83<HTC)9)~&2w*GBE)q#plmIOT$=;g<`xmPBTG;_@kt{e1RHQNbs&
z+1c|7ei{hBq~KK`ysF?AGntI$gIO|^rn^Uo1T;<@nDkRsO4WWIvVwxJRMbg0zD^M<
zl{6yBfAp#JOhh{r^lr8!Wm<wFx)Wr=0=YDlB_j<gQ9c?}g()oJhB@LO(iN1S{W7il
zqAYeeURk1gZ}ZidSmG@G4t)b9)0mn(JVKQy)&kDUUK){We`?Ge*K7ZDJZq>9wA7i{
zq^aQP(+BdVf~Tiq`62vleh4?t-#nF3aP!86vsnc<Z=AI!6+Cl3=bTdT>~wZ+M!_d@
z8K<V;`E16zqTpvUnfzr1$Ks!;D)`k*CVN`Ka~H`Dn(2ZYa?}@<6^rkm%T>+Bt72R;
zwU$vIx|rOb28BKYi|M$`{!zF@bo2@2S4Di?pTu!m)Y+<>8W0x=4A?anWuG9;$IIxB
zC^ib$K3=4@HZk8VO9h{Qzb%T<kQNwA?lis<wfz*UBJ4|pj@*l7pmpDw?C4SPdgIy1
z^rS}X7@Ntf*M`w*o!0Q!$gCdJYR1!NHCi);nxW6nUMi;Z3O;!;SJ3d>O!jg?!B4^K
zwiWzLHdDT);8r%1zoy_dtd@#`!`IK8l5qP{h6d$ZWR2!YCuD`LJxYn6vS_w2z7vrn
zb4yruu#J3bSe^u8Ublo*N;@#n6b<USp*2nIPpo3gP~pvz=#6qK6)F%}mADq6sP}9+
zUiMB|=ndLUg|g{>5>$@@oiwqFTBFEbr5T2Ys2Hm%#%>E|o|-}bFDjDQrdW*_atOcT
zo*1|OdVW7MPpusmFJ9Qk(r46*7b0w|q7ZV5vGMZ?o@3DoORwVt=JA|{8`i$GhEJc~
zH>wFy%pN<c;Q4%}aCErt&2oCU?#+Uw*L@~4F{|KI>8l6_<g-7saut$6r(7Da`=8}h
zNHK=t#j4EgB~;u&_D0DLz*&5rh2*IgMX5;EKT4%jhU`KRej25y4wKe|7H5=bJ);_<
zD65qEP+!!4#3KtO5p-wMa!eZ4ce&I(yI)r+7e(=$7^|jwqo^gFN=^J3ockN3s8nxM
zq{i6$qfyr9!``Sx#`3Q6f!6U^5BPLgVM`C}e2=@usDdY&yQ6xC0GB^ER&=jWyVJ`n
zcyHd}dIIOSIy|BGcKfOmc0x7Cv&X|FHP@!kxzpD3LqpE>?bmt8^-!P{?r}XQbQkd9
zfKMmX!-A-PoPGKsZ95RkVlbK~Lzd$#4sEER^vu4@y--$h(*9VXZqIgTR;a2>7TuX_
zgnHH@<%UC>S^bro?i=D6uhAE9xV#7Li>Btji5+TQ6I-0AGErCTXcltsC-nq0&k0rJ
zA`IOFmY4(;%A+|h>VX&yV-W$$ebh=FEz22-GGZt)kFqI+<eo)z$5)LBnGpB)+d0QS
z1jdev;10c@6aLkRy1SU8b5u;GW#t#J0E}(1?oaf4ar{2p*u@grrQN^U5u;P2533vf
zHBKMgLY+rlR<ym*>+I~$(ef!I5_)8%o9J(=i9>FOvsE=!!wFX$IaR}phG9q1Yzf%g
z)Jq8HOALp#dfZX8oaZcRVSzb3RFj{&hlPZpk**H^uHLSLj9>qVEoVZpw}AzCZikAZ
zmNfJaLZ}_0ktpQ7u%|hv8&R|4yHT1q03AhSU}cXs0r@&rgHKVv?|y1oPZ0J`(m(s<
zLJ-BqY(LG*hK1%Qi?lrn&Ek#HfC8e+iMMIAGIfelO9IueleL|q$%S~r52JdNkK?HH
zD!xLB=E@!_f+#d*f)ZrS3z4ZqBkTl^P6?_+8B4f=7_mgXPap92)}q+^tz$6SJkI{s
z;x%>_D7m=VmR*2TbJ2ePDl3Q~L0i182dXvup%_9$^WJ!v=;)C(+;c|toO*o0gdT@^
zw31_#{p)wB{4GnUBR9>gG-zWt?{_0|$_;HOs4vOUng?IXfE<{RDj71=l0I6dy@O6!
zV)qsik&IhU#5PXf7vYCEI|VI%h`OQUVuK#;soesIBOR(mr13*IoGII2z!{6o3q@ZN
zh7@Z)s$!d?VxBn`0Bs_Wq9)YiG^&z<G&6XEq}-ND6ds=>8juHEpw@f$Bn`H7GZaxP
z5z)uCVl>jD&?sQl@5pWK9L84F4tEJR+S#NH^;ms#B}N<SO*fp)h$M^`y{6bD7BDqT
zaBkU4IPA2j73y$T&pvcrkLh_GV3)d{!<FD(U+qMh%TrCwve<G<9L%-B6S+PN138ct
zCM?Yoj!PjyrM@B>OP<Q{r?9_d%tQqIj;X4woT{6n9xCc(IwuuNcakQhvJ=935F7JJ
zs!<5#qAl%aD!v~n)0ECsRgBDIG^RKIOitM)Oy}@*JV+#(2|?lrEWUAAM#ZR=W}l41
zfT?I?>&c~mO3UC(<6E?+r`Y$f!&u)DpIAP+>yZHJxUOBYqwT-V(*}&Rh2i(W37d&R
zByo!b)$;txA~DIgnB&aThs0929?%CU4%QR=12HVNOkBpgU6T-+9|(H&J^uy`PKe1O
zK}It{M48mv<WrDzElU&Yx|AdibsoADv86JRsY=74IlyjohPuc^VIo<l?okSF(Cop4
zw1_E464E?>VRTXb4#i{-K-oBuKkx0ErunEecHIl#rMD-Fhrol)Jh!F-U&qB{s3}Vr
zX~KV@!K;*5$9HrO$~+mng6~T9@gbT~$V%3;7M3F9d~~`oh(uTEr5pL0u_O=^onK$_
z=!4;Q76leJR@T^#z|cl5(jl4iL7}!J_NnabJa>zdHmm*TVjIk@M9A~v;7S;7ZP0Zc
zNIudjxh1U692X56M`VGNpR$BA=RYXPj46$Ty*VpF3$k2?%vf4BkTu<XGcw*lYxt@q
zH#z8@f?F^r>aJ*?64||P+0?HfDh$QwO_z3ux>FIVlX84=ih4o_TiT!i7Al2d$qAu)
zP!e?h_&XvaPAj~7823Lzg}ZkA4<?FuFvV78#2mtg`+Sr$H&&e6>a^-Wj>DQgPvE4@
z*au$~pLW0M_6xLkXVmMlZwc&pJkfT9T3uQ#Cg{Urq@56W-e69lB@n(Fj!F!I|7o?-
zv~n^xJoX-&#%tZAnW1OsU5<;nhhm3I8fRV+rnnoi#a17rrm|(BKS=;{E(-m{yb4R|
zHTY7HjzF1Pu_e+WD`>1J<-Z-@D~tLk2$VU9b#}0bg+@aGu)_SymeQwjF~5h@T^gu5
zSY5!<W%UuP<C9Vr35$kGZ{Yi}gEV>$PsDehEz9|v{y2@CyDM%pM)NlIRTdJRm9=;G
z5ehfF(YD%8w70lkpQD{ji>+9TR^rUF^+LWbH!@vYPUJ@=*7Gjo;?q{N?~?v}#*9vE
zUEqIdGxP|h3u|I=7KLPTgw~!Yk@-b67>8_8b15_ibvMAl?Owz?Pm8DlO^FuP17!y4
z${0_}M6*azzfBu<$ns1^xTh``N6c`cBNV%^o<T2Ka@sX{$W8oSEQ>ww$cq*c?Jt(a
zh*+Bk{%kqNXr^c&+~q^Kr6FrJx+Jp4Xf(q)s;W^w3GM12>Jp+9R4+B!vFHwSkIgiC
zMuc{#ooN(!f(v`XTdnQTDqP@^h(YM+*P=DC4Xm3m3JHS5@{xo<-CBOhYYV(OYvIzG
zkV%e6QIU8QD@KGab7aQC0>j$aFM?>0cW(I^gd-Nldn4chkM=yF_~dvA$V^#kd>vE1
z)D<$c8fBUS(opj`D2%^A>O$-!^#E6Vyh<IpSfp>^6cPYOmG3&D;&78Hdbv=Fi_$Tg
z;{@Lc_;h0+U*M)`&;>Q19jb`J0r!*C?nKr%Ey@%v%6Ey_U&2>9H7iGf7R1i8<;L^Y
z;`0yKk(ow+)RUSex|P@znuRa1=WRmV%IL<t*snLiSJ%Z>!HH<3kPsN0uO%X6T|aBr
z+J#YpUN_;?g+QQ9G6iu+2{^RvA^T~pk)NgINe$)@{RgFv>K=F&7j4TWv4_v7?1rUc
zNOqd!!89c8&7yEWyD#JCEgJWfA$rhcEtiTaDyp271_|YDG1<qxT9zHP)J!s|s=JTK
zz+<<Jb7&P`s>*gDiZPJbiNfzaP$b;ZW(C~q9-aaIrUkhunn^-;L=9M>{xMkYKA!1b
zf+S@-?Y2JxxwkU9CDz_jf+gC*8(CXQ2&B5ZTlG<allt@L!X)nZ*X0tPH+pi#wpX`m
z%W~<$JCJ)Cdwos_q|rJ46M;HfcC;NeG>hX#X5^eN+I$ZFLl+XRdq!*-0Q6)<w>TCJ
z4I#e=eEbvq1f;=*uaBii+SgXetNrlkJknOt8Q7Xo;UP_UhrFiB>NzJQk0I_?EfG@m
z+xQl1K*zfku~$UMewthb$KgMUOw;xUE4cI5aqd$gHa;o0GlpWrcf1FJo|Mwsry{Ts
z5cwLc)z8mL*vVNjprxCrG~m8(Fh4re7;xSZ2<^CDTbM@e_Vf8o0hw>F5c(DpD=y(`
zVaHqFq+O}kTJ1&2?)~R$d{Z*M!#hHybJ30QG6h6vkUJhZUy{>WC<RJFFM~I9q#@pY
zjITzMuOmW10IM==L}MGeze$KZA~X&S&4VEMR$0!<PU3}sf|BC6;tkxXF55kT6RfNp
zO~FdyHJcUb?7LKV9RaV?SXi3eORFv_;^>qW%sD?gJRRvq!69Tgs9}7+CFA(+Smj+B
zH5@Yb2a&U|*T}Ob!GE~YV1}EAQx2<=7e<%F$}6x@+L60ak41L2h|?pHniP>sF(WE5
zwU*#5sf66x5+}9(Y>V+iOPsbvTY3{3*ZgOyt^&HUdl}!VDC4W5RF%+3C?(Bsh6LpJ
zQ=yN9o%0c?e8j?}$PiUSQ7!FZFd=QIaCEQunQCmiR4oq2hT+xOI~5rPr}6(|GU7y=
z`jQ(#4uU&gm12~1KZX3FHboAo=bD!OetlOP#KLXaSVi<S`R`gnDY^HoMq+D?vo2Il
zxcjZVV9I)ZH!tD|?fK<Z!JWGsv30Qod93I436JXr5Jd>uc9|QI8=;T#)q?mm%ERR-
z;c-6T{S9#%ZF4N}=(rC_T>lE*<JTduE|X;copLUqzC+Jp7gfi@-KSI;lM^u(+J9J-
zOVC=lEk>%^ju;*8=j7lam&U5Qi@?hrS;F6?+4>jc1_rcmA*F8^b+vq6?Ip?%%@CqU
zz8#~<XbpT1T8A_dk3x7<eM9*<_v2IvB{OO4tnhao=z8Fnq7JmDlTY=!l*u?)k;)NE
zys^@b@p%S8xjDL85XSlkD;v=j!d$1%6y}x^JP`QW9<1)JiBF+na3LY<?sL{5-tKKU
zOb~;w!D<vTGYEGJ%4!cuRM?xL?^umK4+Ds<8Je0RIu`v$a^_i=`h%t|S`PSj-z8;U
zSqS0$`y-Ubm(C7(KP+v@WqiCso;z9lRF!wVhIL#LibbR=DY#9wt;7sb*<~u=8Jd~y
zK$PyEvAG!PDR!MdLjf>bR<*)f64SV8IMkRD$D<`_Z&E!nmFLqJdR&ohGvqLx5RYwO
zAufI3?gvKTc#>&!qImlUBKE@BPAeqTF189yX}WufnAG0RXvBL@S(q|H^Q^PN`EzmF
z2mLTFu>D@hmtsPl!E~283&!S}z^%hf+UA=*0dC$Ec|1t5yi7#-WEB?4q&iFv{xw+_
zMEZ#pOVU!I`VrDwb;aD|MwKdR=M<CtK8w^hq}Y#%2`7M#sqq-pJxAMe93ihBYnWPu
zj#5ikNqYHXHtobs<#oTJ24Rw#-VgOoK?WMrStl!k^nQuPVNh=aS@YCvF;ag2TM@Rp
zJd82-@w+Aid!o3KG5<5x!*-#^5~^$0bz*Eu&)IFW^<6okcA?iPc-Q6J^yVh-NB{TY
z!-5lT@Rx_t;)L$24WMX8^{!G7;~n)t*mb!rvW^{*$UP<}S<=uvmpW*nR;a|lr3%eo
zmfR*@_i&ZwG14Hq|4Q_;!vLT)I`<5O5i0i~^gIv0wqFD%SqYf=v62X=h=TVER3b$6
z!ppdjJOBzE{!LYgPM3B<caN(f1>}8_`E{TwN68Rj|L=+@KPGpIeNPP0CU+N)AA8zh
zKyB~ZL3+2*^#k<2({r3f>a5gAFwVqM>l6km(6PJ2gu%44+i3}L>+#({h})&jen&(_
zwq2(qe9<k=x7LM#@OVE@A9^&ak3Q6}WXa6Rx#Z||psHyvo_@$S;faRbqa?5XA99yJ
z1C=gK0IC~c{~EkUU4WNmW*a^dUL-?ZoD^}R8UD2Q7FJLfs=fO+c>Uj^Y#^CJG`TgZ
ztO)YP?ow_<4rnDIB%Jz#GWX}x%(z@t5|8G_Q3RY+5e;G#MgjS^qq0!g-B0__f37V1
z1%IN_2nuX@^hZZva22kyvovVn#*eH=49uIC+fu=EdXL4fs|m@S=bY(Dx*gsx=qb}}
zH?g^+BX;xsZ|Qc;=q}$<-GB>i$Em9@`9{ch^=)DycUIKsumX3dtjDWRBWlvV-R}EQ
z3mn4xdeAlGU|$6d;T?6)sy53baut!uA|fbEE^q&Th1w}n^ROj&oKaOM`D<6GkHDf>
zEqq^DszyT-{f|&Y2{y(E^yEpJ!dHpwfFk=POAMbBZdH_YD2)r96kY64w(yvRA4f*q
zs45S6gG`ne#1IgXm=d=W;or(*w#Zfz4-U!~Vf8<?a*Lm1xtQ4d<>uMqDq|~=B8#fR
zo&HXnCG=jM0~XO`8;MSv>vE3wp1W&{3Le&-9-V(^guUcC&pk1Z)o8RGo^aI&Qc$6@
zu11g&6`m`24EW!baC^Bg!WxGt1`d(wl4nl7Rg47dA&A}MC5i&da8>u?ga--`QHwCm
zUHG&}=g{C<yQ(VH)iegm+U0=fFJV>ZEh-AZeJH<LryT*Q4}fCRFk(d~2N|`CDr!zH
z6lEEbl*{pR@5u4{S1c)rDXJEgnF>#oIE;un*j8gD&zgnL9TjglFj(JJZyt>@-dAtl
ziq^QJ;DreD90e~JAN06_2P+-!DR}3r{azs93-zsf=RC{O4A+gd_r9uTxWc35dP-=p
z<g6Ncswm{Eo)WqehD$vKZ}D(#IBgVkP$MsM%YM8Z**p|~CZ<^Cpt7karbzn`lL>kq
ztNs^&qxXT$|4@|?K`LT9^i)i{pd!xhq-8rHd#bjT$V>a!e+JndEr}iB{8?L!lk(ps
zgS!?VF=37Uenp1ByFXqQwIyOtB`WkFl8BA`PT~qG?EEY|9Ed;mmy~>>`J@ZV8%ct#
zqN2OM5w7()fBgu(Q?kL|D=@Cca`wI0Rzi*CY-}bH?sIiux4qgQ9$4%2n{9PqjrYGb
zuMfDq7}XO#cb(;Lwe^9Hn`gr-3hkxg6?}2Gu&fSvZlCq^0k7>W>Tl(`yuYdsB)GS=
zqYm_V*k92HYOq}s>cBca_tk;iikmFw5)}Pe6S1_rpbSM)W=RoH?ZBsG3$g!Wl+}Tp
zrwoGYE0<@T*8AHyuti778>Xo6ImK#Z{`@zpV3U&Z@WcI|6gf}s*$3&n$bBlPkcVpI
zNC8oo(=565G}`oZRSHg;-}`xrWYAPyX?W61AwP|8&3@KutgVKt?bo9UYi?pkqtn|=
zctgrGJ3YRn4m88!=#oCr`(UjzJiwxx!vjGx&pP^6`ABDYt1z*;v!xF3XrfjhlC0J-
zG?964t*}Q+&KLWd$SlkcX<6@w?NxPPnTNYvQ^tMwu=R|!V5+<Cu+(wL+zrS587sHx
zUoPjCL~NTJlIM(4GGn<ur8*ty@yP_6=z%&;rsje$`alHm#MKfdH5+ooJ@whTv_bp*
zirlE>Nm+!`BQ#ur?AsO?X0jwAb?gj&UJ$Ab97Qe?`BtC#6ifkHC;LT>7gWitVnB)+
z3&C7_Ds=i9+gF}jX}ix3j|=Q{b~}MaLh*U06DTAU=M%eo2R7TTKET_KyLX_yx#sDW
zzLIdmA(hu_2}d0W3W+)&GEKBLubIYU8!OI`m=U(Trmu*0);q&1U{bY*59h0SePC%V
ze6DHcf<D6oy^!;Hbzl|L+113%cmD-VbKfZEHoL!E&UJ`bYgFLthzN@V1g1rYtw@x2
z{|zN$Z;Fj8tK^)%Tb3o^H5q3mQ_cM~Id+6C$a=$WRSYu`xhi(IrY2{68s36Md8J1n
z+{KER#wK=duhO_?_dS~3UX$4pI?SR%FbfZkQtSssVO|4Lr8%&VNJQ{NP~2P9TVYXS
zC}evFdS1J!5A?j}d!h>%V#5Qlm-epMO|YguP>%$f(hJQ_G_=_`7+@hEa{_}=BlgLK
z=Hkv;g{APBE%YKQTPCCayOUsG<^~m(qyvrSVrS7c#T8=<^SqU)s_)tl6P|wZmKP3}
z(rD=M=lZ}71l7{;?YN_7GTS>I%?@4hyJfr1*&kYsT}U+VKS{mku>S#K>JMi{(~b*@
z_&06%kp8WrY+<(`2~Wy;A~6_<QoW+prz#31MAV$DL(y;mYMm~Lz^7or<COk}Q%$Z9
z&5b%)l>-V!l=XK?MLn48h!>91Te7WQY=t{gZZtU?41Ou5kj{HW%@e&ru{fkgk@xuC
zf!<&+WG@~J4>SjByfvgBPw<vL0B#vx(d%s#HN}g;>fSSY{lwmZE#pHEcUwJmfVPpe
z2Ql}A)d2PK-Y+Q%aOS!eO;4|Po+<6jy|qzIpf>L|twtU+tINZ-%e()*m0K0tD?X{%
z&qLZTx<h)8+)gO3|AXA+KPby&a-L+@l8S{-LTctqVuM<d%B;~2bpKyl-x}jccAa<0
zW<S_ZcF*v2tH>goWV4G^WRWx7J;Uyq>FOEI&c3{(-Pwh9R`D|JbP`LNncbDWQRK)L
zV@%`(Z~%@2J5g-J>16-dko*d)z<DTKnMN?q13@ex(T^Z-G(bWm1|lGdLOTL-zH{%b
z?p^E0?yyghMb>?sd+xd4`95mYKW;0D7#yVohg}Xh%RhKP;mT|D?=|YCF8yDfZDLEb
zqBptXhB~D}y^r`rLoI3)aU%02N`S63`n~CNIQ~0}c%IDN>C_!7I`|(xCc7aMAD_@4
zIufJTC)3D2oK6i-{M4PEXuCT+o}QTZ59u2s`;+KC?l3hS8W#WYdqZ=d>9H6Z`*cD}
zkFh_EMZag*iygb>KFRWTjotn9{nWAf-mv#=L#lo}>^(M-Ck0)hv41$3bk{ZQe;NL1
z^lI~mDYlt}zrb%mg%A1AU!-+#u+Kmf6h!|$uMcJE-g_~8aBc7&^&6-|zpsLFL=nI=
zu+G`<VhuxT@vi_sgp~hs8_Ml#;lBZ=fl6v|{_%S_N$8LpY^Y=_aNw&tQ^hOpb7bu4
zlkJ`=S7G63oEiL$)+^KLxcA8g^kRQFJsJ1fBDWkDZ%?Kt$Gt4~F8_eLrza=FcbOOd
z?PKazS6%D7WS;8J3{R%RskT$MMs{e;MD}sdjov@*jwAc<>9K3x?>-xkja`J(v3dXf
zSoFOV`M5)})7-iHhwELMn;d5Jj~{m*AGbIj>7RBdkHfsaKn;KNZGGX%Wb)mfzHs+3
zbtbu8cGTou*OjB*=qD)-{LmK{>5o`HHk|Z6u+$ajRq-pdSVGJ1K58brEFYL^I;ZT%
zKwPxMhiSBXdaU@PF`0+VT8a2`MuBDkFdDr^lQNEDU@#Igx(qvuP5M|#sn86LXfB?r
zvZO(W2Ek32%biB+6!swbi=u*<n$p<(js7dGhhw)l{A!YadN3S||45s3ciJ0%N<Z3g
zcp|#y(Wuvthvv~HsNSQE4fpHttLiNdMG)lJPiSQJsf*p|FY5c8Ovl5ixzBXkbIpC|
z8$NK|=o{Sk++%&^t}9OHLYgleKdri_>cWNKS$OzO_Z`uDA@!v9S^de$cPEd}?%AEJ
zr=oifC#h%VSBHb2^ZNoBrU&}+cruy%ioP=>>%ZMpJ)fXXy>Es@hc0yWkO(Kei5U_U
zy%rg9M)P&pJN-3&hw1?2^}nUg?!o~zzNF5+N4@{^D#bBa37EWaL<^nxvN}l%!6*zx
zE`Z4)r@~Y(^!axJu8a}@L$Qc~s(Kx$;FS3;hCuU<z{hX_=Ypa;$uFqi-s`!~dg`|a
zz0=X(^@7vm0j)y4@pLlzihjVZdvZEdZ=&H>_WP$NQ}_73x*Ck9qmsw!U1Jr%(-JnE
z4o&Nj>mE+^ho_?43VP!~+C7{OpMHhg^&-UXdK2A#<6i7E`sk@h2>rdZ6?vi8jV9sK
z;bZfOVL18pGjn0s9hN`TUpD#DcW7e~P9{$iZ<;OWWcVaz)F&pxNwlF%PzSB63r_N1
zINl@CnM`_5KFLlZc-9+bJ?Amf;z*)Wpo;3SU)30EOh0VtUZQ^idP*s55E%C+4CP<~
zAA~rY4epf@stIps?E0P}x&#TpU<RShyEM67zBc*<&SIW*hrclozl9Xrk07Dt>%0~1
zH3nk{9*_Qq_jYf1JURW_F<wSbd*ex4`B>-|o<{x`+SOBvY~D4_c{rY^iwv6a`U1<S
zzUoq7f1<CtsOk>fAwAUH<MHY7Z|X&H+@18I#r1KtSRRjG?RB;NG_0O>wSDqJFS1Wk
zPeT2E3UdaF{wv|I`oSmlPYr*X5w^pG{xMG{lcSFD<+MO1v@cIl?3&m1JWW>P<5TqG
zA8UIOGDpe|!L?(LCMIH`(Xr1Jm&_WAdMOHM2mhtThY?|ekBHs|P;mGk5LjoxdblRO
z6R<?D>c}PJ!|f)kj1K@z{7ZC~3s9>3yw4i1;*pZFro9M#>}@<#x7%$e@LOmq{VN|S
z8M?=F4X_C#Iot@IJPF^Y&Fd3z0{5N`T<`7EiRksR{3C+X9`#~yDh8jXuY1Ms_h=(9
z{GYl%kH=%Z*pl5Ho5na6V>enLg*%QG&YpWZ)OL8?W3zA`A9wY*ps@D-aA@u`Cg;fZ
zY%t7+$wvP)Rqg5J{O%u$XI&%na$4@Lo89T;!-;qjZ9-{BVs?(yznv(q{(we$GTNO?
zj$Snvs8>IDRbNO>CeIR4uBSU3j-yRzxA)X+LOX+Zedj5b)CqPS(1{6?$Pa*m0DMmS
zKEwTZn*trTccF^}fgcpep~#2P`Zz|qL?6A@;-b$H3P}E}!k`RRSaRM`M~NcMNp3zj
z?W%+ijes=D7S+eX*CFalS93A^!jvk4_<Bo-U-yKFEk*}aSLm;0eU5aQUK{!|TZlwa
z+f!n0aZTG-lg0R~wl7<C5!d#`nj>P$-b-%Ti`u;6SY>U#w{FYrd2P>HvSjMjJ<GCd
z+P)_(%hXa_wxng78Vh=DX=P+k3Ei`7X-Rb!7Dy`;5AH(Y;-86XVk9;!&M|JH{sFvJ
z3R`Z4u?83trFAV<#j%>OEo&qi46wGC)-2|~PBzO@<N$#!X`A22H``h;6<q8E&ABF-
zTb(z8f~$q@qDJl@#_)V8#jM|>n@L4V<ygAF0R-P1NYM{Vu=0wue?pNw|DgH?>wJBK
z&Gij4T;D)f0Bucx(qb9BkfT{|Bl9n@ylpw2I?Z{#h)&k%_k<AfMU8%s&CO|r>R_d^
zBOK_n$(u2MyIxi&FNbw|sVgc_@r^rHRo^0MOLyL=?@H+yrh^i-kYP}3P!kzex+XmM
zmL(EizX&Y?)rd-xB-siqIhbpJx;zzZ$R#xSCbioSDrb<UoWU~X47Mp}uu#q*EtE6R
zX9YBHn6O~B0k;T>;5f>)XTdFau8u)+9m5=~v#9({pqf$FF<ABwsAE8}>P7!9NR56n
zS&NPGYYhCJ@pLt?zn+}KBh=TfC0sr&TciKxxRp19#M~97lshw*&<($|tr~uNLvv;Y
z)ta&do;?$9yc9266+ZrvX!z!W*4Il}vg~Mmy*&LKPusWXby?Y|;nTiTh3==V=*#Aq
z?TH={xnF)Lq_$WhLRvo_#|;$WC|9a4Fjw}vB1=F`f)y_LZ$Sgd{(~5Q0V@Xyi>@wv
zx<Ar<SWfL}`F#itSv&f+aAdkj0a+PjR#4b_zDU6aDwdjk)x&^SRSMvodc5MADg{OV
zQN=XgK>gTRiNf0VSG{XOTv!JQgneP2lhxb7?96r4B_ycTxh^4?uU-@NKZl-KxXDSH
zYLM@AxlH7CEGQ?`puIc4Z58)<=)b;Pl$}LA#%a7)w)Ge<Q$w`$7;nSrx4;j&iE;$4
zQ)GMwraNE;An~=^O3>?kEyCtmEdua`=W7wd4FE1xogHcsXy{?nwSsAGiV;Lc!<FW!
zxeBzYavG`z1hIV1=Td|ahsFpRAPkYDDV6Ea?_!K1^Ev^a%%}6@XlDP{GAeK0TA}ud
z>)}N$7n|Q<CBv6vVm78v1!v<ekw>^Y^NqNB5AVOh?O8dTS>3-b>hF<hxwREnjojbp
z*!GM9FmIIP<vhKNjcx?hOQ;*^ko((K_~jO8`+yCpN<m}J9&Ib0JU*1dpb(E(<pxLH
z$Q5uY!V;r?X#nB;q@qd@u=3gf%K<dYQU?sDY3t;mr-sxzro+do5JZMGGH&D8s;TME
z;1sf*wVU7zM4bbU8G)(;h6el_NgaRZRY47k4uE9~=Y7y&HoX24st-rY+s@+1@%u6I
z$jJdcrI^9UnTxM`{aCyp#7J!Sld-Oda}C1szL>>}?M{7ekpauQc0I=h3uU>}#tT=<
zvd`}!_ge%)p~NA71{Dtv84ow&fk=b!#m~?nQ?CJr7x_=qe59Q>!v0kad`FYI&5zU+
zFn~SA2u)K{po*4FNx@2+$t9&KDWLwitO^Pkb+pw~^zCI`BYVE601`2y9hw#kE-h=H
zP<e846a8X5KA#dR+x<*pcFDry%_oyti5D}e)P+^Nm|ZQ-t>DGl!llFpUdY932^%jO
zrQO9kUR*h>l{<LhckKN=Zo#7TxV;>jz7C2Cm`WHa4g3pG`HF_gF@ym05)FnFj^1u?
za)T4aNrep-TD4jst8t3=RcgvVS{v0KA`1a2He@f+2?<5y%wYy^wSm)^f24F3#b?OV
zJ>qP(m{)marc4ER^G-{ZEpKv-OTX^81#z@e?~_aLHW_^-FI~A@;aAzc>w6{Ou=1Cm
zYgZVDRcQ6v9v-;ZzS`O0v2(+_dX?Maz`1@IFG^JzY~w|N#t<3>gBGdRq$Y2eeMFB(
zkJNgg9(9#QO~&QCH@N~%7mVukFW~<Pazo@^4D_Fc@8S9LOp*0Kvta>Pgz4PS^A2|c
z{Qq@o=ouQ1NIJCXeXqgS&wzKF5rY)L<vIBvevN+-s;d>?U$NeWTw?s7KXdCwCpDk}
zlsq_UrtxSOcCIyfaLC<m2jHH&*3r=ckZtyzn|B!VSL_`;SBK?R`>?JWuU!gM8`}k0
zDjWjFyx&r|PY?cOPGcm+*H}MfH0!@Z4lFOkH{)B}m6{ZpGu@2G-ww!s|MOUFX0V`6
z68Ak-Etb-3yYV*7g_VXX2BK!bA$|xj8+Pn1jrBvKP9ytAzyM+lCUj8*v_tYZZ65&h
z3(q9pWl&+bfD{{z==VK7gk~bnd5~3C>5p3TUVQIL{lapRW9>OFs2Yx`wQ{}c7*48E
zwO-S9%k}&%Z7=WaUN%s)`i-Ogy0&lKxpvgl_RVf>-_!PD*{<jqpS=8!`OG^hdQHV_
z(Nl*uO!tD^hD0~NtD-FIoPLx;1}+q5m@YQPZB^|6WWR(|FQcbs9x<ptTvq}uqiX?&
zYwV_wf?iYp5uigR()$t@;*k?T;u9?VkN8-3&~7LUkn7)*h?jmA+#+Sh2o0c`Gyjgh
zZ?k`~)2VI#NldYDxn8-dpSV=6mQBmm3Z?S4wl|99if1^WEA@KAs9}1So5sF%aH(t5
zDmQn_-IihVDqGdEQIq^p^20Q609Zh$zeYJUQX49f?9WkrBi3jS)Qu|@FgUOUr5uVG
z%avze&=~5UQS!VjvRgtV1D1<~%2f!sr&;=vlFM8OSUqh%kEWSuu>3$>BPbSM^xu#W
zulcu#$e<di!Tf{FL#FK-pp0)<)w)2nEc_|ubK!@>_XDn{K+VA@rw&QicCPx>FC-Kr
zeRF5Krom%QBdBd@tXZvA->Pc+_Eyc+<g;(o-A2>c%bnn|u^0AgSIm9vdZB6T^s}8v
ze+@f#tEmo^k}Ylpc2~ZN)!=@RX@d^XpMv-=d=%nuGqb@eCrhzqqo@7VK!vdT=mfg!
z=MWIXK?V%UL75=<@+5Xc;$@BJyA9t1bpIu=<unw!KaJhwi)|)_1Of5j1UsBvg}@2_
z0U$t%2gVvy6{tUP&}hrwS>Z=s+1d9>rYZJAuVT~|t{-*E+Fm(4>>5~K>DIwb)1-x7
z^TnpN7rUjG_e@h)t^GZ1FH5V^(5ecB^LYQT*HUMEDFt^{xMdn?G=v5CCgzz!n?clw
zqepw#pwYH)6D$(c*5A;Fdkbptu{QgXe+K!V0gW7XD%B=?T4>iXP(KC~rK=bt=G1Qc
z4D;VoWa+pWI(GIU$4p3-hQF-wWpig>|IyET{nhf^PF1(2EN--0rqwFNwrQQst=6uQ
zOep%dqJd~#e<kpYc*YMM>|He)7|&OqH_`}Y&w9xS2YQxl86m^1yk+}QE6YeYP=LIZ
zR&HKrp<=@V3OEXV2_SQDEYZVX(~c0;O<;=)Xgt0Gpd^Ce(9w*HMO6o23)*oFK2#??
zqN0MO5VR<$3!s6BNM&#lyuY@zr}Ih-*5+_~p~c=3-G<^KUM|!0iQfVtV9OK%ya8Q0
zYjs9Vy*Y&Ezo}zv^tXm~ihtDXy9r@!O_jz=6$dc7IWELw>#lB&<@j7mH%EVIw!EnI
zA%A@-{nBh9%6`os++H+GSK|44)i~y)Z-+bDo+-%AZL@UcWpQ8IDeRUyZRJ$OU&O9g
z=A}_+Dgb#(&-(>M9m>T5v|koWE)B^qD^?k(gNz!!iWX3VjzR&9WiL>CDhpgDux|f8
z=ou<1;6lcstYOwt;YrVz3XtQq?4OL+W=8*X-R3jy3RnJuc3Y@rO7YcVyMy8X0?o4p
z3hFi+3UrOrR~)pWCNRgv(@M=J&Izf0of>ZW`-$3LqZZ5}lc*>5;^TiuPdaM$=S5m1
z73Ihq3kyB5sykucJB+0aF!)Aw!|1-uy4FtJbeb*Op#c(0t90FX99np_2kF!Jw+aR^
zY>(!#Q(V(A(G{QDPqeA=8x5`@umwa!nA1<!5U^T0{GzELC~9wkR0iVp1|)W(5(1^H
zj)n4Giwg))*u|CD*xRf&l(Sd{hx<dHQ}W?OFkSzr26Hcdynq1Z2B3J7gKyD0QRa$c
zOJ)gD1q9B9_zi#Ui~qTSAGMnlF%9@nP;<}dp%<UOPQ9S)@mfciglyuHv$9}@aMkj1
z+J3>7{!XNKVU^7g&Qm<2qq4x0;otY1=HQ~HMjU+5JXbP6G0uy=ss(<($>jngEPhKJ
z$Nrs}NL^Zs?$QXywq+Hq|2K8z0H7TY0(Fd3R+**n0(OosDuTlhHNtD?1$yw`YbjR7
z|EKdP*k8|4`_(<g>bKG6xQ~f}us8T`^fzF}wI&x0aIH0%NprMT(3ax+f7GC#)n5C?
zn%Bp?kNtJg=*MZC3a}=`W;<%rEsEP>2HS&Jv$%lGz--la7I5Wa(cb1AMA@>+yl<*d
z%keJ!5=g7K0!w_xcN&n1cUT<&>xr0m$%~olfO)Np1#t)k8H%a{ctN6}gW>?o6bEnw
z*HbBs(Jh5p8tke9D%1urDK5z0>X^=cR2u-C%ZNe|)CN$PLIV@$vzW(OCE>xqD8wlj
zmCPhBX$bqyl?E)(+>X;eoEq+-6BnhHllooJ_|j~=3E$ZhTZgk557m;1MtO!CYs=n<
zp+(k<R(T#TYPMbB-IXt`B5%R3Q>%en$9Zlr^835AP}l?ds}}xcKPcK_+Y4-@wN*X=
z0XhTwG0^7QN|yp2ae+@m)<$pX#6^W3_m+o+i5~T9euQog#Y0B(^U95t-5~lg{!ki)
z!nEh;OI}thdibhFb|OoO3iy13Pq4$j&k88WjtoBER86Mg{0bk|?5Bi?&kmNi+0Rmw
z1#$6>(52BfCu+Y(qit!i!=vqRm7bPbEmbehq19x?&d#Xpgk9$>$EI!7uj*EFE}K^4
z%_+545t~z|MeXBk3b1R9E~+1kS`&DpK@J`Mc?g5>ju_N6hx80BCEdl?VsPw(er{PK
zT3fV3AeSB&@imr;9o)pBl*egtYNdxNg%QKhWK6xw(EL&QqtJYgB|w-!%{)S#915#G
z5vYtA&BDRH8fm=wfNm*{smlI6Hztx7UY=LZiALR=-WuY!-CIHmQhUG^k%-M3k0ve%
zbC#5kZ;J(OcUC=NJYc0<i6^za>K9V0W)ZL3O|$6dOZKi&-l3JVaiHz4l%-4NOv;jl
zy8cmDSv@NO4%wvd6nTTW0OyUQSB}QZ;zL%pz{Y>{Icx(y8)5K;ge2Sl_5TzEA9|wf
za@#F6qWcPhFAiMgFi{%#OU;iU@Wl!{2=cI~?ffC15%?m_IT7+XcMJmG<NX?P0u;nL
z1zN`M?W9C!=jCO!(_9ecx@n_XQ8at^;*7A3y%3M(%=ug)Hn(ATql>ZZn%UtN=UXeA
zrVonk)TVj=eywEQZ(S+w8~$n8u)|B*E;sEfW_2nSEpON45-eFZJKsx|v<;7SmjXq-
z^K~u{{*3Rqh;gxKIR%5X=kx(>Apl?Cn%y-%Mx&MKV?cXwee(wE7m%I1P47Mk6waO{
z+*+#YI;HcTppt#P$@HY*p2F8NF>HjdZ>@bCUO&34H#g_t_2RM@SOwtg3%m2XwLej+
zR90iQW7<ttX9IH%nsbuPlD6mMqE|Bf-xub#BYSGSYV7%3JIdL}_Tjd<kL>Ms%0?6P
zX1!Z6{nB*~Og~ze3j0xiHLWWqXH%%kw&|~mEo-~l-m+xT<an-v#nj9hn|!{WGk$m<
zr%^TEDTT`*>SrH=@%}mNt;t)sUIeL^22vj;n>f(}g#J?=;7N{!31p!bIRe##q&mfN
z=<D+LXF1p%JW_RFym1E%=8gi^+ZtH!*avY{j)~KiuQelly>*7K=UO``GWjaHo28jU
z!SlV0yIIUH&!}wJcF{2>*x9<{7#*<eR=pV6tF@xBXEyCK`)0Ku&HLSJ#Yi9Q@}06d
z@y_q}DwgTF8{I9-^l0e2wy_^oTLts}8_s3N*mvx!X2x1IYqzcKrGl)Ro@-DC8T%z^
zStgqYE?U!bZD8vgz}8oRt#^Q}F92I_11rb`9H7G}dn$d7GX1XS<i+Ebk_r<VSTA%9
zBqE_#p!U{KoIEXcx`Pz1*lj2(=No~djd}&=C%oG^2d<}Zh&uAGdI}_p>Xvzr<07Gs
zgH=?TYTnDpaxT5Rq*~r8=S@D7UPqky8Ci|&Sy{^&dsf!Z*_-*uZtb4gi`Vi-5iVOf
z%A20eZQqop$Mfy$c4WWODMTaW&@D&yu-Y*8+!g1Ffn4ObtUcq4X+vEPw4HYOg}`J9
zDfBcxx<jvxFW8}Yp`d%PLwh2}1&?iIFr>LRU`}%Ax*#tF-jais0-vnuqwf3}h(6po
z1JRG-k667A<X;0!kPC`+7^;^XgsvjHbc)>8vEG$_1U^rHryuh6h^am=KIAMJP4s)Y
zOg^3d*+tbfkPkIYoX%#Wrq5(E=j>^NQlZaA_FTG<Nk{K5XN;&{E>k<RXZ=W4A)DVl
zyT5%Vw~#F#oY@<Dkv+4sBO}qk>&+-dp4lt6&1BA0t!Cu5ZCNq-1e-z#lhCbM6wYaT
zo4U%l;j7j;8HTX!I{^i6tO(>dj4(-Qg_3_w?fMT}OkRO~Di@t3+q|<hNczFj10_|B
z82UP@kLbU@K+~qxWE6eaak&u9{y2!<HXwSD^%Yy&_teq_S<=BjZgM%<Ad3*A4oT`v
z_KS<EIG8#yt2JAl91XL67J}8fY!|O19no|qZNx}3Gz{O!W^(EDEBazanu}yFq%-D2
znQ}U#?U}5bF*i%+IvHb6%c~jl{&e{$lQr)T4s(&3?Dclh*t4xt-N@Evi?VKOd(M)Z
zCckNuGxW5*Dy6M6bxvDj=Ywlj_y?Y|GkV!~w#7@d#0~bT0lx*_A!@)wkYP0xv;rI1
zUq%kN#c=o$61cwvS1J)dzC|7T@<WwyDAOYKy;(4qstUiDs+cukd88BurLUsAj6SVF
z@_YuZLGnzCA7haG^VBQy3DQS4?^9S;Mp4r<GU`q0woLw2Je1wfK{vy2ag$y1);k%R
z!a+6@KXsM9z}F46y*x*4Z)ekn-aAvy8M@(g*2|h(X7X3l#-1r1MPHR`huMtbq3(Eg
zWZ$$m4Sjf?Vh+PwEiGB8YkNV;VxaBNeCQZnY4V4L=J>iLrQx$aq}Q58*|{QCu)3`w
zE<q0To2vdk&nd7qP45j*>|IvEqyT{>>}XT@Tde=1_D2c_?<;cTWrc!=YO^5c$td`r
zQ7Cx0Kt;3Ej8O2Ht^)utaJGKghxXk*1-kce4k!CoHY+WS?y+cM*cz5Wt$t?Dr1QpZ
zQQvAipq+3CZ=oAAe@mf)GPK+3LsdTW<LbkhzG)2^O4F)&H!ZUnEk2ORIFa}OO}MNP
zAIRqSvXS^e`MGRFi|<{{8N1vn7o?%ZFUp#w?X-}2T8QJmWy!jhhoDvI=lp(^T;Wyy
z<(H(ChBH5;9;@pQ-K5tgZSMj(r#bT*Ac!lmleC)mDVUM@f6wpI(D$Y)!AJZL2+|M2
zzN=#s>b5Tjd|WW9e3m_|`17rg;NDq|c9-7sb?UO$d_LddN^|6;*5PHb^Yu9mZvF3h
z)drG=uW1{ZwWGGlXCiw(m$4!{b+ED1w90FN2m0}4|33U|PSFB5Ssc{m=(*9Y>CA6y
z1rKO<ZA8yc{hsn5{gKcAw&~kebpNb8%AW~H+{~N4lJzaqy!U0<+BEOCin3+wmTk2S
z69F}P-7papr7Yjj_HAhuj<kJ`X6~-G-=t3Rv{1<{IVySgp@Ub@59SHmcQ$eU09{(v
zIOi=E{a1LP;>2}@y8*`yaPQJKxOYeih9?bmn7OQQ?~qW(Y56(aJI!8zX;JJf)a}B5
zqGspdM|7Q$hP)R9`1=2tRuP&1d{W79$!sKRmd|G`Eo%mik>>N{P%Z6ICFFB7tGYx#
zyqV8X_@b_oOT{nGW<gMpMu?*wYdV+BYsVL)vx850wER)jpcO@O*(=gEZn5}WK2k&2
z3L?9#7m8Ly+b^3&J;5qk`;PfNR`}E2o74@>8~WE$a9O#dKh-41dQ*Su8aY!#-hZ2V
z>5{hhXscj2?5|Vb>Th?NVogs+=xH<l7Fs$DELVUxXuvzu^no1~oEbwsg?fI3bGJD|
z`crL=8c|~+zJnN3;oNC5EUHsi9Nvk~!9Bl=?V$p=GcTX`F&Yh5{Gd<>-*5C~fugYg
zv%snWqpvjI%*(u#x+n4whY9j|x>u0P4`TQ~^;VF}ikpo<=1}vPgM7DA9l(m%d_iXO
z86&JCvzGCY>0B<F)!A&xGP5g}?MO4b^44t`&AR&jnY~lB&FspzZO=Bdt181tXvCJi
zEi)S}*)@V9j%9hbjN}pZ<O|w<Kr7x0+J1|C=1pzCL$S>zZGVZpm61s5h9!tDti8ix
zAwaLQ#vzWc*BI<c^A59zBFE8x*SN5l(sd0Fk-I&IV8_9REod@o2s@-i6l~@;{|lJZ
z_x!bU$aU($pYY*XEc-RC?NiA0{|``00|XQR000O8=WEwm(oOVJoKpY*w}t=!2LJ#7
zFfTDLFfTA{y?t<7S9T|OFYx&B`1Kx0k>CSBfRG@P4-X%tzhQmwLVEt7Z5gIz$ziu`
z2yWQDv?bB9J$5L?=A)Y3Z8_cUhe<XmWztEb3bV7?nsi57n{=x?ZGjFpDb}WwaJRNL
z+S;8N)nNWWZA}txZB2sCjJ4;S`<}XOk6j`kFW$#}=bU@a@0@$iL4YR%jP*0d6!yb!
zFg6KCA0KAyzhoHG70wcjvsq2BJ9qB<{Tf%`e^yjx^9mR2^^&S^-ej3PQ;xEkGTeeQ
z0e^DtFl&P=D%^{0u@qdMO{fmbl)1tb^<y>@Xa+RKO}K%gJB)s-f|&^gF4vmuTuJ4s
z0w*l0Dh#E|iULm-Yz}TMlq{U4WHhGaG@)1t<^(M`pDPYGVIZqHJ=qdo-Gm$K@Ib+=
zJXf2FS=Lpi!t>_J@Ucn{gqdb|uvgn)Gw?>5z+13<LUCAnO<B05s*Lm5lCq+^aCX_y
zTlFMNqbxdltBVI$LRZ~79=NUDP7M#*La!I_ptI7jJ9xkf*K9mTYidYEjSc4Dg*a!M
z$}GIfU`}feWD>loT6u-Rp(gq>37B9OW;bBbT$MW<nUKo^nMSR=sy2BBeu{89p*Ke|
zd0lPla5cUvT%;olni|{)NDh>Qmk-R9fr5C#oW?Yu(O6b%D%lcD176XD2a6FHW!9p~
zl_pE)k?wGcX5nKs5rk)OHfkjdrsI9Hd7U{rewZz*EX7qPFjrElI|`CXwKtO~eDmdQ
zrF#nx8Xcp)NrbDd6p%Wlc6+6R=N6b-w_#whV>0A4t8CR7%~A(q?P-pNufQ31lsTFT
z%s#=GmPs%%43yw(fZkJMBUvV9wC1F#u|yW<AI~7UqG_O|j)zSkjv{mvFt|-1qdEN`
zmQ5UhcV{E;ns8ec$Ol&djX<&!I-3Tvj3R}d16ElFIn`O;+@j7^q&0K!$uLEOGu>!1
zImIT+=T#lV90oNpo8C~Bs-iG<85Rk5?Uag?P*W)ss=4wit1BchReRN?5mx8zHXamM
zm8b>MwQbW!9oJ?^uCnd6S|n6XUsf*9H#H}nfknt@g#zKSWt{_iH`weN1Fmv)5mvG@
zo6Ezx90t}6<uxaAP7{OH8oZXGvuzMEmd}E4!m@Kv2y_-QQLLsdAXpBTFVGtngyxLo
zH3lN&1W*L>n%EE2oClFq*g-3=D^3sm9Rl(>aX3lKB{&;N1Ch9DECyjZ2CRDnrnATl
zAVzkL>nWJ{adt3o0JAK(4mlzA11+bC$@5lO5iVEW=QA6OsasdpQ=oF-a5>fLpond(
zxOQukv135v>z$Q0tvuH*7Cb`Mh_ofQQX#SHm@d-MELYuDhZTV^v^d|?L|RHbdl&>j
zg|`^Ym0;cItS7BC6CfGQAq$0J09PTbmxRiqAb>{~68xw9AS@9OB8#!dU@fKL4NyFI
z<|Hh4l@D<(z>=_F6H?-u_oDcXzz>GY3^bSMS<sp>5Lib6f+zBMMF%B@A`hyI>&Btr
z0Ulr{4IQXA#PDuqL*+*55R>ByGyHK-e7Y*fwWa`0&(bnEsUQRYg3c*{Eb~LKc;Qmz
zTG8O%rKyT&T=Q-jV(zBxkGDGo*Bh_9Zmr;rx9v`$;ElI!_{1A`>y=K&8}C$1yW@>_
z+-}|WrY449)jb20pVyd)`UZ$Fhyo1@@@bgyWG)XjMNcEiA4ZXQ8rCqVHlPekkRk+~
zqzaC@QUkdW86bEvi|ZEGEDHf0b+{jg$K-OFa{v^r7=s({gTW(kZVAq9f~L^%uC}fk
z`nLyQmeb{wt{BF{Y=0oY@+loPh{`}$z~!h$oN0@=3!36l6bkJe=%Yui=eXWdl@kHF
zgDzNWLEhoHRS?bXVMgO-p;o!#jkjurn(K|X3!OsS8*jU|>yH=QdZ*xxyB*f?$L+dl
z+upd%x}CZlmzwhpt!a`%)5HMK)dC3^v_L3xD8;a(VU=mkDImfqjEut~JxavT*h?sn
z3Djyi(3UwgOfSK^I&oCJs6dayt(IXipiKu&r#Z*csG)WB=PD7)P@Iw6e%*KyXR{w|
zuAVv!Qsx|i^EF&NjKi}JW|8Kc{?3!m=!1t&z|!aiW-=x799InP(^6e;qzs>C1;*MQ
z4cu1Ys*vN4RBLxhSrF~^T~fl*_fK!PJ3cA%Zb9hQb1o3NbHXF2-Rji6o7HWz^UL&H
z(41bN<-?%LoGCORd7#NxK{@hf1{UudU~zy@wAwW$0HT1t)I=Oe4n%c&!AhbI_<1kh
zTx;fF>{#|WL;?D@=_w#mAe)M#=cG0J3OpkS+MsBHoaM76ovFq@aa=P%Fcd-3Ee_e}
z>`6maR72_)%|Yv@I}31=8A1jJVO_9CVDU6lD6em4(AuA}0L`p}>IfXb*KM@hl6Hx5
zVbe^R1(pm3*s1I7n%x?a<8H0iZp-m}y9V-es?aVJ+E3G``2te2+$nTicU@j<gK4+r
zwI#b_!k_zLI8mp0tI}xwo#y1>sFXbgHc3%N6uK9JOA9rx<_zJC&%vw2fr9Xo`Z~v(
z!@E3@ArVxXufb`fz=9;u6l^%kuE>K>gZf}8px_ulx+h_k3oVP>x;KqB=03QuI16XK
zIIoGtv<7A#8JJI>GC&6yBR%xWaIEVdDRdqF@JIopit3R9abynW6EsgLun3fo<SD>x
zg?p#yT=ZI}1k64qsZ|cOT;|d8RHbsY;(9l(vO>$Jy(>hm?Txo<@Sishl3go!<Ap+@
zR`A9PE>Pba2bj>Qd*gMmbaihWj_Y^FVHtVjWc+{^Pk`{Dae5dm`jCYX0$~+sVfdFr
zrJ4tdy#{nHfx6D344#3r%JAtT!lf(;JL*}~<A~980c(Y2K~tb6V()>r$XZgn=dxt$
zVKkq~8!8xlB;`D40)vpJ4q64YvARA;vju#js@`l-qZ90z$(E}i6sfL!qpjtX8}i=t
z>eg1f>Qnf7b=Q~Tc6-m4;#0Mn5JHY8K%mbrx&`|u(q7p>&AMl=>V=MN`*yEj+nzlv
z)eC6GQgXP%ywgct{2dv15rluUSrlGPT!J~jbROslwAH}G!=lz4FgyTmDrmSyff9>A
z)*}GvofAm9?*S)3>pF+$L1Cmd@iIuea~R=}U}pi3p-(k!Au>>mpQutb=;AFaZy0DB
z;irBMjGLB5f}KQB*1shoh~k0xM9S&Ulx_42{z<-HO;?v2-g{qZw|0blZ`;1wN_oSm
zPHP@HYN8>8KVI9b`Qs?BK0I*SZu>3_s1;lvPS~}=FOk*t$y%;=?0VfF?{w;S+0b$Q
zajiKd^~ZIs`2<+_7|{56Am=<R|KEo<n+7>UJv;)M1}G?g9gfdRmCy{pc_5+U1(Y}E
z1(4q)+DVjIxH1G+oXnDM3GfWP56w}~TYxd}0zj{hSSMB8(DfmN2}y*=U{7^}?E`t$
z4MX(=2-do;dNT*KrYhbW0g6);ZyePK_r`Ciy0YL?4BVD2Z@jy1Z2RXIT(Rj>rdDBY
zO^)Yldk*kh>;YFxAknoyVW|yty+LC)Mfy3rUHFBGYrCC}XBg`MGCa(XuNUA|OD>T9
zl4N+@Ep&W2cioPZbJ7z(K%EU30fg0wf^5B(qovOdgHZ=2uwnGiH&AcKz~-=3p#2&u
zNK`C<_E<3^VMrFmJ4;GNyqrNVfgCe%DZp2QyMdv78PEqyWl=HI(kDTGD$2K1dS$LR
zk7P<9(aNvE%$hBjSuT-cdK$4<_7NjxsDJ4xVgukZEO-T%ham##ysI>m)@jC7{RS!P
zc)69*LsuVS({Rq|+LEhxG&wG=xSg6eE@~|y{PDd#A^h{<xF*N*ZGqsbR@ek*rvq@#
z{t=y%upJm?ZWFk~T!DBLY#?}|37g;oD2xkWyUuE!a|&)$^D&_2AiTbVQ0)78ja&^>
z3C{Q6@_&J-6{OyI20_>`s7pW^ESNow5e{DJ$Ju}bMnVnh<PS4a=iZMh;|2Ibo7Xmf
zJzWNhs{Ek<&JiFX0%(r$8xX&v7&2i9MrgL+_k*_&P!K1WfC=j2&(o(b0H0Fd2@pxH
zs>(vcCrQ%Sb3Ib+RU7V}Pr}aTT@uzBwLOo7`I=zU*6Fr@|4Z^ya4v-FUDc_%ZChRi
z^wKk+j|=tsugVYM*sgmY)<MlBTrmv<n+L51QfvPsokbM>fyScnDkyD$tHiWPaM#hK
z{TKfl#=+G`qOu~q_J~KapMs;i2`1|$1b&E_1<0~!!of2+QWq$A<cn}sya1wWh$$3Z
zRR8BP(v_UfCXA-kxENI6oBx~gGjcM3+$C_?RYTzyX-y_lAHSS_ld&4OH|qqT50r#{
zyLE(oUD0r_caE@wUx&3Vx^`jDvuQ%GJ>jE+J&?z{s6qT<94P9ciG=HXCzG$YH**%Q
z`w=T|7n(;cAnqc}F_BHwQC#aC@r+frJ2oKZ0Nw&tFM!}`8WrykKnj3(e*~{@0T}=m
zI5*(hzlG(?(cY2!fanxdK@uqVeb5sQT;RaT-vin$VnpDCMNuZOhXBzSI%EP6nl5xN
z<`gGc)10R=aul_1-a?m|6!Elm3Y4kN|57DTfH5frT?yc44%HJ1^J1pNfx7D)q35Y(
zP}ba|O$B`4+a7H?EOo)B*`By?)%C_jVYB9s*FZXjkAB;*%pYwR_Jk*{;8uvXC$4U-
z)AsZS(A6o)_z*~A-O~oB@lM;Fwr!WZvpVoD`11_>bP@WZyv`$R;9onUy&H`8zzo1<
zgBExQ$d5Gn*W|w9N*#gI<C5-9Kzh#3N950zEh+B*hWvpm7C}{1zQ7O#P=<&h9h=$L
zF*^D(7{Xzo+nsDW&(Ot5FpPhJhn9IB)P%17buUbI3J}P7RPA|G?WGJwby4O^#51_(
z?^)$_)nLj$@C3~I`3k7$q>k@7Rqlvo{rZE9#%ovh%z`)GZks~Lad0feqV+tW+FI=y
z@6!U9G4HBEtuEUB-D-Bb<Bh{nr!L2Vg3fuQBl|0qUVvynly?UD0=VpSn6MHZ5y~by
ztSBkH2JiDb=zIO|K%5T|9^^H2>evG4PZ!31j?fMM{U5M=zYCfd5pVNvrT4`)Db_fG
z)CK<-Rrg`^vlqtIr~4(gM#02rBuH)^Z61b~5144EK**<IH2`c8MYuo47z`(9Q5d`o
zZU{ITLFr`ZAQq<-gnFL81qN`@Dldb?bKl=G^yS;0wA#fMOZh0*ZMnW5QK)tH_I&@s
z6?dh(&}sj|zi{nZ?XG`O7ruW165ICu6d*Ww8#Jzo4VXS?j%Gd!WXF|JD7bZvlWcbi
zVj1X7-lz_+n2qE>uvB>I!ywH^K`s2g^cK)-5cdMn{{Uz^5C0q_(?6g+Uw|_oPHT>U
zvkn8rj}pcA6PfTtV8nF{@c;!+WMR?2kSTLLrSKp1({dA8SRLSFfRGPcrxjJ@{I8_J
zP(>1^btWs76+%6<2#G9Qu5;x_oNPCTC7kEV%`&VDA-<70-4Xh=q`U)|B766WZ}sY_
zLR*vmZo7cwlo1<S6lz}hp;HIn%?m$($Dn5(aoL{dL4)tigr|A5=J&Iw(AB6v?Rz})
zppf5{(hkt9ZhO*RcO562Z+9?E=v>GWkwMx3^y4nfr(l(s^B;gWV8xrCN^{f%11XB2
zbp@>17qWzJok6%Xh(7Vh__EC*igN)+#z5a_K>su7q5xvUaJb0A$wy?gTwzBjm<bm-
ziv--_5<~#=P=9OSwgWGe9}eKuHD@jRJpQeEiyM45u6RqItDxN<2V=;ek?c_b6(kne
z%bBvM>bCnsHr*Rw53gR?4B_XIa;<ZvP`i)C`UC7s)k4h`V{%-#_d0jSZO|p&IN-6i
zKVEPv!XNJxS~b@jx7!uh_Qq{c*|r=9y&*PWSudj6m_{;ZzGN3bg^!__M-nz7Hw;)b
zOLzVNA%TY22}~=7B@x7aCqp9))<JV4D`S!x%CQs80qySTi435qULz+P1Hq(P5o#pU
zTJwL%0XZ{h29JF?jY|KL^#WJnzf%alCShKA3dJ|!cQXj{ghwIZV9%h-7|O_Jsc1n&
zkEu0B(JmiHPCLRXGX>m`|1lUDL}}l66Xe`z_GDh%S=Vob{#ztPxNI_a^XdXK1`(|R
z2(w-^!R8fC%TKR&_UZ-s>5EtFTBkN4$H8qb2yeX5Y1RC3*EMVY`5m`Xu;qBd-bjD~
z*q8@-7Jq00UuvDso_wg?1_1mbcrtcJK2)MJ{m%D+xQR?4sPTS+OCcV_-!pmKFSHgF
z1@|JopzWP$i#MmWpR$>tfHlTV$)yD((mw#zTqFx9eepV?3}nOmD8~b+xu<}l|0mw)
zNQQPic*a8V9mNx9*N7qT04fvyQ^87tS!@P?2Y;C*hqU=@ngqiU8GMq)YFXSu0b~2=
zaWfz$v}4RXxxK93xG>aD-d@#CGC#5}Y`swP!{^{P`{8!o-D7^ZJyoySet5paI-R!f
zHP%~g;g8#9?e2Z-)?L5cc5Tlu-;YjU=P)}MXr2LJm(F+E2&-!d|J%6NTPyJIr6uJR
z2RB3*AV%H<+{NazA^wTR2Qi9wKwH#6w7A0gCAb;Tdt)K(`PzU#-nYnl0;~qpibO$l
zhv1DB^Ldp!1LkuoAT;%70T~=^#!)$G(yJtcffgCm8mtK?WZm6i2IIVj(WaMZw*!XI
zw*DL7J^Qz~3^9K1gy8uz@CwIp-iXisEL*-H)YZ_%9@5y?MN-i{zj&_#!VciC&~YU~
zf35=FitXw13J}MSz`GUOkId(56|j2cHggMY?<%)$77Bjc-mVv1&kEQbK!<s^&9wA$
z9k=G%G8&9H1u$X91^=+ru?wz@DtH3#WPuLb;GwWwR=cTZIMetJ5-J6+2oB{Yy3s)C
zZ9vlO9-wjp-q^tXVdwi6?e6JE12X{;(S!wS;0PMcGe}=_R#00MaVO8w37-!GxzE6(
zLWu6*LkzI6GVZr<5b9&-mF9q%zYo&<CN89#cq2S7gtuKlCBvRUb8>(-wl(&5+42oT
zZMn_fx$@@rY87{T%eCDrF79-q3q70xg4Y?_WU~o0lI3=#&N{S>S!=m<cM*@;m9C9j
zduuL3E)>~pxdWKQrG56bY`$ZIv;Y7XS{n6`+hN=+*Xyp0r{?W?bAiC$`2;WKGTNPd
zmSSxiBbE$AjAX}P-ayiWK*_9j)U_}@;0~Bh9sp_DgoQ0e=C$Tgw0<aFM?rJ*_dpPF
z8yOw)CveByi6ecMk)#9y*SxsBSOBhI08ikJ7PAz!z)dUA;U)BAL>aWiC<a!M6@nuY
zU&hTw#E85(j)!-Em=9#jNnIDWZ}tOCu7=ufil|fAR2XI~thK=%k(;8n5N-uNEHf9x
zZ4oF3G^|%}GkLAha$7{0a-q_d8>IC*b0t*)14@zunr0n3>M$6C3lnxTnOUp1Dj=@F
zt&(lFU^ty`nJh^<Volow=SKljauJv-b57|PnCCHKmEbQ>&Ip9VXL&%=J_fzKo#ZO%
zaWIu2+Xx#CU`HT_VhX+^1&M`3Y$A{bD&W4=IiNRbag3%EaalhjU43U1qk(YoN5Chz
zf%Bc5+*=0t1S1#FgK})(8iq=c6{Bb;oiUK?gP2SLzYmZ@V^ojyAH<+q>so^q6XwZ|
zySZC`O2*#`o#w~jY=~Ohi=HLw?4?Y;Q#s1bml<;_X5~Za%NO7e>B|EJ?TRRwCjm!S
z?5F%4(?ZKv$*yU)?uJm^I`dV2r(3D}D&KZZb~m)zbz7ZZgrMKh0&z?ODFVjEc%6b;
zTqT&oq^kii57#w0sM!Pq83S9?{J@gYy!{Bn^AwRn8EyW4mZC<^A>iu}5NjT8bPs$!
z59gO@n?T;3P~%Z_WLV82ABG>I*fg-YlsSo^P+h*QCQxU*1^0ag{vE(r43K*qm@x=w
zX51<ZbwS7dDSW%VDqG$1-n!M%Q@cKu>g|G0rMjrqFrbWa6c_y1uP_?~y!E7vVs=`s
zmW*QBol2!5uSpa>LH$y1o3`ZK$wK895$d+vG5rX2!DXf&iFQHE{Wz@ax?OL))Twq|
zKTxV5)H(;mejRl3ix}RdNF53sLyu(ynZv@Ql)sF7+OzP|As}u)h&@;?20u6p@Fg^+
zDQz*B;mweCiSACy6xGQA^nv~mp(VjP@Mpy`#r$x)95-v5xRrPh3?<P&11m5^X$w8L
z_nX694+_B|RCJ~ZyLfww0{kTfvo1982=1CWk0SJW71+C!J&ExY^)Gsf6c?6jV$~ys
zQmgJ=^}$7}ZTesY+)2^)z(oOk7X%kfPu42~v?$89S!uzlpyg$^SnKjMtcto@@s<|=
zl7i2<!Y{H5I%eH%`P&4*5Z8Nx>F##n3E#i~c-O6VN2I4#*==>bh$09wGUodl>qRDr
z7`&SdS6TSd0}@SePQX2jiAI=|1|Cv#5@h=$if`fSxyRCO&dXr-&EvqVX>Gd*Uf4EB
zam6}~yOnCGmm;wO9a>GUCj9MG(x9WzfcL=N{u%?{WK?Br=igBn;2B_I%4t{#7(sHD
z;lzD#^>c7SnK-UB`;qI-zp={hdPNsM>LE9@(l$lIb3<Egu&NS(U_`}tL+y6E?eBtv
zo&C4gbFAXlE8Z3X7|D7|eyV-^hV>?69k*Snc-#2^a$4qL;zqv3ihBAaXt!=xF0!)e
zvToI18Qprf>M^U^wM}mvRsv9d`VF9{2}C{*1pH|hcf|R2jz2*tMq@8zc=3Id_P|Ys
z;E;r}2s97~XY}lIn1`sGK<8_kLSN!oR#N%oytb&AT$HsUX3orKJ$c7CHtrX53UZ=|
zkD=AYI9dXx@J5dEm%#9zM57DX;NQvEH;e*`EaQG$0Dd&LQ15{|#tu-vone(Zx=#=H
z5tX^_DvC#C{kG6m4;<bCL%ZsYU#W<zSMTN~fXnZJ#&(-_&|T3kc%ZTFuDEi81{T3i
zr{XVyqV1`#Qen%+r9rzrEqBFvCjFdgue7=zE5U4-UGGuVy56dKQ>fZI%pdQz>$Z6}
z)8X$a^4$a)fnm)vrTHq*{!t*^;)3QpX3D%J0PJjkUfa&$78{UCAR4>}{x~TWdegxD
zH(W;NH1;+E^Kk^`6;exspnGx{GRLhpTn{1#YvE<oWC)v(mtTQT95`Ns+w8|^{#iJ^
zCcS2~($4=3*!BUy6-tWp9}m)NDEbojD4*x9^Pj+Ki;lZ|k&+G`?bNQ=o+7B%M5peD
zYzm@X^EV{gTQxt1+i9$OG2H3AT5Fcfa%D@e)qho{hO}06AIi5@7VL`e0O&@&<&AfX
z%x(FE-?nQWflKa|Xgo|7>N!&{Z2cm`<UeYdf62a)1#ets%8w~vtvQ33Py#S>1ocHZ
zL+BC%RRn)<k3B$65YP_gA7OtbtqI)551a#!6G&C@$Y#U83uvP+V+05T<nypR_yXps
zY0d8dAKn1Hb<UFEiT@Y#B`O&TO*U`h3OFtU7`Pqf{LMTlq)E(oSmyj^6n-!BRD*N5
z&GuL$WpGUfcnrmDEPGMf9amiGc+p$8R&y(UEVx!|-;D+D7`1{o?p`Z4{P9k;qPM;A
z&T^yG@Wu<Oy}s>@3uYv@yzvH8?JaM7MK{=zKfZMRhCeQ@3g(|LOtH5E<1X|6t80vs
zpYQzge?LhCJ{h+1JtKly8>8WV4ktds4weIv!{Gsf#v|4TQG<@6_k1@ph3Gn#{?LdK
zmX1un9*Lm4W5iBG40KfjpS}N|B$PiLwl?~8yfNH)rZhe|5Wp*XB8Lo}?z?a5wOEXR
zd@S}F+%3IkJY_^A$d7~<j0l}&Ozt;u9$$Dup7*!l5yN9a=1ra(MyQW28jR$k6Y_Fn
zF&3lA8xO?f<fGwKB#KjsOhgQPZaEw_@UdTbi;LO@?sO{6e5N!O?hEve!2F|;utv8Y
zi%iGl9HWr~{zImsQG7@#Iyo6Z_ahRXFz8@>A{>EFzVM7ofM>u??&Bg|4j56rA0ILt
zi^L{~zR~Cu-nkTuMBulD1Cl~fV=@wvsiTp}FdeSJ;lwzw!~DWS@&Wa0!|4sK87h#=
zhU*7nQ<EWlM0hGTh2+S`VhFgRktTSWv8WM=HR01JkVq2C2qVkW`SA#w|IE#Q6{wVk
zXZL~mxHAmo=nKb2hmaiOQ&UlcXda8lkV0k|=p(rh!#9%Di$$VQc@&LAQLNS?k#K}A
zOc0X$+}k`{=7C<$9~+)4_vzu`0i51gY$_7QgXq*0@nSKCgtHPcvXQ!#h@b}^i5bxd
z<6c(wFLAmYV4U+N+)`DCRl4Q45ev&(#^c0<a%>9z!?%dR%_-RyR8=V&iA69MALbsB
zE5-oo86??oWT0fn4CB8lVn0j-FXuDmVMXa3?16_*j*ai5XU33XcrY~;kH_H_8YaO+
zG4C)IWs7N8c@f|TpQAK?qbY-kzx3Zb+Q;X?@bv;u%OSuRL-=lyVRg))y8;{NP2!1o
zocICHnVO>6<6HWi0p1Wlree_u$u%6II4>HpC{j1#P-1;P5k>X;nRoj~jBbq$Y$Y)G
zP#$M2D3?vFFQ7{@O-<@ioJ1n-B&<Xn)cYE|>l9<3pnSt5q*O#=@NhWd%|rr!Z!mbc
z6c5_vHN<=_5yKdJlqIdtO(LNx!1gd>f#Ju7;Jt%vgcMgi)Q3vV%uj`#L>eD1gZwd|
zLJR~1o*$!k&qrc7yNCl%ijrf9`zw@CkO7(EpOelXY44xUtg%s0Nj<$ob8Aza^-K_f
z<AZ^TI6g6gsZ6D*#8litWH*fuh5sEA-dLR0Vr0r$M2^COkAdvKN-P;PAIgD(7oC6o
zv;6+YMDNdsX22eg8Ok(KJl?~Gq<V^v_s8NSj`6sGQ%J-p@L0;^V^d%Z6I0FKGeL$H
zDTK2YfyHlN4t*XMJnp1ta2aNS2G0N?zOW#Fq#gY|3)K*~c|$!za~tuYz^JFC;xT<H
zj{0i~UJ+j&lnmSsUN&2f#AC$jd~}MfAy%VQJ6J}rdOl?{=tjc~FmFB*aWJ5yW%Hnm
zbnEkvhbzmG0P7j*Lk@>}!ZE4Na3cp^umnG2Y%Pl-1#-Y=U>zIrn5R3ZVD%ow3Wx7#
z&eLh&Xr7#s4bV<#jPP_k#8nIwvuJlP5<wUBbF=vLKLXz)3R8!P?-Q!8=%ylZB0)47
zm&zj&BP{}|7E1(TsFz?Y%C^z6f-*#|X>0@CEckaO4Q~xZ1C@Zv6zgY-pwYmG`0NA{
zeE_V=Mjsy>Avzetq(JgU4Ay9Q0;oL&BDNSYVyMMqs18Anz~MIHOqjS+2VBOS6MY_w
zW6Zn}6+nCVId8!y6_EJN&%boJmx0>+^T9bx-yhLQvqVNvvw->pvx4tk9*M*WKcMB%
zaiz|u^U=xXMjBo=JQc;o7Ku%w;s=r#a<TmY_oyi2M5EM7OoaOa<I4&>J%CRSt6U$I
z#WvY;7#0eyrqWO(j>fPY0w&XxKx4*eO0h^7Supp5XcWvJ!K5B=;3Lt=SVVevNb~Q*
zgEuH!{3Ng}5|PygGSLe>g3pmZh<qIH=lU3s9~8=T239ey;L&K@h~f$!Gp6VzBZl+0
zRyk&bW26BD+NDSsjR>fNzk|hw`Pa0&pvyc6%DK7z`DK>~;1kDsxi$(<%*Q9OxCGW&
zB#NqJaw<;1LlZA$%2B`yG&(gIj!HaXOrSkpj2dA?Kw!C0p{FU?73_-zw3q@Yz+R^i
zFMBrq`G<4%Os1>{`JhhHwr?aVS6v*#-tcS#1F4!g587?gFd`K7o&qo=b$V=aJVJ;G
zVT^|<LGYvgDieAR6tB?IsDmmn8w2dN;Hae*zPSGXDq9{7@V;T3Nleo~WO12Ary}yk
z@pyF7!xu5b@SblFK3fYTEF)C~Q<{|e5{)%ZvxKIHGPskOH6V}?rBHsPnS^x~29g59
z06R*{NR0Zd?J27)p!DOUA_Mw9gUAzUew---oFMYRI(sRbpER85G_WW<Y21{LpP2M!
zX+$Q;{sP39l=e3YpoAbR2#iFt6NVwJb!2?fqi$p(OuSEwi_y;;#BvW)xPp@k_l*wk
zBYb1TB-Sv%_|bLI=C?CtAW;}+2^batvb^!+Bu$MoJ%PXT3^C(IY%(?xp|Y?N9E7n>
z(Fo%{MKlZ?$E6sZm>7o}mm=fi6JNlm{|Ml#mvNj^sCT?)n3ifd7LJmAo)R|^?EveL
z+#pMnlB;1Ln4DDD2urjTHKLQK+(>c&a{+C<7ceFWRT(g!2_)adzH!NQV|-$KT$+N(
zec|y5IQ;D7{zMCitaj|Lt+Lu14)iPy;ay^(3F78d^QMIWVHy^#^HVU^lOWHi&_IB2
zVSz%rnJY(Qlaq2D5g>>}h%h7Rpuk&<k0XzPQsd*ase`1lO5@{^u=9CR{g}-EP;e-{
z5$K=fTw?jqWPEs70@OGzLr^1sohe142r5i)8K$FXzRJnSr1#RX1CdGj(nf55BrFfZ
z(P;yjvk{pNkIO2y@`RBJkJCKIjafP>v++pM!?cm`e+AQmCfpvh@*FdL@<WkLJ-wku
zrbha)f)*Y<6(@%=4~V)6>MC|{ijYqvaX-PWl94)2R&sK`J%uNh!qbNd$QLk^ej<6u
z2%|ua9}uW4$|(SFBo7n&_a&r|hLe5!BVX_sf0F2F!L$Nn=<#aNfbTRa(YWU{PJp)}
zC2DHQ_vey_B+xHK?|mgf0{q0qS$yu&>-Qw2c|U&gez{i_7mv&zBnl<O@jNP*>BEN>
zX6UTM%vk0i;m*-OYCpc;0E;K#qy5j2^%=S6vsKD}u*MbIZQ`@I*~B@LOred<CQsvz
zlhVYhUrcS|2>zQqgAo_J#4KZK5Iq*lAvsMBjyR{fNw$zzIH+UpumtU4sVtbGlsf=r
zn3Ep>KauLA*)cvtA!Owyu#%}l!EI}W>R1&Oe2<dOv3%6Tnjp-8oGUAs%pt&PIKlLy
zqUw}0rXs#_nAT(<3c9Y!3R24A1N5Pb9-OhEs_?nYh6rTvMhXI=gyICL5W5%iJAfXf
zBAH<LHgjvN*cA%Bs<`6nNh-vxRd<PHZf&nX=M+}#c0q0@vc?V;H?K9?mDL@(Zpm&e
zuTqU=jcsu%_HC~$weUbsUB6bPx8g!wzyqE%<$JoK*tkIj!L}j`s8<$P@wzOI{sVZ^
z^D-z;xyXzSX0&aLyAS0ODwdO~A_PcMU!W3ZS-w4piCtKQi|PB$7$(Z7SgbmapCL%V
zB5`Ckrs^tL=1gcTXkrO$0Fyj=Bv%xtZw`xl6~ba54p@#phh+ws^_!PBXS6j2D-<&*
zg@V@BlDYjNFb5nCA)7gF%s4>{#1G5i`P?Gs1}<s!0-LbPt(2;gPBYvJTPEU$x@~iZ
zj;`+QF{H&B({I(}?rULnne9<cFk7iMh|GJpZV<iM_VOMRR6M_B7m=nl!3EvOt*&?4
z@~FFdy(n+#)|cp(S1;UZUnkNtzChLNHmoFyMhWdaW}V9&z#-gF9huiyKZqBnWPKn8
zmH`f70VJl*C36YRrz~6rm@XctqzkOH=9F^teGT|U=|xJjXAT49oXCpBm(2t4uP3W5
zPGgwa*_WZbUU(N(Y0^?uR70)|1(P2UVOdx(p)1G-C*|dvHis#T9Vu<Xq<Y|^AOOIC
zMHTkAsx_w%3*MT2SlaG3QTJ7aN_@V}^xITby}enlA(hHh!;c4*ouwL8Ua#23(iR@v
zNUkvY$Y^irB<EX9t<dG&s@tX;rk0i(B-QObRj27+NijjC$gO4LHa$WVi-O3{LR+B=
zByLQnJ11HXGjv5^2>@(2WSx|Q)te((sZS^sFJ@65g}_Z)6nu``u_4;G1EOPgOq7Z|
zd2u-KB<>#W*PJ+9r&-t)U;)#XHqvSC1hs+}Wln&ACqcN!a<~nMRh{q%4wnqWN*V)M
zA4bVuuuh@AQa=h%z!w*bR|9v71CzYOYVBqa{5b_1C&(0i;K~CaD&efQ(RU7azw+?1
zDU4@_tkc!yhHm^7rHYpI?bNED^Y319nO}r)opq{yaYkWpOSHZ5hRYj%#R0bqD)+{3
z*&W?4&S)1_tN!`+_U&%h8}HuUWPT+=cZ+RxV7xEDX4|q*bgB#-sk&aAxS=b?Z7)t-
z-EM6A*~p;_ja4}w&vS7vi}wRD|MLSTXAi=Ao(0HpUK0b9SA)f@U|qgV8&(Ov-G_Nd
zz{Dn|QikNdpI;Z!WU%JcH05jxI2L+3!LVkT9iz4dz>0YkgS0FeKXgtLy;43nmPIu&
zSA-qI-4S5RMJhOz$(-2C;m$nn@^2)pM;O;tSuu)b{midJ;%F_rT{~D*{<wBDVFet<
zm++HRNIkx&9bqXfL~v8rj0G<(cxTBDUGO#mbkVJPn*er;nJtfKTS7Ga;Qj58dtucZ
zzkOS%*SztaioUbr2k%>YWyc%es_Csge_Ry1uD?0Zu5`OTv-Z}PYLY1>P>x#<NeSIy
zY<bn2<+jR%?Md$L)~fC&JBMyH>}zuNDdie%PVY|`53v2cxF)G$^@4V+*Tg+zW_i6z
zFtaa&8_1ZQJet>vQ{ag$V=}`z%Cr{|SW5xm7nVI`GrxlPMBT+@8N-SZ%qASmVx|e;
z2~5qzay4ZhZ9d!+OR9QNSHeTk`oM3|YjGaX-VVl8oK;9>Tr8#lXt0|HEWUYE)w$es
zW|p7BBr9qYI<{cBof7&2p@GH)z1<)yv6;HEONPfb%~p%7#J1bnTOn(HOBbZ>Zn>cp
zsk@cd<`#8T2<@6S>Behyo0@o(L!D5CwA@xl-|bR=1-)+44O{wxzC}-KEi<u1M*{2)
zTDP^UoGnX(=U!N^k(w3TTMbgGtHup!3T`p3q{ulSUYrAYUxL@qz#mxNp79DxV|hxv
z#mWUROqhl1MFR#h+9D;nY#g&_l{GN~`YV|EEDL``0**6qxdQ*9CT0WC4x3N_RuqG9
z(U~k}ZD7s|d{k7hkiw!x3Lsls1bKM>Xa<#F0I*34^NidrAo&GVU2y*t4Q>0v1tO1L
zy|Q}+59+Sls^Gy6Yt^WKjNWML1gw~n(#hiQRm>IQKuEdD=p41eSR1M9@;b3=G3mAz
z0Xeg4Tf()8whQfKg9zE)R(7g{4*=ZWkcNw;=%GuDwTP4Kwl0X1-Iazy)@k#?PJ<qL
z-F3;P0oCWVKp3PODW!Tn8Zb#VjSX4Suog_9Ll)H1(>Y4i7gM0fhE1}_&M=l@X0$uN
zl$(R+c=IdTk)9b$3l&3YxvP8<gq+%mtWoGxZLWd!nL!Y84DJm|5^accFsBuBnS{Ox
z#9denf!MEa1mI`#j-E+eVEN2RSn9m`7m7?3()s!YPqP8Ni+5{Jt1bPCpF`X2w*2u%
zt5sO>##44{`-V5ZwYtUqmKg1=8+#Rh{EAZbQ;}{ftzADANvVh2ZU6p4Y5A#3*L2<7
z^Tu~>hw3}tc-1wQ{d5_{WnJ0Dqk?AWcH<Iqfw9mMvg2xsDYuaIdo8^|E9Sbex9ZYa
z*}J}kNBqt#K-X0;J_}l478vmQd1L@)gY^SIih2vgc?o!u$q~4toPOLVjsp)vz>y$~
zC)YHp9^RMb#kh8}2fUypd>jYO){Ff~V0fN3`f1l5ElgipE2gkCXe^Uo=2%qbV&{P^
zelWAq;hZmka}<~<R{@&cCMi?+vMwD1B}5uT+;ThADJXQkrVy6W-IPm0>b6=PToCzo
z<<4Q;Ioqo91_j7gm|de}P<^waOFgo_d;K~A=hSAWyG?q;b!}Qt`WA1{Na04ch9jj-
z>bGN-ySiE>Y+X+>sq_je+ogH6xzZ3cL8eH(w2h5+2tMojEjs7go^Wwhmy)b;4Z{h}
zkTe<?76yd$5J>m8fyToy8UtHCjMM`s20O@LzZqnLu;2uYo(`e*0)3Ba2P?p}*R<w~
zIjU*C!!mp^2s|?VoB&`zpT9e}<{<Dmi07FaD+7n$vl62DRwf~Uz2!Rir8-lA;BY{h
zo885V1tbJ-u}dT@RMkCvt+lNpf-fZDHD#|$YJyd+nxy%6S}m7|P;}h_jflFtUXvQc
z)#;;US21aWl&4r>nfP|KyGPz%qsk;IW(~W#j06`7mm8f8b!$B&t;2$SD@jMG#tmwE
zw8nN<Z(pF(ba9~(@~ndtiu!7Clb)-$ZtW6Z+AASOmMgi^b%`&l3*yGE^fAv-LAW!C
zc@>CssYYd<tTZ#omcqI?flX*|U4XJ1n%6dSScQanjptzXTm{+=SrVP0b@>qPfK4O<
zo*TrSXAs=phfm0B+ru(<$(f;&Cd_Zlx71^6R${ODOa|m%RhEG-iTceqfE}))UQ>u2
z?t&`KU}HOV-9_!~ZZ6r>vB*|znX4=6tRfx9?N-Z_$pMDjT|q^@w(PpgOd4KZ>k!qG
zpx9~EtzNl$O&W0BOc6Qtf><D}(z*Z^ix{G(LXsi3QmK~oRJV;SwMxru-CU5$r?I71
zX%XyQEvypxYvxV^-I{!-)x2PpOmTe=qiI)LY`Y=d9&v$ARIVi(MGCqNc-kXp$u!9#
ztOr~=Ob2-eSEcv|+R?xa=%WR~u<Ql+=w)mW<Y^x(L;cLa9R<6L`Kmzg7lGavu}D(t
zH)>_k1NORCK0~Hd3p+z~W6fYTv4G~f;e<0A0+?bjcDZ+^TmjU6L+Sx_p@js})rQ0~
z;<kE4Mn`T{mTj3Kt+ImKp+)4jY-%fo$^L9x>J76(P0>=OTU?O}$xISS+KQ+UhlDP4
zVhqq6wftO3zuKx|+^i;6rT5-QF5TFshc%Sesytd!sxF?rRs{4OqSN+_ZBA4!=#_O6
zByciqnuxoSx`3vnblt6PWBlOCmG%<;-fUxR2L4{XLf!6kqj8N|vH2aD&~jkCDJ2-8
zu|T6ffcaelr2R>dZp_yfShkBvqgc*?>jw+Ynp421_Yq2AD)Nh-&Kd@Nrr_==Fb;k<
z_W@wQiZe{|>!of@Sdy1ll<oH|EZbMCL<37Bbx@|u&HlM^M^#l4KUg`-o03t=3OU?*
zQrRUBzFl3Gx=LY%j%>)+F=Z1qvu?8;l3svO)Rk?$;;zui%XVvl=yuz6tHcw#rJ6+2
z8@rn~q^)8VQl?<01qRXPN=3GmLK3zct=nW!E-bt2^lVXWkY#CIt6m^|)pnN_$o=2x
zRNI8TmaeBvGFc&0Pf3d>RM}l{^|~SGN%oezOjgk~bc2c=sOn5bpKp-BFcKb(xd{Yc
z$;y@r-@>3wam7N$fN{=XLKk+l$YSs^L)|o-psW+2o+X%#8bmYRgPg-qB!V&0W0;A5
zUxqUB#lb9g+u@r``?zl=;Be|z<cfV%3%Y?!5^^WlR#ir?*iqC4Y425Ki{4DQz!oy6
zdq!PGO7w<Jly@svDrA2|r6OS}I42dv#-&2br7DG66|+sJ+}>dqP{o(4wwt2WB{nNn
zif+NZR@SAAupQ!3Bc;>TV)u6I8e!aOO2&3}TgetNrO>|a(uls)SSBmRu3YHSJ8ZjR
zi`cZ)xv^cqy%zV{_JwqLTTh9UL&niqp_ddpELkDw42sM_D<V{^g!$vMn)4;e8o9LK
z(*cvpMi}6+X4LDD@li&81}-IbH^NwEGeDJ@MD+K2W;ptJn9YsRnxCbqouy1Ft^zA(
zEdI$p@L<x~9fWcB<Pyucd%Y$0XEt`J^CO0;0gWk~>;j+!bw#p?Uz71#ofV~>XZ$+8
zN{Ka=1uCRXP-moR7F@;iIF?L62{K;nnk}>|YgiDX%Q6yRA(5|!Nv(LWvLb{8czSn}
z9+FInEA&xHv8C&y>UN5Bm8)}sENirG?9vohs+A>a?nPyXlxMxVCEc6KLQ&AwySKOG
zs$pBVZj-yEw629ry5DuRK`6S)#IDbx=C1(oeF_8|@fgn~RQ{{76#+E@^jgz7hjW<m
z3g`{E^He^;oZ+;Ly|EJj9-1R*S?1DI<^XSNM*)s+Oo4g>J9kpnO$fl&O)MN_&tb<i
z@ZN>RSpd|ZiFS=|p9VJ1QA9__{vB+Q)6Q<9DsE>st|$N!z&Zirt^=r}_L^Pr?<E>i
znJoj5%Zg6=aOIZRrC|J)sb8%~IF_msl^42ZmsT8iTP6`qm;jha#kqBz1fV8T%j9>6
z_EkoAzO}il*QM2h0fH#IO!lqZs$Q$p$qk*!vaV~adyUqLQSIp0q#$j}lXut>lQ@9w
z_!e@H5$J9eLMc2s&)iRbV4;`l3Wpk(<|y>(ya3W32dPKQjOnpMu(bFMASO1n!*~Gp
zGDUpHp3G3UANC?FhwEvuB%l1)lB<MT2>pf^Slt}SAlFph?3t4vJNHr}S<sl&O9&V{
zju+l@mPS8iRzT?5PXm}d$gU~e38fPuYz4T5O%`>|nfe!Au?QUdWt>%T8Ct%J$e5vf
z<5zWV`>tb`rS$85UBjN<z1#ff%9TyOj8jzIUH?8St!~9DQUS-P=~yRSed(6#RTSy#
zdeV19x3220|CAe>)rw!Y5pq{|{HN?y*j~sRZ#DM1esd@H%I3Q7=(deUw@Bj$@*yD%
zvwVZCvg#$-n4|?jBPk<li`50Uzz$GruHw$J-)z8itF|A1+gWAxt`|8*{YPO;fmIdh
zc>-#j1x;c!wjAZFV1?pYYWRe~HgUwlI$F5m8Cb2GgP`P2o&)X!&f7<gAK~(25{Pdo
zY3>{YH`wIGg!XPPm7_PYwNr{}6}9H^Jc0VnL`K_S7Uw|#lIHWcSIl(`c~2z(Vq0Zq
zFonOv61~{1Wg}=Uv2~_ABj4cteshDd8^C4dpUH5f&ai!@3{$RvAl&vlR)~e$ei$?r
zf`#CXUuBBzpWjM#H&b%_@pg-u-teuOsQJ-R03OL@KRQ~hv~?Ko13|drell#Xv{QO}
zo2C{8F)`fj``HwHx?+n))g6`Nt*g83>)v>4d7E{-ahE06liqlWU1QtcxXoPFfbsqS
zoAdhN#mlXBBemd#);9~R(DFj-uHa_ME4sndxh57zB39Y_e=?^rJgs_dB2-lXuy4Kr
z>=;CFk|7MKv2Rh=KgH|CfTbJ`wK1VKFpKm1)St-&dgnX{L?|mE%5V-F1Y6i?10W{u
z#Hn2QIhUOm=P{s!MiLuEUjRY*zp;z&_cMIE8u)ciyCu!hEdPY@KB^<9=0|)}1EJ92
z%tdgw-~T~|7efL1Jf(dckRjNkgI2(4V&pHh+<HSh26oWq3(5jnzhaB66By~%6zQDq
zUTt03lsK>>W2aj?#T5dh`a+eFid<?4!u4hIYO6r{v}IOXvfZ>>-0e!MXR@n=VQ$}I
z^buppB<k+OYG6E5z5u*yIW*iLjI+qAJ7~ZQTQ_bIbgpmf-7C@r0{KmuLWTLM&i7Hh
zE+o{CIRK3i;P@=H>=5%*68019j6&6@*f$C*m~e+sX{Ld=_kx8xDSLY%k_lkz(J9&9
z74y@agSck7ObW%l+zpmVG9KXCc8~0H&DrI++|$KW(M4U>Pkqcye&;S{He^O6kUj~^
zlBL-4*LfOXI^eKl2;ppH8|_N|di4;Sp&Gt+`)*S|z>B&c>1*rBWYX`OTdXiY61QzK
z*KdYbU%Gv_=y12F+qz$MU({K}8^2&A+kXGuO?Iv7NBRtQjmtfi1Bv#7q!1s}_3aT^
zU?SShf1WNEi@KXymsM9y>=Eb(4lodL2D>Yx;2woPz6&2%=QUP5i(!4-n8gafcup3{
zb6LWNZ50<Z@K`kGC9I;cJmx6U9p0SJU}unJ3vguMf59TP0|4jg>b!Ogi=aap?IxI8
zq&x<BKgCk01kxL{u(wh5et?ps@_8_2|Jf?9+l7VH2ORKkCB<$@SZ!|-_Sh}#RS2EC
zTdNHU7j3P#+XNNt3!MeZ5pWx<CLJSVPlAVPi`^m_Z-`rMLU!E?u8dAM+U**R+*n=O
zB5=Rw7NzT4Yq%|fE-6=c@ex|{EHxa!PK*DI<uwO)EPzy4w>mEs2X%XhXHi!GbPLR3
z)q0jXI>2ia!YI=Y9%ha^wLI;RV+w#nT^O<Km^uVfMZD|_gavycSqlruB8F-R%z_hy
z>*wdSUjvCe3MMb_d0->?gz^cNBm<{7n5!bsYTNuAZTozzBi+x_Gv5zn7r{jIgP<F$
zb=gTAmh}a~@5O4TOUgwl2$S%xyVu$ys_e0?B~mVp8#P0E!$l$F<?fP<Y~H?oeQOIr
z@m8uO^I+OLsdX9IsMlEIIvs5lQcDz-1A?=pjLPY^723d7uoBxjLMa&<*2f*|v66~%
ze1O(#a{%~&VokA6uYJ<L$V%NILSXN)L&OmR0etg}_Gy4N2o%)>xlB?*sn%SU%^011
zvIf%mXTZBqF2Re~0Pl<}P->RI-Ulu14%Va{g%9rxTfCW&IUAskKEZT?@jP`|QGAEj
zc>tWMAYbaGxh@7w?fv~SF7;EE=FOmXxtK}np~p%0l-gB;-1!AzHmXDy-R>|+tKFJj
zK%~9a-r=Gq!!gx{PB?hwhV2p`wu;+^jEA*bHpL25uHUAUcb1oL%l)xEce%YHkCs<M
zc-`6xvy)zgj-@>L?#+75q+*tA(DM|wS9{H(NHfI;hB7ine?po_kaT1bHUh$4*l!?C
zI*L5NuI{e`wGlLp!5=;NJE!rNth+suuy^qWmb}iN)s793P6xh&d)mB5)}%SX*D;Ea
zV0T`j2s0*74a{oIXLGo5xdCFrZz>i)rb#_sP4LU$<N{CfeEH|h$}j5xzcy;3r30G$
zIy+cun{Ag8l9YDM-jxn!?G^_7&9$OltI6a%*InAHNm*TIOh)D^cAI+aueG+siVT{X
zTS`Z|K|4%ZS+mINGPLJ*D&8LCtpc`6;9?*_Nmy*iYuf;xcoSByc+aBXmD8V*A5Z{B
z7&&db-&5Pu=lJFcpoQ1VZqcOdcuwDIfiV#&{i76H*}&e7ITS~bYw-UxFmy8-!~XnK
zp8|Mh@lVtI(?P8`Xv*HYJco%=oFCx*oPapTq$4l$`MlT56s|ug`}1#(!DpwlTp5(G
zWj|{FWQHHdKY$@(nran5NfoawtJ~;{@7C(1#8Wj<r?_PYG;0CVL|NhT(`LyQHwqZo
zg@rGp?5#alhD=P+KoXnz!V-Tg4RBwWT|^))w@up!C9{BuV(D^ctJRe`z}SB3ikI%t
zk6X2A+6bYBByo(6STZ#N<e1^6><R1>3e<WT1f7s0hLE4dEU{($13ulv?01m-lqbR9
z5#EHm+)QMNAWe3b8WPA|%>Mwye-0Gx6e^=<Exz5O9Z?T*C!jfD4E3KoiC|Un64}N5
zGA)O_0>7WgCm6>5nVtzL$M$JI=9oXAeHu1jLC3-6Ps)l=eoJ5WtAW?A778-aB)QlY
ztwZb}mG!nevVX&LxzOp@ewWsc?b@>6OfqlR9$-mot5;~SikIck-eZ-AWX?rLR9arn
zMV$%Pl-|IhTGy25J#TlLmw{y_>vrEFY!BWnkoXO%KF1Dez1YVReQP#^fPxZ%XcL^2
z0^g4Hxzz7d!<`d!x7jhQi-+I$E&%I5It?r-U6p(4$Fsy4wwR}8`(iw+-Ql2$b?rVS
zj!(Y>^16Yayp@*?*f3K9L&g8yyjCoN5WESj48xNqbJEN<`|xW!V9Jkrt$ZKIu3#xR
ze-<}<qZ)ezv=N_17cK+JN4d@U|0g?p@pd<*c%8jcth1B!I({_@qMDN9dAEZ#A8w`2
z>TlDhPhzVG?;;pv74M>Yr_EaaxVu+rd2Pb%dNX8wsZ%MK^^@|`POI+vS9RP<*T1UM
zHM`!p#Ct;)#k{fKHiMTGIb7w~WPTw{E$8|6K>sq*J|^=?0$6zt`s9yU9P?AC`*v_1
z{HJr;<}haLQBvyHfR<lDp9t=T+`w==0%|a6pGIIU$uuJ}nw#+P-=CAsYxa?f0jn^9
z&8sk(?;$wjF$~MYqbIFjQ5Bu@P#;alxgYDn;qz*qs!kj<tD9h;ohkq-WtsE;#F5+i
z+qL5T=@oU?)ZJz2O>WyY-IQMD6V;CEIiHJ#R^@&Y-IWd|r1-99rPXSAE@{2)wkp0*
zyP)n$9nrGiAzJ*3Yu73TY7!SK7b<q8@PHg|o2`oLkGpQABgd&Rtkat#v?sepVH<{i
zi&}e8HPL1id;I6LBJRp^&(0y*!?<cFC%aAmdo;t}k`O%4us4AA-q{R)j}daAia+#Y
zp3K2&?{%r2CN>wMZ&gucZ$GlK9N|9bsV25Kzn<5&Phfu0{q!{xFrD9)2ndCR(o$8g
zt)GDr;(6^@-qgfgR{L0`mPH#q=BtczgK@2gd~#mJp1;ypSKX^O{4}^*t(xN3zh8IV
zj_<>_nOXPh<sWm+u0L#>U9;l#@9nUSeEJpUx&>x?%?t~Lz53n8^o2dwZ&=@UYwq3l
z>vsJYjVW2B<2OGP!`S;YO;I1*qG)2obs;Bv(O~A|-_C2BLm=W00RygE#1N9Z$sBEC
z5H|nQoVM9-g?La8{tQ*a8UMQyw3|m|hb;V30EKGWpTcaRWJc!y1ktj}t`Lh#h6@Gv
z*|p{$gWP|BUzOo~s|(tTJHLe>6xQzVz@7h<xA*?v!|~&kGsFW2wL;&l#!i81HHyqy
zQ@6V<gX+~nS35FM>Po?_laB;+#@%i+VT%71bWp2XsiV;>FjwwX0kz~;013C<p|4P?
z6$EZS$d>lBX;G-P<yTL6+w%ak&uPxABuUf4zCZAWKY?ZX5NP;Fjz~t|;qfxOqR7fG
zrU;yqJKNZNAO`g6&u|910({AvCO{6Z{j_H$&}3Q>^Uf0#aFKl)4xm(`n+nPq@in_&
z=C7fs;x~3R70;xH;j_o!;wuub3lMb2n5PYQgyXCSx8{5D)L-2BpRyt4^8NhRalz~_
zb9F)C*ni~an~x+{QvNqGi0<y)Z)&(|cig)zknKw6uDrEe<~J~H1M=wj4Nogw+aDKp
zt5Cb!{<l-`asv}>{2nT|Eoud?+bXc2?F)6MCJJ{uccML2@oOk7`bHbdK0^<(7X%ty
z@#YMS7qYyl2EP@MaN-E?U<oKR37@D7U=2))YHu);3mw~-fJMXaq@tCc_mbI|_j?rE
zjR9%@CARlo(<lS_hdGM8G&g_^2NyIpVWK&~&O;x_@5&;C3X^R1d+mNu1is<*y<vZY
zKM==aW6;@5nKPB~e^O;z`_!uHhd%Tj(eNYKqFYbx-ff%23Vx)zT`})AB5b$ZyNwHL
z*oExw7YelQexX3S-MQPK(8cc?@teuiYPHVY@mk>*<Dw%w|HNcP$iEMNp>4xDco>5O
z)WIdi8ljC)w8!t<&>Nc?AN1;2;xVs&Y&uU>_iGC;B&Vczk$C=MPG+Udyz}}}j*hZx
zg4XcbgU?T&d73<j!;g-gcmh}8vEshtkC9J4A3kyn53)l_B7+A&Too&q%F}>Pu-;$$
zOu@~?MBr;M+hLq--z1g+1;%3oiYx;fj>nBL+D}Q&Qul#!EVq=R+RW7QYY)uf!GmXC
zJWZ-)`Q-=Cl4_|Q*Is=G4_=rGEPe?O?i*wgi)J;z#}1GqJJM&&;K67h(2KJIbF?p$
z=)d^+!Y(J#du0#^ISL4VBd8g@iY%rYj7;sL{hZ0<j4b<~&Ob7<9}hCmz9uNf^T->O
z)u-{`)#~w!Z{fkl6VW$5#Dj0n1Yg*|gXeo#@(><`z)$MK1N<66is<Z96q;ID2`GWU
z7by2*t(maO!Qe2bnz(_H36-uNGa}=oM63AzIL&M>yEsR*T0HsY@kKm%@twC<i861z
z`P}9kc<|243mY_{jgq!bVUdIU)wgBphr(hO6&nLict40m+=IbDu=iuC2MYvxIQzon
zepFV1{Q;`F)kpRX4C0-!0*~tJ_Q&Ii1aZN-&&=ULsdWDM2|W1f#Sg#w8XmlMY4ze)
ziFRxDrL#10{=mljc<}b~s+{WUadu{n?h|0)gEAtM&m@AFGcg$CJ-to#xfTvTD)+#2
z0}SY;4~GVa<g~(aTB&FxK8**5XJ^y*5SgA@dGwT=%}1{inN}{p_s*+$aN^yQ@1CTQ
zx2=n>&_v%Jy-d@pJkj&+dwB5l2(!ugzK5|Pl(w;bUe!Go{(I$Q0FGoXQ*TfS1Tlci
z*~alSrT6?YN#8}^qTJ5|0p-sJKyC*|21jUVOiY9)@gQl)YUT3bL~NF*T0Q!({Q@4G
zz4+d1muRxz{$QObcKl*>{dwf_Tg7+fT7LGe@Ff}AIq_=m`|rrOgT-H<3@9tel26cS
zb0D0wt`EX1&~s<tfW#~XZ%Nf_<2?b5maP_0dMM~N#(B@c=Y-@P?NcoJ(DI<~vFGd-
z%WQ-KT<K@*8`#@rP#vLUt>pN4n3^%ng~Ku8&%=>$isn$s?Jttpyz%PkvlnUPH-BUE
zGD+08FI|3<RMWdF@4rlBIe+vLapT_A(f3HAlBK}ABxB<fZ0RX)5suSp)ZsO84Udl6
zI!3_CV<72LVK5e&#e?A<HcL`Gw6Fgl)gXrAV>6#ETm2*1wn)n+`ig2M0m~pWrYna?
z1}5N+{jwx5!1`p@3u~x1L}i|bC&ngZ<?d7AaD*1`^ONEI6u7MJHx`MluPx`-NGi)8
zUHp*r%ah;zov+iYJ^azz8}!z>w@$r7C(l+EU#F4S>G8GK=^YpO8}!k@D0_m`LO*A5
z68t_`;(0viWvnNSPQok(h7R}SbyS}lJjiCLAbPeO@4ZjvU~w^b@5pBhD&NsqE~kCc
zkL|?Z9^=kynGJ(6J|I~fgPW74+OMz?YGiY-)-z5*wLCc*CWZgiaCjn(2d_*_#E3^<
zGA8aP8D3t9uAaw(rMHg0M}gqtRrgH_v)}jI-#bfYXl`@8ObkuEaPo-<QQ#jxT6{zn
zTOQy4q>MI(3;i!XE1UHs_{sZ_{`w$akcn?2y@3SUj?z#th;^?(Bt@qg^{~J`k_6rp
zNKNBM(*s#qOwJ4G%)ZajBGGfXpSp)646KHZ!m`mA`!j4}!dNfmbR>dojNUq{2dQ(?
z;!}|jhK|k~#w2a1y$rhQFxi%g@oAFg2cr{9WcKbUPQCpI9?XCJ@haJ$+;9H&37Wd~
zVdGJp-|U-Pg;_j!`pemaaycJ<)UxQ+XCHp}o(E+j>Y;<jA3!1`?+-sVCuwzX<N>mq
z@zK5<z4O$7GG~(dRQr-dj_}Y>oJK~&dWs}gx8f$99J+UY?!af4|NWGlHM9w`G09%b
zjKx|<X;pws1Z44ZoUsvEvOcRa>Mpc)#OU)H%v7Rb>X-CR#4u7)D#DYGlH`Xc4v+=O
zMZ?dMcw5Kf7fA-vA3k0t7%+SF>M^3j2mkVcS$e_QwXNI?J#6mTGno|C=gu8_I)|`m
z=I9gm$+HeDilcOc_@UGyy;*Ely&s=nGDbKS^Oh%in2CC#G}gx`H!d{7Q7M$PSWgCj
zkK{u4AxjU<-JAMcr>Fa97x?4fr8X&u0$TlZiKsoD*}#<|OXtf;&i0YIwFX&?gyopg
zN5WF7f`!F7yk|rVl9sbZ*f>slVRB-c6vTs(@ME-rv~XW^^LaeTUpn$0NmS;$ADyN(
zpLYLMF-v4x-#R>xH$G53gYr{~z3_C2x>S96>D2wC;J@_13#2*J6XRcgh!n<s!N*7n
zlnAp34h4r;m>^qVfQ`}2`4EfJM8{ZKcD>;T`Gc~6oF5uFH1XM$^8ncJ3yI*L_0Me}
zRYttdR*VH{(SV%j(*E=?gABzzqXDWOFF!RoGD+&>{NyCHdnvyc4o{M8d^0=|c@7SK
z@Zx0Hx_Gy@M=5E1`LYMLpE#NQ=4&1Zf4p{a^I0GK|L(Qdp7h4=`wjQ2{`lNCSKoft
z8;@TuT{_{7k8M7>zU++;UYfu3WpBLi`LVbB@t&EUr3d|rh>^hfL2o?R7f|Bfc(9KL
zWB&L6Q^WrF2-`R2r`b%f=}~XIH_7KGY22ses`hJ|$(?HfZ%g^(|0|PchVvn|C=&U+
zGVv)vx;SS;NVW~2=swvDptPVVVPx536WRn3`3xv#V(Xg|;V><Vcf#Q)`R;E6Nl7=Y
zWv5TQOP1=jFKrPvD*x8^J|YnJ?A71>b^7Sh-+1RkGDk-~Jo(KtC~fzBxJUqW?o#G5
zt>ozkCeM^<we_k=QgH@TBnp{i3L_)D4-UwL=t_VQFbb(GfS98+F~oYPiPa$6x9{^>
z$XNsTe=VB`aj?&0Y$G!|uDnhbp9~c}6-0xe{&av1k}Gp?AUH~Ll^q=(CrK-ehsTL5
zMW6;v=y4D*(u=2~#_Um|#zPM;ogry_<AZgg#*4M@en>=k{@d#tgvVdFy!;kfxmP#u
zeV0ytVKuc$EB1sjeu8ZKA=WoSs3*;Wj23DV4#<#(fC_{md-*3bR$lE3JZ6=R0fv15
z0I4Z#;By|>A8GI7x06igwW9+T7nk6pH1#sqgp(-&*5NH&@0|4zRyKNq0|d%qBO^L>
z1&NPO$W~<2;c@ChQnn_;5u(6T$(dO+rsdTq%g++@sC@8S?-M9HUE92ftFOHB{&Qa?
zLw)w*!dbH6mtKf(Q0C-YA?-<ma?i7#0Ycb<1sG8>10F9iLWLK{jY;itPqrMyFP(PK
z67{kEexeIF_MeBHe@q?DX&>Ys+6+(hJIPFWIG_Z3`@mfpRkeP4*YMc5PAE2pokK_;
zPQ|APfZ7WW%|A$7dgbEtB$?~(Z@xte_Kk0@zJc#rdhODox5z?$DX~cse`$2^`LE*$
z3+mFbdJA4d;*Li_{mAwZ{V+zp-et^Pn9i(eeY{VlAX+rQ28KWPHh2C3xm8xMjP)^?
z{Xnm#^w4@34UcFv`)EXJ#e>NM(_|G67oJ!kzMOe|>(q;+6+gK2Cdt^P_nx>!0{Pad
z1Jap!cYL7w0Umsv1q}LVopDYq%fX~k7_e+jJBDAgG;Njp6dq8hw@Hu<jC_8!cYZa*
z1OEkvX3Ks3p<oazJ;ufjot9TD7L#f_nKF|^XY25@^YcXTS1vBovUvHu>RY5O-aWJM
zO_Gkw2S(nJF0~R|ARpk%jQ66wPiU7Dd3aVv3+&5kfrD0A4R9W8!6^q|C5(MxayJtE
z@+VeVQOA@3y3|AC5sf_8eX;nY?18gCmmnW&|NYNf<PPM&{PtrMgna7t<u&P2KN6P<
zb~CKLNHlz*H(;H{gYf_lkx0QjdTB!)<`bk{#2&5$X=JL0tHij6``E<H7v>0Fe=L*d
z{n*=utNXA)35Fw-@yG!2U5mxTv_hltd!+XtU#QFw-{(%R9U^sc^p(fIM6h7_shQVl
z&ZUL1S4m?p92|a{40<d%d_SQJV@jW+Iq#1R&(O$y2YMEWD~FS?9KSHbpKHgCWPp+{
zXYxbgO+Y$5k%->+=RnVWQ_0w*y!m3B$QXa%^&}aQ>C^9IX_EV2dHE3nkE!RMKDmI)
z<#^GSS!KxwA6$?aEq>pF*0el&FlXU)Ytte!FClG04Bz)fy4^XXeNxHfd-r_}2^Xdi
z6E($&O+|>cv8mZ9>OFbDo|=+9ld@;xve%(;e>Ekc=w$x+S%RYBgO5*3tRLS0|F?BF
zyG;W@0DzsOX=q3>3bkivc6K8uqSyuk5+{TpJOL6f;77<6Bt+VZH{cm~2P6)F)B|Up
zh@F`=hmxD4MB4G}uXp7yuSoBzzPmx4g5dNG>STHLoQxr=n=^L*^Q13J`B%8&;POk?
zk50mk@$ZzS<B&JKD6E9(Y5V)k**lGoIE!=`pZN@XLVT=p&+1`OwmaYl2)0xN-$Erv
z*d6@*+VtrgsO1cs?m@K&8GRx4_IiBla?$OUJR7zQk5Y@uZ(E7Rsp1tY^0^g^%aVW;
zQ2Vaq6-qW<qZn#k3fY;wgBa_q8eyo0D^lob3xXQ$fiK^$NArsm&TTpv!kKccjun-v
zWs}-FM75&?osyiVkEj>Ks3osaJj|Xj0`82b;sL4xtmU`c+EtKKoF?);HT7|I_<7N-
zZ^FgXb~mB0oZAj%l`^2u{tOOHa@F0WX64jjMGx*=sVp%IBamt+o`T~njL~qFR;FHK
zsU7Xh#fS1o+4e;-TaK<4O+SWE9_sk%y_u%zezgwXdZ@r+slamLz}`C)+AQm39C2WE
z1(R&IKKR_s0-?`Ap(DR18|5aol*#-`fT<-N{p(8}s~m|uur=l8PpYAmP(``0Mr$lV
zv{>uDp2?yJETdH;5NjG@i+9~N#p*?Vyq<?|>(TU=6g)qfW~FvXR9hz|N9Li5A!n0!
zWwNeIRb|2^0b93@Vl1k5R6f~yj)6^XQ)(|n77OoM;os$aIIT1m<H_tejc66#v4Xv}
z_f!mIsE*V6&ypCh&gl#u*o<VRVUP)`s<nLxCd`R*nTqfslK)hk+BW}RP)h>@6aWAK
z2mt46*IK_`B067v001`0000L7001yAF)uSOFigE`bQ@=OAou|UC6OXo1?ou>BnSz5
zfCZpPKfC;pKG?9^ur1TH9uD+y5ez5=A}tD%yS=pAQbAK58+O|%w4KgkW|A}~*g3;Z
z(rzZZKd_lj107_0v3WAH*|R)nAI+UQXM?lT=|<0<v%@nx@!osCuh<P8Tcul7Usc`r
zz2E)r=l4bYjO}BL1=wS4#*V_#*gRwWQO3S-9m8-K{(9MQ(|~^&PqO1aKMPkli=TH5
z$1z@Jil0SH!!-<7oYX57?$ge@4uHI~j_b->b;IRM3p+3X9{M%ib(vo~Ux6#!0Uuos
zH+JOZ=M5L$Vqo_n&Mq7dT>;k(qro(|%XOT0#aXvfF}%BYo3(55uHZ~yUEXCnwPt-?
z!qrqQm6GsmD$7y;_xssnO=b@wG(6j`)td%8*5hXv+qG@h93rq;$*S3|!6FFH$5?Df
zz|WQfWrH0@Xti99s`6@ejaO88b$!)|)Fr&j4R~PzcQ!Yjj)a#T$EkX7*X>p$yp?0Q
zoPg`)(ldVTVr$KfwO$ctIj<Ls@~%Rmkapx<b*E5wBwXE6)h!8+Mx)gY?<w#TPoE5?
zdhqX)W&nSjefi~=|2LAxby(o^Ebsy_fu=A;GaaC>VX;`)VMChIU<sgzr2-sJFyCo9
z0E(ZU1sWMhdB-@zPWl>tg?Is|cOQAlVC;wNq+$&xX5qRDj7ZM|hB<wf{?fu6SW9;*
z4S(F^UGB0bJ7soNp30tOr&d^`Z&h8Vqq^PR!uwWgS)OgP6kL`~sayq+S+lp=Z9K^G
zIhMkME?>0?vcuI%4iDI-vk}09jZ&$+fd`xF<_5=uKs3Pm==N-_*2RO$8guYrrc)|c
z^E8gpNyliM4(qJpL8)8{Fgz%4I#qg&=2lU)>8^C4fY>pCR)sVk1UctHIJkhax7J7G
zFt@g9HT4O04ER!MC_s&$DJ+l(8+;rjslq3;3y3V^F9UcrV3-fY!;S?wGx%UU>{=6W
znZeX#*szos$R3LT>a7TzLW)#`3^|VL{C9qQ28;$QHz=MBLRfLdv-OG#gW^yD7@GAY
zo`aL_UlA*X-G-W&t<`wt9lG{HyUuDtf+lC9+lBlSBv#J>-m-G!u3B@uV&n_8Hmm&t
z?y$CmXCol165c6pH7gRn;W)XxgsahwQdz=*WP!4Tr`>eDAmBlp82S`^@X@&0adud`
zg!GK<<fDl7H6v|w@E{s3N2^5YK($0f>!vd8EFRQBoQPHq(5gTX*9{W!c?A?7@mH;u
zt>J;|)?Fau6dY6-dj?s1Afb>X-8LP!V>tiV15%*qhJ)f@?N_X!DaD%5Q6#2Nnvk;A
zWL)7s)Ryd69L~m-MkH|`)TIG~KJcFmS1ctSt~4TXg&j!Dq8?>F4Q|muVY*1I(+ZzV
zhQ&ZVNq7k$w3>o<1kubmYO9Vf>kHaEf(IGab?H0WcDq{<U*Bxg2i5BC7O-s0bb`eu
z2-WFXwN^6-Q@MP!N|L7rO4TSGfq2kBD^9^-1(HFd(&ad$4oEz$nbi`I3f|95chWAQ
zHMSXbc1T_VB~~J;R8*IQ!mT?roDMQF4PQ`j+&bQyZL2B?)Y@9QL-eyVTLOY4!N&=C
zxvf||3Bc-p)IW`<HIy2bP^|rN6bUWd;W|hRI}6BUBXJWflG9;(PQ%FvT$O}#Je5!w
zs2;R5F89Ug8vHO22hwCr1>IKx4XCh#Q%d8R1YBBioclgN2WU9Q1;psgu=?UFUAC1{
zSqYF*^l{%DzV2Mcwzo(%sM#!Gz6Kvhe8<&Hvq?%P8my_LO2INCDK=^`hjdQ4S}K?E
zpauL)kePtmM|h~zvZ~}rSMX?yZ*G!;a&jz<8c%1jdm}L)pH{xXPQ4FmXEW!tq%|{Z
z+yy#I3sHbSo<*q_oI1dJ{p?V)UzpGQ=4O6VnpOCoOh%ejlu1>>?I!#LTxobBF|F{I
zlL}Xn(;EZCydCG=fVB1%$Ftk$hq$}W1lS*?;Y$Gj2jjZySg$0M#<U<PFd3W$X;;8k
z0YNYZ{5SxpLOpJxYf};4g2FDK8hr+Y>!D;CuIv0I=?>6tuc0NXcwPl?Z&$v>Y%N$X
zKFOj8Uf)i)d=eaN*Hj74)_{ugoolw8YI`5Q?y61C*HDYLEx#q!WEZvbrD#AcOSg#!
z0<0?Unn`cF>+-HPxFsnGcRBo#@D6LOt$7~J<__l)zQ%HEX$dcbr&pG6bu-7S!qa(f
zi)S*z)j>1lq&@$^aS8=V?Tl)x83_mfCJ+#Cz1b{X)XYFB5GbvRvo-vQvqJQMwjg>2
zC^Usl0ENbMP)VSTz$UpJK8gMy7!Dwb^G>fYa1pRmJO<Qb!Nhau4G0SZl4~g-jeex-
z0kmDmkYB8zrdUq`Bk4({aTd<^#L*w@xT}7AA%*!87lCUk73m^XY9J4uD+E4+=L&J&
zbmt_z4Wiff9JEwZ^&Gdh8%(7nygA}FZ2|wHTUWt=dERn<XEVPealR2?C5iLdde-KW
zK{8G;QkSHtfLg40u5Bm1>%6MvXrLtFYoOrPJg2r?-iS(gshTgBJVtBQb{Van23zGh
zyWj{GBz&v3wN>=Sua>LcIH?qqPVjMsJp>5NBy@F)&w!IRC}i}f;4o-_-B*B&W&#8W
z4jMxV6v>M5Ztn@d1*lF;f&NtC#Qb!`HU38$4~!2-ALKTGZ^Kv*!_Dltu2?!eCJ1N1
zp+i%rYMw|RPY?l(|Li~EXMWJlJu#&b0R0e*pRa)p>i&iJfL64idR{zF!RLDjvRTbj
zH{j~po_C*_se2N4KEt=#&E42yjd`&J2eTCQ5W3clrKOC_rByCv1gMquG$IG*s4E#F
zua-7;B)rAeSWCiVn;VV?4+Ns6l7x3udzTU2NV@Jt1Wp8`P{NDBA`g1wJNccRT?VyP
zk3rRHwY<xqHVCSO2k|H1B#A#&7z$!z7L?sBuvJduH2UyB5>;1N5uhP(5T-#i!G<*^
z5FS_E=7XMrJ)}D;>_xDHjW<AUD~(yCQ&It+Qn8-ZKm|{N)IlKQ{wE*lRqliP14$rt
z39dX310GA9H^6)uFN;90x$XM}k?OXy>M6K(s=cc&ZI-e<Zf$MZO^<keLE9r<B~$5o
zAs&xbqj?E$?HC(e63@5JJ>qq16}#;bui|nqtV-`}wAMU0SU)ZTp;>1qmwQ4e=@JAC
zT6)J&(^5y*3h7`_KDv;OI0YG#2HnPxW<s2{mXp>4yuz+$4>tJ*_l#u9PTAfEcJb$Z
zAp9g;;Zgv<07a>wb$bs4X$1*62%<QU!~;OFlF(g)T|-iw016q_o8SlD0_qH*-?IX;
zc6J)#?fM@4L{P^;ptqG^{BsD}V(`iEla4&+4`AS4khibJWw35ocQn1yVRzv{k0#8D
zoo;7$e8Nif1*5AHiG`Hf^duwIZL79~+d=qF3D2m(jHg1?pv@#Po_AvToCHG@9F2N{
zv^rOJy<ysJ#xp|b0()>H=B#<aZ7HAMkjClkTB{`kag~9Al2=z-hO-G*2Y{qOCzYPM
zluolqnykYFgsXL@{uMR}XBF#%#3gVZD(<W}x3jb3?7+D_5E)Bt3E!Y*c3+C~BImzk
z`@T>be!za?Mf5uP6=CXh@GK|5)yHUz4N~0Iaq9sgrh_0-;N^1@so59@s_6-gs+Gno
zC}`kYK8yqYj&{-LbR73nKfQyCLAH1Y(6)YH680@%lHUb`I1GP7r0DV*nBA{w&u3E=
z_pg2QIqLQZ&xlXG)aTmiIYoRXxYX?wz`?V70lc`jir|oGJGD&nF*dQ+&z=mnw}ufq
zs;61wfM%-PiB{iYp?!XKxw$=;X&<1oW-!Hz?jr<;*pVOBE*q@XanFmh(T&YgS)9EL
z3Uh5u-UZQIxhmm-e5<MoI0PI)`w=#d;6j9@(*g{xo;9yQK;P}w<STR>_#+2fgD84U
z4%P-~OG!A;s#uipE_b_J!fo(dZ2?y-DS9hP<6k7goko9L?>OuX#J-L107)DmYsH!X
zIU9%TCV@C-k)|n(tp~s@<q7muh9LZEgyEtdkg5eVeoFkZ(E+o0U@tupLJijtPXse*
zp|7N(18W@z_57>woTv^ogaIxlE<3zy82{EM?%P_oyYdU_`C`D4Ul0KmieJ{}XD@>;
zO&vt=QQdYM{hG;&?RxVL8}0YAs}76RDu=|`@&=m(znkS##_n0}w!~S5{nMnLPB%WE
zGM#d@y7`CViXAX=IdO%_tL2USLj>0YQU0oS)yROYz9`N*kx05A&qDYIXWJ^6FnJa<
zWh*DnUIn+M<H&bXRcjICqYja@cqct$vuRL4^JvWY4*=oGHv!jw0B*?{P-pXCZuqQ*
zlJgsYx^PlNZq^Th_0LT~gwUAQFi!BnwQE3(3PyAZG=YHk1_;XUfb<<lK%Dfc(XoCN
z^eH%$3O@kXG%AU6sbJSV+z+pJ#7y}j&ejYY8T7NWYHj@}Lt#8%s;rhuCD<YO2Q!<Q
z)RsLe&!jT#b=y1RthJgo?@W2a*{JTG*<Q8RyfXoi*ExAc=bgr<s4zN4<+3<GyH+jb
z6YMbE7;UXNo8FB(8`aGndE?oVx-rTyIdpK=Rx6z(I|46lx{*l1J<1T-hxBv-$YO%M
zW%i0Vo!{Kq<nlB`?_e!;aiR;yUGGGp4q<{k!SN?gfYB+$QJU<G7*Ao75QhU&`K>91
zj{=&1J%MU51WImy5<NhmP6g}@oVAd2aK#MD6i7f5j1drs567AHZx!}NOtEeN(O-j8
zci@sWpd0v@M#G2Xeio#(!XE)XxeM_B7L?#c;D&D}%ud#JjbG^#@7>MM)Y|gBSBt6j
zfcHT))@`ct1n3J@^-g5$6!X3`yOy)Jyc5w4hjV!%x}8t8c2A@#!KgT)XFCmrxbN>Y
zv$GS8rT<HLQE4Z);XMyr#r%$UcPXH<k~lHDQ%iM@G9ST<g-G3d9C(V6w0DDTH!~S|
zLaj!t-ka;)uJxyyneKGb9Z6e=-JODWUmbpqxG&rUt!8F2VAXy_oCOyT6d<7WCBXlW
zLC?*D0pdd_C4gBFJN723ItQo-#)}VOI_gt$_2HiXJ%MT8&d+*}4xn{=6NTt7(h+@<
z+i}eQbD-07LK-QBNOuf$-Jb#o<P%~6(6P*~z0q-1*Ll4MUg@w|sgJPkG{ZsPh!oVm
z^&^bn^;BEs03QN;+s)E;3_^hv=dTmu4w{)xPR%6QVK{9%n~d*_$P-mIV>|N1YKpr7
z??e_vtt(D|3P{f8c3O@nc_6b@Px4|;J{H>*W(<ctVXk(%xm}rTx&^+qE9OACh&%(T
zuJMHiM+tBPv)S%f*=aMEYsFfazye!h79xdo8Z%zSVr{F4$(t0479MP~?d@&6jsu}|
z(?RuM`Qf&I4ia)RiJA=58^;XQ0D1-}Pw#>T{3ej_Sc05=HV&6PfdB5pxddQe$D|5o
z8~+K6ff^Cqd^QXhr+|2O5_-pNK#<5EMPKAO3<_SutO|EJjXkGLM`a>|Rd<3StypNc
zDW`3w+FhHHs<o!tr1ZPpVO`2o<u+oRvQlc@$0-fyWNM7kT`9wX@nQ;#L14JnN_P+u
z8|6(pYdW!*gLpElfl`Se0cLDc4%ZIWYm_-lrweJy*cNNG8l~CFD*O?deE3n`esgnk
zM`m^Fm=*=!#)@cW&~<}Bd}2EbMvJnf_(P1NXy{<j=Rpd-gP6uR7xb2ep7{{Ca1Q$f
z5QeTBm@W1xAn-lF@VCI8uc2#DL~mdk%&w6(T)yWtczQ63AEL3Brhrn@nB%yBa`YOy
zjt+X`py4{!`|v+@0Y*y$9WNzj9h-M~&y+b5aUzs!t*f<SkrJ`BuAzzvl8oJD$S^BS
zCs$GFvfM^~gK%EX%%y3j!!D|GtCVy!9Bvc$J(kov>4q_-$5`VZHFGnU+i`GWXQQf?
zDR<6dYa3-TmEvab9=)EnhTzS97KdPmZ*Dda&9$sZjH`fnyiIq5{B_OTjzk#4G&TFf
zgt?`vwJrQdgC_)XG5rAS1qRu2;CsKOE7p^M$slN&zd&@n5;qOUsThsGX*zI;EXeVg
zZ{pJ!=2|nrywAYDo<JGM0Wq4u*#{7ZGswH2O)C%nJO+1s4Wm?e(j(-}VeXegpI-%&
zi#b$$hSRs|5Ca!&F4C&N^)*VXrqphV*wuDf4YRXrd}EU)l*+Y&BXY6K?jt!^uXM7=
zhI+-YVsUc#%(b$*=^(1qHI}CwZl0@R+6h#ZN(pgetC*r`ry!^UFqJVq805b;Wwt<7
zw2()67yMw#p_fXGUKB0}a&JB<BIlFRC=g<11T=CmegTu^m2+}BWea|CvI%s`Kad7-
zh^N6W^OpcS-vtC70TTTLZ2{)orZJ1Ef-1i@eavwG99@lL3hS9hI>g}STlkUZVT5Pk
z;yE0yg5*1>gL^d>1N%|J3~u9p0;QtD_|Fi<kfKKC-}FR#xT^5YsS9qF)#O{w)_I>J
zrj#yhrE2Pyob#zvoUWWx(rwlHzIMUxrkl3>G-p%Ib>vJ@buG0Kkaz8jI0Y`@eO;s3
z@@AGC*N|}Jgjcl-oy}5gO^#M#Ya4P_F1*8EP3S5weP`-Ix~XQ}Pvqp8lP<`~vkNZ#
zf`hvR=r|IN^CA@qukva%>P?9i;g5g^BVzh$HUgn)3V5sTIzmU;tg)$uw}h}*9|M<T
z0KtEn1ngq?IF8eM9JNmvFn>D<)|4x#T;2ms^At{eK<v^O1YK2OpG+x@Nf5anaC*6d
zxf}G9Aque$0<Gua{uCPNX&ADD3Ju~>nwNK2-)Wo(risv5%(Wu>^IBU>kvelD&NeB1
z#xh$%QSb^1Pq=yi8`=tM)<AFEr)i_S+CkH?lHX+IDCsCQA6033$W8GG$yZT4K!^YR
z8Hi>szh;m@*ol>eL1^V$!jhD$Vpb%VWiHJQai>62%HcY@k7+D$EEM+p33Df(C#9xu
zsoc~|FwBu{9Fu`^YRP%02bzflLH%?dL@AZ(6M36;{E55`sEseb3%GqJPP2X1Wk73(
zVRnXLn&vW2nqC9Zc`HF|Zv8d<2j-U_18P|@Du=iOFN9u}52%ttN^S#Li&Mg7vJQd-
z&4B_t8^?T_!XbLG9syZ-5I>JK0`52WiJVxso#o<{()AW^d3jN_sd}lhEQgra%Zu76
z)tgh;QnS0MwNz_!H?<avZtxhvkIiP*TN_WY6F5@@M#3jE9_F0kcr!&hQ1`pq#Y!h<
z7_SI<E$6E{B9V4J3h~~id`7hjW<)+?r_%1kyxc2<iQcp8Ks0Zj1N2+1E7N*wYq>R<
z*2_7qmaK|+zG?54XlzH=c0}ZQz5<7o;21a4g-9gwI1Bgs+3Ufe8+26xSKD@5mGCVf
zbxpw05`CdGVi=hJYYl}3oM5EbuY(A@0+MkBwIXOM_;vo@9=shh;|iMw5letXVkGlh
z@ZVnprOt|fTMxlKkHGQo%qWeS7|{6`YRE9qH-b*`?;}?L3#8+(S3m_BPJrI9Qp?sV
z@(p<;ABo5}PuJ{PP{P|T2XiIhnRY7Ml<*ATB_rW&Fi|N9Z}I9*hu{;lMkZSQipXVE
z^EJniNl>@b%uCv-mC7#PRKQ1Yy@`vBKrHR0YIj<j-o!<qTvfdZifE_S%6l13H(gXE
zyk1Dx<v3y0dLw>5)^cKwOtPlem^Xo?x9!G|rbn1ng#T}UsZ2#!#Ls+xPHYM8Cd4sM
zv1pHFg){8yQ_q3nD~d@UB;j|_z-S4u`td1+fgfg}CyZ_zPHBuKaQ5LZfV{<N1ru-J
zEGz79F(H64<;!sCxi~t;=rDuR@R68L=M4Tni1QU3sK1wZA3Tn4X&1p6aXRwpyf*>*
zvEvwGjtsL23j2BDA_u3a@~L3e8e5GN1gm~E)7%OQUe#+3=4IM8OEupX^h#x#wW6eB
zHtX0KNk_14PDjE^+z6B;JTSx54GHI2qcA7nFF1x#k>IXd>3VGC#(3KBE{|>o0s!CR
zXBlvp13?6jfq(7hHy&l<d+}3lC$hl;gp;p{b8XDAiF4V_Jp36JaEv`W@*Yrd*+?Xv
zj>vnqTie?$c~7gwTHEp-Fp`migcplNUX*Z}T9$Coz0SITqqA~LX}p9bNbCuaP0Yw?
zZz_C02rGLUNc$8}@845Iq*%WNYSh$p$F&AQEn9Qwx_?HYslqYo_HYtQY!sZ$g7{3Y
zfD;~5tOyL%_yG*1V+4CxSNLHp@o>A9ukEAv;h;6Rd{31*k)V7}r`aq9CA`+DI28$3
zn@!e~@a$I8^{(%#hME!Z*`3XD?omp-W=o}=Qb}H34yv($hw4ma#6!<W2Ru><x52IJ
zN_ZvBb|1ULs%7sr1A#!fEaBxHwxN2jSqwI9k7Q~h*c3j98I5j4qbabCz|d55p;s#4
z8kvPcM8v4u+Z2(;%of{jff0{|S!o*3gn`w43^GzF8-qW+ShO}YQDa7xD(p)j&J#)W
zVHEa%01;-X^kq3NDg|)jV<<@zB5VTa#m0eNbEr(=<U{E54^o}ezXR#zK)!j5pTOzl
z4ken7qt~x1&9SMl;|l>8Cn3QB0AJs9L92E7KJXBLeiRPct$cx;?-{$v$pL8_U4sf(
zni>8bkjY}Ij?RE-WIJ0F%kJ>f8aW;t<#K@h^=fvm96(G&)b*^0%#2QRo8qx8;F>NS
zfubO<WF=QFZD38wX}ugkvCp@vWhxV?Z1Gf$>PH}6#QaP~%~<5&sN~^bUg;umd|x75
zXspD;k<@(L1gT=%+;=*>4NNR5&EOs#!j{{>z)vP{iXus#2Gh{f02AhRjE>RpLjZ;W
zzXN9n&_xVGtVDCS--)9jU^4qnkr1$+hQECprQUE_@C@olkg5&_QjKRYLC!01d7d(K
z3WFEy@Z)kCgY{xq+kkhg!1qJ^YgW{@h!WZQj6-RTK&l<2974*?x^${(XHt~-VBq&>
z$g9hCD6%zUn*l}<*AAeK@Sb)8BGip?yXgQ1O_t)F;8{R6D}VyTcs|Ve-^Ewb8|qFD
zksU6b4S`cy;ydLMIi+iMtxZm85Mr(%j;63%2@|djlq^wc#EDbZ(jB%Y(hcxKR~7sW
zD%3#@hZ3Q0vj==iFGK)mCJ#bvh5=tj-BKx^V9kR9W8atocLInxE9zIM;1=2XKY~}8
zOv(v)bS3x2#ng}==V1Y-ljMUy4BUGfT!=pebYo)e=NQTUJqeOdDO3nbDh?3r^elMn
z9n7~jz=~PF4mJwHolXNQE-?>_PmWB1*Jx+E7D+_Zk@*#yQ^utUG(i_%&)C-gs+n6g
zwq=vs+%|*|8To3AFcJVUK+eBYOC?GcY;I=CR9vb0c!y-f0auTz(0Iq?M9-SbDUdfi
zJ9!apt5~^0VXeAR5_hFCU6RV8lNJS-wJk5TgSj0MW>h$xisf1@eBp2b)%iUg^uy!~
zip7)(o<56UF<jko>o}nDCppc>)<8GiLqdnq#{UEe5s!-y==T8G`vG_xQ#`0(QdE=&
z6qpHD8a<%JazLL~&|9zKY1C1FB~sbo>qEFZ5x)-t-*Fgw#(xs%^er$%2Q{<Oae*k9
zBmk{SF^a=4V0r?4em(=VsTgjW`C>YJ6bGtgS(m7iZS@t1`R7u0ol42JTv<3~XH-#T
zS}fW{75UKSswjxHTN_S=l+PL~l^r_TsB%i^tf=d0cssmoGiCJAP|=Q2!vtDb#WJ^C
z>>KRlZ(u^98ek=_-XOrLrGWIoH&tdx@RpNyy)p+h;<7l%+}PNtdb7L`5OQxecQenu
zatYljSWWG~b^y<u074|sf~SDh#;voHAfsulN4v*P-e(Nmb<~je8O|5EB&7}ICs_SM
z`6C^0`W^_?i$I(!K#Dj{pg)ZnXln&1*`T_>1Y8it5SQ!@I0h?d;vCQ=r@&HxECu22
zKLTQ2(9thcSQ4cV^_NjGm>;Chn#DW@2^#PP@PxwGVmM0})MlM-#cg2Wpvt<USaf@&
zP7KfNRDq<U-c6+_#n^;EnNDT4>>ANf#R+w~xRY;@8RF%$LsKivVQF=T6cy*IRQtH1
zs&2GH1T26{NMh2gfDt3X>9p3UrjnPL5R*VDAY_X3c8BCzbqe($DWr1{8*lF9cYxD?
zRlgfI!S-)%Am8Bx0*Y;L`&mml%T7Y9yiHY!dTSlai<vbY2Svw&+6on-FrN=70#>@!
zaK6M)>d!%Lo<QPYrE8~=1e6V6jVlo6DpirA#DQ_LLRj?hee}XHBmM6aIE$+A-vZ+e
z!Ic%nA*SI3T61#>OE6PF#?L@ZTNp=!N3n=?=Fb3`xLYy6$fLGIwN~R6QDMfVBynM@
z8Sx=vBemx5Xl4r3G9$gW)l}(%CRksh4s$jg%5bY{fRlc6t1XpscAfT&&{S2YQXpj7
zj?)|=azl(j2@%7|k$C_!6;Lrz9WH-)2H2UqwKaz*nQ@(9QFuuF2ii)@ahw*~CY&Yv
zGtI23s*1I<;d<l6xVa9>O=K&;btYR0LbBZ=QfyoEQ{WQ(EpTPMu?-*9M8O7iSL9f%
zfKFE!&B-5t^K@kzY&52ZMoA153yit-mkFG<L2}@<cH{R@Vj4)5NpK7-6&wR_$H0qj
z{Adb>z`K5u5Y`AID@?CoH6K&46#bz%`4r5L^(hQzw^dzf{0mJtx?rhHtTSfM>^o_8
zfs<2bNUV#s=60VrTx|<&cE5=gl~hx0W&zX`gn-W?CoLE45Rz+w(k8OwY}6@p^j5nD
zP>U2D-|jXy=%{NrHBxy6gFC`O12bueDsMHgu}Ss>?7UbHkgmi?hMGaANT#M33<}eq
zYvpq2d5{~Wv%oWdL-w5qQKPq<R%;z`efD;Ig)wl;B1GlZ`Z}4V6&68X4WCZ6dh|hC
zTU#ngxeKTURrUvH>p>8v&=+WAfM`RQ&i>y3%OEIx1#JzM*rDS)gTah5t?+nEVc!Lp
zi;C~Ql`t!A#{stsS+Ilk?r{1T5`+H`eU0CyDsr-B4P6%w+iQt1x4;fntU1jzuu>7+
zL%qVSmo>ACm6XVM-NGCfYKu45Nep~#RjREmU^z0zsV*apmUUWPL9@Kd2zgyr&I{sI
zH&pW9)SQpeIDAg6kvK8eC=hS28m>blyKc@E*1cNJJ3^6_OG5T?4yOsA6t8FKSv=?p
zLZ#O_6tjRs`+7VaXy)Q3$UzbPFum2X!hk0;4*CoT1v0c9`4S1W4Fa}JY!ZnS(nP2l
z+(Zs)S}q1qI9AfJfBh<zf&TFnV_$^ELZLCQDil629FjFU<KSFfgmYsdks#1RAzW86
zKF)nhiiHk2SgkRR*;ht23gPhv)5D{zCuWA=zEEA1wsNNHW1$9n^T3!ai42X8he9&N
zG7*VJ!ZO988P7bdN%+fG7cQNX@WSHK;-ZA#T)dfIl<@pQ{<@c{xpDQ<f>%{{<LYdF
zLBdyVnm3od3h(z;-@7m2l}|q2tv&tC&p)qz+bfZK`__sqku&3uCZ^-wdrrVxOZeEq
zgNH{Ye5k*_e^A2r?%C73N5cE?C*eU=*)75A+qb9RgZuqHzhA<A`16YCSi<b__w@K>
zVcsD82E1p(&wDn-qy+yGekXuHV5Vk6q4BYA1Wx1Jo;uc4mG{soQEmgdl0dE@O&=S>
zX%g<&BV(bDa0>Z2O_Q?&;4mtr4{?mp8Q)1C_levuc=8jtuxV@@Jc+Xt6BD?$VB*x&
z@k!E9)6c&2)WdXiDR<-A>&S#lH*ej%K}>jav2csD#ZvCtjT?Ay^KvG?hzHA;U&;~W
z{;k5wJEYGZ+<X5MJosmye){=8!-EGOJ$Ro)>CE$I_|teWIT?nxfrIgpk+BdS99D*g
z58*-o-o5+!@t|*S-`;&Bq(h2A4#d#@{=p$U=<x$;Ijy;%JQ<Jyey9SGWOUQ1Q>Ra#
z!UF|=crBs$XIMj}hsJqW6Bq-_GG<L;aJfV^s?0Z|G{$3yW*j;W5}_t$L4w9!*b9D2
zSPzeZI}ehDRaQNyER(bFE#u&onUVO+=@W#*CuT3a$m!_n((+BzFe}T2rQ6Gd&7~Xp
zrJIC1^I~3L^EHqaJb3HMwS^Ttc>nI*cgR=z_6P4*K8J(Z%BLTHhOYJb*Uw+NfM-rb
zqbH(-gr0;sdic=DD5^-MzkmNAp5C{2-`>4=FgQ3gNRXg1D3+}B26_U$zd+x#?)Uu(
znZ7;vL(>-yhbP0r^l4gL)97O0BEsSK%(2jDXzWKAgG^2X%ihCPM-1>br~!5mZ^31y
z;hUzVMvX}FKIoEh&`!_#PtcqxaNso62#^0~cA}?&`XxpcQjPs!*AKplNKHqMPliA7
z(PY)hN1l2pE+?x}+1%yV<RsR7e);w-3BPgu#`21UFE1|KSd#FiORrzcN%+#s*((bY
zzG^Nl-I4H5-YI?Xp@e_?lge*aCH&^n((d?)WMU>M;i2(~iE%kw2a*`oE(`;Y1?6lV
zAb!tYc^A+Ebc>wh3o5Fd#k;T%w9GyUN3G$P)1XY94*QrIyU-ix?d_Fwdm|&GqoeZ1
z6DLodIwfwTiR&+aj!UgXB{fEi%CbH>X2ms1w^&076V&wB=o5Ryf`<vx_)24PW;i60
z*^2cH-1Q8?KoEE^Zlc~8d&(CLG!B4?prQ5gvBt5O9vZXK@#n_jH{_!TY9e~-ctl24
zvD6D^ANLk<%wNBLO~MxnH*c;;_|nZAg_{z7%bZ_Wkno$&XRn$Pe*5Ko-dhav{?dE*
zN)rD0hn3Gim+*J*mp<^|#+j#{eM-W|!;_J)gd@vMNcfS12M->R@P5z_eG=Z+5C8I3
zXavF6mGJ$bdirHSJLi9JF#z%s5Jk)8p@Rnx9hCQ+JaOXW$=wp;U~pK%d+;|TmHNK~
z0pVw`_DolJQbW5sI<^`(jfh6o7gPB3io(x=q)b4B4!#gXfS{8glpGtQ+QP{xGz+h2
zxU|efQ$NmnmK95xQdp1(Jc=<74IBcU<7=dV%AleeTr<O3JQhX8`0(ucSI&}KbYrPN
zF3-&+AdOJ!xkXY#*U!Cfk{Y_1zCvE6`QF0ayLa&5(+@uR=wpg9KKaD?5D&h3e)jcq
zcn|?SbQ}*t6YvKQMn{f}j7Wt&FhI%(uuf`uNL7^~RAc-51_n_Zh69}cK57NRVDK!i
zVvE8L^(Y`8m@_5S&TWX>6123(V&F7}kY7PRkKzj9#>BMJ2u)Eq!Td#~k&Gb<mnmn3
z(KI`FI~?kTkPHJgk#C1F9>oHTsr%#MNO*#=2fmZ$sYjoBn9Rltmls|qH}VGXEMW(<
zig1~4yq;Yo+qdxC>kEXY<x7Pnx~6phLFqo}@6VhH;p@`P+$}=)$wX{AP9|>x{t&)K
zM?-|K;h{lc;P&AU4+e&Y21sWsgZqaR(%C(JTp$fT!StJ?M28xwxOx0|^!RbiDgpDV
zblsjkd-tLW*L(bY60mj)oCsjN0bsE)V3>2rTGs%DU(v$jn55!^fFO*AXMxig+B8|J
zbsW_9s{mIp^`N223;^bU>G)kx-gn42Dp=wQme35Jn2JuY{?q0|&tG`zVSJCvi%Sbv
z@!;0={1Tz9U|zdUXq*4)CFHJ{`NFju3uF=R+<trY4w*~)(@#JBfR2{lUViWEXgFsc
z*Pr?dT?TlY4C4qBAOqw+92!;*kk^1xO$(;`_Yd@=`=AGvhN_u+dwY8KSX4sw2j>3%
z{r&wIltv=QBIM)`4-W^2$)ykU3X{l#lHI0pY8}j362A0Fz>6}YP~nM&>sNG;$ll)5
z0=GjFV}pp&7cm=?1mT-R9jud=jlLJyJh;RXnN;4J2!|R6fM)}MzksHPBfL0uKRS~-
zeTuOk22PskOV?k1NwD9d@VKsD&o5rb1M`(@Ih4|~^Ur2+;qS`)%JLG4<_8~sKt98}
z_wNXQi>Drb;RQlic>Gud1NHF`%TJl3hYlPWL2qH8zpsCQKAR`e&k~D8`}g+l>mwrg
z!8G|v64m4iy1IVKT=!wo47dmrlQ_u1g9i>C#6c`8q4)OkInY!y0*gNdZtDjmoSA|H
z&}F!GAG4b53{J0*aRHnGnwWn|V1|jPo?KQniA(x~XD}Q$C(v>JVDIVhgyqMDBXHNN
z8ZLlU8hNl$qg-7w$4}^yN%X~%&t{)^6hHmKVnHzC;_{6GB5*dB%`GDP&8M^T#E^yT
zb>WBId$05kR;7LM;KAJwKG<Dn_sUC;UwU0S?8hRZlP9H<&lZ!jM-GpSeS<|QNvZDN
zKcEPE5Z-4waeYX&?rG*=-`@WHb-6AJkk~Wi%@qsh6(x30-7{MdSV@y|=+L3Vhol+8
zYsp(fnVtq@PNDj{0{;V_3I6%Gh6_DVnt^38PFI(Nnw$kBE4pCC@tY!3e>|a&j<R7m
za~J$us|PfI4~O&Xa84|NYcTZCVi(6IkB^65>8JOJ%se-BQkuA@U%!4nBj3|36mBef
z{VBlo-;nU!%U9<YJb3oTwY-FXef8emyAuA9efNV8C46D_@%bAPt{tC<X%dy=)}e$x
za)j-hG7k*wSAqgnI><YZKd%f84a#LR%KpB=A-T?^7b1j!SZCq|33~4y7S_zsG5GTz
z#Z@EtlUGR$hkLEx1qoLL|9*jKtMDi;-yXHFv;yZuZVSt!SWkffYf~7I1JdtdATfaK
zJg1Qg7z6zSG)RU+{A?U;H+W_&r(s2)VvPZ<K=#QzVH_Snvk%9hOUEEi4Slr_?8B*t
zkCB#(zj)=DNATb^&<0oVAP-7`SU2~2Zk|j~{>qI@WV`RKzPCgn#K-Rg597g|xyKgC
zh(8jY&>q5^1kfD5<51i@JTy3b5Zr@sKj6|F7#ted4-y>?@>k>LUa&Z%Iz9XadK+J8
z=FyR(M~<Qr9fc@%i~<84KH!1i&tD*}F$Mn`fY00upZP(8#GdAVAW&dtjJVU9fq(%Q
zj*VGw#<6k?4$z_u;xcJ8bHKQMjVe`fGO%&rO+7RUL9F-y){7sJ(2r{tpE8f9UVG%!
zj{t2vU$}~niEic_P0d`GU%Zxs&zN1Dzi|%5{_flFE-Xm|y-%*pz1c^vzfJM!@p0{O
z(wC!SAwoSk&ml6_Bg5(;@@WS9_Vw>4OEWOIzhA_s10t^K3-s*S`^#Y|2KPPaeH{X)
z@gR){HjHe3FGO0x;P?dJ?QP7%CzZbZ^1CK_h+{OxgYnP=CS<~-9)Xo^#W8~4kELE%
zw2CY9M5)La)$}Iu#0r+yVLu0v`1JiARlSemaud|64Rn1{VyVLD<O%RC_rMoF_SMs5
z5+A*?c<u}yT+J^pn5ZuobJtDMm$}6`iac+={Z8&09(?frU7LC}%s#gGE}7`(0fSGF
z>6irXW*ps7_Gman6DDYNM)9f@rN3`rh^_~7Es&@vL&AaS?+xrlOCI)H-&w|x1&s88
z;bG*si3yoCfXH?qAzG?XX=MfLtpF3@8iFTj4S|?M8x*DGJR+0-as|P-h2Ee7sCWf9
z?Nhj@A4K*z_)KuK^+#}F0LPsPhyD!A&L~?D>lHytNr{3Z?$_>*h9a1KL+^1s{$!M1
zaQcGzEV)6K7H^oBNj~$}g|B!yw|JQ#^KZRVm?!pouxgXj_~D#!{T?2?bbLZ18cYKF
zO%RtHNSa3v9T_A0931E$RB4vJzi}%Lp5R}_&B49Befv?8d-(ja*@L+!WIXf>i8m)E
zCMPF^r_|Tq_e)HQWeIv9(3sJ5=6lk2l5qHlJ{Gb7C+x+Ts6)f(9)tApB=)kvEJ--@
zVgO7&12F}o6S9JU+B1UV&`+|0Z-VS1N5a3K(a5*NMT(;hu-*JoNspfReGs&<QQ`EA
zotl{>VT-?<{mL{M?;AHR)4br~jpgg)MqgbhEC|i_*6K3(mG8X&p8Xykd~_*wi|}~y
zWO#<=J&uE)7$H6hB+Ssrkx@#K92nZKlGE1@KXMueA$+IAlG3-AvM0bfZ&LU?gg@lH
zN&E>1b3bwHFYtE<1RcD`09;1)c|~db*E)seYyh3>B*`jQLFb*pMAIz=)33ZQNx=vQ
zM6rjLg_4_*LssD4madP6&g?tsV?7kljbb_eD3#+MqjLQFW5=c@LW1+O=U#h+Fb0vx
z6*3V^%XbPC-pyZM&XeP~aQB@RiLuiAgt3q3Ghct7kQs|SPVVMZXl&vbecg#9(8|!v
zBkJJr0c559z&PYtLu4|qnQH&Ofgwa^uiw{0k%={wq+0y_0|Wb!70t=;B>C(5&``st
znLh9)eQ<}bSyIk`VmQl`e-e(}$1JHIzJi^kN)Kc|o$7F`L2$Vt;AjlqqNQ@kc-ACf
z@*mJ~M8k<1a7u(MPwS%870m@YG=A!$Li6fac;6sn3%2@eNm`Rft0*gg@n4P4PM!)+
zya0wH@$^fN%#iN7a{ZQhm5%P*y1R4>qmaeI@*?$@nZ15{bqRIe+xGhpDB=0>(uI2;
z;lawxiD!vhA08i_JS7Zm40DW{IT9Q?co=aqw6AYJnUDPgLn1a-2l|IdMECmr6oZ8Q
z{Ks)jX%e=;&tZS7q5Muvpf$FpX(b^}ND3_A0_*KWxCbQ+koON{5v+bJA4pIgD5ZRk
zB*|J}f$$g-iv4Vg>}!Kjt_VDu39%rbP2N^4oY`E12uLBU>EmOTu7NECyYvBOK?86~
zox&zsCQdGlVr35K!YOky3V)-Diht!<iOXw?OXf8?T3NZfyo|WKURYWbiRJ6dUtb{J
zy!+szciti$`1Yd69^Zd5aRD)JK06VLqSs<Z#zN94hon&+J*XZ*qpYiaR4nvr(i|EX
zQm|u}zOTpn-b&d2eRjgnei+%ims-ahH!*cL{<J769zHmH;DB^8{f!}9j4APn+4}(e
zF?=Ek<Vy(DHvSPV05;?ru->?au^&WsQ*oJMhm-dbSgt|*%O;YfJlRiy&jxQQR&xga
zp29LeGR}Nh6C`+`Vf2EH&d^K8zt`aJKhwe!Y%^{q9)I$Y8T1FQ=JWGpc9(D6S|JZ+
z;l>TriZOHP_Iyrc>PsKJwL;h~Jy`u%MA9F<_(TEC%F64<C#J=$QVik@vi9RRCqg(q
zdT4|klLP(zLqa?D?e8Pg3?B9nX~(|afbee^O3!`xVoWGz6Bwx+I?R1BoE}tupu~Ml
zRld(o_HaPmG^VKlL9Zqeg+HMxW@-k3mCNtODQ(%fD$)sTa7DHuKwKm+0d^j1DB>jl
zR6*9G<1C0&z8F;=#4H4;(V1lmAhArH?}_7d)lW3|yvXFl9>87vp|3nNL+009Fex0o
zdF$5gWuYGz3uIBQ6>d^sZ7#n1Kt$B<eek|8EzbP8cS%v+ojR5x>-~6WEPNVS4~X<#
zc+lukoLd7wacIAo#~1`d3xXaC52F0{?+NVfNAcya5ZcV%-aWm&s1P6mIZBS@(ZffM
z9L0kkWIa4!J|DwEfiV0}S5oTKEKWCp9X5Nxu@v6pBndn)(I1P7@kT%V_cXeLgH$&H
zf(`uIxCK`zs5U_rCZ>eHgwuT-t#L%g-90ky#@O#wu<7^qp7dG0m`4Hoj?6s+3KY}&
zfcSB&&k0Ym>8blu(~nJ0Gv@c7G|yknT_p{8<MyrF!us4;yt#lZx^O)|PrP>n^yeZm
z=DYTX_urx;=g#~G=!&m=_}J--cj&UY&}j5A9N`p1#A2=pY!k6)=zwx$6c2`hN6~4V
zRfce42>9>zOt|MB_Bk5@2AhIl?v42UBS#J&IZSQ;%u&EL-Wd*{xC29(J_cBBpk8Gn
zJ|Uk`{qm<u<7S*R%@_wy+(Msuzm)O*DUwwFu14I8OE9pC+j<D_1`i!$4=|boHz0_f
z<ut9xCq2u6Tkybo2*SLv@v%{>7l!K9fLqxQfo|xH{(Q=u0J}MkS-sOUk4`7?L+9of
zt|4CarMp<K2~xkffZVn?zi^eT{mq+quS;k0qkE)CEB2jFKE;F2zB*GN-n}&$N>WPm
z5s-c=1DXhVsmLP-M+vnD2O+>Fs|0?JB3z<9`$dWf3p3I9BopRA3}`3_#2=mg9w;|G
z1~RTI_n25-MM5e9!tW|p-!x&&8pQ+}u;G49NHwTZzF(#m{lHwlDa!a*$3Pbxhk=GM
z2#kv?Zs4}k;FwH<c*p`}O-t+p7=9m~rr8P$gdU=V$i$EK0q4v-GL2JL=F1BUSBNc_
z-ded!!Es?>Aum$h*A`x<Q_F=rCSmaYgO4c*WPbYTed_FHex7~mJ+es;PL4lG=zeZ=
zEIfq=$HvD+CUSgqWQ<UGNF5APsE0l!s?G2a1Bb)<8%k{HAlYC_58#he5FHZu!<C3Q
zvyb@0yzG6<A5JEzPFx1nx2OwC$of8(!zL(e%P%K{sR`j#$kAxt=g{VhOe6KpLAxJ;
zVJ*R8jo=h<J0HfbEpgJP{D(NHjC%JM)ym0P5WI;O_MIk-ifQ5#4?UKgqNA@~U$}e`
zMfS#><vS}RvJ3M$5#!vrvUrIs)t#GfT_fFk-~RM%(xmTy{_$so)DLfF#DwN_<lIfV
z{SrvL@EJ~lp`V~5kP*s}uN)032M&vcT0;tPregg#5#B?!C}2t&;}9qYhl4@HDtIa)
z%HE4VE~9MJaX<VWUHKB!7)2k*(4fu$wM%GrAi91D0u+vw_$bZ;I+Z1lVw1~JLQ)V}
z4|N1qB_k&Pji~+yb*hKPaUnCC!4dp4SEE?}4)yQ>c)`yS=q%C112%tXbg9S_0!aQQ
z*p5hKGHe5yqYoPis_TAc@kaJFvP8FU-WHZVH@_(IJl7Vl5}V$-`Id0&-+S=MD*2)J
zKX)phAV$A_@w0Cesy_J2iG_QF$Hj?JjZ?^&wC3aC32SeBW%R)Cp`+B@R8`~*y8^x_
z;x@d``Y~Xj0k1utn8mpThSdVV>mvT%x0hzwF+`Gaw`{h?<Fr_;@rROQDFcLznnYd$
zBNT$LFpjNez^@;=MH<(uE5>k<9|4`30!@MWV6gSp-)o|GMh_-7r!~Om{}~s{mmftP
z3JUs1drt%MnHAT^$1T*Jkz<n+XjzXv^hAQ@a?a$hUw(zK2<Q|xKbOlRI%lt4&0oX3
zc>YG?JDPc?^x=DNqh5XQ+m%l#clO}H{O6zH!AGg7w@97d4Uau?2@k#kq4`NX2!~`&
zXB503GUda7FsVfc1Y-LGJ-xzpnofv_`g;lR>B0R%E!vM|3tYsMVP8p4C{0oYabagt
znjYw3O^u=&KQ3P2@o6fXYJ{Y#8PX}APO&+JOV&RiTq@H)#lny`g-XELcL)?rkgL(L
zAN7h^ecnUq^I4h_LNl+4fd6a^IaJkV$M6IFzyOm`!2pvFJ)Jy3ZqVZOOJq~7-M%5h
z&D^|c5~p6dlDk5AqwBW{(%XOc{d>YWecP#gEEx0s4{v>rm|pqloPLk`T$&G#hn}XP
zo*xZ`(foxYSV(#F$jAuA7Q;bR9j2Ru>Yy4VuHJ9`co}7QWnf@naFFIhC*Vh9*)OMr
zP)~%}mqVJb#LztjRL%r_q5-j(FZT-v2vH1-rhwQt{#Bf6d8s8`JVE5MR^9~T^QP$9
zb1p%dVXS*VpB3!d+%j;whD&%*B?AU6?3#)zTd~^+&8P$4|5pipVw@d>*eZhlVR+`r
z_{k4I2h8LaFFcQLeQ9}7%*rmzU%N~aKYuNEl`u<F8Kex}D!ohQ?AFJXkH}`-bH4s<
z%7NIIAN`1e(vMDso+pRk!q{kpvdGc#i7}$$*ys`RhRlOORZN2gK@SkW4(yRxxE_e;
z@k`BqoIOLa3Sk8RdAI|E(lfw#5{yeqMIT>N&P>a>FaK^<E=g0fjVBT!OYjs{yW^B(
z42y7u1CI?*=cLtoS{OYlzWo_WKVa~MxUgDk9Bd#^GQ@^yt_>$I6e~(Gm_9avZ5okX
zKn;W^z6ux(&lnncJIQMcuhIIM*Onk|BK10NUZbqi^=k`a=6fN3TTBJz?>>;8!bhLk
zlpMbOo9}*`rq|xOVSGk&yB{XTFT6`UKQ<P95)V$}95^{tV@JuZn}>qRFrrouVnw^z
zyRV;89cB;Cteru|8`Q&njqNz-FsoM!4>o=*z6zvY_xWsy5B;pLYrpt3E<J<5k|nUk
zrBH<yn+}JXm@gg|$v5_|5=4LonlJJT&S7_1KqiL^hAF29_$$E`lQJmip_z1ebQ%=z
z@H85+!hMkY@epIr^qz#Pr{SUB1Mh0)D^tgj4`NprW~rF#r5lBUNHAT^<;dFKGz%h<
zDil^13Bfns`QR<myi1={9;~8PsNVbBCUIZB^VGLL5tF|&6ASOt(Q;_)G)lorGBhzZ
zNtcB}BO#n_Fb@wa2gtz+s)|Zlc3|Hgn#I&1R#%s4)iUc#kW~XT09q!BiXDzoYX?6d
z@lU477sE0#f6tF#0Giq4R3r8ia8MIiZ;`>Sy`XZZ-V}>$Apo#c(4tRC-W~_kHgu9`
za0<5KG*vMABg~0nUg{{^IxJ!-tkl36-!c9*px3`lh9`Irob64RAuI*JI@j?D>t!HY
z1K2kC_*4YZ8@;@6j^dxQHwsHa?5`~@5Hgn+m-D0%Zr*)&S>U<!(JCcNmYvT_qzG>O
z=KCL!S5SB-<q+H2k4Kh>ZC68~BzYH)hC*Y<h+9KPMJ2+K;UNg*Nf8VQ+z$5b6_p49
zzmIC}!hVoI^Z@qmMN8?;0s%E}nGxmWSCoHLV*WF?m1odbV#v!eF~8>X6zt!N^3}vs
zv;~0U7`v0Lv?0K5V}8SH%#X_^m}Yhi*EM8KCGHjA^)ST_{$6WM7dt1*yIjM<9@Q|6
zY_N-6l>ORy7sheL%HOa<?Uu2xxxB=!FrRiFA>QI(Y<uVa(o4C!k2Rd#m&N@F2D~A0
z&29jn>^klr%O^WLkc_y-iy{-{;wk}|iNb|l-tu;rce~y?7GBHNytbdbw!PaQ*4{3v
zUK`JRyW94<64o**^O_#k)SB%zL(F#4t_M#!o2(`m0IPvcO)gg7Dy!+Xw<tY7v*E4H
zjg4fTs<-sF;<mVi&lnZQmT;r9<9bViTk6J6%v%y%Qn9%d!POnM;f>SYDmGKz+TUW3
za{<TY8U5Pp>2xQZepTKTjaI$8f?HeOg5<NU?bhSe6I#aw2nl1mweBtQ#WqD^HL1S7
z?f1oBOh+OS*$I$Vh{#rU#UkfL*~+eky%oGpfcO(|VBR-P$LScxe<OMe8V(yuJOxA-
z9p%CXtxRYP#&P=r!xjDNAWk6De-(*u{03c#ZT7JJH~9<@cd@;qvd(aMPka`btMf;`
zu|BNPQxjJl<jxCt-w3iRJc9lQOr@D=xVG{i7+!k?xw3N5yN(2mY1kMyp?52mI%QV6
zyvrY^fx|V3Dz9`IPi4i(W}9uV+Yif;SgjZpBbhwYwo?+W+BR!Tcq+?ls)TQ)9d1jw
zn=iF%-Z-UFHz?s-+}ZT5&jA;x5}wZ*yeZ**F0bs4v&M~%gttmNn=t{O4V0sShpEfp
zmGWk6qbe`YW-?3;ALh6q*L53x+Lbg*v$fCVmuzfAH@r9AQn%zA=&fxZxLmF6_3g-A
zHU<<shlTgD8DI+{qA6VKvfe7P(Lt~m+Y#c1Bh<glona&U{p^~Jy_pURco8+9fP;tq
zCaSn=$TiOYEY9QFE=QaXJJ=zgjf-SJ$7zgVo*1kFw#3CVleo+Xlg7v5RI2PaV9>9D
zYUvn<u_@UR;RJ<c1=~Sw7I!as$cKy<c11Q6Z2Uo7an2R(Drgy(AHsUgqb3K9Q<41-
zu^Ei)e@JZN!E2y=xP*6A)~$K)^$|5I;f0L4Dtj<qt+Teh^^5B>-u3NfjnyQ)$emOZ
z;PCygI3?R9v>i6nWtMeiceP@a?WnT5S|@ME$`ZcWc1HyK$gInGZAOf40I#Iw=&h2o
z*%D7Z7l=kx2@Y)JtEzmNZqv5q%VW4?@-BSl9q~e~Rx2l8Xb0QMiwEnr3J$%#z0MTv
z4O&(Eo8tDf%9O7;8Q#7n-mm4fR@deGwLtU8_j9nPx%c(O;?|aY5n3}SU&Nvm_M2gc
zPf-UVM^X_p3W80niNsY9cf<WVc}H?OY&5hOW*n)9HTD}ghRH}=q^?sF0pNj%SQ?0n
zrG;TLDnIwr$c>rARo4KH5b6sXSSG0(Hg-g;pnWy4Khw{}%W_<B?6uvjR9yZ`tmFQI
zb@(pp@NBo@U0<`g#|qpD*j)+V3NoKJj?->8S0%irGG<G7w%JX2th3eKv727Y&RB^B
zCEN*=+ePoWYCY$%X2)SWRqwer?~~(%eb&Qqv%;c=BfE~a)Lc|{9W_h&e6%F_Gg?*4
zk{vkcKCk;95H1*${HdyHR+Vtai8(O|$L2me5^giQX-hcT7DvKyC6?DkaC<wly)D_T
z)oSP(aMOBg^>tx-{4+5Vdsjqm3$uhCf@iL<tyV$yj+F`rh@DJ=WpahA13#c<!R`ZL
zTo>n~t`yWc+qvTt{ZU;$B-}IRM<!?_G+J|~U9GrA#l0xT;npcY9C}N#H7f9o4r&E_
z9k1ys9D8a7I}3r*f$J-h$8h@!*E<V56oz{%z%|}k>>DA@!YhN##8t<;C&7Ao%+&>v
z{Uzq=c0Fcvm@SxeWY%f=G7k%EjkIkh+xeO)mdd7NpV~Ih3M&AkI6JDxa*=$%=D%Pq
z+hfsM*<JHkE6tiaQ3>B<JmA57pq5+-H(1r^czTI5bw|QWPJUxoF{$Np*<(>vt$Ct>
zUAw&J+HLqF;lNZo-Z(MfH;-#mjHSHych;Ttb?^Pxoz}WU>Glu8+7fHw3NvZ-*IVn`
zEol=Yj77GkImHeF5dqihF59nNp@o~`uJAhNzmF;g7yqeL#tE7StF(Zp4BVONVLy2<
z{A}V1aD!pU`wZ)BVivrVj%b(+j5sW_cVXewKmeM+-4t-Gp^7^(Ok-6DFe_F{U`YvP
zQBK4!BfA;r(EyHudv4(}Pi!^;%u?Z=Z^mJ~mukE#T_>}mHaVA{T8Z?fIDP8qY{3p}
zJtEqWj5HZ@WE+x{-BjDMJxLSTO|~bQ<+*%Yc11~Vlu};Tl0vzZ-IABrHtLSo{bX&s
zxv5I{26LGQj{-N>y{0Q{!*L}XLc3D_QR+7RlH=q>d*~4}5Ga=d^5xxHw(CmYC0NIF
z5wLVSbyrY}a}dZYIWS{6`Qd7c*=>36HYlH#q_MLKKM#&ZO~UaKk0;O*-j;~M1*8H|
zI<ShWWt~F3P>_DM{Y%Yp&@rmZ<~R*n=bKO+-@NiiOmM|Kcq+I`WoTOAI?((aRtV!n
zL{dy8V~@8tsEy?-xCT3gri+Vy<otkWu!1er!fs<;&i2m2nFUc%g!?+c>0bQbi8y$^
zJfa~Jx|PrO2tL4FygWW=7b{))*%fD1?Misl$>h@#K9XrN?|QXqH)|5E8kIJBoakue
zcI@^c;oa3BoN5d2?iIHj$VsPgYm-%L(phXdY_lriYRdI_aNyOfBjL3*HEl@v4qq!p
zCA{jy@_7kYODYRUc%@Qv<@I_n$mX?cO<Z$*Nt}&FH~5C=8J)<92Ifb>aM@YUC2Bcf
zYdnnsjNy22aD`i*D-0@ZNwMY=%9%;+K4XOf*qvz~88Q`uu`RD1ZoTeE1NV!ns1=lH
z{wfd+djmR7<5pZ`n$Ao?yyJ9^`tjyNSS5kY%h3XH5g`FtXRvHhGo6a#I$!vxlQ3@5
z*715iySO_9xW;!hvx80PzYx8TVTdB~4lWBnPy6pwjQ>Tp7v_uDO6?%-D#jNuN_r%&
z^9ox4T{DxM?bf*aJ@I7~7Rh$ymsQk)V@uPmx^^Mzxd2;sb4$X(x6EWEyyjGzZSVS)
z)2>N)inFxmO4tE)vn}Cvbd^;+S2u6(RK4--iq9J-%AHzW!n2HZ4DWj0VF3x>Y_YuO
zdQ=1DT{wt=<6V#2y?HJS?v3PqR~3H}?yRLdYZBhYz2^iRgY2+ouIE?ttG9*2vfkoJ
z?G3ah+pmjzfpgfl=jMRJEZt%q49oD82@Xraxh-NO{;L=tfr~7d)#DlPgjc8vm@1gq
zknA?2h-poST?H+{ljx~jn}Q%IggpVm==i(_9D_;DAR42J>l6d@7@9XS(U(@@*KnT~
zSHxo&D}N1l6zsT0QM{40h}wq-Y5#;ACXnOctYCY5aF-{wYv|^>-}aGcp<B2sz$$mV
zC@{5^DykAbS1UGE0iWe+Ei*&T<u$cydtfuWmgW^tuA}9c>kR{<o0aeyp9`cVd?TRd
zN)jGzS4M0J_f^(Z8I<bX7=xFs#*9Eo>Vcg#=InS+DVIu~_HeLInuKFcL_S>y)tAu1
zWtPH5PU()bA-@yDLU9Sko?uDx`8k0*eSOv98tRH^EzBBc<8X*2@ISEP3oMOW+5HcA
z-!X6v`EkumgHN0O28#mGX9Rr*6Bn>$ogp^F!iryDg!ke!`;Be@)iDoXyKjc>$0Tl-
z<+@M$DW{gkW*xu>xCZPPc2s#rw$yiUZ3r3<K9j&TBA{3v!G2K;w;DQ_6h(2vN!;)N
zw8?qgQjG_uV1W7f`HC88*S?9J5F=(S&!e)%<$0&AHog6^_!ehd-u5xPzP0s>UAT7l
z{;5?uY`34}hPvq`D7(>3)!Rd;(;5kQ`)LKDs^Rr8%-7s)Z=4aAac?uF%4T(~BU^5k
zS-R@&LgTb@-d0emS}J?nZ>7^~-gaGjkT(Xj^IKrHYcj0~*Og@hMZMFpMzk<*^v1Da
z;rZ3Md_FH1`@_-dsvNwv4KgqLb7J4Gr`U;}A6Q_bV@l)I#CdE;75S#P&2{Q-UEWs2
zpG=OfB9VafAj2!zOkc<UEn^F!Q4EAZEdN;U?UPH0>u7UHHjMNQVS|rQ{5+Zv_nWlE
z53RN^&?l`}J~Rus;Uw+B0EapnAS}o`17ls3{ok?t2{Z;q-M~pb;$hE&68a4F%tes;
z8sqV_TClr=VhOT67aS>gjeFG^^ER!tx44~>aJ$Zf841U|UOjl5=hnD{bIvw#Yf0=~
zRNf4TUPKcRUi(UpT)I+bHCvTiq(IbNk4SjLU=>@!4ONY$CA^ewak<pR%%x+Un1rik
zRxJ}eJe$kq)(o*=nHS*$FJM`C?VJ$IQt5GeA>CQC46u*fdRw%J2W{^-*diY3k1e0V
z+klo|Zt$#Qy9yBgbqicP%hApP$^SpO8VW2-Q}#y<*Rhh6YA$d$udBGUa0>GdxCHDC
zY*{;{QC$&cQ9Is#Y7b%SHYZ80pQu=SIxed8ab6M2Uq6$rX)D-99;dgzLoH&C2@!8R
z8pj54&tj}%$HVEyB>o#z|3wHDD(+CPLc46)LA5K>;ZY}Akm>NK%I%uh0kvq`vPY|F
zJF4S#!ps!gMODI^6{q6$bge`Kc`qHl8EBPuWNS-%q~x`>ECp*$UV6_#*HwL9%gIj5
zmC?hC=~C6}YN_U&ovKV~ujTG%rhbi81Es1uho?hkE*5LW9%B>mkY6d*ip5$`z`;jT
zRSCy{qAcKmk4ez)uHmG=PJxZm7>Z|Ck=%3Qc_93&^7XLI(qv*U@k&H_Pl@@z)Wh2i
zCzfU`9TAE|X_yI9&A=aTx5G7&pXB#7S{~)_v*6J^F@;+yI~^&ujZvV{&@yhJm;m+t
z1GLn?4b;TmD44?(yYN1Z9b;$*SszvU0JF?ccfcAhdBdR}rb<4r+zi_m7vr=#)jEva
z^Bip!Rx$olujm+JXS!Zf*_1E8>P_iH?MgG~DcGjXy1R<qu6xa6x72n~b^uA+hU4jP
zqg>wf^mnx6ssXtNUm(5h?ZLNWLzpiw_Zf!j?UARlm{IYzPb_b!F>e?M7rZ_w=~ipa
zn_!9t%4KiMxSZp}yz7fwYR!9{+7{5<8$Y1#UJqDL%kH*-u`6-qy&*8qdHj7$S^!8s
z$LFxCZ38y|YZP?Gz@lHkHmTckugVryj({6iD9EjMv4Oj6hz|4_6<XcES$_5uQu7U5
zFAIv{5wx*G3H19b!f-2AL`SYutZTGOoakhSO@*j6&0oo`K<N9u3dDSiid5jezJ-i{
z`{evEp?6R*U}M!;l<?n0%@2H?hQP0Lu9vi}n{9KiE4u0g>YjF1)ok7Cimuua742$s
zJD8F1qTS}6)^2w4-KK=EmCE@w2`_KhrGPh1)HR|Ko^4mwz46oFciNuzZ{<6N)c(=U
z(vH;ro2}TIr~Tblju}#$Z>ZIBRKi=hDVT)UGMTNKgcrAJoO{=oRkbSj6l)w#TtZ{q
zk&7d-LAA6b;e6xi_$8osJ}*ux4JQ%a{=r#INd=SocH~PS+BQp7G)h3G{|g^IDHtsB
zqI?o&tG(UJs01Sc9@W#Jc7K~X_ye`#xH%&>;rs@W@fF%_4CougS*!>(v%`e*cj4SQ
zp#NR$mi#TCJr0pZe+_#TVpRuTI-@lHC`R3)aLt4D8^B%vJy5^H|5UrwaVu_TcCUCT
zUUNM(a@W~4qU&|G>XUF=&1O9#+RlJVmhi1qb}J*{c5b86_RwAmY{Y~SJ)5fq#5Qk_
z&t!^{bcJrEIOmP+8Xb=m5KQcn)QN5cJa{Y@OXs|I1O@7mnn$A^=`K0>jm^BbM;Zi|
zsz>TttybK<z8dvN%|1@(Yiqddy7Wc@=nB61UyG|yjdO2Q$7x9h3U13ysw1gL+>Ain
z7Ac`|FKx$Xk>I!~ItOx70RYDQX)&*lHRKpocMPl=1XG;E76CXp-f@0_eGtE&#A$l!
z42GL$pt-e5l-I%D^d|iGP3)cvX55;aRvO=mQ#}->fEpa#GC!@WQyBVvx5a`U_8Rtk
zwQyT9+M(n*4R`u+*q#^|u&zNHL-R~JOTE|%>#9%m@b7lBRF($LcuMSq-sWN-b~P3?
zM1#T-1mbwWcq>X35<3xlj%tCKVc0m1o^=}+<K|A3IkfIQ&*A%9tyVfsebp*CAfRYz
zxlxT$f4A61bTd!&DqD7w_RXP6lg&Kezz$}*(P96WW?~aJ+(skZ^8Gljug*0fxQ2jg
zZVn4S9A}-j|Hg$BD{Ol^LS5YazNT`P#gzMhqv-(nj&`59*ixR>x<n$ptBDGWY=U;&
zY4jziw{Bw`+r7uJ2w0S)L5!=gYhpn!SWH|opaO3Hvs|1zoshe5ghl6ntB9>(Xp_KS
zq54A@Z4q;B*va6zIF&6oQV9%}1KJ9Z19Y%&-zl@g>NRQ}S<mBQF^6Yu+$7v=XIUGu
zGRxE&bqdY4ct`GQzZsxjYNbpdM&#)5+K8Z(>vpjXUbw~{Ntinutu)mE;_PmT(4T9u
zbXqJV$gOn{c`MP4jSVhZ-9@XSzn%(~U9?5OCZ1H}mEYlb3POrsi<>d{QRm|IR%${+
zgSeW9f1X`kUFB?Q)^S$XMUUOqI_;NqAM1>iq|ZOC{0XjaWf7ni?bKbb^M9_HwOUrq
z;_mO*pHGy=SV=U57?Qk-8`6FQ3%cTBOEP$e-@2vnMa*AKf}~AMDUCP~;BOPyI}}$`
zVtapV=>E3}^xZm+6~G-&#<8pTe*lrgtv89N{Qm*__!(_GfisEhb4<J~DUAytoo?#t
zlxeVf7py3}Sl$u)C8c@FrWKPAdx%Dd&33zuz4F3Y>kNo^HC@I=kh7%-_Nb1T-Da0s
z3Yys5nD*l78vHjjv$MJ3P;c%)G`dNPSaLuuYP#pFbvpEnO}@E_Sf7o7%-~=dyG;+p
z*hEe0`AuBG!S*Yxe@c(-G+xreEp#k6b2L4_$}BMYtJZDc+S^Ix`=C|+@dy8ZQ{Nuk
z)S2aZCCd-lvabvVV(CiPGO|H0%Lban3BlJONDL&7+Zf7#`&w>UDnGDz6<L!8OCB-A
zu+VbDq>KGyI<E1|7Q55k@$OXZruq>%aZi``(Y^j>tEj1(9oM?H*0t3$&HhJCcW2M<
zoGZ3T5nrxe*7?qNUf(&tU({}t)HyqdG|0^zQ$ks$5Elqqz<{&#DT*kCJGh<8&@9|Z
zpx$b6az8-auMDd>^wsG+cCF^rh&0dx_A^Ey3BuH0VaEUkAP(eY2J6{E0gI>6KZpW)
zR5hwB@X$aUl@>*ruWkqEaiS;?lif;Uc~LGKQ=bn&|K}#$%JYOkZWY`X^7N{EU98t~
zal?|`h9L|+3ta)>l`5=v3pYEMN(GL%dr1Hb6NdXGi#|`gfgf5+Cf4{4_t@|ozD%Wf
zcNCvmBtU)cW#-Nzd83<~EcT)@LPqdq@#RZ2E3ct(0#6*E9fGV7YeK7$E0J~i4AuIG
zh0Jc-uja3G=n9hXqA?mZnUfvw(Z~#bXdvG!BnK$i00IELF1de$|Fv+)PcqbbLV>nN
zgi*f#Zy0S8--+O06Img-A2L3x75jjLhL(Hq{xJ7x1U>gKaxHj242I&=V3CbkdxYIq
z_ZRkkaiv)5M+xFfrUq)IN4AV@rk?74zB$Y?`MhWZx#PBRRe8=J((c~Ab@mm#?%{$E
zG=(;nnEb_&R0NfM!SQ)7uaSGWTTmgFX<-<^^2N5o81Lp%&|xHHjW*;tp`^0LSg%Wo
zB@00pjR|b87KGEvEG)lR7f5li+a*Ie9rhy~1&HnjRw=%=sgxo(StF+f(BWqW1$Aqi
zxokw=v~@<sS&;GWK^M8%VY;9975YlFgSHy2KEB*VF2tf<{^wCu8jyf)^B!s>Xyike
zZ+}eKL`wCv9T2^d$ufK$Jh79z69;!XJ?oojl0ww}H+Xu4-lQ1|OIB_u%FCu8Fr?Se
zx*2T|cuC6DyI+6^)F`IbUzDmz?-EyS&saefWtAmPdMW_av=Rjl0Fp0LN$76>Lc&;p
zX>oKdud>7@mb<UAJt}N%E%J+urL}I}Cdq|`6((e(9~&VtRY?U)*`MrAbYq5ZMfo~v
z8j9m-5VoygYz=cPVNmA9;GAn~!VO0zD;D3_01ES_@=U>~-T<vC!(~%?J;19-k=QIp
zDL~KVokVVf0d;As7*RMF;OvF~gRdHY7c&7k{=9@nYbI?)o&|aWUz{`<5RWAfa%<)p
z<>P$JmY#;18)qV7tUyRH4@33$=#w(8@+ru9+92Pib^J&AyMnw;$CgtB>v)R?6);SB
z5TRGcT=(`C88YRo$~JSGzQH!T+wKHiGunNz`voMGUEVbMEF}CbV^$<yP}r52#`>!G
z-R0#)M!JW(hFJ7Zw<q%K{f$(iz;|p$_cBjx4tIA8`1{sU>2Smh<;kC86;@Ko4Sw4s
znN8k!%GNgU<oEZlFbsRh+)y0We%UGtOl;$G_f-o>H?)@I6?+yl4Pzs<fp~1wHWwwk
zM(c!6z_A#bX;tIrF&vyfW9qX_kWD}-*77;pOvY!^!g9%I$IDlRH4)T)%$wD{rG#k_
z{*?e0V=SBTTQ4Bo1xiI=n%z8?I*)YlP+RE$-5;c7Xq7H_g<TA=c8zxtHDKuWV3Z48
z^lphTY$w15kQ{B&TL2n-yVM_{U&6iEoujRzthpx`M>zQTvcY?3xUdQWgs|DS{KA4b
zHWrt+#3vP3UZytWav_mmuEV+Rfz{<LdFJMe?mjk#i$!M0BGb3_vdEG6OUKFrhjqo|
zh72TclMR#5Y@7DBM9Zn7B6!5Kqa4D%RY0Fxd4X7h2<n8E@=}cH{S029FYiRj=((fj
zEKV(HQ=rJ(6+zVetjN#kjYsv(ujqfza{qwrW;3v<Fz$YlarbGl8$|`c!2LOff5;5f
zlKeivngHsn8Z8Ncv%oe08=|sGtMT_S+!3I(X?oUw#WEnCi^02Hhe_=ue@6T8Pz=>9
z6|{@R(guio;$)qVhrxZo`77i2f7*cx#s_5KmY=^cuuK!~*#Tait>>$K;>rsJp}4$S
z=##DUIk`K&lW?bkLfV%I2&{Txpsy&zWiPfEl?4$&x45QMf_KP<dqtSaLThU&Hg($x
zMFIiJ;e<~uv=ox13+CPVr@UbFl<r}0S<vb{zbcfDl)*rpB%FO@8Vw4!N&2?=+v-u$
z7K#f7QmifUR1t|E;<sm@+f_b@#+9{Wqha<yU&krM!AW58YXJZ8${5U_fTNjH5uO+^
zVzDeLN8L)VZJ!(qb@IG8`S#o*17Fbs{5hE^KRP41==<07Qn2=ZOW?#9qphohDX}O6
zvKl3ib&-V&G3#7zoBr0&gTIA^{hu+jdznIj-l~0ZcVFoT5z|q;YO`_DS6Ee6-E8vQ
z1tgUeYWA+KGhK(dxwW*&`)tXvBDv)Xr7FTBky3=5&b_$R3+JJhehH4BxriBD*vLCd
zyeP>c+rES%S&T^$BlFaegGq!qObF%|1SGtmBn5!n=qtFz3DK@%lSbhu8UUU?g}DlV
z0ZGEO0r5Yx#Z*y{$0^Z#ChxvhWI|+HX9V%x<|gl?FN}yuYmfYMe^yBpr4W#%C2ExK
zo3K#C)m*$&Rr<o*h*r!!B&Qyxc)*L&4|vODIJNYdAQl-h7%wGH$^eg3`W<CDKj7*g
zm_QEVs0Wj(gS5{^X&F~yJY#A68BepK?xTmn5R4PM6dAb}z2wVi_pENZm)RfCmwd)M
z!%fL?FI0MUwIDvJuTWSP5{iPcy)IW2C_Kf}v!U(Hr;;){pB3B;3`6@zB8+V?MDo%U
z-65e0Sx70ovZ0XjlEvA*R9wP#V<Hs_;}SxZ`PAVSv~YK*xWoa6QCRKc&74#e!PzV(
zwq?O-8?C@&=>g*p<cTP9fZ0<O17{<%V&R@)0E3(myQ4T6w-&IJ<&22Uet<I3cI;PL
zbo%0Rja!X|Wwp^VD0LjlIu(PKhqjjj9-T*V<R*+G!>9}0-KGD`ZRE6kt*G1~Hb5BH
z%q%_>OP3IBj?mkHlO!j|0i_?ua7~#M4)F)TNSMnqCkCpsIG$gMn&=DczEcU$vej#p
z{moV9#4J`|F44PQ&Vkmk&sb`OKJg60tL`EvtCZb5XJ@{U-;imw<l?3*%0NJoU<*7;
ztOGdbX7x`R3n|W6^TA?X;)c++ES#}K2^n4Vya3l}n6e}##K!SyenChUmS1ip<*BQM
z0(N*~(juv%l`C!o_8-mW49AS58y-rZEtyeaZG`{9@*$YON%_?XC^9)q;`v(&DU<-P
zvhqcB{z(YODI_io-;%_=;0P&A0BS&$zhJ(NTUv_D0Mf1emuXs-{{Zs{Sbk(_hodlb
zh%YHr14~G0l_!!ZqF|(J)%X^(UDH!d5HVc`=Tb!n=dq<qBu$1H=`R*Z3KjHA?24hu
zXp!qSFSb(bk@}w{+ymHBZe`uwE0IKRFT4D!eV_LVWPM-XY(av;rR{a5Kw8MJD6m>t
zWql2HoE}VV6%ts6xUop-SO0c0v7P5M)UolBU+maOI{3w86?r+b*kIzCwzd;XyoMoV
zO#(=qZn0h5dTB`dwA{O1z^`ndPg*OLNEFK}g;>-6RlU7Njz<QJ)WEA#ep)9BRzCi$
z2-@V?+1ZpeJ~X%n77Ppj5o!PLe;l#pKebikPFp-M(OZJEy9`DX84y+D`XbJ`7fX~c
zfrEtNl>x50;dG0^e7N=##SGK-))$n>BDzN)C^=WaLNWpvz#-aSAiK!@1@f;h+Q%U#
z(cUh7K>IdfREGPvwzjuQ6(MtRxgdPOg`h)W|IoEsSWd`JQkJ=jvjuK!$a6i_X9#=q
za-#QhVGBzoUotmBHt1MzKNZdj_vR{_!_DV~t1xA8TFl`H1$o77uKH{!!4>u~?ltA9
zSjWV+>?O)(6%NXml1ocmB`dDwu0^nLdB+?UeA_UJyx`9Z>%t&S)-fpy&dn%dAPwGT
z_Ah^>V)B<h?Sn`b=Ml49qMe29rAWQ_EC+3U211OG9{37z^$#MH?#56p%^^7c9AE(<
zu!oUJ!vRJE#O<ZE`IixN1EHtHivk*oq{yjUOhenfjfp)9Jy4uLg=8g)@SQf}u}*-F
zs0@V$49)kVnE1yD6>yX~=wIKZPZ^|lYeMe<C^8)T!De<SLSEchUuJ(@3^=*=yuAFD
z(hij~3VrKko`b@KyHGygTXj5NT`!;eZNBI&pIUBgJT+Fz6q$L4!(D!U;#tBvCkz;?
ziA5E2&q{mDOsuUaOZaRsGqKJDmy`{*tfAs|lC9?2wz9;oN>M^fyuXT}mqo0so~M}3
zOwg7B%p$tuxtOOfeeH`-a0dbqVGUX_P?FuR{{HPSX5I!;sev*iDCNep<r%gj3g8w*
zDt1clQ;HMySicfb)?O;DbpH?sHG%iB+ff6@oA$2q$s<|Gznh_G@W0X8{1m6bF~ASR
zaWI1l!_VoT{~OQ_QEooXEg@A>a@c^BJcD`x(=<5;?JAV-a0~@74Y;^n^miqW(gc80
zgXm9+_HP+47IXHHxgMY;V>7h;{22>w{Y61|yI;8b)+J8ATI8CI*_)ajX8*O=SKzcM
z{?wto9WnFy1ve7`DP2LSvbuYjZ)P7^@;9Ppa$}*m#-e<>@zT8@2M>wl8ibln7MGUR
zBr;!0CKz6sZV9{A%a^HQh@K8Q;f1_Y&U=@hI#!BD%E-0D?%sm67E5cdC~nEFyc->&
zg$u5{Z*^zYQ?O6wFf}Wun?=fyi`MBT669wVO*O^(QFMmk1R2eM0%foMG!U}=u1o#H
z)$lb%;pv9c^4n|~w2(*myj-<mo;wEbcbPtqtez=zQQf5&V#6Xuk@H~^$@?hbMhBS^
zwXQ-=<I(U~w&UBc#zVOgtaKEWc3M4pj~@Ex0D8zjqILX&wlxas|7?>n&23{Z>Q!n4
zi8Y34wsYSI4=xV(zIfr{&IPm4?VJr*ACu_qy=s)lL6_ab<(>j#eRaKjx<9<SsSKA-
z<qNh~-2e%tZ*9#Y8D3aea9AY6D3F&K%bc`-ZRLs17w#7?EXFcY+mXmn$e|cT;dU|I
z#o~rVi#D{8SlbQ>scsJ$=Qoug4hmO$qQSL9pM3Vq)XTMy_1TnD<jVxdq!usBnD}mY
zZyDqlNnyg$iiEK{I+R-3STQWlWw6y)yuI8xVtqaMO{;HAUn|X#LOe5CBKmA@los?#
z%r>vvYK6R{6pxw6Qxdn8HVOz8FnAi@3Jor!nT2~yG#MEFUs2|}@p`pa1H;UIV+of@
zYb@Ul!kUQbp<9~xZbt1L#4|K&@>gTxaa+v9O|Lbkt7(S4BcN$ArYo%|41liK;=1>r
zt+x`i-Uxr9R~p{%PV|7oLW5(j76--|!hpv2Y0}j;=mRi?)e5J<Tlw`C-EV~#{{3D1
z0+#q%`!6QS+%<<Y)0rXb{-x20RGCX>YGNv#wC+#dxOt^~fBeq;>{Pjx@c!c)Q`Y^F
zC--k=totMRckW)Z?%#f^<@(3g{X0JGz=iTqv*z=*TK6^2F0IU4vuB5E*Pb#r4raw)
zap^c+WiA~DFqp0TOwdy1*ufv`KI2DO_jl~vxnqY#a87v$td-5i)+!jc*}9b=T^&$w
zE0c40fc~r_i++Xt`Ww>=u%K$&{<!8<8m2ktWFTe+<U?K4b(tBDJh^)C8U5VeZc`c<
zLefC55`&Ry9{Sh{TN^i)G5U&onidtBL=XDrP^Rz#Ux-oBn>u;q*2j?VxeB~dOxG26
zEE^2(ZBdjjZS7{j=szf|Fo#l87f<rlh0zQnC1fX(>6Cz@j8D!8PX5TvJ2MQYa6Z47
zVW_&HM~|jC>>4SYnHL1lV}V&l_sF+sZ!iMD+nV3Uh%8!jlg7vsd)&26dvMWMrWXJm
z1JCkTR#*fu6xx_f`U1D(Y4!+hLldJ@(FHA_9W(#7wFWy!xb5nns3G-;60-kPQIE0M
zBeXX20{CSz@x?DtfvCVkKjanh{*nSQKu4m$z?r;X8ihOz41{hFpx4mfoS(Ltm&sso
zQtgW}!3FbL&?ZuI!24*Nu`nwr#I|KAypCXVY5trY7`GOfAwV7hW)=7QB*WCP=a6Cg
z13|w<Y@;7Mv5yg5J4Po?Gt$DjR7P-(r_IzTV3+zcV^fT;cyZ>=IE#7U&SDbeNd1Ek
zij(}vy@5Gik{hR5Z!^5Yd_a4P?--ijzn`T{+JXEFR6K4@_*7S2eFHQ|ac9j+`onjd
z_w3p88tVtMjPT<PKu@?#G6p-_AJnP1qWnR%80}u+ZU2yTygsTJq>c3<o*(sE^P@a!
z%<M4y^NR3Ht9;@@QWk(zhT`^x8P1W+9Wd%*ai8`Jfd`8FfO$0s)ECtMl{VlO`2?N|
z_#hTgm!Cn9xOHA9v4*pLy_H0b@8ypj6(I9{!>L||O*@mxj4|Hq6o8R&F*!Cp&PZ1y
z({pJS_2BKr6l?v^!zUR=UAuJu+${zMx^X5r$H?7<R{z`ls$N=OerI3vPJs#8)8O36
z>hG?rs|Ujnq%WY;RX|VV-`ZyJ8)OwM0=C4DckkY_d(SK90%XfwR)=(j180hMC98g^
zUbZy<Ym6?bj2H-@s}4b<c13AH0EeZ=Er_gWKS|2_w~QqCnW}U$1f%W)2(@3Sh%!?f
zY!kFy^UvAoHv)qVtV};$`ItSIUlC^xpDdub6vb|9r{w|bp@xwKzfUnN^c%nK_c56Y
zmch>nwJ&D0qFxys8tZ9iL7d2>Q=Acwr^Y84xh0jEnPla?aD8rq<Na^uAE$wM*+a{K
z;>e{3=Rf2{xH%A<6O62&|LCN(2zo?p&<@K6xtxNA>8`DF0SvESZ2%}<NUxHPV8KX7
z^%LrB?jh;#$-N?*x~kgU&p4en+>rPW8Btk4ztIeee2b(^t71ecDr6$hPTf-pF~dIt
z79H7GPQ9XQ+-jsxvTec^@s(_3L)v0<BydC%74|lhyfn+)mTS`eWIAjm6-yJs;lP}a
ztcWH!lD+@~VTH`j<9q#5EI*q(wvRRG#8@hIMnKn+V-o-q%8pG>Pce9~dEr(*!wK@>
z-NkXBtD9#ZEKah~xpep39frvHus=A@#{F(kGx*L)T5RTy@i*@jy0q6^PPZl4S_WYP
zfVwISFr>&}fYI%&f@(}}D#fGbYh+u1+pkw*RtAtvjkd2k)stXLEzfKnD8sW{c6)83
z>RkrHj>E{x>>dP+rWcps1}iE#*>54tF=C8uEkKu1L1ePQC87nXHO%jla{%Oen$M}w
zedPBUfyf-_rpT^*Sw)KMhgS%d++ovq==46ua0?ENo{HmJofsWU!SI?BW9c!*U%r;j
zh)h$r=F%A<TbnOV$<_G>4{vetVq|{c<0*dHM`wcbY&7og)q2@zyzAFmVz|(ocL@CD
zE?14pp0A$7$}r6hWn6j?0}6s$EEcb*01PL2$tH%zZf<_f!=AGeyj_Nn&BfK<t07zI
z09Q%#Em6I~_%>92g?t^biX-T@(!HgNQG|h=^t8|*!cdQka~YBoyElqfz)Rmnwp|Sa
za(+hy@I)qtA4$rC2xqR*dLS#ci(~b&Q%%sL<6X??!6#E~VNANk{W{3DeZkHa|4*bV
z+IQq^tQ_M7&L_{lX~kwoMv`MA*8Q<$dUUcJb6(Gmm1D?>kM3m3vE_K7c(csYn0$PH
zK4aZa-#cB*TKDHqwa$HP-M`=J>nXp_NxxSw$GR=eZjTkjn@z6jSFvTC(@6o01kUyJ
zJ^QPxs;e<dq__{NMo;AI4*ao5)4a_dPqW3UhCT<o@>??7Q2dC+po!ViSNcwNVg?A=
zab2sl?U(cQdhwJT$YU-UlZgr_fO;Wwz>)6d@p|^5%CQJzb#nU;pto*BnLg0V4q-eB
zrV2He;(>)Zkg|~_u~)UL3QDsrlmxVO1$5|=KXKs@!wT*l8NbNJ`SnW|nTWx>K%qYy
zkBRB@7+dMd4{y#0O4+>!x391ze|qn(uzD5x9^Yguax8F*kqhqyd~dO@?e#SW*iQTR
zG>G2ssI9he3Tp)9-E3$O+C)U_%(cKAi#Ee*Xav$`BZ5XR#qZ1lVld^;Z`2+gLhjgU
zv&gi`JDTva_Bje?z_e&*%77S{JR(yh_eV171>Q;?_38lUA_JQXKai*7kJ6JNY{0!L
z7G;VI2a{O|ka<aBkSiMZdKe3S7mfkR!-CJoA@k<SE_9MdP2axGfd0#B+VZC^yvYGW
zEHg32JZA5XTmTm2{{G|zfR~2Ai<VB~B70-@ia?d!y+1EJRnt%B?@#g7jgL+|20mQ&
z;hTYLkN9bMUF%}s`Igq~=i;ZYsa}xw8l5%u!WB~OETd}+OzbQ2FA9farkw(5JLC&g
zE#~L-c#P>tysEO4Lk#j83%KxKb0oMrDuAPi6usVD1yFXoM3YM`K!m*=5xi0`1I>|5
z=oGd&#U7mlY+0F`5xs6IXfbwLL}1tH?~M+XBNWEkMN$MFuud=!ksryOi1Fl9X^3vN
z#o#CV_jR=TbB_IHYv1r&9W0}_C#F*8rBid{f+Rlaa~FmM4|@F4xX`I(W^R4RAZ9a#
z;yi2h?34M2tks2V?;<l}Jn7QYg0=6{q6}izsWn@P&yEH`g;r~vE>>M<O>MO$W4928
zmgzy6+p7YKj6o>wq4hSGLJ{!4R#ih&OTHhez=|UaU^}LeD};3Szv8Ge_LfZt{d9IP
zyB|P!jWZp(c7o)d)3~FSEC-sWP|yzmBbH}UeG#!GT^6whFu0LB+L^Kufk{-_3GqR?
zz{`3)rGr3J4AFk5U`;<51>x3QTO{C@l+_HL9C}j(esW?aEd&NL7n8{;7Wj}kBmy73
zn7PRIWGs6}2qCif9_JY&a{lp0iwqxGOuqGqA&(a$`VbfLhc#^<ANaI;_GpY9?{U{R
z3C$nb4B;Gg)>fAZH7tSG*0P$j(E!|DMb3&<7#bN-vI#R@L$~8LMFQ*}%5-MKWebix
z#$HqL1Beok?=D7-20Hxd5C<ci>DQB>Mu8j~vd|K_dPw0Ldd~sH4<vyOxKf5c^$L}N
zTVOwh0s(`>lne0*3t~s51=){so&05MyPtE+y*;PC!M5{cIy=VcNp>uq;wUYBA$gAF
zI$~x7ZaR7G&J-K$YY(2xGl=B9M^`>!xjr83;udpruFap|Md;PE0E2x8n)g_oLk+GS
zoWj&QYn^o>V5b=4dhlLZ0v3afT-}ZU9VBf?aP<bo1`bIBeSoEy&EBB?j%z6YPPhH7
z647n8Pdk`xApfb=BvJ87r**A7#N$P4Os*Dikx<uq2Ho}gehDW@79|%0oI{M!JlQy?
zjNDI_CC)!Vedh)2F=Kte5IY1RSlI<9x&s?zkscXhuzykpiUvJOzH*<bwFLYct8n1Z
z(P%qg9Wf`*oq;k>q$kn>8l4_V4l@?w#bic!b;fSw1r+haM^ExB^app-i!Ag{PDZYA
z$}$=79mE@%agV08iYweDuCTejP9p0%XRQzsSCP?Rp}QLDS?HY5ll7R2yBZYoQl;H7
zw%*k_Z2TEWa7C?fhj4HZP;3c4DOP`mGy)Lu?jOm#j7vyC$rOOG2zBnTU~rbfJ{bqh
z#Us*We!oM~whIHhM|sbBh6({5iv97lOrv(cN-CEXl<uRY`C12kO(hXFJrrzvZrj?j
zWH7vxoVSGs{gFd$))b$4@LcM2j}>esCnhJ;Wisy3)M&a~KpdYO8MW@GZ{5w7gS?Lx
zAK$%Q9yYsm>EWv?e0TfBS?m5;zc2K<b-zv1JpOWFad%U5xq`d9-laBK_sMkBIIa3|
z6*@v);8GX_XH;Fe<QioFbkhZbZ7JZY#=9h(ftdPx{r}i(s`@8-xXcq(aoo*CEMU?8
zk+!QwZ4B(TPTuywsfM|AhM3t5=>CSF(crFh9;rA^@&SPzkj%Mn3&l_AphXPO6fGMS
zY2drkA+s#Ifb@^i3gvK2xHG>8MpwV4ku5U)?Qx-K>UhuWWu)Ho)6<iz-05_BoQ=d-
zW=43oCvM-n#?JE2;=}v%Y_ezGzsJ2obDgby90D4o+sJS97G;0b)OPJ`_QLw^s;?J@
z52wY-%KA()k1(ehvq;%XbBrtv@MM<@ajE9<idAx!!K&@bKT*;mY#m=iqCi4Nv}dRP
z-m&k0WlX%eOHn?_DLF~qJz*|Jffos05JM>?l=?>Ej4R|V)mXAY_{IUbV?R%xcuN&z
z((RYQRV>VTcWGJjB-aGJ?TL_dK;}@tIvbwz1!;vSv8-s1M^9k}WoTwHeIDOGGnr!e
z-~QADDy|`O@}t5H4m0jNnt#YC;-k@Hw>f6M5!T;gt8z%w{7mViV+Mtp%rJwp(^c<s
zOChhrtR~|OP}F$62(!MP>GVM8;iwQf$4SI>LUvTDjOn#TujJyoE#D*Q#uq>VJix^Z
zwe-E1bhT^b*MJZRRd&UMb_U%AxjQI{cJQP^$tyEFN~;vEF*OY`6%JW;FmtfS`wsa$
zWreaqM}$wJK^kOqlFC*BnwD0BM4CI?AvIR`#L{2J%wW{7DZLf@%*d&sHzI6_2WQ5U
zgVH82mE?LI<%F4xj6O|%l)u4*gLgi@`2aQ1{>5*;aUGJL4*Cx;5_<>b{jj^VR!^d)
zr)lSIrsis_udkEP&Ej*7SJxQdikR5(5G8A>LvhdObqWZG0C(>G`l@=oD{N(Tkim4^
z;mG}ancXPWcF3G5z9>RogbOV|_68tPC3np5a5;w>hvg@q4P#^P?9{cN*R<P84XSZv
zT8bV}%L5XiDUK`vB-GLX3fb{FN`_E4bW{Z4&2~ongK^!*C$^DO=U$IUE&A+4YGjZJ
z@zN8c<7p<u8=J@oyOcR~XZ{AKZS(Up_gMv>ywf?sh2?ZWi=Dznq|Dyq*O~>l*VD8^
z*a_YBF0Qk2yhR?Vh6Ag*TKu!Y<+8A+D=Qri#-4^S011ztatryqOP%kRG#TQvEm@p_
z$1n4&h8G-fOnQQbiaI8@5`R@`5lJA;ct1ieDh7_d2*ZUi9|QPuS(!o4<wIWQ11+XR
z$4n8#tRM7N$LZ%|guKQ{89dN1cSv^9<3(r7zOELjxkb-hu;Sg}vDC;pzM2>x&A|9&
z$0sJ!Quw)cd;UX?ZXe!C2_?#tqtS5|soA21nILyRZEq2&r`Za=b~ZM>CL*n4qAuF3
z-;MH|vI{ltIzE<mU&fegT+?#H5rIfI>{j(hxdM51Fy{6uf&o%pJJ1MhrR(%%L4yRA
ziIBzM0lxv*_@8vJo|Y`C!jkQ(nmd4|5+HYnndKF_ock3d2v#%_Cq^oazwG2$8Js^_
zBNeK#o2A%>hyiBBh?@S`;Q%ut9T>dW%M^v9sgw}pPNh=<;h&kDNpnPdYfkuZ%_lc6
zJm6^cargc)j-bx!TId)q$dUW_7{yOvtJEeN8-$d(!BxvtdGXqsQZ_;<ub4;Og^@Cs
zTdl8W>sVD)$^3CfE@pyb&WYz}N=-CQdp;0Rzc>ng{6{g7-%-Ia)Ag!m$u1fhLW7V^
zD0QTAZ+4QOU4RGDJ7kmlrJlp8Y!gUsrlY{YuEvuPV6bQe&Fc<9lrQzt5;}w_#3Jv(
zWW}83;UmK1m2GiS$3Kgpj`6(+dvWg<&_KQGjrIWR;+y9$oIc9AS2|^x#+l666xSZ7
zrm`8%ap&geZga}@{TpW=eIFNv!)-~v)9csvbN_aWR%SkH-YxZCX656Uw9Z+_K>bc^
z@hZxt;FsbqCx!iHom*|FXZur8RbA;2Kh+g?I_JR4=~8peAzBP^L8PQ6iZfHM%43TA
zGqJFL6L~eb0BK+h&cH}FJDHfp!v*?61y;CI>R>paQy5%}$M{SBm<80|$(*jhfy=eh
zYk=t1A47opS7DP<AfNUNP@x<+(!tyvC(m8Fz~!0A^w{JS@|)4AX*s}~oXJjI5u1AF
z?p%IeE}z^ST>OMyFn8_s;H4|_%r3vyj?^md^BS>;sqNY2WwNeas*8CK;<dFnL#Z}?
z9gSC41NNz|Ha8Q2j;i$_l&Pq$7PeLf-38Ckr5N)Zx<LB)hggK`i-<Cheh^l{hVli@
z)H<zRzzd{l-f12zP}Co(#;yqSt{b*1v_*wg6SQ*%*KYk5aT2i7Y#~-tVETi(kWc&|
zM9dMO_Ju;hrzAWd<_P@yKEHo~gx7K8^y|E}&yS3aaz;9xPENA6T}+RP{++viEz5Uq
z-p}9TZlvPPZ^~pr^7Zy1epSe?wP6vkMNUTJdv+-mVY8{h)!2xDuomT5anVXHf;yob
zBiB;eWEBA#RDq5sM`TH_ORv3y*rz5=igz{2DGo&URh;tBGUtiCtba44SD=Z?!H*+E
zFMS@C0RV+(pupH;9qs=_%%ai77Oy#K9Wz8Z-QtO;3gMm*4tA0qePV7KX{WIj6E}7O
zL6YwAo+KFt+7Gp|LpXZoBKPZ?>9G_SUHd1}V;KZ9L*ru^PV@V(e3<1UoDUz~m00}l
z&4EYkY0exDp6SO0>Gj^dEQ3skzMG<Jv!PCH<m1s=7(F%^H3%U2s){afhy(UVcU)KJ
z5HC0=53Ph5Q5BG4wD6#5mZD5yJh6oNPwLldgl*(JGR{}RyewV%3t>reJTW<Qual$)
zK-49!wt{rILn>6<;%F0HR64@kJmF*I#90m+Q=yax1g#qW%~M+Ekywy~Xxck9`+GG1
zUToT6S7JX;Vx78>dXGKsL~1O>H0)zzNmJ@l$>b$DI7`pm$P7uF{)58D+zNX8M*qjc
z7xDJN*2Hl(hCVI8p2q_YO1#zX9ebMjIXfEa+-`mY)SpDS<bAkyqF13VUz^KC^?Kuf
zM6;EouvIKSQn<Lsll!+}(*+tCY;6(gZ{T*gEu}NsX!~lw#=SwUs#3hn+!3~)DnZ-t
zK2u9qgf^-K{j0OsN#NYOE=$J9({-Td40P@Aa?e_8xvjn*=e<8u+A5SW(7npxrQ(<Z
zVwGwf1b=fDb#TKG1(Em{;F&Y=6rd{Y=F!>2-mtE{SHb5Wq2p)25w;*m2FEiagI1GX
z25M~GpGb~gFs=KOW9FG*>;8vVu8gFu`wt$?-@k9&zm@I3J!{>6y)*d6>(+e@JYg0L
zj3>7<YQEOgxNDDv5u?`Es&4B=&f4nQTI)qs;E=LjREZUFBCR83@2PWE|BmFT<W5vL
zD(qG#sM6AbwK)-vQxx0s^$gwoYu#qIPF+y!16j5K(BtoR$(V^R%ro;$uxsaOZdw3$
zOkU6|yr?-QOluYY4<Fz~yeaF1AZo9$v6VRaH%ySEm7EdojraL<pLQ4QXpzJ1Y$^^8
zntew&tW0HuQgSjmKF%rT#nE%)65o%Go=&qq-uduGW|ps>EZ!}GWGXwGc|R-chleAr
z@h;Afa{ry|`)j41Fo;i@cER$hbxuC5VdFrSmlPW@Q%@BoOXw5mjF~8~s<6gYwJxrB
zn|8`UE6Q0v=kH2OXS}{1<~UammKiY1{NQpKP@0e0VFU~^2)X}+gww+f>}u(4@=R{%
z-+v@Qjzp!{=Oa4}9=4Vl>zGE0ippnX71$QviE<g10Vv$0!&<2aFrg7Jp_x9tRrlYc
zu(a*XV_ke?^3GWD(jd!lEH%Z+<N2}i8DWq-HF{x^B{wxVer{UmPH)Z4qE4NC`uM>o
z-<P=G>>uNJwrgK&2sK+;S0^Q#&AWvMy2)K{#i>pwIz$ks!uQwID4#|28smd#yw+Lz
zI?~Taz_yTC?Q+!$HM#K_>Bq0}4YT$H6Pu>hFVNr}@30+LWEx<vb@WB{;kMFd`<Wu+
zOfHh{q=0i^P`czrffRIpP`S4{5@>gNXy<O(9GJ)dg@C;9ECI9}#nqIQ0#SHHZ54e!
zr7T=oDLAF(ns8o;vzeyoIe&XNp#K^s!Ebh+`R3b)EHs!)Q>j!LV`e5jnz?S>PoFi@
zQ`Y^lqa$M(>;6>#^!T)Oe}4Ys!d>hBCyNgse^P$_;Cq9Ytoz|$FxakI=t7Q|>DjZh
zxmmu-xt;Z{#wP1E^)=4A2J1Do)zwa?+>bk}bN&djfts4K0DcrZr>c#rY5^M6kl%A!
zuS7yyA+OYH_yk<}Q|Q&#S2+VK^^n|u8&&fV3cS}pTxQuTE=uo@QJP@5q~4+cx+V`M
zBxJHJU`Xz;at4$_(CdQ-FlUW~Ie-J1%My14EcWCT5VN5{oa<q6zrQpdo(psy3I{0^
zt!g)qUK)9iPjxfX=?RX+rYA--T**sa9Lg~F)cC2>lYCH{9Zg^7LdwSvA3WrQb@9=I
z`<#dkymRthu3!fPdjrgIZgj_Bcz2_J#@ta?+hB1cIh~xnI&<-8+*!koV~;`<rPWc;
zYeT<&qa6L#)T=J*sOB<l**#Hs!Ft#K_kyqw91P4b5AC~lISx}?GwkH>B%JRmC>^<^
z76WOcPrDQam#SaWdMd2WCNI;rc^QU4&K`6h=)ZI73=dJ1c90<VhO?AzQNES8??dqw
zVO%dN0Uink=~wo(>=iz`$dTjUVEXgH@$rjXue&leG08PO%D5!anjGs-u{oGX_VCoA
zd2@F3Bj)caK6xN4fAfX;c}{QNK6>;>4=!|nfIor~(zm1Lo<?`mZk8{}j|)|GHBLEW
zM0V>$XOj~ECC*yI%>@A`IMcW*!wI?8=2l6G4#(nkF5^q7&;5~Lf2iA)(mv^Q{(n$Q
z0|XQR000O8=WEwm2yVu=|4je@f{g$G2LJ#7FfTDLGA}Tdy$Nt!=XK}%VIcq#1R9{Y
zb~o4rNr^=Fy|)30lGv0eUP&!W)<#LBHcJ+?*p_3Fl;l;myj<CqcUcXOop>C_G94$e
zC-D-`_$9Ja&h<EzcoOfEO6I+()JwhKy*EAcmf32O*vY*2|DE$S2+2ySMpYDm?t8!c
zEoVRfbMEla{BQ^pA%xNJ?q@>SsoyHshVZZVhwzntufN(0{I?<OTh?E_{$*j`&~P}>
z@AdlK&7m?J=9l~WIDX#fl_5FN>GwLl8_#{&^Dir9NKfdmUi_|-hfFsNrImcB)$a7d
zP@<2LcBh|@w3d4srT5JtyD`^|JS5)O=oiE3@m{CXd3)GDQjG5H^(OgZucp}PcP<b6
zKf#=P{4vcJjb;6=Kf?UTaA@o2NUKr~WtA|TGPZsuw`<Cs&dozyt-0i5t>q2_yw&gN
zb@C0Z+xeh(vya&CtoGuFx3i}H;7OfMZ#90-6j%N8MlTF6HhOOfjSU*E(=Ue~xl=dk
zV!oc!1Hu@K)*}Yj^z!h?ovX~tuUY2z-lg{Koq9;OH{<tqI{CO3p+)5r>9QW#>HW1`
z#o`*hLfhQQM_ZL*Q_^1TltV3z+FR}2GGwDN$BvKMSS?1i|Eu}1F43p)!Hr%%nl$>_
zCGB0lxm5|%ss7x==4HqF{r>YqEVt1K8<R>oc3S7DrRGBm?Os2xXja2nqhC%Y>~o`^
zZ%*3XRSl!TiU|!?S<)2??Y;;=*G^?G({6Svqk8ggeUWl@z5Wwn&!`quh+2xkgWHvS
zw$<*f@_@3^);FS|RnbtRQ*O~(w=Y)0)}|Idl`u-B9AB*D+nQ|a=Jc?RXqG3`nM7zc
zAU@IJn63+=iy1!Iq8o=&4O(o`pGGG$NxRnzTlK`LRL{|J{E1<QeiP|e@*U~&Dx~q|
z(cNQyh%>Fb*y7b&*~@yRoYh<>TDqsM!Mb5i`_M1-L9ZOoD#Zp(eK&_`Gl5X*nsX=2
zGKI~0Xt76oJg@yPM)Xmk>++GL(aopzaV_P5bXJ;tRw>VGYM+)Gy+dR53D|EYtK@q$
zgh*M(FsH}&ORcn{0V+jhu~G~-D`7T$h0eX-IWes1R&|_98fc-C@6^W6v@2nZ&DSK)
zW1x}6N;$ev3FoEEw9&4x2byaooDacFY7yG9PN$sHmd$5;Tq)S(3dh>(tiEvrQ)7=C
zx@pFCdn7TYEF1bco82HLTKPDny30?gUvAI>i>lVzFZODQbK20lmbSAgatM=}8=G>z
z<~pv)aQszm?0)?|p2D81{r@sj+Xz$lBxtk~EdRXp9#-A|Q%-3YU(IVE?HFVL#p%Q~
zu+v#jN6&%HLNgVef3aUjmU6Myxk02ku5B$x;RfBIY2@OVu6<f8=~Jk9h7HsuMN{_<
zaiA0WW}|Ly+ZOBFL{ydU)u)%FQ2Nf6Ntf<FpJ4i8XI;zFL!%|m-Ju2UO^sG`#~z)3
zqjk?pZ*_Hb>#(nBB|jf3TGC=z@&psuq+c3sO>38UucjMetWCOkR;xL<pb2Sa<)s??
zfNndeZ61aP%9@T#mlZAMylAu*j=>?4H3bw{>|>p}Z&Cx!B+p5DcLu6N&pnh#zIJ=7
zZwq^e5mc8#LB*vyj&PxFJWoSyU{6FsVP|r(BSqBvK2)%0St?|;bHwipVu@a<M}^Ij
zA`=UmYj7DOVz~@iq4n)ss)YFk#-Gv7o|j%C=~o#+zGy$it%psvXx?q@chS{4tF{pm
zmc`J*9jmLo)s^Esd$;zwi@MUlqgue~%4+9tqF_P<>Gbo9MR$_5Ibx)$Yj;8;(^|#(
zx+&GTliD?jKxvc(zpSWeyBGD%&Dz~Iny{EkOgAAjixGW#60KNl)F&6|o(g;>LL1{~
zHt6drbhR(J0~Oi*;kZf8FfRt_=1pDK&_Rbwq%r%QZpTG+uiOtOHTWOovJZh?MRs1}
z;<DJ!#Ps+J?Z|yP2epioTGLpnt;r8TqB|2PGuKlxPGW@B&hWpRA<S8LBju9vLc}u{
z=2x+M+NBANc#VGFsGB#lSdD(Cp4QZNHMT|qdwWv?Mo$z07TZ&C!)1tE%`4oMN#ah4
z3U?zEPwJDc8Vdrw1p>HOf6O8mw<foDrMCMwPenC6n?#o1tLJrfN)M;U`~7b3Z9`BL
z)<;_pKTkA0CgHLrwFv}iw7&RPET%6HYGyjTaEYGUdQ<{f7wy#V8`#d9pg4W7LDSx9
z_J!`;tzBKzA2%C|h#|x#<w=cSVNvI!bW3CTSrb!@ZXqdBv?PKu-8mX*Zkt%?QhioM
z`G|9+?sZ7EjmYvXkU=WFcZ0rqpb7nn52c!VHtZ7QaycSd|Ii{gi0&j^!ma5^@l?0}
z%ryK}2|M(-TQx~>Z#k@exV@<r?A1<f*V<>rXBCP3OE~T$i7llU9@n~>D76uvRk=~*
zvz7Z{;$wQq-Fnz~A`4As(>FF4^K#<lA&qNF`;e}_Epu7R3~SE4`8+%Hm^Sq>eaNwj
z4Z=nfbV<uDGbU;?#`UHRC95-2GsQ&PjDUXmIy3TI7;%AUtLSKlHlZOju5?H^U!!f&
zs`7^HoL+IczGCCWnT5v7w<FJVI~+Kw#h}Vwm7eT(yOK<k?3{M#X+3lwGuf?WJ+7mA
zR9x80-=>d6Af@QRWa6@Z>IxlvrM!+En$!IDNTMLxemY{iQ|uO%?H83TE^g`liP^Ut
zGN$W()04-w$RSxc<<mNWVp$JcL|;6nCtssKUaKLGYFQFkg*GbR$N@t8Z17Rk^9Hm~
zT-^ksZy)!I$jXIgrFgk6`-sNa<gA$=(U$GkmR)?hQk>D>?_CtNK|a@sM~Af`yAnu8
zRB=?}-lCK1iiGuanG}_97;&H-4x2UWx}O<aijFScr$?YnG(xUb<?lCzEV9xc<%&MM
zEHjmrU!)s8uF;tff>?74x9HzRNVus4C*lDa?yH@Z&hO3c9|<#Vj9kI8rCsxFW_oDL
zj%uKfic^+b?f`VOIkH8|H?mMJ*r2OlrYG&v9pah%YVG8;==_&sSm`dQ!@Q;6x2M?E
zm0}M<LTflrM|wu1q5LI0iuYzldHEakz5dQ6L(3=hd8WTJwpN?8s5z$kdm=-IREh<S
z`#{#{hV4zA%A~CJUVfj(*ePb*rdjTF8>i4#<ZsY3kDEv{8)3SMM8FVwR2On~59y-Z
z<WPIHUtHXpS^4%?hHsdGo=j_oL}KVhjs7&t)GTC6m1CO41DVZGhGHc@3eV|eB&UPK
zMyRkA(q?%_)0f$hi^YpAF7@!Nif#IAPCv0}#JI(B8w(M3+ubx;$|X#SIrPIARG={r
zpcKmsqmq*aP(G)B(iY)5k>r&aQ;Dp`)qd~qHtioOzFx`SgzV6@$dC@)4J)B^uSaS_
z(XU2b99V42atsG#;6`P($Wjs)-0#-EUiv65Q6~%yAJB|G$BaboN41$!*ZJf6TOz#}
zcjqIF;84N;tmm;Mt$e}k!~B*^CVjD43~_hcZ6oODU8&h><wjXI<*jg@)Iq?+`Lw<{
z83)~fh|*p6=;x)d(Xxga(^*`g4^Bu3;+^F0PK*;u+4p!h{0!Qf@RW20RuhLHp(6`a
z%FnE)HzE2n6MKb>yP|?=iaeF&5MC4Y?uAi4Ua#lPYgi1HTlD>BbsfL&5c#9012&@+
zSb3o37U4tsVnfRX>H)3w8k87^E{nL(*-61w@?X_I9g7s3gkgC~W~?lgZn5nkR*Lkr
z_C_)Sg$(<cxgKOL^uuL|+d%tu#c6XSEBP0g0tN>kN+V;>hVP0q9?)mgTD5eLT!ZlI
zt>vyPp0nkKgBH5z=Ha0B$i6Io2}5&>Q$WDNnuaP;v(8LGpk(Co;Bu|XX{unU=W!Q`
zhIU3`sgQuk&+5tIo&tkdVk*ba*xfd|EZ(aHeP0`cYCD9g)X(cvqjoWjh~Y;4u|0Jv
z8L|yBag@WBGQM-{RotdGBt{?k)4K6x8YInR+XZ>E{cgDhBP8JnW$jENHDAw0=&pHN
zYR??ZU)4tS^n|N0cC`1E1q;ob&BKC7?Mp4)i(YtRV)mI$igTCy5?-mnf2@Bunb6hM
z+ie*l$ZzZFTeQAR54=u$fNWdNQ1~s|+5B+ZPB&x=*l9-F#XlAG$Wtge>DQ+1Zb#mB
zCHz41{XJAe%Z>j#F-Ygl7&0|npyL_hb-L{o;+}^|H|IB?qokL)^AQArE<&+<M25<^
z_VB;z?>%l-78m2->iLf)?QTE++g7{V%W>JR##S!m@r9qF@imIPwEVCA&Hy>1Y5qV@
z*-VfntC*CLom9$MK}Qtt#IVC@O<m(&PasClSGn~dL4eQVXJR@-=TNkyg-L)PARAI5
zDyA;*{|YP)Nr>_u5jchcB$q}#G~=dVc|ddFGg%~I&qAg6F}s2IL$jUIpueBm5ftV+
z25F5#7JT@3S;f3^h)K&TMqLZ%-9_=u3DHESf3{z25~CFVN3z^KE4#P|2an0f!RZf+
z_<jYkh|ovpJe}B#imlp_^Es4mi$ksCm$S^aJtO~s5p1RSf_{g+?r=%aSq-aFZ#g#J
zmDupGBMiRFnLv_KdPdasWE0i#Y8~4vT4u2oU&?Ibk;%j(N^LAwT=)X~h=@yIj6*tD
zjt;FE+||n8h=(RqK1^xPM1}cwb7h{<rN5;C{*$IHWm0^C#VsL0ACk$cP3acX+MHgu
z8?FooWFofHW8MDQBEUu6ZueL?@M!3t?e_cn?O3qgk|xNPwC&%~c=H5K5;t%T>lt-S
zMBKT0V!ls-fpeqg2MJ>7b5@cf`D+p<E0ILlV~(I~Es+I8yJ(iPiC)w%XB^JgH4-N5
zMA(LBsPC_BBNr=WQxCsWdvSTw%zIhP5`D6PWX*&RY7CK4c(b0ZdkbuV6Z-d2om02G
zxn+i2`D^;*(|YPn8fCWitoCEgqwg7iU&O|TV+i3r$?>k}=ZJe%y*_qyF3Ui!NaJi_
z^G;2_g-tED{{DlDT|PHk<eALF7}Gj43Ci+YSz{$Uik+d6eqZiiaj(9)A3D!WO_X(n
z24?7nM=SV-7)fkj&X)Zl8YO>~KK-wH=!gfR@=LLDGaIvPYFTqlll$dGD8$ST0*l=k
zW)uhNUJd_QJXE(;(K_KqH?MmALV8u!ChF{DPaakO`{q(DLnHkdvcR(r5)*{t`gx;e
z(y+KWyQbUgc0TF>XbEiDgqp-Mq2=!L7EYFOh2C{iJ6h=X+dI0UGwpZux+QA(QxeO?
zJ$k^$w9aE~BAJ!qQn(8X55e^qhPaebxJauV!8aN)CrjpvM!y(CTQpIZK{LN3o4zU6
zBE|W}QhSZNMByrN<w(<%wiLJyd$VpCk*xi;Y@s0Xx_}+?075=<x`I(>k=t$h{`dmN
zx!jXz>HqB}i$?VGR0otq0n;tUB$)ff6~@JnHesaDy1jq)Y`_15ArHQH*{m4O??WNs
zn$%p;v*^cM-fbb97adXjPK+355)4(Nf%iI-g(F(vgwFeyb;l7=W<~$**Vg`r)MBNj
zTyH!7f2$FuGm~^>o*>&R1)3(aphTtoU`B+_pK^&s;Y>G#akyU3I*Odp{R?`IjO%b?
zVwN6pWYhLz=u&LAjS1T%(QuuvzOuyu_c|W95OIYXnjDHjJ?B4aOJ{FuvXr(2j`pBP
z2=Jox^BF00Ou_tt#0<#tfWCT9v@p^b&6_5KA~RMK(&4@enN-L8YWwnU)<G_7y3gvi
zQvVtr!zhR&6xuJ@{j$V<E5Xz@MQIN_raLgL--op4O5zg|Z6&+>CBkxl1?yRiln|Cl
z@UWZc09;H=`~ObPaV|na0<2&kB`k=Zx{))ZSzc`h&{X29K3il+Y()MXcM|;}nwb-q
z$Yl-o&-QxHZ!w~gAV=(7M653}ja*{n!3H;Q8shF^nc4f1+`dZO_y@#M8%7hwQCBy3
z$KeR0cwnMj(9i$qu3mAu8>r?P{7Ws4uoa=zcj@P6coG|}?<F~NxpE~g27$1f(dp3=
zyb3|@23f!+eP3n<d5*!pBR$?*?XCWF!sQAHEtu^6;!Zj6IcCPKwvF0|D|F9)TqIy%
zF?z;^BlC~x=d*1S!g(%!IJ{tPj)gBt@Q7wheE5lUK&zGV%@!|O?R|gDq8>fiEmSnf
z@s`<XC5Fk}Yy>2=*MeJrnV6H!dd!l=4w|+oxY<G+R5|j94(jO`Zh(ni=ONJiHvDPK
z3zAqzHOtAS`*E*_f<K8)OnghWY8JoQauyu(!!0jP%_neu|9iUdqZ$sM>?B(L7Q$mo
z((-4|c6&!Qvy~zu2ti(8S#ftDe}%@bcvc}N&@Nsm#V5s4ZQD=a*p}tSp48)CCeis7
zU4C3EdZ$kBPCadx1yD(Zd`ma{c4n!LUMK%9w5n@1YE9due*Z~ofn<4#mHbRQE&=_e
zYs9hPJ(+na;qP@#OU~&jKb3;eA|}H-bp3YXaXVWk{LFH0>mPB>%kc9wkxR8FmnSx$
zcp0%JoBl3+@J}o{LPV>7_NIy}u70=Qb;U)p>bEtI2XxDA@ws?T1UfLzpU@6pDhj);
z>DKChA?{DEP}huERu>U9d)jU1U8&1pVgnbZmUwigsl=4*hxGI1`uT5CkByLuIWM~G
zWCj8(-<6$A2JcK}!S~{bOH|`fj_x9-tT5a%-#18|b;Gs#P_|I`87`hCDXPtX<PNww
zEr)PP_4n_XYm4B07txN>wpEfG#j_H+JpzTf$I9~&jk3$tPT18(<{_3v9`d`3ohFM2
z(wiGyaF#b{Zl`?Tm<o?8m(r7xGOMdMZL=t>gsF^UiSN+U=n_LY;Z&)W;=at13FUok
zKJs#ZdYr7*&xSo&p6C$nZW<@%4NRHD1f8+)_-XU`2@YZu<#+1g9kMmg5O&fRP?$t_
zsJpz;36q4;_T5Xw`Zm0KQWZatgW6lrSM9{Ia)fLfo?j^w5AWmfimLMSeM^ZNU=I+#
z%cU8~OcWNfhgJ36{hIEZwMXCA@1G@U7_P(B_844#b4p(1-;o{3OCm?9JER*$%vVMa
z<d1cb#56}UBO?M!7G)(YABbX2xgTlK%8z;EfGL+Ug^Gp*Bd33-hwZUU^Nt5^@;B-4
zx9EZLEy_!De8)4B2C!Rk1(G2#daUICtN6GpKGuxFikWy=nC|2h68)NmM9yDeYa||D
zA3~S?3-@!GkLXEq?k$Ona?wS8fDhP)k?0G|BX3SQ{}6i6-Vj&fv^k!dzDe9NF@NSF
z?e#5KvD!7v=vM>6Snc#S&l?D%81*0xs<<GE({5Q1lGIF&F=A?tB<RKZ;I)}EJ24`5
z=RCI?bD0;#XA<a5Gq|7p&pY|wZxc>3n+vYIq~%1nH!*@{3yTX$1QCpRnJ>9~8HSRc
z`1Zs`EoF0-3lj524U@7TZ)w5np1iG;zn>8}$6k;Ofz4n$Nx%Gdx&KE&Aeeta6am#r
zaNv%Zp}Rmv>$lwnuz=jGu6x=ADJt1q>Z#OYUPV(2Jlr<J*cROvDSTanY|-O3w>(Gm
ztD3rO!tg`g^o#m;#-&eD;0wx&k7^iyjimY3%zT|<mwrwFWhmxxtnX#vqNAy%MNtDD
z3e#s=bEo}W+s@8rzhE`Ur_3MJPhv%K5%YUVj+g8)^JyBH6YC%Vb$4c*k>BPX5PTOV
zbSlJU#|)d``I8+P!Ddm`1(r&y6u;<`$UmWFzEd|y8i#l2qL()b1L_DzTb}=)gC3`m
zhXnF0D*yXV1lq7;5d5==uj!XyiOigO!py~nl%3K+V1tyu6zz~P&qYb9i=^(>7_xK2
z5sWEvT}|T(W)@z92=Q1vN$IdrGyC@$iuQx&-(s$6eQyX~sn)9X+8V4$f7PlH)>N(4
zs#S+IwX0Q<@HMSyxn8Z+Yu}8QaJ^r`@h$7GTJ6aYaY`2KZ`W!dn)Hl_XsTC5t0!t2
zruLDc2z^R<a5di9sA_TDTD@MsDVR-FmD8yU>ead@$Qw0L(%yRY2G0Xk>n{OeTGk}%
z^|uchB&uGEkf?f1qg)>LkCZ$mES%);nm=Z_TCdltuHH|wj_Q<uu5oJhsP=31LRzL4
z$OH~8Xf5UNBN{}v-ZbQzYA8F-Q+z2}b{^#N4Yy8cj9Tq`4%w=QQSC#0Jy1!jt=BGF
zLwGf6ML5-{15&EjC9N8Dgt>)AgV<pM8ZFU2j3$jLn_R6&C=#5_mQQMnwWZa~qw$IB
z&`7l~wa~6r2WX_~0F6`yDZu|UTm&OEs&5@Jue54`hABHz_CM3)<n^wHAce6+)2wKF
zOgf7|>-m=Cb`G+7^N4#3+x7H9lsEt)71Itxs@DiA7V^}pVM-4m3tAf>kmLwyx&_IN
zAt&x)+c}RYpGJx4(F8NiI1C1|(7Hxrl!a8SEC?-%%j%3jmq62-5V#Al+IpbT@p`pd
z|Hei;@OmAzQH{`d-OwjeI8}T)Gxv0Oh38!Ltz>((7Pe?Z^MSJ_$%gkBrZpS#J5}Ht
zFkJPSQ6ueofwmvf`ATTovf-4mmZ4(IH+c!DQGGqsNF*4cM#XH?0*_UToz5f{Wd>-J
zZ*%EpI%ZbnGrV9XB=OR6pZ3PVMaOkgb5Bkf32G-a4w`QwW$zbT1}(zT%tsc?PFW8u
z%GUvliu2>CVQ)H`NW@>QSHI_^Si`wApWz};hnBmwnwciNwSn`&Qkk`!khbSVSfVg)
zTjf}yT;76CU;8~CgTfI?R9_Dzs*=`U4<)MSvIuag%1gB6U{Y!%BrGen#llsR^@$Nf
z9?qaq8*>P*+8jY~m=@az#87>J7^=$+*QR*7-w;DbbQTwQnyZT62*nN%L$%rfF@&pz
za5h%jrRD8znTSa|O`-)`o@>U46-9ms`Y2ExmvZ!AgsKJSe^t{kLRHHK&zY2+^~vT<
zt<q3IqtQ{>4;(7tL84#OXWo<rTSJ_g(JI!Lv!I(W=?O*<f3I??r<ak1bC*?3PS<le
zF!_c|+q1uE>&Rj47lD3?3)tWnfqruSz9?CP{N!1SP@|5c?H~j*&}Y&C;)mQ5q#hAJ
z`6dsSly~?k)&W>q;t=*^SBsq)unb@9e(h4Jb%If=VMT`=oQR1aJ+g{Gm~rC+0TSUo
zIye|(jNy?pU>5N8u3&3M>=>^gcy`)hC-Y8!rhnvBS_qh+DaogLQ%?YMAQyw&OF7%r
z?nO)wlc>57CA+V0fgawK8E2K`Q%Dj-K#!~g%?soQ2eS#01AN7dnG-x!^KyayFrpDc
zD9(RL2#=gs9h$t#0fNU^f+TLM?Y<x4a{@W~^C%wKQKDLT-C=*WCW%Q=S&Gw?!qRO0
zkN1e<_qjQLuYIN|Ef|EyjJ<8Lur6~5PyIy@9v#a`jeM(?MF{z7wumsv4z!O0c+3?k
z9#1V=wT9n$Gjc9-Zy|Whl5n&n^IlkSFXAvFcP0$EBNCT&giS}<bLU{)=?h>x)#4Zr
zK8g96m<vZ-#wd<6f3-&y@{6M(Poy50!OUZg`Zp^kQB70IiOgS-qEtHT&^qJj%{036
z5v^m4dVq+?qJhG~AQu}JXX_tAlJ1i>iHIFGJ?yunnI<Ws4X?=Dfs1$@gE63#$5P+@
zDI?#@*^w(DsMqSd1x{fA)!EIOK^<wd;sS?q5ES5oqT|~ThL;-kpN+er6Ai@S%u;#9
z1%%vD9dNp-Zm4}y6xUvwo%_(R5e8WsV^-8UPWAwzGXm9Nv2SN`u*OFc3md~#c`F|6
zzP7Pz@dg<3(4yut>RY|+DG)<eEJ?B+i5Y)K>Qu^`S{7*llM#VB78okuo1Vkz>`0st
z-rP3ah9!yKqjNaq@fwND+3JVJY#BylxWO}~?SKhtCyzK($M7yh9oUB#L3O0urSGN;
zi-QF?SAWOo`9tB8_;mV0gpcFlAwkY#3gnXh$jG@S?)O8e5vWslpibt;TSX6rOT_b=
zq@V)Cjn_*shrBAHU%Z=dgr0mIW^=5A>tI;{FI*4TF~J~nr-qhzF<ysAu?cO`&=@Vi
z(ZM*~MFuW0*UBD@aDRh2h&o<Ithg$$;0X>*&C`D-Ri@JRT$OCLC1<sU@M+ICn1`0P
zj17z9T$y<c<dN1IK*tg~e14wCZ;KOVY`g%U6H?D<6B3E|9DtK<*&HF8)AVr3hk-a{
zma8zO3tTIOc}0z)Wv%5p$FUiF<albJ9CQAlWo)I97MdKYCIn%U7zEJ)F?lyJGa%1g
zDp=+Z>CkX<$n4|!w(FF~%%Ihw=<f@gYgnA(i06MTiT;?F^P6>N2;Aenn(%`y2jkRR
z7SLJ`#;NA-(gZ%M)sh8z2`rA3jT9Tcam!PcgkPS~zk9T{Gnqx3jB3^)af$;`(i3V}
z{*qx3ITbUUgCloyb{zQ4oiGL14Ic~KQZWq?X@QrFeM4|AOxR_No8*mc+qUiG-q^Nn
z+qP}nwr$&X=9|SoHM^PaO?TB<^rpMIp68%YmW{g=@qYLEB*+>Gx-B%54$SuPJpqDF
z5KlYk$`MGejhq*<Z+(9~_dxvP6_>~qVB+5i8}4UqKh`!Szgp(e>vH4vl>R3z@rj%a
zA-_>k&7J9B3s8jfsC-^;;l29XdhS=s>8l;OF#zcXT_$TEj@Pp4*khs=NW1B{p};om
zBfg$@Nc#_bTt$wP<H8H%qTCTL1JZ6WzbqznhR|vv^ZEPp`4g1smtM^cxNiigq;nA+
z$V%cj*it*oUlj^H1NvhGL!`aV`pVo~)a(sJwc|ttZAdAEhJ}n!WF{G`JN{{F7Sv**
zQ)b{Y0FoFBlnnh7J(y07O&2);d@h7muVM|Dby&3Jnr>kQ*aG&i-x6udC-&NR#z5;v
z4ZXl+#N0%97~I~EeQQabtl(nXKX@8s<FMN&YOvxo@&{C!tR`&z4ToFvSD#yJ&ZHBc
z=(pCm7@X5q_Lta{hoTX5nlD_NI!lIO&6uKet<a+NHxQC&Gcd*IjP=8EraYGSN33_X
z6TT6IMc|A2b*pd6tpaGsg=D1F_e}LdW+TBTae4L;?gS4^pm%`eb-@WdJh%Oh(qu;n
zFJo56upUcF0(=X7v{|7R^Bi#BpPjIl*q+9!DFy2cSs^&tAFanCoL=o^Qz|^1b~Ug1
z$c7w;*wW7;B_qt&{RnuD)L`o71Iug&I8wZM=HMZ@d+hXn_DFUvkCLqCG2xuvngm}C
zxvM|lR-<~DnEV!qa_p&>%O2eyi}v(&W6YZ7>70-T;ow(aS}^qrI$*P4EI0F3a9qM>
zO%j@M;e;_jA|Pio;le+`ll4eXr}>M?572Nu;F7*sbDi&O^I~yKyZ>|~CYs^eX7w0P
zTx?c%J9%P2X-a+!)L?_PhI_#IbL#z<yGDVFmZ0{hF%!IS=}M|Z@;Pv3*$xaQE|ms{
zC2qpXcl_$}Gc#yGN5BwZ3}rLv`!K?ayjBa&cOCG^u>vp5O973+sZM~|7FcxTpVu?v
zFo=n!bGP|g&c#W<(!nMSU2UPW&ZhBN)ZQQ}`p3)(zuY!ynv+1yF>3~%eqR>NyvQ#+
zBc_0?Ea(}Ut)*v8N=6*l!oe&P_efoT;9`nQZj1ON`j++9qYo4Ckc8YmZS7!Rmdh86
zsLWD9{6@zbvwH~8r-sQehTx0+4}hs|qqSRhR&y6W@dK)~a=V)G=)|eX!Va5?0_h-}
z^xoKj#zDO9X;9bLge4TlX@|RbR7D9?H8uC)i|5M1<9ZwGUb{yl5uX`ML4s|6*Gi)d
z#mJ5*ht#%NmJTVK`ZTrWFF88gtJaT)NnFYY3;}H?qCFJm*2;8;<I^c2ZP7KXPyIMC
z=ldXsa|3sbn=EJ_5ci3BX>eWpIT^UqouTaasHEpA-Cbpha6ePbyetfFT<cD3dv!I>
zf(E44Jl2o=WLzKN2Wa0DJvjt1`MJ_;s-P*2yVWfkJJ{pwf3LVNJApNw1za9=0muwQ
z<#8axdCU>`9;%@^bzvX>IFE?PjFmD8k3gI-Vx`=ko}V_RzDon-B(?@)L8QI}3&Ncy
zbwDj)Af^MsG)8OEUR<<3hpAAYDmUKN01-f$QK`AEPqSeHs8H#vWQDo=Xk@|h<7e>f
zV<|w-9iA-=BbjTAVll%k#eEb71*i<SP-*-Zz^%+|!OCh}rVpgpe@J%o=L5|7J@Vtr
z3ae24l7Wh-2!_{d<WHE42A6C@8_7G9u^!Pm@D&xqANRs@AMMRGHIT<186uF%qsVFW
zKBWj(OxDXdn=r(j!!Wwg;<Wph*g-|6*Zb9eMVSQ<Rq)sDaeH7ln?A*=7^M-rAA5l9
z)M5Re;)6FW=$TrbpKxIW;`@Izh`j55DVBlZzY+l@{ZX7}CWvyzY3~lCEPgCaGzywH
z$hKP*%~I581W^plriFFe$LEB1i^rZyZ6cu@IaT6$e<$QklUeu1Q2{*T?4~BVi5HXd
z=eM^Pf>S@JzYG^c4TuOgK<-EY1c_%92f9RbfI!b0Xb4V+rM}eA#>$jUjS{@ZB)*gu
z8G;+1ysFmKB|RM(j+=m^SEy&&@cA(9GQ93NDF$;on2@{R;<k8-?!80ESKDZ<|BN!Z
z3UPqUU00Q+7j9(;tX%hpEAglJM7@-~?&76XOl$cF6IieR!{(6g#BWX-=bx(iu2t)B
zVEI4lmcwG>U{%b_U$zrdOOyId`$xfJiHxbd$Gr=)mvWh!k)?*f2r}u;d5KD2p?;v)
zred#I(WL6l^T)FGL>eL+0T#_~4wKmiUV+a9iNux!$k6qPw2tVJtsRW1t~fI0T%K8O
zloZIsmI3lenU)fXn0{|aocInk+MpR-QolMm>1H@-*~glTta*~jdTz@CCco%LZ=)Hq
z*TD?P^oVG@x+UMe8?vQewoKB?0fQqSu%jZUiPdJwXSzLRl&fJ(j74H;vsZVKrkVhJ
zcXqwEDV_p{^79l}!pBrzgC|sr*tAWvWz3;WGPLb~QGCs`@nP6#4`OUTz=7KqoIuPc
zN`r|>p<8?f0@D?0uZKJqE)ER$p=~u759Db^6+At~Kji2f_dQV3N_=Iv{D&l<7L{?`
z!O<stIw$+dpkQB<jIb5>ZIdc_2Mn*#AIi!wCaf`Bm&x$8gYg3PL3X4B^|(@$JqAE)
zWh8jxE6sZnuqN1Y>uE_k8s9tdVR-FK&tu_3IvnzlucPIfjG0l-&Nom#P+>;z%^hb4
zD_9;R3g48RHo^1aTNrfWdWt6U{+De%JX>0Uv19e~4$eM%c9Vw%$=(~=u4<eyqw@I6
zF|+K^>VEWSuApMWP3y?>9+?J9Cry<@24_vl=J{xxL_!zOMB#miOGs9mV_Prtvkl?h
zk6uS1+{%IDs+A^ZS1C|H-@((-_QE(uxHcqum54UKDo*^Ni;ixHuvsu@o68^UFKwm%
z`9IrMewc{$`71<bVBywB9L+{H1;Dga61&ues(jWu-57AG*Oo!t`0>(sk^E~O6@&yI
zn6YjeT}2yAbrL^Pppk0dY-;g!_We!)?IVSFQ8Z#HElaj*M<#pJtUrQMAS^rDL4S91
zzXH|bl?Dpet}EvL{?0s+))P4=i9@%zvS|-SAc*x%H3*$5!XzV%kit=n+nU9THQmXx
zcNc}X!O8`tadnlO4+o#%$f-qXZa~bMbLVxYSY|<?)Yt7aDJ%L&pL9XxT7E`$rx!ZY
zo+Y|_{nM;{AFEhWBrMQG#26Uqw<`B+^App7Ma#!pHh>P5zcjHMDf@_A1Xd8y3W8ly
zdh{$H6`FC#+>~$^p3JrZ*by1Ti6ft?vk>x;BEF*Qi%89Bi%>%yYvrofV@shcFA9m-
zuAV}RL$<@abHVEiVVw>`#T$gCe<j;(3XX<)ZEox+U^>@a%l58ba`1u8DVoi`)IcuQ
z&3bO)z@73}Q=7{-u7H%7P6LRVyeZPp;o)LoKlbN<$k`^(Q(181CwTSYjQ9@P68XGE
zV-}x-Z`kz5t|tE}%@x!nX7}{G``ig#>)#g4yGD&kW(Ysw_UG%f59Lu=3n`o~@Z=ST
zqGM$n1Ul=Uz4~w+u`5*|<m0bQlMC^Gd>aH7gSOk3jqeIqC$eCk$-})H8U^E(itLZ~
zLm;YM2i+fui2pu&$+A4251|QiSV#K+-7V4g11HR-n=K@pHaQo_BLhaq7|^0groik|
z)nWr5$rFt)R}Q!Rul`IVlxSQp|9ej%=Sp($q33H~RgeDkHu%SUVXO1`wZ$m_LgXGD
zq!<><bOK&*#>-=t&iUa$#3=}xHzOWG><~l8o+&7(Qf1%;nw;E!tO{u+0qMzz&kqU`
z4uPr3TpO0b(w~?4u2<3wd;OH#Bm*dxLuC%{(6i0GU%bjpdAcE1qZc#4t*y>)!sMYD
zaGb!&9;w*!@aB;ftd_-B$!0;pn#YYB>vk9|AE{{mlMeDNujRX707P#7wfNrS&uS(O
zR%cNps+q5IiY;e`aC+f4M-oIRPY}l(lg0*#YEKP~S;v3m+?a`mk?mCO@2wouiEVqA
zB1;J=*Nwz2LXoh;&0EQZYg+r#nKLU{CX)_4k^^ary?70Lo&V6j2nSb*n{7+0nOXrA
z%P!$I=!Cv3fpc@zp?4PGLTmLJrUxCfaPY!SS)1GRx63ELuZ#Hefdn^)i#^)I&$c$)
z+t&2(vk=@Q+J^HR%A3Ao$&&u&+Q|lkDcjJaYGe_sB&o{u-|s{I_h8#Uw=F34fM?lI
zf}>6b6M6S>D87dv;$8+9*zO4b&SZczcA}+TQ>J+JqA276t$&|&G*ZLP%MB>Y(V3>`
zWJ}2jCu}~%t^8ovSeebLpn^bEBN~u!G<z0jM;F0_L)sSo&Lv1A(&@fLKK^6}w!;H+
z{}*jjmEyuRuR!Udy@l1W#pqeyKC4`%FL&8Vz5r~DkdwyD$b_CpAXh0s0M(H^W5sT$
z<K8OD0;=z<SVbtvA0nq+Djv0hIEzp=Fs<L3RIKf6#1xQ$^H+V91$f)uBK_J2LmTNj
zq01F}o9Bk`;z3*!aCqJ!pFUfp@(MAKc!GNjcr9Xhg2B;xU_)0*U`9LbVLc(bC`UJ@
z2iBTjIZ16zQKh_ayG(LM&^&iiF@R*eK&hUO{fbY1pu&>7&WG8!5CBxAsFFYgEZY+?
z&q`k#WcgCTzc}3TJ$%x-vgQ}wzmOs^@4$|hSOCsQ;3TSiMyM<ZCWgQY#L61SDxVo&
zM0~tAI|Hl?mPsgL$d*=&R2oWSFSht0Nq#)eYv)_m-9pGs$%MxrELt}&e{a&B=LBtD
zj5V}3FE5mD-9s9}d1q<nmKztMq@FN4Xt(R2yBSVZ6mvUxq>Zwc8pSl9Brl&##kzbq
zE~HFZU*soMRa8{}+d1Ua*1+<uj%F{vwfo>|?drr=p(NKHaiiZ%Ia5&E`%q`=<cz+X
z7v3%*tEk%C_gGQ0Kyvp~{C0U_l4BSYn8g1vdTb+)M_py5RFT3mod(8lSc~N=cYB+<
zdJrSY&bGTSmb9V~1_{;LiYqNVifQ>Y6%OWt%wAGQW^&`z)YPGH6|ePe+2yw34WKC0
zy!2U`)MP<GD#eAbU!IQ&W+G9e(rce3CM6g2DU(F}?G~8Ud?|)H2^(!H{)bfhWtS><
zYOy!<H%?n>_}8NJb%-LiWAINQ^-Gd*jL~rEoQ`@tNGI_sBsCwTB<j*(MT}8hFj8Os
zvQE66C1#aQptA}Wf0QyEo*(VWwv?7M(Y0i?)a%tPVEs_tc@-bNqSpJRN<^sBlg-M8
zR{3M$IYrJj&v$m@lEkR_GH=LMC*ebV4xhW+VH@0gR|W!KUqr^K)ew}V9dhE;tYfR#
z>CIKVOBp3xUFb(|aLjDilrFucF<uRxiurla1yskQwF&Vor)n!oFhfR56$%PT?p6(j
z_Y_IU=wU1J^QoUlDam2S5Jf*8muqHcE>u*f9pjxZd+w5?>ps$1;=M?>w7)g~CuROZ
zl^Y~PN$<Mog<`in`@%rl=`-mo)1m7Ankej<`|NAY+okcA*8fe_k9U3+yEt^`Mo#I+
zqgBSZcyS!j{XxQ@VIY`Nn~;>~N%BIUtAoo4$Q{LSEhW-M|M`*V@orv!S3=KSd*SMx
zWz$G3NtMqKq8AGS%Gy#>@ZP-C(XCJ#7cMbY{0XA~;F7_bG=uB(aQSUF_Yo-v(<_ie
z%&H}OpBJ7cCD{o_9owD(Vf`PWlsv@y2;OKVL-0RG&hqg0GhszchlB!O__v`~<FM0g
zt_V}5zDK;l%sSdts@**BE_{Cz0(2M%*GO@LJkX`^tg!;QNU~{49)MejHWKbJ*Fk~|
zS2XysQ0O;PRL8J(J?9`Mf5-ud{6tFa(G@hp50O<jBr|1}hc@X}tzuad0Khw5y9ir*
zuhp}8gn8f}!k<g>CO)VAizii`#P`(z$hmsdY!>v7JC{uf8`3L1-g0_!S{II}SAd(n
zSovg#clHD*$O?Cnp6~z?V9hm9GmHsbNA^$%U9L`exLQAHPHVC!B)JR8B(4iuBN|co
z)5u<ljHfQJ(ReDkQ#n~M{5$uXTJnwQDxdy{&h<KsWC)`45`0)p<ownRGK!S0@jG$5
z3yY-3sqUn_+whFpKOvnI=>k!J(vfQDS{gP8W4kKOA=xZ}@Fl2gBRV$^tClDCxnMm0
zaT3;+70cR;I}H9*8EqXbj7s^`i6}!i8tRPWEodj7!4GTN5qLr@p~9xXAC)kVc6Coi
z!o`va+udI&?e`3$(#qlVyV?(1;Ieqyx$M+>#lxjA(6G*F)#Fg05}zpic>g!KbU~Q5
z@Se2X>9sM@zSh5)XnF3vj2%uZ`3X9FiHSBqYeXRl>Yu-U42?F3WGL0o;6zx(-reB9
zs)wm}rGbNjUeeN3{i?{!Ps*|dS$}az8>y01;eJqDe`(ZzM!`@F{5o#Yeqdjv#Wfnv
zx4Xb%MSxN7Fg6?&C`B~iC$Xs&rlyJ%K-VTJbEp7I1*eaRxKqU?Kr)6_(2Lyt5^;$<
zV5_2DDw%L;<!)GxJl@cCm^|~CxB}}(;wPwToUR_`g}mWXY4)yROT9|T?uoa#(Rg*w
zsliV1hrm_i<nJh@GX&d}i)(|Uf@CHxlwp{ic^1P4i<Npk33ZMM279chao|$oGCZ<g
zf(&fym{y3Yt!$NWMzdssq86pjNr~Oh@=_h#ajxauENivZvILgdqUg+2ev0DRtCccD
zc$2*3Y(_QI)$-59qv1|x-CNSjh3~v~Ze;$~UjEmYXZh;{aTWh*^~M0Q*(!4i44f{D
zq^JF&z8$&V=yeVuh2dY!Dor`{-P}9}p9QwB5^(3z=0+4@+k;5{d%Fx$K~rLaWCR$u
zhKL}r$f4wKDs!}NZW^g}Wf&it5ye|;Y`wy-Rsa&IPx!3BV2|8AdPf<9-hT>KB7#{(
zqjx;&-^4$^QIDKC&hOVP$%&b+vVWt4I0QZcJ5E1woj(+2kvrNmVXf}6bmnwQe#0cQ
zTQcn7I~KkknYh)@X79wb7uA4Z_AD0Yc=cJzkk>|-B45cgLf>0L>{XT}YedGevaGDI
zEnqLst{`?(Cn}7R(jn`3aS202YVtOKNU)7<k*vHXJ2Ot-wK}Zj!UT1pC%74E&{bPJ
zjLQy_nBJ}XC7Hh4zd*8YV-w@{JlSfEn7>!J<?J|WQ4*F3D85IMjFHZ~W%j>(jvj5J
z#dN$i0?keXx#xqbmIdgSC!zYYQ+5I&O#U|}-HsWu=;yzP1E){!1qX;(gXLi%`AFGo
zH<?Pck>BVaKT@+F$w5}J<Ru1=aHX<lE-ZiOKJi<+*m`ViPOnAQI`Fe!QkHix(zu>!
zbA&;q3`k%1pvPcz%Vzl_W8WENU;oOyY%M*I3H+-qWHEd2o$Sip<O?6smWAnciefM2
z`LdztvA*HO20-+`i4#<y;UYh4%Em_N9`|kd5%o&R_fFy_8%(&b^ubs==8Ep(%g=of
zMavr~OX!}6zr$?SYDG|ZPJGJG&&5_1zR-qGkm|?g47{&8mBQ9Zh7Pe`SY9B>x%J5P
zvY%PY7V{Y^z$;D!sdiC5!!93&i!b!%Id46Otpy+fg9y<cu<A``#Jm+ZL%LTV`~>kK
z?i5>$B_fe2`86%BSQVI`gg?8|{m2^d=6lTEGI7!RsWi!t%Ot_(#1*{1;?<2hF|Q%e
z#^No3N<@3*6#d~FiA{u>8^>W2F8)<A8M3yVDr6#B6&Wmx#@Vs;{Llcjs(AY07TaLB
zT^n1e7zmOhLHwsV&l=<dwj6`-4oqHioPcGZak9jQSwZchV4QlGNXu=nF;Cac7z%m8
zl&2JW?M?L9`l;?X-B|Kld?)=7*KMps3cX->=XF!RHGSd-uUcNwa>>~K;lI?%T@b||
z9s12nm(jI!mnNya>CuM&Rk>(~o(ZQpw_Nuu=Rdc(Oo@mmN%!ApJd$Jwo#IV)iwwf&
zM5um~`$+ED`fLXCJE@!22sc|}mx|#p*Kh4?qDVo*Ep^Y)XEkRgN-3wco9bSk6r<_b
zqU_zv;nt?wCR@LPuz9nQ8M+=ODcCSZsn^&m*got?4XYtdYts#p^x-xf8)JpV@;KL}
zi)i>U>Gv<kFI*n(v@hX9H)dGBiY|p)*OIdG{|m@<%3QCA4A0OmkoEM2NvjM3ZC-_%
z7KdgvN||P+_ivl1DcaVhyp1XW>Fc8xi)krAb|nY2WJKz9wu{5T7(kC%<2^B9oB8sT
zbuxRRoDCTKDuJVq8K8zfzxu1Gi;CP5T*NAHHpwaD4z%gry1Knkd)-H=eBo}3HilJ}
z5z>{B?HFm38!4dHvIn3&`ew!nY$~AWSDYi3-$P+=o)l_OkVc|nap^^_!H<4mq>r};
zzl9c@!xuOYH5M4xn>ovHB2WV5u84Zf(=^K6-wgd>8qo1(kkOniKbuu$fpZB=4k7DS
zn&T8<v2B_nt!_f(XEK_wEcC2Tg;&ukS387{d51rjdQX$razREM_a4IeP3iN!Z%J|H
zCX2?aDQHug_~@9z+D?Ce(72qYP*>?fVl(#+PC>H7?bLpB<*8Tg(NWeG<D_w`Lh;B+
z4bh-{!5Eq9{GRM8WFM8Ym4>iT#mb)6nXitNy&i`Pm$bzChnj2Qp-lIr$zhEug+hz4
z#N=wqRv~AWWA!;g0jc-`UyMi~8HeruO1b@H8tx3!z?K4L{fLX!R?!3n@$4aQ^J2B+
z8)8gVPfsUL*&}ykWE(`%kALMx`m9l>rkwFhQg~f~{?HH0v`cw9zI)w0cda0Rw3Y2q
z2-Ys=ghH3GQr=!_-B1HZBzJJUa&pT?{?5>D2Bq$3<M#KIF|rgL!p@AdJsgInNg8gi
z?grbo<I*3M={%u7P8H}AI%UD8>@;oE=U&7>d!?E5N$?7dz@#VS$eKLG{J|-a)kE+(
zHP+CpuYBZ14|s00ujo#aKeHXTYct|UE-qH9+rH9xY`_~ZT#R{M;VhY6w7)j#t&frk
zUV!z9bW63%$nn!_qgY5FDWYZ237P=sTF;3GTsHBDj<e_|-ME^8Yq!K=)8b0$1O=Lk
zAE|L%2nZOvmlvz@3?lcPX0>i-%<iaGtk=?TUum6AB4GMas+2>c-@eUQ_E<7xLZS|s
zu59Yom8cFGVW}P_g0-lI`$FVJc<^Lk#j~dg8gENp($33HX<Ie4H?CjGk=9n3D$)t!
zLdeR*`8Gp15A69k7+^LTN`d5^!=|A70tuX_fsB0diwp&+f>GeVV_{LIf+x2erhE5w
zg&dK>4ZU8*3b`mM=~AAUrs6xaFHXM8F8Y4A`O&KE-k{C(7i3x(_>~H%v?RlVZm*%F
z**1q7Z<)#2&?B?wV59-@7{vK>ZS6*sW3G9bw00zqqX~kp_CtY($Ar~`T>rMD6^7T?
zf7Y5rRO6l9_|I{c8wf1_E4f8bnrp42p>KHKiSpfQk`~OPEg+#yx)(I0Wn)29c<`7}
z$7Ic1h-M`!Xzr+K{i-0ax`+L@97i@~{JWMfUG3%NvHK1s{vLt1MbI_*fc~Dai@=|Y
zY65D&<%n4OPgT~j$tu;#6bR82etv`u^BZgRVe`i;VE*eedsHyOKf1Uwx*qWp)Wn{%
zxkq;;9$^;C&NuF>jJ5hbvYoGt+)EG7B{j7aO+H<evSNHgg~hTCPU7~DG{Ayz)9|uD
zIQ^XkchKzW1qv^C|GQv2!DcI)g^zxENv)o!X4aUkX<0WWvjipct2Z1w(lC(jg+(BL
z@wPhcl%ycmy(>I54d}h)4esT-z@BTnRX2DP$lr#86kS-kaNV@pn$t=c%3n}C*^9#-
z-~KBp^soQ#h=#Id$xz509r`6(I3Ac{VEj|s=GvQ^U{Z>1MYMa_GfwpE4COF%Yh8qr
z{7*y9$5H|M(8Bo%HpXQ5enUq{37OV|Y^;PP`l#Y78_l2Ks1cIi_)rsxOEnz@fCM2s
z8cqhSYvWWA40;#IV<LjAg%C$8)8|rw_DaWFo1s$#ccYq9id)%7oMBK^(SzU=OgsMX
z)E9F7e<^7LDV*wMT?X9RwE};w@9T2NC{*%>fqFun8_d*;?bv_$po61TR;;%ElLphN
zT+pUpB}1rCcaQ1|oNys4fw{?y-NBT9@|d5z?a#K$qMj_&I;nV8p1$z#tg+$50bk7v
zVpod>XzBs%fmd~St)pun+;3;BDIiqi{3M({v6Vu9uH8f`x32tLEgPS)Uo3#V3YY=N
z^u8tSUmZTZ;~HKrnrLmHxkfW|LZA*UUr~>N-3G_`62_Zje9m0o<m88$jVh1?D42S9
z#W$J6&8xH`Qgn#w@3rQ0p}bLQK1;yQDR@G?3Y9P^Eumsmjm2WO@AL1Y0l%-aC*}^q
zg&B^rHWkepya8zzOR3W<L}B9}>mmrqxaJjzLn7448eok7fEoYI`lq!OqxCa8RpcAc
za{gD1Bnm6nfE*G5O=Cq^Bv#lT_xOijGf2N|CXReB?UWskYsPZG^`%66klK|RJZyf}
zHE0zJ>-mUPa?=Vz>avtT{vCQY!(@cW;P;7*>7T>rl<U4}=VjN7cgyCcgzBbL-GP_$
zw>orwg~?jxV)rhkrCCGJ+|rttuN>`OlDryqmRZ=Ias{Z+&Mu}E++t}UBxO4P;ubfb
zR=yeyT^AQ9!QvN#pqz}iMTR-|gFU4C#mH$s33e}>s>jINPprbTFe6N?Vp$g?dI;7O
zM@G4FfuzUg<Y@|s5oZQC?tzvP&adJ*bL7Cu&{ZOn)F496*U%|3ttAKhl0X8>vyqVU
z%(w9nh1RNT&IlJ|{H6G3aemE*f++54&5dw;$HSY+z&vd|QbBxW=g1e#<!Em#+zE)Q
zU}-N&?A^U9K1Y<RJps0Z;A{cvtd32P!EO-8Kx*C>PoG35R$Di;ia8cE>f(g@pBJp9
zt|D`!S1Y!gNfCmbrdh2&DdI9ItI@OVU!1L`X)YJFeV%Ljm(NcqnW)>bs4z$cqNPai
zXrin#o;{?U2}#o~7<fA(p#0T740c<FDY@@qJEA5(Z5i%$^K(*!X<-!}oXc};yiL;I
zJys^CS21qw1*R{AIm4aRVHO5-5K+L6@Z`SmGu2&w$8$@;{?g+iS<FRW=*2S>KGXNC
zrgug0@(Q=v*w`k6E+W-mP%09QEFMVI1`bGjSwEp^78F&fjNgFC)j+2p56UuyWh@2E
zzhQ8GJtygd3+~UivTnAuiaLw=i5qq!Of8lY`7lcK6?n1Zi~8gw!qC?DJ?u#u>SaEa
zqw}kQL3Jqp=*th2nj`F!j!*J$>uIg@M9Phw>uJ=rQdPEWi%eI%gkge}`?Nq6-Q<6o
z`(wa08g_OixC0lj6NHE_>*v84j(t{a$2;7ca2&-X5*7{5Lw@rCC(<dT`LZoXdjY+q
zrV<b%?<iURBKQ^~Bf!F@XRhY5L|vlBG-l&htUMb#lX1mE@gZihsEoWXH|0Y-0WRKj
zGOY4fIhmES-n9l)rmr_%CCfRPpd_rO-S{SOGfiEZoh+|K`l9kv%a)z4@J+W06M&Ud
z1NausKs8|x=9Qc>MpNEN@*-ijY>O+Z0m|Bw^)s;#prpg~e8D2vm*0iFL|{~1R7Vc%
zPFP@ko(($WJCW*+N{!DQH!D{0%U%t+2KU*7!(zyOPB0nJqL=OxtEzNm7=M{nMo`hm
zst!OdGpNg;0-{TyuEfi9F;Qf>$ZzILpDCyFMx)8uf0X~G+bU&e<(XU`U^_9YmX6Eu
z==#!u^OqWJqQMb5n6zN4o{q~8LR&=!lu5D)HJPwV@?J4yNX`1uMP4+tbf#Lg{+PJ6
zD?t?EmrZoq3Vn|;MMenOe6oQ_lf>p2xf6|ra@2;>$iDYGkxc_Q3XTb?mm#%jE(sY_
zi75?3^Qz;)zM=ZT6lC!Vg;ox;cpN&E+pY$4Aw8gw`WBT#8rWW&M9~(U2ZSxwS=UAm
znD0P8;Af_r<CtONc&jnK?)il&r=Le9;D+AgGMC>XV!tY4x)}mK+<%1E%s2FLExcFu
zs?w`S2Fd)2Sy5e_*MuPtu+i*ey(f^05>BQuYUq**8_P<8_Jbg}R&wrMw`jJ%3XLwY
zrb@Q)2-1h)$6#0}Q==KkdlgqeEq0<r$8YIUih6$%_<hB6t#q0W5D%f99-|dT=@8FK
zN_txZz6K$?H72<Rh0@{(2F}ekFJ{xi`_;}o*?dL>v0aB&OvTIBSJZ%vG;eAb9K+dx
zR3zQdUpaG-!KCj$!u0$JYAiA1APKFOnVNPB9Z!M!gj#A(ehcf~tZ(#z^vh52ZQU8_
z4gh5TkWL1EL4nX<eA5YZn}RhHOJaVuH(nl&!R2cXsUEPDrO_Rg+E(8R_Eg!Lrx5@1
zqO^5a8-y}Au@NRz7{}eG-Y+~WQ+111*8gMKNNpZQ<|}@Zyo3$AWSOuk^;f)`0TlrT
z*#3{!gm1*_!QNlXxqEeyx?bhHE*h6|6X|@?0MDdeNuc9ZQnWZIBlcUaZ;&IY`<JxH
zVJR<IG9pStb!NB@6i?(JwT48|MkG#*PdvM9=i!LzqrSrx*yWzd!vsqKROW`<JT~f;
z@wvtPQ^Xz(zMi!*-$xI0OB4)YQv&B+i|hR}SBd_Wr1qwjv4#%!wN0s%qYNJyP!b%A
z>V9Pcz7JOnp5V86t*AY|Q_TLlF0(#TrMKp}W*ZK~>;OrA+)D>?ugq0q<*IPhzaElB
zYv%lP7G<=nZG)GcG66bH7H}yB+!BndTxwG8>jmp}QN|@>PEj-lG;$icQ!a%&=`TDV
zs2OYfDZR8Xi*Ta4)}ELD8kS=@nMnELx9CRAYWU7#XOF_6gt?t8AdQ|O!;cwc4S4ol
zlqJz#$<3SKe1Xf4wo^#_+-euIhLCMhJ#-!6G7RXiL4cYu77Y`j{#_5Um<TNoIG-|5
z8bO-&9?gy(_tIcKi8b<By?pfX>o&Q<V31hScmtz=7nanuDEY58@Px>oXA>$@JAeTU
z+ERVN0+ax?f(m9zl9)gKXw}laDQ=+Lfa8Ki`jK1-vfe^b%tA9`B2GwweBpDrk8gHm
z_WLlc+`-&4=-a2FGD+NzE@cez$bzj6Fb*w3S9YNMx%vq#(3ZwEa;9c91Qv!N^*R+(
zU+vacAywKw4&2pY57Pxl0+c8bf%h<>Bu}t>lvEEWIEg}FYF$yY>T670oka0G*8*dx
zqz?N5(DK7e1`o)w#P9jdIKNg47psuTt>*VoKXPN+d0jYXFzIbSa_d=+s-`M&CSV;H
z2?XW>@FrrpF6%jSUOzmPJ?D{)r>gIv0L;N+(=uq`o$!6_%yjT-w0pA17Xaj?D%ZDA
zS2*RhrGaH#YF}m=Q7GMRLe0LcS*JR|1~m2kinJwvFbT%=%9fM>?8vc+!?;bBrG{0@
zhd~!K8=G6AfS~vA<l1Ctw~vn>dwvJ^fh^U&yz`T8ZU(kEmrYdi9@Jj1D}F*=Rd_*!
zDYhe5Uk1JZ3TgTe4GnL&xib@ptc@@Zd?y%XtxhP*`eeTOLn4gMlf0CBsU_)wC0f)l
zLX-fqW&V3Znt%7;U^WEHI)*>l({G{RaT0d)uq954U~ALC`4H-(k{A2h{8HwN#%3cF
zLp=~390sG;S-Kqyu-?INacW7*4NSVY5X04k`|4OobA8Id%a8F4puB@z4lxo|*uZyD
zoM6tqwO`t-xZ^BYTQ<;XQ?u__$NV)6dbUZ&kG`IcL`x?6WUg@KZ#WvGicfltpp?s!
z?_cHz8uKxi5y7ELeNxL>q|Rn*S)Z$K>acMPq1KF(ivCur_hcl+rI);87cqD)k+5&E
zjy}fr!26;xS0q%{p$DO2Hzr<4^88Y=C4=L^!%_n3_!$W1fAmjJAgJA>YLG^zo7f=$
z1k#kdlD|nY+5%Eg`5HA=L@Hdq1kOg6&F4T$NZd78c|}NP4Gm||5{(Uv!>5PR8bxUk
z5=emfS38hf2E%_Y+LG#&weg$#yhhV^Rc^5T3MvY5-IDViEOe@;Cl<@nu3S;ixubR`
zHjuS&8}f7AG+NsZSxZH%Ud3oo%j$*w|Au1b*y=54UvRjI7BHOVATwN}&$=Bqa96!)
zZCPQtK6pGSBV9cGFw$f6pVQx3USqRezQlqe5M)f9SD<VMGG{>08Fy279&rnHRtnM&
z>)Fd|{f_Rqn!?<jGZS2#0nvu*A<ky;4%BSeRFJQjMNsicTV>)IxAhoL4r5`i!i`&)
zazl13PGn4>`TggRGjSZ~vU*K;|1q+n8Ec&N;_v)Zx|h1TSX@j#5rYsm8B`hjj;ay4
zg{9%#Z`i+V-z+rPXida;EmP%lUtY??U}f4|M6{N0L=7Jh>>{8%T_slq-#1=%_N6T0
z$PD5(h^^(LtZl0MMK1b8#<s-L!j41i?WY-ru1?`N+PZ~fc5(GYs{T{hFgF&b&$JQ|
z@P+HR4i5Xg6|kGx=XM^uG3E(ti*Q)S{W@-%hxNpylI(bF?3|<XoDfgE_}H(UQnu{S
z%eAr9uWpJ-KxKDZI<AO7m7e`9?N+_b3~kEh4V9tjsz137=!hjj^}ntyv|K!i#t3K6
ztSE$xKy*S@(=bDd7uv9MHNh;FyZP0~%5D-V5H{sI{2ePOWMSmQu7>(EuTdjul`6Fp
zDbdE{b~f{&cICWO(9DSGxaozkmRGV>VeNC!Oq>$f!ZQ}*$bmqXFq@!c(;miko+BwK
z9-&GPtgzUAKU0Kpz#8u3XaI%KxUlc611W;$mfKoUFM%8~Xr10{-N-RkYT*9G03T^9
zvx_u1T1YSCk5J|_*KumPHq}I%@tUP&ANhJ;AM%$wW9JG&x$2H3?3rXx&&%^9ieJDN
zh+{wQj5HWgx^T>kPi1-Q;{CuPuNMM&prVJjF(<?1`7VQVgT=86@j>w_Iu4$`8})L?
z^@?pv8T3K1`rtYl9eFVybTpmRvoa)DjcAV;Cu#(}hZ*b1sRi#&-_1#9@^3ZT6PSRR
zL8l(UH%YV4Jg^oVMl63`HY7d2)YUb~i%z*pQ}Qo)eFYD9peF)a3U9Qu)(~IflWq$J
zM!<d^De~CNTr)^IYCT@sD`^{z2f4usP^rJ&9ieX2v)dY+Y-Q|6Nju49AKo#V0zvFw
z5Dx3PF|F=?2B9L-nn%8v7neF7raRO%f+t060p0-$#-&@5=n&pj&D(crkMd10E%t^Z
zDlrr6>5poRJ#DPdjVWEdifsYN#K;PD8oQUKer}qrX8L9{>lMX6k^vyy3#8iba>|6!
zADS`g2PAiv0~R|-5-rypKq)~#wjOg4n=egmbiZ4m3?_QrP<#5{vXJJllA%+lf2FfS
z`=hARqmLz;R$KatOL{Vg)_ok4p$X@LzEae90(d_b$^hxYx@2$Z)&5*|l9KEHs`DvB
zmi+yp<J!>05numJE$up+Mz>u8F2-!-t8$?CP4C)ZGD_Nc{>xnq7bI>NWVKt=-3>?}
za1+kE{wpIa+t3hpRR$l2TM`J!2R^G9)!Z#5gx;}_qMB?%eBTs-8*Ag_8qcKjp<)I%
z5n(e}$3pTxG_9fwUO%CQE~Nfmjyd710d-c3flz=<*2K{EoHw{6#J!uh#(SU06=KJe
z`xR%vO@6pE*rS!TEYO}2+;&YbpRfDU0Oq=yeG0=ydcDfSRQnCZb0HNl^`>Wx6)VIy
zo(G*j(-jqHclT%tn)j~FCq<z0dxFyj3Lh6(W4Yev#icC;*ND=bRk}BF`|p=ADcGoW
zxF4AQEY&cDG0ZzHj=LL*g8z!-lX0n`;%qqN4Hj#lGMNbAA{RCTFF1-nV-XgeXr%j7
z?Rto*KxKVvKRv!AvmGYTd%M>RoG=)G>$KRSGqz&Fe6LI}WjE*E|KFty|5IAOLc;x`
z3w;hWvA=f<><237!=Mdn2P96<Zd$*J#>SU@HeGUP79tN1gcDQso1AjU4wSU;e%}GU
zxZ_kytOkv;=100}p!6ftJBM{HrtG65*#_wC?@WQP<p6sVrE>S%joT4gwF<KsM8sZU
zr@RL{7;7)|1~xJ@lxgQh*DkhZloQVTHbly4y?#w${^kE4k2oNp6U$W%p#N(?{I_PH
z|KIcfjbZ%%z%c!PV3_|81`6o(zw=Pl2_CH&0s;9}{f}oI13e=>LsU0R9JaU%L0WK)
zO~c!{)Sd3Pa3EEL2&fqXu{jH=l2Oaw!t|A}AcBYj0v`c0=>;JY(PolZSbLHJV+s=r
z^~0d<pSfOMw|e}wob3H|!%o#hM2{#A-CZ~9*O6_pr|aSEgO-Dr3D<fyuU5-eU&q^H
z$fYSa;u=&d<KC%>39t7DZ>C*OROSRmp%x?|8HdMJXilKwAw{7LN})3II55UB{ml4V
z?*r504rBEa(WvZDm=sZ3F(vYH@Ly?iik|?b5?G)}mvOChC8;suqaCI%*=ppYoy<Ar
zW|8@u1RN(m-$i>|$el0Gqqyzn+n#g!3Ar8T?Zi!ZU2=Cklt*&tBnn4dxB2)i(earo
z?cMaA8x9mMHPTQRfD;@jmF7}@0ittQd`o(~Y@Zzy`25^|!3Dp_4|K4T!LFSSY5)Le
zgfT@2fY^~;8;HZ<O~FC?jA5UF*btcu=g2mhcCksOg*KU?Gx6L(Pce0QJicKzf)^m4
z6n?7;jTTV1ajVxa`#>}ZG9^D%3_Iw6km%xS3NhNnoL#80Jwrm1Adza%bhncvdyt-G
z?0oGsQ!l||=^8CFV9fZoc%DEFU5Y)}3;gSTHd{R!v!<Q#J!IxvY1Id>UI$2(RTEJr
zSPHt=RN#^vqSB#Pnsgom;ncd}ma7gKtX#41#)tW~Xr@0ssJ#=A@qg^1X2`ycF-2<P
z1DvIglVovy6>MkM4KO=$6dOU*%Y`FyX9fNa>z!L!3FZkfv+-mFl5(fDTr#>r#K9)k
zcQ&f~dz>Dw?RP$|$*7UH93)^exFFBDEc&ejf%8fMl4S=KkU^>bk*5CX;Bes0GvT8@
zIYH0%!IvyvEmr{#`s`Xwoz`!VNr_-330`tm^A?3(Lk*t5ske(zVfV)fk;Do1ZO2i#
z!$ELHlbk1HRBJ4Jbn!+bgO5CO2}MDHEaQd$4JF5Dk`khCwD5r^fi)<dWZ)e%T0!jO
z%Lz8`AM&e#a%a;AN*=+GObc@ztiW!2MoQ0|Vks9LbJa`2O>HR1<I5R!KUjG7st>8s
zy@q0Pvgr20gF%}F^^PZIOAk<#8SF)Vln7_boCd~qaqWAP)1~g4!bOwbPtxCGfwSb{
zwr#{|+60H$8P+vIlLjM8l^Hy009yBU?e#(=W6POHM*~%29EWA$jM6rqXbX+1SreHB
zhDKPcB}pCUB<m`j0zP&(>C2(g@F$QEN~1ro%OK%pO!r};IPhqQxjgVVp(*twGF&wU
z>OXYsBaZ{mni+@*0M|#?k00@$iF?rFykPjR0}?})6)FxG?hr?|;RR$Oh9wQ@`Q;8s
z_H!|7nWo9(zJ+U!s?Q9d(45`=%i77^l=$A3If11?W6W8z7?nUm3+orruisyOJP!h1
z%3)Y5kIMUd7-AobNDL&~x59QwUpfo4j<pht?8O#OPH(D*ond1asMpE7oT2>as(0Kk
z)FAeCcr@oJ@Fsfj%6$kWm$a>s%os}|Zg5m}yz-x<k-?K2G-}?VDx<8alU$Dty}{JK
zUE#8_0I`P0?yj(p>9n!WRqxPhVx*45RR34wsmW>$7qV*#go+Nde5$WX{>aJ!>BL=u
zh9VDA1+|r~dRPQ<YI>k2G@Brfj`AR8+Qr0i2#73)LC?*_8^tc-(!t`UN`C+XW0xq@
zxKC4p4A?SfJlzC6Y=8-N@(Gqv7SgVyL>*9Oe4_th66F=6xKfYEqy6IPuH+p@B4$Xk
zDhXok-80HbZ*Yuqr=Q@;FKaSlaHKv;+aagbXWfFkvW0fo6C{&jtX~>`&G6-(mr92;
z>r8-%U4jRhl$`I3BZ~B8J-9n|IN=ww$Z%RjLh6Fj4leUVB0~ZB6^rWsk7LQ(4mQ+e
zwYre)&@ZDFRH(sk=8*IA<bEk~3<mZvRt94Q)~3L!ABag2Mm-nNQjcbhIKgHwxjjfd
zcAp8P2bKwh_qgGhr%qB_X)7H|;h&<?!gz)<kKB!@(8cF)Q7vQoQzfscgk1H+;~%;0
zm_rH<=ZC-gc<Zio)~@9G5VwON+z^v)h$eqHNF)f*_kQ6`heJfJpr-PjHsF3o_R|s9
z652*h@}_wOARfn<1>@Wc9l!*nX4(oCx*7B%)+z^KZWM`b{t2v43J~|D#A`W1l<NXd
zfv)f6fSN#L7mhIILL@oaQzOL*<Q?z%Y^4gK4l}X0?rl2M49k_wLJ(kTOWqmt%Wr37
zJsXZ|=-jqwH0#Pz88PgVvx2(@_$U%W7vmE_q*2YqD8yaeuo-dK214Z`2Oubb{YT|k
zU*xdK;b2LJm}y2%iJK`53OW@aNZ@gL08HJo=-rP${YRzKI(;hZ>kX^`+Kb}+dwcik
z2tPpPqhtlFmU|<6rVl&Uta{VOk6c>=`XV^(H|_kV?@&N|$Vbn~114&V;c}6|0Rvdr
zA3R{>Y6e799Y#WPHLe)Vk9{CU4(#Y#rX0Sj=q-`aZQH0HGWZ;r33NLtp<82NH@GlO
zB<A`N63Ru_!DAUu*^YeIFeYfz2>Yh}#(s&6c8Qcu%3AQwW-p1sTkF8RoE(Ud5kcds
zfB;Xy&rS|fUrqq$h^awm%hS)o>Io1=;)0?ea}y{oh{vIgpV7+&Um;DW4T5>i(HVCx
zb3!v`xd0-+s!!-3pmumy8a?nwZINBvuB>kIr19m|r35aeIhAq@Hi1>eQM1gSLVQ1$
zU|UE-fy)fskCQ1f;8BT8u?n5(7>{CNMi(Q1_8%p8Hs9&#V|I~Ny+i5hV`74NwjrPV
zN?8y$Zk_;m>jSWzIdm!A6(TewBUo8RpL59XFUOxc-{6fu63=u|X<8YOV<=VCdO92&
z7--TURCcj3hdEi|s8=`?B}?85C@5fD$Eu`)35W<Y?_5-+Wu*LO5;x80Tpj$GfyuvI
zNj@MQkkL?Y2vDDG1nstK+qmmsOkSOt;A1RR`z#7u%k%s!!z(qjpbc>SJo-)O0<vZ3
z4MH_c|FyaF#3&%3#pFzoc=yl+kU15S{jRv05$j<*hj}C?wAG*_dN1Mw1AOC*YB{#D
zaK)BSg0vHba^M2*<NSd51?ZpQfi3IgFH84|e}OJyO#1iEbU-XRQXnTngCYL2f@y}G
z2*I7Zp=iSNKb0HkjXjOul)7Py*#wRAr;^PftzFx;9n|bt`{M%N30u1f$zv{qu;I)&
z|1qh)7CA<zukcLY_X|g`6AFADqGu)Hc-Mlg(1&%8wFRjwR1D?<O^$CeLnf&2G%`wh
z34#TKa(Myts-i}*@)qZOT-j5*zjO;(qe2kjU)e^dhc#Bt4Q==y{0_2V=PL>rv0HZi
zvjO4r!l1MUIR^#TsGKM1#6RE+%J(vpCF=sLVInZuIwqSnnYG=W<egEVbiWVPrH7W0
zE0T=Q07x`$o3^)r1b!iz``hy)h4v3tuXGy>VN6zl;=;zt7cCX`TJXcy{|}5&C+Ln7
zG4T+bgV#f)<4AzMuZh*l(Ef~&=F#u0-yeMqe*eVG`cC;gPVip=97eS<n+Gh0ToHf?
zZvvI0*_jVn$SgmoX39#C3ZwFkno7?vCefZBg--IFP|xZsKe1DsX%^KjWJSC1$5isP
zBbs5J*s3q8Nx0Ijm<B`B4UZJ7-W>@$J*%=vRa~YY{E>kXFwm43FjOqbY4Ny3CqIPm
z_1M9SC@k?PU7&zA(8dNOi+yKg1@z1ne51ruZ@geiL`q>?WF5XQ>;>fA?d-noSvUcj
zKljoouxCrVBX$kqnfKa9jI0kMDJC$2k1NDIxctoEZl|Ik@ow+}wxeFv%3&Xo%%a`z
zG8EF}qNrX@b9PwFx&z`_!*3ixL8-O{cuzne#EB~E7GbuLe7||JYg)jf9Q`d-Te4{k
z@xC8*QE#MsXAku=i=AWSkL5fREaDb1J`k-BJ8cru9Hbxk4AeCkLxkrw!4z9)3iQQW
z*_PC}zeIt6*gHxX9P)H_mBJ0we<da$!A5unxHRIt@H+B+U8ExDH4(OV+xV?ZxGP_f
zCcs2bKzHiG$N=Lfvt~S?FYFT}iW&xE3)&Jwg#p7U?=4?D>g_sb$_F6hk~k71pf8!$
zM-SrQs$D-$T_$}hAkkP&$rHlxsFaY^*arqklIc4Pk4ZqSLs-I}_!If55#p3(p*xt!
z+gq|p?#%#)+BKqGVI=KM4f|}}^b))8)nYsYT;fj*l@A$`8kf0x61)+^)fh;Wo*lx;
z2jHmv<w7`SvHG<&jyD2kC%-4yqY&t2B)6hDDhe2y*8uVn@EV7?5G?}*bM-~Pkk`Zf
z=%sN{SO+$6z}q4+-nBJS#QvT&AIGTr2&_Ar735#^yEwf2qS-h%|9cobp@%q^x1MOu
z6AdCYvxYx7LjZ9G&GuPyMvxEC;e$V;84(X&_Jbt%HfIHrZegCySfY7JmIRKFt}T^~
zD7suNk_2Xf4XWI05>6}Jf5&nr*)mangl^>q9vts`V~fx47tnKLOhJ^X;0q7DC`gBJ
zDEX0AZ=XjtDCCDp%bWQKtJ8yG&=qVTn7%aI_Qjr9+pNiA(SaANeHEx(4N7(d@#q3G
z0BhpX$0OPWLN3`;V*f3nY(klv6sQI9#&jL#>$_8-?73*2M-mcbhky9i5TiJQpgtN>
z1WG%|<Kl~thg4$3_{$kB4aH{rx~hlao6H;90$o@bu;%BZEgKYKjOrNyB|CZn8{RIQ
zm@$Tn_a@V?y$dO|9FZ`Kv%Lf7hfQGsF(`z{999iBMZoF`AjvqkE2jo^c`XeFh~hzf
zfUp(=8p8eK%J8}W#CoBl_yw_icc4|2>ou*&&q7CtAEN~4%)QG^E`pT8L<%T$3%w(8
zQ@xXF&>y<>KzeN2N`uyYo*qy@<GmeDaVlJCy~c+BCCx<{D33B#zp<Un@7%6VcNDFQ
zdXTRWLw69ebD1stj*G_LO>gD5mLaa+AI~km(!hwn&+e)R|Lq_*#n_J3gN}<IK1E7l
zjEs2MJm5IUVZq~JJavs07JD_BDXad`xPY~L^!b6-H%p-%l{twWZ-m}(^l}Xi0<FC1
z#FDG<FWet45@zMW=lDBt{edVjiI_JWieTFZUITP8sfW6gDin>l1n8r_P@gqX{0mBp
zs8>xV*nKD2cO`1}gFG=3cuW#I@QV*z-~~Qwwzn&4pZDhqi~?IC?OPk|S$<Enux^5m
z#t82{4*D}@3qI)lkdj8t&loaJ_Sb_thW%9SitM2wK1#tgV%s~N*?V<*)dj-=pqigc
zFBw5du^GSAUsUlc)MAC$x1kF&xmlw-n*$86RznJHD-<Lw=g)x9v2I%tN8;|&Y8#Nl
zd`c=B!LrLPD&Ffest~q%*{ZOC$I=>|zXQy|@4xfm4*Zwu@()-#v<Mh})6b12%^S_$
z9y)kMOYTm_061O=S%r>Ft}^T9RI%C{gSFee=?~dHrS$!oZ>Xs&W|@>}FbZ<WFQmdf
z7)@=s10cm&{sLB`W(J^Kut(Onn*%wR|I^HAM58MW(_Pa8zn8lIOUt0DXPj5zgSC=}
z4Wzsk5y~j8$M_@JvSt5B_h}|FMWar$;t^5Pw-WCKiTZdG-X&|IT*h_i4{LQuQq|ZG
zO8_YB43CHqtd1SRnFT5|#hNWKwpTvfZAdtYA$(S)1#h)jvD2o2{}AT+l;kV=$-B6C
zZrIBCUjR}-t-qt;U}0IRJ@6VZfPhoiGboP4nIlM-tr=J_VC;V&NDYM>UbVoEK&#{i
zjGvMyD^H>D_-wa0_rP0%dECr@1DHPsTYL)bURVaf=fT41F5?#X#caWapD&s2NZmf@
zI@`se5G*S(5yP)!%D`Y;_glmrAqFhn9G-IF8UA(HV5n&B!EQ&;oB=JV8=DhMo}JA+
z&0OZ@Ka2?_tyc_+wTFZ)_8808q_Hsr8wMWvDk{Enc+>`q^-DlHmw`mC0Y#n^T<BUF
z_%RS<!7=jIN=%(>8Z~QpAZ2tceIUimzJ@zJr$;qB?A&edSJ|+Akkkeaka&%%_ToIV
zo<hB3n^LTQ3-Eea$%G#T{DNgmjB7yVP>unC!CtBFf<@_~Nd6QaH^A1&cc)WlDWyd!
z?b|ZmOQ~}qpy)q9^DT!*#&&lU>G~Hkum|wC4$N=ZVTm-Dbf~vp!lR4pHUXgorYI~f
z7@>B`uKydnbigBAO7mY8Z%E|9HZKSHVxGxUptHPK4D_*7r&ug@)YSXMe9#})$GI@z
z|2ZqS#%VMjaQg#imDd|MmP_fJ5!AuhHn{1UY8lK9Y#-IP)v<<Xb*lNIK9O}+l6iez
z=#X%TZl_3`VSC_4mOkABEu#AnjN>q1d}~^at-c6jS_IgGz>SVcO-Rbud7;ds4N4rT
zUUUya`DPZ#g65qSQy#&&;=+Rb0-hh7M;i+aeU``ji3gxJJgu;?9*<@p0YM0=5&IVM
zI8cPxL7>K6bFdPJ;Ex2<ehyl}z}UZ^$CsW38Q|vSAzV3NfMGSM4p6*Ce6Pp?uHZGs
ziaiBqyx382af0>nAHc*wYLQ>Y!(t$RJfD0Fga`czLvEOKHfIL)cVRX9csXJvK|%UU
zX@UX=qNcJnEx+hcWtv)5-=!MfSsB7n9w>Ou5jUj-v}5w)@cRD*xCGUgI`vP>U0(kg
zdB_i}$Y!WTP6Ez81BMQnLX(`FLi<k~Guz$2!GpnLnKE*C_b*Lh?}C)Tn;oRDU&{(b
zo4j+??&6urZh3fD|G%@(h)dX?h{>78fyif4U{BOXki&IPUIC2<PjW|bv0*4j(q+KC
z<NT<!%mMYTtES0oK~PiE?9~F^QSf4s)dB@CGWb#OT0Wm2!i)JDS7<RTb|Q^8ZOBJI
zf?xF$xIlTkdm9AFuVl++5v;1eG{l2upIU}`&`J`PN%$zVEWds#lk55H#ksN-R4wZ>
zvbp7QjegWfsUzPHXa<7A#mJ!5K^}%Ja6z8_pj}=+kK!3=|2bj*p>(#p6L?Z0PyA3@
zW%bN6z-p*jkXHr{!&_BcvT1R>R&YS2m$xT&JqyqMGG1Jv`g1KUOfa@PC$G9bm61v<
zftPIo*rQPYd*Y4<&lz5ZS6kV$`Fzo3<C6c>z!WMZJ3+rD58kS^fK=6aT&Gs+tMj;G
z5OB3Qay-Brog}PSPw^~xsKXUM0L!NUS`U3oSok0i#KFmqIj}sR%79Vbb<$5;F0;&?
zhCC*y<xNu_2jnQJ-%3AClX;7tQilkBhdTNYq31h}K3rhLp$cx%fKq+9;N&e!A1)vV
zAgF?F0Mq_aSc}KfXd%iYFjVu|zeT3OU@<1d5gpz_nm_?m9Qxlx!)qQl)s{JR5B#qI
zmCt9yJ^+O&kq6O@i-pHE0A0ZQlB}@OP?A$L<?!aMdq$oapn}jf;qTYbB+EXH8_qgq
ziGe$?8`Qv`F4lr#ey6-s?BLz<MxTf6w}i&wuldO(rHC|qe`7%_E-OA=RPZofU5YDs
z7!Ntu?K$I2!I{4jUyyLv{qJPTmSLHeytf2`oy~|#&V<p$WAK3e(cBs8a?_H^bJ+<3
zYp6<fik4Pctxl2-Rooz?3XaFVXaF!grFlGqJOXXd{dg__)W1K2QUu<L2c<7&)!`2w
zYFW@?;%JWMS4Jf9pTuV0&74IYOx=P)=a;kMq#v(@tQB<>3cG1|)n$pBq{At+Dqe;)
zxDA3Dg$J9;iqlW_Y8JF6C+~VOd7tF64>Nf0g1Yt|JUeG^00DPLU`Krmj4t-)89bar
z8w8fz%A9oqmZx8hNtx2)9W7JBel66yiB@Z?YBxn2yc7!XY@yL${zDRDK5a0)R$*gd
zFwkq&SfwR(jl4i<Q(YsQjYYnx1k-wRVSQPhky|EtB`wZ4;Mc#yBcJ1dFso>p<A&6n
ztiCxE<+N`q5ubAyIRR=lt5S6(brujmyfB2lLGTc13))$Z<*cad%naIifS7~g8XDFY
zMN9Uqi7pjiHKe|RYKa4EAdMZ|0)$VB`zf2e3XMMk`+EDF)Rg`fI+}xyeg~2JF9FMk
zv%=Oz`yQ_a>&85KHkf~9io<Ml%wSK!?#|EQQf)zpnytWJoPb)V40!~)KX2Ec2gY|4
z7QM?d<va@<=OIJvw16Z7rdUTm?)&<Db1B|$w-uc6pwU+FUYj>t3f^lluccJv(khqt
zurmcdXhiBT`A&Py-&7LgmS0*owS<G6w64yceY(z7^N5>%q~wulbx#RxdJM>|&alW1
z0Q>B)qjO;R_>}&rluDE)Ek{cwmuqDKu>m~a;V7B9c!7x5X?Q?&1TCp8fXO2{Att)V
zq<pUz(t>*l9qk4lQr8#p`0w}}p0L9+pgEISb)iSat<y80zgYB-Mx_MBn^IU^JnTO(
z5A6@Yviu(@yL&*WU0`u$(M1E84c;oa-OpwUc_5L^m@)*IGgRzBq7OAtRE-rp4~B@|
zST)d+xmMPAucmIkAFHk~b(>U<lhrm;t_7vW!h&)wV2!1cK7495ssnw(+FSL*ih^%a
z7U@H*TOQfGqYtZiljz&Kin+;B3LdR5S9Cu-;+!iu_xzA6c;tCrq)%iES>fOT=yK;1
zMdHn&<IX(br79L21jXmAq+_ic@^sRvIaHlCc5SeV=jIgSOiPm)Hn{Y{sf#6e5B~Zl
zVEavR-2`?D-W<5~ci_(}XosFg#_*23$!7me7MT3BJOB`S`O$f(9Zlo06PP*T>i$_5
z_OiP^hNA&_2QP8EE5dIr&wfjujxw<5nK~WK=NZ$drVI>84F|av6crrGwLrmZwIc5*
zc)ye9eFgVB#lAYSeRd_8tojPh7>zRpUtMdjHWa+nWUQp%QF9P_5?<&v*P>681cHO+
zYDK^HR%>ltq4n82w|(=rfKM0h+~U0l<xb_5b)Rb;mA8CP?O<4A-&61?;*o}X+~c~v
z2Y(>EPSnr&F(Q04zxV(9=Vw3&&t+~J!Vi!<Mh+*8cVWw(gnzLg=;ou{hKcXJH)j~Q
zosW}yf2hs3?Y|q(#*KGv+p>=c_l>`^(?8VeTlSaiIr6(Dco&#<??PWc*y4Av9~c@`
ze+>HdcR;xQV3QSLJ9O=%_5u*uyTC7gutm-OHd>14h?Ki#$Be(P1rAa8-Q~W&=CAA%
zc!_0y{qK7(-U5NOzYOpHufMlzXJe0^Hnxg0)gS8rd&k6G8XgDVO#E;c57}RunKM2<
zC68q1Y#-L+5p*Gfw!i!Ltj)*vh%GOwAB9$bUyGae?~ThoZhkjopUC}ii@MmY-}xW1
z_D#I~v%kOg+qNNA@~S`=p5vV`e)Wg?I4N4;RXFzXG5O({y#p<-*zdraFTlSa`+>I{
zvzN!O0i(edxG;BX{)>HbyP}g%**}K&LF8^X@0tQUeAl1a?`&7EzGEApL7jL7xJ}}2
zZ+|H(2k?q(KQz^k#9h<7yQNDB_P_e~AoMN!dt#`PewKfLh=0>&{}HI<FXrv<Y(EM$
zRr>^*YLW*3)LxF|p^y@fcfW6zWIS7r5n{x?v;7Eq1jfMB{D<Wc!x$MsFJdER#A0}z
z_U^H{!U+6TC#l339tq*w^Y*GOjet*%<(qghSspdWh&c+KZiyMAW5UhT92wh+g{`CJ
z*cL2|ndayyBXi}E(NX25ZH|nNNq=bD9NDr>7Wa&q+tGg(U-M^TKm6c3KW)D=J@-7Y
zq?ln?VhfZ(yNSgfCWqj8GG-97K0fEi$k<k8hgoK9%T{e~jgD;Ds+6E@qvjTEw(J-+
zw{BDL_}0<wwu0~9xh1|w!6$ZY->2=liGA^j2?77!KM==AjC}3;hWS7lFl-o~-FBoL
zGe;1!fb`K3bRtG<#3Z7&ju@i?QPzkt2BPywVcTeI3p$sMZ!x#+z?$9L#^^3A9I&_T
z*^h;ZJ@mi?7A7b5O-^Ftsfnpc;aNN}H8nMHk{pJiAoji{w$mqu^_%wJSy|zlZH#U^
zl8eRaV4=a{NfH<x8yg$Nj<<}Bie<}LW8Il_dHdLiwH+IbZ#B1%i$U$&8W)3dc8~89
zgPJ_BXF`l+(wUf&W0{<sm=eCt6BD{LH8~|ld>sl?NC(L$g?OQhgnS*H{Vnn5C@d-k
zqi$%9fkiYl(@Z`z(=5xU!xL}%3G>bAS;LzPT6Biyp5@-{2P|0C9vwPj(tl4{&m@bl
z1j|rfx3Cd$CL+D#)ujmxNFS=>1r9-XIH*?6vkv~KiveO}K?{OsZ|K2+5ilHtWqo20
zBk403&Y-Sq@Wzse6Cv2&TZA|2793or?Bczv@~&j)E3LX?j>U><uAqk&iwe$JKBy^p
z546vYg7<<T=qPv}&u$gGkH?93+t;*Vmn^cHYM)ConDiMxsPUd0Zh`lDy<^11hvIx?
zXt}S_)rMY}L8)CTDY)NkHo1bQ!e*<Y;I~`e`W*@Xx_hUxd}~M&+;rDB)f25vTG3BL
zevd~A9&w*X8V(ALegl*v4F_oCDL4m3Csc5chdfkpui5lGO<F*iY6f81=N`yY<(mvd
z*P+96f7<_qgKC{3MdU4QjiOWO@KykqU7f^&DFQ@?_l+^MSdf$K#0zf{PYdN&+Bc$+
zEgTHdH`<|pDC~9VnMgB0Uyemrln*Fn@*K!apEdC$K^`?wYjvNky)Z=7jL;a-I3rie
z4$P4Lw(|c&g;{C-VCFFG|L35Ztl`Ccv8bG!gIaeyeU1kK?<j9V9uzx0^%N?|+8zP5
zInee6l)17may-EEWfHJn|4mt2?bMQ0^;B3*hM~S%Z^zpk3SL@Upm?<oI`E=5Xh{uw
zvV14S8B=bbrkgUCwL7RuZzFtbjC^68rYgG;?36hHtLHv4X~oES9{HZPN5O$GhHx+R
zxP&9h3qU^n4Kf8iJ?A0Oh^{6;Yle3BOL!QDO;5p_P1Xz*yv+uzso>NE6I8)1%dspC
zr^O+h;sN1ZIJG1kFXM#M9|mNIfEF?>?&k2a0fS=LK}9-9QD{R^5d?wHpqq=Gc@6_j
zoS#DHjR~-6>l8gf_RJOVT>P6vdYpDgG9?UfGM|ztMBZdPpeqx2JVP@j5#aNavW1DE
zFbes2kLxJpGl%B$3hpw8xe88;O#9-N9H5T8UaSu1H3jFr4zDSAzSF7c#ic-6!+wCA
zTm@&fTA+M=bF~hJN^#Qjt3M)ZSL1wRRga3Wc2hmoYp%8`y0>0)*qeKcFW*vde&<#Y
zC=yD!JxxMUtJjJYsUVvfk`S0$-VhG|NqE9zGr61>E)i#Yj9iR>XuN$`v%k!}rWfWV
zoC67k3hpsrmI@v+#+nLVVuJxw@QqT5uIYXnWN}HsQIJsyN2;;X;u6@BZ%<g=iTRT*
zHJ>HeVlT$CS!Ryx-x(ui5w3ASR^X#)89-GR(H+2s{!}%?P!H8icyMFznBxFbz<b54
zyrUIyN{;&t<G>E&dWma5w@1Zk>MV*l6P<SUW-giN8UM2=cK3n2V`GAd(amoROq4C@
zvYV%Qc2sn7DUY`Lethk|vgH;XdXxw_Wi^K?c%JuaMFlU`dbOH@Gic)|xZ~C=a|jPy
z4ez1JFX4qS+4qkU2f(?;5=o^mRoV^DKPRwS*!1Xfo=j|ukqdztuwbuP=0dRCtK27d
zv0n*VzUC4U;rxEhJt9wY2@YhSxJQmRLAU~mkeTf9X2^dUTO7#o5VVtm*9^Va6<-RQ
zVW{{L1H+Mpb(#|FhW&<YQ5v)dZAFe7YikP&nxnNTiz|4ICz-3@3q{gPDl)aYJJDe+
zm9fb~c;<5=dlGom1BUR|w;XijAhWQ%c!-MOXvc895fD>X2PZPpi8CSM(nO#R@EDTK
zx#-7lvm{>n8}jBC%x#R4NR>eAGtFJ2V)q&r=%=Xnh%m6ZoZ)ukAXZ`F^Kuv^=H#j3
z0qD|k7$_vD<z2PcU06Xj<Usj+QF9bva)E+ZL8s{{_-e8rw)I|bEH&Di2l#E0Qt&(G
z=CbB+mCfZ;Pr;+sW)$iEJ>TQHpAh!6hQp5bBs{^p)7c#Nx;rt5Z$1&$=hNi~s(m%H
z2o#WL*hkY-kqnwNnk<%1G+823D!~eu{*7pOa;edHfFuNBSbIecA=h)ddqKQb1I~U#
zGB0m|bH%*e+nnB!t1r&c*v{;EJf*h&k*F6kWgeDW@(bbShv%dyNpO+DpgjrN?X!m5
z{^WE{xL=CvB3ye6&Wj24IYH5}O-2CV!5*w>7rnmlWw{aLB)|gfYyso*N(5QJ9()VB
zl^W(NWZ$^(V*oWAT|^w!0<S)5#d%R%1~5nyRRQWOW2zzuYPw=?p_mVNPVVrHTAr+^
zoj<7dHX3s07lMU$b3c)A+Vk$1iX)_M-D2yq{Yk&Fd6Y~bH1eY;QoVqtz`1M<Y<@g*
ziGz~M1)tcLi^A@7IuUhuX3Bop<lZ+#yPO}gC(@UESo=sf^y=u(x^oUzp7Bt&yVQho
zQ;&8qXb#k<)@Z3zQt+kKh1FHf?|8hL+%H*_=^9kAs6m))w*`wjQ0}!@rSd7wy4G(|
z2`}8D%gdi4ld#~Y&0FM_kRJOI7JCR+aR>UU99QZE>~Rd(!5c<4gYMpV#*Vj&Vu#03
zMahboQDH@)`wB)^bniiDP|#=Z2flF-U0LqSfbIYq!#767*bOKeYEBq`rdI$+VF-6j
z!_x4gVOXw&=lU4$nd{}@H}JM%)&GWCRZ<J}s`6yd_tmo{(&vk+&&@bl;98E9mMU6~
zq=ImnDe7q5F}d!?Z}DM29GLl#4nmOk5)N#;Ys0dGCRSj~i+)Z?TCjh3q$DkpgMUC*
z01dTt1$3k<a=u55bb<pi%U;Nu-q&Rt;P#B^Hf<n!j8a)EHLlC*l|{O`q5IAglI+XA
zb2W#YhNg>g+R)NJ)r(RUE&a{grmLSbm*GcMK-s({EA|1Uu;8dvH0WkPBB^Kq9{>ut
zlEokiSX{vnGI(`hv*YM5`U;Q+Dyewx-#vvMcL(QCKd@dKL0S}MI0i-FFQlwJKxy}7
zr84^{I{RX*LN}4l5lh^KlFS7QBeVafm>_Ex!;=+R_s~98<i3*6*OCg(`aQm+$Q`c@
zf!qa{EVT!!xm%+CrfR<Fuid__;JzENo`QSq7U2r+5wICF-19?E!BMhD5)Q;bE~Il&
zvkpw$ZxSGk7D(<nueI9{nz$e0kqn1rkCcVM@myZ&2szJVC(}7#1gFxuL7SXHXGz%o
z|F3M>SRjp6rA_!7OKoj)n7qdG3LXZ5qqUFKg~sBdwk<Y!rKz-!9;sK-&zZ}ndFzZ6
zRxZl|rw-WWoi~*3-Kz|>WjAcL2TH=FRvU|JO2W}@H6w#q8TyHwP+>-=l(TmR?|e>+
z`?S--GnqQyjESH;hOtJoISlr;(VH1K2hhqWvWX-b$!~)$ID6D4{v7&b2!ELe(k0Ma
zO}cAD3<)y}Xmg`qbUNC6SV?kT)xw^I8&ttVvbv_H5HzW;r*?}lriFd#PK$18flOIN
z3wy6ey->luC>3g950*eUR06;<<U{2k)PfzAfDFov$d?)m62sL}<Tay68dM381et`_
z&1FEX17%NIW_VfDY-+`3P#U72(zP``C%U@0+EDNg_g8$aCOIeP=dKgl@srw!<+QX`
z(u5Oi`YlBu+%)f`6ufoIytS_2EC}x0QSe({ROu<gxkKyM)6Z=J_hDybZI3KAO6n;j
zNo~qDR>Gx$gd;`ZfyY<UA{tBV=ZDd0S_Gp?A3gN_#M?l|fpET%ma$fG^s7U+RN-xn
z{uk(z{nZ@Wy9tbNOa$!R%yS%L(tb)Plm%vWU>U@%8Lt)_YwD71z1^;;OEz=8r7qK^
z%I@;=?c3^-jk|Z&H&t^#SnsLkytnRi)jTAdUQ;#q{7M)qILL+2Q_&kyx0V4t0M%L_
zwSi}W!AH@$YzVf1@9R529{TFe5ZZ$cWV4H@T-ZccarhmE|3$WIvO!bdQ8q!T*8?au
z2yN?#kHvPQA>oTPpXjSdPAyAcbuP9yHuP2GfVWz@n`r&cor;3DZr{1XKP}>HA9sUw
zxffuGQ<Y6k7@OXp!sHTzxZPm)lWEW^b1Px&$+`1`_!3<`Bel-PMtfD;A}fna4XSLB
z{6<LD6uh{!RN7Fsh%1sr;Hm@Xb6s`=-BoYk)i8N{Ub+K5Cw($SR1bztp?e@kZFVtW
zG7k7V0gX;$I170l<qC*Nh9OJ;k15_3g5H@|qwq}AT~VXBRkY&D#wy=gthK1Npx6Rs
z3SQYXD-{Lz{a)lNI4Fkv?%7f_JX`Xh94a{Ii`s@OgO~`L5)Q1M<kIKy5Gs0F^#)~M
z)kYlSsC~=}5_Li6?mjUG`sSrf0>n!u7Y+bH=bP=)p!q)<;#o!)228!NL^i0#_hQ>`
zEb0;VT|cR9LQ<rrf-mxRRojq*DD?GFM|eA+fgbrSb_-_;BJPyS-Oau79AcA%oBDiW
zy|l{L)%iqak+1a>yczE-Dz%~9@M}vYea?|gE~#^ivc<p{)8`_MMY^Qm@zMrO=7n8e
zpi2#7zfxBQCAy;29N0Htu{@j>p~fOy)W)y@5s6m>n)(vjxacl`5l_D^L+!e!Fvzq1
zOKH3Nb{4da(`c1Y0~AhSTHv9*DNTz+4ReY#z+5V7i)7t0*@iYeinP71439*E97qEj
zC8^dcQju!4NEB%etHlZTm1gEg-G81b;N`sPG{>Xvk7vMKtlydgIsk>@U&`0F(A5Sw
z2|B-kRaXD``2yIO(S(7D&~8vVXFyj3VG&*f<19u<IRwKYoFJmQ9JU9|W>(gK1!`x?
zA+U|+bE>+%5iYb<b$PK`Tw2r*)&i&3(=~akZ&|u#$)`ToHIy{zs;*h{Q{k|;_Ij}1
z(lvh2bBE7tlEG$A*Rb{mujrb9`Lv>IqH4d<8jdaAUu^0cz5z04ID(~>#f{;6mgt5a
zb)m7i3Kb)w0&LuPM?cb}G+^qHg4b@lS+Y-5@LD_^s0uW6#M$eqdEvq>f@j5*e?14(
zbv=biUNSku5jQw8a2m{>%OdJcT()<wA#b{qN#xPlty*tpV3Sg(^EFeBZ`pOY9$%{F
zG+a48qtM`YQj-KdVB_T$UFfyaWH<aVQmB|wYnq^=i=Aslc%lxLDd;;S4j>a)hVVou
zGG#^Nkt{Hf?u`uU94M2>&qK}cWO5$Zb?LG<00ZMvO!Nj6G-!G$*$+?<P|b{d4^U8J
zz;q2;SS&GJ(_X5swslRTX8DV{hMRrb*EK<Lqv+}y<}bwKx@Kviy}F@mXvj;e!`^%z
zwRKIY!Z(Lw^TKdFrE6LXtCdYzGg@HDc9bBPCue85nJg|g4-*^y7(*}J#c)>Du%&pT
zq-$!8MtfseLsuJI*EGl)qr)23E{3|s^GnWxuJL#y+154OT-ji{hF2{*e1@-fnvt$?
zT-S0`4d^=}(G>=V&RzpHWurH>MJopS-R=-h@7BEpL+`ibOb5kdm(JNF3BoQuhuHyg
zu0<}-l^N*Pv?ZR}iKcpa)uFWbqI!SIp)S|&zY{qA5I2>u)--iZD`ccMtRcM88rD=y
z-qJOGL_9qk6jQl0dKvNXB{iprbuvhOH?r#99B8e{yl~bKkDwnP5Z{352g<Moo5Ka-
zgA%)o?DiUK>Y5M~dZufd1X!D{8N^wmA#1jP1)f|=5{xk4UQQN6+CK#EjFGKn$`=Cj
zpsL|*FW%EN;UZaNx+Wa-+6`4xi1S`_kZi}rC~&{kzE{0|;5B-~6>ZbS^@<u;p+Oge
zSt1sqyi{Eo4ABPGXhV_5_{n5v@d()^=(ZiMhMI00q|tEo18qvGwc+IbhPgCEOMbC4
zq)sm%ZVcBmss<%b*F+T5>0u28nKDE&Tk!7Ic+At(0sQV{Mh20p)xpdMVCZ2u{>8M6
zL!{Z9>DDiy(@;jl_a<s0LLJ2J3UV5nug`+Lhl#*uM?|-Uo=fwG2^H_V6}bI1J(6Cv
zM(*g5wA%6YK%uB`E8J`yQF}YJ?E4x=EzTo<NQ<C!`NR3bA9_|um@8>C%Q(NRF%^c~
z8{!a*t-GWJ=9VTpP{Hdnpn?NO4E2*u)@DN-HwT|2%66l9w@(_sOUNE*Rl{cnzSW?5
zW=@~9k0^fT7aLAq^D}d05cV}cTZmXv&v~T{8&&sJ<taMc&77p#D?_f;OGQJ>HY&s$
zzQ4hu((sw~!eDThH#OG$;YPAn*TPl3k?6wWirz@=_(rv;w@afM=dRu^tXDOv!;M5c
zwT7<o0*eiFO%!(*LR}Lr^ah@)$?-P%6<Da|Y7{-M>%CGd(ogb;`O)yn$cy-}Ptc}y
zO~N4<UNw%M7_MXeQ`tnMJz#H(bbxtutG}KBlkwkYa#g4M$LaDS2Fm=3A-irmE@isw
z6m^`M?)vu4Po=MuTX{Dh24n|-tTL-H-nd6FhHd2(@6eR1YFeeG%57cayWZ`}ux8zC
z`NNtBj7D7(c|ga*8oWqUH3^@*1v2}IY$5{To$$yNQ2kl=d?qo#%#Cco9?ld7rDhl!
zvL~-i!lv%YTUcVDeuvlYw8LSIZ>}|UO*2R?mUPV;Z6r5zO*J_%16@PIL8!-7;2X{M
zJ)*oF)RhPpQ^+V#0b6V>Nu=~zP5A?+q!;|bfS_efp%IlL$x64BOO&*AMLE9OSZeD>
zOxpGrbWMLTYA@-U_P|@<x&|aQqq=6WN~~dx7x?{#uHk{%rn-i+<ic=h-onNp9M&|~
znq1dJyySVh2GlG5iJE2<shS-3>ra6YB%bfRsDw55Q4d20XVB9yuK9l>m<ej!CLgJg
ztL~p<gh!G2e+s@hny8`UPY9gXEz7p$Hjr{~L{$eLUj`~PU7*5Cl3x@8OgJROh*_?<
zZV+ll;@4PpQ>#ooB#m3TCK@cZ?x>mq5Fk`+k&gt+J+2>#TD^!5JM+QHRW-sK0Tv8)
z>Lp$6g?w1;*Z(7u>3<JOX0!fQ8dS~h?;|g5H`$D#ltV!9P@Us!u{j*I*GPV%CT_Jo
zRg>ea`w(;!#C@ui-7*Cecc>zU4aST5Nm}w&hDvIu%~@5m)Kb_eX_i`Q(pKuOQrBR2
zG!v|lMvvcBb~gMW;{=^0Vt2*!##&>jB6fQ14Xpz7lYUaF0OJMTOq!b450)ZU)B|fa
z*7`$DIE+_|jUgJSu`$%Eqs91LjXP?u4TcDcLKuxkP!zGP>0IQq&!xeVB+sN1ocv}s
z!Py{<b)bTA-;2DCA)d8a3h5F<@lqJ}2tWU;?8xr^FPQc0$xOL}nFKppQ+HiwIPx&>
zx;-_D+-+y|iF9I}fn`Ztx6}G%Z2}bYAss61ouEO7(~DQxkkCNmT(8`nc#8VNXM$U)
zAqk>;hn_ghkIlpUx@NY(Irsmu+$^AR;w6m7z9b0{1bo=!YH#6L%a_x5xDLvy7Y@9p
zdI}7mRWDRq3<f}&UP9IICA016n#fscG>0|*T4znyv{%<ysB7Y!Y#6GhV5JC^)HYu3
zlf{tgNBUvA+18IF!;Ml~*HEt=`MRc6O0M75HGF~d+q!0xc08_YSi9C3_ST_2R@F5<
z-maOl#xB&DpO?I1q`+1d<I;|#fQ?3VV@_6-y%iAC(_~cCL`BDM>l&XVX>(XpS_?f@
zlZd*1n*ny{h0#S>EpEFbb|eiX=48-E#*h9)zW@)+rggh#b2ga}`Amhy>hbPBgcTH-
z2To!h2G_~|i6I|cbR4&)-`{d+k<0g+1?KXF8I72tn~e1ITSa%p)rg6Bes#D2QMDFv
zRa4-r)jLYhEPK(~tw=xO-3o%cq_OF?!n*`eiF6HG-Cs(hBFeq8CPiL1g?5bkXXO72
z)slzo7lbVoa@ErAzMoArg*2e^iFSQ#4jA-?=N&QRTYYMVdZ3^xhIF{<5pVE;u4y((
z78}wKX;4$w<RjV|&Y{EDCe<~x9j1nK*H|RI;p|qzVr!sl!g#=kTY@dJo|Z@DRGg-m
zu1VFbL2F2n%%K~)Cg`}_9QL;26yv(49WuHwr0;66w>HG@N<JtJXIjJbX1c~n-rbb`
z#v;3moxy<X8oWn+I1S2EHk0!sJT_zF^93*ud}V{e3PygUjc{I10R@9<sV#+^&(S-R
zi<}t`0jp%&LA-<A5gj&^&4iv`n)z4rZqOO((?OmL&lF6aziZ5<2wNKpnHCSi+p6a4
ze!G+6cb#AteA*g1uP)J{Q!8t8?bPbgJ1y<J>ZO=BbastMsNjjHej{7(zySJ^aM=Zk
zaBn(6x?`Cf;q2`+OtOA|`V3fw+}kePpaBs^24=ki%o7OL`$&(W$@RN{>>}-O>zArS
zN8HwmGtdsYzDqWm5?=5~+fg3FtKMQyyC2uQc%!d}%vQXCjw@Z|Jf&lUm%`1Ijt!3c
zsh);+YT+;rmAZ|Jg!@g?)SllJusk#dD>d5G4#}&`S;cNJnmcgF-_Cuu9TYplxp}rc
z$R|ym5e|3|3sq16FK&=f!;=l_X*gReaRraoKsT0fK>JT(eDHh$9R(!{ks<u==`$FY
z<x5v;Ks6D!7dhW2{v0q#FbMuy#y9i&v%n9xAty{=2FC56Oht8+Z5ZVU&z%Xv+L|xZ
zx0HiMva+l^wte3Hsk9&U=xvo!DPoOHUy}^s6^%FVPT=z)iJ6gJUQU=74&h)*Xn5!k
zNz4ynqv&M^)nE5t0X4Cu;(%LG3)4x**dfpeJ1M(93c3h6l*Lo-F?p8icOQezxe65b
zK$ZA^C}V%4H5&QK+uHBf8lLi}j*9JmLj_Tm8aj6`Fx^$ILxoxBZ^RY6vD&8t-3?1d
zDV-pr>Q_`c>)c|s{&4y%O;($Ma`ooLV6mm1YMW-Sp<<v-o@6Qpy5X`#uI9+&4OhiF
zbG}ktQtw!>mYkC6rP*2SgbMDl_EM<eoHW<;)Og!tI++KDjU4GIqiefL?&70+IPdOA
zpN-HJ>8pD7@Q0pd#9J!YGH8MIm(n&lnFY-cOYCQ}HkkvAqmy4mc4hDvrf8CWT1Zv!
zYcf;rx$O3)Co`XNH&xNen?rsZ*nu3%p#DPUY`f)pO@*~VguZJMryj4bq|f?cEA&oF
z+~LLOLt?|(>{RCI3XqGh_FKj0zK&3CwfvThP%iteO4L#Ti++pvzKS`9eKHDS7N+d~
zs7!4^w$A5T9<%43Y59#-B$ICfN%}-R|2dx;Jr(chFA=|@yDb8rQSi`Ax@`q-=ljgi
z(aPb*FdL`O7JIsVqf}kMDCW@^`FxysZ7MH}H<LsMaq?t;po2Jl!Z&m*DDUTaO2Hf4
z^4HWwD<eti6FpJryA6K7@ZWo`Y7Myd+}JSNMSaCyD$-i0{Y*Coi`vtJm%?_W{Y;x)
zGtyV`z{!<gs$G9<-tKP4w1qMSgf9|ReiMiSZ!*A4plO*4#RAz^k0Vti#FZ3!0~+(t
zf^3_ErvL~H4FzQV=YWY}R*y%r<tAaA-9IY*RJ_!Jb_9qwD>SJ_(`gct9D2h>gNAY|
z2tz{CIqI=}=|t<}nRJy@fQ3|~&m$OQex)a!vX58%in@KS5YoC|IzO~XucdQB1O2pG
z%9GOf>l8T+oy$e!<S)-X4lJ;(ui{(rN=q$`Kd>q-brs)YCu4Kh32{SKQNEO{zvL-j
zN*3gUC4CQU8pKk!qk(18zP{}aIaRR)Wj5&h2;UwfX(n&$Vcn9>+CZ-xw-)7kPUbph
z_uaX&->JD3<%F}rtFHDup=^Wr$~E0wTdArMHEXOhP;YKln^fO4hct}qn`y7)wfXP{
z8W6AUn8A{=)93LDsU>fqL0cjR()b%g366^_mnfTB(S3&KDT-QAr2UaGi{w8Om-eV-
zrBXIgnTo|VJ|6ua6nV#h-y8)#Lmq)Xe?M#2cjZp{+>=SKOYsdaFFkmt3bjGF^l2G#
z!h7|7>2r;ZX0fS4P8J8vxC&JHJcCK77?F4@A}tj=;#FF`ih}#SUQb8Nw|c#lf*1Ts
z1>>g$xYDb%RC6F9qEeXVS`{#u&-p!|sweeBTs`!8pDd*GD|jb0d_{v*<SS+hwPXma
zMzGOJk*~It99bdBrjjGgu<y2qGIz<*3EuL>#Xu`D{o2MbQCxAOs+6091?o3el-ya}
z;7rRGmRwoX(x6>qJ*MDowrFa3#N0K~(D@3CLB6UI5Y(ETno2+r#zRYGv&?Z)chl!Q
zkff0g`w2bf>!jc_n0j^okgwzsFovJLDv}kl;~Ch7s8GvKDnvf~Xt4%==wSk3ah)as
zG$T*Lp$S)F5LE9J%BwQ!r9`B*NBQ=tG=BX64aQ@_s(&&Aif$M^6ced+czqVAYytQe
zdnEJp%0egT$;7>7Z{6C|I-cLk_cnF54AQ0=-dt(-BbnbO7e)(5=E`BEN4QFG<E2t6
zA7G)C+63Lxg=apU;uWR+_3%2_zX{xow3q=3PmdU|r#b7jJVU)Vo>Eyla;-H?%SLW)
zNtX#RJ8LU414{)gZ>=9x$Wl=Upf&w9SFh_5VW!T$=5o)_`N)kTcQm}nnwCx)RwQkr
z^Hy}iQn;YttI4*nzsx{u?S@V!w%`o<O`RylXqp?EZmdwhH@DD-jdC_z^=dj?jx$b&
z%gCdqT1GUe&_VdmK;`4?g)}OTzOO$Af>HKD#AMH+ip>8|JOiQ%!wzu0yVp=>1aeDe
z3P2nFTZYW9@^9xwj^#*v6=PgD+rN`WGy9b^UO<*H{V6<o8716p{JzLhprXB?j=I^W
zZ*za0pAyN!%hX?XUA6qF9>2Y;$>LV>&a#Am)(@+iTKG~(bWZ6u7|so~nqW|U3)X!T
z4FAF=PgOormPW8l=5noIm83rlb58xZ?4?y%NL8f%ljFq&ntpJx(~@W`<imDLX5)FR
z*4t1>Ec7`ji^|~0Q$weKp;kooa6;F&`g)iFCrO<erWRQ`CAMGmSx>>M#i*~cR(+ip
z`9^JMg$C3stts}iXnBK{VoOVo*U*+;jfF+Ut_q!wmsghF8u!>RFm=_dHgtq0<7>)b
z1Pi^6Ns}*tc*azXQT+lccb?xmW=K;;Xe0G&KpNN5XFx<ntv?V?Vv-$rCXT0_BnH0;
zl<oT4^CF+C$d!t|VhbR<3K_IF{t4<S^qNS3MXt+le6Z)|6CqF&a0nteOS*hJXqo)j
zs0`pWJ$_3~V3Sr_+Em(HHrF>L{N#GjK1L47+_Ri$1Iiyn8_8jyD)0Hq7H?t3hK1R=
za%;1)UQvd1t2YRAgsac0yrN9g4QKV}+|w059_heay4V1F*8OQ*9AHMDU=E$)g5GX!
ziL7V?2$nmknEQrr^c8crh)=m@?hCL0=Q#0;eZ|~;8uf}Y+A_Bk-Mo-`iS*hLWd&Jn
zF7fz^4*87pu%V<~==GPBw5!6#=<5(z&~bI<f3Lv<Eq9`Ux2o+RuyI0PGkRnYc(n{#
z<}@$}SaQW6P>q{JuP*%f+BI}MN5w^?u+M-&1S*NN9&@1iQ(SB|kNK4Fu^D*?BwR~*
z{Ym+iGrxOTX5Hmv1eD=q-e!rE47AMyF?9d2@G~vD%PCf=nUXQ~=pCJclC^L7>so>}
zsXxrV$TnU5A&7NW|Jn3eUi8hLVvMXr8yi|Y^8s&ax#z95T56@5A*m>9XTe!`a;^+Z
z9ai3ywoJ;UZDoU`YK;b0Hb}6NT%$^(Wi>0V6Wiq5L?^0Q3w=W;u-RDfO%3lfeM=c9
zi>?=$%J;SJMKxv0_)Xr?uBXWX@7Gi>oi?an+Q+mMg{Fe%X*5imW35FN*XeN@zG>++
zIMk=wC)FE7rgmZFO&(W1sbF1nFJ=~D%SS3KHS$0Q)k-~jIXw=>aZ7q2qv0}x_Z_cf
zF(5~!9Q<c!Fy{c$eK?Irw5QXcN=(D<e?_KiuVXTCjI|Kn$Zv~plqB%f&nB3_le}Wr
z%ULvYKA6L=!XP6t@I>Y{!BZYfmzld9RDN?zDDm<2$}MG<lvl$ASGn0gH(;ww2L<+`
z(k&hGyWDHv(&o`7ZHIw&*Y9+a!%$$eXc!7!CB?or`qqqqHFOBF*=O3TyVY6p(Wn3|
z{Rvq6l2FnQ6r!bgUj;r4f*|j!fQ8jw+YD47LwmtDY6?z6KVMVuB~Z^)xKJ5C>4EVU
z7%$}WVo`c$79wu2yo5$PFMT=pmHQqKR4C1*z~g-#&Xe~z*CCvi7g>1)?=(5J6uc4g
zqB{(=;;s(8i9+7jp*j)wXe8lw_vcmkA?B340Ze}q?b<21!CUolR5-e5%wQVC*`pw6
z-b+bUlD(QkLc0W8e*py$egUB%w2dc$e>^oOzoUoW;o6-Su9s{NlFQM|B@Y8OeipA!
z_JI^Rigt1i83*zgk}0n-bFr@?SgDz!IwCa;+B8tpsRgSgjTYJqD|(t?ir>-GWSdL0
zqTriRV?9vt9&Lnb`j^_Yx}@XVXxuI4HQKpjQXSdK;&~a_da2!5%2#zDS=%AQ*HTJ*
z3SK3Cpoh8Q`GyLREysZ)8w!p}nC_?V^OYq%El}^{3LZqDfDDJjbx>C!&m*daV{z^{
zDyEC#<||WJTK82Mg|*1NKu2K#%4?dWKx*`KR4^D2s|s$j{~*4wCO%sNMxpvTocOpL
z#w`94-bWQsEU+EG5?b}kDwB5{&px_&Ot^^R;F|mv$!`2qOb%#Cq-dAf=kOTLBcGZF
z!-LUOBI+hldDtyd&H;PDI1bFY>9J(C&~P`x10sXd-m<r3ZZuVF6$diVv0QllS#7I|
z0cqzOI_S!46qyRT@>6utRo>7}EADaSCB3*n!nT69xl48Q_(IZXYk0L^<VgiLs%@tG
zsWk$|l~;9gBdlq!YQGwVH8q}<rr*&)-{lp+nxiWEeiY}rqUJ}74OJ2Nys@S$T%X4m
zRYe|_tpAA$s=J~-H>_a<8jlFoUGXSCd^u26Pe-hmKrJwI1^T`Qsv?T`#^PO9YcND)
z1+3tKjL7#)UIE2Xq)))4f~T|Mdo%1P$bp~59N9VXjU0ksQ2EwTyPlW>l9`9)&ZO<`
zxA8Lo=;jE9>CcHwW_w|kF+3%44L!}o*Qt(*eC72#N*?^$4(6v1;4S-+yZCr3{XnKn
zRw|KyeME--Q5v;$SYNb?TBzS(QA>sO`AbV-YZx-vS#9fB!pNZ;O<mCr8%!?%-{|nX
zu3*5M<I3H<(Pz8T<wdv8R&^kt!&g{GJ(t{IZ943*NLLM6QD|@YK$3=}Rqh8&lRzu-
zSJVTAe2cH<$N>>J=tpa9-4XSp1wAqcgmipJ0Z~+QH3dY`FarV5iEkEFg~21Ys$T(5
zbkr+=3$2*?fq}=DG-ZH}Ks!SMh@w(Sg$HyKd7EVMd$@Q8eo6%#p@%dFY5;LwpBHK9
zVL#7fE^1hGmch`At1`-2WL5uQ4wcT|hh@D450{~n>+>?Z`7Zo0C>Wvm0Wq{BK+(K}
z(g45y<pa+!RZuLvu*JzCpp*xW$ec)@zfY#z`%eiYW@LUa57zzmJD6aWEZGf`D#tLR
z6Xu#4!5_@WG>ShW#njlCOu@BnY-}s0m@4nwx@EgeEw#g<aV+eM@7%Ljq;uN4>%ak#
zV`^gm<b+7)G%-1$QcF!vPRevnQ<D=DqBMyqo*0?CK84ww#7A*4!_$<^<ux@uJ%z<j
z4*Pp6_HjE!{$}E7gAl_|$0C@HuMmSDl_F^rvxVstNn1v@ZdEqZj%{0Z>`?Id&TY0%
zE3`L0zH5(yJ9~ERKcL`~&c2CB1&1+DO=<Y#)RcnfCa083d;#V%`7N+fiJhC86nUWR
z%x9;jrl-`6%JlTi^psN46Eib2(?UtVJGD;EFhoABm=PP<-1dnyU)I=&ME$rmwtc5S
z{rEP8`rYGuCF=L@-Y-$_>~}<ZFGTYc<^+Q^m=vFEo}N!kiVxJ0Om1STPSS-*7#=fH
z00z}!YG!(Rx=xNHrqJPL7KS*3S-TF;&L)%C;r)l)ds8a8+TFZxfcvr;Ge$-}2SXP5
z(ZqM6w{01>v9LG3UDF0t13a)-4RFE{14~TdhcNN$V3X70%Y`$!#59|kOF-q(#MHNq
zdt-HiY4s8_BsX^x@i>F|+wO%iCT0@Y)!}6Fo_oX?j~t#$W8n+;AN|ZjSa@NPoqp;E
zM*V3_(_0=fh!Oj;b)>vyBxa6E(jK+8VdApgHhSqEfFbX%3!Ltqz#+qG*J1Nc;#WgN
zR#`ObW>hHqe5Qc;(?~3Ja$<TK$Xa}kV48u|IECTL(-?R?3j?0TF9fF!9u(i{E`Mh3
zNG6Mg)5jio_!04`;HMuy`y3W(uf6d4>sa{mSKfL5z3-pHkDxXZkNw_^{oidpe0|g)
zF;ncb?Pg45f-CQ`w(Jlqus=S&XOBiaej^%o=Y-spNXL`n6VX#_JacjqmwzrX0Y+_N
z0@DmkOifQtbxBnOJx$e(`P}5>--*pRIW>cnf8^#g6sAQ=zTC_Vegiz2oSmITq@~<@
z<P0Corst1hp?Kn<1@UF)tLL7&Z~+T9-hAb)x3IAM;kzHakA)9@rr8u<Bj-Q$kN5}Q
zH|IC;`^X7`UvnYzB5$BE^0}?RnPP@1Sk$i3m?iSd?cY8|_sINm_C81MihW`Qf#Pvf
zfWG|&@y)Ho1k&%!%+v(16W~(Q)04=XjP7`10(g(noykoi&T!=~V)isxef)y;6l|6$
zL4>)P>H5RzM1sv{$}UX)U>9DOx%aSp7~kvV^GC&}tH1EsM;;Y(4=$I=6)e1c<Bhk)
z+~5E3D<6It3m-O{&97pX!>@k$fy{EqKX|{fEZO1vH<xQ~e3Bjh=eY5xZExLjI2R+`
zZ2CIzjS-V9!?Ggdkn}t{vUQu-g<H*?BH`Y|&Mh(v;MAUR2RC2N+1GstB-F!ThKvIv
zAPL|NKn7{?krM}lx*TA{4v8HRR4|F(;+vcV&X<^yq%aMPdKx#!Oaj=~%_I_l{AT^3
zd)$M90&<5_N5rmt<o*Zl_pos8@y9>=1Qwou;l<0B#i!eEzVp^~K@<G_uQUWYzWU*Z
z9|%(T^84=#;`ng6aq~TavKw!`DRB4YSFc~WDzN!{<?>6PB$wA^Li!82lOyJ+wdF{8
z``GAKOX4zajqR{yasQ63yO2NKoZPkJz=Xv5)c##lQ;3_1{o-8c<%~eaq&VyupU+KA
z)pM8@pIpTq0(2DvGY|ChsctTlgFSRAU7iO1K22bs&&<G<#{nksNAN25UiT0d?#n`R
zEIfAX<Z*_D@~JaVoyEfI)t6s-84F)rzWK#B1?0mI-+LPiZ+`IM2k&B`vAq1AK*k5J
zz46u!EWB5J_4;dAxEWMmdPU$exLlF_Ts(iFiiH=SId}f*C-C%|{iT@{`PNS-OwcKw
z-h#O}Ro=_(u$y##OMClPd#5_#-A(OXyA*ui?%jL#>im{__w3jCEhqQynV3}YDQEB0
zw1Q7f9GIF?QX5GP*vxs@%}>k&iv*@KiH;}};#0qP$v2OYmnn2(%S}z!FW@I%Gv(<-
za%TD=`HjZegKjdRUUT@~BZm&D*F2ER=kf~vg#YNHpHuM57cO2@cPZtoufO@`bp?Op
z-S^&mOTpj#%6sp<qu{kKFTZ<J!Ee0%*3EYn{N`&{-%{uD<>lbwD>dEznRAsFb^oRF
z<>wW=a`D3RFDUpkm(Rbb57a+*@m%ndf<Jiv{L2>st`_Dm#BSSy`)?fh%-DycAoWMc
zR>9x)?J#!<{&rxmJyf`mzajH}9L&jEK#Zsp!bSy_3@mS&EEtE8a0LTXc~SABa4Z4O
zh!9}>9Mbz>n_j@Pjx6ALc4qqH7^rD8$$MsIgu*uK9u_ow{oW(FL-z_1a)17zoM7%>
zV2j6v__}=d!qbAeUwz}%FTR0=SHH6S{xTL``=If`J3_L3`JFG{6qH(f^`_YD@4o!}
z>w>J`x_tH}LCx1or!I@fUp(`L^MZ)aJ@wT2G8P_v?tDeO;{F#eSI=W1{qn^sO8K%|
zJzrVC!pzI%XYzLm{Z3+J)y(YL-g_7T_m=kpPPYpQF+#TQ6&X{_{f?NC<4~oaI+Ko&
z24#_gR7in|`oBoa-!{1-qzC39!4J9F^NER%jl(v%Dn6<UNX=$)Q#0Ks#K#(MCXgQx
z@?*v!5TvlEQ$V`YH}Nfr!|8hx;(hndKbX1~(fh!sKl`aqiNSpC(ZZvT;yBNrDW4In
zp&DE-KaYi%zWDa5SFmv9-Q{=Rl+5DBm*0_Cy?RsNuyN($>&Pby%g>#u;w;~Ix=;~q
zFP93J1-pIXV)62eSU7(EnadXiw?1FKcp3|bE<b-!@TFumDBXvJ>1z4$IUznSTzE*Z
z_Q@}l(ld9_jE7m-#MrW#*=?Jc8~ach%>R*{5}zYv$9_yN+qHAo57-lq6cf&bBM=T|
zG2jrtGKwdp<oyhOsu4uc2QtI^Bql#*52xh^H|_Z{pcMG^2=ME~!I>G!&S&nqcUBb>
zsd*Qb!<&a5csO^j<m~r9QaCQe@#BjZ7azmIb7x*Cl>~xcxbnQ1e)-kcUls^{@r$p&
zArSoXTd&^~eD$?gUwv0H;TN8NOVDraxu>oOBEA09qQqzU%&E(-V&U`WOD_ttec;8)
z718rt_4yZt&^s8s^xSblq|aSh6oPT;%*)5_!3BEa#iI$So1J*(u-tW%^N%KF{@Y3S
zzUhe}vcDk{+5o<{kzA&{8!V!+FPp#=3^FE+17|Eog|I(Bw;Vt<sNfukPf88YnL>gF
zCj9fjaajjAF#-FN+yIVn9yFt$pU;7keH6cGHIM2Mpf84qPE0H7Y;tCHMjL9#k)gAj
zvo5HB(vF*U(+N5Hne=B49TX+^GoL?-_QUm~i|3B##U%Z+FFbw%M|k$aYb8N*=PuVS
zKZirSdgDq(v?;xF<BdRc5WMrnH?N4&)z@CUfoQ*erF!|@w?wlS%a@mHVj-V?=Bgm^
z!s#a}LJG2{PF)VLkiT&5`E!D@gGxm#e*(1a2jl`&9!cSQKX>`Qr08(UJ9l_mTCDSr
z&#F|!hmXw&ttpx9ZkfA2Idjj{B&u8|C#Ggl<HvRRx(ZB{=Y?Oo0Mhk8BrIeUaagO*
z8pPb8EJ9~AwtcVu+QazR-r@Jg_S+K^`m5iQ_|?3LN%ledEHI&oN%<^5Fd$*Fdpw6W
z-5jVL<YYQAP2e@tWd2HG8oyvYjqC?j?a=g8O@3@*Dw&?1Qm>i1_x{ARdi_l9(L?&{
z5$>@<{)mF-7Av3C_koW*bM;(7U;e-F#&b_8_%m1DI`;(yfBN;e%TFly+1lGzo>B11
zjkn);Nx@%ytM=M;1%L6CH(q{S!7sdU_3En%{=|zfeetS-Km7bluRgCo|6P9J@-qs4
zq;&D=#s9CWvx{vbNe(b6|E+&y+Oj3i^fYHki4r9a#S!&K{ZJB3{ZSMth7>7Ae@97>
zY3S!DLDorFE3#<Ai#2TQA;uo=aGSl{Vv)lgF1Z|nAP<*^gaPsx1cy9bo&yBQL-Lm7
zG3n~5qLGL7k{?GiJyX@y)iqsR$lD96=`rN`QsGG$IiJZ4b<+I~PX~460C7N$zswx#
zpy$9k`gNL^Ylg`+<eJA%Vkk21RT*)nf8>lajmkf*$Pmka3i*Fmn82oxaR*)iH^*Il
zt{E}Oeq3`|#<lCto+}~v+bs^qoS4E2hrC6O;Ob+SoEB#pYlEPO7{Dj7o)%{5F~@-z
z)*X;6YnUKgmnr64Vmf5$UdQi(Le75fsW%B-?&#6Me=T<p81`n`+)DUtUG@y;yS(y~
zZ)Up><|s$u{9$6)?vACyk~C1o&7%X^V|FXgPfzU8=Dhk$I_#HchifoNsh+OcMzwOf
zf4Xa%g8jYSgR1>;b!U4Wtmjpte6ak~J~Fa(x*><_?!%L(@<P7q9$Lbk-Dx=u=Bed~
zbdR;+$!;IqMX;|!x9_4Oprax5_&gX*(!5+gF1=m|9x+Y0<Io{tjD9MnF2eP}uW^Uy
zDVL5;XKmC41>}UJs;=1m9x;KB7<V16L!%Wsk23QhR1ot3=N-F<PFZt0uid9@+r@n9
z5xKj~w;wjPb8mg%CU=*qZl>AX75^pdRG0}tFHYOSlvU?nfI}+-g}*QhTsJ&=vt4@<
z?u(NTt#^4i`OxisAGtYU5Z6W)x*EQ9YSr=~_igUQx{;feYC4KMwtupcM4mZ#zE(iK
zyMJ8SN4|fwcYcZd<gD`MGvqHmtz5iBes;Qf_8j?PwRBoVzER$MRzaT3ENyHekK~v0
zIVzxDJjy4K>+7d$QRJS=v#d$?yIP30(|yIJ0_5bgF4L>iLl?siJqKZaIm1e7jLFJ>
z4xF^rZ-)vHXw>YYYZkc4a_TSh)R?UN{R2>k|1g@IPP<0DEC!_aUI_=q@d*?K=qhVM
zC8X~yhQeztaTzqd*=DQd&Fgm+dw=@-cUo-Mk+(i{YtXqgp$@VSf(nLBC@Ukp^7=2J
zNS!Gha>pMDhvs*^WiF=CTHPro+5auRz&8lR=rv39aeq82dbcm);dO{$^dt;9hL5jw
zdSpjgel{Rymd4Jrr1U1t=ewIz@L}R|cP}T$!cVu3%kWpn8%G<m)%oMi{SDdHy_1d8
zGx_O!KmYnIwEE@K^vk#Mu&Z+BMEaD~jm3)ehBD=)wE}$TFK#SKkKezzwk&7$`pVX-
zbgy`+QV781R#xXa?D+4(tYv$-EYgRzh<SZ-p6zlJVRrqA^pu59{g=WesaJ#;p20Nc
zP6*2Rhyf3JEoO5Gvvybb;T&G6H#xowJAN6ThzYFm0Cubq&b{;2yqJ6o`8gq8Dm)zF
zax<snR$C1o*fr-p85QEUu0NDv>ic(F(NMNNQqjaPMOGaU&cBRO!?t2UI|Kr6e|g;x
zfxrj7;3xfC5LTxeo;Yk<@W3*R+Cw3>K;0!QQeaZJ2+nJPEQ^+WU^mm1UfY~`D*Mwx
zd9A>wmGY$gG<sS-2M^^aQ(e2-lZTZLN|*A%Z*S!;q-VKOS~!<MkJ4)DxwOvJt>lHA
zVO_4yT)u%jTAV&Smw#SO&Xzajxl@_BqJ0%}WmdYKM@A_*W6MV?EG$WDyE32h+7erw
z7(oYgysw-5pDx?~(e>IVrjSDK0eI~gTK-<p{sJK+7XKG;TOiX3o)>s9e-C1HN!nxz
zQ_aNe^zW_(4Ck1m3szR%a{Na4NDgrK(_!H!-E8?s9H5&VciL!xzV5tFev)>psf7k&
z?cR;HhGWxmPo)8!yB~Aj7`Ro=Y2*A0OX$}9AVh)<)zJku+A$?A{XPVG^&Qbu|1|Q5
z-)oXlehBEB&~N`al-1f9#QB?Qsu6ZP2o}`Ptj;iI!sd1Z4ST$MFz!eD<UiS38lvFD
z$?A5Nf)mx1lSAaCo#IQfyQTHg)g=WFR+ld?kRN9jk105DJTtdVL5rhAqD(=E7paNr
zIr0~au_LnUJIV2#B`WNe8ZQkZ?@mQC)J}cAFG2Q|$IX$(I1>#-X#C-Qoq+}q`n($1
zU0=OT^k7H>xCb4y8Fu##LSZd<y#V=0qHn{d&W@nmw?%aHJK)b4A^AJZrA?@I4gI@t
zSGdWaWUkALv|e}Krh=F3R@419GWxf#wKPWHd)HeT4IW~)qfuiY-E9P-v^E#Ro3J!h
z#xYe#C@4m0%T;@97Q|$qGc3)iFfm2KbEq&u#h?|db@sX(H$;;ioiMoEwCAP_@{O2Z
z+(A|gtIV#SzRY|v#_;_Si!8R&`y;ln5ot&6-QJs}y7bobo#Hg|<ni+6D)P!scJC1R
z*;@Ye5_z?-{NfGrtwQOPmO}333rDYzKVL{~og+U;B$g`3cN2s8HA=3U3vQ*6=hEi(
z81lh%s6a__9n(FtUgVwu{{TnMgGNu|y_nzQBd!@-*D!NT)8k=?jzSH-itt`<*#(Sj
zTOfu(7p%^!8RFM-K`qn}%dX~BcZ$zq3~<~PN)<Q7d1_i{+1-4zrS%`K+n0KDM`73m
z-qx&96LjSP_aHaaN8CePIM~Fwrf@vo663V+t5xp!0~5ReOJT5+l_Ct4YOfoGx-5(e
z#xPZ3xU$}2YV8Z5?NDCjmaPz~quX3oS-Z;8ST<C%8Vm86?}@u{nw}h^_l;tN@YDN7
zp2&}NBk!KiCZ~|cN}Kap<jd8qr6Tgme&K1ER?e>GP7aV?<#VT0i{)iLdq{e5mP>Dv
zzC6#)7cVKhF+H*TjEZk2Bl&sck-5$y>1lXcFLoghB#Z^p3vbjn)X<B7-ldUVc)3CS
zKogz~qsPXfCV35Zcx~<zL+gQfe4_hvC|X^WRWswa#qa^iLL8EXgk27r_D*OFBbc8;
zbzysFSVy9F*`q$z^z;pRrFQP_2w)3Lj}qv^77Tb)e;;W$XL=`cG4Ug{FnqOiNQjR!
z6>}XGA$Ss#_^i0;b+N(}6052-s`ivscneEng&#=Am@FXaHHH2#m8t=0ilKhgE3<J%
zrcWr1GX`@F1yaXKx<WjeZFE3AH9t%p)=Espr;(?oCu3RUE2VTSjePAeyG(p{H+is&
z{3Jj7j1126^z_y-DOP53`HU1OGc@-C`DQvicT5VJ4CI!P`zL)XVdS16J)@HW343B6
z6@{CmC|oECb^!SjT3Fd}>G}Py5W6DO;=W~z-yH;Zx?4O+#k5m}<TlQIu6iK&{}YAY
zf=4E6G6`QF%B-gBwGfU7xSZ)w*$nW}k@1_h!Vl@Cb!=C$U*CF81~}kZI3h!<d(3&{
zNue@+Y_C~s4wbp0x)of7z}#*(3P~1@EHg!Mt5o4haVw1qPr`{*6>$eyx6m3`LQtQu
z6zOrO9pc|vZNRNi$fz@^C=@ap%5w!>8)YHwZxjw)iT8PsdrFZpiskg?ddA0*&o6Wh
zQ!Z?FF))}wzOWfi5YO#d+Z1cr+3c-SY^ItIZJi=NSPU*zksl<x68p&4=6vxAEzo|V
z&lf1RG~~$)k!xo1X^J^%er{>Rb?$G(S~%Akxoo=Ss&m}Eck)nfwHen#V11oZ!uIZj
zE@4VCFpm>D(_&%KR+-#mzpw8I33m=sd&J!1_h48W5a!-#xu7Bfk0(OKm8S!*E|zY}
z>z}-y{^o0J*V*~#&%VKSUF5po5kCqUS$ZBh&N>H?n?l?aOX5Nq8uD?sDj!3AZ3=P&
ziVR!K4QqxWWl|M$6|>0NbhnDdi-l>RlUS+`G9|5a?QhJv$&63M1XX2W+~Sy7s^og2
zK3vu9S@w+uk@w{E$pPeJX+9N2KDD5Y6OSf66GO<OIU_fVJX7)>KSjQiH_k4Q?=2dY
z3*=8{_3RPy(i6|*CRGTX;FB5T9T7e`fSmjJ5Vcd&wE#md23`-dxvWX)h}sE%YHh+6
zrR?NR=*N0cCiH-Pkj2VnkGI!iLmrP@E>-Q7X*?RQeIJ(A*#vZ`wk7`R3Q~FcgjG4a
zDT~e4{Jp>b_S>_ce4B#?@bbGq`_S0T`SNEkfAj%YmS4Qje?_|;pOwN_w3~CWhsO)Z
zyHz)D#|%)`29e-a*?is1wzjq@|6`}T$yris%`i)<(&1MA5RUf<zai>YsDf5kMpZFA
zP#rB9D)Ggo03)6q95j%#dEZnwa^D1tg^`<MY$Aeua9E4?A@3hz(-v|o%98!a!%>zU
zr{kmA<|6V`jPE}~zBR!Q&ylZ>^X*gQiz9qt5Bb0VAI(vFdih8cx#;}icH~Uge2i)Z
z-?5;ancVx2!5VDGh>+Y@XxU+x_oSV=C5vo3WkmpS0635jBQD2J#E+Ypt#ceI!BRB-
zTW}dYu9~mU<#;59ikz6YLctlx+o|6W|1D$jk)}}jM?d}Lm*1W@$tJ%0@-JS#$0lCA
z`}z4xZ2Hyrzj%Fx{PnAiM)~8t`QF_VdXzc~&?9DTZEh45gr~}CYip~5Ma$Gy<*`Cy
zbnC4ocBY5h8ayzoxREQ?DsvN$ZMBm+C`&nuBUf?*(GEJ#oHrgq-Y!H<ZHffg6sg06
zpUn(n63<`<B=Pk6*+K-9c&q?hBB4ck*gBPS>+fdeB=X4~ZFPl&Z)zpVVU3$SyN*08
zI!6|{uTz^CL(bc^;m*cg3%g)*A$*uN>Jfw48`#ULAgaS7pl}3hccIrGKoL`L7Hzvw
zpEq$xuvMidCYJH-klgm&;f%Oy*Y}_%xBN|J={W5yothPb*s)g_j+?!!pMUt1uYdke
zFcfIzcNahW?1#7^{+omMXRk4J`sLBPvkT&Hu0DT<{B^bX@-6ao)JiNN4|;v=0py0T
zcOK*#_o<CqW*$>jkgFZzOhK;n=QwfqT-l)G-HVk@jgC*P^!bpp<j{nPTpu;!RMfy{
zvZ(>&fetoFe89sdMv#wjmY`Z`5zZE=5|ZW7G9$?QbS*oCe8A93G30|@R!UG&10P#V
zA)oNE=``|CJDZ$F?)9-4RyHb&0e`X^x#rPKd_M5TYg2fH^)v(po8{C|hwo4wq*-+H
zbs^+SVGHh=kf39mQ&?GO$i<kDq9NUbCJ0N2-tX;^p$T3Gp+6AH0%eANEe?3t=ZbrS
zuK2HeVf8B4{_3VItpLlu#7G0neB%EOC;e?`HTmNYKYh{Sl+9j!{o)5Nu-QAuPd`7x
z+c~W6yg5UDak~GW)Z@d&!Fy7ttG$h5sx!Eg$>ht(XA%ojPmqV>3lWpVH<b#u)8k5H
zgI-db%(|tM8f@%Fh_m(82$j0iQ^TVc6{hMp62r*5JJ^#U<N?k`Nvu7L4U$;Hj15dv
zDLtk|7f3yr_9Xd{&&L{SqoqilhPjrVqS_W*OVgGL6P!)YH`Gsy(fQlC79Ars;M$ml
zoN+DEP;b#^7}mmIanGS}4Ir*?A7V?*hxSAqJb#!%+93yU4t%H*@dOm$7Si7ex@!L_
zS8%!<*MvFHg$6i-c6tt&5>TCX@p}`5tG)pR=!1XYC(O$6ef{ND<iBp&5ATc1GCe%=
z)j@d}8$0xBXP<;Qb5VM+jJ$MN{A>?-^=kbcDbdyG_G?m#i@ojRQ{)@v!ukrGXLW9Y
z9^P<qHW8!iuC2~fpYE=#&xc8v8{=^jz8Uk)^pkS=S&G^j;%q8P=Mlnxf?RYstMF0C
zp>?`1#;jEmGSi0B)E-Tnr28G!*bLc{2~C@w#Xda)0pfB@<FPrcxz?reVX`z_(}u{>
z2(kAENd+{`uVca<WARIH`VTFY!501T`$CBKV2`9;=>pbzMYnDSVgAYmrUEKs)qO%Y
zpz74Msu&lfQ`yMC;q_~B0Qilt2oZt)+Abqf1K;2k{9NlzRel`ck6@=QR_5zp1U#59
zr<GoH>zFXd*FFs!$o1WW(RSqilkJ5da_h3ZHHLileD$P=eCuiM_yGAqac=Jj`P2N9
z4dR9DLNSkgs<5#}=NZ~gtqmfN<O8K4<W`uKhLDFmEHjQg#MsCz9nY9qr1LP=RY5L<
z+W8Fm7}Lxxsy@j0VD=-A(RpIR8cZWkh-rEZc}ioW;~&r8KZ)Ec6l)5(5N&uEIb&L&
z3%RO^k<#X(rz=9n)vBuwuZD!%@3_-zyMg!MWy4n?nQsFTftn_I`39^c1n*u5{BL2h
z&?1g*GG$T*ul33_8&}+C$w*^e{NRY#h60i+9HN8QZi@fkFr{j&si7B)q3~H?kEzsH
zznGrUO?0k(<UQ-W!3TB>MtpWJ;6ZMbwnsXV_ikp=RMIh7oLZx;dA75Yn@7mE=CW%$
z$Y;|lYZ>Hyn<E=D$h#MOJ5P{z2iSHTxv8;K5_v>r)(Qzz)%?52CmHh{G=#}ID#*tf
z3sQT=7#o^HE{=&!G?ao(Mv+fxY%Gj?P7EDXL`qna5D8!BT2F$W4`+b^<SJucFK#VV
zH-6=EWP~8@$?b!L<o;ZyVoECx3E7lP1F^NbCMFAZE)9eUpgbZ>>-uj%+Nq2(*M)p#
zt%W~^HxJ(t>heMO1CN7^Y??Y~$oG0b=F<EhP)h>@6aWAK2mt46*IJAO&(A6q004<5
z000L7001yAFfTAKFzs4fkQ~){{?AOWq}J}vIim}!+0}0EE`y|*>7EOOiv+vV3oA&B
zq+vmb$XJ?^t;7{0X(cchaoKIz;(^P;$a%7ZP(+|8C<GCHvAC%>*;JX>gs3Wcps=ZO
zl~NU|T&_@ra=7RFPLI&VO5XAmrfO$er@K%8*YE%Szm-x$DUk&t;>bfQM3&*`?fD{q
z(;;FUC7vi*sYChl>(BrCnR!Vm$8m(84!N-6IDcTXdz-jIIj`yqRZ6s&b54(5s+8KG
zbxOR7qe3Y)c==u#PGd#I-q}~b;;B#vo*dW3A;Es>^}KVii9JNEk>L~`5t*Q(oXC{4
zRL{QqN*$LgmqB99y9SyLg}*`uos?|ivC_hIPtAHhR8fN^JWl*`g?>d#CeU^5PYPvK
zmus&B&wXQ{lnO<Mra%!8JXOz$rTE8C-kng`c=@>--LF%+q{9jnnwAoF6WH?3O#l3p
zY^FGB5#{OA^+Dg0FFjvJstna;rBqQWyrFdNej|F{Xi<k=RYy{6BDAra=59J3sKOdW
z9pPN4iWTLK8EoQEyGWg@;m11eFMG0YL&<Yy2Yk<!(Xx&*I0&aoI<8jqEKK7>gIM(-
zg(_>g;mi$Q)iU7gu#EMsxM85;iHsItngBkIHUv7-I6Z{FMny{&zmOr8V6)@8j`O1-
ztF;WCx#emd1vSt8X;+^MeZmpw0}qGg0N44qI#hNEjhxd6B%H%~9p|N{t18!(lC6jk
zQ9U&11@KGVuefeREyC!Gr~F>W-EduhfY=a6RlApU@o7*r3@SPvgavV4hANPr7I=|<
z4s@J>IKu@UPvAtY1UsqSIvy_SSkV`!_y17K6S&{tvTjIc$~x8+9qoi6ySQ&*tIKfd
z$x=+*$*r;O;X0xDD=?Md;*{Ss4vh65$_f}Q3eE<rD?GJt2VA=a59))5Msa>7&|iKF
zYZW}OAN%MUJVO)VF9nx`xJH*7E?lt8Cc;uY!*$$>^mL~rNzNw3Gv-glo`&pa#mrUk
z;d)36*GJT9q+~58b^O~yPO7+BLbL@)R(+&<DYg)VpoG2+DXGC+<-jvx9fEj%)8*$U
zDuwG7!_-0*SKeTu20B}a{_^Y3|L@PgC-HD?@BdV`@1C>}Ewc+(HVE;d6dH&>#Bz}-
z1?&n4JWYo+O4KS=FcmbFi<<TWS&_iNsI0(66`YGwB_fz&A^@pyLz9T*Vq0vXTp5#<
zO_wFHE-NR6x$NSoAqZup&!lmTD{?hA<_0)*Rub*iai_1wwEkk@3KTkB&lD=6;_mV^
z${Q7(lf0)S<FlqZY6^0NU6(+K0&pzrHwX!$iYSM!q9~plE5Bl}73zljx?D7kJs>a4
zP(*1n{<y1LcZS(Kh#eL&=^R(xYYS<`xci*a#vCPGZ!bBkOk9qHCi(-Q)R@u#wQ!I{
zFqU$~RdEJb=mo5Q04svbU;w!XD=4j5oEij{c9%R81->mwv1Umi7NJ165fBM0K!Qc3
zTa1B7k2`pLf73t`_j0k-Hcp)ddH13|S^U5vEGQk1EhMD?#MV$;2s?CKn88uD0wC2z
z7&h#;c!U$uf1Bq56@f=_;5S^ym^Eo@1lPcC700kjCh&`ZQNczyRGIb4vJclau1VMj
z*Ny2;%youq??U;4Yy*Lw_I(AbKmv_N!3)4*!TQvoZv#fuvCg5irAmRV0MTfWby6z*
zR<bFos;B-A5y)_MUrC-y$G4wKNX@|Nqfo}gstCOnp#lsAtQd~DSMdgz9=peyRWMAQ
zMI`Pf_(Cky9k>UDyAEdo!ov;NbdWycB8mkUrw8G{dKqz6^*1shoSAMLOh#y{Zq%)c
z?>Ul`+hJ73XanjPjA`LL_emm+8xB#LV6Aa;<}s?_HBHVKvs$bv;uM~}w4$$G%B(#l
z>79tNGNUj+Ssp>5SqEXHqNjCnJJJPN{?@|853n~`Mm)L`&+dd!NMqMQ^xAI-6qhO5
zh}9BtS4C{XI5a($!M=>JAi>IJjgy3hYXd=-Ho6partKSjTDEAxE-gNGWC3UW-3cmy
zf-gRZkU}~{yC^P_Br-ljN{3q$HX$H{%BF&f%SdKe)m_t_aNBZ#N5_-60bI%$a5)=s
zZnsJ_9px$#h~G#m@+unJKuEXkdPkNZ{Dw<sq|c?KJ)n6eiSK9&*k9BvftHp_-$78q
zmg{KBA<8N7!ypR<;^3`JD%pW7im?2Mj<?`&1kocN*pW2o^;pr$F>)FLSw>;5OtTlb
z2}jE9qUDB~F7y0K;ksv8X-I=edEDe&lSDo|p?#ZcP6AMHlp)nPtwp#XuoNW0k#Lj{
z12$3zeGMCd-iMfkO0<gSj`1t3Gi*U>W;(6?EX&Y|8zK;-5Ts60;LN*<v@PP`2AICQ
z3#bL%Ogu?LhgthQQG%Ia=ua$gV2hnPo__{NeMHfaIy>NDK;rShuZROyZ66kTyb?S)
ztQKLpG2b$t#1ureD2u-|R^fYuD+%EsiFwG}W&RyRWUVh+b|*t5^!`Q)W4d)aAM1WI
zhmT2YhllMRHu*<r+2PYb^`BtY*m?~%SPwfvIDs|dE!70CC}<P#BWu_hRej4~!wo+B
zFW21PnNNj>v;bAZDTvXa`Dbtu2zd<T4Qr4QK_4H%Z_UCF$YDSL(b9yxkS;fqwvdYB
ze69_tkUHN6x2DOPQ|qTe>mwa5_gQd~et^YfgbBvHI!Ia_=;MR1wi`j@xQ<it>(J6L
zMga@a3lR3m4l8F=p&z~n!yn(lFDi^3$WccFYwCR1L{Wrv`K0%(<noBqipkw$8%Zr4
zFv+QI==(@!qywpO^eFZ^SktnhkQkDrKkHkV4}Zbz%fg}iT6hwC9lwrXi+2%u9zX?m
z<4589&=92#`9!S^jC^#dt}G&q_?wUzj{A7GZD3t;ZbUpPrZLXX+JaRpUS19tHyH?T
z9#2|b69d@tP$!>=zlpZaCw=f~17D`4i|x)<1}lu!3HL{RK9hePtm4CN>k7<oR_}L9
zx(=_)FueLCG<hko8cAos;6kXTZeua1f<vK%ntQsebnz2tRm^S3O#}<@E9b_$N^N&k
zy<9v{fZX^rQdTsw3qW+aZff~<4TKi8e7o{W$LYlT(7Fy0p`%A2#(HaNa+B*B#I*G)
zND7W1ykrnJJ{}|;6{?P;;19$t%w&-~Ml{6iYY`D)7fgYM7!3<{+uC;J8w~8SmjhXV
zglM62Vu<{<{bjDh-1&U|6P*Bh8fy2zgY(N@HHv_p<!F*#NL@eQW+#C_MORsBqmQG7
zlP$QUflj{+!!PhjXx)+2MX9K+<98wN;|LQu#IOnfsYEA0kiUY=Ptb>`g>eHyce0X5
zI$<?2@;Lgne-nv}^Jv;aJyTO&L_NtxO;&l|lCnIIrIOD}6)wsH4Y5%5y;?{ha!wl^
zfsd3F3Z2=B%7%w_<56#6OSJsq?!Y2Jc*wUDRkQvR9td%+T)czX0ii3F62iD!*aRmA
zh*UX&=^0BTVC{og+{J!BfYs|hz6Me8ay65?FPjXV6v^angnu+xgz%R9>#qb|K|qFp
zy?7duGzNr*&*Ruf&+1AajY(Z9wm(KBRI}z`R>KQ*bOdXU)^zkFa{8An<*Zy_UvebD
zB3q!)c*j+O2<?e;W3)M}Z%9CLKxUQ?wBkTZq!Jb;OPnBC70d%2mb5$hyooys6*nJ6
zxI8askhVJ@CMqxRfhY*Nb_SIm<&**Xl(FT4@;EvnXU0va!mr94o!BCZvaB5QNxL$@
zS>X;F#X4S0skRV?zCb)Vu^o8e(Mymbp9ie_Hmv0(=#vXy^w)xC<Q_}gaUKHaNxwmG
zY1eBvVyHEcfbld-*&s2kYFW_6T0URP&m=5{$q?th3Z@Upw%T=4J&@#K_#Pg<!GZ$}
zTC{W_9<|0rRo_`oqSqsjI|#qXaoFLvRhzCdU|9sHaAzWw{La!T)QKwl1Y3`yw;)!T
z)U`}{&U~&i5T<R*h~=8U(Ls52*4uhz=Y&lM!0O)HMkDAGwu{!DR&D6yIYsLd#6=l4
z7$Am#WHA4$fId4M18J`#D#S2b1@t|7+d>E2K-&H(T-;6D-G?~t#|AJ;lnK^?P&pYA
z84nj$gM{}sOT+<NYJHjv#>ba!y@Xl60XU4h>mEyyYBLg{BTDDZU=Oa_CgV`maS}3q
zv*YGmm1&doT0YFT*R#jwo(|jV;Ro-`ecUGR;xcKh(zolFA$ngx%+%3sq(fw=k3rU7
zm-UyK66^@7Zfl8_w<+vTNQPevEVm5nlNPDt9q8dAQ)EZ}9s=TB|7NxmDpB564KQVR
z2~i>amZ|*;NiYICH|->oxs@}kt;#o}9vU|h95G9#8Z)|p{&Xrzl%rOw<jU<66Zy7^
zL+052Jx~$F>$(%GO=xRoe{=4HQz*21)V8nh0`?U+0wYXioga*JH0IeN7Jdq~?hg{K
zn}t)~167tWR{8jskXn$w@bc?rdo$U2yptVOi5LSHf(1sqi%s-?%Duv28MOm=oStNn
z>*KJmOqxJ`*zQCou|boS>BZnWH|LlZ>uEnW`<+j=;F`PJvZrzJwFKd7O1HSJ?Gw3w
zP86KjKfAw`D0qu;jy}{f$@-5AC#0?TEhi6%yqT<@HbV47!B!A8O$7*q@M<_pH%$^-
z#y;oZlxYN7;r@O;cOui7N@fG`FYpVJ5WiJQY6!bGgM?;_-o;@*M+}Fd=HVn)6dF{7
z4hTDuN``GW4YM#6SmBu*2Uy*4`J&(!2S!w8p0$P}<8XXf%Q<(q6&;)1b4t-;`<$aE
z+lq$U=H`yJ*T>EH?B@3Rc;2+!vkh=D8uKye5p50BzES;AM>6I|bJrg81I4GMsE$K5
z&Y8*c$BytT3(qJ=xp%5$md~bFP_4d!HS?Few>RMyr0U<Q!r6;C584CWw!r;c`7R@@
zpjC6?QprM}^ZnHF1u6L^`dOtG+a2(9)nV(7jwkWAi&#obWtDx5U*yh*2uDQN#W3Rh
z0HK#t>W|XP-IT2Ri#>bYCEROSGk3zYvKLElXG%7-=1v^Fz>eJ;=7Vul6+4YLYHV*U
znZ`G>g`8<s#ZI!@#=3+(4qRFE)$G=;f9*&H`$@k5&_r$v3MMC89$y^5WI>Vn!nYBh
z1q1+yri}Y?%DyhJEdjgh-{RNB@81IHZ!Bur6WnU27XOmGI^a(69VI(s2Z>-;_xE^8
zF1*2pCT_d|S$cJm0mIN-1O_?Q<8ubFqNGRfEPWfLdSVWwob&(@v~ADCh+Om_R$KXx
z&E__AjGx^0{zGllEVw53W_x{mE4O{msr9*VTPs=D(Y#Z&@TiXdu}n&HPlv~JM?LQ>
zaZG`TK-a%Xaenl6LhT)D5t9nc*w-%W*@);8$CIvmkFu;gdYv_h<O!8IDv=Gy4z}yv
zCF_BTtHLRt?;CWu5z%lv5-2=OUI4Qn#X`;BggW84+DT~nmH+{kbDgA{Kp7e)4UKN}
zlUF`4;ne)nCZN9Lli^vzY3;AAkqhnY?C3+`Z`w8U<hHq^bL|H3=x?6hQ)sV`x766N
z_WIsJ>%^Pw_05I3_gn26n{d0Ab#%Y)$@F?)$7^MM+`d34Yl}Xs$~GQsdjYz~`D56H
ze_u?shoM^+bbMg9j-M>B`C_LSC-TEM?B1h8$w-OhO0p$R_Q3u=OoA~QBk$M-^Gpzv
zZbS%4bg8ee_WX@5VnHQCGWH9eeC`y~YvO%;jTCRnJ+!@*U6)KmX65AJA14!$o6I{(
zTJ1?m>qIL&cBM7g+HKpm*SeF~d2Vj5_2#LHYm?}wP!BFw+KyjggNmMIX$cP|Ox}>_
zMkAmQpAr^5-%cBF^w(qtXjJP-%OV40l5vQ>Ki*NWj4K-8KEsJY!xZuXO>ex;znSmv
z)P{By)=X6r>qVRZh2Md-F2di^vP%D({+VI`Z=yMzq}|M_ajh?x0al+cDmIn&zT?_d
z$~VTHFh9zXdabq1%#O+mkYW?g9pDIkT234lu#hpFZ;i|9{dNj}a=djC(Y&e|%G~~A
zIB1(?kCub>1@WJ-{d>&UQ~f1u1}s(TjgA$HZyv*<1wCTLG~WO~%9L7>ypJovXlQmK
zm?35lCVTV`dpXi8li$MDRm*HR-*ilvUZrF3{%FD$87<q(9G<c+kq!)VRQ7G(&Qy)H
zwJCEh?G#n|7F|!TP@f^EG|}AnlaAz(H?z>qId&i?)J+}Dk4^AkqP5vP&4UBAJqJ$k
zpyjlNT6`}NuFjvd7HK{7{&NTHdx_TgT=pc6RJa+1o^G}kN{3G{2rh@>-zakoJdC=t
z0QSEK-hPcuXg71oj%pDW6|y-ZhV3D7<2PAVeLG7uoc%^!<fV4TOcqV1uNZ2K0yGfe
zaRipgI0sEd&JunI^xht@&0zb^e7gYqTj0<Y5<k9BfcaC!rgDeGsV{&oYWCyMwOYCR
zJ`SPrs>!(n<0o2H<!!3<eu36FEQb%Q#zEu2JBLGBrIl};<i*YLz0!I=lnawLNjsdc
z-z@%Ld_H?A1>95Z|0r_K$(NfcC8^Y_dR4QlBjqk+vZl_x=&Ghlt90r*T;z7n&vemu
zJxg>?&-t$Ytl^~7Y5}h8&|R5@Har&fEXnoQqvid%{LuMsd#&!IQ$NoXno8@gdG^|_
zWj#HM?NRSgZ+?*BRarB%?iz&GAKrhTr;h95q)2CGe(E1Gt0tWbdX{wANL)0~JCvi$
zE5|Opo{`wx{J`3Wr_LwE{grv(E~UoerJ0VOXI3>AEML}}wIcM43|%>7k1m^9yYE&C
z^T0FvpMC1Q!dwZEyE;>v?#j-i)z`{JO|`6Nagr-tHLs8uqxX)nKl8cMrB6>C{H~St
zdrv=e<f-#W_L-;B8Su!3V^W&VE?o$h%7fT8onM~oPHeoT9`@OzzJpWy?Y8-6pFMP)
z-S(1ao_XrK=i8Pwxgh|W>oUd01<NvNsMGAY;^O{9>m?8Fy>@xB=?l-@KFm#*zwpxT
zm3GsC=brg<|2&(1%08pm6zN**T$?F2`vw<v$kn)E-gUS3FR{B_F!NNkE$kCV*DMDr
zOg?htlK$lVY~Nkal=#qd_kEqh)+N1g0W4vbqFHP7SC-7*2Z`OWsoun<x$V#Q^X8`X
zZ+U)z8~0uN)bc(naPOt9zTU6!=Dz_@O9KQH000080OxDhS}9^Wg_kw}0ApVO00#g7
z05C5wFEcMN?R@!j8&`hk0|?$nH*{Fy2||J;fdB~7H|!bf!G<lv7Yyq%BypNxnq+~b
z34+qd18F4!N~>f_k<u7>rNHH>gp=MMuv-}~=g1Z|n;4j&Y6?}U&2q9;yZ8~C{spz0
zOfWe%%x=Z|eHSEqruHugRI;Bw@Abob-}Cc*-3_b7X+@|DA!I|pp&)b+S{wZcJ=cwp
zY_lK-vY?|9MqmER=PRE-{(O2GyQUHOw4=j{jeK50hb>n0tJ3;cp-|mf`7KGZB4<Re
z*Xu7K7Ysa^hB<H_BCv$zuU+&FC6q3t(^n-j=gCw-FVxvkMXn>Koqg9y6QPj7aXdX8
zRrwk+Uz_faPU;0`I{jw@bYw!W>rOs{Q!iACd<JKwkT5u2uUG84m^nJFVzIlg&3yHw
zvserzev8dq(9KYh&yYsWkeES7g<^u?p-Q5X;&39INQL<Dgi$OeT3@JQ{Oh;!PbVu0
zr0ae3`y#5{EOKdLyJ=SV_32`$SP;uFL!mUs3w9l)#RheZm`D#h%;(YJHY++E#qei<
zV2-bE^gk-7kapI0`<-N9p<Zy-*+4~gRzigUqIlZrbQU<Cu7`A;<9Z>H)*0^C(-?V_
zN+DFKr&(_?p(l8+Qq*<5$ghfG92Lv?niyVG3Te<{nlC3Et@GtXDk`oA&>?_duSC-f
z9Y3z7(=ReP)uAcWQoyRJ3ONBT<WwoZhvOk9*cit{PG?ByD@s1U)_Ql9bU{z6FZHu|
z3#c_O>@8j4*H@xyT9~vG_9^g?id*ZeL~&Z^ONB8i!~JSBBYVKu(&@rgbl7S|uT|=m
zdOwq(y=a;ymmr`*Fkf3_QAt-4YI?ViNg5T?D%VfciToZ|Y61L@&w^FVv^pMvO@kzv
z1w~ag{YaA0)=HzQkc>Z_E+MZ}viKsflFENVu76EJhMow8gu+czH|>16DqO1mT7?Ic
zB6t=~v*lKt&Pqj?UqUYkGs7VeiNGt)Xqw}Nf-VfnUr3i6V1DpTI^P~yuh_h*mcTew
zRgb25ZyKiOb2<uW+7}6h5{WD55J>$L=rd8IVjp*?X!`L5zo4kd*uhu&$iUZvhFNCg
z6sHs7!i((sXd+Z7a6Ag$qH{bA;z@H{uNTrP#|vPis=%XZmE*8#H10VCnu(_0VZERk
zHOhJ&YH8eissakF@XipZAi<|3ChcTXN;vq~2L4eARklN0FVYR1lDFe1%fC6NrD9Ef
zc>>i#39$p@ETqNGLVCTm(nP4j*K$g)RP-pv)1d4Y4(sJR2J0pU7>$BSF*!Rhc6b2}
zzVA5&j;UAfGFz-eCU}wBzu#`+py!aY{s!rJQYuY7wv+Gp13Cho>s#)I{$=mcB--BG
zkzL0Tv_dGHgFtvJX-D-$5e3mv@C*0~fD~{9q(UQ-4ms->O^~n<B}4qWj^Bs*z#-Ec
zWR^6nRfYNdD4Ln}CZlPrrcoCDt){V^_!1aV1|9R)5v)>ya92#gKP^9%rI*pMuR7)n
zNz`bBw$P2<qe>{y&_iS;4HVbulJx8*-X)ElShe9M4LK1q4cb)!OQFlIS5TBRz<`~Y
ztiRwy6^z_uhzdP!N4hi%MxKU91IqyEPI(pBN;FFTrDmL7zh1zvk{Dg66iP5t2>dlc
zrZge86rlkYhpnEk_~;Mcqin!!LzFdr`7fXU|EK?R3nG6wh1zSe5!3zJpdULdMak>1
zV&vUuLl%gx=yi0&Z?QlM{gu)GNBU=n$BJbsB)cU%?o(iLi}h!c$6+lY_pc29BgH~K
zKO2C-Xw{D_C27K8L9!=eX|q_d#qGCPGZyc!T=$Yxl6+EWz~``j0du3{@Gp!2L6g#k
zJRz0r{;yxNYqzwK-Azav4*2^XWCY1CeF2%_OGGaI5PX15^0f>9S-K%5qzon<e<h(`
zKj<6Mbr@ttN$H=_|D^xVSYUCbr@lV&pQIc8Ug?YDUg=LFWM8Y&%WQve#kfz(tUo@u
zD3$sq;VVCsGVqlMPm+QE3l=&ph4y^;gRe~eBc->yy|?dAdyXkKtEJ6`iC6c-V#g;R
z-x=(n?bqz!AC;j4dxr))`;IAl`nqMAI9f-WwY{A<8t7d1Qi&5W!F9iYSv?S{eGW_Z
z;^bFnx~z;0!{=u2vB>b?fg$4adk1>=>?JdH+1fffp#jDulLh#sFZziGQ)T_NbZyE@
zgaDIXn)>Rb&nSaKLqmhF_8wD)Muvvztb+%KhiR~ULLS(+pGMN&c3Wo;je%{MQd0V9
zKMN15AOOEqwtjWbf5U=BdJ3V>HHazYRwZFpW!V%|C}8R>1|14DbdGPiWYx{_tR8UZ
zIWC(;qx^`%)di)(1&D}(8Yi5HQ|prj-C1wp72pUhDhT|W<CKyJVxvAHJkS!=#!13=
z)D{kLRm=|`LCF(N2%;QM6?MCqA8H(3P)%Az2}=2xw4PT&My!gj_Rvu-2;vrgb*g}z
zLMqK*wOSR@Y6Jot4~5iSzKF=CuIG8VV8}9x3Hn*6J4HQ|h9z^EICLy~A$vPf^eXFw
z1fsVD29jwB43fA0NH8tV3K?85K}az0FCiEhRN#2AUU4Rb0`0mXi>=iRqxNV~!VthC
z9~Vr1bJMlW1ygb5-E7pMh?&#mZ=fe{f>jMd)>8%9tV1H>q|m6!)fmS^TU&aF<J;M+
z&BfWS9LR+@+fC`%ZWqP{WsVSgA(22WWkOr*5p1i_k`>U>R-K_o#a;;00UobH;Tq*U
zKCKo6kJm$}RX-)5xGRda8Z}ekp`tyJ;M5fe>mKmA@s@P{L5Xi|1sdrdIuy*NAvm)Q
zZ=!8J#SV7qJAAuM5DDL|#buiw<jb!SjxMash{c*h465#qb9_^k^FnnvmW#!N38ZAZ
zPzq3Zohzko>WDLPkeV|c6->R}V%v&N#Kv%cL4}Ivv=eN_`K}O82vtPgPyyyCcz+$~
z<SLsLov5QqT_W(PVx+K9dmcI3t>`R772T96{y6#iLq)D?<>3GBrh@{8j5Ib#apxLx
zj$gc8QRBND&$?unjpORBzJoa)Mp`w<aT}ym3&#yyv)ehI3*csx<GVY%J1WOrs%v+L
z<FQyyt8yHN!$qCrPQxfvI9@S}g*wOUs9xdt8_r6>$zf8lB*ZfHdRpc9v<pZ!!yQrV
z^q#FiP)ol@J010x<%tc1<eD4~e;bW<T2U;8Qz^WMbPqo+x64YfjB3H3bkjlAAd-V@
zkP_2^TI^YNaUd2m0vz9IG~znoT~_p#y6ckn5_l-GiEXxL*l1nd+EMxFaM>OV@>wjF
zZd*6UYjzo@IBo_&r($;3PTs|FRacR~t8!D;IBpN45Z{WDu;Y4&<3(K$B{&XcbkWZ7
z5Rhso#|vt-P~mt5O7IH9BOq~r$9jP0B$%d#fH1@C&!7?5>A9F3i^bShm8u3GhCeRK
z=gtMSU`;;RO$Wt-<&?}XmNnVra#G}AxomJe7YiCWF29g&1fHQ%J%{xMQunfTZCAE8
zVO_A?H)XdiyN6Ap?}m1E`6MX~YX+Y@I;gs$9IwJ^G>VTL-->TNhsMFH&d5m4Zc?`z
zQ{oLhxAg)V@35j5n}%#>bJ$awuJbvHhEX*6+~j0J;GqO6I>o}_!x!!hL9xXb9)jEh
z3x~NsC_(@<>Fgs)Ei8v?&oO*guk7j^H*>k1$?(Ty`u86gTCm)-chfOVt)?~kwXray
z7=CR`lgpUnaxh#KxM2i?2FC+tvx+%hF#~3Z<2&&!<mUM1HkR`ox7o5N%W)lrDh-Zf
zattKqhjJ<<=Fj0kj^pl~%FeD>kIS~BGCb1E#pUOagTSdUtVT><OckAcxHI8&7Q`|u
zNLM)yL<2`T9)%J$%5kXibTJ+jWalFM0N8}4G5okKYkQ6=8H8Y(0fs&%<ew-FLo-7E
z&_%B_t7W+%HdxkzVn#y?2gL@#h=MJFgD)`C8S%#u>h&nOU`(rCX1%%rIfwR+`k@?-
zOek1&Vf8W#b6J~B=HYBxcIERt%oXKYN<?GGBb7SGo3d;e9B(uNTU#8@V_nWtd@Qo-
zLX8(#V$n3%ibzKZC*=qvv7~jqz!OVh8c(N1j2?8kq9VBBY0QJ`8x>R+u^2*VDkV~Y
z*}yrDt2;Z}A_c&Hjpnc9r*A7cti^Kwp^J{u1BSW9uZ27k(D}8Xv?iN#++Q}HWgc5C
zhr?Cwv9Yj*<QEujlu@vSYpAMmJQkA;nd3kt8<^wjt{dwd&mxyC%kUSnSvJ}c31Dml
z_z@5kw=z4@iD*bGvy+-r0r1j*I2qbP@m+obBqLis&vDp66LTCx1Wk#vGl;fzaYp8v
zR&|c!>FGx&Nfo_PX`MXjp(4j?sak6u*ACth^Q#a+#7R{McpX2Rdra`po*Jy6Y5YzX
z9aGbSVU1r~Z8l9T*4%97OtBX&hMF8FvX{m9vLQqQ8K8y)Zp1V#$VCNFRO6xoSq8;$
z6UVSvas@TrVvAYZZq~-}Y#zCU2m^X$r^0ayxVx*Ll>mmE3ctjUVRJZV<hXS=8jX-(
zl`a?B#vG69T8n0d&AK7H0VrGDDNg;<(SkV6Eucz8jEBmh-a6(5Sd4F0A>1;`>9=iW
zrzRAr^nj?c)dGd#XW8SAl<;>-Ic1l_FLtqW&_P#JoR6kaLgyQOt&EzQkXH=LLLC8I
zm2(`A#mbt&k4>u(guJg+G154vY*xcTt+hymM0sEY5vp?BjFp=P$17X8iYObh`Q1$+
z92d&wUE<cq?oNJ(<J0weNSsNB?I}~tlLJi~90zv`m>hRw+pe4A`H-e^r9^@z3WJw{
z>pAMBl;=zVxNzZJ=9f-qB~;}8s;7Y&bAPSrMYH9{P{-|Zd~<up)rtoYhYgNbfX!4G
z{zwf!J`>162Ke(%Is_^xBgQYSna)&-UpkEnwr-Axib1=b;|2!G%ke;?X$Cls&1zNP
z5P8ZP!y{Fcf{5g#oI@)k4lB(tDvL;kwXharxIZ9gp7H=!Hyf4ju->fOy_4rxZD%((
z#Xi-%D~~yz#(J?XHj#i}!||M9#9E6rx6B;Jw{|vBoa38~pi9I_*&Yg38SdAerL5<S
zQ-|pytT*H=6m_8$RMAbbb*QF@R!EkR^EQ@(ApPt5R)uFrEr^0ao*fGnbjb5a9hVfS
z5cS4CbTa-BfV!~7g$$e%JSUh6^7N{tDwew7Ef&3&9u#;G7@!z$28=4ln`YIhGTa}F
zm9Ba|kjr7M8s$kmT-IdP>oCwO-VbC1F33A^P?Px*!XeWT?9HWase&P8fgo*i9Kx8q
z&2e2$)dZ_EfX@^;4o-~)0}BMUOr7IfJNd0Gj@uC0%nGI@<5-j9b~`rh9Ea-DOfX6j
zf!U!pV(OP`wHjB93MoS63X@fJ+a-)IR&5##cbI6-`{+F4(iu=dAi#YC(p(_GuLs7I
z<F@WM^~~GAZ<^&8{ti<+#<en6d%>owLhWg}i3D8>HgT-X@m$m3bO>alX(%SlB#dOC
z<tn6GjytqW)a%z!Y0C2fDLRZC*G@n-xA>)%9rvyfYaR%d5T841+uRmRQpPo*hE&K*
z2zBPbrG=qEO&<_y(|253g79wYMpi7%sA@4mz(ciEs>sz~H*tuoLAS#nA#R|XB5DEA
zv)NiaqY>gf1LCw?6+{5EjK7}1pE(5_Mi0Ex$r2;^h{T}lrr;1}16)bqft)EgN+73U
zkw}`FGiHddimFACkmV3cPjg(W;#gI1ml&`Dj>|!r=6iCQp#?KPpE!-m<+A(^i}aBH
z!$BVDYhh#r`JqlNi03>?Ie-HJem_!otGZj{8QbQjO`PM{vONEcM{32IouA|2L@^{D
zE68D^nd9d&fd&eg9N*eSh@4HrlAqfNZ1VG`SPZq2l3A;TQ+!DYd*-_yMTU4R^Cj(K
z*N#YW+q>?a9ez~|m8&8p$`B1=;^ZxrGK{a?mHt}@Wubr`=wwN-(a;5RAR&%36NjFe
z@}4FNG+D;>2XuVf;}4jnS&tv8vz$jsA-QPovM-vhV{uzs(PUs#;yy73vt_b!#4@uU
zB@E(+-O#57!ce6Quml9fqQMf7->9KE&lxON<roj?!CWXOOmoYPD-}VEvzu8?jQx33
z8uy$@$VFuEt8l1TPl&kC%r%?*DqWB3B0+4as1g^mxlNZ%q-TT-G2ToWDMQQ?u3?eR
z@YYr?$MHNAL?Uj5u%T~pTmx;E1uZb32<A8tuL>(`##(y$k)nfRnE%+pvo^4k){4zW
zKqNdfBYDn%qH<<Llnvl?yf+X)cF&odi36e+qCo3gQ_i$0lI~!os84e|DC25S6emVb
z7P|tc3G<X60iP;!hM=X&8fOT8%^>HhsWOzXoC(O)sv-D;5om6S(7dy~yD3Bj)uU^h
z<D{(2ay%j1%dN$RK!HL9*vyG}^uSi5!DEw(+;JY8@)f)-7`z776ywYj*U*&blx9>>
znBSAHY~vPR$8Lm0SpiI06Xgb!uC*G+!(mP4<%6S+qD)yo^y@lucwYlQ$_<ck=Wyuc
z=B`d|q%dc7m>J|H_n^ROu<VhLee!kF%$bsfnU7I5gi+VbLQzn<?&$<}F`nWN8fa?b
zEX1}Trs^C8ANp;tqNT!G?IU_N5yp^=XkZ^!Kr5}&I}kyvDo*3Hnx5l$9LZ{&<5}Cb
zEh|p%T-z>jN+%;A3;fK`FjFadMl|RT>nQ5+H*#ph1KUJ;<40(?+ltOtwzKZaJ~~F(
zX~cB(X@+Yxv!-#}&{8SP@g~}8V2<ZE^P8K1_gK-(SPtzc=m8~+?KOEC4fa~mOgLOK
z<R>Uj9zFO|;AH&V{UTIe@Tb{9$C-M=4DfMgAhYHH1(n_d(lF(fN}vOiJhq^K{PjS}
zLauNGN?qO=pb=*747&_B@xSvZ8m@!GvoE(rLoWX1()EaE10gd8B~=m~=(i#z23e(i
z5RvXDBDf}}rr1@%nyiJ{RZ6f{)A&~Wnw)vxGZVm?&c9LF(L=kte53NFEt}<6sd9c>
zW%#?>NZ#c8iW-@}gaw)gh?7m(2$U8)GmX$zBOs=9ZSL?X-`#?*;xncUy;kGjWXQp)
z#_@{FwZp$@#-&!Ui{r9Z3syO9+D$V>@q><_7afEKQc{pvQbWiJ|Jd6KVNXlwJrFf`
z0*D$?N#L(K_LI>hc}T<qe2xGf2d7B+6i`GcFl3<<KvXNGyb*HqV--Cy0I~(W1agCj
zxXL~y02O(2l6BPV1zZyyu5@vFkaa-0-3$)W_3TqHuEu13LA6{9hQ$S7O<Ik2Xkodk
zi4IbZX}lvB)37W$;(Ajzd52tayLHilT|km}hi==<w>ow=;ln#DMHEVl4p|O|gS;aY
zg2XF2LZNu5!8@|qye-c<_WP@4{QDD%9!`bBtK8;7TLF{V+<s-#Cfj5`>!>u0tu4_}
zOW9MRBLzf0B|3~)%rIDozgEkvw<?@pg1$ll^MejHE=TU$@Ns4UYIiAf9R5!ECGt3&
zZUX&2XrV(TZ1IsHhdlmV4nGC|4Pdv2q^WTr-?1vjNef*EcBbvEb*Le`iunSoCPXXV
z;g1FIj7LG$8Y(j{iv-Ix=%w-iDpZRF`DF&sjG&kgL-4Nh4tGw+EfHnWZbf_%#@Vb(
zbnIle^D6IX<hNbhq9dwLV<EeM7OTcY2P9;@A-<!c$15$@kE=V}^>GlF%fjUl6wlm+
zDm$)Sw{WfPiYw3Y7?L#}V4yZH+U*=CcVq=#*5D7v>-Bo2&I1zH+z%lbgF>3^G#~&0
zAkQqINeGi(5(p))Lx+llG>;SdmO&o!(8de|LQ{XjO22`qQy0$OfZ5nLK-Kk|UJz}y
z+2rxitVDIpmlZWrX%RW(T(#QThM^fv9`SHFll8o7gtan{P6p&Cz8Altp?=SdDaWc+
z9)R5@Iu3kSmACW!3-j4cBqq-1^V^tzVQ?2!8XPZLrsXup14b^#SFbcejjb)f`@o2{
zH*K2-xE`wz9JmiS?2yBiW^Su#d>{;F6Wp3>c~>_=aiM<MUQE?^hrMXp?V<y;Q`Wez
z;8f{Vk0?}s2r0(zbu>yZgAOudUWk3z3!xAQ9EjHL1&2X7&`GXj_c(MEgaM^-pTjIg
zJ&s)IhS!n9hsb|quM(?jP5e9E><f$OLE)TArC6&}g!43I+~-jO2n8`uQB66RYB@<W
ztQlo~of(wnM;!oXK$yQM91Myb1o3Zr{0L>nJPL>+FaHi7w7r>?^Ze>;Uf!0))%B(!
zhj~ZPnb3uk`x}iC_9#1*xZ4fOAu)Pa--+`W9l@zGglKw|Ttlr0plqvHCyqHl7UQ<O
zI-vl?jDdbwthDPowu@W<kuAl8s6Qs-=fHSswVKRwh;Wc~uzHmANhP0$aOFl|u!CIz
zwag?yCYV3F0x}o!gKn_oCD%lW*OZPE{@|Z9182!qPe^Ew4`L;ht!wBYm=^qd(h&f!
z`c_lZV#Y&idl4O>`ZO8>T64j)YbK_|=Ae?(s)qR#!$CDD#&H8kg2wTjW&|}c9@*up
zz{6o#j1M)zeL23pyQ}VSTn2a9<T%dDSm2dx7RelU=}t7=nm-tf0Zzz5D1^4C=R5(4
z3X0t+y1j2<O~d#A!-F^#4syH!xjMx0?B;eh%kkX?cIzAur%YKE^T2qM<1$b>f)jhw
zwCs};O1+Ni^|Od)6sEVQ905Y!klzP6rR0P3^R7?A8^nX4$RSiNVE&?mx-n>M64-?Y
zuE1XUKwbdifXP!7QS`qeY8{`HO5X>iVr20|v~sQLw~#d`gEnll2>T0yEw<u+ITp*c
zawq6T6UirRRI9BHO*fi;;c&&EAv$tpU=_kq1EJ=lSOWP*e1{7%eqMCAwzqe7c!#zd
zuZS;?q+EK`&m<PY=!i$zcJJyc4_f|89Q_7_ol`#GZB@DYIhz2&rK^?iviY5CRxC0Y
zj<ptP*Aqn%P3-of9X}q|M6#v#(s+jmZ%;u`i;&3nvR5Ix2>ha*DFaP<3DxuK5dJ`8
zWp4z$MIW><uLB>Gi88jyRk=Xp2h8<!pebI6eRkN#9C%nj*BdqF+7iA2bg|jQn3F?8
zciOS=dsW}~<B23PWTTn;5K+1bJfT`PI63uKQEANsna3`-`kS>xD#rUGhFy;Oz_CdO
zE;n`2p=@oTX51&H#MmZ_o}JCCYe)2K=h0?X^w?@4dqwnsi<dRgQvv^K%?7@iZOsPB
zvl-(({us*q8;|0SyBnc%yk8~{tBEV!TRFE|TxpoPVThh$F=3jmo|Mt*@f)$yw>`jp
z;dAaQjJ+w9z6A*f$@D)SQc#)tU$xV#Boy@l(}Su?T$7pd5q=?2{tmgy;vrSldnAJ)
zt4AswC+yx1SqvS9nE4l=GpKfRe_&<Hi)lf*DwgN8*<84_@E}4hF#$h~HAGLWimF)j
zRD+PeT0JtZ1x1gh+oQ7R2}8_j>0UMvWW-(Ft?qK&`(4@0D!5NxcHwh86;&E2$5T-%
zT2I$oj4!9>bnXH9yluPXrg1Z*2SkiOv2ZJSZ5aVsbZpv?Y!e;%{EjWpvRVWRlJX#5
zdXYS$E|!kTlNYT`g=JZ6${!5wM?CbC4-4g7iQ7`?2fhm+>Of$BI~fCB^z!8KKtR7l
zpZ@?Z0YTF=Gj7j0NOrm0eKOM!;T>b3${^wOlM*?rDEa*o_5*#Kn~VSp%>BKEoDF~<
zqZdKFulO7}VgmM}Wo;tXU3V5-dx#4TD`lv?On#7HKxjAFL4v=km9`-zYqG5I=bFlp
z24sHBV8`|fdFY2c#e>WIDIR?*P99L9>$aiezPIFj9-m@|1>59l7=DOgDGWwceuxm$
z46Vu!5q8x$KSao@c*n(Qp>E_1emI~6s&Z41-MFf%qC(DRv$jo+<6O)XG}2xy>VlR-
z4l4>Ar{IsEqgAaM<ak(vKMd!Q@<+#^68`Tt7CbZW05zZWlDiXQAk;qxp<;)Z_#sqM
zz$B3F@nf^}+q96n0VAe~)8U^|2LDS4rFt%~)<#mQ-)xY_w4opaA_+|ETNn%<|2LLm
zQ|ffR$WyN>hf@iWdYf1_L`tq|T9x4r<BQ{-B&y0OGt8-DIHe0J_e4ZC<Qgw=ws0UP
zDETI2D<K2fhHQC`yRhsMvM&Su7vs%@p_?4fHIOcJ;zFn;`_NW=E5z|;plJqpxzKQD
z_IPGoSzCUamJ0_Xm92{VDP|7jZbXflgFlhLP<q<UV$r<FdS$sL%dFQ?DV4nt*|)Yr
ztdl!YijagafIyV)k^nXUsVJipLasniL$i?3{tM-Vke=|i?>rPwf!u%Xpx<Ze<a7`J
zo=-wSP~tBkc|q7~JZ+)Vqwh`vx3>YKM;Cn#ocUXiUk;b<c+S_SRTMpCp%#n{0~y@1
zO>m$px9p}?HZ+dQMp$Q?7>eMcp5l-1mBVJr&OHi<cvU=hr>gOI>!1$;5kKhj?`-3r
zdt$rW6?Nx*);rh@5*FSY%NYj0DulQ7ILGDP?cE)YgW_`HI57~~%5iU3Tsz=$9M8LU
zwz;22AdqS7p|}`%xh2Gh>j^y}o(06@W}|qL(P%aej%Ue-;~KfA#&E8)X>bgvt)$W)
z_<)71dg%)QB@BAF4lzw3mDHLyrUS_^-zTaXmNILgpom{W(;g+KgCYMtf2L6nG;%y>
z<xKp2>TC|05B1zn_;>E5lgCVK<nVXdnu4JUmibz3#Z+Bvxf+Yf{5e33<g(a7SWAhW
zX|);`^hiWAYqjUZGeu?bD6GE`M@Kyh&bzkpN9@T_APruBb~DrGIa@bSv96PWV-X`*
zF7v0Ta-n!5AnxXDqHLbuhKX-ga^fyeE}%D?;&EQxy}QftY}SRc;<k+u%!%h!^kT>q
z?}?JfTSMYG6NroC?MHg+^HuErV0#C`0liyvfk!?sd->ouoCtk>$m{XAS}z}rIGxTB
zeuHdiWMp`l-yj<v8X6kr_~70>`wwtj>g??4=XkrtVr`?i>actVP0*Kge9{J*kjM)b
z@XxH(qgY{-^@R1yzmXoj4)NE@$>pWRbEx~6^5WZXhJ)m74foU2Q$ErdI}B?gjbXAN
z(iqym|G*$=*n4{V>B}PRZEZI4vIu?Q$3k8{v7$-(dIv`I^^QM~N>-o0&6?Q@D<GfO
ztzUlr*b083e0=B5t(z8D!PQ$IU%O7`QrD6T^qsHQ-hKPcH%Y@Y?e|ZTh69!~PM0z`
zNZtoIrtFnuJAKQfyS=lci@djDwV-}4e|=_BddYGGzV4UOHxGF%Us$A94uN>A7LW%>
z!(#a}%dubcO4IYom5)AJzjUJKm~!iS_R>`{{ax)&`X*`I&~9D7L6^C*m{=r@<FCJR
z;x*DZ>hbtIRCJE<@iEdku>Xkz2T5a~cc6cOzFyPbL0_){X|!3X#EuVmEkPt*Lr1I_
zS-XfHO{wJYInWo9$9jYOdqVmt)CiW~9{Q$?gr~pqPRk!EiN%Gv`JaId*OwFO0-60<
z@=_v68aJ<IuWXRUy<4|$-6f6e#`PN-Y0Rqe#d*?rIfz44_s1q+3#2hRGB!pxuzw%?
zA&vgt{+?c{^7am!jc%Z=jj8<l%j{jFF9skzL*bbj_;OmZS|^k?7}8d<9)q0xl?7i`
z=I7Lz`CHw`B8&5?LSE}xT9}V7ky+Q5mX_D4oG)Fva-F?-xN++?8FNRwdzZfYb3Oaf
zjVyijXLc?&KTli7gWr7RRq{IJQP0r{HyuXYh}!MGz5CdkNWDG1-94mXYj1Dko3L4|
z)PSv41iNudL8q6#o@UL!KM1+Eq7V02LU#E75eeIU4hxEUK??98FDTMCXPDu)_V=7J
zzc4?OI05@xnx8ulvqlmN%31Ov=ltB<GF@D9X?{6LSAO~8@_L%KwCk7BS+WQH=GB{b
z=rH~EwY&Go`mS$WzCrbPK7KBKfi#|f>A4r5Ck^M}Lx&HM#^B)KLF%7-<UNv|Iz?v>
zbqZK!yS0sa2Sg7j`^P3=Z&TnQtI{>g5$l&zQV^^R681@=GwW}$DAUu^-P6OPOb7YU
zDAU^KgtELaKezG{>~keP6Q_Edow=|~8gXTAmF^%hKfAb0x3|1JKhIk0Yb%SZWTRKt
z*4Hl6VK=UPl)gq*dgrEg`(x^Hckk(R>lf3PuU;aJH{O2x?YF3%db|_#9n_K0v5`^g
zX!{N@J00k^_cA-}=x!G(wp!_XaS@+%92EK|4x-f0iI%OFDs-T6pJJEovYdh8ov_W$
zuPXE>%BAIn<;y?oI;N~G&L!wtmgnO0YjmTt^GUW*RheI<+e<9O;|bbYQWxXIACt-X
zrG-U0?BepuGPU&d#mkp3l7^POr4h9&x%>AY(3fp*-oEuQmBATh=KML*@ICv?Q`0oG
zIGqj$jetWVgG|}`p4dZ!ad%IDH(9yTX0x@m(H)OZN>>mGfIoIv@Fj@K*r&kuIy&C5
z5Z~Unm&gp#|KslYZ6&$7u#~(7yS=!+y!H{9ab+d3PS?7)xUfRw3RDVn%M_WLouy%L
zX*RAVm}t~_hAgOy3)CtS%L%&q_4SLFn2fR;*R<=jmD6wC&k-5j%iY#>I!s+(U8R#h
zkB{STkj5d`lP(w2_~_^eX*>bO&NMDd{rybi5S!?>b;y2EqU0Y)8M}`JCx~Bty?t+3
zNDSzvflNY{$9MfKWSi)TH%`E=XBOsX<8*5)D{HH4`zy&c(nu^UsVidF3F6Qf)C5AW
zpd-rS!i<`D86DX`Xn85VFwdGR%ZUZ@CiezxXr7N;TU}bE(_T%lT%*b5-rbEHjm^1-
zdj25|gV(R#pk2Xm_^sDT!*%Sa`v{HAW1|jY^Nt~8c$K|-<-Pkd)YWa>-BkM)WM$fa
z&qvd7S@x2bIa408Wu@H)e>y=BvNRx3yXore==_?+KdZRho})*IG@gFx#pj<T!`_OX
zdi!0{m{V8cWKYW4(rSW=Wqoy#Wt*j?xdoy)|6&5kUS;u|x<KAWS5_8h=NG89R~A)u
ziG_oCRV8MUTw9u3VL|cgN6D*~sX#v7xO1B{@_O!Jp2fc#AJepZA`&@CgTN7w+jEQw
zWQ@7Q2w^HL8c6#O(5%&E>+PfQ&%$4hEv2AD%t92$<SbS8IjosEuL5bIrzZnK8R+X}
zdAc1UX8Tu!@^@f+BO@c7U6h76##zRna??N*!0){LP0~1dW<D09Ua-2lLQQ4;(#jgm
zXsc_BixgQ(T$rO-dQm-3twTw~=V;!Jtjwx&#A8<DvkN3j_}3HU(b8+lwM$otmhWA=
zc7sNSPw(CN<N;0RAK&_zrt`PXojwzxi<<OKvMla!Fd8y4GRVT@;J$%D#z#7Be4kbe
z%U`8QA0=%W?4b{7bhKmmVtJrnl89h>Iy<|Fc}bb*V{Y?fWq25*{<BW<9V5ddWa*=h
zu~Dkc@x$)JPO576Q^9FJZ3W++d5dtR<oWs4_ysy_X>EO(*un9YwMF7lOW-|JI*Ga2
z_#&Bcb}mlChhrJN;)OU121tMWV0C^W!E@-^@>-fqdn@}<_G3D2E~n={A=7N!yL+25
zx3`t^GpA|#n3|mO65)=Fqx&8zo#70XPCpB&_HNt2S6+rD+?DbKOZJBJGCFEGPJV63
z?YFj}pLjNUA-41)bOU^Q0NNxN`Qfs0dUX3pSeN`GBM3@y2w@{5AhHOE474)g7$y&9
zj*hv;$H*#N6E7U4q3-EdPCxe))vU4-4U@+F%IeY_X(U&cX%dMnFAxKAD+{x#l3*sa
zFh_bE3mKp(3lOFk$)t-5aq5`L>Ux5O^s6_nZBV=UICq~>jBEGq-l2keS2;IxhBVxM
z54R+sgQHYp!%*BS!yu?3GOfL*UE0IkrHu*7LL>#7l1gjTjvVc!j8~Bc1|*0+BuaI3
zazbKjXLk3vJv~E7+sKJd^4k=X)VS!cS&RVJ_c}&OvNtk%Xl$fJ65*3m;|{9)iRa(+
zPO#t9IH|sMf|$X=;_4Dhx2sDl%ncLs37VcFDo{;gXLECNEGfm~^RtXZ&djP8cx#^J
zu;kqO>iRlM+}E<#DMPt+_mev`THm;Pk435I%$XVL^b?a_TB!I($MBP&>7l`q5o%fc
z<w07m$i1D^vVeh2(h`7dPr^B<k=jb@9;K(Rzqj`bvVy*zp59)%7LY9|vL=B0KlTLn
zGs$5Hcf+XMc{DNtMIu<i@nPbD9&#`(A*atVjDgFJjE#;!ZFUrx!%+tln0xvgUJq@Z
zh@5-tO)9Vi<R>Pu)#NG>m|tBY&nM1;a1t5fgbTB5KzwH5f=aKxFax5at#gUR1hKm0
zeDZRV@xG6)X;)ct%YBl|QA5-3-lv9kN;#ua3OnKVPSd&$7Rl<3;o*afvxCG~<s|iV
z^h-4G3=r=9OD_%GN=H{$M+dQ}{(*j${<}KbnQ66wTxkMqJs|z8GBganm+ge2U<jl}
z*9^j<Ek7DAN!}!w8VD*&>jqlydi=w~ki;#SKbK0Di4BMIki)^8+&%RyE0bP(_srWT
zsADEpSt+%&oMf30jBA$Cym<xU6=^J-pNmsk5x)TRfHcm}EiO``1hi_IhP>tVm5*5U
zb93X)Et&uyKFohg#d!bjgB+7yZ0-W{PLLmU%CXY3;FKeSL&PZ=-RbV=8z7cvYqQ#T
z1hcS8rwvjY5s%W{*VjuKLthUxsTV^zPn^=xma%)mBGF$wDvW>R7zUd?K0Gqo4c<w9
zMS}#m5;-cD*-;a=Oc4`}IGm2LFD)S9qn@X|ZpMRNJ#p%d*Fo4{Aa#BjqPaNt0Qa0<
z{RVPb(f6NQm{a*Pe+%bl<1^xoiE|LzI1U1wpXYcyKC`sQao}DTlN`U2PGql$H!1Gk
zynB!1znlLw{~5<`>-Ti=P-pbQ+4JW)e#AF1F~RX62+~6w2hk1>as0qu>A(Sw_jb1T
z^onQ1Awjh9M_4oO0nh3NUd5jQ1sjC`$gb(`XzvoQsDP!4Yy8AyJq~N|$B%x)WDUY?
zNde(rg}R^o@`>!1=q*I_;qlSok=MIG4`^CKd)&&{*tlctPpGJ$oS1eWV^V)5eDZbj
zGd>#&3(Km?+2_*AA~nn<2!J%1sOM&s^VC#lpqha|<DXeT_aUb!7nYYYl-|WJQlq|c
z{qhDaLLc0@dyg99?>>0=>F<)pP5t&ATDycVoIXvn>><ywV^5L>IX<Gl-7z#cG(uy;
zzP;kNJGwe-o!zuW60DUJ;CS4Z?C%!|wZFH!ub+iMuw)x;S-2@nrT^h;{ov9?3B5N7
zA#ch{ANR>f^row0gx<)(UZBj={?<>T;6oG1k+JcyF;wn83M}sFiKAqtufKJMo#ZSh
zR_3YGuC6XFvAjArGe1ijv$Het8S2Kf$|B`#3vq>(yve2bDjj>};>tzJi*H}O#*VZ;
zyLJ2aebV^;{ZAf#pR$rW@F9)hnJDA4&Z9?;9H#Obf_P3c)WM-4rZY+Ex9?#p1>bG&
zpkWD9lL4mD1&+8e0BnAMiLAS`y^91whZT=|f!`8|{M1K(Oom(5FUk3me{>knlH!Oy
z%;q3Lko_PIxH0)bo>BZ=kXnX1HL$vI=h#?hH^giRew6aQc{29q8&ouFON_8Bt*gtF
zWT=ZXDmAV7xfxDy=Vq4X8DUXYDZyP@V5eu-k{4I0u<oTdu2MqsnRf3U<^12vefp3Z
z*QJkd-lELp`L|EJL4TKO<j^=j2pk?_2Z09;JaO;<3v1o<1i){#Wg@V*zwj#Ez5P8s
zgftBFb<<=am0;(n;-e>1CCn`7X&_?KB*<We*dXK^a@saYpY$Vl0!tPm4k#aR)aw{3
zJq7k<^*YAL<4B&Tp7%|ZdcgS4o~QX#NhB8+sV%H7$Cp>ghUemQOVs$6XMyaq3TQ6A
zFvnU8Dy;~TYl)>rMqI9~r7zNxhTGZOH!0<Rc<&Sa0h#LI!%sh>W9B!~S1-{CyvGCI
zc$T(C9IQZ2lAq2Qq{HOBb~`x^^4mHx$z`aMyV%(ku(AP?TKzqp8SJA+V8no^m(X84
z8t2x6B_C9qey@Lcq}0DmqS84J0sW(+;9ic=k_4H6hztT0io^d8dBA)QK@V#4D&x*W
zV`DG(5bO0m`;yPY4EfzNGw+gea$_a2xU|gdd|g%NS;4K$pP#4HKYn43?qO|SQ5e@)
zQD^y?-|9T$cFA=5`jxA6*qz(AKc<xI(@$~_XeE8`;e$_Up%j5yoO<x#sYxHPVE@n%
zc_3@wfrAGQkT3@|AkBvkTPf-Fw*xivD1E(sJ-tL$a$nED0JWU&GU3o4M*2<P<Mq(G
zV+19^UET%zz$ENU0u3I3poA=wQYkq>f2ayuJ_IHVfA_%OLtbU<(39hi6X00W&){i#
z#B(+lKT8jNfW|JbadD_LW-rgg6&iDr@eA`LM5wU@GneG-Y=YI*msi%37isI}#zvOZ
z%*hA$?&zP;VV^yG@Y(msOjn^kqJnzy^!riDVMbkt4-=Pi3_{pY2KLzP5|K)W&DKFq
zRTLZKDte#>6rLR_$^(7u1fi$1qo;>aFAJkynOUEstz`E)Y&bP3UH?(*N5Gx|=IbL5
zF@Y})fVIfrLK*Tbv<#m1dk}%755a2eD^li%AJX$H^!vogtRCf%>!{Ne20^{_${Q~q
zr_n`SU^fcZ=a!aef?B>XAEzfyvlqA<EyqtUuQ0n&&d}pW1tsSe$f0xc>iXrCD|FOt
zh%fBC;oiN656J|de)_%dF}k~P<ti&O-7h}#{4{M1jSbU-hUDG@`=8iPhjn*%Q4u(7
zDC2dsXa2oc>F?|7@29rY-z!lHi^r!NmRBUmadSSU4L&wtu+($7be@tB2D6$3GZ}!b
zPqJskhfAX%n6e*yYQRGRH3?3vjwGeGe|QX&$Gq$xk{{t3B4nTZN*B~1rT^?vj`^lM
z6SSgu^YposQ5J3z%k&g4nV4H-=h6N}l{^)+JQqtOiPl$UPMv2K7gNG46V9!?O_7g2
zO0Qg@fl1TuQlWkClU$w})y;?cCzKYvGIKIU&x*#59(K{Q=>rgqD4*{Kqalvu=qUXS
z5!8ELrKh{6vkL^}-($}NJ^r39`a5G##AN=G`WZWI&sYdA9Tz`5_6vHi0r!6h?lnN<
z1lj%nLKyN-fi11D80H`m$O^HjWc3j*1nAXeWpo7ow1XjyA3DtLa814Z%8M_M#+i9l
zr5t?;>g!9y4i?o#R?jTX&n~dj>m?|USpZr%9SbW&j<aW#5IfCCEH7W6V%oTVExW-?
z>h^safIfZrApaRnk5@0HskyqJpMI9Q{Ltv|C@p*T?6L2q1$B2v7d@0yI&J(`MOS-g
zJ4FU0nTBlzSdv6bA42kZ#WU%!l)g`Xw#`e9xgI;@+?MbNNYepg>Ic)3CL{zVhU1g|
zk<rqsTOx@bPm^CvoupKu^m{Pk=loaXejl!QAB6k#Bq=T<9`Dg7-v9xAGxGjBuTx3P
z0b^RD&b7RpND${*T!8GxL=smND%81iXHOGxDY0|0cWJ$>s_HpP6s~`C<uX0_yMOx*
zE3Q9#@bKYhoLSyuOzEB1!Zf*#A95U`dK=uopWW~vr@K@Vo$Vb&NN#e6r;|BmZ*Ol8
zU1Ps2*#~H=qobY1G#13k-|@#YUX#Qp5D$d%<ICW010<UfkwCFiBK7r{&oNf|Z6E*^
zKfOhivHC!Y85u}Z<|Ij#Koy3`gD9h;C8sAz&g_9{_8e8*&jqHvlsqZ3=TA|hu(Fz9
z2Q!NcaY~4m<H`l<af{0Nvy5_{KYf}KbXB>aQ11EB>Uxq!zB@N>u$y@g?(6qyzRQ31
zAWzxT-101oj-JV5?6&0S(BLpVAKfd<ln^LgUEP!_Dqvgmu7|&~Cxbjnzhv+4qdBp=
zi{3G#^#_U3gi5!Sz6+d+e6WSg(M9Lrc9xP#Uy%63C8PVOEmBD(J=C)BwoifbWn}bc
z9mgCaM6jfSL=O6^g~U6DP!K{GvQJW-kf-O!BdpFNM-MrVle%*H#GCkecJ8peOivP$
zYhZOO;IG8zE>LSrT$p9nrk*>)#5Xs4_B=H^U;>MDOg4Mv3XNs=^xO0h%>TVl@y|WV
z#?7nQ8)W}4y&AwTkpYhJQGVZL-`*!kAoCCOAc&Y9o!uQBFw)VPsr!^(FhqKW0Iu0b
zY|WDKJ8VFBU?-&d0QcEi*^p#emVohCj(|xC|D0B!-W(Y@VFOwBPXW`q4kRCuqYv1=
z0|ZasV_1O-M*&e<{_V!-@Yu*G5H{<P$jC4`AajG266bYz2rx{3c@sla%m4)&bBuxk
z!nzLopPD#IMfb{?^N|p3EiNr3h`}XS)x?}ig}5-gaGuCD5}%p5K-@`<pPiwWx41aR
zBIKnj7uV@gh4%5So6H0sJa|Y0UG9^6?8GN>A<B-VUB?cy+c%>_2Zz}0n*o`f9D;#S
z%L7SvvLnRao*u>~WT~J2CZ)fly_E9spQ4;{SW(<f>`~dfZ|}Z+<ZxOhpGPLhAG7#>
zP)h>@6aWAK2mt46*IN9K54W&w008R0000L7001yAFfTGMFr>YEa9dY;CwKsYlAzbU
z(32o3LRY%71p*)hKiY<6O9%G#gMP7ZOR`Kq0>g9L4%)J0+K!!T#Ukj2(`LHceK6fg
zMzgh(a0<!potd5v`;SSG>~w>jJ2l}}GBcX3ty<Pr%@nq7Z7rszx`ws2l~Q^q+TVBX
zIZ*HB&!sK$;ydr}{hj-rgJi-=GPa8`mSX?ur;JVD=^wtq*#G<lV?WB;W;V;{XPlj^
zo2HpfpJgW#Np=B`S#vKllFX`SQDAB~K4di<Rk8}6rJopXa8|0@^mAR7;qw`*QhAmN
zPv%UPEY?%>^C>%pqC3Cz^FLh3+S#oAmwR>hw(j1}+O{4R9cOJlEESC46<fnAc&=zT
zz!eS04_9y(j~dP^oVyCn=|{mm*B!w<*Y`XH_kGXz72NlI;VZa{ZdCudN<UMq(|{F)
z2X?Szumg9O``2Y4-z+_7X6-Ncph>Q5W?M$dXqg3r?=9tQmMIy1vuNONuELI^H(KNE
zgf*6A<w}KR3gwE;_ZM;%o++YPsmv>VG;XoEr(CS)dkOS9Q|4};mCn1a`w2UdOtOod
zdz|m1Ngl6bx^Cr>818wV@5OL~B}zaLQ1r>D%yr|koXrnow9IH79~oFh+0M3dg`C~O
zG(n(B_D^?HL!*DZl*_hg5f&c$M$zcAIfLyj8vM*$u7b5*#G<nHzN8$tZ_ODzLp7~J
z*{-nriaEEHDb%xerDA`QkaHm<WaGKef=?E5ZvQ|r=dqK;dguvP{7pRPAQVBM)`^t~
zU#-*k10fXL6@l+5IMLVD>%RxI8ZGhHusUuOKp(!hkOR@m0Q^b%cnWmL+O0E%oY^wU
zm^7O;I4?a71ehiv{}}k)Dx&lRFg9I6WnKYsfdM{N1R@#ma(}6w1-E7&O6JDF1a=E0
zmDZu+We?oV1(V$fRIU3!g7-0_YL`8tmMII%-0vSR)NSx;MU_^tS~o7m5=H1g6vKlc
z3_=ATgv~%Gcqmv?!+}93P;ei-A{4v=dE_ztE^0nBTKh}6bbntFzxESRfwvqWJb`8R
z_ZBach*rLuj*-#YSA;sTP4i>bPZAuSC|x$eF?PJvI-awYcpUTzdEieJ!9w?!4feon
zncFR+aM?qr-d7Xx`k*L0HD8XVdfgCjSHo>!s}jQvbXm{3Ud0~a${pd#uW+GpB6#3>
z8i%3fs<mJCEI-usJ>Pah1s}M4U@3SA;#dl92_Y1`9D4l8;)3UT-mf#_9;5Hv<+Bf<
z4+xQVt6nhJ{?bcnVBGxPPASBuDVe1PJcIp=*1lPT5pHUwI;v&Uf0B^g2o8M{d}>3>
z8vPm?9FX*Qi9=8F1*s2!Fxz$?mgB$VLYQ2GNjU1b8V(NjxPnvlih^fd*UKun3H^}O
zaPHZ*uJ3u=R&dUNdIk5vKb{`95>|Bob~xa=f0u#%bba3r{TN>MT+RwFK~4MqLR^Z8
z_<?E_Km~`gRc^r=SXMO_Xos<Zr35_yMT8b~XlX6zt%pd*O8oyAtO>b&WCv9O2QzRm
zv~D?Vv;Bo~D$5cDqyJv%Vj2iBUr0z@Xtv%fs;aF@kreou0vhlH)I|S%(6XN_mR*9@
zJ+Qd<NK$t0@_ofJF(hd}o7>-wCy8f2t0oCe;VUf%jJjOIO_$rI(!^<Kk-EvfY*wl1
ztdCNy+JX9!%FFVKQtdz`GYfU@2QH6WL4R-$8tFpeN#VNomlBUqC!T9p8QGdkwjT<2
ze++jAED#DFSk@qn;bjr>`wDevRv~;<3Pl^JR$(Z@P_?2e3Z4^vt61kye>`raXt51U
zvKCAsDP5B-Lmp;Gsmu_v$(ZEI57~D5-|dJcIzfiDBps6UA4{n#+jc)w$Z=LKLMfP8
zS1A_`m8u09qq<5dNX**`ZdS5hR>8Bb&9e%gh0ZWF9LO;>+=U7<weo_RRLU#cPZckN
zx>@t9s?dYp(v5u3RBI9XQH=yVfM;CS_gyNRuDiC!y|1vD9axiV!z#XPbJxzQQrq?I
zY+U+sMT9QT#BfgpLbZAso{I0q@SNBB8q5f@Lh(`DWoZ5M`0UHfVxgrbIT(b4ftsWf
z3`Q!g$p+5IT(H4lFj9d+Pu^%*M7*VP+GO7=<WjBO#axQbL4r(pDVO0n+G#N^Edh}d
zipw<9u@)|;Y>3xoh?bd-Ct`4zkxD-S_JCVz|FNPOXspqet(e*%5zRmlO#|Ca$MABN
z^hVis!Q5r;vG)s?!Pchz@3e{VOhxrFH~WlCGDnpP#6=likAFZ6>e|}00-apVpe($8
z9fA!<NtxxcklujTx*u!@7h2ggsPv=o-XL7c=#;r2GX`n(ym+~A@W!O4SLdu5xN5mU
zl+m`M-ivxsM%%fJh%_3ap6F?~5K+`qa7Xk+Qxno@GTo2mIF`0e;eZW7Z5JO0?fy$S
zoo?-ixcv%Q^<$tBNR<BTl$<ok3cZ%@&yZp?i=dX7PAOEv2&GeshdF#6NFD6B;;AfZ
zRy5-ym>5yeHY-}{vOMc5Davu4D?%!GB|Ad8SJ922_qnU_0H4R#a8OD6Ign1F{TAU>
zg!X4d;D&*MLqbNjKJ>+1zX)oJY&yha9(E;=qBB(<_^oq=`T)*C@N4YY&LmqLfR+3M
zva~*cN%0?y;Q@Ib3NAQ|y@JCV4RrkwiZax2A1YJ9{m=?@Kf>t^0tug9$nc)?m3Xc_
z-pgoQEM-JyX~Yxw8SzS#(L50~n<CP1&|dR|u)qnLSDa?k(f&$PIGR^rOPN*%2q-Ee
zAF2XgIb*b-luZV=uV02s@>PgDH)D4{M{Zh<L<(+&nM!{=9@E7nR#2)K)K_$b*iDsl
zy!A)<%g}9HNlh6#5Z2TW*t3N?e0EPug&Pb!jR82wo>l^Y-}QO}G|=3DNI-Lg9}L8Z
zOG4%=53lTou-SDl7z9H3rU+Y4h2q87ehCx=%6^3*RHU+N76fPz!ygg@OF=V?S&pim
z0h*f{PIy*uh^>ee9D>@56dcmr>nXTsHb?cF)}X2TX$FC%;AJORJ~-<!XlfC>5L<pf
z3|Ocvf9SbEs62v@d?p2larSj^6e27b)u#{2Q?MLFlXa++NGSgz(=~ZUwX&j2(^0KR
z4pm4gE%<u|)IRA1Gxayp;~`cd$0?nT=V<WbrMd~mFtz7`fXUQB8MwsM^MOmIJer)v
z-!0Z1gcG4^<iJbSkz5lhTQANLT<FDFkY~NP0b{<e78eZ24H5%bFV&kLG<Ez36pB$?
z=n2QI=s41Aa#zD$%ht}8>kVujN8_3Q5}flGUiJ~h6)pw=0tH2=&_|%4=Nt}3bM6h`
z#VUBlYC3w28L0F~qa4z{q~Sc%Rij*l#aPnOebgNEG8#Vcon8!IaC|p-gq<W$bkJWZ
zmOYzy3m4&a*dtFg@J92t-PW7MCt*~*SQv6H`&HVDfGt*@9^x53@(<w;aP8@Vue7H(
zxKk@!W1<NOh-06Z$Z++Pub=5Ib-T)&Zwf3kh8ygk(0<6BpTiDi)9GJN%3vU6_Giew
zU}p@rfS8lbzEpu#v5h#s31G8y9Ag2j`l^ep={0p+QppB-Z1_`-Q1Fc4PE*&ne9MaA
zPg^}^sQ@GD4MG)Q0K1{4&A`cw_%F12!q<Vvz!`B8c+S&qco<U9j&R&l`!W>cm&zh&
zy*PUj*1`7`Dd<^8E(6-fkR4bHFebrSW+!CJxxxhtF_86~EUOO!p9!@mB?f`hRC`qc
zl!&9?gC;mj?NtS>VzC}T@eks?stfS!t${2&dERHvW9;5KV}gfxNN)UNgPqJ@@Lf^i
zYCJ^RT<yIf<f#=eAo$?^^Qw?SoYBS{zq^r#z(wyj+P-krh8_I0))R%Y=e6L#`~3sO
zI)jl9ejzJ5j^~D|ea~UdNVSiI6GaNX6p4%;uLt1~YG1PTq2#5j2ID2TIS365a%Ix&
zKj6WbTY$UfKRRarHtmO6c2;O@-gL80X2j8zOjkubj>CQe3Su-J@rWhXbF}W>>NN*C
zPFh-OYKtLyoQ*7r1L7!nFo0Jc!*c<fC|-gF3bgqNpwLD^m#7G#I}=&oS8#;Ofv@1c
z$45aLT&GbOCOliH!E=HkbPd?<Vma{oCkqf_9t8g;u9pR=b-&rb3$$=^XvNBCJm2*c
zDm>5$F(quPisLSMV&GQvY{G$_WjSQLUbtk1%(CR#j-MZp?IAY4fFLte#45wd-aiLc
zP~BC)E4sUiFDj$RRQRr~Gz{<meRz#_wxSz}Y_`JH3|+IoRG_^gyAqco27kYJiG(YN
zCsG~+KYMVtPQ+~bO7{xEw0v{X%qWeRi&_sNs(1PS2uJxp|J-0-EnZC1&tJ(+fx4MC
z(<)r2AU{>O=vQn%w$9dqmmN4Hx6FJps0eN9Ez9TH1qdV7)y(JeW=2yoyCfV<;YudM
zG~9(6(iHYsQ>Z|@ECfGSD2FclcHvUUeJ@m@J)BZ+RHwq<g^y+T7m81Dgp=Qkb)Q!;
zUA<T1!%x$DHJ)v9uJ&a7Z0m8__h5yWL^fUF-y5mfihH-I=c}fOs=U$mkB87(Z}T83
z*4sZJ0xehR*{sb2t!H7|2eH~Khdz6J7GBQ=mgWRZ6zWY&SkB)lWf$?DVj(OOHc~6W
z2>&T%*X+MoEDNiJ&}}eaBK$K|1zZ~3-P8Bgo<1<dE*Em5|GOoJ-X18e%;61dcCh*X
z0S)r6O3+#Tj|xx1kcWSz47u;Ip3>bg2?IwvD`9A9-w8f>PZ{R=7LU4HigPkOZWX{~
zt>+3*Tkn?5RNp9lC7m|aHeLlxrtyY&$Jg6zV&FBE*?LJ>L2qRKnk>?0&KFG)Xu33`
zf!@Zepo*#B73O%h-hK->aE9OCp2b+4i<s8sz~y_23n1no7OJNPKGz(IGOcSadA6%{
z1!T~xcz59y4fhc+YIuOyS?in-4xkG-nPGtAWgg27Xh)oxW+nJo#%krPS$k~uWy?1G
zP==k;Wyj@53UvoV2Wq>c$@^o4mz$m)_S6oF6Y!?^3Y$T|^(;(<Bjc^f`k?1Dtq0ij
zt|WVI(Cal1N^matDU(i2<P1JwQ|Tmob&y%=S%;`JTX(wiOTGJJcyHe9W)wVQZgshW
zcf0U(6ub);uB+e~L}^^X$uKt++_IXM?tj3XFjR0v?qQ(dLC8X(;rI~>jzA@#`n!|t
z1z4BCVFDk8szF#+Vc9)N_PT>e!Z{Md5hM);F}xgl><0xnhksCfy(tis{!Uy)gdr2E
zX+}7l$4$#Y&@U7W8T|DP+OaXSmF>7E!CQXe^<aRw;-$E<$A0=yVS$INx5Or?Cypr7
zSCepA6Y+CA0{0xxRPah=05uWA!DGIw;GXNkbBN&;aGZw2nj!Fyr{D$sQsH&ZywHD1
zwSwVQ>nMvsYbQ#5m^M8@-v25Ld&To$(6f7!YysvcJj$r_a2>1m24!}1AHBcWU(UI$
z2WIQ!mN@@F*KjMA6W2gN)^a9PffaCPR1o@i3!H)9Y@%R4#&W!#$TE5zb`Z|RAZnJ_
zVSHc<KFrZ18<PcY#GODD)GH1T{K>dU*&ek1eW7j!mYaQ7m8ZmjXH_{$LeCzxgj470
z5@^wZ>N8<1FB79@dYNcZ6>})0u5O4A-L7tk@MDSVk{&c;q)VFk(9<QbpOF}qAWmtH
zN(B5gU1B*AvsB6Xfz_L2sd#$O)k3#$-N5y9iwgHEqw(qOW<{59m>FFHU*}A*%-sHL
z!T3qDu*_KK44m+PQ6zx>6$CMDaxO7(SgE+d%c^t$_6XzB1x&=BV5Ec(m;FKizk{zD
zCX<LIeK@K=imB_nA+IRv(vJH}g*xqqyVv4k2m=$E_yY<86jwlc2c9kn9BWkILzTO_
zKs1|vMHN_<@O(XzHDHxO8D3Z(W)T7~P}AwT2yREMeb?%#)=l9$y<cL_rY>*>Zg12A
z&Ph+i><Oo${~NQ=kAbjWmPk0X5cHhhTwEGNh;i#8YBmRpacSL)F!echgo-Ooei6*c
zBHvZTWj^2+iwmqd7%1Efp#27V<PaSRH6_H3p+=g)Kb$jKr;0hw{<k6m(i^m2=z4BB
zA*%-PS%bLh5#z>vvmkbJ08RI<oCY|3(1eV|^Ak<07sd0dH=*`b!Qq8ovk76HkR<Ol
ztqE0sU`5tI)u-2{x+BbD5n-{g+{)Fs)DA4fnW|YOw7iN!1NUiH8vOD~vFwNZ<ylg!
zL9nH&x&y>-Y6KsQ66ih#9B!m47=R%MssKbu+z;;-V+U$%Uoh_LcA-CTbvsn?b-OxZ
z#(>r$<s)Qvp=_}`d=`>F2%FGnajl46538w1to3A}+_RQ<&(=}P3F1nJ>&<}qmgcGe
zKG0p=7Bn*>t_qsbU3T+@rtM%LqTXG;4<cRQi7?V?a={g0FQy3KgJ{GhBExzEEhrhM
zIVz~|o}<LJT*<U%iVIQ1H0#x~R?p{ZUFop(e4(E55cuihlowV^g*De=)`$$;<mOUb
zu+TPZ?O0nMTG&`LH)A=d&$rEud0oF7ZDmybdd3Y#98-7FW<{uiAeDv#q&WZvR1eK<
zdLyp6h!S4n0%)l(igjUED!!gELM}H{3mSN>2MT2-&fg1i!dGC{KNv|fa}=d=gFEfQ
zRR$?*4lYY+sRzxb6`o-eFnhluM9+fVi{ZVD6DW8PZH?ezZ;K5S-0ww>hP$FS@Dv<I
z-Qx-_gym`YK!DXXd?18Sa9G=lr{I-Jm~|E0LnJEnxbWRA-H&4lCx(|ptA7TLJ#Eas
zCris=laCjEB@|X9)EdLc%0#+trkUxD*4Pt{f`??3^jOViPmJd5WFiHJapt<8kc*6^
z=HNyBw+aZN9m|jB@GEAoH_$UTfmOXCv)QvWX6&YLG`!O5Ij)BHdLdWvbhGDG)F^3-
zbZshhcvg*)@R*%etrA{frc|p053&gjw|z6A;I!*vOZd?R_@B)Rn}o0UTDLtv-<Hne
zM15<sU2ESL!#OjzxPnJkmstwl%m#d*;Db~)>nnJeO4}6$_sq1N)&1CMGaJLp*(@!>
zw9TyjzAP<gZ59+><KXnlrMRtYS8T4@dXxjB`h=tC2|bp_!%)Jr3y9hW_e<aX6^jil
zCwAWJ4*kSFec5sPRv~Bge^7*zTPeO0WFq1GPqN-Z5H+I**fFXW^jbMY&`ox(fUX?j
zeLwCB_9YZ?SFd=&=bjqE<-YA}xa<2u!^2<@Xt)EjuHXW0xrPf@a96<xu5Y^v?hAZU
za1OrK<JvHjy1s2Wfrh&Shw1(y^>@P<gc7=YVKvpT<w3-a!YhI3h5m)O)OVWxsI$=W
zRc8xs;P?tJZrFdY_*}pS-o-f7a1lD#Dg^NY7F1LS;)cxEp$`{>iVkr=xU8yQwmtS;
zN_qOX#pme-`)|j@1)WXJFm@UoqloT;k8B0^;i9>k@dO+!1s@DT#SCDQ0rNCG;KJ7R
z{dC3FjLOrdt(l6a)4ZbK73gPM!7JJHXxyv~&Q@^SPL1YC?=93k%ce>DyIB*A{JvU6
zwsN<(N|x*1TyVD*6CW{*t65rvB2c{zLjEB_StuVz_2vY=)l{X;p!G(<SS}Q=v1SwD
z>3SRw^&Bq~sdxxlH`CJ*kHfDNUWc&|DkP(Kp}q?Ja^k1m!WHJjga@(wA;NjSh=2;A
zmKxhdNUiWycFoomc)(`=KNRX-8u9s$m7wy9FZ8MeoQ`-^h%E2iKl=`|1g5W;r#bK)
zOEF2)2?jcT6-_qq6_Z2`f4T5#hKbNotvIaMh_x&xMo~39A5+229_wx#irF`E%-RF-
zo7MJ`!`kYNtGU(N+*EH|yKP?ERPgPMr43WT&GyoUhMVnZqpjeJrfAnRyz9(w#PDa^
z+}TnuZX>p|p<di>G+DHzUPEqxl={W3X@!=4LE9Y!1O0-wCw%?#f5GDP&igpMm+a4%
zC^gVki360<;;NVHWjoz37cSfI7;OFO-A<1ZQY!s3l#%pm@p2`VPG?na0`FH!ximXb
zfOC<y`5)`Lts-STnuW`r%RQApLq6*s%JOlU-ga?$;=h@F*>d6R#zQW6h@~G=`+0Cu
zL$#kY7<iU`{W2K1%}BzJ=lqT1vkL(NreBwDq%L}4U=8%9E3AB=cTzomyKs?Afg8U*
z%T@Rv%B%_zs5f}7YmPELUEA~m{XV9W^>vqyXNUTAN^`*VJF&WOf?hP*s<TEJvYE(P
z((rlSG&Ov2tGQ8A@M=4=SXJ-V8Z|SD->qHbd?UQ2s;@RS*Xf-mZIbaQwX#1(O3Gxb
zI#<qSw{PlwR-WRv-YoUZRqwXm#Isj!X?VEKxQ6G~*)6@fmtSA;#NGPdZ4I|m{FZ{>
zHdl2nUip^EW{OXz0MQ(^dUHi3H$8LHzNK@XQsVZlRmGdBwMM94!Qbk1sybo9+*}lK
z!bBZn!n6R@wwAi45)|GOyr<wj%j!7_j^J*fQX-%v`oB|H6qKR$wYb!;*tV-mIr$7_
z&+dOz$hn*$hN6VKMK5c*?g8?Ir^-R4^_zt{b8Sy$YdmZDJd8&=4`1OymXqU9Ahrl|
z6$bG*2LFd8+Wqx>mE;j3k_?qB2QC{ZS>}NV?xr9Fp3ZK8&DW_3i1OHfLQv+rLMQF|
zp*s+x)CxqQajUAsbQ(fW^bgXD6yNEoHd`!+VhYSGaBIH(aJ)lmvdnf@zt!RGHJxrC
z*39+W3ZC*hET!N#SJ&)yUEk!Qp>|X~)>w;oRO`cry{3~uhR*F#%EVBFRh=j^tUA>Z
zyjmTq`sHDjokm0}TC8vxe*Dl;`F2$?93|PH_HdMx<2a(K)Y7oUO3$F)Fy4|aiy`Gx
ziq;ba1PjBe_!n^=8`TghzYWbDq4L{?YmPHi@F8PsLj`y8VW{8>Yu;^CCk}nN!Ph<A
zjd%0rO<PqrQ*31=6KgQjUNw~lTfg1#w9w>-+fGC8teds%sutFE&0JJ3ife3RL+8iN
zx3}~=?Wo($jNU6F%FrA1)*!G(3R1XXsAb#pd<Cb>BNwO$JZqrdoD1eV!RRfuH_(zF
zSa;PeB733X!V7(^5duF9e63kLcl3Hjz^0G-aVx<fehpI&yw-`?g{CDi_z9WN(hQk?
zJGIda9sSm-+Z#ml3O>wOrm5h!H=^!P!OdtRuag5-d37bF;J3{6QPMz|Uu~$Q()t>^
zHPmmphQlz@2{R&cI#ms){1gRupo+94tVNyS+WuH6i_Y5GBk>F5h9es4Esw*7jfQ$b
zwAOGM4fVo%t<iXl-FuC#v9%CSr<NIGjYfmDSpEVY*VfW;dw`f~Uk)jM2wki-)LZXx
z4JuL<Hdvn(E}*-Hqe`6yKIx$yhs8smSXgt`oJZpk*B~yepTDrSh9}+384lI^`<&p<
z7cb!Ba2OZL{DB1$z29K=7)#{V_(uMsv({L1RJzHqA=p}MgUYvWt?Zc1<y*&#mu}tS
z-mUM(2)xN{`=&zRikVtj)dX5enYR?YaqIT&HT^;u!*>*Xqq}XkHKA*)wxM1zM)R$Q
z3YVPu-aJ>Yvj<&gY4kd~7wUKBIdLOLTXlY51%Xn3!goBKg)c(iigdQyAQU>=ZQcr^
zEd^f`gG^hgOZZ+|UGgQ1Rpltw`CfGUEIai%P`ob8TPteD`E{OJ*Q|5%mZw>8*tj`T
zuGL|qT2*i`ozN^OI#EZ#a}GC(bryA^p?W3OsB)bX&=^Lnp|Q9on9iLJLuM4}YoZZ0
z;zs4QJpZ%8C6>?U*W$O+3;BG*c|@^Ocz*XRI5EtJGXLTvb#P)f*H}&zbB#NR!Zq+E
z3md;+cH%s$H(HrlgR@HVx2X2L5bS&z6>JRI0C)XMcAEHc&EYIxXW&3qW2X~iiNsFH
zli(v(DzC9ba<;q{o@cWQ=so-eJ4HEf4Hk34%)(lOISScMKF{=$hb(l~RK|g`e6ZlL
zA;fOPkzn_sa-zg=ZK#|mn2j}|oHV0<0Hd$9QiY2l!+-kyYyS4_TRJ8F*7_}-aJ6!C
zbzS9-mHF!O$=SchoK?Zrl>l|~oNJLc7w02=#?4vkZK-#~<se)!3m5XjVx73vg3X<7
zoN9AnWusSJj~gxA>MlXTZCYBb_3-Sa;myd-Kd&?t49CbOH&*XvY*h2r5!*z=5j%+v
zuMV|F6CI&6W^S!tEG{rnb^O?ObgGd;?ZR4>T1e=csIKV-d>Y1+?=IG(Mz|(=ahDy~
zLajVI4KY&M+{ug1NR~sPm2h{BRksy<afm@Ryeg`r`cd^Rd^_rJE&JPidt1R5yHE-W
z-i33xsq33HQ^PmS+UBByZ<=g#QNba`?Y4rqH#auT5q!hc{Vc)^YxwqJyW3UpPS@mm
zo)PaxkxqB0vR#EsYviKDx~S|3iqpaLL!j6qf27g6r+{B?7D%ZxJi;BxtU33L?~^ay
zA>oPQg2TeKUzaWvtZ~C}lohQ)Lsyj*#j}W%4HrX784=aQAI`$5f#UcRSqIb_6kj4A
z$x+8zQeG<0wZne1v7!&vY?|{?=V2KEJ`*mk#42%m!MRzzr5u~;stC1XQ}t47+CM@#
zT&-&VNHjWC?KgFXk*+`NK$~fJ#H$Jpx2^@n1oDgFN2*j*hij_T8FGVsG%QrTU+1Eq
zD7?H0-N@DZ_4$tAo2uuf$k{a2h*o!KW)$4tggsaAY^`GjfbUAON4Hr;Zaq!V5!8XH
zw@WfCNU4nl;cSVt-rNa<r?*#pJE)8{aZ=f=-aO)|L?WT!BAYVRwo6%X{=XLJoq|_U
zTO4qzLcLWK4mk5iTT4rp-s^OlOAhUU(w>Ub{ps=9*8^v15XxPXqjlHm={L}?o6PdF
zY9}V;2X;civlTy;QgA=vX0r-zAv{;_*6Wd(;(>y9{YoGde4{tWbTxb{YS$FJ+MZwB
zR`6kWlMfYqt<$Zp#qbv!aEOk?OLvCLW*(X?6Ye0uJ;t4r`D^6vgloS+P7s4_VVs>V
z4;eoNYQtL*E9~?_6_%e2MpPA1Bp(EXtj6xGJFt?&^VIg%dg}IV`6QfM0{%(<nrJ`-
z+2iaU2m_xfE<hO~XgF>3_m{v)ouRWVtAiopE}(B5G(3H+11607=hX<x21aW!>U20g
zv^nQpdgyI)bAui{v)iU-_0;^PBkKgcww<MiC9i8+^uSU*XNw*>JTy1yA!K%2_IxW!
zaEBh&IfQ{8R_EF9HXasI?F=pC{3>sAHd|j2+fH7>8$&3HeEDX+KUt{X44p;@f3e<(
z!n~Zd-4J=g#RBshjq|_+%ZJ|WHCh_W^ZZa&3dOpR;{sV8(0ls)I>V^5WqYmVgF*8w
z^nk5;UaaM5RCt!`fkM4O=APh=6Rr_F*Xf@r)=jv3Lju=06A}sCcC^W4|67Yoa$SiG
zvt*IaxF?I66_JQ5r%hi@W<zA1B?)N`wq%{o{F1py4{M9Hs49^On<YC0dpNWzgmq3a
z=dfprWqdwSpj}71kb@qEWvT#EK&-#QX>TQHnNd{^0kuM5-)Z=-)hcll*h?}@Zpfc1
zPy?q*D_I1)MAX3SM0}eb1|a#oT*+p4ejp)Rj3p#nSlx6;57iV4+w_nRQ*GIto57F}
z1&5d4w&`JoF<Y)})!SyPG!<C=6`IOTTdbsH6`QZF$|^VQn>XbwY`(ru5B6;@FPHCy
zVvWYk@&4Ij-E%;i7SU;Vmfb`C1L79pC})3ryEA+=_C$x<+g)v+w@u#N)Co`9=DZ5e
zIa{3Xsc^f?_>RJ5wqdsQo=tb2)znGUXT<z`O~>e)8)ioz_}H%LlS_56xWP3XN}21p
zJnV9z5448Wj+58$2%f8g-|9v}!|kqEyRDB?RP)2z%JmL!g+h6QYvKBBF>*a_>+Hl!
zZI&Na@46mboBDtc+uD^#wA;}rP+%EX$BRp;N>=w%3%I3sLbiD{uU!LCYn$2ya5|Cn
zt_Y<FnUuALCASLjLGj<m@m5&13TNOYn7F8_>~S@MZPZEQ)oQ1s40^i?+qcl$juw>{
zkZO15b&SoIYJ-GowB~0_y{nhvl_f{PQ(a$Z<G$K4*H_dA!s_knimtxur3efgnOo&I
zX3MK7xZiKHn>TN+tb7?0VEyL$>P=06+qc&B=2IB<yI9-WZKtXtsqG;Ms>rrj9d7GW
zGw{$h)fV5vHrs5++sv1@*+zRqRo||)YnzJo7Hh4?3YRxg+E%RBhMT5JpJ}6wK5Nu&
zZ|N=WU~4|o=dQe7cfi$lVb2s<wO!clnuE037M$lxJ)yP*+nG$4>wWlccYZ^`H``k^
z+J~ptQSI(Za`u&t`T33ccpGm4bE-WU`y}lR%K0-lHrl4zVA}33|N87T*2%E;hT7)q
zvPGshD68A>hT;*=-sT+zy|vB5yqd>4l+(K2_xD1sw>fX#%HLeo+niqBycy5$x!d8*
zThf!s*3JByx2E1sMAhwTO}(|qZkSv89f)w4NW}0mPq3*%eUq_hUS%9c!2Gs;r@@7I
zfF1iIcK7EGrWwnz#Q*DJjsG7%zm`ip{&b<7NYq#{2mM&Wxc{FjXN_f}Xq>0x>1M_F
zCaRF$PHeEs->Lh@#$!gFpp|+e!4ipQ6Q>v8k)hxG-|hFDQOgvK<;vXOExPk4U3Za7
z)E+O;#S*AcGT413dAG#*1I547;89F%E|+{91{=dAlK*=D>2fj&=iX>Bbi*?8)(On}
z9b?11+w8B6pHAJmvt)dhEE+#CXlo*oOePXPG47F%3F_kXa*`gTPjfy=kXc}>g|7R?
zyXgLhId;b^+?~;18+;E<@aG0k+@YntW1M>tb6D9^%q96TI?nR0!T0?TYbhK3uNIBZ
zOgdjjYdm8l#_zmi^pj<yW)|wn<XAHKbn<jA!B6TXZyTTPq;;U@zfBhs$;sr-*sJ>)
z4aO6ad{>O0BrswU9k(#Y{xNC+<js^MRgzDRoz5hlU?Ax|i5ugFCeDwI<jGk|@{DVz
z=8V>1HST{g9^D1d(bB<WxC@|Dxg^_Bl=XOa&ghR9jlVroC^Pnx-E{p$1sEmf$P@ah
zhks`LZK5O#9AcwAvqtjJoWZUY6N&M}w`c{n!O_W`<3*s>_){5+8+-?rw6kdZMlznp
z9~o>6e6XjaCy80ye<hyb8KZ>>C-)cY3C5Die?4{@RHD=ah)Oa+CYmK52OHlxRRU*x
zb4LMK#oU$|keJleyK4LtlORTG?JAA>r7@>U@>Y))nCIt49}s>Tb2Esp`-|tnAiH+W
z0@>G$Ka*~Naeh*>#E*@i?x*R`NnCIudId~94Rk(==B<UYk=!|JuteEl6UD@5mTdQ~
z(N5(Jz86axE7FB822bJd#W{Il3~H<!{T(1ye#vMjXQgnqX5<iwpHVvH9emy)$@<TY
z|2y%n8hhJFCGtl9$a_X|2k5lBm{{3u{Hqj^=?qYj2aak-3(E;G9<caLIPr<G)(eGl
za*VwJQF<&!0$&2dYA#7*Q2hHziUzx8{O!R);?8a(ks@pm3c=?)FnmR#^P15I_pUr#
zGJbjl{fx(bpx|BOrwRSxKO5&qyaE*LJYytx&l>$*1p7Hn8VkUn4}y62fLKpr@Z@ab
zXM18v_ygm{-r2;RUGe7DDT+JFiDWH_<xYd+mfp=JR~{xFMYlj){{%1!d2J<2i4|u2
z*W@Xp-cNQ))SWSIB+eKNZEFX>5<7k<$yiH}R9^v$qYL&=jYQ&~8h<-RU0yYo4`61g
zE5>6<@Qk5`*#FOs7G0h40?@U8POgCMo-<a)=8R>OpL?oEs&Z$%clR?%Zj1(g_yxN+
z(Mo_diZPD*<5!K=_?(fDqx}#FEXTaaz`2BKo{Uk>M#wA}HzeiJa7W4bSsI=1oXaGf
zSZRQowA^Lz>^V9RTaaTtz85G?%q72>kRtrEJpf}?{r%;{pC{!c&nF8BHe-Cs?oIYD
zBzDD^zEdnD64S<YCQ*1Et!@CRwPa$a9*iagJS2*BFxXh~bGXxE<Ed1N;w=1?Dz-kB
z8Xp@whZ!wD4N^S~c73~KoJ&eE|G-Ek!K}L~KoLad$j`AFSdf#1j`!rMZzS`H)&Y&o
z7AwYd{8<9*o4RUj9HaY*t{N*4CVsk@sO>PEF)&#IxceHafo(Zf&vv|L+`$Naa7hd5
z`W))q7>}j*JTydqCzNe#y0n}e!w+Na<UI>XxsXC`yl<eB(j1i7JyMkaFXK)YqfM11
z<rUMzdK%A>;C%(;Ovl!>pC)}I<)Lh>fXkNmkP`WkB+9u|K@OidRFdkppZcMa6L8}m
zaAmF(Q;9y4V6q>|(XSbNOxyIb(aOJTuoFKtTJM%(5!gp%V4j^+vjyaG@Yug(`NVm{
zsIfw<Wce?^HjA=_l^lDP*y3bvjLv7I5{WUo=<6EYKbB1Ni?bKTlZjMH?Z%Fe0V`@Z
z7SChjdq?mw1uu_}wG#5mBqx~|8&kW#=qs60r*BgIWHC3^AERHthhH4%;$@haam;p)
zTHF6=EE6`Xkmghg3xI)P_e&MT>CUG4xnvk~^EVUkQH%fHV5u`e%{PqJU(gE6#X58z
z{eQYVp6u@})OU_0$9Galnof=FNK@#ycgI+I4?XNpr}plb;o;sLhDi^Z{prj>dN^qA
zK5&R04rTTpJWNsM;RE~eH@|S?pmB)y6^<T6i@DqpusE=G^q@hd%P2j3I2Hha4#_Ui
z@{sJ}(1HC2Nk%gJGl%3h!lC{9j01A}<iNf?`%U?j*}Z!YP3oGlE1ljetL@pbW2c;X
zdOS70lOA@ALA>O)2|O84@HF%*c%@h}{_E~LcZ$*nfhsgwdrFBXChtn_tQ0P&mP}%d
zV0QxJd@;U#2wsK3e^4$XBtMo1v0#D6Q_1o1+Suv(&K+aBcF}OVca87eO%KMN9i~AK
z2lnqeC^2^Az}_Ph^pHJlPRI?M$%%v6Neav-4^K_Wg-lKzot~1boSdE<Jxx!d*6g*Z
z$w_eE6YNxdY6>9W70%n#)Rcalo|>GRA{<XnPEP5Xc$`KzWi|<Ai;q*2Yy}^uCMn$j
zzsF|L8;1HR4MoLMvi4LfQM@*pMNd?HVUlhu0b!0FJvu2Tnmv5@NLEg7;?TjvN95Dt
z0|yS!O0ONrn5H4Cnfv$cmkhLbcY2RxsogurcM+*_JNubZJ(U_CrvdN)g2|D`_-7FA
z_vUhmpPhy-+qZ5w(kX{--UqMdVOT*{P&RfysPZ~-^=ZiM=~8Z-URmt~Z;$^)5<`t8
zVrJOCV{G?c$-R4bni<Ko2lgJ8tatQiX5y$MO7_s?lqAaJ(dlVoM&S6EB+m5oG@-SA
z?AWwg{PeNOc=6e(V_ABtvx&*63ECC}&L$?PRyjLCiX)rFM_M5;cyuDh*u+FOev+3B
z62<_@#;uMXrRy80MwWKn06t3a+yqOOa})dk=7YLfNiL9Q)X}8mq}(Jk3)fH{(=7+0
z7jsi|;TE)ed1|VEaIT!4x{)AuL0j2odE$t?JCWEWd-%|ixW}V-iphHD&>@MdYX=S;
zJa|ANzyO6MS@#&meo5B!p542p0PNVcbLS2&4c_>8iahTAMYyWagJa~ICdTO0O8?ce
z@x)n()&64QXZu0SSwt%Z>1M*=0Qny()yLt^jy;|@T}~%hwNT#+Z7a2unM&-C5_WLs
z*d8fiNB8cCbyD`gp2J6D!8$-oJ6)fioFHQ6>(dY!IrXVy)5l04Fc?rVP5b^6(=(IV
zK59=)P7~39^{MPpMGa;Y7miFEouHw!VE?Ra3!kmEZ+2ng=#hy&dpDQ8A$8mYiXkOA
zR4#!06pX1Cmhf`&xhx&h&aw=CakE&SoM`2W%S1UK|C`BE#37QL33f0yL5=|egjRC4
zoIT2u#WMK7C`hJ)>OU~MjIl@^d^2&XKAAnL_z^VKPb9pY{VKFZc5+&B;Ph0M^uuX-
z5oxrJl<G&b_>UHT=;+~C96;hj5|yCv!2?ooGy4xn&A)5^Zc_@;`0gEh(=mm|c8tsZ
z{&)D4CLAzgtKEr2iWp#dUotVCjy1hGme?uV9vV-kWpCMZYQG$Da^H@Fl4er}cTW&I
zmM1c;d?7c@XXeV&(?5xo+_9NyqUZAD)G;V9>J!*3Lb@QNS>mh7X>v)j^n!P4nhYm9
zRsiGgF4m_fj%KH5i}o0Fm*j<sBa<;N%uF7gIwrA2Pcu@EbJ;9ax^{dLaxZJ;rl+Ql
z(F|vx2uL&3b2HP&W=KU?Gcz;P<MCW>hIZl?a+Y<RVzHB!6|dZ~PFlxf^=w(Temr5>
zCr-p(D6vOr`M7m*1}%Pu7Bk0B<Z?91v79v{$DN+Z#p6y*$7omp9Z4gVC#NX+d$MoI
zI0ae*49XxfP$Iwv=^rUmlkh~#z|(<3eF_XRN!Wk^kvKE@ljwoo=}k?y_7<Qc_+GHw
zRBKnEeq{2<6jlCF=5Xfdq0#lKyZ5DyeahK^54&TBzD6}YZXQ<f$$dKy>FW`uGrNyY
zDfskZBRi$wQ`tk))4KlD#Ib30Vt(>iYpf9ehVq@6o>J$UC#OMt)fU8=npF8ClPy|f
z%K$nbE9GVoUSF_KJhL|;tKM^LYQ|E-<fkXCdsP=_a+CKK6#PMJs!&$&vnP+8xnEzW
zYR^=v3jXB1R^?FzpD)<=pHuMX%lAI;n1a7>f9WfaDEM=a++VFK_|xako_$oopLzWJ
z`I>@1|KvI6Y2D8=Pd@#Of<OEG!m}Fw?82oN=N0_Lg;(6?6ntUf)vqlm_=StFUig~6
z4)(%p7hFA`3$HG`sNnM#UV8pn1$W%9J@=%7pL_0wr}TWzKK<O|dR-6J=Fgs0@H3A+
zarR*aFFbngVU3^D4_5Cl>02<0mBMKS&)r)%byAc6#68DnG?~HEnuOV7xoLGRZf>Ig
zQ1Jqpv#fHcNf#bfjx(&&R|*$kHIJ%NXhfDN(3O+rscip#D2x7+MJNk--z>bGNof7a
zKTF7-5Am0a7p5i;O--qur=}*R6xSKhF%DUGb(Igjx|^ChHaQt*;Tn8@=^})GQkB<_
zq3X0s)gWbXOr>fZpFVbMM!`=(CFB&mI5T6}3jP%<cdDe|kKbdJA6D=eil-iVQo&#S
z%IT-RrtjoASG@4Lf?s>)zWUn=e%*cKt!oPY+2z{Rj}-j#SDtzQhJt_l4fn%k1^@0_
ziytg&_|?V-8vf-6S3dew!N2>-ho5|^;9q=t{rYtU|Kj>bpIq1QPu{z(>woK$4?flX
ztbFpxvc4ha)9WkCAM1-6KW%^dp@Lt(@%ars&l@+|D;oZ}zr6CHf`9Ad>o@fLS3dQx
zuPFGZH$MJUkNb)L!6*7=nos;sd_B*PKDz#~p8vIv{ZBs8mlJ&8f2{le`c?mfs|x<w
zTkpNCZ?bv*^>4g-Nx{!AdS81+!5?&Ac~)mg&prKoP1Ec2W6pzR1-BnKTh1$ZZmx2#
zPTe_nPu@DN;MwCRr>FJpm#|(_3J$+~GOMrdtU!OUXP~T4AjEjGRGyw{nTT?&0(tt=
zlYc6&3np!U3<`RZyo>3{*2`e_17(A*4L;s7iWl!aHa#=*-T2~;3OMf`HPU%2caOgH
zY2jYGa$dn3XHGx%qJqDFuJU3-WBkQ)jrSD1U4P-j5ocU|W%*kQ{-y7IOXr^dVC9PV
zfr8&`f7JPbg8%NfZhZND1@C;T{q1in__x3K))!wW_-}oy{rTsb1D01l9dW?*8y{=V
zYkzWG-*r`A`3Q8^9Ppt(f`4@F{SP#U`B$!7(;W8Ul`HSOr{GtbSKoPC-+tA+(tJa~
zU-7>2#!H$rym#JM&=UA&v+<0Azw?Io^%oWVgE!vzx~Kbp`_1Mx4ZrgBtD3_;_{N)8
zHT<Kun^!;3lJL&e5A?dOzkh8cf!E)AZ?vw@-g)oFNYdW<;Ny{`z5nTlT9W<ipIyJ9
z;2&TAd|Bh|+9%65bpLPppMLnhg1_?7^{a1bjdS(Gw_Z{3TH~$D&nx)-?&AD81<ybJ
z^x69q{N())pE<4IGqZ(z^nG4aCr?;P1Cp`cPwv;HVmUk6da5Wlr25AZp5;op>DFsS
za-NPI`<s}NPmtSvu{bk*+*X?P+=<*hB~6d~$;x>(-p3CXoL96ad#3v8M+*M^*Pi>}
zTblo_)j$7I!GEy){+F6BzyIx(?|1Z>2=VRjcQpTf_q!c^7tR-7eDUR%T7!P^`L{J+
zt}K7{d0W%zI=E5O`{U)0-q-x}At<Qe-+2GSD_0f#op-Lh-Bj=^-rEhWX|8y0Hr~|m
zuQ$G~HTpNc{$^A2<=ftyZ)rNc<uw`_-e|m8*ZsWIXuSTag1_+k8<$^D@Mm9oZ9(&^
z`%?Y+Cl&m)*Xj#TDEJ$%y!w)+_gjmLuW3GLzV_N1Zz}lPjn}{4&~nmv?ajJ^zxl=+
zZ@w{tdyTK_e%^euq3bvCtm|KS?TxpzoLpP<8oK{?yl;3KKkr|;_TC2yzI^rCNS;5t
za`n2_JD-2_;f>F=zF4{5{w=MKKKt~GZ)-iZ^677Vq2+)1`WK(+`F#5Eind6X-@o$y
z*A@K9H|wu!OZ&hD_xYNF&(`=O`u01kQYqY{;M4Z06WYROr)Q?7Bz)?tu}^#-V?U}!
zl$xhq<Sy@YI?CtS=yv#`N|Z3UIj<5Wc)QJYHbKql+WMBN+iBn0RPdWyZbv68du#LS
zIzjN3$yRiNqq$<QYWPZOg{|rfrB+r`I{Sc|tLwU-{O#3H-&C{KxV@&c5`-8EoeW)#
zs-tX$Z60-W_Q7_yb2lM!aog0{3boCyxu~)dHaFX*O7z&I7wY=u{Kou-ehc4iZ?*NE
z!;72qHJ#&Ow&yq7Be=;%@XdKs!#CRImWK0omv?ne$OiA}i%*@cyO*CYZ7m6XIcRNu
zzNgc!+Zl6ohOHefbvN|5<`&!3^SqlaaCwv6%|*dNx}*7QEN!(le5=csR6@Ygd@rNU
zZ1DMRH%@Jw&$Qbal_p@$&$s8*>-P56{O0Jm-n`jeRPczk`L=$Uzt|S)W&Yw?)OPe~
zBd@x-rY~T<$rl|@!B_b<Ti59Z!|wV@3}09k-IWLBH9?EFZY{3fRMm&;VqJINzBO#<
zVMWy4%qVy^>J4;mL6k^j2Rh4PdwW~MgZ5^7OToSFe5CJ#ZG#HB{w+6=(fzNsqlT^E
zw%1{LJ~rd)Hx)d!nle)go?<I(MfbCAuj}lE@YcFeSq;xN^7@2Sz2SI{qpCZcMG9*<
zac58A8XKDJuJd7hKp4+lpK`8J(yczt+->uYK6t$ej#KbzyKQzAyxV4MQ^C9K?nYam
za&C)_wytkF?b@h+VJ<3o$INVV1&=nDOx-^;MQvNbO-NE#!8gtMQ9td)EeTI2+4E+1
zGd?&vf$CkecAq{1-({OB&2!OQYU||FE}k`<*ETjc^$FrGBu~M+-NjM;c6)Q9rr?|H
zjd^vH{snWMbw}N|m-MiU^BZk_@_uony{O<n>N3o8q$b-u+T2uXax)WcE~?Pb?DEA$
z1z%k1b-N0_J>MI_MXkHoQEIieQ5&kmCQh5x`qOz7x4Ak`a(<1QXXVSf3u0(C)K!t^
zZ{@jydg~2+w_^Rad29W)-YqcAbq()&>v?@gqwi!a{pBm0W+gGuQ?kUCp6bm`EnHXd
z6+6#T3ck9sdQ*P~4LEsK=k1%TD=RAseruiI)crR?c3YjkxiA!bP0fCx<3v@J$-g-q
zc898ZyDB!e^|63$F|WJdsCDKwe0#}k>rIWdOuI8YD^Gbo87&Tn(yrwe8of;?&d9$c
zEG8Q2ct^wHI}7!w7n%BYM84!RZDkf&!qi7-+THY`wn|&wgwBb3N^EkSjXz+HK3VgW
z)sFOmn`lF9DDb7FTC=U;yymoZQoLZknb8?>roE+Yq18(@d+MZAXu8e#n8^i8@XF{e
zJr)Xmr>50wGEd=iu*91RpW)I{rl~lKgB6v*wwBnIHh7th#rFItqkpreGyQqD*42~g
zY;SJsOi0c!cYRV}V}4Pm3wGyCb9C|`!xu+}wwE!rp{>HeXcP<6tm%HXm$qsemz!Jd
zUpkSn$n`wC-R-W1ce=1=+Q4sj+PeQnwW?1TESUKQT?tEe{O0<4d|WVhzDskAIg_$-
z6((0!ZjRo0u7a&s6nuS!nHnxu&6O2}%G>L=OrUZJsH{4ThCF&^*Q-OGZ^yf$-Kse>
z<HsdvV|r1uoNe%c#apSqQ%z)LW^Fg}Y1cJViw1$r0q&`kUDxcIa(lVLyIiLJMgbR1
z$}etPt=U4o*6c2|<y(X>=*9WNZo-l&!EP!HBqW_(8hA31*xvGF`fW42l$E`0rJ5<3
zncGf>T&7-k-GL`Fb2Fas0y@p>hw&0JelMi{t}TUK*2D_#t#_OA&7SOMiFM_m(4HG|
z!dvt6OeXer;abSVZ!jL{PU+~q%vSs|jad$t+tph^AbRqt>)I7L>s~6I@M|<{-^<4D
zLLC-XWJ)hMOV)APrYW<_=WFeGIoc*`n=<*B&$r`z;_4RLmU+-(%j`&`R_8ZOnM>Z?
z*w~c0((Mh_rZn?~O>=XTrf6<2)~LVorg`VF*=uZZvprvv`R{zQR-@%yt8Uj8O}UIU
z!MCZuaw^4V3iZ_LDqEo~{FN1!E7a|EzP^r+3)}hpEqa~oIMtBG;N33E$IGdOaur#z
z*+|QyUfrdp?7A27Y**sNbgEmmIPcyRT_WDKVTM<uIIln0mO0w>VM-;%^WGwtYi!rB
zT6$PoY;MU>pgVe!)E4)elHHo!UPf{OnMaAV_9k3cdRSzg`5HZR+7Xkus%~<VOC0g8
z%=#}^(QR>In{V?L%b%Bt{~$7kkK}x#PBrSpGmokrI*@R!3P>yiRRO<TA18=J+@LB%
zl{jxmCCiKsBFK?)Q9n_<COU{r<oll???}YM{n+lxQQMn~+Y%!YNV_e21De~L@@dnt
zGDOsCrt5`0S<OnMOkeVrAKH@1!e*vP*eRP!Dlfd#?o_pP5j^7h_GVt~ERKvO=bNUo
zI_5UpP*$hb?QW=ZU^TP0F$yji(<#+prkXmMyHIOy)ReAj!%>e@jTcs#eJjq_e#%_8
z8#<5*S)>o8g`Mv9=x*c1+TFD5?#7zdvtU`Fjg2XoqfObO(~b0T;12LU>Ia%@O&h0-
zGt_~U!>el}IPWrjd{{I$*yvDQTda-x;pw5CXLTs_;kkN*akbv>IGd5S6CDQ}qVM4!
zR!1k=h&x8diig8dKh98$4(*})stQ2M@GO#rx&uh$>sA<Fl@fcE47R^e2XLrQ;t4u9
zqsODk-o31sm2!eVFng&gF!-0clYX*5-*A%~a<fQh$Aq}8zA9&|gxN%5^c@Am>gbYa
zTE{QXqinDP`LgJ=_Ls_>B&gmoO}HJ2m{#*98=bBbLDW@2X(g*}<2_cly(sWU!C{;0
zAg~6B&_SI!6m1>sZAQ*0h~2DKO&#oQ@<kb}?w}m7ONF;7kG$QM$@a&}=3>h%)VDTk
zTN^5A{Z=*F9^Et19p#x{4xy8`M{#b~)b|!t%&lQVPc5qD+xmV2=gwDV-vaY&^P0-+
zcebirCF4KsWQXdc-onu3jfdlu{$W#JjxbXf^O=TD-4}~K)2aT|$kdm|m#agzr<hyg
zm+7zzdrkgM7Xapai#b{5@O^*|`}>Md4;{xbDP8VZ&S|kCc&X21#%!)Czjc8Q!aS6S
zzY~bj*Zb`Q4P|2AncT4TZ2mIwr-;7;jfTk39mRBSLjORKu248imzqn4iK-tb;%~GV
zpL+&8GP-9$Fq3XXFB&XWS^z6n|5{ztKqnN{H+|5HAv&)Z#RM^<l`G>~ilXgkbdI#k
zy4%WyobSzVXcscfI+k|TZDA(#wd_kvzJ_mZE_SyR96E3m&2aE-SHZz$9UUUHyXLlj
z@wT+sX4+SW1~xae%fHk#NAM+U<l8rw98>%JUb`#wW)p%>M}-JKsyd4s!6?>px}AiM
zorXbF8;%@eb4?%M7wx6S2o6)BZ`c>2vNnPbowcFvXW0HF__m{UebtGEBZnKBMCco+
zhbwLYM4u@VM-c}JmMA&`if3Q^;$leEAG!NA0tTM}Whs$@5*m*|ueA0QDE;$dRCUBK
zzNg&i?>_?`nI$#kh(C?D>ClriRNK=S<|K4al622O`jsj!kb*lKzaw-Q<tiqMq`FSR
zjtX|PV6;wxfm_GH&tPM4BRg2gMJ!n?R|T_*lILd2RjC>2PJ}4xbgIwOowimPmc0sJ
zv({cT)wdAzdd)3u{L*IXZUn;EC^FgD*y!rWu-oC=UHvTr5rgNt$hWt<sy7PnHB(r^
z+R(ivx`Jz_i#C?3OF9tTY_}5%4ksYg%s6CKre`Hm=C&rQFdavebyzijiQG*`&vv-R
zM&uT2-Jv%5j?)>6QGJ*T{hbAS=L|M0GfP3((|HgS_@ysbtoA1<Gp{Hi4m0MA{&8ZG
zeWYrR0sq53<!2t41KEiV07VYpOSxgFI$gvRVb;!$%Qw2MBw)$-J2^>}7=3e&Zga`a
zQobZwpD13Sn<a*Olkv1pmdN~oOCvG-GxhbR^wpim>Ef2Jpfb5!e;HF^7%{6r{ZNnh
z5GV8xf(Igguu$*tPSm+B`KfGfvd;<^mbSJww$w{!-xDm*j*#o6^;f;Z_(WP|kmuFW
z*zIhN9H*uB7T4btvDw`ish-aEVx&a9UTsHdtxATTxum~A!U>&GKcbesE0oo)bC;@%
zBdUUWci~P|a{>7Wr?K*fK{7_iGR}i+JYAC6{Vk(JM<UHxqxC3>%nSsKok#6sWl$2P
z0^~IKi8&xY4H1ILsM8Gz!|SQ|_76s><oo2YN(Nm3>cn@>g9YZm0{sW*R|>yc<JA3*
z0{H<)=m2H{3V(c#zG)7&$)T@Osj^d;St|!-+C@YxQC(-Y?o_Kz^>4;vwF05W><u)&
zKsIUugsirnicfTwMMPge8&&(+{6)A*Q51ilYdz{jqi?L)UhMMi_!j^3^Cs|qN`BRb
z6L5W{K|Ng&roOQVjL_5@0o6_BZfOT>sm=9H{}54}-aB!EfvMjN3^(}5VRJfLquUo8
zvHeT;$wbajyGWvSq+qZYOT?U%Kl${WOo(TBO8=Kf8?fZPz|VP5XFmWhLICy=T_2He
z?8r|$2aGta3G`DbQa&uu!N;T}2TzPkmyL1s`NF%G$W?RV@7jn3W7wZ8P+kQnL-Ko>
z^k?f(fiz`~q`DlZBvnbC`}fDG-YpQ4A3+nMTY_@(OZ5%}uj;4dbsG_T9P=O!>OT`_
zY7hIn=@J4;sAl)kik^m2sIpX{97V0S3YXw&b+*4u#(p3}oHqK_6T3G;ZPsBU)CzmF
zCo=>kMyTy9Y2TUF@f{e4Ve2uhL$0nx`iu_D?7*C>@wu0N8476#i{>X|M4g$FW)ITw
zVp%2^(>J45`wM8#)0lo*a@(WDr-V}#3pC{!Fzy_E7YDHP7<xWil4^~Y$S1PtPK>=o
zAhw%4Fn+cm)0+Ex%DG|fcV-P%!bB(`EC&LQ<9P;lQNUIIlT`dgtvi6eR;3ur4?fAf
zd0s=!6D65aD>DpJg_k1u-r{?5MiAQ^p+7}778>zSl>Z0;QU2qP$UTd+w}Ay7Dv`df
zQzspjz!gP^Vw9%obT_v<+AZiJ^1mQD2x_0#`e{*&^pLn~Md*k`Yu6d0RRBJp0Slh3
z<c5CyJ<`J=%N8yX?$wPLMr*QS@KbrHn0ygT^r|#5gtNU6c7BjhK*v|0$65!A@lh*y
z2TrWCQgp-sC36(Z+)p|JIKjG(m*SHXuYsCG_rqkg4uJ^v8H2k}H8g|X4oQ4|iUjM$
zq7)bDDbPW$!}$CeK0`mUdq@-@X`IJ+Cz`<Q&}byR<0aBf#|va+82QCH%JhS?bB3Ie
zN`Y9%MC}f{Fbk?4K;s802gP@G#8!lSAeCV?WX}~Zz)}jKFIi#*I-rKt^&iIKCqe(0
z(fKo^W2eYV2WBSbNYxvC*zTAyN_4;nnC2XlVGk1z??U<W<yeEGE6I~|9PvIS8=s<M
z=vw}+VyukR2(K5&nm%5Txi3|gE*pG-)WdyrZU;4-K1W%bObN}7j_47xi{t=K18}~C
z_3w};h)A`(2Mm&i+b@msSAiTT8r1l08HmtjDWw8oX_YWWn5?$mFOoxOwEiO<aU-fv
z03G%m5f@8)5+CjbeMp&|rWx*{?<KDw_@o|Dcon0iXW=!17{3MF_i0wg0HihlD*nAE
zJ;i%5%KiAai_T!of|DLXwMA5$qwHsLNU&l?CkrP_gqIS!lIhxyVrqv$g0G@z7a@c{
zfbg3Lczr_o<j&C1UsOK<CE~R5=<4qk<8y<+Sf5VGyfi0|upu}qM?;7iBzY&033U!R
z9!6)!BzHsz$swK);SqP_$gf3bB{X)?A?Os5yB4+5MPkSM!15NUlBcnv;}FSxnDudV
z3-))ekHwypNeXd}zC#box{TglA`T)X!#!g!0Dq5RGJ7RkUBHAy^q0waeCQ7PQf+C>
z@#!F{?ZSu);52B>7HOBg<jL<OKkXl3kqtoS!A3{O*7P5vy^3f!{Dqpx8Pxwe{>@=R
z;KbI``1c}OK~ZwJfUUD7d8V{=iI}Bzf;2o;y);K(AZqj<0vp_mDs|}8Cy0B984pR}
z+)<G8j40E-12jTK?4}t*nUWf2HvWF5l<Xgr=u{fCK#^u|uwTV!Yaj}K^Ow+1HQpSN
zc;n-x3lusJzq4Cn1O|DIj_9GrGr;sgvhbV^6rGihj?v#K4JVL*f3!_<5~w<vm#1%G
zy&>lJ%n^1B{vdH$zd}le+rSzEZ1y?&K7~$BVP?M;>#6<^&=HR(!*&s?(s8*{7&oF!
z^lFEvK#+e-B>FwH`g07kR{T8>v7@bk(SMPQ8#_nN9eoK}l}(aV@M}_WCEzu~mQ>^P
zHdy{reC*XI$wQE>15#VWb4kW3iqFN`q;&?L&*AxMQ3`&G#0i>)HBt99z+Q~cu<?^5
zPrm{21`3S+cZi1xdo#e#*YFow7t5FaCDDCO(!gNEA-`Xa1?LrD=sbFc<H8Qc)`F8-
z7VKB%p!qKY!%vpvQRdbOd2!@r;*Yn{`J0gW=V$5bf8%qCUzNz1C_agZ!udD*q=}-)
zv-L+M+SrY%@y43Lj>J+U7yVV3UBoe$BHG7&k;2^^@fuL^yO`|bB`Ji0z9pUSMpv_F
z_5dj`#8dnp86P2hCIyyJ$1SsH@-qHD3V)&XCCn(yQ0sK;h%q|i#7KMoJ_-6?fmp*<
z0_Z)DWn2eB(y?1lXO&wgW0B+w=nNxCHy%i4N9JJCUPQr}lJr-|rMAd&en3hb*!&h|
z@D(&z1Z@SLA%AQic`(FEZvcpekf2M!i25&pcU#{h*)2*Q>EpTo@5$-AM#8p+g}z4%
zB(@+u7_km!c^;KI800PV_uZ0|2A;+2uyjHcpCr@rIR-h3rB#4V@Ng?YqleEJ>>KhJ
zE;t7!vVVcxP3Um)lv}wu+KfU81f%~Us{82c4fOp4Z9Wl;088Y?o>b^QEHgCG2<YxZ
z+W5qoocMS${+8*-=O}K0ZwT+ofRlkJmyX|}I~QI3J~@CT^fO(?I?32flP?1P?e77O
z*<PuECF0>ALoCT>0kI9%pdbheh$ZQ0JLt&|KsmKi^eayalf)c>cIz}5?peBmKpx7Z
z*p5y}^Y0YsurQYS67dz*d=otbb&StRSA{)_zf+*)>u7ia^L?x!S-C$2b4ce9e+_ej
ztLn5IEaY%}cupQtgr;Jd3hZAV?DrrFo*?ntLEf|nR2k$*VSx{zYKVU6ICGX9S&YSF
zQ^9JO3!TTiLH<)5)^OSYTFw86UVZ$M`nifh-zdd$3<2d2!#u&tRpU6_;6E-AgT0Tr
zA1AfeH!%un5hCu~yRjx8k}0O^3=k#3M+A42;AHQ@oM`>e0fBUg;w?I?N**sf&b@hq
zKTF#W{}GLT1MC0W_&jurz88DBRCcQUKS$L^(d?h0<Q)F}x6t))bDi((io@+HX?8l`
zDP7Qi0et21bO;dwMV*l;%3z*P$4o|EF@JzU24KR&=Mt%ee~Zz669uqe?Aa2T`>3jR
zN#q7S`x0}1WEKv=*T|XrMnPId22O1KAvp_V%Od_sL2^gyet;h?#&pb);bY`Pw-(7E
zYm&k)KpE0K43qM_ztP%5)WH<!^Y`%gYxsMHyl?gw1$mg8tzvvQT~b9AN)&uT=SWZe
zfp~qb=P~&2%}Hh0I$t2H!o(FxTY$5kjv0p(j?w>dj0x#ypCT(uilFr&pd{?4!O{m1
z2k_q{GocRmKUTaz?;twQ8?g^X<a<}j0PR8>()$JrbO5?mk_T{!kNOQ#imX9GwT{WZ
ziJr)7BqltHYKXd8*C8|uD4U=S5=^~J{=hi^o+gYJVu>Pm6Y(Rvca8=!q^co5J56E9
z5lq~YzG&Pl2u?dy{7^~SEV|-D5}wrNqm@|O072{t67CBnd5;34(~(CD@pTU8it?rh
z`eHND|0m>M&Piz}{^Ddz$^DE-LvlEKY#C$!BmDglu|OuiwnMtwqV*+h1c;9KMJC?9
z>67s{>5d3^aIkEhzf?Xcsz(AIAw{I16m|WFa1-ZdrGjVQnIj8fuy2D;cFzLQaFzd`
zzOF5}jq5zGWXZbNA|y+;#N7ozQoLe!0bWE()O96M_X{oYW)fs^DX<8z5Ws*8RZ*3+
zV$6{$#WZQFcH=g7GVMc?NgpzqWSVB$?n56ksV9w-nReP2w;lCCooU)mdYQC&=>Pra
zEF`;bHACUx$L`rZ=ltitob&zv@y6qf97duA`x}@wrijvAmd?jk__Op$on^04XU6FB
zG&*b-6}DB$cA#O4TnpJhrJnqNy)#%jq}Odsvtt&#M4EWs2z6S7=IJ(i&?0m-Rocsq
z2>CfkS!k10DS*&NkdAozukZ%PkLcSVJ@PHN?eM3V2J86P`;h-NDQ$K_8nYMBN0S4C
zYxfZAlY!xlTlHGOckt5{3)<`;{`&}%gZ@+~0_rZG$}}n--r+f_Wf!l?khT`akg`D-
zO*ZnzkSzlHLAi}aoHtWQ0rlj+cMB`nusCyqJscMvFV<SA+m)XZZ7(l5kjkLB(ikIy
zX^@`urpQXeQ`4UUGyE0(M>7^~)CxU@94|i(@zDkQ{qfr1mo^GV{g2tur+4@~bzrue
zZrT+Slec8?;uFpzdHe)2k<=PZX=>~9F<y`Gzd`!WPR4|{ysnI1B?n0PAygqO=bq@$
zFT^sGzm??i1nHZvV+ulFQr~#xcwKg~zS%%edx;l-ISL$o1w+#(w@cZ=OcL_;!$w5@
zm<*cwDv9@G7o>Ga$y3!0&;z@m5D#H(;3Is!OLs3DW7snt`q3t_;P72$Hz)?0F#gXH
zEZj&rQ^#%M{fm(QzOW^2l7~tUC;EXmwcUuW`E6`f-xs2cEWeQV69Wz<$=P>>+ej~h
zofE9vIrQ`Ag$Mt{Cf^GqK7^&sCtlJ_J)t=|^ovcwhV1tZ-bC@?h!X?&*aT5psD=*=
zv6M$Ps{JkM%k3;gLdqy+OM?9-r5}xaJouzxgJ>j%i)4)Qp9rBRUHApzJ1H+EMCF#4
zGSH+RCP^79B?hh`Y4NvI`3DxS-FxVc57DXDOkP}ke1k`o`h!!^(5&^pN|$&d4UU(I
zLxWHqG|BC6p@4&r-vpzt6K((t+25y2lbpi`3l-E=P?<JVhW$rWD?-ITC#IjWnVBu5
zbWw$UkeKG!6KoD#=Ha9pAXdWQWQ!FUa*}{!z3*7;clpS7F)HM+a*}9e`fHX;Jtwg+
zWSRUQbpT!QA{hrp7b_^mq^rPpFoYjMa3q*5yc5)dOJKnlqyhO)bny*Qt<nKgv;o@W
z@36{1SCECn!l;*6{G7o7L|7|S$WHMvo!W(F@hrAos73KEtWXUN4Q`W*X3$n7)u=b2
zOQ-1mSLxa!7~~t&qbf1PSLqXajtnm!f0#csm%MMr*%9;5o-s>^Sg`drGR6jY2QB1j
zBA1o&Ig^(Y{9%Y7Z1EsB%r(d{tPEU(vorRXJod*8Te$BB{oj^O@;I^OSD_&O1=ENe
z9dwEP2F5=^mHdn@S%q;)lWhfBc>op!+0x1nt<+=kpVtOA2)7Ep!|@7PCSoCJh}dV0
z`r^rx6?Ut@BXD+8APs#_W_pHO&xQ?_3Zat~aP1VP2hrflJV$Pz4G#JxnQ3Js#Gd9?
z5(wV{_F{18N6!gY??a2b5-x&wie%QGvx`E?>y*JcjqE6FW%|rei#K%9te+ER053Yh
zLx89Bm-P1@eg8Q&&FHs3pqu`LI;0<?4$p79SO>6w%@VT&lLKa(Ptu+oyx}J#uogFq
zjMR!y1pd1CsmG5WuZe|x>cgLyDf;?&P=G<$l^aryq9-tJr0rn<D{722KfDPK{uXqO
z_g^qU{+eF!pb&IE8G?3{T6k1uw2BCKn7t=xuAS7dw@hKQdM8DT{c$l9R~t47M9At;
zu-!oh57t3UA=Wn-B5l<dY4krfc|}%%CA^H(DN?-CgT23j!%x>@{TRN(ez4C!n5+u1
zt@zk4)1A;{_6YVtpt-IX!iIXQXXomRn}kt=Q8*z2^^_g)=$idwy87b|5eRb9Qk3ob
zI?h_xQH@5z;jqY<8VyI97?#)^X>Ld1Y+Flg9}4+I=fMjo+&S5QwSdCAGv}&HD12}|
zz5EUeUwLq2?RQXkXYJl2rmVcZvicB(dn=FLU?AV?4<0S^UAOK$ym=Re>x*};-$r3>
zZhr1M3bonV>>LW^%51d?{FhrTm-!7#rE<|_)K|XX7E4^p6$%cZlhuNga~!_R&8D+i
z+~~|?QsTx!I-lpui%z=WaH&*C<?^_(SV*VDjaer(15#?rnVy<PVJtf}ei?<4nW?dh
zC?sc+V<X%r>Gb#n3eIF|Vg`?!NKR+P<5DxZ0zbq>1QnMGxpbNzm(8Z8Gq`Lxn@!Fj
zUCGS!RFdz@CDY@RqE%Dr>1k1#%wz!3tESRvC(V~-X3_;7gmOCNmQa|@Wh!Ovypl7=
zop*iKSy({fZmn?rCJOf}r3LQthn4b;WfUIFyUQy~x$Uknz;J1)^zc3k^UHI~JS>@|
z`9-ez;;dU>sNkWA@nOy(YaBa%h>@G^kqGA%NcFWew{)OzzO&uv=f2sOI6TZXpF1|m
z^*nMW7Vn|(<-66@chPODufO*$x9jakZ@lw1H~Nj$mDLq4EiK<$#>-Z3E-l}_#g{GK
zdi^FNYZvY=EHGuEa$|OZFQ0QO?hP)@7aey2c*DvZ;|*(Wu~Nm=)j8J@rPM;faVy+y
zj#G3|aGhMPfH9fQIs(gBamKQaz{=K&BTilx-LWEi{!X<xS+4Mv!?T5C5wBG#rt{p?
zVj+{`S_{Q=hWW}V&E&vW!@1&g0oN7_)5W}a@N|yHw3JF_icFybD8rR}mS4#&6$F0N
zbxTf>8|gTOtl;ZHCYyGco71`Joa90$na4xY*^J=tQZ`c(m%F)?Ti{F*&eR0nq*|Dq
zD3q8ji_=pj+*V4CyRKlf@e;GyTz<M#Wz2Cto1aHvA(P9`iJzPbQ?6HvHyC_*d%n2H
z9Jq9=A}Dv47jH9D-FdLIe22xrg9n1m+`G%SW>L71FuD(LpB)}N&YW}m>cts;jr-O7
zP3GIRd$(5KW?ou*_%0;P@Y?FyBfRp1hbt@0(M!v(-)D)lc=N^`X8-xQ%5{F7>cVV|
zU#BoX@A4~WYI9j0uvB?2&3&KESJO->CyP#vn>FcFaq;ktiPAhCwK!f_5beC0n_J{Z
zUCoFtm>r)eR(Rx+7joQ_x#LCdH^)6v;s?yQ$0`mBn8MjI!?=fYBl#=}S2GhCrc7kV
zvP?<lM>81~OZkzE5KFlWDV~fYsnau4eAoDi(Qy>6Tpl_%%9M*|&#=TAyK?#BS#izi
zmGk_p<kaXD6fP%|lYH@&snoQnCz+e!M@(i*nKZw1p^)d%uef<JTdL(knFp(q%eXZ(
zFq<yb1Z$>K#aY2&lT)QCm&)UlMRaDhmYi`aeA!$om9L5Zoe^`TFq0`U|C3y=xGeR{
zZh<eZx^7;G>{_|%l)1E6t5wjW)d#m|g!!`7`^!SN+{jHA`Sq4=Ucbdmu(ERhjW<}(
zJz9Ij*y822)pwYMZa;jm#*`a(mX{u|ELd1vWbrazxh3^UtvH|J$0p~C86lugEmkg}
z3#<JLwPUCFGRvLqKg5DDKikuXf;C><$NF>skbC$r3TF<uXL&3p`YL1G^O^4AG!Je*
zKAmKiNcCPCX9gJCfBb3^g>y%H`C+Ler@DrD1p7~SoM!}g{8ZN|o-Z9I;zwB;w;ky{
z(2YXp{+@weexCtrpbw(3zgI{vqu=bswRgIDJA2|n&UMDy<0e<s)!NyG_P4jTc5uTw
z+S^;(xYeB<oo%gL>gbGhv_WndrqLm4=;-NA#Kez%efvyt!~TPVcv96oaq?I{*VcdG
z{HY_{n2{@&&!BL6dUA@JH<C%EnEBFqhoxDnkaJSZAC+{*;X$p<<jTxCb2G&%i=JA#
zAZC}F%@&wboovow(OD=KgqSUt@}j;X$wwBm1&7sfs#3^{c~>jv#oW9;S1EISZ@j&>
zwu0LqJz8DicPHuc@BugM-tz0q%Pc_4w{9(=BSsc#H<$UUv#xvN7B|ez-{kh3nky`F
zn-AS^lW`Qxo0UVIC^RqBI`*QV7w4i#*OO8wD<T`zrLrb6d8tP$GRs=TEJZ{vpq9Pq
zW+>fiSJP-mr(nRy8Iwo8J2DVw28>5dgPEeUsjb66p{2RGjcvQ8)^IyNH{7DPve~DT
z*%twuM0H}5VMWoSwqo8P<sOlFw~#<2!cW&D;fO9uVI6sgx~lY{Gb1S8*=SfE<D_f4
zrmT+*Y4!9aDIH0!Bt!}6ae}lH`qQ)}@C-&Zs#urzsPwpSa8EQ6jRg0!G&cnS&w6WX
zb3l)DcD4lx0GbosMw_H}>>ubgCB6IjiNpPpe&oXC(<deU^62E~RY^}JbGaa(z3NnJ
zL85}W%4{VF2(Q$tr68d~p;9RngTxHQaxMs@&%16ms3%{{XM=$Ad?A+$5?T-&=7YfX
zypzob*XJCvA%g?~4_EIkN&183dy7FJ`u&?XW`h(WH>++rNI)=F%FhM~82a4o_1A-x
zAeG#0H|U?a+`{1?Ma+Ub5%gQQHn&febgekw+!!QOm|O@_f~3^5wZ=OAfZJHVKAvq<
z1A5!oQ+nj28qjrhpBB({wNnpxBCIyoQ`Uslur9|pp{rP%^u}VNNF1oj%#=tR7~H86
zV`;&gA>*LDQ`N|)Kc(ubCeNVJ^dM4zh^i(d1(2;!mFOy+F4knE0Fqc)`!!V+`PUP~
z(d!JV0~??IIy0&wP(Z^!fgdMdJ26O1E>fd&4nspxlAI$INk09Tx>8!0xVwKH2mER@
z!E_l29ByuI4$DB`=Jt-(W=U_e`ixFV?-@LGaKEIVK0k5kf~1pnotlyKe5I0eB)vF4
z=j0{5FuUMnB)w3p6`g=yA%PggLp#KllAd)k!S#t$$=hyB&J^-9S$Rn0Qf;<ek#{Y*
zPNpF5y6KQ9CFv=$a2JB$@Z!w;qNMMg&EE>1t}c*aA?a$Ze0Fa@pQ**vfPQLTZw%=B
zD|;FPdOWu$plj`udxGn=rVEXlr0e=&Rg-jGwNy2rH@0X2T~i~Pyq<;(aRj;wkd2Bs
z0#Wj}amEl%S16c@x2SYwyTREh_3x}lRZ;Cz@dF`yM{E*2t6deRWm3&Mj3_Fg|6bw*
zm)jXG9@VfMZ*L?KtaQYP^RS44d{KxPAePksV?F2C*EO$&5k7SPE66FOY&Kq_siNyU
z@B}>-iMB=~^0=SYcC)=z9{1DTdnnNz9N2jJ;^E_xKAucoxGL#|LTP$N(n;hMN|Iig
zt5sY{C;qCslAdvk<-DXPOHM8&>C>*0%1Zitax_(xbT@f5TbA_E<VbN|(g!lrb5%)i
zakC2}lCCe5vVD@Sy47P%lCEBw-K$Ev)>CY3lyt2nxu;GKpKVkFx;EHYr>luNT~*tj
zp+{6r(4)GqTM1QFj2H%Jn?Yr8fU=#2i9w0F`5FzXs(-|Njs%t#FZ~0H05HCWNB~Vn
z0?;7&fMtsqfT)h;9MwlY>!vP-cmX_QKWC<p@lGAsz^|Y(xMH0J8MN0RUTiTL@vmbA
zT?JZ-gwalexCPhs@v0Ghc?CFB>ow%E(XTuw7$VXX3CjlW-P_jGEE{Z^@s60JA31z<
z-vLR#dgaQQi;|wrW~Wn<?p7=1VBjmWwOTM>rAoO@FSx~gF{o$kYPKTj$EL?BB}q53
z$y!p<n+uK;Frr$iUhWJACRgi;1Os!T7^x3r$A}sXn5rLsW+3CL7SJ18gMoZaYmBOT
zKv%<cIyzd`^DOW`<nM_w%3lYNOb6~?*`5e_SV!DOli7+<*KdPl2($3F7*wW&k++uY
z88LJME+(M=*bjIX@-H?*fgegR9EaGcg}6oOr(c@|AdWZ7u%_CC)Z=)S0c?$$V#jE^
z^_qr^Zy#-B#?!q4GeriH9+roOkrIhE$p&|IbhLKJ2KNu_>j`Gk*>mSlo|g2PRBj@e
z@fFu~s**lmEmY=$dNMPW%fW!T+2S!t50^_5iD0H?W{>O*I{JLEOAk7_cO()FjJEgC
z(}B@DpAMwj^vuA7>jPtlXcB7JxK_4+x3M!uov%NG>lgbthe2!r4zUjE4<Ss0bIbAy
z>o!u;$T#|3F+#lJip{oow^+NT`QwL?sB!~CH;}6Dc_@0o_;m^6=ZzJd;H?A0uRnv~
zKSu+izqNq{yvXyZc>qXv(wmQfsf-Z5dzhtoC9j7oBBPpyQfQ9JNK-Tt2~vx+ckB&P
zjwJdH7zs%~dFJBb6Lpn8Gdd9{vqJ7%N1zmw&Vj&mP|xIIfk~nE4L1i$QEfdyCWxem
zJL<|$)v%=n^t)z<!2b<Ys)O`5QhSe5dk>ln($_s~Zmg3#EE1%z2Oxb-_j=HQ09;`^
z1sEXvh{fA8yf%L68el^LO}`JA9oBR-vt9*wxC@GH9rAukIKJ+^N<V%YkB|5Of2Ref
zAraQds-qVWNPGt2*vE-cCeWH3cA!kgZ1~O4n*O9gg0VRq`S)$y4K1ymO)au}tiFS$
z6?D&`k=DRMQ?1iY^=@lD5UzJ;xJ#?sDtc33W6<kvhN##GX>Xd?@8fd<Y|~))gP(vP
zj|#R`fEA3LLvUtcyRKu~wrzf~ZQHhO+w9ot*tX4%Z9C~Cr>jo=XP?@Wz1L_Bp1~Td
z!TUaS-`5puB+zeoRe7@?3ucT*Xn}@T%FoS^ZBNLK<+S$-quAc3kB4y3qB-923Uay&
zns<((_Tj6Wi7wssuZrb2e$yeIrXAcP5ZCyMQz=gL7YB*bC=&miqG96Hs#{Iy3b=mE
zd$cs=7y8OGBby_kqyBn7L(J$!O<9=EbHN;25A_-A^gTjxd@ke%uqFn$k3`kL0=PR|
zY&+;lvWGaB=2;%V5)=vTM{Qh+2xiKaRL;IDsqn#A<$<ZiDg*m~ih)Y1D;kv%uE7g3
z7we9+B>q~C8DfH#_uOUn;Jr#0LnjKDL*ENq<%jCUY~C#pJz4c%J&-Fa*Dsw@_B`S%
zc6Og%l}X@;7$1fZNH~NEGR;1TzS3K;zj=!O5A1lD4;Cc})0Sc+m)ad%;%#T!GxY=h
zW-HtuPhy06;qlRQe@t&{*yfbso=teR@2&;6Z=%*)S>Ta&^2EJvt=O-!Q>oR99r^B6
za8&UK@+1z4h6x0*w6f~z+_8*0ZXlw*b!xFaQqa)&k@rZ5D=`sKP?-Uy4NE4jvp}D>
zhw-CpMHVwnW)|f$sFPQMluwXxD|jRiaY?+`2(ADgvQ7#hm34ECg~Ne&oOP?`0vmQ?
zuRt&WQ8Et7mK0aE@OfMeXUd!VG1Awn$jtFuDxYcyPB{&`Vm*8fUsxM$X2tqi3u2&H
zrHlvh*Q38}_`hu=6c%^c+$IR$?CzW(t&pT0TPO;oc+@UBmJ=9+7RbuMZK6*;6Q++?
z98{F?{0Hr@mLO;*^r*BKC<y7z7f<V998mQvO#)98tF#Mm)+bP|rUSHIm?orn1Hx<Q
z-&bP*`TQKsAUoF#Yrhjv1t^n$R+1>0SpMLmQuUAYoc-4r<Q^RC2I5Q7ylZ`$2mCa0
z#+~81c!nG>0;yWjCuLzYvtUKl3X;w$Th@>*iXHkLnRsuF#XFTF1yHHU#YkT8VvBgF
zvQ=Cp@M94f{@gGaoUWOQtj4PYGSKR-G!vN~JkfcldPIrC!Pl~a@M5VLaW|(o`1CEd
zcnPcQ0z@{ke6h!<DO;z8L@}kP#=7IaWHJ#}v798<T(rc{3&a8NFnQua9jKMCUPj~W
zMJI;-=HO_2A41M97depe9NO;bus#Q98$URpt<N%g>|h+dzAoZ14+%C%GPoFJXh|%e
z8fVevAKpZ8t`E9{&&t^rSe1;UtuTQ(5(XL{BCmK-+_Yu~e)JX+6!;<-3yVltav3Po
zSOJ6*{GZQOWH<>ZW?^Oh2!ai!ytqaIN_HK^Nt4s*4}XY|Ef?tc4X}T%f)30(M30~*
z2`EmWQd#RkeLdlD=I0)a(kVQyalzfjAJmnfYw{z!!<~jUVN1j6zI^>BU~@8CdRYoQ
zE_YoL6voy4V`9XDNJq}7%MpeFcchsTm+r486O-J9t)1pbL7?Og1o}Qp7On;R!=2(h
z5KmWKK|b{UK92!NTlRq(va2XkbK_XrHo^rWS3eXDc|74FvHnSH)#vEM1vuLboOobS
z2_H#cH)z!ZdzpT`PBA!;OQZV85HE-tnUsEOLv<+tw;Rm1V|K4eB3}qHR$vNgu2u-W
z*-w?Ie3ID7!nE0?Deh2OQ4MmQSPJVbs^tSd+iU!STws_38jwM5VOW7>pE&1j6zjC&
zQksBFqE8*n@5|6<G}&HgjK?Vy=Scmi%)#;(59V~;f}_BeP|g<~c*)37|6K?IpFLDQ
zO<yKfH;mCtM+&Jl1}4F3aM*{R@MI4tstz2%2`?HTS4&vWOyOK(1*NVRXe#c9_D{u+
zKH7E+Mdw>6x*n1I(B#kZ$|7|<xDn_p`Wxl$Uod3c5<~%nq&bEQQ-9eb-TPvHY>P<Z
zC7Hu4Zb6l-g~YCbvb!x3zLh|I6f}7=ZulO8U>CMcr2*WPhr}UcN>;)A!gp&*9F^FD
zb*zhST7lyrf7@rIkt7wxn6RN4^jrF~;9`j)L}Kgt<yzRGiTl2xp}1va`k*1{mDn{b
z{}2}P>Z83`9JADyLyU26<k0hXjf#81qyj|8vffxLoQhtNLc-1~)iGnC-B;fuTU<Z_
zZ6Z)&aS?ocM>EKG)r?2dh&@?umDK15r&Z(=MK=Vi*tLsjfiJ#TBG{F4m`ep1i4G<S
zNm3!8c%nu}O%WPI<}f%08!auJI{y%0kD#=Oitoz_8xMWlxk4jBk|mu?vjW{GK5%UR
z0LF?#yD>}ae0mWOF{8*^N3rp4_Q`15^KnN)Rqrse^GPnWtN{(7&Vbq5OEEZcIVY|o
zSm6`me#m=Yf2skR3`F-p=}o(P<?woGBnNl}QJ_H)xNJxQU+KL8KFO@EKwVe>7aYyr
zr;+W2;FC9$<d^1h6)mV!VKzT3(hgW|$wXre4|w`HSkDvYIW7no^GJ~5CW+#{rkN5$
z^f-n-NT9!psUQ_yi)RAY@X?oz?Su~!I*^>5oahk$274?uIRiwQ>Z6UN-7D>fqXSgX
zG>k&!T%f;CHxK{_iO8IAkj!JHVb@g#QyrG<12@jJ$*7#k7Y*nQ$EXBUMJk|A>UUFZ
zux3sLPra1v3OpMIqYA4LP-~NnHB=KKk)zrOXMU_us~J5s$gZqIy$(}P0uu~Xpu-e{
z4kL(eAn@z^bQc&TvCA;f2~)xH9%_5P0jMz{KPkLd3~pl|SQ}{JQ=CHKF3dDdja<mD
zwn1NRQn|O?0v!DkPTo(n_gcK~-EoJ2X|xL0sJ}1qNbm#UWA(j7%M}*^>;kY4a`>M`
z#B`q)OuOByAeF!?Ay$H`O!uI2Mo%0yQA~{BPBvE421D<V9}<jBtpmY0IwNwyUVm?;
zQr)E9ENgi7PyArc;X@QAH0MBiuooxuJSULMN7YfXC@+y5SlSII$cU!J-YEPd;y>U*
zIgP=&x^Ztt{Wl;)dHWjz-#%Lh-t3)sqHsmt6vmu|L#wuSMhf#^P(U2PWb^$H!MuoP
zGnO$U{0`N0Mzjj_K_F#?-EIt5pkYBRZ2t@p%fe~drW?QM5r6q+ht}*;UIyMIeqo9#
zEWOGMGCl^?kNEMPjo=sqhv(plr>7GJ`UQIWL5$3RxT#(o5XWHJb)(A+n;oj{G{5D_
z6twmH0_mCIhz3+AcU_ryvuVl0sY7hihb(lxo@um385uA#UEMkM5YF%3HhfSN6VZI+
zWti_~eE9x?YEe6ihWTvW(`#q;8J`Wqd*qz(`=uPa-`*?3sV)$;-kLwQ*xR4kw6I7g
zt96C567)yX3@DPj{!sHh3@TaB&Zp__IS<%6g`(V|lX>-GGA8mGg~?8o`F;|i>^rj_
z_lv7caU9+YlFprdef+95v>i@|uAPaF_};$TDv01VEjFQL@;QAyO}TytY{=gw_ZVJg
z5eW__b^zXZt}jCKi;N9d2KsDaNz<G}+93E4{whWsKgUiaD!&cu-_F?cl*=ZR)Z~|+
zLoDX--x-Q(M-In`!@<MQ!QD@^oLZ2a8Fk2x%4jjpKCGeD>=FBhSN>7tPnM^l-}?~|
z3*uN6SK)Vm>LUHtChR~lgy0dc%&_B5g?t?Uf)7^9b~34^OSH3K=m_r3VbK+FwU<Mu
z_k|iX^+7d28C+%X5g!|3di<m785AM+rtdA8Vml%(KZ{?~BaSpbY@z~6_d1e^6Z9-T
zR%}j=Aq^87B21ymfk#o(vH8}+1;(bLg~sl2-9@5KUIYY2bZKAD!FOcGk6ltQBRwmD
z-2v$&tK<mDXMd@SW>w|$L>50ti4z-eOgXWQ^&Fc#ji9g`P=gZ(7%J%K!@h+s`03>A
z-+zEsoeEp|O#|6~7fJfE!y48s(i;5O0$PHPzx}J@%U>SZz;uj_C#-V@ko}~EtHd)d
zJ|ysnaSs(C<157QPS3e4?3G`#ggXucQEL+au<W46XgZ1*gz;`N7%u;S{zvKt1axAv
zrVaG}JrMuinHX6anHc})8Rq}R49ovwhV}o=Kmncp`yK`vesFzKARu4i|48Oo8JQWG
zu65oMOf}qk+b*6TI;%f>F7j&4JG;E`6;?K@EST3vm)gccfN^~|aBU^GUNYsf>+%}n
zHe>-FOc+9g%sLM;ih{uYpm4-=#L&7;VB|qik*S0v<S<D{e}zlPppc>$-+Ntlu)ZUh
z)Vr!Ldpt5+=H6#L(%0%`;7vy3n3KFtsZ9{}mUJ{?J6t9*PY=+3u)lGcX?3h{#?I-@
zM>wXzePa*PrEttEqg5;(?D1r^+!p(oWM;z8%XUs)4_?@Mb2!~lO=9T(;*UA3;TkWE
zSF<6+0q)DRqYiJ+46QC~qsDN1hS{oyIa#M;0@^fZr^ce~FS4~zWSxRAc|M55wG@Pl
z9XKRV^+3hP@Y>3MvGEV-U_9;1Gie>jX0=m@!*Fa4((s;dUKuYlMYV<L!WC~u5mI*|
zV`7a?4v&c$k2=>(?}1|Ok39^_A)v7C$oMwrwJT{kw;fVGVtVlWLKMw(t-ElYhI*No
z;{DZ@8KzWIJw(10(YN%3hsi<7n%yoPd@TYrs(-*2XA9frdcdg7?`DuI?zENu*|x|f
zy@c!5%=NII=#chyMDek`9BVvMtXY6P#$VQGZ;Il(G}=gChBY#yB6dL8KpFFeWjjsz
zRt(&5MV&k!YH997Q|xI7lTWIfKdPPs3JAS@`^w`#&gbGSG3>;T5EulrX8}h8CLGK=
z;IH9~n;mHsVU_PVI3==|ZP;X<ZT^*65xCfX-nhwZg-Drm=UGlwzasB#lA<$=GO3}6
zcG~eN5;dfmrz2G;R84$N`GMwsrtHfXGD0}+<O&@gWs4I~$SknR^jfZjR?f--;W|``
zZ7R1BW>r@!y#=xw_S_*=vulbZ$C&}EC`{$GjtDI0Sab|vhHZB+=DR=iTfkl#W^II-
zw*M366oDFmL_5ST5aMF#j4<tn1hX{C3h9wdBvG)NL(bn7+F|avBsp>z*ju+BV2@s%
zS>>53m01oVqFt@1%T3W1Nc;H4R|LXA9hM^EM$|u6-tJ^cF=}&IBLd1=rm5DM^2R5I
zuEm+{R;y4SD7GcS%0UgGle$e-rbb?t5T)&lfQ!4=C6<flF|CImSdnm$XGK>V62<JV
zIq*oSy3sCZ(%}n0RT;bY@`kE3Tv$pB7;{lc73x~#HL(ZHP9Lh^S}IhY9WrFUL2@-)
zX{%qysGEkbAKiv~QQ!9lb=JF@VnquIjLbPEL@M0XP*fpeu|;-4e;wn9E+TBMgx!X^
z0~ZT&2iQ|FjzdG3q}T7bZS}<S?YHHJ2Xe3|MJn!NP22Y2z9ZBzEc^UZ9&&iVSqUY`
zLPzyCe$ioWOy2i(=&r%T7ET{spzzPZ)f*dYGrVA+<jzsl9d~N<5fvYvHOYojmw}nU
z!D>c2IOZhM$W!iFajqw+by<y@F!qJmLSmhxuP;Q`A-1L<O<1Q9yO(TyIhor14H2ay
zYlYC>!(WDYkQzMjHip5QTuuy(Q!{1bwe21p0;(JCBg0H91M!M5QZRb6;)Vf|Wsnd#
zLMHEoRUjCdlO`TNidXubQNf4R3Ju-Hx&XS=2PTEC$LCH3iixh>jjMjvg;f>D2<?dL
z*%`Jg^VhxrqYaaVB2c2!WiF`;n>-NNiFuj^ucNqI(^ku-#t(qp9!OVYSr(4B7fop>
z>L1-W-bPeK#c#CITR~C@ld^=$z?WnRI!J&C4nflkW8uSk4Z~@&Z4W~L!5cFT7k|nY
z>x|<}0(Lzx2X?ekH{cmgic!@$1*W5!l;1B`Kk0~^lc}of_InseGjD%6CW~$iR2hyq
z3<t~)ZmOLl{`64Sbwq_F5O?U7<9=EsaZA&nh7g2US~2-`h=;_-Upvfbk`-f7$wNG(
z9lNMgPzpa(R~C(s)8+6W8*c^}#R>5)v2m^6Y2=sI6mN<ngowkzABfl{R0!khL~IN$
zAjc2`QGq5r$np^0!lQlN%KUQxlQWl$gA7<124Z~-s;j*!r)T=aRHKW8e*NkYuv(Ge
zH+u#O18gr`_|6P4wK=~=OfWKJu+#_MQ#MZ0Qj1X$c<jA(tQ%MLf|+AUlefLF-X=GI
zT_kj-K;Z55@zQx<|6u+mq-^~R^q`}f>IGqz>?P(cz%<f7=D?y55^Oyt><={N_}si)
z08K{Dpjjpt`i}FKneW03x|x+KfbqUzz6um+Nt7ZrjK30<faIk+-ZHui(HJof|Jm>{
z10?`w`53Qa3Ov@?rqJ0Mx(}q9XlKdCh`Xu3f=c5@AbbJwaL3J<KahBG7<fQw&|Ah^
zq<uF|w^FrH&Va7ng(AB6OvcJXw0Wrc{19hT%^KWF?%ugV%X^lFn#Vv`_r(2*AQ`G&
z-36uZw{ugea{6ZdUx~DOuSNo7AiT>-j#)(3A%q!G;(WcV7(qN;oWJ;23;V>%LW4^r
ziDlrmed4|h!(f$gH*kDx3!CV{MmNB^zSO_+4{{ithK!(M8LIrGWakp*tx^#CJ8N@h
zyVPANCfcB=Urtr32r@BIf)HOMyt(|iW%IaJeF!9seKbkcfRq2B?*20CErmKFNAKNT
zd+E+JBt{rDDF6%7+$E8=Tjgs1;K}n~M!GB3ILa4xqVj&=H!>X@a4@6!*dY}_;m1jz
zDP~TeQB=1dir<|pMV7}vpD8e^h%{U_t)DaVV2yi)Mu(fk`end`@v6h}G}1&*LqJ2+
zW9Nw?T9Xc~-DTZ%S)`eVa<oD&KEPN;@a@(ix2dwS3r39FDVD)6u9#@<*M1EH!V4J=
zy)+^Zi<^khpG2oNBa>5gWc-3TMXnP3Pqy1XVoBHmjq`E+`BFSu1D<@mDbcE_`SjG6
zZlB|iXL@&_B5>ez2SSmhwDO3o^YGUZQ3H6>HZ(yn;<ym5F(FxCr``~o3BS&heAN=;
zvL=ZUA+MgV-OPXy5^~4>P7SJsZjau8bZF_!#wE=R>5>NRJ(3ZM64HUlF9jIuFf9*F
z4}CVI!)7T)EZZ4#o-!F@zI3jdu&tf@8vW*CVvfzjS#&eFV1;8@!{l>2qWfnN!X6$b
zv>gXVPTY=h6p%X8GwsN<1<w&b5}y;obDGi=RZdC-5h)Ora1<ovHerI3jt?vV%?YN-
z1v7r@a=s6=X5AC(-xvm@#waOf4!h)o#87$%`;txRPb1lIk7U+pjS=xDBRZ0D$SKG=
zX2jO~$)edpxS_lu7@YGcB=s<fS1{^9J79Tdc*jPo4LO!GCJ5(P57{eL636+5cvQ!V
zaOM(klY`g9BuHw%MLS46bN`CoIjStxa5@};IU)^`_)vEe7|d;EMYWM_wB}EbqID|H
zpfUhP5SFwPzKanSfbR(Kh)C>rJGr9_w;iYIa+K36<wEwgSiQ_#rOt6Xg^k<ch+1zy
zMgGg5pcfDC7E6%dmD{dRh3WVx@+~e)gCn(7f%XwR4Ykb`rA4BBn)`r8&`#)u@I<_H
z2gNp+JCa;y=yKVte|2Dnm0i{vp{^TM`o>U~pOgqi698fJ2V?>v#mfwN1ZD;za&*tK
zX|lUOH~d6ceICOUQv)kjS)UkUYy^IBcbY~Cb6-)2U+NC+!6%F;#$hyCd$0p20(Ajc
z9r0xt`vd#Ku%-pPCZZUY6Sc*t)y&|$uhhju;m}uqj2lKNN6~l~CRku~4fKQV<O{-y
zRmG7QnlzF%MDTABt=XFxDoA^%g$p!#@MR1)HYKz90c^ObhTtDhx-8Aq--zjj1TFG|
z?P&x4IkUnOC*bS-20|Y&jqry5+K)gwLOy1*<x&`x2d>-&g`Pkf_Mp137|vex7>jzW
z6MsR<)~m=K9#cfo`zJHR&-U1L1UZDjxDmFsFRF>zF3CB_`9V}!&HZUJHLrjv_Cvhz
z8BAWebUu<DIj;>NH*JAk2+wRpp+_Yg#0gLPqTiAAvf#DhWd|1vsYoRXE*M!VfzR2)
ztuqLfrJ%=ls&i?=>4`4xr>Z!%jM|}UxVMK`Xq?3N6{wqax5OeFY#umALsA@lc%_NH
zfR^MOVpus#o<a&ULqyr-M!WYP+b?&7=NH%u0knc*H)i2E>W77|B*1Wl$NrB0vZ&@j
z^+MWEPJshju!sVY$1N}@Qy{yucl8h@Y6*Le>7he3p-Z;h8>+V}1rJV7J@IED7NPg_
zJSoI{izXRl&_|Z&>C}aeg%~6GM!f86FmQ)DI5A4WfdOZe#J*k%m9uBhe)p{U7#kT_
z=_PTV#O99#V&qXPl36&J?!SOjr27Gp`7SWf`!llY0~TiMR1KNy00AVI)M@BrS@#Jf
zE0*6057pc~bfDj&q{=k05wIxq1rK<;Nw>&x_QVfu3yjKY+B|PPnJ2BXL|h!2HhY;j
znheF<n$B-veygem?nVrIsRBZ+z!&e_o;B?f(x4=2tNYFrSuC8O_e;FrP_#eFrHk#z
zb0JhQufq%8bP0KX0MVzGr1ye7(-5roSY1RlhOs&Yn6kmxn`4ViAZ%g?<gVmx!E(lj
zY&DQ*fZ+hS48~LQK7rb#nA&2uq9a@;Lr<4krDq-1qNg!OY)Wad0u3`m6a{4e`W;ov
z=6RKEy5U=Snp%V<kpU*+qOq*%L6kfSa>I|PvG}HT`nAL$3N{z~4x25L=nNW`SyhF~
zo1X#UU#KT6fVmX6Y4sdhrOoz(Fr-Z+q<*z5yax#<D#B5~9k4$}U;bdXK>-qU<nQtb
zJw|pAIh*ot?=5iHI|po*_8^MbND)IzoKnskWQ@7JbT3$qy`Y~_YFV^Fk}beo&9drc
zA8giY=12ZS=G~V`2Txxq@RBeeu%b&*D&vsT)xDNn4^1$0?u8`~C<4e5+?Q-4;UHom
z=FL}D^yfT6YZYBEVDU7PZd)&F{<mO(Rd9?jJs!|_KvP9cp}{fBHbuDA6S$9=&XX{a
zjy*;)=@sghJQ@m9XirCO(Kw9kR#N;o*qmQxR2&S>1e;V6?CG5V19<U_l9_X|MX7P^
z9%mDC-}*xCNR;jyV@PeF;PBPJoVUVIr-f6fS=k>w!z5;m){UigOk%xuoer3M7byMd
zTb4igd-E?wfv_|hE{IqY5%)P#iBOGi*qEedpo(?67{l$mez=fNqjnWwhy5_L-U`In
zHk!O!M953Z&-7UtpH39iHFsE|E<q$AX~wS%W0ejz7vZf`Mhj2z>lE;7eT4`J{rN}p
z<cj@+{AIj_!8!alUMN?Wf#z(r0|ox|q;>z|N|{)~T{8D@P`b1>Qqb&ik%g^ySYQ3F
zKm3_~w)=yIud%cfYC?5i!U|_ayRi5Hq^Rb}TLsnOe|%HIzySU@0@I?b@JKr(#|gu}
zNtr(v*TX;D^5<h%2YQ-6Z4En+(o&K+FXbyT3Wp`5KGw^ySuh<WHuHg;e~HmtniPP9
zeFJUg7FPOlg=khA)-@1Lep|YBCsu+Mh<F(mtO_JVXyr0(COeRc6roiFvuO=9_L#EH
z(~sJL92~KbCjY@?G}AYrS^HvUjnFMMXW62n;9gu}1G&Zl4Tk{W))NwArx7SYCJqV2
zs(1y|m3(erV3I?&7sTgv$54vhFmQX1R>!>g!t0JGe{SK2m7JW7d*0c9Bey5l$VV-8
zH;lz(rQ;w7+3cGS*I3FA=`!22%s<_1Z=yJ0QJl`PScyo)V(;rqN{_pIHHxN|fTt~Y
zg<>R+F{^Gz<Wzn|st^Gxjgaud7JD^Q+QOyV>##N9${xJ%Rm_`PiVt@7qc;_6o5Zf+
zh-Q-VMqPdnu#9CLQal1GCme&oy^}<6GGM2^_TxuUIh&4xflnM6Jvm>;mN^f>cP=+O
zJs=$N?gozKQ5eo9ep~JrD^WJQtW-L1BQI(pB{~=hX*e$s_raC^y0S{NSw_snb-aS~
zMiDaHOx)I=K!6rAM#7B&BBf6VT|0*nwLyONbh==xD5TPlWO2JH5nM<2%gH~xtb;c0
zKNGwdpC(jr=uWPIJ5RA7D0{9PCXAqsBv<ijJ7Mtzl&vo`(^tM+XL{B4nPqMKyi>br
zg)Xg3Ww%(->^t8oN#8nDcsZ5Sg=MjZr%w|N?*m@EW21g0D|Iv2)s%&rV#Q?Jx%oH_
zP9L`whW@}XU(I!nsx+N*JO5$^D2dQWAv1fcTI(mLKS@l8-K=B4!)j!bCWuPaCuRjv
zu~mk{VaE^*?yu7ZpHH84W$Yhh9;o(5Mfl04zliA!6XaaXoH>NCCNeTz`orLI5iJC2
zretZ@?*}MX{NP=J2LEW%k1~mg2ZJ!8?-1WRpb$Xz-qstlz>*y6=diMeAu3ps9kf9v
z54e>Xe7XyM{zBS9na#ltfJt%Ms1dd-=uR)8qdUFPj4-z|>P<INv-vjcuPGjGo|f-S
z;(_i*gM<}KnU)gbn99CG%&?i2&>|dSPw#{p5X0wIsr;>h-&+JO3##Y{$yPpD1(q^r
z?8mCjR_gEL9gkh+>G*5qo>%&&%|>!^ntw(zhk)XIDI;C`0~myRJh26bCbFN`Bsfg>
zZ^iPsytG(W_bG12nZBlZ`vK+M^!A9~YW6sYpQLpqkhxltwjdQn^!}rOP*_$40xQlE
zYvJ6Pq_l@Q6^6vuT9x{QFKG%=>XOg>_3pvnwSR<o&5zu2ZI0y#Xmo2CBO2&m$~MO#
z1T7EYO^X5x)>upIt5@GIyFa%90!n^wbKE9*Ch$Dog*^~TUT7=V?8+>QFWL04cfH?y
zQ}&F$33D%DxA$YPuZPk8h^WX8VlVSV!JLhg;zHE~<ywnA;VtQ6MSAE#8!Xg>RyeT#
zRI06HYIg`-TY-mANqcltLU0-4nGN_!P(_ty{=>8V*XF+lEYV(v>8b+S3ROfyXySLw
zOJ>4*A<^jKI1bOSN!P#uP_c5*d?iAbw9&<vOS>i;d~D>L4h^4Fy&HEv!|z7H&<UEd
z?*u5@XI;*?Q-~ZEGt~aVM}@=MzC1cUXF#}{2VHO;r2aunv%F^^6TPEQdnU^CBar5N
z6pfeXY7~}IyP9$t^_6<`TD;8B6B?moQf8z~{Y9Udq7^sKz~Y6jBr`k`8yKcz*=Oyf
zR(nBc?xHkDhA4~i)Uh&Qa*e}b=>X-j07;K+GT0?0oS&U_ZPxx3&QECvGE@!S0<wej
z75_^4!X9w=T7l7T!7@B+^)N=E-)Vo9RI<|Emax-l0XBMcgiTL?IKS!2Q&R;s(W4jb
zr-<ZH4sT=C&|3tx<h$4Vc-;u3SgnyApCjcCMdEOJ;iUV`1as{xvYPA`U8#}mPDmCL
zQnzy8_^>Q23g~R@=aa?hyvD``twJy&LXMIoh$gK<w<wf>61tvYBf4rYB3AeVy%s^*
zR5daddTx`m7qYHOoDg@w!Xhih5aCi2T(w)LFN}=9a9zq*iEB1^sw$%nFc!Alfh?u-
z3_)_mXv-zozAIhrLasPl7;*`WvZPrUb#gshVinw!ZalUA&K&qZu!l>DDvjbYAkRK`
z*(mgTk%@$Gjx8`p-AZO7TdJ_nzILNNQ&K723T`5q{c;}x)?`p=Ixu<m1hc?Y>2Gg1
z5Q1I94Xh~*F4n?KY4@2_^tM05YRQd=l>SGoRfz039B&7i0~I&#tdzJ5?IFryu^Rn(
zIP}?6dp`p3{JKW`KNfnLa!BE&tDR`IXx>O@ItvR1+B(<B8MirO;xQUYB`z#^l)B1r
zStUDxvH_z1!D;FfSbB=Az9sGqf2Kise8c#lWqK?tMZa+u-Qf;Ls%=R^^Glv|gcRwT
z_MY30lna;zEUX`OZ3kwEMq|hj5zL_~z|UfU{7@EEgv@LDn0r25NI@EhZnSY*+%Y1n
z5}X7A!o*$lN-qYl*#VhegAH<7bISkMFuF=WX(lageW+Vw0d-ugW4vNmhh1e0wv{C5
zC$GB27Dh93|Fk;K1W%J}7)gVG{u!bC7FbHGW{5z+B?w_t4n>ER{0AH9CC_AO>7ZkC
zYoO1aPjBiD<qK~8!-YD;q9<5&zccos!kW}^1gsJ=wS^Koi*G>D?AIJjbPS60L@x4R
zkTT9j$uMq)cJlm5wNFse>i1B)Yi)GCwY8sS;~5m+*12%g1S>c&MOk&Kt6vVoQGq;7
z&^wB{pN<jUvPV+GhoaU`1x<kt{-Q?CS=j>lo2aF^IMIr2M{};SG3onMW{20Rbt{2w
z-Z2k!&#fwf4c?XraC*-`s#O5d8+9Q<gP{V0R9C+>g<p)?_jEj~(GeiaC2hFjPmR#)
z@Ks5lW;r&}@0in!7r^N8At;_rHRZW>IQil~C<5rIV<5s_tmQIxV#L!F>cJg4ro0u&
zmV**}c;c$G9ah}O)#YR-uO|80`kh#8_HUE$ItZ~um}Xbq&*(F8Jkm*ZJs`t6(*i}J
z83_7obwh}7CaOfq;BOSTW_iqPsb&)H40rw0L2E<bY;H1HZ>A;i*~!P>BzDm$)b41M
z-#uuLNP|XHVhTP>2*+?;1{Iq|mejmqtyK-*cU(3IPY9v$Vl()ikj#2&uSJ4<Up8&v
z{xeC!o!)>E{z6T1gs2M-4RSqx+j5g<B7l<A>Lk+`2QcIPL+=s%2wrCkmiliG>S>sO
zhSp!c4W-vq6N*{LhkN&Sk`QeUjipug5SLY|L%8g9sxj0pu*{46oL1Bw%4?MzOldmi
zSl#8S-C$~kI4r?1IUS;v{$krYlB=(!bMY~<R)mdK!9>JgNOKt8{w3vKp;j~E>(Jwt
zZgmVfE7UY`r_DPIcDQWii1i!ncoo$POX$XnKJ01YEryd(u`<DrFV74U(u-8C0p_(t
z5GEoKuyPS`HiER=&YgFllZS6w4-(`t`-G+*m{(Vp2J*4bIgSN$ONP8oMI#2(Lhe~&
zy2}+?tRsyTT>mQUXC-Wb2%V!d7TIK1Yc2C49UlP{L8ljqxo{Q34C6zYP9~Fq+0K#v
zNmd}1keNoFVtQv*QQMT?H6S@U3~Bj_1y}(lY;8thOM>4HROBiIFEqHODK(N$nKZv$
zwFd@5L7WYxHWs*hL#N*>%&CTu1UxD?Vbm2kfS!WM=1Yp2l_jmm1WM}3dK^+KbN`r9
zY&RJ3r+lS&HO0j1#%Q@qeXuNz_ijN>b&}I9{ez|(p4#x1Dpqn)vZ)<7%x{&WJ&mcJ
z1rNz5jp5C*r>QFGcu!7E3<WM7VJ|+)KrSY>dOO!rws>g7hTemI=F@HskYH4c$sRs_
zVjJ5e4D+?#Gs*<Xcp#|YUo~C8)SFb57fR{0hRbkfy~{q~7aD*(&UrXrPmXxmvgi!!
zaHL9q@`zD#t0u=vqi>g7_Djq-NsCmePNSW+3${i|KMHKP7tt%3voA5!OF(Hhdiwc?
znq~Ax&a#5G^extvr}zyRRyL$;rd?sYw7rzn?-{9IZ4Olp(EUUfc;W<HuT2+N913x%
zd+5g72uWvyV6fVZCAU$UB2J8I+WW0`ry%b(21Y%JGOR{xz3$2QU=_(c^65qHzcX)J
zH`|^grfb)paHAlv?oG?-jXzG~T+gjsI0Q9Iv@D3{mLu6~`;zaBT&tYY#;uVWhWRj0
z#C5oLB`ym<S(YEfKdF(}-W*7S`eZ7vK;ri5FP1rmjS42SR6I|mW$&0s2Dl{o$}Luf
z9NC!o4HrdqRF+F)(uVWYyx^?(_15R4OlbT;8DFz6iH;?!U0)ktkL%g2waXsmD<B`;
zDGl<;H00$?uXnKIEIu0fD2g>XeaS6*b{f>AcF3x(_Ey@y6et$T*~cZG!dZwiC?;Af
zAo2NKzFQyjdkUe!<0U|`Xl^eY-u98K<9tb#?c~ruE2eu!<gKHkOl%{(WcDBk9*||a
znssC&<uI}So7X4eBD@|tj}w$F_nqB2FFbg)3+E!zH$7&^P<ox-5(+g6WT9<l722Uw
zSJI{}ON%w?Sn#aPV4&kEjEQOWwUzQ*<vhKVP4kOq+C1IPO7%brb`;5GBWI2xW1?`_
zCf;JkeICvFAwhE}hs7Gwg)yxRm+@sp4tz_}k9EOfg$3SC#>c4iXl{-5Y^`#6Pw(U~
z<ftsmOgru=W>@w6@Cw4b4M<^ZWg;>?nGZ4VOycum`K1b9S_sVM=a1`dICXn=uQ)86
z!d&W=Jjvf4ffVahL;mxL`#(C3VF(M2K1?dZ*4D?AfDoIjB;x|QeF%&@KaSFd+vemo
zvcL3U`Zm=fF6JH*fXftEIwjpg+}61qbJ_(sNYLgvOkt%XTdVX;>qCx;vC>dA59nqL
zx3KcS9NXZh%AJ$bfrQoM9Fibx7dW`kiFB?E(C1HSc)EnkO?bGqH-xxPXZY2&wOVRf
z+gRhD1g4Tp)|yZbmCiPd?3@N|Iiof~&!m$fcvik<?|;1Rrd5K<r`wy8gE1|lZk~-X
z`@&T|io9CB726imL*w137o~^e^vP@>2eQB2s{Z}<WcO+1(MMj%2Tm=z)VU}Rs}K_>
zl6ou+-fTZIe~)r_MXST4yZXzK!NhKE>o>}2sOQ21szbfn{ji>~&y$iVG-^4Mc5_o(
zp$tERkJi#Kb;-->(w;vh2pNY-reDL|1Ujz1$`59LD9^Q6lX8t+!E`%dOdTH13Tjg;
zMb1vo5S*aW_Z(pbJqvFz#Y9iEP&3m!MGP4_X_Yfgs77vbMO$>c1Bzz}t{|m?#JUcX
zjSSV7NBgXyGLy5V2m#m-YZFwLu`D#q>gw|X#UrTUHT#=ss?zz84eo>ktU1p*h5!f7
z#96MUaToP~R~2zU+|nuT;o7dtGU~>!Sw>u3Y?}ZxeL**gLOe1^MJ98@y;Bxy*+}`v
zGlI#H*RDvuar3S^>Ry<s0~yeSDiJtdw|r_`Z9|X!*M??yg$bpq732k}^L*myM$s{K
z3YD=%vbjO*cxIPT5JtJZTn;tq<Ip&<y&{I~?QMK(`iFV%!+23;n}3HZ6ge%E>P&o-
zw|?<F|A#uc(opk``nlg^0UL>1OZLh+`m<PAos)~$DQJvAC0gbt=+J}E7TDkm9tn*T
zWYwSaGW47j(vinpW$Z)9{HhOj=;qX{a*%B9NXIC*d3e&_q<~nZam)3ZX^n;UQUy?|
z@J91q9Y^{VsJ#oJid#H@vw}}{=37pB?>q!ug%JX+5U8#Jd6s;djy0E7<O~bW6Cr`N
z4-fYSz;=jk0&MjW+0H$~@C0CX^Cn(CJ9{Jn6~?hPDsqmW0Lq&uZ(4&4l0tN7<D_6k
zoREMld<e5T-8f<~+@L#jh1=c=jLV%xL=*Ty8rlM4k{}6fJM?6mDbE2fu6-m~pB?8m
zah1b)YI~FlG}~7w{g1k~hI_vDPjz{I(t=u!FG9<|siBa&niVV1zbafhu}*0I@R6w7
zr7lfanEL$witR=atQu9fouKAc`hg<oJJ!o9$8l;exfQ{%=|F&<MS9Z!p98Q$;OtIX
z>56&o)<wl-+8_+*l$Ce?gx?)O^RrX1u(bEadA~Y?C_T4vl~h@&YUvK(P&>Wj*J!l-
z(KMKv9X8SFx@_t{3a#wVz;HVaT8$-0^H}z5#g#}?yk>c+WuTlx<vYD!r!DR3=jh}L
z?R`Swej#Cw^(7?Gs|#TaPr}uHTJ?u(MAY?Bp?{SYR;WOLkDC}k!r!-!Iz6&Xa1@zq
ztYp`~AM5)`&R7`iRj^Va@{Lc*IMVJ2xAPbhACRR?AiGhxJ2m5hd(_Cn3UQTal9uCe
zO!y}n;f=vGwwe<kt;6DZ(Iez?y3rg#lQHlRf|(TU-#A!<4%|iBy}3E8lA`y!U8tXW
zniZ~G>|sv}i0msYKQjJFKL4T>@zRULmavPiV7s5-B#>YJ5+)q_vY@qVI^pFY9Djb!
z+_>UA+5Kv)sJ=8`^u7J@PyBai*gc_14Xt&N9Yf;T)F7j_ErWQd3ulsiiQ!XC;X_gM
z+6X%jW9yro?qWWv9I|oKx?BqzHITvyXNQmq{~O=!PdK8X!?`{Wg7L!E^g`G&mrs4c
z74;SOHpdokEB5zj8d>dMNF;3Ae}C(E7xk`I^=Vt?qbg~jqdno}7~tzIwF$UR@YezR
zx$fJ2)4&|~LHtkL=l@1<xVO@!kPv`?>hS+7g2VJLf}=H+qN|4eBmeqK>gGu{KTiS$
ziuF88%A95Ubp@W-kSHsKC=6sIP?29cMkqDT^Z|)pY#}$OHrT$_SqPmMxN!a<irZ-b
zWUADsMYnx{hF-cs+Ag5)b_*Ky4OLb{&TZF6fA{hAtCtnNX&GsQmL#gXlgJs=-|h;N
z8$h`z73(@Ou5@V{I(OGCh0?t#A1^K0d6HVAKiCQ8@aw5_H10Sfb^t8t)O6&d0aou&
zt~ChSczR)Gcn=jbYg+)d&Y+7-GpfbHbS0XaLj}Qe!j7qDl57BNm6Ih>*$8V_YGY&y
zPJ%2Ae#YNS7Hg`;!B}5eT?%LP1IreDmEGBv2!7Tsx6NN+bV0l?N1FAvOz2@oKG}KT
zkGHhehnjJ&Def;ash%fCis6CK_zd=62Bp-d>yo@yl#ad!AY|jU4*LmZJPzdBgA~2L
zbT+1zw#h_gXk{me+^d@x8ERyWzGZjVL7)rymSHgtau&nIEBo+wyt-E8a)ZcEnA#nt
zJ~(Wdl(acTd<+p~-KFe*?FSErTlrFgHxKV`rw*}zyA65vLW3_2x2#pgFO=eU2hSC(
z;NYja?!o-wm&0ejJi3&E6hG6kC|tLhe`H*bOcuiR5ZV2B4|;}V_J@MZW&-aZA4-)s
zFJ*6DyxypX15U3u1%Z^$xI><1QSZ|!m{HZIeS?*mH-pnrc)mXF*lMTHH;LhhU^1&w
z#Eke7<Gi0=nlsLaK(sybG-=q>4JvQYeGdD@q=kjZA5;%;LUu4L#aebybiDLVd?7kG
zgQy8y8YJ6^6G_8u*d?pk4ip_CXvSV=0yU$Ai4$#K`WRX``1=yl-gaxqKNi22brYHn
zY}|#=+~g_0ymI%K7;k*U6<@@cab@5L7_tAz4{OZaACIQfOgxWp@Y2Wq=qCpr%8B|t
z_Ly^#Ijq-(p01k71I9ZIu3YvxiD8t9F?aYco;lo<XQrX2(V`KR?cPF_!w?AuK~!|-
z2&3jk!bqabNunr4S+*<0D!WlPXnk9*5Zs{Bw`)UGN&4`<XJ0uXsERdx@%s2krEU|E
z?7@1-8(+LoxWI1dg8dE?&)xRW8_N?noS*hG_yLFGlc>SzCwOLUTF!O&m$^*~@<|OZ
z9Jo0ZVs{%D^NWb)_YB&B0H_wO4HHd+G1M*bB631J1kpk4qv{m`Ac_1cs2f#9Us#z8
zsI4oTmL?TRHrx+RshCl_179L;p`Xh>DZB?bh2j}_A+*o!Xb3I%oeln9Szz`SBL|}2
zVs)ulouG50Qz{f2Vo<m+YG4-$N2`8Bu$5s9Iz2`<dGW~z5Hl_asz6fqB!()%XhH!Z
zrfww2#XsGj|4B@`>_Rx>P7WOE;lpfnffqkil;b$f)_V#|V0NrpiG0Y`iEa^VwQe9+
z$HF&6{1!;u9ce;SglvLH6~^VEvgKAG9p;B6(cX1fAAD~0m-{G<ZfKG<(?_9ha`6vb
zx?$C1$+uvF7`d34r@JqDgZSwh%O^9~1y>V0NO_&GX?uh*+60Qc^>g!GiT|y3T4bm2
zUNXl^*6=dTU=qwsV2C%t#8HzA1{O-nB{0|yG2Xq?^af_zs-=A%>3W6Kpe_2^Y#z9}
z!Eg+jHOWl1_&2iq6x+1f0p23pTD_U~WCW2CW(-}hk`SLt0USmb14*I)#DsZ_COXDJ
zCI%v|ie7e_Iav%@4-Q6R17u^Shb(1~i3aighn6POEb)5hs3J378tyIf-MAXPVX;R&
z!sqn>HrT~xz4`B=M0iQDh;=wlBZ0v^v~L6qn0|EvYAyTPtza?SOh?GnNh&go{BRTx
zq!1+>R1bl?8x0E}82wQBHZ*NCfKqrtFQtXC;fXb3<r9cJ_)7%0B-=1C<Nmw3Zxdaa
z8U6E_TPAop54b{2Cnm=m0Rhr{p-iaq+VP3&W?r_YTEj91qv00QZ)tcF3C{_LQ1a9{
zi2=JK^xQS!_U)*Ru?E_MF}>ki(vH!DPtnRZEG*jema!3Ol25k5fp~MRvn0Ks!W6ig
zt;}oD(cSyNFZ=RPK@TfZpDLcbpw(cQ64hXa{PiHEzw{YM38f?AB?zG+>G@;E2OnZY
z%bI0r!#2Tt>pDjA@Akv`yXFip=nPx3qCE@W>|pzX__w3(AjbcG8_TI|eO2+Tk!jo4
znvE{=?XaNH8#CunH>gg`Q-EH%Gp76XQAQ{n67-g47(SH@?e8VLKIGedgmlHf{wdBw
zH!^fxUy>(P(n4H#xXV01JbC3vgT{RQ@(HA!0%1w!y&>>O>J&(qKK(slcoJ61o+#x=
zB^X7}$MW5vs)0I4a^P1%Y?PoWPXWV7^|E`E9yBr3-@cX4QCos~z51dzfd$CI<GnnQ
z2)1H-@{uFgk@Wt0R*}yhr(IP<%tDel$jycG#s&NPN55ACFeG-ANVx3>-_OM^PYT~;
zk-b8Gz(JumHm|7}fs6vZ;-6;HSYMXuNV?$XINJ<oqFb=luwX5i?a0%)A}sI6NTwr3
zSJfy5*kLs`AkMm)Lh2I3!afU@{4__Qav9S;p$4MSQ4YU}Mo(P$CU=vq=p9uSD4aP@
z{1GI8Oa9ir&1CZ#PSlWc1xaaI^?wW&PTCWW`DdVgCJ96Rt0!cW6)$KAmJ!cIWwZLC
z2<4kMB)29lExiaV(UuY4;Q<5p0@MJq_BK0Z(lU{rl8Cnxuh1D-5glLLCz!pvRYLgj
z542Bo%HWQadn+KqWHY_$Z0=-(^Jc^#+%A2)PFnOw8U1PXe!wES4A*HwB}534M{;Is
zI(~-~{cC~L-)Mh@LlCMpudQUG*>F1;l72mhQ4#zpwc`4G%qoRIOQp=LQ-Xs0Lyd`5
zglRb2D<0<X<SL64PqwNN#tT6aHl%4!AX;fP1i>i|BHa%4IGnR+p90EcX)vq|!xffl
zYc$2to0VSsXpLFcW}?`zC?MbMhmn$Qv*;M>DSrXCF=~AnKlC**C4Eg|qYUzyB+0(c
z+n%z{Ax4#dBhf||Z0(BEmlXk;VWQ1WVh=SGo}N{~)|e&Hs3ryyk*-KY)dj8=iuD6F
znppQOtQv0`E{7_DGGk~f?0)s6aJknHM1?x${EOBI34<Wj@zu?iHP*j;<}c47sY+~_
zj<Axo^k>&yEPJz>Akv$O?f1@rc>;(#;%jp>m5m_BBwr{xhjV1QJpI_&KMz(fN~0jn
zN*!Y9Y{5YM)?OSIY$xJoObS=Ul7`-~;;^s6*Q6zE^6WgGHBY0R!Zz-3Wqv(6_z)m|
zq01!aMDRBr3H6ocF}^7f+!TK>A6%1F-ZADM&>S$)aLscz!Za_jpmU(8=P*8`FeE6P
z`2BYew|X33(Dj~b+pBk@jumAmp{_4{WO0E}Zch)An|*2-93T9)AY1Ul#iHJ6C`vKL
z>*Mo0<21utTCR}TSb7d<B;)}`%!U~AcOYn^q<g8W3Q(xzG4FuqzX6uK7|ywBxh>yI
z^A4~+zli5X_|>)t8uevC)CCNvi{06sLy0eiuf9d_`^j+au}`O;&`7#XHKwrUOxC9J
z<Y@&yxB`mwDFa{ax;Oi?a|#)o(17>#%k`Ye%^R_OmhPmHQ;z!*@m=;Y9c?<&_JOQ|
z?DlIrf$=y0lwO~;lO&@gHAiMZ&gpV3LOIY#sAW<XFyyM;oNsV2iZvc+Hdz?GkY<fi
zY_#Oy)*EZRLJ|8{oREAO`rsoqA<SfMs^Q;vkpFQF`o+krIXB;zVhZOv*$46XjdMxR
zkMm%5$K^qx@qCPEHUpKq;encr#x3^;N{Ben1+=FHIz~bG(mG>ifS@8sAt3U~5HsML
zE)rrnd(PNJkcyUM=E0(1upqV#f<u_FI=j`@WI@F?c}Qh=wVJXURM87tEPUTj-9=lU
zHuVWyCxlMrN&zVY5WTl_{1qJlt<dCW4#<S}3A@9u1*OXHK+mS#ha>a5Em^ROEFiQT
zQQe3JxUZ+Mqajh`#a&Z$F)8e5BNV(zmB1+Au9kLc9WpQv<M}DRW!XmRBgfYTeD?_i
z#NRvau0#HgJ3QTf?0!J!UeZS2y~s{!Y@E<JO`WGrc^~SYlk7#0%HH9kzRJMuHu!GC
zvx)|;;*Y|p`o%ZcanhFC)jpAb5=xhXIa2mJiEj}0<Y<#8NTZM9&`&knmtKA|?Y!6{
z30)NRpfKlPrhb)^dY;V9`RO5jE&AxRsBPRX)$ur~JM$V%Pw9a*=RRKJDdVN&Ojl7g
zrD@Gs#NS?GGR<_gdz~EbrNf9I1sV6Z2Mem~;Wao^0M^vua~cOhE5yCk3vH#;4jU~z
zqFZ_-#v0zf_HS#xhZI{L%oxwwr8-zBM#1U<S7!&EIiw;|Mqn=_CZK-{NKt+Cr^c6+
zYF{}4gO=`gGT-wVW8PMuVYDovO#~H6N?uxs?nwJ(_0-Rhv*-{vJ*PNC@nY1;-<}f(
zK~0TGOOi?Ka4tQ>%B)RA9>h4bOk#M$pEovFydN3x3F(to=pRxgh1~|b(U_G>js=9`
zL8M#;U746r-6uVbz}1b=>!MEGng)?-$e<Gj5@m!Az&W>=K!1?ro+(l>{)KfKh?3<X
zo;VRCY3*OL^Nsj7gOnyzreBC3U&6h|lAQU}cOmUg8(0nHEaN@D?)hg1y8goU$dwov
z_bzBPWbme8yV3o~6sBEp>yyQ`x-(C|HbXrBF#RSe=b6Us*|`%*lnBpw4@@pLsPb!5
zQd*nH!<c$~SG7oG)VYOqF<ba{bz(NUT<rKKW6rWMdHsmUFaMpf_D_wK-`V~B-!6^n
zAD91Nc|bt7>i>0V{MRJ8_WemAlW?<8cYF2CucU*vg^=3RDI&L1@KCS|32g~<Z%h|f
zgtA($>Gdq(MZdI(_zhQG3ddm&C!0VO(Gwn`>)U5LjIHDJJoNmYxDGnY5YnROydf&l
zzv0uTwiPynuH=M_YY{XyI(Chn>BIPslYoN!irJ1)vU*uFox!;K+5P&^W2e{TDx3~Q
z?Dp_Q3FU?Ao6RRV&S@*Gf7P~!I8ZLMbMUH@Q}ZMLfFVa|p>x;KA`bUU)4zJ;gI?+u
zk%c4iDd`v^CEA~GE~{kJ>WISGm7i3f>>OB5isoEhv`04%Q43F+r_@Z8oR8#PHr|8O
z6OB8LL;*oTGc_~V|I|J+e#;}N%OCY+5PK#Wo{aOWoo?n0t-+ed3-GFmMeB{_LUEoq
zA*ZlNnoxo~f63EO{3f{T9XwMZK{()$@UF#X^4H(FyD;Td4B3M^*#R=|01&{--CB|I
zdMj4x0h_#g<>SLv`kK6%;rg&lw^O`Oi{A5#FTaKSOZ?LLGP>k6BBDukQ9>-qNs16I
zVkoEx@!gW_{LYFk>B$x(p#(F<R$0<pDB4!OEwc2?+=@kI(P0Y<!GVg$xA1H&oHKll
ztS4SUj1!BShv$P=F=N&Ia;NhRhyV5Sf&Fb-`=N!OKbk-HDXRpLe)jmqeH-9@OYT9G
zl{5}>bhl1S_d8rbRhcpEXfdisa#nbVt2~)tflGPtMcIMkyi5LQ+VI8fmv4We)dxgL
z?}UYucDMt%gZ{!qU%hblJ*T=WEgL<<xzW|4?xF}~l(SgEAWM?#zd#$^xx6W|#G(bO
zv_&#PcS%x#0|;l0ug*vb`e_tx*6RTvKFI4R8HF)Ggx#AX2EhHn6mH?q;LDX-{9Cuz
zS>&dYEWX?mTaLn)%nLhyFQF*mO?1I%+?3=z1rAMekySBYb}<GnwX*0|v+h~lnOFG{
zkdfRm!_UPfWe+N!cf-1Bfqpo;E(p&o`PDrK5lCQAeTdYxVo~zw+BXOBH8w2x=HCC|
zkb)Y^m4f;PN{a<g-c!IlN5<#0IGp@{0AE0$zjV_fr77v9lhdf8+sqj^J5N)}a!;)C
zW}D_I-SR!hBl*WFaYm67RpxlxZbTjDK5}e9CqExYPDstlsNFaw<=ZQ|l@viB>1N5&
zT+&UFMQXfB%-EH53P{5w-63J*NctWndwYU@$L?$|b$*T<2cUU^J5FpG6~tI9N!<Gd
z-Od?nb)JYEhsL|&Tbs_bR>$Y;@KX8f)w@@&Fm^@0d#OEa%Xgn}<J{yG-R6A!vmGBa
zV#KSr><J$?yYB^<$Q~8k_!*pZ_H(2O$o6EBWkn&N?br_B$Nl6^M9F~jAgE9h)HrfZ
zRb=-%{He&sboIP3MsPUl`@s5u-KYzIh0lytW9$|qwBz>&Y`{hp{I)nB$!~q;1``F#
zJkR++(p`td6G<-}hjB>{JTIh*P7{wxI?V%`SM&!RkL3#8orrjHI0d;%`fdc4R_*6O
zFLIPGNW3^;l`nWN=Sg5xqDtIW8cR``bhsDMiq1(w0!fca9+i^rI4O-Joz9%uVI^AI
znGw*+lB99?iR#RPFfmJcmf#liSe~Ur0NvzS#?jSVw=R%#yuAMWC#p%=<;z#DsKwlK
zrzCUlD|qQj@(2xI@{nab%OpL6qn^x<eIk$j4!^)JDtfa>jqZ~cA(mC?id~vhyW^k2
zM{*D{7KYWUmF*w(4Ti?whlBoM9mm*!52V{15ZY}H;UDh<_+i&76X^#5VbVl~VOTP0
zB2Gj{%0!}w22wPxmog<93xWr#L}mtax|8!c-644zNji;)BSqQtShow-AEm!8&iIKi
z%EMf(;bx{XCC)b~tLVEWXM6Wo!(AH8t(K+XjLlEWi`CMUM9!hK=7{XDtzRVINW$`w
zO2araSy}0$O=B>O$7dv#(MHn;1=>@}eS=)jl+yE7>&i7r4`UW7eVq_1Q%1r8+tv69
zo~EROWs^*rVo{8Z4*YZ4>{ynS89=<-M=R%yobYoB4}93AmoHvsq-~7n)*TwG*#jFM
z4B5DG0vtOV4q!xcG$tK?6ZEJ*h6!lG-2u+jXC)iqhYSRh;fKIUy#PPpQ8N5MN{`3*
zAqf}{aoLD*laVbu4Yl<xv|K00S-n{l!N9f;_L~xi+~emM67G<DE)Z_<kc&?NC}at<
zTqya#al|mIEaC_!HUS%O0z%6@+@L?BW+c{5Ju~+3gGtR2`P)Sp$FV78RPeb+LJ|qi
z+3eCK{BY$)cI^s&xDHX2kX+z_Q@{@#JSl8^%K&{xQ=5<jU<9lz%LJDhplcyM6$Jh#
zrgeiLaNq-o#l%UB>6xAnzJG5Ib}x-9G{*JwO~&l5-5<gk`h7ke4W^9~JFO9{*YV+u
z2V&EkLCGg#g}%wdYAsF^>Y{91l2eYuc9STA-L-dlNnr<DJ_!r)h0g*rNW@zXNT8B3
zNvV^<`^|_@+m7fyxo4kHG6QUdS1y>G=1jcISy2jslmjqEAsMS64t%g<KHcs3B;jO+
zhZ>nyrE8v9lqm0zTSUC-G3F-Xki0M#ClEVe!}#G`d3YW7;ZrtjUB(ZG=d$Mo#WKxA
z=odtp05hPP6SCXcg(#;OleV2@>^LZX#=sK+t`TdBLlbzAw<wyP>G%+HUmK#x*<9_f
zpxa{oO64JN!37u}3@RmuC<|AzGctbfmOlVBws331G6@AMlbleTf7eR6hkGnjir=*T
znDRmhEGUvmrN8bd$*R+$i5a4DUT{2`R+^kT5D_4!l#Y*gd^+2UJY33*Bac>k7mBU;
zY!n1&27Xw$AU;&_%*|27cb$M!JZe_N(u}M@nTsX!33pj_)VvhNcwv^aJQu@C0A;br
zjq9hfwpirKwaZs38!qELVdrjO;Sn__)7_pieWq)W<2{HgLH<NLVWiDolTVvnKg0)R
ze~O<fkxzpO{k~#M>tFF(gF(L!O1;}34pBQ{H$y-i7(Rf1Pw>MC;H(hB<q1c9+08)X
zaBN{_vDi5QSgnjPf`DF_7-X3Og-F0NF?dM$uu}Jl8&n5Cn3;pRpSVC$FRcU=&m4ll
z0Z8pUx&`rGoC>kSx@IWU+>M2<+MzXmq~k*>W3n+K8R#M|lf$xNU|h5kp*<-XRmb9#
zJQq^k%gspO%XLaFi7{8&WGKX&v1{yx5I6+-V(<jEpCL2@zU)HK&c}c??83HzAy!~n
zu8YED5V4AxW)S7fgu&2UoFVA;SB$CBZH&}G+&;oOirEH8F}e_<k1E`Pu)(Tyk_2G6
zD4c?4Wl*83TbK!MGO*&x`rWV$g9_YeZdNajlBDRPK5<^~77nwMAzA78o;68gfdo1C
zgmrsqPEvuzvzb$AwG*e6i%6qfpmH3WWu=sXTUO`B+`@Imr!oPaa4qm>oQPp&FieCl
zq^uAEu$_2%(DC;?<~X?eIY!;<IN<WN8<)kRm)h;D(i)bR;&3M!X><&7vIj~Bf2Jt%
zlK{B@;Tg=)OvZK>Jc$>jIAi<VxpQbG5DzHLe#IYxs7GW0RcFA2B2O3_0<#^PPfnA&
zLqf=?aEoR1(|7Gm64()1)i814+kHaZNtPtl$Dpu;F71<&n*kwbz=u!buoPy&l5!$c
zFDr&rh#(t+M-uWedB3ovm5)kKKn!y|0Wo%-k}p7>L1@Z^il?(!fLLPYT+Ccf3WA*5
zU^(yU_|_yF3a4*DJSlvA7!aORPL+E?$D^ne=Vu=}>|Dpc;g;u6U_N9pm8_le)FpAi
zMZjGlbdH#T{9~#r7=y%xbd2#%4?U&pUPb=HFb?C&weeE|1`M+Lia|7#_~C`3KWJsd
zS%A&AT0-2r5J3&Zw1a^d4{Q^mEW4!0gc?r@9$1wJu>#?eAOoxv8$KkJ;5aMGO0oM~
z;LeE)n}x+HNe}pBuqo!|t>K_Ddp6;f*=J_u0s>EB3#DGQ1rxjisxml7<^W4u7lsME
zEzXs14mUTeBWn#dTWEnnKN|_j_|!_Ia!1S)Ff#-D5rQq_NWiP#;^(e0DS(!+AQGkG
za3+O?ND3RDOo~d<6T&*pjO=%t7TfLmr3rtIaPfE#q7h)jm~Nni|K1>tqwNc$O$K5<
z05K0+n^n9w>bHi&3Z91(q2~p0EtIqNoNb&2rOgUnNTp4(k_d%?JjxQ>W>&xj7EF?)
z(mKY=O1o(0_Jwdav#hmTxdObhL_^J3U$_D`98E-^I4MdIF(!%hVPQn_Qpho()UD#9
zprC+%2>AU8-K;RJ)o+P|GY3N=^wCSoP(W#v#-7mS8A+e(`0lAg_c|IsMYqP=H?pkq
z3?aiU8PjKbDA>saqYwD!1qiVKFI*8{{6Wu8(})PTfIu${D+NB<Hdv*>J{}eyFJL6y
z8dj3!Y$7DfL31kv0Z1(>uVzk!=7I^0gu0n-Qiy2Qa!VroodvH|Z*zRRZMy+m+42Dp
zMi}$>t)dX&jXfmO|JH%f6_R<R7vLJii^(7(fpB#$26BwXxc~}_%*@Immt@isoHDmM
z7YkyhDzPXsUMVV=t&paZ=8*{h;#n2jXXl=8i`e4IMUi}fz)x`|uz^^CYY7Q`aT|;i
z(D(oa{6g1<z?moexImuAsMIdN=sAI*mN6EpdWfp}tPdy6C*NEUcgVm~Hj;PC6A;Hx
z-Ys+PT3pf1q$ngEJp9C!^du-JT-`-O#H#2M7hI*fFbB;VO8NkRjY&HA?t!G+5dQrR
zM4XTeOnyVIZjHEFy&ywAQCv+%Jd^Zn!inO_<lqn_9g>$^U8qk8i4|8YbTW0lKj39c
zUGE3Lu9}Ai;7lYv4OuR^ZO+CY?4CV!cvxQgfShc2gQ>0X%k+xcV(83LTG8!EG4{L7
zV*D9^5%$;Jvo3)&^E-+e$k62bB|g>r#&qTASz|2p{^+g#=4fE?f074PfKb%dgThq@
zm4UBNqH-a=$Ye#LB&HGw2?AI01p8a=*h6=^**V*?_=J64);M^;B;RL8Y)F-GG6+3!
zC0!@)DFDURtJFCNuKvQ-1%d#juGB`s_)OOhvhmriCrZ=e?iZ^o05dN`bt^G~0A1Z;
z^ux$iR|X@VjE0h4CV|V<Z3Tqi)fGc?*9>TQirfi|JVsNG&IBjN{d3njdHx-ePA}Il
zN_xqM=Uhn-%&;sgx-s^9kfLDb1BYR`e^QOWTYou1B%5*drolF<lQ3B0=!M6?eeucq
zq8P=CiJQHnx-)Y#cd{X`FCp?TB=?D1PBM9IRZcJ_O-K@0^5U`p&uS@I1ZAf7+_y^J
zm-OMt8uZmIOn=Z<GI9s~Q6}jngfy<Co9@Ii)%emf<xP)Ygh8z8HnC|IvTg&}ha1Ry
zCy0{ETwd7@0EM}v510pmmAn!zlf;tr&<spd(&NA~lZtLT=J-PA=MQHNI~-KsUTbGJ
zhVrdey<Wd4-%2lCKcup11PPN>RgJ*o(ymP`_GJ)PQYPis<&8B2W{xV2;8WE)&|qFL
zrqW=Z0(c0DTNlMBYcjAhSrGx#A(?y|tewj;&_gZ=TUC<)w=Fr`g|uJRCU!>wo0n&}
zS*YUEi15j<8g6I9>8N8{qy6SqK+J69@-K<2b)Q)oXZMjiV2gV$hd}L?iav=sE$<VP
zKIE~mT58iT^V|&N?S9U}B$T)NCWs-HxBHWrJ=}TP3e&KZH3Y~zn5k+4mQ^P5t=Iy)
zmvkC4CzW)U#n)X)zu3A)sie1Cl&PA7nMSe-^Je4dyB$CU<KUHcGZ=rddp7bQxc}`6
zxfz?<kPO^pCExQ4#@y_ii&deM_bmmD+#MAPO5i-Q3QE9Y*u<LO+U4?&{rGMY2f;fe
zS_h$9$XSL#Nk$T=iVVV4=|cj3RRcugS(dq<tc<!OMWBq@<(64WI2e_I=}P+0Op=K-
zV*pPs%^2*$QU)1A`l_x)0nDfZE$(??qV7N8JS5#V3vzGg2|gNG#jd;sEi4|$x0pxw
z)a~ev>t$Q5a&U0@;9y?I09ciDz^<gKV>Imo^s|Y&1fD){D_ycfN_IO<lkJEzfM}GN
zUxCPzxug4*gyKQWZ80(U_FWE%(A!B94Ye$f-qijj!c7|R-RjmGTmVnxZ8+y~pl;6x
zmTApz&%t=Oq`Q1#S*j91Acc^0X1SJ{2Mnn+B^^+LCF*kCG}Sa2Pl%d6$VjFx;X{%I
zrkcidDV6k+#H3X8C<@iGC1{Ug2hy@^qUM3{Rn>MPmxoN!ug{|Ll%!v26V{S+a3U8k
zN_xuJyue`viR((b3s0ct2e@Pv-G(sj$6yf4>R#dK=pUXO42FD2m&8~Iv4Vk`gO!%r
zYrwofiL4C0xyTA0yIj(Tq$H|v0f&%{l*}g9TxQ^L=JVvhqMXO}I62+%Jyzya)huX8
zb2S^pizsQ(3y(4Gnw4sCYy7Sb*a9iTU#&na3`>tn5DTL`Dl2e%Kg&ZV$)#&rg~U8_
zP-KOqdl1njk`7^SlvebetOSG<T79uKyjYi`GYC6w$kEJ;@>tSQ^8-aU8B?nsvcto}
ziY~7jK=KAzd}VJ~WaZ$NB{2#Vu*~G!CG`?h@f@c~DCt2N2VBxeS(2&oql_0rX-0*c
zWpA&<m}JCKiW~y^Dus;_vy7=MnuKw5zpT3DVVbI9U+Sf*zF~T4ta>vzjZ{_SaaP7$
z)iG$2uw3<Wm}aiVLv)h|3PDW>C1h2PTZtvBlx#xWY8q?DV);9(Mv+63(wUs(#yOXB
zImyNP<$7Jx51%L3Pf0rD*JY^|g^0<N^q4|ItZJZ3>gEBSd;J1j*JQLL3zT$TxHM^6
zhKlDhch$66;TDCYL-dmk=k%l)NqUf3maN1!O}wHDld?2rHPtKQQVAw98I4qR)C*Hp
z26fXYPLzP*=+)w25ll79q%_Y}H8ll~r^=>~6y&C)Tbzfkq`Re67HV@r5-3>$x+bCG
z2cRdNuM1(Oq+c7}xTXqPLwfP@6*d0w5_J^+CNtH#vk3lFba@AXvNqV_(e~p>4w2ax
zmMT8Hlqn%6fbFu%ybCTelZr7KOtO)xlTBPp)z1LHxuxpBmX#=dgyS^lDv-oniIFB@
zqKeqDS?02b=)Kg8Oj$Q}Bd=8O?3IzLAT9z`PNi3XOgNQfFLgYs5D`wVoI9N)o;w#<
zNzoyW3RPJe@FG{<B2CjsPX8ohmkwh|zjCG3YDxO_Yb`F3)y@g~Vn@{5q6#UE@zVS*
z0-ldQY0{jrzpC&&3FAa!|C11J70MS)`XjFJc{0ezNO5mL2(5e+1Qv?>vgC={RZ!AE
z`Idy|t{NW)rK`q=pjApbZd_6&Ow;qqQXx5IRddE|yE7W5_lZ#Zoeq)6>&MiICF<Ep
zLY&SXm^6()Sba-rPI8HTk(Wl1d@E0hM<qRnFj2V!_f%P)lJqN=Ar+JKJ<{fv)I59f
z%#m>m!z%i#>icnH4C-r_;rM}$?Yb=J_{CttC*N2WZx$`UU$xQ%9I>1cQiQNnD9(aX
zd6<NSR-(oS5$B4|L$2n@ONd95M*=1EBpsYt6iYfyQ?<jUbM=nS1u}Eene*`~Pe=&_
z!!jWNm&VL0A!stfx(@-!L}#lInrXdV0tw8=t2`o(2vyBYG;(s)w{;^scTQy~H)#E`
z>J~dBoR^XgKF=&=?!#WAm|uUY3|!Z|by<uHxHXaKjBT~Xf82R07`Q=DG31w45=v&D
z0=!_V=?sz%E0FZ0^enY14?MN%Q!)BoNe8Eut8TP3%2kH8>p4+WB~1^dGg?t^+nLRx
z%GJN$iPA`R2}U#uWuMzq3{X)`?a`8`Zoqg(50${;J%`EU50k=3C54nm`FtL*Uey=}
zR(@Hv<MDd^@-?+p>cycH<XCCp*Ny4o(X&r6;uhuEN|5Hrop2?Rf$OS#G0C{8L}<D}
zC`Gu-Ou}Wp$XQ9M;kPwQyz_@NjwK(jG%JN5NJTXf&7(-!h~w?;NxBn9v9dJ>{Drc$
zbT4+)cqgS)=9P9Hjz84#nF*np4A`PHoWFJHken*jTZc2IRxuqgX&K0YK`VH;%uAv|
zu#1;LiYkzEs9M}0ORrv69Uc8(4`Riv{L*qYZRQrryn;!<rI|uh$#yzE1c{|9ndBhL
zK!#Rj5|mYj;z3@URQS~l@m|@XVV=rYD5#Cv7mYw3a-kW-B1)?1VZ1j}QpNU2C2fx?
z+}n$}Hy<CHv692yUPKNLCH+(xpHj#MD@BgNiIh;aK_1gX6^phnlGaeof2m}09(9=n
zazeSi0Ab6hDF3m-H!~=Tc?1oPMB$j3kvU#L%pY)hYv7LDQr;RALB>m&x0jF`sh&VD
zPV&5>e*m(1Pm*cmMN|&obE3UHNk@Us)a3*0UyirE*_eVq44pFnSoLifcwsDCG(DQa
zOW2C}^d;ErB{|u3@CB#T-2<7CNZm<*BXJb{%JA}mYM5Mn^%e)7U-ip`xxvR)<fev%
z%L(w}KwVz&$tVjXJ(~=PqGuCGKvlzJ!MM5{iOXRgD=Fk|F0WLcb|BJImm}cy=F*`K
zoz0YVW&kyk&LZl~g&aAhnm;W)F0X9tuq40N@f}b*Dy8O@r>^t4csRc<-?~KU-l3#l
zyk53hMOT+9C=HB2zV|e@`epEMR}f@&f)=3kF_GOD{n1ceEAc)XNyQls`b^QSeru#s
zvT)eq>KZCchPg5X8gm6lyHSX!Bc`8uA*IqZX*5e^))UY03mJ-}vrwg|QJ4lQ8_GGI
zhcsc1O<@&1W|uC>km;^-&#xl!EltR)--6d2!*dzd^MQ5@<Js>SL|0<?>Z77l{|7%q
zNRwy;f(1=GqiyYLx~^%2xa95~y;j5apL)Gk6BR72QLEQPc}uI+YPu*Z>hLhqzEG=a
z)u`QCU9V%+Mf7-MQKwd$YF%HiX}T!<YkG}nSnp$G+lRGueN0ZkS~?c2VKQyYujw!d
z3qW<4wVF(?*98xHy-}-pAoaQq^PFgEq|t5Gh~B+`-_=M;?y+kPrUB=TMx&1NtSm1r
zui!lE>+5UPJn#+91EM+lsByG}tvi~geOqhWx;AZe{FRl})s+Kyw}TJXir~LjSFu*4
zS9cK~GYCE3tP{EoY`<sW#6HNUR<FvBT3rb5#BNQ<XR8U@K_<-(ywq#f$LrmuPUy1+
zxfMjCLCmk|_t+>n7&Qe!)buIf1nj?F7gbU?ghn0swMlKPcVW-8XRtSRVH{iQz{cw^
zg`?dAGrzIxH}Jt~;CQX)FR!hyt-ycSS{-D9%)bCft-<WTT1{Wnv4f*(&ht;*fB&ib
zZ`$J5L@x+|^H^MH<D#}Py?x7=8a?23+{7Kx4vL_+TZeN`wG(~~PQ5yyI&f7NpLF=H
zCMuUk?*eES{0}uj*9e|EoGz)?<mu{oruS%5-5B56Hm1!UYzB@IJ5OLfR0cTk@f&(g
z*!Q+U-niAQPdB>F2KK})E;JSv#=yfGKDeKSmDQCc)Im*WHL>?+eOR7ozonfpgb07O
z=f4@B>8qRm2l36(QWqq)zp-VEZ?ktn-D^vWxU}6f$gwV*jIP(O0;hyFYp2QGaF~EG
z?PiUg?CpaDKo7{Dk-KcIM(pa$@yK>-qygIB-mPnO4H<+D*Mu=lo7+B!tKJYzH+t8u
z*T%*c7z_MC-q^i8VTfof&BnCW^_LeH7MD=D*FdMmZtF|SiwzVI0S<9DwsF<yXje6(
zb`nl+463#$9ys#$)|RM=zPjn71?2Ojadl@43>?<d{$c?HSDUW(fV&O|yw@|v55Rw%
z?1_P6x&@r9cMP^8P8E*x0F)TO<9Nr1|3=em`!x-aNt|sBHoH?vtN{`O3kI!4>$X8!
z_ku2I4Vdc~Onwqhw%%<njIHke%JSm!3L!6Rcl#@_(N!U}#zI}_(@)-lhx#kV(MDU-
zcl1R>x_@Pin{cqC2P?w!V;H}&4u5XiEM)g!wZ^`^WfQXB?BIR@z!nx!DYijUkAQ`Z
zk9A<Xw!v7}U?)!+>^N+fQAo0udtgA*J36LTJ84Yy69S8b-2<H+N5cXr*cUbcn`#K4
z1cj-IzSp+_a}Mh7Hdt?sy{iMt`&jqF(n5V<fgEV}_-iZ6tKvKt0dZD@**x9@*1vDO
zRB!9dG|s>@Q)3%WrHlQXxL38a9~h?>+uC^1a7f3vy3zRsLI6Uw-$B9L347{-QrA+}
z!3{i$rv$+BBhu3Lt)@18Sb`IK6n1<Z`@Ud)2BxmDJG<Iv4gEWsfkgv2VZA0Rps-=u
zLCD<gA|EbbS>wC7+HoI2tyUEY0PD69EFSFwSbV7a7#@6G4qIMmEH24f!p7PvAaq4<
zEH5ufx<OpA!)*i*Tm~=_BG^@Y7WJc(YWF?k^jcd>KVs+%wsJ@JEa+rS`<%F_YXYOa
z%Cg_pF+TIYu5on#HlpdjMq6V&IBY;Q@Ega0$LWXB6-__dZIY=8s(<jyU0Wwpzhl<)
z(D;*@1x(ps!Dl-*xLLFF80fyH{~N(L3>01yFjlWhCotdbsLlPZy|M^t`eSRb%{94w
zIQ2%ODw!Bl6V3J&<LI%jG2Vd#cy|vic46V$+V|BS|JESOJ)yqr0T4NeefrLAP^1HM
z%h<O-0_~1QHVkqLA|q^|KHdaZGyV{a`wfuYXL^7sfU@Id0JG_>@D*SQh;uBCZwK}P
z4j9EOJQnWppkp`m>DxN?Vq<E57~IL~+R9V|MgCB?IukTE@?QA&2Vo-iOWnDZ{TgI~
z@D)I)_9j^RVHmOo8+*FfBuBjt$j5M(0^>7yoa~M+O7aUGj21Y+00l?^yw}N}Y4;$A
zf-17pu!mKI1~A<^Ohl?qP#6SWUq1o+eM8p<e7)2`rCM4<r?I}eB1|7#0R#cUm~2p(
zajj>({4;Rob`OGsWe5)RSJB~XVAyy#fXW{cqSihOXM?!PI$-_}1MM8_=c%ulfN2nC
z-veSAKOmSk$fMf=9GM1)yZ=l_8`q4Nw0n$C*Si4SFzJ@@F0HMRw-^T$?SFg;{3m*S
z5N_{1OAE`(8)#%r^kM58@;b1-0Isbn<iT>4j-Vxs?UVN6;%{oN%vs+yj@}GX0oVBQ
z2DqH@b{AD%JGfu_Hoo3!0s^Cz+lIc5Ce=alBja{WBd0rX=%+C-`Ojzx&hKvRfUf*G
z=mUEz>`X_~I}by4x>)xIao-7AJ+-^d^|24f^CFxt?;2-xn4J8fV36E{4Z9U<_aT$W
z(?-YG*|d!_YaOA+DKbD#8ZYZx#tt6o>Q_K#kSQ?thvCRiZ{sloL+{qMz`MM(3+SiW
z#-EZco#@7y8mOyQS;Y8vyY>=VSaSpL;p`$D`SRxlW*OuFw+k~b!VadtC^Tm-wI3Ke
zM#uQcN>^haFtjdA_^fSc5G;|+p0R(ts~r#{TdLSQvyR*A8mW-qN1EDma3IsaJa4dn
z-?ItAKZMcn%?V=%1UB6TJ4NAqtY<gs)31VNE-$UDJcmIFdL@ia>Wkv)uCa~tfj@!0
zz<vOYU@SZjYR}FYeE~6D)0T{%ENmI4kx|3OU=CSb?rGWw3<oT8A5~<<7Sp9GAVq@4
zg6!JHa}bN_2X6zyAHW)a4W`IWc8wi)gM17<%C=CBak}L%HXxe%3kVg~R#&R{0xU`R
zUpRfxzl9zivA=-NRD0EW{tFoCmiE~dO?cxL_~wr0EE%5!F9Q&FWOudkmqECYmV6El
z8L*52((S_zc65}$dE-Y~TfeFsE_P;q@Vs#Vx-k7N@U-6nxIXw5koI$3VZfwb0s7dt
zK|9V^?Z=iE7nheFt_fh>*jP6<q+fwJaCvFovhu8vB7ErJgb&Wb*~nV&(a#zBQrCF-
z_KtCMtgB5=8=qLl9*;`3KHnA0YTC)h8lLZ+!tL(p7=UaWKi2!eaNA(#f!PpF;(6mi
zkjW7Tl{x}2*a8>nd<{<NqrxC7)=d~Y7McqY<3a->#?R_^`Kv3-E2|=GUN;P5Lwu?&
zz-fp!H64$!Cyo=>AAhFz8cqJ+#{Mcu)~}B7<wZoeZLtBe4vO=?j2a03G<-}oV;}g1
zxo*)S9sYfHQ-2xsWNLiWa4vyjT>`~5!0YMS*T4aep8+GF#%cX-%#$#Z0X1^KU9py6
z1Y87ruG3s1FZTA=S2s3rFWOyzwcB8AKLKcbrEmO*+=X%d^zp7>duqHYcGyX}4luJ1
z@f08=s^N6kHV&5YFT3<Xseic&c7*qb!vIe}4uHWgca8m9y2jN3eBO}Y`vn;HG6XGp
z`X$)?S3yP%a4<TA)C)Ca4;%p|zJFeC`Gx@^#^9ZO(O{njSg{eVz?9!zosg31(I<@O
zjIN;pay?*d)uw9zT5ZTF#{U()Cal*yX&iwxuWCIF6ypGM?nht?0L3Dn{bWx|x3%Ba
zggt1tc8$}ujy~0l@!zyD%y_AT`C?srK)YKTj}7Nmkif0Lw+2%{YFlS-g}@y&WKrZc
zE0EBkHG+0;2+vl72%;{O!>)oOeLR4Le|!`Fe`H);ZwoBg0Wpq^ZDjs?9fS|#2qO5a
z+DC-fnt~S_e|{T+({EwG|F;kZPgmiE+d;l24gtB=4tC%?zt=OaTHA&Ld2H?7Z-nEx
z+OwAz$nSUdH{kpYLKYxkUxq*j16X)zYT;_<{RTuk4RRA)9Q_ccMIZxB85<pO#?#w+
z2ub=GLjWne9fYyf6Wn6my{<vxdPX||0p)jK<rm>waCp;W;JMNo?ED!RdOK=>2I;{O
zoDVYr&fkFNgeW}rJIxig-vuXOL#_--(;}(EDj@Qy^QylRdU*sdcX9p-X;R3AuAYSL
zlV@=^cmW_{C2fi^5I_<fmGGe$*@JbA{|3kqlpTQ7kB-BCzZLkr6J6&mppFf8taDb}
zDy%d_U=4<|z9s|f8UzFgQo!{yH=X3suNv$>;QqETb}<e<)f4!G9)xXGj+8tAmUIk6
zbsWwRC&81|^euGpAQ1L<Hk`-!(`^j3jxZk>gXbL&;N{~OiEUt@{`au-zw9*^$WOWu
zi9k&LU<31!^%d-nHrN+$GT)<b2>T^Jk7D>RymtXv0yg>`!?_*U7qSC(Kq(=igSZJa
zl>7)(i#;PQK_HoiII8w-UEB{~mRrY58&Ko#!<!c%kAtuAR>!Z&6cS_#d6_9fR(}cN
z<3)m&vA!W3Dr62TiwhzlZZyOd6v+K%5q<;K0sijT67Ghf(L**xeh+wk2l9GB#2dQ)
z+;;)cH*Ad3@R9<O$@*gLgba@V6Ug<#HvZK`WBTJR)}(~3V}M-~*Bua$u1vqx^;b5G
z^)<YVK?Rx)Zf4{kK?a|LReyUMpbp`!4-qH)ySs&Q=?NShLuSIj9spx)y*}LrL~Me3
z)yLqb0P{eVjIKzBz&C8;5x)e+^kdNT#`wz+&oRuq0KNAY@N$8W2OD?W>+AS8ZdVL*
zeO0uKzx`&Oj^1vtzeWt%L58+>0qymr72y64rI-*VXd6>UUE6`kmVBoVfDG9N*?<_n
z!TtvZv=4Xv8s4xWV%2L6yyiI}U~+74y$GprqcQ)T5CE^m1=$!}$G^`D$b>3*XZP&-
z;==NZZ1FX3x%Jjtlx@_f!tc&`{x#ty#*k?c)Id1V@fYC#-vyR;Y+xH;<qk}2p8<P^
z(`hWO!G@0EhE6sc<KtT(EeL}k5eIB0p9ZrbFTn0!>EV^q;vybpjh%+!fEVD18w;3O
z{H#fDeWOq}2!I+l-!5Pf1m5vKb}e0V{}g?zLC|ykVc*amZHs_hGmX=L_DsX{2ruyf
z9><Re<--$&^Ph@S2G;k{HRyz#(eD-j49N0m2jcEm@WN|h5mg_P2h1QKC%y$zOJn+4
zW&p{i8x=Ox8Hnhmp7v*-tHQIp4fN#NbAO4qkVM!2ROl&a-KS7edL1v`VB(!^$Rkg0
z;iaD~QZ$e#`>4P~8!YTI9e)WpS;Qo45tEsPX}{}lEH139y`Gg%RJLbqiD>*?$J^TY
zTQJR6!FhpXPWN8KOTL;?4%GPn-tqDNP^)^`K`}U@#s@JpAzJ4wN`FD>$np}z%ax8G
zG@M<<%uckJzskV>tnR(bWkO!G2KaZyl_D0yO-uFJPX?QV`47|dH(Q&knY*>Q*{|rk
zd~<X7P7&3fWurb<{o#4S!&o+EhGm}0#!TwPk!nv$XEcsvdq*D6BGrbJM0<4J4niYS
zwIR{ca|6}plz8U6O(doBpBFgAub)y~GB<7vxoY*fIJ|PDrSeF8WM>h(NhW{flT9{s
zZ>)$Wlg<86{WyWUx!D@Y{)f$0t5wwx{Q}6cB=>%|-<qgOTgF_~O&0M<q6#CkGVxU9
zaF&{}tQ_uw5DsNw1c;6**l|L`c~crANucU0Zhlj<nm2EeqcPjtlk|4`M*D^;_Yx;{
zWMy@1+_YO`x^jMxw1%7fgR50VhYnh*G0ml|*1XcQ+3(LAjyGEawNY!>C#q$_#J^ji
zN}&m1^Cpk5B&yWou)~=w^?0#IJ=NGbn|brj%W#&cE*0i_T>bO|vsj|KRA`i@*n6|A
zlg)D*^Gy=9Nzzb%w^&A2dm}dNvoBSf9BvLa`>MXW$y%z3wbk#BD(2o7^!t-}=i_kR
z`RFA@n9E=Ah?7YEf=85wGo{4NES|T9r8Cb{En0CDg-TgV9wkbNOA-f)9w#wV<2h)t
zTlG2_J9y=D)3N;!Zw8*gA1@kitQn$BxIbj7pMTIAwp5?L)gQ2l>gOK}h-@piJ!{<T
z?!=}ys&?RjNveiD{9Tp#4x&6#&0#S~!+Ez>JY&i{%OqlRGc+UhgCu@QSuB5Y#2D9K
z?OPSkuRqR4gTdgDH8FHF9FB&nX|F%(t6wJx`jeshfrSu%gh2JFm7%Bl*JjjnX7heJ
zI%nNW%~Y`-MtQ9I>3HhQ8_l>E=kp({@>rz$^2(qLB;w4QJ}b73@#-s&4~7HAzEH6~
z8S&9b_M{Dp;Y7j(8}Ny0>5Z(MDMjDQQ?jS%o;Op?WYi01o>KIPMXKG)q-iMIwCscs
zyYnR7b7wR8<1$GSt4gTB>NoXA;`7H(jz-0B^jB+QXf|=VDy9b99IC!vk5EhXnax7{
zeJ90G8qK@j0G?E@a-5n@s2JVzB4w#LJIs{@N0&0Su~$1_1WU$r_2^lDVueNViS_Eo
zQLI>X$oVFZCc&!(UsHAL!RpSOmx$6s#bXNMQ9W#Xd8GQUJ<euoPeC|uH-|*_=B5&S
z{*Uj*l<_~RcrkP8CaQTbO_N*-J|@#<=ShI8*`XA?ld{7@g$bZTiqlzksZ<>CoR(5L
zuXbpNMGdlc^aB10j+gv!UH+_%Cp+zq?M5k8O}%?CuhPjq%IKlg)#%W>u5>tvdB~NS
z)n3!>fY0dhgnD`M$c98AnyX*l@$x8@+8WbvrUYCbrq4gGpf4|}q~FvwAf|;x@aTI_
zn&5FvzEMd%Hs_s#aTL$?6ozw)g=&)8Ybx*f+;}pIO_ozb3_b)6l!7(J>#rGS5cuy4
zPl_fME=C(unCSv!hDZPW{C}PYt2pl+3lQgNSlgFz9@gkikrqhu%B@-*59=;p$2+a6
zQjI}yRlU~5HP?v?A`BK4%o^6<tNLTTjv0-QB?_$L?qY<BKY4=1HvBi1^s%yCgEwlT
zmWPkHL|uV|A3toYu8E7B*F>j3l#zNLsBPm@^gN*3Nl0}udB?wHSJ$*!{j=JM*XB@m
ztpSnvPNS}Wn%o7MV^eqa_E{bB22K72ODrR6GKR%;T9?6U1Mg!beFYy$$0B|m=&xb!
z=mFzLYwafa(J{=tzYdW+UTco6&SN#q1|QbMy(<W=-jMgMAf`rL*7G0>Y{+upV>*_X
z<$WyP>WJ$T*d7*aYyY<zBQC$?yCQIfcVElS(GFyy^4_(NH9;G4_4-5WC-y-)vLfpv
z3*rQ7SUne)0k){$Hap_l#s|(Jk<jiDN3>L(J*N7yIpn72lg77<c5MtSH@A#&(}pC?
zIDcoowkqy}ea!mxcahdUo{A2+uf2uWY&%$NWdv(0cK5Lb5ctBn_PUvmL@MPYANnWP
zPuO)0TPz^`Yhp(M5p_>ot%C)>U9Hy8ry45Pf@m`Fu>zpIUX>6$FxPU)mS4jgv)@{W
zTon|xA&L&7wFfU$M5B%9L%?6QX^fu%e(_SlZY+V`i96BPPWw;BXN)#p0~7r{>svzQ
z&xjVCTGgJ>5E<U_c2)783VW%E+3ke}IlkrB7nbXyJ>_*mcxO{PeICw|*k{3hi1v`w
zMZ6u7SslpXESyfGQRy`%!@C_@ZwTdCT&U~clx1ms`b_8b^M4Y_J*@1K^CF9FcCaYZ
z{IEgxZChU$@3vp8FE1?2(@#(kt^4{}{shaBSc*K~h1_@gsSau{Zo2CO8Z0g>8Yil@
zjh{Xc*do4s9Is^l9d`GC$iBS+8u>!cUue{pL_3F8VaHFu`x|&|_jzm$5*4MFFb)3w
zpJMOmpI`upL)?PA{=1`38Pm_dhVYJ`9`n!7(a|?6@A3ZtP)h>@6aWAK2mt46*IJd|
zhN5mg0060J000L7001yAGcPhPFzvnnmn7G9ANH!dW_N49RrM}_MJ*QF+t|YHOjmc;
z6aaz*2w>iTEs~3GjUqshAh>8MDaC4F7sH_>N=1U)!V31W6_Ko1$C8gNS+c#ql*KQS
z<tQ17Bx>QZd>l)*a_l&Pl*p%(`60GLSW-@C#SyjneD13n5P(nqg3LKP)BWnz`*OeE
z`|f?)u?8Kb4k)E;RW6je6`%gbNU8sRRVmN2R9{)@{FdiAo~Jg|`N(s$8qGb&@zg8o
z{M_?>&)-nzJ*BO_|ByQ8Y874a9nbNVx~k6gePxa2j^}$$u2%aVUY_Ayd|8{>o@Z;d
zHg|mA!G|G6wUv5Uor`Qgx57D|d-fOAxsK}eJq$g^ihPVP?)!On?TW*>Ws;fW2WSuH
z7)S<~Tb}1Tc;yPVg|*uFXz5PhuGCs&d#XFaGV#wIM~<D_;T4BJ7|S|0_qbOK=Bfij
zEZmcYZ{RWCz_KFS#_ySJ+YUyX+x*ek8oG@L9VhJjx--IB@UF5}-Rj`P%{wEd54mb(
z&8<`fpd1R_${GP4`$v)Q>jQWxSK}za$02_!jsidj{L$UjSrF?Oz}oO*{26X|aX^US
zn~(3S=oh1(TAd~6NTBjPJo(Yc^YShxv#|(!gqfX}BH-r8FybyT0=5|F4wkup3~UAl
zPmbC*a+MoJzEkaA;|m7>5O3_}y)kx5_}LSz@OX%4m5Ys3`!Pv}4_EM}7r8mMsE&?-
zOML5FU$lt~f|;mxl?`AX84>U{0RK7&Cr39&uMGP(Hx44P3BI{)Ucrp}hUkN-REL08
zHt>zL`x-FL4~&5;pahHOj*k(ZC&z&OB{x4h#`2C5<!Df2U?u>_JF9qI=mx+-3#l9M
z#7B_xmI4%m<`aJa+O0qnwCFa&Cn96U1_Dv*Bo^)nwD!Wtj};c+VSiYQ?qk+NTq_9n
zigi9xp6uobns1u8)nQWA#0AN?+69tMg1nW-*ZU*js5%*Pkkf!}7ZA^H1yo&t8EoaM
zGh<iXJT`Rf>6_3eh|#i!$EPr?hkp7D&<e<?SN5HEtJCP*Une+#e;K3lUIeTGyVor2
z)y4-0ySA!*uI{dZK0yZnF5q3=9CAcg53#^%$T!E33t&RE*}>3<2wd#v1c(g3Km*v+
znb8aY4JvDG<_AK#5kTgF#ADSD`T0yZkCOyY1ghgC&<P+N;g>g(b`dg!axAzY;Q5K<
z=jx*qSKT(+0%WlW3!wGLGp_1^`qqXZ6i|z;4*;;8$kn%npa3k8)Jn)<{cdGo>|m2>
z(ht;GQr}%fTLl#ORhOGt$9F#uM&wvmS$NCFzaC(J_qwa%7u@^|pzcAkI4a_%hi)|h
z%>ld^JU>GoQTG9IK35Q7VyxT2=e4o$lp=*-38a+#7JPp1SfE!O!0dUCLI5z#53fdG
z@d%UzQ2=SN=Bjl9Db+Ekey+1j3+E>~NrV^^UAf^rNzmhpA?Y~L0N$J=&91Hji{!@v
zt;3-qB46Kzxd&Ju*jXPnSgaJ+VXb2WYp$M<3LnH%XH1#l>eCU$qHvc!)2#eff|j30
zoC5@XGeys#mmnfQMR()L=4F7ZIuioku1MiCLlW5-k147?IFbSMzOf)ptpd&X3Dot2
z=Q$PF19;63ibQg&3xqBpdkj$Ak9H8F_8?9J%qOzZSD<FlUkJ*}C*fQJD7u2Y1lSUR
zTAHLOc{xoJ(IK1#j17XM3eso#no303uKEDP*9ta8-l+Ctv4D@G4q@ukU=&|Xz=scD
zi)XMPuxmv!C3n9Mi#lQU1DWJjK6(eaO<{=MhtPWsy~vX;KHp~a2t*iP;lTNQl;a>d
zm%_Wc2jAAmeLH^$Waj9b8)E8)hVUIt3hfYe4+|EcR@9@Ei?@#`27!+W30s}#5-|sG
zDNLZTC1@eM3#R#Scm=eFUh4HD=iEx8-;)!7C63i~kQf=5m>LmmN%|VeEF~y~Tfx8N
z?A0w$q@hU&l#b|Kpi3a&<|~j-LF|LTRw+35LEJ%+y@>Tk;9do6R*%JosQ}^}l$C=&
zbQg<!FTQv2`4f>)oCa-Gw@yd}0=j;Hh4q8nM>hw}A@N|~ukWUK_#uovja+pvs23oI
zM&S-ghCd8AsrQT`sD~d70g{W<($!-iPRQOs-Gr|}b<0TDR;^61t%DHzj=mGp`3|fQ
zXjbdk;2DDX5XK2|jahpTb}@+9I&yvv?c6FDK*@+Vf{O|zO5(h~=F%cS%VsEqULC-|
zhcOC;lJ1Tpo#f6i@^y6<FpIJJEiaA(h@I|vH=pB$N5Qf&UVaSlxqm2}sUVs22LS}A
z9^n+C;xhUM*#A-Vy^~e|^rEt%Rr}biz7ual`{y0JK}tGAnRpnloB~X-Vf|4I5m6=0
zX&6F<Ky$e2I0k=gJO}IfF&ND#x8t-b$T1=tu#Fyiy=34goDA^_NUImo@ADv(2SI|z
zLa`_G^CJ16x$QNez>{wx`l2|7AR({DnqPxN%s0w~4ov{ar<+D1i%2#3-88$@gevF@
zYoI-lchy;i9C|OcMIT6A#~VjL3&*hIJ~sI<0Dqn;dtxNrDU5m-nFOP5kRt#g$aZxO
z>!0G^Gh<Qd75eM@$$;k|cKqrQQJ^!=hxFbD2t7Wg9FgH5`YGJ02u7G_$d{fak?BW9
zvij<X>;}}#Z5+cJw~-LHFvKlbm5Wu~j>bF4@>D(hM7Oy*$1<)^gFxix`&RpLJ|EG1
z37|i~A2g>Zb;uj}9Y$b7yFt3H;7NXlb9iE*dPA6YC$X5>m^KOokoqejg)BftgWw1z
zgWk|;9dH|h)bSaxs#axl_|8sGjRf`8vDmHdhA9ld!Gy#Jm$8;(#LF2YymOFhPRr<a
zkSx?-pgsp!LsMyP|G0=+2vK}LDw>OyCdPk)5AY@)LIVo|#n#72)tB-8Fgu-sZ63hT
zQ|>C|?|MkRfD!&Hs;B{a$LP62>kP{t8Kp*BK{WpXkyrptHv+=G(>-V93eW>^)Gda#
z^@Cze0ArUaEkqSSLtKIK5;59=7<Gv%EdFX}7M}k~Lv=qA8s4Co0^PzoqM(VeD2_tp
zoDlO+_5uuF0)MVx&Zj~n5ecg5oRRNAMfqr9lsjH@)t%Io0EhQ!x4H$Op9!Dk)CUic
z21OOX<_UxZei_mrhOi2B5LXA`9DE$FL*eU_k-&fqRzarbXDK26ZaDMkZFC@`|IUcG
zHkKBxO^p|HDDIYe9!my<Dl&a{9cB||dX#R%WmiL5s!u_;-87WllYjEF=y%5i*0~40
zzXHAgXd|S+Se4fh!3jtYj#$y70E(1;$&m4QB3_2R18_Nr+3y*P_E3Zf`Nf0Lb{mbT
z%Wk!amEJ|P-YlbnO`ab0V+8{~4b*x#FMS<kH}*qBI}SW1TFB~%tEuy6M3Mfjq39So
zKcb=zkkUG0v_Q_lKn71fibXvv1}Mxc^x-zi4P@;x|3X~%UXZOTZiqI-Q8B*+*44fE
z`@)276D<a!kLDH3uc}9Hm9{tDyomyeR7~0*%i9|2UF`#T-F?ZeK06W+<P*bPxuSmC
zHxcc}m!MG_8ah1^0@l~?HgSGz+)rtj7ZB-*I<h)n!mvu|eb(?pYkUw>R_vQQxe{8+
zSlI&*34eD;|Akn?;J0Gnhp~iXMmOn)CdL9e4!Lm_K-mJCpTuflOe=^wbr+U=zYt*G
zA+)r5iAKWO8enW=`(2}*s(m4z(_DI-3T-TWpZ7pigwF%m(E)TOY>2nW_)hAykO85&
z5sD>N-3@}d>9XmCHB&~bgLLQv(BV<2<$aVCZ$PU0F&qWB%PH(t&<K1{TH*zeE?~(Z
zWeR?PrjJX)Cuc0+@Fg?mzAfODIsqU!5z^MU1YA@<G7>J$-66TuRX&!pMzX>3zB!Ri
zQO@gl+s#)&cF^K_1w+v6JZ=OZJtI&bHa0d8q;*7MxQfq{iEyZ*0Y-AwG#b$c(ucq|
z+70BUK0>ks)L~aEdM*!$b_21HeovC?{!J*ZQ2vWxnCj{X)B&wgf(HN#@Pu|(=Sl3x
z89@NcL=yyaFA0*G&Ij!$H3HLVSnbu5nAtUgA1jZ1PyGZn2WI#o{Cyu-V=y!l<v39y
zB2N4daXhgXMN9k$)_Qs<d#)y9A$&2r4^70gQePa4!>uS?egb2hnTX$#pTyr2AdcIy
zEUM-8iMSqIVtyhLxk58cd6!-F8GNQHph@ONP#!)U*+jtrjMM7us1LWo#7ZjCN%b?M
zenMNPRC*K@zW!7QnWBFW!d3femIFq95@dwPJdKN*Rx*ec7Vmz#-|wL;!D9DeNGSOH
zg_j_qEshT<ci2cgePSZ6xBA~O=ZR2uop&z_!x5`0Y%C#b%guiY1V{4$dRlC*hwz*f
z(=imHp;pu*+#w)IpVX#z*a&>sK)G+ck-*D?(1?XQ*TsrdkpAjdCsCT@pBrLNS_d}{
zLtuI^{e7`+eVs7evI@%ijS;<HfNFizFY@0QZIyusExc)+pBJ&Og?r%SY6=xtxOqRE
zVZ<V5tR~Hr@RD&p@o$y!9a@Y8&?&LHh0608FnkLbnb?M6C&lM%KQ$H#5X<r~_O~92
zD9C9t(B7j9_9687Val6tH*C}>HT4C2|2abf8uA1#RpfapLF*AJm`f%!@xwGvAot*;
z(Ji4QCQ<4;fxqfOyuv+2UaG%OJ2rrKbY!is^&c|m@ZAyBA=J-kG|w2F(-uT*;3dLH
zh4!=v6@WD$eERW?uY>~KtTujrQq+XdR+g31QbGZcZeODO!{(j}jahO4auF=0A(7Mt
zqmjgtr>^is{X@6KvikgFC_q$^3GIph_T{k&sDX&cisJT=@NPEo5fYSw{Z$<|L|UD=
zY)qRKW8PH1Hj!wapa1ws6qlG;HyJ9-??NYdB>EtD{%7$0Z%(jX9jjLkpPw`IsfD26
zrUd2_gPw_an(zTq6aDa1pZ-W-Vn~2roS<){YAE1&29aFm0=z*uS6Zj(6}%3YwI~I4
zh0d0R!~~adIuPYnF~V>d+r49KTy*k;YuXee4wSMq0_a~w#_4B-g<&?m5s5U*A(?43
zlYGR`g~S%u{e2^GxJ6-7aULHtE)IU#zebVIK)YjtK3)2>wEkcPsnet{W9U@J3~Rzs
z{pTYy`M+d9Ni1k%P|+4XL-*iE;62891SdHEpBbL_0?6(m6`F~k!zB&0iJzw$;Fiz_
zIOWaZl_dx<F=6+m_9fy}=r}fd4ookS45Ydg;H5fCYe7*7vMl6N5$Ku#-GUq(ERDdU
zlXi;6FNDdXq)LD!p}h$Ty4#qs6n7%LPm<@cD_`R6r$ajIUML!!L8<(-F*&Paky!s?
z48p`vjo=qGbDV7cB8bhn{rVQho*x(*gN#a_Fa7423d+^N*pM)dAuI|$vH+cdDuT8u
z>83N32;%$xnw)kd)nUe$fj^`CG{xI$KY=)zmr0x?puO2LF|qm@aHGiE$VkK{oGkFn
zl1%Id=+i_DtXbiiS1?|=l%a!Upg6QoyO89kz|r*0)n6Wof|qdP5jrI%#8@2#S4V3`
z#Bb0PZ@i?n%O)&;kRAy%WBz^6BF(A4G7;h;jY}Zwd-!{vJ}?Xz03MnZ&O-$eSbb_F
z;8jB94dcV&r#qV8+UU|Np#*$9eF(+?91Mrsa2OVrkmPI<#X;r5Gl!p?@QB3;oWw-u
zoxo2Fzk9wDODHpe4Tkr?uW4+0)rrKDhmlUIH`n@^`q!g5D2-zQkoX{=t-aV60H(GM
z2*4TW8n7PDbhfBBY0J`mKP0vvjWFmKHxzctU50|OqjjTqNf*jB#7X_gV2ySn69af3
z-eK4nK8{4h57URg6OF@(iTg2#_+83Wv~?p!b|CYfpU7KifPKfafHUG&!65hx^c3kl
z0D1oiko02DzjBbmFwo+d;1j5gK#d#?;75rAt#Cy-ah!N22B*G>dA~H0BZe(FGytGP
z&plWNJg4vjhEcSazZA|g9Vb+~CCoOTgVs9#P8ii--4H-b97a*+OE2++P-`dk2cn&v
zL{H7hRHmdwm-Vj5QBg5aKRM;$L54eDGCt#k)~0cG7y%M>L8VHW%J$Q8egj0%nLI}2
z3}+@EH(LKT6Acg_aNjx}{_>irbIk)OaSzb(;SnCd_pGcn<E(s!@jeD2Xv+oF%K*0i
zn}h<OsSmD2fzIy>Banz4&b9B`413OPSo*fW8lp4tgb;Z&$&;=8s2m^cgpAStN(lJE
zHzs^%o<||D##72zKnbz%@4|VS1hGePP|`+LYthn&M>8MziAOxl2VUw>w_%FZt3?`k
zMZ6G@`e`ZD9B1W1iFHscdd50B6!8>qjGa?-WkHmNW4mLgW3yv+Y}-ycH_nZ1+wR!5
z(XnmYwkES?&8&HwIZx+duX?Dpt7_Ld|NedpkzFA{yvfdlFVIFHLafo7Q#;6KrUMJv
z6pt`!Xf7P#TJWH3?k49$e9QR!jjBl`72JqU^!7Hg`Wvy_Hv549KJLLL*7rByTq$E2
zXa?L$P-g5aOmnD$asqJ|(3s_Kx|&0zvjV*<sLT~~^uGig1%U5`Ypt-EIqxVH4Tw74
z*=zvJPI1~T1giEiK723hAXY@8Um-arRqbnK?2wEzC+#~rdLz3w*rdo*-<WH319wiI
z5Zz2+3Qpdnf8H``9@IJ{_=-^*t&xd)<q{suHqk54BJ@}A0LUA*HUX}{=`gwLuNQMa
z-z)!5gO!qEDrLWK=M?q~tlS$)7(QN~Na8^%>I-Ks*#l<cO|#UhHdZv`fDp*Y`Iq$1
z*RC+G-@7*ko6HV4v3v*y++lkvNCa?@AVZ_@9QXt(vCh#&@A!S?&tBQeegUrORj?>)
z9L1STe_<3*LW_>&8Wd>9sk4uI8Q>8fzvTwyOq&Ga;|c^lt{8#niHO46)pp~|XMK$0
zwGSY%7_ExWnno3?6{(jnxKMmSljV5sE-70cwty#R*ZX1$kd+^d;mb+biO}kY*XgNO
zOyxaWkv$)DUTI=6-9B{LBr$~O{pIQYzGl<QEwcz;3c1of$yIwZ5(unf&374$%IL;-
zN91jYWcWQg2*xX9b{4GDxkps+w~M9w!;u|Msdi8e9D<RnxP9A4hAG0}vT}k)7BOx;
zhzJ&j9x>6R9x|_C{Jk9a93Zw?zxg$<J>cZG5&X2cqq!Kat%d|!oFMwZp&y0d4S%?6
zfYp?NR?xr<m#$`wQaf*~t!(7ZXdhn~k&r$*ySTWc4X4S7-28%89kk=-WTEVN0_B|?
zCS#x0^Y;(|CeO9xddcWw--NQoE9iO~P<^*GC{y$~P1w56v<RD1@=ib%DhI@C-39d1
z%f~ZUfFFVC$ww>T31?6e$pO<1iZibrQhKHU@<3m-V5Wd~nDku{2iAYMi;|lJVoby$
zb^FL@dCX+tklF3VB10R!d&JGe&$LC>u8;+2vDA{-*FPJezd)kAO^4^P7y&5eCp|Fh
zzr(WU<_@A!(LiWL`vAF(AfC|OvMEB$%NU5m#J{peQv`iU@R>&~-O>2L!=Kw(&?ThN
zdpDfRL1AuC_r$_iFqt=blJ9<SMv_KOYn~;%f~4mIjN1CmDW99bKvoyP|GJVSak}u@
z1i9u&Uk35_0Akw3cH;~@A3qg_!3S`BXbFERuoJ}1Io5C}!*U<(Wd4h%Mxj<9*9j#i
z&aR1?Qo{e3mS}LwDP?!WhHYwjBqS@3+wV$XXTujR4U=HNf8NnnE}08N((Z1lg{*F3
z*bWZkl!O8@qf{H3*VY4IT-8B3AQYm|(=O4a!7U4^N-XE_4NB6}P#S!Y=R6J2Q_)t)
zTP}~>;JZ8rV6@D%LhTz-rMN+33a_m}X3Y(T+4UG@1v`IhI^L5vw-IDDxq^uGLC2=z
z6|g_$a3I}u*>4qj>Hex!bo_R1V=p+BlE5qXDC1&R;0+GxDrgZH6~@Z0-=dE1Fn5B|
zv1;R$pJsU9l(;YXScR)JqO{3P|4oKk#s&{git23eg~}dBb64Geid{00cqrPIiknLB
z;*0>A@-2X1rofEwgNYN>WyEVKDuOH!#&e9Cx$L6Hyc#j{_!^k*X?tB4@r;2J(*(ju
zH{Gq((rODB(ZPST1bWS^7|oO7*FyK+ut~lM*p~i+IzT!Q3_d#7^L8gA0c*jIyO7xR
zA8<5EpQU`JI$c|J_k-|!l0XByMY47=!`&x<#hXRxk6%g^AsdqHdBwdmG;qnKT(Ag{
zD|AN)5U4}?x!JwA^wNb|q0LFI3Jv17Mvl%wj|LtKsA0nts?(r@P%B$zW?ykqq$`kz
zEo1wgPbcNZHXVkF*j~69w`6^|8+v17nS*ES86?!4G@J=>&T&8L6ynJlugqfc+p%V{
zAkkBxXO!yIK7Qpd>W{fpyB_QTkx3?Ue#?=a{>UL5nF^(l3H0-!VP;P(La_9Hxzu@d
z9H--4v2s%38yp-+qda679XTR0(i8n_i?om?!G2-dBW!{5wR3VSlS^40L@{-^Sb2ln
z3(V^iDSE;|2a-fBgwr5J@!W}l9uZ`NWwbJFaD{SMdW6wc5axgrVh7>{Zq^thU73SU
z%RHBGMBt<3Ku%pb+25PNudlnNoTZ;<8wzgS?I+#~Ub0>b7ae;u0aXXMT+50np9y@^
zqHb3fuU%H1^(Ur|JrH%9J>4!yw_bFD*^l&-4{dLcLjot>@LHE^;!&u#Wv^^S2v?02
zlRm|pzvd6jewNMYJGL)gTb9qAXhc6$W&e1B7Z14v|DZ3=Ur(pbxi>Y))+B%@R5{98
zdo5yK+Mp1*jOMH}732T0GxxgI_AQyeJ^A%y>atPBUSpPB6XYdr9kou&q>u<C#}!R}
zfJ5j-n#$a&Z6oNAR12@9ezK5@=g6C0b=t5kbzC&7-g>c=7+ace^Z3|6`JjFhI=?V=
zSzmxlKo%81O+siF`l*4{a@ymiiCFEc%}pF$>b~@o|IGVr7@I1Lp&hSAlYM84i3Gla
z^HR>^*sIur{o|73YRKKNT$~ZKMmYCf^b8b!)<S}X+h##(Q+2b<aB+rD%1gLT;NUEr
zn|7pW@ohnK`;fX;59uzecm406SNVqJs^uJ0%gJ(1ig^RSDwXYOj3n~Z%6ZFEsSwt1
zaz6S4B8==A+C9u%3Ag?SRYGhQqsw&bl#03)n=!-P(L6y`w0pYS&?IWK6BH&&#pGMY
zBlh70a>JT+dkDXEJNVO5!`x*fRSD0nG#i0DPEPXv?oefs09(L`?QL(SrvQC~m++`J
zGro+HqxpTqP|jA;(?23;n<E)3=dP71aQ$)al1FrU*o?fD_#e;$pD{&S#CA?I6)tfn
z2k3X;Dnyx!a|4R(IoalOy-wHsz`@HBWYf8U`Ck(QPPKHhcdWo#nYp6Q;Jdk|v*oGP
zN6wqZtw(cCmDM-al9gUBvpG9716tSo;xN}YX|snW)tNbmk}?C@`z(PZW{}P>GMZ`J
zM+eDyJX#>W1ff`yE&-~Qpg+bvX*7p9Pe}Sdj1;-_(?BArx}KL#2D3Ikhg>5uMNNNy
zGt(WnuS(5|1k>m_K;PUo!8paS6e~SSjn`n4^3YqjlONoDs=$g@+@FNA!=Fgl#WQL$
z2g_Iwom0+oS7#+L3HO<V`n=@Xq#q=N-of!7#5S7peQ_T>21sHroreoT=fy#8K>i8;
zgKa(FtDrca0%Q0dpcAMkUp&{Vd%E8n?cRZnP{fgO=)|N@X!&WPQ^sbqnn3*UQAE)G
zlu*QX*I8h(x-(tWc98?YZL^wUkCsxT8*OCR5At4olEu324DtxZY8Mk+b8N9hRb)=3
z)x%4al873t<Yhd(#^q?iBis|QBF>8kyG{BPM(@Zax#KZ`%bN-*R}ZyKZMBvqgSDyW
zQIXZu8H_d8;32xbe8E}joc?KtQO=q_)Y<2pz0?0=du%pf?t<vFBqCawbCbSk!x636
z(&YgpgIhYRujd)Aa$FS(kjoj3lmTcNt1@$#@lOAWkN<^I)`HDs`>qc(m5C($H=)BD
zLOr4L0eas9NRutjVUB>dc|y@*EDkWOFIAye4G4A9S+a~E)=%l$YIxI|ws}mzMaO2l
zST>DqfY=V0*Y^J&w&{X946n~%JO=~6=_3uwj(tk=z-e3X$I`E(Iwka5$=ik}0gc-~
zUEN&7JiUTX(pB6P;(j2Fwmd#YX*)(hZiq*ztrv@cP8MlxIADB>1=i(&_Y4F6qRomD
zo5_gw2mE>41#-5F7JyO}-Fr6TM{!z^=S9%&2sdI40i`4EXr97lbUIDSe65f0#-Y=^
zV>Gz!ImP4kKwKQ}M!szN{RL@4>Hvb2*EO2OKj_^hF~{l5qputSoWCGeR;+!VD6X1r
z&25N|0*S9<8HlY5V@}*m1vesms?x$Z^;-0&8d+q$1%+Dd5Uj|jZPSP(FPb<FB6!c#
z1>Kf0e~(um|J`NvG>E75<A(H2O$B0&EibK1W$=sUB~*~OnnkaU$0T=D<?lr_8FM|-
zi(J8mwI5C3l(dmLKb)qwY+@j@E)6+6r`SfP$@wHJhA%sQwvZ~X`Eh@PCcg#XKQ!ZC
zx_i=W{nj7gI;(8>))l9OO(<4i=a57RQamo4SDVHRgDlOr8*@%m<8n`zV^IsJJU4Ir
zHh<_`(EH1@Ffru&q+PtHcTg<w%N$-=HOgJU3MlhYb)lfNaK(3UG|FjPe<Xe^asOUa
z<uxnwMYXiE->~Znd{W&s#i34f9WxyRG-fx+Xe0emZ62>E65U|Y=AvJF1nE+c-t*Qx
zO-^fM@D}`IwIyNhbND9Y+{_IbbsYxDkC$cV(B)eqdBuDot&n50O0o~W(O_<HGv82;
zP6J0is~hE8k9d6-qS-B|uE%Wsa%>9gq0+$EiKR;&V}NV;4@4mGfUhai(md#j&5?_I
z5pW2Wa3|RFG#}D0-=lRKp2O<Z6Ro#cK?xdPf2dp8*=Di&(I>y_JPrY|-oS$(&2d&7
z&pr<LYT-2nMrKskqYFKhbU{aQK3W+1g8gJncE=_xV*zQ{%5*Bx@K1ymPS8FM$_dr{
zdSq;4fnGka<E$1M9EjnFjmpZiQByO?rpZVu9203w9iFeVa8Y6?)?BNK5L!9sy@eP2
z`XQ+X(W`uTqEy`G_If-&CwVs;jdYr2R-<>$=(5`DS^cfQ)tzEp?m|3-CDR#|2`5r-
zzJjh@dzq1*>bq^q>Zaif^l&s=yC*H8V8-2dy{cVanaGKf*$*c1Q|>o6w9=krmKJlq
zw=Y$7CE7a)5vy;wKEI-7);L!xj;ieEq(93t2qH(@gZ#T}KUW=ybIuVg3%h{5zSaP(
zXLT)NS@aa5n5p^{JinCTfc``_=V*zLZEBChbf1yTTt}?Wd-s!e^VN?Zn%2(L2&pPf
zWpLde+3({7&Qo5`Xa(Bo+3ozk-^z8b=Xh@#RBpQ7L|4N$w(-n=zGUrzVzLgfn!v5m
z1eLB=WV+g5E}c{)>!Bt;=bV{~Z6diQpj{+6*EL?pX0?iCsU@HBD4HziQt<J(!m_dA
zW^1g?n6PPMtc~SfYz{ap#**Znj`}MQ6=1T;NoQKIS7DD12+@e!uVX!<Kz8{mL5+EZ
z*!OxcRJ#LY>=ym$Aw9oA@Za+GN!i3g#(nc{gzKm8=5-%snC*GV8uXFwt&IAD0?jsy
z(#HZ{GM&?7(y(5AgACBNgmjTSdy2^$FJ}l;99eC5Q}id{w;iFiSNb<WivZ!n%QgU=
zV=2dEDgLz|cnZ^Qpx2lf&Mf1NV{~d9salpI11IuH@@UUQjo;`tqP#V=wyT60-NxYw
zw_8pZB@N4WOb=gwOr<&d&-7D2aq;<CMN4k3U<IgDLT2f#UIbKPYtKHV(`LUou3UBA
zw&Av3O~`UrWWQ+Rph|}=b{GG}lZ_Qnc-h#Wa^TcXKv5py_r0lS87H_)AI14aYcG;_
zQA)-}MzJ`##u^T@@{$b(1j3?D>%G{q1wlD`H(Pbg$xueQys{xy1*g9Ht@;{+G4fmM
z9HPzU+Vj0hddE{vY$)#YoKh_E=mxF`e=lNbZgb1bLPX6z@2OccsFKD4a`i>K*C>4*
zzK{!@G>O#+Ba98edO<mOkdL3Df_qH#72hUvS2g*ITC$3|F5(-rPHo9O@jNNx8?`hi
zRI+cCb~UC2LuA0Wz1B_0X)Z%HIz>kDScS}1`715KLoGy!6z^PiPneVp4`O!=hGts9
z?c|AOJUMpsOi0Y4rPlne^3x66<DWb<q9|ylxwXfEJec%HnWrMlIX%FW`*$(2zOu4u
zvwCJ3gForK7{Wg&0%CV9e6}s<GGQ`(3VVlt^Aw*Uz|77ML;4#h!XY@<S3a8mw4n6y
zQ&WAgA%QqzA{E6m;RYIX5@6ONyn^4nU5YeE&nF6dQ&aHw&g2BOG~S)WlOk9Y)pLM_
zBv7PSa__BJQ_Tdip-`;a@+p7}Muz7jA4cYt+2Zs@>&J3HmOVV5Ma&CSWT=D~4XwJy
zHt3v<2=ri>PZ@3b*gUlO)b)00W@pe!g{J$U|3P6}-6H~oV;1%lfkf#X`|mhR>B<aM
z3Y-R;xon~6X4EJ;*?4Dl*oeJH=cIufy)S>r_SxuCqf5-bw@*>6$H;KP^UD&U{5I$%
z_qL^y%M-k%j=`S+<9wE<VQHX4`@$IVk@!4J?9kOjL_Yp;tZ&ruAClA!qnabk*tMPr
z6!?)1n&}0-@}Wr3@}G?}^-Qn3yQF#7M>q|x?}W8bc`D(hnpYYh3t_OT8$q>te?8WW
zxz?XoIAOrPG{p5}onpxj7tH6_M(T{sB(g9p=LlacF9WBzaj`8aoIIC-6Ux~pK~t-G
z0G`9r^6X3zZyoFFb&DS!FFb6$)g!Pd<@k(2il_UO*r-}pJg4J!Q1Tt`vOjSAXjL1+
zo2RpB9?|Rcy9;9zOzVnW$0}-(5A7ALx-FMX3I17s6-4ee@l6X&H&Du`TCe^M-);Ir
z^Lj*g)j4+F<fcwAwc<=1b6CYi3OF(Ha~9k~?ewVRTug1`4P+HD@RXtm-WXGHR#P0<
z4*ZpHQ=E<;LRlEkUf20<-aou}nvgFpRJ1v#Yftw<Mit*4HJ1J=r^JRtxx8w%`q!4j
zwPPGT`w6^@kx9LoTHS4)EL94zkK8QuY${}`ur`P6tB!Q9Kr+*G;u&RIb2gF)J@!tv
z9r@#e<HF9dajSu+#sLqD+eis1^y99ECt>zUi&A^3Yop@?Bu(zENY7o4M_I>1Z!Y^f
zw|j%cu`=CR3~aWD5BQ!7Sl#(mU^*AwNVk?{5~OZ!{Z+VW6@sS*aUmCOx_C}@Yn4hp
z1*u5@A)irfANzVy2B#o)cFbr@P%t>-!#kPo3;zz#Egl=3lLzXuWqYS1Bu5qNFY-hP
z?X@C1H+e)1(wYyZv~iwl^Oh_Qn5rX_!Q(hMX7v`)Cj_*^L1g3WI}vAQn#*jDNC)J>
z@``F~)19ZBQi{cvPbqihbedcS8|<g!z{NysqW1ha%i#c0zoG}Yy<F@JEH8C^-LY6C
zK5xIe;R;XMe&ZX-%#xc(pkam@vg#C&1F?iCgKY9_ycIhzdP>G*niZQ5Sgc4*veV7H
z=PqTiEb*4Fi<oB8o%JvN$tEHp1xWQrn6f;4m?d*FWH~4Ig~Y9PB)$4oJ*|G!Sx+ey
z+x#ZRsyFSxvY9beEWY>?VT#&ZzXZf=*hxN6g1*>HV6j*`<3z+wy-z_9o_9}QK<ue=
zss#x1X=);9fnnc=^MOro+6aSSVcEL68?NGTZGm8T;%2@_Y_Gmebi!7ws1&E8`K}3P
zQweux=7n|tx*Y0xU!R<v-?~hn_@@`wD0p*jV0%{skv`EgN2}2gS*y_xL@xMOd#LA^
z+geWYubz>KUCAp;66+LBb!1A2W1!V23!&%Z%#6P>As3SHKFP)}U8vv8Lt?nD&YIES
zrAd(ftj>Dr!2y}8Rtsqr2o3(cO7DRAkV_z-QBp@<>&mn&tfj_~ko@m7FZwAKYSR*y
zE293H-bgasc~eGs=RE4iJg}Y7HNe^jk$f6WU5DW;7(3sfhr3%U=56d<IX?neOE>1T
zfY83K80FdmgJriGJLI`?cEJYP7cs|SAjIKR)6#=IJc-xd*@vRKHCwz?=qZ(@6QK8@
z8{FL?ZS&wExR(&Q{^j4ACkVu@33=&ZI?-~Sk^c2uzhgZ(b4Uih5s9l_BU6^s1=0N?
zU|ehOs>p!nCT8THYPgYlQc>x0{w_@%RUJdxtq_BpHuR1t6R(OK<izGldC3+xMrOA<
zY+4q;jzH9(2ha@5(e{f?<d)Vt?%(@Ui`1&rG%fD9A+^L}l}0<t@*y3oYFas}rbeIg
zpk3kz^G6XX!`l{Z`arLP@KA1!Fe%6#Wm<BKPYjBBiQZ7KZo#xY&~z5=InRvtg-43z
zxl5jIjQa&UXM<%bk!BVMJd2A?M=Tn9RTHh*WMjmN5aLs8#=j_WYg_wv8gpZ!ZT1)t
z$ujV;H+1o6w#>QGS?*l4(p$c9Uutl(yE|XtV9<$?8E)Y2Q+QDP@h_<i&g?D_9i15=
zMmaaKJQu}tk<MiUn-5tvuk(klW?9Z)-F&}OcIPRUMV2ywANOth-*^L*BaX_E(l&3v
z@!^*f*zR$^g(TTW;Rwv|{a(K2q2-m&DH<3@KjV!Or4l8GU+d8PoOY6%FTdtA?=?{2
z_z{#%F^(M>>;gmdO>js^jUCx{yupSDok{NWP)M_Aq|Obcm#!o0Z%D;>)3|Z0N_u0=
z&fq#~ANIVZAz{8KAAy)@*%i`Jtd!{EQU>*?d)lvW5-S&9U*<~PyX##;u%CvAf71#J
zZE{zhDG)y^dBCB<W)SO_e7L)2HXz%iOilF7qz&F}nqTvD;4;@sNpI~0ag}nQapOYo
zZ6DEg=`NkJUOlOqORaf0pw~!?E*-jP{SwlVz&}w~1GOTO5n1*Zwf!UCdpiN)n)Nua
z3&F{>*0I&<Fce;}HH!c<YjSnPIKAb9tbwtND51?kY+V*DfuD!nMbv8|UVZ(Y3uRW7
z_u1T`bCihLY){ArUGLnpkHzu2r^oilZW{&S;ynAR(DDw#W_m8)?fgaZ1@;bG?yJ0F
z$)6QxNa(f^(_OSQ!8s6j86fT}H+?|JKny?XfGm9t^R)RleA=TW)DWWUp&;}rH?Eh~
z4ZgmVX0-WG(bOz^o$dRQblown`S;#3v{I{-57$3Uff5mw(JC}IxeeO1H02O9R2oAp
zcwMHG9h;5u9Q{x8QdiBIc1P_7@ABqm>vY}vU{Q!!&IJ7Noah|g(=Qdu33{17oGc^6
zltReGi+{zt*0$xne0ZPyoXdmUz&K2^`+Oc4I9z9B!1hZ6UOo1Pqwlt0^IJ+XYxMV<
zqYrVRI=(n6g3Uf{CGtH|^+!O4?#7o*ChnjD$2}I;-`5noOVnJ!{|Qir{p-5hh#m)}
z6s8wv-J-sC4EH}<&b%1{6xj4(N&ie3u%1X5zj^PZEIfL%d<#T9ZShiK(&>DXLmT?s
z{Gp`q2Ej=k(K+K^QL;uED=o=`%*fZuc4`G=jtq~a!5<})`^?R1QM09I5AajIM6Ax`
z7*Ci4Fe!{F|AEZu)a25Y2?5a*2Ogb(Y3)1TZEF~bKYQ3frE5sFRnjPrnA0WCDQTS!
zC@GB|twk8QXro=}bvjS98;pJ!=+l!GXF|U?EG#bRhF;N+HPK1yHcw_G2xb%W^;-SN
zQ%vN-&<O^e8h(ZUm<}ZYGOA`Rlr$JZ-UqxB#kkh5a|ZJJ>5r`S&sO**tI_2@2s70^
zY7~QP9mdEQeY;aJkJ0{I3r0Ru>t;<~b3R{ABD*YKO078WeV4gK?9hE?R(^F;(SV4*
zK4pd*%p+)L5l2I^dd61W^%5<gmRPH}|759#^hGypa*c(&bx2H}e~P?iJn#qML<Z{t
z@%{ribxC&c+Tx{>rpT_Ij4y0Wp(*#%l_ac$7B$N4Dq$`Cr{oX_gM??NBB;rtV195Z
zNJ9~x)mx>~WEwvh5&T<{{LHh~s*d_-sj1T+=fn%R2hN-M^;GrP#gK-bT$mr1sBqLx
zOg<B5-pds#Md{<a)=Z#>%0>jjNP&up&?~bT)tB6kZ^a41f`x2o3XXKOv)cwNTl!5g
zX%4wWa5mn+<M*k#`I_4I*{}Xx2C6@_8@HmwQrZzatWEX=W1jnm{@oJ*?SuQ(e-&@x
z*q}UEk^D$7m6%X~wC-$EWAe*x^z4+=d0VxcjDs%PkA9hx?lfGvdy*`_)AOQP=F}}S
zZT>C~X`hg`TTRHo2E@dyR4af(e?r&*(Qcw}*r<(7T_CaDzrc-aSr^WC-f4;KOD@Ho
zrnD>Kz-ES2&l!4cNoFBf4GZB7;l8Sw9%u?b)jpYC>`;R*!Q9+>BEI4JgR?A{t(RQ?
zaD<udGVO4(ai&Ed#OIDc%%l-f%f70Ed0mM)mNkjb&zChJ>zwCL4Rv8$lV%E*M<WPw
ztYjb!>oVZCgJt>`V3^6{A2)_x+%1INZU8>WLs$Oh{x24#qje(NW$z+EX6~6QoXJjH
zK(BNNoE`}p=e1qx0g+1gXlVQE7IlZ4c8U&s(%0V_x~mh(1|6ByBD+`!ma;&2Q4>Ln
zKMAXZ^UCxX+Mi0r!BNS!^L-lLC-etWy)DB}{ZO<WeKp(L?iBm2>l->W{Xdql>OMBI
z;FYOwXL)Q9s$d1HK;QiP&(@w18jw{!L+DmoZYVl(IS$IuKaO2(ZfX)Z%uD5s!M||7
z*atsEKYb!!!B-lsi{~=;VN>DL5R}Y`WjgDf#?ME3wlKEA4WtNXzEV0(YEx3r)Rej{
z!V7m3y#z;6dPppRX+uWE;ynqQFow_XUe_XJX?iWVZfURgCHiW{O+r<*4eZy+4*BE>
zvQE_3m6l+?L?Jo`0!*gxdSy;5$XoGh!u^Sp{8zOo#h?YPzU_9i=vf?V)AVgpCW>GC
zlsKsfb%;{y+;uy&;Gn`cA%(-nF5oS#%lfL|!;c~+%w^#^yS%NnojrF{g$7UGb6ltN
zS{Pz!F{S3Ez4v7u+arK`gWSl6M@aJ#r^`p{f2;ru8Sa{JDDK2ff7tt~w+N^3d30gI
zdI8ubMTdOlS@A)t>hqIwnYa9)vD$D$>AyniK@ur}%Aa|9=^sMSl7>5r=y~IbB=W|T
zw4(UMT@qWIcdR6$)g@430}7bE=hvFxotQ~opZX!J$WS6kpjxherFu@=J*j<qHNw`H
zOcL{HiYjmJm^OunS|XT(ZpLcZpBJ$w1fVk+P+^!|x=^R^cAR^bY2m}NK-q5|+bg1|
zrLIo7v~u;=VB@UGI%D;jgQdxgnfwABBQ0i-(kb}q<jehvUNu|I>I+A;&1GtgbSF=t
zRx8WJ$v|$a=uL@1f4hC_)xIOP_Zj-`^n1s%LVHK;5yE(nd}SIBY$K&AW;8{HNvzsW
z7QQX!aN3eiEl#hR4D6s*aCDfk#1$iIK!yxf`%ibnCbMiiw)qODV9R0nh{fDQw9N)E
z5Y9BJKDrwzM;@U}_aJJPCsuiE<ltU>2YOXLYLbi)Z9znnWYer8`fhR(SmANw%bu%>
z-mHr;>VG(nL5%!|-<%!)Q<g+vP2e|oMNbN|udlvkodS?Q(0F=_vVDc2l$6izVx>%T
zEAQ+aHR;{xqRTv_^QF9P)x7!lwg9Hhes5{L?ClrF*TNzG6EdkINoL+*L4<dv<v@36
z((-ErNnvbG*+=;}4EsXA+#$WOa(g_kkQO?)xWO`f(MVNjS3&Bizrk#TPCCXM0X4`1
zcs0O8;v8>vX8NVb-x$=;=ug=7Ux<JCbd$!dU`JcOfBjoX(dbbb1d|!g5YrQs$C@CB
z&u)b@D~D1Xn;>MWyO+3BBYyK;)ciilmxOSJDMk$}tMIi3X;7z42j(SGoyw%aRX>7P
zUX2{rVBRhS9yggpxofIf;wVG9pwdk?U)k3~G#&Y_k`6uZwa1ZO4-~gXp*uz*aR9~%
z(8?EBR*F?tPy<O56Ma&YMeMZH(9zVI*-!yJ=#2(3Vl;9oH&w@eZN;Od*tQQg#OzJ_
z8F^Q_Q}U)GH3&*gOkX=P*rxofx^RqNMljS@QK{+E@U>u!^gXgn6^5YXzDBZrikpF_
z3n^oY7T`EN&@~zpx{0OPe^6I|brR`y>F#m#QKl;lE^8T&1s+93I2fTBcTki0VC)>t
zwlW3iDjyDH2Kj|~*(N{l%sen8ZB0h;6K;|x(1E~@o|m+}dRJ#eZup-bhl!1(>R%Ab
zwT(w%DcIvhrCVpP=2()p>i6$?uhJd&O(mjJv;xe9egQrDaHq-_vO#zLsiU?qQsGfJ
zako|Mj-rv@r)OBSl^>F!8JQuJFAi-1l1O}o4Y|-CnZDK{nWTk6o-m8cHt&2kcfd|*
zAxRbYuYbVnK@m0#Z+>vQcd3Mq?|g9&qt^==pd}^d>7H2^uF6tXHWU}q{GcahHO!*J
zfi_cid<sZ$_b#WCY7;id%qpZ#e)4#zLUkB1C`NUl(Uub(Vch;mk^N9*!pMep!!^2>
z8rHCsG$JKt*_5Pn09EUxjz=CRXR0q{e?loIOX{2qm$4^NtSHy_N91Q}=59YNS?SEE
zUUyAk#vk&q{&J&r+3>7mI!Z>szrmeCBt#nSbltQIa0}}Q3Y<(&_(Di{ri{Y^bg>j%
zykJN^w$Z7x>*LQR%Ywn__{8Gkq&#3ssda&1NRQblng>6)%*j0Boue1THCi;UzY~${
zfCw^Q&9yP5s*bn)*`Aij(r7{)=Qcu54^JTir>zi={y2i3)O<mukd7kHi8OUi--!jb
z@`al};5=_TI)qYS*`_DNJ+b~^_F?GQt<6;~E#GiVjPJ6I<lj_4D3&Tgx0(wM!HU?J
zCwB2TO4m@)zW%DyB@LM^nkH0>Tn4cLw&+@QT|p%^l1VZb-yN&FQQSd0IEzO>-nlRQ
zT?oYrzW(<CX=F&pvGF#l6(I1aZHL4!PFvuPp3Oz|a~tuwm29~rWdiZW&mI4YAhy)0
znHupGdK}Fe!*<Jk7mez@4i)Ze%=HQ+gM;#hChT;3lXk)Tg^B&)w~yWS#(<X(T+Z?E
zaf>M{81M-HG1nBQu9?nTD=A{S%eR{#=zyv3`7yna;2ZM2{NekM!=TunlM?+<k#pJZ
zb5pXOa<+LK(}Z4rVh~^1S^nj934S^4eo?{$Nu-|@=w&tc3u~_XG5WL#;mW3+2&A$j
zm{6VR)=Ej?LHFs+VdZg=XYiBtiHOi`<|8k0MSfkK$y5A;&k=|CpXd?L>gv<u>F;E>
z$IuvZ8!{2ICL6)SPszmz<Cf)&1f237ei&thw_0w8o3`+c@*#>V>}>%MnM3btBsz4>
zps~a)5=W%hEZXaJ(3|K7tjb>q3n#wlOM$58oZd?c$a@RXuZmAREbG#j!1vCb=${KK
zoZv)iwGLMSi@3t*dM!bUJRQ-e8$F-OPhxV#&#d`e<saPDZRM<<$EPljA3p2l&3OO5
z;@VdTq<TFXKWzX$(aXYTe3#|R2edh1GKRT8uMcaJJN@?4kHEvF^^ok07Jc6NapxE=
zd`dGl-)Hq~gxZQKQ{9@@3Y#N>u~*x5T1rZW5#iB3<f!#4e7M5?CXf970k8hfO-Rj0
zVZSg@Uc+Yj=%3}<y^!j*s)V27Pv9Ylpm%B%(e^1Gop-hyh)-ynL{AG=$YBi^F8Ycj
z`Z;&aeQ*~x#cLniaOz(H)6Z3JzUHz0(pu$5LxPjEc3V7jVy8^zSUhLWU(8g+RxSqu
z!?6xA%|cE?o$m9AvNrew4D!a!;i*2oA9)!5LF*Isse9wsmbZV7x)YrQHaiR{dPV_j
z^Yx&R>Q`<<+h4sG_}0?Wy*$k^OwS^41o~VoiRUG@?U^W;>;2CQhT&$-3G%Kyn~32>
zOXt#;F6TsKU=>TPWEgZyZiz3q5|^=^qo+;?Z)?y?>$E1nKHgJHld7AKJx4y0xA~yv
z0*=p`Ee<Gk8*{Rn1W!qy26v{to)>|ox85IW37P}IQ|Q6CLhN%@cQEps#u??@7n>tg
zu@-2u63yndi;fB~xi_hGkX_lQh&M4nnv~&oU*&1aYTDQGN4=Mh*uLIDxR2H!9A7Wx
zc{^A!`ghE+u2aMj6UMQxWUvw+E2lzu{<@?(o}(^Mh>D7a!nC~NiQ~1)oIB?=Z@Py{
zyg$qJ`;nI&*GY##XNxtuBLa4|HFaB^5bo_&1^iTCA#K7a=vQm6lg1?Y(qnqH6+R6<
z4^qYLv$c`Ta|1(27-^k#vlnoFVK5&+gpXfOYj6G0=bcGwe?1P~huyC&B@+Iw_dG$C
z@<fH!6P2ibFh2p;unE7B4eKG^MCBxn5ABgAnoTboTp*ttcD*i(-Ys?AowgHR^hOWg
z;CI4K&#4Pe+lh}OjmhSuF#@e8umvJ~%_TlwP2g9gJaSe0mQuO%LNcj13hK0fV7TrD
zsifS`_Pf!v9sGo94P6;m;UL?%L-UO#rj@9V9@9_7R^kfV+RrCAkk4t!>-eKj;o~E@
zBh=j6%a+2ikn_gLevVe;a>K3NfunaKaXODXCv2eFt*z0+B69p!=Vf!2p*X=gJ~8`L
z8wXM<9?=UCeaYk*$U(n>cIj@=nr&r!HAmgyR=dxpZqKN;3x_RX*!Wq+veo5-qisUE
z0QJ)t5PkXW)GL?gVbm-CFrGAaKz#Aw?kvP+{h8Y~;Z%oDIv%W$|He7#L)pPRLlN(<
zhcRcJUhBk#R=GohNXXaSxOm<nl-TZ9-J7*3I+o?OAqIR~OIovJ!q?aaCjzyDfCz@(
zhQuJcyzVB+p3sMnf%5QMBPb<dD{_bE=Ec;LTQ7a=-S^xOdZ-)Te;vsijc0se{dY??
z2*{z;k`~DSdZ51FnHawtvKjyH80P;+49ou`hV_49{>v6!pVviAz!n6AulK)O#90`b
z8JPf`9!_}b?v$<(G<*iyzlAVi)i5MbSjgaPf1{CONXB8QoCtLq99v2`3)>m+0M_D9
z9&5op073-M4W>hrqHS|H4>CpVEU6PLS^p}z(qvLI3wj}Z=)RU^8dmtsUClmWT+Yt3
zSBLhmV>V#TrT|w@8*R<=BavPrm_E(fPaZx`Z)H%4|3FCEVMu7WTE&K$03U}T*8ym^
zjpmAjFrUp?9SRRRDQ<K7kfy#mjk;s?Iix$F@g=L{clcqfLynwX-2k2@K4BzJxDcM`
z3pWpxXmx8NkMW;j*5Lcxj`)2LlYm)Ah)dUk#UHLQs66D?=x5Aftc&%3Zh6@an|hQd
zf8OnXlJ)MtSka;DG&lWSyY>D<Vn$Mh6kC6~2nA2ds{{myt?!X_dHJq4V0B7K-q{ao
z3}ZfH8e_<AC%QFI*=4y|%@2*y)Hg>bFb5i9siC(sGEZ%yv}57ar}Z@R9&-6!VH1BV
zZo`NHY6LCfw(*hQxgU`Y4esH!Uf)s7*(0-Umy+EBPe>}oE+grT>TGtt^h^lZq8okK
zr%SFKRL}J21ASEMf9HW|{OPu<r#_Mu@=;OFY4#5%6NK?!#gha8OK<oT$z)%Ckt_|&
zctbah6JQ39X@z96tEN1%+4s`)snwf+o+_H;*;}_sKFGR@t_hN{R#(qp-0i21>)&pr
zy$ONi9eo8#`5AoChS@$M4&SsE7_sc6-Xz7l=Ip(Db-b)guU&ItL-m2UFXhH^xXfo?
zXA82o=&txL-!RYAPkj5!CG_(g#EpCa#xeL=1H+=PBQJ*4W5x*01ua=M@$D@6U@s_p
zaXqbcG4bbJ@`s{%edA$R{&{R6vwdQ7@97!XQ&UIVza3mDmKJVfnr*uw)5FR#MgM05
z)raMDCE}S4@B*#cizXI2D0aV`RBR2fSuF>UNfREX8tCDXlH^iuLA^I}|Au8~<!3rO
z5l*Zk4~Lz@`s=sWFeWz&0(0Hxe0XpZTXq}ZlY{ro@)a^dZ&=@i-+|pzD|$8)-qY~i
z3X@`lVI3aobAZhl_)0&{q?PQ0O-uP<|FDPbe&?{Zoo83is*`xrG*nyhHo71zGCG1s
zL)MlCMnlxa0jyr-wuZ`7kPoih7C7JT@}vM}j2Tb1d4&0+pwIGd+E}vn6P!uvp5SF-
zW&|#aKPQOA1(y*BHi^2d8$razj{tU^uM<U*F*MfYKS*X}BFc0WW;Le(XP7(NhCh^R
zqS9F4n-o?R5ujER+O-3Me?{7FWE#!g!ktr)Q-D)*K$aflIlo)rSB=B$9a~sA(?^DH
zKT!b!cMr=j`|>8dBS&%+j}vdiT?1);MO5IIOC45l)4)ZQ-@Y4E5I>Pku%8Sm7s@X*
z=+wTP2|lKR1K&U3HMLI{Om0XT2E^)u)^HxS0lL}HXoFj@a~mgiF6hG&a6NPqt6@wN
zpuHJz)9A=s9H=%lmfJsa_h@;V`w1-U2zmJ~;$>F;c$^RIyZJ)<Leo!0pkjQ6UJIN@
zV%O4}t@VaN-(!-RGSSnCHNAlgwr``<P|<NhG=P?mpys;7jGz*?Y`{kwB028E9E(Ok
zl0KF_++$1ER%`>TfMzeG9(zCqNma^Lt=mnqx95)&ZIw;^%y_$^KdpKW2N}EDQSsux
z+*Y|CXhhvs$x6};MD99_grfrii}B59pPJm-#0^~OQELKgNz^Du#rE$j_(HowaE5iX
z1kI8N!Iqd7&j={O@^5TM5KtreZqxO8tl(v<XN2Q{lDyDAK<mGZlk`ynKVhcrIcof%
zC_VXq*c=Ms5$`;K&FtllwfBfy@faAOO|H=8s`L}B8C((c(C`R_?v!?>s4~}Hhh%Cn
zAxyxsVK^apx8;Uy%MA%?*B50|a}q+X875qc6rG}0n}2zTW`glT3r$&@PRTup4<juj
zsn1BC6dM>pg=$>{7!-?r#5rsg>4i)CYE}MNsvi(+v<*t7M3%I^2Z$5)mEhvf&Yd@=
z^A;3a&EF!g=*h7J4URA@Z|W|vTmRyc>$@JBysayyfxSfl2x!Zq$<q=Nx9`O0E+{~=
z?RztWVJ+c0n2bCo|8OXPOb4n)`)00XV~2SNWI)oa5d-XxauUozJ&FuG$lx3yo3MSH
zUCafOVP^?cI03$+0m@E^M+QeI(;0z1_%5)ql#>UzFk*Wp$6HVfAip;YAtxy&@ZY1s
z)iWUo6%5s5#xZsQj@mGC_d1zzT+1o?yHEX2Fv~P)jIPd4EKDoT3N(>jsi6MNd{^B#
z%K`OZE``0C&<-_*rhfanOfb5%`p&##Zr|jW^(sGHOnE)1h_$ULqTANGi-kAnm;1}@
zq85G%iZ0s(t*xAAf*}5rL)Hav>$#JSxIMLv(y*I9ISg@nb_G?MGSN&~BK~nI_PSTY
zaZN@+{-`PL=|9D3GO}^wNky0DO7InzQVApH*CH1WhH*8ng7N)EYT5t6G`ktND>C*A
z!0k?F`M#u&I9AGtIcCZj`1jWOm)<>5w%_ekf!2v55F7I&XVWSih@w0y#wtO64*HNX
z%~*^{GOte*b3z?OYMY>VCl1c!A`=Vr)WrWb3TaQ$!FUHwz0ELqmk*mj&i^2;wBYqz
z0zFv4Re$~nv4lkE*XTND8FPj)M^jiHe?UT$^U19=uMfn&ao-LZMlCiIfE9af)aqmq
zf9)hZgC^~iD`ONtEj6knjBF|IG$@!#_K=?{!fZ^$m$Wn)K)TFrsj_eok!DF6MJ;mu
zTYz7xqQT6WA*Vsw(yS0jO~MtgVXl%wN-(Ca^iRU|(pk+ixZg<~uBe(TO~{RG^6T^p
zu0dqt$UYyQACM{oVr}ME^NSdOkNp$u_BRr^q7WnpHHbxA#CFI9l#E|~TYJ4=6innF
zONB))r*S$f<%epyBi~d<i#m8gkLiiyrN5Wr^_^IQg5?SN!+viYeCa|VZj@B08Hs+2
z&W@o&2oi5thSfjIBFv)OpK|rrFE<fxLkEy-o^l4NdS`M&FA~-Fkh|N*{{T^#5f{j(
z$rq}JM&zE2<r^p6KR!vAm9FSN*Ck|)fn2jo$!}g<v$lX`naD(;Cx*9C4jnbLzd(Im
z+w!LP^fs2hiz>B^f^03Bh&Z^L_za_h^%B>I23s*fm-?h|UWj)Z-INetF8MNtf{6}U
z8gW6&=A{FeasR!-!UV`cG>Y3Mr=eqP2~yBnZlwB7=#q%|NJCigMgj`d#G_fmWhr0q
zM#>3mz>^g2Jp&;$nHMybDoEKy@Kyj*)!%(E4ku`XVwzMf#68-1RKt1Xnk7bGrnR1*
zZ`&?p(DoJPJYPq0PSWUPm#~v|2IVd!tXk1eSMMG{M;0E=$#0Bsne0R^OPDS8o7s@s
zXLUY|S!LN16~$G`m5=i-XZ4@TOQl;^0<fN$-qrdkq`<|prGRg?@msG1ZQpBesMvqz
z2K4}35~;OOxjaGFe%|jK!v6cDZ2(C-T8lrnhwUipuU@tISvN;RxblVrOUW%a<ua5%
z_1P!#(!Gur-%5+!h~|Hs?}i>myfz$^E$Wc*&~bxT;V)KZLelZ*<3Lsf7KFT=A^Af5
zr!M<;H=@LPBskS}EStgYCx}0Ons$R3j@Z9J!E>WTv^$S3${@dL*VaC)SlnSBm$gH+
z?=vi8^<w9kIs-Bxix*qSeEbP9mSNa%P{4D<QizcPovay~tx+a_zvHzAaC|u@E#RBs
zz=>f^saL909v#4JmHz=(RED|{_w9P1G%8T2R<@g_(k@@J4ZER?R;nH&&H1*eV~jaJ
zE1yp$)uSo^496h?sa4`g5!+IAV5^F1i-(vts^~^gS8Hf#9Ykt7#fFJi)Qj|#rrzwe
zi~rqAp}c76v5@o&ug!5Afv^z>5usDS-|t1NyR4+q3rlRvQl*l@B<L{97!zANq6|6r
zrn3*VSV7iBC;DKNxTAf_f{RiLGB8hXOk`2U*7HbA@S$vKZCG2ldo4(BLi=q6%m-h$
zaHRyy@yGnZZ@fLTbeeeAc#%TVG3?+OvIM&TFjamzQ+8W9A^W<v3&yoH#EU)29MOT`
z_g+s967L?PPQ7Xe3Dk}$@yW{tZ9tpSfp2+te~KW@zwM9wU=~~%ob#h(Q232-|HCF@
z#81T{$vVsrb7tPa*HSv20_t=GSV@w9BfCK#Zs7@eUK%-DuJVM-V*2;KBbWjj-HbB9
zD7W5VPL|6+k!N2jyboe}`$d8O1GFal2UEQ)+$#eD-adka2+pS$>Cg{??Yh8rTjIFE
z=~=nI(^THR2tN_Kw+_?b93a1-@Yy&AN{$&U956mFpg}v~6;V+-OF;~wNoeu}O%YP4
zTCpxMS?$5ptBh1m-}iL=UDv@l_pyY)h4(FeCay3B(0O@kh%E?@Sy8fACalxy_B3SF
z-`V_=PFIp8NSR`#<HWE7DTQMYRBS$~Qt!KztDyrgTD>HfDaltoxCJ*F)3IwX)Z>&C
zqsS6ekdK>R5^HGF#Y%F%sLtqVSkVsl7tQ2{3FdS#hqIuZRKeR;2NVRaLv{5rzyTY^
z@D4r36{N>-?#v-4rn{YF1q+Yq0;nWN&x!^&oBkv0b^MKeI<<q$4G>STlAr9@icA%@
z0q02u?P0;_MvG6r;5{fVh8b#xco>H7^u)kyJdJ8e!=ap>v?HNh%2{3uXTtY-Iv67k
zB$h?q6sSKl!t2_<F_3WownIP*jON)JIPc)((8C%E9S$3nrf*-f@EZFpQ|e-PuDk2Y
zL7*@Z%jIZ(v=!ize!ME%S9mC?8Pw%CcuVVl13}q^2c(E;WvFSC)Z9lYBq7p%1Cyj~
z0Tdh>q?~yzddOj*Q4JBhyTXp5@@d3SMN}KI)iZI_qsh&!R7xpLR@LDU)U#Gh0sQ+Y
zCA{e|YlT<lu6Zbt8AJ)Oe1e%~%$FN@+e#opmav^Fxt0)Q7oJG03kH59M%NuF=)I)5
zeQEos>EL0bpet>xf@567D=@2kc8Tfwdok6%Oc(;Or&YN+3?c1n$~%|dEq<6V7wnhV
zLj*E`T*DF*Dcf7obVq+}VD`!>l-gd*SAJKDC8V)P7oJBE{5*i(mzIo!I9)Iut=^Ph
z5WPh5PZ@C6N4j4+qfR3;$w=gM=qY2QMrGc9Jl7LNs?pPxgb)ur?KJQuKP$sNCRb<2
zb1)EXRNw!F`==N!{<|_%JP?#HOvlZnIU&a~33gbhYGDyRp#v+Oru(EhOxzUu<DcDU
z(G8*!X>^MMiSjdn;S=646d5AdAomzsW|u|o=X-=nU?rrx4fxFkm|Hv7B#gnNm?Cok
zg%_$LGI5vV_9t(~U<;{?&yUcMB1aI_7kyI6UhdaHbd^HUo_X$#@6|1^(O+-yHR#fC
zILIo+5eW;(HK_vpn0nLJXV9b<T~_v*GgpH4Ptm%9zE$`6d4TLmz;vu?W_$nk8$;D&
zY(Cy>{*<}^-GV(gyg_4pLxp2skg@l4%)yuJdtb|qo5s5h9hB<7gail1$Hs3;v}H(g
zp(sfWgkw*us?UM%VcpInGH<g3$X#VTCJsw|@a<BUl9M?ueZ78LKjKeYiQ^`1>7q!H
zO*5LdY6onZI#Ptph@?(}(?h}W4z1Cfdy+~ySU9G+$RDsT+4v&>{V0!f`iRA<NO3No
zoO}=&Ky5Gy0)P0xUt8P$4uy|qadGnD8d9%6_i3N#Hf)h}>;Ie)*p-G!C4Hyn+#ffa
ztWki@)lbFZbSW)9BhW*}*EX!|;VkmBdf<)yu~+2of)oj;d^<|}Q<ik?{*~hN3)Zo@
zpgiqZk&jGQ_Vl!ZOm{*;xUg#k+@+Q<{<Xt~Qdl~kEi4wdVicX@tb%Hzd;%(89-5uw
zz<1W7GB7*+$XSABCwOrFz;}QxL#nGL<$R$h%Ax6;e&;Q)eaIl(#SrEeDs)RTcL+uT
zR|@KtWrHJ@Q*b5(@;*vXubx*x5RHqWeF6ZLFPOOEnttT#<_>o(7wg%bx#!k*$^V=M
zadiymVsMu#0OsWet8z*ld#;Mjl??XEnfw%g?VWi@g{`EGBWxbAAD5j2x(57W71R8+
z{Zn+h_G{jmMX5P0*SJ!@9F}|V%|yKEwE)TN&RU4%I!pt_si47h5grUCL!<;>vy#zL
z2&A@ve8ZGWNr?m#p%1n4Z{vYP;Y=t1g0vvDWH|1X;;(xTDWWd?2x?~)8`z~H?!ZJI
zzTygt2ECgtptcyARJ0r|j`Zx`8p34{gL@V+v4hrTGO3s#JbO1d%RQdp4a&5A;E*42
z*!C8?EH;y(j30Jd#Z?9G+0b7T<bT;aY_ZOLQ`CGBCp-O~y4deK;59>r3_#+1i~3$-
zc1mCIPjRLU55GZs1SMsAohnG4^gXNF%eD6RXB5sOmZF;z%juV2RiaEJ)=L0+k@Vvo
zLVt-M-kVgi+$9gAwOc<Sq6A-Gl*W61iH5CuWooWjZNSPeE~B_4Ii}ijptj_29ELUQ
zc^I~3B^8+g^lIrEJy)I>ZUw10yJkN9r66?(4Z*^`Wx&x<14L%{8kCs#qvR{YjAZBc
z-?>=>Q^|a)#Z=++4ehX3SJKwSTz)-<KUsO*@jNOQC71COkLGYzD@Hy%y_f`kJOpN3
z{76c?U?QH-N%s&+^hdNChpgAgM(E?vE{un+ENSdB3H}%Ac40^oUNcjm@$3u`J2Q93
z0zlA>LG{4wJHF~m?DLr33jcJX>IMRcS843!>;nTA^QKdG>anclfvYLV9n;+|`Vdzc
zx@B$l&g>Vcq98tIp5zV3eTOblUvRjJr6}_*!>1fhLjA&+WWQ^<xFv`J4?abynX?MF
zyu`jW6ZpKoyf%bERuU;{Y-yEKFn#qi=?t_Obm=^${EFru$($4M&HvDA+t)}c3zqqQ
z<H}@H)Q#)NV*1n3FC^4$8wUlU`_XDCE<jdM0Xu(Q7wn#v_27-Bm%(|8>aHWeiQhk_
zliMmcvT1KOjjiTQ7i<H70#KA8gUmL8rEReG`4gYvSJ*a(e!of5Rv<?QDTq5pp3hjh
z1S}CA@s{H0uJn<&VGVOSsvqoqCIq7M+S_@C)KNp>e274P%J+E>1rBgVMz3O<#Xs&!
zIgohNUo5O%M$mL`HHp)`;3prs*5yGqS<CYir8>QMCd&deC5*ZFrta*wA<=%nO@@B>
zxxQ`!m>;-F8Y>~+>Zn#%Dj0{2ven{gs;CZU5<2ySw+Z^(QKMs$&i?4;{A5Hxh@I0S
zk6WgfimMntEn8lbrLQ5k$85%$u_h7#-_+6VL9I+tFd0ycpzwz){0{(6K(N0S-P8qM
z@AWo|0xyP$Rus6ZtSE}W>zb=21+J?LNqJdKZ*5S4d&R{?S-E7Z?v|`*vOx=oN~eNj
zkra^mx4|cJn&eHi?_v5kK(I6rFp=jm5F^j|ivwWG!zkNGVGMXF>I4jaDe3`mvvG}q
z>`%iV+eDuFIZQ3T&KLSHvCr()9e59L&cs`|0tF}7o4rnL%Wdyb_#L?(c^6B4=vV1*
z^E752$qzw=RP$wrIP61Z{{ZSsheR^hY_jFpmpFB*wJqCmrU;H+18HBkcl)?oBq2@U
z$)!ez34EQdXj=kzRzr;ifiJKkRRpfMtRnZP8xhSFc%`(^ka({{>#KkxojYJ1_`Hr*
zHx~#=o*-lD0J+gyU#_f#eZ03tS2cm#baS~P@J*^!iavg}5(<R`917J{0pBQwY^;gl
zxE6{mtqa`JH`XnId&Sn4Cr_WGt}SumGTX<)U6geS@<=h?Q9y$oroYBzA9Q!Og68`f
z43m(`_kaz4QVi3X6ff53qFiI{5?G`8(>(Zv&!u_gMziqEF!>*lB|sqz<hiHNyvS8Q
z_+=`_TG<<0Y{_c>>P~(~ZMNoF@(I|MC7*yX*RtfDD&X3=WMBG*XD`~`uZm}}mTg-;
zV@t8+Gxmz^qI`BQv05n!++Na_^%GoKpIg?buRCJZ)IzA$KSoA(43L+Yn@n^fKCabC
zvL|p=aTA)rnciV_f!kzlg$X=DwM0VTkpv|Pi7#zzQh_gNT1XN2CRwGrz&AHm8uC1i
zC7LV>JlQKM^15nLA*#fcq9)H%QhT9Qfm`ZkWJ}<dx~f_7xk3xnlJ~#4Xn8(f@H&{Y
zYC?!jmcc|%0i8-Bt`aK?-HRZz|1G!yDBcj(bxY`zWAz;_>(~?=zV3bC1MuB(g%Q_(
zUqbn25nR!V`IS8hxJCkVUAVR|06YMe02d?Zb@=_u+3MCJvE26u_^r}*!<JLgZWoy=
z9>E1m+m?@JEm^^%xhqWW?=7m#lcb^4@&xWE?mCnEw>tHfz*pB7mKA|(E$Yer9}(A)
zQ%$K&0@Cz0H^q4tDj<ad-l!}QTkO6_?9F9)`@KkGL*Q-N*_52sRu&Qw`B)V#VGF#|
zBP){Q7J6>QzwAhPmFO$SeSTKfHZ@;W#LF$BRV<;PY^K+JMO0QoTF5s~*H$%M(}aG~
z^h!wTElPV-;+8@dCC&(KTLNcp%VGle+Ab4%4&3bS7b2ST_=+>x19sypjMBmH9|4`;
z{2}^&^dDt-v7z<h0G=b<tzv;#mt+c-MdFwX&s@X8Qg%u4&ucXkS)WBPInZ=~J$?kb
z0~8F&!v+7k7;e6Re2GEm5!mTiuHc3U%~U-IXW56__?=pbx+^tud(~>U<r6d7b|t>)
zZpkNhRnlt9nQ)og5%{80(>elAP;WgX@Q&y9<av^%mX{Rx7VyZr#FJE01-?eqrDbV3
zn7SY>kQGrhIny3h7d?U7jF#m6+dZ}*@6$=zuDnl&XiMTe$81H?(Iusoh}e6fv5{Po
zSB)%dD*{*DWg^e6Zmu?Z0@sS0^`yi}F(mC?F_cUy@@_(#irjxKlw?})RLQ`8GL>w}
z^LraD%M192GSA1u-IEv%{vxLOY6S>BehdcX_X}bA3WR`nL5YB~K)`O$dzgg98Uq+?
zmi)C0a6R$39=eT$CkasF?92G^D5ez#a2rh7{xnZMVBt!0U$$zo)<XL~?eK4=x40Zk
zeY@?-DQ;^{LXf<yZ9QoS8QO5QqNLywAxgsE{dDDVM@~WVk(=BQFgS`ThZA$HM0=VX
z_;oCK?}S$9vh?IOI&M#RV2kb6)}pLI_ZFEYJvO!;)VMQu%@z)10iO7O$y{gJiYJ{{
zucf=T^yd=VmaJTNk}EAoRHADenkOsKwbtsEaFp9Bp)DCW)HgyhzEP4?m8Inkl{Kgc
z94aBQoVi&ERf_71Vic^9409UA25X3;LYw+#NZ<(yc2VGq3B{J-kEIn`mcYHWPFuS5
z9;23U>oJpPK-BMG?w7Bb&GA%284J;VN%36+6R7+OP&|PJhQKbDe=c~r;wS$pdY558
z1pWE4m2MaO+%@o722)}BLhgo57L`tTJ9ic=y1vm8PK4{UH7cBlR;p)Jq$5^;P?LU}
zt2%61x-qn*NvDH8>ad!?`$?z&NZ=jEenbVX)jKK^coLM&s=ya*;?clyBX;1_fCKDF
z9JYlM1ge={0jG_e%H9BG@|f_Gn7iRIaVT4Fc=A$gIphWY6IpQ`VOJXNq9g2zqtif5
zbyU08lIm353`y>f=qp-9;#!4<q(iLMi&AZ}q#BY6W+|yAZK<dd;3i3Yflwh_*BWap
zJt`e^cO@yWYbBKpiQA=BDh-rvZ3PMj7gqgpLX222+d$^U`b!bC#OG+TVgST2S^NuN
zS^gQWbm#m`7Y*M9zZRGAL|tmLoZ;m#yyOj?o&6BmMAFq1Q5%aN?hu+|oiu!*FEg#S
zG)<CR>XpZYwS0LjQ}w}Pi$@37wR%dE;ht8j)nqvK_~D~eUxZ_i$<KZzQ(fHbt#38_
z(Vk{+B;--OR86RgGfpa16W4Hf(+j@__P@x`&U2c$=13rt>wYUEDt0qjP&h4*H59H`
zESK!ao>{DWc3JS%nqoU54sn)s$umwu(=6db7ekw_@S*i&NRtkh)(C}!2UOOQMewh%
z0p+EZN)_qotSc*eOZsW{sx4hsyR+JAO9#kWT3Zl!axuYOW$ZwS5OO2E$cjnUs^F*z
zDsXAbl6@t-Y-KliB)4$wXb&#HUh>IFW;3|Z1E%A}EcU%v-W5#CnY_{k)dJm9;Kk@z
z)!5bE<~v)sm_)#3<(bYdmP8_0%JL!_>tAi-T`mu8t<n}<E^c3atcflfn=X1Cfp5`u
zmJ)dK2~$%7f0$xPSKv>yCsdxN{`kowN1lfyAKS8vhOMv2{a5T>N1h+f-m?M6=9yIL
z+bnYdn8e}jHG0+Qr5yVRF+&67wq5Jl-aa1(?csSo&euc0xdT?I(eu3S=NHnqncZe=
zpTc)Wei1w0_AJe|<w@L#?fCdbdvWtAtgpAl?#oGqZVG%U6zW9;UQ23A9f8-1>dKbH
z32VrEtkb1VO5ilrY4-)r9&flkfwxkt)aAHQ_LkbqNB#L}Y3`~j=|We?g6wWuw>z%D
zZMG%5n;^8bn3!j9KE5F`ADX`a3BN&MY-X_?iDg8WlY+-VkOQ29C6!n^2b|P>5j4q9
zF(SeWyRqydHYu^aKD#v|*rP<A$zUwSwUpJ2WWNT#Z!0DG<C0}p+oUt(z<vCi_L4M_
zy4C|{xpvXleKodNPl;s1WA_0Q$p+eg@IVOdjYkjJ!<3NPN2`&ZjIkfItk9;+9yr96
zMyORIwLr>2D>*{Sdo|(+DR)vm;t26{dOae=*(Nnd#y_4@vqcyc?vCZL@_u`!3?UTz
z*CK6aJB-QnoZW;_vwIs=GnSWYw)Y=Ja<sGR$>bhQkTvPEtbl7RlcU;7va~3Zsd}>0
zm&wkC)~XA<ww}-)3;fBW_1;5)KO*#zOs3W!wjN8bWL;||pUCsq!7vMad10+1uj?|h
zDckMr#icD*UYB*4@M6OBufW}?fx`J+41d8DnE==0F{mW$vp~HR=7qN7+^@mbw)c=z
z{u0Yk;=GFvH4-+|U}^S|e4O)3Q^8beguAylxBB(I#<u%++VY6wU-_KI5^~~}l92}y
zaiba#Ot@R+$5!fzNLs7)Rn3vlOE=Y;+`Xc$%cN^<%i3HJcn@4rkwUK~fH&LHYXj~P
zmqmB03QDFXQm!{0QX_H<t6yyL7r1l-K8(*27)+k?2(v0a+wg@vr%BRrEJmyX!+6&J
zBk~mv{r@sAfuG}e{?1jVty<FZY=OC7lUWX;6B*hUJBnA5u{udI$*Y~(YOOALSas<`
z8S+2ut1`BKOhBf5(=+{`|G-xc<p&;lJn8RTp<795zgD%yg^CRLD|Um*ldrEV3cD7!
zyEn2g*`Dh;;t4$17I%cfH1JB%Pr-D*QQ)gC-KZbbG<T-CA!}kvMG<-SaDK=uV<qQk
zxH&Kp?oupQf=L5?WBr|<JtKQ_H#$l3hzir5Wc5^Cx}=n7QtGvOON|ITLG6-sZJ)Gz
zHIb@3k!(ezqpGxs)E)f=s!PWfVs7a;#~(Kv*&B6-k+y&7vPC>_hIvo|^so7cfOc?t
z0ZM8zUDxZ?gfasyLK2yRN4hV<R7~X0Iu7&v6$`FkG5>Ed!EP2P7$K4c%WLxT<TPI)
z5Gn|(=YKtOlXW(>ED^}Kn@M-w@06X|Y*a*}Y=eTD6{cbH@fur~rdI1|PkemZdH7K9
zM6dq<c1A{7q~rn7#Lf#3A3YX3FSZ_#hg9Ibx~ujCzPd(<wC`<Yxgzbmr)gSXr>Mqk
ziCbH?+@E=tE$o-yafekB=mC)lh;;4%yX;7FpO}oIrHT6`YIHu!%h_<<ohC9^9~$m%
zn*iA?Ks^3l?tB9T^4C<~b9qo#ABrohb*<l*PvG=D>7lG^WT7Q+eVO%E1ilby)4IU>
zEq9X&{K2BT5fKyjsO@TE;ySM7%86UGTqfMQMeHJW1dd%k^0JP{oSMY3(Ocp*yXWJv
zcnzzV3H}7T2A1ky$<(b~lLn00wk`68IBhRkp3RsLPuv!{MxGR<TJ|OE8)9v7tmk<_
zE|O}lOtYfDu_ayN;z~uPahIq@gWRG<iOfZ6kJMgG;H5QIl8R}$!xp5`O{5-rL9&o&
z4;~A=rS%>?kk7)bhccb*YMu2>nRIMuNtulFmcSVea;A2W4z?MY%)I1zZBM9IFh@o7
zdiJ~%CcDA$J*r@HHV?15ZO}gN+zXQe_E_W6F&O~eQv<tq9`w{z*rSe>TH`Nrr{?1+
zLcTU)qox_W1Hg#IOhfeg!?t0FcK{fsVdxS!bwd|8Y#DNY9X5mgVcQhAsq4BaaMRGE
z@;q?ta8%$?IA>JgQ4{_b_>dWm4GVn8&`o*%s6H0lXH=gs<@txrQ^9qI$4>|MGkh`^
zlej)VIxhFu3nq=p=NdB>UXb@`nx_f^hxs`^Bk;6oq|XX`+BA~q1U_#Xqg3GMOvAJU
zehubrT;P@o0|Fm~2@U1}aB-gn-6XrRWdo3ZM3UUoG-3uNzMo-IC0j5|(d~aN2D_Oe
zQ)?RC0kJ@!WRY5?`JenS9JXSH2+s{8W}1F@9yhv5?lkNd^OIKm<oMWT%nxo0MhyG>
z#ZR+IGS_j?{7bPr_WZ|8?D>y1@yM7Ni}n2@%@|ekFT`RO{b#~cWC6q?lCF}0yBmoa
z|1W=b7=!cJG2l9XsgT!`(OsE>ZZtK&9?USX8x48R^cNVfA+Lx>iW}gK#dYi`A2#9t
zKlUFQ*vZsI?g4u@hK#Y8`Jq2Hq))_RVnU+k=~ztUE285U4O8I5bCzicTrclW1`~KP
zHX|nRnlWykPe^>!IG+<ZT&XlA@SI^DotJqS)5y*XeBLmVC7EwAjFFPS%Rmr$o;*-d
z+-KY*+C*IcCExJsvF@J2J~?4DoGX9;KbHwQ`l*tRn^*ya+1F+$4FrmSj?^<jC%=iE
z{6-VI2URSP1!Lql@<Xic*9>4iCfP2Eh<Go5KIr8)N9c}he5A`WFgc)rn!=t5xG(J7
z2Vw!qx?>r*z*qt3_(vh`kAN<T>b@JnZQ?K%$w$qmlHnAJ8u6HUg69u!M2$i$COi%h
z=vYj+H2Q&y0j|%?!Ttg-A4-}6H_nV$a(|;}UPuT$mNYIE1pdOPaZWC29*!BM8G(bk
zn3lP{(?E#x0zYFI3F&yvf~?9#-z3PUxF6)hJec)NRfh*P{>b;W^yafL&sZu+L_wBp
z%Qs_KjcojUTfX@Z+wzT=Y|HQN{ymU2-s$-dn(~`S&4198e*=U%X823Fa1x$royf&U
zh?Yi40YXmrS2VgI&^4gW`#j;q#ppU{>mfrVvf)XFhD9c9*wmv#e)fu=ZitTM<D>NX
zGzeEVX8NLkJsK;;Vj?3poIG#FM3P)Th6+SKlYK#+TR%N|!jwf4Cydicaa1g0oH-)!
z@fVD9GXg(0YAnc9{29|YD{<Q}tP27^X_yDD3minx6vY|wQH=16F7La6DGH_d6Btw}
z@K#!y&GR05@^d}(rtG0Njb;XT8A(C+=1{Oe5&zd(=eweHzMBJ;*p*FSJ2F6@!dpSx
zeD{SMZ&fj||Fb&)cfm{H6<(%;dRFJ9ngv4#{Rg)=kwxLpUI%*`9sKH9{%Au$qe1a#
zgUzw*^+C`-x|r8NJp(i1&&Ocwlxc|hh>l-2WD(2IiFrepxLrs}8b?njPDtwMQ|4S+
z;EAF!J0+J&QpWt8z^9UiZ3+BT+&niU>0lc61%c-cBXvdK`+?cAd!zvY^@3?#%G<4q
zapSn+N1i)Ti2#{~eIJ>x4k$<nY{ek-E-!|{>T=L8;pQn`cKG)i+bPnqFyZ$)lZ@XI
zjYW@eR)XsaVIhq3ys<sp+y%c60Oi!oO*1xP7}_pBXg-ANUdSjG+(L>kQj~Qgru*w0
zHw=&oL+Tyf9Mq*gGK|4NfrHaBG$`;vaCjs>sK@moi4Pa`sKjIE^<jypuRX=5?U>wu
z=yWk7@#xvabX?#gbFq_$1)e!!%*+Y=IFRq83<WdB%n5<dC(Y9mKQ>~Xllm?Rmg<7Q
zVK!ppvgG4*j+Ym4mm4Xk<$;eu6E(y4!nEKQm|%~S!Pf;NMZbvuIoQV7=fBpxzUOzt
z&18^V0l5Lg6r)!JZLy<+w`bwV^KkxAIL!{MWA{yuiN?l^buFxN#A7Dl;GHQjI^<Y3
zK1@Q{vr%Knc=1^tQ0l|Rz9Eqt85|xS927Z|!Dw`7P~y>e^eJu)2YBqpQ#^M&8k}eL
zY$7V~s9ii_2;4ZEm>U=P_!)Edgusu^87HR%e*Cy;9ToU=(VRRc@KYIc?xesc66U$n
z0*}Xxd`aNwxQRkV%twG0ISq~#sB&H8Z+K}a*6Cwd5JGD|o8{Wie-VLS_0OZuU3`%a
zcEFketP>sp`j}W^2=Zs<aPTI&BC)?xeX01lrgMyExpyj8@3w(iIt;4sC^(0)?$HdG
zK;cDncV>f1MC^l?UPbc=-Z(g>$G3~b6IjO~I+3}l4-F3vF)`;u(ZNBP$0PZ3(Xqin
z5eyCv&kPNUAZjpidvH($QG=7O7()UdDxFK|0@q6uCuL30{xgaBBLXj;GiGJbc$^wj
zMS)KqH;&2LpP8b0<ha1+bH?<vz`?AYnHBhm2@Zn5;lV}{GV>b7Ztg<d_yghxY-ou=
zHt2DfH{^7jL$o~IUxW!gFABOT%-X#iH!yTQEjku+yt}HKg`JxN{#%=3+}TT{dHpu8
z<o~&z@$N)nI2PH-Z-cu7Sj=%3_CE*Y+Lia6ZXJBO<{;2Md>5o>mv086&G)nAq2XcU
zgKhqs&jyDEhXg+k4Gs?O6YJ1}gLv!v3CN>93mkFoz~a#06G4cXTZyQckZ9@b@liQZ
zv@l-~c<#*D+zEjnv(4!v0zY=rI9?F=iKE6*Nr>4A^T?Es7ib2XBh&j0d+L3E6k^z;
zhs9A4iH-_#`*Sfavve?VQQ*NekN}Ja1+&wP`s)Sg7|><0Fnzy(<|o|EXZ>=9i8s+F
z_!y0I5np)%(}zP5d_4zfw>>HFx8H{SFM({Gg6rK+zZAp&+W!1wG)|g+WX|1(%cwKC
z5ds-RVMG!mZ|p+*2$9dQZpPl<=08|;IBLiT15(Io1)>b@6Vm~tn8;N34J8K$#dPe`
zOMz7EO92g~v`pVf2WLBZYHnQM<Ma8GlFKL0jZH~n9JS38k{Cy)jpKQNpO`d`ODUQw
z7?USuDkW`9O$+?c3+CzL0*8QfYC>KYeCxPO^MHNs4yCb88=WSYJHlJL!t@qQ1@h@D
zS<x5vc3j64J~pC}=do!a?{{XSPQvywqzd{DQ<<PEo6cnXb?C!>Q+AAg7ei{)T8E!D
zWt08BC#LI7V3y`*DfsJeIRnra(G?rZ0ujImh&;=0KQ<JN8dBH?K}-3M6_1j!{G7gT
zpC7W_*f%sjxKCKreKC7zpS183H%Eq~B|mxN=%~Q=Q+xiXz>nJb85yA*JCm516nOD;
z%#xAF5o%5r1b$-Lm^>=*xx>cfjKJq|#?+L+4;?hl$#T`$sBtPIBPPR0j*1|y`COhC
z6;t$DqudVo6^GyOOH-Q(F=KJwy5~omDVXouS>7zoEjLCcXt*zBg63+nFUK2)(D>l`
zFIF#df4Ql`$zO(l5g^v{eoGlv8R=j;fF8t;TEgA0;5Z9cf8PS~?ch!%4&O{yV?d19
ziD&tvm>?a(IV<Qxs3A~a4GMw`4(fr6HW<weN`mZr;aoJpPuxsOSIj8gEFF@r)tNKr
zP6q@j&R-Px5qq4TlVvEU_n(jxUpzBfJS^~|cI@bJfzJS;=ARPElCD@fW1P<l+)Nl3
z4@wu)G!Kc;HjGu@gywn3LaQJy*ep#JWwUgiw+W$I;T<4xa1gp&wY(FicYvi|1#2?P
zkK`S=pwFIxIE9<!-FdJjM>0Nn6u<CKHclJ=W#cptX<_=YZ#qT}fmY-ds`$z%^qxV7
zburLwZpV<OTgaXriVmBa?~oZoLxZ|7AkiU|Uo2r9iZ$obH}{#v!9jmHp}H?~-jEL0
z(9F%^s4zhLr*B+1Cf~7n^6Wxc;78}I(oKOMo-5KT0x!;IPt3~w&x{|Pl>47e9Fq>$
z3>~q~%SBGhm=lFoH#0@!!Xbg12aNKVbo63I)|8Iec9^o=zstQQ?thKI-_K=uDSmes
zx>`AIyh%tjU7~N6C}R4WyGG=jX_%?JpNZkG1q!2Ryb0EwH#wKkiT*lFyICH(@CyHb
zF8Vfi<RE+x^Hdmc#zFqp4{qPEBE0#RSui8RhWQ_#;T}}CkOS{(a4_mGwQxr1mUCDS
zT235`4*i{oGm7Vuy3`WKu9c*g$Q-_Uc|mHY!{_I&Naik{I(Av&N2iWS<~}@iq$su4
zk=eo#shuY04;`0GKRX|vy(sWgbEZ8n@Z6Mf=Agi1Sz{r{|BM+0BhXr=8KjozgkLO#
zO)=nd{{7x%P%QX@k6pmMnJjOtA<u{fmu<k!j^EGPMH+z>Ay;7kQr3S*3pQk7(=sO1
zpU0+Ukt9oiRcQV-oZx@T%bsPBEucpC12_sr^lN;#Q`*;sf0O41t@}4fkf?6{(KG%N
zfB_#CnWSj5kdN<c#?we9h#$uX2L(N%sS`07_r(sEiZ6)gPv<V4IV0yiQ=WfC&ilm0
zW49$<Jahb#ocD?8$ti(P9+@mi<urM$I3cah<W#08t;NZ?7c5Ed)3Y&KD!;->V}4xT
z&!jOY^KnMfC`i81O=HB6@#ArrFSN?LVIJQB_S}=^@kz5FUKj9FpP9*CY(#}PACp{Y
zX>dxh_015Wgyy?x7)4?{+T4bg8Qazd{mu#U3)sI1)4U_=$2mwSG+X~21g!K9m=vn|
zJ&*>_7PBrt#U)zIH8<xnH;m}eu>Pyh_@-m98_&cCv9KO~q^m>2qeD_YqWdQdNe{Dl
zG$XC|#NiV`TzxKc`r>N>r<n`$cO^Y?=TFK7-(!U{r>+TndgA14N!BbDj~$hH$`eH}
z>H%IXN_=kez>!k|KYwE6<S9wN8FMxz@X;CLM35iN8(Aqg`lvB#NV(bl6L5|FxSL=*
zQ3~Ydm-4)Ym`5gP4xYu=NTQYZ-(}ZD8PSS7f!ur+Z3j&AQ8eV}zrB$46EaD7<X7SM
z55eZ(%OnTyLCl94YRv8HSW=(^?I2LxCSu4>F$-6S4+GibgY;d9C<bXV4dFWk?LuA#
zhu}ZyPl4|nWLO~Fm*zW~NSRS-MhnG^@N25sV|n|Cz^~0r-INmY+U&X7djh{ObD?@q
z;KwH~EJ}%*ES|k0CE-|+o|_i<iOK01N%84pbCV~fS)a55O3fcl6(j{O9vwS8Ej6DN
zJ1#YAf*QpUNh!-X6j17bF)AbqmrQPAuQ%`F2ijn?hE)jvpaqzR?ik-cgF;u}Av?a?
z&v;+u&Nhz$OTvZQ3rbVXa9JU3|NX$2>>)>Tey8AGp8En@6y|-vUz=t$7L$vHAT{K2
zhBp(K!`;CQUmF6)e%LUk6@LZL7z$RtV*0*dh0ciX3s&eLzSrdnAo$TyxdI3zjRq@&
zV+V|3d7k2tL!$!E9xKdE2>jAaz9LuXUcWR~za{WnFQ0$ECh*zC3!l6!@Z!Y__bv;(
zcxvJ0S&38oiY4%)^vr20@M(Jf_^iO^XX&I|={q%3IDACl7p9VvCj@?WCT<l4erP_H
zPskO<61Wj^9wyAOU_~`<#>C1X2pl*EnBnIEBEcmU;;TUnZg@%M#hh4M$OT=%s8)Fw
z@NQolHqrFW10KP*w*q&33MY#Jr+~)nq7$#&<?s0HZpYlhTZNbb-tyI$F>IO_cL|#5
zl4ihc&u3u}kc)y42E;@DU?HYs2EdGh&b(?2?$eE55f25#mCK#csIJS0jmDEtmz9f0
z4~_~v1qNzD;1`chESwkk8?(o*l?8r%@$75z74_5iuDmOkU-R!>`_`PmGjCREQv%P_
zFI+z+@!J<~&Ir74?b`V>0zYx-`pJ^OOZM5>X@QsKj!hpI_?fxPv}BSCbIDoB3`ge2
zisN#5_w-0oE-Ra}u|%*eo-s${T<N1Ul;Ivi^A~;R7#s02+*|qiR^R4sKMVSEt-c^o
z;CKECmKY`Y`&G=Ry}re8b6=X5-gC(%LV_`t!ldk=<Q34yN76hS2yRSu#26lleWdam
z9x?P-Osq#EFQ8|6I1NDpZSYJVutQXeHqe>^vw$Zb@B<76v>qNk7?cVO7mpp3g1`UF
ziMfoxPoFt_`GUaTq(?6=3cP-P_WWsq)9S(%Dd2^77jI-GO+UVKF)wNQ(c)>jWS{=l
z#q&jpFI~PeC-B_sx2{|k_~F{EvONE>%a_YikgZeHmV!T9Ix<%h`1zTPeMT<*&mNqT
z*G-(>KQ0xKadvD>Dmr5pB5Ofw;}HEP8C)R6Zii?5%q&;TUu1dKh@L<igXMiT<$FTk
zc*+ClW%BKdzKCN(uZi!?!7hG$6C{^mpgT{#?)Lk_Nf9(Y&$j;f>ZlQmjXbwY(6hOW
z$->ict$iteO<;>MR%rYqC3z1ux~XIPuAz_WhG^d%1~*8TtK^66gj@}eouwzo1wM6c
z^5u&Hf8*AX>RST;;Ks=dcLaXt`q>k60x#XXcswWY6R#}JWCVWvwL6m%Km6vcV_Dhu
z^d=~Fffw&o=#;<@zj1rvlHC8TTQ_7EL*Z8W_HnuYIeWp9=RbAwr0iBWb@JH!S=q&K
zvM?{ZDiWtMdD-<4J3XF|)dI%Z{iCufz?d3+T2_&a$!Y=Kz)SfW$vvR(kGb;YeG1r`
zT>#JKZ-6k*fRuv|+)bqYhFy&P?&Dg@A7_0R2)lkq{RYpUZ`$RrbH*40ml>~Su8o@c
z*vOYV`Av+NNkf)0#LQ7y;!rTn?pnrYu5+Mf#=y=OVkvw9_x?Fb($%PSbIkZ-zp%o%
za^v_5;-L!H?Axcs`Rcc4?!GVZkMEp({l37zb@R-XHw9ijUzxfr@cGisi5Y<(oqqY~
zF-a8q>XD-Y&z!4HOb9%4<yLV*;@4g&o{%LF)#^!E8d0p@I5#bs;gw4l<as8qojW6m
zJ9YVNNnUsUOo`4)e9p4vd0v=3d{Qt~AvO!wz80I$CSros%~J<Q<t&=Tv8N=C$Bcl)
z7?N<M3vL&e%rKZ~J>@TF<ox9oEC}U>H-QUU;HWkKGZ6WYbAPWh7Yk#;ym%PjQC7?G
zoEkZm3mS5p`~8O8=E3Z>(Xo0gcF8C9=*R^_)}f4ySf=FA*vLd|L^44vAJn;+u_I<s
zw=y<w29K4#6$|QIO7A3O{fk+9^VoiYXWzJUdrlI$cI&<O1pZn5<_BL2{O+x*^=}FM
z!sT-Ly1<X0x;je*K7RaKu^{lV;?-hG-v8mn$#H>?oOro-NaAyMCNlE57M3Oo0*_y=
zA2}@WgO_g}KPs8xMrHblz~^2q+s9?yO|4=}O;EaeaauCt+$lTI1lgHsdq&`i>EkEm
zbw^JeP6wJ`4){UN4^58*Y?9d@6Z2LuM#w5A(yD&`g|D?3V!Z*Ev?F{;4fAdPE+bNH
zF%ZX?XubuO>R~ARfADgt{aHW9ipjSeI_Kc&cjJD@MF&B7qwc>7=J@1qkHkLQ=@WPI
z`=%sfY~n#IV3O>+BO~&ma(9E9A1S^w8ZggnV}HOrH$Tb5C9yvE(3V7*XubEwDS^NI
z-a8+?Bk=FMR(tO|0)MM=een$`c~j?RW@SreaW*fBKAM|7D2u0JnYo0#A0s_K7BFY-
z+zSEI9=>=`-lslwH6!m+r`3E=gjHH9%HH1?eeH-O;=v2AOyvcBV)3>unPm3nZ7P{(
zwtQn!GL?O{d`y~`d3rX`K-Q_LGtzt&P8LgY|KzEuqtXnHUYr^ql}s{Q9DQ0WcHpTl
z85s@C1y7n!iw0Rt6@sat&-&j|>EhQ~=5svV(ftBLYV66yeC{6Jbz3k@y3gO0cV+*?
zUr?oA`vG86yNj_JPkuD_Wv|6P=^h;U?|1mO@X?>7f+@fE2N^lFBTK(C5tnlC)^ASA
z{=o5fKDQ+4@{LAGD(mB)zFC#>edagb`OYhnHQ2Yl+mL;OwJY};0)O-5k#o1D#T`GC
zkyAJ}vVU|;%9Ak`=rhAiNVR*-j3o^@h307HDV{hI;KqUJK%W^C_NWoC%%%O(gVASR
z84vK8*R!Ki6z1zE4hTGb{*_Zj>8YH#H7h-X3-i|}rEyv~Rhg9d!l?yI8k-AeXG&+}
z{%0pIUJ&@H^69b^orzoLY-#+)u9OOaD9l*<1G*#+jTlm|m^=@Od6$O&rJn9bKyiGJ
zbT!ZOXI<=tO9-3u4wj5f@Kr=IpY~t23EaS6@9-b6rUe4Ne*>Jd7r1Aw$jgvof3(BT
z-L3q|TwLb#{_xLU*)Maizw-x6X@MW;{EK&w%UskC+aJn|$j$G5@U7bdf4BA8(rdCm
z_p>)Y`B32ZAARtn-w^nlA6)%R_VZSc9SRmwrbdl~TmTuv^;?<w(8-ky=8WF;-&tmo
ze~IQYTLqReOi`3$#>Neq>@pLRhD=JDsZ&N!tW&%c3yO6nZ;l1Y%IRC<vUo5)d-d=E
znS7fqpOi~*i_@28<OAQDSvVn+Z<puK2P-%i&&;1ZBU4Og=FeOe_?;`2D~l4pQ@M3T
zChK0kbXlf`5;reR$?L|ZO5-xAXuOaeHJ_${#&F>cy~Ve}WEx`o39u{)Amtb@VT&8Q
zopv{`2jtzfF$^CGChbN917ZI*mf#@c6ei-a_qU6B`k<*6tdo*@DayXQFc!fw<5+d%
zPydWf%J-do{inZuO}_8s2P?nzy1?&#+5SO8;GaME`16kh{{0U>{O~=2|KN+yKE5yT
zPuZK_m4)x$EFXU3ErDN77~^u4csv>%jtN|c?Vy%JkLvP$Em&DDR<l9(!IUh5+xsoP
z#0#vR$pDw^H_Z1He<3}VGfi<4bL^NAtl=h0MsV`fX;YqDpRf}#+4*XnDrN+Jdg_#Y
zQFakbo;r0~zEo!F>|90Qwb^rXR|Wn?>C)+%z~8@m<Enhv_usrxyC?8F?_PWLj=-nB
zdF9sWpyRf3PS#79)|uRXxrDwyKN^$W5V(Btq6j4a3Gm2^FcCX5{#Pe(QFbDKFlLmo
z>v5Fp2mf<m|3#B+xchdN&m!Fq4#)q@d-mfo2o=#;sb;E?tM>7czuV@kh97<Tsa)$U
z{NbPc-kXAB-}<M2_FEszZpUwb{oRiR{>8_?^__PF{_W3yvvp5)LH^*|pM4<k_Zw$E
zeP7`39Zg)iDey~1G=4}*3a-6N$&E&%LZW$DS`=IOhNI1Bnuo@87l_4J_J*Mk8^*6H
zT!>5^;xJ%}5z`cl!pI<jiU2hdtS`kfhEx&8SkaKG!^li0WVSXnRXQP8<FB1Od3jOb
zA5P6&lN0ixHGk<XiPMW0WVZRit!ppKiE4fP^1b^4|K!tG-uX!2uYY{w?mKcF;k|43
zWY+pX_2!LPsiRL^Dh7+i2@qd-pXTV(=Q1ExmFqEcdHx!}u9gbZi@-GR@E5^>qrre<
zUV#(v*Twxw#<wQ;9*+TBZOQn-3xNs6s(&-Aa(2Qh^X}hddGQ4gdzz7K^|=?!(Wp?(
z`pucLv?0ZR`q887;{HDR`uBeCLxKPHZ~e&+C8Mw({L8PtCFkWw?XNx%_-Eg{{yjNg
zpWVoO^sd0$2Vy770teL)OAGwKus$qJf<8Pv9H@R!Br>b6NBPHZw0v0~){RwOugX&~
zyjksg+3TjEo1*!_f64zYn3ib}l=r}co6kUmm^BQ)bN~A21Wk^L`qv}p?D=U?|608?
z_1ZTD{{HEyH}4Dl{R{T%4+Q?<8&{S-75KM5d*h=o1pXPj``MQQfAGcYpMEazH$Ja@
z=iBmSBM+(%-jtuoyz}bIrv)B6S}Bf;HxC$NAP5CB-ef?b?vUS;hQ&=Z0qWr(uS3HO
zKGrwk`hw=K+4+3&*Fg5>uVYsTw#p*kU`wnS6D_f#1riHD{f^k`_QAoyy%vA1-1WWt
zjijtPPF$S0Dqo#<?K_KK$rrAC|93w67w-!E2aiAg&4$3g{Nau7e<1MB?-sxOQ0{*`
z@x~_t|LxIO@s7Yh0zN-1@CjYlM+9yFD~Rf7jLxnb!_i?;ksjCm3O$&SzsTa6MhU$p
zFpM84qU`W(cz9BPhf`88If;CHv^kKzX(qBUlc7!-sg53{8Ts;+T;+7|QPHz6m)?6#
z;IGureDc1)-~8~#hYtk){&(MLeIfAH_wIl9y8{1|-EX($t6#pl{}mH>{j2xbrvhJS
zz4e{91fH#a^Ui|6M~+{eOv_4z#F4QPQK`_qkwZ;j=pTq`QS=mX(FfnCAItiyuK2+W
ze7inos4)L)(gpEtLFFxAoiQwaLmwfMLLEC8`%2})LH6dV1J7%FpA#?1*gZ5D9Td|)
zII1UP(f|0d{j(W?U%6FyZ9y{qy~7{MHzq!+Wg7BzkB{c|*TtJVsy{k7dipc@ijI+y
z@z(|ZDQLH&0zamk0oh|Z5MJPh4iYZe0UZdz4m`nD!c06#WbmC5_~h6QVH%hD+YiBq
z8p~E;(qg9nXri7KENlqW+8?4%1qZ~(M`Qj0)mU*VlMt6pmM<*G7e`Lsz5dPf0xy61
z>L+hVS^oY<pG#T(;Co*LpSJzz{#Os=+c57ozG_I>zw^aspUVAf?Z)@y^jv=M&X*qv
zJp1b1`c;9C%-ueok<&0flaRIk#^|^yqyoE6ikQOK!juK~p0H14H&DF^vvSt|f*HXy
z#3*`|2{0eHOpmV-R{TNiU8O~=D8{!2?*;u~=dP2T>P~gfc7D0-+Ov^8;x;0Kdj}<V
zMD@X-MIn*U5AGNEbjmy|TSD$+Moyd;`27R1;w^!HH5MC}O60SVSVF#M^W|79CRATM
zOP|jo8xLoySjDfeitZD`)Q4r)12!efu9RUTD)53nj2)}`Fpcog1FK4hjlST5Z(>Dr
z4s+|F%=MUIn6aO;6W!w5*gcYlm^BfLS-ydYrH=##B60T8@o{m<{N1HnvjRW&d8;A6
ze_Z|S%a5eWd+pUvUV9+$+b@4|=L0E2AAj-Q`|_#T=U;s)@Yg^8=r`H|zxc_!U)&dX
zX6em0$^sv`P@Ni=%#c49$fz*}PbHdux?_d-2q}UJC<5_k(JTPx(=;~L6#U$080-O9
zk!D_eG4x8BSA+BBdGH!|1L|L(k8#LvK>gn)2>F^c^hPphKwVi&lr-5enOdh$#A=GF
z_8uk$-cLU2_XO^-2R0M<n)ASwt4Ax&1G*q^)q6lUe7vk%59u^XBD`chrX8{SdYjR<
z*xhw&ZC9S&axA$R<T2aw1nzkLH?jHq-k7u7pSqgu5lOP1<JD^N1+v8MJ;j}##A}XI
ztI2l;Ii4e1n(zZR@~vaG=Sel-;g_N1`)TpN;7i%;>08S1Ejof}nGK%&9A)ey@nEIp
zE%{(uMcr+Q2kU5y+KOC$W<7UP;44~*%GIwWm+<}ZeQI0Yn*XAyc-el^uZh<ittIQ~
zBk?-kN2!O8r^M3T6ROIKMm%j@5|Ku<WJ}I+a<vuA@>+;7`Q`EUa_~iRk9C+_?q$sN
zB#v$9UVt;Xf0*tl#I5G`^i|J-J;XXR!>??~17TAfh#y@f`1%-T+5TL`Jp#7PqdQaF
z$XQJSC&E`FK8Kn;!9%100?s1QL+8k$YQ3i~CFaQZJwiGwt;IQV=w4rA<OwN}@#;fH
zHI>3%j6_t58#Zy1DcoqM+`5AsTaPw+3^zItOOA^hl(t!$k`x?ewfT8yk6LYhk#<eB
zT)t(IN6doV?=idXd3-n9OW8J_fp|3=Pd-=k9DmU_UG3Sn(`&+6ZJX5i?lt^sGMr0!
zus3{?KY;_BULvWuO?GDe_W*+txR0-wwg?$e4&oOH^SFvtWm_%F?c#H|l~xBXRc<Nx
z0aG}AA`;T@CPLZ<OW;OCTU#KwQR=i7@lng9<9fL724Sg1|B-wB4kGxHE`D=vuSPWf
zpdDgq%l;#4r3K0#d3AG(;cjJ5tGKwB<t{LP4m_*FJia$$ZN628E&d_3<`6EC=I;S3
zc!c~pIp~+kU@BxU{|F|*_i<sl=1!4^C4M3609lSJpOQoOb%ki4vF71Ay229tf@>9(
z`8R4e)Qt|`dejIJ{=`}@v`9<HCQJie1RJ%DWIu@;4yiokboV-q2b?8bmeAm+RGHAE
zg9o|wwI{a!<my&RJk>+5hcv$DX}zAq=fHXVxQ27kR|x`#3cWf!N}0eg(7Rxh68Qa|
z{Q$o@NV0_*J}9t=<v4Q+Fqs7m0jI$U*oEJ4!HQspZv%%(%ayGy%caVps-<mEp9N`z
z3Cd^+T|th$mt5^MG(H=VjaF*`A7-7l7Lg6goefRHyW4WK4ZcguskhhR_$q0n9y=&7
zBtcT^bv%*Q@>Z67`fqk9XAPz;M_euq#S-&L+-fW`egodROBp|vw?&W-?ztU{A%PB7
zZL4khQ|4K&#pD))r$6L>2R$+Y&-_y|&P`S~p1JR9Q{)U(C>Cc`i~mjm5Bx0ud`LyD
zaiCf!BvkatK@`2gw^|`3iR^xlYDzuAZ?vbYn``(CkCW;u3Q6^0QK4MM)r#8TqWYMH
zNFO))i6rH^qUTn~L(VFl27820uC3IQNZ4}Ae*A><j<uosPvo#IE#+@L?ALpEeey_6
zp@75G)oX;`h*JaO<0~nALm|#NS}e!ki#d+J7bsVs-E8JE#zn`&ZxE*Mp{}*~PB=xJ
z9G=U3#B#Toe>1MuYWqC0xY}ryxTLD}$|m1UV=k$4f<`pLCu6w<vVj||lHEaZDKBi*
zxA5G=p;ik=Do)>9!Hoq9lFrrTLW%ODEw)_e`*_R+A%mk-8|I%g2-7rQNqQSS&GH{<
zvC~GKQ)sU@HFzLU6O24Swzrzc@PiuoX?n(NuM5N`g)BODaf^T2@i4we9o$^-k;8u$
zPoa$|f#Mh-KaMLzNyn8rlDS7h3j8sz9J*IjR7K_Yv7)FdSA_{h32~uku)*!XGK}!q
zD5;?&R~2rEt1?jDy0*fP>gn1hA7aUnz0TESMPvNoA2f7|%D?((v(iGUSD!@4)+4@i
zX@mHDWYb6dTD9a8m1`Q3Og^dMOr?4$L2~2=n4bdtPT(iTr?bFZU}HhGmqCJ<Pw6(7
z1^h5Dvcn<#FeNy}Kz}1!Xm52j(7)>%P!9A&DN^rnvJkZqYH(Hu3FeQHAX`4YJ1wu>
z;`F9HuJu<P+UC!t!j7xBvE;H8zxkG1viak*t+ft6AKO}wta7nvC4F1rH9B=)@p^T(
z?9<!p5N>M<Y@Hm=#<!XW;Z_&A6WPK#BV#Er{A37U&$%-Tya3!z)|BzMg?5jTVXQLF
z#YuBdwn~7i1QZ~U`#<oCocmxeeyXLz4+ipOps%`f05~tCstVWlA=tu=BtRj&d|m6N
zz+8qxn%)F_B@_x3@zHx)NXLg*!rz>>p^(lwVoeVfIZ3G=stda5D;xZ*jSAyRQDe4m
zQtPEsn{!q#m3s2XpLbQ`M>#2$;?#C*U%>G@gk$(E9@lp6quSH*_$hD3@Ww3I0NO6$
zD~mFi{3%=QEsKDG*jm?+ws2#1Wpx=hR&=KDr>sXdC?{8IeQ}ZBPsd7aaniP&hv>tU
z6V7Aq7KBL8;|H@kXb#T#eQS{ul!D^$`MlG16P&ViWzDDT<`$*CqE*%xgsNZZbWkVJ
z6$oy)s`rQ@6g=xBgyLdt4FlL#H<7)!h+3WeGC6=OyCV}PWYq7wz*li9B?xwv0SI6J
zoMgg3)BF;TP>J|2AyL&o*D_@wt1`C@#6-bQFR1t?G@z&&`YB#Cg#XQPJ90R#!OY$V
zNY%IwxTk4itEvHWAWM{!8aha+cm=CvSAb7AXCRAkMkwi8k(-_xP1d<K-0UT|NYxiQ
zYkcZzJuAftK(t3mLF~u18h0=q!d*Z9eR!OCT<`I}*bY|-6QdBPWGoG=jxS@SGyHu)
ziA>d{F!@ao;H}bv#?{ZV-CIS4R8W=Xu1s}pwX+(*8wFEKI6o{}{f_1noh@>szf$XI
zoKdx8zvWZ=QGdaA`RctAKFn5+wfU{PAc3xL;62Jc1h?My>B$mX5qFjxyiW)#F0RQ<
z+F3+nRA{*LPU^l@B53Nrjr(skxL%sG+DotlXl2bWr)qA`R8bo%SU*)7P2;10lczS7
zY?*+P2KFux6+e0hf5bBdHH4p>Q?VUUiJ(|(Ar<EYNTYGm0p&tyL=eVKPGkd+bg&um
zP&1sVBDF&>NpTHdOcO$N0Dl!iq2{(sJcQr5D<W6+=-w>o3KdiVoZU<6$xUCGHwY*6
z<FzHOys9ZelD<@HjvqJJk4cXUi%0tC?5FSxx98K~t>5M!?gDe%26k6KNw?A4b7|8^
z`>zv)SO)0a?zr5cE5R*tqtb}jzCbbs96C<eRT}Y~xOM9Df@XPKtgFkZT89&MGnriQ
zmD8h#EsB&)K6ZV#XMy%>72kDdM7jo~-2%=?-E%a$=2O{XT4P;=GM(g>zqPr@oxOX?
zdPxX3TUprhRXTH5U4Khe6s~{@ib8WhJmtZj%sn-vgcPy{dQMeKdGURtA(Y_e9JVjK
zT~IZiu_DE|Iy-O>Sb;Bu6D13z;niGO-~bx;*O*}=dmm*ST={{4gYgjd#NnseRifkz
zAq{KzIFD_^J_i0BC18hDV1OhYfT>HW6(0Q%rZaB!9x}GZCG&A9VsWCvTt4E;n~*1u
zxytwY$r|5>IW-JO4uPD0oQu13DpLh|`XLtthpvUeN}FU-{3ZQyw+rmnaktzy+F-g)
zTHNnc*s9G{tgR}X#R@>FW0|iP+?Kl*yxx@7JIgcVz^Cvh(6}UDjlNV@wT?(GXvqg`
zRpvC38rc;1#^ZjfB0~S9+fRznU!x_a$b3VOxGOTjVyy>>7i)1#3GzLi&SqQUJ<<^=
z0VJK7xvDCfs)`z8w67r<=#v5nB6&6)ZaxE~G4pYi7g)wbvk<ni&Sij9O+iwXj%Kf_
znx==I^DC(RD%(Ps@Q*6x%OH{3jPn0i_wBz?WqE$L>|3_4AJi?EU$>qvy8zeQ1>JyY
zx_u4q2d}O+4>LAq%H=L&`O&rk(~M!jRjp!Zx<hYS+3YSWMGBI$yR4E)*wrY@&PG#6
zPBd0DO2`k1$m0hhD+)hE3M;KNJ(+}jKi_kXXLtH9h$YPNsk*Q4`99D6em~!cLu++0
z)UZ1hGOA{($29&8F5eR}0mNk(RUQ3j<7v}?>dcU`H-Cu3qVLmC?e%UOx}`R4NT-je
zt?hwI=IJxFh3$Shq@d*=zCONrU+opyk2G6t3PrSU6-0d{PZ7R4Kd|uRJmVj$^RI8O
ztLqM|udnaS+xGhQZ|1kv{Pz0mZFQcljg8l@)x1{LOgV21yI-pNA-B|4_p@=_e(_As
zKihsaHY7prAKA7@l?dcEw1{01XpYA#568k1&N1@j;cJCIsNa85*}*F;Rla>D=fn3O
znO78Yqy5NUmGfhHZGA)`G`@aiZ^-%W<68xJ9%6;4OpI@);I1i#Rr3;;G^U7K7%(kO
zstq|3c(eH~u}oT|M`&dIbwmTYX_>~~2ux|ivMdROm^LlDCLS`2q|8ligmed70;B3?
zeQ)a58HJcW>Y?*`$XU=_i80b5hU4G!@d9hsInS@#bRamGT3;d;A&qAIgpVB?(H(}k
znx9zGDjbk7u(tJhr}tL4;#QC#PoCKu5;is)(bk_F)VhJqO``rzbgWW&sJ;3`&}v{f
zKTwgh8lZr#(kkyL+)o;WoPura;8VPlTPI!_cw5}f*6Y{yYlYi9v^Auttv_{#4SAPl
zCK8r+xuI3cs*%Bqt!D%3E;sVS>sRFbMxn5!>T6#-zrVGizHgRn1#bIP*EY9QJ#MM=
zM1czz9+sZJQ1f~Hk?P3yY$LznP{6iLX_8Ib8x<SzWZ%gLBN?Z4CJ_eM0QWE;1rD$@
z2X{<MlOGP~8S;2dT5R)Q)QXB(^E3KH(*bDWNaI(Ob%|LFC*;Nf(4XiO9kT5v5C<qK
z)T_sc-QGf{wIsP0)q`M#3*>4d1Dk?`kKz|hvSY?40yTJqte2&_G(=2Wb#Hj~cw|_S
zDsP9&>V=@bUXCi9<W0MBUpBSN4nKTYQLXeyi@Z|&Qh78W-yfojS2&*Du4wz>7q;nV
zKtioRS*Y)<+oahpl*#)Zlc=nftu0O6h`v$YR9)^~MqaMY%6WU(e4*x_ja}J#Cg;nv
z_Ug^#@k+#2=P5tecjli(O2b<U;JNf9D$WxOmFQ-3t4~VNp&J5Q&8Qj)*k2&1U}T_T
z*AAl0DMrh3gaoSiPLhjWP&Hu((hRwQw0drSRx46+ZC8~0V3|k{F|3Gb{#(vwfa?b9
z?^qzYSQLdhdJ3o$#6KNmR_XvwKzie7k`qqg_qhf?N>FUTH8m3HruhA2&Z6ZteyNL;
z2GhtWD7g*W+EhIthQoyyDrH1JK5MJ_!hrVtz5?Hkkn^WfBO+Q}_0}55f2(>)0JRzj
z3V$y#IzUURx=n1;l5VRc333}G$X(jBDay;)=7zQ*Q(!Vzo(-#ZXfN$qO|?TaE5GUG
zRW>VS)mGyL9jw}Fl=GYRmP9DGO9NXHp?vKA!(mf(V!9vMlpU8`wx6iZ%LfZh>ehnK
z#q|>mo+b;~G_tWZ3*6h*Ku2o3JC!BDv<~Xx&9x?L?ajmmOq&uj0AnRcCjCgDaFTm8
zzH*`+1vn%Gf!C(uj5=0)9~lsF-tes!;3!Osf>@v#>c#IRL}Sg_WJp^BMo&0}$|wq*
z^y<+>)-vqPLr$j3Mj;Y@A*u3wxKdU)@8&bRqA-~^ADO0VLN~1E?M*rV>WQ9L9Y88t
zVW%?)iKptlHd+C8y_$#Qs$@*G&XMyZv-Y~W?#9^GmYgq?hh8W|>CEhv#}PSSv0j=l
z)v7)=W;f*gP}wf4Zgv~%>#r3+;_Fw1%DT$9YD|hoWM29=AOP9OD|3-o?kYC%Yjq-g
zzr;9dN|Rh6;e=xAY7*6DsQJbk0<J$SJJ^~@8Jj~HFNhNES~|5S&AG0ehoBRG3{&i`
zO_M^^j^fwn?CDR(1sKNl#Hg;58T}oD-&O!*K%2i&Y@my`Rh$dUFK)xcR}{geGY<Q1
zJfzvbm;4}NtyaF_B(dypB~y_w*yhtpSw8!dq3wK0(qvOJ?<<--(l?0*#Qdx0B~409
z`juwCK<6zAgQT31)!mjWh{*dV@f?<JTYfr3rdHAa>DEU1xB_N7K4eQk%WP%#N<rM&
z=<&#7YgR2wM6YbAW$8+SyMyff=7=OGxhRxWTa2s_*YdjX*91+E$Xd`Gk>tI8MxWqU
z_n)X%D_qt@&QkRsk=Fz8Le0#ySr1^gx>*dkY@Y!^dg20*rw)IU(KQ)`SWl8?WEqC&
zJ$BB4pi07<>c~4Ps#SGi9cO9cUJ8MjTeOXWI)-Wu>7{+-W09Yv|BBC)j_Ac$JY6x0
zEAewr4I}gT0iQLul`$Wy<n%|6?QNOIpS^FtG-V^H=VR_@N%h9bo2BQfcTFk!JTK>8
zJ-@H*G|h^ZhIg82Y0qEn%%efM%+=l=sQ#~bZfu((aEUnk!rp$Z8j-ymdp)!vyF?6`
zS7et6275x6fubuzDlp3Z?a|y>BhyASUx;(F9Ny3XE!-lm0c1+C2FB+YePKTrbkiS5
z+lr7}6)AYB_LJQMM4y}USx7I^&ks1)o4&9Q2;=x>IxaeVouMPnkvG#uM8Ax4^^;Ru
z1lC_(`ZUPB{y`E86Bc!h+MmQij;fXl@umv=8q$@Y(qY<H#1nsz3{h;G7_E?39C6hN
zmbR?SW69E6c4Sk**OUEltMurSy}2b--=IA-dr0fSZ1nYZL@BJz;c`iV-9NhjZA3NJ
zp!M2R4L4|6ln|2mJ=$rlv|f3&qd-j(#n&n$(nS(u*j)metBR((?ex4Sh}7fsFb`75
zB6U@BDP96FIuhNAt-x|waA^?%%w|WBoK4ipAR-8eN=*<DMhzL-T6Yrh!%%`#_aQT+
zfp}|Sl)??ma5XSf2xLq;e2+}o?jZVi@LFPzsyi-9JbRFzB@z`;(7#hRdWM1*2MNj{
zT{uj3FL^kI<uJ11!83FvY2VY2t?JL?qi(WckL9Q3i1AqY3<DWGEOXwoj|$dPsdt`N
zHlHbTqnEF|QmgSizwuBxEfqZ)c`oPkk^7Y$Ge;hbYI+Ji&k!^gnC)Yt(K0D^fPzdC
zZ)-#GG{u^3fhJW%^mbJgI@>i-B4c$D!9Kh@`lJ@(QmiKx#f~1D6f%Tpg1ieDd?-C`
zI|XAzZkx%A0N1}Q&ebwnpQy&u{uPb$qBgS#xJmE>-Uu|%_q%A^0QbELjOuRYijY>k
zmT;7=>AwKDQMb^9W&%FGiLVyV#Q{}DKF8$*g>w<(rve)xVmM4yB5gY~U6oE39GXMU
zr(f#Y{~<rk(nns(RF0v76?V&`)+?(oR4PZbJiDQ?BucMeL?6mclInZJ*t*?J_s|Kq
z>kv_M5S9;Smwel*=o?E+@-O4Sogvz$`N^vDv=rTGM)<0Zh^Se>-1NJOr-_x%kQ0RR
z^r{CQ+)zruNe^XQ+JUI6>Q0`e@Y%3Vp>8ouc48_afDk)@O@I;w?4xgTd<+NgFX-y%
zk<cK(r|?$Z{!}zIW{|=&q+yExgO*?@E&6H<!A<)WO`JjQIy4r*V}1ntHXB2qcEkK>
zoyY>BFiRJtaoN|2<680U{lqYO@p?R0FdUXGirR<COJ5b=BnAl~Wq|J3l1*8YNr68K
zNVKc~jAN`UFvcJ$gD$|&VM9qEISX*+B*UEArx|3H2!>*ewv?#YamEE6S_UYzaECsm
zKaTM>^pyoJ@+mr#(5{jmb&Pb%xT@NJNb=@ov5{!=mq@##|It6~KXRwNkYniEglMyO
zbPgOzXZbWvWX5VYC5a7n>&UK1ZLym;;ZT$={YTJPC_bg-E?#GqA2NRSU!socZC5oB
zgVWAk=(TzYGv-6&O#Xt87u%%)pE^W$4dAckBqxqnPsSu{EHWe!e#zG^L`f|r6HRv^
zBu^s{AZkoXTO-j$?XzGFumkF5A=lWT`5rjOf>scanAIO(BgGcLW1P})4L!{n5ue*S
zp`QlBWeSCfw*dV>)TTrK0a&3YktY4u6DNZe0v-))7^!yh3F&5k_M^CCsM+N}$}`<}
zF)pAA5v~AvMGJDC2su-A;+=y{Ho=}u$mEd>>Fg-qj24hsM;?-&KZ}tMn*k`ktN1b9
za5^TSS2!5jl@MqSU9nK4I*9`Cn9%WO7>U|d&C=N>={CBejKNp^`EOdi7ZpnH_XT!e
zwNFxXcU)+@-ZbMYbEM;9Fif)HAsOJn)xOSJ6Wb?1;3F|1rmaCvH%=4_X(&EogvDD4
z(fkH(K3ozMF(L<0699gU(+n87QiAQNc9kzc{I;B6tkP<_pLv`WOs_ySv&}_UagjdH
zr9=}+2SwnY(En4ckjbg7&cx5@hGpn2F{y1y+CEEiULr$v0W-CQsOOCe=&#PCEO!x0
z0wrVrV-SLlnFstA5vOe)+8UXxwW0*O>P%%RcGTZt4MN;7k`VO(H2_*GLzR)9^ZhAy
zja}96k=&(!Ou{PK7Q)ont~BxFU(>RpmkVAKkj4NIC70Sj7SIrt+=!}0_j?|gETVHe
z$3|1QPYQog?f(ght@h`<J@vbAur4H6=!*vY^Zu}*e+9g%-n4FN$kU}$+ee6je#MB*
zq}I2%WgfOk{x|edoG}H+;EJ~J3Rl38tA7rgpY)IpEWFOk0^WTG@<|sCEs%`7OOs1<
z4oJdYqH;T!Ai?|Y)eGYBi}&f=&HSbm#!o0tZBSegN~rh?QC+|o(MOUyvW%@Y%ib+@
z1`Id)mjf$>wIsM)7XY;ucP{Yb-OWFznL0*1rVDz>`O$U5xNYu+!mlP{TpFphq)`io
z?F2?e;_X0OV_R+sX$t8(1!qEh)*`r}NXN1jcku3kfFv8mEdbt1?jINZLfzZVsE>#X
zMOO<vfPTi$;wP<@CWI^ie8=i?iVJ|XnmIxKPo&@H1dJTk=oo$I1o%0fh&a6Z-{}hn
zaAgw@UJ@vOT78;(R6+L^f%pU$v>UguAYcb`@BxaSC5Azn7Pkn!*s*F9PY>H!JxotF
zB#gh^N(Mf$$lzWYgc@-pUY#4<8{%^Te@kouw#3^NbdZ2nge5=|*ncM+s2w#E;*E7C
z665VczP)hE08W*`)3(U2vOOt*y4#Fxft0YKZ_)MElY#{xC-pQRQsC3FrFkUH+zpxM
zdz?^$h%G+o);QKBmUhsCe<lt^d3BFiEnfZ@fUg({6Q?0T_-TTn8yWq#$SN8>!(nL1
z7+(JTXQFW`#WKuV%mREJodC_Zv*0`I8v=aEB_2wfN-_YGjXgwCYt=S^1!>QTy~=76
znsP|S)Y-3LaMWV%$8-}*6nD(Is=p&Zd^87L;5aPbX9?kxnCxRPhjYhNA6{yuWf3ra
z7KkzEWDypdakv-Y3gN}bKD^2TW*hd!t4%<dqJMyB1-fLh8AcJGlEfFs*$&Y6wSOXX
zH+J!gK#>BdVk)^~tE&Ja#q~V`4~{o-Qn17{_i>!Pi7I#x#{s_&MXSyjZ^%_O(N=+l
z<NNeXBOr*dwv1nfbL|F*BMeGJIH9`zb3_hs8Mt;SA>^@+oS-0*0#Ky@KJ3RU{sdMd
zh4_^Q6t3yT1z3F)KQ?9r8trv@w!ffH4*;qg?wNz%5xca#02s`OB{$*>)B=#=s#D-J
zL79@POKuJHdo6Ep&>vH@B;gp7fkgr_jgb;@Br5Enn4s`A*<cRdp;Posu9B}%oFE4T
zV)h|i7Ls^cM+%RCD9u*MzCnXOgV0D^#e+$KrGGQdi0w9W`J$-#T$V)}qy+6x#6GGv
z!W$0#a8jLc?K^2H?h&7*>3H%m*t+3$$?u7nO#|$I108>n=2juWq<Kxtu&lovW`u)c
zfYuX=4-5>MxBHoVV!i4AR#ASYb+C0hMzZvdXcEpaDz);_Ez!)rh~NTV^&TP-&;;v~
z=g2}ERtp0ghz$vF#eWm{xOSriNNA*6&C?iuAog1RA^8i75S#xh?FnLRCoQ=LI4(=%
zM8Y`7Xu%+afNUZ`w8>@C&ZC!(STy?&=>9>7-zSX_siHOn?+gA|0=XCn6ZeQxhbQgi
zGHDJixm4@WYc=gdZBMSgQEzVIOa`~haC>;v?rCZ7M9QSM!{zmHB1Ob9{oQzdzu$5N
z_h9gz*9`8(;2pm^$f*M<zb6>t?7BclFo1#I-xcs9S;gzO{K%{EdHr5KAKG+Td@)qM
zh*1|!b>Xs|mba^m^NDHHi4<Y0vrD94bXitcmq@}vnT#cdUi=`N#fP0A`W0P67b%~}
z$>D}l$jRX^#egx4t}%{S*54ZqR<&p@IPiYF2RGc8n;YKG4|VO<g)9cAbJOF~7@WIM
zxNw;hK^Io0W-&PX#oA3yX_&fKdhjJ@MSXeuckg2G(HDykmNAI0%+7p(L2zvL@NNve
zhevz-NS2AbTdj@dyn(3Ci(GhL$R|jHURhp|!_^Oj$^--J`pH30`+Ze|h=^8IMMpI4
z_tQh9y}qg@YF(;YEKASo#k*v39srzXL;>0C^$JmjpSqlOa00nrqv=jT)JCVnXu`d@
z>uYwoG3YRA+--cfhQk9^$ORf5?G`^sOHHQ_gOFRtqS8!ToiBj2n-0St;715{Hv0p-
zrhzV(-_N;neybG=v*h!(d-*|WIXb};sA9sI2l+pso{L58BzC~1r7xOXv(T@MbE4Ch
z7lKFX8ErneG$02!IzO@_+4wZZ2YtaFB1kR}KiI=u*)uef?!zE`X6)Dz436b4oj=1_
zMzd3sobWh3e|hd27`8CKyn;u%w0h_E96lK@-&&jJrM<g)hxs6W>t=!TrbC6RM>rwM
zKRmrBh=DJW4f>ex!w13lY5$&LOAL?+<Shnh9ndWcQ1NJh1XE6TPJyxa|2p=N^kxuF
zqvaU$GJq89`owQl0sK#oLneTe96M^6)(x6g<K$6`rg6&WQmdvpn|Vpv9a_B$_tsUT
zHF_|xbZu7$ud!1zd5!(`j#kbDHEKK-ALVbVZS(Re{Vr#xm(v-2?t0`rdRvW7{!-TR
zG<V@4+ufQO%UYf708~v|od~~p*O45XB89YF)t*#HvTU(|pOAk0xHlD&{QW3u^9TKY
zdLX)VcyCbfP%!>hMAWtH9sFp29M5%lbmAnJ3gpHv<@1xc`I+(j9E;_|rP<jWo?_v~
z>?KiMa-*~~!zVa-`|gbbkNQ_{&z!)i!k1T0r^Lf%=MS-t^BuVuhlu8qANC6M=iU8w
zw~vqWhT}mWGqg7t!P+kQLw=u-Bd<T;_i_re7kKbqKRZ&`DsiVnUifyrF%wEcCDCKn
z^zi_k!d+)*J>UG;btD|sew_)`66wy>k=CveuwWjeEEc?(7F;azF8Z)e=x!P{;AuRx
z@{MZ2>v+LC9h%`*E8mL8s@0l2LJRAT<~E^)>uX#cV$|qt?S!E2YHaTm&t<i`JG;b(
z9qnBfKfTq}Y2oQDQo~X;le|im?h`6Kty%1O*Mk;SBSpX8ASD$K@8^_MvIjmMK>{*~
zTzGdNfK>QgcjE2cy?nCddnXQx0*B#K7e;u=&X45^6Z`-d^K*-=o%7S5&qIQ<lMAH<
zJmbiX@>R}4J$Pen<unF+7FT8uvc8&}9%n`1KY#HAt9|dO3-5O0sH125gJQwo8s6&{
z3%++>SdO~;0$ynDKp1)ZK7WX$m~NKj(<$DzYkhE1fGZ5>0Z!p*<!Vn(*?;rqpNTX8
z3M^}eYT@XS^Sr4=;YWImO|iU<w7fdhzt)<{xoBPMk?Bf;TnmZLwbeMBEv%yT8nLXM
z4RtN7tGim7+$_+R$J5q@#{nRPSZMt4NyQ5j^zVbj72|Q{S|8Fdu_{pLtc^rZqj=UA
z2>PH#Ng4%ZdgBNBb~8OP@11=2Z5|yxpSy^Xh@~@yg~e(9+Qj9RC03J@i?`-^Ax3YM
zmnJYcx>{ZxWrtz;+U<{6H7`$p{vKPIt5frDvj{HCj3w|0xyv8y7Atac;y_5O!+}##
zxgvdbH%pIC+m}oSliCn1OJEP#y=SDCeEu*j4!Tu#pqjWI=mDKTo~#!^HJ0Sfn<uVc
zn<R1P5HYsaeu!1r6RJZtlu_(Wgj($0M6T80s5Ow!*skk!O#aTs#->&#w%gs>fy;Du
z*k@wsLV&h|)w2mv+)f7(e;6rJ`;9Sjhyp}b*fcFgHzU&9)BZp)6VC<1d&5DjLnM7L
z!S-bT`=^GOEGNb;jWfmaGjnrnsOGQUUI2Nsmv4N%1Uj9$arbj3^Si6JRxV<YEUhe`
z$DnuZ>fA|Y{MF?gXVv=VmoD@(br(-Z1a-3uhk{H~-{8z1so?fcgdpOv(*eI!aFId3
zP=mfuzt1PkL0~UDuO6^`w|$V9zj!bqN&DunLk>rs$Wo`^$c;DfJ&CpU+L~Ho^M4Jc
zVbnJ=7hA0@o(|?&kMRA{<PDq!io+Sk3CeL(v^QX3uRzyl(=tJ}J{%{j5eoQ`9v$r6
z6XsmkXnJ2F&fGS5bZC&hw9$!Cu2@)ESS>7IFn4urUYLxlcjnlLoW6N$_7Vn1?yX%G
zRQz&nlBpOe-I_kdRJ?U<iC4wHa;?CZ@XfA##Ki)+<paV2@|{_T3l{Z#I2REPknhk$
zH_T-0WYtAhqu2Jc_Q?5yZ?o79`U5GOT{I@$n?HvGAF6i{+qP(<i8W8H!%0;85mBwv
z&|3ua?P?J2nb%`NA4e%VF2JWafs*JGK*|`1gX`EeB1YrR0AA@$c$0L^5E<lLZ#W{z
z_I5lSPhxO>aCneqb8d8eOc>ai#aX6S?&=EjUhd-UoAXSh?7e$}NcNXs=f^R~+`GHX
z#NJb0yU7XMp*ySB-eR(?E?wRWYTcL}7tH6sHhWSScz<F3uwX-fc8+cE($Gw=<UZg2
z$)F@^e3ZS)9a_D4n~|r6k^HWO6S-Xut+t_|p)cprYwCr(8qOBs_LxnQWbK|V_Go<o
z<Y60JJb`^DZdf9^^4JLqwlbUvk_(Y*5`fK)g(E#2@C+prY1UR}j}Cso(ZcxnS>Z@d
zE?-`r;*g+RVj5-h<;pak`dsPn&$1dEzW2>F7V3TXzFOs@_ugH*&9sW#TVCU+AzYrm
zGbos@u*`vp|LP2kS2Q=bFeIuz{S)&U;VAh(F7*9fviyzfhi25H{rW7Erk(=xbIs)U
z*URjLR%flTOM&V(H<)b-!p>v1cS?LxUsv%i`EgfC&_)vP2S|YlV1b-J5D54cxJxh?
z@T<n0VQ#{g3x`6%poBMw6U9_*|GVjU=8!z@<M)qz^s$_um>j<}CFiG>SLUYWeBnlU
zaZ+IltlnEx%{52vd^x9@I(~5X%Y|_{fAs6S*HoeVJKx+{o09YWU*GuZqMYATzEM`q
zA-iv`E*(@D1Pd$UeG0E*a^^%2&Hsj)Z~hA8bZIv-=jt6=jV|$8n`>*F4U&o;qpsOh
zz<y?PTZaM&>}a)iAd9_SJD8Y$zgGcw5(j_A2`C&SXrN$_eq_JlcyGA3Pk}}z;{ET+
z6O0@g_~48}JRCWd&&&BsGgDWm)%?xRmlWdRM5#10F6S?O@%7Av`u<nziwYxo^g-p8
z0?+*Dn{V#U$@v3cu77b!&c|*(xN%&8PtM<*M<?OGMX5JGB$??CIW`N3CLClm8!5c3
zt8LuH!q{BzZf6;6ZRxPsc(xVGWFCDMMYixje4K-YozR6u7MzCqm_QJ^zK4j?4WB3(
z4o6}*%X@vh_i;d%J)Ajtj^*&|@TD9p{ke-XEQfib0jsgeJNFh@MdiPEAZDiSt$#kl
z`s|xOyv-VJ<eNVfG2Y3$>$l-w{_Q7wb1+m>{WOtlAQo`mqsMa9I_etn?e==T3C1k#
zZ6VW@^LflJFK*P|)$SE;3Y`4n6fjH9qM9?23j~6G82wNfdET*bDAI=`2BMKPi+lD^
z%H|+5cWUVDS-$Pu`8+G#ON+Df!uP#-YZ3RKEtJ=<vTFGH_diGVQSRZbd8p36d;32@
z`cBA61kN>)nyi1nsW07HYm>v$;N0b5ljL<7ZJoly^0>N00O+&CLo8vDgwIZ{%s+((
zL-zPiEC*%{z(?8}>K4Z2!0z6?Y#={OMfV?OtMX1}m{r}S)5p%S7M#wHUuNRZFD)%B
zVz97My0-M&G=Fo59qi)MWT-(aq|>_LZ0=k0=nlgrj05TSUGRcK7CfppB5ur8T}kE`
zGK-xs&|W*1Oa}theeql`-E9bWn+S(`cth*(p59nL2B%Wd1MDVE9^U^xv(v%{N6*iE
z=azoSFZ=c4A8{H-wnlRrKW`=v-C5J<Vv^B4xkPy7bv3d_o^IO(43|#R{uxEkR-0FN
zsuVfFQ_cGQK8`!P$r0xbw7tX~Ov+4mu$N;NyEhzt>pQpd<|(qnbEpq;e%R8NrceJ<
zJlBTgeXvuf(*ffb%{Az*HW3i)YV^nzZgY2vu+3|ASg?Z>m04noCLQqEzl`U?bX&pV
zcdq&7rt7ahrQqf66{PK*12fhALTCgxncZfoDcZ>Lx}~P*a5Z|`<b0QBS4XEZI2|6#
z`&$}>f1Z&k>37-JW8{(lD3NO<AE@Dhi)4<7-11#AKu3oh#p{Xh&i{Y+^Cx1{_WuD;
zO9KQH000080OxDhS^?Fr_`Wd!0EANj00#g705C5yFEB4K?R<@M9Orr8``#@+76h;h
zfFOCm-7P?Z0Pc48_8`f!E)t0s<VmuUIMA1s+Od72O)Hiq5~ROs*|o5sXeEl{<dE2n
znNHK7VLD-*SY}f<wiAm>niEG!oQ@{r)^0PMDsyRyY3vl8&a`xGp}*hrF5Otxe~@a1
z!rk8P`|-Tb$M5;tf}SlXHK>$w)cJ>$I)G3A^j4+*vZj>pXcZ`}76R9(X5g-?g>~h+
zj^n5mTy%_Ttl=x3ct#!WIIiQmN7cMG%FFb7I@;0N$<$&;<1a2QCJvs60&R4tOfk?e
z$i4WkYU{jND|JrIdqypJs#xprDLh{f+*H*&3Tx5$fT1G{ja6-^g+%L2MR+3dl&*I;
zp|gw2%1KqM3))*(^Z1fE4KH;Pj*2y;#Sla4C~+0;N?dIQ>w!)O!$2#SgT-qO_Ts3k
zg#`{BILeK^bfAIf>z*3q4vKQ0mk!2U!T>(?N4lWAD~0(rRno>OVZUoH_AZ{ikEH6{
zc<#pKmvE`m>u#G(Y`C*^qSce1@TI%CtQOYP=GOI|{nYB7==C_lc5l1alH0a7d#!B)
zLTq-ol{%*8JKf$+w+ni&E7fh;j|Jm+rVoo8h&<&co*9a<;1HWuK9`NlW)DArXsM39
zYz%}cobs|!ZV>m5;m2%Glz`Y?h_8v4sxVN?ydV2Dx&ca!hhC=e;5Z&E;ErMZ*pI;`
zLeCW9z*YUxx~sHyah`+oo*Ku4_}%as{_O|pootZg!;?Oixi|8z_JRJU54Ri$6YUx&
z^wLtp%Sut8%)Xe!U3Ng+r<7X~;%>b>rhJfQvEw@@FAI%&t*)^I>~+;<51%?}vwgi~
z$TnWI)@p5mnj55MZ=2LyTy6Jy+dPi#mg#nRK=?n7NQFs@1og~F;${1A%8u#_wH^YW
zE#iyW0~+|)!DItsP>Q^45PXvL)p&E@W`kfBkR#iVTRf0x5T8NsT`vNofl8pQ#s+5^
zp4OlN$&aJTMzP^O9G!>9`z%${0<I5R(yMd;<9PA91IYk&uMNzDlM504M~3W=6UWU0
zemwwUW(V-pU@X#+&eS^^@~P7T#LzWE<X@R!OrM+gcELIuAh25WGACYtTsx(b2xG^;
ze(C&uq)Y3i+KtQnu-R>Ik~f!yAHz;p^)`k2pzfxnez(;Y>aVHoR+nV0ul2UuP!q?Y
zCbqZDcH6S;_I9tGf9&E!cpzTZ4;Co>4pt62fG)~wdMQ{sTZ+kDUOHxXr1s!AM!mGS
z2#&E7R?T=FYzIZA3L1Pj(eSPYIGW)loE82yp-R+24BLpoY9kG3H3+n@WhD}|V+u7-
zl|k^?e6k=W-*=!7TsLzTAy`<^-q;GmD0v-(&t~w!j7KEwEa$<$frNr5r@9V)2dB<N
zoo_l$X)Y@+cIIB5JAYn?`O=#&-yr{WYsOM>bF-CGu?H%eWook)nYY{Pwr(<SYg?GM
z+iP!I<<Q=2Z(D+cj%{K5ZO|S!iRfh%J2F_K>6v}l^8!9kgR`q);H2}-K(7}T^p#mp
zB;`m$q}~O~VI$zU*b1+Ln5x-RvU!os2~cf3)+>RR6>F3*XwYeFeiWO(6X#K;z~jEX
z_&kA`seUG6(N1X<Vt)%(u?THd#I;$_Fg--gU~UoS1OwyfO;E#!8BDl@$p;|=**#$}
z2X(goq60MnA?Tm)+<4g?+Yx%6JiBp1NOQp$s}pv5##p7gxt(i=R&QHa7&L9Qy1Xsf
zZe>XnY?HIhOs&%<XDVIe^%>9$%HQ09RaZy}FysIg3KkVLyp2iNBiJU2mX}o;3D~cK
zP0?n|3zvAN3{nq+8y+CXc-Y=l46AZ~v`i&QqcRy&<wj7T<4q5nBYSf&FD+x%B4&r0
zFe6qSn54lI#H=o?U{S1K9FhK>TEs0QAUT9v4aFUpG3{Q_3p&+a_5jXE#jCuODcV<P
z1W-YxKSk?_mHmii*z}G#FzUXjvk6Q8K&lrzCoZ|Oq8&|5UDy(RIoI2<{JPWHvGnbk
z)=n<}n=NC_7mSvrZ@Z;t!cM#0YHz1_9Dm!qPAdxT?Y7&%7CP+{UV-+Ky=E0!*K{;W
zfDEY2z?|R{ST68lH4fD7TSa{JGc$TXc?ER{7ONo|f;J~z1x@b4Fjag8+ZmE`4}POg
zfLd4mm}(D5*@XJ2Mxv3`7|7pWC!Ju|V&OQ4Cv9llG&F=;!^u%Fa6ui!=;QdT6G)2(
zk~)s>esAEgHhXx2Fb!kY+Uk{Y{l~II?r47)m~4O4>EU=zepwxU7OGL5bY9*X<t^3D
zPV1?cw(n3gPC-3lRJ*(5+3P*CWlVm(YmC{<ufytX_P&3;)oSI}+pX4i*IrMywv~S>
z=%&s3BU{_s?e@QwTSTGJLK&Ky84zYKO$}+^gdEqgSHS>v*y&gZkhxGPK4`A>8#u&4
zi06}FZxAmV=RUpfsDlMq>(q&<X|1ZnX_^3}4#~~dpk+Qz@h%uEQ>N|0*(6xT7-k|>
z3u1E5gnS%iY(!QAEemuYe{fXjAT`7h0B#6I`I`?cr+`qd%tY@5W^^6>^8;AsY+%w5
z6bI9v{D?XPIPuVllJ2&LxrbSRu%#1QciQXbr5CqNe!aJIa>v-~K}-3~vDS~uDR!Vr
zTHPb+u$Oh3$yV1S;X`deimjiw&$Zj#t+svcCQ$TLB_4C03G|;>vN^^P%df8u-{jsj
zjtOlY{ZVyTXMK1wq!a^kk%NMqgFtYQBLzlyf#(t|fx9h1(kaaHMhZ$y$oD|VQ-fkL
zcY?Y@;OevZok#KGIIs$SJqe^eT=UX<a=S{j(7+i_;*9kfTqF1%1?`LA1|`_TQvNKc
z4t<ljZu%gO^;TRuSof9>z|t+P-xsc_i%^N?yYAel$l5j6d7vk}9dvdcFSSmz)NHY!
z-n8RiR6F_g&CQLAJNfnA#m$|~{CaoCfTQho5WTl;uY1{ABj{$(gz0iU+1knyO9Eo?
zY!6VXdP6v-kB@qH6auh6I41#)B$GFZUK4MlFC5qB6O6UsWp_q`Xs`BLSZpd(v=H{<
zlVY$$@$l~))IGo+X_eu7hBM&3<}|SiG|F9;Jc8e%y6~=RRzSZss1<1NtPz4_8Q`B8
zqrHns#@l!k&~^rMn7$XrrCA4(Q1n?K4OtUc-8k^Gfv9sI*te7pK@V#^cb<Cq0sqC5
zqK9{S-5Wbr51)8x$9`(<Y+tl?ZfEDBbt6E|O=@yjIVj$4s|$6!n6%red7`t`-fnMY
z#9#x$tsvsV)C$-rObQn39sN|Ov#NKjS|^>L9G=DEnz8<h_I3;N`sitoh=V$X90L~u
zw?L_+hMF|;tQ!G-bwSTL47(9ik<0HeJml07k$5lrIIcjgq@$34K?}x=FyARpJ;q5v
z;aVinA^i!Ak`Q&@8U?-)An~)J%AtDa>H<}Er|J+Q?*(^(Sd$iTMVw9o2tlPi-!acw
zFYN54jU0eI*WM(mSZkT<JDWNAc7P|~lN!^El3q{!A|Zkp>__8HyVu@QD|%sd3l>el
z^p9ehpdFD=hJVY8G{HFHAk<ffy;t<S&NNsNi=1tU0T*?bJ_3D~74Yp*Y;CCFt>Bl8
zBv8+Ta3K%RQz?B{byv6!z(H@|oHI`fQatA)0bDEnknI`pCHxH24_P+Av+5w$^EO&D
zoX}oq_!Ra~y#qghyR(Pz^dz}*HR=HK`hMoXXZBTrPxJV`)Zo`4(AQAu-X8^BGZ%GE
z!1cba3X7dBt*=|C@YK?YHd*xg%9e#<o7)$@4;3~q=1|P+n4Cp7dpQ*Asn127?&kJ3
z(XOYuac670wMB#gXw($Vmk!pwE5niAsCY*-e3v8M3e?k8qMljkuOTpDftDSjH+m}f
z8Srl=(d{vaJWioVeR0~m0?~e&pndEXFN4Tt#G(^1VW>RBpa7+v+)4qiKy&&bl^>Y%
z7|!kOa3iv}hVqL7g!I*~Q^rXvb)JNLCkg38>iZXI!-5jAHLMjx8fqOk_#s>~-*Eu6
zpy`WIr{uZ}bu4z2cJv%+d0FW>B}6Ux=fw-#x!S$3DOWCE-n7tnld6&-h8;`NPHSfe
zKn&vD-AwO?qt@$nyD7O6oU^rU49;-B_yFGSXr%QjfPPJHJng*zw$#Jc7XbC{(slg@
zo_7ocHh&m<*VOy;9!(SGrT2q1i{hv0bN)@kFNPg>Dmz0*3TJf*r_hF*pbH<j&t*<i
zJTe7cEa3lM>tJMWgW}H0;7R&X#-~g}H3+!nKm_OX*luB@A{Isfn(nxzlJ9=knJXIT
zc|*0^5ZZd;z>J3vYfx0bk#o;Lv!?$zOlIBmH^ZdsK#-Q5>$UGHYpBfir%tqU!(+NF
zbul+Qo7*RLZW=0*chg=^S_Xto0L5k+!FJlL1?}wDqomzc{uACSURc0_%m`?j6o(7M
z1;mtN&beRnKCEU1BmG=VsQIv_)&B&?p9%D}w_A;wVT-%;dVU4FSYf;ckoT3@n!Z-`
z7{k)(02v8;G<!pgstZF}CJ~bQnCRG~_a&KV%qh+kETj?jN&u^F!-Ma~neG?ifOyk2
z<Ef1EbgVg5?@h$;D;@!LLlvUoi~qe`Uxj*b|G=5k%D>z9OMXru9LJn*2}GoLPs#WF
zRY9AHQ!+a2IJnpOkcF!b#?Th7CUb5IS-9xBj(_u4n7eP@1i7Ws#f_Vw`22m&O^|Em
zE_82#VnAYJz7Lko&gTCE%bPuW-OIW$R7`5Z4jkn6_7~(1sK{7vl$|%q8PGqo-1dP`
z;sJ`FK;>YGn}=DtG8F0b9za<-sNaYJwGOj>v>IvkA!u@ZyrZtOVS3U+RpX!Xp1w8I
z#`mri0IwcO^fR7!qi+Ue0ubT6^ImqoA+E=jeIU27N{i_H8WBUkjnNS%&<j%Uz|o9Z
z`)ov!z>mqidIFt28uFAF!Sfr*T#48nYv8A`+N$<TCDqTrzE3q}&ensa<y!&TUWET*
zu23ysfaCXOs^#9LmtVBn+qAFGiCWn?p{&L+rY9OF!R51Irv+uxqS^wgAjYV}|FEG-
za-&6ORj6;jE<lq3z~yqJcYSzaxHJOnsFxY(`C5ar@0mZvzx%NAf7z7CYsx?kw9N}7
zhPp*u;-`x>t@@x1LL%+&_02(ndRK8e*{$(GNR<z=9`@A37^T?+il~cr%4QmJMCM>@
ztr~%xI@a(Cj5-d|ZH8;T49{A*>1pb32SAqrY&ZR9VF$|EceqiozwZh-oCy=ZBtrtA
zfZRYHezeSJkFF=GWXJ$BQSemeMjZqAaY@0ezFb<eF~?qSr6ti}bKyc4#H=OVmU*e3
zz{R^9c1*9kxk*@Nt~NTYwvAxsP#lzU8{V;DaohuyF|Jo90OgOr!-!ai*noS{%Ja-@
zC^k)rs|Q<Jn5kR5^=Ht}PY58<1#(fL;A?Sp4vy(-@Ad9f2T5SisZi__R!tv_z3-};
z^R)KbDn~UdIL2Rz83N^D6^?7m)bOdzGAMrl{K+sK5y^w01X9!zWARI5S5nOdFj@ss
zOS%Z^mcXdX5+i8j9MnikrF4c~>A^@4EYybvgj(!e0w{5WJDrmIGCy1}Z6y}63r4;m
z)a`E9gx<h#o7Q-m?M-s<YOmK8y0?1SPAKe<z8n7<ILv|2#v4b){Q<(-XjqJzRvUtq
zw4odDXAF}UL#=-dDgku37Yn=rowDS;;>;6!f~bt%;E<lkV**zJmo<)cqT#J~LcKBu
zj91g=`mAGp$YcEL*zs6g6Jizv8~9OGE8I2i?P?4*053*`4>1{{|I{k?>^hVdX*@(1
zh|v3A;h=v#!IuP@!DYaf?CalI5MS3VL0enHAbOpu#qKvd%RBv&d#AQuEImoboM1A+
z00BLf4n_~1cTf6H4U5(3IAfcSpU++BHf*YM)3r7&wVhwzG21&k`SqPmK#-d*_vVSs
z&D=hz{zl+j1xGW6Dtdrn!@r0{_6-9EpAiNJ4d0Cme`Bqey7Cz)Fz7E=f2k-igfftQ
zoT!1$axC%p6rfNdjm&N^%%L1SzCu?8-pMHOPD5Yytv^052<R0hX1op3@C?AE`dk3I
z1FLPk9wRTtHt0qd=94jlmeD$VUuMOw>G_U>k1lnjtIbTFM0qe`T+a2GO7NX*MnE8y
zP#ly@4h}m&jK12?3tsxpIMIG~f9NeAkJi)!u5t7$5;MQpezCN)%$(eH|K!DQQcJJB
z1fOKi20l%z*XGPSn<;#i)|Og=qVk~>_JatYB1QuZU|g0fP*HmQo1`CblHRpxFPcOz
z`z@QDFc+XP1K@%t*zhg%4F5yK#F`5A#smx+kvT@1B%VvWD|caJ`mbl{I)X6!Vtq_W
zblu#Z<l3pO&uL~;tYHXnH$$Avb|m<B4(cS4AS+0E9TZX*?Lj-~`{}^P>r6xX@Op~#
zaQb`+MSv|!YL-sm62AMe3LWTL-%Xjban(fFQLbjzPbMV}afq{*{g*G&TwOPgVrr>#
zvDG_qQFO?re?o9~Z&O{g#;<kJP-9@fYhL;`toV~aOmB;YI#(g$26RY21`Pq&00rQs
z|BgN`IGF*mFOYH`BfJ0&=I5eBJK23ia&O5YACBWn5{rLl)RUgNC(`H2-Yfm^6K@lm
zT~#(32U;x`!opSJg+=e^KMxD3(t~8%Iq#^p22vFw{fsZ14D~5NYBv>+=IvPLFEg>G
ztSW-yeaJ@G1S<R&d_Et8H`Cd$<HHvESplpHrw7_v(YhV$3&(WvkR*;)-T=oQ4%e5W
zb#-ahv02<zr+fJly}y&~cJHLswckA15`DY_MI*G_^v#Z?<>|m#VZ<BEqC$+nek9cC
zrzNdmJ|&T0FZ~yZw<0^kDt{06EpY8`#*bfsBdX^`-`b?y_wo!5`~WAtjr9HfNCGxA
zTIyqPT7a9>IoyHIDeqje#ISJ&@P2^?dmayb9*)tQy%*g10vz>YV|8r(R;&S9dE+-5
z`kK;1xhr%FS(77tzM03(KF?TXx<uanH(?;4*=*8wG2{2HW&p3fMy#%{74rb#s(#?4
zb41O*m%hlBy6)Ooqob~GmyW2zAH&sl?~6CC=0N*0@Z06wLuswFO&&4>IhmtjzNIcU
z#QXy$bE-_MW}goUV%k_iqhY1Ik82%=*2(@FtG{3awpqYjqI!MET<51F>q!@w>nwx<
z#0-6mha~I@QbN|V+hT8hZ>Y2PdmkJK`k{bdxJNYSh6|-I8i|Tk^x}?V^1-I30mjrl
z4eu(G!1puUo0UVc^YBdcGpfH^#BM4!c1);1_58jVZ0C8m>k4K7!B^-o0`t0>9!q*m
zVn{{s<}=0q`?baLBX#@*44yl#!u8Fa>tIlIH#qdhOG=#UrS939FDWzM-{~y_^r|kr
z?Ur!nz!Ho`&FbxD!|EoQdotpYn2G8(=4~@>+7R|N-{3amH3m-{b+x!4TOwM^{(`#f
z8?nVQf6Ryul<<QQ3~ELvdas3K*BYS9>oC}xfDj(=UMS96dn~qjNw$+d8%b0wTNQ@a
zS3T_(Y-kuT8tfjEotN?BA-diTZ{rXS+QEY#Yrsz#hgCbilsh$;^!yW^Vcuf^DmiDx
zi{6(H)`ShOUVKW}aBg*OqdRw$&Vjpi@y11)wjDeB#qI?$L269xNHS84t-#<T@fuVI
z;K>TjSd+T%t9gV={LJ5qY0p`a5r|l`&_iM;pQeUCMFxBiGl#sN!KU<A8SraZv`#(&
zVkg$hzD27}I;wu$@g@vA8;M+J;4gLZRN!3ud?<lRJ?kAEoY!W>yGlC#572H+KbJ?}
zAIAfaGT)Pi*3@uTy>gF@y{RXpq6EN+j%_-}FmN>HIAg_+=T4(Qge5G!hQFU(e*9AD
zk5qm2Lia_VY^JZ*F4&~__4AjuUb3Ie$rqJmy*-;&RRNQW7@CO^7=Ub)a!7S29LTJ!
zTDAo*V8MX-W?U)Qu&SAp1fN8c+?76z$|&hrBxXg?qraQE6y_h*8T?Qeq%Mxchw=A4
zkj({r{z;p<CY3jC0sX;0;415L{+uKhsy5k}{ZBB_0OtJN#5;FeBve;S1u!LcFrs}2
zu|bR7rC{l3v33^h)OzuYI_D?z+=W@;r=|9G?YiYB<LftfiTShj#`m)gA}>Qy3nG9}
z;y#~>az=}#Od$I$g2K~*pB=@LnYPy;kqLz`$NFJzRT1QTfMHHB;_{_%T>%-uT3zjj
zh>}n&!btG<5$mF)KOIWkTTKvK=wqSqUP_6&9e3`<=SAq&zM4d64a+X5roIx@)?5vn
zsdOJpq|QcT`rNH7L;|x@aWwcdfXg+yMt4B$n2(=pcu)Jgjn(e#k}`$GjxskGDqURl
z&74m&di7#=i`vRd`?%@PLPLW9Z>L77M0E2Z2~2CABBCslGn$NwM^aOgJ`4TvEYwOt
zf{slafM<P!hLv~IU#&CE0lo1bBQlSxQ^qPs;@l>_4&<FogbB<FW`75D2GumKzYl~e
z5VBG!_JhUVg&*Dxr3t#EgBH|5RRQ5XLQXvdDOKhzI2PQ;2rC2qS&11zJU@;tE#dR;
zQINhJl$M)7Z2pUn>w9&rv*FyZfr!UXp1eFKJTgH$1c8-G3wmS=Sfzw(u)@<)yZ}N#
z=a?k7&XTzu%=MnY1G;rgPmHk~WDnJk)r+_U=1*4=R>XLECS*p$7KyZKc<xYaW#C<q
zmdCK~2l4mYcwoFCg(uk<#$BY7VoS<8%nbWX!m;Sdh}=a?>VQPI(_aI&W>#f455}dp
zMvQTSTIu^R(mSxRl@L^ck)8Q=a{Z|lKU!{`f9g5Spn<>9l3FFkq(vsyJo<j>f5imx
zfF3O3_;K<B*sW5RqjlBMoH;1X2e^BfcE)TaYRYqWnRjVOl$W86bQQxN67Wr5@tw@2
z;W+(tno)Lsk}XNVi?tE`F;nNz+p3T0jCX<U;+nuPvj{<D7C*ZmrrS})(3aORN&1sm
z_dOswaRzHg7~z_T^~z!I>5+MWTsRZJgx`t1Wf)rR|E>3BU8iDs{L&>i$4mM;93S8%
zy<EWLEGXDV1$i2K)~t)_XPwG0ma~AB{(CHb^~{+6$6`R?cKN=GXAA4(8c>FX0kkGJ
zPEij9z8Z>zVTD7ODBnZob|TR$4ugXk#ehlEr9`UjTq*r%Hmxi$TuV3M5betVAuMdZ
z8e|^kZanh=+PV3>x)7qC9%$I`;jE1WX84U2Uyhk#g-kJSGnhIuWJAZ<BukCfRb4E^
z(-U<K+bafr!Q1dCRlmJDd-CPEKU9bAr*T*R#8pz^x%+qi``>Gh?kf~k|HwjTa%^&9
zFRfR3da7EXA}SpymqiS#rTx<tv0|0d{<8g4p2n{X8%~v{^4q2=<?<B0tIG70ty`Qf
zSEr|iUkS8-VCoy4K~->y10#!_(kP~unak65=IK(!4q2JnUoJ~wR0aICTrQVbAj&B@
zQBt1Dyjn2DV9j*Z_+e+dTAo%Kp5_lu_65*uI9eYC4lgQo4^~#*Gi2w)S}WW~!rere
zxm=OTD@;|X$jsA_5KK8eJ)MdJ(@3T`S1?5<beihr2PgYtP`HZ8CX^~VcCyNzzKKcM
z*Zyk7?yFL+<a8`gRjT;J^4PM#tLgHzB`EE3Fr9kg+SF8KYD!&I3*2k8I)&Aw0zH0k
zUWfBeDplyaId8!~AoGq_t1@r7TCP^@ycL}Cvdyyv<%~!amW6z$X5J&V_tm5KbMymB
zfy-p{>X05OarCK?vWy;7AT~+0%nHQm3Z|0yGPz>fPW0cg8^8YQfyHAjfkOw$4AlX(
zXG*wlaQfz&OZl3otJP{H|5V|r)v@wN>tMn1)HF{mC}qKEYOqde3je7eVg#8iIDr4H
zI?64*ffMd^rgD;0CuO2Um6iYG8t4ONy2_P9vzC-;bjnjDvF4qrsp-<xYcuv2gFX-{
z*x&Y}^{Q3_pxCpd)@Y$rW&E*H@dNI!98}2ciyiKY9N6K6+&VV38cF`soT(+H5*7Sw
zv00Jx>}}tVdBE6{`8@r4QsyZi*i)r2R;L0hOPEJEOz2pVBQY}xIJiTFFKTX$WGg|D
z{Ez@K2OaqBGf}4u{u;XngsT*kFB>S24OXgLcQrjjKoxVUN;!j2K~f$CSN)=`p#xCC
z!Awt;%nwa)BXIRdv`#h{%GpaPR~W%{O2P<9Why-ruT}yP(4Y)Q6^l0s$d%L*FhKeQ
zMlYA9p4RiP8vXxx2Fsr?%_J#K{LIMWdbOy>D^^EUCx$Ee!Aw`BrU4vMHZxH&U12U2
z!Z<xmPRj0Y1XIMBuUa{`6%4HqGR>S`9~vmZ-B({#hoQU<2tRr0qj{QRripdFB0-vj
zEB62HK)ZK{(N8}Y2VQERia==ptDtYSSoF#aSx<~-DGsz+sa7SqdnVzHUe@K`5Xbz3
z<9*1Eht-WcXXW6Wy)xdQJHhcf2TBzyxK(vI#{bT8j4jMuo~}$was9M<`PF>4`z23p
z#vQ0PH83!W)7Q>`*p2GQ_&yFBOlO}9x!(?yait<vCNG00XeYSrR}J?a&tSN5Xzl)c
zG2C?Dusbfp?VH*^EnH<@4zX#d$&_r3VOT81;Qgyc+P#w{G##(dubrR4P*Y?3hdiqG
zYSpaC5TsizsIX}2KqWo<Y7M%(`;nxekHL<(qmzZgS24!ka@ijdCa;Qd!(f%nV6bwj
zT6vA#?0(ccb|OlK$G&p5-svls-NJyk*cq?P9uUv4T$u|*)~n^9O0Ij2=dXD6RY<|`
zAC88})YS0@>Ye`T!sNgPp4wNvt14m3YUQrie*6!D!E2YJ<<kCvK^7^NqsgL({O~Lo
z-D<f*9~8aw8jtp0do)TW_pbQi>U3>?@eNpc-@=n+U!L3dBbTaFA3yZmmxH1)Q8M8x
z=zUcRCJTJ9P<v!r2<N}~Qg!Mz=ku0Lw5mpioB`~3|Ne2kqH3!LZ!PWNWA0lvW=pR%
z-S?6K2S>EJcWgx8=ha{g_cQ9=>A!1vX5VW*5a?YmTvfwEeQ&@-dnd;G*-B6hrb`pA
zb^q?spbz4|>W>W-p2JS`<mAN2Yu@;D;tuGoaCLm#8+g%s)sGtzpj~f99p&~97Cx$8
zt(5TJ6^O}#g=c?W`8!QG;M#Ak!Dn?PpaMtDmCOP|a8E9~t}m@JfF)A<!2AIKIlr+b
zM`=m^)EI^gE%pX@#W!7-^peryzQ#5PUyRpX0%4`j73S$#v9i4{ya`H)I|-q61GCsX
z2f#mm#40pp$;}&bRv7~md(U)-V_kfBzpf*g#$j2#?Ig+y4Br?>T2)*^|AfKQf%+O#
zuUH4Px9MZHR!apaE6mhq678pjyoh%=$ISgU{^9HvFs;(A)^MW}rC%u49wtd0aT5L#
zrsrEi0&V)~q72*cw-n3MHyp5?7!s8-dlK)OQ)7;jeI0I{UV`J^)wjqJDK<6Ltz+r3
zOx9+c%n*Fwu^Klq9<l%k)GY9<#yQ&<|2IzhPud^@8#0)|b@(Ck8EEzGhTutHjqoqb
zpp4AQB$v^dB~P*4WRM=b84Ht=oArgP9db))-{NY?XFf0NNGAtPn(sTMIcd)-FolrU
zd+g)rlbosv|6e}TS;nk2i@6k=vW$8h6nipH+k9K%0NLajj}c{75Wt1=#phvQo<WE`
zQZOiGxpH&rVy$B}TW36KU3F7x!uuVP4S)<2c<d0!;N*{M41Wl$c`&xwbQU?N`AB-q
zoM&Ch->hoTo{0BmjEG$~jMQab0u~>wF`LFn4PaAWLuw>SX@At2gJ6_Yagnt08B@uf
zx-t51dvNoD@U^y5=7V3Ca~5{;PoxjcjrQwnOujnA9uxQ@)dv4)p{8G%@l<n{e*8jS
zxy%^V6hp+=e*ik{2Phgj4f@zvW;!Ot8`8DK<RpuKn6VUQB-d$45PE82NkV!o?l56q
zAyTldGGri^4H%}tW+cXy$l%$4R1^MoK>z&V60^Twv;HC&B?{(jU8R(MCnY~UY~A;4
zhB-*zEqzBbol4(1dYIq+yhbK{eN31Cwulj@*M-s!17|iQgOcx9!ulm`Q?dS8&+&2A
z!MF1=M(I)FE?B9xkk=i#QO;whyljYJos#7hp&i@Bj=@uAZk+`LOu`4Os;yJ^%-YCH
zI)yR!l5%YMfwrRyEkRCpRk2r1NQJ!~<=NcB2uv(;1}A}=_Su<Yxk>dm^G9(ieR#B#
zm!dL$rt=DPKYG{!P25k63Qg2J?r+($1m{aq4kxkh1aj021HICW9@fxG`fH@&qnKxR
z&C8C&s}N5A&cdQ>)nMZENL?z5(-Fy2V~}zlm<ep++Cb-J$MWVbmyy3nN*+bFDp2uk
zOfq@tQW`FaI5ALc#`B6UJe&<Nph40PV9Mb-=+%fUJC2+JX)2@-#m5KJF<CXicELmx
zoh)K6qhpcH^$uVWAvs9B38Vigt{wrKzYd%L(b3Bz6dV>bS`h*f94SL)n37aTOKTFs
z6gyL6Or>lO##Zt{1*dPMdS@dY#yx;JhRN=4jU*o>7U2P#(t=vSw#YCTg3-II2(M`m
zlyhE8A)2p>2g|G`WvwiuH0*~uO5-(?NNthyhp;>Gpp_5Fhu@1QZ^x5$GK39^o7Y9w
zZis!lJI|xujcFcbq3D~aveiA|8cY#n;;Og6P3v<r-qV8lchA`R)D}y9C7zTgE?Iao
zn2@M>B>c3kEMev2;F@TOl+AH01;Kp`bSXw3NgiBNP22M&T|?9)4i6hUEoFP`W^PuO
zsoMz&4&-dWN-M`!k(i^Rep%W?<!O$FLQak*JxOd}I8I$2+juT}hdziEJeDW&3-LO2
zCGEF2Z~J*^E8#%dq5`#h+VYg}4hD?b!|)^q#*c4?_|4XBHKLnWDN)JIH*8Q&Lf7iY
z$Sq4eI9pjhlP7B`bsH}GG22SSzMmAMtH;>uleY?J+x3t_-poUx)R%y#B)wo*6Frd^
zt<mrfCYCcFkb*ntQ&N^XnS*qsS>?kFgU<+#VrZ_(yACq1IwMWOzqrem(dT8Oip=Qb
zMX#^7(Y@?LJj*Ag1Ii3j<TWlZak_C6*O`wCFHwI<ESo(_wk?llgvDQq9i&u(M`D1E
zlJ92+7H#4Dcp^Dl3FzO2e`B`ZT!PwM30u`z_S9$qW<Z(0+5o2E%I~lkM0MDI2OYxD
zD@(|Wk{upqdB2+rhV|q{J7#+%kBjF`o-t6nzvHQ+4a=`=!T^(zuW!}?s%eYh;6r+5
z07o=Q%v1u<8-`9igmaWye-g@asF+3uuc@zwF(tH{DdIsG`fS>EO-LBrNCMGI6Y$0;
zEYMstD5*gkhNdcDn;r{u^7=9_Bb`_U$g^c8v5%mPxt2R(=@c_#dFL;gov7p=p7P93
zF>{Bb^>^ifp8t#mki+awiEPX^WFI845KGEfTfr{AY_M+6{%shbhVP5k%BKZ}*sV@y
zte2pYTs!(ac9`RE>RhHf2lDn#{aH`#zo{xBp@3q^C?OPeAXDg_x~+KPMhmtYPeRxC
z*}bG7Kf8w2zC7RP?b0>)7O^K*@jT5+ge!Y!dog`YnhXPi0NF4D*V+CgFJHkr*=^@r
zn_&i@u)O0oEW^>9CivcGl?erkEf0ol0=>*Gy_7a<A(38awku>aHGvuI$b(W+bF8{l
zg}SxHPE#^a+3CpE$=-(JXO%xuky$3nG>rb=5(}#dnKjemcx05mz^+A)X4JX?%+ql3
z<ZcCxnYlDdWL`J6tM%+#0VIvjA_h{OYH=nH*K;uLoRDwQrZUv)Vi7~>ASwuZ*}@cB
z)3@VUF8s7K;(IFMgq&o7W(>^D{MaO;j>PGQ@dOP&xBU?4bnq0U@kiKe66PSwHhZZ-
zTYRK$9%lOPeBL(e-|%C^W)6%(3qX$eB@FV^De*}Z(+_Np9=3*s04puzb!-PBX_pZH
zWz4EW>0)1orU;<mu*!6#DF8}Z3h#`ihTYAc$ACY<1EF?H?9-&8@HX$9z^d-0<*kXu
zm2OPJIwvoA?vHXii6cHBU2Zqe@Qgk4qD|Wo=%j2JqIo_-Xm!RG8~59+O6KN(fU1<a
z@99`-Q`9$MPQY+x%9b6gC$P9r+TylM7K!7$EDW1hz<@Ra?WvPUThJ^!%yYJ8lDSfL
zg=KR@zCUg22AP&;o>0V@t?ulZ8hAo_F-3It@gZy}yZ^t5jH}<r2-JceWne$?DewyG
zc2p@(kyE<Lwzk#;`CnE&KhFXaaJ!4)N1Hr{+;w<Dc-FQaQBnyiU{Bd*u}Au3i5EiA
zV@w7LWj|7vCS$@$Rm`h%C>Z3=eK>)`fQlb!h&T(g5esw@0dMK;#AhUw9M@@j3%`MN
zPMsD`P}8BLfXyHfX9d@nY&EJF1v-W-H=wLcFo_Lb{YE4ji~W@%&CFp^9=#{!V6)*<
zM0YpQ!XJh3c>vckX6#3Dg+pinAxa5E`s)_@?Qd`y*!nL^l{oxdF%;}Z`<!5Es^{k;
zNkOx)3D^PBH)mC=_-gAgd71w$FZ%^taB_V!8RyO%3r0`bEGx@&9<$&{y_aTxD7T_R
zbt$`&_eVJS`#fk-#tC&k3#wWOpneb6eu~H2l;fiwr2MC>_rZyn%^b$uYduR9gDj8O
zZgMK>bRWT|?by%e&gKT9#yUKEx;#O9TA!7|csKh5U*$qSDP=ja)CV#N_O&E`tA(WY
zSK&GPM%Sd<l4i`8maNCw-9uU5XRCS5kteO!!_#8c^k;L!Tp%}NNss5Y=&tzYTNebS
ziOOe3H}9*2HWwQu!pR1PJN*C^W+;VLDzEC3%9@G1mF}BXmeLg}qW8t3>V(cSySty2
zXn<?J5_Npma-^e+_;ww4UuT6`+9W(-6$iG*V2+=Doi)7*fQ3g2n8fIgll=*69ww~A
z>*udau>LJM0J5qW4oaygSh@dLUh8r&$vx3Xx=m8b%O?O}ZpXMkk9!KIq})~<p;>Ul
z!jim^fbFV+tEpR9-RMZOn$!Za<WB-xEG%;3ysB<@_j%4p%;NJ+5Pl@@(9zi_E1hi(
zm8g*WL=Q@TyDdr{YpnA10qlZsSz^m%Wj4mb5*%+5<yuMSzLw_c|0nxG8HV@hScrJi
zTS`t#0WEc}YR6(m)kIzaK%IT0VGDZBuwDT^(B4LVpj59mQbN5<siUB&eU`b@J7a0*
zPw!)%i95{-a5MiLN2e9eaD*nY4j`sx8M7eL2LFK<9^`p4<nULx@^#v)!=S`NtWS~p
zZcJb2b1bA1TL`Di9I}ONzH|*uu+*Nir(PFHL{QWa%>v!nuT%CUbXJWl>LudfdmdtX
z0W3gU4aL`CZ!zC!z%BCq7cw`!lzkZHU??~$h5i5!lcQ|(kf-{$EYpo_k>;q>?X!Mm
ztijWDl^$E*(X8^FOE=?ZX&-w8!dl{L7Fe4@>>psjq+TP6U=)L4IKD*)J{IeJa5}fj
z>w)rWG_3!ajeXMCnYL}IRy6v<xt9G3>wI7<%HXD98{ClCj%PuH#O`jPfqXQ!#Xywl
zr(^q;A@)JjHF^-gv0r`IGVm_De5>-342b9`y%t3z^w+lHG?fV0U)h43bjDgkDUvxZ
zwUddjMeFdLBV)F<6QTz$I7ZQJ=bk@H-;Ot>2Sj~c?ttp#W??<K5k?}iKMSRf%$&%p
zSgBjt)k`3oHP|x`R>@7&Z#1Mhi=G+lkqLm=#4lbYH?_p}T3Zgy6*Z*W1zY2*Wt>y;
zYAwA!vmiDvo3U=FIYd8GDpRdd4pcTP5q~Kql5QuT8ZMJE`Z+9NKF3?Po`QU`64gyv
z!tYBhA#OfSQ8;GZOL)0LjPwEQs{)8{59I0su6ILu15Szkntld@oqZ^l7jE1H8CaM^
z<<uS)IojQ^OqC8Rt%z)s#(S3de9Sthn2HRlQpOEQ&Vqf(gi%X@KC0)nDMI;C+Z@Ci
zMxu4T>Om=0)Q2%~Q$irw!9-pj2JP1%X9*UhUH3^y^+AmKAlrBwxWKNo2OEh~qC}``
zSOCV&enRpX0_oE~YS>5<%e8Q>tgB6z@V#A^_k4JgXx*V3o(m#XG+j7iV8-$IFCb2a
zxGb?TypHWMKCW#QmRifv=&^?7k}>{mT8Fm4I4fUlLD){_qavVwW_;YIRH$2|2+33L
zx7=!2zxEK;@Fsc(I8p$DY&l`T$b!~X0$ooEc{94{tj^xV?*8*G!;(YLmSQFT#xrbn
z@@}?0kJcqrU?hx`E9(4(9_CRCN~A@1Ldrk`zR(9U`u->{CSjFR5-9aB&Sj486FU^z
zsb?|vV>U1%h@KILQP$eg3tI^V8ZbDMJ;=tONK|C@n5|T$h{~ZJvs0+$SVElYoedW8
z+w$p=Z_7JF(mkO_8GV7KxGJplN|U@<g&fQ604DQwBoa@n*oYOw)64ISv?_XcC5MZd
z@>bX+y+rAyX51?}7pF>@FXV6S89aSA-@Nq;1u4#F@u)0#=t)W?cK2yq_*tvmQ~3Yp
zk-Yqlj_N9VbR+woHVTH{U{0;{VaL8=r5Qi$Gfr|dB+mfo{ftJQhC+Xmkd4A7JpdG=
zk=z1xa*#&%n-+NzJiww(h6?zWmS?Q$RmZK9nlb2N>I`Ddg|=paxf+H>KUrsLffc6K
zIa0SqA^@72kI5}ch@$`cuVbkVR_~(v#2S8$c;hkr0K1lck@4x8z$oi;KNPVA0kbx2
zfZ3Ccq{ZjGluZKkasZ0V8?ms(y7gwMN@-jo9NAlA0Y}7t>2JiMquISI9ynmKIsszL
zoEAorcdJo55}QL&QDWdivK?V2f8oh^UOmm)?qZEEPzdB5KEC-t#J;Xy;ztGmD1^U)
zoA0+b3(e`wq`3aO*wx4KwC-@>hpX=X|9^iE|NF0&AO0^;O9KQH000080OxDhT0^=4
zQt5>N094xm00#g705C5yFEcMNRK0s}TW5AB_yGjpk9(nqB|bsOuq5yTyp-MDHr%%P
z!F~OJUo=~?9kd@;P(xCKqyd7|%7Gk7paYjpJ9b~hjum?C*yz2f8SHeYhr5+cac8>?
z^q^`AHOXW!`xh!zv*FhLW3ih~2K%U4Rwk`I=X~E~vQW2tb?*B-f9IU<`>xj$^fETU
z81u0Uf5q5I*xKD->~G?X{oIMgViv<+FT0m<7Kp`Iu*b_@vYbxL8Dol<1<aUZIW9eB
z#bRZbZdox$(Dj&A^k^@^zH;mZ+8c;5Z$yuE;O`~4iSs|QQ(iB-09!F@6pxrSEe9_4
zFwu3(s<EiTJ(?P;_jo_V15UvK@Dz`*P*2T!%5sK@7>IF?9&n1ju<2Ov0RIyUd6?%3
zcrHskmcm)ogdLVu5RYbAyf^YByo0rb2h5miBEd=zv00y&JvCmf4l06N?<NzH{4%$@
zrLv^k%_ifLo^1LPNtbR1n~tQ1Td^>gbXDC7?Fjlqu~bJ=GZw2_@@U5?m))bCO2vpt
zddufiTSN~mS>c0FOz`Z0u}+0}7St=9THl;mX>?fU2D{heW#=nlR;i58Ueih+gu~w@
z`q3>P((W_EJ1TE2vNJiRmYVSrZ5gRl%HZrQ@P-X)xn16B?XoR)#x#tefji9QLb{N~
zjdZ~(Sg^5JtyVdkGxr;`aTZuyuyBXjXzVu{xDmu3Zm^)in4lPfvbX2#Ik=%F)npPj
z0u~>RD12;QDUL-04ja*6LkEHeV(nP5n&)gFMk+B9QEH>}rW11<=JA{{QJFgM7M`M4
zd3-3W#~h|=x)m#qYH%GjVxoqDl7tnmMBz3{Bw#V0rh^8nnrX#4@YJ3#sL`>g?pVwp
zR%*whCU-b5GtXJmZ!`>gQpWRw72UGURC@NVUBYKKo24cz!N!tZO2D45X_cEQ@nWaN
zTRTYE+EGI+4jfH%OR8XcVlU7Aw1q~1_sDfpDQ3`NyW891COctf5#v*-j?uvlBh~H1
zaHA70H}Hv;ED%55q>&DXiSs@m+uFj7uo~Lo^sJ?LsV>e=H7d9Pd@Iw7wGIwiTu6uQ
zlXRBT@Z$`)Xg$VGn~afU=WaI|AZ*4SXQ!876YdlZG~j^SjP1jj_z1cE25htM!C8i3
zWP<d1e#h?@FKQ=kyDOwU9m&B<TQO8Kr8pb~x$!_0ja8|E@Ocm@vD&DvfMo}q+VP0#
zfXO=C3vy%;rRa$=ey_p;bKqF~a1;ycWvAAo!KJ+skft}PTMnO?qw7Y{H*{Ftdq%1C
zfH!~}Tel_W9fuw**;G|zcy8QR7(`K>HRE=vPQn0XXePx`U0|dz9^fY(Uj{oW(P80O
zIYt_?9opU|_Jfbz+9u;@JA1S%sj@nn0y@Zk&17loAY26cR%lnHBhw)7FiAHRV;z*L
z(M$=Q=rB86p_^NcSVL@u(-v7>&bPe<7LJD<s3CP1uaH2!#EnX-krFb8w<WziNT*vZ
ze2o45yQ6bCw!FN|mx&{Vbd~HoSFJXx4ZNUIRH9}T|A`M;#Vzq}`$Ahl_WN`j1An;T
z_wPBRS~mR9LKHqUuhh`Mr=z5JF^2Zcf?$iaDV-!<jDopO%>~NE84$h2JQ_&xG}<X2
zgTsmnm~-uZ(2)5EY=F=2@FQV}IiN+go;fh}o;h#|u}-YWP$yIkL=87R7csl4QzloD
z2!_-=v90RBLkpGUyo=hO;~cb;7+6lm<8fg$YMb87ir4F8>AOZHe1IFF?XB$)?b`B@
z-k5wpeU1)xN-8Nictpn_Znr|M5FNb34|ZGRBU2rVxEQm#WW%Oqm%?;9bK>C?Nv*;K
z<=~)kKxeUSY1Rj!)(%||1RSShQegRbmcn9DlrC?fup0aO`wii>m($C*Q7yoaTvXK}
z=?1FcBNa9gRf@AwGYBW_-$lNFGho7ejZDVKAcq{VV~02dQniKGt_|r5`!4W#4lFHJ
ze0WZ&>ELBqbU~?2!(HI#FtAy+5Cw5gYYLkN5%!@LpemvkfV`FBJm|)~=aga(9IDR;
zI;;oe_dU3-7yqGZAnhse)@5!vH7_u`?KFwU)#YG_++)JF1t)mdM!yz@xZCW~)5c1r
zl1;DDO_Ur}SdeO$P(^h$%rz|+V!n`wc=6p<n4GFTs4nAWI^8ZOcU$Si3?U(P+vg*$
zTB#Ok1FLk1`)15m8Hv*<sTHE6nsL?;F`*Hr$7zKdX%T>ZTOd!`I%ruT(!vB&>*#cV
zwfNRnQHx*{Pp4}XSs}LKL#M48m_vc{hzYK_3Rnq65db+Z%m?=Qf@XqAf-Cl%JsOl@
zAB1RRggfT&6YS_FyEZ9}G7lybf&10w!T$~e-^bu$vmi6L5jb3Mun>276bS5T5TXi%
zJ}pqL=|DXPr<|Gx3-rLDU~`~Q5J~wleEd_9oMjmRE4F$mRCh=;P1Y?FFY1G=Ap~+R
z&hiCekzlXHi*Biu6#7<<mzor!99FM)@d^o+PYQ1bcH0pixwX6Pqpj_&o!uSsVU7hB
zjEAY2Ajc4`cN`Ye%mY?o7FtNi=i8<$H&{c&PG(h@wBw{h0hhIzEsQK~$5MEAr^AFS
z(+vpD2tJq^@QF~^2n(gSok*w<KQLOFDJx7)9T;*p0_F)14FL<HR|IsZP)HY1Kb8TY
z;x)l!s#T$+R<+T9Ert8%^~Qd2LDTmewV<Z_M$x?N#Xx4!bLKXK;OggiX08j-l~i8g
zqaYJShX7uj0zjii6*d+{fbIY;hY0#8f*>6nZj=I~4o8oI!Fj-RYo{WCGP>My@qQ5Q
zQ?ScFuW+DR+z)~Gdtj|6Q4b&_$9NYUy$>*v6>OI%7;vXS?yzmC4mr`Xt#Y!oWV0C1
z%ra;<N6wcMEKVlO>Lrz;#a1U4Mq3WFK&?PTs?Uc9F8lNQst|sHv_N6L=#tt9hmmbz
zzS|<XRSafOkTYV;AsdX9Voem_Qbl#@gpX7sDFhj7bcA2DTEew%`L;x)W+^7nYYFfG
zy;9gZ5Wp5)7I}gL>!5`X3RV(bN-qofff&)V3LuQoSON0{V_byL#-m`nRWir`ySuFE
zEXZC2kjX)Cbr5+MC5LLn!LHEYB8Y_GL;}1ZJaqxg4E{X|R=Eh$7)OY64y3WPfLB*)
zFU={%AjMX|u)eTTJP`?WY92V^1$4YAjG)J&AlQ&*cAIh420(4vzQOT*dgLT4<q6yJ
zI4_eI1?*rGV1Wojp^w)~j4UNqkH<+~>2lH_sG_DDK8i~_Di|RJ{*ce2>(qUo<qS#1
zwgvQHpoL^sDi3i1j;t_cAAnO*mVi8rcgPkh$x6LUwvZ~Zgz#Do-YB6Ma;aDtfCRbJ
zgIysa=JSaN30PTR5w+b`6GDt2NAds`pU@xzhpk2t5m1#aL=f^8(Eo#3tVeXKTFhw#
zb*yjjmisJ7aKXbC6m~HT`)li(a(5|$Hk!#~K(2rvc-}AIBDXoAT!&3Z5IqU`%>sZa
zJ{KixB#5g-bwDeRLRfQRWvl1~eG2Mmgi7%qFh<B$oZ2~X#SESEu`tN<He6}|;7{>h
z@UWfQ55b(u91@-$0IT_6o8HrB@O_liQnQ-`5kNxJ<hlk~Yl$_{oVumB5NH|X$VEJ}
zyMk8@mL|$B+u5eHg@-}{R1PMcL_;{Gy}gof*#@|CJTGtn2wQKl+M<?oQYlERK&O|$
zi(=9MsMQfp+$bBRrZ^F_UM8NMR1+U2$2tuW67&`ZKIJ#22EMdxL1z3*a;vJ^PPEaj
z9)R^7kXr?YJQy*JMyi2=1Pl??3+Y-w)2oCQ3q=m8;_Z3mZb0+!*}(oUJ>;JO$YR18
z*e@0%xA!tAKK2ecX*-|K)7zIhcgloXqadk|qX0lm6qyKs4%4HQSSqzC5C!+^5bSPw
zPlJ#FznF+<ai16Bpcf>$4%-3rw!aT1Tg!qt5y<j%<aRR2;D5~9bK0z)3yJL7u6G%w
zX%^=(@-?w$Tp*n?lNJf~rxK+Sx0@n^i>0I?hJ4$EOm^`{UJP(5xwCw=K`H4HNSl+5
z8H}W7hQd5d#uHAb!!2Qu6>`}CK|39?)eZ!1qLiCXle}Uw*%5fF47n#gmr*gqBk%H7
zIxU^507@=iG~2e_rh@^}9FVW?6o(?9BaosHU~TM6gtN?w8i<p>2>7P}k+F_Y74$5y
zAJ0bu4a@;+FGf9{qVlNcJ`gJ-L5_ycx9z;0e~#)OfKLj*b@nAjwBG}_8NeK327Ks;
zAkVdVlpqk%Em|nbci@^Y5HyXIzuSXV6NT&Z5Fm@Ez#fl)ZN}lhkAY7Pfn9HbV=a0k
z=gVc=aYnpUaLMmkwk--S=l3%Swl51Yv2v&ENV-)nJ297TCmk;7;L6I}E!@Nb21$CO
zY;i-<)z(frB<U^Rj=Cf1Tdj0!N79!YtlXCLuGO&WK&O&g<@O(he+Znm4C7g<oh@yv
zJL)6szITCrhEcH$w~!Yz4hwvs02N8sK?5GvAcb{GB~eRzsT7B&mS^!8WIJ#cmeCBO
zQ=!7uv<bMj#UEsWUN3uP8{CSj3VIVzc}ddS?R?u7be*>VN1C0E)3M&7y-&jvROCrk
zW52pDPXd>{oR;)L!AhqEUEvE+9a2<X3p9$kNPrbVU#dkbqI@$O0i33=7sIdQF*E)5
z9z0hmLa=48Le5#{^OT{2b>BuC9R&r6U?~ZdP+_-FlRT&^7vZQSP!$%XDpcpK9&z7K
z;5z>d5tIinv52l8w2D0)c?G<5IcCxA%u<P$n(`HV<H13fAIWa4nH2OurRa~mVsN`$
zeo-)`V%J`TI1vZLB$)Dwr8bk2Wo9@W?xf@;x3;#_EkO^YYbz0x?Wo&3l9LU;Rh8!$
zrMOy_=TwYTr{i8L%~N4X-%Y1fF6l8)T33u9kXTI8I~~jDNIIp`hvH4DQoK(mliiYg
z8LMN-+dkc>7=|S8?1pwj?p;GWyY5vI@i=ppB;SUgq+<%RE9nNPsO4TBu5U;^0C1)k
zEViJ%g5|7bOYo#nL}BKm%3>MB$iOMQ7!5F1jOZBy3xYP>#Qx77x-z7@+%K-Iuvb8+
z{5d#x6f0BgL#!@-iJAb8-j9jWoAXMsh;X{L4j$rXkR_c0|33qW4)dblk7D6DFKUvA
z%R!#tX3Ex|`RHDDlG*NC8_PbH5pSXMdhH4A6@yi*%8PPu%#Jzo-7O9=-nETxlDqUW
z79w4GvXpcs)Jj`n*JiLtrMf(~tX50X^N`lsK=1Rigqkk+{Yah)l<!`c%drZ0iOw}P
z-S1^d$engWM{w_?nKGP)@ohne#6H%Q^iBuxo}^>-$&vJ=-Q*=nF9EW&U3ypLO-VN_
zr_+&i$RR5YN%!sS>}*T=L95j|ko0z`lxRzO9&jI*^xd7%j{BU30m<m$bAq-=I-v9Y
zeL)WtYCn$X%V}<504iS8l34d_{0BNPu&=YpQP3`?&MS|rk>Gx?$ATTFO)Qg87)33m
ze8q=9%2(b5Mfh{jlLhn%^P<$H%wZ8z;bTz@WD47WV_pY!jAM}+vaL>$YuGQzN2%b6
zury}zIn9hYb~#pqq^r)W2?7h}SYnyVLEK_xf-pwP=}<D%apHt!04SCSl$zaG$wtZ|
zPbLtbg&kEq_ZGKQQC(6)yA;1e>W-*mdh+=_%59tkV;IQ2zq{rgkfAEf8x0wHLZP&(
ziqHd~>8<(2j?=x#C_Gy+qg*@@J`dQcTNdHjjH^w%Bu};LOs%_7jyGd&RIJ3x#$h|7
z(`m?d#`$f~f$b5|0t)k*X8PM|p1;jPJ#6-rofpj^NJt>wJi<cw1Pn8R*xUv1QI7Sz
zXgO6eEfX!LKpNcj1@IJwwA=}qxm6H56`qS;XzT+x5&Hs---Q$v%Q1}`>=Z=8Cox4B
zb6Y#`N3?JPrP>1^I~AdV0%q?NpT)+8sB;%DQpZ8pFqFKEowUvp!iX8AHWMY^R9gpy
zI0ByJUQuG{@E{_XACpR;`-oY;?WI;xx74<~vV~;%tVUI~kP@X>J0a+h20jc>tCMuB
z-xfP#yv`l5Q}6QPB6z=8v)h$>jj|du<RyLK3Re%iQrqgTq#vYP=>thGS>cK$=u6<9
z(+?38c-g?VoFrEOt4p%Fv$gA9r4p`$!}2O+@QJe1rqq59BCKt79r;AI>NL6Rhn3W3
zQ})B^3}TJ!A(qR{jwO4D70!=q7Y@L2goV`foe)zXjDi#B+z{vbA!&2uxwfj>wmf&+
z$9||?s2G)wt18_tFUu=mz|#1>I7?3#ijZ=o(On=6vC^WmsW+;{uQd3Z&qkgA#c6yj
zx{+)F?4L(KN%ow~9`Qo?<^d4#Eck~d5G;pmk1G&Z(%=KQt}CAKoWfI4@*LCw3&ItK
z;EWVToq3^NkTd~4DPBUrF&lZg+imjlzw?QXqA{4aC3hSCW}zy%&Ml+s_A9MU*A)`r
zAjqLi-mUYP<a@GPKUA)=)#PsXGu?=#8g7@9?f87|)xx`6Ud`OuQQ4NHdor17+PyoZ
zqw=Yqs#KU%v_JzOxv6gNZf&_b+KCy4tD`Z@WU-fPh`oBuF8Z{WySA0=ie|3fZ1VqI
zgCw`q<?;%a)9tuj*G@O)RNSYu8mX|PhjzC^u6~1<x!aB1+v9s~mp0#4+qR@{;ZM>l
z0ApO<*<C7+ehvQoucM$E3@dN55xrWavd&h-L?5#M|9Z$dG~x@9m(g(qWhdIQ9QSs5
zNi81ND9jZ9Yl5Xp?RijwzeOBTgFsOW&7miOpiujzhBfjCHqDgUJe=Uc;?E1%ZU+R6
zz9!%lb%Y*f<mE(y)$4yLR3pUwK9AeVww<ObUk~!QPRDId$4W7`_3b$E*kS9t96w}J
zw;WfwE6heWCdu1Ai|@K#<AA9lN#AWi)Ry#i#d4aG-fpmr)JTQB5q&v@#W=~DP;0lf
zdnh?};OZAIcgyme0B4!V%K$z)hCIoEw5u#n!rHU@VBAi2-S+_1aa{2kG497MgT*^i
zc@7#@%2nA=XxnY%zubfv<#Nlg_Ke^|u8UIb_MwvaNc90zD0Oo#*;JEBdr9Dpf>pJu
z5{E299+MV0L{D3oiduY9)Au2m!{1e~#=!oT3DAM-i$NCrGmn6`ccZT)A+b)rC;_Uv
zps?SYBX7_tVtPCax_28J>X^A)1jq3;xPJuTZ+Qt?b}aq^#U9w*0?kRmE&c%xyMO*^
z2he^Q^OY$xS!%1v@30wwgTKW?>B6$WgJz=MZMP-e0Y*EL&Uw;`xyL(AK+u9-hH%oA
zbQ_?mE$J0-J%*(3?xtEHN#FKuZ}}uW9o|W&B|YWaVO-D?yl~DXJ9f8Q7UY0&YjN&6
zW8oAeM(!97$chf#Q>SdXn$YdqUFn9ffBYj2l&BEVd8hV<1|hj@Ie#hrUb1PsDpTn~
z)+geSZW!^_9H>AAy(Q(u7z$c$PP`jxaXBQWUjOF*o=dZ!Wo3dgrnD1@wv0FzeB1EG
zBBm^*QmM+rl(k=omrBj13{dH`m6m`60!~fQE~KqOx*#uBs6zC4*bP1`j?IF{ztS#X
ze|G;PLQo1XM&Q3u)9?5l=P5*kT`pTdSd}!v!7PFLK;DR6rXRH9&p{#H(82eBANe?n
zgE3-k%X>y)2cTW&D5<%KP4@*|VfSOjI%0Nt(&68D&g58zg=FVH!<#{BB69F?vZ>SU
zVvRU#marg2oe!`|(T&H(f~flf8n9?=#6j4w(sbAs3&}R<ZYV7pqb;8p!mzK}$u?0O
zdyhc40jU$#sr;25WWgCTl-^CZu)QA+Gb%xu4(I?uW6td^j^BW=n$rSm?b{L4hV(X8
z6P0o5N-a66=s;DRvSr}Gtae2+Q>;>sVFhcq6%sYn1FI!2-?kGXA7F+hM!&SNu}t;y
z5I}6)XoMRnY8Nt;H*SC|shyzIKp<(p9yO~LWV6^Uz)={Yc@40F>e5RnVr&?2HJXEP
z5~PZzQu|BnF_g>vHUoii9iZbXi0G#v(w`z^m;on&?bwfX5Fmik;#Z&p3viV<B&}HT
z`u;*7cB|*Khk3zG%;~&ays6#hZHqw~@GHo9(&zR)=cpRUW7NY@?&cyn#uFu8rqKjW
zK1sdsTqVwJQL8twK})aNu`GILwbkMzPY#Kl;9WQ!mYs#zE+r=!wZYDbgvJu>*c4-e
zWq>IwRN{nmcAJStO;?mQ9a|;sUW!4|0kT@ME$rZg%_d+7x)TQ_q{3#mnUGz3m32k&
z6Oczo_7XZo38yNe9IEb!2BTSF4Mq>)`12eu7+}R;0Dw^w2^F;=6x!Y8qWcg|(X%D$
zB{8@lZB^5hQ!OtSL~p);RV;dhDhQtn&>;JLUID-S^C-5^L4|@rgL}@Jc{^{D3hnJV
z&K?=?tZ4sq@V-tgRu;{USP>gg*(ez}!&dDQCYWCXY>Wel2*R~5&4VsngrmT|c@jj2
z{RG>p+EnO0x18||(o2`@gv;I-_0`Hv?8nXNYLorloN48owgWd`>M$(!hL=)2W+St=
zQ)$sTYWaNILf!d6n%LH2yE{}N9;`BpT2Z`Nu9E?zz@+dPk5^M3V`p!-xGL-Zz|4v$
zFn4V=Df+@)p=Ty$msDwvLqMSCZ-V|)$=PWpMGc$B+etdO(~Xm;0|t!~15+;}^Q;C)
zRf>5BEm!AG?X+fQGLE$e2k0z#>nCAIDHD)+ly0#zw;6A>(k<%2S_cP>lo;uiNYGFp
zg!bqlBTLKRt?N`@uT~4x*Zm4a@bjqNXn=5)zh|d0v!(GCZYG=nO%fR|HiQt$osU7L
z*!ex$uY)$vB3$?@4aZ#|H15Ryo({)G)`H)929LWJ{_!;cfj`FN5o->h3dKNFw^cqi
zXJY!_{)LCCz`m+8?vb&p)Q!d4?(k1YPP>xsIBMCJF|FLhVV+jq=4CO=(==ETqN_Yh
zjd3{&bLpTGHew=G-i2U1CITJjyXl8TLa%Obh1~MDk<XOsGSP3g<9mKtQwV>P)jV5~
zK%+p3lO9gL!{%Pz+DS9t3ohd0j*DCYZIxWWUhXEFT^GCAO*Jm*kU6Re7rTL9atCud
zYRPejVLEEUO_Q<s;z+ouI~@S~FLMh(rbHR(gH+m0WWn@zT)<m`TQ(&f3|J;KZ<r+(
zuh)MYGz!r1H<}54P>cqHfKjiDsH|h<htfMpB3MnsqJzcao-<T^s8Z8-LE-&jGl*?U
z(%+0>WkfJx)J<|#2U}zThra=#{IPlLLz>_QJFM<GqZD^_G0p}QRnsj8;1BjfAZ7TM
z5YTbd9tCtev+ox}Y1Bey94$A;;#^IL@Ex;6YsrCBS&S3nO<N3{>n2q>=%lQQMsUtZ
zLIz5Qf%j%&+#*+Z#i%O26B3aiy~8O0Kn^Op`g;a%ASICEHzMHt0p=B{`;-zsKdk!1
zpd0`ibfBp=lSvA|$s~d}8X8m*LxZrsT&Krks*P>UvpLZ1vK$9iYKmx)EIF1O2w0BA
z#2^*$v<OgiR^}%odTW>cM$2Ku7a`him#ELB?=#+~d4Kg&f*$dBvsA*dJ!x!uh2T}w
zMJgEDG&WNQ??0>s(yXTIg~Bhv8?adj+jF<EO4Xo{t~d6vf4Gm;0zhl}-d=GuY{pCQ
z2cp8EoNJGsQ@AIrgK&!=$LHr2<^hNApT~kCp9@&UUifEsL8<-WoN41QAl`$a#1Ibh
zT)J_N#L$d4>(o>>xRoT)TCt=MtyON?0-*tGZB>qrEQygjysO4KG>XaoO&mRC$Vl&U
z;VB^mY?G%vIM_`KKxd?!6p3tEwNwfR=*P+;xHB=b%Ba8}e1dSgBD7`;M~DbvG@D(a
zT=Ax=V)V#0A=&EEC{8djF;d7b#Z`Pxpd`yB6g6`Is8RsvqJ4ECf@`@XcVZ3+QH9Ks
z9-`Bcg9$=AyHY<Zh8V<<*|RbfXd8{<N1Eb+7_CB@m#k47Nf9{Ex7FG`nrYklcAM<8
z08kz2X>el@cK<FKsMc;rXpCHyeI0>+eHFpc(}sbgG#rTVG=K(FNBtLIpaHD(jA1Dc
zymHZl!?z%$7yl+2DAzcM`;X=oej;L)dD(G_ILt!@her<!i7GjULYfm=G3zCkpeP9-
zNMK-Q#l&!(io@5y6O?Pez+zC7cWVTfngV?Ra*t7rY*nlS>NIcr*ftI4XthF?Xd|bY
z;Fiay3Tt-kvQ4qL(MX9wj)oyeHG`^l$XY|&s(?%uPZG>9A<BwYbEz3eL!Q%{D*JgD
zvL|N8k)io|NsN6^?XpVIKc<$2+vt|mGCr`LEMvz-g(R_yr!>*oBRy5&W11dP`F$Xv
za=B~Q2&o5Y3>emJW;Am@Xs~@e3&&UC^@D&pFJRSQ-`XxdsZl$M@LnM;keit<q~(B1
z$n!07<v#}q-#8payN{!2!{Ff8be=Ds*KiPdv&qni#V}~>WjUQ14kO`zgE9WrJdP+*
z*dM{}S%7V~<^$#82{;jQh9>g@EV1}Ch!0k}O802i+bX%0E-%h%3i~0Br1WZlplu6>
zwl8&JNpx>Zv2vG2<#oz2hnfbvDXT#u*a4vu0BWV#ie_3n2kH)9T3sHbHocit#drlh
z#cG*|Ug>ypa{+^wB4#TcvMlBan<*<ToM(d7<HFY_m@2oLNy3U}b9HcxP2pqPbw3F+
z5ihmt0_9<s3#AI!lr(|^+Cz#CLFI;~H<Pt*gY-Z&yhfRq80llSK>g@FN~Mw*(^q9Q
zx+@F;bu6OXV5c!z?sjV@wF>|@Sw*JOIDCFf=H=J~v_%4rH5W6zT;R*HdR(Yh)9&mQ
z8Z9K#?<x(d1;`hu@{5rRI5Z*i7c%8<tBJO3Diq0GzX=f@3v{=z4ugY)*c(^^evnEz
z7eGsS_jxa!TTdiPs(dW2j-TW1#2F*A7nJlSc)7S+3|B$R<s)%BKBHZLY_RLdmy8+Q
zapYOx)+_GSI!>~~WlzMYEk`b-A;h-iNr2s$`v?}!6A>pthWZRdG|-8vWKA;>R}=Dz
zl}gH}h?AZ$j7mjT&MOv+XgGv2Y{`=#fbQ<f8i?AAtFi`Sl_2+!*Mh*>EXfBbsdcyT
zueTGAkAflEYCbP72GO=&aygOYT{*SrLabzSDKwoYYkgor;IeJ^xl2q<x@Q5{b0;LV
zc<qdKfrYI`L$boj=ehq-;QSx73y`5#tIrE$9%S|ZGzV7zm>?$R=#^CQq6RQ`+qWh9
zU;3WE76k?@!|!bYcCr0bkRZ5fHLR)x!QeKms@ny_0Zf7p>cyhQK6Ber;Nh)I#^p|_
zR8P2ytGtPW2_YTiKZS_%O;iVr{ukgBicuY6oKMs3WYGp2@^iochF27%d>)TSaw5NH
z`MIlkrBc%6kdy4XI;59*%?lc4Lr6VrnUr1q3zYdUqff+=%o2G5CZ^A8X4q(i<-Dwy
zwzyB-mN`aR4ecJtEaCt>IhS;`z^#I$HxrP6$vnd9pn{2pVW;9Y3<DJ`M}->f;K1eY
z&UR>5bPbo(q}qH$G$%6v!Ppbw^LuJO!DVx@6i+ncg3WroewWQ%Vt&g}Z83BPIi<EA
zVWB_3&SEm&Y}#&m1X#pPfMW4vS0+F@2gQmkl}gQ|&@^2IkEC6&tgc~5e(_x%3P~<^
zV=-QqTn=U|!#JE6SNsc{m{XkB0<88oRO5d}(*f2!0by*1w<1sMS$odM9(ouYBeN_X
z2D=hCNId!^4kQ1uY&cXQ7nO+#&FpYHZ?~f+T*lh_Z8qEMWwCfXPNM^+4t-V;QrF^}
zI1Ck7T!tV2A3QSyaL>Bu^xO}yLbbn)XH1yOh2>@bEj9%^e~?J{^ZBEK-i3&#O1jlm
zyN;k^L&Jk(BLGBR6MH#0!K6H^Y?aF~ah6{06yMN(5bHRp)OoQt41g;Qdk4Mjx!rBH
zeGJJb%^e@)@%OWdAuoHaW2M63<47N0T2{}Udq7-EWwk1Bw5UXs_#Z{}REMkD4|XcX
z0YB=YOQ*Jcp_Y8y5_kqxKG0rX<$g&ILa^AAbU-9^_w~S)l}eIcZ~N7}q&wApzva@6
zy>>#<IRr*7>7YZlCFy0Rsxe7V)&cd(SIt8rDPJ{Nud7M<stv<xh*v#nrqeC%vH+Bj
z)dgLz?$;jC^nz9U3&{Q0$ACKxBN+TY#erBmHROSiT`gmZ+S=tCv{zyC(bozEP_dWj
z2r3`*fDY~jNB-kbW_1py{29Rw4_(edC@Y@_(N0M`kL#V3;^I8S!D;QaZWm(yOCCDV
zZrkm=d~lEI86T7v@LR@y#(kl9TP;a?Qf0}epz9DjAJblQjB>0jp3!tFPFddeHK)V5
zWP|B+%4J)g1yJ;s_B^<ejy%a~q|>|dq^<2OpDIt<-c~~)Nw=BNkgQr-9`va9vq?b)
zW(#f8E0tn+F2HUFv>a=6tV(KEUXn3uS6;HSrG^gVCF`9|*}c_X8-TN<@9*tpf-W5g
ztpa@*8w`o9lXHtIYrn*B=LxgzWHQD%HV!*qx2u_qb&sH{d+kzP(s?Oqb4hpVYKb4x
zOZBd##}lPQQ_|~s$fG2k$C>ROpKeqR()Wn>2cI5>_Xo{<)ycQHL#jCr5H>32I}|p>
zPMqmb5Ie!gWenp1K?nG0HRMShz`BU&(rI}Ts8hxeJ0VN1;pmBARBu@9lBQQ1wIk8R
zs+In>2Rm!<?;_WdK_e3keqZ$6AV1CL<v1U!b~obsGXR+2!;X09AcW$oY|h~vR!a^N
zDvWdW9MHiOpS4uKeN;Sp8IWyBJ~~&Mc2~ZV&3Py0(ql1Z$)_$?iod0qWy6Zu@|~QH
z6HCgoARlrZml3H(tRm^Vt<XV8(tTUoK2_3pAno!=x*Fp#_wEhPxMy6_AuDRy$6PI}
zKc)pLJR4aGcP!(-ClB(fFPutm%QMTqtyWl`*^XIuQ_?N9-OdX-0FRRqy^-O66?rZJ
zzdsP#*kp;gw7u8jsz0BQT54x9RYPd$3mMyLlb+n8cN4|an%RZ4TwP};N4)F}J5egB
zCulDia=cwy5cE>J?N1Q>#FCv)l+H;DR-0wlq40xnOIiqysxh_Kf`(-o(u8r^TR}cq
z0SESovp@&_B4QdDD-#q>?KO+Hcv@Z(&bK=9u~YC9k1ggkiw9F`i`W7KkEig*bx7QQ
zJog5c@vRdcdc$h9rfPb|D&7-Wg12n%lCgl&p~HLg^)|dq;vNqf(|AZdmzKul?C-On
zFfzyvc>t0&6`(|(_UfHd?J@234u|yrWofuhrxSC}jm3<ZG*GJ(GaN~`I?f^80J`PU
z!{J6l(tX>$){dlaseEfk(!*?fYg^JA@lvTR>Hg(Hy6Rph*|nv^SWHza=h!4Zt6|h0
z(q3;Eok~SM>-Iro*S%JGS8Y^Wr(}2Iu2ZtwZO8AvgAv@{m-NE^e#3QQ07&_spzEc0
z9PVP5>{3bIrS2FR*EN+gPSp`-1#G570C_Z%Ny*F-^W?P`Ad|3P7S78~_*Ln=?0nwI
zlk!h2CDeN9TXI~YV;hEa2|Nu7<Bnr&s?Cx+o)9~8f=(kw3u(*<i~lZ?%z*bc{)0Sw
z2XL-C+R><VjKfirmeG-PoRQfO^gy8&)OD-sy3YpqPhp!1_V=lNRQquRXOQh#|Ccz3
zdKB^?p>{udkrsIP;|0ckJ_WzYf4bholtiwRQxj8D64AmTQ!X7hrzN7Dnk+IsFewKl
z1AThR9W3je4@}_n2kc4W0E0>Hjp&n;H8_6iPsukc#U5RsnkcflXC~pIpAeS=Q{3|=
z9j7e;aq|BW41^>nISK!q6iz%aS@T8VvVc`ipAMb+Q^BY2KL7mpxa8lZwUvukB>%Fj
zYgclTzIyd)IxFcbSCbc4T>9$wudYk_&386#x>Ee?v+~XzN#D3}tx%Bk`EQ+j;9HW8
z?>!^wQ{&?kQ<8p6QH~swbaiNGXjIaN1_%2GBz<t8zrSD72L}5G`z3u~XmDV_J$@KY
zmUIPth~m;m$3})Fy~pSC^&DPja8O=f;e%0gWMp`F<i8U8Joux1cfX*CMx6c3?8V=o
zde17w(KnUaDCp7Xf<86%nCG;&HmqQ|ZE}KUe~v}u>I>Q1pf(erH2>OjA7e)Y6OXd{
zdN?S$Hw>6BisFY06umUZ31p9>*;Jets+|YDnw%7qC6wB+1$qe9J7>;J&CE=T&eeHM
zzhBp6vb+3)SI?i9N$^^3HSIRWGHa_>RwVuEm8<D1lD>N7qIpHqH*;4ro09(iJEeEt
zm-IX3JD<4|CoZmC$+*X#j)dpreU)Nw)SNhZa(qH2jz`DF)Fbko(V@YiVR;S;vtQB&
z27CMaCB1*BZ*V};L9T-X?(rbaK|$9QKW2nuqoX6g!$QEF`~_g^^wdWp>4O7@M`SVx
zQez?&zx$IV*!27>j~4Jef*oRY{<hcSg@f4dGC2onMk6^DalSqL8>i*s<fWoYBg4!|
z_=zDLs;=OaPMkPg8zf~2Oyf90u+}$e<QWe{zz!!Tcu$xHE7x#XkvD422G0b8G)?@w
zk3IY7!;9?9H!OX5HFe2#C1!R#dv(Q4k5|?*S1wCulDV9^WJ+g}OPi^bq~F}gZCsc1
zPv86S!;dB1vOXz)D(TO?{>sbeC4KfxC=`;JZSiRIrSaqU96up@km~5j*qA(L7=$$>
z&I$Av0}-=-z&AJ`OAh^my+Z?XnHVut54BX+$436MaB65+KG&(u;?(G<IW!EvKVt!M
z?dsj1>K;#B5v~q+7VzT82^x$wwx-~WcYZ92*$sHDDR937z`=oNV7f*I0jJ?avFSO5
z`SVKc2psK+qP?*>$ch$}VlW(-!eKU3Q({E}U8$YZo|y?wP5TEa4LrT@@R_ho51)S}
zy|g6L!_{ndEi38S?CQ#@q~}&HU%o8qnUwi@TGBT!U%Ip+>F-{D>*j4q-}&(4Pj@8!
z*2f=x@PVX1wDinVZdN~aDj1lN^hvaENk4Y<*wLesJ~}cqGA!v}G(&@u-rwIlI3Vf$
zy*-EY!9L&6prj8B^ttrF5D!L7)enwP76*n#het=nPGqPF;vO6n`+(cgAAq<<hN(Po
z_pg*+1c0xB1w8P)2h7GJ`sidgEIJ38AAksTAk>NkHx|Wsg!OhUBE*QTdVU0FOzSwA
zPhsDK?J+PGFRo#*aCGXq9&t?_gP;%OjR#;v<h>eDdNgx#dS-I!UwOzQ%$(7JGtyH$
zkof+?-;ti;;_B+<w4`U(R&(o;p3P*gu1WgFl~iig^^O-)uejcEGqaj<kN@E2?RQF&
zzGHo|^SPv7e)pZ5*CqYzqmMkOOZvpj%*>ReLo}Nhmvr@r->*nI7}fBQ>(K`K2VIZW
z--}ad26}o12BqH|^!ePq=3sx{pnDcxVOXB!SF!sxJj50vi#<I(zhL*F{RAe9gOT$P
z{f380NOv8@izc7|*8`dk9&cfl7A~0L^BPEH4Cu2OwLi&HN9Sp71w}4wetsYJk7+2m
zz%&Laib&uZi~X>zM};?p8x-RxamH~$jL1?jG&B8Q2F{wHNBR9{sAcig<@Br1($?x)
zW<86|i?u6PR@SL`k-L25Dw53g^rcH{*i^ZgeszU*-3BYXM(2I@&buFeL|dPh?|gm-
zukif(X6AJ|EI7X~cOSMSG3J`b$H&L-!H&zQqKu8uK$*e8p+UTGKLmO@qtDmd*H4!l
z^!j=Sslz$w>+Ofgo$Ko#9HKEZ`tV@!G0jA~@!!U_^&mSE(R+HpW9dUfzhtMq#Q~*w
zGJG2tJ~D#6=CjE2zd39vGc^a0P4XZ3iYqiR{4cn?N$v+;V%zFDF=w3xBea;nBrYZ}
zUF7f=N3`)&#9d54DPGVOb`GxLhwFh!K>VMYdKWl76J0oSin`E0c;$shaO3sO%=%^A
z$gO6w>$tIU^~#l1qFhQ}&I&ePUL$T4E?vp26E{A-wsCWdTJ&Gm^hoZu_1PyM(GnjI
zCSP5mcJ5T@bZ~}?1qI9_Cr+F=hOCD7AI1Ss`oKW#4bbNP!M*{c_xs=v(3b{!`g-u5
zgS`X2LKG0->E^?zuA(UpoE9S=2k|Gyazq0|lm(1Lf#+=Y?z-|$Km#_f20S#yQ2jM7
zPXw$5mZ;i4&ir2!Gyk~<$5@I5H@Jea8@RrR6aR5NB<k@8CTgCn!j6GK6z>H^$9~^T
z@ZMmcxBskp_VMq1m&VXNx01f{DsHT0FK2VOkp&F3Dma_Iyh4;qsWfTw#-+=biRoLp
zmFqWg<Fl=|Kl&Iq?tJ#ym!IRtYwvw@i>?!TJpSN3ZcGFMQ<JF1<F)e<a||MZpLht)
zc>wo=^7i*5?*<0@`iXY~y}(z&G2fuO)i;PN59|Fy%rln*)daqw2vxsdjHv|lH9!~a
z@p^lDB%Ae#$=a}{4-OVn$lklUa?6au##+GhE1XKDzG?RL_4f5X={XD0bvi<h0y$lq
zSyec2x;7FGOaaS*oihNK0F_M^5!>RzQ<T*}WCm}K({gyf@Hw@9IE6uUFCIltKdb4}
z(>Raf-tfYi(>S`~vGYGzdK#bf>e@;UIlHuRHFXtPuzEF>zDnY_a#=7x2RtX{7c#4B
z*Ky;6w+ma;sQ=u0|5J1s=DT0)?0kY7kFKm=d;vEmBa!=Pd?}=E6BD>`d}4fJ95;s5
zF-1Xf^htXLo$c$RQ4Rxr13oc~VxVuZM{f0l13|w8irw2sD~h0<gP+!x`uh9&YVg!O
zJ>DKKmt&M_C$zu-T0L<49QbJ*@1l{<U_Ri_6xcjAL`UYu{I_cwtx$pxvo<B7Cz~a~
zfXhGtN{c1{XNz8(00pVz1VjG;)>69{DCZ*P>}+Uu_KCi;<^!=Ozx^Fj!b@xEOSrL_
z&2DUv>R!Ekb&dF$P6_n}WzG=gt;?%dNvq%4xFNOry^lWph&YTt+_>^-`NOwyBmDde
z#<y@|9B|GgaTpj&96oyD*ok}4Squ%cc@5CaKwlpydSHP6II;-I9RN9S(0w!yaIu%1
zvI$PPua}HqU;vHatUfYQ%xb2Bzanz<H3&YB&~Qx%149wLf3WtrCU|>S7yj7G=8k&A
z+CIRyY@i>(WN}0TWZ46poRZP+v8eFUfLYKzOmlR%3+Sa60@J_fxv!`8W2L6Q>7V)l
zFLkd{TLy7F2I4pdR)7hEH)2jt2d1WOiUES*$hXd(l@NUC!o}q!39~nH*K+HUzM0Fd
zZ@Bc;mG!KoZ=^5hvXZ`eIla0j>2K#Yvo7@i;GOrk-jnn%Ke_YS9Z4^L`PG+qBt7wV
zA@{nZ&wT6tXh_y0#wT%snemhNOiW08ulmQ19Fb=svj^l^D5idSR)0SVt`F3@U!K(q
z{@o|{`h39G#ex1lfoB4PHBaRHC`5=6*(Mwtg+H<z>!VRT;D1Jj0a@svA)DHHxYxko
zh=+1F<sXz48p>&+al8rl=6|fw<nyU%z#f<?gUq7yVq)@RbLX)%GWh|e%Ybv(yc8l6
zmchIb1iqeA_%k3~2pq-pISLBAXAXomGd(31F*twfzPVFD3Bn$G;`@(2B0<>7+Q!ut
zNq=i|V`Ed&uV+_tIhVe=w(dg7&C8e9vWF1!>WT|JZ{ECl?S`b6%jFL~mh`W_`ueM{
zB)xFwvrpXw{Ql%i&$~lCC+@p9I4$Yp6DKDoB>lwkV<%5YI>h6#5jUAeNy)Y>nAePk
ze}AQ&M~B`g(7fsE>Fw!}=l1sY`h4!W@N>_FFf^utB;k*g<On3<Bkow+pObeoM&Kv&
z@d@}%%6uFzG$8WvOSBdMipGn{u{+SRCu({zFYm(vJrKuhlUP@QovUb=3xTOy9>~^%
zkgbodg290tagH$Le>Ge*1byA_M{h&s4S64X$9r0!DM(Ktsz6R?24+Kn8C;%HfAH~h
z6mWlVDf=o7eY#$FYx6A(D;ujD1WNVIEaRHFxwevBr$PC-D;G0a^7ET3S5~f}pMPiT
z*3B&n!#kgTTK<gO;7@+?<(Ihe>ej6r<UB)<eCOL5xxwkl$#EP-Gma7Ns9!mH6x<fF
z^iRl=`g`%8{r$BikWL?)(@YRTpAX08^gu?9Q3I<^eKgb$Y>NO*K(fD_pg9EgNdwK5
z(b3T{qClcOgc}grG1dUo`5g`AG&+hmn3!Ngnhs%XT1I(Z7sK4YsfbbqhV<g^&cRO1
z+yOi(A~WYxb7CeXi~i#rY_vE(gq|9w70i_4mvFH~aKLmWfL+DKd5k`bf$6EH54bV+
z!0C`!^6RPPi-{-2W_Ghc!Tt928|&BJ62sN6tzTXzbd<|o$x`%L+qkldl*R1IMT`hH
z*E82|;f`|Y)&~TwzW!|I^RIB@z0dA^N`s#kUw!rEX9=~Q4uxh(4DdUN8}~pEI)NLb
zqr+p!IplpH0)eKlm)6&WYzE{47DDp(^}-*LzqiNNi=Zh7vgq#<Fs#3i0F^$}&x#tj
zx6!dNL~f8)50P{LXL(5$xXkM4m~eFL--3+c4*fWQ4P=p19(!?3xvh%0U)+q642p|5
zKT)JvVgj^?QZ*G*g?a6t%zIuFbDoc23VjjI2!z1|=D|&}$LGwMQ)dD*{|036t;e3b
z{{eici&r*YzeoZ8`t@sX;l{OVE9;v?$zGzQL0`+_4CmF2t7~icLf3Pd4T4r5-F&O`
z0d9Qx$%mg&;Q#uoFTeVl5WuaQZ_!2O9(w3I=O`<y-HDjvCr+Li$7>upq8>d;N<1_$
zgqo`G*Q0^{;uP?{x4#!~(%B`U=V6E>MO`y{z&D|FfH-_Y?Ex_K6M`KA^~Y-jMsYSm
zKgKK6a$xpPA>Hi(rs-n}`yoU)03VaUXuTKG?Yln{z!tG7F4*TQ{%e}zh1K~f;OL`S
zVG4f;oSi-gY4NI3d>z+xLzY*-b1C4p=0WdS0AUs$i^UCQMa-F*;LP-Uz-CQ<G<+5x
z@rC5oXP>9+VDtJK!Kck@Yn#X+eItjyAiH)cyMeE_vUX`zK(EcKS%R`#Z*SZnH1(PF
z{zn8{e`0_B#ZPeK{X3sor1kL&7oL9xH)c+Sf&skj_;_(iGf&_TFFQ6iLO2$uO6!28
zbPa)$*$<gmAG$+8SiK0XfZI3?7+imEANis__SX@!7j&D_hoOGRqR9eAM<9ID7RHr6
zv;~jH>+y(H^stU_F$xa>4isyB|4H#I05AX72til&L`1lj(WpK-g&-Cj9yoNM1axvJ
zOr67(6hVivb{>QS=E3#%_Q3O#X8R*Dw}$_lk=v(Fp9_V+-+NA*Pd=S|oTdq_tgc_B
zF}oWZ*=y*l&Gn5d8##3F>z6mOWV0)|%UR*j*K(JoYk%wQwGAAJn)~phTcvmDurI&1
zKBMV3pa1cf!nMEt*5*289%t@9H?Ij`3(AEXC&y2YlTSH{RXkM7q2hm}^^p|*NHow_
z#HCQiqUdQ%aQf)ZYoL<-z3g8?D!>7z^w%y%%%Q=d!C{mP_>s|3ydFq|atlm@MWv<~
zC090%D(&mVA}Dx}yy8Wesz*F^UFpT{1OS|xbR?K4Ow{OncnWj=aP}f!k3jY_IWhSZ
zoWcHRUR11a%@bTIlG`CC^1V58_SBi+Ec2c<AA0ziZ$C&*<kH&fuM>yYbJs|_v)Pr+
z4Py1xb;0T!c#Sn#{aMMb3RZ&+peM<_`|gc*-lM}l{p7<k>G)Unov+A`-}vNxixRkp
zo_*>W8k9N}n3<U-o&&2fOVdxBq%}Mv$UB^GIT(fL#^2DWj9<%w3*<oQ#R<U!#VGjI
zTohQHkC?;5BSXWOWR8rC4pW&3;%txakjrY+#8o2w;E(i^Cu^9JMc)KY{+;r;9#IyV
zt~`$G74`s+?gcY})VTL4?~g=%nnfuK1_y!BG%zQU<p3_Nt6^(!Vv1I-!xRpawU<F?
zFTzfYq6-@MklCpj9K}9=?qQ8I?7|POe*c2-A)D*O<=ooZCMool)vVz1=E_=D6md4P
zYwJ1M%H?vKczEvi&Fi-WRw-NWl_@rU{rS#Uq|nxvpM3cRZY*V9TOnD7w6l>jT%d(X
zc<;%mdGz?v<Hu^~M1Bp5T$_v_hM3X<eYiGwZ;k%S0UIE1L!Dmg>+R{qvDy&6^nt<J
z>sVRfTN<EzoQpBUY7ubK#lOTZ3ornb{>agzM~-k%E$~_=Pm;S*@2;btR(_+*d2Y^v
z-U1)bQ&8^fd&2Xhz*J4wmEzQ#J~7FoSkA<`nOIcDx()!3;`4K2-4O4a*q(vd>Bq%!
zk->rKX$DSu?o2dv8sGStr<USRk?Y8AWQf5Vz&aY0p1pWQ)O*%nU0IcRaCVh)<?C2u
z#*M<Y&CMIQ@xeRql*lW8ap%q*V(QoSS7P{nW^3bJ!YlKS+%M(>fYHrN3BNH;uWVwB
zBnL94j`>BcroWdW9aX~m*&aFM{$7woz=t6Zw633$=icHHm;m_(6_Vcp?$`7oV)@u;
z?Y4%+qrpL35#EFA?RkDV0=#)mH;=;a82XwM_nbIM2G!HUpI;St1lQi-N9U=9@~a+n
z+^D@%Qxi`xECT%!?9K+g{s`EOgY4rAfaS3tprht{A~Y($cu7FRnli7?o+|!&&O94^
z;Ou=xFubP{7vhf+Yp$$bObdU#wt@b7DR&i1!gHp1buA~f`_-$fLc6b}Aw8yo?Tzfl
zDz2aY;f<|=SWW!Pk3RX33O#@P#n)f`Gu(K`diRc~_&m>FTB0x+oDN~d2aKBK02l!4
zPhyxncI?RU<Af=O28M^xdH3?i#6lr`$Y~$2+J~I-Au7ZJv54G<Pw53vfv6RW3QL$L
ze}fg&p`sE&EI2xbQ;BO!3(Bu(UEnA=njXB=v17-MA0sq+{P>BJ!Uy#TA4G+VcLKz8
z-NSg#n*gNI%fCru3ntz}otOb-k770djX8aCviSGdJf3&Ea^@5u9_FP)XkN@;JQdMr
z0$89uqkn7e%wx2+<Kxf2^2DM5;#bx-E~5juy$Ol!ngHVK>zSM=8(+<=p|US+URtH{
z@%8jdZj%U^4I<or>*jSbna@A?_yd|uQ2pWyfyh7mw7f&+aQ@W`SE%3=JacbEb9J8T
zZRpWY;B`(MKY2ndKs-831!0}_@wd^(0tm-7fN3GaTfj%4^q_x6PzU>cfTa<tfb;3=
zqx1T4YEWPCzXiX4E*cnScOwu~AsNDnUpyamb5Fg8jOjT1Xqq6(<pfSPt<7SNdiPJ1
z+TXniF!8@ZalEM%=f#q<MIDRIk)=uS=<nm4q8Fnk4g#5^lmUCjlXwxfl*6E$n+ZVl
zqD9ru&Y#l=92(DFc;a!~NMFvH1jaWvHU)dv*Rn$OSF=}FR|Ha7$w<tS%d8So&s|>u
zSV@Pyoh=jyD}Ge^;NABKD}HfDF#YSV?g-Eb2y>nAdqkhRAFFeLlQ<y|EdK=BfIcx^
z`x9`*%CX}T^7Rqq(^)UeBC{f-M(k%%KqS4s9^fK`R%Ss$=@W4;La8jiBUsPB$A(cv
zA0A=9(M+uJ58Xw8n44F=nG$HQ_&ZVa_&xB$>DlOsj#EDHCC1siSy19PA;3n7=d}Rn
zc`d5}-sZ21`FVuV{YZWxLOzCJoo_#C0-I-N`oY6QBDx5mPd)R(Q%~Z?)yr2eT@=21
zbA|Z4xv?T$Oz!Hc2%DK~dR46Zy|Q*iw5zgfnT>0rS+cqz)+~PS`qsOIPQLi$(>tFM
zpTGWG02fGPZ`{U>2Os&?Bah(*ss#cU>;(aMnGnmTPMkPCJ|S#R85$f@U{fjH)Ukqw
zi-fC@+c-!CoQv0UI^eCr>j2jKj~e2cgcd-h*L(YLf>W&q0hnCwRunaSWE4UvgoD2p
zgEc9U#N_>lQ4{_A$$tZn<Uexc=rMvj&qsxlV?9h@>z|31ZE-9D7y#$BvcQ7E7v=y5
zVwa_eLsUSe_30U&)yzOJ5DY%m3!yC<(W$cX>@!b4O@;eQSJD@0(%R;Fc8#KEVRJ(?
zq~2OzBZs1I=5W4TcI|4Gl1$v7@Vc4H5*#<*dF$5gcX8v>kE~CL(_enM^AiFux3&sG
z*%u#w<jJQ6M4S!;$gzNDIVtfu6`mn7%|^_l{;{Ljvx2x4#ne(Pm<@c!B<M#br1xH;
z;085EiW!W&2yU=xSOfo4TPJ7KM<pAO2-mQV134Gu{Uf8`kT9>OoQnEUUdU?hJ|ads
zoPY!fJ2Czv{T{3fc*Q-4{fO2nj|BElkv;u$5U2?-_Ay+wTEi)9kbpiGF>%<~G$!-G
z(7mUqeR1wv_dh^=su!Mn=6OmtuU>lHBu~4RU0Ycb(RF<t8M}1t8vb|ATwmQ3s()=`
zWkaa`M$W~K*K!-{ZxKSjaqDdnUhjPPiA8m;FTeWoYf|)E@8AC5eR5=p@4Z0bbv8Id
z-)+!Oj@L36UMI#e?T5terHFa#_|bc)H9I)iFRD~10N}unfQ>klx`#(1OIR(zE;Fr|
ze|rx6F3!LCaa8nBy-`wp2-EPxDSQCl{}(;ryTwj>wscQFRv51+{55a~N23U>#>el%
zjTBW8-7hLJ9`c+z*#9%e)t>>}p*A^HQ`j4z?`jyw2%6I~@Pp*Y44poGAL3&3p+~+O
zdk8mPI)CBi?-RFEmouW@npqW?FuR(|QXZ5AmJ<6mu4mT;h5?`RR+cc#wRJ2eh6C4&
ze;dhd6>i>mhdl4+ACv{BfAaYkBJJFI@7?!F(Vtv;dYJ?qJbmvO0<QpJsAGjm8|X(s
zGmitBy9f1<I@5yBzFx!?0RP?w4wH_DQFp=euu|BA7Qr8lq9OE<{$sNbi!FhEO0dxH
zV|DKo=2x{@%^b!$FHV)E!6RfSIpM0YW?TG8R3ATCI}Y%3jMo6ccs-)il~WckYUF8Z
z=Ffy<`sz&_5)9fsADFJ)1a~q!I~#Zpu6$OT6Yl%5$K#8X*}wYoOUWM)cT=eqZ2Rf!
zEBwD`Ca`*)YAD&&b>UsWw~!nHIsVJ2xv^5%B*tFb$iBTvGPrsD?VGp6?E2D2AD~ys
zef8PS=U<C~2c=u3k_gaGKliNQcIY%s%pIScn4m)L1p6g*?#-ho#*ZIIZVyAgj@(9N
zUetiq|2ATJu;o`nce5}L>b;;XdOaRo7{-e_j@1^#G}L5_nEl{{`it19n4QyoJ>q~K
zAHsdi1VoV$xNc&?7?sZDO{~jeMZc_JWEr36M{v`^=2cX1yml%=cH^s^j*zC~L?rxb
z1qSSC_{|`<L!r<qdc*r4c;FoQlEkx#1o_m97n84w=J(Z<sH|+RWkfM+V>6c%qc<S!
zq+QuuHY+-^unR39aIFZCbK~0jjT<PUn}r)CTDr!1_d|=k`JGShd`3X!+N~Qmsj<it
z##5A!1>u=Oq+H5;V4^s#=_e<+s+mW|CyrCzGN}4T39b8T--Q?YKO&%N?4P4jdl6%Y
zF*OPFAQbmt7)4I@cs%5F0kzcr1V?9_3-pTx(|gfONPylN<WIdl>=e27zte6H4-exQ
z4==VLE=7gE7>z<&1%J?$W2Xay46R@;IiHo|MWZxKfn)x!V2N-hF!LUule1^eo}m?c
z79UysE+s<Am(DLyo`2=?>n4TGl}vhts!iGK>L$VO_3Jru-fykvu8^*-U(04Mks_~O
z%jHCQWfSzA@Zq($u3r<M$hh_P))ocP@`vS5$hUm@>1R7s+gdGLf16<8gWp>;sLm1y
zof2^cyeGy^99gHCCnhGxDOXa)$M2yUZohhD6#cl~)6d@oR%-M3p$momVFVXT0Y|+M
z33##p=B=**R`D>uhKq-reLVoyYv8>5dTJLnklpV^Xf%Qk!z=ek%;CX-p<xWKgM(N{
zEZ+N%EFZ-Bn9FkNEJGlmjP3u=cQznE51a=s9JCxkPw<rdzS;u(q6Af*c-kOUOTT0$
zUn9M}n7(v{c%Hc`GXB+U_8LKw?8ZicircxjHa0~Tw7Ib=#jw61VEVP|*QB4napUa`
z5kud3@3yFNee&_Ag8T0Sl%dSj+{kXwUG87}?&5cGV>&oXm0ZGE<18FO&I2|_&Yw7W
z+>gifDT?g#fMY<<u6ugeztB9Mw-tzl^!XWvt%E=m9m%WOc`VR+hCQO$2kzJ_+jckx
zsa7P_4D{A6g0a+Iiv)b^W&~g+xbE{KIH>l|=|qKF*cJLUGTIy(86Fvy1M)x+ld=mL
z7{n6!Kb1tli-VZF?APX*v*FXHQFPyZ_>mY5KzL<oX_*3O_SM%-V)`}n@(PUtyRx<}
z;^wvNwapEo;Op0}ZBX1?-@ryhI0uS;T^zM}ZT-5a$^eOEbnE8Lw?#(u;YaTfN-2N#
zMVaaYH?2=U{*d6(<ttaH=A}LO?eAb)M4y~xAyByAiX!rTNDG_*oNJC9KXKHLNlM?y
z7!Ae=^stY})r@HY_De-0kjJN@;Nl+wMeo5V41UJr9q{0>n4EwtdyDHj<eI+$s8S3B
zs3U|N_wpX#cyT$R5A@X*Bex-F4>QJo*K?nVVH^8SaQ(l<@gIQ^{sdxjc18>I^It_|
zb_zbH_TM4L|2HvFVe%=)ets@p;Nyp*i%WhxpLdtdZ@1%JcWQLA-i^7-?DJ&BlJpLD
zSVz)R<xZ#Lt}|4&VlKUdYllmE1vU?lk2%a;fOt1tX|*KXw-sVr?(+LQw5>{dcgx2Q
zB;C`lJNuGe5AGX&_xj~>Og^W9tDw7N{Ah_JhdUkju3KqqXV-n(gPp^tX|uz{q0a9)
zw&lKUhGq7H?!<AcQE=(OV1~JLJCP{aaw2poP7|SVct<k7S9jO*PZ;|_`8m&*;@q~{
zl3s4Aak-}9OUY)unUwUps`^WkUeBvMA?bOC`{jC3FZuJ_pBHns7vrq-FbffjnPr9L
zLmpV+mL(su-BxYe9Y0X0R$V$x;5wui(gl~EuBKi3p5wRn+@Y&mOs*9TJg%^cE81AO
z?6}9%x~#71RINj1HvVz8{dt_O_>Z&jtB14m@q?Fwerhquj7QjM<Rz}!;(jtUuBy$r
z<N+-Ue)w(DpP8&4kGI8;<Cl1;sk;0utI4iAk=(Xm^YA+hPQ|4=UFY!Y3`V&Kag8}0
z#}ETqo@`h~$DL5$!6mrGN!wwI?@D?IIJ4tE*zWdj$X)zvH`F*>#>?=h<pY~tCu7SO
z2{aauXlVxed$?{!rPHxGa>9RVk!e3<zI1w5l>;nd>D@+JvaA$OmfTUvJmX}fsJ?A6
z$@nF!fbu5&2wGOd9lwGflXTYxx9jz~TyESfl@f6|UH^RCF!BkP9yBb!q$lev;oj6q
zs%q?z-mWJly~*=_`NfPUcwR205x~jt+%NgD*XD<UE!iquM=n%w&`75x9n`E*agX2I
zvoeytjBAR=+=W8ZRzcDW7VMF9nycsvo9DUwsK!HEY)gJqBb90}!~N(&GTAN5Z)fZ`
zaQrpS>95LJS^JIZzWd3C29T@rvjPSD%FZhmE=(=fk6prf+7Hrf|5yBYSNH1y`1I}<
z6_lSLK7WOml4@KPpR<UmvBR$paHmstzr?`t8^P{Z3Odf=_a(q8V(!-njB?D8^rZuC
zS@QPVtPyrUMxcgv)h+k(+rFKUJe+TDZOg+molZCIUR~wBwELBcdb{bqMZ>UILw?i1
zsH9S~XzV2DtJQJ8T95+Wt<c=4sU^-^>UYFdVw|VluaDHb+?Jo{cty?I-2HS%et$nG
zdGw0E%Jwtv(-f?R{Eovb8P+gd`W~(q<i1oQq2?vM#Qp7rq?cGQ<9^>G?$~>6_sb4y
zvgFdscC+bz!$U2#6YfVgl5L2Ik{-`HYSWcvFynXc>rdqE{GqIP*}YDS9~^#tgLli0
zdwdX=k#*_I>4N04zMKZHgNvXuP$&HInfT6z*|yuN`^@SN$jy~RIGl37Rnm-?nn_8o
zRvQiX%P#myL+g+Z|B|0Ysn(7}bgKXv`zuvkj9=VJ4`w|0;SQW%E3_W*3Aol@zY?>%
zR{2Gts2v`&D((%OPRtc*r{h?zEg2Q(@KZBJC)RO~PlKAc59Bjgc*muOc2xJpcGPXv
z{e($pXJ_|7(#P8>cduVhF9-LCKC{$qa_b>s@L<fT#-ZZ?{rtyO7o`KA)jL*QpEG@Y
zw-qXgL1>N@J}~48A!;{iyQ|`GTqQ`-{Ta)WYt&rGR|^?;ji3B}HIsK2INIMg_9T5T
z6ExhFge>lN+{KMJPUDyKdeCt4;`7r>`;8ztS24>=wcCC-=7Y{LH|FEVzEnw1w$;3g
z5t5~ZT)zddgWqaPH>&4@wI1yy#!4(M=W|t3orcSk)^2)Nt_E|oF28LFG1{^SR4;=U
zP1DMnOwR!@SQfQu2qgvaamhrzR1%*a+ikUIbu!&L;P-1eR>IG2Vp#<PJFOAbC<d@7
zf{S+|=AFfF2_41RwcyUNSQL+o@5F*%6j?;2Ya1Qh1F^r-5DN)UX=b<*tI!&SEoO-o
z33nPsn#vO)Ziz2!9Bgg-h_bx}ZXP$<9mAo8P%XYZF217GwrN2xGi6!gQ-_UkN_?!)
zKv+Wu<2N=D(^v5GkD;AgR12`ej6QC8+b-2h3DFF5!0q5S|CaU~%a2KTu$mFyuX8e0
z-X<P7exogx_VZ^l7A`ZJ%QO7cGaa^<vFJ;wd2a7vl2fm;AZ?@@)eIeyv=dyFb*Z@I
zd(yV^Vl_8g^(W$RekqZsuV!<L;g>AWF17JP&q%Q2VpZ34x*-<wvJS!rv{E2M={$Y0
z5JKfL7S@;WYf$(aJS|rh#IIP3RRKZ#wBBlfJ!;G$G)r3t=>w^HE&PIvRIY@rCQ5R$
zV3k9zRK-uf$YH^>c$>spR-t%5u9u=lmvAuv`7!%FT>eE`OtRbUCgnO`(j8rB#4M}w
zyodH5fXEuI#R6D3kmqeRjPR~pD=X9rhuo#Vw|2HA`NGZ)+jZ%&-Cgcp1_bJFxXWZ&
z%MI6HJ4v<ce&Yg{Buq&<t^*X7bX;Ds;u=0Kdmz{KN@2zbwi4QLm*`3{cLA@ZHY=6n
z5?ziBDBoR<jAv}uxnwepJ@?*w*1qLF(_Y)(&b#!sop4t{=b4Oi_&pA*&~O*C;zlEr
zao^3h_x2>+Ze$uk*GW~4H1YzWuUc~Q@^dUnrnd3h4*1C_&>7*cr%WJnTdptf&pY|N
zTu6S;VAh_bmpBKfCg_%vj2*6P&(pg*E*&T9OFDSZj3Mdx&8cN~{d)Yowxq*WIxXlr
zXzHx?TaaKhtYxvcnJhI+@~kilNS+ni3H^UveS2^m$9ZS(0|Y^km>Ghv<!d?QTI6DO
zF<eQGLd7C_rIDpoY{46mauA6cLs=&tiy}BAj?9{pu%K6_XqBWvi6sS&6&bF%OKl~V
z!Z>x##5rkJnZ$=X#}4mNm8rVi)znQcLFHs0{<$jNU4;9-ek`w!EQvt(yt@1A@6rAB
z?|1X2M9-)0;HwbxJrd=J-z2Ut_Q)3|r`o+Xr!go-A*noxFc+Rcs-?af3*399!_?RF
zW@{~M8c!~+%#zzb%`h8Px_#Rdd@WwSq~4OOFE_83yaCLux}2A68PSS2fVrj35ea|0
z1WI3&o3j=@V?0?dM*^C^I33NRa%U4IL`qDL%o?V*LdT6$H<5ry0OzeE-=u^#gCXq>
zOp_K!XtKa{TsZ*~n)p&mqErv0sZ3lg6<}JY617XERHc4HlhTO@wbE45q&G03nnOG(
zouE7=B-+CPN#(?|9N+873EAjs(o#aqFtC)d<_3YZl%NFzp?*O02j$eU0ug<Gw%+ii
zp<J_0tgJ~>NU1c1_Ufv-IwQ(ao)Q^XG~3PAAl_(G8K2N*Q<kF?QsXqlza$a{7jzeu
z=G#KmAmP^*uV0tZj*C%(DDNTUi6}=HvED$3Qp6m4*03?UjsoG<KrqFdc}NM(jpuPA
z-d?<YyVbg#Vf_Y^tF$Qk^Y-=Yq$MUbgp!<C;h?!nFw)8Q`*9+eI_i{0sUQbZ)%6pC
z94I27T&40WgWO4SpxK4TCro0IbCpwMZOvK}Y5vPF=UQU?W}&q$ac>{&mIOX*#NZD}
zF`&Uf{HPWLQVCiV{)+OJ<_tV3&!?XFhKJiUmeSPH-9+kf$4Yf6ty%!_t|(6($CWyh
zdR8EHY^<fJboi{)*Trie_WXt=(Gh)^RJIyeULf>1O<l_xDC{_p_;OC#x!*X|a4k0$
zq)DsYj%`e@LCpCz0mq1>Px8TPNDSL+H$92r$lwgcgF(~LrufQQvpE2)L_$76WT7Rw
zW>&7LAVIZUYgt=6Ay_h}7r`mwO97@9gyV)n5p}0W81aN!c_IP5=dmL;C52`uYz<Ki
zuQ1OC{0F*@sR-eiDedsWtz~2iARlG!vh&~svVDVec{$HeYineMBkTLER)%fauc>jL
zrM;EG?_xU{-s~*%r%VzpDu!)=Nwm<x!}UA#zRcSzA&4g}m6jK=d^G|U$J`dAhQl9R
z#|aqLvPu!i220$4GLObdt$=xnEsyBz18QlYGgmcn!vhFMn_2|-*~rwdf#aGcZO2<c
z)MZdZ0lGfZsgr2Tfzk<oI7mp!Nm^Z>`Ee%Hj~dfpRxKp2c9S+?=*mIhaM#W8sHbx$
z&~gHvK|)-I5zftZ)w<6?m95C*_{=NTEaTZgG^DJ-4oh^36%!2KaRYJKjvF>otF@VX
zY!OSxocM^4@`Sy#bb>NU@a59-GG~N#0><Zz>^H}aY2>(vuPnCl;2$#EW9v=F>D*(W
z8CMZiS)t5|eb1&~GFq6|+lp>2v0d`ObDJzHD~&wPNgh$(Bbd@jPgXKlPb%C?w!nu*
zCwc+Z!J42Nuq^IsFSaPBwmt!Y1M|7H)oz^u)e?xA*gg#Pyo4Prjy)1EPu8c7ix9gW
z3=MW~J84HfHl#_9GJn4p2&`SW!P5Cx5=NB*mZ$Bo{SiMP0hf_L*V*U=Y3CSBJB?7r
zxZwDdIo@fYSpj<(bQ1d#$7}Z3*QUKv!XEEJaLq8Uov>Z8eb5N3@4LR%t)u_!`#x{_
zO8J&I%M*H*)|b{P&Z3Q9o-|3D6e|mDBrW1BAYe(FjQfJZWVG7|eat3<V{z1Mr26Gf
z`_d9++$pz_8HJ&UgY)c6@#CdPB{PRJ`b*$(>N?SJOEdtB$R-2Q;B?u(7+Zw;*iOBe
zmT;Vxyh6bCw`aSAGI-#!<q_PBEY5~!D(2d3XE$an8}=*$d9$>~a>VFArmcMbI)0G9
z?yqC8W%itfa}#r<N1L@a%Y1|AtA!mn7n7dFfQ+ZLl!rN9pfl<Xn?x{E*{C)t15TfA
zw!9L98J>C+W~d8sRLY(PL(BwYP6PeTqb<ksEb$aQ(pjGI2uQgbQ3ul+e41IBuq{ht
zz|qqXtM~BTg!BkQVAiar!*2J}Cf6US@3>60G{D>SdEcphCim*n3C<5m%C|WFb{FDa
zJ|%hyr^Rk!LJACMyNN2Mh3AME)2>KXe4pW04R&H~s-=?L5rN@d7svWcZ#HZgHV&dL
zPEJO23V95!R-V9>o=6<kgW=a5dB5ws@>t+HO{pMKmNWZ_6~DW*CN}Rj#wz#`<q^F6
z@H7nT%4f)@vb1PgYyIz*A1+%1;=b$F+Q5S--OQInSP-v7o}_$>z=?E(v)aVgN~Wk0
zRc#9H!k|>E313+2H4}09v_;ywC{8S*OFBFqqGU@xz1{K#q<geUOQO78>y?_4Zz6FL
zM-t6J0Huj?2q@D)y3}6kNZPYjPbZOlju&}?qs&b7@H$usnB%&nzoS-=NM^_YJOByz
z>Nrj!dCy3=*8n3>3u1AX>a`_rq)pYJA*rw8hN`-fg0Wujb1%zGt<J9)ryz=*m0JP6
z3r>;@C~=cU1eDFtoSdSq<_pNwsTP}P2AWL<mz}AcN;R4W!r?~{?(5<SOG`_Gun;FP
zhN|#6J9Iw&h?U&)J_9bo$(_Y^XVEx?0D1xx8T1O-Y)p}U|7)bgqKq-rARCjXtlM6B
zb{ogmUW=lYH5o9kfTj?ByJvZ8(r>@M=B<<k;&3#3>$*T3j&G8(+<{E$>#E##qLJQi
zN*pV-G$M(+6Oby2?2^`KOKkZ)fnpW#Z6vctI}cCT6dZQsG|i9^WRm<1<6-1S7fyPF
zJOaXn@3m>!INfVTt)8e2dKQs!1%){)0|h(=BFiDLv2?i+<bg#J<u#Ag<ceL=bEpg;
zoSv14>!%|NJ^sUNzanvTxnI%rtVqTcpkn{bI8B@FC>0;&>%^7ugBH`Sz)Ut>(s|Rc
ziLcJAa%L9@8WiKnHEY&8!HHc=&mlW1#THpWuFY^7Jc}AaRn-s{iFPVTz1i;lNrq1#
z*Yzdwi>l_AC28N1x0XsOLzJi!d{w|qk`Es*o1paXszBiUQN`5t@GZmCw9c1}FCsr0
zo#s^GRN25I8Q+8OwDS|NENk_ViDGMkfR4XKR?5r&Gs^<;dg<0855x~l&wA_ref;&!
zG$wNXHfv2(CwwN3jHr@H(NWcs1Z37g2?tU?L~Wu;eG;{FUCzxW_2k?v)k+1)NeCvn
zEuN3y<hv`6v|thnHu1!xhm2{xmqeF&2Lw_08no2XQz}TN!GRuZQS?&R)8%S*;<V)|
zw;E{$0geUEmR7*>;Vk*3wB2L-C<QwL``;5tqP3perUFT{&~~ZBCT+H~L3tX1vnk3o
zNAq1-?)oYf<vy<9it-sSIP0Pu{IlBvVHK>$()!Fj41w27tor8|l)gzp%@|M9W~tTu
z4|v@kvxOeZG_J^SNJYLa_EZCuT=x`z)GY{hZi!cT)`}-z0kS%y@^bJ}GpbRH$d^!j
z{<`uMIzA42MZt{Y@TP%_8nK~}pQ0iA*uH-2_N|-W&vMAt<z-a@ucp@*RrxNr+*<Jk
z_GDdcqyl>~(sfV5(dwmIL2_Apg;GtRMA~Vo)Y2u#b&DpFbK8rWj=;X1=_Pc4VOeW8
zdo588o_bA{aJRLZDq(QFW{K7WM<qDrmkc{<f<y^i!5*zOTk<Vnj^x{E6j_=m_rZM0
zxBIE%OU7^A^)*K_VS0WfF&s;lT9a?DIa<5P%cr9hFF(jSBUMvfT;2@2ULqe85HAts
ziPlZ!<29;M`8ffuAB%F_kCWwb?5ho4Zl))~)R?&i(XPjkC-+YyT@c?G1Xre7`C=2n
z%>@A`ovwoOKwB-o2?eGNPX&Cz0E6_q6{P<#%d^BbzPLhW$qL_;Dt2q+z$iLLop<4q
zH>ziFog{e+AGn*tcnS<tT;5SRhAG%D6r+tv&~2-$>u#3gGRJYFD`8oKR8z%`4n!vc
z{M2?}pdC>jfP?D{U|gvupj6LjEiV~BuX;UQfT$L|&eN4MmPd6*AguOUg<d3XYSs$0
zDQ;>PN`;yz?-gnzvOEIy)E4DduiZ`rSahr1iv-@PS1UCI9&}Nk`T=NF+Vc{RBl8x0
zLMu<JUgE|A(>G}NaVju<dw$nx3)tR>)``UW)l)wWB*wQJ$EqmTz>)Dqxzkm<5@8&v
zCSrMg7knL29;mUaiE^-OG?35HJWZCXt|p)Vc_a@M#bvKtE(>5{*Qc6MY;~TgJPndU
zDaTDNHreohr;4oe_f?R99)i0biF$W);Ph30#-9;5>?>=Fj~R%FT`mjA;zk2vVDU0s
zO72Nmbr3n7gg-HgH2lw%r`Hf+_CK=Az(_Dd_Ax|*H9{|Bd0W~v8MM)BClYVmg28en
zBr=3L8ZR$8bbsY(3#ND=1_XpxmyqmUFG+NXG2bR*VBTwmX8Qt1Q!c2ro<vhF6iU%?
zvS(YCOoNCddk9XA9d-o4R5VF;jj>D<1%x4hXQsc(u+4WugqwJtNp_Dh`(6KU6VnL<
zQol;F?B*cRy@cOv#~{&ZK|Hl<_1sugxLvnFWrfr4Qe9N|jTx%RihkTzyP~4e=y&_F
zLTz*#4f&|p>8rBBb)!KAbt5&F6`rPRR8$0>6Aa#wI=UB#3JApG!5!sU=x|<PLX7iw
z1~Pnj){Lk|E8i0L;j)`-O_4H(TCIX8y<0(a|6iz>MDL#jmy)JS^jwDB;vvhgeAP|(
zb4&EM-}&_lf~Oy=C>uYAp2y8U?{7rU_xoUhq35?Td9MG3F;GaRLlB??eDBEln=HTD
zBUa+@tL=6~5^s-qjF*6GDIU`!8$%Q4NE>eKeUXa=?e)B-K>seaJz5i};1s<aQQlV7
zLP?Y-C6)F>Ib7YdM0x6YQ6S2#UPK&G?(`DN66JA3G+&gff!FAZ@&NouSCscO)sfdj
zyx!}H@)#oXRFwBU&+Urxh6?Vje14rYG*P}vX4I|__x@_5FU1}A(xlMDYF};0afuz>
zRYirG)aV^COA4A4<$#o|fs8w(O@z=)IeM!=a;&(n23;x0w`VQyw!D7ESN(M%WD)69
z46{k84Z}KxXIA)H9z9;cRo=F@oZ&Yi5viOnD;BXV`80|gL!u&&L6fL3wUqpOgJFOm
zn=Lw+?$7vTX?h}+Uk}2>R1=uDRxfHb-^;Q~Y92(<@)f0a)DjH@=f!J!vZ4jQ^mv65
z{vDWOLfTC^SxQkt3*xR)yH^;IcQtFRk-Vq?KT0i$is__T01dR8ePYtQGhN+4r*a;r
znnedaPg6%rMMd8U?hInrbyrvA9dV=K%Zfy6=%O2^y_D(&p}=Cz_3#z&3z-I2yuX)?
z;&!|4YHGIv{gfpcyWUkB@jg*A0}@mhHPik2YJVTevkJ`r8Qc=9UEi0txI`n4s4>AF
z?J&R>s1ffeQE#;ik;Ut?#WwW}+iI0`>nZkN&GuuhuNq_=tL^g2%IxfZQ3HCCbY+c)
z*%z_~9n6}n!PO8dYKl;U0UkyBH;2;JZh8MGE_5tVLGlr|z1z1v`G}cy-}hyWS}H9s
z%NoYIC2MdWzc;AyJjWV*Dw6fe8l3R*Y5$KTqN%R^ewJTTYSw5?-VJUyrSk4ttyF8u
z8i+?*k*rCO%}>^V`tTfCqtloqvL;D=uQ{mEU0NF4<5{#NYB2j?uVGWC<@!&{mb+H}
zPAg)oKj@R#)nixIbiK6Smo;5q?GA>|Q~M294uwwaimf5j#&e=N1_L#CWZy|sIl9xU
zsRlzh#42WDKkg4krr&R@@>|BIx@5J=b$w&Cqk@=$=u&CRb=uW?!bT({ZMV6N*fs5u
zR{OZ19q@WB0sU_#O)?J-5^eQ#R}cw+y!oQmvO4b=b^s%(iCUyhZ%I0ZW;kNt_9v|g
z1^@^Pe{P(?{m>S7Z8@!o%{aHj6Ob-ldeJ3yS(PLSpg3p5d+ip=r644LZ+OoDXP!in
zaF?m(YLbd!9aN;?Tv0kg$j+IyX67}+F4aarrgH4MLP0In#M7G))JduZi$GW<2n}5F
z4;9<>yKz^1D($PTDhXY>-N8$}e%<3f_wH%SZ|F7ViJh@5%?c!+ixp8#T;9O6Em7|K
zR$ayu5Ui<^F9xKkAt@U`nEErKkF~}}-!M#w{WlwSs_VqLDS8p2R~cJCI2g!h)&p0Q
zoH8?-8rS8!8fv^M-_@_HGxA+sQkUgO)hVCT>o#H;)3iV_i}1v35po}la1uprF&eFi
zv?M)*mFPW5fN^4GX257ePpqAgV-6oHnRFnEubu%7K$~)8L5DSEAcT7%G7!S_-a+(q
zsZxx>e^ogH5rFTD0589|n9qxE^w&GYI5SHuGRvP^wCaCUF?FZkGmuYQRYfO4FyWO4
zk>JKTrNcr&2)YXEJQOUcBc+n~2#DYZAD6T#k?a|6>cm|s#HxB{s7bdk%FTH7!{44T
zN&MozGRtQN`yy8nqki0w8~*KBbsd=(71Yn-K64VsB5Nw9Nke7@($w>15_KQqCV8S@
z)m43w6=*gZ7$IrlUsg_gj;C9%^GozdPaJWHV}-GCx&aeP<?D*m-BfkOV&shL$6c9i
z*yy@5JbBvmyMLaac+!QiuPdmcEyO|=OJ_-{IdVy@myli}%9~)j<l;F6?^G_HJE`W$
z4TBYL&6DM;bjg=XaPY;6T%yMfGO@&G)@rnji%vDly9iTg5kl~%nA=Kg$nL9FOtnEL
zjnlVEC3^F5&gJHV<1SZdPhe^;Z>6SRy{h~oDKe(&03v_!`gMPOU1s=Dp=92BQmvIr
z1trI>C=^C&1=-M2!IOIt4n$V6W7Ih9ORj9cA9p2JHkc7#zKJ&cMlAOS`tE99G}KiQ
zS(ErK@%XO7BQ;eMm39)lRP<WW4}V;Fvf)KqLuMy|wR7bYz0{NJ+jY$k#21)dl{`~<
z1cI=xSh93Li-;`jN0Y=6$;#7-<H)>rm--^F_~5kG#V2thK`kB}R+#~xW_57rMNQ>l
zm{_}WxFw)|OvN^U<|6YZU)HyrNOCtuQPLErLo5hXlL4K3w;|67S%j>}gFosjIB)V0
z3nnWH777G(Ylc&k=#an97BRsK`-Z_5yS*!!BP_Y_C5A$V%M6kC2yVcy)qlsZ{TbDt
z!F}=YudCpwfnmly^KujxH#R<2I$G6MTeMW@<QR$SA$Vr9)Mop(o)x8R+u7}EoHbSJ
zgC=I1gsHC+mKr<t&nM=HmnJIZ`<lMSh+^loAnuB--85C%_HWyzT90p9e{u-Ppu4&i
z`FzXWPl$)f77H3!36JkPtH?vmHYuT-Sz;*k8b7p8wT92>$1S2+JSid3odkD6=kTL>
zW~%Bn61EjeteB@g%y<xe;18=Q4cLBXBXGS2PmQ2_my~E!!>#7&wij5q6Hcr)&m{FM
zEwR|kC~}GO511vhE9|x4P*V<(`~i#>cur=k)_K<`w!*2Z?cpvt!m!|o@f2jtXph)W
zU>bP`&&;Um43bq_$cKzuVr2F+jGXpxzrGn|;YcwE|7*pbL2l_65%PE2afQ6Q@iT>F
zKYl`OwF)K9I$#%?;3)`EYBftOvC)Jc$v=QKZlv7?-;g!aM&~)>3D422L>$ne5Ld|q
zI=x;?mtyN_RxFR(VffLIo4g)9hgq-(D>m^o-TI+8Zbhu7JU*qiqMk3$sCjLYidzFc
zJP(F~ra>w`r>k~eF`kIsZXAoxNiCJ717R+cE>oh4rk-}P;NJyt5=a}9_<<%5<V1QJ
zONLOL1Tt~1>v)cwz%gj=_|AUV;9!rF2A<g8G9#V-HMpr>Y)O97m8JC)@;KEAvO;7U
zo(>`<kN1FI*^)ZC*#aLyp7WYBk?s3X*=%_TA>j2o|76%0lSC&n%n0ZfdEGdjf{vG)
zWlP|4F3GL5RwrYe#(n(0;7@hk&ImqXHk#$%r-a+sD$Is?x=?Es3XkX5bzneL12@b5
zr2)RR=Qtt>Pxl>HTJscip)30UOo*T?Rl>io;x1#7wB>n(gvx$a)wtgm_oylvWb#{D
zpUVF41#Tb@N~IROT&7vKnoXJKsMSiICJj5XZJRWpZR2zdei9YNpRxMN6K_FxFxI*i
zTk@F^1XXe`Gje@Bk=LhcU`ZJuj?Ae%-Sv_{%0OQysccIefQgVw-=$Q(*QZn)?4epI
z8Tc`&Iym*<t*nu<C|_T(ye0WP;K+#YF)1$1fj$p^f};|CU~pcgH>x~wlG*x0N;n11
zfD_Jv`NWfCfk;cGbX_v<-dtW@7F@9=_+|GQr@E_Mb(L><qhpA8xLNQF3nf}8{ArFo
zpipZT3NnMRR%*(`MWmxoWPWUFr84W<1IJ2kyHhtEWOZAP<%v97GqF0`42WrA@(5zv
zxIyd2DT1dXL^43!RU372ukQ8-$&<PUx5?uvNwX;v65X2Gl;vr&l!zSN>A;FCk#Mf1
zo@8;hQ;75iOx9GDp9UTQu^gWHVLI_g6BDO(jYjRyi_y|ly(dSVP|K5NHJf@M=WxB(
zqtcs<13efdzs9aAr6&fR)sQnG&|Ena(zsDym#MmCa{HE)!V~GbOx5*>p2%cb8ctVi
zj3ruanXgM*gY$uyF)8zPJp|AJYh#im^Shulg1`%YA{5Q7s@(<0wk}DP$s);%TwD6H
z$`fF4W@ksZcM)#mUg3s`cp0VA4>?+Rsa7kLgqp6E!XKk+P>Ui#=mO46Drsf{Rf}cv
zPTYXNO_sylb%o+iQ_m5K+p>sbK;+?3SA1Q+;fmwNhs<uh^TLGfl6s>r4mj!1vohb+
zbCRA+r-fNrlUdueR2yVxJ4xG;A`y5_>PZPo9XB0_N;;74z$K29ILGT-gL02XayDS9
zoXpFGNl)bSyEGZRx882KlImOybUL7D@5T)&>3+A{Z3t0p&_DmT6Q`q@e!3<^@zyQx
zrVzQ$#xuT@xK=Nchebhegf=eBGVG)`VB8ier`vc4d5lK~cvb*)4EVV_qb+P4inMc2
z#m-;9p1*#D4Tf1??c^p-<<*j!|D5O#q;8gU^ipY@D;B`je7IC7l*aPx>7@b$4$`hc
zs365Mv3jW`HLb7t(hjP92o~gdE<&e_)0Q8*+_D`qEiZF(0)~hrju>i~v#w0&hmPv6
z%C7C!iDa|a`u&FNS{+7FDh01ennEeiLei2W?X-LP;9P*N4-V#}4rrZ0<}?{3W~*@=
z3{I!ex}yywBi7~hR-oNcE|zD>>*FX1WNvdkY7LI!HBu{<l0oaFFF)V+>#MSSX0=OX
zb8lI6MJB6zH(NJlB6?cyHhh^=-R`wyImHE3p@+ewOdBS+@Y6^SPHn@+^B~^;;-|5D
zVX>0yo`WmzvV8~#ScY>6ObAPUCaciTtmG!;C0@DAGH_8zuq6hrBnl;xKZdx-5Im|i
z1j90G1>75mJn-J}^qiBXl>5pc{4uA%@#`vKdBaW@&!{3MeUye@z{KgG=V8o2gOnv?
z774<d&49OG$KpPLhO^IcW1ecMd$h;%9!px2g%>H+b;`nvr1PL*Q{74#)r{&SEW_ID
z#+^mOjvL^-v$RyV%adur7El)FfDC8>PmN930W`br_1H<f>8_8drDX_(>U9<YslLk3
z;4RIp&aks-C69P4aeRf|y3KMbtypzgmTt2}er~XYO0(4re+nZ4O5DQ)RG7Ez9>y5G
zsK=t7Vh<6gKDl=Sf}%d@cl&=Pa?YZtT#lrQ?Dnr4Q;Ye<ud!r!4D0!Xea|e^5TKNj
zNxfG1CeGO-FlU>!+5?>6zSWLMxT$O<UXTj!+KuB>W}d|a;!**5lD>2oend}&`6|?O
zq`8i?jsXRYF0G~-bcOF@s@;W`AS7G`qu=GxzUlhmSB)oi(jdBs>(gFLb(!VZ4idS7
z;6el^vzT0%R<10Eppc3rElpdj8jnJBP-pS}emm%PV?4k$oF$KeHyW@6j=grIYQ81;
z)nkV`f>5p=>)o#4ORsAKzI0dZ*2SiMu`%_W@f=xO@=u%)*+0v-S~n%>@>1EGmDxWK
zA$z*W{-JH=(Y5Hp1o-&KP1b9Lv+(~OdEa=7of<rqVRx~_SMfC6(k)A-F+s3CBZ!rk
z$WJOyb?aTy7oVW6uBsx@2q)uvN{Ey3sZy;}s_np$E)+}Q`xO}OLaij2VM~Qptt1{!
zn@PJhNMLdtL99KU#=dh8Cw~S{p2`#~ceUQHi^~%{xhu+hpfhA@78p@KmDj6Yw;@uk
zz;qv-czU%9pMQ$?t{T@Hu}mZIAO;&SD|ef^D5n<fNfPH+Cz?#Th_yiT2L#ftBg)Ng
zfN5M^h-6nq-hm1)?#sLbn5Z&|A*y#>`4+41YLYa)-}f56;B{7g(ifQsvA;@GzBM}q
z0r?)b6}Qt|OF#S_2*^wH#}&J4t)%{Ye5aykIeH>@voUG7$+s|+&PKJ^B5yFI*z5ha
zxB~367l|vv>8hDTbj4s4(}BDM7ZN?O4}$ZkE1ynd)py0cL{9oO4v*8(33>mK$A0<I
zhX+a7volXW^^};}7tWmdvZM>V_?yq3y&$<<&VBW=BuAY;cfLI@%D*-@KR++ZFU?)N
zAj{`3T(~I9FT;<6>o1&dUl!#rzj*oTRZ;%t>({&`$qDoA<r{BFn!?xL>@JA%`k80H
zI4#Oc$7=)9*TR7V`}d3T-G#k-3j;br_#?}qSe7e0cWoaZ5U*|<5U*zQcX(hJs=tKg
zLHH;rhhOft87J=N$be*o<7eW5>*=9vh7rBxkaCsPAmAeYunDd}vH*^Ghd<!WcrhX&
z88)M2?Qr%6_?1Dvpz%TGOGLVwMwl;rv|!Uf1jmn+aHwjJDeBnRBN@)_!I1cekynFX
zf~I)5il3a#{0Pr6Ai0gW+ipGk<u9K>K&o@Izv*z$I_Ilr8G6)n7tdZ4m|y2Pp~d;L
z=Px5nnt5riqZrfe^YiEN9MF}Em*&}#qs94ln<0F^`r=Dn2DP^Ay~>HlUi;RKZ!sTX
z_T_6=*u(C9V&*Z1{Cm)tJaz<s*u8H*2No<)1qmzmBBkjudk;c?VZE|*=lFKkxY4a6
zqrB6H7+7=>M7*Me!;?8dZpDZ~woOhWuw%$OTJV+S5&Mq)#L%hG!5BgePPS%;j0B8d
zV+h7&NDLm1kYVQXC&^tInqz}gUV!2ZOq_?vr?5YVhS(FgAU`GNLfbsTP_mRxzRE_4
zZm-%Z{=re&vu8ISCB}d-7$v0fV@y5_v+ZO1+;4o<`7(~p1xFypo;yE}h|^{J;`s{~
zB<R=tynqHfe_@_MgI$`ta2}z-7S3I~$f56EZC`ouDn8(?YcGG3f!}}o#+z@m@#x-I
zy1~xMoSL6M%K$tL>(P@8nrv_BC}TQguy+iVy|9<zv`^Uk_U`5Du6tmV3jDl}x?{(V
z?fl2#ty@R2`3pH@1>n9)F5Fr%vxFQp;Qxp+8Y<Od21x=k^gxA^I%F6iwVBW00TKke
zCjBgqN<Po2{cu?Ftc^oiHV(x+@)%;CZZ<~_8FNU-v56r}k8b6_pC*FT8p=y~L@4_?
z0?y{LBN=32+0KPY!tEFHq*M{p1qro=8GhTOec`#Y7w2%)=FeR~j-+GL7thZ#T+{ja
z^Nhm5zI6HgWyYQ~e_{SI>+r>k^Orcb=9`z=FTTQldiUBZ-$dZMxwqfC@zyfCZ2py3
zUS=@K51+Ar?Fr@>{=$97E3B&z>YOzWL}d@}eC&Pv0oign(jrncAkzj;lTDx<IH@6m
zf@3v3SS@D50~H&3J(Fd?g5-EH!_e_In<f+;H;UQL0ftSFEYHOuy1lZ1-95w(I!<rO
z=a_mL>X=a3$stA|OrH>4{9G0JQVt`q{_w~MPO{OhqXVqfyhQb#EanK@H@;)X_&9=W
z?%KI)7d8h$`Erc3V-l&DIT^>jqR%g%eeTjc_IdmK`O8-rFV)5N71m`hUcPYoYpg%7
zwl7}cef-LmON$5%JGb0@>D486*>{#+eUr)et4m9qCg#liB~Dv%@1u=}86<V_=&_?5
zsdpcpG#Fem<BQpgT9kD(LjALNMmcVdZ|A!Y!&?}a>am3^BKLBhRM7YZLm~UCW+sC;
zkzgti-L%YC+*Q=?6y%)L5b6&6KDaGojOQ$!D=QHBO?iUMB}Ee%k{C^5ZYp!sBw6&(
z!*S#}06oKcd31#LGQ<C6UuRTBPt$D`d*`m5J9k1)Ps4QFfx7~^Z0FOWqbUe=XLq$Y
z6y96mJ$>cE#fz7*rxz|=zRa)!yO-Nnm`uKY<<g5>iC=y38dDMPzW&M$#&z`e+aA~E
z7hZn3%kHwCvS%2d<k5TYyPK239MT!N0}_->-eKb@?j=*4P8^kcaSuX8s35}IvFAaM
zI58*mEmQ1vhJzJ50<9I~#6*QLQBgXy%G5seXokb{(i)VUtYaVow`a1SWErGsp4r%A
zm_!D$_&DNm<`HKaQBiZ1h2c#@!^50E2O0Vp-3+5@qXYEnjY$Nw{S_GDk*YnueSCcU
zM~E=HUFz&7HV`ELd9;6*+Sjn_E`P1f`fzz+;U(5}-+k@cHyMoacfNIFnL*KCTYifZ
zGdy|a@<k??#~*DxbU*%Z;Aoj~07gK$zj7A$&@<4`O;tu7wTDeR1&K-#vuzg$>24H=
zt=qS23Nu<Gf*CTG5BK5Bei{K9>63;{vINXk=2)h_RXItHX8K!^9BYAqoMjl;4PFOY
zk{+1E4pxxrI7F_^S(NCLkK+a$`YPE^GIwP|MY+mAN~?_5G~B}YEsFV&LT7G<zx<Fi
zgGUxdnsfJXD$1b=4jq0i!x=HzOxvz%+IFteHr@lJewb@wdud@|aS^Y4_vKfvan_a_
zH#~;C?Y;Z0w^)z<ruXVK=5?HW_SrKGg8RrX{vwk>v!K&r1wq_V!-3h|Q((yad&#+q
zLeFvf-kl#Z(%7-Fu~CNfpQE3uAj~Svn~$~{=$WB(nZ-<JWTHque98cqP}#^FRZb!s
zz_z;;a>ihU44nt6;1*;uIVMaBbtlm%WhWFmih`#wAXw<Daf9v2=5Wyh!R?2T^krBO
z{toEtl+a?LXDU<o8gqoP5Pl<bYz{2%{{2kFDPxMFvMYCTALGLz_@GUbNX3KQ`*SG#
z7xp`Ezy8(@6q7gK`PMRX#m>L|_G`=;c%*&#IR^cC?6Jq{pJsFR=+P2~j)&=qw#MAG
zr*qPn2Jzd|VTjL{7+qm;XQ)=}t>fd{RdzBKzMZ*ENT-WtS;=gIP8$UQF`icz9;jsM
z!^(@9yK<qDWy{DVF!j)3_M{1lFf*ZqBPeGb9dVy0mGA+iu>q5w%^+WNZ8G!qjPhsM
zQkG8PNqxpv*&&rD^5ALbe#{pj@*!xI&7hejhxld$CKfy5D5~7hWU9pxnE5uu3I`AV
zh%roY+CYKV`o3}%mrCKXTxSc%7PZg4edF~-y!NpxSLbYOX65u#4Te*@|L%JY?z$c<
zGIB#a8;<m2CqcnH&S(OrcO&+GrVQTejvX8_c<U&miU!;KtI!EUFwGt?LG?q!4^)+p
zD)`#73i8vCF%Y{x!bp8-lJyv}DP4vBB8NG1M>sZ#OFH@7QROqFoC&i^r+!wUL&)+2
zS9f3l7OJN<ZyDV(@)}1FLQwNfa_Kg6r&~BZ1<tgC2M!!$ULS+Kz0)<{WB)SNVsqm?
z1+xc?(`O#N{}EJJ_x@4^`N!=&hf4>!Yw}{XxF<YQg-KT^AZ4(*Z(sOrqqqmui>>Y6
zy=w=XcAJr*oU;ldxe45v$?R38n6iM6A4LvKm@@lNu)$k=P(ele97qUsTD8h}!O6A?
z<1`KTAo)7Dm32<b+=m``5WK#rS?J{a@gku+pz@vydKut+bWRxyL+CDovB=(49N{W#
zR(gOCRBavGwrvy@J-S&SSX;Jq{=d!$&B@{>=#4*My-_G0KCt%@#;emgh`|558SuZk
z7Yv<Y?k#}QF78I0XARWeP6pjQKCUr)lLa3NRU~}m70$3is|>mrS~saoRX~!SnPjhp
zc>#+3HRum;6*ADo1qE-IR5r$pOh2PML?)DllW=_wijYt}hs^0!j7GD$;VcHM8P1AH
zKW%`^dlz^X@Ny&_w2>s9Q!Q;3*u|Y4Rpbp&#-JOD2f`mz&@ygDVsj<jWU>!k*lTdX
zSlqyc;_umeckbGa^cv>g-NZ*g_C44Epo{m>KQM|KeWzlN?B26u4BwdDs%~Ln7J)zx
zg5`21i^QA12f}?W`*obW8^5P?Ooj@fbY8C(N$2y}TvK^TnSfE9L`p)1mcVP;Vlb+6
zWRMPbpx^t4(D-kI63NpS3>Ks1AI=;zN4B7UHVjQho<wQi&*5_*B+#~R$BBMmALlB8
z!Tqp;%89iU*(pf2ia{I1)|ol>b&LX$196k=vEojc|Mn;hJ#%OB<2w|l)H5SnhO%sY
zKRnCF_Y+i(TR^0<XC{^YC?nZ<4%~8-U03NmUuMJ%ALVLLQC2>I@tP`DGj*zbfb<)T
zhV*%b<V>XVQaV>*8oa}(P@XpyzzyHB1wzy8U0CqPFasVE!~@~GReQ%y`1`M+kq}ff
z@Nn?!zrsQBVb&CL+2OL%(OIwj41$ZDJH}CJ#vokcsM}-87z@3#TShlCk<CyL)01Fg
zUmC@)swozt5p07YdB@1)wsJm-jg<KcFlS+8-i1DW2AbZv2Wg{0^XJ+*hMA}I(Yfo)
z84Dzn!|*x}E^sElFjUUeO{I=4zYh12Hy8sV5(s?9K)%x9VPp{;9mQk4o#UL#1u10S
zH^BL%zh;0&4j%(Ced%NFC$`un8)k8c{0Vr0^o#JkV^vN+vQ@a5#p-xgEGBdm-mq{>
znd{3JGLlXkZ#u7hG&aE|SQdhHXw6~=Og%C<!v8=jk!kQl#%Bs`JBgn@hh#oVU580H
z4^OyNwZU=QJkrU5K)%m(D+n@D#6MeQ%UAmlxE<rB-OP{uK9@)Q)X=PQ(oZ3ee-FA6
zX3LnFvE)L?aU~oDi=mun{Cgj5GT0n>fr$|EPt=q=1S-fOO}-@bJ80Jro-s0XNO|xf
zo<NojL*$4Gw;5(`h&%&@e+t(coarx1UxFAj3m)Qd{uuj#El$zzL&HJzP>Umr2q>44
zEy$PzuJ!v&XHF_FjUbO6O$>YAf&Kd#Ks_U5V_Jyu_SC@XhJJF;0)Um=Y4D)~cY%V?
zJP0$V{}uR*b|w1}$+E1c!=MO`E58N*!j+$f$3O@+HX(3)Kxzp65L%I;uYyEWK&602
zQcf-!8S*8V-V-1WpRX{$atJ~oba*_^mzi=bl*)HDCQzjy;VBGdco*~vp>`#cQ<VjD
z`p{6f_=~{C<c&FKHO$63_>1HLP|3p^XIaC;?J(%zqHKNzSHKP)Jitt@hS{aerMo1g
z3nUFO@HdfpHitJh))l%7e_U4{8iDzs<8Xl`_!Yy<X3&KPw*ZL*^7(67<T`n)$`r}f
z95`7aeAi!9LFqq$rfw1=`WI0A$)q`yze>xD@h2N12_`5Mx&s9GLG<Hxe$O5P&u$1A
z8Mold7K<@*os^Bmdz@nM?y7z0V6j+4ni%AK+jhru;44~~L-;<|L$m}>{iWkzvp}^S
zuVg}^d>s^jr^-1ZI}hLhR6u&b7=pHdk1bXfaOr1=8Ee*)%>6;q`a+fA%p(^U!un^~
z(kA@`f?SGb5?Rjw5&qL*_EB&RUfK@QG{kKeggNFW93|v=-;694N?2m5_<Il#bzVk3
zBlx=snxq#G9zxH!I2u04D5c;<aN$vfUPe^=ni!owR673~4H6Q0=d-y-^2eswLgECd
zG4dG$DGELZZ8`wDTLmq!-(Xb7=wQIrxuH%Lmog`jo)lWQ89g4xAEBOuG0n5M%EYxD
zFlfjL%oikZX*18)-7=g^2y{dOO}@m5lu?^3fXtk{2P5NQ48HyXZ5#b7=$^b}zS>en
z>C-gS_Qit-8G{sZPaH7@tXPcAkeh~$jf>#QgG`-(ciazE_oF(1PwnihU{jwmAdsqq
z+ZO(J4A;SehY%%^&%xDyTY<^f`K)2)kvo8Mjy^IBJr9NunOVWi!<3&yZd+Uk%oyfS
zwgaIOL>5CNlRb)t1m5!ncs6>$=O-B(F*cI1EFP(#G94cN5w7TU7QjKupkK1_Jc_Bk
z19Z#yUxE%Q?hii%KLGjPnIG^23_$2^upbXi@&>+-dJxyUa`{d9V-U)9e#@{k7z8uc
z<i~KjWMPgYsr3ou_o<)7)030RhfjlqO~PmWzTgCZuR4u;05l7B@rTfbBQUP@drTz<
z(M<<0_^0X=3_moL{YtqsWEk~1E?2S<C6mxCe*l*DpUo*BecHf<2c)#zyg9_BhzG?m
zet=}~_nJs%xqBB(MQ~64O@%4<a2Je_UNyIjbS@fFSkZyag`YDxyU|{l6<ZAKhp!sA
z%ncrKCRAZ0GmEcQl#PS%=)IFT*+}-<CJ@xl<Z&erN{Id+xOp0BU~ym|ybT`$1Cqle
zHFFBw%?@bQJn2{Lp-eWD$KDH%gD%Y=X)k&AxYBVal+4Pca`NazhU6eXo&bIKYK1X&
zZl=iMyIV95`LCcc#l6VYu{V4J-sz#=_dIXV|4`^xaGHMwy@=;vknW#kg0Zm;Vxt&2
zg&-iUGUjT6T&ZLX1M`chZN7dSyy-H!0H6>XFea}c-P0sI=N$t%by4c<3<O)5&!UYZ
zd`ky3({@l#v<^2k;f8+)qy8>@;^B(&NzQ<aVS<(I&A7q@?U)`OL9Y6;p!7q{3Bg~u
zP&E(iM}|^dxZ8OR+k1pfHhY9omhzPo)clzrz&Brqx%4+|RS0z$w00U-zEF=p4)TVB
z1XGmW2krR!{V??31p~UZ%-o_5^Dg1{arhlsXF<=B4dkXqC;Bir2Q9YLp@g&W6bPyM
zCHVJQ6CQ7X;vXK_@}o`1>>*H;Y|jFzsoBJOVN*F99#)W%V}xF)oC5W6@DN8ve19C*
z+2tN1S9G`@bcOAsL8CTKC^>LRXaUqlt}_V&(Sx>c0#|ph^39=RoV2fo%uQdYEPyJ_
z<v9fr(lAmq{C`wa>Nzlk&s7=oHd(B4BmC?nOn<NsodbsQ!4U%mYYGOKE=(fN7GqQE
zAP@9^flj*$+662}jtm`Rmez)NnUnA2hv`q@{vB+_oL64VPh>VSxJ3KJDE<*y5lE?X
zMAAm6imJ(Vho5n?x3O_I_t@YAJ3qt~OX&2@W0Sn&3CrYUYrgr<!sw$8!9X;Ga3(*(
zd7Mdc0$q#`q2)+QjRZ^(u^{~lvYNu!evpANI0XM31-S%2rVKKDh%bwVE6^>QFcRvV
zhLDdARTf5ua+`+1a%AtaM<qd8_Rh8-NG9C{eRNO7R>r{LXVh;;bWV<?fJtO*>fv!=
z3O4?TzXzsG`1_!SZ^I}am{dO4Kap908SvNya{)WgRC&`LudrA>JXd9-82&oaMM0Y`
zpu@};bwSZ)!IobeImQR;c!lo`{Ur+UIdo0nbHO{qkZY*(pJ2c?Lllc47vtn%VM(|o
zxM66X>0x^ucYIh=^utG3Q;;SS{gmPs;t2!3@yF=RBasbg{O|<y;9gWFxPtfva2}3=
zSA0mh`W?{u`_S$mN8Pa%2JkFYehH-PaTu2g98WFt(4z8<%}3ed&Vv=`_|BFJJd@r)
zTM;5<B@X-$w9Z09hg8tS2cd=dbdGJ|Knw)N&aM`>g(fINi0V)mK=|_w(J;P>2s3B*
z?#|B*vve4@4j@`r)gNU+xwH11RTd`7*~Lwuk72~FFkW0_m(TR~L$Aa90+ZZ1fIh~v
z738@FMZFaX+iOZDSB7_i4ai<qnGbSS>1<~ygy`A60bl!kbs@u7kh6Jkggy-q_;Z}8
z->=}#5UvzLXpBwCcQVI{!yUU~ZyO!mx~;=^tJsnuMD&O6G)D>Ns`de7SjKVs)Dcd7
zhWq71as?Ux+@ti7>G}YM9v(>1cPg317nO%Ml~ED0)eG#JJUAq5YcQ7${}!gvNfYP9
z1ehq0JhBA$^`Rbq?tC7d_3(y)g9=_K3<6aR(5xzQL46rHN6E_-zQ~PPJ0ruPX%x57
zA6FLgn?bn~^57;Isp0=;Scd6$EB28iM-CsxhD;nidaQis`zt&L<NpFsO9KQH00008
z0OxDhTK=laK|W^y06o0`00#g705C5yFETGMbiE63TvvJ~b{e>RG+%w2q)0Zpfo7AJ
z1pCb<^=j(D1L{%|^n!XwQG!HGt2Hgj%{M4nGthWE7vmm#;qmO;_Oq~_tqGjoO|X8<
z!tw4Jv$1{Q>a7j3c49b{R8Sjl6;iiqtG8UKAWrPSae4B8|2e10c`Q{Ff&V=2Isf_J
z=fD3Qie!d_*e!&x#4~>&#4-A5*cHM*A;fomzgqPL{_GGZ>wWswe@dK;42dgMpMKdV
zVnZTRu2!We(f?;fW_U=X{Xi6-r@sCan#bxGRee$%w}!;EKF#OH7+&_Pa_DB+_hqDz
z?u$qvCWZ=WpZ-^__Qg;>CL?FdRsZp!v7JLA=2@l5ezo8K9L6SNB2tQZL&YhYy8kbQ
z>M>k=%dgUNYv_`q;l*@S?kvRQaFN#F_xpd%9p9?bG=7{rQHLQsd}lG{i30U<eP8vW
zUF<59`+l$^pLV4vyw#^o^w)V5A%d3jxa!vrcG3)<RivE+R<7Ky(!f}-r*wgyb0tFk
zM`B`ck;c&4J`t(iL*i|$#y^C)Mrgys1>2w47rQS;_Taf<s2r1f^XY1^FHfu3S-4Ip
z3#*S{s$+FJkZScDcfDS%hE@L&Omi$<^=P|<`8@UTL;rWxWL3iE_0SJP{|)XI3-;4a
z33uW^nGlwX1+h|04wYiT0eY6)btfjGdBVqVfhM#H!aErA;@OxyNTc=?V{-p(+UhPs
zeIy?fyJ?sxq(cwmcM}q%$j7|>Me1^>Snl_OI87yEH|yAK_5LobC?;vNwCSw(m%c*?
zst$;Y4$`e&5GRIkl>5rGLVCn-37Djl&R+%k`mX{B#|cMvq3rhqJ0A-oC0aqWFh$7l
zpNfDsV{#v@A=po+aIkpA$8rA&6DsYJ8pJWe@4g(79~M}Z2MdZ+M3e@^=?9Dyql8Uw
zv`9NF#>7D)NuQ4RB0b~}hEENNVInHp>mC|$s6=xdp|wT`KQZcT(Z9QB;1E$nNM}gU
zaxBQuQ+Cj<_S2Fr&<FJ#roS{ilsjlRbq}i|14QQudEf_c2mN+}{zh>eBlJHpLX!*7
zrJxCelZ^BNKQo}`2Rnf)`aMEhJensy^5P}xa*B?S<`FcX*oXPf5=qj6h&j9?G!MET
zqVB#pNXt7_1TWF{PZqF7dTP9^_L=}y;)f{kO1%6h2Y^@VF%CAPS@z`9Asr5(pOyoR
z3YtyY^mk8*jx9+5r%XSjX+`NGXtf%Cd6-WvI7GdU7YQA-b<m`D0M9-{2t28_N5~=q
zCW;d~2p3p&uqzi6$BSjRPwS6)BQ$7l5pslD2-!QS2jLbd3M%w>H_bCbuma9~2cANJ
zcnJsmT@p+WsF4VqkZ``pl+pJN1Eru0EHBv4Y*|v<iqm5c)6Y9`Ff<#w#_4C`c$zV+
zK4r1E1XG4eToSw*hDwaaM2VIhFI)l7`oEyWX-MSF1QC-5z-qMcCuxo2H2WUf)V^HI
zJ4bC+k^2OK`dB!~688@d)5=K#i2{D7c?cdnLYppwWz{N~R-XYA($A04;f_M^f;34i
zh`o8HJdvbM(IOF1u&=;V1|aQ6@HqPS7{Ss^?nF1iSsHT^qJ(-qL5l(doCWGYW<!;j
zc!U}<IhH+ggofs6N4seSbjBe%c~xov!4U_D6D49DZx3}JQJWNnB1;yZ2#uISz6{1A
zBHob&(H>HyEFZ)1(lk*J<Jp+EGe<;LVzLKTh^0tLiKhyRK=wdJc_~^rVZ=+&-`#|X
zgUn!HIa(WyJx#w)uy&xabpA9GjTllmmj_Esw&F3Ufa2L$@LDz&3@bq(1>ur93;cYt
zSf>LH`%k5C?8MDAS^-HnNn01^Xs!Eme7Zoq+(m<S&=ZK3q@*VjNrSY5ERnt}s^bkR
z)Zq{-H(r7_R*JC>C4PgHAg+js$7!-dv<li}01>|XED<ds1^ssyp@4~_#K{~p0_pHr
zkfJ5*&Xubngp<6?$ZkN4Uo4UuyiQWH@6`zbN2ry~*|W-uK!H$~o>;?~)83>-lVPbi
z+I?jfYJMNID5|u(GPNf2jPc-lUTuPQ861J&CX_=2ld^&0j0q^7r)ak~XsXj#FAc`A
z2xuz1O!PCBB|5wv^Byazz3nH&mWr&Q<YC3@G%qB=6~Y7r7_qB(1hR(oAK4m2ZctvJ
zDH*3n#|V*xeXl`FxlC(}uqG?;^I{%xr#wv@BhONor)UVBgRp6Z#6coOGv6jj2(@yZ
zH+_LN`W$JAz`-n+=;<#PnU|mh=-i;C>DdKZo<;wTfT6HZ`C^fYN1OoRzeRg_jU<nE
z35-X5V>GQplaN5i@rn1K)r+8T8+fOg2=~D;8g_<898~8apiLhm*bQPXI&hqb2UaGU
zm%GlgO(5Q(S&u1Hvcw>|lu?LL$m3V2BZ(6jV8H=;fKB-2C%#o+WeNEL^--0dE5QCD
zNS)^2sVoTAQlgC0parI((jbFKGkT};ED?hJC8ipIqb5l~k`z)Hx|?Jc>o*d=V+Ejw
zG{F!vmy&+8R_{$Lht5UPIe5pElEso>!ie*<5l}b;5paK8^AG6dAaraV=T4ooMMWZX
zs4}S}dXRu9Dl17Jqo;UjHdG<`PTYxkDdH!WNrQBucd_J>)#m=`Q?OS^zo?V+YzR!E
zCz38+wgB4~OWI9B<8>{WcN6Bk%UH|T3rZYgp*un9U!{dSsSFGVAaRaX|1>QO^5q&9
zOUE~o0}&A4oMi$Ij^`EPUZ>w9c@`;<Pu^}tfr5xz{1o+hsl=OQb44i8gGIB}B`y*U
zG(bsVEDj4oiSd9Gk@xHL_abq@Pl46x5VO>uRH8>B42F;tgl#$^@ifTiQR@6<`UObB
z#8E{X0qatTG$nuKPO@9PZ$MPjs)*G2C_o-xz7q>(KsV<LiaQ9ObO<C~NrzrIqU^^Q
zuvmhnkRfc7xfy&XuT+bzPJ!8v5Ce%$N{(o}5(|Eg+K-W8a#$%H?@C#TR0}61F3>E_
zt(f>nB{2O#|K*)@wkK%S)GJS@{VHtB@4$)Z_uZ!>&ajN6U2#22yjx;Bjb?3uo(WaE
zbJTaT#A06jV>+{wGzoD86FZbW<S7Y9UIrN|!E@SJp``}9X{kGDJ2&X>6k!F1E=m7@
z=JQ5rA!lHG(i|k`fQS$#xA)V~v(M7(N5NWoKuK1F0oa+OjyzARmpNr~vIg5ngXo0C
z@6$|)0*hy6Lkp+)8`SU-HKg$fWpjFl(RNjcJaRlZI6-Y`NXjo4*eb8Wwi6X>jEHW!
z$fLzY$S3$uBrsVk2BbX%>4#vv%#ta1gGPO|LPkecDZA$&*jbE|B$?q=m-}G=uVjXX
zepFC030g?*%rhA?Wj#WF9fB3m;RDjwRu&qw+zAEw0v(T7ip`8*mDc+!6}5>fsb(@)
zz_b$P+He6D&{cBc{P5M3VsKz428%PVENl`K;wYpw#L&z1pcqYZM%mMSF#+#Id;{8n
ztVs~pHGOW_d`0nS@CQl&icun%1kuO~N@FNfllb{Wj`<&_A``T(Sb>p4Cq*RpGhosp
zFE*fo@)a#O$SM@1;R0gN02VNjgeVhcV_Dc5L=p1OsP$QDp|b<$c>fG~nO(hD@K2PP
zfGrBJG>i^Xdfrij|5rt&Wg-w>|D9qlus5B%a!g8Uu)LI4^!a3go#OuA9%QCvS+ftw
z2fq?s1Vnb;g|bqwWP%28hhUh(Nt4(>s=!i)mDisa6l3?awRjokv*HApYT}EEsU-pj
z_X^7BgF^fwVK+tOx(kz@P*$0jF`_Ha;*Pc93)*9w(mumcW#R=N(lPuV_5bIvKEaCg
zZ-tKMKhlu_>j&V0{SncEIIm@VN%dks9KPT;2o76`<e_(oD4v!BStSJ#ASnLx3KtUE
zfIQ6rE7}LfFY<UvD+xZQHSf2eX-eD&+a`@ntWInS!OMINqxM2Ub$E`Ddz0W}ibdcy
zf`TDwyqI3>sgg2@#%Xca32$Uy1}E85gNy$mL2k1HN{_i(&^AH=LKP<03+$$MVXlHf
zsN>($zpv7iq&)ksM^1F`P3lbcjQ8`@>(^<z3TUbT16J{&_X>57k<|YV{Y-9z=W1hs
zSS$D!)Onb9g9rUK{RZS6B!}ZrP8l|Ev=Q`JfvpAP=9w-8El9u?K%i+<bJWosI{?8b
zZ0y^#k?)t4YJHu~7zzjm-*I|~gnFd53E2H_7nJKq(lbaAmOiD%r^{@+N^ui0q~FY^
z-5_2d3;F>4kNlOZebNzqGCN3k5FX@nga^zI=?FFcZJO#13`P1o3d0gSNNs!R*<}37
zgbqw#W6#mgZ_vMBv#TX#_2Dp$1Q^w79CI92VhqGDUe#LebdlpM5}}9xjsCu;#s|Ms
z;x#~yioZZO;P0v79pyX*7pd`=G)o@7LwmyNZ@{A@)#B0dc~3L_)Ui+hZ}%&;oPl?6
zyvW{lKwRLxOGH$K=yij6JeIclERjsrdkqE;R!vGwM2qa!crR&_nMhc|Ac5sOs{C+R
z>fW;@J_Ojc9$^$G<w0&7qhro1!zLhE;+-ur?*!kWzt5GFEiggP`9(Ukk7-=0#9|_V
zUfd7KcRMDDbb@2l_B>49+iY~f2nv1{1PFEd9zq++O~)x$S@=XjkWl_Vm4|f*LnBR-
z-clOgBf~m4pe?Q;qCYZ}#W?7;%z*_Kg0RxSEY$!e_)nDBe-R|0#BZs<k616!;SeWD
zc=AUfQ*w+8@1GXfEo3<g$^74H>lP9mdw-&UAPnT`Rlo1|!&eim%)s6rY_S8d&6JtX
zvIdm$8)y0CII;kF_Ltyma$!6lB!UzBh@g+t3SgSRyLb*%L86|X;C{A)2?26bV%7^d
z4YeijZ)j{n1$g@2e^6#%@HkAeB71WlH6myeBq4lRK(KI@bvQo6QodX5zq*6Bz=06x
z(F+KIAbLlFlg@;81=oRX2cQnkJC%yU4p|V8bn=Lg#FscKKs-B&c%1hQ8hSL#@g<gz
zY2|u(zX?_<u`9-b1JE!DY6<sDlrDyT_*1)`VKGD`A`~}ybUq}rNg>o|%zrAf<09eF
zyh;M!%PNch?}|!Cy+-pttBh2!QDRRU!3z2Fw+HT4P%0_Q06#x{D;E4YgfMKGab>QM
z^FyZaZWwF#2yZ!sH`oe)i6<+wI3VE?yk21GD9Ozgr@%V&`@bc4nfhc%Fzv}A+7H@<
z%ee$&23l-{HtQomhPe<fLAY}lOiI$CWE97w4+Bm79uNfPIL+-bPZqCoF#VfxB?|k@
zr2mm{@$d3%9J08A;|Ra{V-9O7y^he>$=gh%5ER}UTFk+6BDpTUO@FT=00h5G1f&(t
z%@A8>l@LY1?B64prnnD*N!ALG{MKC($-z)oxol)Si)=xK+Lmd=qj^LQ)F?7f#aK@5
z<V+>)e`y~sIbz;lkWDd`BSCmt5e4ien*Lg~TJ2Q7g&6i&ERe+T<ZVL<i@$=a5=AWi
z9HI83GRNl;2SRW~yhqa$nRpfWE<~~92+BXCzyEcKMTM6vutNY7UHn_va2_Fv!zNEd
zN)b_!hbcX{c)tVRS~(-ImO=F1&(Ji>gpVTqTc&^GpocqZ_lUT{YU*-anydq*Z{^Ds
z{yjLKXG1VJ3U3-3Rz+V()ssj7N0HW&|Bv>~*{&;=Lth4YzDx?gWCLNO=QGMPf$>G&
zI|+c>IFJfEKO&jqa0APE*hnx@vMM$qqAI=zFH9aGY|_z)m#J@={(cQAg^uEJ+Wl}z
zg=E+vA{WftLA-oINfh?F{y~YuKIq8SH-a7rRW%gc>nmFmfoTq(3hj}BABk^;jx#eY
zLZs}ZLmbb;p#J+jIJO*y@?X(>ze5Xrw8SPhL=cJ0YaIOjR!osaw#2atDah3vClaaU
zc%5tlyhFnGv8)nTBP2jLdT8kYJM{l<Hmj9hzg=YaQsT&<Ixc~{>A|nw!M%XhLa2(w
z#03KH)X_i0UymuNE01YI8<AT<7O4C}N!?sLc9z*kz$JmL{6_>!mz41h59cfN^V3Qu
z@T6zqdEyw0%1`x5M6x+*IGBU8Kszq8d`IZq`(tgkzDN_?EU+a8PKRN{2G1@XHva9R
ziroC24tkH`G+54;i7G(^(6xv{lR}h#USzW=xC?jjxZ)@=O~b~OhGanla=uIg<+teI
zpgN91MA6cUq@?#`RfzOf30E_x^ZY>Er7>OaRVFc8U}<elk!vE)sOXV*m1xk(^Cp-l
zqUz$TD!U~P)QOLkH4E<HV>+*xpJmKd9i}%C+C3$ODX7rHIRw+#s0qHrW*u=31mZCw
z@RQWImk9GB+}E-q)VK2N6MMu7@JyjJf*m@bA5jm2ZzB=s_}?qq323Fm;D(}Vmc%w+
zg3u#j=0B&^P8z2SVef!R3rs)KDRMN5ot2E%=!ic3B5nx4M`xACd=!CE5WUplrQ@{T
z(`YEuqsWq%^R&n(VTKR~?4u3spbZN4+LTWTO&rno=pSmCb&2}qAn%FZe40>X6&CH1
zx>Fcd0fGP)8SXk@TArhRBs@LRb-*r*74pr+%j$TU*~kg@ehyLs7l$g+3!|H3YKX@@
zQe=b%!?e~DIenS!9mI77!iEy)yOmdd3k;4V7^lRyQ(obra2OoyD6NB(1e{OIEh2X`
zFO<~f1D^Xzfen3jSf4GjC)*dWgMXu>yq0ewQg)jJD_k6yFzltr#3#ze3vx6ltB@h+
zkb}Qd8vy0Abp$5F70{5nf`c#akxeWvDNCLsnvlmZdFllFg(BOHa056B10^#Adq);j
z<nq@Qmm^Hvm*d)VCG8+jmJt+=N!TvmR%Rc27W=dp0O4vWg^UXg*?<!&h_|3XJb31|
zj@c1`1P8JpSYmmQ{#`aLnZ)JMvI-0B;hT28lMZ%k<1C9)AVj^EQ^E0=ihY64AmjN)
z;=iFKfJC!IfjK2>fG`%X2X*iQ;p0+KD=^wZg=1%={Jfvesq5d9I-Ykx_dHzIk{FI2
z3<5e>W*u_BasLAm#smOkWxu}ZeUS$IECe78hWG{{!<Rwdy-I8Z|BE7Sfm=Y#wYQ*5
zOqh?jFM}Hbrb2`R3~^Ki*Q>!Pa6y&@7AxC#fE#5K;qJ+U1MweV_diA0em+Y-+)_bu
z4&afk<w2jr*8Dwa8OUe2m9moOg)m|KW|1kL7x+B>Rop56tWfWEyIb<fnd6?&f39SN
z_--<pN+kzr10(cnQs<<klJtwtNlB%Ulafm5oRlPTQmAiI=cHg%O6R1E(0oaqlafp!
zCncFgPRfYRNhv2s0+BDLModylD)~@S%1CNt<cE?{Xzr1Rl2Vc>dhkO@DJhebLdzK$
z(Mc&OnkK1}Qc_4t8PQ28SPb817s?|^b(>w9qQ#H=O(eZzNW3|cq!rj0IGP?oF3JdU
zQIbjIqKu?CsJyd8`(lpYn<s?Pa`ad%AgRYD<#54HPV9^Qq!`@=jF~)?6mGwgm^npW
zaXRHias(p+O(Erk5X-?MY6Llv-IqlE%R@OP=@e;f>`7&rBvqD)3WcU1L=iDeLDhhu
zkzz6;ciuATB?zTrOpZ>$<d=-l6Q)N-MpDUNi~{j!iruVZGpT>UtA9An<RwCF>VM*7
zn>roLNa|5e!ufGYCT{~bBPwZ!5McAsbCStz<;%kvfw6y(Fq{%c!7DjBDV<S5NQP&$
zpMJCTjRm%5@=20|d=g6~IIt9eNYi;FsUMd|A`tH$#-&wWaV$wTu`8#7@j8n{MsMSy
zgfNXOj>Gx#$cWgTXJ*E5Hd01tB|3eC5I6=b!UKOedjyQjD?rp81n)up{g~ttc>nM^
zJP16_KcL>phm%K=CV3=fl1IE`9;eK~W1`UnhzLuEv9yP;J!wThCTS$ezS$$dBPnuH
zhC~fRT1pP<=(kQ5Ntt93TpB^W3X6R#kg&-WDbcfcsZ<fUOIgY=5X8=MI`zAwoT3DC
zTcwLAlNd=UsfW`==-JmvW{jlX7~-U=hm%D{bg~FXbjd;l=OCbojlktNj5}A=gL4u%
zS48J5>`~bq9My}fa2PlM(<V8_4MXcm+5t=y2xJ5yymMz&ESjkdSA6O=6ge^}1pIzD
z83eaza(|g~xY)wPQqHM+MDZA|1^6)cQ>%kKA?4q)VtJwnqJXo%t2oF8!2!co;>7^Z
zIv0f759!pHRGwBH<y??->fXU)`+(;ml|0~KYQ&UwDsz$T6F3R`ay$X<+yn6-83d{p
zVjwBT3!jG+7<tp8b2!5BG_R27z?_#-2_c*dpc6t6w}4OxtUH_xl1iCm5aJNx8CHfv
zS~24OtB_OI9{W`sf~ZF&gPg`#lMDjnBR&F)HW*TwLL*-BY<lGX*nQ*xa(oab(DC^P
z2_Y3aU)mG$K!%uSek2cs=`>PQe#S$2AUJ8Zk|BviS=nXT{2&d4WixyNu)BAntQ=;X
zELM!$tKFoo=|S*k$(MlAJETlOk;p%s2cm4s%O&8ZffJ;eN9ZgeaF3`g5K%8Hi!@bG
zSwA`pWMq&9!pSHlWj-H-UIPuD)JY&G)HSfosw5DOXO2S>oK^-sl0ca6qj`>PA_)X$
zmY3GPl)$496&#{H?a8T2uE&%Gjk6bHI@}#$Umv<d1^t7eTZ~z_3~VKFB8|@fDCJqO
zh_`8wrOoXa*8WiXN0M&?_NgEe;xd>ifVX^`&hbvJP68q|l1M|F99D+$b0ngX1v0|f
z2u~CS*U&gN&Ktlq2>Oo{!GlNwc?aU1nC35s57R^uqWZVgjd)Nj@x2;nzB%e5z)&wF
zBTJ<nIx3dX%Y@GWk1UV7&z!oWfD-wkG!PNXDd~#v?}!pf0iH3+z6N0t55Z+WT(}b;
zdXnxOMcj9n1JLpaWCg5jZ=wi#fgwAVQ$iI?Uji;>3Y-LzGD#rv7(Mq=S>^u>>5%h7
zNg!|tOcF>^C4p#Xj!zPdT;}*R-<SPR3JCiKNYjbtm{i3VAXkST<bdEhGe8#Hp|ZN;
zy2M(XI(?jHryPXFh6<u{7U>n_fTTuPP{(d4EJAJV;0zEIkULoTfz%Jal0J}wRd=3L
z&U8wV2VZFE{Ew7(xxm&YBAE!}F$WXz{ZIl3N3vA{2oYmcT^$9``!Ia=($70+qX%v)
zZxjf~6CM55PNt(l3W%32<1uswkQnDw<od_ufZ!I9qoIeC_<=#--O%^p<k5kjS!sW(
z@Pj!ZyH#XN=YX((nld>caNOB_dMF1(oP{~1l2yE~(B}1m1kn0rbCxvj9#sB$WroP;
zU5;3@c7ow~NZo15_*vF?$bP{!BYe0YPW+JX<oKfK;lvL~#*9G!3;JFP`MwumSbJVx
z2?Ut9ocKYQewKcII~xmr2eeLoiN&$X-TDF&rgT&rERQIHV9|<yPiVSI!D}lkh4XN_
zM??!)#N2SF0!=B@9Vr4nDV2YxuJhTxis)FjtxXKva^uPhI{#6u?4dLdppIjv2}rje
z$n(JNph$2}w+Cj^Ii0Y_Nu+sB^pJ<LBnFi030_DhafcOLD)KFjj2N#81|5<J<Yj$J
zkHocMWrA^5?)V_Z42d4Z7g^00D%%4BC(k}L>-HTg-%k7@gg;mWAwr$&;T^g?$ny|S
zK%pyB+#4^XN69-ckEX=2yiy+M_A8`_M@U{hPb>R;QCTSnr*M4XK!vljeq4G7Gx-O_
zL3RgXhA?<pwg-1g9P&fbSWqFn%e=Y*e<-g5B8VyQ3&kJE>j+5saPSd)m!hr1l;^~b
zA=o@WQ{<yZJVMew1hfE10+IJvagf--sZoe3Bx%`?0JGrz!;1GgYL48FW5q#k2ZxYM
zZpSXg-pFV8q1+A_fL`H0o7^GB2FV@duFAFiAgv?$BWWGGe>ANlg|rUFtWN6?&#BcQ
z*^I+8`;<9n(mF`Z@RdDZRJ>Yb)gpJ4^i>@0Luu=;D`FD|R9Icck=T=^lS1m4%=3eA
z;Ta^g-27kZ-|0MS8ldUnln%a!Isk%vwh;Sq86EPWj1Kv4N}NgTom2OWeD##4_IoN`
zFZC@CXLLk})}mQusO$pc#R`Lzj=&_UA5g|fkcZg}{SRKh$ELD}Y<J}QCCkdLz^-;_
zJ$h8#oC$a@r&KnFd;y|1Z?ZXvlimh>ft@TRJ@`NiMHW5YH)#L2@((9+5M?5}`h1=}
zz7ftY!$rU$FdR`^;<Vyn0W<LtP{1mzCdj!ModCi^-yuZe?FZy^h;g#YZ?V+id=7HG
zf4ihI-3oj!Lyy=;dWu6|hy<+A7<~(CGCI63&?-Nl=X3yEGJEIqisxXr>>^DVyNx?X
z6*bp8Wc_s_&-%%`QAv;7+N-$)%&QVQ5Dd_UxVQ!PxlD^0$*Q{tL}y}UrTZWkKVM``
zEJ^#~%Fbl_^1awYNgQ<0gc2-#KcXV#!XS-9jO)lQi2RghO<2nZm2JUZ-J`Tq5>3ny
z2<JbP#vyUVF|1v4IP_W@h`%T*=`A_#0OJSog|q3@!U1ii9=;btI296x_Cw0WTr)gP
z$oyVjQ7qDcz}2?O;22RV=%ECTWQv7;r1Wt920adb$DS-Fa0pQM0hOR3ac%Vo#{pE3
zgflqCi)@n0VV%J-tk?mrtndpe-2YGp2b(T?m4oL&!9$#|(zMl8A-mQW3+i>8Uo2?;
z;JZq#Rf>Gy%{h2N-$Q}(V`ur6H~6P)$Np5FPa2fU@)mja=Sn}A$AR$3p8SJ64xt1W
z(j~<W(!|G=fdfIsS7}e^9Ja@h8jOG)%~7T&{@=t!g@mF;s1mQNvN*i`S{Hq%q_Q|N
ziscbEN5le|FPuj`tPh{I5G2)oU7#<_A-fRY0S_aP9XwZ5_h9E#Knj<XI0Lpb3dKRr
z1}+F6&e`D9L-=(jXG7f9cXqHB(MUFfWWVyPdYMe;Yy?iB&cVxf_7Bqz55|I5?y!I(
zW`^@~1o0w>4y2)wQWyJmvc@@%vc@Ft{B*Jg7RD~&VMvL8l~-wM`-utlOD!Crz`Yw{
z4#psbSq|$gc8}odbuRcbOc*$p8gdVFOrA*3kWjU7K5#@ol%By0-B9my@Vg|BX**S?
zXmI+*UNTXiEpV7K`12yd53mK1N{x$!>>XvW;^G%5I<GDz9!}5j#&miHTqRQKo~HSL
z=mO~(;^i!6%{)lY7?C#+du7ju&Nz*0vm2b6F~S#q7ggNH`|BdVSAo0?jtW4Hjvyui
zdpby0)O|Uu%RRT04t!T##<K^%?<^yVL!^;goQr{sJ&1ZXAE0fJ<ooN$TECZ0{j=i-
zV|a;9r(%%w!-ed=g38iAsH7C5(Yi|pa{fm%G5*P&fm<iWNq{AHXc{_GL@EXultgHy
zJA4IcGBAjd)1w~pI)F}CTJgM+)DR`dbDVg=H-R&dL*SA3itKuF=0y@-)>l=?G}xz8
zddYzDex|5XFSI?3Fy5QcOScC}7XnF8WFUI&;t%9ph)eL_Y5h0$X^hx+=wx=O$eD*5
zb41nl<dvz<sTWW24Hu%IKbm`?OdOS7&64Pww8rzw`()!J14cbmRN{s&DV2W}+@yhj
zLO=f&b$b0jpKrl*4g!G!8`Dmr&Mw5|Bl1mCCXd29c!wuv?-AkHzbvVXE6|ihDio~E
zf$E(c0fTLcd}N4KMBOcY?Pk&~NV4&bb&-yYq!|aQo+6~e%7S4t%w{gBKP7TG{+}x-
zAD>kO&Ng4<91HbgnhFIW&jQgd4*VWa!AA7q;45NiwobN%?u--$X%=9`htn)r^d2dg
zG>e$`&+{rcm%`ayPyqnEN`ZhkM|FdrE~=acyqkfH)X$fcNWuL!*>vJsfmb5lp_%`v
z$mx#!+63`|m)E3SE$T!I4#cyF5(n;*<&;yIQV5^I(}9pdR1>!iSO_fJD<zdud_Z{(
z9M-{gAOd9nkQK3Vz2ISaND4xF1!CCjyyexk=g!g~y<$W{`tMa2k=~W!AiaX0a{0FM
zcq*kqdIi$_5!fXw6_FGHq5pY}%HfiJ|40Q3C9aXgLFLi~Pb*4iNwuF}1yJW=-z5`7
zzx)KDTQ0I~1nvlQ^ulAIj7u@`hq)ift^jTzEMb6{><aiPo=Tb}-hlyrR0&NEcj6I$
zN;H?u5}l3dkY}7#D6YiL>M(mj5zdHeM1Dnployz<F;enLsl*q*y=QB+gsopFt4ueo
zvUos2+m{F*r_?!m&*<xUSRzpscnIDvvY`-wRuJ0(4g8e}v#{Y83m%0hjFo=9ppq<r
zh^!98?$vyEp{yJ=c+oqwlm36I7e#})vz#4`I~4hHiCM=aS+LQoqo<rtK&pdNL_mbd
zw8zyHE)R+-!GdwA6D&9@MJHGwKY_EJ@vi!~dcg?B1rjVcWd=s~sLG0#$Imjd__d+Y
zygDnLT*29;Kbcpd;mHz<D2~U2bdWb2xvgZzBRV=mvJNVN9Wni`1cFy1NUo6IhNS@&
zdb7aSAP@lFtJ>ImIK!e;Vq*`xll*okwf$W|1?3R5PU$q0Atfy2A)<%>q!lF6Ebt-*
zVmN#h2RN1Dhtez*$Enu=%Icj=WD(mchQLcUSr+Uto>aGqe7Er5mpJq>c+<_e8aq||
zU1wRuyx%NwVj!~`TN6bUo7r=d1cc77kO)xlCCftz76?dU&nok{pfXLMF<w()XO7b1
zcNoVA1uzw;FcwD!i%MnU_3{Asd*D2sU?JfcB6<avmt!<}<=P?Ec9H{nkQfDygs3Y{
zA`iR>4GFcQ%t>GDW9#&afw}he;vmI>GdwUB@8P_kR~dpZzIPP|DHie&*(txAS8tz2
z^rnSshu;}|R%9|0h`}MP{J!$(y^%7@evUd~;|WD10ZBPtH!faJs;eGBYnS_!OowO;
zw2A5QT^_L=@<;6agRF`jTFc?z(W1#%tf$lIv9Zz9NR;0DI_FW`enE)uR{g5)KU9r@
z{+Lo9)TB#&z=$vVzA5yfZ;GGCi|*gj#XeA<LM2wDeK}OPhUy=Em35(BiyB73grO{w
z5K*lHbwr+waNaB%twTl5n7VllDe3)KM3)eu-_)$EIDHQ@qnOCIbS)8|j}1mfg#E-i
z-YoLf#Me+eqN*}H?CR>Sm@eH><-m_sIZ}Nv%Wf3V=!exWsfT&Hi`PQb*-$&6A;TQz
zL%E7-_4m0GvJQu}U8rBkC;GaEo%N?wvagJmm3{?bTX<P9tcGfFLhe5t?icDcvVHtM
z1SG-k(iHIi|EV$ooB%LXNOws7Ug>nD?5K(s^|iJTZGBD|f2rr{a|-Z4+|LXbMPMU{
zNl1rNFUo{oc>o!)K;zC5UIG+KS}=vii9>MbJFF-Use*VdS&%Ik9KyR9LcLR{xiy|g
zA&vd{Iw!II>z%3q#~~!x=3P31>NkZh*|ArJJdw^1G;ki*9(5%}ZS@ePATA8?`vJ^a
z2TEnXFL&l>;T9`{bf3-G11Lg)7-Edn?%r%V42JO{u1=ESj9<K5%vB_!%!*fWfYonW
zoMP^WUMgRggu>2eTy5m)T6;pQsS~KrY_?pfs*qfDY|E->xEl{wdb&CZJTU>6=Ri)q
zPYwMurruN(I`qm$nx*ciaIH)xe7Z07JK~7c2}fNq2FQUUV~7iu(EkvuI$XfZh1LH4
zo$7szh>pf0u>>|QE`;EN9#q~u-xTaq`pnyf${2^Zd`q6MV8l-Rf}5?wd0iv~sa?kk
zVAU`*Z)E7#xj7^Q9YDn9(z1vgVWq)u$K`}b=dVf`b~@i2VzjKayK8G2U9uJTS2Vh6
zk!Uob;kBOFTr%jD8#8eYpIB|THw@wLM$RI<+R>akX6B~d$Z<ZZGX(ery?q7dJpX%4
zC^QBJ&aoVwDvQ1ocnyqmo}g9oI$8a|gBujitl6z^RgkZ^Q(s2x&_=Yy7ZfB3yoA!n
zY`wsoLdk<f1(whWzrS}Ezx>M=Id~(MuMtH_V|owqPmEZ=LG~vyQ$oIe+NE|9jPskf
zk03dmtiyT-1wsC9*!dL*Ut4Z%*$04?bUkiQc4w+AYu`vn-*GhDUuqJ0DENvmSEPp9
z@oslj!`IrA?Ntrmve%~DRV}kQQXea*_jUJTCAbbDWk>Wmssj6bzk+O77)`c*Sr<{4
zqqjK3#|1p_q8}2GIR^>0%;V~Yq95RehCMlD!r>}_afFDb&Zva{fsznN5J&1L{C(6M
zf!%V1{$?SoII@m<7a8sOBlqsO)|&9TkC*g2FZ{Y1b$qJuMmG$@&Oh9bO;2r1+iO*E
z0=STFE8`p7C2XgnanyBN@fO36Pt8nDZd_1ubYf$5qpfSTObdH*!stPJb<M!tt+jAV
z!~LqP`Wj9@`&A9^S33i}i5zjh+%IY48}?*I8ykC-aUqT?<;`!A4wY0fmAHx_d7P48
zK@^W@42E|_IbkruNoSJy4E_F7O8m0b0S^!H<M<8Y5`O0cHo#GBCk`v~mc6NqT*u%F
zk)uoEoG^J@QHOUNd>}5-s!jpHN0kc@;2n{}#VfMf3H^OLdE2X7)19u~cCWp$YD(QW
zeytYK@Nl!Y+0yWd$+#^wd~3BUHWYknYYp1WVX!^jUNaSQrq?EomLtrsO>6jKM}`L5
z)sFNBrx0!otQS9=G^bFnRwo{^YPthBPOv&S&CY{)P+&{JiLReS3iBzxO$7gftZ@)X
ziyy_?O=RV(^!wmh6&z&2jEGi3-41wTDpVI#^}QSf(y+<GqH&j1+Ezc%(HU=yblJ;V
z4nZ-qO9}~(Y#yO*x<N+#f(PF4wK>LvsN0n=lwtS_dw3(=>4|PfZ!m6$!jN%vsTpn>
zcp_mfX?U9q6oc@#Xiu2_TXZG^cGz0ACk$dcU3<-(b0=(XX?S1CwqX-j$~8q7CvewU
zo}3Nd&DE<Dm1^~03+Jm4e$@%b+m*XoT@zLRRi!cft);3i3s&|!A_H?n#Pe7C)iqz+
z7BHC(>U57IT%(25RtEtG@>uGqo!0+eL}@v&0D=*OB3y-WV$gZ8Ls<naAnXdnVZn3k
zXk3Nm+vo7~ab*4?CP0nVf~pgQgqsY6KcXk^7x?Or-w%Qrf{0v2UuI4)Ex=MyNg2?|
zp?sZ;o=zy`1y;dVw@6^MwVrItm6;8->&t#EI;+7;mJ_kG`m}wyWYlf7+v;v<_?A6k
zYkRUj-JOtK4exf^Tej(6C552j)o`n8tRF&^G}ez>4ck=>Z&dy1zJ{-hMd6xxteLiN
z=1Ii6zJ}ALItETQb;r!(ue3sQnAMHoNdBrnk*HSHQJ4L$XOkTn&iKBz%&Jw}@0+pJ
z>8hEtU!AB9=IpE*0=epktKk41PK1LsRPCxifNz<3P@nBQNU3AUjRhhHd(w1tFBZ6f
z6>OmW%AbQ@#+N4da1%`S=Vw_?;9!3coIa}E=O@Tc>4ahRdzRXW+zQR1RJUw{gsau=
zgjq0$F2!)RUL`j1zo!-$h9Z~0N<<QNG(U96a@9wD*>10`4h*ZVo6(cb&NeHShF20!
zrK#aFy-n9p%$mD7v#Q~p6?e63up?G&vp6}u)iv1MvbQ=N(|>D=5TZ{yobDLPb3<Ep
zG&~!2{Y4FL_B(D?!)?EjH56vs>(;zMin|fDH9YjYOIrqB+gLHr^_v?5%Jyrv2nUq6
zF`!i6+E^P<LoXbxziQVWP-M4esDZ<PwjissUR|@o@Oyg3iD<{{#9xhUnH3PcJ6J*6
z?+#XA$G09Fujo7^u=eJm83c)~PH>RuJ+!O+Kh^Xea;Y_x&g_ab3KDuKG`J<sq5v1l
z{8hWbX;RD6D4`<`!{B<Hgw$u`eRis{^S46^UEONeplfTb+nzQIZ%?jHYj`)@oHTa&
z^rkgnc)MwJjUZU7MY=}*Ob~qH0$Wc{EJbDxDBs?0RW>&COB3<1w-Hw^b-mT|Tds!7
zh$SoyZ^~vbW8l5b%}~SJ89#0txNM0v4c}T_wYwVLwLA8fhIh95(;W@(bcwPIyd8!*
zDo}R2-gy3nMn`H-y}s;s-EBR{5^~!t%3g2G&ujPs+1m>mZb^IDz$fhK4cja>wB4qL
zPq((3u7*ojS{fNIge@60Yg)1GwpnXjG|k>R?nK7yxl?I(yBZ$W>@}(3;p|4+>{;6O
zs_Eagx*Kf`pN_;^rvJ1fYb$13&PJkT;8EE$xZbie8FOZGNrtQDxo%`*O~d`r8a&sZ
zNvwvZSnGz<t{V78!uCynJJIcHcy+S2)i>~oO*w#1WX#!It4=JL@Jl_MkpAFgeRWVA
z!MAP_AVBco9^4_gLxKi(cXxLW?hxGF-F0D+Kp@!S3oN$5-C^;^{oT5+-m5!P-P2Wb
z{^&WUWlndW?_&m+vP}j8+NRPYoWf0Yx2(qU^Qqk}-#LzSa71hm?q(k!oaQ7={*e4_
zMQTIG)x%G$SsXf-Z6n3i^Y39YDneSa+-91@Ln|8@O{w)sXQWV}le=Xi-<tcTJ>Oj%
zE^mN*4Is=p$Ma)-B}%Cl?N=j(!YlCj7VYx`5W+ip@F+%P-mTHpRtb&Wrr_b~(L%#V
zgX4>R{?i-*x_g-9M>8^VoFJyu$<#AkBEwAE*<S;GrNBdtrXxBsaNBKL?{>0gnE`pC
zu?QAre&yP!?^>e~&q+Czoh&pdIU_E;uUWvIbhWwr=lxQD4l()jP`rts$ip)ztJdqS
z-eFa0FH*FbB?G|MIImjS4tosaLvNgObPDVCGj%ZamGbK7C<hpzHT)Vv<@UE3-x#%q
zjb$@garZbp)|Wx&<~L@}8)?$zUxArb_SW7(oUHa}4Y%fHCD3NtjOw?RqooUsP@?m<
z*|bAmPA3wv@uFL?6rPIt_L?Vd+Psiljp>pMllyT`(AUF7dZNSOsyu)VT&lH!*=t#*
za|yLzJqV*2H32TtBO(p_Xy?zpJ6Osh8p1d)-kOmYm7`rJY4XoGXMiA~qcv<>D(6u;
za)=W<g*fuPumJa3o}<>#=sLxPqm{2+jbGTnPUBJD`0pjJHNvFA#aOfrQOeGy_5E0>
zzQIke0I#MQ<<P_NSjWC9C`!B}1^24sZFYMEXc^*mMI_?HpU!oT05P<LHC5g7n-pNn
z=<W+LjVJu-nU@frLAOeuVuD4u*D0W#bxu0!{RS)!dTRXMS?$@fg)Qbf;}ME*v;n90
zMXS%TyPI1oFF4gE6?u_F0g*%F8Z#akRXQsg;Iktg%{AMS1}m?cp(!HZJTkEXno|mI
zOC|KA`izGw_jo<RN%MfGnH26U+P)Inu0)m+q4Xf!Q4O7SVvQhLKmIFO1;vHlwQ~s_
zKlUP{86CNY*KDfkH7m?jc=I<qIN4IyE)yHXhe-e++4Dad7Z)uNB_R2jEkq(rv`h-(
zxpioEf4)rG+^xKsjW&#e2LNuH6k6j+YL6J%nfRH>JNjw%N?zd?)_Ep@S$3WwM3-|;
zzM&q?+DBJj-VWvt09aZVpz1*Sqr<=xX1`g2x=Wy8kJDi1Vl8m459kKJg=k&xI=lg@
zlXQ~x(%f-k#qG}z(dT`xySWKR2yG9yfYi=4+mH93-1CpmI)m{{b$;{OSC~xy+W!Tu
zg4Q$Tg+(;*C&`0rgF=Oz5!iSKMFp}Sk!MDE<V~(0T17Wd7H~)PByO$(ZdPmpRL1UW
zBY5!_S*oDpi_P2>P`9bo!JY_E10=y>6QVFO>pbqnSN`f*!lv+=Ph8Jt2YWDGFycLz
z?Av34ZEFTKRSek07FWd9_HnPd5qF#W1=N6zxXuI3W>Q@nc!}cQuR2{f#}bLmXzQQZ
zz{=0TIYfqT0ewYKLZcXNv_y3Pum<WPdMttKUrnlcGNR+y*S3(<o)r;@;}WXC@MMFQ
zVRzD*Whv(lsMiSu%r)40SFF_$F{dy>4zpi4P|<`^NjuEiX#j)v9ev!-@6htvs<Sp4
z+7Tg#S{-=AzW4FA`-eM^&w(4pSzmV^EFT<#e(vl(+<L10#?Kx<O5nfV2@ikIJ^^ua
zBNE}IW7hla;QC(v)xpkjs(&Y>t)~v!nl#lKA&9NVX?t&mFCIC;3nK;1F{=uaksc74
zbsj6m%5Yq-9Tsz3R}jUMElUy3wk#O7kLdDfcoO3#nR4S=t`seP(cAtE(+zdswP<O8
z0(-v}ES#@Db#q&BP5IAxa;@rE+s3=K0)b!hJkT;0d)geiGAt&=-A;%<t4)@3dZlu2
zQr+B3IW059mOMsE7$m;}0_AzR@LDEo9kq{d7V$mAyZQobgp{T_A!n-^lck!2r^X~)
zNn~J@HAM|>k}NT-=N4O&ITMeW$`xhJN3@cVGStaGbmkp%+(;B+dfZ3{k$G=_-`H5o
zM20szE3F|J78=0xATOp=y*#_>Hpqc`d~wEFV_&6I+1eR+^hqx@aG{s(e0Oh81*bkJ
zHACME0eQ9swZQh5rs@wt)w7#uE@VZ&TuM$}KY8aE*8r8yWlI^7A|pzCV#tw9aE?7-
z9f#V%E#!*!@apBEo3mPP*WS)2aGFE<gI0%rZU<7r^$PT|Cmyojg)p8K<n?uHaMf5p
zL%XEm&v3<Jw;iVs83BdTcSp_SkSnjlKy@iAlvNI{wq^Z;@@sup*K%Qp-9s<1fJRHV
zWM6k@r5<Z{Y;1{XMhF`Z9x;)~0w$X6x7xM*u}|O6#f9d0u!0sRsQr3R%85)A!c%~p
zf7D1TJ4j6)t-=)gjw`+V7RPLLJM0yPDg?{RusvIj%4q;6f+*$T-hNXYEK?5;&1Slb
zEs!IiP0~yIDi6!7PI~Ba?!6B`f!Q2eyKS_B&egb^PCWh~FqaqLLNcz)LjcLoNr99P
z8x=SaOw9YCRUBrg+lxQc+guQjJBk-*FFVwqPGA|_J)ENbSyRq?s;n;f+=-h2ey)ok
z-&KgU51VaOe-!Q$us(1A1gxpnJN`bbb9{`|<MjZXS>boc0}6%}S|HjW9`#4(E;_1c
z64EYvW<#)@=Z>pq<L>TL2uW^*Lh&#UOL}HO4kt_cmjOH7-O+bs#tx1qr|&0|)1C^4
zb+sFr#Yx*+zVh<$DfM;Lf-J`juGd<ZCZ)yy1Zt7Sr>&pAP#bkvGI8%2(Eiq5YnWK{
z)d}u)z(fAb05R(>YgueBv$+t=o91PS4FG#+j8D05sWMA{{`KOYPu|&=Pm_EWkAgF}
zBC|^83wfi<$UEW2cORdBYVUK_m*_Idk+^Giqz4?iY5~^|9`g?UEWa?!wr6q7(S+Aj
z<huT#OT4Q0TFmnXSmjt*JSo3XyF^<%FmSQ-E*?)9bNKnHS}KgMcK3-?=z1FI7q}@#
z1zek@?gyIq+?OuN^&M9|PW5cKyURHR)bC;Fw(t2Zf0y(0VYkz5Z)t`erC&GmX;-pw
zb>MH~ySKD`VS%9Lwva+N;P&uH{H9tbAX86;7Hj#~<K;AhRuF}`S?3`!r$*G|?A`&6
z(fbu17HWK!kyd6lW)OdQIJ!8hF0<d1E<tVlzE|Ui*dL2Ttw`*=1ZE(%37NU(uWaP4
z6O+7%X63th{@M0#T__giDwG1PtG7N<-odF3>+sf1yv?DbV?w`%>2#u$Pz>)oh?@m@
zJVsMKR?SYcxSVFr*5YI5a%K{z%T;EZr{ADZxj2tL81;ZE@dpM2AQt=L2`35gh|udC
zq=NK1Fi5<7GGN%@cLbL!Fb+X+E2oi*6SdZH-`)NhCa`>CxX~*A=xDX_wuquNY}|1&
z9gl(6*|a=CV4qQgmNlADMofKq;}|q^_LR}B1@ZdL!WqbM?9?{t?N!swlevty_V+!R
zohvssH%r~}*KRIv%Tlczc9uLHx?BQfRf1(#@`=Uc<#Nd}T&qSqBm0Rgs`|Spjq#v<
zRl6&+g=Q~VMM%8bhk}Y_;WkIMYsE~gBfIfXtmSZS{=&cw$MN@m^@1tmp?DPxC+|ll
z?ksnAC)HN#g)8!#Yecm2k~|}JW`Pg-6_8e?qdl+gmnURlQ>JyjuT;!_WfYT0(lE!{
zR>$R2%Wj~Jj((PdQf9g$2%T4cTw-!;NMT&Qbr(=>!Ffn$sSryQj?2!Hj+BGD#=%Xz
zVQn!)=6DV%W}3tV2(zqMj;^>@04#Oe1vI)Wbk8lSl{-qGHxp4j@Y@Z<W%d}rxUpNh
zM^3TB_Mjy=iBkpsM%HW~XCvzuCHuMAoR;l&n***B!{4p7ntp*JtrM+p@W;BE_9h()
zay3kJv<h;T<=p&cy8c~VSiCG3X_h?}y8r633)ml=Y33&A1AgqrXBrYPvjA2*KJHEy
zYa4;G(_cb%*bdX1H&V}V%Y7$@1Lc^8Sdu(yq$pPE_q|fZR@rv|3kTQVobL5%q!wD+
z{n^db<MmOjR)at5(xkJq<g9tl@vv|L8`IUtgWaW;hUS3=O`@~0s5u5fgUlN=9j=qi
z8w&1vc5uu(oOQ@^|D-LS-dl=Wad7tgcxhh0RoSnF1<?usZII+q7?07f8AYsMpON2B
zXXpd8yGs=n86MOlLr|mbYr8@zJpCq(I9OT+^KH=ZdfRU{t+x!8dG@$0oWkdJ-_e=3
z3G#h&RTj7m-Z_jYvO#`yY!m4JwsC{l?pCn<uYctP5bGG!`0int#J87DpS^J2(rJc#
zy743yv7M7p2BY@ySP1zcm`0JY+lhI*Hr4KrSUz%iW4t7OGK7S;-7tdWFx@fhlGAmr
z6REXrJ()1M@`fkJ@`tIXCKn=$95=glQ@DOL8tR3-o7-aRyhI(ClcmMf^Di$;OO9Mi
z=(1*xV!55};G}MkgKoPPkEF+DoCBr}M!uO-RB#vIWM!7;bg|ivJ08$RUpisyWjE&W
zHr#rL5l7AWp7vuLIk4TL`2Ntieh8SGr3h-V)$I=KTbW_8(Tfr5?d{Y~>u`627@#_E
zI-9w$+aCq1an={Q;PDQvMd)**T?8tj6Fo_Rx#r85%=JJT>zEwL4IPptD?FfVOthdC
zp>fA3APKW7^R4(CCB6X|%(9aZ8@pp`6!^YN&y-OKUN-2Z_Y}p<?<c%glw@fBHD$Xj
zu>9z7q+(5asaHhPlelK?J~p=ZjTdE*_oJV1-;DAGK`rm|ZhHezIMWc_kXau;A-6!y
z2#@;ybV=daMC@QGzM6<@!BKl|Pa?U0!(e%3Jt_z1s%l-Lt<0@Ao3lnZ#ZALyi#vrV
z{fk(=wYS(UBQjbdt)&B`^s8hUF86t*nI!irt&Npkr-R^BVbGxG$7fPO_I)F{dHGj~
z$*Qcqm1fl%2JbG_l#Piwwd1Ip7+a5GmGQXCx=IJBuIo{qtLvD#32Se!_T?N3zGgTM
zpf|Ob2S4jdtPtelVYT`?<HqBu8E29|fV7XLeU}ssBnw_&JkM_fIyMs#&5qs51E;$8
zx#w>JeBMA3^H+&ukKBp}7^n|?OZdTd`#7V2+S42==SN-5)?#tW+xJ>@@&a4-*{+F%
zEOt#7Plag|-y<*IFW4bC%K?u;<NBwvRDx`)L6MGhv&#jZEoXD@t@5OBex=;}xfN@_
zh~o=~Z&>d>k&bY!Z|!IiC@7OwPgywlyzJw{9h7FTuXngeyA1e9F`HeWr%asNymxYs
z5;t74z0aK4L+fXNewmRCJYy2FDEHOr_+I)4xg7{W5^vjL0Ce-!xk+rzy==$)#cC5g
zt(8(PYg^><>5%YH6#MOP08vTtI$~Z{L3m|N%Co>QEcx;;3O$NNtkpE?t0~&1ggi#n
zVvKHj@EnLJzg@EQTd2hROS5gOefA`(>{9eVVT=J`KT~uzG*cqnT8m~wL4!o_vX$?q
zMccgWb9|+NzB}~^l$x@kIV);^)NcNaKfUY2tzJTxQo}uqO}#I#6>rY2l)(D6Rnn*C
zx5K1-M^={Ve4etm>4PJZzTjWp4EA-^e(6aM-AljFG~zEDY9M&yhbfgF0Ko$g6Ks5H
zQA#Zo3|RA!^V(QHWECXJKe6W<Ct9ymoNC|{@^I0x7p>RqT*_&j|1_tztidE_m7v`0
z@E2~`E?&}4u`DQlq2(p6&2bj7+I3(CqFe6?-s4(5oiKM0&RW&hZ#c9sKQ&)C-)Qb#
zv9T6dbyRZ4Q_xiRqdYd6hB`E9Ec`h20+&xBx(cqHw#r~Ht*kUFxDMhGayz78&*bMT
zW1Zn^K~icyjojQy={fF4JxFyzvr&T6iH$gto>o-lXt`GF9i*s;$P{4dUBGBvZl>zZ
zol2S!<;Xt&f#zBx)%^tBq#x=fkOWMM8nZ9<p8#Ja2WMVn0ub<NbZY8L$2_?(!x^%N
zUeq_Rlt(IkC|@!Gp%SL==&JI55O~v2I3Tb=RFj46_}k_8mp^krb5OE|?1vk&auA?*
zmfWj4HWrrTyw8C8U^zd^)%o+~Q(GZ3N2x)_Km9pbY584*Ix7>`>0CW+pWAhJrOam6
zzrrfiin6X*pB&#jAG_imNO@o1d^Q*U_m;NBu&$*GJBo);opjrW;=oein%!8v6kyeU
z%AM;*P>x$?;oQRLPYn@Jm`VK23w77EBVx4}bjaDNp;@huXn2^7w}X{t;yyeM-FTMM
ziJ>`l=m$ytru*G!M+}S0ZJiXlohZ$J-H`!6coOqgwb#Cm7aUK85s6S)J>jAi{H<+$
z^Ob2RP<u3T92{-E8z@OzSR%Q)%Am?)SZH)zgwfWWxJ9oxJ@&!bRcY`?xQ+_a!YV)X
z4CBITXlnP*sxG2FWS#JN&MWTwU`tFRqg51;!gV;jIpNa?S)M#Em5IU?*yi@V3Zx`@
z!l^BB7U2R5xw2xS&8Cv1R3KlK%WdwDyiCzLXzTWi=^PKyaxa!jX6Ck@G>W~__kdXm
zFJdD5hWd8yPRQDRwwYtykY1hieZ(svZwh~H9B)S(VZ@4e&Z>2rR@-pLib2+aZRc6N
zy(O3bU;IfOxQrIuDkxCR#rC73K!pwSNEj8Gf4f*7SC6!)9GVwXX#>}4-Dns)?OK@o
zgiucD&x_Sw@qgU2*1&F)Y|4pi#%eFA>s5s{KZ{{6PTzFLKOW*}9cz=$fBN<0E(p;w
zPF02Kp~Urlrk)Fv6AvFzwnbnpEn|jmYLMSxy})7KnhACLpr548N;kaSN4Qu`jGqkK
zB^yP9@+7KoXFj^a_gNnaj3KB?T~Ys(WDgRSy$!h$b?b1);Z7{27vrh8vVq9$9Z_?h
z40R!4c>H=fr4G@4@eLW}zF@M=jK9?7ImDtnPjV)L^1Wv0Qd)DGD2r2q7v(zaI7~K^
zsau0V$x*zBof4usp$4+*pFbkBxY~R}YUy394et1Nk%lX7&AC=z2Tg&-txlhJBE6k0
zie?CM^OV^s>EVFrugq@?%++-577o%dd^BH9h2uz(P_#@7i+JM{!Ty?oL-Mgd$$uqz
zE4<mluL4C4xf%Qt(_%Un9o8ZEnjp`Y;FbnfEoj45l-!$`pe<HZ*qdeMSK+UL*6CQO
z?aj__W$niNUC^;%>0&`My2$B`3zn;}dPuP~oITfCjp;4zw=p7ND%Ao8eGS6*iE`Bp
zSn2K2xr(>~KgVb^alh9n-VQl1kP45Ix;bTOzM_2F=8|Ua^&9_$jx(NAsWnzcMGZHH
z#rmMZT3X_bfFya>MeAJqLn4i}@e7ln=hq~<?aB`V;R5ua`!$pN+}4|SJJ&5+*1BFK
z^GZrfPlg*h#d6I8*x9+HXUf67mHTf2yPrGLiv;Lw^(>`vo0TRLNc#AfY!t4^z8a1@
zbVbChrY*)qL}oR1R6%>?Yb=N4Ia?UwVOh9x3UC>{x-F*r;pW-pv#zZS8>1O446JWf
zeZijDSXe5LCzfshX8aK{6dbDdCBAU^QDFIWCMt{bgIUDWqP3XW7p&+d%k~)DCejvH
zLDej7L673e{9r-P$*4>n2+{eP>O2wBR6eOk`n8L_)L$<^K7~s6b;Li8OTz5EHcJXF
zVp1)+=>b&tTnl%H<(MCAN}{+&>9|-)_(OyrTqJ+OO_z7;%V9FTi_2IW`=ut0Vj)P8
zurr5@nNku{<&q^piH0?aZ5<cOk;atZh1yphy-MPeE42w|c^aHD!dDJXDCd)RQ1RDT
zp=};~-NDU`R(S9NX9@71o6|;ddMvwJ+QGha*$F4(EI%;&(3^_IfvtG0o>wH<1GT6*
z6rNK~7X4*<Ph-YZC8Om2xeI5z_~JUYazrac23Dikan6W0?5mpo9WdXi#Mrf_4cQo9
zC}|5bLf+3B%2q%GwU#KHew6FjJvYBr8-6lR`ix_Bnk*yV%dSVmXm;;A8N;Wbl$-Uo
zHJe#3WBHf)riV{1J#Mt@V#+Ts^-pc)@4(S+O+ckid)j8fXl>NAO#wwwUjZx!Q$InQ
zL$edbf@(;4o9h5x-P$L7sL(rH5o0BkYkV(yqU5Q3x2Adt`Ec&<=PFFr)d)smt1f$E
zeyF#ZL|-Xy?iog6jp>?Aa_P0-mu9sgf>!=iZlN5-rwb+Xi)PxHV6SKpYIamyT^K&U
z_>W@I*2PS(G&1btPRZu*Oc{x(QVZwiZ}Zk#w%-u%8~92Dbd)~tSEk&s<-i82XtICG
zYuHBXkc_Hc>9{=9V=AU#ptAV~w5hgaScb#0`3&lRzz;I2a9I5u_~a4>@=ig{398<r
z6LU*A?rw0{J55H))>umSY;6y-T0D;0CQH9+>nr0d=H8m#=PO1o7b0wGG}JYa(Ec)3
z1z(i^m-6$#!0f>&CHr^y;eqXzrx)XuPx)OM9Y2%5xR#T&g+lJNoqNTsL4)1YfG@5Q
zC<i_uoS%Q^x_4(TKFgee)q5+$GELXTTuwfN_o=@JvN!PkSP@F_j*LV2$1YID@eG<u
zFG1$dt<b6ckQZ%1x1GQ|VOMS}@LI#gdN>nhea=23J1;0EZG!-aQn+YiyZDh5XDLu~
zCXJMY)Tlv_G?eYWzU&@P@KRrDM6%hWFXvq%aahVyikP|-gMd_bZA_$%$5-O6mf=A!
z2Z>GH-^`ECrA-Qr%C*L7L*41qrI?VTc+t+KooT|Br4eI{oOVb-Md<#^(D>cBv9*{d
z@Tc25BznVNai0un(EAas&+$6GST+@ZXHXh*;dQ6f(xwHB<FSe7xZo1xYU98w_=_X?
zX!K6}b;>f@ZV;J=POq4b5Q=e5(RjB@2w)T}|F&zjAUcH4Abg|={7%r&w6(KoT#i(c
zrHw+=P8o?C$`_+gx#P~okwNo;qKV|&iz%Et!N81=d=~f;X&QIAFWM)gupC=Ld`K4A
z1?Zeqz71lW%a>UduaXl17JbN(O^-7_=n$s2jB#?Gp|$q@kZU~-!jh3xDN*|ecfzaU
zO@k<mNiz@>Q9DP~NOjJlr9Q@#1X8L-ztVv*3RWwMy}V)It(Q$$^hK4QCsU8r73SUt
z>H@rj(<FsJM!4TRR3kSgp8^xm4=B;Mgw>S>$9k)Je4SFP7foWr%vB_hg~V;c<f4<~
zs5J~ITJBJ7tEL%F5Oxra;CuwBjVKFkQ#VqLQE<NV>B2MK?bsMm=L3ldM`GLXOZs&a
z+P&ZH7TaHS1V`(I@P+Mx@5PB)In?c7sVLVWeXh$4&FE3zS_<LC5Hww~MF|y4+m&mj
zPpl>C-jjDl6{}+76RDFEP+k2LO-rCm!1Ar#36M-fZyD-PsVW>SXp|Br@sZE6TQ~Uu
zvTM!8I6!2zcZ+L0$Gss07{>$_Fe)dq4>=pr@lg2F0Q=m8c6&WF7Y3Q#Y?Pv|WhIkS
zk)veu;K$at<`Q7PzG{6z^ttG0U1u}KMrLQ{GE~&2C;R!(rt*)R<6}a#K&*aSq$s8u
zC5hE&ro;~BpaJOwcJAn`{zxbN=jU_EbLTiqnu6tS>+f$wOHJBDzqSWjBl~lxdn&gq
z>SaCf(PL<KDYx8t2F$8^tbS6Oqeup}eKramRHVd;CbDGzil~D-pk*yc@6BB<8(U1$
z8}BPN_?MwaSDzqT@SOOOzQGNP`MWxeSAMYk7YAvc*wOT86&u$xVan1?kNR)Y9~6U7
zKMvlsGIm}$jkd!a8M9<XU<p`21FpB6yNrynGethTf#4uSklyOz<Bd$&3u1zJF@bS#
zpAA>BFFNB%sj>|nx0u;_Kb)%m9=C91Yv|!B@6q3+?a?3HgDws))W2eojxZ99E&VBN
z!mXsB59GD2;wXeg6hbbf<kK=$%AI+-YuvS4U<Lylx;)>n<EKJW<*E%;kwx;A9Vj~+
z>fw2=F`|R1{++D}fmLMWZ-^nas27Ssm96M#TmOE*ItN7N%NG{hXBq07DvtK!K3~VH
z%zyWF$OPx{@9@#NTfZKc?19p_Kao|J{Fcm+N6VX!sxSJTHl<7+hVpbaZ$|=rE*W-%
zi4%v8ol&w4C0&nV3tog^0!hNUztX=&>hEk`v3*ulbJ^sQq+hBT3wOz?UF&ZD9XiWj
zjg!v!E0K+aCM9UHprZIUINVK29ZF&_!m7!i%t21E7W-jBym~!sQ}#+nV+wP)OvQ`D
zC}ml%HW8~@DkvyQd?rhcE-wyU#fquSRWY)Xtuuo)i+8zRzR%}`+o199{5UjG_9@es
zU*GP72W?`_>}k0ndJs6YuPWRZPrRFhD??i}4#VeoWaNkP=CL!B$l8y(UCrST>dT*A
zo$>qT82z81rl{^$=>Q$EN&&DwkC(iL$L&;Qcev@R!_AuaJkm&*AnZL1T`8De{*<vo
zt>E<ES-=4$zf*jCnUu63V_^<|(v-P-A+OdLK8nEf<Iu2GzK`s0I-?qe-fHMs&-1Au
zE%!_4ov3|J&89xJ6}%%hHmqJKBU&;(x3nthcboYgJ637(t18w2lI(V2Cy@v+O)Ovv
z%O9kG=PC;PhHl$gBpa=ayQg6R+V0hMrmm^JIuZ60NXuTqQbXtsto%0RXfRS+I_AwG
zjw926x-(XV6SQLv4qf4+&Ooo^n8ir@!@i+JO-AE7g$cEI*&vlSy1$sSYR(4c`(DnV
z;B&3@ULMLd^b|wE>)wwm5F*0@VBm8A+H2*7;Z^`z-@?QGpU8)WA?h*crrfN4tXV^~
zI@LuyJI<8Uzz<6S1EK_~4#cbKUG^Agp(_f5TbB{oZV!|sp>d<uEQ7otqp`~Q&4KEd
zLdenS!u^#>UtjEfXwByEf?DTKrlm)C;hpH_2l@9)oAkCuhO914;yA0@V++5mORA3*
z8T;v)l{Hl|*}hA6x`Nucs-kCJlRz~hfkG+lU{9rVIV<voeV?7?$0rn`z~`}rgPL8m
zQ?GTuGXu2O&9%D?2Wwco<#R6v*Hhrpb0U|(QNjAd{yGbqQu!a%hZf&bygy_QtLxT`
zWt)d6``Tw@FXc!Q1~1TVK6ep8jUC<j$z;r`k!!8!uzJv^_wk?>7gF4t3u!4@5ldP(
zQDqdw;!M#XDc>yEKTHwJFE?7hx(X{8D<z-YlSKPnB?I6TG*$-pd^?%x^Gfe*6@!9h
z0tjL>_30v%XciC)8~Dver00B(_7vj<eR^;9$OHaG#}d8l&fBSJq1kTa)c4gvJJ$Qw
zx#;_DRIYxP2X{DfiEz;OUCj7l6g`y?6TJ)ryiV7^=kwOAStKOG-j@R^n2)yJj2^D<
zl*(q|_!3yT_eE`Yp-O!Tg&%o?$VAFSVlI@iNIok87QiwvJ1oDh4=A#mm?xL`ey#|t
z6|8ra%{2oAHTM)6H$=tpdDXp7!4x+ah^hThTgk+YF9<H0xC8+P3yHi7PSlJt2Gd3#
z+s_J-?%J*|QVwR84A;d1h0b!P_54nswtTLdVb?q3AYe5#o_E80PWdi!@(&_;Hr1Ef
zphD=KQ||_m^7C3wT_V@h`kEg(QT6NgRNfyJH!iPJe|M$dR%b!}uV$gMb8Hn8Go^~a
zuirclx3Az>Wh}PgP6-8HH?8-z(e8ddH6)gD{GHE0wTjQ$+V;JA8gRIzkdjhhC-E0_
z+m@?dDW;pM7BKi~JmkR2%BozrE0(~G^4H0K=eVnf(vRL|f5<etFLU>zNJ<@-slF|d
zXqbLBnq#v313K_-qD)O?$n6K1BqG4;W7<bKwz%>?e+;Ev*R2EMB<7Hxf!9^~6oT~|
z8G+Z)R%A8Su$qiFE>g|kdJR3WLvFObpy$IIJ)*#xo9{>Y5gVQN19>?_fmf%I9lD<k
zfkC3)Jg>XYejSd1*WI?yu=Qs_uj@*svyI1dAlc3GbE1=fG1MsM`QLE`QGWOJRCH-X
zMSiv-9op014rw%@`+Z0W1DX<EeYtA+D~ze?{nPf&d!ejA4x7y?bsqlAf&}lOYb8=8
zLfDVP?NA>nQcet!Jt^InQm@=0tq3NG5{`Kv0`)C~dS|#A%|C9{-Aj7cZaNuE;oP{Q
z<2w$@H(DZwo0lyE;gREzeI>*|scm*z(DsIWyoD+Qc{|veKTVUo9+*NVPAHPZw0IDw
zR$`=1PC`oKAyS@^%b(;jfdX4z&AQY<3wmRar~%o+P%;XFpfqSfdu>%ryZxfw95+*s
zM1glJX?ISxu#w3-z1{uO)lQEqV8n*)TDKqgy3gb2Euhoy&T*AH?CPL*F%LlWlIF)N
z`cfPL3UIxfYp{laUazf;*x4>$4?#gEIU8T4-FMck<lhI+Gl4;ggs^QuxQd$uTd$x9
z-{IeGPQJtOvwVX7f&gAlzF9Y?a`Imj+m#ee<`2l?AM}B=R6EwElj^&lNkj54w%tlf
zETybWCu+ZVTxJc#{l!i!M`Rk^9{H$5<c2zvo>D?@B>u5}bPhByAe3Z8%YDgvxctvJ
zEA*Ys*_XeLh(?%#8edEm=+puwurDr3^R+ZOC*5uicxBWQ;$N}?Jq6NumWaknl}NyL
zvWW$r33lEBM*I$qem$4RS#ec(7qBu;I#h09c9%a<i7D`+RnV#XSRHYTt+K;TET;RX
zu8W?Cj49z5#&4)Wm;YL3l{e(rfY&Q~Tu&$9^78fha}3eDG50m)Wr$V|IU%Fp>+|Bb
z)z;JYx8sIudIhTl${PxlEO4*q>%EC+H)}mX8%Wup)AcUV8mQ4LY`4N_;oK;@_iDk3
z=<spHY6E70_R78Sx?nVS?iBc_^_mo1P`lxMXM-ksVR<yRMHKjSSeG#oI8wjb#pO8l
za+qgDf=1rE=)1D%=H7kZIq<rlhA~C-ln6YBX0;X-(T!^IUJ2cvBLChoQv#FDi9R3S
zT&V4m(3Q*ax8(0_1Qr`lUEF&WFcQMtoJ8}<C$73$Ec49vj3#nC%Ez#`EMLrDmeqE<
z{vN9(6dfd8pwNBP=YCPQ{8BhlAWJ-uE$}?F6!licIJ8YV5IVf$;r2b^hllMHncrq5
zS#&9(&*cRKq|<KIuB)4LZco<?;*k}XW>%BH%S5Yup$cePY+7u&|EL+LZ(pPgn%MWW
zivl8e=((Jd!{_et-HFej<$B6m*)w$Ie(GWZ8+O-1Ga7&wmsdnDrYB?DZ=<*F$=gh7
z4NK$Qs9%Un9VQpwJL{SIs(QN!m?I|;=zAS_8?voobY6~urlq@d<UtS7Nx%YsA-|F7
ztBN}-CqkQt;m5nPpmL}YFz75+v<@nIH>@P`*d6hDnIW2WWDOI2d3ZBQd(qVtIOwEr
z`uw)xWp=Q^7KZrJ@Z1B<7%vDoDTmJeWeYml!a#dUX;`(lhK2jJkoQzUcM?T<U#cSt
ze9q?VQi$>c?oxPB*JI8$`fgvro-BPf%yz(oU5hxID|;fdC{n>dW8%kLp*)fim-R$!
zCHs+dqroZeFU06yh=TXiDZc1^!9;>@wiwqerk|PV%@K@EvgG6(TLW3X{L}&2x?6FU
zEc;YvKM35B6X40*OM7@NX!V_`NCqsRD2rxlhngACibvBRNlUe3gTD7k@tCnWV*C4A
zy`GqbY%C+QhUQv%d36-!-TfX2RR|G{B9mx0_Q!4#w%!A&nD|9+VneV0*o9yqhV39s
zXS6K=bT;?K)*I&fU%hfb1E*bh;Jxogt4_S9!A|Ert1!ar;YV|iPd$@u6=x&w$-TRa
z_QCOVdf><+;g%Zl6lYY>{1{9jWP`-V>yGvOsv;ae5$WZ6a)NU7{$_EF=GW`&?aE^Z
zyb+qjq81Xcy{!+~ReNJ)ZRrc_aAo%aZ)tDm<mTM~oE^Z<xByO1&<+B>vAnKvcy@x|
z^-eU3By5wb_-#Sw(~Jb=X9a4U{E=CkMo`Ev1YmSkEs_xEZ6N{4Q!qsl7s(KhQzwdu
z5ur+%!n@^dHw}5+F-^DsYS(6GJ9l&0v-katR-&BFG~lslh<4Ord-!q{b;;`0VHiWo
zw!(*o$hKW>`o+3e<wL+KQ+nEMLs{a#pH8$G7~hocl9!R-fko!JKOe|vW!NRpcc@ie
zk><9Lv7R>Te@$5S=TnDsjnaK7l{gR8v$?>0GW#}0CI%xLwP=}s$;(ZRuy&-<8tw1w
zNlxIvoLn2<rH<P5XZZf<gVR>hF~_+Op6t&T^bxVgFCAIuFSqpjX7tUjp_^{dbGvi3
zMDc-py?#h<o?nBpzGnO0w;<kv6Ci?MOB?1YBqFePZ3S`NF&uL)7}PYW&<F=XY!dEN
z!W>3+W?X#v&PNns0~&}t2Zo#>U?2rz#)JiT(66kC!UpylKc7e;(4c?+r}Xm)%Wm%L
zsj5Imu(j6McC&E-MoXk>!ltyUh!>KOC^Jq`V4XH|2J$*1xmLeOhiw|s5M7#Q%fg2~
z=UHnKY=402XOq=}KjCY4#!eZ$`N8BQnE_nF)i9ThFEAat?7K^NuQ$&F?pi=A?XxJ%
z2w~llm33wMW$?h_C~9-0?MgRq^G3Dh4S)rp&CrIlK7lVg{i3VL99%FKTSb+L_TxYT
z>p^3J+D%e2KLq|VuAJjDi5%XPIn8tl97El{q`IudJEiC>oXui-#?CLYk%dOz+0{~!
zfSI^4#zCj0;UxQOt(fB><Uy%%NQL-EVwC8CjHy3PLE?g2P4CWy$RI%-=$COPz5HLi
znMrgJA2HWrC2#~=h_(I&d(#(BbpMKt4GD<)^BFn3pvhYoYQ>x!{!(6yD7uY_K?i*i
z<DmZ5r~23W<8fN1eCdG5o@!Mp{H>0}@kgNo>|jv1sff`R?=EM3W~?4xeO4y_O3g!$
z5b#mFCIU>~uC*`_xM=@@j0v1T;kYrj`>!w&6f!eu5p}m-Ck#+JFG57&G`4yec^0Q$
zzXjB*Fadwg?d;y8ng|y2HRkQ{B_Oh$4FRU3TEXdJg$gQMp+9w`dVJO2v0y4H))XSB
zJ~ksnLNp)+ic?5|o(~6ay&$6k-zwv63!qIe<85kOsHTH=!udq=OI0H^K@PL7$cEE8
zIFp~b-;Fa_9saib(iDA#!F*0uJ^D%E!xAO!>==oGZ0S~iy}jy>_e|)Y|DraUvZTwu
zXIdXIMK)IXiWeQ)7Du)6JvEjL_x0V$_tX_SZ`G)9+;%!D3W7;%O1$t}iGLT=tD<-^
zrG-Y;mUQokIoZFPI5DOvet&k?R9<4G1R>m%;mkUPSgE{msI%mVz@JQ64*O%(>fmLW
z{R*nrhQH@!YBOt8JfY<nk)2m@=!b@%q%0z9cRkn~q1GA|sW@sPlYN(kd-B0g2piB_
zGg{X6M_0Mn!teW;L6Y4i{N8ZE%}hRP4bTJk+^9c%H`yZ67yIgXS$ENs;>8n1BW<zC
z6WR9#ypr_68NS0McTMr!3rNgMVY-o*=ktM#`qI+`_YW75{wq7Sk_7s9&B%LwWFdUj
zQ{VVatBj1jLX-?6QKLW#*l-32|0{MEpJ3lR13tSBw!#-=#!y82)|I^*^5)*3P4szf
zx|<A_H@jHcar#Zw63NNhs(fzrWXQ%gZvR|}I`b6pIdsB*Cl{kwhoq^yGctZM#!hBu
zf1hN|L4%B`LsRCT?L1pBv9;xpe6LR{%bfU2aN?Uk4aqK!Xc}H@<n&6dJN5S(jxH*!
ze=*lH7Zk14$}HsXQ<&Op(f&bnOLP%~bnVm+jgt-+eBu6W`*s;3TJntJA~>aubDxjL
z%gQuC%1rCuU5&X*DL)O8eR_ySIPZhJz#4#UU0{%r$Rl8?BjwI<Em-IN=HkLdyKSGG
zAWQ?@X~W;bG~TO7X^)aEF-Xw$AIlFCQ>MGbyzvtu(0fUisCqnCy_7YR;1)?Vyx6}#
zoC7+VVo8FDrVrh9N#XAuI}q^z<-O0Lg_<qm>ncd51@{p_zTeKva)3VC0%#(@D<=4?
z*|8&qOdKtAPgBeu?pQIbunlXR9IH=d<9lBT?_D*YFQYd%SdTV<?_Ro|Pnb51K(Fvt
z&4Dkz7lJB;XZ#jf+Jev5_tzn#ogTh3AD*rAbD!f+_ytw`Xa4FC+iP5uF8@pts?}oL
zY#LTALFG}cZcU*0Fs7wPGhHFJ)%vmh9CqD<P6lvYaeQYeSk*Ds->E6?<5(BXOuHE`
zMS7@Jy(1uzuydFc!drtd9LP1^r3?4qk;)Ldo-v$h+Hy71_%6xVl^62^+GAsPPnY=l
z4lig!tn}91<dl7BWm&M}Y+!8qdVZeE+0)$KA5}B+V?<=b?=iJL@K!i31OB={ToW9K
zNtFFd&Cv(I(Km{4xY5|-`n=8BycQkgb+a}-Uu4Jqwnkxi@Li)6+(28zDJ$s!w?MC^
zxN}>!3MagkI%761pMnZw_NHUS8Um9W8Gc1=zmGvr^9SCgJy#|sY{v{l%l^Pbzjv0d
z7!f_ZPw+wfB3x*$dR;q@2$r*u#6VwU5tbKUPc+M4BX)_!#$HOdhBC%Ytfn<Ijdw=P
z5QTHN4OepALXwRb=<ON&>(<P`-?xXE%j-4qJX-{)=mqQw`;dApN8^5h{G?>FM{?dW
z7||>?oz9bEj75A<7xT|5IY)YW%GbZ<U6KtIFb$53r}*eItas(58p)saq*p04e9DQ1
zfoU;o0Sx&53k0DX8<RcXS^YeL%0s^41BZ3`kBzrrP<EjO!0Fcbfs1zwP*>~zAXUDJ
z2>c5znsEt9L^UK1!7UHAdp6V#zTG586Xbh*KD!X?5`BSNw}EE)L&bz%c=g9g`z<r5
za;!1kPI#KTBH9FNo%JhbOf3|Cg^p#%e+;n$C>XpI_q*M7L*{Jj@S4pv;&gvwl3Zv`
zzEi9r&>eV#<Kn9;wjOOSyNCdxpK3r!_uE+&62nWIU8V8}iN^0dA%)niC`Ui%*F*rr
z2b7&TEmy1|e%@0%5mX8WJvHR2MoGT<RIn%j2rkl1(dQvza|jH8J7pIgC_wdjYJoQ*
zA?-nX!&^=fck2_AJ-(hE^b3)8Oc27r6ms#qR`|7f04O;dgjd=iH$cYL&m`7E{;coK
zcPk=sK6D&khB-jh5wU)XDa6GIGY#E@q`+a|BLf9QoX-#jGXB(W1j?TCmcWUEu%GVt
z`zPLz;5^OygEBTTA`oeVXkm3l!A%SykBG{Jvd#ryPQDMWSDg*PtMz`XhD$R$9)Jg7
zYWC$h>6<NKs!I$@*24ziJ5zI`jn`jT5>#SRV`r`bXLm(>1H*!UJ0bk*CUkcleBL!_
zs~hH9zB(bq6N}{3+)V}od@f+)`9YbU*7hSr!Udv-w=B&4IW{V@T5z5lUQm6F-~mpr
zP=HM}?|05sr6`sC-~^7%Ed%#wuqsYny4Mb|da7=u*Hn&m+Mk~&nrLelg9rdav)0jN
z0;%3*)(Tz%hg|=(@s*?f?UL(dhg`Y!5eTnSeiQ)9$iP)VQZzY**yu!3{bVF(^@0r?
z{5{{x&zWbqF?OWSBJraXCPx&C87t6es{Fhwmn`?kpihJVp&(GC!pl0LJE@}51^<jt
zN^(Iut>aaYJDq$t@ANzWJ(Y8w*R8>CFCynl*2E|K?fY#h@9A$hP^oLRSCO5a3%^_j
zuRS#Jt9hJts<T1CctJuJR>Q!(IVN@2K>wZJZm#)3Q7PnnQ&9J@=XSwkPsFK<rWJe5
z8s=2Pnn`9l3IgA{a!38?TkURhD2G9<6bl`rH7Xa26<d`DqdCK$C$6iXL@EKtCT@S&
z7pP(up)-K)?gxz9F`)yCd}VCB$r;o^$IT&*7B=Hj4O`)KV>a=lxXUP;g|*Aj69b|Y
zTztNgb;`udF39dL;=R@;61t96o1>jv*AIwJW_g``LNA<3{3rV;`uwM@If69qS#MyQ
z$&m(A$1d7@bb(wT9X{&ni=WGXy&{k(6oH%)J-;VXic>hRet1b;30dt3a^tJaL<^p_
zs&NsS<qQu%bJ5pnJC;B?><SaTJOFvBda!wu2lcw$VcQrDv7IS9`xaix-+4$<fRa+8
zyslcu3_VI2<flmI^n%6oxD2I0K!#>43ccY$+{d~Zc19mAg1S$1=P(UhAtG-!G{qRx
z8NMf6j1exq;}d(65{80|@;1H=lWEXww@Yr=pfxw+wFLL9x<9YxZ}-0rjn)LA(fjIF
zVfK~A>5;PH#23meuDacbiK%KMnfA@?9_+oI%zACh-_7leCrEamyx!2c8_jRz*>;Wc
z=VodZ>i0U1en~uQk`BW@;ITM-g{HO{veae#wVwR~iY&06|El{W5vp6au(jsatthLJ
zAyxO?+c5G4?2%u)V9iCE1jU$&o~^c-(|)(0T*Hp#+&VIfT9Jj`WV6lIB%efn{pEsU
zhT{G?D`50r`~%8p+&^0pQL2iLY5Dhm)ow7K#f8-s8iQ1zx^Kw|coeXIyAK2{lwfc(
zx-Y;eIlQ%P$ZVav(|RDoHNV{t#BSw7eUG>|`{MT5SR4&77>%E=h}iAFQP4;9KAcq}
zH{hKSfk&MHeWBOKTW&tYd~$cN?as8K{Ta!5nvWGb?64dkPv&o1j{lBHvQ-XTwCM3>
zf@c+ASOM-Lw*@!Agj+*{XSPQPlvKhIJsW(&`7A1C#t4-f3(7ed6|qv<lZa_=54T{#
z2XraLovV__=K=h0dFARpwqeg1!N~rP@Q+H~5Y`*w2e`Av=lIF3UVR>)zRm&_mQ`s5
zHI<{l_9fBXvWv$Q8xUWhB=KWjLKA}JXCfaDkJz#sYj}FP?qB(Ln^Pq`Ha8{5(iH`1
zm<QVm4ErvFr8+lDh1H)QajvVapLTD~owiBGwM3sgk2I2>5u6mgp8rh6Kd2|xSDCkX
zim#_WMM>kn#0FHR=gcf8LXxocpEvR{#>SU$T+CnZc{g5z{K>pN^S@yH55>;A|4{6_
zvFiNa3;wP2Mz6#6KN9~<!Xw^SUh-dWKD;I5|46X<nz*~Wy4BPpy!-z}FEyJUy52-2
z-~T_NuC69N9=`@Yg?>eiI1`cl>(j_E^?S)7kv+n_&6K@;R@)@z4A?HPj1Fj>9Labp
zavLO2{_Tg1?|Fw{CK(9pQVS9p#Fp4{mkS!E+?dp*NT-s<|6?0TP}P*yO4g4iviOB1
zfGO>;l-9ysrg<+NgO-N`{L!R)UA7o$kKj}Fr$KBqWbM0mMLzf;?<@SR=%u5{@_E0-
z*Vv)zc4LW(x0aUoE0VFWyZu{CZ)+kY7XmG^L~1>K?d(QP-a-4H@B81%`uHDJeEnbQ
zYW!;97f$u=-H6P8a~A!VLf`Iqf1g|fjkHr>M|E<wtj1anJO>>Uaxk^BU>b7rI~h-Q
zI!w;5qq$#^K6J?t;8?6;NkF5E>)PSa*U;<4kQqH=g>q8bU8D+nJjrxVD(d3HPo^ss
zAPYy2ivoL^{i23}eSW8Pejt9ovo`R<Vn;-ZufuoYuv1JiE7(&xrsaM`MFNtEyC#x&
zUJ+h`ZRyvDAo7faruveI!7!YUJNhJ=(62wmu_LSaCi+eA(65}et0Sc<rFD{T#6PKg
zya~OA9u<$ALg>3;&~7PP3E>KwIn|BAo{!+OeiIImqeNDS9masx+=Yg%RF=-V);Yxy
zubs;*A>Y9ypMJ#e9X^sjUGkSr9EiP|hgDw6wlIbxgKp=GXud}_@7vW;nQ+T(P-J;_
zex%MJeo?v6KW@>nW_{vRPM5V<7jHuJj(_L8d{0{Z5OV0P)1Vd#442N$fy(O;(#Lx#
z)LXSK#H$-mxxW`o4>t4Fa`PQ`*N!e0Js^kU3Dh;ta1Lps-@_G1+@oj9JEbBx-63$q
zKtCHO!jG(QfzhMyZ91c&W4pjUphvnL1mvpq&y#5$bTEE5*2j%Io)iw{m~iWIx~(}S
z-$0oGV_MPS?>rRxBXk6!Mk<vy>X8kt2L2Qc0v#wuUwSPKno6cFtd2wJgZgC<6n$eT
zGt2LCYMD-2WIW>HpT{Ji*!0H+-La?NWpFN39*%zf#mOia!6w2>;dRz3;*M`rZCJ!Q
zn<VYd_fb*&GrecFKj)m8s(<KXk{W3Ly@)RFXG+4*8DV6>=6QioiyUa4#$nU)#w7o{
zm0){MGWAYbGPCc^6?Fh<O#$K<O(tp=^UPIbF*B<=7I1*(pda$}yw9}LYs*;_y>AE_
zwAC0<QFZH&Um+aVuy|2(qOu;|(C!QtC?QGg6N$uj958{8)Vi7voZ>ksz0<rZ-0l0Z
z*Qu?=J93+87wt&9bhf7AtD3lO;*=VmMO$IzIKy-+(M4SuxE`kB`R{zAOr3q%tGbr@
z-x0=EV^*I5`3}Xz#m4zU6JMOmDRyyB@F54w7#g1mQy>5>672F)b5l+yRd41*1$JR3
zqU!#F&+cyeb*xxuhB^CE6HZ=E;rq29Kl<YJ=hdqYK7WkJJLvg)lBq$c6iNOt^jY0(
zt!gK8YU5uGoePYhuOX*(Fi*u0g%A~5Vdh_c$)kUX0Xu9dJ9+tFB>b~MMB@8C+H8%7
zt}_0I%TLvx9kV^`I%zBEzM7X;;b(9!ug}HNEA=x5PO*m*(_c|sGVzxd%jMUxEsgVx
z{h0b#X)yj4AV%6geN60=288qEk-DdX=R!<*vdj0Rq^M4sioWb?99vsu+6>QLOf*4(
z+CQ6hua{v{(hcFnH(97(0EJ9`@qF7l=H5cRx;a~?uQ*a}?2?)$#6v08FNEXzEUzn>
zqW1ttTb`|bEzwmi1ej*{?g?dn_6Gz8h6ZY)BKc8yP>_^w{6@`?zSlS;NVVeIF?bl~
zitL`dULf7+Mm+{!#1NPG$9mRPC)2?KnZ3p}aOcW!<w#O+8?6uxG$Y>E?x<Re*vO;?
z4UlSZZfh(ZWr)R{Z5kfsULMKM`qZpjhelH|Cw3<G&@UL2cuIC9YQt|Ly_uB27O-R2
ziguiy;3i?R#PAqZ^H}mE{PD@SxsS-lHq~G?*Q|JACvC00+9>OydhJ_e4CksRdYc37
zYC-+k1LJzt87YrbIH!-`F{6HEP`|igDIGnKW-Y5htZIF*h$8SJ`Ut1~r(4<4&vnIx
zIq=aVg^J@;+nRe{-ydo<FZ+V<akkh?(jUpyWf?nZD(&L@A!A)jMQpjk!`CMix@ewt
z&OzUgmI%<AadBg!eRmZebpOdNk?*J&#MhQu=3?y-OSB<g<8W686+25`_kbksMR?7s
z7341pMit8tY}@5a_%CoDLZ$|5$vJST(HUj<7(EV2K`!|0{A0uO*CxVS+$x6eQ+gw5
z0n<0fYDrU<DZh+tKOD>+w~Lnca;@aod)KLDFkL_Un-P{sf(v^-e}W~h66QG=VnZp2
z!X3rl`;Sz6PJ3@}6#eY+1hQ}s{IEK(8cxMiz^HBtUaeFS5}BH0ojqe)1XUdFiHU9$
z7VNG3&{5zxi@H21JgQ(dXb_#?ps=t%O?x=>(6CJq7SE-p?NUG5-M%1{t5`Sb(mL8J
zJsW|fR{;LXZL_I$$R0hO`k$3YjPg<p{+p$z+nJ5Ff(W6{aBa(t09=kfzQg2@C~e(A
z-yEr^qR|HGItu)S&vNe?+c3vIcNHzVY*9HaC+n4Py4|IJt@xTTfeY4HW+VAS#>Ua9
zYPJez%tVO(oz1w5y8<g9;a<7N#xvuCZeXX~b?>e4yMx=p6@NO<$5)pQ+=N&S6-9<P
zSxCYMl}+q<4%Kn%PXzRyJzrNS$&oi@jd*RJ?hkEmtooSZ&S%l~<mCMdQ5aQysBp~-
z9CY~B&5_tk1+N3Jn`Xcz3Bj7sDfz5K8`WN#-Y&Vw%&i(Nr582bzXrbP*#Vskjv5C=
zF<;ntnifLWq6H!yPTFZAZqVN%Db#?wMAr-Scc@3I>~yC$o&i+`fzdPH=5SJ<ii{d`
zcgSp#Z2Xc)3A9$C4j7&lNu_^oWghJk=4P4>v@T?`5uCyUn$&u!aN3t_&vVFQe^Nry
z(ILTopFBR7NV$|!W%!<mg&R${PXPw~$#^~%roJ0LIu=~rbRk*~Xg};(K^}6A(H2QC
z`2Bw>I}50&)~=5a9Wr!xNJ^)4gS6BT(ka~`jdV*6EhXJ8jYvoeNS8<>Al=}HqSq_l
z@4oAvwT3xs@%(1*{ong}&N*xLIrAoT<q$WbX+Vs?dD;MxUVfp2`sm=@`E}GeS5s+0
z`K({#n(lhQ+6E4Zb5jT8#Wc2zGZNNk(lBNxwHmp{{J7|jM-=Bg481m?rE`-(5&~+v
zpZi;}%ihPPQz4MzW#qw|6bTjQfUb|SIyBz#E#Y^roIlIlR<<J>))=JdqCK|hFYRk{
zGWcMs4PMAoV{&-}8HvKH(mv^3$OIFAsC2arIZ?$_Gtobc+RBlpT7<p4<k3K+IFIjG
zbug5DscZ1o;xOF7s)ZDNaV-#0gJ@e|%gyUUZZt$-SybioQoSN>&d1vCNl^?4&RD(G
ztOlxP6*i7rxtz8V1kp}Ef)>h{DB)m0h!g?7r8Puvj&q5FzBXC~Asz+jzQx9Q&-#>*
z-6GS<81JR<B(orWjcqlZACWlzM#&h%Y96&bPkUA$Gt#-1-kTH2Gu8wof?i47cHpM)
zfnXz%u=oi#x1y_%<(tKc6i?Rh+NZD4DhUGj$6mf->}H~Q3p-&pnORv;-FHQ65^Fi%
zNi9b-vUYS-M+Kh)>Bi=7n~;W-HUO^EPeH>t_I}MaV;9XDy?p;d9)>a~fU)msst|C?
zp6e)$28_PhW>8VWZ@tJiD=Y~<V+G?{^G+<R;b}2jmAAbBi`f?rqe7{fc3n}OWqbx&
zMC`RshrWDWBkT!ofSNZsp%KVkyH<_M6a7MZbXsazKwwHi(ICzslg>`06@<jylby+6
z&KGcgewf-)WE5s2(%FbB&-n(Y-xp!L46*w`4A1H861`28AI|X?=gw3umsR%2ExYKV
zx&1~h^~rTr>wALi5qYa95{2Y`zEZHZ8#CwUkBuIoU8{Pl31TpJAp~k<SS~<bG4S1&
zPal%1NhoRU<4igW&UVV6p0i&J&aKgF?;7-aRTh$3k3=5qqoD}4ad??HyJf?P-@)MZ
z(uxeEL}RB<<L5h1C>6X2#?53$I*6GD?glhT)p6$!P|wM~*Nq95_w%@-uUdaTYizR8
zbH?Si|4#4i<cpCbq(sHFTq~~Z`WfKb8&E8kHsAW$G|gAvZD3u!?wsY8Da#~E3@Z{d
zvv<6`S6zC>DlW2%O~qg^BnBTCe`NpSwMiDzA&;!pC_-+btAfpuhI3MZUzQ^AMfiOz
zn=qq-dO_PL>`?cjiB~Q>Z`%+i4W#)Eii(oB$zM=WO4y!ZQ*%3n`|s&=u#;`b0pTjk
z8V4vl2pi(4T4V8S#o9IvQi_0YJQDl8o`}0@7enIUGwGP}jLX`V`1I>9&uBu!DhY4x
zJ0lm$BWIp0tRqO)vz?c==whsRNPti_aY#)^=N@}Di&Y*eM#>W*5nC+^2Jg#2V)nFU
zQ!(sx(OTya029|g>+L98!XbbtQQ(o8-*Gg16DIkT6h2`35VFiR7o}~(w&WQI+_h~r
zNZ!B~U6TtuUDSjt+&Jbv)fs6GdzqL^Ix8<2nIm70x??-Q?*I4|kG9WY(<tXXfm+w7
zMTn+*<8ft~UVSGc%fiYX6mq~A`Q%x*m`qTTn8aYN`ckP`DIQ|>$j9o61y$#&Xe4?8
z%RLy2wtaEyj7a<!;F;xf5C6tsZR7*B*Unm&_?YvHjSzCaw5=T;xk|2cX=pP6BTiiU
ziLiR+*Y=yX1C^F4>!VgM@Ef?LZ6udzVZu(3XCYfVjP;rC>vqP6@LL77e4dd*@eC;_
znd1Xu`()u%f{buRi5-w0!t00TnT67#`dMnhQz&Xs_t@7y!H7cw9XnqY6QnGBu6L&x
zK|>VCDFt>!?7h~2Z{1;~;VY$wVq8{k@yIYyg_Q|<N_s_;U9X(&5!$r9;+Agi3DCN3
zpIh!+J*3G!Tg}}_<7@T?AUr+SzFH#gQrwk_og;pGbOo+eE|l08?OoCEBUY+B2yb4d
zye4uiyZ?MNJ2kMLp-61PAx4?Vh4|GMPUQ{*IEi}K`bUZP10YwDvJh=!Qg$%TMQ~e#
zA!8OOWP1^zJ0UxWa|5wc(BI3qxyO@Y7s=_bM=fB_AY9_r%1bD0Hh*l4Jx6x)`MB=4
zu=v_5he>GsK^j}yMj~X&4u?yO%F@A@;{4-7q!=ISHg0rAey{yy${EOOeimBj6)e!_
z^RMS8pn??&l<Q6Pc>I_oj{EwXa0{QQn4-d4cHuZI3rN;U;^d)M=*yj6l{d1+@<1(4
zPp11ZHV@|)>hL~JVW$bot-R!9(*Ro6^$!xqiJH)K$O(gL6|vag#JS%5miYpF6_5|D
zLXMv~BwccqOgs1x=N_EB9i5ChQ#&cxm|rVYnXz!>Q*jbKQ<Voi&Z0#(@Q6OPVXmWD
zXI@m%5P7E}xPXD^%J{YHdYvl?r7*99h8rJ2kX1qd#Y+t;ZPWza2&5?ik7h8=IDG*v
z(P<ber~aji4#+s(0S|ezKY{phfN<#LYD~KbDzyq_Xh74ER)?zj&WkEyBI^oR8j$#G
zJbimhia4U^gPiL~PCbNJ$-<<|al+FPn$crFzBj`8xH;u?30giJTHX3inoM1~)OJ(p
zkaZ#DgPANH_+9lyJ;FvLxe;P5gzXRHIoDZStA+)KA7KEk4@}ms8z_Rt8cH0E;>*Fg
zm8sdSB{a{emkB@ycr5ww3`u2VFH)2FtR+fTR}$MvsdaO0OjZ26XVI_MBsK`r^~MrC
zAmmh#;i7vaC0@Vy#7ohOOz+WbQ%r~0go!@Jc^v%eJwR;~i2+q;u5?f_QW~^8J8(Y=
zr8%ZQeJaEH<kB~#ZFYyYCZssLCwGgC))l%OCeScR0z}?E65SMSc#mGlh07+&-a;{V
zME~@_Q-}k4D$!BIMNg!gT8-(U_vAjRVTzMZw@Fex?o(A3m3-gFRr4=2xC$a(q{njU
z+3V?VIw!uGn%{TQkx`JzXi9ctWSU-3#kLt@Dmplb*rNjJsVDn_Up<zxmux>W3kE+W
z)pHU#V!+>PI9f53Y1er$dP0FTZ@}Jf=&j9#?UES_;lcebM2NPpLiaNuyP+RVBR)Da
zt?Z+>c$`<LxXo~XwLxmb^Qm_ux_0hD<tMvU#ijZWcC2_yXUi{wN)wnKaapp#`uZ77
zp0@XdBSXihv?K&=gg=U=!apnRtrE@c%}_2jj)=GloX8XtPQcajkg4akAMo`R{-mQ2
z(zhf*yTb)~qhbu6^MTHss+<$E1=-;FvTciZ`&-HGA=DK<h%n9wSG&J(?J33yEiK*}
z&6AFZUO#r0LM<kZB+Mp~7gnR};>XJ>J%vdUZhwEgz2{2Vyb3zMT|KhX-KBBTJ^V@A
zN^FbJaP+4q53Pw%++~M(T#F|prm9HxM^J*|@B?vanueF1Vq$BEv&D@g{1E6UTL8&f
zI9yeu?GikTk|hQwirh)V6AIxaN@#V-Mv0`>_ADFrONWj?TzDz;2;%4`6bfi;Orj)6
zk$j%-5|Vj(CA9st#MvZr3E96kmolQTtpG}Td%)yQKK<SAR_P&RjqSNr1w__f$pB<T
zb~ZmNI_KripQrb{$XR!4WnJJwP6a(b@aUxV21iKXH;(3DnndwucZB0x8|*1dPQSER
za+*>n%4LIAe8*b6gGlblN{x8pV+5PGm|Kv%7f#uU*5o(s$*9S3@mQ2$nuT=H?g`T;
z-P|W4QcWy+ijr51j$~5E!^GKfA<_6F4*dmOX_d!dL*%LBcJnZIhVV&N%Pp{mF1Z6o
zzB1P|3nz-1`RmGcA|rK(?!=4Uv6}iI(aX3#oe04iqh2p2adh5=r|4bKqS;Lc{%8)h
z`5VltY@?qNKJnIWz9%$pQp+=>sEpby%WojZaBH;j4@}*_1wV=6E>}_jDbAIo`b4`~
z*{EZu8bkR+UjSV2ahZ+aSC{fzq<5o-q>a-@LL{b8Ks==R<<d(n3B`EC%v>6LDwX#z
zV%;9>+%rcEhVP9|c6Q;U-C|8E?Twq;S%-I++aBu?hjT0GD2%>-YVs1*nbX@^tc8Wm
zKNI<jmW9;So^9N@%ITF-z?eY1*#xZ2QH+@$^;aa9%R!anvGOG-ZQxd-UU#wwagd}f
zz%;&YsqMPXLK@w?>7eEzUog~6tAG+VsDyXz;$entel&reu;~HSsT*eJRCZ_ekb6~~
z{|mt@B=0LVETR`r2D|iCJ8P$Gy5%vQUwTG@%`>i9w9Zc`SL#|)T%rY?=+p+sX_rmR
zKNT;te^fFZmGzcsDa!3=Av~T`|1$ZCP_ke;h<UJRcdX7%hy-Tlu(%IK&(4#Pm+<lG
zwUC5=cFy_6n+MVR9E8Ml&#G3qnZdNB<oJyOk;f3VF-ISLV97rV7@c6O$E3bNqvAC*
zvA}ePoeCGJ4xp6dw5Kgon0KPES@{ydI-t)OvbiGV4)Y9;C*#BQ!_=0W$D^$RWk(}e
zbpqWh;dVQ)3?)?c%xf7*lLDkFi~}#DJPk>@7lkT&!#vpBCE<!_h!W^Bz{khT)fo}x
ze6OtIXg%4V<%>KCGhC!KJWP+)tpqDt+a6oV1tS@ts=xCf+>x7CCDo;)B%ujWjJkrb
zXNZ{C^h;2F()I9(SHub<W5`ES+ch;R8-4v9S@C0FYKIAiBM{j%Dm_Oqo<%qjZ$+S(
zhu1|&3EES!tSifUmG)k<;EU)jk2Q-}hBK(VE^?RA7~;1Hc)5J~!f~Qio7-UJDVl8P
zt%XOL=fNZUoR{rgg?Kc`urlJ&Xh?4hsbctPRZvz5eH#yRF|y*{57%VZd0BdUz7Iy3
zE-*o5<1i}K=ztZy=l@p3<bIy$OEv0ya<I=ZL{7G79*}Vby5<v66a*B9N)R_F28Uu#
zdQ2WeE0!H<MNEHkpoigYAg9uiIp-tNmQ_FPr4bx3W&+0eTgbVeXx<CyhPbNe4ICzP
z>qUJ#LT&ckv|A4!BZ9ATtC)aGvnUq5+^rW|h39D;oO(ro4If7@NyYisM}floh_WH7
zEV#2urE0Yf(kVS;E4-70CJT0c5yTq<b(iS(Fh)IE@+XAeZjwUS$Y!RSEb|nHuy&EB
zNpEUK7O<s9m+X~Bt0g|iD#TN>-_-$k$d0;q(Lr^EBXUJDYh;Q5jTDC~QeHt)rGk^y
zB%-mdbe^ae^7{&?4?c)T9-v8B6P<=B+Oa(we;Daev}NpPN*R=5iLc>`kfPcuI($#t
zbcS9oSg57r(^ih)APt{xpWC851_Jkzqj~oI`wTl-4VhxlR>_7mZC!=Ah8YqRSd4IN
z!g`qIoEM5!?FJl#3EB4);1w0ama;B$m=)RuDm|p*o~uGCXkyn}H#cXOia2}5;K{^$
zs+oD9)xcV_NIQU2(nNx!R&0k8Xj%b0=FFXzz5x!O!>`Ndj^l&ZEwHBr`#o(mSyirC
zpV_}#{b2e5ZLkQ;xrVU&_~3;-tE%*ru;=?v>NuS!>Md?|><i4J!5B?@@7|wM&vHEx
zKCh-RWf`z@h+A;rT<2<FU~PtmIb|VO%4o;oCGdOCH8T)hB#C|cavc@(*c;41GJvT_
zvCT3})&My5evaQf$`dT*m4N12wl4(Lc|nlXl;Y~7Q=H7E?nq98TcT;N<c)Xuw$Qf2
z{u2El^SmzA4dBv^ou<}au$4*QoQU_rh6gAt83z{PK|y8E!`oy`&q_KZXfl{1w5;Sc
zy^NUs^qGQA)E<%`Mo;e%1a<c+hd<pJl3N+^QZrf?W8^+{e*S%je$XyoGII8u|J)aJ
zA(k9^i*Y_Gl-$(fM158wDr4!~j)Hx(YOmL?gur`6Sxr%I=4}LsUV(B_CwubN8zTd~
zJmS9k)3v}Cy7B@aK|LD}Z$4E89SsLbplYoT%Yp3(4&P-$rVnybU)^tuj5kyDIl&Ma
zqAH5<UL=|4Q0wBH9T7<RbZX6W7<?E%u2%WnQTn1A7S%}F9!Qm7u%y6V-#<KzD%?{<
zKjI6l3KV=-3{Aw->8H4wD{qlm%Nl~X)AJ^=d@rpko39sHK^EgGoF;!By@W5HG-d%~
zC0lF;cnDz+i{n<kh=0$!$TO%ZT<RpM(r#r}v-<d>$3u4#MY@VI4*=8}=QfXtT(cE7
zFD|o)#ko^q(&9diOEzva#59ih8C2X0;6*>fJgUagV3Zi|l2R-G^GOu(T9_Q_tXT;;
zLAJ^g%GN$DlRf7vk3743yIK#gncAqKKU73-4&#Om;ki=4_Vpj?wDhHwCIUx&RPZ_d
zSw^A7Nlz`_zf90)Gv7;N$QIEa?9{_YId#?{SP2bxMy<xr{IVt&9lzqxzTF~yrL$O^
z(dWv(CZJbIapGO59cU;89Ahz(oj2-fHyFiQW&CKlFBF#J@3_lZx6De-_RbR!M-aO3
zC6u3U7^^XFWpGf+rHpqvx34`jbC(X2M?8NXf0H6gOK+fr28^Sf;A6T|G~qAf1zU3J
zWA<pzJX=QQ-pTAbgFdcvfxAt{yg32wcJO`y6bF-9C0Vt;bgxc;5Ujxl>=qem(NM$(
zigOiv6PrD$pn5}1+#-5<ZKb@%hnRk_K*M)8&+H~fw)1}zFxbekj3UU~F#?QF3B49B
zf?%p+>d@YdfxirLe?l;}g075L8YHpu)c;J4JHKHV%aZX4_*@nzHr^P1$WZ`3?(vbR
zV1H_@au%fHX>zaT7nOx2rIQNIxNO1fiA=a%<|>@(58g~bT#jz?XiFjFK(9}P<~f%M
z>Y`g><7OF$VI^x2Py5sn=Y<_Iuy*f5t;7%_nDW{W29I@^Y^!J)xj%7s@7W3Hg@5(F
zL|ME*dTc{!Ef{{XbhOp!nJdy$i?*1SLTXR4-U#uj#>Oy9r50I%5j{=Yw_ESV1jYz)
z`dXxefpJDji-hl+ZRvBsghM3w*3zzIGCAolqmVNrb!{rp<-jfUAch)3r~t$2`P7g5
zJ`&CJy=RjNwrSoWDVwHzlkGv2JcdW*{W_!LBSZ0Kz~16GGw{-3C}`|u0$+U3k-@ct
zB`&1Bx22$yB3l)C?Wuq&cbthO7``I1FRLjjWG!l1Hh7C82*D`+3+o33-B4^8X36fw
zu5JVPeu5>HtfH~pW&EJSOo%7}i{=#SW9zn)_BAZn=>rB&VkrDe&d%0G1wlcKskadc
z?=SsZTCCW2=&&2(OvvKzF~fo-TUAsCrq&LpVn0y^NME0dmloJ_NR}Mn`*vPFWZX02
z#cm?P4`6y|!_&Zk#;49{L<2}18p`6Au!AF(_t_CZUjYR=TWl~7Y-y*u7FP)J#9P^6
ztNL|_;SAL?<Y<0*I;E^HGzlR}PKr5mtcUL8AR54`$k$s9y&6!yhzv;tf8}w2cJ_{D
zfwECTbZN<WD^H1@>in<^w0^0XGocTmS25oeoz*YqSVyM?UmCj%1y169o}XXmaM@6$
z$vLctv7(Y;FO3l8gIo1nI#cNaHm`~c6yZIFA#X^+W)UbZOIQ}_(-djnZ4l2{q{%<z
zI24lB$kDr*HAG-y&Zvc{yttnJs-@R@w@1zh_A6=<ZddG+)V``=>DWY>wfxvP&O(C+
zelia(5>^M%L_eX6r&L38GZy$EN~fKAgzgZ$oU%KTe0+@qedJ=+FDCBBia#}P;}cgW
z%1%)%z$PhoJfWL){fN>kA1_<Sq_2-*)b%t!93kHwSZ8*q4ef2ddd#_GSoS{Z@F*qN
z8N_+GL<G#voW{od;+F@@Kw>yQY>$z>)dJsKTe^kRbwFiLUsMf@Wqk7{K4+{>?3v*)
zA?LliGX3h)_?{h@9OLl-PP7VdE){-rrqoA$%+Uy0(V>QGPqI6icVT#mTAa*a9?o1T
zTF);Shbr-HgJ53{c<54|R8&aHZf=3hYtDGF)m@CYtcGzGGhckdQ9R!MvWpGr9Hvio
zkmZs5;HwQ^V6d(iZV6jqm1+Xn?ibv$$SB>94^0)>;B**lX%c)ZwRAt1`wJF9MdXkR
z1WaaN+j%2z9}1gC1$w0xy0}$Kcd5RH=&?dkVt~3<IqO>XMANavuZihFaW9<DB})p;
zi!;gF&FB|dXNd*VB$Gq}*Q)wu`cxV?oYXaRR?DHd)nQb-i>G3<J(6)s!bj5jco0|{
zCxHcDP(XfO61n9Y{T4HzG;*&Vq_>wcwo|AnY@6BRo%qx7s-GJOY0)(9JEHUkY^Qp~
zwy05IW^P%SyLq>f;mcIkl{e<dFeF8`K{ZSDHzrFx_f+w_ZpeXmH-eHdaDtmdKE|vO
zWT0<mpQ^+SK92Mp(fE9ro48Y}2`#hC!r+V~1hW!#HkLjyy_9?pw`Tlx&8Gg|EE$2z
z3uv&Jar)#Yve~mRrP6q%@wsjN2iA4GClRII7FnqXEHA??G@A7&9<QKQ7zH_6@IUQv
zS0^-<OkV#Q&^8yo6RiohyEbi+O7Xo%95d|WzUN!XoV8w2!(8z$<mL&C8B~?Q2z1o=
z1$E79@0RdYSU7!+Xm)$8>Jv&#gYFl_sj%RaXi6ZxS94NsL(t7j(O2NGUaMYIs4xJA
zO}w9U-wk&tA14ixacO<!<<`gqa^!JyKF+mc;BViD8_`E8jVYozDAWKajUg7F09eJP
zm*Z$GeCv&cx~Svao0tOAmiXt@$L5o<oS&VQPiHDJ>OCzWe+?7cnp62KVrz<R>hnzH
zK+$f-;`orL|5nbGR5s{=`xopK@QRn41IB20$_pjYYrU#xFQmm#`t;3J>E(9?^YrXO
zP&iqwjHCMkpArqqi56B8w$lPH+?zMwHVm?(I=f{LLw+DdCC+tHWE6EBv^*<+Ey<^W
zM^!}vK<gP+bk5ue$6^@&piXL%a^bl2z?ej7hY^jVwklzu(mHYzdGo$!O)?hzsxecW
zy5q-eidYASIMo1tKgI_eY;hzMYp`blbz=U}mFZUpVf6X>Catgbuu-2@<xLy=m@vOD
zBu0J^sF`cXov{7#*oI?66Jy&K$<I`BN&=OqH@$jMG;KYtN(u3zM@{@0?a<WrUYB34
z^CNk-IRt8#QkX?}%+KjdWD1gxp`Jpg)3Ym%b)U@<+na9??9?8QN@RL4%w{YId_<we
zV(H};Yv8pDOAwPtc=QHBe3-U%KCY3zD1Jtz-@*pPHeYAjEyyjy9KALBjnY8r-u5;}
zIi)ihu6W<8MUkl_HUqq%KyIx0Q@f5uKVFBgPZ5q+U4<NB`N!C1)dUr2ytL!-URtaM
zeT0z~x^Uk)Tg$ep*C%r#CRrlWemyo5y-8JqqxHy6^%*S1{A-Po*ztQz`TOd|yKtnu
zeJcdlv-Vxqh38$pw!zWGU$2^C1xu#cta+F(F=zB#cS8i?jkjaN1YNpW?M=1TQ|T_0
z9he@z?p;qHinTedIv{lK2aPbRJU8e68opNeqS1Vmcm4chGenn*uB+AO4CI+L?UOgn
z!@7xy`{+vt-d6`-TMUrCc;D$(;_6h#{&>@=^!28@33$`ZV{K;QXvXxTxye&S&Sr)g
zsric<bOR%UrHfhE9D2??(xHRAi$<8Q+%m|A-n0_wA;bBCq+%^S(*|ShJVvLaz_8Z^
zds6vl`invR4ktz(?h797GkbxWOQpCZIy$3yRPt!^YdA%Ar`=;1bK;L$p&a`DUp!&o
zwmx-V&5D^S(EWH3{mEKb6wff<JclsRD2f{)NfxgZi8Y*?gSmX#$_k+vt@mwSq%M5b
z@{@z-9<rb4u^Kp4tZTOj^aP6%`UWA@>^){{uo*puximBQa1{&Mv&KVZ#<?r2;N1?*
z6$hGl*DnlAPvsOp%+{iDV<nUc?`wfRND;=kXM)QY;1=iM*4moUP4f3*kmxQdL6~br
z4bKz8O9G}~q}4=-veFW1p0#Pzt8K(gSTNM4J<--a$dwB~LTr|KpdDkT#P^`(42T#$
z(<?aNV9{nvH2Y?hH2f*Q2tklX>zux>t!=bqh@i2%Kxk~$l7?+k<ZjZcIN1kg{vAA|
zA)|bQ>T1?%kJLzHSh64o*Q>8Y{Hc_Do7Cs{y&oBE`ASxVbQ8}BPb?dH88wrk8>FeH
zD6iL6*oKBot|q3!_}CRODf?}hx;7t0_vRk^MW_r~JaEr+dL?=d=WTsIJm03$4KifZ
z!v{0eOZkg8#LvdA+a5ROS%O@@n-b`~dHq%j-<sE~BBc;Jn2~P2TMQU(c+5jDUB@p$
zD{&u@<;dR%j%ThpQdAU21EKlr%lAc!h(>LXY(W#1G)@oGdz-9sbBHQi`^-NOSR4g&
zD&!80gYfGq7y*pC7L*2OWsY6ZI2cXXp*@KrShZE}VR4eg=(JL)Sw9Pucc|=o-Q1ab
zWZ}9-#QyS5M_x3-gr>-ir&>3~3-?#yGKc9Kks>m)m9sK4vof=?3X$ULp#zkG$ESO+
zrtm-xdmji4)GS{pB&4q>!pyU2kL^%>LVTC?0rvy@gM9d`L}72{2LvQ06z0uG0syNP
z6Pn+5e*F2?{&%~f0<MI=?R{$${55{<U&oW)jA!`|<ArX<v;OP&Z~b?-+c$soZgy|y
z?=PQjQ~OY=%bVdwsEiw>zKQj7tM>K3+5Iuw??Q$iExx!n|Hi&~{SJ-ad=#UbslAPp
z?Jwxh?!a#ilegP9?=Wt}WBJ}G`2XwmJHhdt_`72N+>H6tO0}=rcjEtvhk~M$qw!{}
z<c;^=dN_Y>)xOVvV&5wL-y-^5ZzHI05&f^2erJMzFn>msKqhs%%y;9S>0P;t|6-Vb
zId?0?N8zXrRB8a=MDi|FBlOd`zd?WI=y&fnZ)|^y=ijUPcLw?CE%RqYs$yFduLJ-9
zJoCHGvHr#U&AHo%45M{iCO82A1?{`gW$sVs{s#RyM}M!O)46YR^!Iq~&g$O@{P}Oh
z-=q0oHu%01zt7Zvx1sZ$VEfzLhX20S+-)=dRiZxMiGQf<Z-&UJ_-FpPvWtFVcPsm@
zf4}E6V&PVUf7k7Irs4<l@5=qojQwE#UAy0zvmeaw>U~>zxjoh2aytP476W%nhv?&N
zJU6v{cLt5f9V(|P0|0e_cOiFGi0_4PQ$Ba0RvmI4T~7dj^W9yDuizG9`xAn<?yCDL
z2LL>exC^yWL4LP%(<c4P(w|lLyAI2a-=P0h+rKmLPPfc|$r1ez=D+0V@ek(D9MP2v
zFOM4n0N%xSMR5Gfx4(&SyC#G~4-L^_0RSOXcOjdppCbGL(HigsfNvHOL*2Vj%g!zI
z4>`JwLa8ga0suB!??P^rP~YYLPdQSE{RZ9G`P)qYUwL)-!TgsTfqyXnB}a`vm_KvG
zC?f!)LjeGIh};!n;V<9*kehopK?)Ta04OE83mMe?6yXmDbp9DOnHd210=f%<J8z+X
z$Wi=4V3svM08n6d7XlsMLjNg88*I=wIl4jqLymy#x6FUZ5z7zezvM{u2lHo+bopFB
zf;IpEfBRh#p8e(9A96#Cm7cb+0090s>mA(BW6RBZweQ@`-7U8w`~itJKqzel001g8
zccHeiTj(EhbY0jhEO2u&!QXrr8hirt-O`;L-92;u{g}+s0rTUgoS)~8|LaUp`8)9s
z$IEYq?%tyFQ;KR|ub<f6<K<odeqUF0-roB6_ZqtO@a~;3zf3*<i}^$HyBFoZAo_Kf
z-!IXB9WQR}-MxtWg>r5F4gEd5TlDS~)h~4AFZ9M$nD3zr0fYd=Kmb7YGtAAn{{xTv
Bj!OUl

diff --git a/tests/data/oct_multi_slice_zarr3.nii.zarr.zip b/tests/data/oct_multi_slice_zarr3.nii.zarr.zip
index 2cfcbc7fe021a220db4c6bbb1b42b41d2b83e78c..88b6893cd6181ae69168923fb30b499f4148e5c5 100644
GIT binary patch
literal 281873
zcmagF1B@rY*CpE1_O$J3+t##g+qP}nwr$(C{cGEH@BF`gyZiEz{a#fH$vwHL)TxtH
zZq=2O1OY_>`cGl>+0*#1$^X*<{~PJ)<o;Vb!~c(+@xQTy|MPESZsKJAzcG;iwT8k2
zm@C6yKtSV=KtNFcFdq624zw1Iwl>qslQx0$2we}TV<+T9<{oFRk1E1uFgBJ@Rz@k@
z!@a9JNh=s!<x8Oi=!}iEcWRd$;)>v58r-g9n$K}La0Yc9m2ypBN}#-mX+Ci%bq5`&
z5?BewlW>||40aetQ4iz-0@K#}<KlmSW8o03LBL+dWuTjkXrQYtVzijZ@^rVZT|ZBJ
zLIIaAZ#~X49iTxe2hk5UK!7pwUgP{E+F;PbSS+KD0w*{#t)~lV%b24z&;8{RKNyB;
z<J@J&OcSj@veOko55BvJF|#KXVpirh$<Wc+0mqTO%>y!q=M8P_F74^@P3KpX{oAds
z?%$ahfj?`TPgz~tLDEr!5BDyptPJo!Lz}y7o^c8f3Vu>A0x1@`HNTHfYUcIB+tysY
zU#{h+X8KxLVWUw;Qm~w%CS|pTzW>awLp9CNQA!1K4M6`9RUWWn)j2kS3)r>~N!C`D
z_fsO74K1nFaE6n7cm2P!4f>A>20Fw44_6=YYl~F>xZ3%5SYZAO@xR%MR@k%|B!Kn4
zQ5EuuY0_!2*r=6~KMY7LP$+9tlBoRrfHha|DBo}cIxxh?kE)HV0PY<{?iYO;Pp#0X
z23&|5PJ1Rw#bMOJ3C4t!NvT;Af*9aW=U-(fL}@vqVQ?R_i+V4e>JfqHOP9W%(vw?C
zIPJNiB(6L+`xpSGNOS+(97s+1honT+DWre5l8fVt;C`bVodsPs(~@-e#Y$u^bnq0$
zggbJewk8D8{U#TB8R#U83+>>37uOFN6AK=P&<M_hvYBHKFU!5Pycq6%UF7p{7FWNx
zsR?Lf()Nm@hhWYYXS!!~eD}WO%s#j|hBao`x2vr8O42of7PPZKS5#HoSz3kRTy<H&
zWvFvZ^bWz+G>NsxDVcxx<XB@moO?|Yq;2h0kJA0W@A`i<@}FJ*?{xUTF#nwv|4He;
z{4o5tp8gN&|M>c!n&j9^2Ii*+0<!wo{-eqNtcl@YrI+?Fl}iL5+ZZGfT!9HEy%P}-
zNf(Jrn*kF|i`Yush|!4?jNk(=pqyzJtDfN!mGP7RDuP~s(&h}3tNHQl-TKYd$i&si
z^>OJqk;8+Ycax6*$pQ-84rz}V$ZzwxnAJvru<c7E=l#Nb;TwWXC*~T)mkQt7)1@g{
z#Vr56(dZl+VILCAUn5zdigvw~R?Ex!!96p;U-Get4sdw`8^rNNPZ|6fXOrbj%+Eu^
zOn=1IiI<jeIOsaxq^(!vj*ez^m!A83YHQ}#>$k8r4XN{)RVZIG{p<0<3)P9{+%&^(
zc%Q|h7~a_D7ilT{-R==OtMQ&9OLa5cU;J;_VeYo{XJM&}R@JKvSsh)gGLw5m%`>o<
zH}vnS)st*?JnJ*YlyA02kPEK{-b9=_gEbCBC3WKn2NB9C9YLMAr;zshN<5`<26IrF
zB~SQ!?=k-`^nQbKgclA`w@^1)wxcb#Z)~+m-cds%5uR8k@$t+>zpjhf><5rxKqXs+
zuvN3tg-N{A?K9y|rPfb6<GkFLaXY(*eS(Fxip!vCWr?n<b|^HoH}%Jv^Ri`%wn{JC
zO%yGK5k(!wa@VU0eOzb7H!;o0MY?m8MxJx}KAlUzz^XY*f10Vk0BiGgpP8lP#arJF
zak)*$6YJTO3-?RXn$Ls`N3!S(S1}qX{h^r@qfv{hM_94&{S4=F{Wf*BxcHnG#7O{N
z3fsOrNWE_j8{-F7fDF2IHE+65-L|}n<_D%cCwi_!u_;0(%v2=INY)QjK2AoIZP<Y7
zPGzU6H<A|?`R&;^TW|DkRK4D?;6&Pmd+~l{5KH@XXtW`fNak<s5?2j$>=28-p5w-H
zH0W~oMOpQv`1?}(km?d!lG17<-GuDLFP43(jUZX(8K+u@+PD5hh))rxSW`7?0OY4}
z5>lu6J-c|jYzk{YaKF|;%X;%<_K!u|W*ef8A@4?Vc^_)fJH|`Jt;!NaHI8%5@Mr-a
z`qx2KE10}S{nVD;y52mQBi*BJ$hS^>M(Ipy7N6M5lLuN_eZ`o70jNp4D~31fkf0jC
zH&4b<cCJc%A*EYWN}_P`2<1D^?k?hLa)@yC$mjXxr54BRtXn;c@At~2*NHMi6P?zf
zLRy=vC@9|*VPreP)_3!@0oL>^m8}v+Er||0aW4+vw#A)j%r=^S^_f(;F9${CSZUvP
zA1mxb5LRTYuE(_2;1_d~qG<nIaqSrGAlicBr0#0`Y0qlSSaEYH-)gUxo^uTrIl}rO
zMpJvV$#=`WHeFfFZYCRLn~7AR(%PM8q<l#Cjpz~@UBvMf7`EAWs*~wOdKT*XvFbNp
z@%w&t=mp-2PpKAC9#UQ79$YMCn;HdgkaN3JX8$$rYGN#sa<B?XhV|7ql8hCgmE0o0
zSQ(VfwHd0nfBH&%GijksF?}$&VZ@|jeyUW1_Q8ee8%GM`RC^;eN*DYXNAszyMEU@J
zb6NT(jJUB?U~%Wx(JHF4MUkLKZY!#nPmrMtbODsvI6CP4d8a}Swa03%_Gy8I_?!eS
z&;rGSpx@|`Fi>@1Uk5rH)~D`3d*l6lD>c*7qVr}fb!7)$IYd3w_(~ggFPZ$~zD48U
z@<9KXyQBhjTi4kKOPADj_LHX*mL?X$b>nC^TT{$B2}oj<F-M)=XP{KefQ?Ac?7l+G
zAVBhAvI|NkBKqNrNG2RUMK_S$V$$^S*?MG)`;i$pfHrPnGsuXrznI#vQ}j2?O_L?;
zh`b~#%kRFi#+nw}OEOTjV}OM8@Y_OE>rElb5`eJOU`K3Wo}#FXFUm7gb>wpm2DEOf
zL&LpL;`&D6#JOvKq(pH;0jKoBsHvJ-@Luk;PI+X{(@}GlR!B%;nc8VfY}T+hhe)B1
zB%47`R5G!4NK!X$bjzoQGUoGD=KbXWYXM@|@2N$$o?*a3aD^`COX)>Xd)X#gU(Ap_
zH_D^c`}Z%NEtRj4Zr-!nMS?%dr!Rp`dUCcFL>gJU*n)R5bhvA2RK~Df=TO>EKL|Rc
z>@tRoHd!vJ8w0H-MB+7j&dNUef$C2@>vj--hb{4EM>`onV^><o%oemY7BWY-@Tj@=
z?vL`mB25|HOV%skGGek%Rp0C#cIdLF&B{@Bx_!TMWp9pt*;*t*M56xv`#aS;d>Jey
zSQ>vqG;G?T)f>;e>_q>=3D{k@>fplWZ-XFN`d#WGGEvY)FE&Y?Z_^cOt;gVWRoqoB
zo*ZspdbuJ~q8-`sadf0Kq3kp`noGNl7@U(HIl+1Bq4``94+-sP|K<2yu(T$p;96MX
z!AYDaUNic{e%<{})3@5HE@FlJE9}7|%ken`1tl{J#OxXjdr2Pl%}pq>f20Y>9iA|l
zhw7f{ND5UIHD0)4^d+Ey;ykkR@=38k|BmbYc=iO=xz!k~$A{t#c<?iSk28(ktQCjz
zu&w7lwfE5E=2}#HRXs9-h9NJ!V}_2HZ)n6i)%-Si>!p-yD7@%3weSyo6JIklweMY3
z2^eqYJD4ssE+{C`NLk@hZZNhzjHPMVppxh@9xAd*4;^z8prRxBPch^D-YAoOHoZFO
z&X_6N=}oq`74M)a(ahMVzcUM8_j0b$4UNXfON!f;@-03EoOEm!9ypc&Q{#S;GyK%E
zM5PjZgskq2s(4iL9SUUX1E$jGOL3Xg&OG&*(O&zI^$kW!67-G~wwsZ|5Sr2IG1I-}
zj#Lc*Tv{tG4Df^Io}{)_cpJ}&sLO#G3VZq@kKwSOI~DKPSsf@j_2ZQO#B&eajqo)6
zR)zJNT=?){&Insw8^ldnC+7Om9c_#2{5MM5!CBB~#F@rjWvNrFRAPu`<4P!I@rp_?
zRlj)jjem?&tDzU#Y7vgsmA5Zb_A9tIZ6gFf<+>05JVAd&+Hac0scJQckrB=Pj~Yb!
z^7gQ?J6D?8BYFvDfWHvq<Mm6QCb|nQN53=S&Xi6<5H5%GD=%ICXiEd{dKv&?JWbYL
z6D6-YsXvkr!62SSsX6l}yLtU)AA65Xtwi0Ak_X0W5}a2om#X}CwqB#xECH398-u~6
z_cdb8h7l^QqaXTKK=6|{E4?fr<lGRJ5po-ewR2b+h8}UJ^DDc^Xx5%7$l^$R(}@LW
z{uv9jV3og;fca$#cxDQB%K}t|Wt_bZ<Cb}aYeYAh5}3eI>^w&1cBlfxh!xb-571W&
z0Ga^jmg5x{5P){w+x#Z5Z$Suhdf7m-ro^Fgy#OhyMt<kA?)nZ+kda;yq_)I)^&ei@
z#eRcxt79N1bqzpw_c9S?fe(eU9_VEYz)c-v--!+Mo5JYBh@tq2qDK;qY_2^BIL2+7
z(Yu!>bAzY2{}s~+wN^<5A>b0#?Oos(SDfvkL{9mqXL3@-0K&LG7t{8~a(6LYfwMpw
z@W}sWF%E4rf%?}wMi-cTV!-)>eG*_-F)ZLGp>bz~u%lU*_CmmZfs8=p23(9U!7fkR
z2-^C5SACkk0++@BO$@ClpoT-~t>7Q&dI&{~ZC~qwKEHIhqm${e0>pJz@FE6bfjdFr
zGY2MJPZXd0)C)vb@xk7$oi(LrOy6pKmNN~`y@I^H9=S)l#TUF5V4eE|(*CgU(>LAU
zQ7P#+_;P?y(anP+;exn|_S*^$jpyeL@>e<k(9?#55-FK%+7nbMY2u~T(1SmJaBUv&
z8^*#q)WUFK%VS1A_R{E<2iXM83<P@%;_EVC(GLP<VZsVFC@JqLQz`)SBEDZm<grv`
z&P`9>4J(~5CeP)sBOA>gcqBCJlzJ$F5EosoJ=46>j#9!^%yV0dlZip<c0m;i=+cc~
z;KnM0LA75%;VD#8?-9micj)$-YRt92q->w)<S#Cm3&kTAP(yu|1z#)Ow_??0sK;e?
zt<gH_cOZD#h`*-W(SpgN3^;f%vcNXaF7QG`km9O*85D~xin4CxLZ|0CkOZOyMJ$jH
z>>=J;yv8GYC>>we-(*$4f{f&oC^zXf886x>N}0l#-e<$_qYg<C%-w+|bwU8_e&4u(
zp^;gXqjwORh>o)PZsn+LRfS9v052fSm0(DySNItvH?Xoui6KM}7d2PUCgg;J_bX!J
z9iY#{Du0kNiDlBL()dSyGnn%<kc^|71JV_J0ay6lCE321MbIg8O^d>9#2s@?1T>yz
zED+2KK7Z@THrys<`ROM|n-TtCCYuqPI__U}2!QSRma$#wEA6V+)Hq2I1EO&iJgLfI
zeo&O(b$(k2TLREh=OHIam|<!72Zgc`vHA5FRMFDxUYL29dpsdxiULLC6I`3@BLKfG
zV66!^Oi_2cfar}uDw)D<+?Cy9cfUho?q*T7Z-7cYIW5C=K-@0LBkc+qnd=}-OA;;_
z(4VO&3rdShchz)#EOdT(iB{RK$VT>~noU)kozYHQ119*Sw-md%bLH1$R7ga(MsH5!
z==6STLG$J~Mreg7vb8uCj2BYswd{f_#~@qBY9Tpf1m}npV-||dIkn)<a(k$8Z5UKk
zRPxBE2ZlHg;;=iEQYG-ZD3k!U^Z6rE$k08UJ}$P-OF8vNpmWcx;kLj1dlEnpYgjm#
z(TLd8zrcvaOs!u9yRerjTK5VWn-mtHg7CXh<-_IgZFu~#R07rU<Mr`9s3;RW<<OwI
zw<TGVpG<5D(rZMwvIrm|5}s0!3{-$~%t#UTXyALnkF{0orW8Hb(2xjhdO=im{PQu#
zMZbsnspY#WkhUsE5Deoo5=YhHTGFcW|1ulS;x*y2d%z%^#OR^7-hrRDe{vQGgqPn9
zx=11+jo5Tx_IjeMy`yEOcGl)^q|FL^x+V`_vLb9fLWY`-73FJ1eOF*A=m~-5`&xK|
zGg#09VIgFYRz&xRs)ew+ac=yv{Eglnf1wf;e&yzOD@LY#SybH_M*2**K@-JhE(zEc
z4#ymhejH<m2^1}jq{p$41lDhIfS7s#dx@z6N1H-Kc$hc*)NufM_#uBu%33B+WYdcb
z<4KVKK5oeylEe^c=`EgUGeadPvYGu_Ab}OC(^tPmY^@1L^ZKQ(^?B$bes~+GKpNV@
zU+ZXh>u1lA!C4Apa5$sYTJ)lE6L9@O<-hagyHkFZe0QB))OBI!j~Au4M2?ko*0}M|
zW}=x91M><qk1mDX^sC=#&#7=wVIF!hf=%Rg-`-##_40xl-!{ibe-33fBFnt#WZ9T9
zddF=rXKKXo-78@8wV^nBEwLlD!m$?mV3D_h!NY@h@CP1MA;lM^xCnPMDBd51`k~81
z_T}6%djmyrs*yAG37koh!ZE&oA@ijZkTU7~c^*9-W6&Yx2`DdIQN9}3fUqbYOB)@e
zew##e*AHmIG7XB8mkl{Zp4NaM6+Bk(R?%8SwA}a1_1vh#C`i06Ah%%t6oU)TH8=(8
zsui*MIc98k+n-FinBrg|l}ip8Kxfe1kM3AcyLe#iJI{_R5bbpFhkazt>PSwX*Y!HK
z=Sv2Ytge7nO+G9hJFEqBOMm0iNjrJ+Mqr2z6Oiusdp^b8TA3@vPNj56x;{u6xrQtM
z$GL*iFd<_WTzdoB`@8GYOIG}X22s93{ybsG&a?9KL}f7g?<x9BX*O5W_5Bh?m`JLQ
z!=C0ia}7&=D0FV7Y0qtICIxN2t7Edq6F#g&>_gXB%lvK|8r3+Nlp$={t-&xM1D?fG
z3HP&tZK@#tsn*Io?X{EvV?kpRC99mmv90MxRhRpA^o-I>c|eKIbp3UGMp<*0lk`2<
zN_t4@vDo<JDG9pZ8w@{~qcQUHwB>OOnZrwo^(qu#g;pD2Dig>;`|wC<EMrcBRL$xC
zJLQdG@aTfMM3{QG_iewoY?zsgeu)Yo%*vvbLD;cn_7;&0Nr|O2D;eiML~37OhvNI|
z(ka)-dlrQixovQ8h%2?PFOimmqHl0Y@!UOm8VLp(ysPOVo_d9rm2bKx+mH%N8tS@S
zkVLQAYy#kLtH~;<5k?EQwsIk4IxKq#23m7gX3+4HgpaHkR&W@~97va+hHe-4yvJxg
zs<<PM8gqg(SR<df$0E>cZe`1&{s!=WrPoE!n0tLfIk7S`l09{rd!0SXmPh(oqz<JX
zLXRd3V6cN3zF8SUUwE;I$4h-%6=!2<!7L6<;ufH=-g9nRNvdhXKAc};$u0bg3s!y8
zG--AHcbs7|SPOp#a-_Ih40(z8@EwIuMGjV}p~7XXDqIOTwwGeC%rRmi@}|?CMcg{f
zY9j~W*E1U7ek|xcUOB3}f{Tt{<>cKQ(CZS(ELn;A+@-)vMRibdHq45~8J<pM+kpD#
zYt?n?zC5-MaaK5Z#V?6GD7%iD>2645h>?3e^o;)Au^qJWi=ph`FvpiY%dM^Ylmc!B
zi+&e#0Jr=hp*v=sCXfg}{im)~ze%nxdNv&O8)FD<!p=$vTBlq$5jqfgo8)#IDiDhj
z?faX=Ub`WY(;1P$dG*!4H?2a~M-~&MRs{>0B|y20zhOHLu1(L||MfHnK4zPC?plC^
z`1Hi=5x0GznrpL|NhNu`&8$G?*B8hsjA(&VIOue3Q9N5OC!dk$nmjf+_O@67Y8QE3
zWpA!yo`9Q>ED6Ql`QAe=`bipUQ*Pc4{_s)pks?_|G8!OF=c7@)kBORK<HkI1-+oUX
zpwsh2Sff>T*}bgI>BTKNJ8SAQYrtzk66UqYa%-N}^Q1;ls~B+eKCaoYCRXd}jMH72
z6tkc`+{0o^`OeT-R*0kJOdjJFNn`igVI*-ailho_X|G{uZ+2G<pq|fwr?Zco-Oy#j
zwCG9;9%mASF<M!rBfh&|sdy?+*Or8<Oo(srY{dAcyhs76ZB*HB28~fr_$(F6*oREa
zu}a(q!-;viLTxsK1gw~*@4;lmaW&;DMM*^M$y*@8c8O%2yMnLf+#=Knf|+W3F0%{p
zjqONEP>33j`cMv4j!0H+>fYmG;^C>}{y>+YVLiN^LnRAiKsrUZEN~W8Z(}3Eqknw9
zco+Skze~WtvGk5$g4gy9gx-Jjh9utd-1n>!d*v9HseD-HIORLd_E?^F__{WHVTZ&X
z7IC`DAu3;{IVNlRB0a&G5A(jmDX~Yy+2Alm<RCkIDJ2NlVj3=b@qJ07=c7Dm8&67n
zwisXR8M_<vSa_h;R)>t#em6-ytqJ;%_?_WbQ#p|P1o&DvU|=Nds81^hEmv#a0M)u@
z(=4EIvfNu;7;Nii+d#pD)Qf((qVU4%F%?*&+^ptS<qy$-h?R$qve2P834o+36`>9y
z^Ijj{y2X14d-M{>ChFLWyKio5XLYkv)u!IHu&(MpUb<1}iT6jYnYHI0DO{9b7%^~<
zQsd+EHnF<V1aFO&wIiV0AAGE~;lJ?o)>DC7F{;{pt-3d_TMxrM`&eAL=sxwd!F9sH
zh}xv?-gmzr?V%N!O3CVo;!2-ot!azQ+wxB9-;O+o3$@!+JN{sfAUr6}NAu6_s;&xa
zz=H<lCtIVpLm1R^N`Io~v~Vm$i;;6HXOWwvu23n+xRK#IAfP_f9~MNAPXwf*k0W3B
z4zSe(K^XWG6qjWpI)SY_()pOfo5Db%>X>+-i54!r1>?U_clP=9*To6tW;kZe)*6(V
zm^=O5+WM)O(z*v`vm{#v^f&!NCxg!og_;?;Igye=dgSA!`VBKpd215?k_>8^%)$<@
z`;DHkq1+Jx2paofp7>7pTx((#sbG?Q@%TK4KqvVQ-SYI2Rc{FMvdU1nhipv!+qU`Y
z@*Ml#XncC1xqdTuWRX)b0hI{9q^di(e4Hz)b>tEU^{T;>z_j~3_x!Hb)%!U&JGa0x
zIQJa#JX7vi0f(077^VvB{0!}Suomhm8r??ooUuqFG?Hyw`cm&$KHDO`*lMc3C0_r@
zD8p4(+$yY~_Jk(8H6zwZ@Y&uyD@-6`8_dXY?d8wyafgjx(ZKYPAX*^|(Yrj`RA<k?
zLujxxQne=4&nYXFx*e0l^nD$Zk4u~B#Q--r+wRbb`*L@AJ}_6#Tx@6SmqepmY5CSw
z+{-0OwA&)|=cfG7eqK*M(X}soy9ahTL62s)-_oske(ilu;#bZ$&ntzt*_CkWJI%_l
zS|)m!b~0^#AN~?aF727iMR+H?XlLhc2^Bn^6W>R?z^K6PHUo-AyzzA@<E-ytcDFo_
zy_wQVWW1ni{2@dRX~#n<&jHaxmZYi44-VplPn@~JrbiS}e2D5-1XHeBM}+ETCCJb8
zwd2osjkD=TVWYHeg05ux-WhoFtx|w_`cp2gA|sA?iEykm_+IntB;Cj>AN4H!XJWUT
z)Y4e==8IS@CS-hmt8NO{zLkedSt09mvXAFFdt$@r-%Ll+i$O(`#Q3UzcUac1qwm_Y
zN)MZ})DutMOv`dyXy$g)!qx3Q%u%vM&2^acFIUM=BoitN?V7j!Yga@um=14Wfs-lh
z^X6PH$05yKgE<3}Cdbu)#!wzw$%(n!{bU=nU>ud-ON9b?*#ibj(=Y`*RIT#pB3Y(^
zh<vIS=}0Njkwt+jFS!Z(T-E5h`T?<yq40>dHtxqAga#`;YIDqdFk0q9tU<kr(Ws-s
z-ubDqZZLAii&-89$TtJlS87670I{Zeh1O4P<a!L&&4|Ou7I)h=U^{RNQD$%S?SeB*
z`NG-m6*2U6Cx#c5&BWtOrx(-YRri{i@nzwVuV=g>yQ`zNpRZ*t$0(|apIzBeXYel+
z@949yY=MxU56-}2?qF{Nju0y9`1F3{Q;JPdpvFQu5d`$Kk#&y<Br9Nv<=Sfl!2-uC
zA=Umu<4|u3Rz!~=ep*iAC0Fdx_CSK1YjQ4=i@5sPdZ2mzCtd6sT~_AH%V<Glka+)F
z6)+^Im84uYO1wCRjJn9_L$M#pfO=}IO#)_Q$QT(sWlK-1QiiZK<MM7wigtdm_TwNS
zJtGr$r(yT?&I*u5)V5!N4Nnu6sqfZLH<yk1Odg}C@4g(@_~>K^F2KNrOMtT!W!n9s
zihY?43BKRIt>L5KIXq>}4E_1rQ4sV|GoHO+Zj=ix)7zjM_py6?ot&|MDEs(l9k4lT
zX{2xWSJ#Gj2w|0&$;}>-vx(JX1&Tf^7l7w${HO8#N)GJw^l{)P4ps09hw3(!k=gnj
zJPn7qrI_TjYt8iVC$@23*L^}-0h6KF+-C`E(uQH+Lr`2J@&&@g)(Ba|muZ-XaHzlO
zYRMHF9(fZ@_2gmb<RujB3;!GpbdC(<^}KUOA@u1o?>3c$hnUgvN;Sci#gq0iEsiy|
zK^?#joa0$~2&7s&WV{y=y}9GmqsaVrxlVht*;^O+&Yg?>PApKz`4D^KTW4%6SgxrR
z;pg6ZIi2Y#n1C}!M9>~GO^8LW#67ix(|@v;Zy|)cZDyM>+ZmYfrd<ap`ve^m_o-fR
z^b;#MVD*o%53Z;^;<E+~XESd??=5YcYBl&nxu+Y2A!0yV(S9+3=S`eMIztiLCIW49
z57Yqbud)yJ2(ZT!<CsdyXrlb&Mh4N+oiVtHi4Uwx`Eq5=`?Kg3;_rk=0IPhcbiV{M
zbw`~Yp-6xHpgM`N)>jJn%ju`g=^iD__hzmrpC!nLBVFmP4~fTX-ij$00~G+&GUO;E
z*S5tMzo5{ivC5pzu-BEvE}!;q0DqsZFeFV?D2L*KkuHBYv|wL@=%0^bu@U(Ha*F?2
zc>eX7{)03_7`jFTIr(HB897q$JObWc<ePs9jPNt{h2&}e<uXp})c#1x6Osk4C+6~N
zuMf;qMJStF-}wrkhmDBI%5~AhwVBC976nog`pf0R1S(m^s39x-?@ySj#KwNj-QOGN
zxlqdK*HA+NC<^|j-UaqTMuNayl57iEnLp7mFQ)Z5`b-pI*ykq@ZKTy|QM{DwLe-G*
z!-r5iW$7H2nK{Db=6=3=)%Z3brV=UP6+z2KTcX!-bZ1`=Z7S>R2}Sk+LG~h7@|)@E
zz~j_=y3yai$gFj1=R(FDdPMveWQPnNlU?jmeTXp11AqPW-saXRUIN}z$L>qXA{6@|
zN1>EX*Pz$co4^2DK?-?cbo^#N^{9;u7^L;Ss8IRyeA(^ZI}kthk+V`DYLrb(#8HSr
zV0%KI2cVh_&p!pO?s%6iITY>qyL2Hxz`PmRt@e$${bpt+{(t0-AVY6|Kbx)cH8%KO
zghX{m)`0J@<Mt=CHTH>visas(BA76~qBAuTb%@|2$xQ%kD?>0MKSC3#RYgj?`GLc!
zKlv1#xIAnPxsxantyNd|_DYL)Yk%gpJgrafISC9qVX8VlpMgTXTuO}E-YL}1dR##p
zuJ11yb~*z<g>J6|e_X(9uS%qWJ4{SpjoKjHMjn5plRTpcf^#g`iiU%3G_f(t!zhfH
zV@YAX6|7I&EpYT*IXl@LV|eR%b6@XN4J&Fm+`SAO9UGb5xk=nVXA^Bqu*>LB;CLQ|
zn3sRTza2>ow^qq=WnkQGb>?S`2sE%E5eO&2g6loDJ$?44CHU^fJgA!k&YB+fj!S9Y
zsl1gObyVARYPozM1|FMqr>0XI4F6U*zNG~&L{x`t?K^Ci4<>}1Bp)~Lp4FW%_0_1`
zc18!Ew!~E!XK3dVX#Vu?qA5o>#=04zFRxxqZc$idQmsk@z>BzFqEXAEx!?hx5}j`8
zUnfN)tBd5^aj_~nS=kiII<8kS2TKpUbYEP}x(H+1PP?)jfFipUW9}dALnO1Zu^p6t
zVdMU{QPU0)+oq?UkBaZ0@7+Xbc{R3?0a>uyj?Iqgow(YxFF*3}1+oK{CUVPn9Tf$i
zY?&H<XZ2_n|H#`siB}Ha!w_wGiGhCs0Ozs{m)JyhYTB(XolV1$6ar>aQ@4S}oK5gS
z|KdLQ<Gk1exGcodkWxSm2EG%H6}XHn?)M%ir<v^w2x`D{Z$A^_qn2`1gyXC0l+?$$
zku*p^U(Bm*sG9<q=vwFQVTTa4ElttE=+nB$Vs0*8epRS;DeMO9b+XE~c}ubVa`C%y
zkF6jcY|;}8r<=ez5yD{rkxQonF=nm|)YW0_$BunPu(`a;!lF&U;nY4zG8qko;|!~7
zV+MEdSlo3-A@-q=aH`mD2MK=W9T{s;uyB94zohPcCDhfnG?)R+IpU;gmY{*j%JOv(
zT}jKQI2t0SWWAkcbl>j-YQC4A?<A=i9E%vb>5d++Mt*k0CXUZ`_E%GvXwp4iHdnv3
z&*GL&?*0u-OHow|$?g+(0Kho>Z!>GvCo5y?)=%eG9`h?{gY<k{0{xhR_&CvKqE|18
zIh;1tmZ66h2W1Yk`Pb^h6^idqgu{C3=A>_O3gaAnis~gZhycBUp^G35^vta2#_{#6
z5S49L0S{A}{b?8PA2;C}=_vY;UB3dZx5_=F9i5hE0ZzUE@mS4ziqp=xZD~g5@6A4H
zcPyR?J(6MDirEKjZXaJP<dmh#VAk^ss!w|*!b{qvHts51gsNAhx4bDM45mX})D_1M
z2u5w@#b=MaxlR8c%9!Z;f?{-P_8B#kZQWsn7wh_J__1yNKZD~7Pu0-{3VHc;`E^UG
zakK9_{5w47tr{<%q#Y4Vqm`fE53C#)C1|6<(4fu_kvBuP>sUOdV?CSm&Vg5t0x_Qr
zrPQu=Z&j$brT&T#_=X2Flg11_K|bfM8*BGBCQ?QSbP|P_E<3$qE<_JE$lb_)-rzc~
zhTl9`wj@1tB!O$7bYPNK=5TGcv)NOFL{e=~88po|b|Hi`!PZxS%5E%!a!DA;UtW9X
zJ(+C$a?I?6qFqu}E>e7S9Obf}eQ*$PIrY{?cHGLYhGsa~yMV@Ah>d<!$Z_;L9H+=I
zxSjHj@mk4avX$INZiW5W%u|*5Hf+$au#uN_dfL2Q8~Wecij9D_%Mh9aUSe=-KZ$2C
zTg#)52peNgBud*LOID&Y*`Aov&hN=}%smD+1#@vC%de|EIQA!2(q7j5O_n6Tw8mxq
zYHg1)Aw>bJV3?CKA=z?QiEFh@BkNI1Q%Zj$^kAVzp89G@5})#Kt_z#F4%+ZI-Q7RR
zx2QiGq-ehu^KaGl*(erSdg!>Oz{fi}kmhlo7t-f*^3A#VL?OIyl6|wo5jWm@Dt|Fh
zfwIc{l!4O~u7XWp^MY`6DQ(j3PlnpL_EfG{OoF$Ev7Ww5t34B3vXksbS?axOt~UU0
zS46cm$D?f%ajBb=QL9=GAL}K)N3?;wlt_^Ky(Dfey4kPlHnihdPj~_nEiaR*ss^qZ
zr{!pFC}p6QaI@{=WB_BhI;^aS-2j^Fuaegm^B3>gJK;vrY}xLcX1x0QH}_v`^Ej7W
zsmOknngs~GDof7LrSzuKT=XQ<xiDxUZh*u6#-be31fP>5AGeM&Of~xCZ=ysu>)7e7
z4A)$mZZd7|Y}$A`5U#$1@kOuBDvo1CL><IV>FtMkI(ge3oYDANhqrsIIzc+wX%A8V
z3*T0w$r4&}tV}(BNkR@KDHO8Iqm-1V7xxYKQ4sIUHg&kBwQtW`5hm+8H5Fg?I#lqW
zwn;E#WJO;8j8o%R`A2&dSfVN+Q~Z+cU-$%+1cNC|b6ano2Miw#Lz*uKkUU>4NIA$~
zc1BjduIv?F&I?l>5FMSQj#JMdcz4fcA@HzgbeJ)t2&yr25-tSu#>lD7!3ei&LEbtz
ztbG1;Li$;Ze65fFUOL?*Fjnbyrz8c&RU~MP!fYJuN1n7lYZ5Pe#FK1Fj%pf`AUz?8
zEPuzuXK?xbQ3x>P>x|cT@aZ1I)`ThDau%I1mc&Tpd24&!k=fL)eLpl<g2XTIsu!S*
za|BOi=}^JVYh-W&-X;pS0>+QcL_qlSO3{*Z0_th|gUrqmWHwpSlzgni(Jy*+-QPQ3
zOVGLxd8QpnJiBd#Uc>74Hc?P&`MwToHLE`2Sw_7p=B{`Rw4(n@<u2YH{jras6mHEp
zA|YfSo_6hnYqve}6^>n-J2cT!94N@&K~x5@rml_vFPSx*G46ZI*wFMK2}#X>fs<Y@
z!a!@ZKbwD~jl}On6?_aAFUASdoTCpd^bcW<;q60nHm5%a!6l5})cKFpI97Z13q)%9
zWbV8BTDwAlPNyq6wEi*!8;%C%cH)BhaYmrwsvgt+rd@_~kl!Z5p;<WW!QCU~ukvu1
z`m4M(yc8e&$zk#SRxq3F{VC|o0K;kG%yN{JEGl)7^YM*^F84y0nV9__yHYs;q5?}3
zJx4bot34M~BJ&djPN%tuTh$EHH$QHPS_sA+1B{oLMhi=U-*y>^x6s4hIL3l`4XAw8
zG?eqXYXE7D$35m&QEp0XZ9_{pkg{6+utY95LuMlv%#wzH!Wy4Qv<C>x+%C<28n9U}
zBlf^@QlhfP6+7E)8A9i6yD`^WV!U|S3L!+YU0o0_cFuT*i0teb)R7--U}GFB!G{=v
zt!GSk5SfJ0d45O_5p%qjNZ@os3Kc5e-SJxu2n00|_&f0QK}6?p6v(_b*jVkp>aig|
zvedprANKNJ@;V4n`cp2V9$Gm;l9#qese3Hn%>l_Ss9Y5BCN9OX$OoR@UMS9J`XRS8
zM}+LvzbQ%d;aS<YB4-?gOub|J-G-|6n`pDurwNAy4Cbt77{ta(y{lZtd(lv^BFp{|
zM2%eX#IYZ`A^Q?B($2eEmlDm*Y~?XK>KV-ri8iTsQ~M>L!t=*erL3GH>URi}2r^c4
z-O7~1y)tkhY~80=gsH5qp%YzP#1J89-Vq7^l(nPqukgw+O-|#fZKr0Kg+3^n@CK*A
z{e%)_!1g(Fl#abdvAVTDEaZ<evr}0%x&ErdC>M%>1Bh6d{6?UVpz-)2EGx;(Ku8Zy
z59$$ynnkfj#LXX)C%fUl-Oq58(7WMP$xVdqKF{a@w_G3U2bNrVxXw1Ax&E6t|2|zr
z*(8c@htmc{=MieYSiw_2f#+Jp7i{|dr%ld6^`+OjjhLav+P|K^44y+Gy)OJT?H<qA
zT{O62c7O&s6lW1(sd9!f$I5}zqY%U^g7kof)ddyxV8o@PqvY$WMKVVx;n0BXX;zRv
zsYgpgx(3~S#0ZFdnS~C^ZVU0(8!X=md(C{H^iSFdRZ>QcXrTfP9D}?@p6WCCl6^>y
zB08pON{WEZ)0kz>$TbDWKq5-(caE=Gtc+_nl0#4S<IpwFs+Dh-t|^N^5WrzCbtBWc
zHLrI%6ly=!gJ3((M{KM6RSBXr(4q5!kKi5VyRIx1M*ngW>R=AN4+LH}cWs8$obdYe
zrqNZ)%h*tb`+)Yn2n>>v!s57VEw=lN=m}TeAj9`5ewFw$5Ltrpu~Ni5z-x_D*3f7$
zLtB->V><j?Q(Vz}j9OI;o;3xhk#8m$b>_SsiBPw)vklYp>Ik|p`ALxZl4vk+$EWuE
zWrPp4tBf@vU<1>wPPYauh_cJWxG2NaN<;2LvW2-g@EMLDW3o8nSb}GUiUs#+Jai#V
z5{wfa@`##@jGBYpFtkUf+rBXLhE}fMNm=BJG=_~^dBf(j=d8MCblWsns;8TEh1-KU
zUpIK7{LHcI)=N6M{_QF_Fx84r#Cl4pHTU&(9w(`KXL?i7t?6Q-bjac1MpXQ%Km;2e
zxnnTK(pQf~`8%PE8y)I+_D0=zku;?8$DKYUXG8Dx5yiUs*+COjBMJSwvEyf+hl|AU
zPKBW4c+iu#go5yH($#AXu-M^UQg7KcjHa<ae7^PFzk{e(0E7&W3k~prwh^a6qgM{o
zXsutB$XMFyw(lM;WHPXbEAj70s~@A?S{<fOd2aaXTK4|CZ41$~buDAwWN@1tS|nQS
zI&mQo>eTx?2@dLqSj)cFQ|-a<e3<+J6k%0Mr*`&>%SdnsRqka2{vemE;VbQRoA8m9
zEA^C2aCFE0lZW3`;#EJq2!GyX=lFq>U~Tr$Sv%_4a(H>772kO$jBa_WW?4R!6-Occ
zT928yyF4jf=2-H39RKOi10~YS6Hw)>l`C9~f$h0}39m?_mi#y)zqY%pujUaJU14z+
z3i93{3VoWDxB5%iBfQrV2LD5yMdS{t;&Ni=bZdlfz8aM~xye&a>w;#0FIN+ZtW@u#
zPQ3Ug*cMgwE(r8DL@nSb%I=v8^=5@lGJD1Og7^4DA9pr9lSCeO#VaBdxjm3i*jSpG
z+laX7B~4eG;VZHHfQ5(ERY^Eu(np<wb;olrm9*is<S_ocPQv-G9z!d#ZnU?TNWDp`
zf5N+*aWi)I15zY-?~N;j0u71&JpU!hMWush3LO(o7ClMqmAKlj;bX(gTIUC@I4GO2
zEtJT>0)P_i-*2cNWhhC1_|GuNLcFrT?_OUePGqwRPn=P_qnFtB+4HW4eqGrR*>*$O
z0{^uo9&S$=Z~8law!|G>I4!pvw(})BZU{P$8H6s9FIfr^4?-UD54+fuRhqRh6WC21
zWkJcaTZdFv-xCSJW!POMEVmJwI<XOd{KhSwB2`Vbm$H5y<cqDn>h3<LNJ7(_q?8oH
zuE}P@u-FZXsq<cMLS#wKpYEC(H_>tmM0!iGlFti5XafO27T4C*B{I7+G#!4vT`0mH
zp>%|8%tBD&ur-Kt1Z>PLCn~?%y4`Y4mivyxY=%+eINIeA=Vg~#ZH@s;<9_4ja`!+=
zPG;r<PGPOdbqD0CLCI9yu|6*aRJ-6zyWV1Jnml~db*^Alh+L=oe8lXCF};Gf83~%6
zmjg30Nhbq%t(qOVfZT^`fajl>9f!o*UP1BQVa=pCb4j@plDmQQ&juO`Njhk|+lqB%
zm#;b^^PN1)*nQg0$S`Z^V~x>eq?b?c{v*01YPJdx8~`PMYlFvSE37K+#Hf|JC3~Lz
z#l^?{WVovwp|E*7hoFo<XN6!TseF6;$S4!=4qgA+HB+TSq&$PurD+1Zn71b!$T}C3
zSJz8~+on@d+s+!dty^;SUu`oym1)ppY}jZCbAqIh-Jm3C_NRy<D2dYG1C*AG-?R|j
zX*Qh-!(g^L=ac+Ifz%V=D2PlW!ZVg7KQbf9x{;cFa0Rjwv_Il#u7TH2+L!XUoAU%-
z@2{}%<~&Lvh3cuzG~ZHaWTL>Pg7DAUAz`0Hf%AWJ4Qb>UFQ^hUJyCZ40_&V88BEYo
zp8MeGxChNOJ#wlFjAc&`aTiZ5tq_jDFy5gZd)WMuM*C4Hq8rC`sbJ$s;ut<^)c22L
z#1YXgfa$qR4B!|#ShcG<qkv$4pwYS@@1h>e8kj*$3i2;5`p|=ykpZ4^o(OTpPC1l%
z))S7w{~P>i<z}aH!ka^gi_zbRr><Q3sqW`)D|mq@`Z4j6YVURfir}30Y4wP1{TK7w
zTEi%~?P@;<NX)ddqLSAl3VM7A_r2KLie&O%AbJ%#Evj#jH$h(l+P-g>$V%3t0G&Vr
zBJyd|*ScS1y1&RrQ~Q<gf2BVB&ol$JOq7@>LLi`6qW^cA0sX%;19w+BMeWC{X!Q27
zvFVf0h`b#&`M<*a@<CfdLUM@pAkacW@+iN+;uA#p`4Q!n5D*Q(V2(h}Xb_b$l+I|x
zpt?&|b9-Nor@NROXD-tpM%OJ@E}K_#8i5`#K!7ZOfXaYkS3vw$0Ap7-`d_ZL<LeZr
z-#5cS5OZg)e<4`xxS)pLf-uxs5oM4x(ZzAw_aO#nsw0~52w6&5pj&7enZH~YE1Mo*
zL~&HulSbZ$lZHgR;kj_Kj#itgsbqPu5`*5N=FgW|p{P5qM>T++eHMB}H4m*A1+2QZ
zHd+ceXz%9ZW87+CdRWWf*tm9LzagEcV_+6CBQ-in4jLL7H0ikLTdNKSdc&tzHGZsc
z!hJhS%KK(ER*wp_J#8e_EhCxb*zGNtNsIw{JKwb1SqP5ZOwMiifT}mA;ceT}@uG@n
z=<1?wI1$kdGW|f_#g9RrXnz^L#=sdeahyb~x0$ol>*Kv(l_cvEoh7B6ib;!F-geG-
z#rZ#KHRnx&-E~hV>rpF7iHj87w9~zlGd?Z}uRlpS_^CMZ>d~%lHtwQF$$KT0FQrcc
zg#{9ZI+Z~aL~YUy$4nzU(4`ckEQ+&RA}uiErVBhn!*1I(2ZbFz5GP0QqN`jt7+LBa
zYv#pG!nSWu%+R^_3JI>0%rxtQ>x#Nriz*IPmQ9AEdX9$n>h0!Ng|Zu!mu{)FHZrwr
z2_YXoQ?qJM$ImY-uTh8dJ;+@GCxbH!55;c1MVS8I$9C~KZ4Uu=cX?~Al>lDvu7=1(
z<x_RVI1Z=9yoK^!(oX?n3=`{{ktVFxptkGSc&^k)CZ0u<c2hE@ocUEf*RV~sGwbz^
zV#>r9?t=Ys(*l)4>e~-fqxECVD!qe%+n{%i=2|vcV7^@Dp$hA3&h)!Ci<68fRu_?^
ze|INep0?SN9ZLJ*-D9i+Xe8FIdL-r;D%Sh;E<B<#^o<KB6iv?tCQ_V;5ly#~pahtw
z=+7z0PLZpP%Q1~7#|lhiu6fHzsRK~7G{c)*rtW84lkV-Jp0~$xDl(8~U-mo29i5d0
z2H!Sk09&IizVfUK67oBUkSv4&EB9$km6sBt>b1I~&P_~tmtDo5+c3ThjaknJ2#(Ac
zA6La$2%oG%T(b+!y|#0}D|=w|h^7mNwVhpcL-jV}=d947kZ*p-yS*dDYOfmCLAmjf
z`U}`rT?1+68}((pm}E3#t^F!&YLiZn4fNB}Xv|^b-)-yK1)q$;9<<IxvoESE&75mB
zqu$K+g0xjTkMRdLvQ!w+W|I#a9!d<4-U?sFang73!`E*8@WEL%^ZGX03P!!(5ftC0
zTU?fUP?rlA>|f=vx%#ifb+Ld;h{<R4N}BMgNs8eIJ`^5VKGW*I_nlLm<`1`9_e(0C
zPr;>%v%!Qe9FmMG?4iX)TY&D(7gy_!&}D^fItVlz0mjs7TGAdh`a&LG+2sWRYj0Jf
zwF8md085CRO%1#{cT+cJx+3pxRo}|e$(_!8o|@>0=+T*`ma1mjM7C0x-e=BaR50uP
zwwGmNx&;(!^@5`{y!7Pz0`cC8hvfn1lDA)ET7cs_P8e@bMsJ02e0(%&?cmMPc2_ck
zlM{5bnRUT~<WSwMNt;t2T^{`#ONoz_Fc{a3S5P0l7FRn6maY8)?GfjwDH_)Z6%t(M
zhs$&J)d@O8)%13$eFJdYY5*6zli5Rd<Lpd`4WQ#})3I5X#ezsG_B>zLC8KvgC8jHj
zmA%pCp*5o9@*pL+(l@8A@#W3WIzstvvNG@#9-!Hq9;jmzsUB<HNkv5z>k<kkW;=W&
z%@#MCIW_cNXv&%@J^y*LWGneiuiey=t+^Jt&>a2cchNf{xf2z7`^o#cCike%#i01)
zryW3=(lF$HXfNG7Sw9j903PYGgsI6sKm1vzlKp9=^Dh1<&F)m;?I%vP`4wCD=)jn8
zwp<TGpSZk6WtbtYvL~womTu-PdtruC;YPTv{+e0jbLjIlT5f&Soo%cWZ?I}T3je*~
zZgq0G`CJauE4f@fVO#rE`1S8qSNm%G#i{ZKkM7=H^8x-W*)7p@rF?LYDfS2MH!qHU
z%Ozb|Wf#%r?7+jKFlLRKl@P|+=GkraE#G(L3ZTch@3~*SMI)pFoH?Ba)@hN;Q;=)f
zi`yE#k$C5Qy5eB=dV^l{Oy#5J<}4G@Oa+v=t`;7_;df1E^S`iH_0z%X3G*bfLN6z6
zV-&hKOpQXJFsw$)W@YF1Nivg-+rB`D`hJCMmUK<;Qisw&3f|(44tH0*!7>G!F5AoO
zW))(1%!!=Dc7!Mltu;@HidNrt#k1Kpplu!1G_}2cW&VMSK6Ga}l<bmy2Q<i=W8R6~
z)a8OLW*GiycyH6S;`+lhROD}A_xDx^vL@>o6GdsjIVEWuE_DXlVWUUE;75f%jp<}&
zuyjJ`C5!H}9x@a@9jjGS0shRplJyvF*P|oh?t$8F7{l7Cr})9Z$j<MT7v^oI_Pt5`
z=Ie*{C*#KN!Om8}!Doxtn~M{rBbB#cbUL~%bEelXq`^N=n-xdB6fh|w7+t;{v=j5b
zn7^nLC=vbnGY9qZ`n<Vm$15=rQFRfKf3R66aw4G-0IzWfTJOdMw$?|Hqul(%LnT@#
z$J-8>3F53d?-0<Er=fL*S{&)?&<wY#vZGKUeMS<;1Q1;#qQ7Q;n{^5FSER<#TKh(|
zoa~t&e{uG4GSUi!azp9U-t%w#7F#KSWWDWFG&N~(9GsNwcd1RJW(=r*r-?E%3Mlfo
zHT~_FsaAZ_)rcaMfV%8?NL4jc>RTO{YXaFn@c~&=fXhpf|0O<!hU`G8*U8KoQ9Ts7
zp+r%23=GEX$n~rCm}i23C3d*5Z<{nsOUwjLOigElCeDE`qB^W0|FW)cbhw8ShBd7V
zT-0;qXO6pfl$@4zI_*n$ezu}j!Q+^CjF%1!{ro;}%n1TYa>j(Ngi(-$J)zJDT5H!6
z2`U*G@;Ff-r0!_M7Q+l9fa697R8+A(8GzVaxK|IorA=X7>*t0O876a({-KLCtUSEh
zru(*Z&z@FtVqtZmSfl7+UoLL<CMwutSA5LC&{n58LJIosfO^>tt>UY}j?ct4try$E
zPxx2NSY<&PO56~VcN;503J4goF1d~)OhO;5V1XMv0q3q<RRV0NN0582G<CqLrGEIr
zTC67AokdCAcXIAa9HHN5clb&^{L|0A^bpjcqm1~$$r^l5yB6u;wS&J$>CZPiNb@8j
z6VBW3+dC8$F)FoZwl|a|EFZN<Go3bKh?VI%E`qM)U>&V~45!-*H^YIsWWvI?ssO*3
zYdWY6L0Ey%wPT$;d=l%MQ?vTCI~ymUerMgxkcTIu+Xrhlq@=i0P6ctg{d#0aZInj~
z#4x-cKOiYt2f?l|b(RsxyD&dt{OP+kzUsOgdg4ugt+saz9XZ7lUUoC1R|7zWUlDm@
zp*fA^vN!DY4J|7!{Nl$i{mY1g>}(_#fVMgr*;=(Ui><1IJ_|g~2KR4S*k&ItVdEYi
zVX(`C^W*i_s7_WwwMoWhXwbfddc?OnegABn6YrI`iI~G}`(7WOBi8jH73CFphgvQC
zAZms%>|C=}p8i&ho?eZJ@d#AvXuxywIXjg4acMu3!~47vhc;UcHfBA41RqMWSboM=
zzl;9{V}Ukukgba#kWAfQ8K$DV!Ek#~UEWA<Wkuapg_C1mZeF7>rOWD{rz$bsnfd!7
zw~QDX{uUI%wa>MvH+6=n==i_d_q3-fR2Xe+VfC!a;e_IU<g`A4sxrdMx?M5-%~IP9
zQp!?B=Ul0arY^U19}bP9J+G482dfB2@MB-_*$5g0OUXC){0Jd;#cNsK4ydrVNr(di
z-o&g#+tSn{kdWT>qRlardOK*1QLOE9L(M4Yt2L*bkOCg5)dr+0`wdSz@&o(9Gl(_>
z-8R=1IP9DuamH!w>|XDNr^bq%9OW`xh`>xkd$C(9d!7|MkPQe*5H4#JNg(qL&=dwB
zYfW(wmA_33TIN+XA!(wN3^v%(7qJ2{XChInRKkGA(%svkXA1LP#-=c9FoC-yVUE|x
z&TPtRquwSzP-CeqfVIdkH#*?=NN7dx4|IlBTD3|Y__<|bWCCv#iE&65X!~AgB^c&c
z%cdwNez!5zC$&lc^>j|i5Ko=s{f^wPQaoh;V77tY-;{#`<Z`bZhv&LKd(4KU&L;RO
zuR4adt%q0!0EO0$thOWC*$H}IZJICyF27|!Z)F4NhV%PneIguDCov9Wkvap-uzzNG
zJxvVIY&WTo-4Yq}#TzyhS52uhAi<ujm~jG^fhVd|mj}$Sj|{%Hz3cuDzRn>$7bfbm
zv5gx$H`W{5xUp^9wr$(CZQHhOJL#_ne-FB!rw28wS=DHtwb$tlp~o?q?S{exTK%O>
zfn}S$0dS@kP?@amA4VegiA4m?r6X+e#>C<|JBMY>5sk)uSxTIDj>=sU-7yjp#T;B)
z;t+WKgxUR3VA=$^qv>gb5gew6p=;7vGc0<2FxKk+2CF|_y{xzp;@Q&@1Ca&pp%UsD
z+Yfw3dSo>=f%26Z?}|LSE!dcMN9sg!@uvQ}l7Bx<4<?6*$hwlCH*)$X-$h8zLsb4r
zKPja^1G0Hp+urpQ0&_=VuM-~9$aHxFOv}Ef{q!-^b8t?__sM1#o5MTE-y*nQ+V%Xt
z&UM=ZG!M*+b9OV<BJ=u1$O2Y6I&=nPW5@;G@>WMS`m)}OI9iES&27ci(`D!;qzldN
zBJBR~G((r&n~A?4_EAXQQo;=)aIKVwb%T{YLTSQj*XQ}^>FdK)gjd_QyX;J60;vz&
z!_V57x0nOrKArlNF!oz`zJI53a~07BY953|Hfxb?s%Y4({YIyW{p#ahh`O{c<+J6g
zBK^5a5H<zJ+4?ru+Sa^Hw3OF^SHZ-EXiCnCQRnL7{7<p{@QJnK?Vx;5wKsh$4885n
znXL0TW;Vu~>M34=%ZK!8<f*-=`%mw)jWS*X3mfArAJ>n4{Il0#b5MFIh6qOuehR`Y
z>Jw{14j?lnF-EKods$T^NbGB@2kqjAiRRmMdm%HfQ~BmgO}2RVP`8Gw|7Q8@Zzp@>
zA=q^U^?3AIdENM$o3=XP`zoMtT+Fcdf%&Ceo9{?~L%kw>S>Cd}@TPC?1c+sAgY;<w
z!{C0o$n?1LW_s7AQ-kN&f!XC?q8-T9Vxpx*DO$13vtyn-wQI+}v(&)8g8^)1Hz~rg
zset1)4EnE8E#Dq<ru+LI{D$C6+c?>n_hj|{w!FL|tZf&^%V?9!>d51kG|;-x{T!e5
z)mu90u#iJIr0rb&&Ot!B>Q6vf8d|j1-b_C&c{F|MD6ZQNrR3n=PCBBk%%<L|w=<1z
zHJL|jCHFn)xpT-hv}WX5ZV|}*;(OdBsBBBQaOz}NEO!$g+9013lT$#}v}xd$?BCc@
zHhSHT5^}ST<NOcf&{;sOsF!b(m9<Hq*zeZ8!4zFIUVX64a(+l=0gU2_BtbJ2o<r~J
zq3z33?=N%mh6OKawcoCuuBC0}fi}liVj@V>ZPoEk9_Cf-d^%Rnn*u;>>BBpAP=7L!
zcyP&4+1XTBTd;Thp&KN0VJp7rd}|V+_U6liRUusb(^mUyp~yD|t49&Kq4)iyRsVpD
z51o8KU}@paYwx}j!&~<0M#KKPMc@&BA>U>@Aup<WfjPX@NaKJbdxHpnhqD@6fcfq2
zBPwSzJ~HS9{&l=O8+wu~0~Z5xVfkr!k`3dJj5nw9hS%dvJ$dR2&%H;_{IAp(R=JRE
zpro%YZ2KbTB(16JY+(*}{;uil#bL4Whq8KQ=I{5+OTr(S?Q%=X>!xWc{BHNteH>KU
zeQ9<7IgvHT(MBP{n{5?}VFJ4QjY3og6Nji&P4;)k0<(^PwI;tDJ{x=Xv5(-MQr;_&
zJ1P-5yK@4Cg9+nbvTQ80(jd<uR<`Be>xqAsQ3~2xtY<%{tFJ|83WCkn6NxnMQRs|~
z=c|k+UZm)T)DkzI%;y=Ntf5(rEQ2hkyiPGq)^$J65|R-T>Zj!bZCSeP&tAZT`ubwo
zsgC<p(JXaB%Gwm6wpO6oi7nDBN?D-G;RY<L564^#<K7i4{>v+;->qRQPC5yyzrOCy
z^1@a2`MIiCv8hZA(c&WDA7te9B7D^YPaF>j^wS6^;0Y3GDAMm+P&jE)QG8_vTr()(
zPmM|P&|`Zn(Y{&&CKNJ_*d^6}jBbaL)W;SyWk~PNzrE!MNL7^?%t2gCaGG9|fkrCC
zp_IqM^mpOX_g7dDYROLJ)hEf(v*M>g>_)_EEPkZhAl`U*fO4bv4xmk8khGLTqGB$K
zk*LJ>7xIwbj?NW;gYTRiae`4_B?L&J&Uv|AR>X{mkHI1``!~BYgRCa@0~ez{)X*$b
zW6QikZ+*)Jmt-~1@?7Ni9p~zR6levM$O6$x$J<a=TMRAukYY`19I=5j<L6wU-)vEb
zXH*5aW=lhLDg$tGV2DyBf?O@*km!JEH88`R*_`xl+Tb2d{%~xwz~f~LFlBEgw`JpE
z;xK@Ox<q1Dc*oVn3o25aUq&EJ_tkTA$is+31Vzz9#$(bs6e`(jK)!`7IW(6u8So;n
zt|KT<_C5KQO+ngCB!#W1vTuMR@4OZ7&&O-CK#dCybO;%Dv!3!Jx*5d`3YD5+RiCva
zDfj;y8EtzAH?>g&($tQ41#{!oaL$luSVdkizEk?pglVCNEdM)cCu?RDN2y<nTDK}4
z;P|p=P{+j<8_}%Sm%AVrD4i(hngHTPMm!TKp<Emk0*Y0O?5&FBo$5DpF5J>}E(T<3
zR3IqY<V0=!c}K|dmv=XO;vz!$wV?>^$S>fzg#ZDqp_X8BjS6&etnJZuJ}iKlLphm2
z4PMzTDJ$AJe_;bAPVSLoj17bD;gbzzkqypO3`T^IywnuTp!a?hRKbLd0Q6O0S*y(%
zdj_3d-hBGl7uv9kzt#rHzfI-Lr%-7m&qE&A5-SsjB7_8gJPg7BtEB$GSHHnOMx11?
z&+%JXh^2O5Hb*f|f}8;rye@qaRG3F9M7@mmGz`qjDCFj?(U@|gzHHQxdW;EO>usl-
z<7`T1A}aJ(jOu!d*+5!gDF8gG6owF~1W6+*sf{X9q2&^_DgU?z(_@?@<nBLYIe%|J
z;V&7}X0=7;WYT(MJ2pE%)L)%%&A`xKp|lL*g3spNIP6hFl!8|EgJw?fCpF4NQ{kDd
z=lF<DzcG#cfL6O}&n8AA2n!iFv1)S%xRlU)4JqSifg3G$lMYy5V)<%X1=ebCohe&>
ze<@!1-$bwio*fI~<z3fziSPQSn~h5mhZAq)L7OHNot9l&kOz?^D`(DV>O4?rlBics
z;t}RUhf{7h+Gt2RtN<YsJ&UMUA7;MxD{cu(j^K?+aslM8t#+Ih48x5{<Yol!#8~_6
zP&icu4iyP-lapVftb9biAZ5r)8XqmYe|tjVBSu;NP|RPSN15bzJ6R?;+o3{x0Mcem
z)*HXv4+W^zVK|#fOr>{}=FZ8%D8`SdWTy%=48VWGpEzhK%5YLV|872#mBzVzM^LD^
z#Lx%>vebzRWR}rgGC$X+3Xs-|>mPAeywvT=CoMGKkZ5W6e?f>2EYFx5dqlH=*~LS<
zx3WYyBnd%ESzAitujDvp9a)JCAS3TXJF8>bl3pcXZM|Zm9#f}}{dq+!LSq+vZ(k-4
zQqUN{U6b*h!-&ayBD;UU%E(DYuuL3ttyoYvw>nbbcD)cFU41F({?$(<?)5<TsX-66
zNKWh!8(dAaCL<R+!^o%vpf!4(!B)L<1qxa=kT977I9O^I!Ie^8U5)JIMtUez>o~+I
z`n+WOgJH3Xb>;k+LMpu77~tpAQd@h|Iu&f~YFanXB$^9F5N~;<^v^q&d0FyBx!&$S
z^VjI(DxZh=wir9~fgS9oFBBGi#^R=q7!`hnL`_IZE0Z1ifahn0?3ncGIFgH6MER@y
z|H98*+l0{+)+R4VlrBp9(T7Dq21I5V!iMH_ES+;<>iFbTT@te%1srflJ=W4jN!p>U
z`TpD_^c=)&D$hUzQgvOqMZAaLBo775+<Bh<e!JTXRgx=I?ggz9RbDF^wPo(cm->Ip
zwFT9GrzTa8;*6`*{ow=)kfN;DCAI?h9b~jAzA2|3L>Q#4txAY;olK8JmKLgWoU6W=
zgtC{vY?Xy}+4<~~QCR7v8L~o<wa5;&5BFTK$zS7O2W%sPH|(7;Lk!pxG7Xku+2m^Z
zNUVF&gFh~EKgo#-J4gb;kH0IOFn)b~p-ZFv8)Z}^;g`f%7!ggUw%3$jtoniX2=#!!
zE-ZFk95gFmQv-kZV;!Xs^KUFH6Z)O*M;9yEygD~Z2<mt~Hv<EzsY&dyziSSb?Ut1T
zuKjwhOB{?Eaa3OICYaF@Djm=VVGdo$F@ILSpHgRQrVX3DL8H3)m9kT{ru6`*fCbNo
z0;bb*zDt${1ZpUlw9iLn61>5ebsshpa|O-5no5m-VH=IAG0M4EVxTM0_T8Y50GezT
z?EtPxYu4|2;n^J1;?rd}8udD8EIE~bQ^dgg7P}+&D_e#no~Z=bu9K&=-a#Bo1st+U
z+pVL8tf1Q$y;h3_#RLJU(>b{|9u4QFE6$m*r3KjSFQE$bVzp}Oj8-*2FH5Wrf9X33
zTLm>)Os|N1mB)UTs;rRU)e}08fBd5XsC&QlsFb=VbW79xQN+T&sKHDh<Use%`6fG$
z2Hz1U0_0-)>Z{CE)p86R5=OTloTvj~|DG>*fx*VUH&-=~*4x0M?Xd$D`Nma&O#_Rv
z+<8aFUh%j^n{k$l_A;pT8wX)jAQi@i6@^49_TY3w(zE^7c*gpZ1@we{UEVRHrq!rJ
zSTt&=(_ByTv#G~23<dh~kh->jEkh`daB~fYeo+642FsEcYHH{w$2fsg%8%#BW@}}v
zhpcTU2|^w@sbq$`ets=v8al)@-PT^O5#0({D5FJHxN&3Fuv#K?^)FK8NajxrE6GT_
zyMpgS<;H}+Jly;U5EUU%17=MKznqmWsR=3)7ws8`@|4E%VDiP5%do{@YT6|rLb-Ak
z#GAb6wT>^v0125eF&H@Wh)MNAZ^U*aITK3j02qAyN&cn+(jqD55gU|-2)PB<(>w@I
z;XDUi2(sZlT5S%rnmjkt3BV<a#2P^HY)5v6xNIqhlWF%VCql*_mK<~3k*h3AfE+7)
zjD+qkNgw;|$@gt&iWDo<godD--t<}CzEIFi{*;<ZU}$+iS|-0h9su=JgT|m`vfsze
z{BsOfWOX2u57-?=2F+~u=3n6!_DYS?aFv8^bnE1E%Tt??sF4SW$Bz%2u%xU6Z>Ua6
z6xEeuVv_r$gdX#Vsc;rB78zUS2;(7=8y1}u$N^ciyrESoPKoOV%0l@fbE8@X`XT$5
zYeaMAN9-K5H_}TZ>6hwi6eXz`)x$Ld!kS2LV4CsMPpOt}1lo}GV+5o^+nmfu)nP-y
zai^O(k6^i(fYl}t#6|?^vV8?W?v`8dk$wsQ1Fwt#t?WuAVd^j2UZo6456B@kj=qZV
z#~H$nMKJq;;6x#WBzAPr!=e6Li4D-?XTe0{uX*H?0LapLVy)q&p6yAzlJeXioFSZr
z@jg?K+kiH0I>t3M8a>k+5z}Epr7*Tui5~%46t4#gDA_;tRPv%?p3w~%Kn@Za+Wf_=
zkOy^rB>I-1!^(qbV0s_-wiwaO5-RD^0!Vhkl`xo3?|&}J^w{#GSusfu1zp1!ZWGE$
zy~#OjTolIh;rkqW2X`mbJGjsX?e^5%fdc*#T@a{FgkMU(x(KP+qY|iGr~3baww}|c
z>W4iMSVg-!5=GrG<oFiNwVYGfASVrws_Y&ujpZMTR?_-GpO`9#L<<16eZJ91dr+Pt
zgJSUBEXK4N-wI7K61L6@kKLLZfn>TWvhv`~qFe<o0k0Uo{x|4O#p(p{LkbZa>{dU6
z;0|0$kVj0Gwbb?p?_R7fVe|F^y~r1th(s8QOE;mOz-3?!Jq}msa|0aDZ2Infm|PJa
zh8md#9*b<*UCj=9djRH-qCI4A)Qz~2kp#OBwBG&NuchZkeq8r>oq)dPF1NiFH^TL!
z-CI@KcC3{am0nYHU!Nv(+G1IxsM?jUGCMThYBKP(Ao~U?x^k?7ZUP5P7RB6F5@(}O
zc;>#Vz&*&+b9VYTW|j+$RD#>xv<A3`q^sqBuhYwVEf)v%e8*9ac~$Gjn<Zcf@qAZR
zzpcf=8*nRYyfUHgbykLn3pJxmxYjAStiVxby1WUQ>GN)>(4869VYC~v(QsDe=&)e>
znd%sKUYk>Ya#*(Irtwc7i==nBN+isF&&+UbU4UWPoG>m(D>?`VLS8<@*Bis??xN)!
zg^JGJ>n@?Z9I3vR)p_|*6P|{>iPRu4ex44rtZzHs)U18nw)(TI)Ux?f9?O#C)i~`F
z=KXDbn74{KTbU|-Q`Yavy8IiZ+8Gwn;u>ZcUxNClw{ZunmK@dSYV|g(6_$WRtx%6g
zLV!eu)f8zNq})A#2S{;<@R?s2F=;V$4fDFF;pbRj%(?vHds-(<6c8|-#8kl?3(KDY
zBBf4h2>H5iawLJ;c?zT8+1R<A@?Ro(GUojE`XZaILR*p&Py#`8<Xze@5NLA2CEe1*
z_KBkeyZT5(5i$X6O0=3F8}@uFBr&7Op`RPHuaz2NBTi#Tj}v^GEgDh%nFfJZk9kEf
z1Sd9P@{l)z%yC_vP+yM3(xzCT7x%fG#JPgkD2YL^Nnk^)Tulzu0}6)Bo)$g(1;5={
z(Z{mo^QZyQBYF*-_&c$tg(bf*i7Rig!_sGQJudOm&$y%E%nvP=Eg{-!R|LnA|4$ry
z8Ld2pxGyT<J7;Q*q1y08_4`{Fi&Btof>4DZfNMgIp(hFs2tGN?BQya05oMW^La(sZ
zCL&I+@(B$YG%WxghnGTau1dK*AYELZA<XrxRwthr#DORS#KzaPYx{_g5-v+F?uv}C
z0WA6y3d<NqX|iIFw7F4i{3s%;oCybf&%i}%-JJs}i@Xi9NmdSiEh4iRyXjad<6nd&
zMGou(u@Ti-Y>-|uu1`X+s2y08^QYK8II$X@2L-G6H}gVl#d?I&dg9%*lR(;&6DXSB
z*wEX=nHF%7h<RG?9i+~c^l(E^oH8`0!(K7QXlMjpxXRuGS|1%iX&d|!k+8CQsKQG>
zBZw9{IT8D$pO*-20Zbno`I#!eA`P;7kECbOZYdOH>aV&W!M-rP0+tx1fS0zqAJ<Y%
zU;kHe>jT@}&xH|ra#8b#>mPIslEJr;ymBdKVgWE>kg^Ylz33U%za!BR)~TRcz(MCi
zD&$oDMziW`ejI)=P0#n-z<yFNDah*F#BBKl5nHm)KRl3l<|1`6N+9jSLCN&w;YE7M
z2|fDQFs!A1ElL3%hM@r~!8^2*aZJ8c>ZL`VOFiS_$1rwz$<c9b3_Aaq_k^xNXZa`?
zc2Gt<&7sgK)G1YIll>s6ks2q<G?Eg2p7`izWa3Mq)-fwcAdPt)jqvn-rw)FB|A!6v
zf7P`ABdYw54EaAo(*NJB|66By5Sw7<M-K#a^WXU&oh8Hn)>$gMxw9+%V*Ez+D<4sz
zD7gMZ5qxnTDJ%Mi5@D6hl5jN%H-bi$pX5z$6l-MKq}FiDmFT@Y!V2rdyL<XNdh2@Y
zIO~|}IqTki%W>*G<EWDg`~!>-Sl_3|Ai7pT3OC~DlsXO`*v-=+Eb;eM@y9bhAEMHW
zYNk41%FI>ttfxkIR0_bINP5B@9#@xc!gbE=QgCyJynXBsocL`k;+FX5=Q#0^Sh|wW
z<v8|nijeCj=&a9p5A%)W?T4^`N=VtU`F!{JTw`dWT1V;1kIsQzsuGYp5WeGG5V1Wo
z)8S&go3YXGtMjN{Ki^o~1o^;|ijQ8S>~ooCFmd7-%;ottki^T{pySNp8u<M&@~ns&
z^bAW{`eaP$!-->^e``6qO>Gicp%wY6zmI+T=eNy)yHc-MpWSsvgKg)Yv(e=*WOc*L
zUcA&3e?R>&K?yDa5mq`xDgKrZ=dTFgJIO>)kQ(nUd-${T!iJnqwQ<f+W2>$vi#w*a
z!n<8r#j@6n(Dmb=^j*I3tO%IGkB-QCfhPFTbf=UJ6@}pEA=&2BXI<%uCwR+)7E5V~
z=$n)rjK}24bfzsFe5=EgSxpbCe7U2Zu5ZFu<bsd%+{2!7Y;RUx+~Y(?K6UFlVkz3W
z{17!Y)*B%r*)JGgqm>tP=cU4R`yH&In^L<D@YYEt7IYs+k<F;t8m+s0$GkR$*$yS6
zF5rcZ>6&-5kkED)M9y!wF$>k4-JErct2gU`W8?g`m)J-Q35SQPNy+VIHCMQ=>&SJy
zaMnmI7@k^$PFA~yBL@78Ga4fEAKuTXk{t8ZTx|8EpIlw&D^exv5%9$u=UK_aUyaI&
z$V!8Q9ZTGe@E+5S6yqvfYc>-X&4q=Z_K2-SmPSuDa%N76+`rv9j2KU!is(EV6^eG&
zgR7<kl-wk~GqWqHC40xQb}iWk9wazyfTrMO8rse?W9GEm4Wbf&rOYzL7J?MjMkg^j
z;Q4XafXhbcL6~GvGMsaERR`a<hEZWnWNGD!W#-veZZc<bOKzVoQZZ!u@8RjuZo{d|
z=bsJ>dx65_t>@r|WpXoWMMfLLq+1o)SnC)anAo;*RsFj|qR)mfF!lFB*DH?<9!<Dl
z4u+rW;A~h#1wK|TOfN+(Pg$g%?UU`D{0isGmf)u1p#rmb+w%Tqjp}e{@+!qk)?89W
zq454#JDWv`cGyOFbU|Hb8^Dv@`h&K^k<yrY8#<}?XUfeZ*INc;`fV*Ew^JLk$6@w{
zZ6N&e2$zDa)Gj#&kA+AcJNk~EkE5)D4dEQwKtZYlMHIZQ^>uHz`PKKnJ>yGFcg3)c
z9}^YpW5nD*_%|Mtp!s=i9c-q7u!mlRkYr*|TIy8-FAxVTe@wCXd~M-WbJdO4^-mI!
z^Z8GG4N5B8u&qYRiRbphkxp-y^{V!l=g6mH?RI@ZtyHS7x7B)=W;5Ye*RKVp<Edb=
z@3s-}<5YD>&@O8Kf1Q}l-dNR&4N8C$(|=l|a=AP4+`=!MOR0~moX*Y0IE#aED+8Zm
zW~l3v!A_QuINXaq+!x$-j>1lgC)d;m$zrSPX7T||?b9F^liMTjcl(*`u*K?@si<Ro
z=g~}@5D^LZ>7om_??EgNr$>rgq+|77tpAt+GUewPw~OInu1JtWRjm^UdPKY-UdC=0
zUksx8ZVztpJ*gQDIR(zMLyVi#aEGnTfM5z%k?*Ux1cQq|K$p3EJ#I9=YsPG<t~o2+
z2Ym#Th;0p)ro$1)Xrk?iWUUr-Mxq33A+;TDv(=sx-O^w6U2ZQomfAm+1hWjjDGmoT
za6mt85s+QeWnSN}q+c#MaCPnxr$>tEx~&}A<8@~b3vR1H@t=rfgKM)xx)Vz=HdlO)
zw#r-|+Z>mU0VZTqC=%=PAF(|QukK%IWz4T=3gi|Om8#z?eEL)G&HNBbFf}VMpKT><
z2E|m^=z~q!W(t>1v&qz6bIQ{uR8uULMHb9W^D*`HqdzII>Xojeyyxtrr$PIe(hDA+
z-F?WY1tG@$bd_%ix}c542AHEmxq6jf$8zAowNrpR>qL~Ctmu6|TVe%kSzi=RSBu-b
zxdJjnq|wm^<Bdg_EX|~%J~iqD4bBMZ#46LMznl@jsB~!eW}3J8B=Y&#-*mRG?K&`^
zXp0ws@HfMUp1u_|ULO-hZq64z!07?rvcYFAMY)Q#d4E|my-LWipCEx%a@XI6EAJpp
z6T?IU%@{NfldfO-F0)y!(=oYzg<|A4$TFhXik7LQG_vWj4DqZ05GBo$=;=fgR_WvV
zY)OYxhcE2%+(&txNBalbVf%DcU!W@WSz?i9!;S;9?({VhE{sOkW$+i2LddHr1fwhQ
zB!e9-5e3cIEcMyc=#Ozmv{1bpg)E!cD_9!)da%qUB-KplXo-{j!zc&|>c1LREnxMO
zu@Eg%i;z}b!Cb7`QyM03H*j7^#rf<f-O&&&P7o(o-GxW_I*cl<qtzvOv)fkuWG#gD
zww?IlY!a=}lTLSqeFpM)4dEv|4Xz$r2aKjwZqptPDyt6t?zhxDHpv-03nTJ8FUh~v
zZbz>Deq3}b8`l507gWw=RuW>@`wo0#ry;*ydpU6hxNyzK>=zV><&q`No`c(_V37>>
z6RMI>KZND7Om2|-d|6*PH~v6n>#`ldj0tiH0aGIE{)TpQiOcQS@cPj@HOt>!^aSTU
z9#Et4g>GhV{YJIKI)yO#Y=Msnm57DE#C&`mbEam%M`72w>JYrwH{j)T65u#!M}8^?
z5r7`nc3PQSQuX%5tf>L}?8w80D(#XLA6d~YzBf`m+Nw;DAs~`mAIylze%It!k_vOc
zd|;^}z36(C2dr3e;yo6ozV27wLA3R_KQ1T4Hs+Of4&LjCb?z(zRNPg!hdlnUs9dq6
zp`f<cW(F-`POJ}ob@|5<5|LIB(_vANQAla-`mS;g&q8NkWgc|jzn`-|yx<dICKv&5
z;LCgab3)+!IK+HfM<F)0e`~^V;9BnZ&T2O8BxG}Z6VfoWBd}+#Or>}Y9a#G;da&NJ
z&p#`XT}ov3S3Q;u*iLjX>1#9z5>*WUE%q`5CgansoEhr<>m{ycp&z$S{7e2($X`oR
zuBvv2Rmq<d?lzR08oR}OTAOlFq-(N+LOI3py8V8#8-P2B+M@bA#cA{u_SiHZeZHXc
zj63l3A!ue_d4aKmBUG>t>>cMV95F{g3DK{|+CGESuM=Yl#q7|kb{UcolhdF#ZN2RN
zCp?lMhPtJa<bIKRd;Srz6KNec%g{z{mod~<X0>@UBx|I#=>QCkfVYRG%uw9S<RAk9
zJ+w)O^XKcCb?75gH{K){Ry8BUPd~=aM%Xy-tV%v`)cXwsXz%dI<JqS}a`kUi_g!Il
zh`D9Wx48TFHt&kN3h-l*=7*|C0BC{^T~B$q#n{}Z1pDzn`(-JW^ya-*PC2bNH<pVK
zj{rBPO^(f-E=txANAr4MM$rzYl;y@zKdY5b*9D#9BBLQRYnZj9QS<lqZhKi4-eGWh
z^9ThmoE%@#(;_QBI0=1fRG)93{_)kg;_~I=EK_g!C}XfK7yX6PZE{edVoPdR&<A8`
zs=t58XfJ6uovybrI-Tw3AC6uoT%Fkw4LG)vnf5Rf9X)*;81?T*eo!}NUnY5pdCy9H
zc!i@@ohN2(1}`P0-6)QIBD51+P%K!TS!IGGgM8`40W{Z2^W{6$$e*iZrPn%7ow4v;
zk~u=;_<I*i2>tEC&D1~dY|Qoc;BsU7uRixZIA#~Uw_PXIGzE+EOXCVNWfpI|rCd|a
zbdqa&qzuuwnLm*QOd_pHVP8k7pHt_Z(s!^QY+W`GJ4OidD_Uj>+hHiaKUaff<pG2q
z?{Ag=LV6D@Z;>G8^Ko-OZT%g!ldnH}I5r(V9i;cwSwfq>ivshV$Ki>mJig$J2M+c)
zt%*MDQUi4u6yPDql>gg~;GUKY^2}kV&LPAhn~t6B;?7n548)j#etff7PseeVI`)Z+
zXmYGgOzP0zD5Rx9FpCXA)`dF$9f-7?F!&|jfotfJO4LtvuAwl*6Doy)ESN~sspL`H
zjOSR!EulfrJl^PF-t}?^*|gxp-XdFx-uvk`tGk_5D{XuMd$X6G$`j(eeO%p>-6!m4
zON2CHnTbM1drhL`v3`Fwb1zCJTlsdd%2chRV$&|On0C7eCgVOC8KZl(y?dm0SG}<T
z(=johYoi$s4FeW|pvn-8HyADADHGk@Qja;gtAy!VI%WM*^?bt8m4;hR^(g!Ed@xa)
z^<_GA&u!zg!#KRB*&@wlzQsvyT8k4n9X*Y+{sxfwr&jc(C@&|mwu>2I=QMD<TdmR&
z&q?66_psX>I*bzdK$`MPYMq*#RjzT7US72Ad(|#KeQ`^`QB<oI7SocO_c9t5cs$o0
z0pX=N`MF5aZA*LWP{-__+nco@@hN;h>6MZ_cr<OcS@5`2Dm@vac~U)786A};*e=aJ
zsNiq!mYF-yV{x+%fNl-vUODP&RNk+|HeIbjkVb;-wyvBwDJiEvqh3liRriQEU$EYY
zA9r!C4u}mzhexxa21rT1Q==Tp4luVfgJvl*rZ1u}+PsJV!Rjn^AxXas<=y`5j_D@S
zGU)3ge?p^60?tXA%ekqbA^noiT=cg7v$d!wy7T>j^M<pN{{m!<9qY+gw|sCXS!Gc$
z=U;!e@<4Ilq%+IrO>)0gO?aIQ(ciw?Al;RVdx%nBKpfCI^OVbAmKlqCG~<2sx*tfD
zU+EH5=okL`_)@u`s-@%8r!bdk$RyJ*zLi!kS0CK!H7(UhliTS`%ri_Pwi`5Q7ZPsK
z@VP{qYkcdAdhuhc8#B{;vP7WGp4zVb*6ImXKN+vZAdhnO{RPDS^f&4h9)>pwo$K#N
z<zxYlN0jbb7FwQFaLYgkPn)?%bI;nPb5-rCUF+toEod#uur-~_$zUXA?+m>Zw=$}3
z_dWBa(r;~0{j0hKV%^`$NnaZ}@i*zQ)j5j_dhwO=?zQQk4{Iw1fg1aMW0?EAr=HE)
zh)7+L1@KswOE2!}46J4M>Ed$|z}wT4`NaJs(`cEXe`^|X4KY!bwDi>F4=F<Itq7a(
zm(FiHk)7Tf<+X0xm-cP|p>1T~Iz7vQp@n-QrLE#6Q!klDN3HLN>JjN}+0C)Qhn<%1
zL?Ntp9~x@C&&PkiKQ8gLjaVshsmH6!iCg?KgXZA2PH#GR)Fk2?M+CZcQiAnei^5_O
z`<Kk6bcELzy4I2R?Ro3%?UIYHn7}j9BYW}Emq1a$1w<?tU3~yVffzF<O}U?$-s{sZ
zXxhs6!ZUe-OOfcdJgxXc^a3@rGxG@D#MVrOmbq*%yVqfNz-$3y_o7&8LTR=*A-rp&
zIOsTJGzmheC+l@k9xUWa9Ay<q%}X%&_-Hoh;y-}(MF}F!dkvE!MvO#VDwKL%scq1L
zq6u8@#jj}UX5mFaYeOFQB3N8s7BQ}FcCyb|o$p|21px%VE0{w-2;oOa4Gsu<ku<5}
zd_UjVfpyFQ78XZ&CRA+)2sTV?iGu;{6J6sM3gWAevsYDne4_&<lWsoTqJ`2$>Vmxh
z5-AmH=Bj<&F*Fe9i1Q0!8O3OuNUh^i@UkT)?%YM0FYkg?25G0?FZr8)RodzFSbIt_
zE4b~K^As3n<lo?1Jam)9pb*NVs-5!(`;pdvYV!=3f`_`Tt-i8$Ov$Dub@=j;+4iaE
z%RCzUj?X%@Z4<)Y^bonx8bkS+Ot(lfpbJpU>$=NW*2{NtWRt;PAcR-uxKJ)ogUHaK
zWV=fMEY!lg@t&P4gi+e=@K)DRtxX1+=g|))Au?DDUs)ugBx36NLyNeDV?Hj&X~oc~
z4@8Fyk-C|ocrg4YWrR`NBh5ZxhR&>fhc(zWdY9#s;;RPP9z7lC=*L`2VAjtN=A$d~
zTk8dgg*OTMPZz9KHjv{(pE8#j2am^YgC0s>{Zm(*g6xGIU`5J;%oA2@N2?$KB6*iO
z5lQ&Zzpb?b7qNG;p#~qM@SIvEDqLN{Ar2u8L2W%Y^hB>z9p7hsJd!k+0xQD&CTKnc
zXMNv=ZPXUeyQ)V>Fp{u|(G^zhfaKdc039IuBCcdlK#cL{9usRe4kBcn?X$d6h$(1O
zGVD<^vX!W#KQQz4@O;RMm!jB+j~_%K`XO@6I|D)ASx$$q@0n`u(hd(({YtR%GyCzB
zLaLm^Fp;xpJVu_Dv0m-H3U#pZZve%gRK2_8KM`Womox1UeO_pO^v_<R{}mqdg&KYZ
zFFCmGTFAlxhj7~oQ5l!OTV-{jooP$R{KtTlrl_(-{}S+)y$&NUnb#MNm{~`$&x^sW
z5<`W@lBw5)VFi*fKAu;Z$*61|7#H$g(>E;if=a8^OO*wtvNXnbE*4EFN30HyjZU#(
zKKz322Zt{pZq|z@{Duj&SExa?w!-WyBuU?$X8+-YnnFQA0S|Y!v~4En2KcPqfn9*W
zt@CfTGRHsrZ4EOp@@o$Pk$U?$G?~D^yTXuZ^9~lk1qc;}F{^4l#vuh23k#gPl*QfQ
ze3zT!AsJ$Z9Dd#hpw_G2&!g|uLB6nioIuXN&GYP(#C7KM2pr@Jsz4zoRHCmF#6)CZ
zQw%xIr8%aDTO`?>5^|Z5t)ufc)bq$Ox$3wmsx!THKz7S!xMf_IHgcDmVif;4dU(`5
z)oIbJ5|B#4<6&l_K&Kn)t1$$y4!`sli&9W*rwf@qCtaJK4drRTgWugEinV7uy#EfZ
z9OKVibG*dPmHS1c;X9z+q~UbjvEY)RTT|mzVw+3KAjP)s43Q0MY__cf1huU5_2Bf;
z$J!Sgo{lHK8BOOb7Ug>i%hO(EOxel!bw2y?!*f5j0p-#qn3+qgJOOLC3*i=ttS#XR
zg27%{l=JbbXLaGq(Kb0T&R_M$(MM@yW>McDZYB>Nj8&0%!G+epmVa1>>&1c=FaFJ@
z;8NvSX<yM2>~d?)rcL2)c43Byw2UiPh|VMrwM2+%q>|!N#{K$AnjbEyk6fDm=Jv*G
z&g$9f8a);iG3qw7rXDNlV7r7@AWt^%{W>YRx?%=1G%=x_{kMuJ-NyN3l_twpGQJ76
zC;hDOrIBbOuDc;CHRViEdFlunF*tN^JQKmQMMspma;zP@&ZbZ-W>*)N?G4-D#PH08
zk0nL>U3qoSO<9<J)Hv-U*%Qta8qU99NU6IDPCD9`QyfI<HJYn>hq;+cbK>ji=P?sA
zz4>VXpyhc!k?cR)if(fI(c@YrVYlx1`dWvNr{K7$)!G`04U?|jdjl!@IU=I7%%OB1
zU!-j49K04(pc^FFvizqNOy?i0TrC<hquuXxDOy(C!mr0l#NEUpv?FKgiS9iR8Adu=
zDHldGx^cemER`)Cx)-sTQg-g``=reY*PGeE=;7#vLnN=UdA@OU@BN)E&T%<gvENGo
zuJ7rWzbhIi&HC)7S5nKh>6y`48e=&Ef#~=o%DUc1tSl@N&7!cx>OZ%_hYYd>>c$(Y
zuj*sN?yD-(oHkxS_1BZ9Hvh~=ifr*^!D4&wBt0I!8C>-X;&+*6&v#m6hqU**L3vB3
zXes11$70~7W@)W0$66wW3kHP!@rJmpYhmK~fK%yR`!}-ggs>n&&#luI-K0p8$ar1%
zUCft<El+)6yk+|!?Jj`l{#(~|r*-o6k4KTR_Fq~lHf7b_F3kaDu>3@XvmVH1e0!FD
zfB+FOU_ej?!@Cy4{$Dsx7ij=}l0%2uAYa0KDYFQgySd@A-cwxeG=FU~PQI_EPJr#P
z?T^fl#A-3}%iDEK^FeXX`B`zjc<>unXZ+t1+Eo`B^&xa#Suf@}UlkgkUgngrpwePW
z#^p!c!vsnXZT<@@g(R=UGACWooh6QCRW>X0FSU!%#UHczX(xxRm$|5HhIfFgzleK&
z<Z#e{@hf;OX=GN2WCmh$S5H_G)z6qi66$!Xp6^sf#@ErZvAzv%uK-`<Nu=Hy$0upd
zMO3Z^Q8|E;$*w+`jD30f*Suj-vM~Y_Z#HVh$3ZssH%ZlmdHX!2AJ}qx<;>3@X&@8e
zFVNr3cl_+aYA~p;1`gUjsqkTd#X<9f7=_Y2Tjbzjc9+#9Ww(wb;&7|8<&k1GC5R%?
z%BND^OZEA^;j#m%`%)3#IZlmS*}Emr2oI8>Yz85Ksh|;~t0wPz2vQ36yS`|P8SEQj
z`Crm9aUZ1H<S{(_t9qBctG1pu)VHAPa@lZ#UW+WQkWlbGTAsLbPb>7uEzUIfK5tDv
z1JN_){Y}Cz-TmaVA|x@-Wbu*{`;q;usT=0cJ4&MP+w-v_F1}aHu4_A$1j-c;4p2x3
z=r88p(R8qcfa5)YS5~i=QhaN|z+!Nj&9nVVb4pyf$nHia<aLf$b-Y1-<B&&@B&6bI
z@h9(s@77}S{k|AQ?%isP{?OQeXX8(v<}LPiz%)o?&uBJ$8Oa4$pL%8T)Gf9r&@zk(
zQuy#P-jhg={#$DH_`ty9{%ZEOz^CN9Tw-r>t&z7<Y$kLwVXy}=MK*S0BLDXOBeWh`
zzf0Ue=Ef`NnlV&Y+T*I%5Fa3lHuzW65Yp8Bd+sCxadT4T8-+&phb4!W@`{4C{nkhY
ziPS<%r$t#hqNKLx5YcrlPTT@lQ2R#qO_M<oL&0$S8?49u-pfdicC>E~N9s_mWxuG7
zFmZ2(9O9(MK8Fe7z}>?8yxT~)1w;@yCCmHJqheIfDvn2VX>4%rt83Y19nsxoe1FA0
z_LY2P2A$IBPWMLXJ2dOpyuIkmN64l)^S(ym`1Ex_cg{6`Y7AP3&oh04vb5Ey^n_(W
zJN!&K`M-f>NmJeFv1<>Uk-G`c+O*#*lbSZGcwq^YhtB)7`-h1{424Nit>YZ?XY^7v
ze`fZIZ*R}f$+QvU!G4P%NK|s+u2b&<^@WU8=QXb8d<B%|A63aMYo2xhW^&Z_^y{tJ
z*NeldpYJ_US?|lPJ4{KHYAT8K*$(W-gE~N^6#QcG-a(gZXO-IB`?H$48*Rw>I9Up^
zSe-I18qfpGdr|Q<<Ur^fu%)Qe(%tu+)snM}#mo3~oXb#IvHMpxA8<eWXR?jg-&BYd
z22~jm;di0i4Jf80Dppr|srjiuh?Tc{+_>-fhxhSbhZN&NS@5UZa^hZ%g}^)>mXZNZ
z|6o&Zmb`9e+k(_Z#Ir2hm%RB+^!jxcC*n{@u3tOc*Irz)^N%UaL__Y+Tae+xWmp{P
znz1i4FJ7>Wp&~SL8X6_&4_kn0*&89vq1$l?g^&=skb8-|6J8<1_ILIN#wFCctlk*-
zzY6%WVR2=QIe-TlDSxsYlCyL|fUQNS9zHV|zyoM2lguk`ur%w1mWY6jtsOJ$3H3lV
zWI_=TI<^cB!V?@pAW*%iPwaIG_Cu46fg2<Ga0W|71@niIF=3v781)op?0~RFuefKQ
zC7GEmnEf4E`Nuj#N^y4(-0E;W#6QEGj_>&gT5bz;!EvaVTQ7B6^*_nO_4fUxR$)94
zM<?_g2QYek=TR+2TqEM?E%2YyPk-$ZhqCg-43uC_{trtVz-s4=M(01(q_H^a2c=L0
z>Gu9pA7C8;0kp|zA~{>ccY|=kvMP<_9E&SNYHZ*TJl;1=n<ha-a`C;=CyzPu+G}cy
z*#L`mH(|rEIYwhgxGouGL=DIc{6zo2tj;##eQ6*cej?1QO&;X6r6n64Lu(%E=5xXL
z6qoWn%_=aC4@d>mI^cl)IgfwP6^&7%9sI;fEk2=~&V(@#N>eX?zNW$a$Us9Z*-tfL
z!(b)B+*s*@+vIomM|vcnqBg<20G>g0?gKQjzChtV6TaK}_(&;=Szr&lBY1?9V%`+h
zNq&1PD;IKAU28q;;3a1dp0I}Dnxa~+gVnXf3lIDdK4`H!m^_5)Zn+eISg6T9kuI*|
z+SG4Ia7pmd+r_=cUj8c-nDu#32r7Ar>mJnrng*dg)ac#0N_%X4|HC@Vz!K@nxnm*A
zG<Bdw9w1JSL&P}gk{zE6pURkrganMQLbyOjfeH^E@Wkc1SgpO_l-@utZKVZSC3!md
zmZs1-H=z2m)H(4w{n`Z{e!N(!4xa&d#(&!+{ub=HZDe|ScysofWJ<yXtA*tkl_d>7
zV^>m;%;)vLzzZK!FX8-^>E@dTsaWP1=C-!BIy>Jy+$hGap$Fr2Vz=RI1<xz0&||wm
zqBd}E$uRMZb{7?}V6?@cMs<t+A407L*k8^pD<kFFUDiN%2*QqSR)gY()|z1)oKn98
zXEaQRUtR*krHl7ulVSNn*g&cE899mN6gyL3%cmvPoE!Iqq1ae~r9DOapr*hOmS(X)
z27DJ+gnlzFc9ppx(wCoyS(2$x1*ff-+0wQ0mwZE;Em8S#TbXG;$ac+k<Fc_iF!!7I
z!@J1R54@x;i+8}x{FJy~>(4O%g~tP-SoDew=fph1_jLC)P{pV6z91f;J|4ts3Lnx-
zdYg>=ZtZPwW$l6$`BspmYcNFJs;~><-BB{)f;>&@{lYVZoHP7ifWKwk3R>~4FdFiv
zII=&`(x&-p5BPcE-kwm)`hAON6OJY7FYwl=bPD_GCQ2>*7^?~E>KHnQ(hf9#XNR(-
z#(rC!gm0$ihz33{G}fL!|8ALyT;Udg+SLM61CV^%={Swr-0=NuZAidK*)ApdSsn1)
z_7Lwex^RI>#`yW|G0I}^giKm33$xwF_+jCF^f8!XX%ljHdHd(6y3JWkH3cbM)~nQX
zh>TJKw!A5vq5qKz;k()(`pgD_oZ6WIr4i&uKnU`O6tdbaQ69POUA(@8zp$gA8^#T_
zhK>CoG^{@P51%*&`f+d2#RVXZf$f$Avbs2ZjklT^>EIo)&;5WeKT+A?7M`BA3b_i0
z^DKyn@al=2mrr~Z4K(ntu}jE$#WwMi6|MPhiSC7v@Vi?DVM@$GYsgH$E;9MO&@`T<
z>C!5Bp){H9#ZgH0PtpK&7H<Lx#>Ch&a=7TN_x{s+IF<W`0jvm4R(m*ODg?+>m&ezX
z#0RAv1;eU`UcOCL!Bjc2m!WDyUVD3R0$2P1cl&^ncwXovPe?$>LBYFQ^kSh<0kx#X
zb3A?EW0M*j7kSF<g`$N9)p<~|PpYE(T$D%e^W;5_x}&QpjqaA6xL97Mq?=bBOk;I|
zlO=KPVuLJ#&1C@N(}d3TZBkhc=_9u3Skc1{Grxfk<&}-u9ben?Z)U5+COO;L0$p?V
zmmQ&l+`{OO14WbWgFvw#t@g@2tBkafOR;{Oz1`&(AKOYQD%um!M;sMuU1AW5$kw+J
zoCh%hGzH6V<A+ixE~?(;rUcP3^;JQLeu2hMTwU)y&Eku+m{ZK4!>K1}onOeWiB7LQ
z`}(WN_OwJUuql;HP1Q&L4G1bK5`R3(hdBUR9K*7<1p?gvOgFspQjywBLR(>iOsp^@
zsvAj6*ah2XRV8c%WL2)Q4j@m@!?h{W9I8xVAn(%C?GHcb@YS+Z*azUX{yFXc2kk-F
z<B)VeZdZld*dSvNhD}z6Li7gHDmu`jGvh^@czr~BbIih{?BoKa=gFa(_w&H?o3d7t
z5%`v(4GwHhX8PvX2D=qUUe-MJ)h?*v?*Aw^c3r9)&|B)|P+mD)L-k7AvKF(my%AON
z^L9T?dq1Q2`JgP+9PaXCN`K>m5J4Hr`o{mnT+4|mqTj{iefaKPpLs#H`WEwh7$2Al
z+k!WFK(Q*<ec@Bes)_b~9X<oe>R60whFSvWkA@HkE|pdMz|w=LrJthTsVy1n^3B65
z|5>_X8-v^CJe4E`hBxEA23sQ7@dH`2epS2p``0R1ncew|B9TS<NQ}+tgZ0CfyYhzI
zHi@mL<-^?oRmmXOUY#(xi2$3<=cwZ)QP$Twi|NkW7tU5UN%niK&QCw+_@Z`kL4O)v
z75Muk)mOLY`7_AL)j6&f+9B2OTjAJ8cC>LW#8dzIY4_s(g&NXUw+U>vkFsLCr{V<9
z@!0|=i(E(@ND}1DMd{7+sciwoUSQtLs=@I$y^L9~>pbY}c;Qb=o?ZU{cyeL{3bsG&
zSq=WY{^Bx^`R+oyesK=Dt+&`4q=IJj1P;0ieqO<ID(mpWwo2apLb6IGr@gG^tDtT(
z;o~KlS#=n2p*Io_+w;6|8Eg*r9UQGvseifqTmFals8|NCX+C>m{xeUn%3-4OWv`Ab
zY)W6vw-1|h$fHoP@A?<){1@x^f~*g^z4wjsMh@(IeC41g^`ehZbDQHI$JnuY>N1&?
z>edQ-V<q*Z7T#NBJM@wPl)6l=zb|k5kk_I3DZyN-?Wne}39?$>l$cL8fQU;(*w5=l
zQ(|t-p1H@uBQys-p3M^fdzh0y^uiJeI&V#zQ&dYQr90)?Z--p+-lo>+SH%wpu>&L4
zG`q?#@bWo}oK>W(336whzBCHh9J5F0!QQmJKTFN2@(o?jZd?(kZs+!i+{q_XV+a=0
z&&3rXd%EgcJ^hW|=JDd^j$DuL0DIUF)Q4_~5J!^a<Dh%p?HP?`U2cqB&6#F*Z5CTe
zUI6+KD`gY%_Hee3IG@HX8=SrL!A~I+hA|?-8>cE6!NM5-l6%OXO!GB##jFJN`FEQx
zod}sBCT}bC)2WLz^8Y%XPS#k<!$~Ud%TLrVBCEOYt0#dwiChF8bnW&A-L*vp-nN(L
z{Y=E{<5Ej<s)ro;>H2ek1m))^V-oVt)~fM6y>Y1!w#zQGa**%$iEX!1gvODMIplO~
zS93<+CVG9Fy_=UQ(TY}y=Kl8>N|+6LtDD@{oWA##w4lXLz!T;gh`98H)JZ3zKmNv`
zoijqboizb+ylq`b=K<}v)r)OIMJz|0|HoGX*Lz4(kWYqW)u3oG7`d*-^+dZ+s>Wt>
zm!f-4FK$arZP^IfCselWNosH2Tl@xut(<C=tQdA<H=--o<M0fjMi~t=@kWps_r$}j
z`HH2hwv%M)q}0*Dw+M=KMy4cUnq!Yra@^<kF|2EZ<yF_zD*wbPO|B$lYY+Ne8?3vG
z>?U3*6Fm1g#R3+K)`I6Is$Pe?)Zz2)$W|wL%q>lBOYmsj!1ijJtt%mGb3OUDDeN}0
ze+bWPIg-iun{O$;g+taJuoJuWMYk;^BZl_!XZ6g-ei!^G>VeQiAE=FEVNyWXr_dWL
zS-WFr>4W66Bd_u|0&B}mE(6wM+>Q<_4Q>z5kF{R)-0u}>PX?R2N?Q#L-ke;Go`X?N
znJOatp96>I{Y&~tDZvg^BbYeE=VK1|$b{&fTsJD_*e-hKtBO7I#tF?&5OK$9rO$w5
z@-_~`j95=!W!m-0%u$dVzKV%-Hn#NHM2kkHHa3R}7)7|q&{%b<xSf)078CdB(uX3t
zf#~E`;bTpcU8!O*f=Mw@)*76goz&rkXF99wUnM|sn=;osu||Hfv!(}MeT>z=(_|j6
zjheS2|B!Y1jIOMSDDG?r1EhVk=kMt{<-W*k95y6-fJ1bbs@sh=@3C3cTRlq6fm0If
zG$%&nFixrkie|@lGTcSV)Q9(LC0C({D^HcOA^2=7U&lsXI>$Vy1^XlM-bbAVnV?xq
z&(Amqf5tQ@)=>YK^~u*Sg&fC_m;l0t=5!C}dFt>1A8elSkP?305S@00h}9H{Nh<^0
z%~8@9XBhSIH?Yq_md@|jCskdyGSH72s9D!vO`ubAkME`l-khgeWEcSgwH`o0Vt_3%
z0>}Ui|Kv@N^c{Z|oRy2Sci>rUo&YX9W$GATI8@#g%2aP(es`~Rb$obkH2Mv8J}C*}
zDN?8AGky8c$*kGYGoG7Xe=h;js07O#+`@Frz6bRK^8!VL+kCmJJt&%VLMf^{B=D`x
zoF1i6rYO>VzXFo`*~32)U+02vb<Tnofh)ql08HtQR@qwJbJ{WZmg2r5v>`fo39Shh
z&N3U8=mI3r767+CdjSV&0%VBGO9A@?QNAoiwFH{Ee}+RE^gLJp^Ua^Q{Ye0}6$lg;
z(07ce5i<N4QRs%tcLo=<nRh6a?%yw;2%oifSvaiMSTp@6dThW8qMemL`^_}ygD03;
zLhgsDM?~2XxOgxsnu1+by*)s^qb==9;c5c}EE?$FCCa}dtJ0lb1fyA5;rpX!;MPN;
zwJAb5>>x*#`_g{g5kK>#uCqt@fc5{{p^+zPKsM}ByaGhYxwiYX<`-`Qe%Agm=7af)
z#B4~jW&A8{;7MizMZ+{_osdmAuovk<-C%M<gp8|)6J#N2rc+!;*V<j@c#^T-JDG?N
z#`+{FQ2O?0QBQ_pKC8Id-I22APm<>6;1@HWj!4op`LdyU_v~`hkhG773Q8^e$BKIX
z)I)_@V^XS!@&0WmeX8c&dO8SYEQkPnZ$(qorKjisip!G0XO~NyoN7POm|^O^_mZ+B
z$oZeLZcThv)($TB>Jp#tiiykToh8tLVHS`@1&py}@t`+Ihk1<;&D%b!j^k+rxh!-E
zfJY8&1N1!bvnLLJ-kBk@Jt~m}Y=0DKJuaug4>0m>IX@RY)>!JU;2A!cTQ$+e>ONbq
zEbwhPn&AIp>>YzN4Wew_vTfV!vTfV0>auOywyiFkU%9Hwwr!iI=gyroH{!&Zxc^tY
zu_H6zj2)3{KTG$AE-KVBa94>*)z*f0=;B;i8Cgg7@|<QX_X375W&^1C@_CU(ux_K(
zBJZ-!B5pbQgF0B^@neKo>cy9Qbruv0A&^i>OrWffh|yvz3rA5&rp7(3bT^;w@4_C{
zhfsniIW_J+r=ooyJy8DKg{cbB(=tvjSzGiA@j>0OMDK{x5ZPhNG5M^H95uQoso4wp
zP{R~|Kq>05Nn`BF4aoD-;E!O8D2#D800wTh*eD_SL|_i2{fiT1`A*N@(gMRg8Fa`*
zSsr&idUXz-B6Ba{6AcS7m6OsXVgCugCVc@E+9(YQ)P0Vr%OVZ%G;0BU+8C$<=z=}O
z@M{ka9Uk)kE+BK0V*VZnM-PR(k3=*6LUPbmw*+oS2G-X|dOAt)g|>R-fm8%Nex`$@
zhNS*WU7*SsMIP7~TpvPMA)|JU`pNeG$=zZvRTcnG3RFzyvITC8CyK1{(Qob@@C*V&
z?Yo&Tk`2K~mkY+%T`rh@(Q9#n**+a;#s9%-BGsHxBYLmYrqoWB?1P4;32%lRAz>=<
zXtR6t8A<*XAZ~nzvIm0vh`dH}iAWfm;E3iSz#xoE!*RSx*|;cz$P*s`saTSZG*9Xn
zhhVogKC`LOwmO1~RmjB-^)W&GotwOAEogWHFr&IDlD4DZt5Y*~Wo0yCby=Jn=?<{h
z$IBX#B7dDzZsb6!^8+4I6V9a=I)b{hDNN{8ed^SM;{@g%sS$}yz!$c~{jqk;e{8{_
z3oDCeRl50@OQW;h$nd6};Cve5i#fvhZon-6@%mJVP%?qtarKIRGv!D~564hRl*Q;O
zDI$tYi}}H;Btaz*Yl2%HVcGn>RplSM;N2Nqv2zV<k%$x{9lnAQK-?2dbbt-xgk8wr
z05uTfcFW@OSq+Y|%L8R$SGbIO_Uhg7jUILD`}E{kPz&PH{pE-057Guk*X$)?LzuB4
zyKPS_>3Q)AWT|0^jeTGCm=l{Cdtp-rgiayeL<dYNN*&R8&M<3_#FimT>Zz<elHFGj
z%@abY7qEf(s}6f|;5>1w3ldnu6b~6<R~cfQ=uV0x!5>vZ_aJ+<YycK0MU^zc7yiBG
zMxxmxghAjFHe=nGYo8D<AQ1ZOZv&w!nQ0MfTeWL$PEi~P;kgLAzP1?D??7*2ct5gm
z{Lk-SihBrFSA!5Tm?!Vv%LPK1Q?9!u6BJ0>>5yJ{9}(Nt+yZiAd{I(_0kjbABtqtR
z_y?SD6+S!UHNbznZcn&2LTs4*q#!q)N>e-@MriO;n;kF9E|e@0S7(4C7`rNj)ODpN
z2);krd-4XOAP`r9r&(%%Ks_RkfQMWuktKW-LF8cH-Q^cWs^TU3X4L^`#On|RHgQ=T
zHL&Y}B03&{d-Na%0*1F!h|98re^3;koh&M^yu1K)$kKFg{$htlWQ=YLGsiys^kPi7
zLuNO`l85iVs<^|I!76qF3CJ#uDK<|-c$J{kCBvOD=WZkTgrh+R@?G`=4$-42^l-M5
zgtWXCMuAijZ`F;``#jExz@5#o`#mLDaX=8#kQ>Mi%Pn68j(<S^%kux9I7rp%#jaf%
zARubm|F2E|KX8y)o}7z2A3x@BJ<YfC6h-<pbN{&MLz5N_WIB>16_?}kX-xk(+2eV+
zbcw3VmogcV<93%k$+-=15KSLXZ{JTJ2f8aAwa&Rm{3pFLp8V5Xyti1Ka3hGp{T@aq
zj01)wKThnBM!&B7&vf5R<&S@0hD;3yn31V6Jfo5{`m=n#WkLpi^+3FTUmsr^`a7CQ
zDtCWRwPPAfYiysKA8oRFe(Tg1bQf(NJz7fPZe`rv-6`p9MYTT={1U*zSaugKXDi0s
zP*v5?j*IY8rgL~BzKbfTQ${PSU<gouD0*+iJ_6&@9J@4ue%+htLgUeXjTflZD`ty!
zHKOsku|^O7sh&^i!8h4)P5tKn18{qMc+HgGqO%=zk0Uq0oT(-dP@kxBc|_ZYi}!e}
zmyy!I{B}@ZGtQ!mRQ=|nN29s&Zx$)teP3;$p%$W8F*=pX40jD>j9~6{qiK_R{o7Q}
zhp1)^b0US84;<g{*A2Z!p_QQ9J0`sIz__+&-}siJEIzO9AIm4zV)0L7^IPgw4cP`s
z6(vq0aU;V^v5jcUW{m3lJK3}^Daq2@AGz3bC*4ZT0%}8pkm3yIyc2p?zD$>nO5a)g
zN0uiRHJ2jo-#(S*_x|D^+Y#GJGh3n+np@;3FIG6~mH0}jL&E*hJm6m`goLj$G+}mt
z9xO6%O4EmO<$IZ~?8OABXz}Ae`;Hk~&}Td33%n=uETx#3#?@MoBzLC){L*Ug!!BoM
zU>$rSnYxY7pou<r-n^LK*4#R%#p`ev4IlK!>`1?->SiO9@Oh2XpNAf(yt!I@$lw)Y
z{fIFPP~WbKiihV43G?CV2>3koS3VZ2Rp{sb3P^89-^XF9mw$lqGu4ePS=&VTuu*w5
zMQHYA`x4felc?5^wrcEYeqZ_eeHKbz>6eQJT>$<FgconV;3+F|qUA#172RCR&%>rx
z%P>#2AGfv-oWwugKbALy{d|>yBicc%ETS<-wy;icv;UFyz}R$i*$vL>l;XDGRAp?U
zulMl-&S|1)6)w<W$bferz8M#_f&9@8e^IgUATfbm)1?(#k_3Z<@WLzahaVV4NVt&1
zR#Mdw)~w8C+HC`=A=m2nr0wpCfJDGvhDSJw!G4ZT+=WW&3}t1#6wduX0jKu?H$XQP
zx%xuuds)Unk}Tc>#lr-8s-f;HHy1>xde5=u_Dz9E!31o9TaDpy-lo$6(N2C-1q5Cl
zC5b6ZB0b^a>w(UH53&QJjj9!7HN^TGPK;bY)9odHuGLRalE6@=-4$(L1f;UWbyn-g
z;Ov_KZHt_>{}705^fQ49;v;LW3i;?eJ@+;TV?HoE?1V_Jm(B*Qayt|ua(d=KV=73k
zEPfntxTfy3VV?7}BP?$2qJ6TD#|=Z+8h29$^fBLxn><q#bRPCZ_91|{ZV7g1u$&^j
za8cSf_`_LFkyFMsJPYn)@hZD*jC+Ek;an0pC~tx{oQ+wx3I3VYsP|>@h=!(w0|~~!
zyFbXTuviEW?)i%L@8__q=EDPXlD0XGb_7LIwY#gZ(+Mu2320HLn;(*vgh=WHYdE~b
ztSIajDi@;;zSNS!LF&d5f*5*p$V|!f;=Hye0&~uQcvHe+J)xBzD{4bM)D~R4ki17Y
z@YkadC^?|_%0)|6j#K!v$H=%}E_hBN$@p-9Vq{+-s{i}g#L`QV)X+L!dn_Bwm)d}6
z9j|eX^8=dZ?89Vh^LtRT1G<0%(JD(1fow`&6D}C`Yxrfi9tA_-xc<;2kt(rV(q)SV
znZ*40h1(;&rv#*4pbw-J@zJ1<A3CL}*?2GuG?V~na+2KJt$wyFY{g(}XvW}cMCchQ
zWP7e&U+j;uX_G_Awj9~z!k?z%mlgrRw&3(+Wf&1qkam>s)yH3PB!6ac_gk8crF5;q
zyjX<H6p)f+m6cuYf9_ArrVsN9=%YP;p~h1$Gny8eur&!hyT3%ngzPIJQ%*6LLE_=1
z6T~0xqmn`?zL91OJ113y<vjWBZeMA<)NXb}e*4@5tvPgl%_^W%UeOwS<{z*E9R!3Q
zg*WqWsh_=la5>$NjAg^>tZM6^TEdi3A+4~j`D5R~d=n5L*car?^q_TB9&_h-slWC%
z`Pee@zFHyMcP0RSLw9U4T3TJRrQV$Q5g7QbrY;ctpd$ftbAEX=AGIvEkKkQyaaZ(e
zp3xLhl3h^a!F1g#-urYNjchMSi7+U~$%{*f+jSg1^6tiRxg8``_l7MpzSVXi+tI?_
z<T+{!L!lmvk(_`UOSm*c`JZ<(_(`c()0qA#dQ6fkBIIp(Nu>xKm0(-atM)xDjfmkG
zXS%%ms_*zsWwMyjD9l~*K+;O7-Fvg$R?SxG?VzT37=&KFx{9kD?J{o3s@RI}%TW2W
zEc*9EvrhHqyga_~F4Fd7U(b#VSJG2m!m^4LQtQQ7woIk5VWh9EnYG4KI(*m7P(;2w
zt|y_wKz%53o|H?jQA;Dj+3v_1bbK!bdMQ<MLJcs+<0qc&J&`ZY21r<2NGcos3j=iu
zEuw_0#C5a%3Xoe-N#{;G$i2qsJz?uTUPf{6G#3;4qdqeH@Nb|qY3uIw8Ly6GspG6T
zcL{`9gO9>bfpWD<7Qu^E`a|WRRTsqH&l(d$cQpfsrVVxbj^CHG;V>q)CtJmPC*#kK
zO;4h;N<+|tZKeonDVI5;!4+Wh#Y4>YTu0<>@7-%E2;abrzD)0~wFuN-)a8Dm{T##Y
za`42VI*ML`=>dNst9zs6Lt#~eXUMmE^K&A4bl1o(e+qv=A<1C+bdZ*p_R!y6Gat8D
z`b><tXhKb1+<!I#x_uTlU!z-~=d)Eo5uwcVd3cm8wfs-Mj}qN}<NL}l+GX09tnExz
zrn2F@4DRhXbfNS)-;iU*8lH$kLbmC7n7@vKmi23G#gxo%2KTTpcjyn5G&wFAZfCT!
zxL&`u(}iJ<99z`8e`Uo9u5U6eQYS3+W;Xu@iMUW=ILwqh*|1$It<U+Y@qYHs`2a3&
zAzbFu^tr~Ck6D~c6r$bqLk3j6t2e0ecp4<a-6&2rZ1_ZJsNx5ah1Q=S&~`UI6?tdy
zy;gE@Q^8UY%u-o!-H2B1Req%y>&!-v;j+Cf8f!p+iApg(2$)e9)k5w1!|F!XE<51r
zH7ki{;u!FKto7)iSH4Zj9#Ghv0qtTrgz|s}6P!A9BAR9P3ISLec%JSS;$P=!j~zwf
zHY#PBauJ6;iN*w8K94k2aXq<RijDn1dvqLl>s~IW6iS)POQoZbM<A}M-zMJLst<f@
zgJ1all#r;Ongqum7Xz75Go4So;<KtUZZnB;w|U}*TL|A!Pktji8BKH6mYDtI>6lj`
z9o&$$*-_z{hF-Xqm72EA7{1`kb@Px?{h*PvyvQa1<N}!d7OLccjAO6dntCIT4z2^B
z<#*&k(`)}ZysR&&4JsAF%xQC$_otLpy^eL%?pFEOsbx7HqgB83C}a6QQm95E(^VLU
zu-j@NBGp)@6YKoSolx<S-Ka;V6Khs>bbXq9H4RPYJcbT`F9x4Hip!L=mgltWf)o*7
zo)X?r9cW5`7R@H+eSAQo!rBabc`|e?ak=y7uuk~=3$f(v4fwmobC8Xi`$jrpcGqBP
zTF}N!zZmrnMS9%Ku_g25ljd!3gG?;d!^b#15v-h|uP23gCi-S#!x^UiJ)@AJfcvkR
zjwe1Bqw;S>4>WJeCgmM0Snl*%o7X=rZ1d{(f3^Fue2X%FBqMT7Jk-q?Ux{G+V+U}K
z*<YlyIwGa{)KSwZzEyh(DZMh{s96a-!MObQC%G!Vq+H)v%5Lg-8nF{b@3rq|r@(3;
zb7_c@liO+bf8h!<Safpp86l~Ehxwk&K%F9j-&C^<sUw(2kNv}gkB<0jV8KWAG*9=e
zB&+bsU47PkK3j=_mfMj!%i2`E_D2LWuA9E?w_GR&JYQV%V}ef+*H}TarBgG!9O*IH
z8KaeCp|zukyI6PUG<-iMZ>kSGSKqUpnBDMU=2vb=uBNVhvl6&|Rz2=rm}d63A=E|M
zr%}!A*u{;&3iug8;jj~EI;7KY_>h-kXT3I?0*aJDTr)(uep_IO)|2_=R%fYxYT}3>
zx+Jes6OM}&#3dGK#XPA9WgOvK57<fNik=>qI7^OSv`=~?x_1UG>I%czu`SFF#vM3a
z;~aituXgb`a1fqstYQ8e0^>23eL}7i@Abe#`z6|g=|TDu^HVUkO}YD%lB3qrn=$Sf
zEyw#l$8Bs3GD{T%Qas3-G1UCg1clP?iRIZ-(^1|O!bFigXUf6zsY~O6GY16o0){dh
z+rbKt6aJb<sIdtVUS)B69K<k|4i&q$Q8We|t=JSR^k&C3wqQF*VUR0+N{YFexRM}Q
z2u;Q&ZUc*~dmRR7CWw)?X{wQDPd{Jhh*;%dC%<T9*yJI<yd+TPNBb7W=_<V=yC;LR
z-vS~y)dBB04V=R)b=MNA1-;HTF*d=`{cOi&=|l@s;yPvghY3`H%CXqM<7+}IlGh2Q
z06wY_+zsPmZmCu?dSFm4v~JBZs?B+)Y5`079Qb<}j|cw!mp75t8t4YXrLP2-R@4kR
zPVNs85fe=T1puNx{+l2~Ecs3g0+Z1hYQbZmNMuIB`9P?<yQ9O*EBaHmrBt<Mypm0z
zauoqL)QarT8(G4OGN#FGL}+F!K}{K)?(>z}E}>lm2GmC|!z7vT=Zf!)5$NGDAB+j1
z2v({f<m6WGXb~aaA5>Q1I-~O0J4W`3N{T@JJ|Fz>{auMnL!L4LUvk<zQhU}!D_q(X
z&LL>w$V+iun}b@zNM7>0L_du@E(h7Z>ki;4n@f*PAcJha%)6psad9tcMk`GWAOA4}
zq**HWSwJ`>BQfueOKiX@N<Xg&+JG~t5l+>0YC=UOXaUB`e~ity2{$d7*FxQ}DABs+
zMRgiSYSV>?7_``$l!Tb^QA$KZ#X<0iA90Nb?$)LbZ2C)a`V2W&ld?n~{{30n0qEzi
zuxgn%e0qI2gmT>=LP5ypyiS&_^uW?|bBjk6nSjD<1GBuv0~K{C{Vq|~uZi~nmBLIc
zaQ{ebs+VhygehZl@y+lwTR$NYGd*}dBwLe~K&oBb`4<!nvf%Ohd>M8?%KOahZvggC
zxOjm>?PEYkO6?M%Tf&eU4pV4v^D8wj^<Kp^i9Q9$Oh#rct?uXFSATBZTNW!L?5K;o
z!9)_VcA=&hDd2hz=E$aJf~5?Z2HS@pxSZ7hNRo}Bj|C!qSPU(1a7W>M@C}-LPy?k-
zfv@BwVm4N=%My^dDjq#}KM2m<J{^twJ60SjyuW$bj17++i|iL#B-1%U6^K7Nb8jd&
zqZRw_KcW4#Y&$P-6*p<`<J?6NfgYL=3>}uji<1UTT~w=I>^Mcv=!g1_sXCBfKMcEu
zj(_QK|1L3O<J03V9lxJdHsNl|56A|AOAoBWtJ#Pm>UWArc+ig(g#G3SU?ZRqqA116
z(X@f^j3L&>Nm861pu0htpHv@yuVvho`Ncop@SN9?D(GE(b-TJ1BH^jg@T-}UeL*%i
zj_{l?fdA=pb9>MxFi8+fLjN5sPIrSWP8L*5pQZ2Vdx0)QZJq%nSReJn(c^=x$*+}F
zOO6;cIdip8k$clFaew#JFaXDEUWgJ$dlsomgy$8qhlt)2_11MVD6Qp0D0>pFj1AmJ
z%*pUqU>4yyYB;CpVM`19Y6k<4G?yZc{k5|)c&*x(Ztj^Jc6T80M>;)l3=Ylq0Kxlw
zDg}n57nL|7MA@AK#2#{rR1xx^`du%u<T-+FSw*&>kkSf@c3ska?d+fDf*-arJnM_I
zvlpD^m?}a;0z^<)rAwlkXlJCl4-DQIu$0@^0%mir!#K5WnecOC0L74w>fvb8EM^u;
z_8ULKyN}KrCaD-i#N-N$kLcXb4FmZmLE64KRanx;z3}a#sUHGzariCIiN;bDBD{Wr
zBUb&ALkBAI_g2NiUi9tLxdBOcy6uh*BxkQSKZ(84KHzq3db*>i^<EH#7c&oZW!@8+
zVEb9s==FD`iRY4p^AGo#nz=x*yC(;1TU{o21!9OF?4Dbg?`GdSn~h>v!=F_Q(EO~(
zBYDe1uM8fmQG)Ux<GG1W+Te^~Rf`oDborvwyIw4X?eC@`^Spudd@3X#3+>H&+LN1;
z&U>J3nQMVtFa4#iEm{OIWHANSWdnDvnkMw~=h#C{7`w+Q?%@<GHxjOl&g9~V8Mj(v
z_se%&SuY1Y?5l8hAL9nyJA6isDD#JxqOWG~o_*`UcXt3+KE}mFy+CyLSd-(@VtUJ*
zw<>k}mvrix55`=-+V9cb1;g|ND1+~3ASIWeuC15lr31{%shf!FZ(QaF4xYgw(z1Jm
z>^%l7uwyaD<pmwU9E5?BTO6BVCULlip83_q2x4_zJ+_gUV@h0dFgBhvWSjGCVZ2aA
z+dK5spKYuKo<+v_?|<yUrqkg#&?smn>3hSjUw~78@o3={?_H8s`f_VHf*&7C9J`ta
zkHIBfvR&z<X${e3+Ri=d+2D^!MpM%5g-50OQhF21&f3fP#QjTf+7ZXLq?EdiJL3U&
zv;3}n=15_DHnI6-@*>+0IYLJcFZmp)?t6Xn#kQ;aLQyu?-oU|YSDhfAr^AQm_}-j2
zC4d`6e0h5Ps;7g?@krf98v0Cz8|;jP3LE8iw|->7l{Ort+2tpJm-*VVqrL;F+x}yV
zfSE@Q4B>&H^E9MC*^AL_{7|4yImZIN3aq04Og>e&$zdmdmxQ&!s=?J)QpRuIN##aS
zrb+;>jR8{dK_&L=X2ZAL9deVTm((&di=rX(t-jDf-G++6>CGA;JNx1&P0b+va^x}6
z_3Ow2sS;+wb>@fJ{h^bCTRO$XfzA{~5d@1J%Zd$0^5}zCq|mo9fxDXrfpS5}Wx7S-
zOsqJH_}$FFOSIoF(8t~~7H@g440WzL0>pf;J8B+pnY1Q%;z{}<77jst4a=Qz0hJ`;
zv+)%W+$EQ6EBF*H3Qc@W(BoJAZFd)uhBcS_T(o904&_JE23r4gjw`$J{)zJ#&wg92
zrRI?K<OhJ$H`s}Xh7V)T>O%-p0ZWe``zZCz(pT%s_SYuUUeJ&&igj(bcb$e9pFN*`
z7S^OmtL&_(n{IbY)Z<p7$Fn<msE=?p6DbR<^;(rm3o&xfJw83}M`#oM4mvf@qDzNL
zxT%2es}}aX>1X<Q@Z2nP;jk~?DEp!RNLp-VS(cNykLg6RcuG`=oAB#79O{r(RM%Av
zA%e%u+fi?PDk_g|cFmLQ4BOl79BC89NkG!hU8jLS#Of}T;+6TGR{ki~h5!UN7eRd6
z$xUN8HlV6*#V>E{<P85vpshW}=M?1ko+11q0J=<D_povxJThINmX9I@G26t;fm9wL
z3}C8&YH}_@Rm*-PSt)w6!A;m)xgzi7$J^e?U+TqilG;f<*w$DpMeJJR6kSI0u*i0A
zajP}ApY5K6d7zp{4bdbmMncnTskBo4jnSv~l(u<!@?E*qM7OoBE6>~0Qz(`!6Xh)?
zF?3n^HGt}srFG<Ecu?$kG5V3-jo?^aM2Ibg1(l<qE6|<kQ>sARJK<Dicku8I=bpNr
zGM7DaaHH1$u#KbF+VKctmWD!ePcSnxmx^4G;Lk@MJ@(`)=TVxa>2FPbH%C5oC9V1*
zcy6-EdjPq0+W~A4T^09eytiNVt*c?Zr(tuJ;<7r?fbEU_w<t3)INaR)U95~g1pHxo
zvz;ijr4)b0oZgDY=lWeNPlCf}dkWg@myvKx#(YQpM0_tn%YF1=gKzHB;WCS|ahi%8
z|Mf-r>+<F*ckZ)X9cokD8+j@`Y%j8zgx52HcA<rz$A(?SunYkXdL6nw8EqFvb_ZKo
z+mhXySlEW7(X<Z+j?0dUCp0eFfPuv!B;04DFn^@}Uq{)yv0Fl${KU8?_58>4JM1@t
zwsjYy2h$?QVfeRWo}Yiy64#8WcntaTR1aNFho$xl2L5d=RX-z9b;hp4Q>V0u5ZL>z
z`$mgc{bzR+keMEmnz8Prf!|0P_Ffw|jc3v;nO>e#i81#+C)z2#Esy8MD`K}H{O=VO
zdr5ZNGY8JjRVBW!cJWr<4U{d;N7I%e4<-^^fP0_CmfzvmV*UN4K+H8j{G8tsdo=^L
zoWZ0{HU=ScV#=n=T)|WC)9b70mY1JKm(QOTVQny%hEw4onzI)x@GfJSN8g@-3t)2N
zTD~U%;lb2SsD6qaD!UttU^o1pFq~!F2)nj`O+~JZpw7E^6sNeHs6QQkQ1p+8sLVck
zOimN8P3~9`=Af`tg)@FO`z62<2lk|f=d#!?pP?kSUJVgX(V95M7P%Hg^$5C_wpWi-
zH5mB4-qgFw#;|A8gcMq%*h#0`aAuND&<igb#D$+VhL4?pytYtyG<_i*J>#-7KQO^*
zuMPJVb_x$XrKXUcToDV(cA{g`E)A_djZC$BjrW-f(F}Qpak3nZBvXb1d(Q)x#qh6c
zoJ;>M`7yjpo~_olUhh-?I<wnVX2EhviRO1l!n6f1n3h9EhzsskGac28kV3Gc(x@R|
zAnqe8Dux{1Bw0p&H+rz7@@sAB-_x`9%kSI`()*0Wl=WErwY##tW=vYwZkcy^5~TV{
zIo1i5aLD|dA{gHWMJ&C&FRV^$64+<wxMA@xzOgLbm`)jpQXGVG<|}F<;ngUR%QOwv
zmlLq$&l5fhhf$HE^{d7<5+IU7n(UD&JApWeRI`JjlV^G?ng*c_v}=Zt)}VKN+033N
z-G;au8t#Ty@NR})Oz6_zmAsX05fEIJH#;DKlqxkpDpf(SZvi)!K&1IXpTp)G2aV|U
zw?ThbQgw>&c;GTK^Ci0Ps?lIKUPrcQ4Iv=3z}b!co`&FWT2@xN-L^|vG2)oYWUOGg
z@!kjVj_WaSFFbrX<{Q$IGZ8%KNA%3RplRM*)=1J!Oi(vwgx`x>WT^Q_-M}`QkX<N}
zCFsw>Uvo(Rph93*Z{Z0PI1sZEg5T@`nko@Ag&aHcbc~FQSw1g!Co`dNtGHjD-9F*M
z&>Om{&pU@n;y~B)>Qo-E$sJ-KzGEgAf;~jar-T7#HKeM(=|nVA5uk|sU|Kg-#b24#
zg1HARW(oN0@#Gg}#iB_TnWeA+om2<GrkyfGoPEur{6k3B6=ibf8yKxq;Q<*XR|O%5
zi`CqcSK_<krhM5s=20a1rO4nZ%RuBp>tNbB*?lkw3VrB1Df*#?F?RK4h!}F^koZH$
zMHE1BJY>v&Ne+$SvfFlN(?;6aS8$#zV87$7`R-9o%*+q@x>Y~B%aGTo)2cg&P?q@t
zN;Ef5{UpG$Yuh2T^nWzC;(Qa1iz?M}3Wk)~FW2)Y-{in-pb1Z(cRQ~i1z6ue$zE-c
zpE6JuV|Ur2g>@C@B+hE%Fch+loF5WE856WU)9Dl+->|(A8K3Vse_103hNelO>6AQk
zLJQ8D3F!+w!9c+)_rLdi!PGBcwWTyN?(&ag-NWk*?n2?lVS|h?>0ao?s{ySPgBx+%
z%5daSX74D(zw7n~oaGxa8A>rVvD1_H6R~rA@uSNZwlN{S5c?T(>zEMXNf7|~)FC$9
zR_(7x!_@zg1JaL5anORCr6eA-NfU2|h`PlU%R`v_vpL_FRZz95G}Q@wc4ygy@0J%8
z1#@5Y8%#)wA7V%~p3i*_PA(w{e57)y7Qg!yDnv{3Gj>1Sn`;U_4lZEZ#<Jie0247x
z*GOomelCkuG#VpJ6fEUY=}^d<ZWL!c%&-xu$GvxLJJ?7cpWwR4XO6RY*GA(*wo)!L
z7__F&oEk&edRYF`8IQz@%Ieo|h<omCp!YW1n*L^V&iWe8Um@s=Jq}oznbX7&p|&>`
zXs>dlx>vL^GD#0iFR3g^UDq-DS0^&tfi+7@`#C;tzdBB=<KkEz_=jqLL*fz`KoB4T
zM;x#K+pLCg$RV`~cErHF*UM2-i0XEpA+*kXt%6bHInQG2RX#W`72)o=Cz>fY*s}k$
zA}QVQDjEk07jm}i2!SzhNv-Z4*-`MK{Z1-8emfV&n~V;$1Gx^lDlcAA8>~N6J&-FF
zYG4~OJNpT(UKH^2+u5=<v8H9z=2yP1X*axs?ZikF48$NR34SdGL<}oZfKVROS_?~+
z0!p&nBIlsf5{W%8Zn=17O5w-FpPX7uCI42KJGIMhY$;Z1t}U{Ed_M_6x&xo;7WLAO
za)XGTFHv)-(t$S0VV$^6k|oYv!a}X~)8+NW6&@aMBA2)5rqZiW8q3n~M&r{l%gNC&
zmgwa#(Ok4dBkHNq@;XUlj1_ePKYa||AmGj7Ek*Lp*~U}5a<b~0+aS0H=?wBws9v2=
zZ=xOrO;>RLbVK-~S2x4@WITlJzo@E!%vtW*s7y}s9gZ~J@M>WnuKL0FL|7-cbQzL9
zZ)@w>{{-KYgp)$))u;^Jf*fG@UP-u(*Yy;B@vKut(OsOFKIaN9oU9A96OQ7Xw<4T;
zb*KVd4%PFJ*tw6iWH<NT3zAXqT|Yn?-4DZpT=L7y#Gq=O@%E<&_04+@G&n;%X^{VD
zJMFcNtJIKqjJ#IV&%6h{$0HMB>Wy=4uEAzQw25OeaMvY^q9|W)_c9TBIj!A-`3~56
zfmJMYAj=#hxA2fvejoT~t~XVMA_=*@_wjT2D3#hzdc(C?*B^VHRxBtl&V;ejPtTdq
znO+;%4L$x2^4Cv1-Uu70!?s^sZtBn_JokI+F(C+gPd|6r<a)SiRnJenPtyP9HN@~}
zg!4mU0A<zZ!u?35bcXAHRdq-{X6hv*2-n&M$n-`bdcC~9mo}(E=OQDzZgggwK7)Fr
z58LQJiQW4foXm9+nBy0E7EX`I0wOWI#_#D0OBQHlC5Fn09k%Dsb8AnOMcAH^HSv{u
zi#XeqjS{_26FowoLdOR-MyA6mygRAcrTV%caSyDIP3v#~Y~f=e`g={t`ht+)CqC$3
zG)$EB?!RxpPyLx=rr}Q{KZ!4HukF1cZK=jS4BTsIdo*e_{Dy1&_*FHwEuWXYCkH>D
zryhKNN>{O8-H5npN{4&(XZTKC`X?$HINyB8FXgp_%f|DL9>Su02-6u`ws<{msl6E0
zX#~9Zjsj2a^p2QC{+0#0&XL>Jo6*;&&Evcl-||zsMsFO<nqx%CK|7S;GdLZ>gkYSR
zH<4N~aAYZE*z3IS=ytxxrq_`SBQl}+b_M0!?p`nHYGtBT7hv)>eNEn^l<^C(5r1D;
ziJQ<AJF)LgxHF8Ohv8XpyQ?YP3(SxNxvg*aOmw!S5SloJeZ$ihalQEnN!38c%LA;Z
z{7+n}c>CYJo*aT~1LT|*y%$ejvio`r7ycyf4BVs-5S-NvNUT^V%ZjnaD5&*buMt4`
z2>)z0UhVtbC(U=B+>MC79m0+8TTf-9fQ+~s(=W!C0bBuUXvKBnsx_(K)!l{_Z&fu9
zfK8pRI}H^6>Ru)F&${FaTz!Wx#u4v}rlMvX%KgWh>)oRtZtLHpG~FqrvAJs_)`Zth
z4pOXlcc!t{^yER>e>-5jSr!N5+yKjN9(RHs4o8w=@3Y{g`!lMcjm5PXqhw=S>0|Q4
z5dG<Xo{&Wt3&*Lk+HLxH+xq4qI9tQde-99EFsY?!)4be?IuY!9%ZiN(S(ST<m%A$1
ze+1v}gBi{9`FOK``nPiane+HZ^?%v`3=DBm$X*V^5({iJ{#Q?A8y>#I99@o%CZHTw
zQ)|4v8_?*o-yURichsTZ`3|gH4{M1;iP0U=o&i!YCg!-=c^SABX0<k3M(T?q01pFR
zN~L4Prc<rb914l9MXmR(1Qk!FXK8ge@3J8ub6U(JoX)z-e;1#FUI)UVtwX=r7K(dd
z`f2y-jwH(nj`_>t?-=bCgsM~gV@)LX<{UP~T*#emSjU}%Qf_;fo2#tckX6-TOK9hw
zCwFatXM?z|&WzAXrv7}Q<euAeQoD=(#6t7K4MjTH80OJ+ta?Tc&W!@nVG6Om!>8B}
zfjnOvs~7I4$HK-fD(+iFhqL<G!@C#i-%TGnI4fm8b9R*vR?pQO4W^bOcXpzcgiIZn
znY^(!df8BLt3%4}(fH5Gbfd37=F>CVGF%3IJ=dz?A3$3Kf=sqq;;!-;u%qjy@1N?#
zh0-bj%TPK?c1Z$O%64gtn(&R^lmxYxtv`OU_cbZcOOAeW51~UUfu+IXH4^;Rm2H>y
zRNN>f>71VMv>hFB>2FRq38#LWv7jUZp*9HZfVSHofJOi<&uGVKo-%&Kmy2*3{7e-t
z_?b!9tkX9}{l`+A2$Ii82!MGl&B;vH;9Wa9P|AFW%5WBvT}Bm6w3?;QHdQXl1T9>%
z6CAsiF*qsvUkio%{Yd>UqKIPBX%}8nK~-@HaNwasx_ilRiASF?J3jwvF)1YDP@{lf
z7d(p!#SAY-$Q7E@o(w$&MjDQ#646#umu?WeqDTb}uHoAmQaBLfYa?%L!^Y8#r)W0j
z*&0$0gj!c|aam9RW~VrjHXPMQfRB)XT(v!YlsPJAhVikWl$p9lwF-ycuH^+nxtIbG
zHYU^t(LV;Z*h08aP_PSxWgM3L3lBs%w*Y)27GXAvcm``*R{aib%h2ccK{HFGJ~wmi
zmVovE0`LxB_)+DMX`Ap!GZu3)5ERt@%LPaJ5EZ`Qs!Mw)D6o-{Ga}Ri!E49v*Vv|T
zHv#Z0f;|?L3=H_A!f#8>B@!wBjMGWi5Caq_YkAAasZ;4rxrSR>Jd^n0{K>YwraKK@
z)AY`mFWM91@O#rBl&npn8a94eo^VZ<Q1}}kNr`{_j|RUM5T_4g#mw5MiGYy{nI^#*
zcHIhl)Lo*ZtWt+e82X$^J+P`kkxwFM%dR7#61$RFw9}nmp!^h{^)3xvb%3abhq-v4
zYi2`ituo^v5t&*LJx2FP(ZnmAzC|Vj5ez)j-srrnq2uBzr{zG1d02$RTYO%kPGH_p
zkA+N8P=tNf==!Ko@P>d!_sLycrrC#V-GKuwux&ysc^D(@x->sS)t}pq@;vOy-)kQC
zqXuHFErQ#qeXl4T`o15Mrw~xqyV{h!Frq|DD?;0UjJOMyVLz)9wn1L~oQ*I+qAAz<
zHK;Z;+r+@4n*&KdJ22u%QsZk$K-`7mG5HF3p%b<uKtF2D;mU)5^%vfPQVyZn7`>w$
z|KrA&0v4h5j?sFxIX37?psh%N`E`AgU$d}chbSPbodN|16*2g25p?&t`db)ag!xtv
zeh911DVupWfTg;%fUX_?>eZ}Hnyd246Humaf!@La-ABm^k09`#0*`Z?@GR3`8Cz+G
zsf)*sC*^K^+C0SQjoLg2GVK8Gy{k2oMge*Van`{aj5H}oL{QA}yFxV4cF1RZ0}VTo
z?2l<+Bc}VLAAR<%eExg`cea1sjLtdx%h&H(A!b;{r2ZlR5*R8jdZ_5f&i{VPRxYx!
zanjbYGS<)**LKp7l@)iYIl@9kQ{4de5X*o<gMb{A{OMQ1?N%gt=`F@+EX>@b!u!+V
z1iShJeYWuqs_as+Ge5RUf}?OicrI3u6+5Xk=fX>;(%)hzF{tbcP310v;T~O7G(#j6
ziGM|H+klNvt=GV$M_n1o1d(1^!(FTdyWw#Ss+-V)%wU1G|0NR;_Wk~i9^9|rJ}{IS
zQMVySMPqkF*bVy}kY5Ir@rp4QB4#I;)Fi<*;UUFnv1bf{&$JIpZ@t?fWB_jI5KKN4
zSv(7zGvjN@LIxAwtif**;B!o38jy-(grMveS<8=Czz|G<bgjY>N`Gw%jJE*%s{)U=
zTp5-^(B%`9R)OwMye0mZ>I=7eEn+yynWyImekM@*7CY;`Ok(!!g}%xwWUg&4VJEk;
zwlOoeGLNw_4>z}VCuSijGf!VG#xg<8B|NZDco;Puu<;(bg-5Cn+T>8CsjmgBBhLqo
z__UH6hLJO#NI+ABb<MHnAUM$?0eSySNWU|YFrf=k0WgVw8`fEYA>82d?bSrg?fLH(
zEAIr`l4VBCyO-Ch7C}bz_MG#lP<&nE7~1DpERnkn?0Vo!1B}fG2xx4lnyJs<jv<5K
z3C5IUTyg{BHK29*H$-kL3BrySII7-@igyC4Fl0P4#AOK~J+hh!x<FoVB|S>o;`O@3
z2Eo-IOv9b4V3RjBQ+qpt>E&0)WjzCBQ3i-e_um@tSOfX)D6%Jl5)RpYIQQ$><`o6P
zDPZEef|3I=k5HJgR>31VaPCG3Xx#1PP}s2q!=1zQyDTYOr#<^kK>6UTkHhg|l46BA
z-h#L}8>52f5AeI|j*?0pCeQ{eAZRmFtL7))?7#{vy>9EPQ>$sKYa1>+BI_&77`KEK
zeeuHXi?d?fdF96VccOo#l|0k?7DIB*_w3~QC@XoP+~NZ{>8D$kYa?UD23}zov5r`F
zmetvye#9M?){6a+PnDTCUa~fBb6%R89x@v8KYT(nJ47XZ-}Eb4ijoe);BiO9_l7f~
z4ErD6vwt?=#YN>q`aaKr)d#6j{2>094fg+JT7v-r0sUe$`QOy*|1`?#m6q?)0s{eU
zg8%`+{yz#YBPS;YD`$JVSmh17K_WQc8x2vvxaL}&_j-fOsxfd%u~J3H%6~&zFWB?-
zE-Ec|KqI64{8&5cYT(}i=0Wl2$&6|(maR|4bGN-R6q0bOVZ;(5subOJ#Gv~~Qw>+S
zNimyF7+AbVoD#l^r-me;Msnrvr@yGIrCs(s(2|#*d;E-dru6tFwnsxVNa5+RjY^rn
z?3I$ZW4J%5#}}~Ito5Y50tr*OOI^K%@KH~^Xza+L4G0t?jt4%76T&-r-=&Pg#w0`k
zLTZN=Kwr;tMpoqCT3-wUUKa$sT;;T~Z)$`7JzMfiYJy}jlwez8$oog=l{<ghFeqY>
z#=YQNNW7Vr{Q@h0W^xTZlJo5;a<(<!f(GT;X`FE|nYd(%8)Ws$6M*y%!^6pU8asNv
zQ9r=^zppyP|GVn{6K(vzH2=*S|37!{zckGMd;k9L8kYY-^B?^4|2PHzh~@vkRR2>=
z|NX81sjB~0{dZmedG^GkaNXR+fPe<X|I?)XpLPAKOt$ksSn5AN{v$>R#?zvvNm}bA
zS4+(-X7s7-QsmmK%7v=q%n*Yy#TBX*CCcKJWQ9mtGb!U~rBG|)f2U=ajWXW6{A+gz
z0Rq#mxfk3k4>>0XckMfbGtS=n3h=UM5J1hqK(k={c91{=lUpa`K(|)M%oExy^xr$d
zYVm=aiiHj6t~w!@3A;qx)kcJwcz#otz9>&^^6NAxZS*z);Fc~|?+*kmu_P=w{MCQ%
zw|?DGwc6WFDA`|N-ndWabMB<i-+DiP{(D-Hg$n~3t8sss(>DNgechjfMst+kZ4v(P
z8hCWu4|W|yyRSaYoi{ZFmt`}SpvPc<b(9S=IuMDqhh3tS_=!*FF-H#nYi4<vKjxmN
z?N<=B{kHKfhv5AWTREJg(fwvk3aQ;am2VnLOoXR=YE}OQC1qt~Dr@4fEMDHZwtGD5
z8DE~)47cI}78HZqR#4#Q*A}g#F&XIRyvNpX%yV<@q6K?o>JXg;mR!Y-?LVXZdmUaE
zh6{|g4wZB1viA;2dSjoM_YcO$U%p18U^Eban?m-?m@SsK_(I*opB|L9a=ov5hmYGk
z>Bj4qv%hdq+V}^w++^vNgl`>M`eY>mP9KGTp2iX#Oh(U`bcfSYTA^d%V<|Y-V?lFf
zijMk*N7hmPTvekgb%r<N`Dxj)F**Y_7Gi?a_PGcTwZwIE*TQWh5o$GtykE0qL<l`C
z6xT3FYWtBC2}o$S#eZSV&!*7HtvnuC)eQg?`^F!ow$Qn6SZRIP)OTrJ*!|+QJSN0H
zj`mHzTEhx?ELf9a4Aws`YodmD+6Z*=G?Po*@pC5&PhPOVQH*IRBRl<1$n3G4v?83V
z-D12v0DJQo*<{~m+4zOqm~P;g2v}oP_BB46D=y6y1*W?l6OTVA16lqxjHMi_by_zl
zrZe^|Y9Gs-bMZ=^fU6u|fV1&!`nvhlH<HPnud;k2Lx&dfv59~ng;4_#<5{N#JPe+Q
zdt=jKkje3)*5sPz+(X5Y8E*B%89XUM^b7$aOYL!EzdeT?U-wSO;~y2>L;CdYd{@0f
z?7>`Yxt&}Pm>`Ice+0Kt-)b|xGowGAy7dojZpt)|cYn8K$5Vdr);K=fKmUSKPLDj9
z9Xlg3sHE=SFlgO#ZGWzVyg<qq^31uv2A)0kT1P&&4*i}p-$1u`oE_MqcK8@4i}@}?
zz1w9W+(O@RW8}YhoISlOZmpc2|6=Kk<z8L+IIuP9Uscf3HCQ>c*cm759Nh0s@eF-!
z$vKHfwQ?l3UT9-y_qzL8i2SzoG&UHE(6?CV?R%yW9-fLy*f?3n2w6q{IkdL@uwC&w
z4+yOR@Bh+|OU<2*D!o?_kcOLY!y6n5L2R}kguCAmc~XHRHpdOGh!@D&{X217;Vw}z
zwbI^O);kKi(LNelvYug%tfvu0FUzdg4x#r@SJO>q0TpcHvdz@itKEFnmb&$!eNnu@
zmsTxfS-W)W;P*#`klf+b@<jXxlR+;vo&`pn9#q%#i;x*4Wup$`VW9=ye<2&nuTms`
z88)iT{%+^dH+pzlGFcO}n6jAA_}1uD5nP$`q+qQv+tJRo|0JJP!ByMKHWOLWY&QC*
zho+!TKh3FQ_0fdWb)*?RJ^~@b6JqUNBvRe&cQFs>w@lipEN8NB=nQ7AJS??{H@{X9
zp)Fv6SET)>)k;d>+(x$?yXouCQg+PLn%c?lAIi2Z76#mC?UddDJD1VmarEJdWcKb2
zj+?7D6)qn40LGW>Z@tg$g6&Dumn}jgXh-j=Mk@uXZxd_2aMKyzZOmdu71iaFu)pH0
z5ncXwYY53@d1@>e3}Y7OxTce;Hz8b4lurGQIBiw0?GE1%LmZZuS$vPfZWRlcqx8t(
zRV;IUy6xRmR=ppd5*n|ar}ZNbK`&nfm=7?zowa==HEu!2!*B8NZuf-kdc`<OtaiLv
zT^3wdfIiY%Si)~(zIq1dEMGG$cW(QSqxj?*jW*3zHU96;<cooA$2+_DE1#QTs4Upa
zn6CLPlP-&y7F+=ROfGX?`(quzqvoWgmxp6T=~<JrtCo6<myeIjq^tL>@WGuvs(t<!
zK-!sMDyWl8t@-Nc*%QD~GbrS|EDHGepa!xIzJc>K7TxisTXyIQzxy6etFym`R=AH$
z{?U5*I%BCI|3Nj&l+ZXmjq&Xo@iE8C<;!W|65N$yfqvAv{TI!Q?}X1i^R&m{F-ti<
z>w~2_{TV;c`?}{V>evqvd<nFX&4t=NXW+7b%$na|urtH+j==7Jd;V^qVzK|D?e64(
zesV*3?C)&n9{b%`;-x>;ua-lDiI~A3H0?U1%LITdv%8pB>lpqKz!hu!<EVZ*lI)qg
z;dkYC_72!KUUP9V)2?Ope{1p01hlTvOVNjjmvV%f>aSEl;G03Ry0K?_Lg(ApIKGrS
zqvhMM*3KriPVfBm@eLafSR-KCN4xJBI)J*@V6lt3=B_lfuq~eN_7VxqFeynb3-ZT2
zIXzzzj1Dp3YSRs)CY*v^TJul)L90k>=9wL!+yS*OBoet_g5sZ%OuGOq09o`$#qQ-L
zW&M}Fh+|U`=Y)Enz%(|%5Bx^Bh)V%Bl0%h%SA?QE03~sY^x^Y>rc5~X{TMtU%(|fd
zio#-78tgZA`Ixnx0y#?HGsx@}@zg?~!??m~^78?d3pn3h<LuCS2CI`KBZ75ziHoA-
zGUAm9;kCNcJY;C?#iUON@6@Kh1HBnceo1M&edG#zT~~18F_8|$!C)$&5Gfc)=jEoL
zhJWpY*`V7&*@_ck=~&nt1L?3%z$!qLiKc~INAYN_-X7@=OsEcO8Xan=HJdLz;lV$S
z*hK+Yi~ugfv>u8z_3)UJ@?MC6k{|J?)#lVZAEno=jT2)&`jXmM-C*7R#oc;<pTEGP
z!EACgjRw7@6V3>qdJax-lf3ckJ9UosNY0&&|9fT|8Re)NaYJox673XOk`@dUTo`Bd
zjofK}%xeoXO&QVEfwbW#NncdH`p}KILjVyOhd3JYEWq|>MQ9x5*4Ng_o&EC;YPmt;
zkc;7)wxfnaINumRkieN(E>4!0tgMh$4hra$bW$ur|K8y&1$y5E1vNP+I*aKwRM_J@
z5yz(^0-e#3)=aVddjWEL-~PG<6vHQ`&lUz^4KfP=Z2oo3&z#?a!u;Y6h=i*MlZ<M2
zw+Q-ix;|rkr>)hrqHW&l#ZoquL#z*ArMl*tb7BV)puCQTqJr-U;Dgs=!G_gY_q?3#
zT0MD~NZk484V(lF=pc^Sxft#iG(0aUlVPkAqz%u;jR!bQ^k7(vvTL|V8S<Su-sd2z
z{{^CvzfUA?`NwKA$|bsg4(2b@eGA{b0sX*%ZkJ3V+aClGMkSHjn}Bqzc#WzP^z&?`
zY(lu_^d?u-ttVn3H1iMAPW+MfPj0>urr#psNw<c9ZNLd+SIVgGF*Sx~lRtph%0Pr+
zOfJJIn@~YYHFl0ed=FGxGl?vJYUE+n)M9-uH9R)L7A!#>hgjsWDJXB^<m*|9JDFP7
z4rq=iwXv7<NXWiMB-WbzHGvXR!xNWC;0-C}Zest<8mMx*e$9us0c6FHoB(&Gx8qO*
zem$8gLzTWqZiG5(lS#$qiQ>@_YwhiU#Y&Kz#X$5ZvuCnhzYS!=Pt*Arrz@BLo93E*
zu&1VAVt1A|h!T$(#<V8<O#M5+4G0M;YY}-W&A@YI@@*T=<*q$%o}J)Psj`K$Efw_)
zM=QFLV7qO=b;R5TJ3$}ibdVj}r0#CmbYGI$@oU98pU^d$#B``K9P8Rt^P#0wmwliR
zPNj3yFs0pG>0M|a?}6hs?3Jk!vz4UJEobUz!oKRpH#{R4b?l5WAkPh6rQx!VajYG3
z^M+-0Vo2iG<cd+xUW3#`PW1wbp{(%+SpnL@pfv+OrHtHYM~&uX6+z&ufbSo12vYTp
z{A`~7$u|XsVtAZO$WZ4C;$u`e1&XSDN1aa20Xx~D;&0~=7{a%#tXK2y^P(;+qZ2#H
zi&7^QveV?=-j@(wa;PHA6Vm3W-{=jbFwB2|U42TkW3wZpY{QlU@4;kv`2*oOMJ^1d
z2|0gIN}A+{+(H(74KJ=r#+Ymzsx1KDwJ(9HCRQA;t>B)uMUVXrdei-Tp1<v}OSmXJ
zi6dMTp+CyTduF@!@I@{Og*J_ZD2wV3qF4$&fftAQ`V*N^)*%i2n@B*FWrf;KPmiGE
zWNTzuhE69E0_k$<v7!;fh$i&)e~*go)#z8Al>D&LCryY)q7PNdC>qu?sQyh(C+sad
z0a&f(p5G2#1iX9*AHF8M_H%F#?_B|neZ!`|M%Y`2qWQ&2d^^mdSRw$A<eFpv7g{DP
zsgPT7dVv2#pUy&4(4mPvIom+aX;U4N<26X}T`-P7Qa~LFWVJXDw<_YJ#>3ny-{;sF
zmv~cbt}$}S<s6e01!VPq%QFM_nK-$ej2Z^;O?oa2125VL?3c_c0okOajRQv$O5dHh
z)jLV@$|eH>=pY>i%#?%(hs8vp0`>*(WOT<lM8C9jO?Ses3JzG?AJ029#pxZbVx`l<
zWRr(ST=7n1j5VSkv}6T!#P`fTl)Cr>QW`t%Y<#LMYGG4gj1EDODAY&3{xH1DqDib^
zy$KCaP^9t_<D*-Kvm7oI7uOhi(xNScHL`C2)R-%m5B<m;MkM8^h2kKb_+p!%7*>RE
zo)k%kWP%ZEjo#&c;i7DV?FBlXSunt{lEjjlfT%)Dtn_K%7Jho5C$N&R<EZ|mLtcBY
zd_^i`q0HN+PiCt414V(zbAr2^nJf`P+2k{<BMGi$um}}%8wDSG*?teDD~E8CB_|jW
zm%?{LSrddV%2ZQ|`b!4PHg*9eXj>I8b~k1s6!)4${*WhXg#W7I`-_Yrdj$tfj)$uW
z;v1EL1nrz~f@_$C3zS4zY6(&}hn2At`>77|*81BL?Lwc4wHhd>6WN%QbHr!~I>8v*
z$uDZbk_%cY^X$TKLps4d9$J@gC<&9g<YbR2-0AmH9!J4r{=0k4Sfauc`whRu;-h-_
zeF<++QK$s??fz%(Gw(P}o-TBuqeM7W$cnl+yjFVy=cVS}`@d_(ftxU*AoWkln5W<{
zE8Q0aNI%fO_@VrP6cjdhYlm+AYzzKC<LtgrHwyq2E)5lAHHSOmLv>RjSJnRlWI&t0
zJ@;WCSplsOR6kP%i02SAJq6M*p65kPtYwOnEN3au?C8z-Bxu8vY`9}Ya#Af7{)T)@
z<)CB|S=i{zwb)Ar!kcrTA_c-xAP<-@&<9dV!F@Dye@h@l_v;lpmv)-sy_+bkZI%pL
zq8F)m*PoxO|3j;ji?=H6z%qa1G!LsAp0JnkdSCqDv8fEed{*c%1wFb3R3{@8yrDb=
z_a%9|Gi$}EejsT`EY^VY=W9D1*1|;afw39-_ly~$^aKVDOp)|r0;T&I{=p=mcvcYc
zZ2&&<yOMHEDZNM|0Cxw$e8^xF{%>axARfc?!_<=N%7>C6$}@&_C#-VMdlF<D8I1o!
zI(8Km+aEF-8Irn8r~SOcVR{2eiB$CVO9f77%I6MHPGLJS?L~jwdWXbSOwTvS>WQ?^
zQQqnk8@)zKx18|$hl^RhDq&NST_vJ(6Dsr*Zdi;2O$GGh{GSLHF4F<g!}3Zx`x97H
zinRTKORndl>nEgc1afS@=<tZhWtu5}ED)cB7bz$i5M~028<UU%Z0kwQCk5zcICm3+
zJ&iPi+mzChO+Z1ira51z=B6>_l5tLkz|%s2^2|F#)Lkq;!(jXax*tzITR&+jOFI3N
zvr;Ru5Vyo(=;ZxF6LdiLLdV`R@Dgd{m!3){y<Z=HA=*l2bc{F$Q2tzpIqR)4J)!yd
z!<}Qk>1FoNwGK>8N8sn>_hQ;H6F{u5e4tG9^A2>tpXfHIM*fOeDj%sO&>4)>LY4xt
zd<gi>1$yjZ?46u(;?Z_dL)`Kz5^z=^_7LFPzzAA(b|{5P$%Is|nGHu5DzNaetRE2b
zHs&4E+<jP@2@h5v)x+!_{ih11wmn(V0V|fncVC7ytnlZ4SRM!MKUiXEmME~YCbGM6
zOfUTNMXea_z=2_$W(=n~B~iN1YFLRoXl!d4qLDeWXW8h67D<;Hw773A|1Px$mjB*D
zg>78hM3hb$qgQB&_w?G(kGwjK^=rY9`Fd_w=x83;ejW9YVT5$^UL?O73cWohZcy>@
z>0YzCpTbTX>tJpGyB?}(lYE?|*+@e9XuEJ}_9Xj*#$7&YyJK#r5!03*naNPt2!ws4
zk`}OC$=*A`nKOyf8^NR12$K)w&n@fV32zKZvkq-^aA3fCHsjk;P5D#--o@1ZAq)9y
zLTsoQDFt!uM32U6kDd?vU#+~@64$faB6kHmMVjg$X>Npt%`ice)Z8p`QlAs?#FfYw
z9nbcFZFQf_Bf?nrP)&aabh1o3fElGz1i`(0AdgSAfPcN4Lf=BQ0n|Lv{D5kIx_CJi
zpM^^u<D5lwv)jOxeb|#kU>*g_`i9W6m~Q&kOnRi9xt_*(=&QPt6gb~%6<oNRxC;Gy
zP=YBPNt2Fld<iYuJAzqj_@E~Z9M<U~mW**uoz*K|Z@||L8#elJ<z46XUdn{`w;k(w
zS6_qMPeE|<Yek^Xpp@xPB@;_bBV!KU&tE&B`z8!HyWa!PX1l)tGY;gq=wJna?DO-*
z6n78ak#t6&0R4~?-hP_4`0~b@hc4FpmnYvlvS|LU2ATEdsCChTxhKyxSRTbjV@7~s
zU>ta6_~LF)ZLBd};|6oFozae6rmx<4@MNA!aIU7kd3kv27wKA>pfv`!Wgj+S^5nB0
zOSaXZcTFD~&~|1uHCg0!RgM;T2`;YO_;KR%qI@k}7kJ40^}d=U@x2;w{o{3uo*&{^
zMnd-8qu;b{=^lw+Om?VU%8vy5n$BJ9@|Ag9oEh&GHvP%V`(1su?yu!NBb%_z&bxO1
z_QGFS_sjD6#rBkE*PcAxf5PP*I%Z!zw&!?#>(Mr+088HcY%f>rp5uvOT3_xO2a;k}
z7kmR3Gq%6HWj}ubdnNr}N`$Tn?qemq>c-wL;I8t`(CzQh^c^$kI*5^Kl}70^ITr8M
z(Rvc1r@GF~BGhIH7bl0WuzMDD#67KG?AN2dJlE{(f`U)RhHj@hKG-$1rO*HN%E5DY
z)>=mDoZWqW`}T-hlYCE8{=V)0p4^bVL*jc{+g|SS;cA#KPOcoa<PG*e_L_+;ATK+(
z&}%xPp~g7>nV=AKA3udpzR@kc;&iX(vnX24u9oCge-O@owVG>nHu~&E$De6!A2RA?
z%{Az(01KDxa~Q7uY*RD0y41B%q$d>?-@!h1cYk{K?8w^F<>6<eqXS=LWVohXyeJ6x
zH*!jRuh_NRZmUafLUDcjnx9f|jnzJX+ry{z#B<%YxpR^V-Pb&yD_ZlryF;}9h(41h
zSRed$fj^hHI*yTU`pV`5+Wsg4+qNx`8%2CC?oQ0?PBd|t$@UDVJMnn&f_t;KJYOpy
zVH%zH?0gzzUgV%z8Gh$(!Be=vJbHaJDLQ*;PYsjyYSBhq3TvlNs;sTT&2!i8k@=UR
zd)Xf!thO}Pglz2e%tv}XcjPT}%@3b*^N8R(VxzePy1e~j1~2+I8aR-ZopSMF*Q8Th
zYvpN6*Uab3hSC14=SX(r$5(5w6~1Qe6xkcrh8&Svr~7oG);B@RrgLcpGx<)f67HU*
zoB4G8;vnY8_t*;!H3lA-*2aN1@kOyny~tDSfrehhp_)wj#~6HAh<k?fE|VmDpWD5+
zLQRZc^sVpP^a@O0l|CF9o<(S@2se3^{%t-t4i{jV-E_1lqhRp;6x%c@yU~)vNWak_
zH8`<Dd2-CRp{Z~JO^#^AI{6(n-)IWnx=8bb4cOaXE|GsTeBAnFz7f^*Tt;J){L$>y
zW?Bc{X9smnKK|bhqL+XtTlLR**VxsJn$kOU<L|YbMGXro7uavFw61A5)o@h3sFgaB
z9FZ9IC2^+kPm976?rVg7=_oxluNE2Ev}Y%9LFP99U)0CDdgipFwzCM&n~t{iS^8uJ
z<gG3WtxS0~DSp1caxG%W#@nV_FEO}Y)%`~f@~YMF^@ot8olG$q2NS-SuqacQS|w82
zFipvUxl`a3XIRyZw1EXX$2s=<mFP7_gC*wbk)m<o1L*H0Alr<wBb&*P=10RpwyM@%
z_#KO-ozIHZR<S<{()S6(U7+~9ge_v^Jm6DfS#mKwHpP#k!bQvnZ*&Wn9iD^Zd9n@y
zW?h&;EznXXRda3!K`Ltc%2rIU9L_>MtU=eDAX?QUy+HekB33!kBWPa7&bW*|bh+lM
zO{a<Z>AK0s>(!X(Oek~^y3vP<hkL=M9`Zr&)4|nIGVtmsv>~9{O@#S7%JkIN>#c>P
zB)3+iOo?1q3X?SuRW~@@k9_}Yr-4)o0HF`d4F4J)k;C~fCK&|n6>x4~S`ySTEn&z4
zr7E)RI@ru-mKvwKED$=T9ob6kKWYHvgH7#M9t;ejof4Q9k@%Mv>C)fUa;FekFmb=;
zqx&0>_B?%Y8!cxCcgF|t@e@l5J0E;hv+RdVs@3@mvu8i~*dRDKGRY>4A<?J%F$)w$
z0&==;AM(P2pm_dkE>^gSrJW4>I)5b{i)H1=L?+|V`f@=Zvak|9cwmxyIv_Ht2wp-X
zRF7y)0)_C|+G$B*rLPd<Io29Iwwf#N1<4)zNGT66QhvIjJU$(VjRzm(BB}wAQ%mZ&
zabPlE%sTvx=lN*@=l$~0TU^{+@y&c>@)1wiR{HHW^lOlN^~Q=`O6f;g53cnvDRcyS
zswT64f%RkPB%Is_f^U@AWADlRZ*aP5?niQe6;u0EgMvMdA#VH26c_7izGiAScb-;2
z4jqz7t~{tGiG>%|kl3wIhME%biz~fE)=UqieC>cftbs3-3B<_^Z5+-tYXyASMeC&u
z*fHoluU-<bt#^+nmqn?KUiMZX4^n>N+*V^B+_J28pViUm@TL&-UE`WPh!P&|#nHa`
zd48%B?bh%!@Qd6b$Bk4I8!isszbym4j+}lCF*M+h5Yp`y#9m7dZ-B@txe~xk4HQ8J
zw*#aT(EcOGb@bACaJmdBZGm6pL!Txg9VH?@);__RzE3Lg!OK|Y_GD_bw+y@+oSwrB
ze~ySQGFjcb|FsPR&Dwh3XRvG7yJ$+hy<hS;hFsAa7&*@$;_F_K216lpyyy)-R#xBd
zMT5+yT<b))l%iMc?mZ3k@I)Vo`UcZ%-N+Hu1L_W(AGhuUFa2EOlUai6h4imkrAUGF
z9~YiiJ!n~SRUH@vP3WmMl#&#6(Bwtf_jM9{{gOVmFii`q!eaG(CW6Gv#yJxp+6}e`
zl#``q0qk}}68(CDo}RZ_Xx|NPl|#i6v_?=}xl+N6+;C$|`kY3v<^wzd-h*76siW7L
zJ_!CC7uk+e?hnoD1C@w-IXE_s1oeWN4a5#prowxkn<lY;A(^(6FZ`3|?`ate@khvx
z%dB`(CP=H<T+qg0OGS~5<83vo;Dama@=u3IQ}6CU>~vf=tav&jzk87K1TW*v9Pe(L
zJZg?7o~{_k;#4(DZ1$?&R|Qg^!Qqoa!$)K*bq$RDb>o6^!Lc}KEsqZCs@ckjb10?j
z5JB&^0E#L6gu@z+i4OKd>2(tlp@fM_8o=p);y1eBud|sNk48C4J-s7#T)=_c%q#_0
z!=Yzk+fGTMX@MXzAqA6+wAKQ6AAFAHk<<G6!jnXW8%Fv8+4ljYmV9c)g*pZ2CF61o
zV$1t~91n)j6?E-0YS%5fV_lf4RD_kSDXgF?ihvzM!eyS^eS?yIQnxS{VmQ;1(Gw-Y
zeI1gZ`w+mbCiByGjAr-zEEWhO`Z;O|1`U!Izy_~SZo-iCr-(DCLfgw05LO-gPdSAg
zn?RL7wOYDHB`PSG;<})Ycgf;OmMxb=??HaXsM&+BH&VG1DpY({1{U^l#eKWRrR(*9
z<cfb1Ck>>kUNShu%EJYIg*ZR?+&1m*p4XeCm|SGxZ<KL&kn-RJaY^bHcKHCi#ZrD1
z5?V=F^Ka7$i^x+&V6c@qESAx*)cY~L`*sJ0x<X}sjGw->SL7NWL~4cT4Tv)aR{dsL
z|1=^@HA0~QLGrr|(3YP=!bjOSx4HXT^Ce%^-00Gn$z^0eA1v062S*2@GnIVO0Oc}e
z$e(g}>YgNW8r>5XM9rC`h#BTX(C8nM=O{Dw2P>zKNQgF`YN4@#me->$;!&cucpjmj
zIQ2z$lPAPPFrhZYDT3g}UZ;MacFyn^o$8^_Lnm+{yNLM;C1WX36FVs7jRN8U$vr5a
z*xU)lH=#zqI5JhRj95WZ(+rCdW&#~p2eS>jd-SntCHIac%TLP6NemXo?V_S30`U$d
z@Dlb<^^cdKT$I7G{Y{eB>12+B&*}ys<CDzvarF6v5$u&<D5hD#MFWMAkI48USR+=2
zVJv~4=$;6`Pkn_1Bb-7W+XnW01OE0+cy(xk6xhuE+$#;M;6yTDZ;GmppIU-!8yot|
zDdpqWGZc;6E%Bii3VtwD&MiR1@^q@2VbLREzua(~@N__W|K^r4T!bnp^$M(zmVoi~
z#67zCe$+>hx)bweeDhVhe6y6pH!Ruj@40PbdOSUS(L~WE7!N8rRv{=`4TmIs3zi{g
zQyJ1+jGiCjBfKCH?ue0!Fi(Qu-ZJo(D?HT%$Jp_L=PNM}nBog8_WYtrf|Nc877n3e
zf0EugjpLu?-~wM66BsgGEADY`Au25N0y~LQVvg(qR3w1v%9lXXopc2}OnI#Kd-Dx3
zPUeZtvEY?BXkSW0Za@nn_Jf2q7`Yb|QYbn=((alB-a>^>k7&!iUF*d!A3?0o(>8qR
z3DwaO1hZD^Qw6$%C;D-PQWlHB=>7pQE<Ivs=lcyJI~Ne<2-2H;MkQCzz)w3E^84jV
zN+n-j6i+@i4ecV!!2o#~gWGdZ#5u52!Fjfmi;e*?pX&vY6{%^{!gb`5zqu#I#Oi6u
zQGWXBeo)9`XTny^MEvE>ZzRPVP}0niE)h_Fik@)eZzf-^;^PxOD5S{c%gV{ONM){)
zTLb~qI1Lp%V%cz?Wj!P<s+Eq`a6JDIHDjhpJSaF&_W<46P}JO7$c~SKUQ~+TtdX)V
z>@}vGgM)gRLOnSm=trKgV04@-Tumhmhz6Q5;}EuCl-)<tj)Cs|hf$A;28N&}WEc?+
zfW%DL_&v+dn}v4^X1t0y%LFt4Y}xbaN#Pl?T#8DA$0XaUq4<7KJjJXQz&42_AO{!Z
zwftBCh}i{tHA`-Ha%@{fX*oEdr||Y==z|l<ilQ@;)*=EUA!IuK*=R0bs<_K=yZRso
z8!e-xn*gPt;FwxO9TB@WSiymtK<9TnAhde?HDCTr-=uyFh;0Pp+~Lbm;k0Cpn*D(Z
zi0_h*or1t6gPf4RBCDHr!Dz=X5@AnhFBtL;!o)z+N7yWQ1|k=xO>tj@kANKk(qpQb
zf##>=5?m3iDFY?vfKDZ)4GawSw9LkaNM58t_mh)gxk?gzj#d4GE{ulMmuGEA#YJ@Y
z;Do=QcKhR0sRq#W$NKqzc^;_o2k4&sUH~?omT|)i5V#z1wdPa9yxEuZMgsSdMz)^V
zJOqSKYCM3ZLm*-E8uW$?;POS&12}BGdfd`&uZTmv$&fPu`YAZ*Jro1&o<v~*yJN!D
zM+u;<;0sbjADG9it`i8a^?@iWC#!cH^Af@qMl)jn!M-EE^s%%+Soe!kq&jnFJ)yZ-
zKuHvEtD)&+{)FogMD7yxkrW>x$;wtv=Uj(rtLQu=K07%E65an7|H^9vtl1kPp1^5K
zh#ltI+BQ7f9VzMae7OF5TO?mcwEDU@9_5zOQcyi4-8Oou61+XWwpqlYnh!pLn9Ue5
zTO4mmd7?M;RC2o&GeI_T8RWE|9F=rlKmqgWELI0}q+b#y5KfhVUq9msRL2Yv=6fp3
zc50kEDyn`G%ykJslbGV{fa>XY@a5fuNKZPPIDkoLh9{??F`pa+D*)b^=ylE?6dh%b
zNa7BWgR37;iK|M`TpVs?Dfn?K+Ll7sUYC8Q`n5T%$iz^cpq&{-96Cl1h#3TEg}DFv
zt7iSiSe=%M&$WosPeROPd@&a)=|3b*0}B>cEBYvAq8&V`Wd%|5m+JLH2<_;vp+)Z3
z#y_EJ%d0%k8w0~i3RhnbxU|-XZv9?Fc(!BK#KQmIVWkQYpzB>cZ!7giG6)zQOx*4r
z8a6@J5U1B_FY#=z+1Lwe+quwys`ZSbh)cutE!u}D7ZUV;{FyZ3_+;3f^(hdp&@81D
zPFJ@r--<bkIfXI$lXCLft^E!Gbw_1YFP$zHjQ(t@?W%7&{`J;2`^!t8yl^Td?$=~r
zE9pyeo}*P-n3S>kXVm`VeTJ7cOT(^x0L*4Z?fuoqabnva-+r@r!ERIWadwQy@4X#;
zZ+N~1qm}Xd3Y>a}`yTI`?y8DEzQ$p{0sn;X$$|RsZYI3qi3Khf%no53>n;g#6vrJ#
z)<=5W38!uf*gH5U4|U!@^d&dqNUY8wtIF7nVsn>^rwp0WiaN{Spn}@21M&MFPxepD
z%yzizKwC=ZfwcSn1+}lLF7z_u{R`q6!t81vF>LMaTrW<Aj@rGf)IMesU{l+baTV-b
zUF_dA3`D2A=?|~vd%bnde|m6@>y`(n>zDP1uL4pMW1rzd)`n)5Tt8#jUhHszB0jyP
z-zc*0Z*iv4dS1TsNy^fUDQ5%VOblc1myD>5ou)P(i$*pOR^4n(*|I#cKYX9S_khel
zz_)7f?PA~JTWcMjTs8c}<%`+5@Q<*Qf02GeCn4p54&R2D+&FsH`OAE3jU$@Zz5qu=
z<pv9?k8jt;naCH0N-38XIj-xh+%Em)XJ{d<1;v^7w{-}k*E)#~Z5Z_}s0|LPlD%k+
zb1=IidACMs?1;<09HcQDpR)DPj`#TW39}RlLav4lJ2%3oDB`o(qq$xlCx2*VhNql9
zZ^5|R5V}6^!>VPf*gt!8I~_mIKW75mTYGWz=kCY;2jbPkT~#ks1&;r|#>HwJ{yIB)
zWh3=pT<4BR`rY2?9H&i(?B*|?yEMq{ZHL~L5byrwkn!+V>&M6Ez16t<GsfY}%0-=L
z{s7U}-7I{n;#ozng8wH2R#8{|r9~Blo~W$vWf4)dBjIxr_mtK5n^bQ}WInB#ks29v
z(>8XEZOU4){N_mY@35F{r}iv@pZ|y6+WIQ>(Ei@=xzG3cVT`SvP18l6jD)p)kK2x4
zEEskjpYrc}Zd1_3D`<Ip&(Qfx$u#ZY*rENCilBvY8uvH*KPxG?^vSBjh@!onqamT|
zYh5$USfdJ^_w-(T^{!i%@6$A-Rtg=K%C<AOV7N;?rD~kc2=FDoNu=<NBL{=x)1NN6
zY`4ALg~Bmd!l6ON%m2u6hqmb;b9eC{f+`&jwd$3N#*rQUN5-_G@6Q&!cG>r=W^Qb;
zj&`SLlDa=FJ6LrfIJKjzUfH&{AYkmwUyJkhh6&qmr*w@_ZlvE_1!<P*952VG-Xb1Q
zm<8fDtlatF9(h+-Z;-)p;<n0my^hXxk&A}#x9&1Rqgi*gAAxTkxuhmK^^R7)WXAi~
zH_f(KTUENHwmUV;`8#)3JMF1pHDDyfZMfJWzrDj3ljF#L81;?dUb<Gx{nX|?rrz3H
zp4@@Tz&h?Z-S1bgY1Hpv%=l@h;PI@V%Dn|yj>m=io2qm=qULg_xOyioRJ(`WNAUW4
zHHGmF(PMA5ZUwx{_l8<-n$LDN8ICx4=I+hL^~)a!4a;B6%;{&;<kZBdZ@p!3CZ4s>
z`s=kzOQB;L<NrE;dq%ExFn*<>9pYU0CnC(#Am>||!TQL{oVjA~aP+0}o#@VO`4I-o
z67Ft)ow&|^rafFsed>J3?9l$FsaNv9y|j5e8Q9CnYxRG1AdMH~wX}thLc6@QmZ7h?
z+U3+19_O!nl2JFiY=v+xdJ9%)RD<^<OG1aY-@K6S?s@4XAw|2%N;{gEeBJI#c*%}U
zE~ideywx_)Zd@DIRDZgzMS!u3?0@Y7&%qYOcV#+WYt~49Ub4___ItcdtBf;7QQ8`N
zBu0d24gm&Lr9V8)tzZ7@kJ4}d4}HljYHj>qcY9159lU6hviQ9fF66xZqq=2NRKA$$
zeC|`n)*83Se)G`XNuMmD67{$4X~rCwE5zHTJD4w;S8X<Kh+Y-1b@;#2JJnN|fOIAI
z$hi1kD4E~_yL}br|9(uCw{mSSz=fxdEi6YWF}=fRx@HF>XXV<!&ElA8_BxSdK``1j
ziIxVDflpf4cXtNh=038x1^QHTr;}OoSj55nWk&v)78&`DaAF$3miScIHUlOc9>-Mo
zb2xL$(W1Z{1gP<&b`-PcdJqZcr}+c8DY|NNgb#PhIyizxRdjb<_MlO=xR7}+t!L;D
z@^OPHowSDY9A9FC?+@-%+}OHF-c}hnTgAx>*sRD>BD<p@s-05eqOZ5*IJtTP_Sj5y
z3;e^>9#;$NEGdtL8Ar*P*TxVLqjeN|HYw~F=j1Da%4yLTX35tf=^YTPHl>Q^&+|rN
zrI1EjFtHDe)*;YY+(z<-9u<I&`*(vzB#<ADIP`Iyfs(vmLahJ@iSE4&gg>|qO|9)0
zC6te(;ySDTf=*lZC{bW~$~EwpQs_u$v4<eRAk(%hxcbCnl3u7MdC5ZtVKAo)x>^I%
zpUj?uPo5@4D8;e{c$F&`KQaWCPjSwaz#-$%+FB-MMVgQ6xR}hhjbL#vk;2u$WdYCx
zZ4D%gHv*FvM4ZljWU3?fzZcge&|CpmDX`Vm!a8}^gFhTedJN5{-|5|Tn}TDY!2T{~
z(=n*B=P$~#vGS3=0hv$x*i{ic_ByKVni95R5;)ZIQP?QMj6%f&P<9}RJxYpD3AYA$
za@CZ~DPWx49iWFTV+xm#fK>xuq%JH!uOM_%B>Kt_;4`&NH19BTevup0;#Y$7H+z-b
zUXtdJXorBSqrm){<bFtG5nk?J#tQ#VR@fARqCMEcj5bU+J9yAs@o3aCr;b`wfE@ev
z0~brZhLCm>yHmm3^U+;p$mgeI_P!w7Qf9aq-nGJX2z3F6=bBQxsR82E!PQw%cQ7#D
zfqZH>m^uNck4nB{^^4%<Y0l>%VH#}r0yY~*Uo(Zu0i?7ISrAX2`tD3#rDCHkl28dc
zN*-xu62fO>Adn#kg6g1hjnt>`DjKNg#Di(BUAM?1dE}1y<op82bb{gVi=b%mrF!rE
z+Q^|i39ZAljsQVKAX8oS#03Ee?ikrqbj>2RPD2V$E}$ea*r$=$RVt3pxBHv%1=j>z
zj}E96^BsBHafvH-_hF`&tW~0fzI@T|d@!yRoF!zLe;*fVPAF0L0QO?_?G`96fZNDO
zDhrWV$vF3?fcO2FD=Ky%JoveTb2j@tRi5;>8fwjkgraU_l*4jpmx#$BO7S5!SK4{6
zc}jX-Uo|ucl-RGI+r@BCMO5n-ewZ3|_lfKqv#9LH<$Am?fOFu8V1IJ#mOJFoL6Iwc
z2!#aI=irjCAmLWB^^iu!6#JC|?w61py1%KUd2mGQZt{k%>1mEz0@<XMTw9v!CxkOQ
zCCx~In)_xFnLh-jOmu@^E8O4<j$qwAW=Wn%X0gTDlSRRgA)gt3(ai3kK=FI%R6jEK
z0gBrI`(KmP^|A5OZ5b&wd-mkwhQ<uKpV>lJOxIrgLHB|;O@eNAJ>;oTj2le*4m~MR
zv5zJ7EI`EpSKzp8D8S|{zVjaRM-O{>VG#Ach$E{)!j<4rBP+IyDXdMvVnhBCDYfvt
z5h&YQKs`AwT8G8*QjZUFyjzeei+?-bz(8FPZ~_ZbVU0VGxkk*LQR<6P?y^kyUG${z
zeF(<k1L8;SP(8<O=;q<4NX6YCkFRD}>hPfUiHbNH{?3(qufd{WdWQQDaEldQitJ$!
zG+P^x5(}o=I<|BWbpJ?Zub6=eT%{j`Z9fff@P?kgfL9#lGFjpr*qdJEL&lp<BJ^PK
zBr_==+NKnLSVwgWWtu-zO6`N$UT_QqmN3z(4(LiPqxu~r7?2oFy~!#JGr~qco-~7v
z&yfR@?}*;Mfx~^Iv~ZK8u$}G1DV`~xIASv#y7z;d_x5uNoLO$m9cXzvl;RA^!I}Z+
z{>E{M*OzIL;}phHiM|a6GN+{<=+sCV(mMVDIS-4qScDQSt3ucV8W&r401xqwzM=vZ
zFsuEd)J!S;ZxEb62Etsi6**$rh@^~FGKL-JqgJCB%3nTvAvH+`N!;PiC-Bux3~GtE
zyX%c)jV1BtB!<1|&GNNPOZIh?p5Z@n^@DmzahdRzC^Sh$aT7#NkXChh*gK1<KOy9C
z1-#BU2!D+Z6kz6$OA4S)8TxWhEtJooR=;M<G)btu8{F6_kWWJ0GEQ*X5Pa8ygpY!<
zh9Uk{q39r_#vlS9R0Skf4irM$j%iRG%9NrVC1k~0D6t6<o`B{hgMRw9+=n>1&9Ppt
z*PRT5U7cGTb<~|kSa!x4`G+p%+TD*mmT|U@kVXQ8nM$rWI5M8h_8des1|<%&34{(N
zkQV%eDZVU7_YrVQhbR{ekoUddIbZaAC#L*{1|oy;`OrrtvK18w8z7?|=s*C#C+YPe
z3RtD3N*l$9|6(2<o)o@*O!gL(gF%}K+6j!G8pxkXVfMpA<f+8ugdtHD!jcG6+a#{T
z%eoe~@5d+Q|7og-=taq8q-8~d(K`Z2(B)bBz3foo!e>lC{82iyth5mbidN{$Lt(N)
zO8<>qx}&0)1jzlzMb0wG2)vFISS`{^Cd%Ql0cRdqK8?P6NUm_eX7(f61Cq11u-L0V
zXI2=}92|DomTb%BvKJZNV`=|fPBl-2E0mKMy-BnluC5YD|J)xGe|&Jx_N4z`WF+=`
zgo(*hA0WIJBG+Nw9%EJUh!G)+zGwsDBPAyZe$nlca(yGV-V2TX@qmWt>-wRuuJj?-
zo2I0B(CZpVp&#sd7RC~!$WxCg&d^)vEhGFC93g<Pccv(=`5)k?wNq>tlE*=5AyjH<
zE_WxP!>?ec572>8P^gx6tu`hs*}%~4EIAhhP*jvw@FUl=B7p6wmbB5k2k6xndO|-y
zzQT4yLi-5$q*jz6i!08ZIPHTkGCk7{%Dz+!#~VKT0))A9JSTX%o9AKkaakK??`%pz
zDi9a#Y{+vOnA3;2l2>tpg}Dqs4a!OQpU}}>lG_-h6HGQQi0hDS8l$L@-Ie*6o2+!T
zs8$yHQXpMl^v#s&*69ud&cnU1^Z;KxFwRd`-RoDQaOSw_%=$RaVylqPk8p7;+b=--
zvk-LRRNaNiZ5!P^ecznenHmTj>%^HX{IMo{KT%#2rf95u#!mwsL*Lvc-i?P2w+*qC
zxJu)@{tGBq1AI%bLNCr9Hy~Jh1fjg++-k#cjdZ1WylhD54qs)++d47&0k&17=6jPR
z_T;<80qNx=JddQuKRt%zXcXs73SCI-`P>;1V~yEO8)RVEApvy{`;sfU`31D+NnpW$
zbsL~9qxH|-&z}N*VwPz=(h#IsX=|<P$lSAx_wI4Z9pCSd^Y09H*l4)!cbpw^<K|7E
z??jRT5wi-j7PClb;LGupZ%@@^XB@Vh_tYxvlJDAOm)40tHK$noFb8zKiq;O#ioI#j
zV!Cc@%Kz2o(TV99j&@qJ3>$Jjc2DRmc4SI6d5OmTX7ok5uI3*hKAJUlOQ8dbbN;Nl
zGgP|IVdvWz9g9ciUad=xo?3e7BCjefJAQ@^W^i3*ySLleBVo?6FLRbuWUYD7s2zRX
zj<}z6<i9~&&gONyIvzEnCOkcH;?vUYy>G_<2ais@jG|k_sLAQxBy{8K3$eB57G6gE
z8!v0v+I<b1x9p1<9KAm-_DadzZ((+`8&6ZV4Rtn7P0TRj3E9*WM!*c=^u5V$4RWU~
z(oM{W{$v>L_v{Pc&wh#4%{~xAc;sNC{~o%A{w;f0<PmxZGk<Yn${*Y7{@Y4LzO2a9
z(;89!Z<?tI@`aw?T&a2IL~#z=be7BxWvAcrLoGUm3AI)Ywf}p6YW6J?PfWwxlI7OK
z<b4i1v{Iv{sfX^eX<Dh@lFwc79PbOSU2Z*&h(#S!F~k+KE}bHuB3?R`7jx>S>7~mv
zq&D%uR%3S6&JN-wFUJlmMZz)RyvBrHTj!vRWZwTrX~C+g7tE%zi9gdR2c^2td$ps<
z*9AUF`BC6yMVR}dl<c`V>_TAuc6KgoxUADc<Q<>B*d{dELRx~ONSY&NYaHp+-ZJ;O
zc67xW7mcXvv5e4^ch)f!_Y=Uw&7Gb&b?&$1TPH5oD{E&ywr@Jm(k0YLNHU9TPMMQK
ze~C}s`q#ooPr|u?a?jh3ZR7N6jxN%kNy}XWoM@#;JGnKLr<$6$xUjN|OR?Z?dv$Ja
zXzih|nu{n8*8aA*bW;C))LzQd8W<mn%MnDqo0x@ys(+XrGjXIer|5|d#I{(woF^wP
z{$Hs31T!J$IT6kYxzAoUrWk}fEFZe{N;F3^;no6=MJ(y?aU(HQR=6dHwn*D237<oC
zz}hhvmhGxNbB`Uma&4r+7W}%%5Q;ZCJ4Y{(U_IggzY@i>l&<x8jsmkMhT3ON7#BEx
zdy!g0(TOIR;S|o3RG;GLS@@1y1AUx%yUyEJ+^e;Gr@v{|?2s?_JeST{Vi&^>b+L&M
zCAKCQe7La{zl*Z2$VEw$V(kpVE8eHQ?cx;-$NL|MKOrmm*_80Rc*U;8O$o-0xVmM>
zfXjZw&3jDTh-?41cXeWoPp{Fzv5k*DzC^V+v)XsPxYg~x%T(7c^xFc4?f7f6jfw>C
zW&`tH@`0B@=m!JM1pL=pizh{nH;>EupRfXgs$MwlxG<sPsPPh=`;k*^7Kqz0d-Rs}
z_e*S?!~X9{ye;F-Pi+ot@u2(_dM(A;;V9bY?Oh63!5P=nIo0%U9`M1i>vzxF<2EQK
z37UOJ7F(W)@I<dw7aA{FxvLiT`w~8jQ^GD2X)Zceib?HY6CeHY?|aPppMPt+>UTf(
zFTig|-@J$B1pJHw{TEvwnb5I#`|Y}s(2zF9UW(UwPW$ZvE{CRsFKch0K7eQzC#iK}
zIL|dWmNX-H-}=dhA8s3#%_J4w7t21iNUu(r;AgCv5T&J`=x37{@kfgi61f>0sz@5v
zk(50<;Pc6lOVM5;q!M(tTZcN1VGM<{7Ou0_*3j0_ogwG00hrGXV6UG=pbU|PJH`R)
zwiQPR9Rb`CQuhsJQXeP|Mw^0yq~R~%hZ_gMEpsq4zYU_V0jM{eRLGJ_1%DyHPUsXQ
z-OaO|=n~54o(KOe%UypG=vZ6KUg-lUX8DO4gUMZ@cp=@IHVjmEiwVDoODJon!G5CN
zRTQbhX{KBi6}w3}{blNtn`vCC_MRIwISpTEsVJXb5=11Bqyw@aJRq<F@k*ET0o2$;
zjnl*^KlwpB2djZ9#F^Ug57&u#6a?kW$M+7hv&apWK#3Z20D6~&1~?<YZ&Aq9iSvUT
z%BvO~Jxxb);5bT?K%e;N=01$=Y`<SjO8&|70^8+EBtKmsZ<c{&+sUWOxW=o>V9EeF
zb6i3l2fF@&>@LZT)csAz8J>bMK+sqO_irA6-k0@Bs^cL1=KfwWVJLXs4ufy;+b-*b
zw20U{oZE4P!&ks~OWTx5wR;gVcSs%Qqi2wrbC2#<&2_6l4k`?3u@LYb7bsR0oQ6uM
zPN+nq9<$5X<TH(+>EKPB<5R8azb80{uAuvS&a*Y%e+F4N+Q@m!kmCr=9eGrT!VIEc
z49ID~Tw70tEftvFHYF{Iq*w`WX8@r?VjVT50qG~tu^-3!@0j3ra`p`gQ>c+`(4`!h
zG|{n}D@@w8j_W26X0sx*5K)-rMnXP6@+}knriH~6vhag2w}27rOfq+y1}-R`!<sfE
z`jP#Se>t^BwU99!L1>ZlbWZr)OXu{`_eBPv+#<Sm%8*q5^xkgHSxfl(MgL|@g-pGE
znrJehN^9gu^-1yqTsV6lHiS>t{tsDn0mkwvwmo3`dvL)EwxlD*NK=jzANJ%?05YD=
ztFD-SQUOLj<x%JDm%1cDx03yUVo}vC(!sYr1@KQ96rRqILP+RO=vQ3=m>0m#WqA&@
zLckL~zGHregHptpD~Io@0Hg|8twI(iv&>~2BoDS3gRQ(;q0;l?WKF+e?!s@N{dgh|
zpNLcR;j|OL`L~WsVa-Jy80m62_WWFr&$0k<Xj@l(Fe%+$dZG)1ba7%V1Y0coQK2(s
zVJ?XIfQd>au1e6OSoaA}3tL4-s{4J?`?!%_B4JAH1OfY0VBb3I)2Hhn>4yv;8g#OD
zCy_cRLa{+P$O&1|stS7bOX$>l$Z2jTw0A>4^mPonqXd?iQ5&wHY{EmxdyG5HSu-UG
zQcJHk{Un#TVX>jZ6P!<-n14-zYFQ(=Pr%+R5b9+0AT(29(phr<;UH-#Lw=75{AT3*
zTLIsC0Ul}NJd4I0e5n#0UFlDvMyYlbnBu};;xre9y^wcFE`LM1?EOMg*F>N3XV0q@
zxm0@=`2yQ6L9?#N#XYaVct?jbbLMu_yM56|mh7oD*iK@JuMnMNvxX=GUFBfm^+t)z
zO>C3|oSb2vVAppOt(^V3Tw5NsP<4NlqjQnmzp)n!2*|}PLHN{V`19ocp$QSnAaqnP
ztS6AP5DchO1Q7-yp%2wO#bjJEEqTJE#xWxEVX6$gncMr7{jV#-QmSn&QBqbYVH<NP
zn8YQqZ_E)Meg5k}0BFn_(nMS7=Eg(p94Fg+q|HxkT?rOXeXMyW6LR14(rLiPNuKz|
zAlGjYN4T;ofo|R_K9CbxMO?LEKs1P!G@>1xr@@Gicqz6J#p#}f(*;L|DUs@+Fi7Yx
zG|fl1B!dl%zNB}cA6Fw--A0F7x5twK{J*1&?_WnHIU-ST8EiVrxp$GO5HZ5@CnQ$y
zAs`QORB>8{6v$=)esv(Z`mYRGwu5Yza#$sFsbb1oFT-}fe?na<(Y8U1H18X<sbt0c
z92|CV?j7Q)TD|_XC2Nf;9=38W_ae`nF&lmG?B%s3;9s^s<z$Oonr<z%ro0BziQSOx
zdF7Vh4}Q`dA}94HLLgse75KuE5{bRlJtRHs$m*x;!E9?3VbmXON^jG|cxfoH*7Pj9
z!?Gb2msBO>B_nP!wHI8e;{F+dqFeGtBxxu!=k6>$-3I7d)etBi=M)T}D5MheD&UX+
z&(}%`Kp+5)<P=s7ys4NZ^>eI1n3LjY6GF-OZa>f8b&%vJyZV0^F7h&-?BeYA^DHAS
zY48AQIU40`iaoTg3R6uNPv8DZOM0Q1f93@=Wogcx><aUYdHstm^(W3zTYl}6<~Cqb
zn?=H<JjxGpM{8!SDE*a2^V$3UE+n~SWPm87fM`9OmT?qfG^QC21OG1%2JrdZ8Gl?I
z%z+;6^B*;P4+eH0kc|({A0WN^z_%|jkRJ9yAU?%DfEe}O4f4hZQT_fg<w1QPi0XsN
zTmAs!>y+&W`W}F&!xw--g4_qOEV>U8%@2OU**zdZ%Y#QV>H%C}aK1b+QXfR+4~RTy
zIqbn4<$(hq1>U{`CMwMxC=vS4ybc%-KreWpp9<cC0aQRpbuei32TXGZyI4S|y#ssD
z|JhX+-GTA*J7D1E4vIhqhUnE+2ZF|d&vX7}8x1zG1A_j&pLKv@2e~0U7#{SLdZnr8
z)`1YvIDI;DPFo((8;G^8*X+S^A@TuT7!>-T@Okj~gM`rsgwTGVr=K5C?SsLvDl82A
z$9u4-jF0z&_GSO?4~F*x1npp;<m*02Vh;xUeo)YPz<@kBkibC8JQz+xALQ2Ue}J!j
zz&3exz~Mnt;|GPE2h0}_lLrXe7P7m8V|)l=9uO-25?<3D0JsYWv}^kv5Zd<n${ipf
z`hUJF<JN)Q$>tjaLqEF%U3I|Q`1jzuJD}=-I0XUTtloj<3Ejcp{vbC@)`3RvfJ^eg
zd;h>;>VvlI2T5l7{6HB820OP0pFe;&`#|WrJouYC0M>p$q`&|V>I1^A55PtC2YU7o
zHe^lxLGUg=5HNWl)Efxf1E>9<?|qQxK>)f3BGiG|gH!cE9(MfT<2|ry0;KKgbPtHa
z-GSo2uC(bL428I82SYU<%=7Ajc+AXue;yF~xI3U1DPG(G{pAj*HKX5w;pcb2zf}j%
zy@NiI9rTsuVV|fT74X{Xpl)K3kk-F%=K<voI{euOz<_^HVtJs^9%wt84=Bw8jRONH
zN*@HVKJc%7ATI#?fl&wy=G6yAY@OGFTKU1nd+_SQ{@}X@1tUM0sC@u$4-CyKeXxZ3
zAVE180GB=3e;}l%9~evmegHooAZ!m@(+|3~2SBGm=ROFWGKJ#;4+>E^AYKhU5MoY}
zABtF)usraG$OFK{fq|EKpzC*_M+QQ6fsZ%mI_RYt5Po7(H+ju<(>fjXgYmHgK#G44
zuLB^ozVBBDfK8zX(E|&4?E~!oK==EB@IH7H{sRe0e=u6l52D~cxY$34{=f(|()Ru!
z1OFg_OVST4TCX$vgTD{nY=6+XdLNwW0)xK)1^5HG-a++&lG+EKdtev~jB)G(K>mPK
z`k)4IABgZ&eSn5O*uOns(<lc4Kpq4D41mx(Pyryn#2y6MgFxhK4Lsl-sKDqBgc0}>
zOu43Av*-?pp8EbbGv|Yrfdkv7pIRUwPgH*&+~x<+_ydf6AnYCh(H>NF^#CY;KtSz-
zIrYIwK_4viK+rvayb}1}$RH2<0J;ae_yY&f2i5oXKKT0|(8v1#^n8C1mOc>d!ET=q
z3e11l13>J7*sbN^2RN2J5E~X4$h~)99|Pb0;LErt8|DXW-3Nd3pl1icr~?C;0(t2U
za``7BCc|K6bsGfE1VlJP4wkqBfy(+WpdB0!1op8Ge4GA$5>Se^gRS~GIEEc~b<n%1
zPvmAXgapCXfp2XO)SGl;SZS#CarhoU+db&IZypF~N&y3X9;~xJ;GX<|Py>T~>Vy0q
zOa%tYD@Qh~A2_@RKhhr{ufQNz*9TGL4<dOmxYa)Jtvq1b2b=f7Tf02geb55<gEjvi
zP~g7zU~Kh(Q|T_g4`47q(CLF-$_)%|@7@O*mHaZ_7|6+Wpv-0~$^&#qBm)t3kYG^|
zobn)O{_pO+0|7`j5il^X1)^jFy>(93(ZSI^Fo<a|0O--dzGl3ur~|!3B-&5c!k=62
zpf?VHB|ng2AC!UY2Tq_5fDrpZ$?N}l4~X**kjq~^U~sUq3k+hh58$_}4;+rPAGq83
zK@R(X1qCAi_CZkhKR}^9@WCJ8<a_Ws-Ulvu57q;h>--ONat~hYgQ4UBrvrmWy?qc+
z|KML1>cF5P6&u5YVI1(_ci{}mH9G)`g>Mi3p8w@LI!KDpr>hPQP=&yPJMgRi?|w6j
zjt*7<!=(;*zxTa$9Rx@4Z81yWsi^J%O|AoAoI9a+AMm})f)P+l0|XQR000O8GJfG&
z`o!g4??3<m+(7^U2><{9FfU^-F)uJLFie?uP*cy>#&5Wg3kbO=EmD%G2&jk=8v+T5
zihvbSDIyXP5D_sVy(Qsd0sSgU5fLFODorVZBK1ZQ1QAfFDiW1mLl1-`ufPA^+1Z($
z*_oZ4^L(DOd*;Ys?qC2w9smGY;3pjb@c&j_+5k}bZyJ_t5_A8zanlnBv&Ac0*qu+n
zwYX}heDpr>eoyT{al~R}YYDckQt#I#<x@XggYBke7O|q2^$(r*s+8C7TNBLB7tD8k
z`oUUocvcTo{2R@!23{PMpk==5F$Z;jUT&_WA_v<$5ZQu4RQ~lojGW?K>mztx!n!l5
zE9{Rgety-Q+T+>XHWHjs?X472EbqB>{8aAZ@P78jvOJk<Km%o->>!6zfG;ol6w)v5
zp&g4kw#ztm-7>plja^yShCY{-^)xQ!j8h$Fn;WCtUie>pcU8m1R~>^}M!5I3LsMow
zXsvRlq!joj`2FWezPvt{F}NoyPDTFw7fi4Qx0H;3$Ca&<JHLlEIG>j*-R2k?oWEe{
zxFsW0S+~4Ax4ffIn)WugBmb26fb0|b*LZrYf0tX=%-WXdcZ0N)a3`;@`oGto9}T|u
zz;d%?;A}(AgX6is++{`4<ePoJHkc&dzM;QvPe3QcFRm?=FF8DVxNmyvP=C~p{G1$L
zPE!00Y{N|3A9Y^62WR}q;_|erRezlS19GbAs|4k5?>q0@vMtzgRbEjc&F~Co^6^{m
zMf@jEh-3j~TFK~OOjYz_SE|MwoUprn<F-W-d0LwIAhqL|gM%2`@zIyc8t%V5el%g{
zamS3ZmAp=O*)@iddOmD}GpPX@Pa>S`hF85hqv}vI{a@apgAG4_Ivx}UA9Z~5A<FG|
z?$7s5#tBqS<roEFJjTB3fEln|^?q2Eb&Pe4zwp1q4-Qu>_0RhSjR#lv^tDyJ6rPB{
zFFSMEDE4kv1Ga(Y)Kl4Z3~kHv`dV+aswDK+mJD<0((&2F-ZruHrrooiKbI%oHhMZ^
z<zq@3Jn{Rd)|({6?zGd-AiuhPcJ*KApYWURl?<B1`a8>RHrsf@?#{A>!?~f?|C{!D
z*`MR(MHS_oyjqxfSo-(W+L*_8voto+^eo&)R~<U&G+}ynI@H`buzKPAsWY<Omzyc~
ztn40}+_P1y^|`ZCL!O~pNQ*tJfezY)yu7q3<9lWHr?S+B?1jZJ*|qx?ZHPDJPA9?&
zHBK8(G55s0w>8-Hn@R0GTP>;_IQ%K?Q@A)kM~hdj@#NFLFb=Favb@4uI6nJ9N8zSj
zQaqsb<+rXn`Q6`R{_==4%iRe6sy|eus3LQvpM2B);Oq)?vtINnd7e~yyWCbgoc|MS
z(v{DVSINI$GEWtZqueKR3~4Duy)9+lvFyX};{dsyLP*jc!htS9mWh&@a}QoXn1sC;
zD;PKjv)LHgN&35G`V90_C|AgzP{N)rBns?wPgb8_*$FQTLqE$rg{Q`lIM^roTNuh(
z;JGR?7(L<fN>awHdElZY|4#_OWxag{Qy(#CmCNL+AdQy`Xc4tVI?g*zsZud07ycq9
zLddy(`W;F$0=$6ziL#B#!t33<!v|pQN?`!?(XQJmV+7z2uXze+0yE%c)JB(={4=K^
zw_7WVbz8<2O+!Xdw|$FR_rP{@JC4rGC{Bg@TwQL5@glbmWN!=RUI_#KaI91X!}N=x
zwDovlE#%rpAA>-xCUGR!J9`qG;{gUoh>Z;-yhT5!8%iJGB`ewdM5uE>OI`uoS>!&n
z0}#%EjPFSEFdP;FFXhC8fG<I~PXcE5hY2dx_(hOq_KcBGFomAk{#Z7@2&|d`itbo&
zVYANV`d6E0Nvjta`A=NfX$0~-S4zT9bCZ+dFw`C!R*+>*?1Zr5G5Xc8cuXYoGC@&P
z3`c#2EROMf9Ef&D@v>Yvq7&(yIwJ>w_aGSo)JZI^2N#fETHcSd;Zg}WmbPX@3%Irg
z7^jmaIR)d3oUe+PR$-%zg?vj`vYj(R5u7JPtdg*Iz!5n}Q!V@M&I~j3sdV0U<0>cV
zg|mO8az2IYsTh3gHHfb(a6tL0f9M}9Iw$Nt=9=b_#xOX-&%NSn76lxNsS~~(>5N1p
z(Fj;XYL=kpQ(RjK_bvrLj741MNlqW2fGNyWHKHYhqAx#BOz|GpS;8${$TW{J#!ct}
zy#HX(pCD!&!@Rs>P-G!k6%If$HQ?c%YPY|^=$dIDL|(T0Kr-(LOg$CcVr_8E)*nd!
zs92NwUIfSNwFQ17``$TC#_IH0$;!?GjZpav)Y`_4<{Yjd?)kIy1r8Ylt%jhnyAZ}6
zKbkg!oc;;}9@G?E_^TN@W0a%Y9L5;u6j9p+y3g}JYY4eX|EQ+|dqZ1x<F2xx@FN)7
zFAS?1NSpo(|0tT`i*y6<lAXL?oQ>hn4xYt+i__p(<(ET@0S&5fyc4E6SORmpOB|z7
zW4Lq-K4DG8FM-j$4<gQW!vP2<V!R7_1C<_@dkc>npWraHBiK?n;54l05JiqrESqTn
z$B`6(2OQ-ecoNl&Y3aD6PAoPX96)b#Ee6-dL+nughKD_u0Ph-8;5>j&gv7rV4iv9^
z8bTbLVhGL>0d1<&GXkICC8qu2Ov!==7dX^MP_~j%gao2&pk6;nS+;e9h@Jc$xh_Hu
zMWP2S2Ip&tOOK88;M4LVv`y!X7qRzL6fleF9|kQKNm?Avv1Bvhj!0K3(5G+Q`%wve
zx(q7`!$zl-K~(`3@;-809k^;&^^Pb=!j-<lMXC1h4n?Qa&riGR3fja~EzxxMF^<Yw
zs-U7Bd_Rp|nnfDHet%*tL8+f-1MiaoS~(3I#yAr|q|c#<9^`izVEqZ2{t5d`hOAkl
zg_?~>=p-tB>m;Fbo`JrFEqbAAu*wWCo!SyeU@yQr14xB;&kr~ya{<Rr<2h-}!NCGz
zq{^W$81%x9d<auD@jG-42oPr4Fm_v>96bB79X#_6I`T^9UcV>2Jz`nR6hI2K`>nh*
z!P#^d4sjwz)P5pvRTAVwRf*869!TW}kMBQ7e>H`4g`#udwMSlGp~@y`JB+0O<iU4O
zDJqTPWDTXS+al55%@n&+;R2nFO4}W5CIA~4`ixXNlW4zjfc-4LT1}qm2S>dQ2FMU_
z1nPDh?OZ7gJPPGZa#JeU6ZO@*yw;6ke$Vm#h&ZQ(90pOizuHeoYX6Ezgd$q*6pt@q
zhip{Go+AqF!c@LQawh;}eCr5Qa>{Zr>{lCiU5Fy(_Rb-sW|sFNoQ9u4SQ1ojiiEP_
zt6(P_qosXt97B$zf5ia{GQbN*0`NE-qPZotd+^UAJ-3HFxdZWurjl;nf$zFEGfm!e
zD`$Y|a6x27VL4Lq$lU2gJIG0bHc?f8$7c&1WEQtMp}Ap#`vid<%0Ei{_#0-Iz&b3T
z08>D$zrF$S071qRNS|2HjI1ulu{mx@i*!6uP=&cAF(>9F!BJ`~m8zG;^PB`K?TmJ3
zP6IG9uK6%j<!1;1VCn))3{hSfrOP)EB$x|bcLI!cr?(m}<>>&|8_|n{X!R=`?c(}x
zAwWB3i$p{u#^*go=)*ggy>t=sQ-XwO-5Ne;4+8}$A%sj1qHsA?{wTxl2XSkYx7RCz
z=@MpZ+9H2m3&|S=EvSNn5h{P@h`q|MRFs_lfL2nzUM5ryTv;vQFOTHsEOM=zyWX50
zCv`Se;9D{5PP91}>}jaJO^*$iV@2vN<w^-6T-1aSQveY6hB9aW;A9~NIY2-!)^omX
zLE1zc#J&Cugw#axCkc8YM0OpSG)d=B1TW#VOk&H6S4uiwMDMlHn6aCG!0}#8iK&pz
zoxJ^h7`DF|Rq(7y%n069n+&UTA+q#*sHbgdXX7ps24=_LWF+6;^~4(fj)Ef;x9B9I
zlIF|;aFkCEyhlhI#(c4OSu}xp3|V%+Lzj4d-@r2P=P0HbESk2f24zkXh0oa-DPoD{
z!9m*N9Q_q|?hLQX6!y^#vvV29fcJhN_P&Ae(Qn~S&}5kYD4c&_7K|6t53A!t%)Xum
z@{}>?1Js{%Kk_H9BfaD;=(^RMe-Z`;KvKAnodsuU;zK56uvP`G2dkq{^#{ZjamW>k
zh{4rT1PL!8axHZG*eJ4gik+bZd_x}0VSZr_=mTuH*Sr8Tg(*UaArS@X6jVy<eLGA4
zL2*hwOa&SufF>LY6r`7AZ@<*P{pn|7mbXR0ez?H@Qly;~U7je^U;_E^RS<uIA1;$r
zi@hHHo9|9dky}=+dS!1IV?>n!Y=-ZW*qA&%#%hu43ljwJJvjazamiEyZpPGwkhQYR
zg?b^Rbe5h~+u<npWrGp4)dZE{sW-GtU9GmO0ajAbOS5`=y46@P;B#P9*^+!?yDl(c
z$H#3c<D70hj#bZR%S#<Cg3*R-!<HR)Ue4VxdH&{r(dCM|iA43=Hhcd|{;rgD0rTak
zn$6IQ1DGn{15gi`9X5G1cztJ-K-?iJZ)WA@od4nAb;T?Paq<3Iy5Yp5PXn%xH=J16
zb})pdZ*g86a^38B*sIgKOFLiw7E3B}%YNlv$USbpVI=S7T}QPeEBqWjCWkJZoSeFY
z^0)t9ZYOgmJ7!SrjM9<Wt8wCyH|3JH`Q2UWFY;0oiyQkgWnWXTy_FwQZpWWee>eMb
zJVRPleLUktNkYrZXN~-zg_En-U0!gypZF+5XU}Tf#T74(G;XPLv@9KY|EBy`uGCNY
zO`9~*<xl3#nuA&a5ary89p@4p4tgu9#O-IOs6H7MzbLDgx)><?F%uFqdoz#kZArlH
z7_{5AX`j9Y-0O^DX;^W~@`wFO8C7q7wTUHCab9X$vB^IBqSVK>4+>PWL)2K;<L*19
z*v-8El2d+lLOR`%>u|h$<Un9sp8nc(>k2;&99NAq+feTAd4@x=w)p^jBo}hmv^#aQ
zz%Pe`CxVZcjJaH_Bo^&z%30_6(#AG!U}_RrzM*`NgT8@<{j=4*oIG&(k4(x%yh@;?
ze4=vTjcE3V+pI%RPKV=m`)4MPGdI2};{5n`^`twV`_dk5@&1$<vK4C4qsC+^o!vHj
zd(5RI>_u*J{aceVL(T(Fhqkn0Tf`-B!D&^)+Fd$(;Eaa7(*jN!ao79q$Z{XIYPXVI
zE?%BTS6<NgcaqtsM3aQ==T=zT#^yd#zgv1^g@V%K+z{O3;F<Ri!Ye1;I^f~)z*!&H
z?vals8;>>|+nYG5hx2Po+gj>6`B)E)Af2oUx?HjO*hKin>hcl%-Ti8$zadut;rip^
zZTFDfx$k%By?;-uyGpcxRKR201lr!+of|X;4beT;Y=^6!-YBO))#DoG1RChQo}Jgi
zF*tph{>ns21yoWqCF|ixm|M2y3VW<4Y3KDxagM5oXd3u_;A_^b+vu1iyUnLtBxSiZ
z*gf0}O_NN#mE!jf{F&mJ=*7#LKHl7nNh|hU^ZqaI+u+CG1;*6^JQtfLqx(-P%~b{#
zI_Cp$*N;7)UP-I_Z)pBk$$0Q=)vuh9lE9c%*}k}n<^4ylUaL75AkSpjm{`1YIv8iY
zde3T)uP;r%aEa@|nCQ`?Y77-Sm2-x;SbN1AqnJQ)TEiu%;_Uav`^9gQlO0rFZfgYH
zyo1R!YyOUQ`ZiN^_j3j98JD4R7C_xs#A5;dQ{0L4{WfI?w5fLTmhwu$1r-npx`HJd
zmQw^0lD7~LmcU`72qp;*Y43nne+NI#A>33;Kpr={1f+b1ul_*Fo)RMrsIovL>IqLZ
zvuGJ%>;&ixh-Jb-Ymw^Li=VeCLr_x$dFZ)$E4_|~y!X+aan-<oZRh2?@+><rgk{oi
zp9Ao|tr%(C6?c=jAXO_BqB`VSbKb}g@GMVT2ruE-?{Z`_B&;~Q7K;$U4^Spyki&@p
z+^Ni@Ot_y4^y08|qVUr+gWT;)R^eYJDY7e}sJNp|i>PFQK0z<BFnkuF!UtDJV<XwF
z?@_J@`E-yt(+hE2ta!9O95(_Li!e2ixw&PhEQgoT2D8VL&Ev&{11;jdmB3y|h6XCE
zH!s*L-6d?NBTlk6y&&q`GK?QYI3dT-)w_U;>;stMRlj%{(nr7OExR9mG8105?^NFs
zw_(O_n(yY$y#3akPhSU|OfAmdY7xIYob;MNQYU(dFi-2D$yZb-;I|}<sYu*91xH^a
zEFFax-$M(V;DQ*~8)k=Ls5!<d^W4)?S}o*%kyt^Mr%{DxM=0z;-9alkrD%{sn&*cv
z(gc=<0+uF`A)%Y}aa<4oomR%<zrMuCOYF5iKo15GEvo64V^TQk;tNE7*V^G_z%YZJ
zBan`KKyBu5U#Hoo@Tp-UrCv>T6f5USP)g{<G{31PpNC3X!cooNbn>6-du!oEg_Ats
zdXj&j3VPf@p7EQIILG4(AaoGPs*wH12OzIN7M`9)KNIDT5oRPD%PI6mq@8g(QKe}L
z-2E%=H$)pp+%CMr+<}f%h|u5nAxtmrZm3-ii-xGq19s=bKJWYan~Fc~$SMeL@xij1
zjn7At>)t4n`85ytQrbK(;2AFY^*a8&JOQQvbRcCt90lib@(S1fSkXR4oDdjT;Q9Ea
z@8kS8SKs*&_%>@*lqwMlJm=nL0cflry{p^0=@>ARM&~>;y=^96##lzTS#yt0xT!$K
z`@$+LyX9q|?^Vj+g$YuSnvz{3PDzsZTn2eKf@s$On0dajrKx)tB=`j#>^|U647q_B
zbRJ|}UgS8Gi3(YO<2baZ5jyo6B1LgSc<(8|8Q3R=7%wIX1@uTE=d-B<CGMx9lKBy3
z_B3ws3Xu&#aY*$~OtT-u1ZI|j7$z+%+MJ|DX#A+Fwn=X3Ic`Nuu!=XiNs8eP-Q(Jn
zLi74E>}Nl~O8@WAUWB36O0Z!@1SuU(uc3z65bbWsDCOL+i1#PXqxYK5D=V=Zsr*Nj
ztRI-wu*{{@DOv~Q|8AD#)CM!yvy%vK6l2Z(jU<LLWk;bFR)Gy<5=!=#!!DgwG(0)M
zb6G^ke!?&Nz$H!mOpGp>${!z}#R1y&;Ocd7j1(8=p=fmndjCq(R3p622(06ULD5lH
zLLf{44iC{f%vHQ$=GS17lQz(PRsvS2aR`0mwBU2_xX*K056Rz{T`c&uq8B@^Kn#9b
zMwWk3FpBKDbRYWYA1@{S1|@Sm*EZxaTzZzlZ5c;g=h$}YfRN$hV!;3g5V>ARbe&DF
zqA&`l3CF6S92Spc8kU3$cmq}6(3SA_tB?ov2p@Srh~E9b=Wu|*Hz|>SfUs2gT1!V|
z0Hf1P0d5kPeE#s3&xnppkc3U<{1*fueT$<Y2wGBmB+nxB{wDz%%}X~eP6S0k+qRv6
zDx^ab8Ao<KHeM>6=U$`8m+p$~2L}mz&cW%hF)T3Z;BE>hMXI0{LYHh9H4l-)N~bg7
zUGmPBhV4Sk?QtthQu+aSydB#83hLhN>6~(r$k;CCIzA!x9%Rt~OZ+YZP*ZtI@Y~Q-
z5K9QKjpBA>nFC=tSJ1W7TtO(QbwoR?<<dNNlY}2UPP;8T=WqhN(TynxrU4qI3Jc@h
z@XLgg&FIEE7(s)VjQLUp$e*|$lwKLo5(z6xVBxj`qMARvb&PHl1<do$F1b~VaWo_B
z_AIdH39TziS#ZE2v?mV=@X40Gf$EysJjXzylHv?wg7I*f-7Dx1;pZO$a~Qc1PL`Y`
zq6bLG2N2smf;h;r9tyb%p=buhu2{#EWDje+2leiY>p^Zmz2!USbYLin`D%c5dM!+K
zB?$kM_GI_#$~NEvXwzIsmJ=bcFdS}y%tQqKu0On+k(Qab2&xn`{mIK0HRlHbt<3o7
zLEO<s<ire-bAJH{5t42=NWj0w=cd@0aQ-%`3Nz0yW|pClc#<GoQbbB1ClQ-e3cl*2
zM@Si~7HB)BfooJ1@0RVev_cf>^~=o=(GJ5W##*2Sf4C|winc*(oK!0>;k+P5P@FU^
zNn0$htPf^Tk4OR1dUi@EI*wtsAUim#KZ2*!ECBKu;^@=Q2uYyJ4^t870?mqhR!Ckm
zC3(7GnbK2V>25Z8?A=B~48T>IaYTxJ<KDjyL}OoX8_;!H!s(2X-m_3PRla`?ph-YX
z*_}y<qA&%b5{}=^_8FjzDqzFuk9sf{Bi*j8Z)OMqueFiPfqm0A#H1DhXAry%%f!G_
zk#iXKBKVxZjH0EzgFrV|_6V;KJkMjy|GIsd;#9uK*n^smLpAfdY79jc!!oGipZ(WT
z<OjD8Qur8VFD>MN-^!VLb0luR?$1>eb1`04=V|W>*7u)g?CtT^Rxo>a!j>DS0+~rt
z>vC{)z7hH3vWM_!1bW>P2;tE4k3IZ^bSf(Co#)tzxreVkiEOcGnT%fK(@iLy8~A?^
zUZEX__c@Z`@`Bw7o;0~M!nrVoxrPN9?;v*JcZAykk(O}`DL^WLB!-^CRnloZaQq9@
zq)Yk=egtVVoaz?JAbk$i9IgVnu~I9oV7>*3#)Q~`s9_+#(GoV&<=?fJoAA>W<Y=ys
z4J|MaPG<Jr8ru2suHMS)eVDy@U{wknuR-~j(uW~zl|B`pRRBxAKp{Qrh`x*&QV~=Y
z+0v6b#SSx8^7#s}^FwI=ev)+rSvX212rB)AWU8iY$$jmIGIBIzu|;t7hc`r(^#kx9
z7&{+EizaOCvWO5v=uhNH43vUQv_rdIba5<$ge1cY(+FX#91hamW&vD>LU0pwyJ4=q
zJ&(CMR9#N{@(7JoD1D3rNSfR=7EeFF=d;f3g;weijJ9h?P-_wT$r9KXAvgz@J!%9?
z#xcb(P!GSO;A`ZSex4_UJV4RfSI}wS;MY$UQ;AC!cHtyt0ey3_0P_WkX+ol<Y-=IC
zmmtfD=254)2UrRFBMZjpSj&&Io{{V;qvx}sR+ApcYKc$*D>5O}lg(J96)bY4BCcfv
zQvEi*l<&B*e7qS%4N$t}pj^~UPlp-5UXHl6^L*-p%tTLO@wrJ1?F7t3A%FO>NeRKO
z4U(u3<HME{1<7#C=psp=s6^!<h`4kJs_I)}yqSdcqWG14l<Od#{~w68{en<?Au1K%
zMzF)Dc${fQF@-+|MT-`Bd0*kzSy0cyDUg&4)vU3Q2j*y`QO*KDo)S-S@<R(&>CCKa
z<*ic&_FWtYxP5eKBk1~N(@aj1kzmyvTAoJmt;7LqT`ukjt>|eNzaq$gaQV+~g5C&Y
zM=Z$}uwONd_7IMBgSktL{yD}#B<&Nja|`CSa1v^n=G}oRgtTcEd;c8ikR}yqgOE{#
zCW1#P-@OlnfRU!d2zqRYgVFg*1Zm|uO47CeuYqTj1899o*>JRAu%Umcll5fNT+g8B
z+gM2_Yj^kOxnR0HS;H=}FMDvfFq+0&VH<w;cdzurOikeKCifXdRogrC>p`AsPO~1h
zo0Uu*X7T76qwU$#Yj!xa99oCSJeMhyAqQ>Gx^?m$goxPtg&u=Rx8;)KvTKr+=@jR~
z?FrPOySDDO>sFY1K~IT1JN+-^O<m~Es;Mvg>lVtxgILYND$Ck=v3OBxUTdb-JzqfX
zccu?LZ~qb)@O!vwq`sOGIF{4idTL(Va^*Iw$U23b6a8x=R&CKzHMp)C@yKPtyLjt&
z=M#u0kY{!H%2iLT>Dq}tHwj2R-OhNCr#AQLjX|W$E<0=g)!UDlg$>OYQldI{7k?S=
z?SV%IbrQ30r+2Hr%n)}|L?48ks>bIhs?StQI-Khk!tl#J*j22L#nwm8T<F&Dy7(z_
zeCkMM=+dsSr{Qt!o_epK!4%F4gOBdVcbXd<va^2nCC=vH>zh7jesHr{C~5BsBcpHL
zM*?>>HIzIcojs*;Ea_FWf_uOw`td_5o6KX4#e`O~vLB1ByS)B>9{3U2VdZ~6Y9>fp
zEt&U9qYQiz=bw?@ocJJ-c4((i%LZmM^Y{3Y-X7MjefO*3c+;dt1L48DTP<4kk+Q`0
zqT?5apna~j?#CawN$49}v%jU73`08puIXV){ACZZ_ppv5M|x|3*Mmt_MP4?p)M+!!
z{vBPgkH_9wozA`fPcqmB48vdD*89}9mOLr{MF~=9Ff)ALDcmVaxm3IGtGaXY%;<c+
zTcW1T`0I$isG_*&l*n%rF=+|vdwLv3C?_!ma(5G_n2=K>`oiFgPSJHWtmb2#`g6=X
zj5AGY8yjxC^P}W6Wu0@}>CAY3qxJxU;#{x0%*g6ILe08Up7hG8yT+vOz{ZB$=%FW+
zMFrs(Qo7-`LPG0ILb}n{19O3qE|0lU)uw0a*36|{suhL>-PDzyxtV`vRJho~s>ZCg
zzcXsu?3B0l`#ouU&8|CZ_8nQcV$4xL?v^fB>;81}g;8+s>eLmSLFt*Gzm9ApER&Na
zXQAkCT=d_IH4`aa+$}!F`HU(H*}#gY-X**3_S@O})SPnOZ+X<*K4;GnyNZ8-AIseB
zMW`+q2rt%7c{KR_qCxqx#IokU1G%}2-IDQl^QWXNi(ki@RGE6vUG0nO*2nrW%nBan
z89LNl9gcPEQ~Hq9<{0H#Vf@6<aG&+)w{734cg^wTsV)j`hVJMG;ExTj$fiI3$n4dm
zN9HHt`74Jwu9w4O*G6n}+8F}>)ZPwVOx{aF_+Py*wBTtg)va(!FK3O&@;Mg`4SEyH
zlGOV=-S0S=+=zb6s8>7pNNL~Z+@6W1qtg8if}Y?AskJ|m-n=LZ{;2dSecR3MhlZwi
zm%UAQEKN>-9PK?Hy1k?+Ebc_~%RE(ozx{1-HubL7btkgF8=PiteJ10wSM06oF}x%1
zzk}|!1>1ILm(Pw9nQ;#Nn=b7=*bo22`fk~zt!BMGP$T!g`A_Aw*BWJZ_a(Ho-Ythp
zppq}PqahpUwxiy+U)$im&@Ak<9&aOG+;B5eyOud5Wr?L#J;6)!;_88?ZYj4jroTMY
zd8yld+}d39T%-16e_?kYW^qu{DM@ut0^>+q<D=0H$3EQ2c^hj(ao+nup`YI^jP;N`
zv3>BrjD0b@hvf5q+uo@5?@v5(u2IKAC;PtUe-3*qPX{-in89_fYFI8>>;F;HNkOY^
zcc1;WDKpH$prLyWTjF)D4{+7arEfb~t$ZeZbUNwmCfBp`^Z%&tsf*eiRV|hN4b&O`
zTrhx{q;5Mrp7k$t{0bNojuZNg-9qE`?Yr__)#+@jdy{I5=Z>g#CvL7UxD;&?5R-gU
z3k-SRly!gM>J?9X`F%&D6~7Xq_FFbD>(Q9Y3pu+q?|yUQn*R`<Y5ccA>v4A4#s_lx
zUw3(}ABfR8I^t}V+K}yk)w?Iz?Dp7@cWzpC%0OS=;M14UD;p;C9fp99b}OH3nlMQ&
zli!%s`Mb&@r=!UH<nndP8sD$wC6_7e)c=@rdGEotm0z*G_<}4#&cN^Q`&`!1b5CeG
zTkF$uPu%;0on;>WF8lUTTBw!x9s4ILo(g7W>#WWsmwnmaAF@Hb?^(Tmp)p`Aws6Wy
zuQ$Gr5A3jg;It}LWRuPO;H$8>lk~k#B#}z-*4{7j@Jx-5qgfGOSHDgwX}!}qnt5z}
zkW939{K+8$dcw+Agleedn6IbUrn_6=dV>*p`2%Rg<G+@M_-9#<4)iAlvef|-`+fIT
ziP^5TYU*v@_+_Y{;f_Qd|LZ1JPYY}dHn?Zq94>U&=9J?QyMFVY>^1r8G*WV|@T_PL
zP%qBO1$#G=HM<Ip#$Q}IA>}^fB`pq_bdmNRvkLw1wV`lV-Kqq8ldW$z(CdB-uG#l2
zWZmdpXOro?%jtRg;d&ikLU%4c_bS>wJ{HCv{r4J8%t~)e{GFH1U%MmF?=5gxvDMjR
zoo`}?wZJ9OaVXu<FwA6qf*?&fT-k3$KssggHLW;DckI^7Cs&L1SvXso-Sj;C!GWqW
zae9sCC+g|+yo}xM2je$}<sAp7JtAY}K2jO->#rBi$`0b*1SlIXUw30R=50~gP2(w}
zq|i@u%rk&NfvbwIcqoTgl=S0p$Nri-MTO=k?|o`1sF=E+)w0D0_*kng^J4jrn&`p=
zuJw;T{RfHb=~ljY=GrVnyg!8|KkR+Y`%RyVUf|O5rI8;!m$Ssf;gglD$%Iu}*tEH%
zwo9vDcxJGPVz2r=vu0hFV;uH+HZPuA>)qUt!-x)1_S5W4kjPg>kQUFl5iMWeehO_+
zdpHZ2o81}x;TglbQuLf)i9e}CQt}HpqLRG--jOp+sXvT9u+J3U>f9cLOaFAVc>UHx
z0?vkMjmp#qw@yBAMiU<W^ThKn+Zi`@9(Dx6b`Kf)o1HwC%-!E#zi(esRHoV$%C9}y
z*FV$Oxr=N9O&azmMu(hk4onZFMqiAJ&S($p48PM~8j+tWmG+1Wr3yCh)_mc%MiyJz
zr>pA?2-m2`r39Y5t}$m5@?`9Lq~k{VVTX>YvKN!dr`lSh@%7!-XVm)oR@bGi{JJ8*
z^I>Qozq>%y|3pw@wvX;YpB%c`0DO8&=kWnX+nrUVTc0Tu_4fmx9UQo>9&&TH?#nJj
zbDJx?POUE%-8}JmjQw9uPIB$mR|>f+Y<(L;zdq6R-|h8AcI~AkF6nKs^h?!?uM?C_
zUyzVnu2B<~{~Qu7jtWrl;phdkTvo5_d#b(8Ho!34)_t?6P`BgA!Ms~df9H4Vb}NJ&
zzpXnwvM$FE|M<%0!|i-C*Y(fO&NANqtUdJQRxhnWy-<7ZY6<OD?@8lnXRXH;=kPz3
zA0UqJ-V~*hE-v8>PrvniKsr52D*aKSNqP`^oO|gIdpo`9>-R>i`kkf<yy4*#wIJND
zIHw!w$~iv!Ep^suI4St}*!n7HJ&x^VZWPzL1oixV@g!AK`Zst~8eHtU_ul5j9yPgb
zrS`2ou=WLoFuj4l6O&#=^y0sETT9mTSvOoBu)x@^i%+|!a_q3>h4tIf9M9lGjaaT@
z4TJf3rYhp<F*R9Q5PE94x$Cob8RvI(?rV8_y`4$B6SM2mx@78CeLC6pV++lo_Zay|
zuM_%Xb1uXGqpAIlJRqcR|Cgq($rp;Ym3mOo9N_+c|4pr@TbpAApnjpLeXrllq{I6A
zPu+%|`y6~7E4Q!P%Ij!MLKe8gCB@SeYrlkfuK}!**JGP%T>HKK8KjC{!_ZCTWu#J8
z_Yx+M%b>5lWj*NC87$M8g-|ce%vRtmcFoa=9T?2;7^`m_SXtgP;QOkB^M1W-d*->b
zDO*F^=!|!3!^ANKW`fVq>wJWI48u!nqyL9<0|Z{~KQT8SJ_-bO8mly(gqlieX8j|y
zOdR9bGV&o$Y^FC<i8Bs}x`aN#eqPFd-f77mL$dsbp&vOE%RwIDXFJT)EC4#k5k+~t
zjW1kr0Ww-5)evcwK8yzu?4NY?c~T+yBbjK_18w{e$-f=@4SpF~KqWIu<~g%CY<+qL
zCFz{5&?TER&^)epQW;3OuRoCTQQ@>o>)%udFW1yC&dF-0{iLf;%t|lID^(eUf`KDI
zycTK@hY%?BuCTaUJ)(V|P4X=2>ZJe}E0ij4NHdd{Tq%jN_n_+n!W9LvSLr>0xt9xG
zBCAc%&N1XUOno3thuM{Iuk%in`*EcJ0;<V|SAE!n)6h>tyo%g3IG9BQjPYv4(EDtn
zk*A2;AdAg~wdOePP2-Tav06NoV#<<3R&4G{Y~(Xj+nu4UyqN6E|6;uu@a%Ag*W#Xh
zoRBI-#6N!mSs!7&@so;6Rr*<>Kuo%28%8DWP(JwZ=d!AyVbb=I=2N3Mz+jxjkZR^5
z+#!x@Ey&n<2RDErtH=u{co*jZ=2pCpj~NueSDxwPrAJ5GiAZm3gq%eJc~Awt7Pm<I
zdIYazHVM{E0V1TUaf$KRl6<!j=5I5#Yl`m(XZ|KOhPKpDxt|v?jl_=ySW~C2Mc$SP
zoGCx;+dzg%*9*k3X`Nt0)8XoX`1?y4ng@LTD1CW`i*eEY7(9J|VtKTW5B0M&L^M`v
zAyVmoMdx8T5_An@KTj<SY&qrxNpxXZn^sKf>NO*PRU$wO+HY{|9*0C_YZGHCp*uy;
zdl^JeANFVQo0fQnA|UP$w4?llGuq>W!#jPAAnwVE)?NaRvr(>a8fdU2y@j%0!lj?#
z0AX$zvBIctOTy&?t0w@`A(PO#%h0LRun?%KsT}c$3}ncZ$BpwxV)YyKCuqT=n@SrW
zj-dmpF1q}~%vdD}Z{W1PKhz4L=SH{&>K0GduZ;NU(ZxOn^}odSV|pe)-&uN*3z;3{
zD8gXA1EBRiOZm|#lI@2BQ&bzRaZtu@?F=S)9$_0<hBQM7OZ1;aHMIbKHp)Yv{-7fq
zmV|v=wpE#ZwO$peP4)gdy5;jh>KE_(CAgSiIfqJ||DuuV;fxPmNt<~Pka54-;cWA+
zK){{db7&QOR(%XL-x#uhJK@f8?0$ih{hEdFpF%E;5K|0{^C5|VbFCZ-m!laDo><_z
zbQsHmj)atoy@H-FGOUzrGXw4&LCznt^!~PK60?5*;&dV<tqjc-QH)O%wESKOh~8`}
zUNA`A#yWBI+u^d|Z~6zeMot|FX&@I^d60w;r+Eh722x++^kNOO0+N_hSH$;6fGc@Y
znm?qgkc(LH(Rk-D6gv~ixZMd>DNRE265!!5NV>DchXP@lS^AR?#DXaH<%n|LG7c|d
z2BZ1|vM1sV7tOh2pyeMFiBsgEqjZw?IU%xeoQ!@x51)9RPf*fJWqvn$gOeG~s<RtL
zci3JmIA>ZQI0&_t@wYw_8#Xo0+Y&fc8JoqK=e|`<aCd}4RhHfB%!CGk%=0Du=|qJs
zGiEIt;o>byP+8qa`S=6g*bTcB^dj6=FPCE%`C2k+Be=O7`h64_(FsX`l&GixiW_7J
ziu#GN3t*j;&e?QloaI6Gp7Q3<S5OD1Fa<N5pkTn2T<Q+{rY~{4gpBxP5wdVZ*T`UI
z=pFm|c1Y&k5naKzQe2uEB=b6%VLD=!U$Cd?5c&LK{qtJ0g6B8Q&^APNjz!%KrNrKo
zTiTj!#y%1y<K_YxzrB{sCDz=$sXJ4y4=7yvOkz3ma;{nS==R>=U=A!Yl90JxLS{8G
z7HD?{7N7>bkYOZ40OQ|Sw?mRysbQLgiy4VzI1}+Yn-}OGlu>?dIpc<(Dn9Mm1~C*k
zc!tHSdG9ZS*fMDCy*m1h^&{*S4VUOmfX%j9c-3VdzdfrMlq$V)gNB4!gVKb0sT|cH
z)np{^+>T3F%7*1y0vNaNq3(>zvWMgJ6HW!fzZM1I>Iml&6olgoW|6f&KpulZyZluG
z^ol?<F-paA4DJs!V9}I`gAK^fa_GYmIb{7Tn~j-*3bjBoK8THR@g}lEfvhF8R2KVm
z#*!go^KGDLoxys$=ymUU9_Sye97d}b;E;d%e=}<1u=*Q!?0*4nue)h$(71I(H$p~E
zl94*EmZ=P2rHQICJAp!x%b2LFMLMd3kNNo%6QItNM{1&k43&1IKT@J|mngpoh4veu
zC@2@j_>XWMP)bCjze5kO*lRjM&Pf)~JM6p+J2_7GJANOws1njP?x}V{V{`#q%`N_w
zE;f#;;|OiWEdJYB=k@6QXZ@DvzS%wQ-^zZn^%sX_xi@(11)uN&x=JmL3yWv}4Q<I<
zqIuzW!iWAKtKqyfd2HbrwNr|~)4YJsaLCjg_&~}(f7!A?M6$cZ1Q1Q64vTG@5DP)~
z8tC&nF;MGHk^cxTF4YqOg>aG&yj07YYw|RPU*3+>F6a(@lkf)I8JRlNWzclHD87?^
zJ7rtsvm?%uAno@<$l>ded^;H|?>kaA&wf3YZ&U>xt;mDyDfqZSOvFWkhl30jE`&Z1
zRf04<M4S*2EjhAf1YEzs4ze`OIQ};nA^}RNmLb+urd%wsvv?<W><s{-eHaZ9LwK(Y
zv0=@#o2g8JqiXBHk>1}r)6Y{=7mpoHIK1tV8TaiSy7Ekh=OMet>i0M<y1q`>h+$4F
z%nqQCkHabhnCubVdpbm*0JdA8F=rT>#c%~oRQr?>E;vtUv?2~JDeJYoq_EEdUA0l<
zv=pel|D|PHMa@&#ZsSHv72gWPIv$RpTe5j5!?7P~o#6FI5OE_)PlV%2A~^Vz%D;^}
z^$(^;q%U+m|1VImoHd@eLXzNheZ@=Y?rUgG1N3cK%w<V7JHJQUt_C_m;j2@bAHaJ{
zKoGod^nV>9`})~Pax4XJY9T)pILg@svrj7-A3aX3upq`~Z&;=j!<j^Ygc}FQq;eRC
zD&l*?xyS-W<=`rI9|($(x4}Tm1mBA&{D*s|G^)j#$NimYyDQLcAj4C#<oql{*h*hN
z6}Z-#%O8q=-L;c)eGhk3r=WyGR3pK9TS36GQxeo8P5B0v5PT=-*{%v$*~8*3!3<^M
zCEdZnU1r-jgYao6NBaB-<i9e$qFzUF1016($rF*ZHW6h9C#s@3vQv!Cb8Hm&1Pwh}
z);fqOz%hf_E?u6sY<kZ;{d<*0mc487MZ9T?n!S=e&%pHx@W8WJbr*(?*^OyB5o>ew
znE$n@)xpb8=vBl!U)OhEQ%IyYk1Rgd@V_|HHF9y$r*CR0N<86KJrN}}tHrxPeRbgl
z7ETj+`4vm;ufqJZ-`^*>2K~L)?W)_YTuw8#+TadOdLNLRGdlk0aQpp^We@+0d|!5R
z>vv5vtrv|Ke6_>FWw&bXv^wvlY`m<u0c<hcbky7|R(IXBZ>E}DAgEf7*jJ2GH<@<@
zHr;z7l8QcP{;lhnV99F#w8_SLfky+!Uj8U6PpXTuPYf!3d9+x*m>NwDYnSm@J$Ci@
ztO6bst~di+Xi2Kx18deE;#>fftZre*+Qr)+Jk2_RJVpIbefrftO*2&wjEQDwjbB$5
z;r{Wagp!#J_ty^ECOEA~H`KkL5!>`iW#b;z3F{Vc)FVFaxkqJJJ++ANV}ISFK~vWJ
z4KXpic0Rx7R?f3I8Et<nt#zL64`(ifo+8qZoLF3VhYwmoF`Jt@t?W1dd0r}#M(Ikc
zrIk|ceMy&#DX$0OZ**O}xW9ep``OFXl8e>q7xALc?pAl6_*j~aezs3z+#tk$IP^qr
zb2?ig&p4k^<N)S5)c7rtverM(k)tI)-qr>C7;KPDlH2=k1D)>A-RhygZ~wD10hx)R
zL%BOBPNmZMaB+`RdTJ>+a|!)*gmrE4N1AzAP|b_$Z*OL_*BM;QO}H!w@X*?_YeV9B
zznvjUiJJ!+=6Bsgea`%~dFt1{{70XLjjD$+MSV+Qt;^6^pM%N=CW{F7dV=Rg^QWpO
zZtpI>&9ENmLIPb*Pvm4I{Caq8!wuE^Yog3e@wt;%DpOs+*R57V)(y2(hP8Kh!L~Qr
z8rJ*v#I0F7t(AxM-Qg>fo3pbwxl(anDwc}fm*$;=ijTjjPv#z7KVX}mXHaQ!Fi&CU
zg>&vZ4Xqm{=eR+N;mUq`6;MfG!YeoFjZL-Eabb^i;=}yn!4GznV}4z4<X^NWn2%*1
zQ#i3mw=@5F*OqNeKe&CpBl&1?b_QE5sBwX-@yN3uDuK2gyB*_bV!Q6>gNNc)n_`1<
zot}}X{2u9z!oN499&O{?14lN-f8YOXUn}38^Qhw3g->(mnCF=H-_9gW#N2<pmbc5!
z(LrU6%nMDkM9sHP3Xb%)q!{oOZ2FbX$!vHVzA#!(Fb}Uc5`SgNeaUPUZZuT>u+;HS
z46(#qB4SNc;uE?em!C*iqHpV3|2(#jt8;P9+oW0g#`5fKUBJhW4-x;q@X!^$al>4r
z-@A{m4D8dce|z%EA%<?@@h03n=<sN{_j0bIgW?a*J$JS|d97&h*`#Fc3UjkukJRr8
z1ly3mFA^qjdqmR6CDw#ESXwtB>>*laB}EyCx$VhOYqJbZlcV$&HHQz)_1-2aYzjZs
z=_sA2R?Tm!ijrn{`Zzx&=6c*(`$~3O*V?0*vG$X%$?M%Wi1(f~FT2ebO7LfH=1Z%~
z|M^m?DShC3G<-|f-xnUY^pb0S)oRBohi7c>z3U|2NpPu24w@RgmH&51SSXbS{;O9b
ztjlFL(w)~D#%`qBj^;lR*~EH`mM73H>>K8@-!4rI)I~{&)gtqtQ5Nyc(%Qj61J~%H
zzZYhHe5B+e_KC@df4R<mZ61(FCBib%2fWDpUgH;HtIfI<F44(cgApOu!Nj^Q{b5b&
ziF=VFycLD_olb8`WQi&<F;!XLN)uAF?%s!{)wpDNz3WDJWhgfMd$=k)cGYGZd0C8H
zG%A&zo7PrWk{K2NcOd|JrY-qpF8o){<f?GT0K+zI{vD`XD}*~wXXAhs27G>PJ8n+z
zCDW9=dy3z531X8t^f8?MY~@1%=i3bT7leLqVZ<+vBY{RrzSKpU)271?B4FS*<i+M)
z8l%@i!_%PF%5ePxYW#U(3N=fQsP<*%zaA-Pk#8ugv`6<$q>3B-coM)W#7<Js4OqW&
zjy;vRhD;NGpQ5&G>L-pikIEux!Aw32s7P|u3W<bxd{Vu=GT75if0K<|lv{dQefuu-
zzK3q-&dDf4sBU5liLS?=iNZWEb8JSsL%$to@=ZDsM=0$$-3b9+51_B77TNujEFQ})
zXFI|n&SDr6D8q%)sUzjja~R`D-XHLkl<f{+Q}@sEwr^qfB39>!ox=m2R^5pIGEmaY
z;`L&Bkh?r$;{=OXv&3mfEb-CAQZIRO$OousvzW^`H3_XzmIJkxyWj+%OcnS$AFvmh
z12b3<#VvV*R!Kc{IY||!bqRB5k{$dkUuq_3kYW8bFQ|WG@(rvkyz<GU6$A#soaPI2
z$aY_pV#BAZRN}}Vhj8xgmfnp}SGdZ$C_bGU!Y-I^h8{`TeneS&3^ukHzPXxg<9173
zgt+lJ-?zBK)CpcyDfM^-7gNVV-@sVKDE`DJ26_($dal4H7r^c`qVH~NK3r2h304e5
z0maj-6nhBRS6lrOA#yHi(8z9Hc1-A(dpxN#P~cI0xfJ9~5z#>YP_+Ka(opD*o%pg>
z5OdU#Xq|(LD^_GLlxc(jKr49p66E+IC>~xSMpP}a(}}W&2f>$AF`ySA<}qNbO+-N(
zM6Czw-l0|DWV#UXs)Y}IM!s9dgY!)|5__6|g*wO1zpy<YTI53x)c82q+cA+S@BQ1%
zi#XG5WXYc=4H>}p7G!`MNh?1^6#5f=^A)jT=+ARVeS&6AgXK#n7%IguD%92cv7G4(
zUC*Cmlg)rE3n7F#oeUjVj=k%V0>yop*@x7$;}mI)ZUZ$9yE)e|f`}-P;IZCWQ^R9{
zRB1sfV$)wl(0B}#Up?$8FlY`(t-6oPkAT&+FpaNb$%qUi(sH8W4-!gMlyt@r5TY{Q
zWfNlj)C*WTv(Q=Mu|;(J`6yC11s6rkL%y@e*OG0X25n)?&}((MF%Mv06DqluM`T_S
z@tP>!ucYQ&P2i7NDS@Os8;KoZFBiTsmsbHASOmvF8h0aKl?A=wu;X+Cf){1Fb&dAa
zNiTL_TAb0LOVAO~T=mXSFO(+B>Q9?eA6#?vmu`fg9TH9h4?;H2q2gu!^qL4Xk)RZY
z$z~B-Q(4RcoU9U64Igvog^*`h0Q<<dKH~8DMLa2mCPBD&{{h4qlU|guES={)9fi)1
z)BhODfZZburq(cMDkUXQIzRK+e$;LWqII0d4SPsVX@g0Zpp%<bzAd1XC)&Wgx_*-M
zy<@PPZeACrx(FwKNQV8}{JOUMyFl6wRH~Ws>^?Y=g=`c_D{;}OU!{~u-91+%aLOI}
zw@XqtkDzup0+2sJKe|l2k3ic&22%G2b61y`lT(<*%T|UmlcQ)o1@JyS9y*ThQhZ0?
zQWz~2u(1V)K8v``%CHK|rMbmN)8MZ^;j5A4HVC`jJSx5zvU*RPDOP1LLm*3)<#-b1
z%EkyOkd3qC&bV6&ry_|3OJJvn?<|AN@sJDbl(&CZ?b8SmOdun<=CpNV=zBkaZjf&#
zl*ir_$;IT#>YY+g-&Ke^d5lCIV-HDxbYk@AOCbB%yAtGkB>d?cw@S+Hk4p-zc7gsh
zfGUYQKF#0<RX2I4u>`$xh=4xyn95MYU^^DsHDQcJ9&?$JWRp3Ylj!0-ActfQLgaSv
z(-_!0kLi(%-aLo7J3&7v8z0aHDQQUPH`Q%e@n2zV(-Ql+JU(KP-&niSlC(FHTs+Is
z#qW73La{`oQa_-;*AzZ+6;ISDG!sl3$llHEzh}nCT&kudWP{XqGQbTMRFhSS@Etzr
zs$`a!eH@5{+dsIjR-A=92(m%+kD^`kGOPO7{SvMey1J1tI6|wv3**(NkQ2jP1;pq(
z)#kB9{3{N3hpHv5&ik5nBW}+kB-vp7jx<1Jl)>LwOuo{uuv$i<06M3C;$j^nlO%>}
z=jo%C{9X}y<qx!jQ2~8o!QV$wl(+<mni7?wSFv=JrgceeZ*jgKat-n9alQ{fKT2Q!
z{H<p>;F$ll)sJwp$sRQBFN?Au(#GAFcxvSrfl&KO_*RA@i&hPmytm|bzz(5&XEFCk
z<2$O*X@b|FJo|-U=`G|a=E`8O>X}5H7Z%(yNIbBF?m_fkGa=g?<lUn#fD;ugWQ#0m
zPjyC+g_`#fb}!(FhaGTxJ!I1hCJAXH=1%*;2U&=I5%y+-na!cMSFZZ3f94bIHMFGf
z{;dBP^g2>ZZak|i+hM12Jx%(y#d#NfD6ep*p7VK^9%P$xpPyYInRaTiD2fIMAj#-1
z?!rmw55#ShlMr3|UpPB@k@l_m>;mRpBiMJEL0U%^IGoKD5CIb+={9`*E95W@KKTG$
z@!SC5YkJ`@e-SYF6a3L`*<wcJE?C;7!Fk^k9if=LGOX!V%#J7Ghu%Lh>QCi>V`q)V
zx%thBhx{}?lCEciU<mdurnz0`p!EoYR@rl7NAO&VV$tq^OEx!qXfzRrkwk3yeOYt+
zKZH}@f>0WV0i=|2RscvvJ5sg)%YI+r1y9mV7D3bB;Q27V8VlGmjYtZK0vimnM@Yr@
z4npsKO~ULr4)0cdHZ$Rc*tQewFx}M5z9nL~Wr1FHaz#2vzX8T?(e>-GIE`WUMc0&G
zsM`E*AP_?!UTsZG$yph;0*bZ|r0Fq9ruy|SRmfXi&9e^E8lwpSe}vQ@_ipJsM?jU+
zatIP2#v-#V9Xqe*rtkVa-(xPrL+5y`NqS;s6e%{A;!VV2bzeWD3RtHFu2ewjR7xHk
zHo@5;+J|4taa2_*?&$<+yPw0@6#`7f1j5&1F@93L$2msEN*3dEYZ2`p6*x7HD|mB1
zhM=}x%hjBF)!}fhnKz-q%t{yEc&^lzKgr{5`R~<vkXv(kTeTSt2&Wl-z1i#lVT6p)
zK$YSLd$*W{Yqg-ohrpdzL^Kj_2lQ)K)+Z+~5j)&1Nc>d*4nkEaAfD5_?3d#?7_WB^
zqMec9wL-vBkRm3>)eU&w0VR)s4t1yJQS@W&C{Wc7vHG9}zd6YG1a@iUH!m)d-1rpA
zTnE1%gWBVXKQ)xDBjznCo5}wdl>uu0nwNI~>=u>0`_xW%0K4sXkack6>q{baAfWd8
zFt3Bn$(zM&F;@ox<I|-M`XzsU>io720676+WHm7ZpedaTJAh9=7)GO$47{uB0GLt$
zF8n}jdL6K@FLdXp2aXA<ka-7z+CsRpynSa28ldi=0ABzUzNL4dqZjvQ{=mHO00XuE
zfYA4#v=5ddMUDL6uCDv%9ryv!egHK6z^Olw+#V1E7}!4_%!aD~gJrosNMr*G=|0f)
z59-m;AF!y$50K#lV-*<OKBy*jP=pkMH`ND2Qc$T5o}MEvy$-y%d#0b)fx<$2KC(JM
zUf9<<b8>PRjt4+-<D~+AlNm9s8Jee)n}MhUgn8gb9Tb28A-P$UlB;3X0U@CflWYgB
z!1@R(bs(>?9S~TvP^}%DtAmyzz`O?oYo3Z0&V>&G!Viid4^re0Fu-UJ3O11YfQvcm
z14Dh#5G7#1+XL|r3<i22(S1N+{@MrD&Vyk>9_ajHL<QvZo9#h+=^xPeAKdeU0J$G<
znLGF&8$5YkXqpcc0Z>Z=1QY-O00;mwe&Jebe{uBGQvd)gRR9190000mFJmt;FEcMN
zOnP}Vl;0o!^LU15Z1YUnrezk9v{|CaHZw&?p;X!p2^CUdY-45&QTmi<k&;PeOBs<}
zW-OspibA#_*_X*W*7^1Qo!=k7^W5j0d(J)gzTfwCU-$LC?|ZHkcozf!Gyni7VB1ju
z!2PSe(guJ#|9<Uvy35@EHLOnsE+#3cJ2igHxCWf%WDd)V)_Q!)tc5xt-5wVrLb6(O
z%(%Jk(k;GWwD!dvw{4#%<a)B3R#BDf2)4=E5vv2#Z=4+%+%Hd($=v5tNd6GFQ@ZK)
zh-A5Y2OuQ|7eJ3sT`X788U9b!`MAsclgDJ%oKrpbA#2-Vl`~d3LaT3C7dM_>{e<GL
zlGi7@5Ib&VEy!uB+1Zm-Bpq<Y#UCBFZZG#{qI&LA-_^#_Es=o{wa2QLdC|)*%?sqw
z=XW%%<2M&+?v@*eIcpvB^vB;RwiH?F9h!}a^5Z^jyJek%-sMJ4+}j^)J^^zANy^bf
z-=3<mFsb3y`?Arhf$_H@tsN8WtMOE;(+xdN!n`YRd{wloP<&he`CV6`NG4Cw!-%HF
zQ{(A-==tfGgy){So9g8{oAfu<_dGM`^{CRz0K54cr{zmL63e%=jP@4z>X}BRO>Vln
z`EuvBCpvZBb&6pYWd}-D8Sb%-mu^k-`K8s_niSY7sUe>FTeZ>~eI|N&@gox5$r()y
zt~Rql4kxs`C$*ISI8{FWsB8Fj((5Z1PA83h^Zw_0_7pCXtta|48uPF7g5YV_h214z
z=!94rLEjMx9g^mf`R4qg1E-p`43(0ioUS`Zz3<=o+{?L+Rv?qBaP?LhSo-ZPp6>no
z6?pE4S}E>`!f@1~eBBb&eChM`TBlbT6a_ftW_eT|eCDe1DzWD1PL)FLtHU*~-b&Y8
zI(uJ7Cx);`E6Stt=#TyU_zKc<2b}o8scQ31d!yBN##)DY56>RDGsbKUXsuC`FuiNk
zW?J3;R_P2c%(PxS6B5vR=D%3$(ZMSB*Zaar-U&v*RpnjevfW1MTIp?sTnD*zj7)9%
z=xu!EU3c|ee>Lu{Ha?;87uuxmZrMP4?^*2~X82a&`v*17{%1%1j~<MAWLKmY8y$CO
z{^+C0dxhLf`=}~8#R1o@=+<o$TG5pB4Jwtd*xtH&pQUB^_h3ox_VSl>?-~hGN@)MS
znA-pNm-SOWd*e+{Ru`c#slFFSh6B{1{kX}S&S4*r#ZA=ZgsX|_1=wb&gR>0GrETwh
zy5r}j_3ssnqy9U3K2A3<I|SOL@$;=tN$fh#Vf~md@du0WHp-E0SxH$R;+;H4t{>g0
z>?0qN`lK#5XxRPAJv->5)Y+lnR!yz?a&ao5Jy&tDBK&o2LDPPr<|9o9W815mCx*6{
zYo3t(<8Hs=`(&yAQo-DMtxcTnm>MpjGB_@=YI^!h=vj;svzpQxqqx|b<gc;-jK~sb
zuNzM}s<qU7Ce_*~y6t-Z;N9QPG4-SqFR~XZH|NKGia&E2i<fqOnRWe?k?Q5n!<!n?
zgh!WBx0=h^Z(S$tWYJ^zOodj}Xw>I)+wt~mLOZdYSD{m$JdvNQJ0EZK>_2W%o@r^*
zdztC3#qrmMw{LU83v)W22p?YYuuic)fNCOqb`6PBSBaDw^Bda!=tZZUP*dwKI-%NR
z!@Hl`18ydMW9`wHdYyVszCkVUn?s+Y-k+?K!>Dfui?;Z79y>ph#via;<C<j_n=%>c
z#A59D4P5Xhk1kkkALfnlVsmPU?YSy5Ka1=Y-mW`!C(RY{%sF@G%jn=pVpMb7{`e>^
zfM%um_FB`N=9Pa%Ka^3%8LM<!F<n(JDBL{Saw}rnQxoU&!-fWOX_vHe-vqOER>^}`
zQ5*TqFP)jKR@+yim)~JZRV6NA3}117-{Ah0`(n`7G%?xYII4<^`4upFdpY-!=7|^|
zZ>x^n&ep0~p4~*m0r~dWGjg8`6|U~v7Le-Y)Wwh9XiYnJMb+j0>&K7CWt3^<wXq5B
z5*~dw7~@^~`@fBFo#9>e1|+Xsv0tep=H6)?3jCOU3RwR;PVQHxj^l5W;H{rcgZtat
z);~-zDmym|9-;<fJcz;7Nd>l>dT(<#iCN|9mniCd|0~<|&N*&%*ELzwC+#hlyr)7>
zx?)dS);nLq?2XgIVM5KQ553#wEpOKxEqg1^3n1BMYb67VGk3;fCAt^!fy==OrW4<A
zo@O_1(2|~f_|bQ)>Gg$<xSLmMRRzZG#NBxW_kXLH=F@ZJ+4Iv|uD9uX?4)gv6}0Fp
zJc)h0=Tu(SgR4hBgYh3<naLISUYg}ODBpK!%UWxzRevU~Ui2%@;Y71b2=urqbo5a^
zRwr^D)#}7OD_+M(qn&GK2Ul|0CYT=k;0WJ-C9@voD;N6I{z1KGYdP+S^n`rQ$DOal
zR@QD-g8M!_{(J(}cJfBXLDNxU;Ii(;*LJ#3|LQ&M(V@?jC`K;4Ahx5E{%WOIWDfip
zbR;RGKecN7)Q4tx(XFHxq*6o|<5K@Mrg(7M?TDEhu`6!1MhYGB>0g?Q`{lasm%nu`
zD0#b19C!T0WNT96YSInnM~O=a(_2zSnB}EBF3bF8_Un_Y3F*?Nub-||?1*m0D%X7h
z*UYZUpAICgBH8g(3yyAf^N6}-m1JU@t!@10Rs6<0_a{9yJ@V>%1v@DWVV||5tl6k*
zOX`Y*S0O(4$}R`9c)cP$CzLZPo=chi{n)HM%1`slXus$JW%E4xPix8GR`+c>Zdz5B
z_HFy%9hDvBb2QB?^1!fnr+we)4(txC)A8%C`+m35w&Uk6e_wP(7BArg-|wbkZrXXY
zs=vT~$F7szYcoIA_bqw(?`PR?cbkJmp@rK&w=OD_1E=Z}TJxPZ%I%`m?4<3mQCW^U
z=a_X;?seqWKbcN{oNjM4zVG*XztY<4U-&TlWaUeF*5d-(beE-ns`(EXD}3M=)6%K6
zYPS0-b*x+3*5f}sS?W<#`*X*qpEa5o<@ZwU&rQdqf-RBN8PDeq>EE?A_zpWM0~^qq
zl=YaHh$zdCh!RC%&mJ4JltjXuJ`FPzSRP9B06(EBCSPLr&D^*k4UTpSqHP;eJ245|
zFi=;b!_nbm6!OwkX8b0uQi(gvc800OhCrN&*o7nl2*Aj4%6%Rl08v1$zcr{FK85#c
zU<!wz_~Wo`4PQ6;Z}H(}^*9Sa(*%2bKbv<PmWq<9UNQmdw3Tl?eHx6Vtp!GZ;PpOc
z!LM@yL>GvfN0^T0bZiWb284+uB?w9kQw8RYPu8xm{*9{92I(4LdHqz;GOJb$h0HX<
zg*C`RE1Z|n2#4*qU_FBbIj)Dq?BRECi7~ITsg@*ke|IsA64M4ow5`Zo4D;izIkVXf
z=9HNNs~1jM_1+7ZWTmV|r1GVuGB7+g2RkLX(?!LehW9MpzhQ>mr4V>9;pUb_?uBuh
z_Gh8PQ$K)`(w2RGSMzO<^1BxVdMo^jG2%>##DlPYW7CL$w*h%uYRX5ntLFrJ`SAC8
zg5_Fedv8Q0m{`5UzGX3J$`lzckkqI7R3nU#TJt=de<aTW_moV@VDi$Z$^$7QZ71g;
z{sbpxg-ZKoE;dR}0kKpBOSAAu903nsgZXZbz%%@|No3oLAK-}`>4;|hl8@@jDBitL
z-W^0DjG<>Y;*h<;Ah!mOdP&EQW=Im~*bD^7!-W5V9cGxQZh>AQO!A2!I8J-)2Cllm
zlK@Gd415Af!7yZ5!S#F86Ce^;P|m_14uhmVE>`Zrl7!ih@gx0afB41O>b1yqAKdW(
zRz5WgWF|o}Uq%I*^f?HQK&~oV=n0XmlL(H%y?3?@CX~a?o&rKc2Mp#TPanbdKafBS
zvBNJ1`Tkq-usK|&`pK&8D6c$Dv<<&#0x*t6ZvQ8#F6S@-G-`7ZXUC$hPCJ#=S5a{Z
zuKLAz-%S-ghuNQ`N!1`wO;tp#GQ&0&lN&C=)!Mda;P=@Qa-d&3qOi4$legxUI1soe
z;eWbu@c6-Cz)*!$nb?m<-CVg`#-WJ$yk91bwalI?_<WU_=ocO2bHTiBPDUD@M(Z#m
zZD`}XngYvV#rJUR2g;o}@aq@@2ty*x#=zBGgzQk-sVS}vg*pkFj6-Mp*>MAK*)K%=
zWu6s;0IwIJ^%I<MwUNtuF>heLj48!$*@*IkeYb(hw^fCuelGo@c2|<g!Pq0==A9r`
z5d)mL){=;!V<UwUYg3U544!WmaCZpLec^mbLSBTdE#t67Hhod*^gCDJi0G^;Qy>g4
zo)t;eZOL7r)S>b@?c>B3*=8Bv;iD1nklTKV<P2dbaDcdNACt=@;8x8rM%e>IvpwG|
za9H`#p8h$Sg&S+r7<>LQi-ow3Lg8PtLmfRmNoLc6I2v+%5OY{=8_xuXD~o!{;0P`(
zKyGV)?)_kH^CAH7KHVvqIN-}`4&WMY(^La>^YN$=Jo=3}di7pw6A*X}C7+36{f9w)
ztLl<Sj?Gi}=drh(#wkTJrrKhX*Bn*4cS3l`qt~0Jmu<CYsR~e}`*}G(A2QK4`yn7M
zLDfp8QFQ+Filx|OS;*HS>O~bGsz!{s&v0xx%;@H5Oz7SmV?VznWOtP~^7&fQ^$3v6
zpm<LK9>dVmvcP&7`e-p&j-bvCNbUsSBX{CZX4^AaW?zasGnzrsd$ttOM6@UqX=4+S
za75Z82;o1+gbYfDWMZU199GUI$x?JwJ+6&P$&@(6Wn-k`<)ADM{tR$$1)_aWm0K*H
z2CH8bn;K&X*qdP8T`Kqb&Jh!=@S^(hrbj%uCTjlka}GsO0pGbA;b(PUbNWNlGkXNB
zq+vuWRVPf<^!!93kRNN|S7kx^WP<Ibq+)(;ybphPi>O+`IBy*Ss=$o31Ws5ZtYqTg
zX+~TM;%C$^0#~L5+nKzX*Ha|n66t|C&}TZh$vl}uiS-TNtc3@j(iAkMpYymQ{190~
zr_{WNT*2Kw!IybxKOShJk_H2~O$vQElC4>W+7Ia1Y2`X3Ih74eMXv8_8YBfRNCNP{
z3I%AUR=Hr_B{LTkBHM$50c<nK?trUHO#wHE{a-xDFM5lKDB@5`CeoW8m%-T~bgU1y
zHA@0)VAR3z{AVO<MpA6TtBe>$Wh1~c5<W>-zX3r_utVFSm1VGZMxe03k6CNY|L(>h
zO$>2ZgNrOU4DtWZET;2r$W*F*o)XGvYz@#J!1vnscWtBPyCAHw0ckt>S|x|MFvJaF
z_4{L27WazH(TUxHoGaw7PiA+U@Gkzi0z4V8_%{XAvBz0%__*B{fYvbh!%3K*j_lo`
zHMTc*7ineF42ze=;U5rstS0hvkPjar7bhbe5D~(^JVij?8DOW5a3D0%@Yb>r_YD#*
za0~wka$p&tMKRd#oB_aVhWv;kCxUk#EZ#m1l`KHXibNW;t(?Q3sL&fGu_U{!W<Zn?
zMf<QKmhXpGUKcI|u1&~p`1I^S8<iESEH%p%v5Q0w+UL&DCOW8qH^_Rt$RU;li>C38
z?GgzCJ`itmJbtn2!Uw#<#})bU2^QCEc?4MI^Dg3rrc<QWqkv6%fZGQboOp`F)r=yF
zr1`*pkcb+&4nzNf%Q0oW!3EZZ0IwHFBt3Y6Eau<7zmXy~9kfHt6X}RJ#RAQ;NPI#>
z^Ty$c_pq;<1OwQb8(-h3IUjz55~Xzk4j0?Mka@{-hEJ(Q+^M?u<)(n9XbK1=DIM%P
zL#*(o`3|b+JeAS~q0a?0c8KaTu<N<*D{8!XTPf}0&7<78MNs9&lRbKWFsQd9{0S*)
z?{vTS$6<YL`=5L`@ejDPnY9r~ou*FCv7htc`Vq(>j34xuLT{%y5JV;GAm*<bL0qiN
z#eA4LM!oG5O3`2{;ikJf1Rp8Yu!%Fd6Xw^>nWA@@P$IbfCj40Po@Cn1Ul`S*U2G;E
z7(Pj&P?3m@4*!iWF-iNiBvKlQotTL3MY7v0#A-f$sKGq3mHc~uZ!tg8!T!|s35=An
z13~WCdrm~y_W<GUbe7SLZ$z6!?-CR2TQbV=ik3bBFa>y~##~koqKf*!0N%-cryQ1*
zin>6+Ra!K%UpBm(7ve-v<N%vm&rg8WvdVfPqZZ{i^2EOGL$iF@V6N#L?Mmtd7#Ga0
z^!vKvfc*io?d-N<e1ADjlUj4|z~yCTivXCdeTI=@N`W-nbXixAVt?D$iROUyBtLWD
zQKk{F`;byfwF%k<py1I{94@xC6a&EW?6_-E7PFe^?ja+zpE5S>ux~N4FiUxBA;NE^
z9V><{6QoR$#FDVaKVah^RADKc6|mQQgoz{2nQyQ%y>T5;C}HpzTqF~A`3r@49+uM~
zE)r1d6VCJacU>sI+uGxO;-<D0CwRVvw%7cC_*Ov7mtA}DgA(}?TgR=y&a-f!^bM-y
zYx5L8bVqy9gl!IUM?+h6|AR*pwBw~DzfhPs4Deh;Lz33@9<G>cw@iQq*m8>U-<o*%
zwuP{hFYE>X1z3#aXcttWvY#&s_M^;lKbo^fptEyAwPn7e6j1~_tv%A*JIP8Q@?6Y<
zK85ksCXCz>H=P9{u=ABg=<NyGr+tkAM<({0nX=5TA)#Hg3kK*J<ie7HOTAj&ZV9{E
zy980~r#HPy80>Q&HUmOGayOc4JJxg5Rp~5)nMY({XWNsyh88?c6X_2{;$fs~P(TSp
zP}A(gp?y&QIV8ivm`}&PlxeMY3xMDEQ5duQEOV0M)&}-AXJmRDwD<!akSps0v4dZG
z-MTr6Ue`nR)i#*6){M_LegCrN+1JPQ{}OGIvFypWJ0GPSdx-w1cdCgkJLE_2)lyBc
z?8$rl-b8zeedOx)t@cf;gAKlRZA*iL8<ps!U1ADfl4B-}8Kv41noG?|Bl=buFv&YP
z>An?>Cx;x^aUAb~I9k~XwtU6}!Iv>F`U_o9iVtjhMf_67v1dTLSBJ`J@Hj{V(>wZ)
zP@B_(yO2n^%ndkO8FlGHg<|cN&9BNHZGYnBuEzL`%|ORxZ{cKvm#ByGRm!sWYXoFn
ze7&yWsi1KuSCdi_wQOZx;Hq1`P<t%)Wb~PYk@SQSjeeFt#iEs%oBK!4G`cMqQ<CX3
z>HDDVd+5is|JI3>X&RSw1N9zPCjpszQdXT(KXqTF%<yg2Y-%1q>|1hOa$T;w(l4--
zjogq_SrnXX?!DvF`cA9mLb;2%Qs}13p1U3w$V{79&)v_~j&8o)sXx-1s!(a!rdj_V
zSNo*0xA0oTM$uZmwU4Uz3o1lO&gbP6^Uj=3T&<%T-KMf2`=L=q92Rt=sCOh+F|^fc
zxmWU~XAKgHi!IW~K>yU2r|wQ<RPUH2?Np_~{DbTMnEYAG!x_joGzX_vCuUyUViH?1
zc-DWjzpS&YbNwk}*Fj92rm-xKJbLa_h~4G-CFZj3`=6;8$;-m&n@JB1Cp^u}@@!#)
zRSH#vQQl+!RxlnoRUO6N+OwZ!*t5QUo!&YZ1vzP>z6Xrl(A?0TwLG;m!|wH$?4KQS
z{6qCu-qv&Y$9{@@x)WwGdf6qm<kIPa@A9dW$oNvB;PSM2t7e16A(`XWjtcK_c{|B|
zS0hf%O8xv$OP3o<brzKjZqK+m-kUY3w@%ujPrC@pR<++`T=i=DK^O1wY^=m&^kvJ-
zwl>q?^i%cK>e@gE`ewp~6Tc_B49s<{?^$Q>UO3SHLgSKw+vaIhCvZQa{fb<&$<`p3
z(c@*(KGe<PRa$aMeg}&-7y9ks=T{K|4@qK)v;VT`7FVRSG$cp{YTWCs1CK4eXLxHW
zyp_+y9{#(N>*!~7`cU-N(rJ_1`j=eolGWYa9ACYSQk3!iyj|N)hkuMU#xjq%z8uh6
zd#w4T(dfS<x+3HJ{)f@IW09U^o%yC7I=IC;^$aHhP34NK@T8-(#j5>>n(FYSgX->R
zy>kujaeARq4OTheNYVKd>#aso3wbq(?|iq~+3&Wqxcgjqs!(ZT)UJsALb)&-@9-fN
z@+i50_|NyQW{ZEuVsq**oSvX|HtjaKg|sT!tC&Y!e->NhTETiPjAGj*>t`rjE#0$A
z<7Y%#<EE=w|7aV_FL(<HHH-J?@~;DH0OsG?SxHTcs~XdLCiY~4L3x5_5}}E}c&iv4
z_tf{*)!(Zd^X+mJzFRr}z_hLol3By~Ds@e2olC90w(5|46~9e<cp&SAaI;wT9@`;8
zN$%KSdRPggwMN1l`QO!T=!E&x6Q-jYDf#xFt{8bwgN^tGo2y!9<i^~uXWuB1R#ZRN
z<NwjX4HvePwteu%Rp=P>VJ^$;?j`EhAScg{F8;`q1C7qRV(o-dqu@^|Z<!2@3|r@r
ze^{SnwpJ0+K3(_OHDL&ayUvxl6lZ=jbK@zbT0|OFZ3T1$7g+Zv*6OJ_LmxNi+1TX-
zoV)wIZf&(&gUNd^^jqfOcJD1``F6#zc0Uyy_ttq)^oP3g$)hiwm(*M)yc7QN6bgE7
z`y9_B4`rXDpA;?H1fj+#hlQpe4jeUoq(5}lf7g43t8(S)rA1-gtQs4&?Te`i)GXa>
zzIFA1$ipm#d}&4vvKZ?U{wK$v)g$3qaP?$sgh^0@N$qkB)n;>%))^_yxBnKVa-ZAl
z#@d32LKy{4PC(NpWwTcvaXVw)@m|NdiUj;aqD@!d#giX>+jOd$@%o=`Eik?9az0=8
zIWE&KQuutzJV~w6+^evj*iQdsT)oe&rqSWizBj@#O1%5u`Lw$i`tB$9+^3GWN=-#w
zaL;yA_K|N-avJz(pS<a+ZpqQ$9SOjVYOUl9EBtKk^7mI&XG1O!KL6=?^y3s2jB?9J
z$aFoFkTe7uC~>j4y#haN%Y7SHEr3eE0nq6<8pW1KQs#cj_{)G5V6&d>3m$Kr{aa<3
z;+3!fv*UejK*~6$BKs9JhYs)*`x<|;-+`Qq$VWb11P^WcZ;CXhPl5YKk;unR>#!vj
zq}g^5*e@Y3U}h6R*XuJBy9=us!der@pp%kxkFD>wVW0jm30kH60wZN8GQdb(tl*H!
zI1+|v(L~fK4a^CV&mBws(1tuybmS`FY<fGifeA}Hq8vwPblN#>;!^Hr<fb`bKT9!_
zZJrfA^oJuezFN>0D8%*eLTQPi!UTBPQHs7mtN+YlZDBg%Ln*VQ-Q659hq}P(GF_%f
zPQP;#hK30pIyh#nu(`<96QHQbDdt0|QW0T9!$gJs63Cp0TEIvNK<CeokrjI_MN}u9
z6p1ILj0jJI--F<Yqaf1>R@V2MnxFt10C64!XtJg&_Q+7WKz(%)*Z3S_<B#9Amp?=e
z5Uxi@SdOKYYVn|`Puo#~08)$^+V~J0t|H-n#w&Ng5!Ya;{qmF%3c6XavQ>CZH1Kx>
zcsNSDmybE#6Ye{J0U|Jf{s0(PFLTY32<$>oAuDP)?P>FWM_wA=g^10*6e^;_s;w}8
zTrjZ&Uan6$5ln3M3uVO<*Y8|M<C8sz!qUo5=4kFKvM2!2{Iy8xck^4QUHJsL8IJzs
za7zIFCr@$PtcVJa(_l6OmXfst`4_@Pq37T(XG-*!J3Dbp1@IUh%PXAxyM+Kus{5gU
zhbBOsoRzaFNvDShlyE2=5@$M=+eJpEJJvf+w19gCCDa7}z|TkU*nSDU6e3wu68+$c
zL>2UZW+X=eEevM&fRvwXQo5-2g)S)vG7ZLVz)k=Cfst#tJOMfiEdWFK+VC{Lbdud=
ztgokSGeEUwiaJ954FB_30Mru^@zqBU5$|dOdXlBh6s=>#VbKcHLB+_$Id;c+Bozq>
zR!B{pLi~~!Xk+KOe>6<GW9I~i=SYLAkL%dNHaPU*_8<bP%p6ULCIC2s@{?&!_)X(h
zzfNc`AMw7Gj{&Z<fUB&S&#LhX=hx!)w@^uTw2BGfreq>$Sg5|iPce(JIwilwH-rvz
z&JR<LFYDqM^$?Xb!UEJ#y^|0vdz|DL!0NVW3>~4R53;qZDxC3+eQJ%b=m4oBg<>;B
z(Y^c|uK*mil>RwKimT%|GkB3?<ij-lD3tXTZkQJQR{+~d%S1<-;VyAc5tVO-3i}1^
z@QxpFP3M`GB^v+EAL`c$_GbpyB)Cz|N7UlIAVXynltpwNZ=NreY=Sku81)t#Ge_$a
zq|8Z}GeXu2Q=8l4#KUs{g-$zQO1bzJGCj_{9jp>*BEw=|>*r8j5+l9wXj&*6J_oZU
zWS9CkQOhg$)&hG1D2axA{jXiYDX(N|Tn~;W<gYa$y~yNHuhA0!;!*si#d8H=jp@Tc
z%UTgQa2wPc0gP2>vXeB@I_*+CYKUUSbZjPU`$E9!Aes}btZ~|*HE{>##q7!kf}!2e
z?>8K+TB#BX%9U`6Aw#GXN~=o!3&XD$PLP3y6*!2fP)Vrn6I3u4XeWt)Olu=4ZPJ3n
z6~JiC^OZ;kXCIS*-XODgkutal_yxc$2F&*XNggLC{R32f3_zn(UMR|inIuaB93QXj
z>K|4>Ytkv}E1BA@g0lm(3>i}_PqwcTkFH!|bB$LYLt8qRnPB%p>>NxuM;`RrXNc2s
zhry%L>cb{zzZGhv(^_-^6v-T?B)(nX*E*4b)gzS46Wy^%3mBF_2I!)?4oK4JqyVM3
z!@t?d>){XmoRQZNH$%C`Z5*otj4#<0h?^2_?&Po{%)LItd&gP4S=#Ikf-)n{88b(d
z?}MWs!Qc;NE)iQz@DI)m*V~K7b=b~Rr$dGNin}R|9nkeYJi1;2pAoZKyCATh11w8|
zhfA<=7d~a3Xo$F~fFy2Nfafu+-R+*U;P`8ZwFXV{fCb{c*jA2fHI<bIF|MyHo*5xA
zaikX`T&hyttr0HUm^5R0CA}w$lZsz&JVJgFo@63?jZ_8z4gc_vNdGnihAW5%>5Urm
zkud-45oNiPilq6caFF&e?Gyko0GbG-jS4Evcnvt5Lcc_~X_2cwM%~*EV>&rN2w}Yh
z%y~;D%*gO5yT$N)_xdny^dw95@tm-Gj=wDY%qf38C*gQ4aGl2?FH}S;%rpuG%x9k0
zbD#-KL_NpqEYa}c*JY4D0bm(e%|X!dx!|&c(u9N+^aaYvVLp&`RR-SvhR#Tvp_|W|
z8=-w)w^BsEAPODdCt(W8Iov^)_{(oN`_iW@>DU7e$6-!2#Wn5+==TO|>EF%9wwrLb
zC~uUhp8dln{lVOnnx6>kanH<?3I)V6S`%yowNMssl6H`w=e|Hgvq4Ul^DwJv{PZMs
zj|8H0E%FP=emt`F5!Ep<smcPK*3O|YiCFA4qW2WM*Ae+X{!<LncyRtKoO^0cX75rc
z{NH;rci;9fzv(2xHvfSo_bfyzCFWVIDG)FIiVx$%!GLhNz2V#yE5dXjR5k+90`yQj
z0o<}Au<IlEtQ`}fv&6Ouh?`hJzSnY|2vf9EG3fLafSegACQBtS?0<sl1j)qCH5~4}
zYiICbJjpeGpp{B>^oFu9ED12ZNM&3~ErK?Dmv{!kg^eJkLx6Y!qZeb3v_hlah+HTo
zdzp`&1E_N>u!zy<KwRGih5dv#O;8hhIn)V(g_zp44DJ~P55h7izn27s;W&%L6BE!Q
z1HB;IC180`_;Oi@M-^J|y4gH^y^N;HsE8p<d<8W%v*mWg0u*erMPdfvq^`e1fK7A~
zcCGeWI*>R9Z@3N%+$)IL(9&DI<119rf!8WG;{$mWvlXw*{JC>8k`xotLy*$NcC{qw
zz2Uf4uHa$}Qg<blYZ;<>COG8{q(Kw$5B9Sr&JspW9_B38e*~~a7}1;V^G~}4XTD03
z2BE$jB&igx#1C_B%;_FEGeWf4h!{$!dyM}=<~SjSfwgBeej;e1adm?hv`BN~6*$Hf
zc{>JCV-b{5;V4}2$qujJ7LL%KA;%si&%%2;Dp;Rk%a>hf?PoJuQUVT5Vfk$G4&`u+
z8Cqc}I644}wj;H|oAKgrOSr+F9uQa&=Z^`;M<}!*lEO`R(Fvlw;V{0CvCL7Dri9XD
z%2!a*I|P66WUnI@KB^|UcI)nbd99X$bHby1=Ac1SZ5<udMFQZ!q(qsbFG|RF1N4q4
z0E-DDK=iBezg!Q|<(fa3EG8eA5V-dtVZIC89vZPZII0fp?d{mlC$0SilSQ96mH<>*
z4ae#t(_)aE2UGNsqT~s-d`1}Q51aZsf_*8JudyK5Qa>YjXRIgGjbEnn5!4o=Z0U{J
zcidZS!67=yzm&}nfPpJ`8?7ra@CK?{;WH)6rwQm)&4RbAj726ds8RP9mBNIjEX`W)
zQ^UIi`m(xM$_Ob#8P}fxOAWKS1#8x!b1!(Q3p1cF3WXNCNyC)nH!E3jN^T=*E2G~!
zt%lfn7@1W78j_i&W4EoqPEA3yn4Q1^USZ=(g?c9l(Ba5KlEMK&N+mbZ+-rrhzxH$?
znHwZ%<=BL<B6lv5X!8&_&Vgo@fqC5l3&4cF(gAbEIK&w-AR~Y+Z<^QjSsXtqBPxWc
z^YGz0ft=qIC-y@xxPwD+9Dq<29GV)WnLe$63jXF5<Tu(+esSZQij?^Xe+R1MEX=mh
ziF@Ac$tMpBwYDuWB;73n%nSgGaR>NPY+*KsRl+>eMP+4@V=(0qHybWw%rbfJZA06W
zU9m@oFYr0fya18sGY%^RMlE4bs{(|GT!m#t?PwstrSr!JSlUCF4PxdWa~y3z@Qr{H
z!`L>dd)9<9{;aUdXcqYSPjk#$zr#h%FqG~-4_CFmxail0N}mBSH;|yBgB!!+u7#2m
z&a>Vu&}@k>4vV=p!^2R%Hx0KNZd@}#q12GBL?PEt{1SMx+|BVQec)b@@DyIGmL32r
zBuJR!q}?a^>E)c$^Ak98w8CpG1eFC+QeVqZ6EshX{IF(pz5IPNUK?~<GvOsi&SG`D
zB!~9%LJb#fgGY@+EL}QfFoRQ}9681$mvX2lL87|{T-8wK3rzn2zXNa1S@8S~QYm*K
z=;9p7l{QOtlpAH49dGqR2LFHyq^m@<*DnjbRC6yWg~Y58?g}?%H>BADf0_}1^H3jj
zIB}k>w<s*^U~iv;Us`w_9HSP%tQ8iu{B(fA%^$B#^_N<!aqFKH9WX@$d4;BWtUqM#
zfZ#43Q4Nr|OaQCCSFExOaAfeW3=1_R%p8o=CUE^dyl7gYo)-KQd_Y7!q3C6DND*wx
zRSRQvI)CHJf1@Te9OI3_*KW%-*n<=EmXsATD+}5nAS-Z9(6^)nKa_4#b#J800G0i-
z7{B)bzuXPc=~`1ZL#15nr{-Jed1-%zdXbF3aOfOs&aCy|448)Om=FkbxS?l|It3E#
zlUeIR1tRKOq^w(@VJqOv3nZ-}DD^}u9MHkxcR()lvK(jC-=2C)&pU;Fi!$SoduBS*
z?_bK~xG1@2imP6WrtLSL3G+G)S4<;eMD)WDBXmDr!Coz*1mM2G1nt(NWN;|Mdd9yb
zFEGHqXn^X%ymXRqU`+Bg7Wr`Pp`Ya12(9Q3c4_yRDKN}nn?<if@!ms1L+s#3C?eGa
zAW2AXw0@>j8YOtH8^Ey(fv3*M$f)*>3Vex2nh1b|^L!N2Sb(d3tq6b2aK|9xWpXPW
zVNHYYX9U)tVK0LF`G1=G<~w}c*n$`F<LgeDL3qny@n$K;w*T)*;<ge%E^|=BsWBt_
z|2|3lo){p~?#+D`D0})7)~oD#PZTumINclb-<Lz^S|{`Vh~?i0Y#g}z<PIDe$Lem5
zz3PLt`~~#RcSxijc}}0jcvjw`mb!;ts&Y82DWxT~U8?x@(dxXRW+Ejt;hL-B#?_kw
zS6`NElf4JucQ4hudDcF2LH5hNl|4>%;#U?g)7!7-jmVAuDcEs7U-5De?c|J$ubz(r
zk``e5jy7}1ds~VBtM1C9ek$DXnE$vN#g&-o)i*x1XoP<MSKP=$U8SuDa}xIwt~RZ^
zx}36X+xC8??S1!MQ;C4I@O<`Ac(cXDjVFifE}Q6^9B|>P;g%eR6XGxQS!yrgg*G1!
zMf8cb4Bz)6EhwSQTQy3vbPJ(r^p^glBXDgv7+0+mme9TyMefnwe7(@^Om3S0Dj)g6
ztkI9D=X}<j>CNxaJ+iMtzR+*D;^x^$LxHyM{O+*n+Ril1alw1ub8-a!GAe-ffJim+
z3U(v^-52O?{jcomQ=j<v8I`N6U8_5&TLew<r$cQd%hut2^zav@i^-i|7;~Ky6_U<U
zLOk4m!QAA|7bvvB%!ByHIyk9IA%uD&ltx$`1AYGb`S}!oU*frfLrODy9HeYXXH9>u
zQoUm3sBVsw9Wp3)`)8wE;=SjsPti>RAAce@g>pjgIqQ=4e_X>g=>=JeiM+v+MXNpK
zA7PFW(>DGcrl|@)MqW5~x$5#&UH|j92Q|A^Z#wYU_h+DM;xWt89Y5%{#eU$h?B$-5
zML0tJQ<~`&RH+K?hMgbqy8aEdor|YBEL1PvH6Jp2yJ`EZ&MaZ_u1a3(UL6npilP5i
zo`%-dEV=!gHe|xl@<5g_UUFe5240~lDFt#Gbzy%><y_dF*x7d^<@=8uTc^4sETi2k
zJ2&4X9DM5P`s?Ak=)?P&#rKUsdt_LaZhN1mu(bD9^)uRu28R1yo&LD!vVpj{xVf+W
z3#U_j)SxTC3(`qW-+@Nd6(J`rIx>)jzXXfdo!qN(Wfe?PJoNYE!ku4q?M<zI7xm4S
z|HO8p4#M4i8(M2b-p2NdHL8_0spnc`zo?e&xN>pyWWt-_Pus7nRh@dY{fT_~;-3%C
zP!X?O!f*J3dXZZ@F$d%|A@$V{3!j7%+n$yVeRflws++}+vD@C;k9T!m@r_t#cxc0$
zwci(EqatcY%c(Y-U6t#0u4;KUmuNevdj#Yyt@gCPk($0R=@Ic@&x7w9Nk<JY<!q66
zv`TM}+AP!#87>vc`}DX^e++vzoYOGiXrh1VA)@}S$FxV+=-}I$@ZSGM>u!(Qdgk8o
zuA7=KwonWH&=o)@&YPNkrOyt?tavhYEfo)~@sl}?3Sd*$7YS;~@t=+ND<0jutZi+4
z?`H8d@#VZ#>)Nz~B+IuBN!6DG3RVb8R}z)lYA=?{j&cGE;*u%3gJ*rS@l|`jg+9|8
z`xsVSBch%Bd5nmXU_*=V4{q?9+G{(U;4OC=bTsmED52WDwRYS-o1j{1F_b`P>!|6f
zSwH!8=I@!&`O=hFawamw?%Q)DZoSR89YWdCd$G$ZR8UG0EEh9o$;a%}G&k3JYs$ae
za1Z_NnZcL1tr3%ajV0AOxOCbe8`Xzecj<8$C-C~tidD;6o1S~NK7MlRjjglRrP3FU
zt8X5($~kcV-kbPQIUU89_vAL-9bJ7|5b#~&@jnV~>+kx<$)-yop>=x+oM2jV2jf;v
zW6(@~$`P6EzZ<y!`PHtyYE|wi*Q@?ev+Aq9JmZ6G{O`o_>#OCCo&4edcyw*Pn=|<4
z_=T(2<Eu5#DjBNMq;;a>F;DLs72^m8-`Dpv`|q1>{mRok`_rCYa>8GG7i<`7&rnUi
znZ_r!-rySCBQ)RLE>Nv|dN5~5F?c-9h~5+$K9E^lx@cpR7INP+#C8XAApRv~{j|pu
zuG(~9w#JFtEyFiLHaw-um)9!f;JIk&kDH#NFGkv$z1?`yzW$d+tkbF7pD*-$ZX`$-
z1?+#f!$sTP=UD$ejRn~w_K)_=?(san#wX%fue;Bx*I<_F(p9BzZ}{sIH=SkY4j$8r
zRF(;MQ}LNBOBgrrbK6y(Huu@QPouQGIM><5N4GKVp;ua=r9m<w@9RoO*K>UnZH}?_
zIUauP?n4fH6^oyJy-R6aBu6|TFzW*R<O_Q=+B8BF&W){kz_g!Ne=x2(u2n15EZAyr
z-MP0Ti7D^QmTxNX(>0P4D=c0OeWtS+r5Ag<dd)|y4$2SRa>FR%!DaUPwx`wwbA+q^
zqjSxZgSwKU#W$Y>%Sh^F+&1lV{tC0H_#O<FTzg=zRn)Y_$J+rKeb%$xcbDcTGLD!U
z_4y7emLFPwesJ#*WLep`KK$9{`_l35Q=TnP4)5D5{3Uw)1moeX!o8JNztt(A=l-Mb
zXAbM;N614)6>#855n4`tBY*R(QVzXotA~Dc8NG!bZ>Bd%fAPw|OMO7Q{q@}@N281D
zlFrF|T;n;oS9ed;_ge`d{0&dCE<UvN8_uuk5=&0{6#Kjqdb0}c;FeT#c4cO6puADl
z&lko!A1cRw+4$1pQbnV@>ALrbzVfMBTFAl66K;ey!sIrOR_ph#4%b-BmKyzTKHc1&
z5%oQe@Z~&cAHTeZDv~!<6F!O8qHAyT53I?|Es#x;{gw6R_^G-h`8UI#ZA0myZ@XO*
z=-#Ww9#-<k6-f!v`+Gy`{_VSMf%<cCcf8fENlHepF_so5iih9Hg;3X5TjN6g31_zM
zxlt5z?ViS(I>lmj`vjk6OUHg^ft8!Gxthga4&(ba%E~DRzogNt`&ER}K{Y0+P3}th
zk59{;kY97q<J+?rD#zu01=<B`c3rRCW2<Wfr$yRRysHMNQE_We=nvdgxh4@#bc|)3
z{nO0}`XJkj!yCrG<Hh~6>d1AjPB|x|ZsoR0ZQ~;sSyj{0H^Z_IDZN8K9rt`Y*Rtk8
zb!pb_jq-lilU;qpa-)$cBGob}J9_kC%dO8p<p@7I25LJP-ynL+YMQ@2F?yz<Z8}gt
zc7C>PN#o4SQR45fl2FH=xN=J+gYdEfVm6thDi>9p!4a=|xUV_RAHJqcQ%7qaC#}A*
z=jFx_M2Yf=?e_mJ^n-~EKzW*ScSN|!1H$;+k-(n_3Wi8zH<dO3kxF1oKXV{X1k~wq
zCqbI7#h~@U8qS6xymuK=eG-<rq!M$C2(a)=(aRIRGjTvq#~nIQG)wQrgn21O<Z#aF
z2%7~HWDSf-6~sETX#NJX)Gm|yI<3`AyjyF>)?pe&ap~kwflKbh^W%82K9=^ShD{9U
z`iqG;Lm^}Y!L%OeI>V7VM-5O6VV`xrKMQoj{2>$L1xOap1eRc^=|3{9(RZ8!j6uRh
zR$RS|Os|+ED7E7@!-7GM>E%3_UM|=&N%>w6J#-aNzJ%&IN%+8TTk?G*vIn*Pk_GzW
z52_O!^K=S`al1?e9`haK5LD48#Pc&G{K7$k0U?7wrBJ9h&c0d-6(BM1Ff5il>PQI5
zNqSV4n!MWpjoTg&x7SbU<=26<H>N^+ShAkEn!Smgl8T9ZvLb64B&(mL16q`07JAqz
z-X+6;-^i3LUi?`R5C$~XE~b1i8wYU1a?}X;aWRE*2EGWo?IU29pj$>3XfL*f-Y>Fv
zUWU_2u&J~Fc$GxT>q9iwlMr41F6h@BcT*Y1Y?^;ywhFlzcl4!TRo)O3GQrkUljaB0
z?1;RJgzB0zseJxn1%)FGBOLw;NP7dp0m^=}Euaj7I&P6J?Rsw<yxY!UMZ$afmgmBl
zde!w}X{j|KqMT9cn?eq!+KuRa4euw9wFE7MRJ{g(5-cKuZG{k+s+R7<&y}Q%^AT4p
zD?rqu7XFJ;kprE6F0<s=CeSzrh!w}{&TVLve)3&#$G|6WKhWKu1yN3*-!3y|hFLA8
zU!8-22AF+vm<6}7Q$Dmc944UJ@HAx^ln(OtDa>kzz6R;>v^xd)1+ZL76O&&8UtfgW
z4iZt@XN7`(2xgG@--xKApTx7&+h`e?BQpY>91FdB<~H%jmM)l+jht0SLgrz{TMMy9
z(gK@%aLtBCh?G+RZH%=Qk=YQ6%_oaZg;ZAF*R7*~;{y3>x9AIAoU^MNB$0uRkrA`D
zI56eTVYCpW4TXL&1#B{*ycPQ&?61Yr0J!c(G?B_6-oS{=>_Kh|JARckYu70xEOFuV
z*V#T3oR>c-EyJV(bR3^E*z_3)YQ?ZTiPn$$F)S-Un8lgKC|@aspEI~@bILA;BYq5g
zacvnWf)v7JO?juFo@Ds%06Xw2hZ?rTW@sU|n7mK3)Rh^k_Z&5yOetbh8#>34)>$@k
z16c|p82*Bn^7RI5&rVWEQ=}LlN_`8={7Fzg^atX!bBMJNYe+J&(7iGb(9laA=B>Zm
z`+iX`;((a_WYTGRqjip?p$88<8<Q#{&`B94fS)RBSrX)?M0pQ|!|#tl75hx<e$z#@
z=YA=?IDU=!M~0##uO;gK!R}TOM`ey<q`u;BVFaBi-Mtv#H6{p<s<3c+%FYoll|jPO
zu+9d+%Nyx63*sgqhx@6$w8k!I03p2!119-*2Lv0&ICqQ5F-5Rol(QiZ=A{t(L@V3}
z4~Ulj@Z}XSzJs%OmdY;TB|x7UjlH392D@;h0zx*W1qLVCq;v)Sjxf@T5fVC#gdPxx
zf(Z&LOiGvF&Tq*T3!GcJJI6fGFKXdwD!gF2JAo4+H$^&%SH9bxf^Q6N-$evUHsgyn
z^YK8SY(m|7(fR%W5xWTw47%5UlWZ(c$dHVoMkBe$;rGhM=(wE7=f{AKrvgCx2Nlqh
z2PW~TW7ClBR5s@Q_llff81J~Y?q#K4c%ai1eU`~AG1s#-6Z4QAzDQiTHc`QRt<9fb
z@Q2A^4ueP(2`fA&s59Xr^f)Vj_#4d9LjtV`%`2qY0(i0*hWB=I#z3FHppZVZ!j)<2
zaZb?)S>1*upwpwTTMG*dpcG-ZCqdzEnB)2ZNI3pa%oiQDCI&7rziDU#FC>>kg}OZ;
zMIM;L*y}(BIh+lZ5@I$dJcLQ00|#(`+v+%Wx-P^$M@WB#xo8I#MrbZ|KWqBnec*#B
z$zt$c9^QWg9qaWI%;7{Be^W9LpDKZ9Il~C+8a|(Z>fbQK+Ds1Wwa|XiHp`B|DBPnV
z==#t`<4@r%Tq`Frn5M%ahPA^>AEY?{JQy9rY(xfE$&`gP8U%|{Ewtmzc-;Ou!B!r?
z84U#%7rEyrS+{#<WB?OIne7Ba+)DAkfH4B{zY@8!OR5p)efk7<mX*wbN&$y8E0HIP
zsxUHz>$QO~jQBE<^5ntQn0-=vX30l%0aO|H;iGKZ0Wrv0!2>pFe2^3rg0SZD8_phq
zU(8Pcv==}hUD&P%7^YpG%@Si+8&=+HB=v**DT?D-O7pQjQK48r;*mGVHm25#%85|^
zgkS@ml&R7hSbmEQc6%YLNx)B2uP!Bs_GuBorU>CrQ-Y2T>ejhC<1pnL1Gr2S`63}W
z2}ENeTEWZ_&WG0=@;Jbn04T~4+e0XhQ$XD2FtQnrwkYpzUT4dK!|Nc*gv5G`>*f1Q
z<dBqXn+0(>&;NJ=G>1G)L;#yI<-Q*_8SFOdty>*e0RbM*{yqu&DFb{0GRz<6J*lUY
z++Y2Af&rLElm^$aT*q=a7qbBOV&8H8yhP=47nCL>Ck|6ZPl+}ooXvC8jcG*OaeAXP
zEiT`}xbFu?a}mb$V?+jj*l%a4`zAnN0&alJn}Pw$Ze+aiKCwgAqHb)4{b8I_GRJ~z
zD%Sz=E78GQHLZ}<YbN9>j6_p`*dP(yYk_Sx9)x2={3(E9)F#Qp1Z`IhpCc%Iy)YZi
zt!Dt%Ys^IaJ2x<1J&k$nr=<{I4#0XakHPHxp#o6!bil+<X6cICz3PrRLj7^Oi*nz9
z<Bt}nNB9nFvBD=GUAaG~-=(N!0l<-kxsUb!K+u7RaheN3Ih^jd1D$A!8)a%_K*mJ9
zYC35MuKx6+fls>#$^01RJbeu3&eDd73JhY*9HoVa6ip&BnhZzF&QoZa_vs<r2?$)|
z6pcdf9m8p{Q-UuO0A{bAxJm-^6Z4b$sFU5+)7N1^3B;NuYs%Wn?|skV3czv9dwX`0
z$s8aw*h&YQ6HIU-n57lK+l_ViKoOTZ(j|Qmses&q7q7wq9F-dd1`}XhfKdA!`<89|
z@*@{3{h5DpCh0azaSy=*bE?-br|JR5X%|c|VZwV7eDf#Hvpx)Mhd9@?G5H@><$(Vw
zGN6Mfh$d+OtRRM74nrBA;ix%*#e+szWfl_t$(~`oU{UXo#n(dpj?b|v4hP>5fsMn$
z>%orNsGA)N6#GxC4S5VvC}oP+8r(otLlx>0P#u^KP&f@29e55jH^BU#b1p!^G3f=%
zXgrWUU;_fX{ju|&;zofxo14mUNjABuL25QI1k4!o0*L&5f@BKdWB^7d9T+_bQo04l
zLR!E$IX!baAUg8k@!DO95Xn4B>B-&}!JUnoOY$uDVN={MnB@f%f5<t(WNX&pZliIM
zztCZXRSmk9Hcql+C10Tx%b8l0ubj)o(`$j>p|lA~It{5@)UAZyr(syDy@r7=g~o_S
zzaXLj=o|xiMeq+IaNQJeps9w&<xG&e2z6H-h`_vz-iR=i>p8@3upn&;9fW~VRuQys
zjJf+8RWV|Zxq>oN2nr`9xf}-qfD6I0cI!5hha4Q+LH@zRr%1foi{tWxfEYd*EiEKA
zOwxtlJbh%S13ED2KU1K39C+Jb0&NP`X*vS$d(2Ep&cnRFg!CLWaPTw+(9d^b!?b?k
z(LWqq*tx=Lzw2WlcKC8D=x~Ky%;9b-=X6C>PIQBH%b|qP?@U&o|Lagu^2Irj7UCCb
zJk6#y!L184-iP40nDDq$M4LC?;gD(S0asyqrbXjO6q~ZOT>=UlnGo0Q;B6NFHMCaR
za#mumHB}ccQ%NurN-z=r93XaCVY($)IAJEXRuEnp2Gb(V{Nta8@5TdrtA7y>;A*Of
z(WE?}@qu{4nN@r5D^TaAAm#cv@UU_K*6_9M!5{9QFQqm3is09nuqX=2FA#8-mdgDI
z3E!<IeG#}kDwzdXKcJX}mCPpT`n*~2Dx{#<2;ZFp9NlSg3H=O~7ODGxXOn<dj-Z{R
zDW?FOc7;HdVNUS`l>~ddg@OKdIIxbxs$;)j=@9~?QIg{lw06J!Jq3T7QBkb~qyu%*
zsEc^gQR6j#Ih4Poy4~_65O9#S>0yu|P7Yx7{(N#MF2BE5i}LyDkI8?eYhl-^0?YgN
zj2m4p(Q;{~GFCQ)kDG|;#0aW(rX<CBvdPwjvHW@4VG9R@C4)qefFeIwV7Lf~*C#S4
znxz~rXP9NV^eAkSlpzv$u7H+=rJSd*RUw=WL#R1HPiS1m0Q(ZbKPalGgBmwZaO{Ai
zLXqLj>%V<5p?*7~%v+PD;oXdwOFuzwxb8(=MVl?^{}u25@IF<_r(P0?Pn10G0Eyd2
z4biv`&%if%9@RS!vOO<cXY?KX<8I%FdW+e&TTYMHKdqIMm00(rp>EsMj;%^N9%f(+
zC(b>~hLo>SWmTo`?esN^J59J3#8&F2;v@-Mia6AmDarxKpoe1QU)Gp-Lit{$1XJ>9
zj{9PqCjQSGSj0Pe`k5pCt8~!=AizBQA7f2+8FXS%Z<zIAL&yzXdEeeQLQTBom{hlE
z5CQ8ToB3VDlRKCR?7z^bYR8Wcz-Xhd-VPN^xOi)$zif&c+E91YMYTA-BwZ;<+ps&(
z)wUJJsc~2~wxpL9FFr_F*p)c1&P6F~O}9HPDV6_iY4_7-?Rvigg`?mJ@HiMU{mpin
zk!0|9*GI#bX6uI<-Zfc_t?B>`rQd{T6oIGyPsL{bmek&M@h@y-o7vt}mR7>1xl?xJ
zJWVEo&~R*yQ<h~8l%8xbwVVfFBTY7%nrVYtnUzyinjS0NG-{bznObU~S<ZqpBEs9d
z{)2U0>;7D8{c!i}te+>Tn>T}GbN36`9&Gr_yv97`!u0x|d46tIiABQV!g7xz6#1l^
z7NPmCLkB*-9(J1V8MPzp&=;elF7dM8pQ5HKd-}S`f89$7*<imXA^h9Sa7t?&S98p%
zgZ>1&W)r!N|3_f;wyvrETQ+9g{$9AR!ov9O{oG|FizbKHE}ce9G+?Q$z0imjq-5k=
z`!o&T9UJpDa(&^)8O=1x(%uR(7oUIYM|;eHxq17mG7D<NzBW;74(>J9iG7#*aa+x9
zG}rz4>)gtJmc6bxcq4twwy94xy6*cjLo{H-Zs;-hgpFO|!p)wGLpFNs8>5XECPMe_
z&3G3y33)xM$c^2;CTNatOl<iZ*1kvUcUfi6sHIlD>0X=VckXjt&nq=y4gO1)Cmfo)
zcXJnLd+l;~+eNM}UI*no7<{fR&n_S5JSilIQzYIN@0v(v#fv<i6t7<#eSTnqcZ<*I
z-HWBpUNzZsYz6;(nRi8V*%GQf{i)SCbVC2%xp!=$PNXE?6oyA|79EQBccXbvKDNj<
z(L8$RtaMl7Z+Ye$+EQQmb>@v-p66jV`QNv*#~!X;x`t20BX<jF-sWzL^3L4d>*BG$
z3Yl^7Sxr<$QXus~;-{)It5u3-%8AmCa+>!f*F^ol3{g-HcHo!TuC;#c>ZQIunWx9J
zm--!iS3C4w9Q@(rfBGeD%EuE8J2}Dctyb;093=hrqvl8A?V9GfGvoiF$i6%t%C<jr
z#_Q?${o_reLz@5H<~IIXb@OO?jcY!4<aWI7Vdo6Bn`>X9>Hb@Ow`&t0jgwD1Fp*e}
zXD1`_lQEOiw@;U|eJ@CSxp&Jmnq1F#u~QhuM?cE#_>;bk`>)0_u%i53BjmE)h0{Al
zIUkyntvz#BYq*%}>Y1Ne^YLHL<d=&lv~tUl8&ANDMZU^Q$j3|9!e&lC29aJ5gUq-L
zm1%3)e1Xe>iAT)uHq}*_Ae6;-|0N&T|0d4;!47rHj%~eBMkh&5S#9&#lF3h3etT2@
zYBu^$Y|zQ{z;q}7H`H$l-E$;A^ZOpj|JgA4rEoBt)pN1?@8V1Ds-WuWGp9Ug4i(C)
z&;Fo%^-gx5{pxCRm)TNe=D4r%ax>R?qw90l=eRn}Uv}Tg*!L0(34GAk$iJoUo#Pg>
zV^!m^(T5kJ?!7WQnw$J7HhUuRzvI>~mTWDZE7&V{ea6Zy`f}vQkk|H&VP}Wm3^p&d
z$^6!mx2-EqTsQOBJZ^vH-LyNdudh@aTa2l#BTY49@*mcVMVIGx%<DMs@yR~o)SB{y
znA)iU6K_N(M%SEuS!kOZch%16Lu=GtOFL`k1p2u>v#TFxhFKQYA@lE<n0K`=?$&!}
zRKJ>BN%M_)bYMa4i>a1zd?M~a#I#itu#JACJ%^H(gxM4H<*EH^M{nI}nsMc%KTQ4c
zCWOsO<}7)C@Mgl412)O47Zhjih<DA;eR60_0{*xj=$x=o{Aoh+wn-O)p3G@jZ~4Te
zA*#vJDCeXHv1+e+%~)Zrx|rkResj0>{6?qX_57-RPm_0#Yi++%_wa^I0q%oby1n=C
zalr;NoiSf~M&0J9>+F3w_f5CUuWh{_NYTem*YFPgQ7?#D`{L$;?Y!l^>k3Ki{0Vup
z?0p|iE8H}F`I-wSw=_CDzdrTc`_G3-hmWr--4*8R^zv4Mg~MuX^Xv`OKjU*;|DRh<
z*qCQj88+s~?AkZ|Nb1npXuAfo@63oA!3y&I(|>v;tc+e1(3ibCMnDe!?fZK<V+CV3
zto6#e<G`8B`^#s`q9^szGT$o$zp1dx&a7tjhVq!q@y<0iCZ4PnIO#-kcHsIA+b2!$
zm^@j?G@ZkuAuzONVErA;!VX{8z}MU_k^68pM=||Q3^c;TSGqZwYdT#wiq{|pf6)}M
z_45~q7YbR&&ZmGSBgmsSbPMYS+vfc}JVqB1%|G%ECmI}pij)=yN9JNxp_&rdk;yLI
zVN{;)B&cHTSEx9?vWjr3m8Mqm(C?Cx0J^CH{~Qj-%pWx!OKR_85@wWnS(J=Xz1gNh
zNN6r|oE!`WrhqXuZ+@pTOB@$N|7LV?S2U75)kwr%egBvzTti-^;K*wjdM$@mC)0BT
zPejc46HQK%SY9wnl!{n3oiL{k0^Xx~MnW6CO$p7|%xDk^k1%Mxu-%bf2(LgXEB}@V
zE4lJzOGPYe1N-WrLViD=Lrdr&hC4~1pGa-D<!MNo77}ZBJtS-(@%&YuC9;M{kmd$X
z*OLTWNShz;N5Ly8?@I?!0=-xlQiaw#D!w4NpKzTBj&ybuHcBf3HIlFVls@%rKYCrB
z_+&?#t*bW2{7`$3>f-40CU$J&^t`htVcKftR?V8q_keiEKOb#AfG<Bn*V^Z(POT0l
zu<ZNO2iR(%vh9IS`K#cnC4XB-rF@kpn?y|#@qF9(8UtZJgzqv!hdNt;>|ZrxN@aoL
zpCHJ{Z%o+olceEPT^^GraOArUT&q9-u(ED?FB|f|4A%w<og%Bw@<!7bdlfv76!hd1
zl>Bs%spx<eT?K=Ri^J02bA!Cw(Uf<L1LmRNwxMJ-rb>iy4+d}{{n^N$*$a{V7Zmd4
z8|bu42C4ZwV>L;hj8_aJQAaoL?LdMSjJf~dV<W@i_Ax!g-L8^i$9}?N16}h4dh9=^
zbrc@%1Ukv3YQE$-u#=UjgH@gR53b->gH;><m8xoY6Sh5wo`wxfNax{2CAsn~pB*&q
zmti~;y)X-X6|T8Rn(ST-zivxMlO9#WyaCw2Syy##IIRp`WzAU^fwAHTrCY<WhJ(07
zOdCY^z2a!<9h06%RvqWIvD(mI?XnZs7!Lovg*|Sd$S;naZjebF>5>vdz%CnB5->ib
zf?r*Rc|MY;NATYhclCn0qrgthT(HD+YA!U(&4}-0P%JrZvRhACax|<E4)>%FFvB%a
z`FPIXVZ_#mU;M4^eSp;~j2J>EWaT4<Lnox_vORE79%0N0)v#Z03f1@^B^SPYhK&!d
zPiect8fCZTa5U<NF!k>tyciOe8F6k~a-^e`X#r~erB4_up}AvVsR)#D<Uirp-=T^;
zTXgCoy^>*(+lP<I^kcH5WtgDr6U~Ztewa7A=cr@d&2E?&Z$^Dda>dLAMJy1T4fCp{
zV7Jw*9?(YD8f#>pPa$5PF|-bf>gOF$lhRtyu3U&28{Jd@;T&35ukrn%#6`54M!s;N
zgJ}l-Lf8rJQBM$_2dR#GQTwX}oUToD?V88<`NnXKGB`GN`mP0CbFwL?P}2=`Jq>#9
zNjwPNo(M~Lq_h&}LRl&U5W}Jc_Jm}-0}YIwQ;;aIx}_VtZQHhOyLa2RZQHhO+qP}n
zw)^h7RWozu?IbUG_$!sCq>`+)zWJN3aA9qDo=7Y)_!a{CNp#);8Y@GyZO$TJ=!7UO
zF4Tx#L{&gp^GeJBsXgy?>)NrUQ;&4#_Nj|pB<n5b=!FSj#=H}Y5yE?{jS1<g1F{$C
z9T|^^guuEk?k838z$yEQIrzpJxFHui8J5|CKj)!31CThk{qv=U_|pJ)tqsa6`+#hg
zIRk&DnTN==6(@Un<r>2L+@$#R*Cf3o!ds?#oT>w)jK+yyW$v<V@%3qqq>taR)~qkZ
zP%?9c)b<3FIR^bVnC8Occ75W^PT)!#`4;=75Fh!3UttgGo64<VdaHL0)~82tUP`8k
z&z;=_fQ!aXi&@DbZTj;ST#0<>a92PWI+)4Z4Z`6_!=#bI(t4i%g*fCUsQHucmC*>o
zKnLZ{lP{$bn5hxQqgEwtk3|&=nwLFV*=)lFEyQN{s!Fp8G7Zk16=GM45lJs{j#l&%
z5;1S)cA1jGR8o`pH6Nvc<lqY1O2D9G;KJ8Xgt~kDA;yp<<m@7lYuehb%D7bz$1W`#
zrAuy(^XRjqQ*WfC?sFvTGAOlYkE!M%L><u$+U;b-{>n>$)4U?{J-HnpOT5oXzgtOx
zBgA(teNlqa&aK6A<UQS9lXM7<3`7lx-`wvSv&#o$xXQcfsMqZW874qav=&5Zo;+)g
zI<yGmK;ubgIozRPF3=S<52|?)q{OR@WsF8dRlL|s(nl1^e%ZH|;rdF{Z<Uz%k*KgV
zOzH`7k5j4;8j}INkKN^^jvj8+E10^)qvDHJa{I$`_yw3h)EsZnjpq5B@XuB(V~cKc
zL{-MHT(E}RVmI`{iIo)Np1yk5Now(R&MziqXJQjrNLW<9>v0!Q5i={^r{xI03?oS+
z*$gH`FsPBdqzGYn4>HCpQ|zjT&^g_^EEED_Gmo!dsek`ux4dcBr-&r$WbGB9SUO>B
z#M~5`M2?5~_6r9+A;ezzDK~O!2PXpLAN1}l&U)ztKFpuM=ZH+qL7a|X;o5MU8O&V0
z{tE>A3kyJ03y*aeJ9g)DFmz(uP-z$uCU$qpMbgk@2~7D+0UGxkx1asbnNQ^t&ksor
z8Rzew>nfIJ_1k^lS3}_jX5<~-n5e8DwZ07QogYZskdM^Q^p;bdDqs;{Pgf=0z}O6J
za-u&<VffZ@Cfz3)XphJ4w3b`LV_Z%krNFnKj+#;1Ys6q}V$YWh!WM!sh?`axcCokZ
z=_uG>uT!QEdUm5yEW6aRn@i$|V=7u85@11_h6K_HcRzEVOuq`(xZY);maGw>&W9=c
zIn$@Al2>|*4n;{ShoULh`xr?api*6sX_z{%^p3iMgN_0zhEehzp@K%RUxeb5mx)<E
z7fWtpP9xz4YBpi?Rf*6AqO)6!=PWEhmCJVE76WVFmj!XqXn&Fykgr~Qf)X?B6P-+(
z`4&pgZ~0|{4upw!fsRvGM9D$Ot6#&h524FK8IE^&Z3PX>_&I<bI2K)_JumT)8+>s1
zv^`d|Or*+AK?6J(do`fRg~pqjyro$27!UKdO=@Udc2PyAb_#Lmjw-(ypf?KA%xH_#
z&1@F&LSC{Rq;4<LrJbgt5mrJJZ%%TT0{v7$eqAqaybg+j_B`e$Qe?VS5uiI~s`hBb
z^e5hlkU)eG-wA}7_VI!xN`Y0NV($sh37{4`T_i5C6a~Kj>#xzk!;3X@hn13eWV~ce
z{vP_ug2Y%~0Qj5%h|hLAEG;M$rq!yR3Q#e#mgm~t_+vG7`1+lt9%fw(KrpU3#_>~G
z`Nm{=19F0qDCYqgGecB^`Ek%MtlEK@;5qRgY=#OkZ>LV{iGP(^jn#Alg4HrE3)4&G
z!tYemu}0+4H+{Q3DZtG!JTLz9SB+d{QYA(S8I5ON_n@S@6eMXHVTz}-R5veuRZHk-
z3i5Ja9D;(2kRrpkC{9ZE5P7CL+XKL{x>~XAjG+CeyiXI(tz|FtU6|B6{EpTz04^sA
z#y8%xk#_Ed0bZj;?S(fpB#_?SI>Obl*=~b!WFfy9n!w^_&;G;CeDiFX?SOus@k2^|
zKNYsKVQY8Ln=67B8g>$urk9el#n7877+i{7<2f+HQXP8v8U`)9Gjf?l5i6=5igqtX
z`N*|;aL3pZT;QSuK3oRXnTA?8)bfxv)B}5W5Q}TUc;{GzUYcu>SVeJQFtHY_t!LQA
z*J$_Y*CGOU$nHjCRRs(;MLZ;z`uIjYM{0%sy#UgMV&Rky9Z+s0{RB0F^&CMp9P5XO
z%6Xck2KzNGCAi(Zlp*$U?v|F(C#eiO!*AV1zW8Ag(nt)X03Z7`fL;6ry=Y|Q9~a$h
zBe%{eH_T|pOF*C@8>}rxvsuPqx7=l_&T9ctc<VXQUz`WCR@=(dyR7q!4jrYsb9&{j
zkQz>Y17}Pa%{4vq2+)q2J05Z^{oZtry0@})o(Q(PdUOzt%DV2qsMm1IS=R{d73l#~
z%YG>|qMz_x?)hjI$2Fvakn=R^gLQ`!)1d6+p*s)GNq5)=GpT;N#*g$C6E!xXNK$(;
zlgW3Re>z(EPFgUFQ|y&Jd`Qr8*@uo^D5J*hh5?RJ!b+m^5%Bc<u{n5+Wb?1F|ERdy
z6F@b}8d&~58l@|IzD<FOTl|<lLW9x&osc6M!#Nx`DeBT?{DKl(y(SOtM>wgKh0nA6
zt_?@dOJz-u<--HonBvd2H^$S)g5FHGgrw|c;Xj=~wGboS8|G*@C^8LGlQ>xmQJKa=
zbuU*|-Qn*tN3=4vyGr(-$fR1!8ym!}f+Bh#RAyDDcc%*WfL(m3#XrFi4Opgg_UVs)
zMgp;d8&#5ec2mpMES*9EK7NkT$Flo@iNC9-G8WIEDgZG!ro*sQdG0sJQEQX`vn8Y~
zC5DRgt~OFR5r_hF#e6z~qMM0?-j`aW7A{{g$h<iobAm^VpGl-ATJce$J?Mvs&>0;b
z5qL~w;##)eAG8Q_2VmU9Y$CLmk<SRGV8XSLQ$%N7WJ%<_8stPe?^GY$R##l#Z6=fg
zyoLt(r<HJ&G+WZszrO7%EXG6xheCyh`U&*1{-T>OPcgVvs7OC1nKR;fBnp!uqV{Zm
z7NPv8+sh2MLyoW&BLLG7g0K~Q1}=M618srmd%96)y~+%Xlx3<G+PeKVE+j^RZ)q?u
zSRX-e<|yu2Vons8@FlJY)J~eIy@?s&KCSTi7XO<Cw)iORK4&~kP3MYE{bD1mLiX>Q
z@I&8?3Z<8Xp0c<uJxf}0#S>3?W=Sq8(1n&?zJLBbNiBHzcEny4Ob`71z^Wt?WT;At
z-hr#Q1}~zeIcd*wo*e0InwUc+0ibZ^46E@*W_%i+D+5}ZqS%=p1;lH<D@X>6*4l0#
zTFp(BIQ_WZV$K^qm|h!@!^*_i=jVGSy1-7FbKBSJy{v8-KrZ^!BA)#H0D}nI>&}YD
z*%JPEF*esUP1pAr1BF@=Yoy>b=aidqK@!MC(cg9#DMZJqU%3B2`m+s2!up&N0DzI^
zKchbx>F8zB+?9}4KYvZp$3&vH$Sn>9Nj0qOE6b^r8Pmz}q%@oBL5f$5E6U7J6f1#3
z;-Ug2mp9C+6;{j2!Xo6A3dFPVDGSWB_+1JJ@ud(Uh~u6|Uwd~s9B0!VPjWnSxMm%9
zXD_|K=f24U{t$v6#7bxQ;eYM4atXl;Z*mRTNI#kV-Uj|64*7^Os=2Bl{ZV;vt<@Rn
zChKLtyPFT>^Q!mZWJF32VP7Fp`EGc-?$LjxtKspsp-IE{OsA*volh@=?e9}vMcJM5
zWHBBnZ}uj=imi~~GLm-FWW$z7V`(*68$pR|-E}8|ll>|zv)YTln;l4*_QZIvFQmQR
zT5vBY<Dc1j8~!-|EKI3NjEGwOrmNC^+D@2^6#H(GkA;=Y>7bSW(Ecd+8jR_<C;%F5
zaQ5bXG+lsA2PM;OFK=sg`iyt9gnK=I`!{zr+laRbZJG`fcPQR#OHG+xDq-7f1B~OL
z>oh8)SlaH`e&&vZ<H_se-%Xx{j?H?{juW`+v&+F&(BFHpll(FgUtEq>Cw1+OwJN4T
zsY6n2!F0U@GA8+g`Y)ka-hzIk3>TxM-qljha{)eip&3HiKE)BpQfx30H<-|{X8F%h
z@Wxq;xHF3?AadLN_~ocb@XS}NuBEGi5ux~nB(WhK;9OU(is6C&=ril9wl+5t{)t+=
zj-qSZ?WBc|g{l|*U(3`TluMVoP|G45VG$70Em8|wr}*FWV$v`-{#X#r{k+1vun9|E
z?k-_O=M?($^yqs-cS>$+(4_Ua)jVTX8s|8;FekYPi9JR>Qp=|TmUsS`N3!G>zbBF)
zFHUAIzgN7wh%ncE7}~3Gg}$VUr2`&o1rabrTa%SO4oEhKLRc*><yh}VmA=EXEb)?<
zvbq%t<5Lm|_v@*}{_+blg8JY7<;*=OF6Xqt`%k}a-tgGE01!iAqhE~8jU>)m3Iayu
zZ+;QuLBZs+5H)WNY_;Jz(~~`l#5ZxOD!0rpx*e=E4-vG(TLZq?J}e^?o07{QG0cs?
z5KrjS@S;^etHhsj{N9qN`E34ozXe0?;ujMbl~n@yeu~{8(J;41du=<un|fq{LHjII
zv33F8vmU^|olU4q^MOCK2bbYduxMN*B5_TwnQ$DxF&rP$UTdtI&vEqgHv6ftc}?k0
zLH96*9Rm0&Zi`VOF{?QMHiU-&cCJ!5u;yIX`+5gJX(=#bZDveI2>~SIcaf-9HN+B9
zL#~JzTm)>CdW;SvQFGfj_)n($A24o5z(cW)2f(PQjads_N*8JZNA~rsA21=ye(mv+
zhCO_*3j`1jG9oZm!!@=EZ;p^AnVpQ6`M(PBU+_NL=8P*9Wsso1&~~lKjHRRsBQ9{6
z3pWL8k|WWdYzOMvAs(b7{ZR!w0k)TWFM+ZiLTKJ9QRM5Z><?G4QH})nb&u$!)yOp}
zV_51AIk8il7CW)6+n{f92+IM-EBYBkdz5SC1|?Dl#wkV*$XnO+=Uqp-)DJpY$Ft#P
zV!gJ)t+^qdY)lI<ZbD2iWs`H;16E2M44EL_=lUGcdKHp9eg3d_r%Aj4@y^cqy@ypy
z$uvISqWSCO3aLSFn_KTPXJerks%}^aI<s4VvB2Q_oWbx9Y_sS!3EBRIq8z?1nGD<d
zsmzy};{RUbaC(aZ7$TNo13L)J=0L5Ksp6HOj4*6o(AcR&1YIumw`|=4B?{QEN9iO6
zR0hept^v2eX5gVCacAJL&=_ZBH~h+D(hHW7$u6TZK?sXK3WHpyfCPys(yLI#MI#!N
zHeAOy_U%;Q(zyIq307`o%K$3%=h!<GJ80D{`(Z1WT>Y=-hk@)`TqwO9;JZv^?#CN&
zzBz_nH_~}=ONI%OD9dfGI&B1Tb^zJi>F;6`xdg(^z`vEzZ;Y&3^X|Bd_Ubg^n3F4z
zh3Tq7^hFG&o#T!cf5;$uL3ywFvsBlw@5EW!j!RrBm_5O#1B~2hQXQ$_o^A)L9nm>A
z=cjKw>i=<m2CIP{@)7T6zqJj#aq}17#?(_qF38c8*_6YvuZ#o_I_gys_T3S4kTz7|
z2V~7x_Re|p7n@k*6&ZVT`b|xm^x$B?tuUA+)ez$4A6Mvnc4$(jSTfy`rS~rYW{!p~
z@5Viqe&5F@2C0v4;dhG8FU(Ts@aZ}Fh9BLg?|o=BWQ=%rgL)GnTshWjXzhwm6IpQ9
zl$Zw9?ABRMgAiy&3D~+#vdHU*mYJo)w{G=nJY*8#eU8KgBGfV02&O`Pj`w!%^S=bJ
z@;l*C4WeF9{J$E9fE)42@=!dz0IULgl;)RKwB7{u6d*%Y4GL@e-!=7<Bs=*C&9%TX
zp~Tki1zJ%U@iy4hZ$uSQGE^m<8RBV&BWqOmf1cM;5J@5#lo+y%#TxOKKgY<gkGUhC
z#3Gd{5hvKQAY7ifS_$?aW|=d#Bbw=l8EigISwBK6b)J7jFz3G7VW@i5{fFJ;;O1Dn
zor!Rr_Gc*-n-?mMcgB0n8J7&r-|<TUYQm1GyJrc;W(k*cBNkSn26_!vws`<qUyoxx
z@QS}n11G#;fi&soEd)LB-h~Xj9)jYuRVQM$922)uJ?_QP&lY0#On2<-WAE9?SXN^1
zdm(NjGF{!q4L}HeKa%0*E1YtFo&&}ufiidKEz!tXG|H+Gu4oX!`S@i>;Mc}z=|>`Y
z?aXCdssk+s#Ik}te?tx}`(`ljy1}*$Q%U=GXqAsqO4u+K=&#}x&lX-3<r)>-!s)9D
zqU&;oh;;CMkvcT$l?e_t=P2n7Txe1jgc7l5rX7k;ggez<fUGW~7i7@-uK8$2I%_>i
z`6(q0wgKRh;=&&=v_pcdxx2e&AR%!y`v=I6`BUvwAe>tBdFto@OPiT|lLJ+XFg=st
zWTcX?_L?zZS+@ej$oHtRx>oX4SQ$xj>tvV=z=(}y0yZHi6YEH;P|dpn?rGr7`>k5D
zO4KqVEewJsob{+Sh-5;sXB_Q{6eZ4y#FM#ye*f59ibg2ine0<Q*g|C<?4K{cAne=9
zyGIkFp5~x8p`&dG#n9L)B`i6i>qf%dm`Vn17(H_pLn}52-z$cT!e&cqS&km7@))%W
zstk$r1aDu5$ootk{A0+mGIuT&g9bTNxTZuiY6D+z(Kl(oqUqBFZ<|Oj`+vzw6+_Bb
z4md$c*Y4jJ1{TUa62LxIOP#sfwpDWe3!YHwdbW`SCu1Nlh-<fK+AB%@-V~)(X%K_Q
zYV4j6A)P#iF_^|3s~&l}+v9}VpiS|O2t}m~icJTDeL9$`i<EWl2->|V_VGVo)mvx^
zWbX|D-^!|pKiR(w{a7l>V>|Q>Uti;wZHY!vhh|c?8kQarX)Uy}^C-;Ie|NMiMqzDb
zum-^w&9f~;V;|4d+Y-w(Z~ez}MohI{UgaoK){!jOBbkKRy2%!^vW=7CxK=0%ylOR;
zjbK3@@u549>HF4}0<r&zZlWMuF(sd{RG3&DkeA%2vVVi`>A_`M8>gbjq6<z$q|7$~
zeu`KwKbxGlF_EN6Nimy_P%@{iW0TxhiR1QaB0p4tVj3y`K@q!w9B5}cCkeP4jkTL7
znfYhoym;P=)pXmExJ%almhH6;4%0?ye&ga^0C$5RNA2~@x`QBvaQiS08VfQ3b8$sz
z&}?PrDx$y#Y41d_xdf!rSzgUs%=*^w1vg1lZ*-!0!kX-aI8|Zlhh#JX!aj_v;1Qoc
z&}%z#|CWe5Mt;DtBH#Mnb-T)AuK*Bjk(m8({9d%^8#g)}<qMBUsxwss6hPg{#!8rf
z9oMf5o$C}sPYoCVa3?piR?6nLWwRa+<v?2WptdxSq(i9h?Av7YeFD+$uJE`n;4_R5
zZB8U5P>c^Bs{^poUG8E|pm7_NYFmgb{|SAL9JF*3fB{)N{QP<s(^v{pECf?|#ykH#
zJqLr7no+U(`00!1mT~(kNL}^h@VrTIiP06@tGtYF)X4x_7z;vZ-0?}#lctwlxAVBX
zx@*er@)v^@d4F|vqSkCx)2&m}Rd(UAz6_p+@Q)D^n}`&ZM61G1cKNI2sFdqYZb%i9
zGr{F8-s?78b$jqRWl7`4N5_0BH_~3rMMwM1#8k;@JrndjLKon9@1=HEu1%boubcF%
z{e_eC?q<F>ko%ff`Z<Mm{rQwym!hm!C;9oAFH}X5xHrz{3_fW$6l_F2GP-M2o-Vo5
zZDgITJ8d3(l{AU3Aa{@435o{ticVYUMhC8*ownfH5CZqUk|w%gFi;r(_sT@$ph(9c
zD*(BRNjqUDLQ!%KZR!@jCZD;-DmCC+Yattij$?0z?4K|Z*M$IAdk?WjHB6LaIXgxY
zjb~NApR~!q()&tGus2DNHRn%nyIOTgPJI$%IjYHU623Y`2+LP#-ja(m2|TTE+B2)*
z^$0B)k(Bvhum*i6rcEu#lWO%E7M=PfDV_VW?Q|M>fR`SCyV!?aXQJ`5&*G#f6zhAM
zYUV1SLwJ-;KyxKr*tkR-=9K%JE{2-hIuW%AZuxdeul5FFiuJ#(igcd^-LoF$0dbFk
ztQl}nYg<_1-vvgP`r;;c9W4fLlcF0i(yZyiapLK3#0i&wui!T6oXQ+?Jp}awMvi#g
z<{a}A`i>X0*u!_*BIlofVI|YZKU$Ge*tfw0AG>=Ol=PJ-M2vw7$Q>-GA=iQk#WOFr
z`Vt+GvD-5lKICv$or?iHs$n@*eW^_nW2EJe5LNg`h(1fC;Xf}2owfEg>T*|wy5&s_
zQulJDExid|vE4TXy*CMjJZn5$7e;D$))vnNyTDgE1w%^k{&(+zxZcO8qG{<iC*nMV
z&OJ7Tp)<ooEBuN01-#B21IJMT@}>l;(HGbuKaaaOxHrmpG5pwL52w;Ydi_**m!#61
z^c_f1a`!p5XR{FB2(g|Q%D<y?SQ=@$cFnjZD^f-_dl|Ix+rjCk3eoRSR{ZCTQ7Q`V
zkU1qFo;i@872@fL>oa5>v$Tp0uHR|bH02k%BweC(3o+U91h@OelPr1>LK^RWb1|5n
z5#Q{EVit&(C`o2r7CGWY^c?|XKYEX7hFctWV}IXHAnB`T1~{(x9f!rirrIHMz#P~p
zqNeFCgHn<5&JyD(522`0V{Oqibpto)y|Ve&K=bTt7oWrc$cnRVf=(R>=JyPK*Ga=k
z@@UN@sREaop6%^Qkuseg{~-@qm;;z})=uITcDz5;Q+6TVGJS@k-Rp*gc2&$9tb{t7
z6{b{!zq?8>wnf03yURPF8ad}Xjxg=E6ROHbQaWLTHoOzL)EI%<Bd$FothX`)CgEt5
z^t*i};l8g1c6s=?*6&;S%V3|T0m`zs&Xyo8_g(O=K7-at_Rj%K`zO)#Tv1lmLW+fW
zAIOK)!tttrX`1bBsj^&GighT&8_m73VU0^qILieE^q`ow1SY(l?Usb)-DqCquyvSV
z(Ynn}HGL5?t>~R6CoJfD)#s?gqzkI}D1x^2)@|Py*f3*VZ#w?0_sBjN0GOI_nOF+)
z*?QCMKfmQFW~gL97#0n6$PiQ-&meA`?#<N>u);M@#dNn_=+!-TRsdo|*#z&V%$+d~
z4}658r{qE;7Q9ka=?+{TQWWA-tP@=&+?bF4gqGrYP>;diACI?PMgAn*5UOOF3EcM3
zs}GH-VYMs<Gi#sEj`L2Nt7KgG&b~qv)QlY1BWddCF+I+Oo~!IjRS_JLQL@OFi$0(k
zl?OO8wy)|5KQfa!+T42Hweyv(+Tl$;gFA+L1~*M2FA{Bse*TuiTYJJ`f_#umB;h?W
z_O3=xj{(#8VK^b6(iY7B^0%bZTziTqIN^#m894j@9&7`$(=GN*Y~l%(ip8N0F%S=C
z65=gf<^8fH<{BXqiA}A2)|k>(Z%|;*T}E>8$18LnW9QqJoC~p<#H4m*go#xLETw+6
zFC(DHQWxN6zUTB<^ON@J9M#Q?vdp)YM2UDHi(7T)LnY_pn(P0_C!hq}&&8@ABi9}C
zKTFz`gLV9ZL}qU+`)`dPz*2m4D|{DAvVoyJm-xm4BTNTx;_Zl}987z*Wm)3iLtLrZ
zGYeiToh~kXSneS<ZJyhpy~`SB@$6Dfd8AI|WbLh5+6=}X9Ij>&Mv3~*Q+=bHh6?Vm
zgqVp<yIr;LQIVW)tMxIB)C`<%z+eHf<Eb2c+1mZS3Q#Z>-y0@6K`y}_u*JHQlUm+Y
zRqkE&JsEof)$MkNydNNJQJiA-uUeahXMR0_f`2K7D=|<_<3?-=$bH{aoN^U6c$~Pd
z$!pJ!MK~mv+|yd*LR87t-H=4!z+Qo$ji8^v>pV5Q@JMMp^CGB`;kGU*Za_TWb+GS@
z^A0w)l<{8_m6iHT!G_l(V(ofTqi`}gTHM7BJlE-ec;-=#f<32vpdK@*oC#9?88AHb
zNSg-P4pD%T(JXS!BOe*H>Hns>C+=Fj%-^rIP1n?`%l@!*qcjk!0=ncm^B%%>H1BoM
zw;b@siU_M3yAPidn?$z}PEYXINwu7YFWS_@uSJC(tZN#rm#AAEf1v|>S$(EvDFmz<
zs?(GW@FGabJ<uC$*uRnO^_|3bK)tEF$w%_u*rk?rmWC6e+m6*is$_%Ic|P=6$*}Mi
z6Kq|-^Wm?32%qvcg0056$nz28<C~dUHkcUKITyHf#(X*T%MKipxQ-%;<D&dzlCK{y
zQzQhjOVi#YqUZre+QOklCT<i;*yH89+E6?>yziW|WNSmIUQ4U=$#m?#L~Bn|>zi-I
zkajy-{zV+agh$g0(I`0hcMiU6l4`Ln#v1+&-DFcsm*ZaHX)HkGf-03!xRk9rA6=y#
z8hkWQias}*;vo<TPB?K{Vurr`isEk>kVxM1HP#cSn@Z^egVldY7Z-R!w<rwg251-D
z$^h>b51@l>0i1=I6DpKil^ff^^)RJ!5#7214B#X+D-q*-p*U(6cq99Y7<|@S?J*H(
zf`${BnsNuJEsMX|jq&(qFGH+Sy{{3Esw)J0D{cf=1WiarW!lml#Fo=ghj&vk*alK!
z>3MDX<=>CKWJSzk<$=W@kY(v17TyUvI2A@7-|jxLCvvmL`=P(3@Tr6HZT=xk^-usf
zJpv<ifwl%$jA){0pgPnZ$TavVtxPT=*4r3IrB)&-O)$pb6-pHDMYQ3hW^D$L?U(gi
z-VDa8`<pm^X<&3&s8Ny!Fh;y@UkyzrJyfFzzWX8$MSM=n)$GPmT3&_6M$sTfdGKKq
zC}A1sxunGPA=ZhA1KVAZh&qUsIft$lLo$FJOg{l@^P#WlNPOOY$fNdaQRQt}L5<Xs
zBxw8mn-j^>1$uW5C9%fMQPZL)h~^13n3MiFuTYEs(kPH6qCwcAHAjtnZ!t8?vIf>Q
zeQk6QJ=V}$V)gNRTgFBwG9l*s9d7d!llQobeU|ys^2?LBrt~zM6_R}j#laL$E*xPL
zyWK%`d8!fYeOos$3GrEI*rFy_bG%K9)Vjo@j<@J5uznmwgJmda*dv{pp28!fzb^v=
z0~5U&Tx490HMR=9!J%gg(1G(FJo;W-AcsEo2-k(?MrZkSbp~A6v;OeFKlL=8D293g
zdUd6U!D;e3_9|fOQ1DNVAJ0X)-`i!?_*O>xZeX)MmbO06w-htQXGlBN`Q3XJ-`pOP
zH^HPCXnLJ<7gnre&YY~?*<i6M;*GTUs{}!XJgm5~oKTq4A^p8(Uci4-CEwB^sI7i{
z>u-o?kkpT3eGpG8GuDS^U~u87>I8khJ%8NO7^$iWiCB0Onl+Py;cD+7CAIN9w_ZzH
z?4AAmI=?_8kPAx~{O=L}Q0)6zdlyKg&Lh;N=<4^TcD7@V#(|qzvtSygPnMSt^e6R|
z;50Wdyn)T;<m7L+$1Ur$x=uwCuSmLF<BL{bAno}N<<+9g-2*=r*`#3nYRh05qo}cA
zroIL*Je?<CL(M-;nCyulO)z;z(ijsx8HP;-FxHJ<AEac-O}wbju>qT578_R{E!tNe
z;=PjZ^K~EcTXu#ct%{h@caLERvDdz8!3{@~epG<hl7IQ_2hH!R69f|iB!<RnevNNb
z>p03$F)77iJg;jV(}ydkbe?KJ=v|>&-Tti=x=uto#5cdRt_(g~_}U)?-)16(Vwzxz
zSOtki770fIz^vjTY&#_`mxwT)1w(p-f?kG`1!{qM{7P7SUL@2${fZjc*tcaUm-YBW
z+J|s$Ow4cb;&cCWs8%cHW5MSE)2K$(VE>LkmU8B3J#5@(10AX6sW<lNl#u+7NHOcc
zxXo^Jd&}cpQjNQT=`_M0sG%BQ@nUk;BMQ`dTOhkS$W#nujGNg;jegXAn_hmk0om45
z=wij_=JaVM96>?E+gdfqFco0qXxnSq<6loW+96X~a01tk<+eBHrSZ(ONNU}4>yf=K
zLa<qk-F&a&o%~9`=(oz@SwpeMgWYIdaf*?{#)C7<t^}u(y8GeH1%0iHBNP-^QnGgO
zOumC6%TvmNDtdCN2ogvt=A)7nM|^etgwFc2u-B+iig~nzJ*bK7#XYiKj-3l>Hew&1
z%WQoneG<Lb1wRJOP_D$0Yv|lwzbtl@F^VQB4K_r$=nID8jZm3tiq`7jd<{6A_VA~=
zfnPV)8T#s_!}}%Ri^{$>dC?YxV<fl)nxO2gqVZrk!`AmBht?c+o@h9dYT+s-1#s%b
z;`LZ7AnCaJtC0f9exCh-xD~;hn794FEWq$1rFlnU;V1g+3JZK>0CpP0!)OIx8k^Zm
z(ZfF^I2)z5=ybwbYJE6zvSyTh+n=D6>%gL4=JfU{KIikeXo^hcoQuYDzm)sB_@I`y
z0G9cGCsE6r&Vy)?Vm#yk#FFT9X*Lk#4B!0VI#P-Ln*2V^0b51c@|C>?T%zsGtoaif
zVkIi$%zw4LKxN*s%f|<ZrADRv30aS0J(09!nwbu|wC=M7$KzmR>hePz?pM;Vm>Ud4
zr2K${_8{j^*)~h;Ne&{ptXZ4C&<rXEkad(=rHqc8!7A8(54o+plUh`W3Rz}Y8ah@Q
z5p!{shI`TPC9XiaMt%HC!9tO^37(@d{wTq7=7)Nc)B{$WwM5(L^u{y-c2bL?bqiF!
zE&N8Q)ro$}mtRcqgSbwrp+UY<-^TD~UHOnzx=z1F;Y7EX6Y;NNx=MLo=JEq_fr=X^
ztSH|=N?YAWy%2kd8sUo`N!0F@+^k2o#g{yVVqYMNbQl@v>NozKtu(=FCd_LNLpY?O
zR=Jco>fr_|$uji2^Cryf>1rLgb^fb+Q|W$dXptqdMW%;kZ`nJF-cU&@P>-V4J$4?A
zv^FsP6VL)6-Gg|74}d-|b?3xkXXc;$zje3oTbT^mA@VkhO|Xn8KJ{z*Y1hSwNdw<k
zo`9NQBLf{!2~nB&pV3$xWDs1CIVgaurz88iZwv{v=ZCRk`yDT4;>{3FI)mGo=9I{Y
zZX#URtit1!!@#*SqY^SSXIz3tU!Rd=Y7=wax&v=ab;VoO0g&reKlgEkZCh9q9OyQy
z874;v(_sAOg-b^$Dta^rQ4#|`l9pI4$65_ze9Eu#{fhhBGy-G*R41Eha7@A-8Upe%
zXqDa!YsERWal3dkB82y2^-$@Pb6=dvymPP7EnavhE^|;gYB~U9UfSvGhd=1w6_$BB
zAe`qX<%EWZ99V)B?hohL(@_%ySC=Mrk|)J!t<u0Txqyav`iK5qu%4R&6~ogkTK!Zp
zw7L3oyw+*EsB!_dsYgte6@bd^+{!*W`OgXmoKxnk=$J*BdV+}3)u9;H+a)oZWIpfF
zLK~vQnY3%mIJ`y;&hJbo9>QxdEZwj7s-%HxYPk7QC0%(p#QBr)6}A4o+)jc0R42LP
ziD_ZPaQxU;qF>=?sGz-c#>=q+Yrt~`y#7RkE743?dzW0a0*=3LOWxsQrCp^=$IDY#
z=^FBMZOFtPtckCz!Y@Qz6yKLxQQtywNi5{q-|nIQQ`Msb`xZSnu4k`Jm7*QiZfmxA
zq7=I;0F0FCGN~OLSkO2(@Dmt!aq+yHkU?Vo^MOu=$w9t_JAiemQTN?`ody$2|NNC%
zg#-;b-9ev}b$hN;s;wji6AGx{yqmm?A|_1MZ^Ik-DvCA@Q)0fFz~K)FQ6Fq|gRvOb
z{FJwVD)c^cylvJO2youPKQJz|v&ZzM0kCb4$V+AQr<lb?&U&WTE)Qu7YtN2Ur$s{A
zyQ{%k7YyDai_x?#0f(W{FX$C%Oi*B`WDhpY{|GsH8d%6AY=Jnzbv4*?vC861hbBoz
z$-85bLf>o>5vpW9jEX_bhmM-*qM1Tmy2aZu5<x`S3(#nt3j;Mg;V`?<yFXA}YFkJq
zig?>xRqjk_w1^hN=gCoS7J)b9F<+O17PfvM+hUi+v@JRm7Bs-3Xa=ZZ3CCPE{PPt`
z752WynNH-o-5A0jXH*19a=>vQP9<RTJ(&KZFozctDL)P(1>U_C1H~zy43^tR$0k?Y
zZzWoG-C2m&4)ZIw8tjP^cCKhV>!WS+fD&%5WNPuflY+Wum4X`zTXl^w7z3xVv1=oT
zoAEjrLcVR#;qdET#oUo`G7$YOt`Kws&Nk<XtW6UH)(%p9v^Lw6h>=xX<{#Qb`c)v|
zmdYC1&O!1JU>tJSRnf37Up8`{){J}`8lgW>Hr0*>-k8wF$hXQ=Dscg~*`O3;Ef)fK
zHcyx+w+uBsJn@m#8!3lHZfN>PngOk@2ss6z-E;gtaI-8KIgNDuS@;HganpL*2G)$_
zfnptVl>!i<3PHBoCF?ZOf8l6UHP9yQ7j5fSWiJI}eP<$2$yo4WRWefc2F$qS^t1b4
zcd618F0^Al;b{9-27*AHnnUlc?&cbU3!+>E?qMVzkxCW=s;Pg4&8ZQGjH{D^u1S`V
z^jbltIduYP24bBhRe!Gdqba$oB-)--K7^tU+2r(_W};vM_^z%lRWB4GYPvS&DPbpT
zO>=r%^xCc0IL$aENc;V>&6Y^HtFr4U;yCMG&Z2G{eV{UCgjB4IEveFAwg<+m6Fq|*
zv0(Ui$O<6)bkUG8EddgL6EV1zAjSBkcAn?eYqe9%FoUFhgt7cfj!gL2mCHXHR*G3E
zjxL4tLjuV3&eEi8>e>TI^4|OXp2n%<FY__wkQtBLk8<a!nu|FWL{bgoIQYWfe!;G~
zR=3taO}l<i_<`$6&JUS-$K5*Fp)mrZL;@TeZdpX8J{<b@>dAU<)!AI1O-E^SCUUr4
z<fnS{JAc#a^T=$TUqbDJbIDL^(w|P&p3ZOzpVl8$k)l4PJDSviW4<$4P{jr^M_7l4
zz6>uN8L8YZc$_8DtFB`8Z}Np-A|!}_7aJM_f8Tq!u4}Kr;=2=jVs{W_qO3WYX#SaG
zwX_f$FLzYQPDMwtXE|TI-4=I!r`(XZUy6oO;!(byRK}|@3`s#h7=qOsPrkUnobYmV
z`_k>EFRTQ%`BlbV@s_V2lh^BMn}SGyZT)H+^Lk293w@vFY)l>uyu7(A*vwE&&izX5
zG&`T@)zA2GBcD;o9ewTD3T*X1wgU#lK&?aC*sHsLEvVj}8LHIuh@7ilP}{1GSP-Tq
z+PMCbO!#+3BRoilxy>=rvuGJ~zz%9jM#EHH_kDdhM7vz|q)w=u@9fzAEE;>}=Hg>U
zF{p2P5UV8SU4!Z=Q}eeR_@|m|`4?h`c=ePKx(=&3ME^;zrGG*9xHNhZsj36pEKN%O
zJN#}0_2`nSzy-zELKfh?pXmTNQ!mB0ruSjoDJO%k(*N8K^MqU55&RE#Z%P<(i-Zx+
zu9+`9Q#WA!mM1K!L`C2`Vhq&dLC*JhK;kAL5U(8|p3CeVP{e`VVqFqds#S*eP+7N|
zyzvZl1K{&T9ByKO&HaQucfCLcx}QtSXi5$?X-%KSq}fl0Tem{sJ-DxTUB0pI*0}g2
zU1wB*lwGo<g!GRF@MxDX6whUcm&(P9t7G}GFp?ySe#$doU?!xEuL^h2O?tTG=x!Uk
zI}F@yXKyNp8uINk5zLJC*N06!X*q%>M+09{+fUa6E|K~VUr_Eo!dNJmya`5s<RI9(
zz(=vvcSI(A!$zRdMl&rN24Ww@Sm+2U$pOrTkGdLW0JK$FdA6&AXX{4XW173>bKp5+
z(qp2C2N#n)Antky#|Hy29+YU4p)S=CNSvYKY|hXv@AgEKj~td3ezjyd?s!&%eybP#
zarc7w!F{%mbR5W!T&Q<(Lhaoj`vg?`_U+R=-(B>s6K5QR9g00%WHD#Mc<igA4qT5e
z;Ol({MkC2~rQsJvbzPFo9L%vP8&)1m?j_K7kOFfK?Tv&U-od}w0cT8covsi%_P8od
zOsyCE@S%q8kO*KTm*q@Ta^@Dp`ntb@(PhB4SsUZ#yTSYFbCzHPnI4-QeCNk#e1B8I
zMCY0`&9&ETMsw2Y>GVF-O!RPz3&g)<Io@C$z9VM_tEF;*|D4|Jbm8rT&Ugl5P}B9D
zLS`EVu-g@YkJ}96Hu*2n30I-sd`|1%vCq&P{&f$*`A8AGfym%1Aun%Y-Fl1JQ-0Zs
z8@fOqu-}qb)r;Q{_!U{?^0F!d`Al1zkB;V<BT8FvQ7{C}rR_VUq#GI}c&2<eZ~dSZ
zFlUn)da|<t{zw_bSRk#oAQ7H6O<GBGxyZWx_@elF+=MD6%lvVwAOm$^QwP+5{lak~
z%a`@{0OV_27=`46#}L>OAXA8@%yVwZ|2^<8HYh@3fmy(#@Xv7JyiXUz-JG0!`15wb
z04?(!yb#>{Lb$G-Tz|+$&JGd_FJT(%DUGt`qv4^3$lDS)KX4#qYv=95R8mZ#o~DSt
zdD%}|;nrTgrcGw(Hez;2yp1OyXa@G3w#Ns?H6{Gv2;UZOY)xro5G}BzsVuzI$w}HO
zbjIAS0Rj&Bu87=FFlrY>vi|1Wa1(N?3T7TWBAbCmQuD?}Sf%{|gF8~BHKn=3K09gj
z6X7NP5k_YYY|x1X_a*MccNYf+sV*w8<0uY=>TLE4;tFa`CJU{HO9rG-aIXElS%#Um
zyoX$)dy`^QWy}aNygYi}v?VN=O@pfQ0NyKWJc-V^?(bvKztZ%PP4FfW+n;V7hG)9s
zmMK5y1#sheO-!*qsdRa2XNqSd<U(a=a`IV*z`IBTB|flfsbxe%IvU#!L0~;*8r(;?
zUDH(aD{`u+G3s$9%H*O#(e;QRlw**JZB&|+HdYDLNb8ZFxt*2|wOkQYf{m^g@pufW
z$o7OcglDfW8*V4av9`8KdSzmg^GEwTt%W7QF0`C0olSda7tj`OXJM*~0|d<f8qv9t
zeFALjS$bO9f$f1-JxztTUM53AiV6Gaugn<+&RPH%uIR1j7Y9)#pt^O)ws-}7^rHm$
zD|$SaS6{VbRXI{~4=9&~s4wk7C05@qI@7ZZql=vcOEH5w`iOai-kCn_`6~?Vk`4%0
z1J4HL+eEpDO~ChH8`!^OF~!g=*=CiGw6F~iAZ=j9mhv%F!Y(y@zH<SlEOChQWRE{r
z81_t+Hw=MLsrzNHCIv8tiE<_7#o~x3Mk^WmkC1Jz6~cV;14lF0#VhTYTfME-QXO)5
z%M|<vd-$-XyBY9-?gDd)#bYsIO@GnOBY6316Iu~Ky(^Q-^Lzka&hctLZm}ldR@a8~
zg%q2|H9`TxmG57y4Ky*5gXNb!UEv4TT)ez-!ye>e85jc*Rl>`QN)xIcbh=ScAu+X{
z*W8Lt0E@4mm00gaz&SxUL+5UJzLAVOe7vGJ?XpW=Gt;57Jh!5imi>p5zK$Tj0!7>`
z5;E3>?oQquf4BfKwKUZ7jcx@iBh$}VtmGqb$u8gO*)j;7rqyt*{pkE;2s;FV@TBIA
zNr*)D6`$7NYd?C~9)!8C>W0`0VYVLTJGG38(z{@|dXSBq7^HRhY(^aUkM=#89tc*a
zkfDU9wc+5wKDHj9c2)q!Cxgyy`AwOD4P;UCYja5#vYPaXLKZa$xkn3drvz%R%o*>p
z#Q`V0H-t+sh6?Z~bei%Az;GdsSjmMJG&r)Ve(epg1T+CobrHD9#y`M$+o38k`{Pa%
zqC$Wme1|J0i)Qt#?kilk!8~&!jV0F!2(^|i5j;Ol5I=JuTnv5w?vr44pD<?2nVZUA
zeQ+gI)em;cB}b2!7h3k!yRT`pU$CYvlN*ERyYrMCO0<b1uZ|pf$QUP`howykLOi$W
z`E1<4^O4?T=H)^%4iC$U<_q^IkME=+V%X&FQ@VXr;YK<!#DK>;jtRuFDutI}rOmP3
zK72IKN7@-7gm%)P*2*cMaT{S}^j_3qi&<a{(a2!Ygui0oh9_c=@sME1$V=I_Ee%t?
zbA_8lrpuQ%adlsfX-E$?ASGuA3hbdUq3-%CKHBBLBL7fAEWwKh<4;TUIHOx>hurp>
zEW>TBJw4=+%?t8ueGBw?i-m!HP7slkd>+Q1tMAH<nHO}b;UC(~kQ6;2vnxmoTL)$f
zwYzfmFE`f-TRFRn_X5Zgam({&;bqe0Kk$!4pqgZ@I{AcSP&=X9@PK{o(v&|qC)9}v
zC#id6z?+L;RP^ga1U#7atPDhbiogHz{U1H-KMkzUz6QX5H1L08dOAZo`hWeusbcuA
zsu=&PDyIKi1^&P5@<eu{uN4OXFqQa!I$e4?20D6a4|nz?-L>B+uvq6D3KRoWZ<KLH
zNs<w2YvS<~1tVd>cq7v^2Js?f<8VwVGXg<kW6=pj40WL>Z#Ki->DpJ<Zr?87EXVAB
zefyO6^k*yAad(wN@NU!&T^brR5Mt0K%fJ8Vr@7%rS^hV|B7BAP(HGQdrtjrggPi^~
z2av*A0bD4p2)TN%#Ely`#x4tD^Tbu|i29293VLepGDG<BaS^R1_xmgh(R2D9%c@*f
zoRK9Bzi{#3WwC&P+GP%cR-Ir|eU7gBF1IMEO8F&|>gHoRqh%%(@-~gnmul1PB-|mw
z(cxu1F}&s$uPirRcf##DhqQr;{X?VMy5qCDl<aR#gN!m+Fo#+3KfuuAl}Z?n3a+@f
zDm|@ll--edS-9Fz{G>*#Vxj7g5^_vh4(|fLU{^)!Tr9;#=jmTzL*$!1dzN0K%W8AH
zOQ;4Uyd^Zn^3J4nU-lMO-+-muXiI8db1t#uLd714-F4TGkLyd-t)WPRV;FnKW}+k~
zoX0dJn8!~toUsa+5<wPcA}&nda&J$C@B0pSL}t6!nQ0p*iNNHK?~gF_c#CKMeK;^+
zT^XEfp0b;gXU+>Qj;nbNn-Snmh#XKu-<sgX9Yxcp7jeD8ddUqq9LL8^|7&SSk&py*
zO?)?}_o^Jcn7?#8MNqT;qqL}L(>f;dK&fdlUT=SZ<u;2L0y!Y5)ZC{A7+a#y(JcCs
zd#^b>j8IyD_?RKt#264^=hjt6&z1^JQOVFB<KzghRlAk`(xFxL1=%tpF7%_*;*d2v
z;}H8oOBLhvOfI|{XKzQ)H3bLk2H)W2@r~^`>@j@<ac_%ULQv&S5B=FC!`Nkj^7=H!
zO8`P;TZyQ%_yg-brY~PL>B|UvnBZW^Ko7@J<p9p-11+BqI<C&px3ddPiM{p(C0sRs
zZ96{Ztixx7>KQWDqzP{^yokKo|IDDoQgjs*A89Oa0hC5Yi$hrR6&4X{HjR^p`?n08
z>7^KoyJgDh4G>##u-1+Bbc~*8zpK2pz#pVf<wcKtGu0h#Ys`w|l&$}&536WuwFY_X
z-Cd!Up8n7KVYB$(a(nbZ`z<cS<dzvmVh4-^hbq@&LJT@ngt`;wr)sJ*3J%0%PoFqk
zScvTL5q#^p96DySy<W=lIuZUy+&@&HXoSK8R(VyR(xq6*jnn`gm;OI{APp)ojdhk0
z`nn)LMvk{Nz`h#&XNJ?NqAiP^>SZ&PTsGg@y26@%A$=bDdRq{zhmX!}AaBh={$dau
zhJTm3SKvwp0l?6NI6rS1plzUOz%0cg0m_W6T73_s4rM;(x8)U|I4dw#{Tlu_s)P23
z|7mc50GW?#J@?o9>9Lv;#5B1O{(~r5{LKc#Oslx}&|Iu1=^;QRjBa}7`)4}@o#K;$
zp85?vXnYUS#`>jta0VuEw`N}A+b)O1KBS#m#hPBdPtVUEqb!(bL+f?NqVyDr*;I(6
zrm?IS40%mR+9T9Id$>;}Hzz+$=9sVF&RGSc(v^(}d`lFaiT3e@=mS7*YS0G$P)@4O
z0wzF<s7yxNi0=xxzEfB=`5k&O8`(x<M}2cuh?&znPTt>doI#PaU+S`m8<!*e2f@Mf
z8U#2&#eXbAy>C3Ye+}~szbPEMGa8aMy6%z24++#f<$%X#wqy#~t!n;)$3<D~C|7%|
zY*vZdA?2P8)?*P$^hj{0X00AW4Xce&)@R~*2LMwB4Mo3JI}Bvy54B7X!w%pUJ^331
zZ<`%bV0SD9)bSD^kq^)VWMK0Y>R{am!WKFBt#o)I^K~$Se!-gnWrL>Z#RF#`=byJE
zGZbP}20;^bRTe3i`jgRin7g^&Cp0dLP<g23LGYSP`W(1YP(NGV{cThLnNmpe0`&z>
za}bJWD1aBg&nEh8OJycICg|XSExkvfIEl)&AO2Z{JgdLb@FFJRn^gGI2;^8?#fT~5
zvyrT3FTzKlM-Si|W?;pwb?w3>t=$=nW_t@LW6Hyhg8g*+dLryl*RxaeDjTe8>3~ll
z_UMFBJqL2+Rk6w%{!L!edr$f$?0frvug+N(ZW!3%;yRh3ai28_YoH0|mK99Ib=mj8
zwKe-Us3U`<fyv&ZD%@Ob;b&k9ucFV-wMWjD1T0sE;MM#Eu2W}`_+z<dj+6Xr6y^N=
zT+qI0g&mAP30Y5x?3%sMOdHfRHhyt(|DZ6+X;bU^o(!u3!4i2Qm>3DgHI^sF4Y~xp
zk{qejJpcQW<<MWG;yZ6WF$0rL5I)V{@CndbMaL}hAWY-x5H3IRy;}=%N2ItGEYO1v
zne~p`FIhWK!G(m-lY%Q}2UxTSs@-N1bH4}b4j{6_ySxV@=_RMD*pf~FpYD}9{{;8K
zK+xL--?Ke1uL;ta(k1+biZ6uum*!=DBqs{-Rq3_{<Y;2<5v9+h>wL(Q)iU5mGr+NV
z>_X2r2BIpADzcwgBj+S2HVs4s5RqXTau+_N^$Mdh!hKhq<KUdb%8B}ML+UnyM(R?R
z#|#a9B*UO98~>#OvkSN?dEiCXAAv<=Gz1Pn=D;fOt*__U70rAMoCs9{eO>r4Tf>C5
zU!^|s+8cF!cNkhO{aNU*l@@oF8Un8|2?T=<=-?XKxL8*7s;WvsITDKg4UH_}Gzj~}
zD6NYM#o9AB3De;dhw_M!`xHzmkmoHh*Ck2Rr;E@0@8T%uociRG%-SIb(ML_M5Q&b%
zhc4GFo^uH}n7Ymlyml{Zu!K!y1hFHuXTpy)d8d%3)y6vs%Lkz`6`%Wez;JGE!~eaN
zpR^>vU&Cw*@eTE>bl-?`iX4XCGm~Me2ImVf%XAbk5O52S1X9J-BXZ#Yq8n=8l7{~L
zHoQrGq>tF}YMSo`8Gw6<Q)<jmK06o$Y@A_p4og^5ZeA73W1bqH(^&dv)z7mFO5L&e
zAVnAGA9&`~1XLM|6)=2-FZ9>XY|`ii8a^PZk9sLP0{l=>>D2ZYU^?dpTa!5SLEIE1
zaaW*LM{wOi1B=Kc#4{u+&k^3%j{LT5{N;iqRN8APG+K_AW;T;bWKsnGC=QLbkC**6
z0aJqjVT2?#0O|!yQT^0-X0XVmNs#F@(K`K@pSrH6_W*_99KR`uSX5h18N=<Ik@qpD
zyQ@>zG~5K$>)u->t8qYBm5NjA%{GFNYZ>hAM3^U~b0Zh~h$<TuoQXFubs-;z2l#@|
z8NG4550DJqLcn1ql}AqnPw7}^#dV_XSoL1hCPf$#w7GWMpb;{Rq_i;UuL+-jx8HI<
zE|XKvySAhp(J5MVY|ZDpT<E7wuovg{_ssRcaXU}Y#^Bs-CZ1t}<UdaDUm8$fYfKq7
zYh=Px5u^$XI!r3EYr)PGkWpi=Dd!pg^NYWSsJ=#bJ&c>IZr%i9KcM+LM%Nw9ugdyM
zweiiHmtB*ayUfEyO^{quF4~PmD!f}-a2-4M?f&NS3VQL0&$M;4-{0MyyHvS!7;D#T
zlD+Ecv+C6KX6DY`g)X}<0rtu(X1RKcYxYOA60k~)J!HOal!5xrH;))sypPuh&$qj&
zR^7AiKlio+nZn&?t@A17J}Rm&lBg(_k-Fh-^G9OEI(!OGrcN6F0Bwg%<9DzQUVnve
zG$5XrIwwz1A%}G~4v+#QKZTL*dgh~sv6`najMH<WMDlS)Xe0A!N-lr+y74p<mw6?|
zc&myB-_(lhe!G^ma2-8_i4HUW2WLQ-zg-X~Et@@A;@{LC-oIC6)upEEpqwOO>447D
zOkwWt6TiF}q?2*;#&qyk(_B3X-)&28p4{T@kyo|FC%}`C>CK+M)%{gX2TsKQlXK_J
z!Bi>3Ru|~*c9n-?4!W-Uq#uk9kZ{P<>LWY1iHm52w_o<V)?#leX!OfFc-}8vjhgZ+
zM2>)aB>t_l<YvR5rk?})f$)5pQG8?AzDGhTD=ZR8QvE+RiK6EB`eeOM!pG)cH;yQ{
zcYkEl;s24(atO2N0`+1cNLa_8#9{-0uIEW1i~cHY`Ywt1s-dWRzpczT8T4jPe@*Cn
zohMc?>YhQuy~8^jvtE-VbE@Rpm9w5^WEnpw6hWo^div)^7gz}G`NU4||IK9~_qs^Q
zNopKNnhS3OcgRuP>8G$o;?wEHLc4Vo3&gkGa;50j;SBMK*#moO!vFI+m{NDjv&sn1
zWdO}4Xemdv9S^?$R<?G=e~$9VFP^rY-qV5b+V;%YTU!n%ml3f<iX5|Z5w_?bpnYe3
z2Y`2{gLLF*@bLEBBLBnIE-8w@pbQOZhO{B=lHT#DSzm@Fl3{*HOh_OI9S)H$SfD^o
zXGVYjS(e=l`k3<F7?ldUhnS%?359gliBOBbCfyv}2oOG(e<m>UH~nI1Xr;Ky1mB<A
zX#mBw8R)jma{pb5w-<#xe9)|jOZ|+pGUg-wIQA!aKB}Tb&a)qGQU`Puw}YXFF{z(3
z@-b51(Y5Ux^a4Q@%bLI`L=<f1?B3ws2=IJNFsl}oDi7r!pJOH>wo?kK@VcU+>;B*f
zv0xQ;5-DfW5Bl-x_Pav)b+6rss`r=B9OUi=23v4UmPfV<#;RR#=BA^^f*|28fcdvL
zvj^U^XjtOQnV)bwLthH0{$5^YDU5$7|K*LoIVeEvtc{J>%WC%K-W5>)uq${1|2kA>
zv1({1f}gVGP4JO8CKqfrG%I*DM7~C)wWNbT{?Z>x%kj{iQiM2y%LZmgZwTqyD(&Y6
z#TFATP4K)7?FlwpBaNOSBF*eEuwSd7v;duuBqU|M8`C*Qx(A3Fa5rdk|JEZ-k&)vp
zs3Vw@`Wz5#=Q4C31u;APAzhAvi}VLD*Ef(afmsnQok!&|A3|F{+SnN_9SJYm&uLlO
z1;DIk5f&#^rbt)7ktLIHKQlkY+{5Ue{$5sC!Zzfko;G+m{Q5I+X@T{Z!ly5?E)(KL
zn4rVqSw>1PVA}vLLoTyyT!;n^yMGhNL9i%|;Dt6|Ur^jCnnk6JqHq0x5L~Ff8j9{@
zSoH(fCgGYxa8e*g88UkgK5hgXyotzHGS!f38no7Fz_~j?9u9=P08ek1RXs<LJ4e7W
z!F6BAXq1gs#qk#xMm^FN^k5gkzt1f>+9=NuOs>z!tL<NJ{+6nz-#-YXy+S!11h=XH
zYJO<xAQ`@PbO#2vil|Z$u<|bmH{faaB;|Yf@VEt10A}GLfrS}mpu5p9S0bw%B;TZq
z)ko8ve0E@OO}0OQqFNI(rEs1<!G`=LY!^Td;P(@a{4hwt8_<0cjBjCl0^9yP#ynVK
zpv1C4=fF6Hyu)1gaW)l=9~Yf~2NvjR%(I9yEC!q~#Hf1D(2giV(}%ziAFx$=#qB&!
zO0^=J(GC9og1FpZH)3~Tf_(p>a~J&bX>%{qhb(QBzZ5hh>klgV0#|t~InnH{3GkBu
z#zpJS^kH;JYq0;Ql)aGK2|3R%;MzLuP$)JRZKS>pSVCO2xA*s2=N^JFvN%BB9NUE8
zS&qS#f|BEAG8pf+uQ1UMQIJ(SbkLeupp4mIgLbEhFjMrDC2{Nz<K@Tm)AU3QC~m~K
zmRs4zC>UZl%yDn5hZ?mqj@{gVAA9w>$6LrIn3WgIqQ-r81T};`1NrfDY*ql6Ya+h!
zdzLihHNZZcwjQK|b}@7BVh#GT-hSn`fj9cti#Ir$kkJsse1`mYgVl5~I|R12%rK<V
z8Vxu%XW?;qn4unWf?ix^fah5jwpkW~LyEo(GBW`F&O#g^QKO&W_fP9DmRXTxeg)*+
z3vqMME1R^Cb|4lSNi4z)DN19wV(pCo_VKwbzbZvV13c%((PCCZ4Ebwl)&0m1*Dw_E
z1B-CY+5kRTFsSEfHpxIaH$fAYYB%BUOi_y51wDR$l+X_Vb7dnJq<#XfVr-Ix4lyO9
zqNz+aCgBAb5Q&je!Z3qyd)L^(005f@^nz(afV&222(S!^3xXo&SX<nYv=FlvwC%Dw
zbn8h7Ql}b&T$?I@2!0$ScAfSgg=0sc%`UM9Kv+KTPRJ`6Eter7EoJK84^V!B*ZOHK
zsJLnS!8wxauH60^N;Qf230T1v=m)~aNYD;%bV0DeN)bH{G*}=%8UyI{J`gNvt4BOB
zF@(jC_L$<Xi$>f(xNDjvDZHfu2b&5GWBBdpBuvr<^Z-AWyhd{wr>nPtr+DCPLRkZb
z)*wScS{dY~5NNCP3!AL67rTd)AoUJ$!ph3|qYSmqS4}_|C@1zFLatCrDfdEgn^Qo>
zI5+@Sw_b$uZ*y3bC*T;M+3wY$1GTz50A-0sp}<}FifF|TXyGpX&Ss|bJkv$lOy(EE
zQg5SsJ8Fr0R<h4`nSLycO<5+H^)pCYY=r6@O9Ee;<@iyj?NDvlJ}A3<h?kTZiV)+`
z9*oTp`3BQO?mh-QH(iKOQy7sr1I<wvgJ^fR;O_;Ek~rq_4Bcdg?v%U^ZzLo=fUxn9
zdN6Eo8LY1aO*lNTZV}2*2>+qCn?}}d0J<2cM!2LtLbNCl1KV)NOdZAO#-VAmh<1^c
zlMlc$eNR0&>JoH~2_EleOtZG?0m9by3nC)u4`309_vU~tkZ>tfzD4(#pxdKs>A)2k
zsNR3c=b%G>j-FACCwp`rE}^hW8>4eyLUQ~4*8qoEIF4#|%T^RevIq6G`NQ;BB4;v)
zGe_%|9y`_wO{~z?g0NRGX3Ss?Vv!UNVFfI|K_J~2$1*|t|7NT%!&X7BF~Jen3Z_c*
z9c*ibsvJ=)5W3o$XT%`inxSwW!<+sk9X}Wiu+T8jU&=q6&)pvo7s7G0D`QJR%E25Q
zuWt@JoKg=C(I5N)><`QBNJ*!1Dk#WFxB$OGrqg3rX?MhiTiLJOcO0MAciE1l#F>@M
z0`EX0B|yZc5EK!n@Rx|X+y=0Ju?OPYg2K{MIs{w*<hjN!03SO4nqu2;V0G7-J&gJd
zmfbR~A0w6=8Zo{}>m!tvgN$!r^f2%f+)+BizPbVX1u6_s3Kl0A7Lv2<pjkNY=u1KA
zFk*p3H{9XLkZ*_l@9o?nxxgx2gmI+&zo02p&op#_sHh+rs`g`c$A*5P7Dy6U5%}C9
z$mKl{`V(b)M^Uv_Z{>u<a5J?1UoyIi#jemo68U7Ey`gb4aL@V`_ED%k9sIb?ATPsy
zK+N8&EQ;?W6x|FikB|o$^gZ?9GMd7s(f8jJ5*Pi0XTE@PC2(?{9p7F-3ARI-EN*xx
z(qfgHJOLkqZ|6<k*C*{3lyVUqEa!?el6%76Y`0)O>Pp`y7J7)zCbEJc#i#H-w>0=B
z3YP*WZqT@*qF1wzGFx7RfT<hIdt0=ltNmaq#FwFPPw1QZEi{!Jm77L2%#(QrW+5k5
zuu-dDaYlF42)eWhFs*^{KnuFGU23EkJhu!l)RGf+LSxxF#H3x*j3FvA=-Yim=%7O=
z%=VF}T<Z_Q7%kC2?7>#m5;r~=_7-w>g~Hy0jg>@&V6GSBsX!3pAry(BM1x%7U$~(@
z<-8xMPekO(Uj&OzLwJDX1N=UJv#(km<PXHS$2FhOxGnC^BW-}-EfoBCxq$&iX0Rz-
zMnw?!4m6hldeY%qGe<bZ;2;kWUB!B#Nufl!M06AfK8s!{Bw&ZuDerG${r*Bre$dho
zSP%?TQr~1@64tT#A=qS4ps>n5N7PLSDwuHKMPv9>R(A;Vrs;lR(b5%cb|QLc4%D`R
zOxNKFIiNa^(xkwL&?{juvpfa=3Wmo(zh;5pIgizaHLPURh!gk`(5_<8)YL=iM?2%Y
z43X0zB3ivcZ)gk!@p_VJz2K&>=*A`??i_(;NEn+&mu1t9*SPvpHQ+Fhtcl~JZr{Pc
zroT%_2_x^3g@DdQwx<A=XrNojfZv9~%E6BW7$3buT-^g2y8an-|4LL%1)KbFV=*ZR
zDYquZtu?q3rp$@puOVRhn@JdmEfG7x#W?WVEd324<PHjnNV`O;`3O+=#MMk<53X=$
zWVr%Nx}O0ym@m6Rx`a9Dr098j6MK-Tio~qcK`T)Za*bSr2~Hmb4{y-%>)dFAG9Lo1
z9P<290`hLd{Hdm_7&aK={sWY6g?e|&3A;`*BF|GussbQ02-yJ|nvB6$W-wDfzPNwF
ztjJ<i1MWF&kP1sO-B!snbM#-!6m5*yCN^&zj(ZPzz7i9);b@9F?wzIl@MX?$pD)-j
zZ%lB*fXW`aqzwP@AibGkFa);Zp~z(z^?Ok`L>m2f83mn!i$;t=9-bRm)nin~VFB$P
zLTYY#0sd|UYwG+%x)S$)-Xat$U?~-R6$@5w++EeU#)sdokbTVUtn7Ugu{TtOM>Qj0
z$7a8u`u%Nr=1y_8dHvouW;-(Y?PvOH)z5dA|1=+;R(S&J6z`wy5E5x=``Q*`^Q}i2
zD9lng13w|;A`~K&KDxf@C=lSbOr0`zNBgmIs|j}1y9%k*yAxwX3yIY_NxcpiK8Xg)
z;v!nUz)%h#ZAilgD2A(L<Xikr>e}O0trLf;^&o3FUQE9_C9#;XuUPreALBPQYi?Cl
zlYNVm*Ee{WABXdI7JOR^bM5oITq`mrt}l{WaNZQT0JIIA^HSE_F6$56{x2)4-pwX2
zs@&K{uf*og(+{t|7+;u*+D&fQS-tURTn*Q!@2vQ;@H6u4gW2Qn%+8G^I`#VAULc*n
zjB@U^)Q`-&;hQvC*|)sxoQfG-?^~u497>%KSNFR3#w+>*q2Y>3)Nrf9z^Bm}NnL8&
zUVYOsk+kWEYY)2>mL%z>cuMh<{PV%1AB5(wX#Bo??%WYc_s7<`9cR0&>%UjbF1S12
zi^$(x_>WkH9+|WYE*woQ8V#M|J<>)v@J95d>}AbuQrh&+7O7c(|Dc*?Y~tRU`whWz
zHj6AKc%q?eAudp6%kWCercKS?T6vAwl*o3Dd|phfwso=7_lp}}>^c&?_LgKlGriRi
zlUFcbTl!pYfwQ;?tyd1#ysQkh-%<=Ji+@;k-s=8a@2BO)R)wz{-<(V^-JAU}(_7Wf
zE%QfQn|3U@jw$>npaLi$`(nyk{?>lQzKjmZHeWaH!~M?P&vM{so@{cV?iFneD=|Vj
zR&?%qeX-anVq)L(@pHN3=Z<KleY{s}U~ky+FQ^U4ayS!`;;}Yi=;1;9>piX1aH0k`
zt=AV+$@?Z)otIi~UnWh(_APF1ZS{^GEqa(7RPz@%Q6}N}GW2@HWecsPFUe+FBL&lj
z`J3NH8U>x&TfL%fuJ%q!ahE%{IZipWCiTRqyL?wV+q#h4!SOKc>oIv`VBTmrbjGpo
z+gcP+&+xE$Z0?amH?rfI$t(ji<<>oKUX}fKdVBG<!3M>yPcfakLya0sx>=ta7@Y?w
zfT4QkXCWK?$V%Eaeh;X7Tpl1r7nq;+i^nM0T;7{+VRB;JtUS)Tc4Ah__)!OE_hG57
z*SUjkV@(>xr!LR#x^*h(cE`CR(}mi%gP6RQM~ab~>z+UU-2Jg7IG*>syCLR>b%x3Z
z)90B>1^E5u?k@KRl#*VRkq^8<;kq6UI5x!#Jw5Sx`|}@1=2HUN%5HIXJ^N+~yNNrT
zq;^qCWlH>c)%}An3LvX^+q2eT&R2kh>ZhBQ`X$=u_Fn5MGro`!wYxCX<>8)Ixep;@
zvBBxUp8z>`Ifn<!AHT^RFlxD299kmVf_?%<PA=w$_6aJ9Tg_>N;^)cTH}<{3s2-mk
zmkLYHDMMx*+7Y@Zr)+;daQe6g(;|0g@mA8+jDy7aJ?9mE%^nICr|i_0inn0F;!M2$
zjBu~d{ZU}<d2{vETkmR}XIEdrrbJ2}z75T06;lje3|4*!Q?EPdE4yB9tkQH&>-O#2
zItI&~Eec<fc(`%BUt0l~Ey9N2Mc-`ce`VWu7?>3sq@ClB-*V1a0i!K!Wy+X4bA{E;
zaD0nRB{QpXHKruQ=4b7C;T^~K!JY{jN1f_a$+`94ollI?3-xZ6&tF{}kJ@cs4pG$x
zROeP6zBONOmo%rZemWIsw|6n)mF=$+bH^>8!?i#C3ld^abTPFK&b5B~RdMNu=tKYC
zJNY8(&BM8xfg(HHl39xd2JZ&r2m>5V!<~iKU;KzXu~e{UDMo#tq2t>-|7NA&AFDho
z{PBuyg{`D$T}le?zmR_~YkMnO@_Lr%ZvORdu`>f+d^eigGwb{R85>TP9jLLFU5a~l
zx-onW;p*-rGm$g+@Q+VlNI0?K*kG%3iON)DJpOuV+{OLEdF%&Y8W=>@wt(m_<6Vwk
zC~GN9{PTeCLlnaNz!?MO%`qd6@xqCQ6TcgT)f{;lHm9wCr+a)K?v9td?9;Vf-(^wp
zsj$2ATBCclYU@7{`0*I2YG-+y)5%Tz0HX{~i2{iNYn%*ABRO0Sj@zDiW+vS3)!T&c
zItiwUT`LAz-_5<rz7n4MTF)UZ;rUs54V4Kengr|pT7x%A94y3?6)k=YKXsY1cM9>k
z40rU>`XGgQa5+PB?NobJ{YK0!5nH&;59yrwEMmFn!ybA)b7!@$jINCC?rzS^0($8r
z;qlp9n8NDQK9K%D$248fRM6fU3+zmmeXyn^dhJ`Tn(Vimp==9Mg0{(rxWDX4dh|i(
zqje?R__EWr*5BV;GT)o+>ozHufLcCb-x0RE#*t&9MLZU*-ub)EK{n&w(4TKXyusAF
z59|8lv_8ltYax4kE_Wi03QNg1uI{}&m{B-htaBt;<-FEGh2oPpM#lBK7Ls~6h&H`E
z@t%Jgrl*Pb+_$|Z)24{q^Ja65W}J~Cu4o>svX?AVc!tySPsZ-}yNDn<?weu16zcj(
z`4d`XR0TShdz4gER2(JoHQMe~d8>8dTb&X^lyObQY0<s4h-LbfIN4VG1N;Mm+8vYW
zZQCnKlr_clL`>ZInB1KWfQR_*eXcm0A4jTw@tZqMz}xzIONt*K$?f}6OKDBM7<<5Q
z@A+dBF;e$>nvcDaUd#NZ6zY9E4|UG*ZnIvV+0APIyWP#%^I3y;J2h@ezHKp%x`4Yd
zBazz@b~N5rLO0~taXtSFxQiry<iR(#+ZO41tZnz-?rnK%RrF6wONGN3r%l#b>8C|s
z-D^Jm6{+3$O*Qj+pnxO0IKArnxcpak;vm#0C~$nX%l!N$>$3yfDSPjvrK&qwOOh|*
z4h7#5H||%gr2i+bo!H^9i7bjcHU&;dE-9UUam_3J9w{ZDE;#ll?a`0+Z@)WrZ>9NG
zyD)ltD6MGgoV+{Z#rkW8HyCqSggs^fYmMh}cM9z{G_cDZ##~eU*l=6-%B7_DG|loK
zi<y?6&`<uyj(QsPs*&Pc*>@+4h-N1$X$H!Lm-%PS612amWa#;y>*T&nJ=wawSmd_4
zMn?3M+BtXa67zEH5_qRl-b4A?hnck*$2HQdW4jD^jq}k*4Sug~y|hVrb;g!!xFYEv
zo`7tj<Xgn2%6(Kv{wj7-OT4abzU^t%s?xqpl4kR+XFo=iTn!Ul?mY#>Q%u*Db_tCy
zBqwJIJ>BP7_%c8wkB}jqlKD`sE`FR?zWwvbyH;sOTzr~y7@a8VIpNH;s6mY9;UuhY
z>;aKr_T|ng4I7C|G-py#m#B+)pqCoyM$^Y`vAW;yqEC%`x>eeTzvJz?b>@)j`Hnq{
zmxvk`w;Nmnx{K;Y3Yxb11-x&4YK<S^4_S%GpM2N&9{5q=Cs8RvZ%%IS5NS9#5T{P9
z`byC(he!9@6^|c1>L;cbk(=9+^Luv=_FCj^nVm2tG36xP?V`tBdzRobG>MFBBr##S
zK=3jEBfCWU1Jc&$wSdLy^2t@!`)T+>C&1<jrr|Cl{^gvk187@w8oU46zKrbSv9H;%
zqpukrxk$yFew3oO1nkQp15faL4NNmtT9i=h=h={^$AZ=incHbAobs7Lx?bm`$T7d)
z@@uUegm9l<+^lFVLoiPf1LulBzn=POda@;E3J3WkF;fv+FvB1!7U0nl)(+5!7qlWU
zP;+(;;0%03_}Z*hcAt7Hl<^9o=Y_qoi@)JRTSW*A{FsxwV9q1W_X%;`?AT9PK18ve
zXz;iXMC)T<vRE%^R5QzcxLR~@LHrDPc!XT{!VgK%V`|5P66>L?UieES_t6|p=HehK
z7=H6g;HA5hl=q^+^J$#B7mAKeusVf8j^+5k96g!qZRCPM<(#j!33?Qp^-f}QLqik(
zE}jPi=CE<`pveRq9e^$R*TvMT_cI<X1jU(hK#z6<3V$Go`>M2+p{3BdSPLA<)RT{k
z@dJbZupji2nw}!oBDZc|0lh8=0)9@CdTw(OFRU0gA?Gz17v;YgaPVC0@n3)iT6trg
zl7ZQn?l%zAVZ%sEr1t_i!tpTV(TP}-55msP(=5-Uogz`lE24xXeb`^MBF6XudT$BJ
zsCz^TJvB?vqU=qGpl!VqK13}W2T0!M7N?m7t#q0kt1+AG$Ca@@E;<vs5zs!3_~?Ut
zj$wW?ar$~@gszh9>QSY(FpXF`50)=NqD!YxLoKyHIYE<05zsY%0Gg1?SFmTAesn)%
zy+qnk2!;l6M)g_4B1Y7oz+EZy#$l>4s@6dAhUPQ{RN3xRpdeTuah+kYy67r|f(r(h
z*!nB50&`sY)g3sb+yd-P0L^lR<+8!Ox51KG!U%g#GAd5>X9u#D>2~q@-1a`QZUV|b
z&4;t{zUj1#quI!*-E<gp>_7Yj#dWKqI@k`i(KH}xP}ZwACcOhIIJ~0AKcA|+cH0Wo
z=?;9=t-POfyl7b8^R0Lv{UR8+sn5N_7VEiyUU-(MRPa)t)z3UMPgy?t2e2K%!^*&O
z=(0Hj?sfE~JJdB;Cx``n%7C>Y3^)gKQIN@RV5MoIgYTFY-HldIEI>HdizyZWOFy?y
zOKo&A3>vn$&nj8i_e1377oEVd2~pZxpdm)+jX4H8fEI&@EV^O{OBE+(6+%-vSN)oy
zz9|_UuXD<WM%%@0X`{oLEX#w;0283R2!RNPY+s_FuOV}PUfiT2D!%D4_iOQQ#G7q(
zEGRq54slmQNQ2IA7_zSmM~C(KGdxyyemAAm2et(?Npn5-gPwo%Nta)Oz7t^};RC2g
z!t@M5WmKMgkLLtUOe}S*3ozS6mo?&<^7C-cMvZC!|Kl{xgV9c(p}BunCvVifV;C$$
zQr@&~RC#|q9M|1Rw}kliXs%JdI<EHdtg8b{CLj)n8?%z%ja;EY@9wX$`_@@CGZ+^J
zq!|Xyw9iNS#!=k2KN33r!iVC*y&JD{4mFl1f?85eJh0I=rbLrDUiXGb+eCS{`f+1j
z7bv`u7`CnBcA4DMpAgsl&Ny3pzH}{Tm<r)pIr?J~Li$&su1S>tAPc5Rgsfn#Jhn+a
zqjHqJc7*>r*bL;s8+*WlepFl$l#5Rq2(3nWN2eYgB2U5(yagAg>IdmbrHHb1A<dVb
zEq*k;C-A3w6gy$q0IE8j43C(iMM8Tz3^+fl(LIBwF-TvKG{FejG#HC*fWrGX8R?<I
zjDTO6m$*LzNCUu$c`8iSXPw>1Mo3xNKAAsmFz?Si5V;Mh7uyE!WgjuYr(^s#^f)J8
zCOSEPVIY1z(PP~_rO2#%IkZ%>-*N^~(c*_I^#|>L0>}QoJ<&90;PQS9*e%=p479@Q
zj@ys&u>Tdz(XvO$4d9$BIGSy62@r#}0>RAx7=QcdFJ?oV{LG;1FvDBuBo|xoU6YFq
zE8N>{UgIqPj2>4+M6Vqd<)v?SstO2De~af(Ib@7Z@%sbTw0AgVsX)qoQGjssdMJ`Z
z!AK2ezyLbe9qJ--4iL(;3<~~Sc)5J?e2_DWZ*<ICF^hBNq~OJM)FshPhr)cLi%u6S
z4)p3ut|%Au>G7}L5dHjXuj~dJ-T69OLLVycVLXqndPESr{Jcd#N&$xu9^;4<Dko(F
zK2h*K0KJeEz&zp)TDHX?#u|lvXzRBqBdH$|6HjzFZrLdR!jC-W4Ycofw5|$$Ym8bD
zB!CaDg7mY``%xhUo<y@}bc|xLsHm%bJ&3{ZR}c?!*5T54xajj7sgs!2*Y9M5xoFFj
z%V5Z5F`WhYun%m5=jg*p7GOT!J{_N&=9+!OEqgw-Ggfy@XB15FhdfgRy2YSC>*73j
z26#l2yX^CI9C$<(FmDH&o!~J=Mb($FjiYdb^>vgV4a`m>b;BQ86B)_nDDJ@xf%Q14
zQgJLd)VA70Z$)G08n(la{~Hj{1x*%P;D@IR*`U8ZWbhXtt~)~ysa*9wR(aJghV(kD
znFpQ_3S?)|N4M@^dYqvsK4!-}9Jv?AxhGAet%}RFy5#|H&P<U03Nf>WWL`E2a#Ho0
z>=hq~I>F^fPs-r<pQBq2)^0nDnsKBUeqx~H7mxu=Z!~QLXwvdy-6Aa`e2=h3*w3W+
zGwi%SjJH7?S4^ia<o1ky^e??M0A}dJjeHL#<@$2sWm0r~uti<(@4sq>smSx?_KU12
zwUz_=zi!*n;2wpHFKvRLwdK?s0p)l_?_*HKC>(i_nIFPkCwav#(G!NjZJ?-y`;jW_
zTXqD2MI8ZQE0o5&eKU-h?r{eG5vCy&X%>V8e0~VFvzmO2iw-rmn%ICZQWQ>}W)bN<
z=V17!_%U~AMVAW3NO{h{5gq>tC;8#p7}DEVBXnzg*&@P?My8Iyk3g6AAwFFEL)sjs
zSNbrUI&oDblbkyAh{tJXcT@vs?W-b+le(h3Z!hIKt3!IrasW8C7rj7SyBh+28Q_Hu
z3+WHD58l^9_uPgenL|14AZ;IC2?`d5xuJtCF|0`jJ%Ebb_-CG0AOto6gox2*{?$+j
z$DLR^%mXL`#VTv`USQLmWluHp!&LlEPCNZxI5zzWx<)woDc?3O2T`#`d+*0Qp)>X}
zpy0qftV?vr!2df?L`3u;SVwwbS21#PT(4CY56_Zpz4#n{ivt!H<7ropd_9iXy%6<8
zx~IT?ufzOY=+B&<R?%Kd@ED0b`W>))T6Gr;Z>}Paz}fOsfgrqr75Wa~`NIdx7<~k8
zFPyha<Tc}(5ZE9b!mnAyT8n6|RhF&@xGJBZtr|%HX&@G-PjcXggM95Z60YReG-j-8
z0Ge|TI`|R}^e&QbECK%A=;C$oKs%Tl2j0kJi`+Hnuxwh~2=G~P!{}2vvw9cDI!>3Y
z((ED6>;MjrJu^>PzX)1|khBcJXAOP3=!U2vf#}>s@u~C#zO=y*%M}bVsR2)UgUl{L
z?G)DS!dPHyJ3D=Yp}*236!I2WbAcrlqFs2Ti++^HTf$r381J@c7sz=bd?d#<m?d5w
z?5T085bQU$;&cHcj$i1H^7+z2Gs6D>S@R8w>;}$w(h><Ury+R4xd}k_;6s)~-iQ)L
zY>~7G4Kt*lG+DMknIZz`P3IBiZxF0k94d;oyAJ48;As0$Qg8M$vI5=Xz$5iH)ORi<
z#l`lq-6bHsi&sWmG)EvXFev2%BW;rR(w7BneSWm-uqTg&v(}w}7YmYnkpmc7RtOkc
zH^cq8@%i}{c-a>;5M1qISJL&lX>i^ajBGQ<el$Z~gkx9P#2PTB>_z(^ShIrdT%qHJ
z8NC+!;Edaq{m=`KUgk0$8-@|1zduQ29UjCU4e(suDfBRyh0thrB#7A(VEfhRgAQdw
zL2-5~hI(V=+);lHRcK6)`#|Vx0T_f4dkPMEVa8VAc107IGSe>&&U*8ojpOtrf-$j3
z)JpSh$-NC2G1NN&G{t={9Ii#-c&AECpwt!3W@y(PLgn$|+s9T>3qmj95G|OM_`=f|
zF;t8&L2R`6;tnkA1C;g#VTXf!km_{%O#%(K#2kWSOW0ffoWo|&!B%ubKjQ|MMSHgb
z=N!GZ$sIJ-<{X&?1JGhF(3_h9s2)^5_<_I?H$YA~>-m44C1ogn1644#Dwu|E9+1-(
zW`_spf4r)qlN`46Kx>(`a61_s_>s;XVLPx+9#?rC@4a2`SQ@^(x_9vWp4O}PH_i(k
zXpuzK{{G^P)sPmpd(Tw#pJYB2DW79%c%Hg}P#%L{QkhzV#%}Cz`Quwq0>181q<PCT
z^8do;6i)hFl|rvD9rt6#yne&t!7V(_NBCLEIwcDd<+jEp)BlTOL~0%nz;5#w>5>#s
zDC^{DYs6<9r#_B!Potd`8i>3K-Z!T7AiM@DFF-%K$W`>y+Qsecm(sS${Ird<EJtnj
zSz-4&Sjx}V1D4$AhYEZ-OldL5^L+4gUh3+=V&r|AFc6`1in*|u=wcC4k{DOYKs>mR
zKJ(bHJOLj+=#;&+kdpE3w^jDvGoO;Yn$>>=o|WNvX{TiSEcNIg6e$qO7J4Ie+hpzT
zPwrOFRYj2n<T@_i=E|{s=k`;R^2$_-g4HqNJFW+XD3L4n;iD3>_Z8{I6_c~)Cn`>=
z$!v{A4o3JQn+hMl!=dUWrjzbhJbou{n?CKBL3`aJnVjLf>y{>0RAH^<*5v!jGA%0!
znvUdo7|1+@wd8Me(s_TyA8xhnvh8#J)m$;7*?#<kV<H%(QHRtCtr^Z_-(rU#s92R!
z>r!>SJ>kh|^?i+n?1YizX0Niq_5l0f#e9>IWXHR3M~kOWO-t)lqZhX4L+;3$IlJ%Q
z_WF`(R&;V8V&K$x%w)xJ{qRT0*M2Kr0X}cjN$bFy@2b91wWxi*C!T(J&rY+qna<L|
ziF!P-l&HRVOPk@zI*nJ_iK%+L=k;nBx5WC0EghM@&54(={a<&!hMxwq_WdUz0JP!z
zm3#1QRhBDa{<dMoLPkxIP0A8|3U-}?FqaoKqn9JUE_3c(?HSl*AA1RsU;GzO{l(jn
z5FL`qjxou;YJQm$6{ybbH71{1Sz2Z4FB`hz50&Xg@rn<=71t^bI(Sa{IbYHCP>8Tb
zSf-2-`r6@4POs~o#<G^VA>S_O5Rzy5`5NZXEAMNEWnNoU9L)2_e?k(z%TG^G@1z<v
zW*_oQ@hMQHJali^d-~2?WLKK=mEiB2kz2<vJWhE~4tpaDpkS^-f`W*btpAemJL&55
z#$E-ObjJ?ToXpj!0kMO@1G}Th2N%lk5f<!1ci1Oee6qeeTkXftIOdqG;B!4}+}Ly*
zrY1Bgtuwo&^<bGnvWjf=3I7+VoDi(Y&wGL3o;I<|(c0&xPfPdP<7<|lrILFxFU%*|
z80?EpHZ79K7C(C4(%6-eM~Pn7=}re-u}9>0lAd`A?H6Lg3*sreDa!OVJDT$O?<AE9
z-A&xcOG6>fK!R<h1!BNsf1b&}*=tW0b-IURB`nMFt)>8v<+XAAp)RETjQ9OO63HFe
z#I1ja!AHfc?7D^R6$ySA+tyfg<Jlt>Fr)t6Yekbkhay|?2a+WHcOXUZg~lVz&&pfW
zof-=7nDjQ>&33LP>37OrjJTSWEu?)<vRV%KVrEyS6L-2Q;Xr&qwpWh)L#UtHAgSqQ
z_#wmhK)iV0bv2cLnB5|$Y_0K*E*!8_i@AM(k((nQ9WQsXvG8^9fB8?{*Y4Znp9U%2
zz(?t|o?&V!pNn-uO{g9E`bxQ2p;MdoR=#D&O)f6&+-(Zj(zs&%@Qg#bwa5O~!HPw}
z2hh=Po#cKe?Z~#OyQ-LdVphgtRKyjtQB5-coUq;fdc6zL2$+os>c7U!u>oVcA|6m`
zlj?KiMWc^)T8(&)zyG{7&@S-X43b@TwPu?Po9V|Utvq?RcQncJSZq?jhhTY)sLSl?
zS&h9`uMcQH3{}#<^w6O`W%m2o=Y&B^W8D|ShkC=cj1@ZD9^mX6{e?<$?sdjSy9Xkd
zwXeu$GxqyjeUWPTdEkq#iFivuv5IoQH<HiAI#axJV$B5h+_LmXKjdVeecaMMQigAO
zDPKg<fhis*l&jejoh4rBw|O)=)Bp5=8G`|%;FQ-+7<}f=*Y{g%74Dt=Z$#*0g4IFE
zk1}4@kN=V9Iev}9R5&}Wp2nMX(;K;w{Qq1C*#SSY+%%1e4Q@Xao(}KXigjzbr}x;n
z`rbIH;z(NC6=PjOxZsm(wegft#yhtc`qQFUCY;(40~|)~ko5QOs5QjztAD?DRAKmw
z!WL3-*2>#h#9j2vCkK=iC@0y5+?}qPYU!BCSixkUp`x2?U~DIdx$|1_pl`um&106w
zWPZ)oSI@B%lrjy^UQ4-ba@orZKj0(u>Y-!ug`Pc!WnNh5HClYK$eD}PecTmY8tBt;
zr{e79#eGkFsv{nx^C;Kb5mS<X;=eD41zr2gmd%>B`1B;c?L1cGj$)G+_{3xdI<zBs
zSS2n}&+GvGvB)ZY$6i~>gTh0gi)gTQ>ziuSn&9(HdPn6l^m~hE7yLc3!olchC+E>>
zxXFH>0vyVuG|=37)Gqn>qYH$m>I<?xvb;KU-j;%snoV6Y``q<SL;St7%L%`uc*)h}
zlhzeh9t>%DjZU3wikgovi!Lu{J7!z`5-H~I9FK_U+E25398R}ZekJQsn_HO@;T!Ex
zFS22(9~QYMl$KGuT`rlwBY6Lkh#|^f;;Xa;(q&-lUos3C7_|suf~wP3L?ttx9JQ_6
z@A0_nzTbWenbL+g&ht9`1E0zJ1~SzpR6YJtn(|Ci0zCEJr2{cnoQLb4rlxBhTfDI-
zITMqZS|0yy?d}65yDzUaUwI#&AUGpSo?05?hLa9;ZG&23SFB8(8{?XPt0n1_a1vAH
zRPVjrBVJvc6|F33|JbQtqavb@@?Ey3FIVxc(|~@ffiL#VsEGO5vZ6gw7Dg1SL)%|F
zpORG!;HL0Z=e7l$jO5%nwN257dzduAf)@Xm%>Ratop>KgY_v#r+Iw3u-$Lc<{=Ktp
z0RdiWFMsMc>Xs22D0;HU63e^drNDurtsdjD6JMMgTwL80ZLwF=F8%|wbFo%PN}m6o
z!#g<m6QReSr5@;gAX{p@&%$!m^ud5i);Y`_x!f{y*0!9v=GKK9i}J()3u86OM+3Xi
zz!y&~D>>CDEvvUj7gS7cu%9(Q^E|{=ox5+)mHvzT1e_7;(v0vGO=V=s7-_sxydqwz
zI?Ubvdc5)<%>Qj*IsfwvHqY<x=NVPauga&Vs~abj5ux|4hW@SGvh#a<SuN97{iX3f
z59^Do>YZ0>x5u<D*w2z$WezUv&8bhca2uAHi%_;PXC;j@Cj079mk^2dVCzHOzm_Jw
zq{|OuO9Jij`=kwORG-&>s(AT4;NdZ+seL^nS+8BWhX^%G$E&<m*BySuGsdmH?z|1J
z{3+iQpZVISV4rQ{+Ku8pB`>>0ZNRtm_|g}t^=|EbVX?xy*EBuu#9R^lW7eQCbHx)9
z8E)0q_<!1ImaWxfsd6>1e0nuB=S@_yV_COT6LEiQ#m5~F(k3ZBJeD=ir)Ks*yrfH&
zk0IRE?HwZH$v@(+(;GPKnGk#CVug$aP-*VhrBLFma~`3|^v%hWw?mr+U6V!DNKS7n
zPP*TA-Ut(K)D}-H3y^S6_&fZ(IV^YgO0>b{v{Dzwt+4aKmY)z)+xB~Gex9kkw>63Q
z9nv9KhC<kf`;~7VsEo^dae^mQPE%Y~T$6vK6q|f$*RArt+;{n(>xN@56@1T<?RjzG
zp!KMK&M7$ADrx(-1l?Yd@coU4oCB5ox)lE%#rd!Qpt*-o|AHhjplr6|4_)~%F)qv~
zqNV7Z3jLX<&($Yw!vRq{UlB{&Vw9%qPVG1Aj#pWUvidK-bu~%eQ{pRU@_i8KYA@JY
z6gZ;qj@fL6s~@{!oTu&~H69JNjGOqIsLfbM?zit59)HwW^h(*{=I~>yeKvmkzoIqj
zCgy6pMUG}(_mRr-$T>BADJ}aWIkKBVT#1&AUz(b;#y@Mq|BF)cR7GZm4i_j)s6zw9
z(wE)$<b{=^5*Y`a_t32=-a_|<*9Me1(!c-nvfi=AnMALl|G^NQbwB93UgPmQLB(n>
zPv1(+!#n>y+PN)9py_Cl?9-rbe_A21Ra2*5rzFB7_nXQY)TMyqjo_gj6r>r4q%0M6
z&S+=~kYSmmE9w6K5A6#C8O4Z5KmHwb?Wz<;^{qi1G07#!tid3FnRC%=1Log}65gP{
z)E5eR0tSW&=9ej>Ujb$~`z#g9CnOmxu>wzoU}^1KglH35PCyUkLUaC@g~b0dpnL%X
zGs;HmQyx75^Y$R??!Gx7YIp3<(;-yU+<Em$O5l6mrw^hSOK-63#0>W0pDhhjGe6cH
z@JmsEH3B`~kjJ3gU^fi@=(~KsKr`nlPI9$49YUWN#p%ZperbJVds2KIo}UKpNXE00
z`q*h}sJIKF12KOwo+kmu_lR|--x}~|lY1jWkhMyFG{^ivP{oVE5N}m*a`{VKqdxNO
z0Dd1Kt`wU2QYwAXm6`itk!*H-k)d=0M_HflW`&qlH8K<$fDh`O{-f}rJ`!5)@L@db
z%JcVOddqz`MgrQ_pKeH{r1BVb>wm}f`OA3N_8H1)X@Bn&G--xOuyr_2UAn713t92+
zcF^5^IowiErN0KArG+UyZx4T4qR*!Yh&jfi0bs1kBpZI`g7w!_u!x1GO;NG1P^@lf
z0Wd^2y@=%j)1gdYg-KcV!0cd8F$QBqr4XTzf015m2v%pLN?+_8%;<tSMV~JK6pi@)
z5G)Ud<ImKCzLn^N_<Lb_c>mXUm^5QmFUnC(4hbDMc_OuxtN<Jj248Slm57bU1ZyA9
zp!CmNl(&4Q4^~xpR|6_R<1d`&4sHsz!jrd1pjdF>3@tA(?!X1Gjr1V3TaT+xmlWz|
zQ{4rO*TA2fO5vqzNz+y+u`ZNwH!%%&K12Ufb=J$*H{R;|*W9O)IMeLizm7{V%7Iur
zfy@$C)niDsD+r^kiV!`=S*EipSg>tu5HOSf3`P9`Xw&ovV(wiF2GL(vPHZtBipF7J
z)u%VGrMS-VujNe&IPneL;5jB{$3~f2re9pUJ}hE_q6<8K%ZAHtpf*gH*%J@HHC)*X
z1$MHDl3zaS7c7Tnnt{{-;i|rHpB7eAIF6ER4%UAb$X^HV4Qv?r`oe0lxJUJ<hA};(
z8c9^#W?`%A8^#4`&KpFr=jc~Gu?tD>Y(OAipna@I8H4yd_Fl>ZgrA_$&`#mbzIyWp
zg~p05jx$&x4@h(kxcvus*#lO0V$8OPwM|=ax&b!?^jT+iV5C;s@SJ5zb11)?$TG%E
z`9jws4WbwUthGVLZh&Fkgzj`f4;ck9<EP1{%h$QP>ll{OQXx<vqnt6Rasib08qw1g
z{|q$uupRF3&7UXfV<{1RejrtIBisj;s6eMCpiZi9rkRe>+UUH`oI~#ecJB7}yY>@N
zduwNaCvXW|fp5dKlHUU&7lHLQeXK+|gCi)ML--@slY8{#XzRRGeXMY|;M|Iyf5j=%
z9!qenETY-ZLec+EKG3uCNnOqqH{r!^iN*<l_5lP}(5mlD)=AThZ_{kgtIohWHiktq
za)g8qEs)L9Y5l>Tjz9l-A?ztQn@D?{S3#gm!`p7!62_h<RFKC+<r;Wso#i#G<`U_l
z;dLIUdmD}PWKC8utWV$d1yB9N&iBA&M-jmb&pHhXj7&z)a`HA%Fk6u2%jSiW(n`Ur
z2K0~N^6_1}`67NaRUp~=&Xakj3ZAt-V}GHS%=Y1o_Smy)df6T=rKkO_^GM~LtfnEx
zi#y<|H0%q)HYd#R)$2Ays*050+W%{?eEgxj9{_&OJ@i5IJh!h}QqSG()h5iQBFWvk
zyGn~q6#ZCDyGA9mrf`qLaZgV_to4J`Qhr@#--uAHVw5|5`$iGA6LRq=T;uTM&JoA0
zzv2CQz2EOYeN`N<$`zZ6X0a%n1D;*IX32AKW`ZA54Kim*#t_VX+1v$4J3pU3d2CuT
zW4D~Dcw)VR@;n*F(GRiBy9M@C$F%4sni7+w$lEuphbpo`H<_y^=Z4^1){6e!wPafX
z7FA*nU^YntbywWMo#qV^j2c!TM$uP!Nmym@ywpTo;k5Pk!9-Bv*m|x43Dk;}*669-
z9O;2<O7uBeAN>?QdJ&k<*x9^77L2!?-p&r|Xe57Xfv^0IywD1lE$6K<2ufTFUQLdD
zD;Lpho1tXJBowPBXdRSODEh!CekPzV7+{XlB*|=rKb|40QHAe>8f^n+d*)-gs5%wx
zf6D&)2!&2tNNT=+G&R;fLM)#1H}a+`nR)6mWUl?=jGVlHg2AEYy;!kF)tPd*S&z_;
zo;kPPNkL*H7G@`VrX*#(k}w?-i33lAQgs5fC_P$W)k?IU$H>K5Nnl9~x&q9}=&XLV
zqs1@DoWM{pU*^V@iM?Ov5sVm?s22+D`TD=oROdb54?o7zC0;vT`mwSNuzrI5bqm|d
z1jBX7s~^uuzUc<PoEA_6vXIj<YVw2l6&&L)vdW*Hz-03v$sdKoM`5=C=vQ1$>wz~R
zNE{xg;{SxL<G{oE03MwmFnDW7nWryXS`_eHEY}M?E6818A3Nsn0@8Zq&cSugJHXpw
zR(5G0o>56tpDl-;-(Q;!_WsDHP25~yRlaTxvocurW2mCdA_sVu@F|(JgfWG4yWXm_
z#L|YX3H10NRImlGXKThg#BL`oN2`!c;$A=_?vc6<;!6W-bTAE-4iXU@t`v}G&Li6-
zmqvueNhhI8)p7ISJtbXCIg!jU4y*4^!{gYdvkIGi7KpEh@EV|fHAYc5d#8e@_)4^F
zjPc?sQII)Z4fph_&)Lq8G^|{$JM6L{v<xQph@0=hej{Qh;%EEx;FK8E@yck8I$X;M
zZ+gvp^Ue?t5IL?mH9V$#`c@?>$EG-}Q1HnBd=2y3cq(n`i!H)BG6Z7uv@v}8i7)C%
zj*TQcqo{5Wd2XSRo)X75KY%QB_Q3DR6NL+v^apwK!*DEKPCXprMn7gsJ$S6H%)``2
zxah+|k?tSz*a#`C0Z<p{?`GRXAQMoAfD)ib;+W)LkMuA@i$<5Av3iwiR~&jI=-lz{
z?`l;_-f-QN;)LK$m}T9V;;0?*=eX$Ts<-c+Za8S@T8PHzcp<j0D?&hh8q}Ox=v&#l
zUgCex%H4fF<2G4UAt>H_StBy9m1k8UA4~?X?MPwMwK7GEmJmKu<@6E=jBe#iF0Ywp
z?2M;O$}hV?@k^YweYW@SQ7-OIy~Ywvs^c2*0sEzefOpASdcnvnb^nX>x(qxn2pLZ7
zDtIm)JTlHR`H0~JZz=+Bb*qMV_;4225?E&-qOF4eZdVw^LndXtE4Iygo=X?JE*C^v
z7%s`wBC`%>FX(&GL2YA4hBMYqi1m76$5p`YBomjTw}dxzSV|mDEeLvqDX+fOb!!OD
zcJr1j9OzcZc~AXn8*~UOvSF?&L`J=cg;TEf&q*G=afb^?V64G6c{;lr_5uIU;#x9p
zoEtg$mEY~{Ce>YV<v=JW+bBN7VH78`KJ`dc0E@d&4yt<WV|t<dG3av-hzda6jfiHO
zrNAKZU+D6)02Ljg8P2$*k#YAh&dB5`IX&W&!4+_Adtb!bsDTp$B$GzyK;?dvJ<hfX
zSu0^RRR{Zt25?p(`b3JZdS8q)j>$?rbl)$#jiXV^ThptYAHWxSW_eS8XvKbGDGqy<
zlwJ!G6ooH;;M<@J2jB5DP4Jzl9x-orR5jo^kku=`X9`YB0IqR-n^=RQi5Y$bJr*ZZ
zxuNrN72<y$^HmL`Qlk3JPZDt(&6X*<)aARE_~?n6PWa3mab<tnjwAc{J`3UN<}|Q)
z8jC5%;*UVm>(02SWulvLTO&Rsjm@!_O0V!#bs%T4{+NIj#Wu&FP8!gc4<PHsUNTXj
zNiAstX)ocPWvFwlUjrZAkO6###V!NlMb*L{KC49;tr6c?knPX{+qGi){Tf0`kl|H7
zIjn4RP51R_SKlO^BL1JH6C28OYks(V5u?lJBAzw+94Bt{LT?tTJQG6D;&e!GmRG3&
zRzd7z%rS|%Hx)f`FUiSD!!CP+x2^}YtxPe~#V%VZkF`DzZhkhERt8VFtK9mCmYJGS
z<N+*u=XRY}>BQUFFihFf6J@01-+iajUA2hmN66lN@7<*?jmJMZ?7(ZVwO9`GXh(AM
zv@*Cu?O-MX?+z&Sq>@%=fm5$j-@AA5A=tM_XQ008A!Fs81ZRWV*<s7FYi+*iE@{{<
zTetOlrTO{l(bec_$4>*k&G@GT89KV{RXenARXEo9p*!8S{`>H$C(j9ux@M<x-<8b9
z%@0*~Vn8&P7vhQXUkS@wV6#l6^UR+got&{d6b(Eagr%J4C(6gk1)rcV)IGIC+Jw4s
zgm}bmvYUDQuoUI7wpfDwIV0DR+IHxBXnfIK_<?CJzxddQJgW6%qOt~OdA~(kF9u8=
z-{nERAAUSkXj5D7yK)AxF?%{rQVZlEcKr}T#4%o!sa|8Td3?q8QRVWvHCNeM0mT}Z
z<jnKV0Lk9zn-jQE%*-yV)8ZNi&RRI{we~YJuh{Cs_u|V#s!Iz8uOs^6rIHAYeu?lp
z)X$m-9bP%-r!ow2&kFU0v)ea0v>--@ofU&#i7iCUe?GTeq!A=2Zy5)C+Qi@NQm2%W
z=esTcdzYX@5?Hs_*NC>tGU{+eEN80J$%!?C#Dw!Ze<R+rDQ$vNH!9jk#2F^;uT?<b
z>CdmaiPHx^s>%kTZMs=rYXevoR8E$jx{t7}wJz6qw5>y{>IM?M3bygZ=xf9_tW0;#
za-z|jyKzJ`TGZP0nUJe_$G!LL;kUCyLH~8%e*sWS0|XQR000O8GJfG&{5L2EZV><g
z!Vv%f2><{9FfU^-FfTAKFin<MR1=BA#b+{*i4YhR!Jv|f1w}!Lic&L45CvTeyB6#l
zkyS)pQJN$nB#xqML9ieqXe=~QL;*#mOb`_d5JeEFQDBLP5LyZ$<iFqBcka38+;e^}
z_u)QV5|{)600jU56QE)u0MPzR7zqGo{%6M`7lZWwfDizzOaKUoHA0tOnoJn>bat=;
z7Qd#ziBB!IMqHVlc!GB)rEtY+%iRtE0e_GR<L!fQ4U>M2^k6397ulS^vtS}A$v?!G
zv;>(1ESi17hca$7RxIs+VmK+Ivcm&h`DpF?BlNMVEG4}B_Na$jfHTwTJAB=6ft@(Q
z1xCe!186VLZFHNSabca;G@ublMCs=~N6OEi{Buwd9?NNjiwSAt2fg9~87hlMwaM6)
zxWpyl&2UrCYdGzGEx8m^%$Sn`r~A$A!5?rB$H5A8aw)+(EQNI9gW}h41wHr)9ECC!
z_GuBN<I@0tlu{06k0X@dh+i*sxFx!#8!poG`YGgN_ZA@`vzW!hdN&}AC6{%=@EPRs
z!5*j$x|JD$QYtY=tAI9)LSoC$4&$Ry%>3OM7jT#BZ(+ZytdN)VW7Rszu6t;2;lnS8
zx)~AH)fwG^)ZB9-zzm(<r56JLnLh-Tt`+#KN4Hq;RC+XG<xn^<J#xKH!Fydpr~E|5
zf|!kq?3LBM&`txCwpX+u4!AtRO-GI&MdHWdlS1hRr_Mh^18B;kUs1qhi^7%re!)Iz
zNHRLiaT6v6{%8jSc6j6{MvmIb1&dWh3*|=d#)<z90g6YM6$9b-XOJ)Il-!#W;^VWs
z^~}IfCHDX<>@6Qs3jq#GD==b!ztaWUm?$@20CYf$zl{99l>|EhbL3OahzyHqJ2i+^
zw3!WH`=6c{UY~7$=$c`bPkQjxOQMArbN757pf~SWw)eGddhwj_m6bj9J*zMJ|GqWq
zy>*-{bJA7lDXXjgL_+`UefNtCYe2x4=DD&@KzUT^Yi|tzDeBu79Uq1P&SuB$vi~TJ
zTy)!vMmp)hrOen=22SG5m|ii10{W<o##=?J;TS6`7Dq-@LN^+r8dSW0uou5cqX9{9
zg%U4=E+A1$)zF)z7772tIy3fZExy;ly-QlG<&0SN#@SNe<so6q(DTEJgrk^as7RWJ
z^frRdapg>-m_auYVL%L%W;fOb8$A?wn-Tg6-Mj~T923hlTnD}yXE3|rr~42kz4s1V
z;es43V7i}~V0l0okhKTx3^z>?GO|XA<uVcDlDGDZ#1+dJ!HWw91i*=y@YjfIpt)^U
zEHHL%m8p!bh;moBVL-80{ww%oxJ0u47QB6cdm)CCRSh+3B<otiGit>?m<&IH1Cg+1
z9YQ9NS6u?|b5ad3fakV!K`sLEn}uTtP)koC8M~9sIQ0;y0j*l_n~;P{G*=_>MjU*F
z3@+6}L<j6CGeX-;QSIh8^!w(Qk<CL=S03+0o;l<*H?!gwm%D{d4gD5~<+D%2HF|L`
zIQwf1M{j%q@%R^IHb;s6G#g<$jODf=>bLeSC@m8a_JcD0sDf=bYih|+g_j~$kwu!e
zdlfon-Xx=&=p{8v2P6;J;uubiIraV>Q6j1ZmeY5b9ON^BPcVr4{*wA#|7!0aM_i~x
zl{Y`aZA!=vrM-m%E|{`a9*AcZbe>F>y@JaTOPE~p`4n1ZAF^-D2Er>29UhhuR|P}?
zMpVEadR}H99#S;TSppImA}Tba<gl!$Y|4k3hx6ZKKmbbpCILUpS3~Q)+u_n^w5k?<
z8k;zUOg;LdY?^8@#w*gRB)`1nb#&ep$s(ZmZ{*2`C#bek1^LmPEoqI~E=k+aP5zEN
zDovS9Kdlk>W0bukz>m}`Xy*<1{fF`>zLhV82hDOel}<2p(^YN=X++ioN7&GmHJaUt
z<2=~__z8Z8QIy<=`Gw~4R<_koxQ+UmrFg`a=aiWrJ3PnfZ~3VB%XQa0Oj!q#?+GSr
zk$5HafR+E1MZn~;JL_NEpo)(p$NMB~jnv3eTtR_mk@PAkK8tw%f_0za7z)8kREuj9
z*|g3+gmM?Ajx7xPo_E0MLkMb;ha4<`i?_aYfuxx*ILrn0TaiAmLgd78#9ISiAfs9X
zmi_AoToN27mN8<*#W?rV5eBUru9h*bdT~nd=J{K;Q}FGY#g0h`sU2nyNQ@Kq-dgny
zF*)kDpZ5=JEue;dgnr=ZLn*O|O9r?*f|ypxY!W10j%-5}r3IymVeUg!g@E{N5GrYv
z*a2)7?Gse5v-B}Jeh^7+hi5|M(v6pGB4qZQja45>&*7I9h-X?XGuPe7iGY$JCZ*R$
zgtSz^?C0Jz6Ru4bQ{Ip7JQTYG7^{PV_agbpMZ;&EUMbcOD-HmP^f-l^fD}<2%XBAg
z<O6J4C?*d#fE;`GIq=_Q&~UG;CN{C7>mx(@psNueESI5^q48>a>h#(3&|`H$zn1Zs
zHS3dY{GCWlcbz5!R=<O8{-{6+778T7<wjuphq415UdlJ+J)3k|yAsZfzEIT$^WccU
zHQjxTNRkg$<^4P$nxl;QsYx8$dIw7LX8hR;YlGpl-tN7}<c&OL3Oao|Us`DIoT0xl
z{;3xVl@2ZZU5I!t2moFSo-7BF9PLYT*=yX}UzD2;mg<eKuG2F2a^13a_sn(?l`W1<
zoibo-8)-P`GU#<YoSaMMp1CJC?p&~u<|3}8NOKO(&WHyxfL!3k{`!&3x|poI`cR`<
zc%!=DB!PWStJwn)?*8as^Qu=D#9cf0c>j#2skLj{qsP<o_N**FKXvPxhPTh}ce%v%
z?92*1ko_WbXKU*weeE9?Vmm|Dg=eiV&Z#NnZ@Q_A7*EU0dBUtqy%*EvN{J4Pd{~Y=
ztC#Y_moDiSj?2^bT2yQ@)c^P}`$$LS9<FPW-G=0*2>xPS-J1Gb&-C@1n#*GK>Y=&z
zmrn<+J!s1~?r_9zV+QJIu|@eY`Llocjv4t$lmbgXDloLAo*O(b`+07|rhd_qp{IsF
zC4t<fm6RrBhmHHkT`Tni?)InO4<)5}xBq#a_GTn$FzIJX#^bv&l6&USOZ!`f`|@_h
zo(h^ptDe~)wz*-!-{W=r)H}bUJ2L&M=Le=vxpe1uu%>h*&NDoAt-(lMi1M}s{X7tx
zx+rX6fXh0Ub<&W*ZIKIjjuR()g`d6^R()1%6SgAUv0<Xu{F&Ja*P4wFLt8iH?hPFs
zPuCc%<~si#zvg|z==5xiC=?eRbR6ioR^oZtzw(pE!rCVp?o&;+(d&@P6?^KA?69}#
zTNIdDcOXUgVeN>)7}ZvGIB3s5F6$l~u4i!$`DaK2ZksB<u4GP9nAk4>9^M&Dn(&H*
z_RoUOSZ@3{#WmS6=%l}c{V5vFDa^rl(xZU*N4MwJs*~m!I!>E;N47*<pSieh|1QtH
z2Mx;d9?ZD0m2Dld`q+c@m7$7@J}cs>j`2YgU2W6Px=!LAk@>H9TxsECGAC%aV%gng
z+sx8}|LGuoJgEH=f5o`rOX%92-5U;NB}dG0L7b*MEeoK^&YXUw+UpzOnm?6$=G(Iq
zgwI{`rU_TyrB8muh@fKYhQ2?VmDG9nFMFVW`IT4N{a(1q{h&1tZ~dFV3NzXX#te@$
zx5fV!SXf7@*6NA5YnwjrUTq;<o4gBR|91)Lj+b6S6J52EdGDc=)tU+3zz-Z7kh#1Y
z6*9jGd5c7h5xQ>!axh0oY(*}=rf;N^aKhDrt-5J(FCq)+6^8Be1EAEa3z!~boQytL
z&}PaDIPR?gsdBpb2vWQ>R(H~Z{K9&asVH=uV%HDYHh``xy4}*BSPD<I#UX88+TTJt
zycpl`cGch%6z~AaTmJ<mU6`_&lTl;0FoH|>70F|!xfjnI1&Idedas0TfRC5>XvCW<
zQB~lKcFy8Bq8ZZg<m_vcwZEWnx(lsPs4BIc$fO7XS_>!$jrpf0A*XKLc38y8N#7Z4
z^hh3%_`mx0*Gr^~r-csWD@o*(HfVmWR-zHg?NCY`i0{+LWICz%zFP8S0W#<$X^#`f
zJ(_Dx0L<-^K0yR4--dZQCYINN3O6b_%ngstOMAekI4c#a(e%LIzp}3P?9Vk@D{Yk_
z&v8?;WfjtBjYA(K6|`_qP5KTUcnc?0@p;x5?Y0h|@eOvLG|Dh)xN?{q+6Lmw*CLxW
zQoS@K%FmLiBh;Uu3N;d<#wW8ys`Im+ts27d^Mo{O`cFxbr`!~})l)Gl)rV_VU2of1
zTl8-gG38Jc5b#aHu`i(>9kH&Y2$<h+sth}JcaWEONEL}pf2mg_j9<gtA7kz%YeaG^
zGG>sm0H&&+KTbjZ2+L|Flbi4-25#S!yqK^btA-?{@HDi=3ssrXgTJFd0!rb_xATF{
zLCF+MWjE6Ws=*~eS<L0#7vAQaeQ9~_aZ|a_et79+xOIQ84W^Zka6CH%L?FANPSG#H
zT4hsM0T7zz%WAtcn$F7alf~2TM~?GOM9U{zQe%lb{8tQ5meQAH<%}s_!*gyrATRzv
z#u5;<7mM<CrxkxS+|UU!@|A-8Ja%G8iAR0rsZ|l_cESY{qNX>ZScnLA26@u5S;)Ej
zy%O;=fM99Ap}jMnXn8U==RTX3$>&wq!j!^#XuVbu>_EcH;3y&IvD2X;hL>4OWY7Ev
zmZH1fe33wP-2folTJakJ+E}Yj4B)9AZWF4uKXjw}k$)~e{iNr1=)4c<nOTR_Qd7EE
zD1{&GLrPTOU+C--B*6re-bRWCWd%ZMSJ5lPQglZry|_|ObjhZMjp2+I#A=knCVm%&
zExHRI|AF6-!8U^+|0lPjZ)O9ut4|{D<vwkIs#P<EVX#2%r@r<SWNbTP>*xRA_et93
zXZT_m0XVgBV(t$}l)Jmxz+njF8w!*#HV!}Q17}nrW9vkWG?eZC6fU@njNgn?tux>s
zN)Uj;Q#IQ={~!&ihj9CI`^i-PkvP?x9;j7y0{j9QT5))ksI}Xc{rS=Ju8pkHS9p09
zl$?OMZ_r9Ae?x~`5b@?%sYM&an@1blz7Lh_EEy%^DFzv4(_fK=EQ^JYL2t&Snf=z&
z4ALxtJj=Vv&iS)idN>oMn2;TX3OMj|Z2p@`)X}b&TGPH|fG>Z^p--NTbZw58vfP+9
zs7M;*c1xroNr)MrEX07n8xYmSm9$P)cC8MmM$V+xPo*g>QPoBe=VOXIq^};L2n-<l
z8;uII254k3|Jz%05yO^7VU;(dA=#@f$8+ZTo{grD{h^s=DMXUP`k{4G8y$wlVm2Y8
z?<mceY)=!ZUcN?vgiBhPl?gi8Y?lt^DBdRtrC)Vmzrp+TEQB;5;Vw*yQ_RxGS&c~p
zN5tX+<Y+toA`&={_=`T*f`D~qnil@<WhL)doVrp94bv&qDPxMKZdLZE%8s9}=>_}e
zAiiob+n`9nn42YFWzn%WNO3fA2-r6We0{E$x{bs44<k|2QPsVlczGiP5@)Ni%2a~K
z`3!>;P&^2wcj7l%@iZCi8DaDQY-1QrsUJA`&+s?BMi(tlx{X4kdSQt%st&s<@Qg2u
zvRVycI!S6Csx3lzY}N2MBL%BEPl#Ovz#y*!692^0M?gSFIEi@8dT95%728T6?uhIT
zi|8U4F0A4K)HwkS32Ex)je(s4#+bKN2s)hxNQJ8C2Xq<Ftp~zd@s`eNR@hEdTiE>*
zd<>U2!NLgQ%`n$hfQ07Il~$PI$E{w-8f|InfKP_9IYSY)L2Aj;iJRo+F3BSjq){h%
z^RGzdLnf>A3GJY24FU+^XwmMvW4Gq^OS_lJ2Z>yaQkh<ds_Nydzt+#!zGnYd{AP45
zO0>7)Co%{kYKYKGS8UaY=dc{<{KQ$Ju)AzMBkayfGJd09GH@3i>!*Kq6%l%3XA3a~
zdwIsJ*umUl`NaBvP)h>@6aWAK2mmsE;aYQKoOk{u003bo000R9001yAV=pi-GcPbr
zmw7alkN3x)XP)61+su%dWEdr;5>ph7ZAL`<6e(>+DD9IaOO_d9%bu1G5<>{t3YCZ%
zOQB*UYnCA~_9fYwZ@>S3f82BLIrpD?&+FdzJr@B!1OWgA000tj&;S73zle_nfZ~5f
zEYVrx{9nQs0I)~^0{leKqiUqY99gSG9Z*oS*JD~7g6|^^`eS7Z=#<mdWfYD<kApg@
z{q(L+3d06cxTi{OYUWA-k<HjnvnW+mN!z`{pe1k+umxVex$61u+24rn$^43#@zKe~
z>HF#-{-0fkLMK<tZ(p^%RM3CY)u-066#w<1@}}OGmxV(^r}bYwYU!OGo!2!AX9TG#
z_s^mHza?hxz%S+bPTcPMoiX{ev^3X$1o>atN`A6;=gAKj@k^z<bWHtETyI;ks_^-n
zRX^42-G{IL)m#6?Tg!9QMtQ^4`7+3A6P+SYAu7YiommcAI87IVjb3<MGciQJnUd>#
zUE8K?GL#jHM@9eM9VfB<4T~POZDBI<c}eE8OQj=EbSD0|Y4$jGf4rVJn(?9QZE<E_
zLjSKG$0e_JTkAL1_i0wT7e9;wu&^Skb}Puj7g8vfwdA$6<rTABY+fj}QPWCk-4_z2
zoN{*NT?p@bh+~q^LXn~P4aqJ?RTOZ+5p^NYq_(laDzu!;*ypmmCr|S)URz}C%X;0s
z=a}TIte6!}Hw;C{)RzO;B$OIbBnt3yMz8KAkrOUJH6K1eFV4d?YQawB=)+#%<y!dD
zW4OAPUn|bTeD)>%_)Ev`299n1OYcA+eBssZlsmn=;H82R4^rVhf;hW!cg9c%dQlFw
z<Bw^!3BVbe*d@s;f}EDP(~a!F5!iQ>@H7w@hIknu48HW0j(l#&`EH1EF#&u{3{LHT
zPh_*EJ+T7SxfxIF_~@Nu*7yzsL`#_aHitOp?MV-Bn$wqW(YPgS%LA2d?7+{Su}9Z9
zCtK4_(@(vtQ?-UAUOP0j@wTg?_!9t=rD=$xt(Vq7ht_f@xJ8l&(Z7sPk~X;b8BSlv
z=c!DQ(XnfW?u#7muRCEg%;x?WYKjC2S2K44FKp*<CIyg2${|VcAq-l>fNiq)`(2pg
za8?+M_)0kIs`CCBbDM_%DquF9$l4Tww)3S73SlWj+=msj)N88PTB!$Dyjy%|S}nk0
z7pskmJ{u2Pq>OHOw65x2#?$PST#Y1i;-UOD$XLnfJzmDE!q3Wwu6K_#t&CNE%NE1?
zZGApvOQvHVk5TgtQC-9!yF3_7X0=by-Ci`K8RLC-th-prqm-f8VE@=;e8+-Fbu-3<
zw(QC=V!)s3z{D<%I3rI^M~nUqxOz==0ge)j#>?*rz$g8rHiLZMMznj5tfbj%NJTWY
zFh_Z(^$xy`GR7mf7!eSbuh{Cl6r+d9#MXJd^x!7$IN{Dl!i3<zO;|(W*m?>Vep8<z
z&T4VR*LY0-Mre-QasP-$>VXc|;jg@02-zm0wDM$4rS(M;W30DmBx=oZZHM$$40HTT
zsD`Fb?3##*clrWhTiX`{j#&Mo(7#_(AEnSDpcy%jH$TORO-#Z%TQ!_ciqF2s^$a*Z
z<7I@6B?}?(?VaF^`h6B%>>^nfHucE74x7|}P(dcM0E3LSy`A9qB=Ta0Hn21Oj=2#w
zd`;}>_HQ52O#NH#$(SHgZ2fyx`4-mKH;pwFsz{{E?se0%_EBp8Pq)T>fa@VbWov#`
z!w|4Ono4&-)l|96Tx3Coh|s`b7HJRT)vl(o-QRVS@zvf9)1PWCzsPkwYft|>CemH1
zvCfa8@yy2-*2;$;E?sPKl{=E7x%V0tsc<U+kpXhS_n=bnMKC9ezB9n?*{DtBQAM5k
zDqDl<+y43~A4S(q4HlA{FrJhBxbNg;)1TGLg(AhbQpY|-Ee5Z93QSz~3JJTBPs1=`
z_Cg{~?0y~Lu-Yl9$ExP*uk~At4CWi=oP0=rJ$l=s4PLxj`*7!`UPeS2B4}hs45tKP
zbFxHmj!~kg+|;dG{)J(1WwCNtR}`==$}kDOm;5E8v^b_8y%zYV+DFeSBejKSDSM#x
zy2P2P;9~6A!HB@!>6;pV=u}IjsRu>~wq1~W9+2a3Lo%}J!+X-&Z*%Lm?(4U8$%(U{
z?m3R7>fEf}r|enj=^6C`KasH7EjouevKl=pY|cz^-{5gl|9OU|z?Bir32i{m(O5Nu
zM=Iow&KfssyUPrQTo^TceC1NA`UjN%z|q%^1-W}29+XbmuXKeLGeRAEfBO%$d`l&s
z`?a$4$Fg~9%74-=W?g6DsQ-lLdeW8Ig%?Yv3zKD2>r-wi_hTlftM*lUFW`2JXpmWC
ztH0Zl*c;$>qVC)?W@d|f#mKl2-*ezMSP74Vj}m<kt;x2<g$C{#r!j73d8AtU{@D8D
zg-}o<>n`xgGU>QVkI8x{)LNG0*X9|2Nq8}orT;eZSyXa!-ucW0*Bn1&o<dT@7uQVg
z_QLSP79MXL??@U&INz!tbt?1PWmlHA%Pwm1%8ZuEOnsN#_yA9Ju{u03O~utOwcv&6
zqe0Q0gr**JW7+O>58IjAg__hhM0cndXkmOHW}o!wfDnKF4nGOY3Rzo;Or&mA1NfVH
zk0?Ww<(}r-7Uz|eWOk5@HR@cug#Wcf-8!iM!tHK*-fUO(+(yC|yZakAMrhwSc~*Yj
zx#66mPHT1u5R#`(Zr$OcquaXG<gT-Kap;qwx}Jm;QPuA5rSaUFDVLb}nyuQSsfvGP
z`-ImXZ_<x)ebL@*;j4KrI7-Q)I5d|cWV>8Jn&qC%d^xM2938f`x1+76?_kU09WfGB
z?i-){qn1#3Zs$$Egx3qsal-%VMa~spWm6(Przk9w$z^->PMa)u`|1CilPU76#)fJ+
z`@7qoyhtV*45Y_xt>fwYZ2pL8J0SLEdvTWRUfYf>6-aa4l&-HUM{IR;=V$Na?XZ7$
zR7V5V;%1}#Ff)Dot+_~T4IK4L?dhd262ZqH(}YXkChlx|)g_GQMEndq;ILGAbb~@b
zhvbph7mYTamP{J8TitqHXc&9DPKNf2sYDy4JuR2mDeIS(`l(OHfXZ!;QM=Sp9BT1l
zEnvU?LZzt0?6#14@xqs=yguZ(Ftg>K(wTN(_N9w;s@`1MV5_MVY-|3^o8@YLD>$E~
z*k0>=TJrY0xWMxPwzaa3f!dQ=CY_oqPG8R1J*zm{A$i`?SGzZSUu$-9?W)5oi7}^_
zT+;#Q<YjuO)e}au>7V@rTaWM9G=B2V5642kvUTlYd;ifQ<J}_%Ka6~K;qMQ`oZEI`
z#Mnl4{J-*9(13EkPSeoR`Sj**Ik{bC<0q^?A?=Uvq}Y9_bZR~4c&EOhcBkEprNh-3
ztt-u^ZHf$9cNugj-M@Td?Am?<xSc<Nkw$!2T9`WV#D00tlS<FF=*ej_3?k%`y!w+(
z`gvD`Q9S_edq{D*#^2!NWibJowgITsuC=9ZZQfduc>Y_|>6H_l^I^Np6XPtd?svR%
z!?;sjDcCO|uf*vIqVnqr)){7Y^hfR90>JKg$1-7~)nAt7$x8pc=z_&7@85bykC(;1
zHQYH9Rl6WOk+-k1+L5zC%tG^2r=6kEOn+>fU5Vn`lQCPf`jFDscBd=wuSRXHkW~$T
zezfV}aF#(D^6h_*8Z3Qv+$_$&ah+MzGTAGVEUS83_=_1Xz@7zimFiHha$Za^LRU80
z$0(T2bt*2qh1_qqvpgU2iDuE$@-(B5uv=2QKdmF9L+9nDo~XQ`HZ!Bn?58E9f1Iq3
zr5&+-(-ySt#zmtIZDC!K7AfXU12Uz+1;ipe!@A^OzhUNdhuHZ0K@az{zf-Rpzizx{
z8G8O>Veq9@x%{A={rh~<&s*yB6AHD)^<tH*q(>eJF>|u24{WI`@q)<4gGcC&rxV`{
zWx8$>#ho6%^=+U-Dot<T3nOt8BI1W;qJ%I%&ARR)6Y`*artPk2>UG}ptxWIbIbRE1
z<v$XL@S%fKRkl@rg=!OFYPGTFIuaI*`PUjG-8Z;M+}uC<ua|jOpZ%$Y+o!dLQbyZG
z2WHMt-DXaGOf&BMcP$zR?0g5DqH<+xC!KRnp@QVF3;MB!&9p-CJ?X(co~G^j+n}B-
z%~8YZlHszZwC(;^pY*S$Z)O`0NFBf1gWIC~J#buNr{pflgHf92!hVExJ!q+EGG|k=
zF5l02WEB<m(@fGJh`=L+QLWNPP2`wP>Olk)Pb9)r-d)2>GdD`(%qD=P9M&g1VT(0k
z>G(A4gO{(*!4l`u@-2qAfrFUvj%ELPH1eY8gh>yz=|0@*C{08E2B}$?Ko;36)r`Y$
zlJ}qXAPFk?#FOyDY|4*RwDOP|n|cQ?53|Wc!nb+w^+~iHgo-tMPYi$$pO%)-o&p3}
z1?g_^0WHGgNqR&8eG_tD#m4u4bcOitS-gA#%>IM#7D4Zg=znztp4`K8@2ZE`^lo-a
zi2g_T!8w+Jb+KhDj6B+_f|P_=_u#|Q4bzm=G{8d45D0|IuEN06b&G_<!D7cWT;UFX
z7_27~oD|}Vb0OXW<wXU0OClt@*$tIa%w|3<5tFpRW2*z3B~a0we8Hg%vOz6nw+GyF
zdku%HHMBa6XJSCPW7$tZ(mKl#ufBa9E*%9}80mD0q<dXt=1NSJR2_Tl9``mh@dkZd
ziTQBn=2fvX3)C&jXl(yIO8LS|<b@3z5$6{s@yMHQYLxMD3MB`4<ELV<<(E!aJ9W=V
zl#wWOpW0jQreb!*UGY4$q&$|8#RgT8k-fas(-JCjIVT3k=mviy%r#tMnT3!uZC&yf
z4DYc@5~bC%)jeQP1A~2PL^@RgIV~gXd#NN-RLFi2y8^vl%3#Rgz8VQmgO@ny>*lO-
z9vRyqb~CWW;Ju#*BW6FJ>UX9aTpbe(-@;FChDSxNJ+O53HLb_f;Ewr+<Rczf{&K^W
z2DVe5s&+f|Jy6J_Ts9)f%VN@lo6D}jCUAIhYSACUk&z0sv@-UK8`AQLoRZ7%v3W9c
zd>uK7#?>JuYb0{nbdi2|W&&Gd1&tN?6_SO1z+^$;%1+!+WYs981B2W@3AiN96NJ4y
z(rgOwk)8I<^u(2YR8QvSzCLD?q)Op}>A^HVRb;tWA+Z5X>fA|^kAgRn$GpJle-QgH
zd@_phJM<M^+MHQ1E8yE<q;Jk*2t~&@Xz8<tbka{AT}wStN*~oLam){|+$lPE#_Gc^
zq#qvn!W8_2$CbB(Iq*OyrOS};o&oDqB3nU$SP0&eUVM`pHVY8f4|>ALLb&2s6CEd7
z$!n)JB7%lUyZ~|I|I`gs{0VNyrlv#`dIxW-8l<w7x(I)J_}G~E?cQ`ju=yu+NWZo5
zJ<cG+ibanTWJ6)rSAiE?%fSRCXe=Lstd3jrM>srQ3eR**LeufE2aUM;q%gq~elS5M
zen8aZLbZ{vWe#o;FfTV&o)fmCB?b0Q2UKVmeQwkPIO|+C*Byn$#pbgog^-%nG#eu!
zob}y3M<N~lW3T>oj_z`d(5h57CuKFxwR$a*^@2n0_t|a2AodaTW`Ly+5TTYp|G<_p
z628n~Z<Z#l<UCv+rE}XH4Vj2SXv<513IopRjrpd_(n$`$<1B~-geL_HSyX#s-!^r#
z3QvWJ2#yQ~rkrpV9bWJbos}&U*o<kp03((}3db$*gGHQ|MuPoo-g}lEu<q8^D628o
zIH?b`VBi&7++a*5Iyw>=N$v-!Rz?QVzj(6Qs<HJh;sBG3YD|sU3{1{o>q1K#R`c1v
z{b+MqnD~OkTap)G3E>?*%}U7Zm+9i^Dx2kEw2vaGacyfWPjJa#03CJ?{-CPf%L6t^
z|3?P)NL9C-g3pX`U`RD0C~<J9{n1zi71%4W;*!w40AQ_y6vF4w(xvR7`>>g~jPx<D
z*gC|4d_0i61|i3}pLg=TC4Wh;iy2vck4e)^4oaD-?4iDv7I)_Cr_@h1yPbhizXC|{
zcQ3h_{`BAvJE$OI19(?GrcI4dSsPXbAC7te@*^=+K?FK2WK@00?gUH}Lwq)jEmgr<
ziABm^e+q|+si|TDJvj?MHZ8`CQ27FoItBt)+L@LKKe~&+ult&=eQooVM%^N3tpGeu
z&J|MsBR$loSL}R9G<Y8FlXCi;Z7_|Qt0&ZDL*aW<qWwgp+y-V{2diI^@N`|&NqzWY
z^@<TgDWIwjQoBW}>!OlGO)Z@o_orX4lq#z%-cgyG>wH$EF&#)snM)_r8gv<yZ#9F4
z*kmZIsYy;8`-*){$pcFeu|<Yh@<i>X<9hAgI&48Vl_kB7OhbpEyyN-g#Ys#omn{Lq
zl9Hp;{zt`d*o2K67~shrUR^tAxTrSw?+J#wnjDtpu^ejE1z7ohYKQmVM>0t6O=mOq
z78OVg>Dy5L?e4iE)6RMggF92tsLb7DVC6(%YX}B$*<M%+1vWva4M<a*!Zo&uihAr^
zX&F@8#qLu@aoJ3(NoxW;Do6*Jtx(!P!GW#^Y{E%H{(|VQ#@|E!ikD~bf5Cx&TL0A_
zIL7EoI5yz)QvX)7DVuZEEzaFgxDud?x5+DHGi#mCrgo?Tds^9LXaxGmVT`LP2AL!h
zAuxgNlz_S6y}OzTS>tr>I%aO1N!GHtHTrVrIVPZ+2lkViN3Iw&AG)b3!{iCT9e-bt
zQSUo4bmFsG(aif_!Qc3~J#4zhERDs0t$HACi$a|TUq)()?nU|Dcgn*V>twr!Ibnj*
zUPk*exfv4CLm3N3FT)H`k={uYPHt**&CFrO_o+g5xzpi=Z8px-)=u#H`Cu|>9U168
zDPzNhu=j%}&~9oWe|R39V9(>L1`*kZed<)?F3q-zX}N~3swqYtka-AvxR@n>nEz%J
z1TIyl)m-Htfphh}j7VbwHAEj{7mUJLjTG2H*YEcFCXdYIE=k5Dy%ef`E_wOs;vdnl
z{#N4m@`JLy7ehh2dw!Lo6oejV0`3FR1CN6TPL}UHIAhw8bgQU{)wqaTExCACYUq?>
z2@2D*t>JMiqSc3L|GREMG{a6&{Y6>*m1ZorfpugLIxx7~s>o^=K`~Y;3-OgU>5^Gx
zr)#x!5iS?AURu6Vncr@DRt5dv-Wz3CSC?J$cb0E+=Dqfr&>0RZFds=P!J3bW0`l36
z(Ff0LQq~7gpi7@$(bNt%-W(QSf?8O*q?mmP<AFVnROx)#sTt#SIMmJH(e%tKx<;{t
z5IF~)p{n#Y9);TqWLo~!JKvT2^rYiW4O^m77;A`<%ZUllGhGVrl^%|H74@E|u-!rs
zm#hAZV{ovPcp_ad`(VHgXy=1y-(xOa7GvSoF2?2UAJxW;#O?dLHWqble3w4qFUw9T
z+}R!U_Pfg4JTTf^)2BJYU%@X-T+C+MaQKDBUfHrv{mr2liYk&w?z=`JMP1q@{}qY7
zaL9>0=7Mt}r+;l;)mVxv*wmPLZ6R;l<3Wp=I&sVHqFXYbC^}r}NPJj*dr%1LQ#E>K
z_Zgj+-=YuxnSP$o#&UZb6aS@mTscSSPh`r>HTTGG8E@wm??&!&&R$i>4a{X(q;2ps
zh{+UM>i)P(h;1{*@5w%DsFD+Wy?5#P;=2Z<5n>}NhZQ`zK{;6eb<XaEZvR5^^w{KA
zf!ycXyN2&NKRVgOt2nl3j!XDgg<qOW!!(~w4>a4X{w>XG?$8w?{$r{VfSZ%fburMj
zvUbt>xK+FcnjteVO_q_N3)8pneIx&BTHJ&=p!uR|uKo5QJI3y}a@!u*Nalf!W>~o%
z(J%c2^0wiRQ&#J@IA`78haLaroHD=6?6HzQR<AIZ{2}gWoa&mKB!DJ;$#dOvN$FOR
zTj#wmS^4j`dDIGRmkQRpb}YKK#ap}Fco|EFhH3t8tM+rINtSMU2eOqu=N)oB#Y#T(
zH&5e<)y5IpZT3aioY?am<9ErMFD!?BG%9a2tW+ygd(liRKOz$n-MamVn0=X;Bd^ru
zC*JX&`*Ep8Q|rh(%E{G+#m^_Is_o_m$DUuXC{=sss=556Lf~9(FqnM4>DJY^y482@
zUQl-ZCV9ZJx|mgwMD(B7b3N2141+om<Qb@0_)uplaqz~F`{V|<f-T>E_GmZYA3VR3
zUK$j)I`TZ#y+*$Qa@;;^!FigLp}l|qV+~uar~y0m_npb13*BDtW8&L&FMaxXdt=Z@
z{$k1Lb;&bJJKoPfx%At1IdC}9S0qaNd@Fyl<!ei7my)a0dG0Rm_#C+_ZCHCvbHg+s
zU})b!55%=>EYgd9R^)cCakAVEU!>&rkB#F^t@kCbR!hn*pOOBz8D-}S<BE9xTushK
zr`a`)rFDiz|1Z&yOSJtz^25FFe)@NzE8n$z<sRm4rPaSXkaHk>Og5$TP3PZk#`QMb
zGs(B~?Zx*h-|oEPrgZkgT>sIE!JR(Vb1A;g+d4G^&UNc=V4c(!KA}AtJ%1?ED%5``
zjy=7t7(MWITksK;imh#dsa{W}&i$N7yT!9DmCh~Q(#Kd&Q~bDn`A5-AlSpOms7cV@
zEj>b+(hPZbu{G|}eg|vYaDw_Na^a){RKm(<Y@C%m!)re{bK}lJXn}dcmb!4|2&9JI
z>^A%6fZ4S){mLb3Q-v`WebAeDXDlw#Df}%_BLNJm&N|?o@SM19<nkjq0hUH5;ZTT>
zgC&Wk8<=v416C-6NEER274pN$XX&Yu(;e@J<zJUTEShpFpnhM5AI`WIr1bF|wNw`C
z@#=SUV!sZdL+-BhM|j54)?kxSf)_YAU_#@gk<38sSOU9`h(XM*i<<BZo(F~VRiUkD
zq-yqiIwml!kwn)ZUsTl+4C_&t%**jpz;s&;k2;>c$;$&iyp`{^R?tV)74gz5*g+GB
zYT{Que(~WNm@^FmTlw&}VQv?E6sJn;^IhX{yV&+Q>m%@k{4bK!0sPGoX2D^Czu?RY
zop61m(ijyVz^(3?!_mAiqO-Od(r6kbhGECoH3f!P{{ZlCE%aqh<?QVhBQr6yc>{OB
z=<E)WL@S;ce2|07W-~8MD~jI5zz>|kKzYM>^k!^VE?aH7FP5g_<o9eo395EvrW%bA
zt|{O?9h(Qu?oI#kD74zm#FiS;^)S){rhL5m9~|;=3&y|SkZvv?!enU((ZIBb+eIcQ
zTc|$3;<4AKc3#2@mL$z^++SsEp)oEFXLYy;KBYp)@Wxu*>ste<^8&^d=AvQUMkC67
zn$`#Q2|wD8MNoE)_pOut@q~)|42Y*=asrqUeV7NCc&K(fI~5&L1s(8%A;fz7Og5wc
z0sR%7o}{KGOBq-`a48f|be};75j+HE5C?k4DK3h@Y%5FGGN9W03ww=SGZCa}?*D_=
zPvxZk#T!*k(d!h$zXIPq0^u_iI><2sal6w9tRy!EaH{|e`q18pB|M>CMzXMvH|0)2
z-h;t)NrU1k!lLNWsZoj-qCUHiSJ6j(lgdsNdXr)e_e?VrU`PjpSQOEIi?1J^=27N&
z%@bf%7Sub!s#RHC`v`X$cRVs86bA6^RabM{|3H)sj2>ozFuCR@&YHxCXBt|?uh5pr
zDF2%P@mT&QRDzdaHB<EHw!rLi<q4rDjkv%{CgWnY%nd1{>nznvanoLZrobt#{^nKe
z<p<2&S$7=jyLr`*CUdp5hFG#$5V%8(<rKGFY%EUHoJ2m0SOBa3u><9vX>Ye-z9kcu
zH<R#lzyb!v^kiHRG2;#6vwjN3=(IP42V(LA2_CS)Xr*Y#9j+2WL5+~*v@z=0xj`5?
z!4B+K<=<yynGlIPObqBhtia9lEDY6z8<&B(`4TcHs7CCi_{MJh`m+6C<}Yz^g;9O+
zkbC&mmw>Ewks0MGfZOeZTs?J<z+eM8?0#X2!S(q(HoIILrS?>#4b<zm_bOv+Xs_zj
zvVj9!sFmzeBXY}SgW9ySaMdZ8NyL#?WN2-y!o>|!CQ&kj&s_2H5o>EF#<&io;#q;P
z6qY*#aPPs<<0AHh{mx7-qZvk|qs2!-^15cYXKaiPEo=~S_)!*AFhreMP?0xa5MQZC
zdtxMe;7^XGgvZ|eFDi3edOd+N^Hj?2ztre%j5v30e|FdHBmR&XNflS^IW2us43P-e
zcmZCA@bq;BXAg$#8NcCmCLxdge53y=bE=$dQ1cg@G$g(e^AX|cip%;T<A9v@^vG%W
z`|jAAZD7Bu+;(u-Qa5;DMS2hFa5s<jepJDeLc0sEu&jSc@5d#2V^4NdQ{!3v`X?^K
z#tx}8q{|XIY_Sq3g)$q#o+)M+JT}DBT%m)r^oL1?XRDajM<B{1k2}apIm~@&LbPfJ
z&qyV$gKAT}Mtha<czAyYl*Hgnxux`)FwNTiOt2<URWECLo^ve<uIUTlwo^G$mYrUd
zf0(E7fE@H$HuIa9`P1d|bXYW+652|=H^oetKjZ5`sM)VDKgOk`aP`(a3Y|nnk`6zp
z$vZLP6g<jJEpAFwX?h2byqU^}s(+!S>Da+O>W>0icMc=~kTxp7(EzIowrP$%_YV-e
zE-G{LhJoqIH+wu|NgU!ZOE6ETuW*>PDq6vnY^xSnLRuBeH<?zSV<o~qzge7lj;c3Y
zqcVO0@xC$GL{KXMpdoumtyivMGwKUo{>&^SI$qjHiS;HVt+FE{;E4FPj1d{hyD5Qe
zN;wobR0E|h_^W3c#v<2EuKYaObEp`tP&=O@GU0)=^RT%RA<zTsq?rC%q{b&(DJ(x;
zz#AyBkSvdByjS8)yg3{+fM4y`A<Po8^#m69#R<|^k?6p1uY`AO&14HL7!Di4VBNRX
z!k_&}%3U!gSiY4C3Oi1Hy%Q5Y^WO+n6bJtlVIF^idnZ}`iEBzIPcK?$sEVG8NW2h@
zh(%OwGy=?3A3zxY94bBXC^E=^gu7};ngy%qaCi0wg4rZNGK?aA6E>Mq^m+xc8ddq8
z*f4Uutt{dh9wUc;A(kvPzp)KWjSt9!oS#r)1I!U_Dta%^AozZia9b5UdKUCOkTrz7
zMyWrI?_eXo;<e0>>di&h1W8i@0vtWJ&Mkmco{RA0TT1FS9))4@sLPan9kwdcTD!8Q
z2z<Xn^FM-^Cbn9vs`Q)+whfEwsWK9_u5;jT=~ARcF^wqRC5sp0raLC}NgQz%u&Cl9
z#F=D1(4YkOv9LzK-W$=Az(XOF44b8MInSS}PTRnuaLMJW{oaDbIWWYVQOcOz;0N?*
zdH}G+>La8*wvdcX5(+k@l%iu5SoCgcQ5`$;K5Myw+ehtJj5C-7Jn6z7mV=%k!jLHL
zSJUsLgtPVF#8Oim`*{2@%q~oLNb$b|q|6=$O9N>uaF_8SD|{F3uxAI`VGLq6sgC0Z
zKbY`+MT#k_GI7l&d!{jutImkh23U;WphC;MC}W0B`UTcVV!7pPKpOd!EI2RtJo@=A
zMV2k2AY)9pFhO{zLHS{XHJW8YS~SkH`Bm{Q!Ez_*SSmX3&HR@pFD~u}uTVnkrwC|e
zIY>#`1@L-7-8w|Ayvk8<6Je6c+>A1e+8FX24qt2<_9Pj}3vw_-hShOXi65+ED69Zv
zoyHRt1AX8FVu&_RV9`?82R;^U{X<~z;oqh>!8#TE0h_%?ikk@0bKe7|vnTqPE`KQA
zLARuz-u9e6^t+3<8^1JFfJT-<U<F&uo6diO_J1u3CF7)1e;e|@Blxy3lxlLYn2fu`
zC#p@rlzC{=LxsXWtX+0+D^}`M89MqIvCmvDfh}Q$U-f0VK+uQbXY;|DLNs%gUI^Nh
zpn+eaJT$5pNbg6>_sEEsp^^CDZ8W%y9h}<4OJ(>X!w>hMgNkz4Nddqg0&|dU7RxU5
zp%M6K=4Y@QuC<wjwv@n#TPhvo3lz#Ea|&Y3fmp%YVa}3CtZzL1)8EaDhLra(Ou{^k
z`o(gPB+<V8rkcCsk-prNW8Sdub|q<_D|qwh_1KGJ^xf!v6aO}9t+EU)zZXQ_dDIT-
z;=&|X;tV~oNtL^mQTdBVgb9H&N|+{6&P)jmx<R$i{aK!b({H9_VA5<bNZ?nugMfn9
zBwB9#LjeTRQVGK#c)0(MPmNBS)Z&qULP3ug-MI6761qG>WpKDXJT8+7<YExxCcvk4
zVAtCu*f?h;m<D&9q!h?~KnLaM$Qvz!R7Wp969y|@+d)blWTIE%M+h_$pz6_H=Xt3o
z1P2Ivf!pJX%r0ZQCU%|!44bHM3s311{*KYJmMw#A>R(M^C!cyPQ+|LCU9m3q%SGs{
z`(WrSniDy8CZ5AqmqO7zDB}o_4kMyq-YX&C(oJnP!N%vn4;Fc}*+h`LDVQ7R3y1Ng
z!kHaXde13zZ6lK60{F0<&AkijE(z{PGj=h&0n%f*D2LC!Bx+xZ%%2iB_kkNXEb6p+
z&=?|-zago?fxmLRJLrgmi9LR95DtrP-_<g=G`#ufy?B_Xj0J{Re>+z_vD2H7<&cAt
zmP8xNL4{P~0n~|&zQlNV#9okkWJf@_9CA_H|Hyun4vOK*DK>S6*m6Tuo0#PX=xRC|
zj3NtO2L77`V9&I@>H}|Bs-4O`3pZ5Qm%U@tX$Ie~{-APRK{yf2_oj6l5e`pNIU?xn
zA(q<dL*ir91?96h;OEA|jJzqP@CcpK$x4$~22c|M>J_>#Uiyj_iq^{dJ_1#uBbfjT
zHX^-+k@;*&sAM7!VpXk`chumq>X@7}?wH%{)NQ0ZL)2x5H*D)!MRm?3odF$rjFt?y
z7ZPYM90i5>Q0-bwG!>zD4s;sZ{IdcnB{N&`A`gw&?B!$+3qcwpD#dP;okEm%nPCzZ
zyxs6fd*XMo@H8^FSu}BHif)?^FRq3_h$k>_ycfK&8tjix5<(95VbBy_E&Idt+_Oac
zA5cpJ1QY-O00;mwe&JdVd((;yNdN#jN&o-}0000mFJmt-FETGMOnP}Vl<yn&j0cZ(
zo(Z9tB}*hlmck5XN>OAfq*BIGD2cMKGX_a2p^}tIl8`3U7g=UdQI=82ZmijjeHmun
ze((Fw`^SCGea>~xbzSGaKA+Eh-HQPH5gY~+fx%#cFvC+YnEb!l6Ezqt?B7uTq_s`^
zpF!{n%yA(ALsLBolBzQncFxI8-)SjHy<@Bub+ExcGgZo)`=1s33hWx}HY_MCu|D?L
z@1=X{*=KjyoU<Qm%1fvTe2R=o2(CS3^LQ#O>?tuKr|Re6z~4Q4R&gp@CSSm+a2rSz
z{RsQ=vO}ZBNfp7yJp;2*-CLJ<m-Vy${M8qgib<$}DXWEe2K^^q(>wd%zjL}JUzGCg
z-xXyGYvt$h8Xk2xB)t;W&l{GpyF@*d8Mdqa?G24`U0r*k%`a=LSB#%HUE%5GSq*_#
zH)1N*XZy4U9Cn>XHc2T|DZFYojmQb<a8T9kI%K$F&9eT|UeNkC;`k+V8}&7AUt~pF
z=tKC<%<r3j=aNW*V#8Z)_V$OUQw&?`iDyP@-uJq6;=VMQIOsmQQt_j$5q(XFmazv$
zx<tL@#GSlkZ+G0TNuKwXDivmA{^IZ~({tdA(6J#ozyI2gKcno^jc14??I}=KKKoe1
z`gN*}bzi}cP`II>JUpIezprmpB`adHF})?bqNU<LbLphMWasentrPtYR|NB$k?pjE
z?9ID2oV_ApsAE}F&y$PK0`1MWUjKYsV}l=!c&L(fF!e_gY@V=U2{Gk=Bn@%ycwIW5
zG?m&~@V80%;O!?V`F62(dAhqy93Kz4OS6&5oDg*x(YC~PP#R`YS3*Jx@cGfpYLgKF
zlSBA&4d0;7SB{$?#_2;RPBQFqoL7uKN__>EiPPRCY(0Z;ZsXgd<!{$PW|upuz%^(y
z3w&G+rWjF<<%0DJ=t?y9-U1;%n6vL7dqI7L<hjH?$RSkg+1|wGQ5X0x8F{wa<LH?I
zlp>r5Rsffu@P73XlUAY!D7XY-Y!L#6j$5@Kts6$Q3#iL%q8OVJdie|3Efm(tYdIqM
zL>Oa?vRNZKPRv3Cv)y<xx5AQxi>PvPIs;Acg$q!{8}u~J4<Tb2#*ot8ClnA+10306
zc7LIoOKduR1{f<Jj{1Q<{glvlV#E9pqJ@KNIBrBZ!@+K|````Y%Yh*bfo1aHKU6H9
z4ZsSB4E{ox@X^9Vpdc4VJ`=P*oE>WWI3!E|cqPG$i}BMkVbI2@w?3nt621W{JRv@!
zxEj1rjn;e>%8D2R_R0s-&Y?o~EyHS0LWyI{(})xO#M4{*Z)ifdoFi!G2AHp@<8$!X
zMeH>_ui<5^8{W?#!f&*EkdDxVW6;PJVS^E7wd*3WqXF&~X#_LjFkv^Yg5@E$#i4$s
z&rPwIbrFna1pUw5vqSxpJXmSyrSt`aNsgfW7wUr^ErpQe>g|sPLAF))Bk*01a9&sB
zCFsD7E?7cHH(UlVwL9BK3wD7lZ1G<E!mvv-U?ddPPbFw03r%3!g;79l8~AIhi+O@4
zGRx@Zy>|g?D;T50M8Q;EH>GZ)Cc6``e>My3%SOkZj&4ChIdyZiQ>R_GgE`*?=r6$T
zis)7wV}{h2i2*s|)*jKeS+c(`NR`u0<f+jD!0I=ouff_k;Yfe*kN^*%(n9Dgq5d-E
z^$@E?*}-7TAfVKPA}pyD0VMDx06l?cR{*rV$rn2)zu=f_S-B-*21tg?8WCx+OI$do
z)s*In5d4T(w?mqd$3h7CB7}KtUIgV{2svQ;Q8wU)?flbv7oE0@xKJ;q`UuqUU>lAh
z9QE_wuV;$5e#faN0H(88^UuY49Ajws2*g9h5o<wSe{>_*SF|KAB8P@~xZav4rIp79
z`dwh(jbItzk`Hg#JV4t&0-bf(KA|lCQ1YxVd57*B#@!|IJvP<So4k+!4*mqD(MVAf
z@`bc?CcK==lg5_zQm}7b-k>LFC@*z6ZTGsJ=>D3LHxtYQimXc1axile*U(TGCux!b
z`YFPkuTcbsn5R?hA$j-NQRd>2^bV>@X3RC))U!}j9*!NlgKoLWBoEF~kmvl766Zo-
zPeV9*6zt}~3*cVCYY+FKy2ALF9*QADmn?dP{)wvplQ#o<PKlZ1GHSsSPeA4qO4b^Y
zy+{G8O;`o6<UiK|MblMX+vLB1jv9J-P5PZt!V`O^+8MIX<u-%>k;DnshCB!mLM4p+
z7p{5|K8#OCQ`H{zQPMyH1`>9{uZuEPeZ2U`ecFV)BP*xay`;~A&|(jTFGL?@J{C5t
zE){mhd10)cwB00`1R*hT=T}e$!&z0hgnoW!J#f8z7lmkDW@q7IoUlZYov5irnGNw5
zC*h<J(sN;zHwdKMj1ZLY7QQ<Q)c4iHBZZs)03p9oTYG>7<hQ@nFKnjuFo5dDz(bOc
zKxcB`(08;-7~7`j#*(yzKqqKwB`D;~qg-x@0FPdP;+1G!FZfjZNqz{{1ASo|^EwqB
zktj~Aq`FGWS0G}_@)}B4VC$gR075u^eJ$lK2ytMCCLvJ{d4hR*HY*e?3q7?;6X}B&
zzkpGW{+?mzO+3O)K=JWLG#BJ7!`Be$x>vFXrJm3V>by@DUQGrMxYhi(@g92wkB#C7
z2Y`m%eA8ft8vkvmZEt9@npSf6!>tfxK01WSi-&?fib=1}F%C{<S=e0Us6qp$#oJ6o
z#+W-`GLCrlNLDW-(76F8{H4M^fa>!Uo^bxJ6;mgAzKF!qIzqkyC1Kh18X@R|^?P3<
zZ=@|jQ|(ql&HQ+<pD^qpcmDx+eg+Vj62)vy<85P@M(Uj~!Zb7X38=#Ro_kB!ItFBp
zGXa?-ZM1wp|NR^zn&<Bt#`r=VdJJ2FFb1Rza{4c7A^4MJn)My%d5+_tB&uscZ8T(J
z%&F%~cK~b|NW`fu2%MT@Qe6)HWplvoWT<eOX2iG{N|)uBLDeKE0+xj5K*C#R8wvjF
zuvT`IgapAjISLd!jvc|CCfxFJ3bjR2Myy*@T~1<1tNiivB<&&Q;vXn&PTMv+l%qZl
z7;w+Ovz=Nxb=Hh>Gmu;<-Ze!Cp!{kF%;y+S`MB5KfXfo&SqDG~p+jM?xL{k}d_n#Z
zCVB54suyI1o=9^byaprx!rcUC>Qlg%BgX6D;j|Bs#8=?z7ad@w4ak}XlJYS#95{kc
zUT@+OXDEnhTGlFA%ao%u)k+e{V=_y;Zu`l1z(*t_zKzy~a!7g!r3kEnH+Yx0=7JY#
z;6E%yHJP%Hpe&hEknelY#Xw}Z3%&*jLYqpY!Vp#_UVcJ!8AeAG&PKy%0>ODeq`*Dd
z8Ss<f%UBSzd))#p!dIvVny0jqHprw})Ax_5iG|=+IdyA|c5;)%cBS_<QCaAaZtAQF
z=asy+seAxN;!hxbD(>lZXvQK2PS{`?PghIECxg2>GpYMCP?}-du=QiEeiry0$On8z
z90=YHvE9OXSx9zm-w8>kOQlx<>RZvlZ$Y0WqTM_jhr^dOz5<7F$uY&Oe&WQIX|tpR
z4A0_6?tn6XQYo_RZAuz?S<T%<q}B(|+1VPY9YuoGmr>IpvGJ#XuxJlp!l(I}s_U4n
z2i2Zi4`qx-!D!;?tyGgWeo=cXoU+U`J8dSryWyIy?VMEbMCzoUwZac^h<qD7#gBol
z(DpQ1GU#hq!iIDNjEpyMp8XxkSwY}6#%5_xsA$b5a2PczBk%*qG3FtnE=Kp2&QlmO
z@HxCiDP0n}5akEsu@^vf4#lp9YQrVnl#^J$07WSr)E0@sv+h*}EHMe^at49=GK`%=
zkS0KrK-;!4Z5v<Pw#{kVwr$(CZDZP=wrv|bu@Q^oU#B|cp$=6Qk&&72?bgC{L2$H=
z{+xna+6fYrPb7vrtR1M~vOBDTwJSjm8l$uHyNtln5hZH(FKz{o#_$VGo$yTld2(21
zQLccI$tZQb*To~o_S~pv(q{p0<i(UD-zYR$y|9;hV~c)9Ha1G_EBc37DBn;bjfMAI
z3-trhri+6Ua{$9YChq(5#%??4>i`{Qx-W0j2D*(all9E{8r~yVZ_~)-OP@WBygVgB
zW4hODm!P@Ssdh`F<)Dh5q@Ncf0~?x>6|c@GN{%Ro+$|@S+3#!6+UXr<s6YE-4qP|p
zPr$wu{Ia=7B4T7dU<~VU%ZCL9#WReYE3!dv7NCB`mjfR9m$Di;AG2MBGGvDg6L-?e
z@b`v(V@f@$h!E6A7Y{V&I>elD+Y@w1d^fa8RGU4}VA*QwU?9ou-wn2uRkmO$Ni{_X
zi?@%axP`%g1!}ev-g<R`oXC&esGCx|u90_)UAOnW(NCPVg;3bBkbCa1_UP~qjJV_z
z1a_?$R=;0sj+4dCTCnpD(3jclz>FCvEmjbHy1Bp4gP)SiZ+N9=8M4<SBbeiIT@1F2
z4?>68$Vis>!u)o7wJEs6(Iuk~lUH@Kt$1=%IYfQxb=q9yPgLWlJ{`9kM=^`Iexj4*
z6TmeRUKk*oUTNM$9zm8b{o|8?6n8uQwLg81vQorb285}+dfYVV#?W`vdyAYJ`}gf(
z-fIJ;6?;7HzRD=n%`5mOP7u@j6nWm}jDpIK@*IUn+U`|M)_s2<BbnkruK8H3ygnv$
z&JM5MMPC$~1Yxm{=VRnyw^8E_Wpo_6gT<434`J2we*rd3M<U51ej+vLYiL#3aGVi!
zwprbrZsXpk^9VNVYG;?rXAs5fJZvs8K4HWXgYE1nYr1OGm%%*(^{62x+Jbx(r<EUl
zcjoRb>=<?AFRaWP-V!m-&vLG;g7|42cq>?WPulyMTdTxN)%-rYyU#<o{`vNFb0|KY
z=I<S!^uaB|Ds(MALVHJ6c>Ixn(f{1!E5d2n{W4lj8IL=U!Hp(3uRX`>)|sY>h3i=4
zx38GQdT`m}P!hQXSh}>F-@IlGR0NK@$q&Jlv=IzHzVX3jt;8PTJpb+-I(q4}A3UjZ
z<UY`05W^<N;mfXL<hnonC`_BAqOT)-9GuKx51PMODtxgD$-|`WGv<5rh){QG`WW@A
z5hJQ=Ar1W5KH91}hF6(_<c+RF`Qh9lHoGtBdKrKue>Jh7X;0$Rt65?9N~-E;;Zi2s
z_OyQ-eamOa<hSz;2u12?Z{+^sX%^9DseOEjQMz8JHatvFT-5Hy{43iiJLZ$N^3EA#
z6%aJ4>T^_Z<YJI{a&50oBNf=!UB3R~?+4qltkUaSve8Axl8en-{N*;55pq#0e`@$w
zm&_<cM>cCB-zJjGDbM>d@=7yhRgM}@nY`()GH+JsB=3{O-P$!!cB?O!Li5mW#_a0K
zJlQ}iPJ5W2>)FLFOcW?_Qojr$9LjE+=Qj^TY7u|j=Uk#UIm?>b9o%X|^lu+Lmxpns
z1}&C9$7S3j)b~ZbW1~!0#f2ps_}nbuUc#T^1Y}e<F&%cP3zx448DF>~jp-MXyy+)C
z^nOaB9x<j(+&MqRq37B3mP-sfUB?Lqd4G3I!?^K}K+j-%OeP;&Vv5<Wfo4j6|5E#;
zy!$NnozO-7W9u|aKOI>neO*MJ-Ll2YgksiG$@lcp`N`gR%2VEuL*Z3kuy8h4qZ^i#
zeSo<1=Ud^`Uax92-`$XO&zDytrF7GV*LOcuk6*i5LiSzn@jl%=XAyGpx7M2YDWh!O
zmvn!7&w&QNmeH{)y*4=@v;#m~;=xkHu>3Kln;1Fx=K?+|b&Q_8kJ{U19Dni2Q)Urf
z35vnj@{;53Ui9&87SantQP5OuBewC2Y0}!p>oRd;#M9Zd+jI-{xIkNDtJ&z0u3{YC
ziR=M8%c1h7W)Y`iU-Tysf8O0*<X~9c?_q!^=wMAS0)XoE<AwKY&euNL%<Xi2=p8+d
z;vxo_c4+_gF8Bj~A`GmL1FxdD4xMglc0<>@j^wHT_^&0!BEIy&bthxrfPT}TmmV^n
zrPY|<sL^~sM!_|v5tnY9*9!toilVyl45c(J$9)lL^1*DEGORe2+2I|i`!aY09?6ZH
zh{66JIgq!p9_bjzuf8iy(BsREy~nG<>%4s*CS{ssI_$Z}J`;*0lIY`GC%g~8X6(m(
zu9WU4DGo*@<kyC+u3F2Iv=9q3>tdRh_&={WX<vNqx6J%*hE{ecUOZ0eH}kme+#~CD
z=du&D_HP<Te%4pk+kFtY`OX_W{G=EwT9<Y{n&yZ?_;)HVJ11k!$1l;ldS32@LUglc
zn>x~$Bx~@igfH4`&r~Y5+pT8XU8LOvtM#SDC{TT9H>BTLj=q<17!+HBP9$u$fp21T
zP4Dxj<f`~yQ0$MXJ`96!j<D1k7RNfrf7iD~Gcx$x*Ltq1p6LlK3kdwGR12e>QJQoR
zjeq{G+)Cv8SDC}eJxMTsf^yrp+CJNFP(F(D7V}&)_^BsW!es^Kj0zv)D>Wmfc+Mf@
z<q{OULRwI>N2Uq3A?Sfr|LQgRGUs>$d$tJvM+l+FM3D9;30VYF-91qN&%|xK2uniK
z{7lZmdtcQCJ5b^~rbJO^P-NgHy-naCA<>={9(5)HEFa@`c-<C^P0sm-HaApDJ;6bu
zK2J{I0q=Tx<9hF^svT|DbJbb<G!Fg)+Z!(roS-7uLH{s)!>a?VsWs6_)`8Sn`<8=y
zE?M0#IThnB_sLk8UZvnm1-bv0I1k@_?vpV%HCY>wg6q{7uQso>165blA8^H0cE$EE
zBh%N2DxcG*i$@`nX_PCRd0Zes5>UBj4qsog%zuncuBmsBnwK@142RoxBz{7-*p7J0
z!p4&IhAKR+1Z0I_@Uw}X!ZOLYt9ULLaNx3F!2C`{E)f#FJeje=7X&805$#4q+os!U
zLm0nWJEQx8?d&bH5968QkXr3CQi^&mFjUNouGn%AVLMntUEPk0@Y<w1%+6vDGwEbO
zogwMdw_3T89}z*SQNRAm^;mhLi`QgLSaW08zMd#G@3c^om!kLSE4@xpC(wLu8?HT}
z{_y<m^OWmbDlPW>s{IbkJ$dw%$qZ>p@b|nwT4<Jw*R>X-lpqKp$42B;Qk;IYtPlE5
zi7e}dlgnVU_W1YLUg5i5?0E|)b!=vd(!0_}$@7oi?8PjFjRun|`}^TPVqt1e)AmEt
ze5^{KkK^ORZP^~jG2U@rCQifSG{I%l?JfBB_hjhNy_tXQu#;g|;=Qu-U)Ff_!C~LQ
zzD7Ma8qS+(h3;!g<r11-`l(JA#ft|}0Vc&pm-o3!-90`^vt!)Kb#fX@x=6@j*sx2(
z*J$TFmV&Kl?UyDN`|f-bjm{I40?EZ*2gPMsGJaA|!_!IE@G#sX&dW0?aFE7Y$_T^i
z>n>>5E}qA@MsTylUE1Sr-XDj4B|^?muZ!K7U2-C=l4-wx_hJrvA1>+C@jgv8ZvBxy
z0oS`MBTTbCd#+F`yE>06YTq#2i^3-D@(;Fc@bVr2?fwes)Z7yCGkV@QW7f0%Wmlt4
zB5CzcxV>r0{D4sLd2kg`UG;O={~79Jx^zJhqk16}>X7LGz>^<Y7|9Oayf3Pd8w`p#
zsa`keST>VOJ5A~_Sp3`zGU?8N*6NDu+u|u;(A@=|j;!rs|Cb`q#TaLYdR+c7=&nYC
z#p?L0{<HTji!7aD-g-62A2`8%L#0Z^b6!kD(b(6y2l3`Qd>2iCQ0rKo1jdxt{&Bll
zzd*LC=dLjZpYYn*y%cKT6@vQrefN3+u9$9WLxAm%mXEV^=4Nt^CE;D)hA2MLxfxUB
z+^KSd3BX$^lWKVEn$8a%1Y0`jVkVzc%<G)@Y1e5CR)ZjI=Gx;qkaMU9fef(a8~l3<
z0rTqffjj*(s_{`>%uu>7^qnSt1y`AQRzgYd8z?)HX5WQMj5R@1x%pB5c^bjAVXA^;
zSjb=Q2`IR<SQf5n-81~Dl1hB!Or_`%IJDY@Ap;60MHj=@Hknbl=JU~!BF=l3((a=g
zR6{B9Q_ejx)d}fFtP5^J3wer*>Z6T^q%=6Ct|$v1*MrJ>Ry-dp&9WD}fy;HR)v-T=
z`21SVy?f8;x#>}($T?BKMM8`Y-Ok(r0o?(wdov`{U63&njP9c%MY%to&(%3aa4Ad*
zR+0JQ{;>iA$O)F`*Hh&_%ESaf-hMvmw+L?)(!#c<%c{hN!UDqu-%)vpWxMq~3oeE{
zon>cebe0+afzhSnU>9kS0iGEAn<2$}8F*Z85k1HaF?*T0TL`El(t)79>mPoy3(s05
zDy#+)OoPly*Vk<)`uK38MI`*k_JXMqO_D)g$1khkTgYAkLJTAtX!ucI>s(`J6j?nK
z8G^5RZi@Os#;w<Grnxw%CO4p{Jk<3XhQh<42g4zKPk!n9ia@vVH+k2$J37)d;eJq4
zQcuRU-@9Uz9+M{MW8WxrFPQW^!kmn<2`Tzp!NGO`ZrADhBtk8q^&gY|mU96niBpQC
zIihqQpn0R=-#o35mC=OZHd~gQ4aWD?^Zs4zDi(Hiw^`LNB2qNwq@TUHl#JP7gmvC$
zRf_gN;=|NHAN(>d1}_MuovE{AbD<}_2i<q_@akqK;*fn;GhJqlsLvSlpjsk<06x8#
ziRKE`{_q!r(q`?e<vD;FFLg~sMXh=^c}D7bS*|xNi0>8|T<P6`sl@WGNl)x3(&z-2
zOf4ErqaFG<qiKvTC>z~;<nP|yBPx+?)+>gAaeIRS?fgfmKEn|BW+gITld~x!{@T8k
zP_!U^Sc+Xj53%y+UnRBy{5TWaY?^i3X+vW3)Qrg>mSs63=P2Kv)Z2{}8`a_GD=RHV
zAs9po$m128*es&C%~s)UGL*CRaKnnfv|)S{Q%os)4o+fvX1U5#(A2|^MYb{40p|>!
zf4YRuUyNvf9`lqrKZ|)RPk_Da+5RrBI77RRq$la&LHF7R%dCU{RlLysoK)-*&fQ!5
zp<i%>=iJHG`GH9<4r<xZ)NOx+x-D4biMiv3PLMpl(P>ev1WMcnj=uv2h;S!>t`>p9
zd}9F+<Qt@S>*@m3^A}dyiH+(8gW~NeC4cYiPn3Mkgh0N;JCA_Cyzjd1%&ApDt={jt
zWqZOR2B3`yMJs3(btlNf?$Mt5Zrorq7+JHuK_y4qy^5Hiun|m=vFk3!nOE5F(I&(>
z;t3p#yb)JEA%_nCQOB7PCPvM<eV&u93}4-t5qRK{^{O)mpS3chc~hvI5=$i=4)?_%
ze5#zWc~HvF!!*ZzMc{G*0aW5t+6=q*jhiZQ1+_f%&y;G`AC~SA{HhjUyo6lNL+S>k
zyLv@CGUJaqyvL-`cO=|p2cdfhDLCv!3M17m7Td&Q`DPnBpC&2(uG6_M+lefn@)y96
z%)fDmcBu^P+=+br2V~YJt{^&+1TANQnB@u{Rs;k)KVm?!fq*|##G9jozArO!LFFL5
zTeA|ei$|rH#-V`IwAdCV^!(+GKL~$CTwYeWYl??S`@tM(H{%Kr_SGCoG9eAVp=b7;
zWxDp7`T?rG>L+5FL1o-)qxSjx3#20p8A?i;0&J0jAWbm{;lrcI?7o@Yl#<<fa-aF6
z{;r$J&%Oa_ZX0s4`%zJ8P@?axLJ=z2=)*I{=F3`y1)cu=m0viltxJmE66Nc&#bhHx
z76MRAA$-fGvj!^4MlgZ{p2CTH__))5r70301pUQj8Ax|s%PEgLZ-%*tveM2L@c_ql
z$jTzFpp*0&q#zmN>kUrkhpcA%RIB(-w`z}&vMYd+UT88Xy1i~q{2baK+Ua02fhm<A
z0e$8zvOszVITHvO`k}f{M_-iYa9`G63ohmcXvwW}1-gd~p{py&zaJiVYTH2^&B5}|
z^815vT|J>jN-0=m(hm?V#*S2=7)~#^Me-`BxECNTGsT)G)xj^CJP+Q`L!0>kBGf|=
zn=KG|eCy<$TIc*`z5R`3joCaAmWq7vL|GSe8oe`Atb0ZvidYhcP@fbRJK0^}%bOm+
zv1t1pd){7jfk@4X%BW}#b)Q9lSM>ugF%?s|)bPpfwCaLfm-e)zpfI(w76`L#laJy=
z7UGc5*FZF&fvxCGaP&*03i8*>&?Tlmig{j?8}K^EqTA4M0an763PkoB!@D7&d!l%X
zX`#6T%J@5vOEpQ*!k=H6>V)y2pE%jOuC-K4>@lX(m>^%f_J9_PhF}np=N<R8(aBmU
z&~v{=DDT6Z5=+@0LIwWPiX0DU1uk_pukF{w_XJ59vmQ1I)ZqivK&X;%DTpC_>t!PY
zB4hzh>zm`>eWnNT=yBYUJQ?8WFlKOj=m$KmXK?9{^U$!o4a<~ezn!l(tz4wZN`&W2
zf%leCYgVRd{TZ&}%l0`m9{G(2bNz*F2l@2+0aj3PGK&Xn@ph0>M_HfmRy?WXa8O;}
zMT1GFyV44orx1c?uyZk%l#Jv{E&xg7%af{bMX3$pTQ%0dH@Y-|zu{k>ML*yN<Snt-
z!2qX_^{tan0*mzA3{NS9q;IYZ0YI?g5?eF~JRQ-m7^I{eA?fbFN=^_>QFkL^`i~y@
zChR&qRvUyW9?MV7KAxdW<S|G>f1f%7eutm|Df5ZMYh0({QihgFE!Kh!$e53%O7z4u
zviq`UnW(wGj8I>-*tD$au&G?ZMAc4Y3zfq?aHqHtYkrkCitge1*b5=+6XB2Qa|!)j
zSHz(07lgMthSDhroSpM6<Z<j$Tx(nJ0S4?gk+Tda51-|0P>(o=w|hXNV#!Es<Kfz8
zM9<Wvp1y~d?}ihdnp>j|zM;FbpqA;1DC++vq79oXioq_--%dea$VJpQrb#n*KVw?o
zSEqywGFcPgWDp+zYp`kGiXN8SE1_cVzZLeWGv{e0tFJCzUXQO}gEdcPvENp<8HTfI
zI1F7R+O@wl;B8hPIc|Lu`cQ67do6<bDU)B8eg(FoH)Z$3<^g6BH-ZdjS=^%$JOm55
zyV$wjfeov%rAhm5Q1W0++tsFgq4ZSGCwWkFk!g6(v%@(^wn#WIew>f`I3liahPiTE
zZA;A~)!wP#>42vKj!79R&@Tf4_fv)KZk(h%`GbwX`^0*|o|`Ud!5KU5D**KlC5TvX
znmxF9Xs&InJ6k)yruFp+e3)T&fSZH=nd<KXn?N|Ujyw9+mWo`_%{)i6!un{`tHJwc
zK2UANj-AK!YM^T72f;2Do^uz1**43l=e6@-s5O9VAr%`IYP3v1T?bbHU%$5$X*&S6
zaL$x|HFz+Mkz5g<8^K<MueT`D5_f%wU__Wxey-I_&En4Ih06U3W#6P*P>f*n^};}V
z&}uF#uoXt*pZxvOvUnRknKycNLoygk8#60lv1lqgWWcWc$->bDep#0g`i7N?v;^mp
zT@`jYgm~@rDKXbo%pZEv6Dqa~lCSy>7nbP3rV(Q`BvEaFV?{=G3T4PM;)+6ebwjWQ
z4pbcnd~+QHTge*15H*pkj!0q>ksl1T`_*o;0;OOoR?)N^^eqhZlydQbL9M<%nI8)m
zk$*6sZwg!wr6D%xwo;P3B!dbSdIAsVnZO}~!@U<*7so_u0?{fF;2GUCJ#QBO*&E2d
zIFRjaR2=2Ky}cUbSz!RVD@juhb^{_8hP+pN;p;C3+;wxWLFvWj#`qH<B7vCo>b*0=
zKYXgzq1+s1EQ@Jg2rPcirprCH0Gx`%1DrJYLJC6|q+_awXNKccZGZWR)sBNhW6g^-
z$^l|spdpG@0W8AZO}n(Bln_)T8`Uz|bQ4%+xoaav6sF<ZKuGO*$7VkA3t~Pb%B|TH
z5{dkjxk%1Z9D?I5As#{C?#g~htCGMKWsI#L_X<Eyb6p_wkh>>r&5F_R6Lb9*N}QK`
zw}CChfQeE8lns)gyyv_@bzEkCs$Fb9tT%DxxfmVkh+!8_**>6$_>Wa$w_0FCHu@1k
z)|F@nZbYu}KuQKW^J~aE?eq0lG^}(%eu7u(>IW%!H<1TaUObCdlE44^jG&mU`2d5Z
z@dT#}<z>Y7`&GWGQg(Ge{JJ|Y<ITm3{PqI2qDeWnR|JeGu?Z59$yOMOM|jxs&rQiD
z#r3e!V=xJ=L*TR~At}Ny18k<;qz3c82kp2Zj#h4TO~eg;&{=j`3J2Y;wlJ2mC?p8a
zJr;L~MjK_F8`>$Qsa*stV`)xgG1z0>hWR}Gi6%ItnSo!i{eKt-5#T!hd;=B1i*iLI
zm?;CjO}*C&4>E}F>a#dIi-Pn4<bv=)$e}EfL4kQcKP5Q;f72yRBw1t(G?R6MZi%?r
zIFqjeN)eUJxMw0{*~JMFXA-V~9igo*RjefHfaTi-T;WSL9C~4E`|-6ENpZaO0)k2^
z{XIF_zbZqa{-ka}{OO^83ADK|LsIW+x@lEpc=dPbNdB8QR}v#YBrXk|^FkG<+V)3c
z&yb;60Tpr=0c}{V-lqIe207Lid1jSq(5~zdW4;e!qq6pwrNDqpD_{Eo{CfZ;<^hk6
zCPVyI1-V9?VIQ|Vg19VYyivbw?mfrE6z<}(@Rv~k#`S3mEa=bs(9LQc%7CQdVF^d~
zyU;MV+yqd`uS?IrQbHFszh>XaFE;@~Ya{%O;`WDl8iG@&gz`+~1S{isPBl$X+Pne>
zFu7<G)7Ye1SH&@e&YK14c85&YtMX_hK+X2ym08NGQlNLvx8h|~kYiA!qB4M+{Z0g-
zo7>=S+S{*Z<=dRv)&^zpT%>l9B+Me@RPgeCEMk4qi>q(jNKR_q09Fw8#Wwg-3-ldu
zmsj?_vY!rtM-1^YXfq#oILfkoGT$)9x$a=rWJsel>@&D99!~K_KMb250eu@nZ*ef<
z+w<kqj1OG*zINZzGifG0)J?GbJxnP2Tu3(tLS~P{Je4oQ2^4y}k0)s71<|xs51}Du
zgWge4Vb4b;>#zW{W-M?FnX71bR-oU~+WBV<$xra2`wsV+i5_`Ky{(5Cb^8722cb=k
zy?+K+mSN@UeiWXD+D8k1xpluI^|gdr-h^2XxJ*;6Q{W`brqWT8Tlk<?r)rZ&sVgpi
z`121L4ZrZXGC;8XYh<9ecMitpuLTb=$CX2LC2^gU+5HllTh|-FY#SI$^fy9DXB?6-
z$-e_0NhXE6A7LJ_jh*wwN|Y7$8d(AzsyfL89x&~<fxAYAN4O`M@Yf@CzsF0WH+>{i
zhU$pc+Tj3Ql;we00gB9e*w~KM*TrXj!Ynf4QQ9D=)+R&S0gb5wuF^zhAl*)dsmn1K
zww+)ts18PKDHO}1Vo=8tZmOqM&`*CgwiGe@i~LMWr>$fX;&aR%p9U04jkSbr^r09?
z5h*#1Iy``mQ<wc790zAICTaYGYL0$Ci*(6^x+?9Q$LYL=frU-po0GzaTg(fL)+4C-
zXCX1DMHr0GrP;LEEVqEsGnOb=YHe&yz_@bAc}M~lwm3q6bb*b19~C;c<niaLcak<p
z6|G4{erTJ8i2COhJ|`~w=y$drt_HVRG2ng*>ww1labh4rq;IKLBzEwELfLNC-R??!
zaQm(f6Ro$&r>#x^O^zBZ+77T%=F{PB+UD?=qO0qJ9;O{S8)Yuu@>}zLX5MMA3%Ouz
zfa}JW!D{)y%%a<_>{9uL0@9B_#a-!_J<~P(7T=3h+(F6mvCtL!OPQa-VX`v0%M;U6
z+K}p>G5y?njCSAU8foz-b5nxY%~<&Y8-1%q1T=VDw`FmU&4##nUl!*=KFha(lCQJX
zp~QcJ9gVQC8Ti~OP$J!aS6`me9e-hoH1$bHE&iMPWjIRw49g)ae5f4Y+0gkOc7*oB
z)>ihGMbP}ARb}XZ-pNEIjtPF3#M*!4O26+JuOM57Rcn`@uQ)#&bypuJfwq~}#HgL`
z>sWi!j@iXUX-F;K4)@IuJf@=OkMn^0;pTmLQ`~1x>=7I@9NZdQo9!ICW;yEy{*UqV
zq{C~bP28setK7GnAQjmiG@W-vWHoa)owEGh&BD#YCBPSr>oT5`#T${Cyq~O3g6mOl
z=%2ebsT*2HFC0WS4Zm0#&nGUS0+w&!Ba7#ewIS5REQ{W1P{p#DJuXxX{*X^6S62I@
zsgpW->c70#m_46q5$Cc$&4?|1T-9+Wn7X|$-9@)o@IOv9c-Jp27}8O5nF(>HlO<YQ
zRWGeuGC9$)x_O+AQ-IlXx8V}8Y0QId#mbZ1Tf<EX)~eC(aT6_3K!ye7TDS1pEH0Iw
z&K~z8zFru@#re%V+Vm=EZ0LX%3YrKYI`n1qFc+0k;rR=!OG1rI2~q~-aStZY(_p`r
z{nsuT<K|jPdQ;r}Ugc{o`9^ct^BbjRA9__$A@k}izpM6pKdJ)9(F=7}U5e(t50l?z
zG_)amcQ|^4-f*!a4CUk!<%Ti7O_|xT_-XyvUtjmgMJCiP&<SqtbDG~VSXf#cTLc!3
zjEFqX1lZ0_6ldnr3>4t~1WKJ2p6D{I8g!0Xmk@t(R8KJtHckHNMOz7DGW@dwGsQX^
zwTEyxxsTW8ma&|?j>ZD5Wm{iFY)AjlXXd)d?Y%Vt?-Mz;q5WKQE8q`NEepi8G)3E;
zWxKLY@?pm#{fONsCmQwCwU?ZgcF1Z2X!>jl_Im4*93Kb<d|@;gE}yey=kcle+9=H*
zt{p)EvL|BSWi?~SdBTY}zjWp4CRbXU7r(nUpY7guAy$>2pnostoUX64YymCbC_*Bo
zUYDNmMPuN1I<iSTm2D$FBx5FKm1t4D$Bsx#{q(!2Vfc@#*mq#x{L08gP-6ehyNu+E
zZFY5jNA0pd<uH^~iIT!T15xfpj*q6$WoWB*Up)DK>jDrCn|PfpvvN7ltOLhnzd23~
zt59+NW-BP^!-?=YIW=8-rYB9|s|=cWO5glA|18NLPK~|5#pym+zJ%q0R^9y9H9OS7
zd&H|(#8O;q*83jb;GE&|FSqn?I&cz=jLI_{KOuPcOZKU1jFUKn<^(P?7k53C-3-(8
z>tC9@k%(VdR)?FHUHn1bO>TdsRb!+5?)aI1cj)SZoO+Jh<;!aaTzgDU%ZzcjrpmRG
z1m9RfN&JZN<`^e<mF$~+_D1pC;Ns;(sWU%Dfl7JSem!>oxW2jfj_{FCFikGz8Nc6%
z^4v52cqWwu_$qD9DLyVYN}Ty9T!#?kO`=?3av#U42ctjk4DFcnY*@s3DYwU~AwRFY
zPV-~1+EK5mmKoQiE=Y^>8`d7!Q66I9hKq~BULqkjdc?In29yL~;1f!iKhB<Vz^bcD
zJe1o5Oum2XTwu<B-0jo|E93MXC1*+Znxt2meR<dWh@Ctx@Yn8WdLJyVde^)Tcf2X}
zyzNK%gm8^Y$#){eS{7TS^K9Z0qu<W0U8D=$(GcCp{G`&mQHJxOG_>}J#r%q3ydt($
zD$<y{R_(Lv?kG0d7T)GLrK2_?RD3)yolYO<V9+^0*DDXH+-&tDsdO(+=NyaHrsM4|
zL$Gecqru|)?Y{k#v%Diq)UvY;s(wC0sLGJe^0&lb%Jo#YM_peq?d`KJP|M75mQL#Q
z2GiGrc~8x?H2FQklL~w<jcNS7$9Cr?(wO|E38DUJ8PVbbw}2i+)VD)OWj0&)rvGX^
z&17MK^(Wk-k`EYycgaQ*w#;jxg7P}L!t>u1>+i+b)2qf35=E1~lqsktegV02L@~uC
zm+Da->C9}}7&ht)5sCT%)#D}E(@SJ9)R@@$GI|8k-RCU60V66>)75ko9wM$e1PMde
zbD6z%=W9JzeI;3Vd8mg3IO&)!;d9#l2p?b|KImlS^~Ht|M8+wUOIVg|0$V%6*UZig
z_K^o?Gat5RRP3qc^=T7I(okH77twe$c#`4EyLxUoPyB#>1)S%aap$Q7TlBg=aP6OG
z#n9K#uuVv96@V35(UP^VI+}e^uhAXb^pG^giJlE=Wi-&4-{ZYnwHgNVsTubV$vj|?
zVNh@SnpOY#g1if=en2@Lq2VMhF>$%%{g<Wt63lC$vB~9UMP@Q#NittEUr}pb>^r8l
z3X4;}Z9oLgf7*cty`;7N{m#213Afr4Gnx4-GV3I}tll;F&kTC&p|`S9SOj>{2KoTI
zR#!AOg)9Hkq4!Iftzx<|RI{^7>b=RVh+Qi*dGY72qd+q#Npo98C%(1hD1^U|0P6f@
zO8$MX*j;T_+Q;a&;omuZ@UBiXW$y#XKy2+>gb@4_^DYe?{&Ea?kvVYC>?0}b+;REu
z4Hdw{sw!sSK}gA4K5Pd0ke(1kwAHjj?`uH}p6z8k><Eb`e!HM5KE8!Xe?dGLM)hWN
z_FcCq_W$CHecJo?O$bSsK+sFZzf)b1$y9g^c&4quF>UFq5!)XH?x#CuIkx7nX1FmG
z+DgN}u=<z$eW|_rLyfw_p*8I&gTa?X`w9LD;s`0hy7z;!o%w^0V*}fQRGRLFzO0q3
zc9Iygw;|;l%=mE}nJjL5`LWQ!TejbVnOtjK`bEjRR=?46>{sILL`0y(-)T+%qS%kf
znNY1tUDrNUa;2jA)wcb!%Qc&0C;D?VqyBKx{>@{XETZ!0hOgCNWf7RkJP=YvK<ULk
z1NY>Gw=%T+PHvli2i!Fl$@_4+U;S|2qtvQ(gRW~M?;=gdZB<qeYtgBmsVvpI6+4?#
zUzyUmN?@!uk$6BEdYJaqNa=}c8B0s|;%9#Jwg6f5lX4Yc``7ztU0=s~`=T~p7Z0Kc
zp2GwiVj=FTxaReCuLWHola{ktTswX&4nGR6H3wXbq~!#wnDB-2S=lJ)((00|bp$5_
z5&X*1KUaem*)QnOP?-z!*(dgOD7_YT;Pp1>VTu|x@R)1q<&BqA8z<&YQ&6J(r)~6;
zR>!)L&vYt5xCUVT4f<lM&=AMIceYo|+Y>+G;4EZqe9xTueB#YO**X|9n=cI2tskwv
zfw33BblC`WTh&*Sfk5OHP*-}Mk<aKc5zK2GdC4+^%Z5Hs3-EA~sorASTLS)4%(Vzy
zr?!ZsE~vRuN!D;+1vO@|NxDgA39bkF%fOK^c|UGqszyq~lIUxalw%!+tb&Fdn=X3j
z3TmsW{|p&z>d9gA!!lBxb&e2|wXiX?wueL&NR1Y1j5DeJVWdLqk>`f{#|XX1=A~AV
z4KRS3PKv*%pVG~OSYHZ!#;;rI8&I1tPG5QZit{-KM;3tCRHpE$hK(poVJk3%tYE@s
z?6s4Ox(-i_SrNz9(6D&=r1|*{LTbV(9qm7Jn>x|2j$5i5q2-)6hl-xB3yy{cfWxng
z%8Ua_dlwwo(Jmeky(b>Ef<@CJ*6R{6g!Addmy}>TwpQ%3E=YwOU`Tj0ax0jnr60-@
zX&Pz%>ny_jJ_Jo7K$ctd&qwS4z0*pWM8K5cV}1x}zL-8tQByb1C$OVoezHw=YldVz
z2$^<DgQhGAtsxr@HR1`Q9RQ6SL8>b@>l|3uJ4ldK4#~S6xKZ2SmpNWG1;oZb1VwYp
zD6x+LaTY_LT*N%aqQ0xn^z?w}HDuF=DPZ8_=pipaJUZ!wkQ@;T<`oj0gxa45j1^>l
zXrxS$Lr(c^&0!60?RW}OVO%-*$ox>q99PdNQsd*FK?T|7Be{N4V9Xj00QG{O4;p9`
zZvI3=eU~R*DJJ^G9lWO!G>k!L3RCSw%oG`Dp(Aq!l=q2KX&%=+4OhI%1KCy<l51X_
zpnlw-Yg)`aXP%n=E7zJ|>J$6Sj7RE-UAc#FDm4tq4p-4?qTyiBJOHxgYblCp5_KtQ
z`t=D9kr%tUTQroSv@WP&sv3H9+{$(+nZTf1$#Z}X?HjzLG>)1F`qVpQMVaJ`Gr?I-
z8A7L!0b~>hgct&-g7tO(DOUo^@XzqgF<Mekf}IAFnj1oxPe!QYdp~AYzMLBA^wd(I
z7F;GRvn^{8N~r_1Zi)(^1u^^xH5u>*)SY-|9?R>b;YFUj)Gijgr8}xiK2u0D#N98y
z`-kpzUhp+#Pyg8gmzJQW-4dnIB=e+IM8lv_dSJj2hHTV$AB3wc&GSc<&D4h^8GkTH
zl^~Xswi(0^8?5Hqd~ji4l$p{Rx`+cW<q|sMDqw#I+L{LuDi7p$^pT($BQPBO!6RG<
zq-|`{3gu3XQ*dSKxMbz}{jotc3YxVf=`KkjpLH^ELvX*eTXE59x_}%Ikr_@Gz1F)G
zF0Oka33ACQd?ekt4fDuI&>ssPLu@R+wPCeG(9=(BL6c0!TgEf{8K!hhm5oSp1ETjO
zZbvf8L4mBV5aFt1HG1t}Gp>di|C&UzVhKh)i9)L6?g%9Yc4SVR>l0XuI?%5#f!XyJ
z`DKMYLabrwn!-XFVQ3SD@f}K`N~Q}#mOrp4G~j)<AO*9;SbO7&a6{~HsrWON*<nWQ
z#@3{+#>g0N=!_!P2nr`12GatH;LDM}yI)}Thj^}rSoTOjTV4Z75S~i*MQk%ritPfs
zJS`!zcv!#hjoipsc9)y%@5PTWeg^48R$`9mm{7!r>QClUMlYfi&g7LHi>a!?gzOeh
zn}$7xui+U5A@j+lL>e06O_!ljEJ6~Sfx_N1MiT0O9mEfTkmI4RH#6uTz{{ka=mGzx
z%&MmD>yC(z?2sak!NPS0HT#C`cOHQg%Ix!h#Y`9CHd-%XDs2Q-i3%42yDL=^I?WRr
zpk$~olbS^Ee#~M>H6`^695m&4VOo4J?ELJ%nO}YKNW`<NLBd)WyahKiRYVyD8p3bs
z4Wbz%Ame%!mj%41@zsMg&~M(ddWpVeD+_fDg%8Fd5z7ncXQwwxNGQy&xQ4j41<CSP
zxK!*(AZYD_h?!dTxxRZdn{UKnENLApyf1VX+_9o4B`TwpZrQ+9;R1K?{lPSo5wWDa
z86%45m|%sOSLxb&L-9J{dfJD3uysIxTEuZcP6$goxe5eZN?30Z7~_#FRRv$Tj1+O|
zja(jX?kb#+c?<01Pbx1ZL563XuA_kV_<WFcIjriA<qs%sO6&BL+b*1hdQgjo0?lzN
zes&CqMX6kdC~!sNI}B;bNxps%7;Xb87Hu72)BkWwp6<?GAU%1&CL*WseLW!k7?E37
zIiN>}O%5j;7N~f+wNfy@B-WB21rzdxu=>(C8$C=`z3i|bqy@xGax6gWylx>}XE?n9
z_nZ1lG;bTT@Mgyb$ro){Eu@i(j=w&dMX@aMTdOy#(t%hB$$_gEg1hARMhtM?|4I3C
zYYfu4knKmR@}a$ChUnx>)+`ZtV1r&L4Ev3MG7V6OZiDL65&<W-4(+BuKnJni<@j6V
z%FuN7lq*t5LH!&*ULd`@tJW+>C4`FK=)D5nQZm%n@hKxzFFP1tgjd`nRFXYA5@OtC
zjRpp2y@@V_(k>+^Yk)S>nB;gLKHhHQcr)WjBs$zB@L^iSQN4*%zZ2!W0Qw4xlf3K&
z@8wa<B`$Wv8g#tLc|zS-g(t7dZvgM3Kk0A}akLeZwTgx}ch7y-(g<*l1%|__Yg3Sa
zLM_77wkv|p3a5lcGlOzv7=I=Uv3fv1@}@_FIxjhoQ<~8k@c4o<wy^ze2lo6^{A}*z
zUG*-tX+Yoxxeg;UF)zFcBJEF3f)R;o#1SO*G3|&k%AF5&FdyW%TcfQRs(jcz%@Cz*
ztW{UG#{$~&86Ufgbl}fNQ}2yO)IBN|7KEl;cwVG3?~fFU;^%=uL}vZHv)9Z$q(`#G
z@BdGf04fQ39W383V-yoU8iOu32FA{jVIovjn0P#l*B`06$lzq{5WEz6jRv!J@zr{E
z0v?+Z-L^*yuZ!jG8TDn5>MFTC5kpeH@E!Cun68`C)xUDp&0)H05Fww-CD$EykB!pH
zpmW+h#9=5T<dC_V$;vDMXYBHL{>+r&Usk@>kPBU5l$>lWGP7;fQQ;eLQ=#jn*B#!1
zi^Ihu+iIyx4YI$tZ#dJ2_+e54vEVc8U26V!53}%Exh7jMKz8Ec#0iY8@Kr5AQPYyj
zaugH1XhkF>kpYC<X9~0`D7U=v!E0{7cgg5`Bhdg<13jP&n9%U&JJ{ARIAK{FfzCTQ
zy}Rbq9AE75pE)Bg^)x8z+=v~Q>|<T=QKa38a0OB+0;c#$Y07O%%|Nx(S&sy*XDuQ;
z+lPVFguGL)k$on(x9r&%SMPHi<|4SwrnR2NM*$eAfD12a8+tZ4E$g3_IXLRl1iiAR
zZ8EIbO;fUMs6-i1g=A~kxU7k^JGasNlKBTWc=3<evhE~JnCA;?2NN68>MrN10Rv+S
z`-(nk-yWyF$XG=*KMSl#FKQTX)dwUfV?ywgwV9NyUl=4s-!Tn3h}D)R)!3pxx=Kb{
zsL+rD+DZt8EiAoFTOXuvKQ6j{kqrCF4F0|YA34EmwWtzoYmcN=**FmhM&4Pax`L(|
zQY63_{>=q}SY2JDG_G)mkQqM68-J-9*TBZYF65rNVwTJ-68T)~GGv8&Ebcc&ty_P{
zK9~{G6LfN&pp%#e!>aMcgZD1gPHm3+AhdIGtH>We$6u8*j5@hOP~Jh816TBS^s<Nx
zp8lt<x*CYp!(Uj@KG=tuH2_;?Ye-6(EP46Dh0w-sb^0pdg66h>dW6jBWzAvG0O0m6
z^;NUBVXEhg{P+`};dxtAut7eM5iC2OD5EDst(esz!#$7i>6L1}(vM^PoPQKKs+Wy$
z&*!(^ewk;M%Ycg6D8yZ<OyUE;{(v$_kBDZwuO2?Jq9aB$!ebOz0IvPX4Fy1E49V1p
zm2Y6(gn$-=Q>=AH#9+-4Z2z6mB&WVTocYw~T0<P!Hs2A!fQ+mcp3$VV-h0?P#x1_6
z8@ZS&t4Tk3P9-VWh=9s#J4~)g(BbhDf6v@+J0wVaW=aWbAz&Pn;O8tj5|F+nX-&i|
z9#b!S)e+A3$_*_C{=`2LPCb02lnQQ{^J9%Q@1K=!^cVUyf(SMhd!W2IpiF)e{$d!V
ztYQ3v-u5!)f<U~Ao;#4qPs{7(wNUsu2W8X`rj$SH$@i@!=bmlkXzFdxQSBgaECrY<
ziQdlTiOX3JArBZ&8NhYziaGMt>X=UQdUOnWqGMrGNkLu_J~+<~_DLzqIw#NZ5cpEY
zJpfnbV+J}<zI9$}#*+C(Q0C?8D$n?6TWY%c+vmFySpkAz4B7QQdX>9aNggj@!e)ey
zr6v3Xw9u`_NjWB06EPc3!&@=qe9Qf4Y1UtFWw`=Sv`EcvhNq&8*h#%t-qM6=(4moy
zCXAk<eS4s4Zs6;(wBCiO<i~I^^r-*NIQAlT6^8$n!;A%`WLe|HfI}epqiwqcC~P;_
z+pRb5axQ<`iU=<)x#m3^YyL6h%Dw>wQNH)G-r*JSduh{a^l~8an-Kp={mvX{5A{l7
zm%D9hSdZu@ck+=D&&ze-dCu<Ie+es4#49+h{LH<>J~>AC$)CTE?vsYNE8g7j(<A62
z$Wml9bP1a;-i)N4owakIT$NA<U@`EAqP6o@hWpE}7xaEm;3-*NnU`-2F^#)**W8$<
zpjl$LKz`^w^c~_;(rc!pm$diMa<KFo-0F*$w<uH#{MLO{Ah*|Empo<t#J*Bl!6KZ_
zH+(_*c7yYo3aLZI>=O)+n`A`SuA`zRA$YJG`ikVmHi^=!8>vU{n!oZ>lcgX}+q?JB
ziB~~DXLE!c2<z)t*S@?2N5!E+7j{?Vg>8q(a1`51As;8z)4)s_Dv>}`yh#nhkS-p#
za4dEm!`^#kZEpr5`~&J;@XV)>^d92XVvyi@m|sC>7SnD7pXoTL!UmkXA#g^1#TNRB
zOxzYgg!5Cj=XhtiFO%;c8h0GUdJkU3rcIQjrAxKX)oQ6s1c-2{x$>lSEm1<8sBfhA
zDW5lF4Nk`nYgwUZt7$etXIVdwjKir^_4ZGC7utSO6~Hed{O1%VnhFL>JVI<g`JCx^
z`Dfa#oVK_~s2sCik8C|UV0w!<7i`z}rmrJ&&Pcpdp?C(a#d`O54RwmQE;9C(z&Rz_
zo;CDjH*Mj1R*Z_X8Qp5TE$&cR32fr<TQ2;9;|v;%a`bp(e{c7FFLSt0K4&$z>z{|v
zn^~qOQ~qcPbIN92?*bl8uthEn4iR(T4&KKd=)zG(z3g~X6c}9*TAM{V1s|j%%?&F-
zqpot!Z;`gxQ<K<*P1_Ci<x5*qBk=OU5%iPyL@dnas;@>fNt;HE0mv7~XYF2I)HmmL
z@fz~1fvAC{hYlcV3wfxX1Msmh(Y}|*rlEs%iR4yrM+-%Y3Sgcd4chLwL2s3?rt5^a
zHxyb|c&G@mXs1#%x^#T6Bo_(n=Q)>B0Mc``+lX}zSd~W|PkD*oFvy08_z95}B0Buo
zZ3@Xbr6JXPa~>kSpIqC3ez`a3>7NGmqHJR#o>9Xd61GIiF>ZLa0VGr3f{EUw`ZKnx
zJ;Ft}G^tVXk7P$L(PxYC(Ky*R4f77JeaE_CBj2#sFRsxP%zf7upA|%ABQJqBxGJe!
zgUkkSGr9AJ+bI|+bzQR-Zr_vdSMbqZ{9`f84xAnzL!j<E8Xk9GgfLw?aC=oy_7+4y
zfdc#J)ew4!u-MKBy}1Wan0!9q=yn1hs}CFZlwA#EVbnQ4ywl&hZmppCH5&S2&atY#
zSskq-<4XUjd`b(iNCQPrz+`LwHIB5R`cYPH9nYCE#R6SWQy!@)<kc<IZ${#|VW*eV
zF^3o>*MPM_I=3NC9`TlmO?88ioT;jsylM8S3{m#vDds#Ca0@x%!8JU_JC~K)9Ds|X
ziu-BUk>dWuZu3soz6%`|RjU=((0nG_;>tly*n#sNf|t(Rgpn+y$^Ej2wyud-*s|9}
z&_{d`Go7?*LCd|q-w?-ta+c%MsP`3`)x1DmyldgMyNt1_OJKS^dcq>KySL&#-DM*)
z9B<XClk0_J`)4!)zP$~UC%ZaZ2@c+UifoQilOiL50}LbFdczIaL(w;}byDKh0L0Q9
zOs0R2#N`TP{kiR*IL7^hq9HMe84xjRvU^PhlI>TCLP~cZSRki%Nl(-arnLpfMfaTX
z5qKG{c`;#f-_T1^!{|CE;dmL>Wv|;tUYa7EBkC>?a|nbX)OZJ4KNu9^dm6kCMqq{C
z<_n9u7KV3p=5@EBaIC}6FKu{n@F6&O*E`ZZFcjOsHBLQ;L-mr<56NRkk>rvZ>UvFw
z{O4su=2P;JVBy9(uudZabPctIY+OA62R|v6mwp?eZ-1UG;gJBQX*&75ptNkZy%HW@
zt2pKHSs0~<yW%!A=Gkgt!XQQ-)#ID^{;M@d7TO+DWJsjV%8zX(JIKmL2!HLB4D9Mw
zF1?xJz(X<w0L6zIBlb7{h1GH_%yj*j^=(%Mk$uL{4^`DSP6-gZ6%<3F4q;3oS%-??
zUREZ*+aeowCp2%4^BL?&uWev;ip5AtF4wTWlOlk_H(=9U-L~_0*k!*Xu^yFyIx6s<
z%yd!tFa^#H!1@T^UHXY;$mKJ7swrq=k<3$x&Vyal9p8)0WSf?D7?<D4tw!8hff=nz
zxd<Z$2GhkI7QfXtFPO*~TiX_NA0;R*5kCq6XJTN(%~Cx7{KMzeLpxuRY@0A_Y5f@T
zt8>?eJ$|+cdQssNE_=)7v2Zyn=ysGoS5Z_0Z`=Hv0r>m&gzcS~Y`3(rVr}z}zw1(t
z`hEf?y`8rU)C;@C5;W!5^omhO?B7!bJo-y|ggM9>_{`Ja^bYPBVZ70=WNgcx5xk7L
zWN`@}(FsN=GOW2i<~<7;F{7x-ZlJlC0o+m4lFQ{SM)rTt#hLyMt8Y;obL{F#8(gYZ
z3bGB&#y$XjleH896mzmC{m2)7SX4A*y~f*}%r%%d|Hw02=ga<{USiw)(uI$<Wo->Q
zYFf@Hk+6neup(Pib~WX^mYXlXcEMDR(tE_BC{L2hUp6xkB9D}WHky~Pee^f!Ft8zD
zD}c!<KpPS}Ib8z}spGkXiCNzQ`3D`*JgR3($RPDU8Qs+m(^2;fBc=_imMNt#59FMt
zYNw6`M0zH*;%bXkMe1|%+zkC9(o|PESB|$S063|R1XqWAG>Nt%spp9zvkontUcwLz
z>;Np3X>9Ac=-eHxtdEVLEJaHvW-+?+f49H<s)mCm9Hw}3xPUVB;-+1?5ZLjpv_?Fe
z6^LX^<&Hrj&$z-noL@n9Cj^nFk&>FeVR07aoqcIM*yGOX<%_)Za#$uWesmJ`E$3)R
z$H)bT$M907`xWmF;44FCxkwh#+{6eo%yK#>)DAh^*tpHfA*PG}!%I{1$$wb!mfUx^
z^yFuxXE&nCw&>+7Tsx`&B(3@P5SRnXj=;+IR~FonDt`5tY30rq_(szDlV*`XOg%>r
z=$9ChW{dH?Y}FQljSWY>-6aq%Zil24*?gAONz(qdkUAAO@KJ(Wo1y-kDsq(^)>$H4
z8zGrxFzoG<%j)3)Nxpw$*lJ1;y>$2v5i_a6d)Jy}kFMj}Zi?)X&<nw>7U%kRRrngO
zHLAN^QdDY=50!p9%s}|*L|dkF#1ln)E2j11pgh4rBdeNn<Fw{TPpJ~%h3d&Cv3$ka
zW&!m;^Pm9gT5_EykTO&T*UiZW@#P2}O*N1_T@?oZT46%z1HMpjtnpI(heWlF(CZQc
zt5f`Z8>zE)pq~(>Q@^7|jRDu`?Z(X@R~6&1*(U$63ew+V-!X7?z?V+c`Y3Rnw#nc(
z(v$$*&LBf8wB9*x<}QAW<BZR)%*4KR>DrU=UZb%6U!dnmM6WW`8UDC!J8Wd<p8Su3
zW&E1wnmG;?%Mlxnwm;O>gFX1_6P0|n=MS4jgiXM12=z0osb`c`2{gX=FKR~|2wLH<
zz!_mYo&qT3BT+H{iC>J~zLIs@1o|?zt>)t{t2Pdl)_<1H94xostE%5C_~e`)l}zLk
zupu7eXM%sk3qD88iZj)9hB2Rm>~<rNi~K}BB*Fe7*Q|uFp1Z)`F2L?+!2vftuy!b6
z9G6RP>Ug+1mhedz>4&zQwSS1Gxyp&Hz5amy4>Jh}h}m~f3+VqXsDFD#1|x=lT0MsU
zB#P-jiemncq5%IJ1@+(OTDsP!cOV1;LM8q`mJ@)1>7Vc~-Aw~^?d8V|Yg`m=v%PRQ
zHR8Imx|6H3yqpv;5Nd*cQCK*$-ruRANN9qk;=IM0s;aZG+F($v9|TQZNNgyGj1;H>
zOq3iP|9<fBb@7sY!Z+)4{dJM+HS^Iu;~<Qf549gb7|y-WLJ%0v?fUcOPgogy<mZ+i
z^sy6i<7}*Q#*pLu^>1pEG3l!$iJut?J6Zt%{W4AFB$j*R7Dw=KkU_&go5giDM$p;Z
zr3N8W>51z5_9VSC@AQoD0;CJ5qS)%q@K!s=_}rfRs$H^a(`x-#tOFJ=?pS$Te}jGl
z2-6D3x<_(V<W6G{dTqYo*r_J%T+dtt5?^-@cbslgHtY2fEL6Sxc)T6w3qtw|gdp2?
zp?p6(#boo^<*K|d@D7>%drl}QzS1gjE>E8(1)~6u4~jDPpQE+wh=^}%HOIa#dDri~
zoHH`Vjk8(~<`buRM2Vek=z&7_G+2T{HYODf?xwYw%S3lBUnl!{CgR_wzzCfS)$!pJ
zhw*8HheR3o!$GaW5Ll@oK{?I*(bzB38)=uc&cA`JYk3%*8*v<5Fc^P;>nu4=Yr(Hj
zy3&xAwS^>RwGrU=4P)P-xA3WvbvFV2`_z$LD>UZXsJNJuc|n!xSa7*1(I0w{ETK8m
zA}cHglXih1nO$44^D%+g!26dYmNs=2nDzx)oumj9YHw>9K1|_p^J}uFi&s(%@RF0#
z=LPn{tO5l7*V<S<-=Ouc=~~?PIlm;=1hH!#cTPX6GR7?dR_2RwYEDDizcQ`=3u-`>
zzx_0gKDUjTsWk4vY!0i!X|=I)mg7lR?V3iPhDr>(-h|F~NpFlvH4<v=dYGQIT*(b`
z7($EKfo?*9uT9zto*#(8c3Dc`$IfoT8ZiE-QX=+cVrWAgzXM3^n&HhX)eb1aI2=#j
z+ytG!5@9Q|p=SwLWYHJky#u%PCq!u(SxQ5HHL)EE&q`q2W8hSB7<g@CW>m8GAaS<_
zTdrllN($`YTnlKhNZ*1Nb!^!he7mPOU=MDrdzAz2X=~b;_=VV>@7U4Kl05K&H;5Z7
zdeQ*=qjC2g_hiNlJk4D#TBtOvlJH(wa4|cl63dbM`^F+hGVwzr#sxlw@%w`k2Xq{y
z#_P33Hfg8|3IzFH(L|KLw3scG7#GE|=zdv<1!~^-Ip|en)Iz-XVtj~||K!p`wXPBW
zsTS9n6_ad8YL)<Fny|N$keBY_I|9LetKrVaRy)<$&7^<VLhXtFgh#pmsb!Uf>b{aQ
z$aFpg#lg6%YhlP0iE*Ax+isH~5~areMalW=q1z&hA#{-gWb81oOXi&T2+-32`3zKR
z&?T{oZB5K?OWWPCe7gaQP!jv>QiCKUvPmzp+YF-%!2m?N;f6A5R0v#S;bFn!Hd@xm
zM)GuScL!G>0~m6*{*XiesZG((Mfb{)g`}ya=gPni4VpK)UN7<$wywpaKAy&f+c5UR
zozz*a$;W&(Z+qIY;7)=<|C<8jNQ2vXdD?3Ci$P}W+e($Dpb}m*D@K?#HgFyl*hV_3
z>?TDvPaRF)WM|`*+O7Ecsr8_CgbcAW45}2pP|-u%(6PRW&n?*5{u!=J5Yjl45YaFj
zN9M1^-536IEOTdFtZqP)A;7h`lBw=l2`1hEOAmuxgJ?d;_@a||TkNIwsX}4;pWWSA
z+<4vH9;drw0)uvF7fVN9a`LC`$XWC*^i)dA_sBP%EZy!w*8F`af%$5qntC)sU8DXC
zIM@!t1Vo2VFV};X^b_s+Oc(OGqy?*D@f9Azgg*HBcFpS={cRAjQz@MuV=ysYO3}V$
zKG)Ljkz7YC^WPbbrJY}x3XpE%3QT}(P^xtrSh8lGn;^hTtSMsE4cLXh*zox%JGI(d
zQ^!uRQ5#ixr*LBtXei9Kv;VzshjJsfbSzC-*i*aA==uCSnD`DG>2OiQVzqvKTEEK0
z$6=O$4eD}3cTcH3;ym-R5=7;Kgs(mWIJt3K7g~q1?ig~VnfllXbIZo|!t}LM{!W=Q
zO@I*&_Ko{B<jkjnlXaj1=PS!B`ejh~pac*j#iA=v{++2XV*{<yKW~D@cyE6ta@0!6
z;`IlWn!q+W;ma`kX2sl&B<tzYJpY;2)Rb;C$%%H26Poik!|vDrRYqN&8cSqA`LR;P
z6Ia8MoqAn4%Yo=8(7iz}+U9{FucrigEihg^7e;Ca5CttJTzkUG_a+SQI>m^_cnjq7
z;KfQ{u<^Og`s>i&#au;&dso=$v*T)fhgsSUHmq+IuzrL6Na;H;*ydo$X(Y`@qu<=K
z9<!WiQ#jihFu{gw=%b|afq?q>&B?^>VBXMX6j?Fp<n?FCP7EEed#L-e7($KsDx;{>
zSVPKYa9EDCwzB#@R-^$htpWQ5g5q?Pt*Zv<O^R?E8?(bu0k?>S(kEa=!{;!EqPc;s
zu!4{{JS>f{L`dQ=cFYT~rW*Z=(Lbr}E_hml=^dX-o5A8VI6XgFW8rqSD5KiBt~RDh
zNxRT4`5@r~>)q{|8*=1^Vz9wb2V5q_Mx~15L9{$=;mMJ>`*Bbp5+l=`n)r26;r#eh
z5heWKU24(mK8b|5Ua9*T_dN9D;)jQv23o-Cpzku$zrnjXNbDP}<Z8wX0+rO@URCmf
zU+j7(7MqA~@6YH{9#>yv7=ufiYeKj56Gxo@L0G07S=UOD77jWe3?XQv5uYx$b$l$=
z4E8v{i6*QcmY|r^gkBG~D9*@}&#DY{zkUK<0->b=2^m9&8qLTtJbB_uc!j5*{V}@c
z&K30Iteu~~O8h$s_YRqd`}Ze3Yb9HLWUv8oHiRIa-+?+X_Gv!sXJv5)y&*4{6URLR
zdCPW6^0IQVQ03hHxTX=hl?~K<#}dq%&+MZZ%7S4xEoi+@t|Xxn^l9cem^Kpy6X16i
z|6<~i?aQt+_rcc|!#&1|_zLG6*{pS?(rFHQ_I|6PTt)Biq01})W37e>q@@kTZk{WL
zk5Zh}V|mgj!gC{t?=9R_0ICKZG#LoHboXzh@fjFcjg9+GIavSkR<u?!VXR$I(jPZ;
zopLiwM*XrmvQ{yly_&vaZAv3t;ksK1zWWH1rl!$IE3>h(@RUIKp9@^Ia>MP^kFapt
zG?ayti%!s*e<j6h^-XqWjs2Tsh=n;C#}C-F?8}A?8yDQxerk481$kB~@+7S?!&d%L
z*@8>L58qIo#P`#cth)JIPpWl+qBYxu*Vj)*K6b;sbp5~ic8mHfoZ^NfJ&|6>FhtZZ
zfhiw8;@;xEA_2YHPaqAJzL@uiCxwX9L$HZs^c$s{?nQ_tZo|9%d#UEfpy@AqW_EqC
z23=l!>+CY{L*VeskyFYL<l2mR=cxqauYOy7J${|j<(Dh}98UZF@Riz0&ySs-o3E)j
z&}$U?PjY-dyFAnD9wG8Lb0wyOqI`q9*j=vKn_(L>NwX2=n)zLFPwQ})*ML>v2_>Iw
zY`seNR+94v5XlocGI<TORx<{TezZ9E>V<kxPG)a)fxo5_)LUiLtwc%dMf`9vHl!;d
z9$=Bi!~bO458^}C@kmQMT`x(<#%Vk>kkqV^Bh75lQy6SQqttYcEHFo}32^a2OIp|t
z?=H2{7h|Pqwc}Ov9s)Tm=Vw~=S4z~xc^N<K1(dAEBcHB=0{~lS=86E{3awr)!)YZa
z6Mq=3(&fpbW)Q?H?5dGnrMs%4);Tp>5UgGvc+I8Osp-?hdIwzXP}!5X|7|$8mVHOs
zm_{=18Ay&c0Y3M5HvxG{X&Bj=k|F7s@J_X2Aq@}P;j-H}Rm7fkB9Y@s`hYz2uqvvz
zIMD$6H7FtlB){E{FeEEePg{{dweA`|WTPFm!Fn4v?()z+U$Irsabz`2kr9@?$3};;
zYMyS9YbPBlcd+giOn(UyAA=niu&X};yNk+}d9G;G!vhNM9Eq{CBa2acBT(StYZfMq
zCL(8;4PC}a#GW4|VSDg>=S<9cWnS0GPV`EV32Kr+o~PiW18z}ijsk5f(=%35Ko;c5
zLPg@BsSf=`8)Z<6HY&N}*}SF*Yi>ZPCRN@5GIFI&qa-bjU{^7l?J(?C>Xvld(XN<|
z7jRJf5bS&aur@Zy$tJrA78SGlYQX0M^~XJRq`x#)qs0*$7lDf+VEj<oWl#};*YqaE
zO@)}r%jDD?!0n1$yrK$)%X#F^n*Vy4EPv*Cm*8_1;)GkU__3M&E+C}M>`Y};UOTgf
zNN$nXZ>uS-Qu-U||6Veob31#+23kP*)F#XfrUf>zZz{p0O?7tK_y!mMh#Pai@<>vd
zV#!w^IA|3RTwyD#XjJ6O0t@`E!(A$Tt~uw9i@m%=jcgxM$DrA*7;RO2T4UvQGKyPP
z<|#>3HR#J?d3V8t7ohIE1+7XSZaCjJKAQE3m0Gc}ZTeSBdl6Bxj2x&9%=4p>$ab_t
zIR%~HUK)^lXU?WSrP2&d_ud$bh_*GMiv7{lS~*4G;YuQ@atnV-h1BiH<c>S^kE`Q!
zM_sL~%}aRYUMyE43Hhf~(E^gK>-ZWtpwvf@u`$a|wW2%fy-(Q{MJXil1s8J=X<)ba
z{SC*7f@jULkO=%l3r{6lkUWq5Kx_;plf;j|!=5R<Y~U#;;5Nega*%R%@)sp7h(i*c
zR2hfU>%L-HaIAy9YwaABh&#|>?_q^p_edsMDy~U>5T4|wng7I4X4WU~#R;XzQU|u=
zU{fa*%<Vv1cvv0vvpTPq%~(uo-Uia#dl?l(&=$LXYR8KNQqowA51|P|Nw3J=eQpCq
z-%M`AC7uddKP!&AT?lp;V!h*ZBpG-XoU$QCk%jugPT4nPP~a=*xiua=UM;u0Zg_vr
zK|jH#w^ae1+;FoQla@gD&%mo8wFCs;Sc?laLse8k9h?zDT7Gn|pP}aOL5)Q8@+3j;
zUE7nVO0VO021Mr`A@k&U;~j<;87~$i7vYwBMmGHhn7R#S2UNmSZ^+0cxUf_y;xYi`
zCl1Sq;g743bbMWjoO{G5Qc!GyiS1v`O4=0%cDAGXI9wPLthg&H@KuT4AB<mo%Z)Yk
zB#qYBN_r0d;nOPV2QXkWjriJ7jRP&kI|}fCnpQT;kJKIn&+Sq#;R+L)j&HAJ_dkVR
z1Dsqfp5_7`C17m^umZD5@!f^Ceqisbi3w$+xu{=FRflk-5Nc@j$$C88`fQvwkFT^!
zr*0b}j0vCDV%dCskwBQp;nxOx3s=>6iru#=Z{i<#xMd=4%#(y<M$%ju9?+8}e0%x{
z$VP0*(eaETWc}T{g9#*4P9db_)!Oy<-yq4i(PBwLyI%OTNxuzNwFAt87%kl1O2&+S
zZ8IEgmTMbu-8Zn{Oq{eoE<NQgo_@=Stw05v@_PAi8RnO2*N<pae2^Gz+~R7uOAX(R
zLXUp3VJgduRc^^g3i}f=3+iQ|n|?dJ)`}WjZPZ>yFFjVrKFUO9U9bu~SD$Xh77F=Z
z!s&FBE{^-De3(3J)I&XKHZZZ;M6#d?pWglj!^&`J=$~$%z*939TW7^4t`wkxJ0qu_
zDTDC?JUoI&keW6_ekXRY?K!DkAH#~FV8#Gre2q-3j0%V~EZT2F2^QV^m??9y<98{I
zgm`+7nU3ZyWX)A4ssln_Gjp0GGOY-0n;%zzxozwuwEm+GHL0leO3_;~GAK4`2adF{
z%!ORI4+u_P-=K>+)?cDBT!w4(r$=-b-h*cgS_SK4skbhvGhJS=(o>L8EfE%z{!S0E
zxcA~Vm97O`uUBa;ok>F=DSDIN3&~Y|gI|+*{^)mXr2tzzirhY;5dSH;9;m7T;zYl-
zFdHR?f8#XmlE`f6Gs;_%2E9H@c)Ma^G3XplAW05`(WcmBMN(1rLT$L7GAaJCNGrjJ
z&II?XnxdMp6KP<*uSb><dtB2D*2k%Ixkx<9R4XPS>~0$<bO2>78g<X5@9HV|YfI|4
zK2dU^aJvJg|Mn)5`$HrHrSKIM3ZSRt4z+HW9APB&dYF(5g=znhM36%-b+FGfA>yJs
zHA^Gv+U9gs>7;gaw+qd)V?WK`7K;0ppx7@k%v-Q6qYjhW_;HwFEByZ^Q0t~3<^@uL
zHhRnxC)x-3pY<(ubxnU5I{2lFfBy0J>^5@wb*VWaG+@Z!6Me;lW+!_;sTuOnXWp{)
zzs}kd6qB+w$-l9pW#UO)sE0`2oUik^O;~;#zvu2P;`e#yy9rI(V!W=xnDO0Xy*FN(
z-w#1UXV&M9@W}cvc>aR^JweON_ranI{_NZ2O^+)H!T*hto`m(BR5a!XX<u=0Ur)Wu
z_2wQfZl_A8@%+5q?<Dq_-A_cv>5c=>&pV>tKLL*}w9$N5C!Z@%YCC`@wi#}MJ?rG+
z;dprE&e_jym*B0%gKV0a9$3gYGO7#9^o}tIN1xpI)+(K@M8twKX-d9$Si+azZHO7K
zZ$)K57#J@7UD-#t0=~>zT&?Dhy>{xg@Vu<16#k&=N_b9Z&QmYp++w(Ii<cnr5KO37
z_^Cy4eq_N)GH{(L?;)d~`=^82X5-SJ{hdVAmha*sBHHyw^i*Nz6c<&GV$dqRVFIj&
z;I(9}on2qaW@HT~iF&qCrfmc>Y|?Twrt$pXgqo~APEgSyS1K-@S?x4Teu#|8yZysX
z!dQzvJr=8RqVzEdJtCt4Y}nT!=D(XcDiKfCpI0JhVkt_gizN;BK$({?*%oG193|x+
zPLkq;rFM;C9*GFZw8^}o6l4~$Wdg60AWyQwPCZ&0*TD{XtKcJ<LaccNk!NIJ8SLEv
zvKme}-Z`GgE#F<5FIC`gZ{ZIab&7W_7`-=kEsF8gtW~a+x3b@41|?@RDY%F>>1~aR
zJz>I1PiPoB9{3q6F8v05oXlUxHvqx%R9MW0+vqJg6--lwtbH?rU5~*lS};2vl;&3s
zG@n}q?k((;JJn$6gQ+4K;hGJZb)d-1E>&^MmD-tRRMWuH->|!GOsur0i&ea7V4rvk
z2|Ih}*N!p*tVd03s65-wPHDl|zjrFNgj)L?L_UH+jm%MFBO4jlQA?+P`~s8Oq>bR^
z1ZFY*lY`BugbA%+Q!9F{>az4ocZ3<7zh>kYo(k%vrc&ji{HBJ#;;74JrXKEdD2kK@
zRz(CYuHI1f00xy=_XLTP`iOg9gG=hie`E2`^4Vn;dbFxryp1lxe$mSERzr6yzu#5!
z6&q+)T*zgosF96i$Vfdh5fAwYN>}qb@RI?owP1#NHq}FDsK#U!;N36Y;<>M(U<VOr
zVxuws%cZ4Fw6-4CrNE1TtyFh%a37#=s#4d`Nf_1GU6B3nK=HMBi+*QbkwyP|Em}U@
zw;nt;;mF+X;+h3Fq5Oj+C)-0CE9$3;YGiM&uUe(f8^Z-9CBpy*OmEfyhDYMU?5jP*
z#tqNZM7LLPQ?yR8RvtLsBJFBts5qk;%e@9CAb|w69QHi%8LI(^pGHw+WeUw`rAp~`
z(Q3H=AGp)57;82^+_|5uDZn)2NUeO}__(|qCEx+DW<~4zW0LRK&iiPS`ka;W9d=Bm
z(YW-(X16hW61z!r!FjX3gr`=(!d~Lu7ob=hVMRjReWsf=6KvESFsFx`u)>MP4O4O_
z&Z!al9b9HBwSn<Yra9kR_#e#ni}n^&dkcfMX=-GV_qAWZflAQadwoQUncapXW1c`C
zM$vfhErTA%i>XF9U&+r?8?VB=r_9Zdy{1P8x9EqMFoMThvAy-!^ESmbr%j$XS6;B_
zEnH^<YaIF&!xlh?^b2_1fUUrZCH2@kwc(;*N^Cn@E8(5&pdjN)ShK^$x1$Rfh5rX=
zKeiJO7~7S)`58R^fUwa8!2SyR>kD%@SE$!4hZAfC*imKP1MqtzGs~@{j=k?AcrGVC
zg9UaU((_fErV^~K1JAqf#XT?JQZGVU3g+X<?`WigZbNk}PJCyMGiaaGbPwUe#rbN&
z;?DluiHxemM%DGPY<~(LxTrFLoobgEV{rd};K6#eL5b(YN@XT?#Ucy3wjB+}=N|Kl
z#Xkf&P_v0C8=&P(`n8B41Q2<x%%iZ;+#`6f&rlb$0}f#nM333xYLME*_=)p|*qMLr
zn#Yi9mVU!nk2Z|{&Llm>L-)i|I><Gm7nkBsr(VMOMr@)NZIIEAWwXS{F1YN{#N#k-
zF36OcnC@|T=kCfv-@D0glSxjzI2ac-(=V~lA6qcDtqx8o7`Hmi0&5-m{dmHYahFFM
z^AKUp@k%V>^rxkrg$q}@VYAhAqY^R5rCn%Zft+dp0Zw-02XO8?yTBd0(13;tjik2N
zH@b(||CX{4WVJAgHP$(}|7RC{)Q%n;7@7qvvDCFzHsrK}UWg|=_^dkuHjUTZ2glxH
z*)m##Vku+n3R5fB{*l!A(!_=m%s7QWgt^6bLkInLs>A+tfg}fActWk4i~EoNFp?%7
zwJTgGspOv1((@{$+|J*6@Cj<Yw07inwO-TF4u1jjS``BP&TcYF3;t+fePsTqAiG-e
zDPQuTyFhNH3haDJC&3bjW*`hy>Yl78lP=+!S73e_JY0x1tygR09s=CY%=T7tzwic(
z<h3wzp7PpQ6&*un=MFId1BxA$TpLSr$MjOpEVyWT50Zn@Iti1j6(w6ZE0@yUr3x(v
zJL(yaE<7Kl<g<2K&^{dK$PjHS6gOZ`oL24=DGJ8}9x<7+w1*&{(Z5piGwj^y)N<_k
z*1zQ;ZRoTPxRcmef3?m_h`drpos7mKk9`Kaf=u9jesp+`Om6JZcIiQqsK%aK6)SLh
z0bWsueU1IhR(@6B_N|?Sfm!g%LfpT%@PSjBpGzh+jJ1J->&T8EyRSl=Akj*vfKfmg
z6c_anlz%ZxCM4xP!GamA+q!5?Berj{O|cOVTlQBuFa^NrN<IMkdKHfgNx*YD@)aT`
zMUI2sAg8Z((D;~dn-CqW8Z)DB_~q)ei|kxyCzT!O9yo`rxxNzj|Ng#|$+;AvFW)ep
z)VznA3}`s{E?1`8F>vF)T))ZS^>F0(S>1e*|Cvak{B68Pfmt+kg4e``wR!Z<Ufnx&
zxg}hERF^tp-XHxc&U9Vwhr0QnbzMdL=l>*681cuRQGGM#A45HjP4(Fk6*mlN4S8FW
zCvQs3d6*I!zau&Re+=}_OPnA@haap6Z>;*iNl;(+f$lEXz`JY59!-0AvH|&kYokBn
z+n+h?=f0$(yocbnNBF+U_3VoVa`tlWwMtW?)GoSjl5x$Fic>QF7%E7sX1Dh~B@?~B
zcMjEE!UGJL=*c=fAiSd)j~%%xqMb>1GLO+&_ZKbR_?Q`|3^mAV9%<(FWE9<$zlNQh
zhzrLZ1<4G0u#UyA-~rt#;a7|FMQ7RMsDJLMC=Xtm@{G{~Gh+drUxM!6+0`TIsD<@d
zA=Ss9PHQws_GQGnVTN+>QErT`)n~Ae9ELY?x@S808xiczD_7Axp0h+npM=_=Ut1N;
zY7|2%p>gJgl7AVLzarUP^~i+2^==Cgxv+3;MiZoC(n-s5E7w-fT#*|uSZKZttC!SI
zCf%`<rICXhf^*u{#^f1zfc?n-sLeUwek_+gktu!Nhdy{85)S6^OO=D^y|@y*gQpl3
z(PTZv&TYqz?}$oLQLPsAyr=M;k)h)8pHv!s1GBr4_7J8Il~HHg@iZNt)`o<Bf}_Mg
zeU}&nCQOBkmwj+w%%L7C!&V+?e5gTTYmjCcO(d)6_t4k5;Fv?dWI~DH;WRtw<Qu1{
z7)x5*J(l>m3AbN>nf=F!#UCr!YZ{F0v7@ulGuKA%*@oxn_Rry^(a%(K@q$@yEoQoB
zn<h3(MIijp@Iz`WIU{%{BYL%>&oGg<O^|x!&7HGHnM)>gQ#*G0iHg`BkUgy^Hb<6h
z3*fFlK*k=hFg4rP(EMzbCQNSFQp=VN6khv=E$rsxBS~rDLK#vE?Xmo6^h>MTL#XO0
z&S^&u4ec+~G%D_>sew1<;DQb%oOb*RAY1VI%|pAbBg2wSM&?XqI=H)oK$hT<@4*=p
zRxoBazFncGzFDQ+8W=PCyqP+HPyZHc*UUi#6WZuJ(Dxgwobt1$E(_1`<GJwLYRyeB
z(_P?k5A;fjK>}Txi*JgGTwt3Wy=_)-xah)<+njWb<dF>v7UMz(%lvT&*j5sj)O(%3
zV*}#h5+{A`*-uXXnaZ8bG#k!3=t<PaY#gb!v2n?`;VaLT2iq0DSMTSgmmNsMeeF|H
zd{-{oVCY{U5B<|@ckxvbIFckMe2ah%&W6II_rQ@2Dj^v)=Pw`YO>o-Ej<HfIBUaVX
z$KsJMB~P`OU~m9|gg?Y<TyRAV_RI)?su^4G4sR{|lT&hEC*i%TU;-4n`9-r{?n4@`
zx3H$4{R>td!4Erp&i@#;sC&*Sy^YnFV=&r-3<-=SiW>px@UOtucA)t{C+(_ngj`b6
zvs||uu_c{w?Wk6)$4uB!ao+IAtO!E7OoO{SxhA#lX9q8<QoPZDN-OmR^loNPq^fml
zyx<#KOLK?u6$$oDh&Wr-fF%#NW88Fuhb7?+<p4-26uwjDS$L{(;Q(68y=nycPQ~J{
zRf_dq!n4Y}aid%ukALVSRLRIFxiXL6_98~b?}MZE!!@4bY<1Lli()j4TJ82_T%v0^
zyyKua6kF`ljK*6RlA`X@k}sL!TwDS4hr+`*gLe@c2XpdGsPvvvAZiv+eVyDNFQHGq
zN;@E1DcY)}hjkUC71eq6_E8z*<!RMc?9+YtgGG<tv;8vXw7kFuK0Unu!p!{V(6}O8
zY>t~sR|+OoD^liDSN{Gi7nMS{r_oqvmGK<8T}gFm>s5+44Z6W(&6!5Ic;BmD*}1*=
z^F)*{zU4LCD+z&K<FDo{Yp?<E9phg?do8vohR&?<&oq?PO8nOnk&Syloru?W$18g1
zAfiTUHrIgmRccXN0XQ5HmES^o*!lHD=$0`kcI_Xz_FvWjMa^gve&V&)Vxq=8{y~Wg
z__S}dGRN@N`Am=Q;zy}4W$jKy)Y!}a4^T@31QY-O00;mwe&Je_Gag_^3;+PF3;+NL
z0000mFJmt=FEB4KO_zIA6X&AEzhNLBkH{DC(RkEMXr*Fx*=SX$z)VtK)T5PpTj5&8
z(W;0qV&PUWB$;89qQw$l_&R9RS~-dqwF(u4i6Wv{O?`nc2q<re5kdla9`F6@{;}8E
zYwbVxT6_Jr54Hybz#jnM3(gAx5Wjb40|EHuy~3}2>el~nkTw-m?->boB||b2@|TVP
zAz&DgMFsh0<pO>A#z4R@Bhq(h8x~--$(^)9*7w))&>FwX|19-w!DYHjGyfG}T9|Q7
z_=L^AzW$3WpVW0TyHBjXyEtV1kuPt~S4|Kv$=X|(b-hI<=nWM4?C||kye4CGh&*(-
zPpH4a>&+W+rg^K}1b^}>e(#6>_|m2~H9?@n1fSii1Ea)|v1I+TM<~sT)|;_B52Oxj
zir0NC@bYaB$tMfnco_5eputiPv3j^Hyytos&)1>+IbQuEc(xxC*r57{Z}Mq<R1e_7
zuAv{>ao)}-Ms`*<qiub+e&*$FHBcR(OspaMrCL@_4t#!#*tm4;B(0uoA6eDN+Oi6W
zah{kq&hL`|acmJXxxtZ(Wb9i5>sDNflIb5cz~NO6Q+<a1u0~p8=9*opQo$%R+zRo2
ze1;vioV~Q73Z5$_{D-bhmFH#_7oVd|>8)EBb+DkYi<@I<blVm2QD1LuK^LCEdET#S
z<Eb7rKhu(Obp#C(-EuDq-<5>)#b>=kW-PA`bFg=~=hMaQo5V8S0m(GDTkx^PaA4lH
znQI0WJ0z3p&m)=tpXDQDk$pTx4nTHhCa8CzXox3VMuG^M|9mHW$<25$r0C#)B2Udv
z62EDC2lJ_P$HY!eTp2w1v(K5)X2md0arig%*zv8Fn3QVWLVLM!e{s_^bkb1|{_9O!
z(pM#-3-<}xO!1^uCWswGqC02-FMS@J-UeZoMn6id-1->)Vd2JlO*6WR(Bn5KBuEy1
z?_YgtGat<vjy7;>^+fJfB7ASTr}1hD#>W=~aUHK=4;h&<egJP)JFRe(s1APT*MYx!
z%hhcQ5*Fs#dDDZKxB;YlKA8|!v~4N!EWmK{X-XL?GcM3D%^|d`)jYMn%8e;w0?W)u
z@UE?kwotky;D+fs40EC}Hzp^)w9y;Lgw~c5jm#~{q)WZzfSRVQii)pnbb?y?m|_(7
zUn{CnwpJJA#>(tl@V8t_GEq7n8!gvb3K6)72Yu^Z8vcyyqtaE%#u}<!xooQy4{qT8
zF={2>#m!dhx`>yK2Ff&A7P}QGyJ1Z${5?aqNiGfd;WSQ@%E|q_`br}#3Doi$1P&3)
zB<-Buk%&8%5(^fTQ8^b-)>#r1<~r%hJ!^>Y?G%3raMKK=D7N<jGP=2~)e+#}u5n(v
z)tA<j8l{SPt&!e?K^aC5z2*i?Br>0PIj+RjEOBnMbm7lBj?Z7gp(<D-MV1t^rob&|
zsoz1!zo4a?2Ut@6d;pv3EBGHL_SqV*T6AG;$yXNcd0sEH_Oo}j#v|XeibAwEl)0>q
ztMe#+YJ(pHJEU`{nq{vZFpGGeLQBmc3T<Q!V;RH6UM`*hy~s%N=TXgo;(ouujQ;R&
zPE6prGG59O;X_n$evF}jtiRlW*G=`|7MF8PVX~TtIWl0wCOa{$-P8tudjcDTf)v70
zkjAhBr$~?+xbYe(&F=YzX!pnq$=H({BO-<5IwMrOxL$ZWy40_G6B^?q^zW0O=tFaR
z7561+R(z8UZ|mi(c6mmCfDhA{(ll~PtIO2-%>CBITz1M6{kRi_mmf&$ovieue(b|?
znEevw_-4qx_@;4<@S%h6ielDl4SK2Fp!gwq2R5Z2bGTX1qkVeBLp-*zF)E9S7O9+k
zJ`IXu)?HtXXOQXZ)J!}bXT5J=#%_}us?nR!exdlAzKd`;n@8N!sKY7}C>5xQRwDL;
z4lHW2Tb^K{`e|jP*JNhcwiy5NMP?IxXNCv7^nX{V`&kDpts@fp;Tey@;$>H;Eg#tM
zb1I;s2A;xaUgpR+J4>W*{^laOSC8+SCj(wmI@~h_L}rS*8WkvaTijjl@{mjw=u<?a
zy&uYpiv>%*cmnppr`=;8KSZT>;dqwa6(i2zZ)$V~f5GiYp&2i8>x1WtguYtQ*QX`Y
zK7FDUcfOx41os%g2|<N@?0iA|twYoDEs77xc9H0sWOmOx4%=oqhgMmNg4W8W&)gjf
zhSdg!g}3RF6I;4)-ya#{VY=YIKEu}jP&>W5_TGubVS|qS6Q7)ZeCP7nVIkWS+0%th
zW~FeY-)!;J`9n9K!9z@<IMFVX*IO5H{6=twvJ+oEi2s^uWu;!zEYdh*%qtkH#$|=)
zU4~=FoLuHaCBG7VeAqrszLeMRJrgYMgo|qN99|mPijQ<j?-Ug0*$jzl-O6{B*)ro!
zr<4y6JiWN_rl$CN_xN^7e<cDu|2Gn)ip7?5!+6tNHJ^$qf{BgYxYpEll2PRKZuAkD
zE7gZLP#jp;d*f0y%%1eV{_XJiKL;_kenZAMu`9)e6;L^=ylmHlDzqe^qBd|+=f2JJ
zI4#a4tCcx1plA@cuFzQ8sPtwkJWkTS*v$mgYnUJn6gP9z^U<H~UaWlaaiP)0i~-z)
z*MDeav1?6d?{j1{EnOBcfR&)&40P8?CuvNhuoAeP-$|`|^g6kg<`)r#S9@0*htYh^
zZX%6URH#p(cBd(JH?>arJuSLb_oW|KPEhTs8eQiLv@K$gyM#)cUT`aI2HOp&R9Q2o
z_?wP(Nv2Uc+Z3_rJ5t}IZSoQ3I6yn(R%!`h(>DFDgREo`6F)&b`~_i*b?Q5!;#)@p
zbGma1nB0mIyd$3S(!P=6;Ttsaqi*Tn)1Wx51ZNFqmt0MiUi^Dv7Mm&AKejkV4Py5p
ze1eR*fF^s$ggBuf?p-m`oL$14;R6rcQW4gNL#iaao4q_}IH)!)CuA9Agj^ytz8Wjk
z#dsJS9pJ<o;foMqV!ll+4|Cvm(wg*#9>Osz$U|LuAu0Otlu`H5y%w0|1Up|!YC3nS
z<!Uh0!r_&K{(@S$m7>>-rsc6~aWP2vj;9xRR8jG;7v9`(J6I^SDmn?vZ|F$AhwdVI
zyP?GI)o$`o%5lA&#e3oGgH++P{3nc9=&7^evva8MJdN>_kET-Hl>ZDnKI`EXTv!|^
z8z@27+TTFF^7I{YAWsEC1(_N8J(G?_fB|&O1^dY+{KsUi$SIMk@g&0X6mIX~npt)x
zdlUAo?TVIPJi;nE+`wmaJz){KVdhD+tcO*sBwSBWb-y>)#@pe-U4;Hq@xa=kV#xuB
z+1Wla7N_L6D1a*U6BoT<kNV+h4lp#Ll2aHCcQ?%?BFFS|{%$Dg<Q_C==pCeJ31PVu
zqidMp^GZcW)uPR_cu<WFC9;au1@}q%*LQ>~SQzpX3@*p-UnxT)KNP;%U%?u3@rv5F
zhNRl*TE2%AD^u!-)n7F#DV_eU!j%b1RdJ2@Dvz{N%h=hc5@jn)^(wAXd?Pp9qxaXu
zHNvvVGLS<0|J5xh`Lwj+b@m9E{#3q?7yExi8jZlzD!-hMfCzxPS^kIS4poRm<xl=T
z_S-y}FH>EpT$DY<;<Iz;&^;$%2puZE@qZ}!;C@*<Zl_HVwUr3$^UhADq%~^e>B{yl
zOx}Tfd#(7*$1bd5O>b}IHM<(@w{YHIVR`j6i7#hZX@|3$D9ea6X5UzxQ#+&Tx`4^T
z)ABxU)=`adg^L-T>yRh;ZF;pCf*KT9_6P_viR}j60sXeBe#H{+oac`)&`yYMZw+;E
zaYVWsx<`oVcd#ygdcuX<7*ixOm3vIaZUbc4Ms<YcRI>&DB6H3vqW$03755zPynCI}
z*cQU-B?rzs8Gs3LPSvh^+49}8Q_BmSk)Ye`rS%<7(`NxynS}BLtv@>Pt`j8n6XJ&}
zw$PUA`ril50!0?X{zT=x!7^lC{6+)!yV}^_$#!72J{bLw0K)p10ju?GT)~=5V_$3-
zYe2u)6nS<aEj#dMtMevRAKJ}f<yUv5s*BH^db=QLnwLMiWi%+Qn>tiLHsIhoXA(r3
zF{Tb>7r;KCV=?dx`owm-`I+gq4eS-Z0hymmOwk(M3p~$9U~ws;XZ_K!e;BcKJuxml
zEJ*4}vJKNtp8fsw#lwm#1qBSfMB%gW{X6l+fXn;2$mc&$O9KQH0000805X2zS~UrZ
zfKDO+0QVvQ00{s905C6OFEcMQFECA+c{G%b_rRaWGdx1iNJ3?n7Nt^zHZzz>Z%K(Z
zX=6&g?IFvIb!I%I^);zbim_DMUW!CvW+YpBja0}ok0r)7GqO#LnP1=ke&?Qh&OPV;
zbI(2ZbC+|qz*`^y=mG$M111*(fY~35NdSPuf7J4g^$h=ijtAF(`#vl~TaLwUm~zgg
zM)=al0(x5_0rm;saa~x;byn_(FW&33r*Gv&pyvfWbc;sQm)u<XXeT%dOan6j($i8&
ze{sRO^3HhLN6YVC7e5%=-B|%|vVC*+$tT<7(!MZx7?Sp4?YN?CN@k05kU9oFxzKUa
zKc65e8hbvnHByjCZ{YJ%z;z>h-o}e3AGgT+$JP5w-;G6&xehe?OT1mo4dW|5#Be)p
z%qur9rY#n3HodkHW0`2(x=I!r&>1(^C6Ba)CgtyXyUA&AlVNq^rF-ZEa>>xH?tIk+
zIPgK;`Su^zA6`<`9@trYe(m2T-BR*k{p%x@KM27AgD0+auYa+r`XI7vO~f|-C-0yn
zG_Ct#-|<yPdtVICq^<imI;!>WlVeJ0!5n!Bc5{QQEo{l51FLK;?$IBkltsF&2{T$@
zwRiH<)=Bbjqf~-w6}-g4alMwORwgIMeBa+2ZC$Lxr(_pa+1`a>j~FfXTLcEu!pL?P
zqtc*2R((NA9C;(_%+H6z%(nhl-a!G&i<);GW{=z`%)LtqF(zek?Rh$QG@cvzczD?V
zux8-E=O1&mWB0lG+E|&H?C#HArnh~IIUik8Rn)xRjw(Spj8eOw<f^+=$-O{D@L+dA
z<8jG=L-n0;tMBHxk9v|1KfKPTe(dOeJ$yR#;c?^A&W-SFty{F%cx?vAV!59yY`mHF
zrLin~#~v5?rx@-l^7tJ1#38wEWcugYkI&{UwA;DX&b@Wte@o7dpS{oWuJ~)8z3Wxr
z)7@=GbG0io0-wp_iDyV2{a(G}!K=Lf5@b`{R>3>RzwO;~yVl#2SPKSw2LAkhfp{`C
z^xd!4+5?oC<9hUJ;<Io+Nnx1R`G~b=o_r);$WP9+9QbHCTxkf$ZZY>ZG8wSS+?-gu
z<mnakC+50(>jn8`;RW;Du=>`N@Uf1?=S(7#ev%94?j6P=9-*yo+_T&gy9ydZ4-Hq`
z_~lxVxo9NMGj^wO+LG29?#^Dq>%SKT4Q{x$A}!&~q_=TM8gdP}loykr*O5cqzMO;O
z2|1{y@JXvpT;0;b%nZ|aN5YoQ<05d_rTh#7fQ1X#w3o8hV$~-4?daRs___OKlI)dk
zXZLK{V<{@SqL)xQ?kF(3Q8sYF=V(G<k|28fr)29{pG?#CZ1TJ>1pL52hQsw!!O?3+
zi60xUta<1&li5UZ@K3v!-!pza>x+IAnWOvEoQ%v5_H3){#o}l;-@Ft!cv%PNm9=r_
zc|B3PU9J3aME*RmWwEXK@`fFo_uRf#cgpcvac0a%bKKhL#+Yr2S8v}xr5tN`;4ZMx
z+rA$$)5R9Av448_{n?!0)s-7x-`y{ucRunpwxe7?Yj!lNliSv8&rOQ0J7~XV?39(&
ztXgQ%?JKmc;h$dC<v;#Jgl7^T#LdgecOCSx%?u4PA}`Xl_aq}XVrOYj6Xy!&JlbQa
ztEJJfm5ISokb!9gG9@Npvu<@ZgB{)6h978qC*x2A_JqkB+e6MBAU{D=Qnla$ET{<+
z%8jt5Z`?eUq0$zgbg;LoO~n2}{0NBzz6u5B%T%Eqm9y1g=vpD9#07ss01A*taecNQ
z=<VfZMDXIDXg+*-zzu+-LRM!FASTe3A>jdAGKb;~H_4Ik9Gycf{tJM!1%K^ngraFy
z#TPrv2%)1wxE~4sh6oi-*1wTpYkY7LNMr)!P(x|?>T-0IUY#zbIU`8>_q%^*%vDxl
zoQhKPX)(8U3qcu-k971V0R=u}-jZvCu|Rvvt$C=^EVZBl3D1Qu`cilndNa3)s#h?l
zktD|9aiLLeZo|P>+@`9xOq6SipsRiGmg}ef!+a%lj5Zr^A7ac((^yeY*HT#vgT$A)
z@ZY&*<iW7Ke~!Vvx(@~xoMya~Ba25d#X?mzP1;TOpJJCmi{k0*<FKdDx{WRv)XZ%I
zi>8vT@PPV2#;pCKK0W*bwdpV9-ElGvUzQ6w6f1^FT~p+yi9p3kn{8e6vY7;aiQl3<
z<&b*-CNF7cOJoqyoQSQQxcQkCB7HT0Ew4v!{EMdD1E=o)65*#m?Q9p-kFz&3#r0E(
z1DF{U$Ajk{;N!;s8USO2Q2$$e#W+HC!h7fG0A&<UKXu;&mrXXtQtq?FL6~I#Y$c2#
z$^H6{7~N=+G~nRP#ANIfEFKTqJ4rmxhJU7LdMeSqzn7DVCH;W;CAchtvA-Cq#{?*q
z3{I1nhSFRtiUlZT04Gc6(b9mCo~!kv7AjTeFM)YqmZK|E;ro9%iuXog3yVOVC<*+&
zi^ABWtUuvEP%(lsMG2_{9YH$+1ZYlTh{-*+xBz|hQFAPwV)k|5Fq2ScZM<>?K@2|n
zy)D&2x{JaRBhhWNtdEdDk^4x(HH-j;35JftpGr_}Q5l<JY2#ZITu>wWZ_L^A`WRI0
zCSVL<&Kj*`7)TY|%tpHO{FmWl7Ex&|!%L~e7Lc)#U60bJx(q3Iy%veJ{r0$UJ<Odz
zw8~NTO~Thu_)F^8d{>jGCnBPC9&;EtKAQgN@#fj#ZWel~)g)j<0rY~_x8d*)%z*7`
z_~3wW^2Q+tr5{DPXZI(H;^o)LtWZE0S8|($@%6Q|iS{aI7dg$SPA7T5!DixD8<!KN
z?e-MnkUYsk+93b57R}I%ScdwI3*NK%zceigaQJ!n_g7HFf~j|C&^S~YD%?0}aU9-;
zpK_ymM}8*&i^%9Od4+a(1)+HwTu0@jApN0(8Hr)dfvLK<u?7c5FsF^}|BGCKa&+*t
zXa!Svv<vh2jWmx)Ja{woZ(VK5@j-5aN;1f_xjIUF4M!)#><o}m2eZWpZCVoX-v-Yg
zbnOF7jIwj>kc0BBI(k2>y5xOD-Oa@Ci)eu`C)1`ToYpf4EeOr?#0t={-6^l1q1z7g
z|L~4VcVs{3UaEzBJGg)xlV71_E+Yc&QPXqX^n)YewQYwyztJy*Rx`)Um+pZ0Y)bVE
z)WcmX%^j#=GxEyN*7wf-bGt-?ouY;wk!h7p&H`di1`9hl!|nxH=87}$KeJ0HiYYaa
zc$xxal1hEi+;%W=US|a|HIYj_`S~_+NG$QFjuNMPvp+*vJ;aFS4E{(09)@A9=8B_#
znJVuJeG_U10dm|{22kSw&}f}14=)&aY}i8G7<14tiBSDim{^Wh60YQ+@jeQyiE`RF
zYFiigpT=#^nz(k_9D1v$YC6DyICeG)rvPYQbFVQCPw0=S5Op2fZy&tn2zW<9i`q~7
z8Nx9zPS>~x!b^e--I#{zDZ5;B0`r@KEdR9CsP+r6#MG-5EN<Z3sDu1_@R<-^2`P~>
zDGW{{tUf(cN9CE(T#!8aL!TW1i>36ff$$t-W8EBd^&#FP37)J3flicUp#2AQ$m27=
zhTyHH;Ul?~X!_xN19cee+zu^cDmXf^;V{kxXh|l^Ih?bd;to)f5c4%0&JlDKpe{pD
z0%7Q>c$8pyo|mfnHoz6V`UdhA82%EXed)d|fHjsNrvf_D%AK>)LB90%7QzW@1`pVi
z*`#ak(M<mh?|TLLjslT5U`zV)7H<7-`pY~>JU~0|jBl<XD3`($SH1{c7B+r{wJyj3
zp$o*hVW6v=9pyPBYs4Z5%9d!?)U06pbx8Cx!i{7|<AUc@L!ENblW9h-&Xr-TS;?OB
z9Qh*fY^5koHKct(I%WF!=#@mO)oodFD7O4J$+DF`bl`ah_i!x1+)9z{;M&i#!QRcm
zhZj=GnGUp}IVrA0t4P>M#O9VkOO`QVt(|zFRC_*vm!)vTm1xR*#!KW%sn*|YSnIh~
zW!6(Iiqc>Tb#D=Ie+!;Fn6;4-Hl!>Eq0pM!&f=){H$eG2sg^PiI<{LhD-wGirdU-Y
z1oGn424!sP52rP^yKucMpwcEQ4j2A)3PaQO<0GTF9rtgT0Ofc!<xk+6!zW}1zia>S
zT-7P^pIEegKn<+SLip;2Sq}e#6ND4*v5DvCNj~;1DR0@tj{L&CG~BShCv5MVVp;@Q
z^dJgvz_Udp7$U_J%nH<-=f13T#{=Q8R=M^E86d2H8>Fl12zPv0*WpDF?>jda3Y`#$
z2q{-ZYZ8lf91}u02B#4suFdx(MyIFKDa!7q_unB2-+kgAt=XLKbO`r2V#b|h#S4EB
zFBsL3D0%NhmP}7wZFOL%0;lm0Gt|9CHC&J9EG8*()XwUiq|@uoiW_E&tF4{WUyG~<
z`Ib1{dH5UtyvSeV9}uks%?!Z`bgZZ=?W3?=l}Mq1*`B!zP6Xx^R6%r!g3%HJl$b^e
z=prbxf5#ZbRiF`s2H0A0_Q64&NqrzTze3hjj?zXGMIT$h8=J`|-b3v;+-Jn6UP2$H
z0*7Qmbf#U7R5<004q>DhXKBw|%{@1vswGWad7vXU5Qfbe1Zng6PSWWpo35cxn8rJC
zh1EV7@tNlZJEf0<bMWduZu&kls}|DKqC{x{B;zE=fPe@r-M+eMxz21HOgMs5t6M}R
zwG{(g?&zt?GAKe#`x0U}Hd~mF*4)B(HIcdzU`C)qO!7Gbway!837coW(P9coVi9(p
z!-EL~p(i^{LeG^p{@m0n8j+FHM?ss}STWQ(`!p-yjon57E)0Zo*FHmH9%E+-x?3`a
zHTT2dMvyA4rUiwPV>G^#6u#<F4MZcwV&9;mb@L<d!O=rUCL`XK8E`f%{8xD6g~QG!
z0wc4$z855`CIdsacUnhc^#o<}^q)Kn51Wl`?mvoIZvP4{Apke@G;4#g!5K}uTx4DZ
z6@z3D>Y!g5*1R92J%(OP#mVMFlIfcZ9f8;oK6{>40W*YFE;vUpTP)7g)cg=B*qqgQ
z5I+ks-e_=fTmTpkldnt{d=~}4C*}}YuxO0lR)l`l`5+fg&ZO5+bp05g8mpl{lSN^t
z_;0Sxrty>K?BIV-<~4t%UzO#S5)4|Jy7cfiP2ewmVQP>muo)k-Eh0z3XrGQNV*`23
z38I9qA(q%tJN!TP+E-{*tt4Rtu=$Isv>Km50D1a{L9R!L*tC!OIp*O2*@Vh@c1xuO
z@|Su$tM;ZM=Es3w2(g)KWDwJT-=*gpgc+S$g<on5Or5_}%}D(R<_u*cIK(q+5bN<(
z3^ESF$Gw`t+8?5r{>iNaz%e~#COQIqSNmrZbl+2fj<`oM{xmy%1e44G29V=Vp$KE5
zN{Kjh<K4IH?x42{gM&Ni0o`Dpos#5KeG~STVf8fr+xf;tO`L=Y`i+)&(Y8?$tId3O
zl1{Y<WoroJYx&pL?EEEq;Nh)w!MMHtiM9fTuv?h6sR()P#HXvufV}fPwAb4&rIoS_
z#p9pq{NYAjs^>qfyrJv<u<tybn94yD<GJiM<PzED3ezw~-!r8Hc1d)o{_4A-Q-ts5
z>+9#26BOC6jb4QLyoENsL0L7DFgX^-IT|tsV1cl20Q{1m>+0?e&mABGg$5Mhvaoh~
zWYbS0;i-kLP&as%Xm5byBdiF;*7W!i4Ltwz;mKa<9K&U`)K`d!aq2-5e*b>?=BrKM
z9$3WP;N*T{o#H9#6*wHYS?Fxg%#CoTHug7j<-Kob*VfN%da-7_8RY9oLwWbK@bygb
zU<Y@r{U~l3v5V}mKR4#@Z%F3H>@>n@wcT?ld^zu>m6g=$2bkovM8@&b^d(-HdxK0+
zg)MS%t6o8#OIz31?=aBNa&8yXsFYYhxWR#U%xv5Z&*_8h>U+TU&%Qu!_eE>I#Tn?-
zUje83W@;>n_O%@pJ4Q|4=q|tY=avOToQlyOWp8MG-|}~=MUv|Y`5mp}fDga`M%(Le
z_N?5n2oTYD9ASEbp5!K_SohoHj3U<m3;uhx<>CUjUF>SePizHiLAN?jX?7?ql+*b;
z_HCbPdblv%#YfX#x`@f!`h_80>J=;OX{$TXIBBMx)hw=0Zf_asjGXP~Y_tBLUAN~~
zf!$8y#LMr^&xZw9$#)*=yKpzsXohgcNA-_)EZ*SwCYx)kJRNIRKTxOfmd&)fGapQi
zOsd{0Yg8XU+3IM`X}15GF}W@IZR*_M#1FH|ryAzTHXv$RC4+U$Lh|%_8RzP<8w^*g
zw}v|o>)x>0?|$%o$%?Qii3v_^S9wwTjN|k{Pp@?g?nZ_A_*V2Bxpbp<kK>`|g=y>4
z)v4!Rw*1(}HPk;Yvih;7Ym3~u+LUA$61v(9=VUmKWX6{YuC6?@@SM{BOZvluCAQx(
z@-6RcH8bY;wPn-&EmGAf8FL3u@<|18TQa!z=FZ6<L}p%<*M@*ufLZLvb)Q$iK3I_{
zXt-4Hxc|Qd3Gz~#`5A=DH+#}{CnSElRjP%i<QV--*?xI#xvrU(_Hi>^Iydurgb^d(
zwZc%P(ezq;)S00_>rT*7Umry;SPM7op$51lp6(Lsyh78os%X2~K(R`{G&_%uze(Xg
zB3XI{z|>Op4@&c04YvsDsMGGk4+)cXu>~UlXUMOR*b^XTikY6zE7_+n!Q~%BHk<T_
z23uDV3$%n5M;A1Y$QXCm=#_*r#q$kVXNT;_J0|J>xIN+C|5qw1L!;dYfQ++H9jG--
z^B<oqrCOF5xORc!g?Tc5(l35B2NwR9M!`BGFzX1Rsf@h7N_4Zk6U^%X`KnJl2EbHj
zyqBX6-T+>s+rvG`p|x|Jiv$-QltfGCQWbDq)JQ0{zd4`6nzfx1|4xk+`AG~S^IWCJ
zO#9e-FTh1_OuSmT$1Q<{)o95F=hdm9iU^3^Ne?u^xKvLI6>>snOAqbs-^A)wa!&GT
zVbkHS$RSnofdK?qLjqRd$6mFjJFtFh7fa|z7x16-iaf$SCl}zI@Rxs66cJt<sR3~s
zppT%q$9>1!LE6?10z2p%#<>SOqUWoe`ZEE0d2tBG*IKt1dPpG`fe#79rLo*wb?E#J
z?;xr{+awF%y_7upgobt_*EZz5<h(Gz$GWR0Tfy+Un39W*Q#5<qf(~xGD?2_P`dtVz
zD$tZXZW(<wNwp;lXRv^X6S!*1AX+;+>?gt)GQnuXu^NVtjI)%4tzsG)szAcNhbYrU
zwxJCV5m`(iXD_?{4sXt`3`BWvX5l20H*_D?Izu$OrmZ6AhKB_B<pfajkTs+p8!<8l
zG<ASJj{_!UWHIr|!BDZp!Up{et@X_MjQ$W4>f~r)5V3@;9j!$a?wiFZLWQTblO9?D
zPvkUUE^i$GOF*>0lNN!<?5J1rwPNGpR~N;m3Gi<bI-O%U`it{Wz-DR?z2Kr~hxw5|
z>(BQfzsehhA0ASODn8o&ixV&p;8DcZvkZHt2txJj`FKX)^jkVnm#$IrC@HHr8gPWO
zOVq(NQZLV!i~Ji1QYm<_t3*dGX67;D(xk|*q?q(D9_h32(Cs9hYp`%5zmclkt&a<b
zgZAl!7qd9K)asw2i>iplOvA5X3X+^=suM1xknJ?$y-f>okLN{Aa%B{L{fZLM(~GcA
zhm!)omk4B?$UY-8v7Avk55X8(kV20C_UDqTLV_DLv>~MD5j+}5ejTQ`O>ZN&!}de1
zw@P8B-e6L57_7;|X$8Ozx{yyhXg(=$dKOEc!clCN(_9sRG!q_Qr_Ff>k%)Qc*Ub1n
zW+~>Io~@OOtlH_UC~!hXc7GH1u6PPrziZO8m{_-&$&;AgaSb(81qrRY!CVK$sDmPk
zIyKFZbK69r8on|IK3_yJTlPf|41e_9I7MjYFHl7Ha=9mnK-|Q0LiHTBqzcUta;)*q
zCYtsRk>gm?HaS^B!Y;wTZo~0&@v&u~V+kr;fw`sh?y-qy+VFLPZ4DYxw$5rBqHe|t
z-D?z9zff}(mgrv@A`~3uu5W>H#r*3cUq9O0D%3kuv?v47DpB=ym7whANjML})bD1H
z6XRf3RxNmZ5Me#iuicM{i1@|7gp4_!!$|f<V1!_tz^3&O4DaA{M+ulKK712DcQL;N
zbzzHC$d&gr!$Jt$gt=<CFQM=ZUN?oe1Lw_wyVcI-!SHj6&{V;<#viXG+(_hNjV#68
z2zdI1W|tJ{TBM`Zg{W<WOYUkdD7pGPN@w<=beNJ1hgf(v-GE=m>JxEmunoOJ)2U&?
zi@WM+Dn*%~I`aV;FvI;vRS4kQ4G9>MC>FY0hZ6xXiITTltEh=my&<oPfSFq6L*)Y6
zT0?y7-YB1T?nO_0(qZ~5O7$c9s(rNd5!y+6miEa^op(K8UKmhyBpiO`s624q0a|k2
zv3dHp5K<$j-?B@~Q07d!jN<tc=O!goq{FMj+DQA%PWA<H`ZU^gge@D{rT3AIio;I^
zF_p$|Ib9V0FYIif_*IO&CQ5^jcMP(B3L!tLWjMGk(RPUrR0`?TsS^~!Cy_L>Z}goD
zRG|ZW%dZzkXvNd)5O{hi&F{M?OAZvEw<??;XF9R@-3TL=oAd&jHVzJe%Ztj>3Q+w*
z;r#cgQ?NK9lzh2>KTSD3qbI=sDNfCXA1rKzCYb{0YJyg<3?cQIr{gHMe5f%@xa1fg
zhzO8NxP~#f-hg3@rsvx89*Xvp;CD7D6{G?Ff%Ye86MeP<uV4w8&NfvOxJluAh_OWb
ziZRi=O)COJfCs`-0rakjVLA)nC6Op{phkF?G>qmk*k?iIyU698go1y#Gr@4sEM)8*
z<V<$tT*akCP;=m4VBv`HZ=&KbK79Mk{?l?kkrdfM5%clF)l|i(kWh+}oQ20?9u11p
zPw;;AQ}WDTvLC?X=%?4h50vUxx|kj_&y`Tr%!XqYQ>4&Jg>?vS%AKg_0;oKga-Poy
zNqV!R!v<-FYnDE20jq#7fA&ca-^&uwBDfGD0@;PmrBM5Tzmm{n&i)n+Ygan&7C{py
z!)Z=bMGzcnQ#8s{1mO$JsC>65zjjgGZ%B&hEe6Yrq2q;`7>UTk0u|nckKcw<Zwi`u
zutkM)4|2W~de}w3(&)qT+{Ol6jY?tP<Q*f7dv5%bUuVC*3P%KK%5om*5mo1>?0UzN
zR|mooM>**=TcC_Uq7^!AhS%GkQA^<%!T<e4cz**5!q;Lr7KLffoaIcLRSSlWu>uml
zK>HP(S#laSF^LwSS-YEODKOdm967eH%eNamoNOiIEO+MnPcW!|XiS<pM&V_!6Be(d
z@C6xgTH)9XR#k->c5xnsgz@}G07Eb31_c8e@4x$p_qPJnSt_c}N3-8*&)lDw1ncLB
zgGpbBEWY^^JQ6}n$1CTf=~jr3@YG@0DVa^IM?%vzJ^}Dwr;i$LiP9@a7q7?j)a=wW
zuF#g;EI_w1I9LaWjVFu|q&DM67vc@SMHTkT_$NC=drYrwnGv)hdYKxlI*J$?_F(do
zm6~xv?Bw@J7B8nq^HW5}>;6Q-bHGEd(XdImh6CfA#NRZ_&G1`BMZ2g)ehR_7Va`pk
zc?edHPQGUfcO2%i)AMpsUw8i=innlgDe<()tT0{`22V+m=r%miPH(h^wC9B=f}TqW
zL%kZR<&e-CG4>=X2c~se30pW5d<MnR0V5ev`L|%tA0J5CDf1{SqxAvt6wf&GD|_K!
z$FZ1c=Xa2fNT4C4Bpl+miRf2AjS2p&{!Be#$Z_Vd1pF1w9m$6rHN%MUU0|^ZK5{G0
zU@pruyMtTrrC2e7$xZ4Znv6!cgWuRCs^7~VbjZ1GCGFrQC*wo3@X}}qpI2ubsr~=n
zt4mh_>t95z;aRxD`D#yWr1OPN)6uf^BH6&)f03yl4ciB?qha5<`7gd-)?IW$(^~lG
zj;(eOa1l5UI5-AAu9?SlHcz5B+c(9Hb094QGzJ1dW3$X-AaH<hs6VUiQ0G&Vy{GYU
zMI&Ffnm#Nd{20pM?J8NYGPWW=Batw&XUEISZC(>${}y;GKl9Tmjwm>fzqvb|+_tG4
z@9~c!epC6pYnGRov8ys~u0NHAW6SPWZ10-yC(C<Z#zj5S48m4sSHI5Df7>1Mb$9po
z#cxiZoWJk6b$`~@zhp)6jt6DNVO{aLb`2|LybN%EMBh*^BU{v5=9spA)tM~u>*)Mk
zLDg%oJNvF5@Lhf9L{3s7byAwM<f6k0+&c9vBadqL?yLY}%fYOhyRI+VfUZ7#H8pYX
zs!z4(@?0<Di_;TlBKP%NjSqbAp2Ga^-oo1=gYN-{3SVcPk-XaT!Br+QZm`1#Eh`RU
zo|4H}ThT|nJdc3`>+cvWlyz4&)Lx!V=_>YES#iNaJKMc2X_3Q^s&lrk3?75@;jY(N
z`?L0sH^&@$@hx$oho6J1nQpJ!wL>}D^(Xb?Sevi+e3QO@oweEC?C|!Nafb{ZB^qc>
zpGfh3T2xL8;PHYF)iBPAJQo$c(Q0zrG`Y@a?TAvjEm^YLGFJ53WBZBpL)6K?W@dBg
zIT^2l?NWQdPTXbPS+=pdFCIG@@hc2AbN+WjG;DL*5XHdG%s45(Qd2B+!sU%5h5n4A
z!ou1M)1MiAMXmle+sSO&V9l*E!qDY@ILw#p)D@~Qg(zp4o(sn{g-Enm`|LLo(Dhe6
zipOj71qohop-AW(qPVS!JEAA2CCf(3WV9!$nGl$^mDCr(2E0?E;f|GKx1PU4HTFtL
z89|JwzH<+1+^R`aHz+CTE5uJV;SCi2dpOK%3=YZgfTMd6<#NU09z?4$lwXg>VqND@
zfXz@e%wDf-C&LYdAs?249rwE&QTgEpj!eux(IgELPiu!SlF%D|fI^>U<~#I#zvK~N
zNEDhU7?H#~R4ar}QF#|KbU#!~Sv__wRB@Pnc#B3}X3n}oB@-Lmn0ccebRYB)UY$bt
z`rBFI943TYM5GTf_^%@WRoGkj-ACJ+1BmJ=K07tqJkkjzAH!}xgR*sv(;O5oYsQY`
zqh&He_C{qXL3(GObRG-ypPIh^pUGLDujZ=X$a$56!gLsWQl+&AW|wB51ZBUb>S9AY
z>TH155)RYM#15{lT+J9@L}{J|6fGkDWK<aJC<n1JNF&J&Y@z$A2fr=-CX!4!1BDPR
z7i-P_i8yV9*X&>`EXUe~)7utX8<ZlE=Y-5DeDZN@`HL(<r25o-LgaGp5Fv5{kT)cp
zfYm7MQ_QAPmFtOZvFdUJFj9BBBXI&)>waCaA?DIPpqXe9;!Dvn4|9UDV#eo&18a10
z<TR0A0-+UrLn(jB>PXuVfU1Vv2@I5$mwsV2xLQN9U5$_4Z_)@-l;<dBMe`yNf`Mws
zdL#1_8S#B_=&mSX8q5Er!qnpalUV8yR@Fc_Q3a7*f5N1HA(`Wt3k5J<pqpbQ`kp-k
z*ffIyDt}@q51ldrE@EINnTNs?G|w|AH)Btzm}&Y>_H|~Ra)*?>Nq@70Ha#&kpt=B!
zJq3d`kn7%>R?!@vZFVyuyl4}LBC!d;QkyX<LIP&=)832|8SP}_&oH66Jdc9Tepa@i
zdg;E~56@}6$liYO`@yCsJA?San9k13A>iI@%jKG-?o<5?52LtfYB0}Sd#OT*;|?CN
z4=X{IvBS)txdVVM4g^%1O@><k2T)4`1QY-O00;mwe&Jd<W&OYVGynjyHUIz#0000m
zFJmt=FETGMO<HGI6I-;MVIU_$$VBC8M3ae%ialNnNV*O6T4Kja?ATE$p@d8v1g<qI
zDmI9UUQ|?U2#7MVVnL#SAT=l@^w2{H$@9Hm@5edc`M&+@oW1s1dwu)Z!DnCyqCya4
z4?Ug%LCim=+CSUpKg<2u<UY;+22QMpF4WFrYDOImuw~mi2Cw<YXh*qu`Ka@i0wj1f
zMGT1{9<=4h)7vo<22|ZMbRIwJadY_ad4BWeXQn$2bxU%aPd=P)o0zL}+wpX&>%aG(
zJ@f4VM;UX*4me`ZcOG!`){hZ$x7}E`^pf+G+uMpqjL5inr|{IF>r?D^w=9s}yL{tD
zXNH<N>*oy9?w{V8DHK;)zZowkuxH7Y<2K*Q9vQ_P>bhmx&Ae>`bYkj`_OZcv>1Qhv
z7Vio7x*x+=IzCE>-*Gwh{!3rQ$Z1z@_wT(DyDz6RId<;dF+1F*ZE?GOrJONUqZQlz
z`-u9!;bC(%{+>3Pad63%+Yx=m$(}DAD0Uo%T4%R&{ekB>FO$rOE0qI7&J+C?KUtA;
zC;wUO-DfM2$gN2uKV2An3V!1vV@UP>b7l;Rt=&J6w7<U0k7j4HDZljv<42X6SXNvX
zJ3I|hsR&y<o`hsQh0X(8hPts2iix#xPVggAIzg11ET!c=@VZBTzaB5^_x|L#s%izt
z#l5n^87f3{eYhNTq%xsSi)?$ZxP1FkduF~F_PypCp?9(&4(De<VG*+Z0{4;u6#hS7
zMda>s<Tl@3En}b&{`0X|1JQ<UC;}TJ(r0r0D~2eSV5Kd{z3n1n*~&abTp~2=Z^LC<
zDJky}GQ*-g#fGZ1xf2;Bmnkbk7>W$NK{d0^Rs_zqBBQ2Y?!{or2Exm?Fp$Dj$C_m_
z8pZAbS~CG=TKv%^Roc@q?UfNG1=(ewNscY5ccE>lC*(qfG0UU0SC)^fj9r>Dg~Yvj
zuRi@ArEE_tV$OR4EX_?#0M~(`Dm4$Pr!bzPpCnv&T?YK)ppp}UC5d?q8fbiS&5QaQ
z=AK{{tA>l1ZU@@52_WDbQEc&Dy9Sf;BXnCxeP}N<@)w&sso}Un+9EN}#v<KIgegPn
z5_&lmLaqS`kGj$=UZ_yFqI^4UOfi8NwL@l;?{f3BoPULkN(JsoqlG(gv*Sg^cu>|g
zi)P`F;8ea@tR2fdaR+VgB|}l#(-)nvhC+eOQ1-Z=Q|#<ltlJOy<^7@zzvhH@aSobb
z6Px<Oj<#(IHX$7I`SZX#(IdkQP=ua4iK{L|$2AarO3Xe?eO@3N$o2nDKq{3vqn-FI
zQ`1_ATA}U{xI%I=dL&I3!lgsBn#`Oo)$nH63Nn6zn1jF3S1m+CH}tOvzl}k;AeYb4
zvC{<10YndhQ6B?Nw~QvlS1o4G*$^S#c?|NIb0}Q4Y&n+{7@q}m<^*!=u*UC*z6Dkb
z=dZ@>4VyAh$G9>hj5|<H%VrQ+R<AW3IBdX@(a2?5NPkY`Z*+3Jnn$1kUF4t$d~e+g
z6LhX16;16^Q3bu47uO#3f2m!9UCoG)nf6rXlO%&nuGwcd<UJZ&3yzZbgPBMVds+_L
z$Cb&rfxUgF;7lg8FL-H#K9Xl%f!S=!Zgi4$^B(l?92BDa?7^~2Xf(W2n{fA_H~~xA
zn2c_-BmAnsv^7fULIuwBDtd_?>eaV6P$JBM5u|ott3-)qJ{HdZ@EW?Cjb@rSHhVAh
zOA5w-@^*-dOyqj2RexKQ?fpbZeHu}U9(jzc59c_Jq<a}VBnP+NUNJ-SL&(^MLHZn#
zScNjXHj6m2(yu7gh?u*y$%Tkf0Zn-BCX=p(M0lsH8`Bqo&E-2S;;lsobb6B}FdqaS
z%x5#RNtJe0x8!P%%7pq<BU^h_8Vu^z_n|3XO5?v)ae#tT@(>N}(E6J3I6+)GKn`Q}
z#k55GPcu%|5~1H4qFPm50$G^;5qeb#l`8$?!9wt=8E)r6hj2cc<Ys~ou0*3YPuB>k
zx*U*k5a?Z=peY%>GB(j@1c=Z-XaO!6-N(rX$IZ~nPJ85|yeCGXpKK8;BQ!^fz%(1j
zGlUF4T^x%V!yHItd1W<bs3PX9#}-j(F=6U2?C^H*zNDr#!q}2v<!}xb_^3AJcB>ej
zFccxH)fxnx_(8*R2_KB<dEE+5dUk3bD^fNo#80nd&<fNpzFvC@qcSg76Ytk5pcK?G
zK?`hbm-E{6F#ME=D(mb|t5-l(J@y`TBYIV3lC5Dz1fe{C1C)tiL6aCpB#1~>hg@nw
zimilv1)<u+wl4#_AAt@;+0AKGNCPY+GHjTF6X4ti&J-hk$b({{6=im7%fi$dt%Ro%
zzSA(!e_DquhwmATocc;cJ6o!eF^M8mDfr!~^6Hk!Y^vm{jgY~p#j6SEAZp*tro!*p
zi`ohCy%zXq_2DMeE(N9Uk5Kz#8-B9&3gc0%$Q3IsGm}r)CO&itl<(0Ww3l&m8sX(h
z;o?LzV^x>r7DD@5iIrA#5pxvkwODM=3fb+KXha={F4R15;c9BZoH7ZIN^x&MRymV@
z@+&Sym|y-tROs&E<hBI8(5q?FOVRRaP*aa=FIKc?BZQo7K%SR#CZg0p)IQzBlUCYx
zHqw28>OiX`s})|_tS`Z!djg%QpM}#6@{B}k7-w&^LKi2Z?m$gweGmL1hbU+iwRFN+
ze04W`LCDP)P^*@dU~%7xPelm(4G^5d44)BtH5hnB$qkcT{;A+*vpH3f+G51HjaZX&
zM0>ss?*Zl52DYBCD*UI8by;}d4BhgIAZrQLb2<~+WQA@DlA7xT&}~4oEA3R>fC^O)
zH>Sg=yq;&uN1=8MGO+EvvTEJ$+<N%eX6OV@-K^pb)?Hrl(F~0jiE)%Oi%YV9IA>mK
zlngHg@dLOVdrc+Cv`U~`7^EgSCCKW55!^EmCerXrzzSyDVCegdHgMr=A7^s0z7@_F
za+|f4)z>EYxAa13LUkT^P=l<v`&FoZFFD9|S;J-~`;!cGH5;n7Q=M}|wF5AdSWq<g
zSsIYkgRCbIF|3w|8#mloj>z=H1YVEoKQxp^oAwJ#ZISFMcK2&0MnW|A{iyvFFrA@k
z*Joo2U3(8+>tIhgvfr5$>$>oCHztFo(3JpRE72dOjCyWB=6rb#u7oz&pawvTk$>9$
zSiv2{bWiO-7I&)b&Du_6K_#;3*;!Gx<bVK@hD*tChOBWb%X06Ay01=BlMs=V@i$XQ
zUD?Tj^pc}VpeIvE^~b0wsPL)Er$VJVgc;LwgiN1fSmKf%&YVzV6w2s^dxf%CL7J<r
z%0vvWKrRH=5aKXMqhJgYiT}kmv>(wfS1>ZsV@*g{gm|PVrVDsKo0Ojd!Yxqp=gD2-
z8muEk;lEatv;mWT17}AuEnhoi2Z})dA?=(In4WDDwR`@xXxoYvizWW2k(~X%v`_xi
zEPA^po5Lo*+SnHaj1y>fFZ{`@*9U6x=sta}KuUD8gfc_$OI#YpGHH5I>jvj)Rjk0U
z$kGBXoL`UgBRCT}#cf0G&Hu5!A1y6ptbgY&G?o?4Ioyy($jg2+&Y&AGs2`U6ndrBa
z3?ZlElCnCug-&lrvfZIhsDDc^I^xowaup4xiFIHePi*!+f0o5DaacU#1phlRWs()P
z*Tm(?wP)&8n;$HY4*CjCHjYAa0KRsB({pbT{y@m>fO$jxx@GP{`B0^LC;GGq&4el5
ziub+xwIztBk+=z1cFYqi&|+|~1i6QDv6xT9d^g6d#l$sqUX3>Ij91(wC=^VzUEJ|t
z*oMt5c+CV|Bsl#F7+9tuaYMHyZ0P46ES@n0*%=I8W+84A_eFjKce?EEiB(db>@FQv
z2QFWFPCwnq-?$qZ^ymOvGim{ly}B%S^th81eZE`}UG_pyxNY2>AyXR{Y;)WM?S%F~
zuaw;_dkXJ7cDwN*d(f)C^F$?m%E<$d&2w$Icc~`DR`JG`x^d{}39F9IOHCX<=JU0%
z67TUt7p@#N^;k~+wtxeV6OYf$>N>fzV&Bj{_WAx%XHG20<1ZfhN>~`&Ew6xuSus0_
zei9DEu#cI<qy5Aetv&NYN5pIm$k`L>lj8BtC84F!Hje7^cjWhFQD@upBRAZR?Plyd
z8+RzUJFNR>>g*J4<W^mxWbnn`J(J7B3T+48sGrrV3;r9tc+b_wu;`s%Z4DJjRdaLJ
zsPU1LMka5YHBRDLFi@5AeL|h<p_r|@!WZS&l)T0impE5~HN)pz;97@UE;FuGWL7`8
z{XYL{_pq}sD!Og97v{MPs+~Q&nrFAwo4|(;{O&l?C3N9~5vS@t?%0wia~^xUYI;kb
z0-k$r{%GdC&y@9Jhul@sh7S+SoiSy2@M!Pd?_>+a@BWUw;G9%HW_0A$hmmUDtk9jC
z124(4rRV>8BTKqK9iQ>VW%;28wuW@?h2f*D>9wyjj=91-$MLjF(l;q9N1Sfhx@Cjq
z--g@iuIHR0W0Q%olh&LI80jKr#6^wV5~9h-PDkWoHxwe_Eqmm$B+VS7OjrNff0d$;
z^xb|SnBx+yEj%{9ar*mqxAVhH&p?(ti8OwfuuU>{%nD}s)%i||4i?TGuYpGe7S1@U
ztPQ<Ap4TFRSM(|McUU$Rt4~v879T|&KZ3gpE3rith`&lQ7fTzBN*!F7vN8}j8Oajr
zzp3D6iPVJa1dO7|BG0r42oMsxG_&SuDfqRBTeJjQ*`ZBuR9!Mi*nSWC(22WN_b{?=
zFO|!Kq;t-`I{oi%SBp<0ko<%pRtJ+$?uCK@|0>PBM9ZCYax_mLcG)ieoU5#$SG+rR
zn5BYc+%wVspI{@pmz;=BI}Z<f1DvtQShN1#E#TCyO0d8Ni})XGZ;`DV+Im2DL@G4B
z?<5|ZHEU#0KHq5PM9D}Mxu3v%s@VBMXutM%(JAC9MauQhpKw+0Xk<kl5!nMzN4JcE
zK4vYp4sLEj9)uX9Z0LmD*BHH=iAqfe`o0rv$wV_<c+iZQGH3MIcdJs}$zlvRHybia
z4phMEVbv#jrqMkW_e<a`A={5`Ykz-uhpSt!k3yv!5(bps5#aP1B=Vk;i~qQ)3Ob95
z>j+KTFTfCTX04wzkU8zHO)IQIoGK9xYI?tqD^6=50@iU&$6kvWBP%o&87-A;S_gXr
zgSj$Tl;+g?`F=Mz*ar=5tal)?7NI8!z$Z&BDDPA?g@pKPkjHNn;_g2pjFx5-G7DbC
zjy))ZI&Ank7L#kj3_M1%BV<}-#w^rmz|W*pP2V>Uy){5ov?56JCQ)<%@C<nlNj%7!
zh_5r^2Z8|^NXh&KFV9D!u4unkBeFzLMR#0Qi>wB}0KRI7Bjh6}dWV$n*N>@t_lIch
z9kJx^i1`nJmw+!p<=+NU(g$@R`YvQ&IO!zRDcPB|lAEeU?OK=1c@3bo3wpW~LWI4X
zEf)OQ$Dz#dA9FWzWP(^sf3*OO=mY0|V!7<J9x(IMrr;6cZ`R67cL46Z_vsu;LJRrd
zA>$v4ZrP{zW?9@18BeruOzU)Oo^{U=nDRpZcoRV8;ul>`;iED4Ir+$?I!Qi=>5sW2
z^L5?Gq`YE~$o6{yN3=_BonmG07BaYB!F?0N#pHbSvK`a@0TYgQ^@HN-B`-V0w^l?8
z^*NoAkxBT_2q-_o*o{GELe~ZRh8c6Pj<xT{+X!Dk``(Q^mpV^tA_4|6-Fk>iftcZ4
z0>=4-=ts5b4Ob&5a6<j5mf#Z;vd^~4jaeB^f*1e=X*tuO)H&5+-jl)9AFR@XsT%2Z
z&|fHRtr`m&S1QhgGbEpoI+q6RsesgPm`qlP4B%hCiQ=mTMt++2=rFxaq66$I!ftfo
zM8*%y@^c>n69uFwZO8~KylQngcS4^=1O+OkzKhy>p(F*q9ev;{61!@}BY1E68o$Ym
zvoYvX=T8vzfd1Br$6Y2QtnKueedK?6bm$(ah;`)g4130^{n9)h`d#-)B7Ql=tVhSK
zM`@d0ZWljWC16U044-x1PSM>{+c~zQRRt@U3)#k3l&n*1{|HF_jaZOLT%}iqw=-y=
zGh-F{E8rPCy&7p4)2&^pr_VD(!(MA9H=uU70ylMYv_#=JGtOPid|IuFJlqG*Mv$Yr
zE0>>W3bCTDUU3n))&D1e>JcNDXX9AcRm`3HoXEPXgp%t?(!=WDx!u`nKn^VIfMksl
z$@!V?_4Kx?VQLS)VRIYDe?1ZxVzhP39--864wlQI>I>Jx5}}G3*jSA$4n|$KfNlE)
zrd0x67Rcy3_yNS&_lTEQ62HQv8=^^B<5eKgYA%+wqx42hpFG}~Nu7lnb(mpN3o)+-
zIFutk7BFimi48k$#Sf#4z9+%N@&pmL2Fq7K?IDaoNGjct*kUFRqw$6BkwkkmLTR3r
z!m^)U?@K0q1ro0@jQOGB{Z4V)jyWzXjz;o6<!YTKvW<)yIO5lwKTh!{k~&e4;;CYr
zUb2{>P~wGF$(%#z)m`f}B(cI)k_PC-|9xb+ABOq~sa__|d`vIsASQPsAt+^+_sza$
zaLR~yenw9TJT2Y|vlxg{TC_;GdW=~=RpuYotUXr)ZfAm-&zE7`ew46Y@q?UpjQdGx
zOc#-)mF#DrAG0Z7KS26%#Q7{}KINE}l~&IAcxQaaBmvo3aS*8HyQBn@SDZd8K}I%o
zribn?r&E1gg()qP8#A%DS5Y?_nr&Kb+t^0>?vTZy(9fEba>*qBz>10L4)Web@O6jb
z^IbIKBf46s*(Z%e6K6%}8RDNriNe2^@M<9*Cj~f4s!+yi?8GRD2<$}UJ%EPq?j<)x
z7~AlFMA8rk;<AE#aj_pokc*{!COILT8~+G(3XDUtOXIK!P8f~r!<v76>Fq^3IQ+NB
z1-7Le*=r<EzaT37HanPA3n#!93#*FJVpm1SmpbrK|5PrP`5htCCI^EDHt0Qp@v<*$
zVjGKEIVyI*J=%tT)xnzQW-?leV^80H?9yh{ePDa89l$iOxsbg{b&eE|9%R-_%ZTg}
z_6BE~xC!0#K<NGe-8~pW+PhRE>}c7n*Cf9A7HADdnWadrAns<Q9l>#kNb&8{%=h&W
z??SFL<4`QjeNU*`S>b{3(O}I2XS0Y;mH$D3b5i14rs1iZ3$r8Cc=T?VRGeYc3aqwJ
zmRMl8$cB~(lk&yo;~MP#RxA9Ewa+vILkNcZi}ZsDxX}#ZX8qZ2S&G7F1S2YuEf>Nx
zd}g*X!k;V3Udz?IKwW<mR0ZcY8rKWW`iP};5!K0mF*#d1nh;qJ?gl86Qc+F`5jvFa
z6Qb?_Q{v2EiIO9V5N~^pu;fzDyJiPtP)c{!B)(k0D1C`k2u(HgF0<q;Pj~#rLL_Sk
z$ove6F0O`xLNrJx0hdek>B`e%jrflj!p}r`4Xht2ZF#?l%_t#$_;7W}!lXVY8sjHQ
z_6X!2GHAO3DiAqIn~}@6dJwxdpnls4SqT=5BzA)H*=VN27A&~|v3&SbhHqSoS`jNk
z`D(js#jjMOuihy*CUoT$Fl_u-=H8N2f;=uJj)OU=Q0ow0QJ8T(>%^pvhvo}%<9a&-
zJ!lM~*ybgF|AZMnlwCToUbXm{cqd5Qp}+8gcu9;XFo-9PXLndXY%r6~p9oSwEydis
z;ae2S+I;Y7jaly@P&b;j+;X-!@vR3Z9i{fbct$f(A>w@LBXw`TqPH87t0zV<tD2FY
zDmdRH=>jH&@zHw`vkuAFoxZwJB6Ogb6l(i{6yFvks|$ZFV&VvU$iJ+;r7-uM3UAXF
zR;$F_*4};tP|NqG7EM9=#KwPEhR@MC`3V0sOpy7AK*aYmFa2kSi(}R|q~K}RMun5S
z`caZ7i54y^d5nH%Lvt;v@-U+Tmy|1T?I+ZXXKi}Qg<_ishk>;4nZ2?Q5rez>=qKd$
zUi3CVmOLAFn@<*4NRAcniAeDxRAaEJFJSjkcV>)LcD!g2m&!-!=fGEcVx5rchPwA@
zj|jNq43g<}PGeAO0kLe7`zi2p4tk1bJn57YI@okm%b5#?EpC`8UipZWE$l@0T>z^b
zW*h-UZvpR~5Y7#51?Nf4jWCFY#V9eu_6SC5ng`UFgfec0F-UY)J7<<ka-|T>o+u)>
z%fzb~Us-iTgNT`;<Qxz3F!mtcY_1=_6ur@@(t(B-C^S>1Za1k;Q7PO1_}00bp?|hS
zkkG*3D7z1=|2NK<MnGN*t~w6?KX28Xu*Ul9TGmPW`-6gV-qM!uPh_(X2Cb!jOx^By
z4!R5_LLb`NOH038!HB4+=TAz8B=jD0>jbR6u?1pUwS7)RTz6Am)n5B+enZ0}`ZqQ2
z-?>z@K4yzD-MI8+v@7G=s{DQf`Q?J#uh$MJt_*E#&!hD3-_rHC(!1TP*pypqJ~X$s
zz4wkXep9}5c7N}={g-+a78+m0TlQ~?pBxhvB_9*~?qS*IpG#haoDG>Xd+OWY=ganI
z`Q?3_S^N3J3zqBc%LxxJU;NG6@uDJclgE=6H~%_9yMJBASbm-QWapcu#Z{bH5mAY;
zN2>a21|EucIMbTxw|)C3hrs*n$Z`CaE_eMSqf%z>c>Wvp&3-Wa!kn<fjp4rk*rr{+
z)Vk)l$EGl)v_JKFVqIO>ynNcsmdcffvlq{N<9q2+OL{uH=e*m}RTc|BDSG~iR{6Qw
zwzBa9@;$~!k$0{iyE!gj>amF7_4n8*J1>q@{2gFYP;b;ddNhUm)N!{d=)Z^cGw<w+
z_&1mLad5b{V4|OoDQe=wuHK*hX9G{_dy>hF9C!7}+M2}U>M5dJ{)j=<o6atsdT2uU
z?3mlvu3d6gP1?eUA~`No0vN|!Pt2U0AQ-y;aKPNQd%oqBm#^FiS)ItAp5^iG%l@F*
zni$FaRfc*=Qsv5nD>v@w{yf*d0D*%L8OEUb%aUgOwJOQ(>DW=*==YkR<>pM<t*9SS
zSN?W<soxHa#<XWrnfA!ANLBqfrX2yTk}h7U<<Mf1u=ad!>b3IVT}1tPli%=#`G$1o
zZ(sI5Tt6!4=!m2vTNpBf&h;*rN~j$jVwb0X6B_<=8vf>F^GvVL=EZIvA?3VTX{ANO
zFRz+HrT92(oIQQbvbO_^v59v+&s>qW@}l5QPR)xeqgo#rdz0;sMkf(Tf`El*>3IWj
z4%IDY8uKKj-@8gM5bsAE@udFmc&SbiBJ0<spPb@rzx>HsfCqfk3ZCeP%8kC5p_XoT
zVm3~wrUxYQAg{lmIn$k`ZQ_Sa`!g(K<*Zh^<9rUY6XKL%ZIam!fy7VFojs&THEs%Z
zCCdKJvX7ZvS*M4i%U~B5`n3-6(sr4+Cr{3}3TEpics>Gq5Iywp(YB{S;H;m$=Bkb`
zhv@Fzn{z#@T2*J$bcE{MULkOx6T=y^d;*7#qT9ZN`?tZWSJTrz^M9gNnU(Wcz;yRV
z>)Yws-{FWlRrFjmpu^GcR+|K?&%J;~EtNqha>Dfrj5a|9!wtRAWns}objf>#{}jQB
zrki$*+)JoLmXfr#g9l}kxfFiPWHxhMcl&-IY_|?w36Ny*ndAZ%<4nD_I8d+Le39+{
zrkj&phG~h-za{^^LocT^FA5bem8UGQJ9!!`UL#-}l3DoKPS#1&(5ij{&i4@YxON+B
z=Q%t5PsDSv@_Q)P#!9IhR2;S4tBCJYf#B<eMa%g9RU&M{@j7@YMs*U(xe9!IKod|#
zM?l7I{a3*1_vacB7JMW-RxhAR>hutru?~%hfto5LuV*C5glQF$A2HalofsoxJ4UPK
zbFK>JOUb2d%?8Z)4tSP;H7pc*Pp1ybcuLP_xh(h7hpe9(gukaa)Y7eGfabihS;JOr
z<M?!I#e0H7^(({_l*UWDCKogI$^AbP&~C9w&XCtv90!tTplev<HP#|2XG}0&a76MB
z@fkxl>wW5#bA#0m*4^)j%NK1S8D3%;w4*nH?u;5rmxk;<p#q7v<SV_(mHe1B0(Z5|
zX=bPFT`MOf)OhZ1d2&8+wO;!gWEI6~q2~(m-n;1N*aov$qhLs}szj`Dn$V<*&}Fqj
z-UkDL0EBK174I0@BP%uQWft+QX5`2>nbaR+WIIwRA6r$ELp7m1$h<)8-@^)Tt_Y3-
zq6%1iWuT$($!*rLOa!hRo8+JS>l*Pe8pU~R|4Kfzq!N=GKcm5n?@lv<xnEB5p&K?$
zJ4f&E&ub7aFsf2nZ^QfUCCO!D|BAZ~I$k53pUN<jc-_lYhCtQ3jbB@2UhToPrLYj`
znCyAf+chBNmt?=?3|oM&2v%>o&7gij@>im-nemM+q>Bq@MXUB;u=L4~D9nC%<5NIh
zF?NaTgwnuwnu8!d3%K!-`XF%G_b3i#T9K3<JStg{a+yXsRDQAPF$Tqfa<ew!SsxJq
zbLR&JarC}WjOV99?Gcwjbzai!bY$xS@m{gEy;NHfq%X7@f{ml>;0%KPSTkx+nHC!-
zFrGJxO^3jFolRxO*1bGnqsQ#w{8uM|nnZeuG=%%qA#xCEHrZf7QU*`=t$)gQgp&wH
z6%ma%@NlSaQpI*7ot&4*XnN5pp8I~wPo0;4sNJtSAH+FRe`hhT0o6!jUe%E?=fUs5
zXw*GXDF5C^X0!AEMts<`Fvzc-W$2b1W28MnXX0&may$NEJXdjSurcLL-_mF_yqXn0
zblQs`O42xVOBiQORhYi3`xPLb02+-lq74+UQb6{LncD)5^jK-2xcLqA3YojGvb&Pc
z)$Gx0>1Ta24*6HW{mR6)M}*cE0j|Ujiffldx8sLt_SN*|jai*9iNy8pA6RNnhUxI4
zUrvHJHgub>&xIExE1^Zf#w!EJV8%c34hba|@g4TGZW)aH0OE-P-EFo$F+wxHPNFZ<
z?wTUKEfAl(L*Ev{DQnknn8vu2@1bjGB<A<1eqz~EBa8>pmEp9rVgBE1w1bPG)>e*x
zhkk}om(%O9^bE+NhiZ~vD#W#z+io=UFjzf8-$djK40T+T@5F_^hil>w0%GEjlMR~T
zG&>bfT4Pp*^V~myXe&K@lii!C=$r$hUHRHGgFB`M8!L%+Xk;k2!wC6}H^J=u>$bBC
z|2Dn-4Ik))^^bOlpd&ope|FDb5RPN<Azhq%{FsEvDJu5-`<<%nEjaw-_6!xw)sd=F
z$`QD>RV!Wr9=SRY=&0VmsC>RUk01xQhw%+kSNnS>h3Y`S<aXf84yJ)5wpi{@4$j|1
zTm3CfGART3J-Nt*FWyePP%u1tIO%oTWTCW6;(qm;dxZ?D)2hMBi3>2uf~y{eb1y$6
zY=opLw~h`Ol+f5u$9YsoG^PvQDyda*Dq;A^tR?L@-b6<429tPcA4vc2Z%{}L%1dj<
zn}Z6rNurBdU%;dc7Mjuxa8QW)VYpb!=8C<P<Qt_5_AeEhmL7~p`OT`J&nUDDjjB>v
zgq&~n+MPMRiv{y5v>v^^Py0AY!BVb+#tzMx1f$Sy)Xo^tuIJO;4g!w9>`56sr5-3U
ziGW8q^Fo{I+#ik^h0&*-yNy8ssP(l>Q+-ziP5a`_gaQGrPdufZ#T{kazn=AUAH-<T
zn{0IeJv%f=-Dq1gre4xNkLOpI^`vJK)k&_)N6JdHWw<71=44GiaXIy(69u=@lkJVN
zLIQiGAGkXIM-Pr$t#F%XFC?`<WEPg)260@Vpv@w(JR+sXSEvy+A<f6-oG1?tlZtx1
zV%x_#x4|Fuklo^5@`i_h7q3W)cGUErWLzpN+9xpm6|8$_ry1Lel$hk}8j(>_i~fNY
zUnJx%XJ4&RWuspGCiKdfy<-0qS7rx(1ZV{i#B<-aLW%{Fm6Itf<}hlq@@a{xb(?I-
zPXxly8@6vO+E;UTE6Z{hz1oET&GD2Q?;+v>$x2RUOKmG&-f!9GcIb4aiqZ;_g18gq
zN5IGbWJlPU^ibnS)D$#`Uxe;1?uBsc_=kDz9-Ovr$*5=rITVu(!1V2^rd~WZ6dKm1
zmE=oi4@>P{YV4xZi!e_<#{o?}OBqvKgEVxAej~Xb|K!4P6uXFNnJ(wFfT;_G`0fqp
zW80;61V(A%6c7^*mNdc5m6+cpglqVw3qhYgAof2KyA{FTTqy78b{ntzJx0>G@vBv-
zh~8SU7dZT911SAdR{3u@>;50TpVt@sfxd31GDU(_Iptqf{?WYV;p#xL!f_MbzK!m0
z%_<1yY8gddMI8<`f60QOLdxS7Xml;|dPo(DXM!zZMr8>4)+XM%QpEkWM3@a>)Q?0z
zqlzOk^m7_E61B(VA+pFy*wtZm3gK=~c`4V8!e1eoc3YdSgXk4WyDILNI}1z=^qP1a
z^x-v~lGA2QDcik&d_LBJg*UVdb;l}^gkH$Uvs1#@!i}3!HilVs<TpH<CoQDgy9I#)
zfu;g((8!!87`kP}lD4V(e#)Z}4dMq5e&v%*x8=qKy`y;yqvOT`x}`<5^rvLJE#xUO
zE|K)O$1?C^0)hX;&*-bvXXPTOMoD(b;uPvL9bn=tZW;;5SWvrq0Io7-AT0vObr@AR
z|3?RTw1+f>kk@dj0=jC1>Qr<-*D_S2)!xb_Qb0V|lPF0DO}S{R3s(>Sh73+9GeL%K
z@G+bVrItyW3V`cA8Rv&U{{#!T-ukV~8P`sF2=G8L$8Q@R#HKbn_NF|OGj!}E%M#8e
zwp$c3ns3xdh6MWS9Y^d%Uv;;9SeMW@JBZPtrMGE(DPH4yQbauCkg*&7+jX=qGI3ba
zseMYF4H!CMCRBR5mwdw~HGn2pK>22UEb91k%b74~8sB$08bC}AJ<j%-hYoOj4Rb0H
z?K5`D2ey%Pu)Q5~>d1lLk_yw4a}BCmV#8`@#Ld4MabwGj8@81_Uxlj{eE5XoUwR-)
zP#?^2ZiUfi6@36xe-}|u>?ZKyhO0AJ+`9*!G>&(Fic~a<(&!7358sY03QY#SDM<K0
zL)I%NVW)m4u+Ez9Y|SLr4)Qw<x^xM5h^!S!FEL$r4p_mGU9Cn4%`e0EURYyIQeJOD
zM9Vm44dXwsU6{tizGQ>N57~aTl5MubI4kj{uC+t#SE<^UMaun$#RM$lJ*KM%cPyrL
zLIY`MyHt@O`uy-6xXKfu%zutDCo#i)yS0A_WYXP1J;aIBAE>?45U%N;_mL-*BYFDv
z5(#%=GBU)KoA(3KE-L>w;)!e;Prs`hi0>h{&&RuDoVdSkwE5T@;=lw^jdrqWl+RkH
zQa0nN5bDzIdV%5Ez_65Hy;l?1>dKtvcOX8`o<_TeF&}{JaT<D5kJxYD3UuB%Hb3<>
zyd+fDQKN8NQ!7!c7GeQ48y6!4-Umt7il8q9eKg8^X(g7v3rejL8SbL^jc)wQb#T25
zX;4`hWQX?APsvru+A{cKd`*eA=H|c~N_mOv;*e!OCZOdv=*Es+$ET&F8=%2$&6hXi
zqM2g?{_B!;0QXh1>?ne?z?(H88;A&YATr)8QU4AWKSPh0IQ%tB_ZJGKe_`_<|0Pr3
zV9WD^JM{Yw^s26#ZnD!NK9V=5rcX$NS~wFIr5}ZUBf+iLa(^!oYQSz$+_UpzWv__k
z5t`4exPzM3=I_(-1Hi3*;mqs3V>JK$b$&M#b(k2X9<__!PCj~@#0#B1Y1#O%!ycIN
z+`FHD{frqOr}HC9{8H5uR|G;~Pz1DR;tqal=Md$R5#^clMr!Sy--_2wX}HbI%B}xe
z_IBmSrQU}V{_8)*{^mO=?c+D4^JykMFk`m&f#lqV`}-2Ub>8*8pm^(*u=B-=bHBzq
z+>BDk&RXCCkBE~EZRsw)7Wx4DXTiq0;(~;TSuK0=4lmAGbypMzBYv5@+3pT=;@0h~
z4qokB_%!}U=(;tZ2W`AKYwxxxY+pZ4Pxvp%O|Hvs#x2d-<x||~QFx4mzvvLD<5IVm
zmKegO)>{{DVJ%3Xd~4^LuuC&SpIE)VQvT-0)4eanP;WY9UU#vNi;b1F(Wbc^YTmQv
zujz|>`0ML8WZ79h90+@xQC=8Tz8X^uKQh48@pMOVdU@bxZp<(P4F?yIMW>$6sw({)
z_VV%Jg$F8vR^RTu)v<FLH$BvA%;_WEbcmX*8sTn#O!Mfl)INuE;mzA|cOGr5&Un_+
zw(OYA+=QZ^V#2FuhKSw7*N@`EX)Z^HgQK`4c?36d27I?-^3;3rH~Ui0K6!DZqb;H*
zc~hs~rhzYl8<sGv!xig7g?F7!cD!Fb=54*ZHmGsmluh?HO)oIKo}Kag;ao#WX3^wj
z@|1^G%hfM@JAO(l*}U>KG4Sy2;J~@B7zd-@j8VRyc}H;V%b3}TE-C-qV9KTeG!i5Y
zoVoA(qU*@i0b+(!!yQHg^yHOa(ShWr5r?_|_gS=Q(G^5-=$i-e^QlRdiFWO2A>s`R
zhzWWT8^Z2@BX%di@I~{G#z4xn7M@A#{uteq44y=xJ{_B}<l|s3y0XbimgA^y<6o2r
z|KETAbN$5?i)`R%X4RK=kk(c4f&8zeMZ2+(m~oM9sH3Cvs%?dV4S4kpF^|X1^@(d>
zB@Z7c9w`+glEbJB$^|=n$VI622ZA+9)=cTbe__;BXi$9UI8*VwU!s)f`}ZGF>38))
zx$KSs03mC8>6133ws0OgdVVsf+#e&q-&3HBdqAM$k)LfhDkPeZqRL`ewnj^qsg6wb
zw=ae_O$v8v=hV<Qv06A4s?`2y&=%F!`@pk@A7{&rnv2c|*MIO0)g=kZ2Vi5bSj<jK
zv1}}<2V^PXyGSN|TMi@*o7(~ZxC+rsGJEKjHAto`7o;JTT9uQ2-YACW{2(LK(#G>d
zY?I~hi3jThhPO6noSprPWpuD<Tkv_I{(ekDkTJtH;1^5wR$!V`tlB&_C5FD*?IqIB
zVNMS#KVhuQQXuh9^D^g#d=Amof6#Bg5BB*9)dzMNMbxG|lzQq<ODS#a!&Aca(H?sc
zW@9<ny}HN)su|&nC<66o%OzpecGJ&*u&3IH$7~nIeKzge59DbvPj9I>DEIe6&hzHS
zf>CT;oPyjLqVYz#zmY5wc{#5V=cVM>efbxk)FI|?26iv)9)<u(DJVY<{*4z7eoQPh
zLw*^^j8^eM`i9G{=-(AuwYx+4C9vJP?FjpA7GM6x%Bw)uHnIa=jP@!riG4zhglZO6
zsRt@25}I#NAR$kcw19)4M~!G^@jM^ee&c~`CKKJH3Ds9ngvspW@qEuEY}4LUeZxSz
z2<Hfhx}47)XHb!y;!lWOwe~QV*+oCZJX$V8xn4=&**G?Ine3~j&vy-x4jyOFu%`J*
z(<pWBdmQGkkwdA^2)g~kuEB}Cv?If~>rlJ9V9N=LrAN+K`UB)tt3JD^B=1ptHJBae
zPzCoF8VSo7iypISwxSWsTZS@1PyUqv=diOwh#oJrJO&)OP#yhcrsi0P?uA`&5ggs6
zT+4>y$8%SNiYd#{$aI4i{e|G!0IGqLzaqIpxyUmrRK{&k&FB!Xtrou|T*qtvCiV11
z6Niv_r7G84<oZ~KjRpB0O<Xo_6M2lD$~VqIDz62p!}ALF%b~ND-^;-{cXU?Km<wLa
z=+~shTf+By;|u-L4xOoCpk@#ByB=mc6tk{QKt3!-OLK%Nov^h22e4UXve~v2kcnGG
z>UwljCW2Baor4D*f_~G@h4gUqaO07~a!qj&T{y|OumDcA!^|DkS~}Y@umK)8pRKph
zH-+CeRs^fDL!1rhkwUMP9b&o6X>b<;B?B)buv^S#T*-<UOTZON(AOHCr_?^bmF^ci
zo@`^O&)bMnue9I#)d65NY1x`apOrm<^B$RAqoGy67c=}92Q#*yb~2pe2PSuZ`@O3_
zGPfC@<8(Cwd{aO}yPh?R|4tP^Z9<K=!6m|2_z<Nu5JINuU$#Yd8Mu3LA+vWk84b3u
z98rtjIcV>1x*wyiSvE09df*;%TBZ6nmCXpi7=KS8ZK{O>&_T^2uY-W!U|su|{gx@0
zuI<agflqJk+U*X%dicyH<zN$}S@|#o%I^!l&H=awT4l_w4Q5O!S}gF_v}#WuK|`f%
z_W||VN}}%>!j^+GzeMdVn%^{g-#T{Mx**LE(;Mgx5jNHmd!bs@kN=1a4OT1qR2sU=
zFmzBW?hU?l(Ko3b9H+h_&YvS^=N{b~g4%sTm>rsQ;o8UJRTA-?ojfiipAtaNbTPsK
zrx$+drf(CmzvMD?3s_eN$<-dsn%L#k-TXi3{CzEiQPb1^XhJPL^Dyb8mwY??d~j$d
z-4t(kVP73kt^&nzkn=>j?sA)C91lIUpiQrt`WvQ|kXSQR+aOBvN~@fu*@(t4fIu7~
z_GVdLpjN*gO>`nC_|r9?MF-?}YC7ol3()0y`pQxotx88wJq2lQ0(RQTF0F5YgyA?e
z5`4d8TUe&mlxqL2mLwGGFFrCnZ--^B`Naam($}cGpc_#&!nzi_IJBt!V>xGoWr}fo
zo4AF#@%3JBkbVxgYP^zOF47Dt((av!cuMcqbFv1Y#;1DNcJqOD@jbq5+%d5Jm0lua
zu#>{@`#jG^@rO#u70=!$10o$AwMu@>DnZ&)!)!km%?-1}fYe(6lCNWT#DWb<<G40R
zM!7K$jX%Y1j8S^G>+#O>2ZfwQRYfp4RVEu8DlO_FX5YG8Lkukj2U5V{0ipV)HfWIb
zfRSEPprxreTEv+EN4{E%aj^PSwboIe6$l1$Lm?gZ)*?`vRCtpld7)<UWcQ@gR^a`p
zg#;DwufC&c(V&@CG=sho%g2kgJjcK#O(Y#6>3-#1h2E@T-ISnjrSOFPh&3Ha_?b}d
zkDgt`_ld9(Cc52UNcc%X(p<iKlr5}QHA0B<(X&$=nMQq=`MCt$wk1@3E)vYq_-Oc;
zKGgrTpH$M=NGyG*aD;0ms1Dg~_FjNmj*i-F{LR*xf_1|_lGt<Z!BePxI*3@huT6WV
zO|>zDm@T5V(RJU%{+&?NJEWvibO<zLOOEMbkJEgrW#9z%1Q!AIM29|Fkkq1J0H4Tm
zz_I9o0LpA%^pf(^Osg>yWp#)nXWHO?@w-Xi7IDiOxL);qfX^@0@WuM*Hdeq=?fVM3
zxaB_4s9w?fLGC}5Qe3LdbcH^&;7rGkNo@OdS*L<IehxvC`8qd6$pCg{KbL4W|0iFa
zKG<K#*XJo|8AL`KH17uZqZJQk93B0d1+8)HksTbSXZr1zW|}#bmx0@a-Zky|67!XU
z5?B^$L_+n5#p6ouGTni2^@ecWP9OBEO}3-N2%cx4qX`sWDRjTQXo62vIMlyN5>rDQ
zuMk^)60<h4GmnXUGKkX$E5FfY(SsN$`%ySgy+xSPFF*1d^12y;!bx1_@VXTAeW6gu
zK_?^h&%wa?1#njG&N~{!nme0U^i1p$&SOv^l4Vpc^ZYwld{%jyr-S>h77$?#^pp>r
z=;fV*B0eA*t0;=^L((i&+A;Lhx5Q0Szk&t=`wQZ70D3AuZ#}7uol}fx(XvI`wr$(C
zjnlSm+jgI}ZQHhO+qV0i<mKM)yOWjdkNRF&RW;`vaUiq3{^WMyOUq|$+0TansY&)R
zXf&OU%6Ym@@_wjEUXj3xsbw`O)<ex3Sc~QNwyP&%w!@K9C>QTK6~L+MONN1{T?njo
zv|I>1waA*D63mlUScPFdT%#733B^q(yr}jY^9(b|sc7DdZhx_g&LMuX_GJ<$<V$|H
zhtFr5PypLoz`nFXkAlx!7ZOHjnqUs?7SRUUne0M+8#YT}bm!aUw(M5rY+cnp8PSCO
zHCI%nkSHibK@+Q;9mDtkP?s*Ri^9o_TBn1<%|C;w_&&w!J4&?Lq(r6(9y)<zr^0R|
z{#nS6s9kUbKa-A+%8jpyp~_`SDNV+P|7sw*yB!Pc((^|gHoChmS}cV}wzDSW#u&}^
z^C3qnJZf0n1U-T_j4NT-((_$hg2n-^Yr24&#)bQ6d4a{Uh(f3x9Fw~%SGo1cqV>g^
z(rAFz`!gCyaq8}4A9+RUZt9QNnJh|@1I7I8U=*c$`P(jE{Vz9K(lYHA_&*LQ001W6
zea(N|kN<uU|Na>0jp+aRqv-#aD#rh*is^r<V*YQ{|HDbLjstcWWdH!){+<88Ntoyv
z=^11)JXn@?e@AzX?(jCJjK>ogg-tA&MMLVR@`QvU!!f9u2-jQF8I9xOXpJ!w;)@V8
zMpcDgXd~)P%&t1$-+x}YPkm-Rav%9_y>1_Sa%x9?ww>s(kN6<~`Tzj*!CRgH1&;2j
zpHTo%@YvRo-hDQH`O3%u3<G2oZLXTL(EHp8u@!#tZ^!fCGe%C#Vn9i_Sn%OZXvdjH
z2b0`*p_FTS7*)by+#jsdUnSXB{5L*lA8NN1b>`Fi^)AIC(6Ue@P)J}B-Z)>(*-=lG
z*3#rvpS)Ys?p>Fq-FsoVe)4;TgoZ-~=h9DS$1?~5+Cmc<e_}ItobcIY>)~a6-DhcG
zJV3o8k}YAqTHS@x?Xon}%uTm8Qlh6GI)tC!##~0<xtIE712@-L{G8_AGB{0OUtw>h
zuD(dJP&EifQ;D;YU!E*FODX4V)Dt}n9?Amd)#6$>^25mFRIHq!Q{?zwxG#bg4mJ(o
z%KK98)Z;Qs2D^2+%$&iS`a;(R^zc-1wQ2@&CW%&X$aVYbFKF}hp5{;1L6-{&yGmVm
zX0~DF)pfZ)<G$Pea0Pu61sF2w9|tFV+H?G_{wVD*)9x_it&?Qs|6R72FEzdR&~kH=
zyKAu@#6lI{Y$7?+engOlIQr{96?;}%a=tK`GjPjEv<dPMM;_kOyR347tut1wl-$o9
zO5Lo$pNLCN(1!0y)>lC68MkeGPAFgg_pr<h=}_TMg^b4B04?ybX1iuh?P~Hj5Xi|X
z`k&LOECr{Awwu=#Ih;HT9H3$H`LyIQzn3O27xSukFe<|5!c+0IK-n|Jnnl}I?Y#_1
zJhiNleQ9*DZCE+Q0%!eO()0M5!pKu?m}p(6V^}XWSo{mBW=*Vy5970{RB1g*|K@cv
zqtda9ER^5!`zq<85I?NftHIx8spHo)bT_$&-0Rs~1)c-}w<K#0IsS#$^t-|DOm2DE
z#3@$-3j0mI?32I@uT;NhrSm%WnL?ZD6`#}B3E9$em?=+i6Hds_JE?5bKZjiv6%r}a
zuX9=r&xm#&4YnC%Mu$YuUDAW=12)CbN@Zr)45lBYr#qx*S@;q~29@m@gKtjf1_2*p
zznBkp($u)21bQYFHr?>6DvhC!5}$vb`Xn3$g0=Uxal8YBYy3WDfNz+&skdKGZYK6>
za(l?8RQ9hj;u{!&&75myWnNo(uuN{BsifUw<68`%Wq7}f%YT#4J})o6(D8CO_F1q_
zm$%q#PgtJ$D}B8bT_#`DnOn)9lza76`vZ?@e&{xzGnT#hW*@_8^I``mPRT137Pax9
zHEMIO?)}WXe@+M92Q^TWdg^xDmschC^Yq?-favlARZf?asu@t<q*RW6-Oybah0i{C
zW5K%5ZkwRl_I)<dLkC5GVs5A43Z_EIZyh|D;&dO9ViBt6Ee!c{`0m}3b;Qb7yh?Tl
zEG&K3D%hF{g~qag)zWSiz|}ueumdNd)5g|n`q-5;$ZsO$Oi)cZbvVDvN#<>cp#9k0
zw7<$l&_wI;-%&E1EF`PWb5l4`cf6_gxOh(%H_5fbna$~jR?&*b0W0ybcbI^~3Y6eM
zwQq6{`Hb$4cso{Vx3Epf2#|j==f@pE>zVE+ZIH~k5|eYV2k9iSA<*8dBW;mB<+o(*
zpixwp5Fx{(FHkJ`Tm*w?%*1^{f_=e3SD@Cyx^jAKwLX<K9m?`8w|TuNT}&ssf0NAm
zJ`Owd%so9fMdk8?hcW|vsq#y%RwXL!h@@)KD?K|#Qk_J^whY+5s`l8UT)~m32=B8p
zxRC9lfoD(eq|dNvX)w}u&-%V=SC=Y?@K2v>m27&=N;ZNE+B2K_{KsJ3g4Vglxw_U~
z%QrX@sa@Z~V&wV0t5F7uy@JtNz6pAgE$_1;ruS_2`y7{zj9n6-)~kAUd$H&=KP8as
zXJH$uT{UEhvbIiqQOjnFOPNU7l`b0H&0#*XNnCneXUk`tpkg;eB0%#)sOWox-BP>0
z6}0g0$s+R;@N%PZPx-A7&^iw@95cT+Jjw=RlD?R2$0f!p+4eWW<d-QSeo_kt2*;k}
zLRYh?3^)!{@@fYrBvr^#KgBjT2pyMRH_?=$cyM-0>FMLDU7QC}0VmrW2f2U0!>)U&
zuG~lrG^mIaY7{6}&la30vES0?di=<5rLr;QBajzZGm-kHJ~K|(brt~VQmLhU;n9-W
z^`T{A!D<+x;ar4I8-t}hO3W*L{mAl*SIK{}kk1Ty3-<qtJyCKP2NoxOd#Qp4h_uN&
z^nphdOifw)eA>872lX_4&-tis8`acgL-3UcQDnEjXr477`+Ve-la5e{E@oASuw72t
z(5Q>-afCK^V-e!3<M!UbLmHn{4NzdNdX}hMf{sfN_h~CK6!13T5dxeoOI`G>snaY3
z_kwE-M*HB()R8fbkOD;As|ESZcP&dNosmZ3LB4TbF~!||0|NyqP*0)*bpZzHA2;F(
zZIeDJB{<E)5xWKubPs{#B?(g02}%<K`dP(j2pnM7d4l!)Q>wDlw<jxoz0=2M9gJA>
zPj<#!yy?Qe+67tiY_#&xJE1G<Y%R;TpUh})V6EF^tJJ-U!6P&oW0fEE;;{_Mr{xo#
zg>$R-2pTp^3R&T(q+@=c-valo77~ks1ozXI?HOJ-N95H;1p`t@Vi-Kf8<74p&3z@(
z54<&mUk2e?K9U9V1t7R#9VA|0iIChNa0;|YLT*4i8=wvtfKR+J0E?a8GT<eQLCw+4
zRYQot`yZpRf6pzB?nuB?l`;NiA2dq>OL8i&6_ni5tnZ8Ba6^CC!2ABw;rTxjuQ?4f
z?NePRQ-xF^d*<JjdVDv358hQODRv&(uWdmDqyRswsBL=A1CxGNlj`hX1%1xyr}uWn
z1E&^NL-!?x>x3GtlU1AHPrQtyLz4ugM_Ja<^M!<3byWE>Nc?Nj)B_dvxR<63%C6Ct
zOz&Iy9g^c#d!KJdeDIBjT_CHt5Bwu;fNNtbs7Yy8cU0We6)q_Z+|rfRJ`5Tl>y@*j
z9eiT}di={<Np0zW^FJcO#mVwT_`-MY6V@%d5idef%*y4a{w*oLDE)hrbgf{;pE2M?
z?jwm@pUPO12`-a9RzUmpyUk?Gv75D*$HHBPb=ItN`#S_b+8_<Wk-4c(O!Kx#3Wb`&
z-NVK`QVkwz@EPrqi94ac)<D3?A=$;2ai{)x&0C#nl4gYw%$Og61$+)}0D5S`vITLt
zhl|xTj^WjZGinX>Qj=&573)Mlg6;IebWIpJFVmrqVh*){0N{rsa}d;m>4xrEpBLXv
zA*xwwq5;D;K!kv6`#nSFCj^i*@9cA(9-D;TF(i)wyF9xB3@r+Lpe~=uicNDABeHFi
zBT5M0I!uFo5*BjjdSG*Y=oimf(IXtO0q&y`qrGo}a1;c5vBNai0DYU4v%esM>zyDT
ze||=fD&rrG<Q5tddEu`z!-r3X$9wXhIKa(p@K$&-dUiO8;vRmj)EafG{!HWjEO3gr
z5WvNMI4dS3CP3pp2I>!Nn~zgvHM=QjB?GPv(KoM1IvGZH7eOSo*^QoaAe5CL!LvXI
zm1MB`r#Vvbr9HsaIH#0fL1yU>k_LWbyR$u4v$1Ma+w7HcC8V<meb3^vkP-@$`0E=O
z`)4%L1b^g_gvX{fo*r3ywFcz&IGVpej<Sgp+UA}ii45Rbx%V4mLeYYHh(|{N7=>Z*
z${o{#bk1EZhR19^SQA+><7DCeIy%k?{E&dei<U)a=k#$t&D;BP1dE=(oFQx4bR*gY
zZE9jv*tm7#<Cg)|HMVS;qB#Jh#AF>?8jtvw^oGdu8!p8O;SE%TmXEL!7$aDA!iQ}A
zKoO=+>EHbl5LGM7AW7sH+uR=bLAfN{eTcEIQa~e!bYzV@f#Vkr_)NutN{smJwR!Ht
zKe5yS`mh1!YZLk+Yz!ix<tcC>24R&{+$O+=B#UrGcc*E0-S1(7)O!9C`nPXgjOKo(
z_@6zr?v-8xFJTT+E@e<hzR!7nxIm)Nvd38rv@ddcv&x`_e>|&>s#_8xY~Ul=)~SjE
zNjQ*$H5Aa;)`&jO5{(6#t8b%}?M036lE78T@f9pkKrk6%C&c*k7nD&ImyfI3DpY#n
z-Q`8iEfRhjTT^A+NE&|;7&v~#Pi_Xs;u0yq^40VAp{*uZ^de-<gxAU__$18vija^v
zr!y6>(aH!#R_SiF>2w$~f%NY>UUrT%D3~nWe2P}U;Ov*9>j4FR5-e~Zwo2&liIbGg
zW4tq{lZxA0f$OgS?O77X+@Y=xUib|nAQC`~tu@Un_|oj$3yO~Pbh%g{L+A#qFE9F0
zNfyiD<jU_rEdYBG7^CrbxA03{)3_D`0ZA>p!0t=>@F&p{Lh`%@_uM0lsP7b{5oT{v
zqy&!&2WT|fJCLV3!pZRJ&)w}6W^&Et8x3^6(m%5_acLyNDOKvX`cU>}w!NIFX|$c{
zIgth1>dgt1%jTQ>$(i=6+z#SQ;Pp4Gns(XqKgyrw=tC=3j`<Z64QH^h*Rvu}L@nF8
z?Jf5T_$F9EHUb0Il_2?1-Tsq(lZ=qN*_R{|NH1`<#v{5gYaVoO;^zWUaRQ{N0@UC!
znM1-gr7JxCjx3ZsRH1W~+An9tuv2Cb=2pJWs2?33E`gk_xKvDtJu+I3_ztjr7{(J|
zqG_1-Zw(7FjtL~ROMLMq>1|7^EG;9BbjA#*n7C#sE)#eD*0|84lLZ=$6eMGcDaS3n
z)d-LRZm)PJTCrn)N5B+73z}u^z^USd*NQq1A?qPSO;bu|mF59hT>%$l@Aoh0J3MlX
z3eOy$5w}o4NHDPXc_Gywkf9H{NuAg{ci0fg4N&nZLUc+5u&ihpBPUFP$huc-?i~7#
z3syb9;*o{CG=Ro%LmaiU83GF`5}?<tT$7-A=m>q?@ULbMG|&A`aeBY|xK+3%^3#Sb
zZnrMc0Zl7^LOx;T)vDkzcESEsPMG|kGY@Lw=Gv(rg@_Sm<*$QT<?Nr0N$DfKvUA{4
zNK|HD&s}uEw=W!AfLhF{g^$<XoeZRP?xCwLDjMV6@~O#nuX}jmIHyibsZU{97lw;;
z|1o@k6%rP&u~Wf_Ztfmu5|djNqDmo`+*@1xwY|N7p6qHkXuv!_qy94=pbvmYujDpJ
zi=(5iEHKC7Jf#zADMapJz7T$a876oZr_{)IVbLamZ-)>A-6J;07Z+;$XdEx!06ZQF
zqaK@^LAChm<9*&#-)*3TWdy0te%MC{{a)MeD;@?BjBSu`Q2Pg0w`_ur2ACX9+cnYn
z;$(QBDbA1fpl&RxyJsZ*&Tv6Z;<ew32xoW1Q^F))8E3Y&e7HreFjF}JRo!=jv6vDc
zu)?1qNQrlD5V3DrWhO2W+!UF7nwigl{o+(7D8$7VHI5uflpo<nH;F2ny6s3|=3T<E
z5?`2q0UqWMQl0^(^e2g$`FeuDHq>wEl}GqGOMeMFtnon>1gMN=MJQoE(Y_WYeY6_@
za`Eyx=nL-{I|o4uG2*+Z`+Y6I0>=Xk#jJcGWaY|%jM1x*Ib6WycWfHPr1iC58Jy*U
zZz0|Y0INa^0Fha47oqU`tRt=@NOJMP4$<>Pc|trx)Ypq{3h7zF{%jtRS5(rc(iWyy
z5PtG>4Y!nEf(vAFO?fq<^@wkzj9qLM*Qey=YzV=R2cmC|r$ZyaLxwS`G_Z<<*1S?-
z0Myswc&N}<4UD7ZjYfVKdu6p}QyfVI(Wl`9A5ing+jZQ6@Lm*UBl$1LRoa4<q0n_b
zaKsSkjs9Bn5mfG9d@D6RT@RqStQG6~ZkSQ@;5Eh#hS%$q2Lj1K1eK=xpAX9D1Uvf&
zA?w>Kdf={?Ujl5rqh>ejH0WJMkkzh^SpOt5d~*8+iJ0z(vI*|l;kV5UT%Ok|Y0e3p
za}Mb@kRt>}zJPm#mW}sT)fR&>iI44&#;eG7t94%G=B4qEB_da$w?^v93B)#mv;`dc
z?p@fSc=4fjjN|fxx4H4Hk-e62$UvBO0uSZPtBipspTExadMJN4X8@g<Rem^7Y=bV9
zG*XpufwS_7$#B^Bhr|7w#c51YCOja?@`e9FXY$X`6RN{4Bi$gVlYX+jC;ODF=5zS~
z3upkms<86_c<`Yh<uBB+_W~>!FR7D!(i_0P>GPGKqi_QLMVUVorGElMS>+4Ajjzme
zrI;#Byb=QT>5L9xtk2)1=lFRXVaW%oyvykY(Kl%W1d3Wx^7_$d{~0>g*Jb<8`~odX
zzv7t)LuiLP9la|h(q^ve<xO8N5h}-w#Kgk@WG}fk8WUFj;U&-kT~S^wJ@9x+#_(F8
zDs)X`l}cX|_Qt{vSkptK!y(cRY(!T?MS#Z&3Qnrv8|<|Qu?(r?FxUTbLFNwetOUF{
zsa|A1k24}McA7cPfB9#7bHih0`Ze^c`dpdzn(+KC1`J$KzNh!`+XjPnq?wKj&miI)
zxUFgVX-x}%anEz~seK5V-u5}9mkWw=2_2jB*S-q*5^8sDk!fLKGZ{vSxLGE&urKfx
z`^P8vxE+U+H)?g(=CxEdDkgpSc`eC=D*~qk$Mn=flDkG^`kOuKgKU_F#XAZ{uGT0w
zA*xlKfq}zs%F)Kek?*918-^M1n<kh{)JcAtfdcJ&75lDZHJ$W|K%aqx?Xp#)H5ap4
zr}CKk`s3|v%Nf~JipS9OFwN4_Ns`~N+L6$zcQNA8yqZ+7*%60qI@$HbZ04|@C*)Jv
z7MLUP>XV7mCM3OOhOE<Vt#+)sJM*Ha)1q}+b-4?6QI!(r5{cG?0Y+mMA&Ju($6K>*
z$K-gG{nP3h1)?+)RKjW7DVp11rH!T<F%g3t;Ru7+Q`4w3gQkHw`@u{UVu&h_eq}dJ
z8<v`Oy))gaa7%-Q+@AVAPr!`r`yfbMp{zbAp7C;&zAB7$i@9Co*sqnfTlx>$hS~;F
zl^$kM+v&ZArex=RclNh<?Rd}c3ymE&=S@u=CMwUmm!a?h-9uU)BnIl03hfL=o6k|I
zj`ZeW%yQ$_(a41V_0iJMjUxtk3fvCd#nMXbSz5;#J46qz$+Xi$gm5nDV5pGVb=>cK
z^v|LGmGj=$_N3=ZyzAjT#gx_ZM-+Q<tqtgd>vr4gq1ZR}!_$-_bN5GN$(icNNNo+Q
zAYgOYG!U7Gg=NG^!_B4{|NYAsx}SnByAxTlYt8u-P}tb#!nWih#;sjDWg}8yL6q9G
zQ4yDHA;UT9VM)BJix%({W#kq4ht<J2;OWg^yo*?jNX*+E|0dtCe|6VKnXlKhix$=4
zxF|&amkHORn1k%*U9Y)p6h?XG->HHhEwc5B;^|GylIXb7LMifG573zWrAzOt8ttQV
zIwd;36I_fe3XU<Yk3r>suN7l^a>hrvLzWU%C+f2_vYB2bE9urc5%-$Iv%td_&W<iX
z5)Q>4mj3f=O{o=&1HX{dE?@7fZoMq8=%?%9(ZB>r+CjAmH7lMtnY`qnUf1&-F`XF+
z7|*h>e{sVlt696qG=@$EGXT6}6(1yKG0BmCzw0%_EKF=-j?>uvMmSX=#zq*@BgSgR
z3xOAj%s_JqE^(bv`WEx`tOxC8<NeogoTp2EcQ`Z;n-2XJ_uUAJdlJ^$`6ji`UzdH1
zAL8pbx{IfobqNc$_nCXim8)+ls6$6hwtwSOo~m`OKiGRo&6Jk!#rGXvw_8W6BNhsC
zCq4#n*KbVk)gHlIb?b(TTDf;7tKUxlS&`j`t9gmWY=r(?&9`^$osXejj}ukQPKR`k
zW-i2j`?B^Gd%F|~(`VBL94sBw-#czRu_jhHZqzX99lf#Il(r@G+?yQ{Y55|@GUpqR
zn$~k>T5P<ca%v8`R+d6b$+gjDOxWoGnhoiFb=6{2xEao#bxk@<B3t$BQomG8Pyggh
zi9Yr0QOY-c+)GnYj9X+-pZ^$Y*jxra5%*+du6xkF%9lc#PUDs=EVECZDg7<Y4{b%Q
zAm_Kutu5%rqUC+*@sZ{Nm;1au+@(gZMav3b)%@<xVx_xPTnc)+^w#w~OG;NmqaR$H
z@%4PDTDoF*9Sx~u1EmWtDSw8anaF~Q+id2=CHxV7?pWn4^P&6GH>3PMuh8{jZc!Xx
z>TRLedx$-miu#Nv^%o5Vev~A&Rk*>;6-F$!L&~JfbK)fu^BhTgmx|KoJBXP6QZq1X
zu_+H|b+s8vpVcZqM({b5--v%bV_qYLEN+|Cv+Q-mao_gzViH!+Y@5Lbd)T-8&+b*=
z_-9N(lomhB7x!oN3W{QjUbogxC&nWAKDkfoa}^pr3}hOQ54)uyfx_94U4q))hOYy?
zy37IN?~c0TolY8QDfOt*4>RBm;B~V><k{>1FOe6I&8sT2reHGN{Y@lHjYZB%sPXmS
z4=ijZ8SI5oRINL=7=D{K0e{i9Jq+IYUFHP@&Y=O3B5(bW^u%oe3S#z$$yW01LJUpr
z5RwWVMwcHRU#7yv6BgtCqs{)?Nb}X{w@|)^YfR#4O(^&VJ?jLb?CcVkrZ@7P(dz<E
zPXnHLw|l>mXW4=3WjFa>c{>bAt|${<AIeO^26GC$_{Yi@#W4m&X316rK`+Y5N<7+G
zm+};mN6ITx%PRXSr;<O1jWv{z7$EB4qtID=3=OqeTn-ht!4rb-M_LVmq^o1`X}_KF
zr6F=`Q+FqN92RRhUaf}`p@sqTi)(0L!)pD%pSh5Fugr*FHX{$IaV505NtfBmbZFsr
z^KI)KI?kh_!M8;PT8dkVZn%uY0ip4GwYcKoKDh2Vxcv{K$n@;c+>|H{Hq`5q@by2B
z{;)3NPCm8M$DZElczj;o#7}SZgA;t`8~)i)w4qS%?~TEZeevbP_Fv3JXJZbbjbIyS
zC2ZP3MiNufi13j0dVtI0O}v|@y{ElyhW5qAVby2)G(CY@<@rp58;U}@<Q(T$P0587
zSq2{cz}+N=y^&Ffp{KX+Vdth7*{$`5=p8qS<*QmM`dxhE>n_tuyONFmRo3JcEIX7m
zQ!eH=F7o7I*@W+tM9>>#Q5C9;Ka(k?E<yD9xbWSyls?V+XV~45mF?#XZ&rRBx~Y=g
z2=7Z8gKRr`dE`?3_JzwxJ?Ug0380E!2?n|3_wN$-k8#%EV)<ePYF0kn^r2@X^{8{d
zIAUV@{BuktUzl4@k76Z0MlbCEJ`zcf8JDAp-&4?uW`P~ISHUxu(728i#CKPvDclp5
zBh|m#v86KP$KzR!Ucx=$s$MmY+kr&RVQ`%DIIceTH=?_Cv@>q5dw83QkJPo_!%7EB
zapBKViJd>vjw$Xk3+_420aUr@(#mvl%)f2%#yf<qeqU$AmH(`TQA~HTJKR}DR!zgn
zX&KdfJgFCi*$<K-)6~)?+35qmaP>ovbXNPBui6NtwwFe`A3OQ5EZ)I&9hDkpGZ!L0
zET2`tUf3GU&WXNH^Rpjj3LwA@!<XKve>@=d46dgJkH*S*FQ@6Bj_MR7R$9u~NNMq7
zfi`FBvg;nJIk<827O?Wq0C_Y7ekz>6#6ds9{D%49>Z_H!V%yT1yPaDNZI&hWCx3oS
z(qOjw>X06!?ng6fJ9W8Ic?~Szr5Ww`@-KEXxAV2@Z^$RvGmc1aT;d9?rapQ-aZ{*Y
zVm?f?M+2+JRw}fA*rSb^YhY%$xINB7>(^u8&MbzTMbb@3EKM$7OCqqInE9buZSVC7
z=d~9JbQ8`7{2s`D$7hbJQkE<pXXR%+^P~pRQyb+m$xinx-;2U1dOl3jx&0*hICVMA
zUXinNb7|LVH4AS7Whkm{=BF+<&}RTU^PI-|{p9&}DD)Fcch)r+IBwYtYSdDHYEBD{
zw8iBM&m%hN5L5667Ms4|7LV<#C%>>X2b*+#jHKfgA33Aoc#l(m*xzm<qy2)o1-9S6
zgT1Sb?1d5;r^FG0cOlv&;8_n^4m~QAP<Y1P4|FSLwNxHxxs0J_IPz0H-rlUZY_(=W
zdflR#J6h`9s`HA5c-`G}6+bcAbRtUq6iR6Av-Y7JVAlGNc_1;3K&W)dtY>?f66GxJ
zoqF%?j8OGwyL5xlc*nhVgdsnQe0(3usz2jfN(97b8#(x=Z)Lm5*?YM@?bE?T$X3GA
z!1L7aGR~39e6?<oJ+>k?^2IcIi$iGXkmOblk|}09HfK`dp%0$F&@*!i22NnRutWnz
ziV%_G_D}Z4F@K?Igrg-S*wL=pqkKn86(&pLhdj8OH{v7?cS9uD79+aP0L{?44>5@d
zX2V=hB8K`RNDo-yAC91O8*>*pAiq88)j)x@pnA&f-@(aQwvy@Cg3x5Q{`{p~t9Cf`
z`+I}MCI<M+VGu@`Hk9GaUZ~GS;)3tw?uhWzr@ak|mKQCAph@T4$2!<L$iai^iD9rx
zq&8ozwfKYDPM%l4SNhpyvJll|MlpeoiitSviJJDA1M^59@Qyt_SJpx81PsQvE#Cl`
zoaAvr%T4iwj}u&UoA1%N_oi8W_o~x%gEMXQm-!#w0@5{+fy=4yG$)2b3GkH^)5ggW
z&)FM@whO^yLN|>U?91d9fw0V1MEbgRRT-W>w}LkEs#3U?adu}wb~9@-#joC<eP$49
zCLceFkcU{6-~;rBG!L^A;!_E1D4b%yqK(kmA;R!hlppC!C~!OdWO{4p(!1%<3zG?I
z8_(7{kD1~r%ja%fZ>$>zX<+CYaz2kf#fNsQXBO!=Dp0Vmy21IcSEB$*1k)Er7mY`J
zF|s-Lj(Ds2BXU&x{6A@`ILHn01P#?(nrLwA=5B|N=7gsW81yYcn2GHbQlV=<8P}c7
z8ETVxildt*P)p%wM1_4smlA-_SrMQHE0}0H4sIaWM0-0}dQuNN7sU=_Q_ySeD8(ry
znhCSEesJLr`*Xj?kau_&*$^CUPr$j25Wo(^OCz>|w`4TCsb9E4NXW2HAXN9Z3VmKI
zxP^pg?^M|0&Son_$Ip!3wP3M#=;y_FDM=Wga7omu`IhKEl?y|f;df(r9Z&EnDLx4s
z81MHSyp#U~)kYC|U}h?M|G&sbp~yp|9Fm86R}fBX{DO%dKu08RwtG3^V0U?j%53A^
zT0^#}KoU81x#zs8iv}g9?eI;kw4>$&6f#8qeL*D#fh<VpYrsxQD(6S8jaqk+yp5Cv
z+jaCMJM(LX0Bd%**?Cc;h5kOjvV1XDxmS%3H1JO8S|{hWEYb<Wl^FoKZk5t9L#IvX
ztjUneJRXiPE;h#A{5iH9oik#nVUx5Cpb*oW#j#7IK28yJVeXKFH;cHgcDcXW{>m`|
z)4OEy)(SQ&f-R~Qu3RikTEWbmo5<@KR&$vHsmpoxMzY0&j_Y$j*ObHz81Ugk?l&Or
z`6s9nSfC2&lr0$GW)&+qmPDO6pEi;DO>pT7#A-9Ep*H#rt9v1v=T1R$R1Er<iYYi_
zBV-W_TtJ#q`kRh|6wb~Q>!Dvj3Yt13`b_)SAJz(|ULD9wm`2JI8_$t6T~m+QI-tPA
zt#)+wUZ^8A2-B|wX{pXcM#8|D2Z!Dr_W%@N`QojFgW6p;n+iRz+-YPgjr7}A@lqgr
z%~6QLz<$eMD@))<Y*x@%41}F`EtY4MIt#N>wYD59WKOX!AzSYwgH1NMu1ADaHG^1Z
z;EqE*fC7BZQbEBrfAW9(u;CC3G~_5N1vq<C6|XHs`~!v-OT+Gyw}(ezmH6%EehTP4
z=0(uTT#p)n%pE~fEFv$?b=4O-z;l)hLGQCZr!3<<ofI7|M`r&3`>w)oQ~I<6mE*#z
z-b)^a7uM#|1d^~-So4nZ0rv6_mmc`ryX_r64SgxZv`h%U)#QPWE+swjjPaTuV7w{&
z!pVF_+<~J3x>Jl{_QLzHyi}(Sh}^wvzq3OlbiWT3W$s^zpM(dq7p)!UR;L%n@%-y1
z2)64rOgK&rs)7p)smhXVyQOLXS)u!1h3BRN<E)yc{k5r`S^3erRz9^zKRgk)ei^Gy
zVIiOV7K<sWQ~%ngRDSWH?~Gy_XUBXuO3q=CV{xkGx2`#{0zg6QC57#g3{5tUjpJmc
zvQyTsK=xTvs=Bh_>74uTET)xI0GouDC~@u}qxiX9xe*NlW53(Lae%?=zP}8_ykJgn
z61p!@6h`kQtU$0i*XmDsT5i%}>htl?NXyO*xQ7YBEB9MB&&CMcbmt)|*@xV#%w4%>
zRgt8WRIrHS2UxdD2HRUR;pKxwS&}R!-;OTT@%MOH!3?*-qP5(6H%}i*O@9J?2LPiL
zpXRkoFa14@%5vnut57+hLm8`-6NRZ@EjMt|{S~>Jv0cFB7C1KZeM(CG9O~o!YISwq
zzo!*&h147FpX8&fU+yT6MS%g<nJCvZ-$B4xn3;OC_^^t<S@~NimouDt48p?Vu8*{f
z&=2Or4nXQ<2&bPlnAs1C4~vY!r<VuLkvD#W4_kX{>Wsey(v6p22L<k4iDdqv&L_4k
zqgRmM+3|rMi?bgJIU`AbO{xwh%OXSteqyq;#S&$!n-$v2qL|E@kndz#yxA;>J*gVL
zJcv-Jtl$AoJb}Fyjc~dXvR4<~>bqN#LzawGMdT5K^*Wv#DLAW>;551i*DWxZ2tS~)
z@Zgkdeh?(W)>-fH(fvs7Rcf=clQ0K2+>b}|Hxq@Av^nliJf^*yVjAuR48Qgf>Z-oY
zB{%96$m=9*;G~vq<g+kuh}NF;*d|k3CBpXxQA}fSGj`rW(dXm_7kY+jFvQvu!@>n#
z-tS}$yB<-kqpTj{L;%_!d%dyOiVjtbnF`&t5Dln)e8lcDp<8nCC=su(V*OqQiKr%4
z?yff+e^Hz7{$yN*;Fi4MU3iEEi%#P}x_^vteQXdtIfVy&Lz9R>eGxRFb9}-t>f?41
z)qoMzLm~=_Xjj~#kL%@s_L<z-E2EckA8v&Y{0cpGcP==Z4^2Uzb&27q+%?~@g;)R&
z?hnY*<u=f4>Ajv$OcN&&cLo2C%&596Z_5*ho6t?W{l;o_WA&@Jjp8?pu6=482f!Y2
z!E=5Z>s-<X8VZtGwlcBmyl*F2=s?=CyP;}?{h2Il|BaELUo=vbZb*u?SI~-QH2p@>
z{5Lr8snuURLbkVkv+{uAi+RWk!T=hf6TmUsQ~9V6A?gcDKpMyZ91(!d@R+#Wv*-)b
zF;?9jrFJhC3zHbQQ7!^y`0f_K6XMcusJPWcs8ZelaHYFuFqCN{mjDc24KGwsEk1oO
z4FDCcxjikSi4qU*yq<3nA0vb5rDQo<^Rv>d&E2aTHv8*^RXvBnDM!2VkV=MD#CIO6
zv?yB*XXET4)e|m4UJarTeNg6(!M#7j%9{WIco?#n0=c4^!tYFCU*RT72)rq0MDs>b
zG@ZE32)&{%+67<QK?-4lx3UjJA^zLL-l>};3_%dR-vGo&x@%#aFwI;XG}%>B#MB7%
zw}IAwFSM@o1eN2kc&j2ZLX%zoZMat4MMBU9kx3|xUTh_zDgG?q@Z(fjl%=q&&8b<r
z^p@C56;p*>7^7bHO_xXJF!_huoVS)+58{TP0q*ZM1$v+9LLXHgm@sswYDTX={{RpB
zQJruI)PG7T5)|Xf-1$!%!w|6wl1}fFpLuIo*!u-sBIP9Z%yVT3uo4Mc#S!qr(eh`4
zz(qWGY9dl3l^a154BI4b$X(s7gIu}Z4epHUu$WIa&LX6s(tOQ;nY>r=+Z_4t57IH#
z3G-jmwnjP-97Oc;gbBlPRQG#<WaFGY2TM`x4~)Ig$bur4x!;R^bhY?PMPUEHj)Sug
znqgn}^Q>9z;`vM9XI-ZkV>bZME8GCm`#&>Hq*sWp1qr&OlK!Cp_uX?lcEPi|b7zA?
z7NnvM1onpUVgD+Y3!g=zGiy!BPw;}+(#tJx)n*mhDJOgteDM^S>dA1zPOcNkn^uIC
zXQ=Z9AT|m4;*ukFfZcA)i|zN`E_;3}$uak}MyJ0<ixp@HPiw<FJCiqey!)YrBoK|c
zcd2O6K?uN?#u~B1MfV?>0@{5MOu=3>3TwXC?KV$==rZF>DL=adT(7}h=<2IJNgC~K
zY3BcP%$@@)p(d!*!m0sI!DaPYAI3ZjaVST>^^7&%n~q#>4$0?68a`HGP|?@Ak_Xd4
z1IMEvdXjgN{VRmtBP7oz9J`(B-VsQ@6Ch{F!0&#uLWE8+gGVD&4!;o)VnDa-NvQk6
zCmO{t9fG`Ty?6Z&2T@+3KC2C~88|eAXK3^H!a*v=0eXPDQ<^u0mzwH;l3Vco2kZ);
zWC4E|WrZ*YWLtY6F^mxz_!Q%T-C3cBFCpajg;Kgz!AoQ#P8VoSh<{Bx&(HH$COYm*
zA3o9u;z{rgC2+|WMKQY$g6+U-E;srz9OjQf0a#DFIP?jiaOIoUj+%EG&>{-n(*~AY
zScqPp4EJ2{W**$MwphcT-`kmsAUppF`ohH#++QMH0E-As$t5co2NgEfbm@K7XOC#k
zVXDoJ%gA9-e<o|7I*UXzsA%x=TG(wRwA$tq_%zy+@O$Ywz8DA9<306S_e;ke)!uyF
z(*1uB@taj^O6zuOPQiKJhX<ex^piETjwdAi<ovs`3wr~ewiz~(#H)-R)QnOq`esQe
z-pa1`j8&^VL7u_N!%Lk_>Ka#eyx^M6$W-EI@I+_BSkSIEpUa7z#A*95wV&X%z&1MT
z)z~jlAPg?4i$zQhzk(UN%OYMHp-Ce*xi%%D<Cc$`mXV<AXB!dc6v;i?UyhDf%OCjt
z?x5}BJ^892pX;^ZD(6FD_}5#qrx);~#``3meh4X>(1{kGzmA`%52Txa+-*LaUM_=k
zD9=tCtM3TqdS^ayRl`5feOSgh&dfB-irw~komQ+YqU^M$y21D(KFTmiP+=FUx=TAA
zpI1bP*9D|VV=5&hcU+?M4WKgbSmHhmrJfQeWNkmv$g_12-1d7Dm43v1Uq8)4Bf+$1
z!8Ks7ENM8K(~)~dzYjbI#p9CpO#j`8lB>n8J~9%5$3Kz`e6~(^qx^k&a<s#q1yb&)
z*bjD^7XZbePFpM6>u(0`7hmO_MKP3crR}@K=j;=(DrQBBoB2$yC}tJNP1CUWtkBN}
z<S=%~GhkBSSQ<ij(mCZ)_Ij#NUEYvBw;kZZ&zShPZ>t|K6oH^82`l{NZ&T8mC39$L
z(<s&^-&H*ll(G%AORO~Q)wJrJAxhQE)A_hOzk*Aq)CB@4IPuPZF=c|-y{AuGC#5cx
zx!&J=1Uwu}@i-mtjDoZ5F)U=rrdgY1x#c(Lo@$$`BLv(A;}e%+9{yq>1J=?lfJa3!
zU(E8W-==iwc{vLA4(i;V=w>~!9MoLlSOel<_;ivUez#}SOfg_hT+n&Pblc_Bn^cI>
zL}+>Z$uK)yO1_|q7lAHO;~%q-*o%P?@mn{(kYTsv+AOxR;I3s-aFloRyNu@V)#-;Y
zy?&xkPIzSwls@27h`-W<GpcR&--XYf>vk$k_R;Hm9t(s$XkJI02Z*xr7+sCyF!f;D
z;y=sUZu?=PHr25#)A5<DB?@lt?);FM-ucjZ4Br%dd+-e+{A_%6fDZyoE}iA_&f{m>
z^|hm13ytT+ZQ}B1I789pR4|BFvI(VEn4Q}><h#lCPkz98eWzyU@clbosFM4=QSkhS
z$~h%!`3H<BQ?{WfF$yi4vBZ@WB$0-aD~jIX`>S17SU!_X(R4B_%yzPYa%JC$lL8z%
zV?TB)8T5J9@^+^d^693xlh(}8OPK#8E*7cRk6`NFScsq;63<75N6M1IRpMJv)lw;>
zOL>yV+OJF^`@7Rv9h2g*{_7_<@x<%gkMDc^u_noF9e!J9`2ET*U4)l^jg&TKsp!&}
z%HtgIXKXvZkpc8ymtQDY+E_z3h>=wR7|A^1*|iBoCI<1T5aIA|(qBRZChAdeQX*t(
zR(bKQ9Wuq>dU1TFd(BOVRhogHE;l{h*@5nA)!LfL-|qP&I0W9AuXtXk1-XcR(z2`L
zTiMC*q0hg@zgRtZgzd(6E8vshAPC|HURvUx+#HvauN{jp?aA)k|AYYNmu+2KDlgY9
z>5Y!Qpc(i6MK!1{zd6`^i36xeodel<(je8S5yeS|c}EmQLd(jY-EM1xN{C|b0sV5%
z7u~#0mmdp%2`rq8Dvf)zEJ5Mw0bc&u(&L%cqov|y!r_x4Y-DG*C^^WbYs49qRNkq<
z<eFBlMcUx>oqkhjmyDy!(@{Lih`YASBg-x3q`}8dyRe&!J31obD~)&|xHY_{GZDcx
z%Eqht-fsCeaaFV_xKx#duuS*(K$@RUVVjlNDW+RFp#{wt8|Wq{KP$FV;S}5Kl}34K
z%|7+QNWiS;YRgDhO}(O5%P4ryZ*hp_7tF7F#xFG(avAiu<ltDC^F}b%>10+yX!n+`
zxXovmQ_p7e0QL=MEM10=L8VcOu?7C2tG3y`VEK{Gba3@dGQCUcG4WRBSRil(bh@dq
zxCO@>;bXFds<M*M_#CMwy2)wuIiNC~JgSFkW*2Nn)skg%?2F5V^x^x67@Jg=W#44c
zX$^jh0(`jn5aWtx@B|Eev~m8aCZ?@+Mc%r20&fJZ_d>ysfR5C`1mnQ<GfnB7x1@bn
zyLV0bbLB4QVJ!FIK=@>@4JE<L1d3>+lF#ok$yqVOdNB$1?c*bs@Bq^FcB3&}{&h?g
z<Wm06(Z1~^>wd~;Oq>mq3a;Y{&u!$!9b8R`bPw;qqu$kD(>0&TM^MUcwTHl@-H-O1
z=gwa<<$Gr$Kh&n(_k!a3{L+V~_PBk5kZ;WE3Xkb|u|aY9j)V+DrdSgED<ju2ZgcGP
zx7MIpB5v1Ft}nF9-$(Qh1$38s`J<oFVm(Fkm46eV=d;7fLQ-_qtMe6A^qe%xy&&5V
zz)(j)`kETFMYMCYpj9^M8CvVg)KZn!c-e+Kd00f6YWV^-rm;)W@dO@2JqUPsbSxt`
zRep`Jz04B3)5jB#wlsFGW*dj^?CuiarrGz=Fh%i>t;<WEzA$bz<lupwlU}_^B1zmp
zri#OglfOQaA&-{AzpS~CY)%e(o$pm?zlZFf1-V#W%O_OwMEtE0vhQ>{8Vt5<%06zE
znm2gU3dI^Q4Xb@!9L|;LGO|+~Lw6yIw4To@xn@B0L{TD@7jcOuU`jGI!7<nCwbLH3
zBlPlM+XqLV;Ud-dr9JRcDr);GKYZ^i;;<eWviB$R5fqFSxGwSkG{S!flQ8Mb_gs2)
z<!D8@;?Fn}1y^OgC3<_ovr{hZLV4LZU*)_6^+-=*3P<F7kX>5_xndJSYC)VpyNlqG
zWU;ndT&;cPrIRzk%P(!(%EP0Ua}P_0FW=<0j?=`8EJ0kXA_ef~re)uOre)-1*~7fY
zop-mRaTiE5c}Ujq=*2R0G($~lcF>J!qkYM%HO2Ez`FhTz=`E?1>wdW_0+A<Rsaq<)
zzB0+Cb!xSu?Lt@ub2FL%?*+wN9)lMX(`SxzcxJY6@5S+U+?O!4WQo3)j>~z63>gkB
zrt%G5Yp*Z)B)xY|hp}Gj<w>Vw%GR9L_$=KC#*v*^fgZd*AJhoTPqcvTOT~f8v&r3v
zNFZt%u&gHOGk>IO0AC<h?JmiX7+RsAdK0A|#mf!JcguSct9$Z^>O8fRQ{oMWwXn;V
z{o(qq?F;z1d=YSXTS*_ueR%Cwtt{n>!Ftw9r?|?r?cViE?Go{yyNWoz*t7^s2al!2
z8;R-!n@zf%hZl*KpI2%MF!OcZM|fLOMqQ$VGJl-PDtM67*oXSTzuq08;vA2apRdQ@
z#$q?4q_sZJ+G<QJy|x8@^r{^_82X<#4iC$scZIo5<zpbDUM+8j&EKA;ZPe^iVGh-O
zawVz^7`>EtU)e=}A7(F{KG<%ynk2fyVUhOy{rp}YrhvXZ8YLLH|3=loe{u`pAy6;s
zD?xsw`@JWOnbbcL{k)c!pU&d?+)*<w(kXRlG$gnV2Qv#jVA;c{Cis1{-TCR_Qp;)V
zUDG9Z&C!0h!-pBIJYA!3@-ZcQjr~PX#cAp;DBqI#2ah0jCt#1Y>k2{Nxqx&Zm#@j-
zQ^n}mr+U#4L8Kes{O$bvLjBQ*>NQq<VG#mO?zV?@?n?UH>WQZ(8{yHr^G-(|6k8xY
zw~dMO$YZD}K8~*)&s7_Q;&ij=mMxfJg@1pGW=IfIchb;Bc<YIl5A;^22!uBxXHdVu
zj%H+Xmi0k;SEp0<6A0#~cRhw>k_0jWhm@%b7)^=I!VIY0?LJp)mLG)FUZ-*!D;vCq
zru|hlK^Jl`y+9<z5qJCt-{szN7ICsTjhRuugUhT3IBEkISQpp$A*f3LE;~H8n)d;F
zzDux{qeF)G<|TUMaPaAKn^)$$UC4Ad%ut(c%<Ls1cMksrAYAJNj|5BZs!gR<mrb6O
zAqChEk9giTo^Yu%!8$9CXMkfjN;EkaG|a)z`#$Qdx$~?W7e4O_-q=I7aCwV7iwZME
z27Dt4q4uOKUb#+>A8d3gO?`q2MASD=F8a2~kUnb4)7f~tn0}44uz`rVb^$*<NU-rD
z+X;r0-FA_MmH3p^kn;+z%~tf*PNZ*Qr!`VVcZ5jsGOvTn^sl6(_pd56zc4Kb@+Yaj
zpzoM=Fu^Pz2$!tt=+`qoXWymMv~A#Xqp!d*nTJTwc}&~U&<ob3%;*}t(D3Q&$ULuE
zgmK9{#90{6XSx#db%%&cX6X-4UzUujDr!;G*FzFUx#)>PuahFhxKW%Z0jc$!fQ5Ft
zdj4Y&tLF^}tC10c=dplL{1#a9IJFfyliaZqu<wIN`gaKhKTiI3wNn^uw$qr*>dayJ
zWiK&KStv)xz)VXt`R6|Ik0Z|LKsfOpFPz*a5zt0r0odjtOr7}d4$zpdNaj7~g)<F@
z$}{d&BQL=&8iKWyhx+F@M!&C}L6m>Q{U{KXRNVZP{3+z#6-z;z1nw>E`V-i+FIcr0
ziSN8V#Bo7=e|R_m`>Ab`<>nOImk8bNyd+0!Mj-h*{t-=*m6}c0{c`qIo|P&QT~E*;
z`z=5_T^bl<)hdlL=MXYLGW0m#UNbhau}_3Z?$yxYY#&XU)XbfiA(-6D3pe4+uMjoE
z!8gg30DKvzKY%T;vNL7IHaxD`xgLZ)4Po1_)+n{7nxh!P-%^A?YmttgFyYXM=MMfB
z_sqL?OEFLuja`y2O~ZM5+r7p@ii5{yTrlTga>$Tn&d3(+tT}~*8(RXmZSsxJsf6Bg
zSCZ+fh&~_{1{vvs9~@q@!k^&V)J=IK)AvY$7DtdQz}IagbJ6--%~XV=UC;$h1q@>T
zGQ=^(slWMeU!A<MTnd+bF((=1Y};&_T~ZPnMBL_!n&td{6--WYT)R&WJq?ojuWkLE
zK*z9wAUANIUn%Yr1%2}eL=<d0r4~{7TJb(@%uOl-YR->Agc+}#Nt&=|GJk$}&HTkv
z^U&usj>CtV3??5Pg_KJ6JmQTus*S`#Gyp-@5o;1`qrtFf+gjNo<t=IgE#uiDh2gH_
zB8Y(0=8|nOU~Shrbp)Q^uv`s7D%NLm0`D(4CdM@&O%gS~gP1dVf`|E*%-oy@BR}ze
z{>TXFIyIpDi8D3P=6zq{rqKEqTp>1y2*{{8D^~r4HS_{Uf6LiQJFo_Z$qami535V&
zT$6YX)#-i!^|V8E2j-j}pe~D;;`D++s#ibO<?eR^^W{L9(aM0t=;{idjjTF5J}He2
zLSKnp3?EsR^LRG5BH(JD0e^mzClcxoyF3EAiQmBqZDT``$7rU;yhl$yj{5<x<_U=)
zuC7hi6+w6|gYF5%Wp|Jc?-&n^cuw$X`$5&%@_uss_}1fihK%0V<${3v;0>Ciy{ZXd
zbIb+Xm;*|rtFHBXM{-#R?B2Xb*oJe{ItP<A4{EEs2GLQ@Qf!;8;H47e;S9XMN$N6l
zW-@IB>-hyj1V-YQfahKlX!|iPy_p|OB)8-b%7vYD2aIKg{yanGY?VyWygU9mKaeF!
zgB>ih=4_1V9{pU@Z^BKB>uF0$tKRYV@NOvmfgi)LW4s9HeoH0k>Iv={(0du?%QJo0
z;tpcE@;1o+6%Ykb9{$59#eRw=-!#J40L*fy&DA>iK_3OeB8mg+?XTu$(4Xa7HekEN
z{72IaQ{sQ)F6#lnYd@<r7ZqIUo3bems3IqH;?mIHpte54BURl1h0dir?zwjtnG3iW
zavY%PO$9^?iXPVQG*Ac6nUI<xeUslm-3|R-xBX9)zpY5T_$12jX$Xesu_doF;7xn@
zMbWQ$Hn2HrLV7b82RJ`+;=_xgjPcvi+Fs}genv~rd^uf!aqksCXF*pT{rRo^4?$%S
zoEbZyFgnxGq6-2u!X2graitWBnIak%9ovKXvx%8h3<bUGS5baTs+_+3@w`FVZ!jV=
zvkQYc@h-{ikeH{GQvWC_L!vuo1V6Na+L=dzaS#un@MIOg2l1Ht;r`13*1LU10Es(}
zOtIC4TH3_MQE(qFIA-mOd~aNrFwX^K1@G423nBCzWarg?l%S~kM9d<1qtTV}A|_6N
zI=mK1#yL#6S<G?C6S^Kp+BtZKffp~N8c25~zzrDj#JFq@6;ehcXbjXtu;&dzO=ep@
zQia$~QJ|JI@*$J_$&ebT!U6E`qc7p+yi6Fs@2T!=L3i1N$?1UJda-1hjmE-Bd5oY^
z{{j>_nYx983qha}$isX;61_JTD*`7)67!BJowrp~upC`y75+7lHAIqknoAt^z@^WY
z!Xv6`>h<ICS^~{3oKZ%k(?8{%(|6(j9Rb>56MhXXbh*R-+0ahN)qOd~2*}Z5&>^%f
zx1;M5CPKG>B1V`YWx8h4Z4B=CttX{a^&vSA`Q_{Z_?~4SatWnKV~-AhO}!cR@8Bpp
zu8ROz2sm!L9|p%L+>kOTbP%)6Wvpcvyw2K1DG}sX^J~#%;$gPXa~x>{p?g6^D-deo
zGJVPacA!Vt9>Z+tBUqj4aS*_Do|oxYsOSm`d9-F~cR<AQi4y%m=*zJg;NdXSka=#v
zj20!YQNmN{B_$tTF;u7SOUu9n%YS&qKf=b)9x}DXg0~ba0~&FeW3Cm9O(qmFVBR{;
zmI?#1tuUCtSuR9H_@NKhxc~~R-bCH6BorA&U+(I$6j$>6>ytrF@V#`YLf{){SQwp4
z@RbE3??t$`UBQJn#;YEggABBCCMt$U<=TEa;!YlIJ?U>2>9i|zDd~%y=`{DDy&W{~
z3|BnlG$*69x5N#Jqxk3z8h3_gL^q3&EGwEp*w^eXV<2v&{eJ+3KzhG9wpfS7`BOSF
z!}%rzRNZ2%K>~tmWc;0{HZdI@n0-Kb9<FFXr1>@;!7@a>m^UvXk(-zjT$8;T)~t32
zf*pojt-|olR=HtsJOXF4)4r#)iF!CIP9<jj6gdC>_lxsCP)Kn|&M*}+MWAUQwBsN9
zV;allkL?XZM!i|uUP#Z~qMmj&qdb<d8EPI&j5dKzmXApibD`_Aeed%MY*6zsQyqLR
z_2jaXztk;Nyttm4S2%yyE(g{C`rT1Q#QVaIv-ny-AUEh}iBTHhd~P`5hxwrjykMiI
z`)?97$QuOHd5TSrMD$Rtd%pZrUzguC)aWI0&o?Ncg8D;geBuReig%8l7n~Gna1ICC
z=&}7W&-ju&!?2yBDZ}O|7?}-4kgD{?4-fMy+*5Oygku~LuUg=p(2-kDPRXzZyDwBx
z&wJo=dhx&9um@QB|8;Ele=+3?0LRbijQNg?zT<h;YR<{Fw6ykER&8n?TCS&Lq6pzw
zd01N+vZ<z-&Nw0un=DJ4F4HZf4XKr`NoGPDml`Q0Q%#AYhZ#LiGfi{v>;4a)*X#Y$
zC(oyg`bidgZNZ_h{^OG-2>)k928*3MbH!gv9{fON)e=ub^7VIa0I3ZriK+(SXNs99
zE7F7A9K;iFLU#~9`2G#1Zh^h)Qbw@Fn<3Gzx?@n0MT=wimpy5Zsr+NjmS4<u?zv~5
zjV2cIT=Z>)8(p6zspwi=ri!*+u2$qPR1n-zn?lxW+)-~scQ4ZDBEY8SBEL6ZO>P2@
zHH_O_mbX1K#YwvUHrFGD2*znOXxJ}EnEhp}zO+-jwR}JL)QJ$AdY7qqlP;I#G682h
z+%J@z{or}q$?Dcx6=DFgQPtdRp}ufydJ7sCi1$BbGM%3E8TX97t?cvVH0m7gpL7ye
zP9A$nH&HxQcAe4qYn1|h!0Kz4THUKIwPalM>khbd;;Yr~50T5d(W(@t;bRxIwJI;Z
z-IWtfYhuY;Az!{dt73)_`4xq`0UabJ{<(o#|GFBTyGnfZZmmS9?uU6k+VxnV-{03O
zja!?ZTn==aw^zDx{p@Ykfw>E|LS~~=<OXC>=F(a8D(8pjn<w;%oyWgx`RQY7=*&C*
zlKA=4h-oX|`CmD{Eq%%6rJ9`^kj0265;s)P9i3rwp66MwHkP3)r0zy?`*!~^Gq^~m
zGcuW#P@kHKmhF+E)XdK=S)1Osm#`Ob&d?8!jB#e2#HMh3rH^OMd}L8SO5%*2bTa9M
zw7Jz#^p1UU{EFX7BeOJ{GtMO}$^E-~zw7B`<)J&5pO~|trt#ose#<^#Q@B*BI+^1p
znV|kLpu^}kp>_Kk{}Tn@Z(3QsZ*=&|frMYDM~;hBzODW}X5Vg6)?)d>-SDf1_eF0P
z+&p$dzH#K>uhUWaC+q7Xj}6m?vL{5YtMrQcd3m*R^Mx0lJt0|&^LK-?qH~vjyY`T<
zs_&xn5pE8XD=1pA<K<*AFOB_h{_UKibm1iNV`ToG|BuIIHZ-2c8A8?Y+zc^4My^vo
z5ty49$xS7FXs2Jk0}W|c-Bn5cf+-(MNlO;2_B4#wQZhb1BSX078R+)F>u<s0d&3~4
z24&uEw22c*7VbK^4unSFthX@CA-QvJgq|^r@7o3<6|e?iW!+4m+}yXCM6QmaMb&lh
z{3_mooMRgBtN=t_1Q#U9W)PJHPIl=&^kCtG)G1%6R?v<tyzA_I(sJ8^=3CX#?MzTF
zJ@F4+&_D!zy?$M)UA3>uV^H!PS<yU7?JCvYhbucU|0e9>BB95FL>=WQdxA}po0qYW
zUNlHEpwcvR5_aLC4p7+G3F*F8@SewY&x7ZD_y=QPluGyDnUyXKvDIAzP7109JZr~}
zIf(1PWF;1uG{f2+=1a(3ze41F9yp(-=zi>U^jf!OLHO=rRHPt#+96M9JYaxFH}G4S
z=065>-#GE5PE3G}YG?ojX2?QA9-b2+MNz+lBPOP=45=8R3t_|nhWARMx3r6j57D~n
zAr-F(3Qel@`*EW!^gdKZ`;z=-kZM&)<%G8dU4*hvmXE0u@`~-mDN*ve-El}H(!tp8
z;jfw)*!vi)#fj{fUUVBnXjHlug;6dbl7#h5&C1lQ5+(v3wu+-p*BXDuC$Dly{;i}I
zChOoxzLJLV=7RnnX2lpKk&JVGQ_5B;$rph0Np-_7ZCW@lRKfEjku*H{Ao$GyyegT1
z31r%Og{*8;{DMY*Z$oY3yPoh-k2tMzZN-Is@PrfIUy-XswC5G(@xjAX{=H>rJBFE5
z0WH}1m@RW>sH5TZZ_Y?G%KUZn?7Bufr515&26xWGko3DO_I-G@rV#3T8N&eDat&jr
z_voazpmJEQe|H{6HNv!pyQ7klSK!uPmLNRb%6vTlHw{YCQN|GV6uf+;+lyH2a&6<V
z&cehb%FMmUi0*qcitU{?hC4m1kDltI?v!};VVT0@i(Af%kP6&8f}rwm+7RiGL}#UI
z3I-%U&TmHvJNlv)gunxpV4T3bW7a;iLwv@G{kcQy=w=#NT%S-pHiOhA;Ez_?)SHG-
zInH}&(Y0VNZOnVV8Jhzm{xvO;xBQpn0kjqGgTAFW>*hp~m!lAS#xE>^^gawr>L+U4
z%-H9N`mmi-kT8L4VJCQ813wCC#*+1sIQP$5Ae{F#zecEz;_)d5Q{Tw^R)SW8PyY+<
z0GxyI`v>XAw5lym`vh@_Y}y`4t<WP{n0f%tC?26BwCe4!tOuCyn0JkepFU+aD2ZcQ
z?L*Mr1%{4wW6U^y=uMIFc891~-NtZCSpPMF_?|@<E;lDwQOD&0RlM{yR^KVPfikTb
zBB>{S3Y?DaW#$Zy`gzPgjNXdmU_1q~FO1f~zwx%G)5%U@$Mg76>IZfZ&Naf(E?wXm
zFS496I|RHc0n4pRmD+{QP0*+LQa4TrxD8F-CdmUf6DvDZDNK$tPGU1nOwTAG?$ePr
zt&5denP9H=pvXaSodeZ+*948L(ixjg;C2Tnw_#UOlw`3^P27X&cJVzp$ALa@;qHZD
zpADh)E_}{&zkG{!_E>HyG}emhTQ3`-@i`VVtWLeYOG{1aC5#V!y}6vT%I*1Az?PFj
zOQ@dVe!yr(l`&1$%rxN%GYT4wPudlFe>_z&M4JR{KB>)r;;dvR3C?}5I?uJja198l
zgA=oNQ)GhCM@f?FaD>akEZ|;_;(zX674e>eCG+{7TX4gUdhBlj{biD5GcIcxOUB*?
zl|{p9m<O1EL|$Vx9MmMGU_t5i?h2mo7_}a&yW|ot85mX>RCJH7AP?<e?w5k&aRRBx
zymS<q8EL>4zl5d#1{n@@3mDv_QAtRmQ%J`SgV-~2N&~`1(83<-n{5{5Zj8}Zzp{!!
zuQmi>Mk8>f1Sm#OgdMRaQTAk;DD4GUVO77z_;|<jHXYKKf|nd<pz#e}bS?HY!GzUL
zYo+wzU8;4jJ}Bw2ub9;qbxtQ!eos!G>jPLL6Xk@RZuq=7cq=FP9qwtx6LtutIdF1d
zn9loyBwtv38z{BLEf=Y-U+fh2+O?iDjnu#f7kve|WHr`%@v`47L)b^VB&I6nAzWfb
zo{H+DyvmR&Xh7%v3a?J-lH7R&Q-tbOqUA$Or8N<!eza4_fXV3T^R@9sqptICu$VtZ
zNw&D0O3|iV$36eD(1+_(dy=lXm?uBV0^^S10m)XKxF7ph4@#FX=}u)w1kd{QQ+{fG
z{T5W4R&Ix^Qm|z6H6drAovOkO-b(X;pLzg&0kp^`SH89fo0(v)lk10=XI6qQt}E<Q
zZKKpKB5i^Vd=hqC9+5=h*<L@8oXxQ2Ju}^=wOSDmg}Ix_PcMSSRbaz}b$RICjG&{(
z(HXgyy4U6$?J{ZYt8-+!yZesE$kz9n%H{qgYSy8-<dKU>Nu|yQmL$&6C2jU`T-eo$
z#xAxHZBSh+sBtpj$ZUw%UAQ;K6a$qW9Ik@F{ovUr#_RD$p^=MM+{am;<H#+@?=*m=
z|Cq$*M6F(v#Aa}fbySs-Km(z7+8CaQ&Qu~<BI4t0EUXO5tjLRa{VcgO8;>>3yU5}W
z-UKxcW}7{Z<hQz>YaGv8>YBEcJ+<7)?~8@{Z#8i-oodyUkqh=1nb`Kt7u&&9kN(Dq
z9+F&tiG6m)Khyc1hJYzYz7P;`qkb2b%&`np-or-iU1x5L24=I_>{nn#FqN7-pfmO}
zgeoLa8es+7#*@ZIfIa{`z1(abQt90i&9j9@-$rJZ$WrO}p3i%O3EyCuqK?Kvt=?~t
zIM4OAiHn9&$vA%YlsCw?cz>dTmsJC<SgAFy-0_3uAlhoo`hGv;-EeUxoMT^^jBZt;
z;1rNt@nKD1iSP39;qPEYdb#Ti7au{WIC$0jmNPs0|BUl@P0n*1X)k3~k7LjC<!8%?
zpQf62lrWhs$fD<ZxEHdH;^(aDJ$*<Tmm4V0H}?@7E3FkF1-|qp!*^0EVPgDgFN<29
z0#6h{<PftAWpagYg!~F2KUc)d(HcE$;^HE^xWkKYCS!()0>~$N(am_p&-h4uqW+_;
zsT8-!gz8f_6U=kF8G}RJuccyJmyP)^P)h>@6aWAK2mmsE;aXp)YmvVw001f~000R9
z001yAV=po<FfTAonP*f}+4uMF<w8z`z{w~`RLG6~&|w@)R1{Rwtc-1<qB1&YR8Xv7
zK|o03qGAu~jObWm$AY5LLAX&s6cq%N4pFMqP!m!g|L>j`XRW=~d2z~jf6xBxb*#`h
z6hWv6f><MyCnE^sXOuezLGJt<?kUqv%Kw|l+l|-?+HB{D7XRmP33V=*x#<OcfrG%;
zD)t(>lX+5gDPr|=;m*2V&IEbLsKm=x<2U0b*Pzqm;oadsmZ3`II&ux^8UMjw=#=li
z{zCIKEo;RK<$I3LqziFL0;PL$!JDaH%3o7z5AWEMW!dteBlCo+UGUGM#?6l7ulU3)
zh|CWCdu-R#<NZOuZZxda{>V(}()I-J)Gz+*zjk!~=+~^y#Rt~JO?h{);!s@BB=^5o
zM@_z!Ui7MU=EL;mFD5Y-Q%?u5_p+|MmHQMdZdAo-*2#9=<R-mp*va)z6W6EqR21)g
z3A^i3!~Ff-idL^26EktI!{%RIE^jMW@6Nj(ni`m+-ITW9HQzS!uQ`F;0zYJTbn!&K
zjaB}2Ux(YE{Pr%9lhuy<Js&K^E3%H5HZ1=9%I-C5Z}i%hrz58M`h2}x>OOLU%gN{u
z5sr8M@_Te;)%>y}^G<a~Pk#5P_E67NWz5KTvVf6uY-~1CLzll<b7oEAMWye}Iocmu
zNtt+`_D5Qp;fwF1lPUitrldUCv$JKBHn^rD@&1b2@7y{Lke}UMPHs&98OZk~I_#Zi
zmb|Pht`UC?ZAd-44J+`skN>S`<eWGfQFI_WE_RFK?Xzh8nn%4Q4@`d<b~OyQNO{iM
zY4Ni~ZjV<7tR3>bH8=i`W_6V;W?P8UZ5sxdKTBL8-jfz;zpl7B!{_Uv=_AqcXSVjA
zev%y;;(M0;^2Y}toE`Y*bZT?L1=M_dbbi}{#RB;PZ^thi_k7%8KGM<oUt(~UbN){q
zyj1QB+_l!(TX%UcdcN9=frgD7IKbYwe@~)sN7=^6IsKB3)P0tDr|3sk(sx{3hPC{*
zz&rfvDj~)Dzdv85Xd}{6J5p0E?n`?A_%~qj>KCjr$e4E<6M|T>fU%=}jvq|recY9`
z-=xn-e~e;V?VPTTif8!--WwGfK8-pf=4!&rcYB`Rcl(0gagwp9Zc6V7FsO4ZK8jz!
zpBY58My=%*%d<>;6x*HtqXqrut&5pY_cNil^i1ksh8|b?wEgBhbCrM<TP-O0emn1R
z!$0#G_xpnluCz!giyA3%65{anm0z8y?_+W5#m(Oa&zBaZG$<i*8mD$a>N;~akFi%K
zRu14HiJg=wo$@p5^{S9CtBc@|=d{Ni=+-SU9WJw%)`8r1^%2y|D68p}Z8HSVDgs}I
zjmYNx5g{)hL&njqNV||ETd;>3w2qThNh0dtK7QptOseApqbPP(BZpC{cV%Q`VYgCh
z1tmp!GiAGS#`$Cy;_7w>>xcS<``&Pb(MS$a9i^UEGHFO4S`KBOKu+WgE~4QTUc8J8
zw>1LQ6+4lpnOKJsiinU_p2j#VSb9`TrR2Q?juFb=e7|6$3GeXJW8PzpD6QJh=04m#
zdw4sp?4D0DdEp<xotf{C>6vcEHBqcScvpR6RFA*R1d;V$es1s7G#KNab_UdwKz984
zp7n>8kFmb{X*9B#GO%()pFgq&vfCWagfwGIQYG{@iBe5$HXVrg-!S&4n4fK6J@n(U
zlTz@?n@b4+Tg*!EPC9}TQlnW`e;N<jEsIni_yMhVa$}2O&Lz+cCw+lmFB=F(Rf`yj
ziig(zaiKJc%(&s~OG6}Eic|qEL@t9>+nPKvjJ$mqr_qO>MH6KAJCfeg&q}y7pFU;%
zAK3)!IeKKq*tQJMG;7o%gXJihl{dvaHz|c#-b2WSs}?A>6an#urXQ;QNag7$#cxT0
zxTX$xZmT0QX_2xXsLO-iC*kHcVmA7B>4MK6Tp6@xhoJ4GdLzy#Bvvf2JOqNTQ?LDT
zMZx<FJu1_V$uF+`bSJpkT8P}|;nZs19ybH7C(b`HAPl3YMUNDQq9XqcAP@NTSKF5i
zOdg26SzRkocxf8lp;e0hs<rj970*r{QTmLSY0KDk6Cr9M$zaG#1>ZSTCc{yOc<s^1
z;r36<O>*mE4H3wUs)F-u87?MSM+DL{PK3l8$eNLirePI6pdOr$=;a18*|475_SgB-
za`bUOsIRrcX_+;i=d`TgPD<`~pb7zu^n!1IJS$hVThv=l>ye}bOT1Xg^#WlO`Y^$k
zy5*nM8kbGRa7~fr#~LSXAb;;dVl?ix;kbOowM+^BZ$X0<h4&BGJ>qa1=DJf%vKGQ8
zkj8#&lIxWneXLr|3vtpYuKQuUwjT&7lx3lPM3b{9q(9RrQ?B9(uZT-tPBI{mv?${>
z>kZRG%=$zKw&+@z@!Y@13O=@ZQ`_>4%C~yKfDX}XQCSocbO5Jb;vl!}tnIdn=|S^Z
zWEMvDNfWHTqryWbf*OXz|F@{D_DsChjo0>+;1%Dn{RoYI8A$EfLA_{gAceMhK>1iF
zdczd)(Rj02U5K4$mT&7Empz}Y3B@bVJ)J^pTi+-$zvp_DF#qPcbBBnzjY1>3I+K)>
z<PjcnZye*n)8Rq19Bk?m+;ZzBIIT>-N?<grMu|0vaAvcrI84(pP4mFJ&HijJ(U1c8
zz?S;>8Yn4nkO>~VNyPYHrEEnT)BWrPof~4^JtI9_#jgYchKS`S3DKgb^sGF@wGuQ*
zm8_!z&-Q)Jf8bH~cgt1q9SmBAO^jlPUA0+iRzBq<^<eiJ3CkYHxCVo=YDFc^dL_#>
zDu0a;de>r8O61wc`QQ3}YJ3vX?tf*9NO8$CF124Iv{e6vr@zP4Tlng*l3SKVVomG4
z)~OSuIMOHFzwnu%10e;hpn9}q`rN4@8o|X!=07F);ptpmi=3@j>!v$1Tr^+}H$e&>
z4>~76k<El5z8ZME=T;g^NYXP9cf4=ud<ND3%H>~Lhg30Ag*fr49u38P2C=f|P(4nh
zn9Qy88WJcx7>?qkPV~khbnWy`Cti@5RY{!Gj%Doa#H2&2d0i|cPdT6dUZtLX7fW_P
z4lmoJj^iL!4%QMNOXnjg4iXjFjFJMLVm>mEt+veh@3DhqbU(aov`YizQg|+?WTk`k
z4jT=zV}Pg~QhlDx4lf7Gy9v<-vRr{>XDk-c>-*7nL#PiSUw^`$rZB1U^-4vtY8+pM
zHw8e34E@i5?13?p?^uao`7m)h51wh0-(K7VN2b+-QZBoaiXG}jGpYfvM^Im7K&ZD~
z)<lZt>u}~k@<5not(nLn{=Cjt9s^c~fweD5uwF*Ea7(K8+;43WT)65$$!JFBO<^d$
zD`BlCBM!vA1c!%68y=D;C3%?=(PxSJGvITRY?ga>V}DAMuywy=y)NE1C=f6^lO2+b
z{0VTG4jDzN3qZx{|L~-5(xi6cfR4<E8vn&o;o*^6w?=#GY#4siVdpvb4+AJx2N-^-
z7~{-Xx<<ZygB&H_4qm<Y@algRn5b5D(*q?tT#f6eb|c}}?>`RxqT*@K`(N>TSP~_A
z&wS!YBC4*{xiIG=ltt2Ci$#@=%KZUszpAwDUm(TBSWFlQ-y!60wqCRe=vBww`>^?c
z<49&5A^Jev3O0*Q>d<TuZ$o+bSh~-~Ws^y8T*v=}-L@vSzY!}!cj4X}zVrM#Tss|T
zF_CnB;4e%Mz3Tq)(OwCJ*a<0Lw}q>d%Uf50?6u$)7in1!q|TqGZMM$T<?UKg*)0~9
zU6deE1_`_89jMSFUCUX!tH5yfL)R`;YlKl%*R$V)M;)*Uu*66c@nW9v5UUV-4nmAu
zD?rZ0ZZImlB<ID(*eDpy;jwnJ;<V__zsn>-OCOgp+lh8G5*O{P1-4OC8doGnl;qjb
zvM|y!3h;Pz_aPEY5^{8>m^y=c!;^eMbdZVsm}^%3I=gJ`f%`oO-GX>JwdhoZzb|3O
z=Kb>@@HCT6BWR34w2E=Yr4LM~7b~{I_1(a3-H0xUhGJ0GNmwteD4d&~>J<1MV5V<G
z%6+caSFq!Hxy4qZ_|nuxoGiqxx8kH+Zd|V?rexecy*uJ(Q739kEr@Q6uWMA8d@m^T
z)NGvB=AbnFL?k5>xkZ+=E48Y$X@sl-*R5_vl_ksQnX$j_LDhqjN<jLims}qpCgVsV
zG}__G2PEWb5sL+_<3N#JIFUM!kuW?=B$r}0E3iXa(w{^IhUE?zG5hVHx~~xrVh$7M
zw(NzJZ?+UFUim>B5{&zxw5yAx>}mj-wB*_%QhB92QwjX1Gt{{}i}LO*NlHp6XfXu4
zhCeZ<Ei&3Gf3SAbb>62xg{=n8hblfCzC_=+Lnyz)y!KQa!j59E!ULE}nW!YrBs<7s
z)dWV#azKXzA|=0e9sn^Sem3^%u5t)iMY7h&RW?6SjLYZ}NIzi<nZt1AQPxe6bVcPc
zhusd2e#B)}IkRf)*B&i#VYfA)vp_dXVRbWfN<$&6x6#{Wg*DBz*&M~MSM9p`gs$-@
zKax4wv3V;pXZX@Q{+>$?FDG3)5f!ojME$Exo(uJE8TSt5j1vFzv|=egxbx33c|Eq)
z&#q_gCVC%#+)(rTqrmf$ju@Y1=xIcbD3GDQR{f4_8}snosaDClv5zjuieedx*-dL>
zmY7?IJNFKS{_%Bi+=G4IjJaK^i|6yNcBl%176+a@!wwq%LMeS)pC&OGcF^{DyDg!A
zE%@K-OvNgy&Ar7-CT?2j=9X{o@wwA;`M=qo<4^wbK;Y+8daQgr>J&(2*q_X2l?J`g
z42B2fO6$4rO5M5)0sE>-6UDrSh65X|sEh@U_Gc&$LeIUP-9*L>yUR8vsoa=nuAX+5
zotb5|xTQF-?nU697l%!`+F`>DuLXX4zq={V#FjY*DPwO_-+MfFAAA4Eiu&Fs!&kYR
zs`s8Z7u6)6a4wDG+nik8`l$4G&4k~7`?zg?!m_37uLkCrv~xQ210TD4yQ{pHj*SVG
zZTrqNmPS=SR8TyYAK&l8=VmnR(+BL)<~HOq=06zGwcxN#n`jJ`JvRPSro!WL%bWg(
z3$FSFBq~n^{#Cl8C^fa{-y`B2OHFvl8pqM2eqVmfZR?%Mfn2}i@{yd8c8wW!8@)n&
zC*I(SZ@lVXX4vl<z9QyY^h?D-uaCdJ*8i<@8Y5W4{7M^FeJj>j7tz1BET`dmn0Ikj
zS?ix0rbf?OnfPbJc}rdPtfH6V{>w7vv}t#X#x!1%ElVBjS&{qdaYPs|?e_O~v5)2q
zr`w&bu`L|VE8O@sIik9|xUn~CXt+#{HJ(fgk2{iq+Ba?`?z->mTm9J8GO;d)W2#1D
zMkZXWnyT1w2g965x-jH`H%sU>rxP7TVz*}aQ2(#r!CPy9PRLT__R7dow1Kd>YO%xp
z9)7X4b_v&X>d=D;IQ0=UKH*WHa+9`13sM@fM>DomjB(eB5gA6LN`&c3Qf)EFXX&w?
z2@IDW;>m84DA$Ivtp_`ym;Ir~5@GZ`5(yL|S9v8j$Me$jb^M*zo_Z(rs<!I{J^iE#
zkG1vgBVIp|AZ~RaKJAvsd-qgV+C7e}-ef|0G1se>d9Z2QN4YdnhZWMkw}53WIu<yp
zP#aVo_eW|@N<zr*;5jE`chV}8?EFqE$|-&M89byG#*7WZy{d?NU4psv*va`KdK#q9
zeFFwK>G`e1`rPl38jMR>6=0JHOVbjzW3mOw;02TMqzKz~RBclaW!8akZ26ru_Tdcr
zKo^O;Dw|GqA#vpF5*u^39PMWf4Uxk6Nqg{YlWLeal!r;3#z-`|-1w`I`#$%ppICvh
zlYm6C1IB-^vTNjTRrje9%VCbFgP^AC(8N|Sa^q_xd`Q(JUmuKT-+>ezr)^QB&?BSv
z_5=p)Tsb^Sf29$M)V*M5MULEnox4X#yo9}9_IT001!H3>``lz1kQR?Cc?upZ;Ki0Q
z9n)~{Ve)s5?lq_yEs^C*SQ><~ElMMuwxUa=5z~idtxO+R71G9$Wy0)wV$g~fg(D&@
z9)t^1K=gRz%Cs(`bpn-gL|j6F%pRZ?t8?MroKy$O?qL##No5vO27KBlmj^4E>3hy0
zhu0XQsb5|R^u#Ddaz-?}D=+i?qC?}oif>AhX5_wvTml_7b6KhVh-nxQiBSjc0%Q}M
zcMQfvBHaRy4nWDT08Ld`f>F5_PTLPIM$wzN>8rSWv2xw1*DSwNxH^iL{)=;70y8fa
zSm3`>+&Z#(9But2rd#d78S=-GKe0OuU!fDL?`)#t499ff_6q~K#S?0kFP@w)a$tN;
zwOl;hJTPBZ^uo05u%XhyOzxo#3R?4kOTVbsTQA}d5V=hCExj6#QunaV{A%P65s8tx
z5}8L0v1NNO*@ZqQjt;24HhcPsmCbni(PQZI(S6|cZdiVE5LCW&DDf6MJ;M9c+eRoe
zhEzu`@Zy<nPPj`l&s`(m#|c~A{K)3k@1L`rJC<H=f(~QhqmM9poy`RiUvst=QVuX_
z4cCB^6)mZozs@9ULSE@VfYiC{|A_#r6AK%-sFTfxI|kI7FMG3tLW>OE@v(Rw&Zup#
zfqIm3)&vFy)Lrr=xXWacUoR16gG~$JL6nx64a4`hVbe^kbGLB*jj^Kqdyrf43RSfA
zhz>ZHX`Q1xDi&p?3}hAVx>=`J-IS`|sbq}>k>p3hVZ&=|{CBK-JwjVBq^=Yp5l>cd
zMCzN2Ne7XGVp#;sX+-!Wdqy&sDhxJHQz`eDGGY57Hht!0C#0U!7CX%#+R3EiY~(A`
z@e+sOYlX?Gi36Kyc3zhy>Ur#vAl!$>q5ssl0(x}Hi>zqtn`aZ~uRmBNcc;>)b><zs
z&0=o~m5DMyZCcKOY65HpHPfRhkNP9D>MUn^J~+v4P?PVmy?EQs<z7<Rc>efGreXvx
z>><K>7RY+g<H`8m6sf)6XH18kOAC=~%LTsBs}pR44ozZYG)aCY0x}F}7C`l?^i3W+
z`Y=BXy8>2pfcj>^pAR==n?OAxQnc7Sc-pF}CZ4VQVnw|F5{9u(-Ov0HdPH$9hd&@|
z%2*M}@3i}{a@Vk|f*D_W<{K|$TGI>g<}rx$#xMD6sGb1Be#Mi*#$(NYx4JTX|2X?;
z%2xh>s`^-PBrhRKBj2Hu=l02x!IcXPb_7W0=&CpK(rt~17W;`ANwq|u4UavlfS3%I
zY)9^v5G#r>+=E`gjU7hk9c9J$$_x4hXVu57S{F=1iHgtI{p@kbANVmrkYa_OdHP6s
zJ6U*e<;=QPPustd?VO}_!|045qAfCHF78%;0S=tn7bYqXA&b9;KpB%-##9=`JvyQS
zAld+-%!yGsEIS)#xgT8cfzU8T!#B-{8#u^Q{^wBgaro7cJlmRf->6<L=3js@@1WI4
zNy*YHK=9Mjggk11e`Hs*ip(^Np5w7n&9kHGCR8Ky)+z@#aSMHz*0H_Qmo%XA&@h$g
zc-fIqMTkl&NqKkZ9p-jvP*l$gAK3CPO7yf1Ro7txr?tmOzuhCv1@B(BGCI*DmuBpL
zoIX_DD~IoM$I9dtjhv)Q9O^hmtTV68C~x4L^bYz&?s6{0Uj3yJg`B{Bzv=~QDR~=m
zBA0}5)K0@9l}WUi8UF(0da#8{4TP*O=Xwhk#PrhfwW?8LSNa$8)P=TMdx%VgRy%mc
zc-)%12*geZ;rR`A`p<W-_Nb&d>;Rvw8Po($5NmAB6m|lS<*@W9yXiCNB2F!t)W@${
zHXzHEp##yQITljm?VbgiI`s0d_P$bNTB20or%q{e(4FK}x*rhJe}h)#KuO{>|6kFc
z^1v1gr*a2W6ue<Z9qilkr4!tR1GU65dxPvNH&#z_l0M<d{4CI51mq21HE5N;4GcKY
z-iEO|_tNRlW{Cm!)T&#TSc~nfc9{uhBm>OpBb1%k<Y>Y30aW#}nLzt}ZM~C$;Jd4}
zGUl~5f}CGQ*mT%nR-drk)OKQR07|)(0(zz6Kkcc<$lbbQ-J`CXh}<xAHr2YLWt_vK
zD)}V6a_;(eYr?IMWwapAah*|Z7e#V5Q#ZTDZpgwgwK_2P&q&fUk~NMtvl`nkQ9qQS
zKP*7D`_(xV%bf4E=<R&QZ70SE>h5&n_7#&IxAh0pcITBBn?Q6{xRFF3tlHamqfS20
zN&>Ay0NR0__&r8%0ajhar-auV%CRlGSa-eEfA7St+kW<&^}uI4j`-Fz!zo%(ytgt_
z*p>l9w5qR-hxoHo<f7*m)l`w%ANQyzPTi2cO@d;dMeM__^x8<SsK+(CVQCRIs>l8U
zA^20TZu=)fl(dA2cy(i&Ef{OZ`G8x>8er4mnzUUR(kb9~%}+3COZGc=u|zYTmB|W?
zRUWcXu_#F?K-R{QXP>PS+gnv(<4yJa&@(6lS@f*hyKn=C-2?KsGhN&*4>PSO<0DM)
z+N%-Cc;|PnMh%k(!E%#OedS*Zae*0suz@f=z+-a6=AVaDv5=#RYZ9StA1EAFllx&c
zd-FAuI+8y~7|pDBE^^^FhSg5`|MyLEcrh~P+N2Rl6I~rcC5_`oOho>NOhCe@_Oy=^
zCyX3Vr>p*3R($i(xt8B2PFQ{UUCOzhYg*$o=igf5tpYPA?!X6)Z|BUHy3M>S!!*yN
z&J%x|@QZWyt=~W9t{)jU^0M70o$^k8e8Us<wRtNaHl)v$F7f-38nB{%^)tUfqrjW6
z-&s@tamh=G{$-AHSx<{;oxP_2KnVFPqbO?CgL~R}OyWqwntP$o*_2XSy4A5J;ko+<
zQ_+#E@h&kFbQa6U?{zw~1}xHosCr=MuVN*15y1$}`XbY7o0yE_#bU%qsV0uAi|i9L
zL@Mp%SL(s_oRd5md?m;k1ZS@HV$EjJ-D!*f1L|3cA1=a^IqU)OsUG^;P(<5!ihknP
z=4h3-UU^{LDPF=4RFl*2@^i4}vk{@&Q7*J&^qp`0C9Iw<;v7eog^TngD-GY<vG_A=
z?@1P^2hDOmq8HSh$N58ODYvce9n_l$Pm=%4fVitzbp~}O)2E4&EtqL$@wl?@V1@eU
zgBs*=_!qr=%D|DgNKyxZh%3M{6E@30h<gY;1$-Srj4ubZ&UiC=V-OtO$kh``kGQ%X
z_$2gT8TeQRB2FAYi1m2+6?O=2<PU!wAP9>IZ0r{lGaZMdcp-+38$$HZVMx`-rQd>z
zPFqUAe^T;&GdH|KqDY|zAdBvS^<9{277&*n72aFPqgOLsF5_;IM$9@=z0iuX@J6tR
zF2F-Hg6B+D1`$NTHs`=g_4^zKQnP-R|1v1a{lR5CWwXk_<D3zg(jY7R_*N`@3d4o$
zbc6C1k4)?bc_Tzgz5k9?YL)w;?hWoJfld9g<r3kf5i1(Nw@%c&&w}tH$R#*UH^nHr
zD>13x=A9>H-EhZ_z)A<#5kB46F)A(d_Ii3dVF3-9%a_%&%;|8*kuspS+9G0I93(o8
zf;KGmyL`TSBs<CPt&dpAmng&=*|8h%s6-7FBEDY*yw)QZqu7kJgC@Zjy_{{@&|?B*
zI<R_L0(D$rTsP+Q7*f80*kR&gi{RGmHv31o*J|94Ay@J8;C_;9oYadVBgL%GQ{inX
zOBqNZKDL3hc@;Rr`dd-mdWoXUUm`LHwB4A3LW#+m!I<(UlB^t7HTRZqgN~zw;s;z3
zfybO26zqM(MS>}lvZjB{!DJByC#ED05Vs!i=rL5OriQ7gU=E}k$?*uW=wE9}ZA8)=
z1Gz$~7%5_>ORX9!VCGJ7(ydO&>c%J`r_TXK!c85qKh-;4jZwB#F=%6lzz1sSe&v7g
zQ5s%b-4ZFB0T^ojrbhfjC9%MQ+=~n`f_L~|oeij>8;zR;DRWSpl$(HKX&FWm2UX3>
z$5%(H8<~gW^yGZFz6m(i1JMv#z*BsekhLWIm!}J;gVl@J)E2Ht%%<nT+ulNpthbvR
zTbuxo4ntXoQINHqs@tVafOGsr$_k#kn<z6ATP&<zJYg)ZYzLB3aE&V}>DnYsTB=b6
zaokILMEr}Wd<>83##M@37vjo4k1gOCY$(4b!zUJ^(VKpV?fwdc7h_$P^E2^9;)TeS
z#g1P~A^mNjgcQw9*OO8?htUqa(mV9X!%7fGp$vV3vXP!#nJP>!kOz9wPotFDPGHrE
z`r^vG$aGkWT_U3Bc4{!yBocg@+52==Hb5X$S|9h~GAala(|T71_~}%Co{v8d$%B)T
zWRSBE+bu>84?3J>u4o0)_m8?LEp+_DibgJZg6Z=OAL!pZNNj93n~Ahptr8@8p%u{<
z3foouBLlLx62zaW94D8zbQ32=Q$};sA7W4an&9M=hKA2zW-+u{--K?7LhknPQ*dgD
zgdYmICwP}QlNhn>g4`M@Qi3+9S&xfO6m)`RQc<rMsg=tY4Pow0#CTDO_XbbaepYD^
z%n3FNrX!SWli*d@wulG1?^{)fQE;ek81P516AGBgBx@6{t{zfNZwC+PnP5wQv1`}~
z_5KSm`s|Q1P4;x+5bMlx=++Lc4vI>a8|I4<nu)kzRC~(N?@UcbJvb^&dKIN~#uIvo
zwZ|=0o4>s?7+GJKd;?701HAx+ICR#CCikP9{ll#A7O2yFd<&Cl#=7wcW}O1U-;H7?
z?K?7pQTxNN4JATWiMe(S2)#ov4Q8);1iro_e(y#Nh%eP`-yL35Gnxy-3&7t|vYQ<t
zlh_(pQu%8jGpbFT^bAHlf#!uGItev<aZObZ)_h&*X|4rN{M`y|&B(vyV4+!+!x8lg
z#;L(9vLD!su~U1hcqR9SP+MDyYb%zTx)W(~b@Q60j(G@(2+(d#6Dv9J4&dj@aIg71
zuM1F7BR?yDzDrVa4O~CLReov!;_rk-D$1CSSwx6VnRUBmG$U%Cv-;>mE=$d0RfE$#
z#O^pxKa+(>=PG)WtGb99gUVCSCnt-9o4<jFEnpY~Tln)LHIgrQc^ZK4;L{Ea?!1L2
z8I16g12trt^#^R_6<lcFu91+>;gnKjF?`>$TW)dqI#@7I#M->#frvbyQ>|*YUvz4>
zR@5{=sKo4YTaAf7IF=W?fU617t6JqAhg#$%<M06Q9u6bOHJdHaP<9Mq3-dXw9X#bj
zr=uZl%#dF6A5fh5KL&E7ZThk3!D2-DkD;}P=6%f`;V8c_+jLG0zq7oM;}H)a-HOd_
z9YOJZIUbKH1>27bjm02-p=qhBqk&ZNe%xR-wF5<@@;w?4;<OE~!L|8?#c+SO+$2`?
ztIo_aD?{+SWAZ1z2SHopZBZmjIWnlMQv>CotVmjBbdWm!8C^f^?TnOfT6nGO0c}YX
zSjRz5jK;?zE(nhF&f007vGSK=kvqGt`=>hSrnh*A|JpQm?|wVIG?o4B7xR{{oYG~B
zj5iz3EDC7PO`WhcE=1G1WYL6?J+5)o-_H~}UdGPuUgXBxb;@U8ICpB`<_R=xe_m|t
z>IowkyPogO_hG~>^SkTFFZrcl!o<bB8^`|g$0EmQbHalBH~FQubLL*iTQQ>o9f^#0
zv>H!USuDj)4;&)tvLXrJCqmt2eJ+i|5aKim)c>WEU!aOKO{ijGIPTpHTZ~9hJ8t~O
zj5&p0iXc0Q>qDxi(A}PvTH{YD=e&jNHcz(9f1F5ZiPovAzd@Eo1-h~99>I38Y!+Z^
zZWx;1NfC_`J7|ZLmDGWWZeVM&#_)ndr0jDfKx@izc6k4TFYnPRY~O)@<Ubr*a=~E(
zKL;k1+EPXZ8D*V6t=f%ttLzQ(4un?UL0sdDCL2UNqkI~aSW!$yxZtT)b$5Hm0JyoM
z3M{&BC&6ob4Bb7_9B4tv>hDAz)8onrY-=h!wXfi3j`Qd@<nr2arO<o~x;68+va}mC
zz)A(J%y|6Y5@BpJcEP9=N)<OgH3DI;V35I!k$3fxVjD_UL@ksp#%Wc~2K8Bz^gpas
zyU<o0_y>21;V=gFM1BQP<~@(9EHCs&F_Bk?1J$I?g0~&(x<F$Q2!S!N2ELDkJO*RQ
zpNp{~=f3HtobbTir!q7f90mzA8gFYO_O_tjfO3MzUPt#xeGMGGoTJc;j~mb$JT?n(
zUcH3{Jbo1J_|HvQDwm#AS3ktUO{j1uMs(JL_-f+uN8*%8R++G0qA)uA&m^OMhSyxh
zqDO0F-tLh*VZi2WUbqtS2en|6t4qnO5RyfLCG~_vnq=eKFMF}nnIViC5+q$aDFa^s
za@a`LeuFfx`<r*Zff8XGb`X}lh1S&)`e?DRk%(rp+d2;R6PQ7QM3R%ESX6^Nv%8YG
z_y>c%ifLVIQLeu*`S8%+C@<tY%>E8Xr+vd|#RGhIHhb@oN*el>RvUo~UBTOeL?Ls-
zt{PmChy1N2+NQx@a=VCS8^_l2ki%jT|C&Law)rLOrd+xYcSmv*l>~@P>f|MPa2bP9
z3Z+SzVIk#u5pVHY!Q66i%MPV2Sl^6lm;rF6kqClbQ`tzX7M1_NW}i%_hYtt>6Nfh%
z1R^s=!+ozd3*Ksa?h>lL^!xa=2)4G)HlOLC=LZ;w{~hlmZm}2vS+Qb;3r4Z{H4^?E
zIGMdtsxAiF0gT^;+6}P+f701Xv24!ksWcP<|99YXB=YS&De}{na5Zhvx*0mWn_t*s
z&3{GV$(X!CrB;RgPq#<hiUie|41!S%_Lk3pECj{^n8VR+#HTzTAg+7sym>ycmasuI
z^1PJfN;L+v{K<1%D(qb?`H4o91qmQUD|^%G?LHuXSpb@cSr)9E$0}sHO|QpRd1wW3
z;2oDt=)i7A2`ei>Ok$)X<sY$nepj$e%)hz(iyLiYGTe5Q-G;p-WtZ`Qst!t8g)3vP
z$%u@PR2W#@fum&dvu4?7u819lbYgF3ThvQ)Up%3$MUQ6ie9nl4KJdmp+@&3kPT7ht
zdcaQCM=DAp6b3X!t~y>ug)2HShaW1VZ{ZNjMDX2m+X#UksciGEOv9suo>EqYC*#sL
z;4gi^jrSEN;g7$N>M}5x0XVVU#9R&ZTB}zDNo1Q!8bG1MNR;YS8*(@T9)IX3Z}K<r
z7zy*Y%%<i+a|+n0!<e1evTD63`V*13+ko*mmF7~&`_I{|<Hz;Ls`IUYAs4B&Xz$l?
zhdYP`B27mRF`R_EJc3b6#1{EkdWjY!ekbnMHTUQR3r5f;Jlo3Fs4T1mc)^}%;mF#7
zXFc)QjO@bQ=l-)k9Y0D+HuSSbsDSkj5o^X7c$;|^+?+Zfc+&vv%EXwgo7;pv81>(>
zKkwtl25iGzk`)1IodjW!nVl;uuHf+o!M+bx#JY$j!>Vi&PxfoTQmcMaC#IG6(nDS}
zC^v2Oc*7TKF6G#>!@E_<VL)i&=fi`g*cvU%qmO7I22R81OK@6#RLGHm*~p~=o?ifT
zT!&4&bcBdv{%b@11}5S0Rzy}RoYR9<56E{=DF<@95u<#q#3n#m@@)ty!#s`W`Y35m
zE;=zYwnZQ}6@bw{?_#Ql`Y7L5uezaCPVa^Rg;1i6#?Q2fLM99mZ6_YzM1>W=L&6?H
zV(r*hATl2|!c|{!@;JO;#Vzc_@L?^{0R|4>?B97M<7_0Ni2FF%hXq@RaUJ$!e>2KY
zi%V+Zna`1|u?&x87cI(U3%ML;-8)JjXC{lMbxPP3pzT$L+{RZw1_^=*#lXH?j5HmT
zp@&SOYbsU)upL6XB(k-^!EaP>ujvy)k@lhnb-h?oV~{bd+3ZYS$uA#vD)S`tD*P}p
zC%gm7Oypg&S@nX)SQnv~G@x4ACGTv6oo3ZXBmZ_6Kp&eKNb>98{|8V@0|XQR000O8
zGJfG&(078l{96D3gk1mt2><{9FfU^-GA}bPFid-SIFw)5|1%yuvdlA;Ld?>x%~FyK
zX3(NiWGR&xB~e87eP)cMqEHc029-TRk#z=rqwM=`D!XCEJ~3wA-uL?b@w?9X<6PId
z&T@b5`~KYbIp;beh*$&wNB{sJ3WVMS0QvuIsRO{I8UQGNR^6cgZ-+(=up`HDk0s;B
z6E9_X$#C;d&0-ms-Av-Zq@&c2n%U%c4R@N(g8HqWe-}#__=)RFJo{br0YPU}exz}X
zL((7qJ}7lQcF!XK2QW<gmE#6)`F{<U7bP=~jHJo#7f};Y7cpr*Y`<`TwLL+Bosbzf
z$@j3yi6qFVOdPM>_Gc_4YQF4%OQV8r`t9xn%lFw9OD3ZlDfI`7;$ED;dGb@HTKSlD
z<x#Xldj3)KtV8?du29WH>?Pa~mrhAhI$mDvTe@B!#NK(>JvKTwsB;&#ygPlaS7oku
zj@=74bP)Eu*#G(K+mf#zXM&}IlD?1nwO#a_QEz?o@L+~}2J-p3+a0;b;LX+}1kBN!
zm#6Yl1SHe0Z$j)K;t%n(Qi$}PiB(^}3Ii>T3k3b+`dx?UM`P5SW$=3siG54^@OQ7n
z<@*eqf5pvFOT(+fZO7a31h3`7%>4_~cP_Wxy?oX6^^Hs0m-l+x+5Xl@#}<_pY){yp
zu)|rl`!4Rzq>?f61N6#1I;eAJZh3ux#OkMrg8I{fn|kH!zInE9nUlZq+`#bom)Vj@
z4?&9mQX9GB_8PX~%u(d)`m-+K#-?IFaB=vD2Up{jireNWexpLSpwflN^GFL%sc#1A
zmp4_dGhsmn;YeB7Ev&R2?=Rk{?PA^OI}%4i#h(*OVHJ%FpUj-udjjmy>-A+jHyE27
z32rY^+VWh3BrRofU)*Pq-d(b}dE$MU>v^UAsQ9Uzp0GSdr~8-W1DRa`&#kQzo(iUK
zR;uA0?p(gv`^xIhe`z1+HoxP|sqMiK<HgFm<98$v{@rG}&2(4KF8J5w=<B1qIO)iL
z4S)M>U+YhQJllOa(pnf<5y8zQvv*;=GU8qsn=B?}<|W&gJ(f9z`E{@0g6H#ukb9|`
z0EaaFf5V^kb&h^870fwCmP#5>k50zZpVXzMj9)?zd`j7|Y9l1&d))KUGkW&r`=OeP
zBC0`C7e1jh?;tFs0}T6_p6#zQ-(UOC!A-s@lOU6LDW3Vw_gCxndaJ>EB)KnRr|jO-
zP2&_AZ7PqxIUP5(IpL9GYQdFDlL2mql=TMqSL;7ToxL)2R(D$ES@~j7htJTLW##_D
zuRAorrc!8ZNMG-<$DMyhbg)${CEzx0+sk8<0_f~-;?b#Xhk_iRz1~yBa94wk!T|lz
zxED|T%)i9^Y9+msQHTnS?Rsihe&E`mW2y1gEGLyVbJK%fXUYo>#+?r9Q=Ol_SY#Z1
zt<A@7lcNlAEADcZr174lJ(`u<?<x38L~!eO)ZCW)`p<x7jx8s=?R?SCOFuB+m^0|H
ze{QUb#-@11C>8Vj#L7~wl*eZw%e3~H!A*ge`##|;$rX_&UG^xtw8@Al7)Ui;+VZME
z*1|kkbVVRxY}C7tNEVBTwHsAXQ5dW>l22TGGXMJ5+V-Q{Pspn87<SKYY>%pX{QA6Z
z?A1$$_9x8Nd`VUt2n%{_r`f3IbgtK^_q^xQA^Q3FutDZapzqu*^SPZ$H8)3h4hC@i
zJJa=ahl>8Fe|1S(>*SaOJ)!-l|A%<8^;5a>+}BqDCzmy!``N3M8|AZqe=_mOJ!tRF
zfoT0>^E(>OtD2oDJx$!}2wXa<7JXIu3n4GWB99=zDTto&_Z!`mZFb<ymKQ|`9yG^1
z{oc6qR<~lYVllE+v3Q5t8)I6|uMp2vtzx-?tH1gaG;|!|rqu5@UI#M-AsS+qg(?Md
zRx)@jul{<C_mKq^ch_a@LqR>^!BU^Y?qOGI-RT;xvsSJ?cYT5jO5C%1Dv`BmTSN{}
zBVX>iQ@{OWgXY+ll?&a_gYg&Mq3egUB~SeKGh8|%-XLsOeDmb1QcAogm7;X*^zhj$
zv8%)Q^*(I;ewUML%9Bs{D_MRs-z(q#H4?8X@t%ih4}9G7C13juEOp29Eq|}Hc@k%E
zOyfA)v3C>VnVY%kkql$ko#{-b5mGa%cxMjcr{6poQKWABJFa6otnZ)~;!?=Pn(d4%
zksk(m_FigJsJUI7U7X5)^ip15UQ*sWFzoPf?%aT@i_1W8WO>@cN><RloyY8h-2}15
z0W%q=_f7`CHm{s@K|L{Nu3l-)#T%--Ml?p}==`(fLPJf_qoEgix5OvA7{Nxz8E<qH
z3)E*M=R#gGyC{7zL-Z;8H*5pTQjWpx?s$(gKRpvF-LF?pnlmn29lrPTu|TZ5?gKFk
z(Ts@MqhbeYJ=O^gzy@H;>%H!l_pZ#9{Nw7p?Q4@64{p|-J`p47e$upAf1PDQn~N}R
zm3~<%V5amCWU4lm?N%^C_U(HA=#ZKBa~FTuC^0c~c28=7)u6qbhL%A4ueeM2&#>W_
z$GK4tDveEwez5o2Y&y8=o#+$Y&|NjK7XLH2pYKNH-3_R)z(Pat_^|mu34K0&zrSbe
zfeTh00Sm^Ix5aYr<ld>0j#=|h_Bx-Vy<mPd-S$8-PSWR0t@Dm5{~OH;8(XUDGzR}u
z`t`PW*Y*8Q%MO!rz0bcfrPT|c{R>7tL$$j2*^(o!pLgBG*AGAehgL&6ReWrO2I?`=
z`r`WHB0p862S#Oxn|mdkx5tI2KgwgBcn_5*YA7C6P>PD$<#797kg=&$yK(0VIFO*}
zAbC*iPTGHI&5rP#h>}=^Pwf3znuS19@kxIf?+-@dzb$cTTRbb9D(Tl&2g_Gf1f`-X
zzn_$Dwb%<>T2SCVa=cSOt1+;vlxnBlfHMCPV0i4b4fCp-Vn>*l-Ca)^YcRvKVJYFb
z$W{p>i-XGtl-<uXAEc`}i}Vkl%{#4kZ_XUN(^0GI5c$C@&-JtGdU5^PLge$ol<P95
z7Ja=KEI7EFZ})Y=CVx>SKDHD_BAd*j_|or0uHy<3%920BE~c(g$P5pgld5uMY2pt~
znkS%(ek>^r`OALlA>}k`B`BJ`P_;Yfz3Gs9Y=oOcWMF4HrhLV-n=iYj{G$mK|8yn8
zd-@-rq3!GWJjh3VHG62vMa%v{bR#t+dsDWAV?E{?sO9Ijno_)f6DSagUz`S(SzpQ=
zN=c(#UgpCuo&Hh#hD&4D`j!?))JahuF-xSw-1MTVm}PYC&C$x$Sj$oD-Jssi#k}<+
zKMZ|~Z7+p+iH2{>ysd0-;7W5V&rp`MQ$mA?Lv5-NzY`2^1)hf7B1(u-g+i=9b_vlM
z$ZTc<K%p?_Ib8)9L`%q-{9v1K!d8KV05?F$zd8wVAh&x0(fT$Ce<v7tw|1#<_Cz!4
zFwlP50hP4KAP!-3k+R_SD6^*!u!y955S|`DbIXL8+FZHd--L+7DgApYC~Fqt$!3h`
z2XW$Gq~Mi+V=km09zhHq0(!J3Q-Ua8R8oBaNn{J{=4@5T4d{EburAiaM-L=iVuh;4
z;U{xoU+T3DWU$M1+S|7@TXY5F|467amkg2fqE)MCWp{*1D|5J>d+~Szz8A~?etevY
z2(0peq*uZa1%qJvDa^YKM5|daOKO!hK{hq_!)XQC#TXXj#cB8@MD!fUXhE{)grbLi
z0V}M;BRxP6zNXJ=g2?_DK<!((3<=nC^`@lX5CVlFRiTNG!I*~YQMFsX5`aI{#?@#h
zy6z8;Y>2jZX7!{(gGC8CYK1<)sQ4)>s5zLY9$<=?6a?w0ex~I2AetvrZ*Up5Xf3!;
zU$2EqZl-D9iZMj979_h)=HOZ8;K(pD--yLj3)-3svgTLCjw|qnXhGb|XNayvNQn%w
zpf}pQ8{5LGw0ZTy%0LLXDWvo;RmIo*pi(;pzNde4Tv*9X=pl|#zOj75hc4jQE|ES%
z;z)mPoKUf05F+&I!Q!I3R`q;qVc)`XSkh9|J7*qf+aRjGgv>fg03*sqT?bh51LU1?
z3Af>X9pJoJ)oECS4g1f0MBrjDqC6JJ(!}rzARU)%X~!BgAOTUXL7~?a-5x-U{kVMm
zBN_fi8O=6Tb}d<(cMT~%wg40eDL=s9xx%6u(%#+_Mj^6$7K@#J%tlNc2*Y~fc`4HL
zEIg1P?!S(nG@)XK(A-aYCSD{dmDZz~1B~cAkY%8TcN>@U-<|0E$}NmlS$!-yztId5
zZnWHRgLJ3JZ%jBq!6;MZ23>vf{wc6BhWs`a52WGiBawWyN{@Ib`Uzt|6L#hyxElzw
zS^c(H=m#72U8l!9g4f)1MZnQ1n6%8)hJk7=FFq9H#CH_|8F#TC1bu35?gr{GaJnXU
z3r`sI2D3CGS6-SnoDKo$NOq)11s;$fe-9MTMkIR!fg8dWWUxSZHp!8yn=-?KzxQd^
zbGAzulMMkpuQKR&6gojpls$vXU;F-z!y?O?*`rNoqzc@D<T;k@UTzE04W#<=Mv|sp
zZuj5w=@=aRntCtdV@n0C2O(8G@zAt)Y?>u^h*jH!1kM2o9+1EYDxbu+_N;G=qJ4V=
z7`aZwNDDN>fTaWF&nY22X7yF&JrD{%vlbX7Q=Bj_29fAn2uTmq(t=`6B|!cb0*F{8
zDqcE{kx%Hu0(4knWf`HSTOf51wo(ovI>El~goIDX5PR_uZ*QPjk!uN4T0*pd)-{}C
zKNti722{Zmm}Ufvxc<da8X>)2XkeIHNZl|uGqC@s(VQ+S-}fd&R>JZ|MyPKOG=2m@
zNN8PwmoS4Uf#}{-RG&EjcU2;Ju|vjP)2Fpkuip~iDj???u-xGBPAU`a-=kXIhrDI?
zW089S&7Tt)6v1ABs&;a3H~x%^5ny|#E~INN;(On}iLidAjq^kKq62ZPq_sswpVkO0
zS6lTlno>2=qTM?*u`Xbu+4plmTf&7>a;f%xKURR9n)Suqfvus6h9t(gesmY4tyU1w
ztVevNr<Eq|Sv*5y&x3EOAwvpmKSn{MG=cQ**orhg(u@#kHm~=V4z61nar6Ltg@32h
z2#|ShtK=|EhnKhk)ay$8SOQ{xfJ9F*mS4kmmf-?`d&EFuw5UO*I#0!y#7Ta@qYW!9
z^veh8=om?84*Bd6jO_MCRR}X&A;4C7hx(&CM^e+b0lxjr2w3nC5*ZgUC<6!C!gF}w
zLB#I4#VP#c?&Z5WY3kS`{874Xv`~uY?xCGd1st-s=nXc%8DNea$P(3>CItbf#0~!8
z%oYCR07SvWdnCnPl3fPAxs)PV;kT#)Ka<o;(DZMOX@GG&=-d*6G@sOp0k#KF&OWZL
zTO;ik5UnwdORzSNhFfB?r$Is-RN4x4jbQ3h#=uAuhF<9(Z&GxKj5lBkQj#D_A_UHY
zzgndkf9V8s<I@<4EdbXy0j9X44`&ev*^E>(kPsQK%R{Z{8nauz!YpGiAoN&<a3l*v
zC#?(1U&EoLJuYe%FP5no?;7lAyH^Z;0}l2DSnGQEAmxhIF9x;(RQydg)?uOn8M1)a
zMRkp2-#oX(>Dttpr^6-7_{$%YS^8nF!D<r^{lEdHh^kkhw^+c&OWMDYSly|A$&`_|
zj_;xlUDvOkL;A-!-9Eoo;5tV+=Ch6qgkM%D;1Yl88MQ;=wrix_Kf(Wm`uUfFNyVGt
z$soX{=%9RKCAM=)H`5N=7z1G*>lp<A8PdKMzQ7njKLt^a>!bMrYHv!UB(PY~2DGR(
zmM_7lC+SL<VkO@BuoQ&IT!=6ZqFaz$Bx>QJhsw4Q1Wpn-I-Bi`243^Yo3KF10c*5`
z2=l{j$d=96Dn@BU23xT<%>$2?{qEj^_@&GVFG^~yi4;#|niU~Je)B}vaZQGQW>Kf1
zXpl<SR`vaYRu@PfMNsU}5``kcH^jvG|KVBD=s+8&EPzDTU{xz^0344pF7O!U$4($*
z6py<Ju(F58^id1&+cjkPA3e1-N^C3m%m}OGDVah1bdSi<Pa!0<eugEiu<T?pSAdwu
zs6KvghZyS-M2VLKgh=2riINS4&VrOp7!9q-V<+Q@xMvvNI&v+k3J(km$rjK_q3ls-
zczYVMhD3R^3^?)$UVu?Ig7O>rWaaN|p_~`s{DqNIhZNuap~Z)F;|A;nxna288@hF1
z<vRUC(<fx0=^9}_2`OlJmr!z2o2S3rdg4iFe@OMwDV*sLg7Kb!8o;yO<GB-(6&2u!
zcI#(Cgt0KRg-^rmg1Jcf5!w`+29?8}y$1%FnR@|gKz0q>mAaXbz(*9=5R8@)!g1>1
zHPTN=oLG=J11gmvz$kO~AADiT4{adL2ap$G;2i6h5v{1ke?BDulUQW{>+s$O$JT+E
zZ3O|8pU|H`3`%(#aCB)$D_JP;Ecl&hpk5f^Q4LdS@Dfq86#9{ZFdv9~1r6+w`itkX
zRKlSEVKuf(UvF!|!;8)~ONc<~DQ?unF;_U4-!Q1OhODBIEB>JxXbJ^uF^(<!jcRjq
zgf_GBD6&#ByZIH=upd{l$YNrE4oGZ``l5h=dl=-_sWWLchKQCL{Dr`+v-WN44dxyR
zj9JyoJiS6HE5yO0n|R;;B0gf||LHXNX1+5-AqcTU2-9^TA!!XTLgYh0GYB{e(qPHG
zFv&8X!{Ufja*?OJSlIq|m?0k`2?L;@Gs9^6BUoU_;ydto+k1#nNT(s*&I6Qe4hQKu
z=mGWieWEFrRIlr_=2JKNJ-P744ZpX?q`>R<{r05<b4@PBokL3O&qtc2$4;tELHKD_
zilE9K?YT%9352S<MiQJ7bzzNiP~<)<vJ{LWIG*>xwZf7YuxgWflf##2;~b{Q98`|)
z(8_H1OptKwmX{F8g6IN<)EZ?Ga3B*sF`{RO;o>z&!J5QacYG{D%mpbjTMl>w_83v3
zK<FNaR{DrfSa7X9jp6^KsMgXb9UO#(STmB6Rt<jw(TRoHYK{^`)jP5E0v)5xM)e;D
z*g%XLu%{uZi9eD@f3e`&!z^PKL_Ii;7bDhzr0SIEIr^a>K^HSx%Jeb|q#x~I3Q4xz
zRMk`=ZohNQghooq_)8sB;cK%_4xTs5*q=)qIQ5HgsUvCv5h&E<>ipwZU_X53*rmla
z5W}GXnS;=7b@=%jDczX>IKvWkx(QeHN(n1Ks2?kM+hl4fT%pIyfc*<zoZ<oXn`9}}
z1q5*jktQSRfL3yN?~9c{VS&qD3|*kr1wjdhZgzBKSic9jg9uJ;m6QzS3WJ4usRK+9
zJf9%*Ci{E<Eqtr5?2=Bv1D2w0u}$`U*7teR#48Lxmo^e}p&BI4`;rVVc%Sn=*M4qt
zL#Xa5E%NZnM=*bqY(MS}RrZLsc<9g_K0ku!U)ES(;bheSls49_Ab|U6J?vw<o~gW~
zQK>h*XP((f!v?x6;DlKDY1lbD7OSy_`)>mro~8Ax5`0Oz0GsLqL~WxyhaT&~K<GN5
zkY>AJ+oWscgL6DZDgKl`C>{75!ghsGdSz#E7lhSX=1}7*&d|qHYYadk(5G&9gN)|;
z?+uCwm%o6FSx%c5?g|fIN3*?%_MH-ZKd^5l0BG!G!XGGxO?hxKC--fyXv?Tm(qe@*
zRMiQ^PrW&9u1ENbE73(^{J77du2)R|ztE|dP;xK53AfW*Y_5t2)#Wac`k`k+T>V$$
zw|F8CT-qTT!(%;3C-{CngY1lhq}J%Oek2H7>VDZb7h6oTUx|%CqhvnQb7-jwlC>*e
zp~P!;AJn8Ny<5#9@e(NN$J&t@fOl=LJ5=Iy7{V1YN#AM{9jC`dOm#12GIjv-vN9nF
zF>l0@ykfQv#myl2Nfn5zO@BL|!+d;4(T64xoc7(KuSfx3F4;j(e`{JC>ErfIDi^QO
zrv-IM9#m?Su2x<EOKckP1tKm!*LAGHF1;4MSYotwLm$&1<S3I2qxxXATd?UF%|}*2
zTJjZ;*&OrRku_j)E{JXiJ3NFgW{SR;+Gpj|JWrkP&5Ezgz5BcR?2q4Xf9&Bez8DJN
zx>!P4GJd$Yy{bf|o30s;Ux|}+;Ku8os7b4$@>Z&EeEs%IeMa^_W{9KqPzB|+Q3CH+
z#~T9=)*LbXuIA4UKL_)sF2vpL2`80i*XJ3_NV7rEe2e@Na=O#tJhpTiwEUJ-v(XMZ
zP9W;^=!3er({z0_%V3B`;onn~3+3w9q3LP){6i<HnP1q5p^uZN@Q>b+s!bjrZ2<BS
zaHv(`&hpp%H+8_83rhY1<7FGDoGF=2;G103A80lGzxM<~g!s<A-^>c|2O_7=#%7*r
z`@VjsOxqrrdhNlXENIihJK%ZU!_P;4Ub{G7s~h-tx6ZXQn&%MC2seZa!gbE&E6b(J
z<Q{!$DnEU%9_5PJ4VOy0);-Ib&NteB)Lu(!EY<wA-&-v1;nUoYcS}QizB%y~k6+uN
z@g-+x7P6h@i8(qFX_{(MC;n7#qpR={Q!A*<r25=_t9Sb|MqeJzPs<ru>X2-ebZaf4
zpCnp_lvJHdjPQ68a^akL`->gxHMgBlK8(~f+F!Ue<i?#d2UA=AkgwprhL)!NEF~GM
z?Tc@w8@Lq)4k`b1zqiM0*6B?^wRiQE4hwR^P5rA5A6#B1I*hBHbGNM?eDJZ*Aa4Iq
zVOise1JAD4wx7=AXgSVKL$i+ExATwgwv1Zns_MsBO>z=WKD-o_YU^ledMxvSS!_wJ
z`#mM|+rCfUW_o;V-pKFhjQh5CgbTzqNHa2}OoPpYdvD^irnXs(={A(^sW^PGPEx@y
zj1}m%t32PU@j++c$S0@3U01sF)1%}x%S%n5=j1DIcMioML!T^ZJ0}Idw$k4F^DyCf
zA^#n+<z(_jt%i^9OxOd3&2Ey%y-zF0T#pXYIA-=YIDLEi%lC%b7|w6POitKC$qjVJ
zx4dw#7tefeJF6XyQo2nuZI-z7^4XGeT0%gVg;4d<Idc#z9(2BNciupLh1kXCuZCZ~
z`EgIIOI=gqJxzWrW(mrx@4<hGJqWE%Wp7{0*X+W7K&tvhZ2SsM*L1WqKB{u1`A+<0
z?UyRYA8g!wvp&}&OlO_Sw}>-s-|>a6urPaWNcyD0!tvx2f#I_&Ng40<=PkS~mZ(j*
z<*fQi#4JhqTHU46sw;PML;kZ6=H{>54QoPcK3)B_r^a$;HTPAoeuSwR>F;6NOHV&!
zjP$q!al_m7T|w@}(oH?@AH4YWwLx`X!%X1Y37C<_GV?xwe`!O>r|)0cS94@0e9L2{
zC#p5GYcq<+cXKv-8tr(uwQnln@5kv~vPQw5b=91^f9Y~#R2*~dT$E$q_G$mR*Q&ym
z>4(T6kt}1@HNm6y2E-o6;G3F>pS12hBJ9~)h<`oXd(=ij)mi*Gb(Fr@DE#4vf>fT8
z=2V+6)c-PhhpuBt$*Sdz^}4iT!S&;@xkkaNQ-SMwep<CVAy+|Ub-XLu9ZcC~Cq6E9
zmvj)PpLweE$i-cEJDyr-IsP-zPVtWtmdjC=QSBLEL;i}`)NkeBP3mDyr~GQdQg2W0
zz8`*H>j+n+=)$Wp)$uu#&q-fI?b&P}w+q*Mxcpm-$DD!>r7D-cTsjqY&_wyoj{tM0
z*z(4``(qX7Umt<@?!ZDvpzr!Q^R#gqIq!D&?e$B4wtgy5_-|8^-7#nHhd&>mF5M}(
z_@g~HSyXJae!;G^yqd;eJeALXzd!t#lZ=Vr8*wr6#NW>Yu3MIN|Ln=CfcoR({wtco
zS)f;>Gv=RKOt-Ney)_0t5jG!M3Lx$3&Zu?h<RoZiUo4qAk@Ym{!hd3^f!y29$~W&V
zB@Nnmj->oow9v&-&5FGOq;#4*R}yyFHcct5cbypBdlOJ0`b7rq+xYx8cgRMdbng1a
zq8B@|t?%Gh{^4`fadcig`Sjua-3Ldv+`3TPV4z)iG}A$={=)Jr(`AsiH|TTlhl^i!
zLP7N>{(iH)aZgUeZmY&;#eo8+_~&WoSBR0Um)v_=ZN3_Bkr7S0nsDFcr*CAEW1l=i
zw~IZ^*L0L!JH^iNn)j6}K^L9Qsl9KtSLjwar5(a!okg84y|eKte`rw7XOGJAE2CE0
zKHq`ifG?`vy05O5RV8@FvL%x{dqo8XIWx}#l-qoBjQ=}y!BY2~$HPDKg!{1cpV9eD
z!o~g8`_AuhH9S}A6yD*R(|dux<%A<#Y!ldZMdrP^hjz&Y&eK86gO=Vyx&uOE)@)>=
z(Su`s#AoeSO<#WOJbt*yazP<y*AjHZ=+*nv%Fe^;|NQ7hU*VL4)Y;=VatB4PzTe90
zOxSTvu+O$+S@%u+67XKUWJE7nAL-5sa0}1QtW_{*+wpu9v3m;zWlB;;Nq|o#>Yfv}
zGFnm%|KF7<UonU_I}H8A!E49h;4(P)FjEf**Jd!H7jVDsGXSfL@PcPh0V)Yrio6ab
z$y><#nzqr-C2LDBc`h)U-ocqo(5L6RZh47T((KN8h7Xn><qL#TMbG1{K3CtH!x{Au
zLRye+s}mfCwZMBGxw3(HGYMB`%e&=v>Zc$o(fnd3t}WV88CSSo%t!P7`lB>K!iKOA
zFV9Ati-z`HT+8leMnhZMNtfmUmyL)dliLOE7}A?gY9)c;<Hhn2TXVn+((t`sMb|8$
zEf!h^qNqUhpbV02DI{khrSnDLM?{xwnr)D8tS&DP?|W`_YSclCgctdI9lb=QDyBf%
zJ0YDp;=U8qT%>PN>!(FPrj*Me!E#zCABwp951o2X$a58}sG=>pspA6h7jkFwEk<*-
zQRwZR*)1b_z}gqMiRK&$5o!pFqxz^;IAmN$;xK`Cc^!vnf&@blxefAlMdJ>AtptBQ
zL>=;Jy_+QXjRf!_OJ4AUL&MBgij2P=;|BWF#CEszB4p^^8TKbI>9mggI4flfy7vp9
zLm%T1E5#cG$Ti0%lHYrlxIrNFlXaUdC$b7WXpO_w2sfGIc@8L#8QcYGN;E|Hg$(|P
zEWL5BlX~u;MCvW2P+dIBaD^!Il6u_^QV0W&EmvPG)mDB;-55hpGFZ%Njr#Za-n}w`
zcGD!SDeNBgWul#yx5!Ba?Su`t){E=G-n+DTk85eKozR2&!r)<qNf#r3L_acTk&+@<
z=OL&2(47MDlPqNO7X#$qjQwRaZN@KV^5kA(mY7-mS0ooFb<X{0;{(dwwcMy_ddkM%
zp(PnW>$)0`Q%sxqM$a#Yq&O_q^9-znF3N%hlFz^>519WQ15kB&CsE)D2@QLk*nmF!
zi0R%T#KUn|hDFooFlAn22g}SnXgfv_qS~xP+UV|FqKyxh;YVp%nP3v&b|KLVuck&#
z3xdM=^vOBK*<;)>A4X1LiYEl9<A@H=XZ0tvc_oe1iZo=Xgh+Z2deBLN0b>Spt1ZRU
zc}7$SSF6|S(^^7~;~;O50f9fXybKAukQNxR@e6;bkC#=So|nfxX0v*5F>>R)u(H9H
zk2KaYiXqg?1u@rvOV|Y1ixsWfy8W076&dbTaKHNPAVQDdqUcv(vb-AU<tFBxI>_V*
zhZZRN*b`&;%oiIE|4h^8R$bVaoG3H!ios^I>1I~o(Ap3)Pm3{tsUIM-$Umkapqx?U
zidMeN+J7qo9G9#-p@!;*h$9+U-oaNPRO~cpEeE55D3nV_#H)8>_%r9os9>mgsM@XT
zAq6zamvQ@f4IZCFdLLP@{DEHjA`;B-K(4I-C@ygb1r`>I%64J3<|%G7TV-I896^Mx
zI7Fa8>p!X~TXV9&gjxFNWYX$~C~#h1mr|<$uc=wJFu{T<K?Fi}8u)_m4I>X`(QF8%
z4M8^z(DXjRQp~a;v`fsHsE63=$@+}6$Nxc9^MCEXe59^7kCw`VpIqcokY12$e~s=q
znz2cI;afH>lp#Hh6yMt_+!!9Dk~p{#ChH`H!#Z=AzN7MO1E>`qeCaE#;-SAcG(8J(
z_PlKr&r(Qe&{o#p&B*CwCJqQM+<<~kvKJ})hXYsj7~jdjQhyn9B&XV>k|y{y(vsZ)
zZ@&$Typ}cHleNmM?xghi0sL+np@)Wr?%)e7@yb>NQlJmcg>NWbK|2Y{wqY6>er|U=
zXyx(bfFHC3<f#A%YP5YcO>a5NIx&o3W(YME?jtsFS*Gi&K8cACL#5#Cp`@>^!gY~x
zDvC$0MOTcFT~^Sg@j9#tV$v{j+*9nA1$0Q(K-U)#A5E#k8>w&joI*3iAd3O*$$7-K
zwTUwGKWGUb07XT+LmPkTK4^Z0>0!PMy^~5<d0_(u`+fl{TE|^!?~v>dvhEsl#JhYr
z7b$X&;^Ra4?jOTx2Fvniw7U=#zLV}8s~LH3a7aILg>brC{~in$8LGGGpUei|2+j-a
zerU6Xgd;p%`f)#i)Cby`RnE}xvjUKK)u@b_a%*`f>%{~j#*c+{S*k#3jWa7Gum8#j
z8N%@2iOtQh1UB?9J778@D6PR6W6|Vo8k#|r*6@E1EzQj^m-J;M@!aEGgw%h6L%KZW
zIh+T|KH3*}8Av=kh)~;b(eeYhLY+l4uP-Q=L%Ng<P+4a@)t0MTvcU-{j-GXn4v;%b
zCm>IKMxN@V+<4f}%oix$yX-pzxs`!ltGHGlH}X0Gy}%4MUZ(aSS9V>h-WTW<Gtaq+
zUK$eW4kAn(xyuxnDTlWU)CXh8mEU3rKewyv6Wxor_%>k!nmr<1B4Q>FGtxP@3El*|
zo0%cPnbJ#q+l2RRP;-3IMI~g-S}ubI-H^}JaR$s=g&z=w1fcsSme={4_@5s4X8JdX
zI!R--L)DgtuN?c5`x_`-rwNtt(v#cKrkO89^fmB2S6KdapDS+U;6I4R5tsneR|mQ4
zUJSxnMqD|_4=376Z)n!<<`CQX(3={l{xi*1hQ5<SF%cn$b11Kb6X*JoYrXr6myo6?
zR0>+howcfs;_qzLWptDw^j!6neF_f6F*EM!Jo-vh`pZ9RrM~YFwAplioO;s<UJ36*
zIvRRDSbB$E%9W~8V)-A9@S;~sjDEcV>5(yw7&bMZHbgo*jHqh1z02yio{U}7x&i4#
zt5OxmJU(QB<O8kOmwnuz9~zjKj^3@_H;p<LSVvZ(BTlX}gc=O`+1NEkyb5a13I*~5
zI=B3ip?G7J7iSp}ehhM9ARlDjBLE*@-vbL&xELai=>VRY5YYB&mULb6*#Ne*4z098
z{=gwki6Dgw49&MOxpeGVI4~7YJV>Keg1G&RtKVqJY3n*OXcRMOm%bOppZ71o8oY!5
z`A06nbp+97%PiS=Qwttk^{UyYL7BILI7>rsy(n_-^+ex`>j-*-_jQ!+AL?Oo_fdot
zyr6m4n{M_U<hPRZN2$?Ow4v#c-JyQk|74c9bV!yPS0(T?{sIOCQ}%h@5nr28jaea`
zt)%%k3YOgdfkg(AG$xlp-8m$SM-x`iY&MscUxm1{!tPw(|K4lwmpt~8=~M=mO;-D+
z`f)Fl7#+H-zm<?b>^lt7UyA&mBb6^xRbsHN0C$D#1_>&tDYcM{l&%`!i;;a800i<7
zM3}(Ct|L&R`tU3t@>Nqpvae`Myn|)f<c<p3$f&Bi4{E@#_2+K{ieqv@w_qm+n49Ok
z;1Y>bQlB|2p&)pOX*$J;?9zXpO=4@SIfSXMc%|UwNgR3#3*e<g!C{5e#{$^Xi<DCn
zW!8(h!Yawb*F#=v@gjx$U^ic3>3?X(Py^`3eKE)CptNjz0TD94BaU}6WjsVg)%&Qx
zBvf+c@Mw<qWXF-g8;&)NqIbctOb}QW&V8iuFX-dEP`Uh{|9wqESpS~G!E;2;Heb<c
zu`c~tbd1m&@;#rNHOq>h9HID`%HJXpl>z`Zf%SfY0t_(#>j}v3ogeqUTIt!Vo*;uw
zEnB7c+1-qIpN$2k_27_s9#!=dM0J8GAQT+eN~>yH5;uHD&da9JZE%y5^oP_39LmFS
z{ptmhU=Zw|;!t&c?<^wyg#wRR2K<u|v50)Dt6W1(%Y!8>-(z_SGjt4>syEIhW^8~P
z-fs8Qz`?<9;O=WsVNBBCSs%dku+ae1RqQQtsR6yzR&_BK{DpIS)d;@X0~Fv*FNkAP
zG?DF1hqESP@(aP*5h2nFsuFI>&CuW~2yLvKWVm<Gql<x=XNRbQ-idNAlr_~B^8SgQ
zRHq3z00G%MB0?yoJrMY`;Y$sXfo<c*>(6!af1`Poc-D8sv}PUw2jHD4S25hD&vbbn
z*)XL7wodE=hfA)ISn6Bk0sJyk)$X8YEv?!K4ld9ILTX^aFMpK8swhZN@%ICw&N1i{
z^|YO7Re&W#106;Yq4EJc*Q5`3*g%b9h#eC4lO2$UHPPFTJHGz?7DVW)#%9t86O=*@
zh4IQ@3|%Z<cN-32`=IKCwQqH}d*>L#%UI$7_2iaEn~TBgxj>4Vr1d|h23R_!wqmDp
z&~?Ep9Ncf_J;puVas=HUn!Zks;M(V1FxKXN(B}S$NWLAz$r2?>>AmN)col5jk!hF*
z+I|-b{UOQ#F}j<IEd_!ge6dLWC==dRfLPF;6bfJAGsln%o!XB!M816g*#0I8s+z1;
zY3Ab?^%xvYxAc!q*a`yYE`%N3SLs5;$8@OhmtK7r0mu#F2KlyHNNE&91nYIy-Bu99
z4F~|MJuKJf-eQc?u*fk2kBkK*=SV1TwRcGRornXy)fMO9U2eedDjKc|+Zdz<*CT&l
z5xq5pl&#WmOFbFDRb4|=c|e4Z2&zHWU!WH$?^p@G>_!8_8<=6Lb*jh&6{@&SFq#ES
zSAgC;#1>iD?KN{%J5w^2aVXDWM4!X2zB0#Jr>1liWXGKN8>P)n@n9LwMsbMI{DE)Q
zP>?KxU;==AI?9Xt%69TGhsBYh92`Lad9)3g(ZxZ1+m-uy=z2zLO5D4H%jdi>t<Qt#
z;5yLT^_@h?B@+vV!GK^PW)y#a4N(xlGStQO==i3L-Go5OzhpH?Jj4r<$%V*zSVsd4
z5QpW@#e4sz*|@-hU@?ji!?zFQmd}HPZUmx^3e+KiDYakZ-QK<WvKx1EK++ckCAv?(
zcd-+}UlJl8KnRPK4K>64zT6X7$rZTb!4PADO1Bc>;!(v|pxckKFh{bI+Q{-@sL~-|
zh$<XF@<a7dUUc<jhCFkXf!=#U)P4oe-5O+j4PrafVZWGwzc@^iY}0j!@nfi9@44sm
zXf{s7r}gHh-Rs0@B)^<G(tZlk&h~@;c}+cj-Ia^3cy3paf%Gh(4IL{D_?LVScOx2g
zDk_0X9*`GZM9l!R$3qvO>!9AQ;2f~BDI%3QbKp}lV>O6dL@3Sp^3-_&B&{H1mKgw!
z3mlxZ?Slx%duaV5a7Z;o2*vVvIufEwa>;=x-!W#(6ACkbo`gtX;EIrGGe9!2R=kx7
z&YlSAM2v_f;}cv&0lYu(ii0aa0>fzD6``=1X8W6L;-lucP1Jp!ad%P9zmsYz8Jv%N
z{u7DfA{|zVltS7Y4r>B0@kkU1_a<g@d&-f#6-Iponwvm)BN%3m_;6=ru50P=d`BYl
zX?jCf`@Kj+{#nzjA_`&x>}1@w7NSWt4Kv2v=weom?Bocv`RJwHL#{qR#ipg5FwZ+>
zqM0@n4EaO}brYegj)}Ny2h_pper@jTq27Y$d{QrgvHS~6QidrufOKgV6jnD)ZT?85
zHm1?BqDKPgr(yBHB8a>WQ*u{GBWSJf)gxk9fS+}Pcaau=>!gh=ux!~7Gim-cj}(FN
zEkz$z7S@^+9yrw~M2bJh16NMtGC9O}UEFtV<<|zWN0t3C+_a513UKg6s?ZM--Zo`8
zLsg5eZa%0}rQ8z^kcNom1funmaA=5$6>$7?BuxDQXA(V959c&Tmy>3xd2{i8tO@PO
z+whW1auHL`2MwHLXt0q>B7!YRHJ3=3rHA;h)ch=(QgsYm4hj}Y6v6<AtpbJKj3PXs
zwQTDNZOHgO(w+=Rm0K#`@A2(t8ExYZt78@51;lhl4&vr{B(5&+kWhaP)JcTmWu~WM
zv7%c7)QDI<zaIj}5tOF$s{SOPQJYSJbxL4?;uqF3mG}t?HdtoC(}>NpU<x)6_0Fj%
zkoz6-H=f4T!-|4UJ^ICgBuYJ{p!<Y8(BA<7f2htAgoS?UucZj5TbH?g`1%foUO5g9
zhtz%zh4rHYPZkU@Tgt&V@Vjn|=!0RZyOhK`FYZY7NcS^E{_ktzmA1f_%t72429p1S
z92{*~*t$A|uYV)ZvEQO$S1?0qjWHl;`m+e%(CoHbXH3S>fSUBE7qAQWl8<aAJj?uh
zoNGJ4{5aWiqIDOP-21A!+ZoM@I>LI<*hhiq5bAW8O$+jaW18%+j@DRUQcq2AgXBo)
z9fbNPIW&D9t=hB`I&oJ>*Oa<;B=GS6_t(L*9=MkhiZf$9d*s2@i9Ml38)2YTqE{(+
z>))%?gt)-Z#hvX<&X!667e328+m-1Z6{V)Xwf6XOgYSYu8L`vtFD-C>myqyyYBO;x
z#PswbO7MFB(><|A#rOyzVi}P*PIj(S39qpX5CnAGRM%~b4lW*Od)Dh{n5Yc?c9fZz
zeCAZ^K8Wmy5VXplITDL*KUxxBk3qzhic4&ByEh31O0hSw#Vhr<JEdQ~Q{pDKRq_kl
zCc!4bDn{_L`E)}_u~4*KxM`1E$D<3r#%#IIkB4e%_s9OLm$lE^I%Tmp+e=Eke^Gzf
zLE@DJAJ>ff$a#)in{(vHw37=LP}7tJRAFCUf_Hz4UQ>mIzfFJcgo3HVZSC;7n7pRJ
z#@XW^#m~`-cMcPr)|Ow@^kBoQ35SDt@5^fD#y|Hdbvd}|yl(risPA<PyCmPTAY?gr
z$LzKw3u}FLTEVA#z26?}D?E@?nEE|N-q}#o;;QFWYm>%M?;maaTw{Af`RtG-`;iZY
z_s=S7&pdvrG&X5IccGfV-$)LA8L&NQt!?X&XNOHoS&gyU*7d$7ikfkgtBt}~c(2`W
zWx`U}Y~S^rc}ndfzXl>ko1`0(PKxY6#K!Egk7%dwjM>W4%SCljmh}nOyoh0LZ+xFx
zg_YJkzZLm2<fVv8`L=l3)f|+q_CGkcNm_1#BO7jor-&F#9d?j3x|2Z>oEwe1BIzia
zRVch5{}gxi`k}nIE4*E5=dbo1{vcr-GHH8<Y~)1@l2i`;X*g-`Rk+qxj~E4>6r-9;
zSmsP`#4uf50vr;J>)TN^@2vBBLK&~^Au9V^U+WQ6Yh(|)d1p$WsLiIBi`@Uc(J*Z&
z`924=`eN4sJ*oV{8+JdR$(rDv_SRjxT;-Ye;Fq$+KJQH?yd%k{kiSG8_P4ICuX3sj
z^mXJ`zR%PMkmhH5>=sP@GS9R~o%~VPCjY_V-LKb|KZHG9@7|_)1w|{0e7d4;;oUFm
zVD?#Z#gg!F|7(5Y>TEmqv%beu@_vi$&i^J@i?S=OtXE;~RZ;0mmDbwJI8H}%5B6%-
z<5(}^Bv$KwetVf_e7P#JkbQk{n`dNFnzfzz%e^{#+<Axho!=j8sTrA7sGq#k`ViaU
z3a`A_Z(reV322_;tEKXNc2ev7Gj}qtH=rpkT3y$}&gfY-4gUc-T%l&~aGRT0^FYig
zKL_8v&B?s)f9v<fcUT9rs~OS38XaVTZU%N^tKpqAcB8d?l%2aL<iibmHj}!*!1T)Y
zeW*t|#gYE)_-L-il6bMG=7^LUloDYo(R2QO-TJi{s~Dqsf>=e(m(q8RH9=F>#=lCq
zgn3EZJLyYt-RBR9X@nRfQav~G$`9Z+_Zm)??~dB@XmZo&`}Xk`_3(cSp4sUaAiWzU
zxLWahqjkN96NVj%w!4+Eqss50##vXJ9dF-clw~K(p}fuIC36oMw@?a`9v4Oy+8!@c
ze<9g^Jrp0}{7-vnS9X5X8c}#JejvSZ^62?3g`%%WTiiw8`85SZV*@z4;fW`1*c)Pp
zMkYGWtxx&z&|}Ia$0Tl@h(pYCSckl^`N`^0M4h)+5c@&9M-N&Rml`DN9=Bi4G%Zj$
zFZW(DTW;Sri^E1oK1P~_S$%#om7-a<uDI)i`P?Fp!0{Un7<TZmNQ@spo*tn8di7w3
zdGpKiH^G*FG{z=7DxF&Xo-)BbNf+MmTc15k+^aH&MEL^*imgZvA_tr{{81M?Wnucc
z^pK-j;FQtj&NRW+oTUJAmh6?>*pHd92JYUs)G~Sxy)PVK%I`bVOljV_acL=M;*Vf&
z#b?!yOUG6Z`}=n%eAS4K#ea~wy!)Z`v*#~jte;TSYnLgT+)$pfjyhUFMp<m~)Ro@t
z-hH17EKL*LE*Gf2c^vfH>-V=?@oF_muYx)L-U&pu*1bIJpVf+0$L7R0PF`+j`qb}u
zi@!wJ`R}{_%UGY?y|uhY;PLw8T2S)JqV?=uua9ld?1B~AxAeV@={8b*D2Ds}AUrPo
zBVbFKNJ7XtDKTVCrLdnO8@?^ojHV6d8yH`nBTrd8Qu(mu?dFJ)nqyZptj{eze;hIW
zXDoHC6`K#cT(An*HkkkPd)%8oC&OZb_w1uL@<+E$8Ji@|NeW(Fy`I%^5tLUTH0|qM
zw(d<jP}pKTYG<u)^54fZpC#wYvT>Tj{_Xj_;gcoVxDD^K1beUH`+C(=BS$y55eHVk
zCjR_jruq3mWVAzXnDw`|(XN9Z<rQa(3O<psuRjH}e;f%=@?NER{a3lphB<wY?H=eT
zHC=YHe%fj0KW2F|F1YAun}dJmifit})x)px3F+=#FM=)8bptCcW3C!km%EY!Y(CGH
z!#=80?Hev0=<t;BA}8Hrufkm)DUEG!|M4>2y7Zd-QSf)^Yu(D0?;ZI*JrxHZC6aEF
zn-8pdc5nm}<=-=MNAQ&nm2+j>lin`M9$z)zKAWl<KW>D{ZmLu3Z!A&1WbkY$_M^V!
z=kC`{QXR*m6Ln??hu7K~{hJSztbboP&nw^987Z|IK(<|c72Mavj=EIz4zB#Hd2Eks
zweF*cP*IjFNrzD7_r31&9nT#n(ihz(pDMx<VQ+AgetT{7RqhXZaLPG0!i@Wai!HAv
z2Q0>G>e0FS{RN8Mpl$EYyo;1i0b8C^+9(|&_>hZ+5%hAvr@-WjFpkx9;r_-BLwAe5
z#3_}BLmtr%Yf8a_1Wxuw(NTw6hC7-sdl@UmMNAt8u$l&mTEK+R2#d3490+Nun<04s
zCq%>JGCh?4^ryX!^)}zi!b$AW+JoA3y1}ysyOr|nHcd-fL?|S$wTo|1sgAZU1AzB!
zV9MS=?oW+XX8w79N&#0`FiQ{2qmq9*D<%7HN)>xw#(_7lFiq~mfqu&@lL(zjb9ik`
zn9F7gLm=^B?3z&kxlCXj3RSiSyEbmtV-!Hs@^G3lk0lg0T_7dy!t6L)4R)|N+P?J2
zO`}6hH4Y=h9o^VP!CjvtR^qkl*E}Pjht(U2<4B$Rf*!nb)JZE>NTZfO_hy_E3<pA(
z({`zg7P~=JZ#56Wx2>?w2_yMp+I;{u1B5DtQg`M+zn;ucKkuELrpm+I2Qy6cFlp*v
zI>tQ!XRgwc%V>FFX@CzmN?dD*naDFS>8IZ0+D2=~tU`K;uOQ4#==Ge|lsw-IE9>G<
zU+jkTEA?2Hvmt-{Ea{S{-zU&RlZzZ@!uk1T6A0B7l6m?Ndh)U#k-d|F<8dgP)hK<C
zu9x2Av12=>7Uzhiyds)5>X;(;DTkEV4C)#9GI%$1t!^EG{k5dov*^rRp^-P5|3Zq_
zN85=vVvH>PLUh7QI4%pj-cpW~7I`4K1&;TI{-RNQ9f{q7<;Q3oqVfW!Rc39U4+{o&
z%;7?n1OG0uilU&Gm;^%~dczPc7b7Qr4==Hx$eQvZDsGs}vgV=SZy;q+<OmPlYebIQ
zg5eERAL0O~YpR2M=>#d|K14~A;9~o+95!(Q)CwFzNaWBi{Z*an(YI(OkKTaz9pqMD
zAp*x{v=X?K!@62uIK+kd6OTG*q#$TwktrN)$?ryBT*Mw#B5_7xD_O`uYbnJyIy`fw
z!=e5_U?9%EX6vDcz$j+v4-8!Pqttn^L~MYoke)UkID|K4&PSIt3Xqd^Gk_lb=mhp4
z>^(L^m#|hw(IC$)z9ctr6#4t5P)bRDbcX0TW-oQ>ijI7p7fO6u=?H{pfb_o|X*yaH
z^N1LbGK`>Oc{iS)(XXE)k!-2hr4~9E=ST{u221(py1Yq?6iO{^q=s~mhKgC81FFY}
zax5xm9#~ashxIhwp(P!0o6At`R2Y=393=NUk7ft5(vW)TLakaa#@`K}#C&j5n?N`|
zUQp{t-|fVz4l3BPjtusOo;eCpE9k%~aNkk8*RaNU9;3zP?UN}_u1OC<O`OtiGN#Qv
z#Qqg62XEO<O`0Pq?y%p2mEPt07ck;7UCS`s0gC`yPmlgA`auPa9DPKR&&O*eY~p7*
zUIcfx;MEG2!}w^~BA#N*Z>r~a;R-TzGq~3m7fCR!0(Y#fp2sI_fwUKitS-_75?4mK
z;q6wSs4Vq-$Ook<^1VaVokI-V@QK+^N7zmvJv*U5xfVRv8GgBfwvb#Kq7}V>ZnY5e
z2NB<G<jws_)a8e@4<N!QlJ%aEpQ?ZjOpp{jgOmyvNpptYEUDLit*%}yAw#8}c5*Ca
zC`Pw6%qONpP>~G^4(MD%V(RtO93(cFwqvRnF$q2mG};?z<0-6k?=L-Kj`14_SZR3J
zZJIuGF|i8(vS}9+g@Pgdy7Bz1KOpXfZfO82W`W7chbVt&<na{OIY!JHNq@)UK5n%c
zB<3#&TtZUXL!<+ss#(_8oj9KYE+c;!eQL3~(}z`ajg>LNytaNw8IxOHIfpb0<T|r)
zYgE-C{d3O%4Cdv-AW{I7`;CxTMgsy<HakFf#V2K8=ffl`9m;;FNEgFaTetcI9t)QQ
zGw95dzw}@GP!3kR9SDPVHggQob<v=1A8m&;JUA~jhSxsdWUTw30O6(ox~PJUO4)20
zWhEzkk|DQ-UqIKnhpDDRe~$#PY%h(R;R1KdOa`9e-OS%tfs{dgk^E}f7x0;^n3B1N
zCQe&#a-vuo6s7emEfFxIIc?u<pdSS_Y$0$^1sDYwCl`?qCg}PLBo-GD^B=^FhJ%-|
ztQa2=ekG`Y1`9`+WkURCd}$kk;ze?9p;Sjgl(!I}mx_{rW#<H!ogqCJJ8ljw*^(7K
z!zwYY&xZ~~3G~0w$V$X<wCq9JpX0DZJeq!xqNhXpjpfqk>CN!Hj7&uP0_D*%X${?a
zhnPN2&66?ytlUhCo=!r*+YN0)Lm|gH+Rt=Q$&0%o7MG0A+=&k5aTz;`gvnnuCe?jf
z-IqU$6jdPSURSGqfwb&k=UM!us<7V;@_ohln5aQN;T7XUAgb!lI?M(^#2{!FUnnt#
z4txkzJTt-YViZLebgZ=GHUOR-4&7fs-_v^b1xrm^$co$(DXXRCgZe6S&&wxf1%Xoh
zP_i9hBPsM?E^Usn8UYSWvy@E`s~nce7qzc>AW5;CnXw%yzqa+Vu2nr~G_H^9BI*A?
zJ~*BFZJO0d`?mFBDhdaO|5EKlD@p%PiPqxJ)c?589QJnW92G@u_Nhqsb(f88U3Ej{
zqmnY^6J692Ho|r~DW#%MM83&NMdec}B_%tPP>J<Pkz5Xm5jNL`*?ynb>-T#8gXi@;
z&+B<!ugAdsn&u@`cO}u_WrQ@$PbzMZFEl19aQb02i=8&Cx9sO9qLxl9<Kxt*M)``-
z*X4K!gRQtp89qN-Q9`RsF|8X^Nsa84Rlv&g7x67-fpLnj&}(&#oZ(HJslYQF(4tAy
zDem2y2>bX^hTaK#^}*dtDLc`+#uvQaPCRb{hdNhiPSd0^?1@l)5BAH48M?$^02E=B
zG;5{?df}#=M)%vQ|G4a9klU5T?l=0U91?eY#fj1=NcnLt6l|}#iCkzh7-{Q)a!O*{
z0Y^H2=4T}OxLGkZ<W^ks&1x0*_!9$BBhR3qx;7Bhix(2GK@TOjk2t_(M-qoPi9Hap
z2nqp)u`TKJx{s|Cm6&`1w{%h0^bj8VAj2MVY#ep`Ca*SbI}W7X_Rc{dzAjURT=<-w
zv1f(oa+LZlThmG0zm<!JXM*UJ^t?${Oq2IHa8cww94o_P|G~1qIOU}_E>fBalR88S
z6*2!TSQ*XDbl;zgQ~bCV%){w^q`v(wTEfqiAM@zJj;v%nsKh-tr`fjo13t#=XVhh|
z)!z+IJw-<u^gztIO&n=>Du5P$X_d9LMInM*(Hq;M!=-T7Pb?|OF2rOp`9J|fX=tE=
z#R!K}9b=5O;n$wZ{h#1XRsKr4D`Po*CMM3zf!pZT{w!rW(f<TNRAQf)zrjs)bz=+G
z!el;gz%J1(AKj<4BZ2z^l3CWpPIebr)^+gm7Wv6>-1-a3Z9x<dDb55fY}xppD&*3L
zDlQ^#qM6bVRo_nhp^}#9_D&|?1tqZa6h)5MBMaHQX`D5~2l#QNS>60ZE9D7#kXo2D
zfNJF|cRzaD1+nMn();&ux2z54ryj}l;3uVSGx=DjstzaL5f`gzZ3)Edk23-NH-$Md
zD$ic4)_uO^1oY}Ys4W`$fma7@n`c?cQY_b$Ut$?MH&P<U;LvdOS#C%j4;dO2h1*&L
zPD`RjY}~3DK%)A&Xr%hpqRnXc2wfXevbN+q;uEH)h}k>ai>d8Z+<pGrBN)9<(twm<
z?ycf#td-0z{>ML_R;Rl#r<zvm2Xn?`7eM_9{?u-+04LH|d7e|_Pt&f~>JwYB)P8+k
zH+KZ327@|k(nDDITeauJu10x+{+A9}*Dk*C44%3;zQ{x*EpprkXjYUwgt|*Dv9yj3
z2V-RBj@x%<CdWR>=#$wV$QocN50@_CCapWyE1s2ujB0<c+1}UXqJC~P=+}W=j}&~4
z;pQ8^mM88aj|&LnxQFcqueU7*d!itM1=U*^2Uj_1!+^i%)Jes#U5cDID_dQsCqG)4
z-7ZC<p6S?PVCc<2!*<E&P_F`R6Ok&|buS2eq?SCQ`7w=;OpSp=OU}{kQi2(`!LkVY
z;B}qsM!7_G9Q5jH8+pWa@!<iQaksctNXwl=7}xWr!83E<9)f|7Hz1`8;yq|~dytgz
zfM%Y4f<zQyu_AAGA9v^2#9!;COy37sz-T-?Z#*s%4J${Sdnp+%!6r>GKMRTdz}ZsA
ztG0nsg=8FU&2Pl50_c<~4!Sg2+I*uey`W}icvt~4`q{2OC7guywC|gl>dU3k<QJ@$
z&-g7=t)a?nMIJ*oP(P9v648pC`jzQJgK`xgfXR)JtzJ&ma53Ok9BRXx-{O=YXvt=g
zg=FG!((@s{Q`<rD{ExoT%s05K7gi#%hxD(D;aDrBloiYv2cIcP-PWnKbjPopC?A&7
zUF684`NTu`bd6+t5xknMY`!OC4zi4^w7+X|sT*CAgdJ>m=iwc>_y;$(koyl7;E$RP
zQ|zC?m=w**E<p@p0m0FV?;z97onlxT09lI^-eeInyx&l|>^Fsu67|SY{n&u-WN+Ga
zJ^AX^ArJE?Q6!nkQv3wh!x#LLthe>@N^)=z^LGHrPrs5r8Oy=tw{!)g%;>+C-DlDk
zAeLy6FwFn{r1qUk+em@`&P<BrN~2`~O{8lM@(v-3-VYjmA0;YaZY7?%RPkd#vJwlP
z5x(c0e13|(^>At!khC}V{ssPSqYK8`A!a!D(at=-ZmGT0ZU_=x(;|kyC0DGJF#M7R
zeb$fH$|q^=0qrB)Q=2KX5zvwwRj<MoBW`_vmaxor8K>Pvl8z7^`S__J>}DTSs!Lh(
zX~L=FEaR)PggiJ9vVI0%`wYIbslPS;K>3ytREIq>T2ubcF6YS8ZzRhXiEe~)-o2HJ
zVJHVqG{_icy`x3Dsa;Q$nrC+1K^*7*t(X0%8pS!+{xf<75e+!5#4Dj9A#ut>xFPcc
zdzX5B6J_D>$&7XOp{;KGfpPp;KJ1B^iO8*^W7iMPhPuAs6MLL@R+Z+Ltf;}VD3Y`^
zAN773n__Bl$Y+sp(Yr3GfNuJgOSuDtH5~?Ap+$oqS>UkRp!p+L#T<Q)@IAAHUL7K+
zPPaZ6wmKoPak41D2OD_U{=;E;u>3C;#LUI*&7#AAc!YB|ANL%ee269*<ERat$q97G
z;>r=W@wFcE6{YOIjiFl@O{<8aB+}SrOBSivg!#bR`sFq~WU8w=8@3;@L^;KJw{UWc
z*<jh^6;>Gw!L*(Ek3SRWwO0uHWnAom4M}6f0yYYji)FB6Uu!hj4w3KSYU=-jd^huy
z_RuqA&8av=8SdY6I6IHz(dK>Od9_$X+W$!l^tk!#->$ERsr}}EYPLi}7d%|zbvnE~
zRkDgh%XPN)&iaZ=qRdE#i*VCMFT>)N2%@&O%zc&CL1pp)hgRkVUu5%lf#u(feAvzw
zc3yXIUqT!OAOL3#e8Y%9jJbxE15559)Vb#+buf=hgRnUP;0ryko~C`^|Kv3sNlHIq
z{$s+wM;4DcwkCh>C+YfOA3L--K(_k~po{+Y+|&M-#cf8D)px7aAF?G23^w(>hAU?)
zY0<3e-1{&WU0UGKChhD|)qE-)wn<-eEN!M=Ge7&>oo(PjpHbry$#Rc)Bza6_#7<jk
z+>Qhnaf)e4LsL`VE%ZLhJ-&C9rTfPv>o1;&_=Y|0$Xm;CK97U^U0)snwrVxfavv`o
zlFZ6>+f;`g@V97h6Tj^0jF8MvuKYr2@_V97%t%<$dA-_n3%IA_&HQV}r@>`A?jCjV
zNDN~<8(sfPV(9xR`dV@4@k<^fOVgjXJAI`LTiz_fI|qSu;>D}<7mJ=gz}GJQA2;((
z_+OnH=Rl3)>Cn}}+~txL2Vqu9fVLz{p#3Xz&izBA?`p-%f*{dF^%T3Q{m|H(b*Hr|
zeTNBc!s=nMrtxb;Lc?sM8_@Ot@YKyJv}}5^!%d%0*}?ghiEXiIYZw1Gzx<vpbWu)8
zPFtfeHoZKN_s7H=XCn_h?#|C^b1ImIJB_Pm7x-p1TrvAmUgB1`>fP~-{g-$Np--N!
zsNl@AbV;B1Chp+-&azdOWfx6eZBN~Q@VxmEGi`lyUg?#Xt9A<vxxtDC)#W9Q{GwIS
zjq}d!dA?|C@l22Mjm`Hqo@@Dia*OuT`<BiCRI57gmbT``0AoO$zvztfbIxX8vb+^j
zc=M9?+izRT=D94q;sa%kWM5}XZd<Ok+^aY|n$`Z74L;|?wwFiZ*4}6_S{__>@!^{|
z$QWt5yMA$1^@C-O??=Gw(T@wyg(PHC3zxaCJ-p8_PS9@sr`xP0i|m@DlXj$vqHf&2
zyXbtV%D3#pMxXr?*Rp(7JF1?fV5oB23B&f<={co_+y|fUtcs@WomF@w!BMBH>wd~T
zbBQ`37vq@@9E>tJ^P}wOXg_OW$IFflq15L_mzK4g#82<9FS)QYec|D<5~G=`&V(kv
z>K8t;eW!kI>)%{lnRvR}%#`HrGr0VRtE1<Q%IkEGl`&bxTW$x3{k$x;Oj%*R`b>6U
z0H{1WCU_nCQ+#7H-shDf?(Mtn<hi4;cE_LTK^w*#5`P&E#U*XI754*}6qWF}s5i3o
zyz$zZEkPl6sgx({wj;hDZM(Ymk0h*>I_wHrIj{AzpY@r_rM_7<5^0=PU~gF(`>d*?
zrQ_h5!jALny#H+KbpP|}?eLl{f4vJ?w_wwoQ`7^qr%zTG&YYM-z7OwD4()#`kUL$Z
ze)}?A6+gS9HY@a*!Ae<v`mF`UN7R2*L$jn1qPdgY-Hq<3SXg<sO|b4Uo6{v6yBA01
z>_3$C;O?^h6ZsZi0w)V|YC>>Zddy@=LRPZ-|KH1F-ce$pd878)$H(g@Z$`ui&c>}7
zqPu_Nq&<#Q&&ULF$&F;-+OALhH(`LxJedc!z~h{6E_q)fK#a+#?yVg&enWt#3vo)!
zi8f(aS0o4p2Y;WtGeA;b;-7069aQUW0x+s~2?M_qbpb_i#Yz6RNK$E&+a&Lww)vP^
z>OR!`O$4o(q>+8+wN_8Q2*RhhCH<x9aP^6!oTl@yMM#6ISFP%#2znudZK9L?QcWat
zKi{i{9sIKzUKJ{NIIGLtV5^AR@$0Z3_z)TYSkf+p{9El8wc{6NY4~pecl+6X+<)hY
zJ;d;>%AmTnke6foP$+0XnpzAuo{+NqTr1!qo~xC=h8VsBmbuyw4$-^AM<~@XVDtYZ
zs|#@FWO0-7$kaAF^=}n7@fT*Fk2}8S%zX#*_198<$xjLZ^aQ%<NZ;8+Ji5nn^6Hes
zYxH>{e)2TM#Tf9xwyhUAlY*I+<L_nFVUKVD-?1Izl|fvu-FQV9c)7$hG+xCkm%*6M
z|7anezKhSOlfU%QFW=sY5sj3iD=fnMk(wF`%b`PZ=ml=Gm0A*^CYQ7}hxHM;B*#|B
zZ8E1H7eaz!bl$ft8%1ZxYwn?R0Evj-qa>$x;mc~CXHKMAHTTKsyS}LV2O&g(%d2w6
z$m)NIg7s*(4$*$a@-{~?;V(FmwQLFWz6<-!@>(ozeF?|j=ZPy_l7{T>S{0i0PHL2U
z{^o;k+{DvhKB;?phXx(+f6+@MO(vG-;o0^{jTB5F9cramMQ{UqxxijiQ;v`C*AF1E
z{W~gX(hPZq3H`-Qy|Mcv6q<^j{v#i%=_9=RIMFI@`BH%$TOHRNB=o{(I}w|h6##q1
zKdPkJ4QYeu(d)Y4xC)k}6*4=~%2NWg{Rve6L%wPB(X0qTtu}IZAOC+lND?ROac(OR
zpX;(U{sc1c;#x^_A<poC9;+s${cFH~1ULOnX>R20n54j!y!pe(%Py*ZOVz5x_b|ub
z+)b0QGb9=ctidxHu=V4dTeX$8O64wKzg51Y5o_^o-uV{h(%L#MfDMzzv0jFgoi)Ky
zTQSKn8B&S41=1~p!rCyyEvTpv?R7v6?BL8<sBt}||4K9^Ge(+t$W@aO1>_g>4Ju-_
zNUk(SHF*XGT}Y@8zoiMkT?iKjSah@MiZId9(O54tbGB0yTRB~+o9TU!f2I*T^9N&H
zDI7G6Gi0#!gwinj3kTiy`o#dtW+~*a>GsfuLDF+e4E5CBugmIIAKV_a&Dt>ds=`tu
zz5sNe<?ESU&Vnj>+c7nyxQFrPkArdJ=tyWYvrgW}OB_KWRwmU(2yTw3?)3AsKXnuy
zp%r!Mzxl5cnLih!X}^S0iz%8&z<LLr|A}SR>NiIcK{F-pjTo~-THb(phY?aC_lVZ^
zjjM7i_4?zFNNcQN1Euc(G#!;x<9iNThDMT;_3)uyZj$+$7UaMSeQ*lE^Tmk~7KTQ>
z({u4@rUy8X(4v64F{PWaPUm@y&A*3lIw^_C$1lxekgS~jNU$8v3DmV;W=R_-*qKE^
zr$uUi<I3}(1nWKQ1{FuCK`#`)Z_OYQ+i7Z84+=AWXkpTL-n&%yE$iCO(4AVpf~VuO
z3yj97Va#)o;;%=b&G6V+`e28M)axb$u+^)3KUDaDaYDbko+s!?B)gC~bc>2+-dgdR
z9%Qj6KlL@t9a?YND<yVwOj*_vYT8#fK7(rmir&zoJLuD+80*XMe;e_nVJNeKGGD@(
z`~$n%%Aa2ZuMClTe#44K6Kn5**A6`-9qbjV*J)m{Mbh&|hK2a)6G<CYj54dbj^d+A
z_+U38x-A~=4zq2u7kcqoWILi+#kH+mG*6QLi=jeKtLAQ}C;xZ|#(H>XjLQKphYkhx
zvY4SabqpDpW;mYsk>=&icP+$a6$EV{T)j}Qb7VPte6_bY>6I);W?EwQ-SBRyz6H24
zqb(pIcN>S?F~oo3A|YKQtBsll-C|zhbsnSQi@^0?^E??W(!Fb<c-y3%>OpRavzsXr
z3+}Uaq`g(c$Q!ftrRB^Om*K$822hTiDY9^HkT0lX^vmIqW1Mzg|2~OXKmSe&ctYA~
z)_%m{&%F#`y(H6?&c1A}{YJTv#7S3ivyJw~f>v7Ge7fPLmcNEiIHH3EVyKZ9`_unx
zFOfIiSwoA@f@eHL-9FGNaw*{t5AaVk%frkrn2Ct}6Vu#WD<C06Pz`qZlC|xFw4TG{
z*-tG9H8@-#F^HyjORkIK{D4zs$gZE5>>POUmUFC^@nEpF6S-ib!FtvWk=@Asc6`%q
zG-{Vy9dAIAeG}*xxwCs1#dWcq`*>!!8k-RPI^3(XB(zU{cV+@Aa?(IFC34GZS~^H@
z*R6~JFYZx|4g*MHc)s%|7W$pVxNB~Ai*ENZ(6!<RWn)*SvI)!P>hHQZwV&G3&SOka
z>gzC#Y_|%!I-%jNN^13;L0=c4Fw0*ky>g4Y=Y#m33-dE1bD%q`8Hx$lQ-y*V?D+EY
zV2&PfGo@VqAumHKi$%-=-LGwOWB2Vs$X@^4+Ma(;l+>lmypI&SYR+LP(;wZPl!0>|
z0MmOV@*lw_kKg#4l>Z`Zv`UxYW%IbYMtLC8AYj$CXrJwEG$(H-n7C<VYOeAP+jtwv
ziBtsGYhA5{c{XF5JXqSF>KZ|8+ULffIED-8FKD7+mUJp*-zbvP(LAG<L3E=@%{1rV
zkV%Bpdc3nW0@|sQZxAvAt+`(W;H>^)1n_kEl-<h+*T{_6B4^mn61Aw}dF9X;;L|;D
zysnWq00vvTxYOXha1l;5V2&XCRhU?b81xb`GWbn5ajje0Mh~=$x%ov+H1=|p*3k?4
z7?b&&d*BL~oCDj;Ws!3w;@#lliOhL-LFfkh?KiSlSy2|E#fs`}_E3V_R{KdWRkNXe
znk!2D=5yLo4LjIrfZWo|b6F&)haKN~2o5?PlVqNw1=>TW(dbm&Bz6f|prY`F(j{z(
zYJ@>4$1|5OfBzy(jJ+#drT4+nPJfxmf{i`D04~g;+ikkZX-8fdMa?<M-6^)~K~DL^
zRXm2X^O)l$T)c|^1A)5mSI%r}_V4VU_@kdlRgW~A#Y~1Bx{#$&@c*K~lGnso53A0`
z$giJ2!?L0W$)Afg_VKAq!E7P%XfU%zNS^A?R3YT$q0W^;;wqps$33?d<JJd_79U}!
zwe(6RJcJfpba8Ise5B<*T;{G9CLPqNbi33aUZhwJ{)0+7a*wIkv&g(p=kcU+nl_dZ
z7oji~pOzt#Xh;K#2U+j1x+L^gYt0xWFx56F)zVp2;B~v23=E@GupkdpHyiYcG0`a`
z?;GUmkkOmdZS!hb@pq_8&fPAOmzClHU9gWOZ7>RaSfrj?gdY*37AW)sF(7$sMMCE2
z=2$SYR6F?@95sSze<76`%6}@kc1-*dZeEzzQ3@CCC425W*SSB#$84aFEDQSqsY4NQ
zrU7%a#;&=bN2eQ-uW;5<#TlWr$IZ(-LIP>0hKkfK+8;&uK#;&c1VrfOlf0Pk`tvO7
zOuf}>_=}xU{6;i7TTiqfl!!Ha&sqrudgnlq)q(mA9K5*-abousUK#8qrwa_^rwq{k
z0;KfsvnsuK!=g+&MAl=+rm5Hd1N47`NIekNJbTQoA+>T@qx^u5@cd($oyMESIE|^k
zV0+vlK>&?^VpKW*J7wJ{Qqe8Z&5)l0gFYg4z#!wUg?K*8D;BeVhcl*ol{911sfN>r
z7%8~>1Ni$$$6xfCn>5QeLIw8kti27CWS*oPHyrM3rzvj1p1nPgP-<8JJC&QJHB(-3
z>>;+|b+6>lCyzcH2R$zIXdm&J1fU!eyGD9R*ZH?o5=-^V(+}m9nG_`f!AbqZ3qr=5
zVw`7hJYPk`EQ0p@7nrE~R5Um>&Z~u@Feg1&P>tyl;z&=N-(00V^!bauns`fS*bJ3!
zHy70@Xl#`@xQD+rTW|30ttABcWVsKX8e$dV3sKQo2Q+L1**pyE?V_aG^|b@MDtvz=
zkzl3x(M;JojSv*ScMvkyh)LVs2cp5%9(e2;lkf3~0*AA?D{!7s1UJCklE>QliMK4C
z20g$Q6~o_iWb?j8Kn(q3p_go8&SRSN^%y4#Kp`#acreW<u!)!GxARvla6vTx(ik=Y
z<U>T#V%8lDY)S(@!;vwd+u2~{<e_B<y6+h2C}e&a71~5`Ukat!9Sk-<CI?<&@juW%
zvs+reQgY`7j!?(16vNlmvw~=r%;O+!ft5LdC!er5wyA>hYzU7wV!PW^#1@G8lHP_r
zR%Iau+XyFAvy{@9MR%%8cWgvw>B(wZrb6iDuANawWByMj>z6LNC_`gI90DM(X89wX
zs{(;1tbAs3x}Vmd97Sex?xO?h)GjetOz0&I*bM2!J_x&gtc6zL+=9B&xlWy&n<_F9
z1GP@nh{KVL^+JK2rn&c<oHiXC8A7_}!uG->d)@Y2mb6#Dw-CNzBZ*NFSGAuV*?E5s
z_?ys49qYv>;2R|?aS@zb<#Iqhv5{iCtPU5d4_udweT3&|5sh{t@xVp13x$Sh<aAR?
zx{Kg#i)|;bx<dEPg>TgO3S;m=-zXz8sqg}k4^mGSWK*L-U-Zpcw%rMqbVan#%O9yy
zvU4oZwp-}pf83~?4um1Jj}j)`vywhXPsvd2(!=KW6^Fm_m_@kwQ}fx%5s4=_H(}2b
zqI0G3l+ee2(+wA*+U2OE9M*>c9vGJn(00y7OH>SgJ9$-0tMOzxasOHM$3J+XC25JK
zpJ+b6^#qmHDEHq?K^x_6F2rL=goThSI?A_FLp!Lxu^@jLJiZqkhHguDfIp0^lUdS?
zlTx9Gx!P7Tgh&D<yIbWU;~)Bwq<rz49*OHyq918pick68yrB%9+}}@zPIVS>od(a1
zAXiCz<l<yVn6z-bPs&n8{i8nk9ZR8rcP#4H7TSx|ExmLF2fY;qieB~+E@)b&cq3pb
z-ZYQM;0)T%0b1}R=z5GKZopn!g;?Z62E9=JKh%F4u(07wJC($H2zCnxX*Z~s>Rq5i
z&ZFUK)>-kOYN48JGVfkjjThy&(jg05<8yAt`KCd{PkgTz8sRHqdKg?#A$~=Y!vR1q
zBC|#i(<zV&Ic;H7jJNkdt2WX!FeP?L!P&h7>=!mk0PjNvKa?DO!>W6{z@irMUd<Q2
z!p9iY;wH-FK1m5nnK|ks6AF}`ldaKxJ<s*n{_WtbsYXYY;YS5|XCt{cD&QNYuPSJ5
zYuV~13XKg_(vEau(n!+BMIFgv#>4(il<vTQNAOjv7bC7}O#ktusrkGmZ0<4U9hSTQ
z7d#Gal}rd-ngQTdk<zE5iM!DJAH0peF{1X>j{gTxO9KQH0000805X2zT3%)?f^$Lu
z0G2}l00{s905C6OFETGOFEC7ac{Ei2|Nk8q7vaiMQ<<fxRH})TEVF2nR8tX2HHxB$
zvM*z1T%q17Ns`1Q%ASfsmKklbHQDzj+1JT3mKif&pWk1<bI)DQd7XQokLU9~p3nPu
zTp83u6aXjy03Zv*?*{<%@)cVX0K%7dy~3SK?Efv8od&LG8))Qj9EL8V<!_yc)m<H5
z<gQ_TbNe=6E1(YqyDcV%O&;TJr}qUbx+T7vP9J_2;<l*iMlB70ZP_@JK3O)`z)xpc
z{FCWBs&zMfH+^zT!tsOEPhPoYS!(U151%fb+0t`5=EOf^QBSa2fb{})PW9odyKzY&
zcX#WiZ8;*h{EWMEnp?DXK3B}#Kv&vYwfk7(jQP~DSFALPT?d1dzGAh8Pp93TDSJ(g
zamxx=#&Gv={gd+70ZOkjHyqR2hzAs`zg{tUx>Yk%2ARq*AUb#(D5=TZeo2nMnmUA1
zC$IEUi{?wEt)s9OT@5jSdvMW9#33oHR0I!XmT=!ZmU8HHuRvVsbI49!J~9dCTs+<i
zZ5s#U9b|j+&TeONI0rw9Xs2lTBgn={iZ`wbM;k;D7WsxeIu2;V+9*r867ng`N$k)J
zw~od7d3GE+GDq{ej@6d(za@Nv+V+QfRWZDhR2JZ<TyGZl!+;1yXo4c8T=QVBn)iGO
zE#&zs`Hw_n4r#vqH{>YdjMMqaD)RDiBtTG!%L%1%o|n+^{WMx}RS0in5$|!G6F32x
zO@N<U4?^<$rr7x`N&%_Jf1>FpqJ>em>_AQ&@LQmmSAYn|1Gb;U)jr4ZpV9gGW^F|D
zf%rQlOPwFcZXs)Z4_wKEw#dH4@l@u3dE_*m7E9y};M{FLL;q5xsvqcT;{Bl<%WWDe
z=;*2F+e`f45>70OXv`*7*$HWngy4dCFku%%ZCb=>9fp;<9=E|w6*#X&xT6I+C`9fC
z6WVTb|Gg)Ag)9M>_b|0U$Tx*0el$*}2)|x}x6B&>7wCdnQq<iO^q2=kekT;l4aM&x
zpq=v!JD{giER#U?$~GqDaj;j`qViDrJ^_5=APHE+@WqrdSpMC6obfb_Z-#El$#Z<*
zS4DL4<Lin<Ld``QA&x<??1$i9m^}ccGGcx$LZH}%1aLyxIp%G$@=32@1xp-R0=ybn
z#Ak9jDQ4Y^z>Nyr7yjZBEf+4mOlNnQ19a&O5j_u%2jVf{%PF?3v`55l<?_RZ=)Amb
zxGJwPB)9>NG8*;lWw13Ij^pMp{eyZ$G#ff_9--hyk$oOG&iP5Mx|-!QunHYLM5Hw_
zW1)vjY}*MDcyt8W(+r8FKsUI50kj)Og>g9Kg+(D}>Po(dd?pgh9)4d$`Dw1!5=eH3
z<d6P9zAdr9S?HQGe5fBHFR=pWaP}-QaQyukn2u07Fv{}a1)TdgeI<}R3|4lAP!D%e
zLSS`S<s_%GB)pVGVMP)F1JwFJ<`Rlv8!AYyU4)|~_#Z^CeyPR~99LmZuu(OXKs6-x
zJb1H>j`x<bD$mTrsl<RrDati)4%Ha|7f1o7lCt=#m~0@$myrk$M3lD+tQ7av^1*p5
zmb?${3lI8RgSeK#^XGAZl*wm{_~-6PSi~i6@}d%QdE&)lofv3i#0cSAWzZ@XYJtQo
zf>2f96$_dmup&;3e??-yhNC4w7j$kOs%wDiZ_&MKxxlRnWb&yi7Z)#@<KAK5i{X4W
zk;<0v&!&gU&VPahBXaU~6|jR4rPd8y#p(ZnceFxkL?)@Ipsaq=7&c^`@})<R<<-B7
z?C3ex{ACgOz6D?_#T^)xQ%<EmmKT8+CJ?i6F29l{y@0Tmym8KYLU53-rXw>u0g^>f
z15Uhp4%ojihYT&i1z~2)YEl$?juU`mN@&$Wa*dQ$f*U)BQyz!iKf%|eU>=9&l<SML
z5u)yJ*nf#+_d2BRQraRj(+}pogqa>Zs0J79`rrkwZ3t1}gPCUetwiP^+%?Xs+1>UI
zQV(U2lRwGJ|0gZfM%#aq;4DS>Qw+5UbM|U2`8_k-qhpj7|Cl{f_&&II7jAw5E66oV
z;NXm7&0HC5l>nRqsY^s|!8s@36i#BqG8gip@I@jm(-Yny#aDBfH;vlrMBLeNWH41m
z0$v+I0^6ZIlU!SsOSaw6Q7L~4zBGiK5+Z~|9C-#Z>Thl#U-R0_w>>N2Z|*?Umsph~
znme7!9maam3GpD3+5?r%LaD)O336cZB&vxd*!M_l=n0V!lMfa3->QK4Bgi^~9~SPo
zS}9~Sj@<C~IgAr`kE5c0K_r%`aWKb6W+(v{UL#@tfJ<^G%W(E<(F$j9`g(*a^*+i_
zFmoST(`y?8jvohW4uXiC5PSg36NUWO;w2<?v>n<KOqhn8jY$FnQa%ssWr(^-=Vwl!
zoEw~AS1j7B7fT2ibB^NJpP(;qV4ocTB2xtmLF9@KiS`@1A8q;$vUb7&)uy}}Iy+j#
z-iuc7VNc16pE^k?pGAOd$=-z4dkV@{6UZkK{`vw`-2uLm@*^j~%v`xsIQvBC!yGcJ
zq}(({86*K6^p8X;&h-`n5WogP04rgSg1I7c2Q6mw5Ub2g?GU!q2yIybn=trZODhsu
zppsV%@^4tp7;W80=eKTzy%1DqQXZXWgX2AJhFlu)3_9<*Ie!L{V~V+5(5oKMDOiAz
z$mI(h8n9-OcBcpGWvGoErc+&{tTGX_Fhz66puKR;qaYy=&|LI_7?VV{>lil~9f}vR
zf8i`0n`q2TIG=-ay=aTG-^^j|nFCZOke+F70ExC39_lsEh_T0M8&<&)=|lwrMwu`H
zDo#Pq6V2z{;RF(A1R2nyv!}4GJxrq!#PUx_K868=kQkgVL!iVQZ_Fabl)<_ZL}CiZ
zT?*x8(0L*pZw`OkJnF$9OQKD741hnh&N8>6K&A<)Ef+on$&XKR*NIta{<wfopadj`
z&`O9^lXT8L$<IZO6lxQ4H#2~CF-HJ@%OzRr!tsd~pRct;ZI!fQ^C&UGS_H7!)>BL}
z;U_)j99A~oPQrvG{2aI>N{G7R?_Ez)SOBp-P)#emVFBrw0=uwD%9ggF`P&FU(|h;=
zjq_E?an!p#kLm`OBGv-iN#ry*=Is<S12$fwn9(Ib43Vb`TLl13bsUbv{a`^KYG#rA
z4TYSO0^f{hq2O1V`gD#X7Fa~W&E~U7z$PDD408^sryJYKK?WrD@5NBwG;wGRBOw{`
zff^WmpC#@M-#X+5wrKA*Ava`9WyA!nD}vO7Y!24lpF+n=JD@S5Yu<g?a=5$=$}y-$
z##pGAmnX#@i*I~m_^{dx<qNh8Bf3}yZBoHn#zS_r{61KBa)3_r(t(1>;d8W7C|p7g
z#6<;vgs=U&ZPr!{u90#u3c`v#GvkzwY;$`z9QpbTYFI_Bur;s4OphT5g7%wGGl@VG
zCtj2+TPkH2z<isgT2)6}RV<`7$C=~0uFW~cV7{LTWOlO@B=D^f{z<+3aa798_KcP-
zUUOUK*ka)4(M$P)H_y0I(U{Gpc|j^`l`j=I)3Q~QrxgLNpaI)MOaPl#_mazwT&f3k
z0bO7N@L}X;ZSzg%=;Fleg^aAr$%m7n!`?RDw)dhebu+Sx*9ImJqO@&&ZES;enar$?
zmnQe`?D}T*bF%$Pa`s=djx*EwhmGtsM$ov!5B?@(*LoX%ObkBreb>+LA==YsINRW)
z>0epbjO-3~23D%c%7T@6<>|4c5#y|^totLz_x~=3%m_SgG-rH&!8J&`c^3*P%?Tr(
zc)vzn>A10ivzy-22Jn#*8UL^eVl46%g2_R}Z(;Wzs0=vkCw#w~LHJg-h<6wRmq*_<
znuOi!04qx}Kw~kd9KJ*iW{b!bEY=cSum}Smme~Fci2F2hj}%2`PO6l4gNuk%#F-}2
z(3OB?D0$=hVEkYohgrivivw(&cqJpCmBr!`a~!oK0(W#ll#kAo@1bfJ`zak9{0SCU
zuam^gHjmmvGM;p&d&#0M7Qpf6hry>@c47e$9WCPjj$7as!16%WpI~+$hZ9WqN}K}C
zCH%hAboPg=xA1)-cc5K}+6q@cH0M;2s(ypXYi|#O({x^8DBK0T9RYnth}1wDx%yBb
zTLWz~2S;b1C%~{@9J2c)YXV%5FfSD1qBGzzT+`coB91d5D(EMN?Si!#k@<LBG{dzv
zSOB{Z(%53+P(O=x-Bd{#dwY4((b@i&NWc<QoPe8;fRKS%R!J`h?{gjkw}~W3&;%-8
z2r&y^0^_fW&Cy?;;cB}KC*jhMa4Lxw7fRhc!S+_}JvR-e5cQg7xcsj~1^sqNaW~re
zY&X*twTQ)6z*a5LvF*wcHQ>fY_S(}pbR#pnfKarz8A@ETQw`yNo&ytw6i^71z!&7@
z4f>$&c7#Qu1;P`-F+Ix?jm0wl94g2n(*6*Q6U?ZOD`e#(*29-X<R+Yt2y*nEkbkm7
zdozU#Hxm?-cxPph@EuE#@j4ZB$oo0uCyBX}P;@g?AYH=iYtYo<b?6-WO63g`NU9Lv
z3t86~<fT4nPRc)w)6XLY^dN8Hm_Sm(1i}(iBF;(xK`?ce>&c*gfGq=YwF44nS`Y!9
z*NoL~kTS3MfDrhlS_qFEZVe_oGbO0}MgA=aX}@-@2X@6QP&6J|<e9fgx!xsks<S-0
zY#i}h+(9ZLh*;D`Jbw|0lrp!<N6%4&6x!@doMtk#xPg$F3fp^dh7nMR_mFV1U<G@0
z+ekCC4np>b$jLZnULd|ZkrA9fyhMHp&!<TMSNO&vzL+#50tu5)xX@QhE*8?VvX_{@
zJgc&YL9%l*6cVje9vMmw#o^P1ltH-HY8c6Wi&~anJYrkvB(m_wj5<pxS3^g)t|y=!
zAJf^dCGg_b8SVpO+b#l|W#XCdkqTeI^##-OpD8K({K8s7^1FG^>75Q}%}FE>{;-6#
z85052m1wjs?8Tr}V(oosH0%V_I5t8Ds(!#xjnFw?c<YJ@IBkKhM#k~3kYYwbB@J|y
zNnm~tGC_~|Z@Rby7jvPB!xX^-LV)m*gRky^DoY_T{J}*^D_&xMcOhA>{teamEulC{
z1b!{(5gJnh+l(WeP#Jlv-3%(%kIv7Ar$XT9-(dX`c@ZjWrpSxvYNqkHjN}KTfTTdG
z7?OJqtx-`{=zyejYB%_SM5V)P?Z(+>Mn&M;10t{=p?d{Mxyew`S_)1;r+MHG^q9Gx
zokdmrac_Z?82mpKaM)=H=U)pg#tBy%Pp2AWJS%7<x&|~Lc4jgW6;Oqcvxw~ydWW)o
zvKwZ>&QEl_56<{6OrA7vyNc^uBqvtDTVZA8x4)oeBj+{&kzr-$P#kB3RQ1i2zeC1v
zVvheP>n%YrDgij=!D{=U!9mDyc2LYuufZF@sng72m?Iz$FHi{ZD}NTH4N6!9nsDgX
z@Y)`5Lp!o_s+7={W=3`ijoBJPn?X?rPGj{MF?&ORqAA>^2{7)4ZwOOSNURDj3ZUT~
zBy*vH9T5^X^98ABMhJ{g4ugkti2RtvzhW{CM`hDvxOC0{2Y71EUxY^lB7TD_jcLPz
zyOR6~!N4pE4}m)Oeykhwlq<bK4vo3XVZu)q*`wAcxOmLSFdQ03G!{{+=>iiv?-TUr
zeeWnVUJy*}=S~>$HJZ5dkcxy~)CfmwhQEaZaA<`Y2HC0xW=2l|!Tr!tF+zd?S$Umg
zsEUMNL`vHcr49tVzJQ{NS@;Ro3`wul-0Q;<-~#tbU`s#P*^s2Sw-Gw}MD!#~O6!Me
zRFwsTMB`w!a+M#UyvHm`U@&10e+~pc!S2*)uw(;)-Hz*vuZAl}k+EA#?FiLg>c7(k
z<R6$vr435RA-JIjAI4dCi0rk%guLYAz(?4pYw0!}e~+%#3e{l`%)@HC<|t{`WeFM2
z&&zBqg6-eg;D^om3#d>!FZ~}h6}NXBB_|cJ)nvf-_H|85M7?$nJ9iPtQINlc)lMwq
zmOSr9&Tdz>5TYi>!McAk%ju?1AoG=DSk2r?ZrW;+YYdjgTFi{qK+n8paH3a`fO-<y
zCs1$;?hPR<yRU2!`6q)Nz8jtyH7^SGDk1<JB7b_8tF>17zBh%6+kLT~MtD8}(hrOv
zLyVZWq!=%p+Vdsye+<qdjeT(mXx_)5D$F58knB3t1Sl+H;Qx}CJutByIY;AN|3|@3
zkr^>1B^6v6Bhbt94KZf&8$M=^TMn(W2qx31#~Flhq8f+8JbkZWbb-Y+Ay^L0aanY)
zej<;A*8W&NN9X)!mJs-2j9UubJwzjqBJakb=l^CY3-vg6_fZfxMk$BCNXf6v2^qGY
zG_QLkexew!PFE{3C+G@+WdS0^>%Az3dWe?F6|i3kd?gL`A}7M`xeJhapSi#rXNm1A
zN8H$u<`e^evWwUzMUt^-DqRpai8>QZ4ml#DOc+6Ww9wkQ^Q`kz5K{oTkJ!<YaK`PE
zr6eAMKZxt=qo|KT?~CWaQF(BD6ubk=-)=q6AlOQ{H6uh?2K=D}9urgg%v^spLtB^C
z>Wubt5*j~4dl{Vn2I}TQ?KR|iBCmCcRs~<!kDDJy_AY_zUZ)c0#p`;BUSb?|0EfOT
z!CMBv@~(`S;QYCE*ipiMJ=0D8MN&&3GNnKw5r3Zq+@h0fxSXURWIuyl0-c@a_vjJ?
zM{$}_MEi{-`$gn!2ON<lzS)Q~b6;YOcf&qyW*kkl8WA2MW-Q&N*wA^O%`-kPaLyNU
zXhLQu7C1dlX=ex)==|O$Xe$HwFHmq9K68`-&=~oZ7M<YKj{omJq$U@*Rz0+h%72x&
zPO!`L%7?nZwN5eX6?HB4X<u|S(n{I%(vekkz``2&k)1VR`bO1sRaDS-e#{)*^-9T$
zQ>UK)$0_dqv`2YOYKKXlQ@mxZ+yM&<8g5IZOomLM%+2v^hvx15`p0j+&pH;eE@F4U
z!{noi@XGL7^^k2R?2RsH>%?!@vdb5zh<}Uw7Ea8r%-}q}tD}66lf2zZtszy}ZHt$S
zeQU_Hfn&t)kougZ)%e^-FM<A{vkq^T5<UnoJD}|%KE`Dwf7P!z+jXiOaM@g4lE1_K
z=+i54<_nvp2<gbW2$L@l8V)Od&ae&tr=#qWhE99@ZGP*M-U2<TMB2CacgXak-wf%4
zYp2imJH#nDGBzG4TyZ7bIbi&IL4nqju@F=_aPmy^JHtA+`-+Xqqg#W%`o`WOE^NFO
znVLkYTA{vnr{aabj}60D|9w;;J7$$&xN!8V=H{$!v9xYsVAFKpUg@TQ>AI61S+9fY
zlfD*`{=3LD=(<fuWhM4+Ha%CZWtV8{bM(%;T~5|jQ%Ak6i+U~I<`$jmQlHg*n6UAh
z<%)2z-qR9RqMe1o1M*$(rnCL29ZM%9eG3DdD;5SslNH5^Jt5O|#{@s5bywf6*k)?G
zBol&qC#J4)v2)y-*#D$AIZd<m3pBc^9LBa7&8zI!89tOLbC#9H+Zdp%UgP&CuR!Jr
z)_3diSsSr*;8}`zU^8RtSxTv5PnWD``M%PHf$c8VQSbCgt5<#Xi>12fV>L=HELT<Y
zX28X>e+y6cqR+?h(c6cVLsrboZ<RmNKT%PkxM%M7a{k8z1ELi1k7xXfeRqERG5YsB
z?a@V6-*)&{6Lv$*2ev8U+(DJ5m98fTY);HpNcVC#1$b+e7AyWQs|Dm2OYzTR{{Oh3
z6kn@oZ}8H==Gn;Bz0IVo?vQE5lyn*B?`41sKRnBqOCat$man*n`~Pr<cx!}AJ)8Vr
z79q<Ed*L*jBxbttoM(E_)<cClf|m|T=9MuA7iiYL|Gl$y4m<r;=1GL&nc{6_CruVk
zz6oEqQKMA-44$Fid1$!r^i7#nfBmCG4>*r`tg}`zq=z=8>O}N*S6JuUPs?4=G<uUt
z(>-;CH5vv2w^FiYTUZZy`^Mv^A`^OrCm)ekI2^Rg*JvTi7+u)v(0`$5{r1&oNa!QA
z@wa5Jq;1|(m+>L2kbNv9t0$#a`=$Ehmecf&Gipby9bOw_5_H_|nEbb`EjsRt*+SL_
zz3oE@)Ppt0aVupXpi<dbi~ol14Bh4tMap5VpFb;(@RW5IqxOC_Y7DAhU$SPv8dGv*
z&3(irVEj}5Uij~~0^@*H*=xVKEO3MFj8tX~J?e96;yW$%`RlDcVjiu1;UO{BFUtI4
z%#fNls8#tN#X)fwG2B1huJUm{tNNVtCc~OlPD5b_-A*oNlKv%QTic4gI<su!!~ENw
zTSwFmvt?F)^VG_8y!%LeGHI(_e^ytWbYSaT-|4s27?$Y4+U8S9K@1zyk!Z@PVyzt6
zpSw0N(q*#_7OvVD@k?Pw?Qr+|>gIqK9gqFWY<7gtIm`M*?Q)V6oxH0^dU}4RR#}72
zmcxb0A$fMz8Qj-JAx+vk>V}(?UjzpbH$3>JIOY1GHQ&8dwL9G?C+QAyxnpfhG_S6e
z7`@HZjlSx8!LIGOHC|{tzxqpS@~*|>?%w+{Ms@BTrD`^;J+j{cw^8j@WykudmT)7T
z^Sqso29GLil14U@WGbo)^-llG_`A$!$)<qic0OE~8PFs;7ndS_;V^YIY`fK6@9C58
z-M2om_^3y++V(<TzFb|a*-DUq|JoKGd%NOw>5qJ-v~nV&E`3%Us5N>Mc*rucm)8E&
zvs~z6ybR7TdR=2l{yU9t>AvWX=}B@o?vAei5T~~%u3r!qqj$Y`|6AXvjn}LboG?cM
zx7BUSQ@s8Y(;JrTL|>jsT18e(EB0=(=6two(|z7v-P>c!)m?R_u?>sSYIQY!_HUNf
ztY24g)WfXq`rlSZk&%9)f8DNJRoh>C-|Y9qLchh)JpBuXH83<-o22+Rwav#>Wwh_7
z!q<X*kH(DyUhmaO+b<alsefvs8@=tbX9O`ds^|77r`GbI$(`bp9fa^pFK3Mg)rMn~
z)o$}P1evXs-I)R2A*ZUgPml$nerAhTs$TlL)tj1sc(X6k^+_*(&5NYW{oVtKp2VvI
zwH<Gk&gz>scAd&AI_0Q!?_GXqEDh6g+VOuw8}~K7H>=~z>r|(%M=4I-ggz(hn_Ffc
z#Ev$<utYpv?w{PUzF~bScEj!CFW!Xb>T{oDtOzi$!ygMd%c^PGGNE8SD?4`BZCY;W
z<qS8w>yalrvE$2=k!Od|x5{YGKN^?js~+4Guu<8qY)S%uQ`x`qTH=;^CEeWYp=Ve5
zHTji6;p^ec*2e#NO8Q<G3*F4m@wViR9eDerKEdm2^C=>FSF~~IwjH)_d=71GIO$$c
zu6`wLeQrYj{uzR>lsTt%EJUBQrv4o(1{Y!-h3s@}t@-k?xB97St;+r_6DtT;&)`pl
z9z83%e&{TEHPo8#xO25|!0kd3|L}0%=OPo$&26Xho*owIr+yczl^l-XkyF9_E6e<z
z?2kJviv+<t5q{yP^H$Tn{G9y*YQwxW>$Q{IF06aA-zA_vX=UP91Mxts{^y&5x<PAg
z?Z#f31L?>P{bjm`^xF{^^6URJ^N-p*+|h9UjoqeQhB+HYpa)JfCk_7HjJ7t9Eq@pJ
z@MATcY*B&V6&stN_aQp&vSvedezI6`^w5tce43@F*1s0HJ1f+4Hz=9wU|5Rw$_>a$
zoi)rofGT+%pw0X#lc3`>qpqgU9z;dRsjcDE$P0Xk>?a&5Dh1|2GwPO`?KM1iC_c4*
z<Q8^p;Ku_K)F<}-0HX_-4GP0SF82E!-Xt0N4<CmuX98c(y`MHKiERCRIT-eQ{lxIP
zz5CDgmp-Yw_zvmkIn^oDUBU!SkM5{jU;Whmb)avC>K%=-Ki$fn5$@9VLR0+P!!mcw
zOWF0nNh-tzxhqCgm61iThxG>xJ-~C>N0?d3@H5JJo?LgNR}d7XC*nRUk!i1fqikU%
zST-cG4YCo6%FAGP%J_uYRx40tU5_X<`^oKyzgN3@2Y4}CPv<=6g#Erl=tCRK)0$so
z9JoEZntg9B@HM2n{LU`HKM(i)A}*i4{gu5Lc0JGOSE-3jWRIEZH?FbqGX2knOzV^4
zFIsn=sw~<y4n07wU-ZlSnB?}?bNREn*>d_FX0!e0YNB+^r%Jo&u<ZY~;Iya<)X9e`
zY3A=(aRVOyI$=gRSgdMK`o~9;PWt_)wmg~oV*2lRz8YJBcju$7v%y|z--Fr}LEFyp
zu)T*A)6$c^F7r6rZMl;-Jh<U+()V-XYU}5}zltO0-ggd<Hzb`8GW??0qwG6W$NM&D
zy+$IFw9;W(|4{p*1EcRwBd=$7e=pcP{MhY$vrgt+Kd0a`MiD2sP%ia|S9moC3{%&o
z7@BI1pGx9K$Bd-~dJn8ngWg<!6}Zf7n(E5qgx|`+0q&m5QR}>(^vVX#{8W|oeEoWv
z!b@Xl{3THoO=VlgUq1H2_?$pfpfs<zN@n*}S=TL>qd6<)xb`gljh5DJ(1T@-G(Jkj
z<}Tm2pr1OZBXei{?gu@?{b~zQre)8u#|e=c5w|sRoW>iTIjPiqYt3&7nJ$#d#68!q
zh&QO)wf^q*x_6IS+%R7UDud9ryK}M=KR;8y?VkZA#H?wv1XX^2*5s&B1@^nwK2&#`
zMQJeADC_aE5-Fo`so`Mij#w`nht-NN9(bQ~!Xd{u84g%X0<hU9^R~<HFo<TBX@2aC
zmcK9Iu=ECI<}f~i$hE$Pf1eHHma8^=+0R_JyTPA_mfuj1nb%fx_7@aC$R1%wO#l8?
z1{VJZrR`Jc3!DH<yDQRzz5MxsDx4r_B3I`1045205?WBrc!rYCR*h=C_{`7i%oZ=1
ztN!dcNlvbbS1w<v6qz0dj9!qMFg6(`G}R&lOSe-$oRA)7hN|+Kwx5`sS4xq22z^Cv
zC<MCV&7_eXCbZv6Plil~(Ck~7wm)x@18)M`19=-yy!5BN%?M+?_a{VA-Yy?*2tH%@
z-K?0oC)qBuO%x^+mLsieW~s>7dvjPnJ1AG|qNu2ArN{=gHd@%V7Z3L~Ct9h5Xu4=A
zw46?qcl^9slMw@v*9|>0VcP2j<kRcTkHxl*VL3yyFQ=NE316Sz-BPN$I~4XwJtz6y
zF-fz+@|IT9$`D`Qm;qDE72rNQXaY;?GBIAw8XIAcor${m=!-AsW#y*17p<rt?EZ4l
zSFVM>RD7icTeKS7>#ds4Gp*W)*U1u^;0L4;lT4p&dJNj>CQAJuYf)z=0uKY}4`Rzf
z!?%<LRp1}c)Wb3f%pb=D7)GMk1iVpAQy7}UL}ke02Qb!mGPM)VU@UV0?$VZ&LFPW?
zJth{Hl-$!WF&9{c@-rrukGRd*i1ohwQR$p7?;xkGBDxGb5em_IxDx1?c+mZ>YDB4O
z7nJsbo4xKwdPRXMIuw<jE%R0PAb2t`>rOFB=K_@ehrzr$&AyY1<bsNv5svix>JiTO
z^Y#;}$?uo~j4zP1_|s-k)qa9wr)6f`GIqjdg4Q#al0qDB<wkm=)Lk%ut3NY!GfC~}
z2%o=Nsg)bM^tc(dS~@<0(P!1E^8cF9%q(N=+p<)r1~g+2o7zVoZDwWC3MltYiqa#;
zXN&!r+2Gk)QxpC!fyVX~&xrY-z;#}{o(cSbI{p*brRvOA^)gPV@n<%a0M$a(E@#|D
zEZYoB$^)yIa$VfSb<PbWsp(J?S>+YuR1>#cf+YN7*`0-i=L01Crj^PexLoktH({Yw
zqgl*-B0Jh7;2n7IdcH3W&k`ub^l+cRRm~_pjDmUFDqmio+A8Bs1uW{O!}9i>+!-`S
z;?EhDf>$vFTiH!ZzU*d6@50U(i;t}_ysnh232m{7>r~{Gx;QN%XUT-Xl)SdUsLej8
z^2GwS7;Uk1V+(7;fO<l{sij<~mrQ0W>ez%_JV%vaLmJw29;2`U)tv*<R+Y96o@+&^
z7l8wv`dZBtj~epjSmnhcP`p-P4}H`jyn)O{`0=Xy76zY-*#k>Qp5JA8taUGb58i^d
z<P53wHTkPu))r?XE;Rc1pe<A&6Nvf3T#-QoM(aA{^Ab(3&gRSc0+*=IhwEN|jh}Uo
zCCmHbTcwvJ3+JKjvgis`pYh+16K%m9lcLVk#(ueAna^(@Up(oyN*QRO!P&i9V}#A8
zQ!@}ZY=IX>FB800NY*sXbUlerQ_Z+9*?HEN=Coo3j+r__GX)z`Mk(dxm8q&b(nxVd
zs_(#|r&l3pF}#WOR<1HF@eK&Qg|CkMX5|$Q{yAmFqL`nDc8k7fnf%2S`O*^le&ixu
zi#u<zZZvNGsJQM2Qqq`G?#Dd*k+J4HYKkdOCuJa?s$|-JplhG9o*`y29*uiwYv;36
zB{*RhMHI&{c+9O^lO{AtSluF(T>tjk&{p}3(M?t|w$y`o#q4b}MYLJg)<?ziUo)zk
z(qI-zFnXVC>eZ{cdFKR2(uR`#%%bEvAG^xuh)tq;Wt^YCLPos<FzmAy4GTY$eaYRD
zX+B1|>ka!Tq}DMFI5gHia_h%%pqK(x!O9_{;Uh_YuU@&20#}9lwL?CcV9I7)8-`5Z
zPW4ZgGt!&FQ6RGZg2sf061kbxZ|%<{sk-0g1VBa((tm`_V0-+G*^kU#!{;qf+*L!)
zf$};8TC^s<aS|jpHyIK<vf}e^o|z<X^5@vCY`eJ|XOp4ozKK0`HCq)Q%)UJh>>0=K
zb6Yy?b05Xpn?(txpBI=EeMfe%I!-~=#dm!<g&5`Qbtn~$ksfX!h{caw*EjXS=nh_=
z(ybjTxRM;PB}-L&qJ2a+O(J*t5fpruOm_T+2|-~`L-d{EJ`?^ERCgBGb3WhAmoup?
zs9M-F%6aWpZ&GyD;7A2>Z_<=~?#dm*^dD>I-JC^%X-+LHS{As+3sak9fw={xenPC|
zr=H_@Op}-v+KNS>!R%daFgbHf2z6pZuE0!sOjSQB^@knwspd2=_o<uGy$y6%vZWjw
zRIS=q7xuJ;+lk80DKu02Yi8_&bDiRE35M={G_|}BZHP0a#gETmY_7Mc)|=>+?}w9m
z6cd_{9LolOYA_{{0g%K-FgF53R{$*(ykyCYGD^+{OAGf}4)u^KO!HAK6im2O-?Vr+
zM$V*6&l}YnVT_-n_|b>{z|SPscU7AL6*Hqo{D0d!7*roD(;uk%T+zWtW|GEDhuUzw
zFy(w=)%$dM3>!k8{si|;fS+bj+VyY-9I*($`$d<a@KLa`Qz*x4f=g||#>GMRlY(My
z#6gK`B03O!HTb><lySj^mjyCi)*OI2&x(<?L#pm<Q?+Ks-TFj`v0Y6Zd?YSITO0&2
z>$@rN+|qSjliQ4ES(&3W>Eb7GddNnWR%!eOx4dHYkTOr5<Vh8uG*#8elHQc}FCh9T
z_~kbgVl1K!z!H}gBti8oyf%?bP7TG8I}lJ+KHrYJV~Jfj1~OTNkb2>+z0^6B^8}pd
z@k1!zT?6w;5;l$x{>2ugkqFU$Sq`G3JYQbHc^4L|p2+UTq9e@%gsSc;O3v7s46_Uh
zcK7!{z#7~2d~oQ|<3-j_S5Nlg7Syp9Cr<b`Y%$E)UvKpB(W`Z!Da&-|DHF2(2q)^A
z0oUl9DO?emM)if~TX8cy9B?c!CdW!vUVa{=j=&{(B!xk2-y}tYq4rn=c!Y9naJAXy
zGy^pCBeX6!S46HDlQ7p`4aMJzYXd7l`Rn)v&}s4xhd+4SE0k7xnBXcQ1_Qf-36IT(
zuD~XTX4pB;plji;(y<+5+|{{07<*Y02S_9yY#w2M`b(p&c6YY3-sQ??V8#eLX|>>y
z8CZYcB2BG2Xbe&EAkR_me}ZwqN!<JxifVt-WC+TD)mFtW;qMZoz6bN1gK5M548cwk
zXKo70xxtaGfd@<oG1DSWn`0r-`08(*>oQCBi=l{C=!f(d)H~8BB40XAqb79VfZxca
zDZJ}CWnBlHY*R2b$lH7O%d;n(9IhV4%pcjgu~bNssQlQeUf9~gN?NVvgR}gQEd?a3
zsParKEu#llI!W2p1vW{Tb7b$cG~1nlQ{cTZupJ(#1OF;2M~U#yg#3ro$kyNYf5JE3
zn8B{}{H!@xAvj+f;pU#F$7GOb5=s@(vIZCD+YH$Zz+Pie>{BUs&&T>{N>V>`?2-pA
zpkvhuzsmO0?`)Hrn=C{oynpbkf8g6_m?t4$>$jT2k0N$c<gmxU6DYh8l3y+e4L^)g
zI1M4(Ja~gUA;YVWh|jNu_jJ>!Nz<T9JZ^UZiyNS-p!}*yLiP_J6%`PNL=e}F1{4$d
zCn1+lYUq#{NPCftp0BXKL(K1ksgKN<bCipU%E$eR!0l*s?IyTt17Q)r@iaopu)TQt
z1oyz}o)HE^$f?Md(C!kw7F$M8F;E`~FM_L2;+%g$pB7-=463#X$`*3H7{^Z14&f4h
zxZ=p(GRA`-{x=figUh#fiYaF;QDlVtI&4~7zBzA>&-7vt^a<Xf%zn7M1T0?IFX6u(
zfFAtD0VEX=@jo<2*;>Zr5^CVm7F=x_hh}d^qS4hx+fiV~)x965o1>v}%M+-{oH9B;
z1b5(8C{@>v%;GxEaZ^sgwOG9lxa*l6zYnz!1P}IbXJyuWfX>osUPt7S5P$qEiL<nx
zu9jU$08SPw%fI_Xn&bW+hwimvITNg?^I;TsIHH+rtt{IK`h^lK`-k9|S(MilC=Q$2
zMj(`$1A`)v_6$ecBD>=gQDB1R_duoPi~Q*J=aXVrGs{1!R(&M01cEg5m3`F?3&1r8
z&GX4)lid_qSUv*|55dI&4{`ddrtqgfjes}g?4Lq{91?qQ`#AGi(|(*nxVbC+y}A8D
zDE<Lm(1~n2i)FWn?{LX&pb$%)B42~c;ky$ofH9hrR3HK@7x5z}rT_`-H4b{rPEcM=
zl8?%yH=%w+6_>M61Ht{PvS8}Nj2oYhQBW!$fNP2Q*wY;KdyOc)j2&4!Km9k7T0%JA
zcHU-nv*L-W&6Ykb5?@hD;UDA|=zRyoCVzh7br|ek8|4zX&)NT#>y<loj^FSr?C!q$
zem`RC%zs%UJlg{WKYF(4%1ojvQLCe7n`hQ5T_VWs(y@7U`e1E_#<1PLzjCrt{HBN4
zU%Wb_;p6YBE@c+jIBX=N&J?@`3fUNsgRi@F&QYO!q3W3(rAqq$m5?J=F47wDjG|Rd
zw^u^FE$fpU19Zc&&fS!%Juz3J^b5}H-W%mwb#bsVDqQW$P9IvhyN~iZ#Xrg`4-JhT
z;+Us}40$D7>q4h!w;ieh_TPuktGa`Vk#3Py;GIKCP3a)_-G0RWwie#rN9~toIzJXn
zU!THkco=MXk2tw8;})$U_vSgy`XoQsb>{oWk|~=jhaT=Ig(f1Wt7N~dW~*4~Zv~T4
ze<LrSv~`x_|7Std;Xf+QC^+PE%6@C^%9kD|xq6qXH-&xebIIBi-)=X#!z<#n&f(&d
zPe%8j;I6oxOWT%ka#OH-&el*bi!=wKfr5k|-u3X!iH7wbN$L&XoTm(?JZ>DR?z<fx
z_s(OBzWVw*)O6ot%&qTa4``iLqAKygCkMw}RlK&9D2>UjmGhP92>Ui)1)L>oBp%9=
zTTb<hL4otysiDuT(C&Ma-<~k`Lo4C5wW}eAzdiVBRtqh0{Q%?ny;l#{()X7CI$ZMd
zfsZ$PA3?Pd-f3c>roVnOq`Hq%5U#ELD(3xu@t=dxFV&NWd)5nMO8yO35q(SyhI{ap
zPSu;wug&}g?N4TD{59MkhpJR41BwL)(0lbxQrGb(DDjj?PwqXoot*_#9Z9#g4-(uR
zf(LhZCkgHZcXxMpw_w2`f#B{E+}+*X-Tfz%Z!(ja`M-PTHmg}@K|O2Nes@)M_o>}g
z0ZCA_KnYxJ3T%A~!c${Qa*R`_mYSz!^}8jeqPctE1L;$g8abah)&_Y~I9!FLp7MLw
z!`;hxU@S*jj_SvS%I(~BBjdR8xyOz?Dmj|Y79BEZht@;s&*|i#opKUrO;hq)djSjj
zX0@*m&f6sC_b+h=vT*PS89d47C|uk{62f1WZK?gbB|a0J2c(?^u{;&SvS{GmYExuZ
z+VHZes{X#d?L2HA{1<3VWq(9k3@smE%1q`Mr0ENBvlO%G8Dr)|iIh;(Wo$_-O4ie7
z*7T?4Vb#`C*#b%|#Yy{|xWHyZ9(CR}dts;K6g2^4zNmvvrp$@@(>NS-RQN~h^qVc@
zd#(0x_}7-a9-odp>fTMS)h^}wfD`~t(j-f#yyYI|>Di~tPf`rY4B&l)=b+qnJZbm>
zrFkmFX43W{LNl4h6xv))4Oe#wUgkQnfelBwe5W~G`GdG8x#1g4@K|+Elw<j?=vLml
zeB3-lIr!(x0Y*8Q3-jrGl_^LH`l7r3gsGR_;ty2|>{#+eSH1}ez47KG<*xWX1NDQ}
zoufPB;_K+Gk%~aj;500giF8sF>b!u(CbtNel~L>2=LqcTQX7*<Pd)RptIp^-w83?u
z!YjGL=@gj-rb36lhxUNf0I7bHl=a!A9DA}Hdr5IgW`8rc=4?NsTrrvJ&xUH@Bf0EF
znAeUjn&$FRN77QKxp4aTl?&FW>%)n`%9%^=<9pq&$~@x+({T&rmh#BU>Mb4bTF<>8
ze1($n+(MRRpQ@^IHhqiYCWkdseL*%G6=KklYS5n99G)vb9-4@Cg?>w~kvpxBud<~*
zv9X+ts#(T9P{dFeyD&Y6r8}~rWQc4MfO`4ryq*y5X1gzZs)DJzIUi1S{jH~U#>Ub3
zdKSne?Ir@EPhnoBg}K|EkbYxma2H6L{TXy{VmnaWLdYUx&~@ngG2svwOnvDaNdg`g
z8qt!ngxVv!$>|+MQO!2!lDCU2*rC|@*vyp~O2c#Dr3?kIX2>3k5$@#sZ^_1&l$%_e
z`L`3()i1gahK`z<r}4tjHJ^91YP2Sg6}E8g%Ene4ttj0YzwYj54sH2qwue@lOJ%xi
zK0Y$*KT>n7u1@#2${>5*U+2g`Kp~TkU8xpJh0bO-oef#kG}+U#WW}rUd|vFwU*tV2
zQ@T#@=cp-Pl(`@?+#FndEg#7h@);|q>mAV@RopI?1h=HBtMq;67T>WixWQqGChn{=
zel%xAhbWy=DI3d`X}h!Uhs$pzt#x9oTiH;-yHfRzw}BJ(prL)Fo}cc+;WTOGcF9uq
z6R1oR)$DHcHmw?&d)kju470oIM$04G(3&L+o~ZS$Bl`<{(RiIW>^OofQqJ9MHzlqE
zXW`TQw`mOmH(bJaDUXe3#h!PpFIXE(8GE$PB$SoK`qdmHKYv*H_+-G%`BBiyIxQzo
z_$Ke<E>H@6(Pnuw1T)kAxR^-2@Y@Jh!hz#56NBx`cij&+{zHkgZ2?7`<KyXIkTI6C
z%uBf^s<l>yr;BQbgY5iw`v%&HLKfQniEq%a?d!kJTRgv`I)Au!lWPv`W*(Np^ItnC
zANIW*z9!3;YC=~DmqHukmUQeOVV#gN89Y2;a#~JwE~<JMSPPs~Y`(T=Y+85C?u`_3
ziM`-T|E3nX|K%ni<IS!|Fgbi*G|yyWy>g?IO=s1~(8Mq<{Ik}086I<YbV==daev3y
zXRBrfWy!&Oa(k=UU4>QpG)fe-6b@PJZ#;A?rH&E@n#r2zw>F5*z2~O)qh-UDjsYCd
zB|C>7Xh_l1)ryov=BJS#`bHoc*Y@`DZW$0cFasbX$Ka;U2bh==P2|g8^Plqzb}=jY
zsu^1MDe=Fj&>uj2goOM+PUtnfUA+DdOv3JDqmQ*~)u7Ta(Z~~t4m4DKwFrcOkH-$~
zoWe6nm=XEho{j``?veK7>wAdCkOTylXJaVRp+LPzS^-qtNUOdhXzW(n8-WkO8*Ee7
z@lta-SU$skv&#E{Wl)B~d`3YTxIkOvL>eSqc)~b*IPhoXDqqgA8m%LoYK3}=W+WTy
zY8x}KkM4j5o96c-UfEgQ5sNF{%n>RMVV6kCvLSmTM{2QWIXCJ{$XDLa0H<y1LxZFf
zbc@8A@b3FM!pAZ|AZ;nxGV0}tE82A1!X?rTHk#nSm3YE^FH5yrJ)$)Sr6a>yc?Gv{
z|0uxwHoc9MS{4|1_R|AydqZ$1munSo2J}F&x5E?Ap=-u`ewc6F+acA$Y(Ne+oN6%>
zys+2UU9Bl>K@y$JbQvEhRSYm<I&7)N_^YpMe0=h?QYng%7*jHQ4qy>-7&X}GZ^;oM
z%||L|JX6f(hit97fqSsQq0Oz#<4CQ_%R=OBiNelofIriE>A&<4Vw(+Grikm;ilGty
zX27$o+T9GbQ?|43C(?XT<JtI#9mIor6q=w&=EE{IhAVCr*t*I2P|@SS6+OVNRS@GJ
zPol|bxi?-Gn}SQKM}K*JP7+_7pxzT91K4nCR6u7c8P>hg9y8~gAsfUFNIYBdXIr&2
z_<V6ZbYh*UX_FB)kVn=s-7O!E6v{|p?m)SH;1*viAYCNTfPnPY^XClo^_4NI(1bG3
zlwM1a2K7p+WW+d<4*h7V2Est#*VSJ!Z-G*ks@R_p{B<GGuB0`3vdt%BWt+Tq$)i$m
z5#~#9Pr!Q>%zbnagm3N@GpPdW#;7tQKVZaD>5wRt1^PI>lLp6w+6O3mdi0rY9e)@y
zKJ=PJ!Dz;fSRXOkh9VFq?{E+fpnWUcZOM5is3AJ{?!jH4&mA$*Gf)t1)X0v{A%Fp1
zG(w}RE?!{7kt`E;;-IaoqeXT8EP_r3eandanXJ3JjvRPOWbMIx8eH0?m7G`^eCN<v
zixvhf@`V2oj%NoDSv1pD#vQ4{MPHU~B`ni-zike{!_av}Jqvr-xh3Y2)H<4}W=X>C
zMQ$((!e)!kUF!DLmz7`%%m0gKie*@=gOF9GcE#(+N06>^tp`&jd#^TfrpR6>y^_{m
zIR3MU($g$bM~9D7p@<`sm4e=E&fPLc$q_QQOEP2^l$AY)M@-35vJPD=+61@m2gXFs
zX!VI-1?7XBg;cUTrBRdy0-DtObcu&Y!J17ctqq28x1wLQFo^4)Tzf{HK7f^`awIG3
z^<2M6(M)={^MP(*H&V)$e&xUmF}{IrDVVcz2ei=oiU;`iOJ7Kf?L*qaVb}XwdZ6%Q
z@*P9<%(7;D@-<SU!bs>i96$<n)>RmQ!G;5mRwJ#=wo2@iX&K8(FF3*Wo<YPgTb;~n
z$rL>`dc$HdBcRMC{sqm-0}T>?a>52!Th>bi=WoJ%X=>g|3iN~B`~eBhPH6%xs#o5&
z2TRTm1{}O+1+Rse+SB+`G(@Ph2yr@iys`b(hw<9Z17={n2^b|s-hUdFU4~Zko+BhG
zGS3H}+6gG&aCLtl+Zt>7Rb@JWY=4<ggghae_TmE3E#RFWOUxCMz?RjUwJac^8bTGv
zEFMdJxWxzvd`DTync@fv5My3;kaWcAD1B8>12xbij{vhp9^XD1X}9}*ktF|b#SwUn
zGcmoQZA_O4>I{5^263NNDrrdt`j_ldup3V1fcEG#xvhu958Ww=<icfUJYd9>80@`*
zPx9$e56@={QCOy2-~d)TxP9+*J(^|DqzZ@eJMz1s;*GL_6x6;U@CEsNGT2y@N$bde
z_1Q}x6;4n)C&AWT7+Ik!J^ic*Y8TtU+(XJenv6L!du7WMp-PSDs*e2W0sU=Q--(~-
zW^8`TA$ZD($A)JKDSdhKOUEjt)LZ{79OD;v&>cOAPM@UVrj-YuxlE3YomJa295L!w
zXb(bmxSR2y`<~5Ew{~tMQ|}{JII$<>6$PXI@_WOL8tW2@I{1vNf^|;Cs^pzl#}myU
ziwj5kqSA58wvhE2)YroxjBj`_0I*nP%;JF|!XXkXVvYl!jIy^?rM(d`>w;c0+MDYs
zF_pOpg!?v95#T#J07=QwKy`|CAsC+DHfC@c!jzu`ripE?(lJRc0H^~h-*6)%teoI*
z9-9ssB%ZU#lLzZ7<Kf~*jHfVKV=VUI4#VAeV7&Ldd+Wyc#4)Om)|DNA&3y2tmdT+C
z)LMiP2O3{Z)!X6&>{|4)Lw?soozi}UwpgqNKnYry0>7&Ct^9@8w$${{<l1pZdcI7b
zPY1+?5?0q4%DTojhfkd{jKOtl<!}i~M}C1yPcwN<!BvF_DZy8I>PF$PY9wtR-Y{0(
zs(boyM-nzIn=wnzYJcD_l$uR1Zoby7r&n;{J4n9r6!ea!zs;;`b;}e!rFdEHm73W+
zC50ScIo$T(WwA70+?X&(UY_`*;DqIghIhE<mr2jQve}Z+mV@a%h?!H20&KQq{P+YG
zyK7`CRAL?EZVy<5N-Emf4>6i}3g}>{QLUlzpZF?-N;Ajwn@F)0AmV7oC6<l}Ln?ja
zq24{k4cEanF10>cw7KTvWRIZfuT{|l(m}vpt-$B&C7@Zfx}L{f-ib5dCzBb)=@1zp
zZ|^{8N}r~SgyFuKKu_<vI~~_EqK(YSKaS|=NYDfAL85lbJw}vhO6iVTB6>=tWxiqU
zN|LIJ3ZE$J^#G^Sz?BYz4b&wRmbbsiVJUAik#Zgl!zM@u&fut!LMT47D8sKajJ;BL
zu<^%xDwt7YYP;6iL|~aKoOw)jJ5MAxwQ?L!^Lsr;iclYA22yli)>f}ov#!#}LB}x{
zOS0l78~hYj#zPRUE5OT<P(msr$so3^g{f>dhoZIH#-0p`Q%(Ud(*V;SJKH~1^KphT
zCDwfUL{og5Mi#4o$_3UptpU}_U6#gaWSjOzTdewBJN1qMpZH)lRhHSzTB51~x=HEH
z{80e!V7+3m-}0auO(U`<xX|k(ljQ^OiRl`De!M0hp}U7~OAeWSrX(l#>VrB=E5Y!N
z-E6s!Dej62_Yu04=^}!skeN)e*mp%HW<Ce`ZPefymGiR8=8})zwh9`s4p6!S&2i$W
zv*1-wHyuTDT@BU!{aT3?oRPO6EMu#3gtF++eA>$Zpaq;abD)M5VOGKtYtkV-;^{jI
zveO$`;^ng{{`VOt-L3RAh72vThYwAd5xDW&AlxQzH$THV84iG$B^tN4#CTRtKIU`3
z(ydHp&X2IwgbCQv^z6+Su7W?0KU4|17r-5U2yJd0Uj7WT^nhsA^J)-P4Np+#poSer
z#W3suRCzDD(ZiIfEbOr-G-hFE%Dpl}u@Jt=O>-*G1>8&qkR$Ql7A&FKyPnb6(OgKH
zWXlie$aU8rrDvKd6V&u^)g!BzgWt71#`>XpuyU~|H;#eQ?Q?^@c+N4#-~-<|Yi6bB
zhl~A8dZeL2l~cCvIP!DKcU7WpsLA7>x`R87u+&*5?;G#F;7uk=FbE<)o_gPa(P1)p
zoPMhEXFm-rpHy#WxaZtrxB$r1+2MR>EXHA&pUIT9Ya0zfwcoxnGz{cjnDdkBe6xYx
zbh};i*>AqfV>-kPUkGPNA`IWN^HK*{i*zDN+v1yqu-LVaE%5AXCvi(7L&O@Jh~*Le
z@`hV%*F7+<=ml}iXxuZyu5|52=0RS-dkF^0O%FO;VxclL_?~B=dg)@<v&V>V`fmDn
zx|Wi3k48nYAU4UxOhYytf~AlV(unCwW&&cejm3vFY>$y~&_hO@3DtvA*EVwR6!qV;
zXL9F@zC641i#N{U&ajBi_-(I;4?A_I7~l9Bp1iz$zsjVLlOL^sIyuDECm7+ewf+1G
z8sy@^OabT;%-v08Y9FU?E3#w;%I;{F?Ol$wah`AE0)M0d8Scyp+z};61uVHU&VZfg
zL#^*@<ugo-KL8ixo3z4}7W9n2Bff}%RnoDy!D1`!UGwZLKjf9x1(fr=C!IY4^qr0z
zxC?aQtQU>F^g05<2P^6KHE?Y6fWSS#C(RZel46j|xmVfppTP%v89W)e=SiFPR_ftG
zK7phbvP>K}jyR85f>Rp;@oe{{*k=qNk1$z)_uSLga~}p0cc*u!NOeKNLv?8BzGWDh
zV<6KL5m`~g*%^Aap+4r@lsV$#W-!H}(*twbz7to(xv6s>#<5#@+|H=raj)P=8t0!X
zEUkHYoL<n6;TsX6P6NC77%~Yr5D!#xsKxSRC=Y)I?vCrw;*GN*=I+J90WU!G*x;7N
zBAww0US{vTX$PK<9;g9+y(}0Jic>gJ2^Zk}e0O4N<48A@ec=q#qzRq|<9~By*1b|Z
z+3LvwLfi~jTGduE?M<cWwYt~R{ffMa2kUUUb;zFX0(Zw5d}rQq!~rKu>lWclEVxYM
z?KNC1>Uk9xK95qS#n9T6_cjj91+u9E$#iSOAfR0d94raAbIeh?jj=Ji(6?c{g$X}8
zajG@37!;!jWL36h4~J{)z!NLMsBI<5hm-9vQ3+Y!gOOuinq$S}*%z7qWmpO~1CYX>
zAP<wx1bUM8fN*tzFnR3*Co#JRdV`q1yui}{x1)M*TMVZI0d6)1bHO)MJo_SOkP+Gm
z`rYZogtzcovwJb8)`Pv)4d2M_JpB}q3L0IUqZj19mgK|h)N(i*N4^3$foexSI7}zS
zaew$z96n(7BgF-NmXYU8PHA1P(sqzZerV}e8Y6TKAZDu>1rKns=bQ<X&3Pqo21?$L
z?l=fm>GH`{*iJcc@;zSqtO)GzFxY!}l|Z-6zQt3Qz4p??<Wz+&n}FGEySTDF!1e@b
z7Y@P|Z<$d5T<O7H%k87{Hx7iWC*$KvF`P<kXBdR-+X?=`YCet%oLr=fWU@k#WIg;i
zR#s+dF%VD`!1sf}V^!t15C8cE`u%UTy0pKSfcUKhK`|L384v)l01N;?|5n09+s1~*
z#MaUxTz1}~jSj|ro05X}4Xneeb~D50J|c@?ETmXyS^mdscH`tYg388@h)8$0wVUdE
ziW4C&WH$v(x4itt`@12F+XYf|BCtZibXx)n<Z8|yFShsNlSOjTA61KieREQ_bHlN4
z!u0S9jpbkCfay#0(qLc9#xvkP_AVN7p0HDO*iB69`Nj2BMt&h;#<0JUi_KxQnRwZf
z2e_GoS#<x-hl6BjaArXisfjBCVK5xt9Up%GY=<-)lkg2{Hii+Z4@p9XHcFXCTS*c6
z^P1H2&Ls1P#wT&qjsd$%{x+l$JA%QUZo-|&GGn`;^u<?wI&WDoXBPTtIsFOP?1PLc
zs9t8dP*V$D?@MB^-Nfq#fU7!0S|4;zo<Fe9Fl>z6$P3a$dNyM<0sSuM-z5k8kK}Ye
zMgMylh@WNtDD@*W<y^hFTG#-<(aQ<>r&4qhN`~^tv&(6{pd`Q|JH(7p5JBY>8Dv1-
zenHUnS5=gRG*Dz&08vDNAmz>v<kg+1Uu#V*DUE!<K!UJP5m8aCy+DC7g>#bt<lknW
zbFSM{7_SHF9Md%2)0R8EyZHe40Du=bm^8qOrBS9A07y*3baaQ^e0FEs2R}IN28o(Y
zx+OAoB@Icgc@8tKC_0H6Y=y0!s=kV#ff(d8y6j!#<T^nJYNsW;?VW1v9Ubb@zRH)#
zGX%0y1h-nifnVk8*Go&S3diY8`}V;SPDA&Y>{U=B>lAT<FRTW>hk~|Wcm*SQ{o$1U
zDb805FftICD7ZTx<f>x_Br7_~>G`Q%?=`)Km6^mO<`o+?;3cDg#Kc5*ziiOqo;w&H
zkI!s9HocNUq~IlrC6Kj7=T5R!?daR0=whPqUr}$-%d8V$cJjMtoE_f_n(far1-CY^
zV(aho*}%P{3|ix+0y#jdgQ?XxeXX9qpz<_7VhQaCQNtS!8@^bITH~=B?YaH170;&v
znvK(-@9jIF?JDI8F2?Yt8o7`ZyFAZo$=BjMH!OESu)l7wu14;gx!wBCU1xz^Kj#!(
zwTXk3!{O@S)>TQKgSkHi%@FwF$rdQ3DksvzHw-C~!1@89aWzsyt7$#`xx=am&z3p%
z`%2fiWYEiZ{U4b?`919!(@&YW+~?Cz(@vqU4pj0g%v-o|{A9IN3y^E?vtC7{38U-@
zQ=g>HoUv^RtMzR~cf#?S3+f{Bv<VVMkr5#(ds7LXeQXFq+_i6z@@yO|wdG(XzKuZd
z=R$NdkgRsF7r96E*hTQtux>mA0tGi?5Sv44AhXHi?Z)BrMUuopFVi3kSRDD98>N77
zdoJlTy$ADHsP0Dv-V+9hNgaju<TDHPz1k86<Deg;9HS*M-R{*y_tSTZdjlOc)8V(k
z2=0W*&9Z}Hhij7J7O4Trfh89D37W!C1-X3H7~dNM?qz>3GC>+xnkx%e14eYicVDU3
z?}okx5T=u(=r#5tzpLAZw=EyKzHpVQ60FGx+|-Pjy~C!tWLf}U1R59|90=Z8{=E85
z-?{oT%qO^#!a8@4R%jQ&^F@BYpl_eUWCR3elBY<I8vAH@sXalySnP;1)o0LX(OYz<
zyK0)Ln%sgDfNaC8oEkuz4<E0XAA~@uV3r1LRg4C5xsD-6GRfiVK?`Ui4$Zc)d*q*W
zPSb$e^DAcdOKWVUAzeQh^(VxD2WW>L)~*}e*Jya$be5KmtVS{?9L{WH`8-|Y`UX%N
z>ed5KCfqfeG395lqlVMPYc36gN~6~C(L^5laxg!ryi)z7z)1!dJ{@c`+Cze~(cs{9
z*OM<pP^=@Ctk+n#xG{`3SJ`^@+FpJbUp9@RLWFkU5Ker&x7JQwZBh%8w~RA0!?{*r
z;Dd_J@)`<ItA2jOg%P~Bz0{=;w-|<Dn6ai|;r<hsBZfyte3=*>Tzo)T!Gw;zkV1x3
z_U9*Jr=cE>Yj)ja;a-I-Q_hZ%44_lr(WJWf`isk%C+$(Nr5Q$PAJJ$xb=Iok=vCXc
z^gcO62Hq@8y{z$1dMPN-R9m;iQj2E#snm3yjlfyIQIE@oaR?%8;yPMxBB9o|SU0(4
zNMqM1cUd$Vyf;C2y7E1rDK`Pb#p79^xD#I^d4sw19FakCi#8B3iPKs(6Xa{;9NjgN
zQ*MVIFAD)Ck2PrJ@lVzl)R&#by8$k7pTErJu&jKo4G)J6l7JIy?_iygt%B4EG&Xd1
z)M`y|2d@(PilzFD1J|(8AbSb{2lp|zQ?{vXqh3jTK34AQRAa36TGZC+o;W8gHbzjq
zJ-B|1hx`Q;RJ{a5R)PX)!yxtQbhQY_7|OROp8#Y^&;r@*UHqD;t>V?>(U8*C9PwBp
zI-qS~dU{TUzAh+vL0x2b?~j(deO&JNB57D|!S@tn#)nyFt8@=W4z~GERIkSa_R_)(
zVp+nbJ~4kw>tiAgeh2*_eMtakd?(q(m+iF5OpYlqU*`72Nj?P4AnjIQ$Q(~}N(j?4
zm2TQoDmo8L0P0NM*g`)9Cfz5XdUVgOQa;ViK@*RiQ*Yjot>fmcb%`Q#0K-N*Ci^06
zUZTZWw_MkX!3P8iOSbnk2Sa*2F$Jp(k>$l<xw0R?L@kcss6K4!8O_qy-wEgtmA=7#
zc8okXj#P|=>JzoZG3_atbiKWxwirY)?Ep?pMpUPoYpx-~V~<?mGts0(p#CC6Se=pl
zgme#oyfbfWGpa&3D{j09rc_KX^_GlQEjneJP4@BNQ8$NETs7n&gAM@-$>)TYtJ$Oe
zK+W33#QbX?h`M(d-BV9uZ4;AW!}Cy#Lpz<f-RK^z^a@Itfm|P%LF{CN=Qt?Phoy{r
zmp&*Wv|vh#zIqi^+byo=J%6E+!PBy~w^P^`m5P1U-`;wan~R>I5Nng(qRW<1f;iJ5
z^G9_KZ5y=$9UBy9S08f^cxF4z*yk`ihLY*Ry5HxW%SnTB*Xro1;UzVzRI6?|w2m2F
zE%|u2x1xbUuQ7Ei?{J6I<jqsBvw_!N4<@n7g-fzxmgU|k=u13#kEfGglf$7e%_X}G
zVKHH;`@GK}tB0`Hm`jvp(<KiMKCYUJcmot4Kad$Q&8G87L#V}gRo=0rV1hj8QdZ$&
zwZQObLzG4YY>wR8<~+)3`0)6R@j-U_@l0yVCj_w*xk3mcIZZp~Jz$Oo_QxZxbdt0w
z$#)1k1KG@heG%ymP17~eZ6+*p8AMEg@YAbVzMzdmi_pcr1(U022rp;32iM-ayp>An
z*qx5-0M}W`#YhD4hccpoGGf+(+W?|3i44~*k5gD(B;4g55#>6oFE6x^duDz-iE+qy
z#Uf}mYP7sZtU=a_hb|6d#U2uXKR(?}(oqz&bq<$4%PC6Fd3onNuc~LDGo(HpcMb#j
z1{>F$e3f>M(+l1L9N&tWZBH68bFMbcEehdn)9%A0Hv(p+)6f@L{QH^#%h*vGQM*HB
zrnz}urz$$eg~>5Tp|+w8%SuK+lr{4fT)(2TQvx`6f$1Z)*JgG*w%jY`EQZvud`ofx
zQ=AnDU`U6hWyu1=5*y=#xtOdL>Ml1kU87y}gygw;ffTRaE+bbX4TB&j8^$K!RXy+E
zrG!|dRNjh*eSNw6OWE?OrR6Sl>@1gen937GKf-IO2d;TiGbP4-d|HII4|Yi2WW{Pe
zVx_$IB1h|p@xpppdkeRlN*5h>0cxd(4;M6rFxAG@Yl{$5SODgkZd?5J^x?`dwSsEO
zO|dqE|0&HS%gW{GXuIEzB~dP+Ly(Ub!6zBhuoKQE`Mm40TsJdwRti-Eu~@kWdjo-z
zW#8oEmqH}xhzWe8Eb~FBDOH|pCvo**zC&r$@?qB4`{B01jS4xg;CFm-sBjRifilri
zjWqE?)<cZy;keriybTubv7;u%it$|J?H=A8*ojW5atF<2@~i^M)qi}2DDMEoos?j{
zD)9}_lWENj1@0Fe{$9G8o!2T$hNn*R;@gf!_`qCG!-xwQd6R~+ro#ujo6%`)sR<}`
zBySHPlDwkP{&5&a3l)GuVuz=fp>;;j)tTTX+r`WN6rqHl*l{nO5p}<kDA`0N`=9Ef
z0`*_EsRsBQ6~i2tY@Bm@pSoxt-;ldE&Xd|mDC~aKunAM8KX2!2KB|DZ&o$?mhFPYA
z+D72q)jZnl^Xm@-(Df*~K}6+4V+BmQph=w-vO-WtrRm?@!f9yVePqG#t876QZ?k=#
zmNy)v<5I-m%$GRuS~S!hz&nZNgmaVWHh9<G0^#H7LoAZab_yj~KfLkAB!FkH7*Q!s
z4*!`0YFQ36E6@s0_LDy!$$RthY0DM)s;}m)Hd(&Wxy~RPG4NQ}uvE**?4LB~fiPbd
zfo<F-153WRWV&ICnVu7T;-<R>f3PAVYhT7-Oj7Ou-3xHW3}XjQ8U~GJ#Eu=JrCrUT
z+%O>n+&z(Qn{reyAGz<Qf}Mg^Qty0tK$sHi>YV|aiD3$!)!i!`*6R{!96^mZ#>Ipu
zzu@h+i|3WwRsMWNqu*ttySTlPq3q)cj%tUjx`+z{F;)M>mG==I5s3SW9o7`SXEfPk
zL6|s8uK}Vhw$~dII{;sC$-cxuECb)b2u8==1}k9xVr5CC7?i#j+M=E$`8>`7XHh^x
zlvz7>Z$zh~ylZsz(1id$w}68c6y$EFV!$tr^b_u=;zxYJN7$4WT0Ixc@yL(UTrjNm
z4>=g(u`|Noh(IidN03ghLcq;LP!$XIxn|6<z2{})^Z>+&VSVYBTCN8WW^ay@&f@pj
znNYrPw}_MByuq+FEz3eO4#dzk+!KQpSa}bfs=!SF(k}^vv|h$fzZRnyhkY?<2y=IF
z&4#j0VubJT@fuy|DvCAf;W&%r7?KEMU!H&c3vG(ZQN{(B<|upG;5`s{40I*UV=L+a
zK~>2Yw-3P_aO-2k0Ue(hLT{9&OLL)nVdGhEnm%(}4~#;?n_+m9QrIH^BHI=nToe+&
zye}Hx?4X>$v~d0cE}r4SM<PG(P8>PO==-X~2G1^t_~2@<EXx|PD3Q3dIxt;!-kv0x
zCZ4{X>(#sVUQBWlrGiVXG_}i;CLZ;SC?h-sXgrzWZ2KHNKaao)s4>*dP7Tf1Q}Bek
zcsn`{Ur@vZN-JLygIj|bfblvxFAJBpX!RaX-s|2bPFV{ZljN!%a>AV39gm|N0A7-D
zwdhbTspV1OqpfKb6!Mu!isXGzHt2;`7YeCYyB0>D<u_YpW^`pmaG`rmF^bcSvnFGc
zq7%b~XMsQPxttJNraDJRaoUIBvghet*(K}r#m8@?OTRK`c|Z4=0kuQ{9xS3o$ff7z
z3P0(i!kkk7w=gD0B7(69>`uP=34A&8mfU5{`IFC3VLWJ}@}+w=wNUT8RK1T4%Wn;P
z<7GK#kHrOyY3uMyh2g<&QF_+9@sozKnwUUl4Cx!zHBJH{jSSAxm$gYuy$YRSLlPnV
z^TdPwsHKUlha{P&7Tv^&C&=bNEX#?*^Acz82p(Mp8|SfGDPuZ`-HgH2!#bH|17Qi{
zN0f5nFyA(biscZMe!O|^(i-k;dDP@GZ+~#n@bO4L$Z%dL<-287guAGiFJoL5<+-X_
z&gWS*=ee-GxeKhhGTx?6xYD+QTE9@(O<H~^JT%L$7n6LNJAYa2QgsBa65JU?)a;;s
zAgNq`3cG?_qC2dg+XPus6WdLM5VWw?xgEy6-`x?TwtlbgHq^uZ_%@K@-eYdwy8mis
zTK)WCT5;+s(@`{2etc*^1KUNlwmsF|Ngr=|L@~wI`*!C-&b+2m>l{IuCPilc{P4^O
z<CfHM;bCj5X4<j=M?BeOe@N?WhmWd;`sQYCG&0`LGef_`!*MwCTQ+19zAmEKtgtTT
z0n6$7<&yZPfN<~5Qy_zVsy7<xb#*$_7Q3HA-O*AdRMiHzSxEJz>6OvWuNsLWiJ$Pu
zPf%<1$=0qzE(<PW$^txd`x15Uy3DjyC>qRVW_-e32CX;O?Vlaksm{_7>vwNyYnGmD
zYHhEj2E2}-y>XJ@6QQn1wpYg=D`SY4-@mL}Kit46daq*t?w;t-UhKj$u4*V6d5k);
z3odK=z;1pnjV)3-3Qsw;_SV`S?-7{#BkJwizJ(gi*9zlyo@Ravu`X`)Ysh}|`w_|L
zDt(cxvxTw3+}h;AGevYyl!&GZjJtiM$+&a5&$%#lJcz5(M|N<-98R7eQ2gU?WaSKT
z6;^xNnj7h<W@kj^On6xnNnO8U!4pXi(-1@s6(LG&6rfFO9J)X44&()rZgnU6^QM<n
ze_&-ovqHi7oU}*4SjBF8Kg0RlHSak^iY&J*9z>Q?f&)9eS`Di)Iy}GN{`J17g`<6-
zXw;bOY`WtSmnC)5nxLKW&S0(>5-;cJs>pNpG1o_N3rs4SmhV^s^2v0`=7=yIL<spj
z=4dPuhGbp{hg^oI8S~og48_Bx%_e6?Xw45(xvu#U$-$<=T&#FHIdOdJXsNbZiz9eu
zcUSq?)_Jn$@oVMnHRibHVKDFMu*&t}{geFTC9dif=IFC5m8(^33Ih)Dm1FoP&D-@B
z4$8fYd)Jhb!AED6X5TkMY`8XW%WTY%PgW>6TqR+q?N2F6b&eNdN$*^ECDc)T*lAC1
zC@hAD#FkG^Zx&Nt38!85y)6MbKjv{#N_qX{G@Kct>oHiby_<x--N?IomHME6ImJBH
zJXuxvVU`*D0EUb8cn0aNmc`cpe#kST+EuR-OSx>%qtO1DW))cPVLlkdz78&S<vqUJ
zCl`J5<~du!3G>8@&BiMnteh*y2u)Udu5@?9?K;zVJe3<ql13gDW@?*xWetrdt?q^B
z(dew$q0<<29wj-jGxo@aD`t)PnmvVOi5uu!#q@ILov;M^dD_xXm0bO1bq%{tBea6o
zPuNZbl9ybD%JVj^!^2G(7fZ{_?W(~*_rZ&Zo`VitXNTPM!;jtPrJLhJ)a6zU{Kyx}
zPL{ooUB<BmP3wY4x>bh5y_>HR<EE?wq0^m~AkXKUEp|V4bamWu6$tLfSE_xbPPm>j
z5Vd9nNdg{Xzr4U>T6|m{gQZ={Ve%lYR*iL6$tRayendl^*>LqZn#8NEqR}66Zn)}5
z<~}G1Ewfj9c5N#QA}wKU(B7m0r-3AnRaeXo_MwR^#0nga;d+Bc?Q(~GmmX4Iuqs&I
zYDX1FsbGteL_!~r7R}9+B3m@sHf6`tE~H^|2x2dz;oJUtoGGzLdaG#^$(oYsB(q?h
zR?@6LZ!L5W{^~ArQ4(iti;Ru<q02(U1k4q<{&k!;!|K+OP<!Gcvb5Y(wuc_Q?WR3R
zYf*ZbDw#GIu0cFwkr+5Dq>=V6mQHJ`sIT<Bzniey5cZtP8^B)2p0)TC!BLPLX!zrj
z6xw;gj0($CvGyl_O>G{Wo(S3fx50a?6UyBigL!9h>(3!|1x{7s+k8!0WZcrEz=qRj
z@3!MT3D$+%H&Q&p)G1rnh|H)YMlA_x##NH2dfPaNWwL-W&qU>o({ks1IdUB*TEGiE
zTSi6}f>fpo8aY0;J)^pd7b5G5a9D#kZUCWWh^=QQMj*0wiZIagTp3?+?&S}E(<q{=
zonTd$CT-UGqDMjQ66Ip|No!}0SXW$-J?6yZGa$G4Lq#1_xMTpa_8JRy*D9D6d$w&y
zh&PFKvYr^JqO_g-5_1mA31?YQph2eoYSClWXWUt79HEa*#5o~Fj6t)+W(VVRFmSDl
z8-mUhXRRwh^sG4h;$sdS*1q}kp0aP!L^oUa7d~gxWQmg;G(X_5JQevG?T3j%Dw-fT
z#y&X0f0Uc-Z{UWiNmYm$Kg#b>V0LRP<(uTn-;c7U*KvvKK=@?uD{_N^QrQkzn~VF>
zhNk3v3tji@JA<!anxtnE3~9@kAenbBH}<hiTl{S_dQBMrB^I~vpuWZtM&Mo;!;#jL
z_E{h&3H{ynJ!{TnMTfXn+_x`<%9R2uIoc<(z0(Pw3f@=P>E!vPhKRtdRTDKv%Gr*S
z)g`ORb*K%rx(Ho`hj!^dFRqf&$+>`O=vpvOM~j4mgWh947qc9`tksdMw}9mF0enik
z$dEkRm(w6JR8|&5B6N=5oP<!x-cUNmzl_-pvf(XtW{zI%2Mj*P`$FY?(08z~nyPu4
zVBMxSRc1KNQ0-F~{k{6s!+E+unRGp=UT_AO?F?`Xkk#ouM5zUD`=&h6;6-OcJj_*4
zId`Z;(WToZJ;N9EDMEdi{AKM+`Ke_buR<qj_h;K#FSRf-SEisT%>4>VmKBmTgzRyl
zU<e=SARaBaqt3u%N}2Mq+H;g?YAG@%7xb0VOu&#(KsX}4;4yAt0Huoa4_jznf)uwx
z7FzE6cM5F;Sd@24a8uIqAsEO;Y9C@HzU{L-z!@of-5^VK#83nsUN>h$BK?%GT)Zk=
zi&Y&<edIJ2?<Y+i))K(6cS#0T_0fcTOntG$aPqN}>e&$k&A^r@A;CPKK2~lXF@dEj
z`t`Ui>ol1>jOfg+T8x?KA?rI4*CDlGmoF5qBHS)vw*>6t;qoIh8Ef{DZQQ9?r|MNq
z1s@+}rd_jKb57IdO--23rDxWSTSUNnQiN@+N^7c!B?#nvcb*bguy<fPTJo%JqiCNp
zZk<<9*>wDEZAvp|W@qYZ*`$HdOW1*rx|{_yt&!BYj!4htg->D1ZL<g^Q6?bm(;>}(
zFjfw4wXjiuuY7SqAwaDqGr~htD=I2N&)cGf5y0b7e0o=G$ncgRGy)+c9j+p5-IVTm
zH+=fsS8ncIw=8a^qe25e!LL(|yt=DWT&rb+nLxs}atbn&uu0q7O|`*Lb9w`N4L1kj
zzc$>K1{n3JwPDE>Y88%xUkr#Is6T1o$BxiKX0yzf*g3J7GI2%l#a(}D@kKDhJi_F+
zFa3i0Y+rNHAx{RBw8|X1(s%Y&ee1EwRfuLLgcBr{fDY$@<<s)4@<mMzxCKwx)4@6~
zGc{x`IALpI#;Y9&vx4V1`sOVTqkwrZSpareLVgHlnoHugrys#LhuayA@{xt9_C@zY
z$qi5LMM^?EdVI~a4O9xS9(G30mbDlL?R^k_nYL~b<-~=XZ}hk4q#F3Nxf}wY)gb%R
zzG`Y4s7=sitZMl#M?uBpifv*ge0@M+<M^gb7yC{_M)kN@J^!AD1{s((JS%u;XkrTJ
zR6!2wHUKgJ_w(qhs)bVLl3m83CogzH74-YE6+DKiGF7nisq=MyO(baO*H{gEF3wzv
z<4&AyVu&LL^E-ay&tz>3oiIjwkMRyB&#!UZ5@|Qy=#nQ?-fynI313_k{ctujLKZ=b
z#JwHr#T=q0fDY2e+OLF)WN}pPy@mOnEg?Awg_Si(-d`RmCgl@p6b{Rn4S1ekGV;mi
zikS7$i3Z@bXT0|X2=B~IzQ~;h2i&=&I`8Lvj73a)ibXV%>-BrKKp1ISFpT&b|N5-~
z54-aq7tq8><dFVO<k8Rr)ox3-_PgWuURpg`%TzL8R%Z>c>JkM%b3A(Bdr!oZhy2=a
z$E^2xQ|LTa?XgfU&i>WF<5n}*t_??yIG6ftt<F(s#i}J_fwc6gIC;lA-#q8?3c98x
zDB?V~Ve-2yD2~QCd6$+yI1!f3L(^~()DtDq1;R=2$*Uu3R`S08EFOe7g0_qQ!Gv4W
zZ+T9j#-ndFu1tm5>an|5=iTF1TVqO$iwdAgBWBV1+a!}J0q|AmaBcFuZ;o9Ut3tkX
z+o+QhTX90Lg(0qQmXNn31;RrwL$4P;BZ0YNkLu1W#RGMLk&ofNtFKd&PU{mx8Zq*3
zLPkJAA%+laYHt(gw@~J+63+MCdt&I~Qp<$MTtK+FtQ?EO@l6l2M?%i=lqav<-Sdug
ztz8DD*?gnIv<GIplk%W^UIZ!Q%+A<43mfqufM%%xC@9~DDSXXZ7AY^#1z1xqCRj^n
zuz^LW)nqg*%yu@s78{o@+0u%1k&AXF|8@c?)9Hxe#@1Lm5M1{1)=SmOq<CuX5g~Fd
zk9GtrRy$8F;sY~?Jg*(CM;o?czWwC%)Rm3OjIxS#cQ<$VVq_XMs~0q8x#fm4t&1x!
z#$HkL$5i;feg7sf@@aUo!Qg{8cotfsP54*$c3bv=;e}^Cy$cUYC(nTY|AglE$w~`j
z13Tlt%_Dy@ANKw7GKZWG4gkRaEcJ6P+5dxt?HnCK<F=xcoq4nlnMgJ(hCshK5A@+z
z{e)Nj8NpF`M2=oC&y8bq<-}Ie*glsIRmX>cS<@9{geI?Ei#EM)9wZFm(6kshzF1H}
z8lfBKtc*^9bQeU>EVMagP!)~GXs5Jz13a}uvdgfIKRQ}(K&aoZ=3|hU`>g<jz;V#>
zIs3+y?in6;A9`^xS4j^NxnJ(eFFVTik)YwrYdRy6!|dUWAaebb;U}PB^8p3^G-A8Y
z6kk8!3vn$Q=Znrc289QQ_<46i7^>KcijIFql0m_%j5kZ0Fa3}NpE>FX1sSJXT~nE@
zq@N8^jT_8#Zi_8?H@z#gV*DxutS6!372zvKoPJZ0Y3G^-#U)Y?iGCcZ?1cRpGbHwH
zo+*nK4gwaWBq;O!)p`~>UDnfVnkJigo^g=+QA*ulF?zk8tg(b1BWY404}I0Xeug^v
zwSJ1r6Gq`J8HP7IdV19}<@KGM4FN8VHKy-;M3X!&2er7e^S-cj#_JNVzp~=k!Zg4P
zwDP^jVcHA|Du^u@m1?alxrghoE%uij;T&;>S2gq1aX~*>VjMLi%f*EA3|GnEfAq@t
z*Gn${5;vyNgu{Rv<cVuw6YjrhMsCCa0yJri+id7I#4m?wXLb}?8hB=uin5=9q@O?$
zobiZmZdp^*{cfSD=>Y7FG#~$fMiRs7u(tcWvo6N%Tm)MD%wotkDL?RZ%^R0K9=LOd
z0XlIj8{EGBk;{&-W^>GyU9|KyEIi5gHL59;*pQ@Oz8K#?B)CkgJBqQ5@j4ewnjjB<
z_AKo7>PaFyM!>WZk3+SgB<6ug+Z4J@dbPruHt3zqI1a%mqmkRGS`JQbm{%YGPOps{
zv!~ANFoSxW&j61^6)xf<?EoKlvmrhV_xy7f|Hs_>N62ZFmmNI-YA>k~-{;<cZ}fDb
z+Isj<bd048baV`K3=DkuSXxK`IoPY4Q!qmaSY{h9AY_Cu-XJhA&+z<o3#ro92wuV7
z8`=P(fPp|SE^|S!m)->gi~{n{IT|k==syPn;F16P$L~o2|J(BTFXid~MR~rL@(lmA
z{PzTgAIJClXuW*=A;ceb`XN{5I`pCLi&VWY1H^Z^em^R`{a!x)90mTs{+<W%Jw4^e
z@!b^MixTv|4Klww|HIJz$C+`;7eh-g|Now@^7~QgP4^q|zcTf!SAHNrO#OGIe`Rw2
z!~A!(zmJwbj_)oF{AB*SrC+JDpVXgi{SbqFH4d1M4gfHFIe%3h<3-Ky^3lKi(EXwM
z4~#V#CE}6*0Ei^~E9S}cJ4W|s?C-()wT{UOzbp7}JZt?){oS**$Y?7s+LzRqm-AQ8
zw*N%^%`^FeiG~#l0DzqGuUJIDA65Jl_IJ;IZH94W-+SQqoT*=%q59XHm49xAHNO%6
zhh_*}@x#=Am+;qSNc$h=&jSA4rC%Aj|1kfi<2(L`Vf>R2f4B3OM)9+5|J|cssn(y=
zfA{HEYWpYk-@W>kg01|aI6dv3{rb^I-iN$)aC`><w7vgpOJe*<{X^Hf>)6yd=6lJe
zdl|cbZMUPhzZ?6dYyGfh;%R*`AqN0ZefTT3%>ndV1N>gcKegK*SS_rG`R+?|XQ2Ko
zwifX__Oc7rAC32airHD+5A3Ci|02>D^}kd9CT2W8secnQy`R+IW9EwDL{}mV02qq=
zRgRFK)IY@Rft3v00`Vo(FXyi@(*gnhP5ke2{7J<h;@j$_I6e^r0NNyf#V%2P$NnK^
z@UG(_urC#47yT=S#rZq-uVN<Y_XB&e^)F&(_mlcJF-!VM{hOGz{G|RKvxy@u8f$z2
z0Qqm%qOG6QKg2AS5m!qH1^_5}Ie(3r$JamP_*=}FAw#?*Uo2h!&DufP@7O=Yj9ve+
z`Tph7SkCfSYuXdPWB)2<zK|flHLMrtU&Ji$C-rY)HvE(NH!-{XN&P)$DVyF)^x^=(
z&CB_#_^+XU_v;^GrkQK{v6&12pm-Uve#LARe#icypN%;B)IF#I0DkI!#gsjN$NnK^
zf8CSs$9)(8Q0eV9|2y_S#O&8w0W@6D|D;d<dMohP1nNHwvHeE;A8rML@qU>4H;tp{
zC-Z0O$58dxMB+cHIQ}Q<Prc=Tx=yHYf&P3V`s3>I!`NTH2>8R8*H7vnH2DGl^|9*@
dSc>-#lP@)W_1jGiFMt;y2nztzzWfsa_<xzLXW9S&

literal 284559
zcmagF1CS;`w=LS!w#{kVwr$(CZBN^_ZGUY~+qP}{&42E@_e8vidtOy!RYmL-JF;@^
zl~Ks0APoYF3iO}t#Ck>Rzb^jY1Mt5y1HHok7-#(di8K8Vaqxfn?JUh)EdLJ%^1u2}
zbO3W@{0j(Z3=#+k>L13-(8-C;%Gus-N_E06m;tft0qySz1(BuKnfs%fs0ECjHI$7>
zD$j85%69THCU?bR_-_oRrn)<gOHN5;@IP8S?titP<8$GR>H$>>&0s2^d`Rhj@u>9&
z05mD=MAHd4Z68Jl%%kWB3L&8>+x;;~V&FJ9BwG-$moYi$W)oWI8mm|xX7YUf&1?71
z6Tk4C%a^wv*J%J~Na{h%gB{S$Uy5GSf@Hc-(8D-vlaE3dI18Pp3t8*fqgC(yrP2Tx
z#v0SSC8jJhonZ3QWnnM=yYaskPiiD=EbY?aqca1}BYPVM<c!bjx;S0BQ)3&huc-UC
zn_b-qS(w2;s~b<*U0Wft(Sr~7ZfI<b@IONvyX@ZaN)Ji_GA}}@R(Z7u$0xOOh7s+n
z?!GVAij&iQZEUbHXd|iEu22*5Iz!*YGiy-I)AUp_q1*$|#Nw(0Hf(ywW^h4Uj$tXf
zs)_+Bq%+~Aby}`)((ms7ceX+QF~LZ0{Qu$VBVl!c`X5)@|B40XzYzb2tr(>ZyTRYE
zzBlS3ezDDZtyb%GGKz;mNrg(~?J81LpC7Q6nt+OR51<2M0)ptes7m18QIvl1r?Iq3
zt(u(+apNiPB$;^3dN|?OuyPp<TS5>cf~kV5oWy7yXLL-SV-9iO#Zv<!5JTCr_frN6
zYblpK57eaP=N3Psok_Ah;+q4R$-uDG=z67$?=}iaJTbg))T6VI%N9D)?!GvwoOu9m
zQEY@WCt6!#2t5LY$jd+{VSG4%=Uvh;?5{-V7=%`6K9t=oM?`tvt@Xul@9P4;m#d`a
z#Z7HcJF~7&JOczvjwJIvoAbNxC0EYD%`vPg<Gw>xgHN))8MLs26^639#`fY04A+X=
zG9F{SbCPcuj<#8xBW~&3!zbq|^Wp4kvM^m+uV%FV|9#Z|qmloN`v0WE|Bd;dwD?a-
z|CNXFf6VmXsQ=FOzcl&fRL#P~00gA)ul+}p|LGIsznwwW(_AHKX2DG;9!CMvpx`qk
z;CEpFk*t*vibw?!1zyREo~+Psl{2Dln0arM_*kW4k^q;4*-qdB62#l5A0IFNOHS|U
z+?)=x+8kzPZk1h721pSY;J|W0E~4Lv8@)N$7?32d_E0Q595Y`#fsy2=mJW<*Wb6yf
zY3XO%8&@d3e%c}OTgefh72J0G$b0OX#&(Lvgy?@<zDm@k8y2Xe9G1ws+uYx!U2`*5
zNSMnU#j-zCtkc@9{qr5$2F{-+4s)z|cQtQOSE1je<{~b>Y>89Nmq(=9*vjEEQ*&Uc
z9uLP;h=LxR2h(c`n>I#^S19QS;JH{zjbN_ejE_RS7K_p0Rhwa^?V)`uSe2~3(Vuwq
zBVqD^0S(@t5>J^QW8!%?{M)-f4MUwn8@#P=PVAI#wYXpIjV^gEH?K>1lcAHe!#}Dc
z=I`bUJyx}zKc!iSLe{Kk;yw~TF08*+-qoLHAAH;de;#FM>X(m_zclW7Hl_XQyJzqF
zcY&?^z?V~PXB97L9|CuDo1c)mRJ`X}Sphcs+3fqW>xYk@@(DWx`#rrX*q;fpJ9+@0
zT{#u_V$<eW*wmf4TQlO;TY<y?4D=L_&dJdZ?0#Te*CFu}O_)Om7~L&gKnwqDkw_ZB
ztK(5$oBnt7B0!36f~B_B3bZzJ`U`M6_ScTuzxLyFY@h{l#DS>&Z{8Wk^F&X%)itg1
zria$i(~2h1aRwjuy5qWwP+{n<F5ovG+Hyy*>C|C}#@<Ev@D=uhcg^Nb>1hbCdtO2e
z{UQvv!b!x=&+pE4gjf=Piz0%ArZ9)(TxJR>XS&X<L>GvsI6j<(!Qh;y0jiI)+)QeF
za|iJrTRHPHj2C&n6M;jZUh|)=5{yD1WodZ{8HRNRh+>r3J149rF!85$-(9!VZ<OV0
zO`oIM)<2cg3*QqUb|o`t;A?C1oS?+4PhXweSd`0}qCWmIFXu!{2t0^JPU~77-5=K1
z`!mmZ!w(`eIi~(;A9aSlGiJ5x(nZ^yLl}I&Aoa)^OrxIt2$Hkv)WG*RoT)nc?q^%|
z4R~lRnGO_OxP^Zj?!-OA4U0D7_~}gLDwxX}O`U;dF2`dGZ*ui6x+5w5nKL|o2&KFE
z5zwxR;<~EVUlRQs!F(uXl=v=gE8yEiY0_Kj+FJ3g-Z9qY_^s%cyYETH`X?83Ia=K@
zd4=}u7%CY&^6}U|PqJE5?O&FyEu*s6QpdJ#TO3Tuj6Y5L<IOj*-P(Ksc_Nsp^`O1}
z|L$W9QO9Y#sGKD=fa8rO{*Q-yst0b_VMiJnTi#mf+X}R1-^SLeng$`+czmbXddJGE
z0|`ku7Dk}O!a0XF*cOk(s`oK**!;JRk1ad*2bHq|JVy2JZ%=E_z0uL(FTm@u(;QOl
ze2e<GEIboh9UcuR(IL&;k~%MK&y25=9e!?Sry(<+UUw6o0q@g(ZO>?9zy?T%#c83e
znWu<`h$4X>p9a4Mgs$cjjd}97bn36wO`eB)6e+}l(2B=}t?b;fm8jwzT(hv&vo`K#
z&E>Zw8PlCN>evI8O3iK+FgC&j&wVbpr=W9w&2&?)?(526^G<11y;(a-&pCZNx@3d%
zPSV~!y4H`AS>@5MQSEGVw@W)Qo9r!{Ria+bH}7PAZogj5Y-CqTlmI>ai$a9wK8U5A
z6pp{^y*-@kBaYA<%$Oq35Ts8o+K0~5i%aT&g|$#1oy@OSkWfza^mfcNBJ4P*)Vzcy
zpCdc1q78>&eX1GyJKeq%=czXH+0W;ftm#_)*|oFIKft`m-Zt4c>f18TEQUYZW{E7>
ztTf@inri0|!2{q!2qcA`D!0%Nn8v#{g*7$Dh{jsLmhC<i`$bUQ>jNqik1VJU1$m<C
zyeT-@v%{HvdQp}#Q%jR>i!~TFjUC@awffzC=GS(kSYB6Gn~K&Qu6@V*iPxvW9F+4l
zidSDH-FaYU&+pl0^bv6)yWRSqWVbk4A1H@47(Qk{nhxh7Y?a^aXsc@PmX9h<&)VJj
z2`1k$rd()9TN6q8aRVXQXOFqOaCvo|Ds&VoG%QyLP%EYpM@Jn^cM!VGS6yP3gt_Fr
z>$<69t$v-B6|@+?yFr6&ovz^S-O{ro6Tg;~`)UyUbRD5+s~}zL<_LP!+Z9hot!v0T
z%=R3L3NB4#>#VPdf6Aw8gZ5Mc>u|I3#t_ET?w0Qnti+&2d0z<F?mZxHQQOv0%lL$}
zJVle4OX3A@(r$pVDQ`k<REKocT~B`)0h-8OPn;JIoN{r0$EP%dk&JffK15YncCMmd
z;B&f_QzYCmrKZ&9&Qjx=ab>%UD{ore!JgDc)K<Fr<|ygk2Gsp3;VaG%ZP8+d-nyvl
z*%;s3p-Wk`3V`{}CgZr~>@Hiv3wYCR#(V(qA{~%S-v+!G%<qKx<e6nCmi;83HT^B7
zhch<t-n%Cw@cn`b)aGxpYn{fI#*4-@a_qhOIA^YIA9YhSmF~XfH%hOKgR5nOPenhQ
z{Xxq5@>Rb2l9?%`c|C~Bg1Gy*ePIa38NBFV491K;m)FrB`J)nSKP9`iMIowH6VYQg
zV3tld<D6}LYh}>X27dM<cz<)8i@&7jUFuU&UZkr&E-532G!Om1Fjk)@647nMFAHA%
z`M7uohvgILbOUl%HmmS05n9Q(8uZyA^K5vq(``M93`#zT<RZ+&o<By+CkixtX}5o@
z)Ei>^O$jDST<o(}cb!0QtnRzD3NF0<mB<&yrg1%=d5b7ulyJM;b*;wzM$zqWJ}z6$
zD=(fmQBbI0YHs-XGiXTY<4c_<4C=7U@AE6RL(T(PyA)#%*5t(rImfW1YJ}CbuQ#Oj
z*T`tXRn}1!7DEn(7flFkejm_L|MhV6OlUoqtAzT4SANJKdn&EbPnL2+7$SFE6PaJh
z1bP&ZleRzxn;0SbGW^v~V=$l+Ri}j6E*M8M>7tjFEFJb4(Kyu)<r{OmGgy6VwZ)=o
z!kX7PuE*F6M2m<x?l}m-=fLPd`}_Dn1ib1Tcw+I%4~X8Z_&xP?<ne06uSn0SA?|Pk
z_KVntC!XN&TuRmCC#iVBqS2Gt2>x9CU=O;Du-EiPyl`XOLhel8XXUn~u(rn9d*0La
z<l+vcyQUO*gOqzQ*i<Vo#TQb8kc;F$m_qDPk!_ujK~A(^qwI<y@#|S3T%TY7uKawp
z)2h4hK<IJR+3lwgS)ks)lqL>{jt&!RXtHzC+KojnEzfC=uT*K7Cfyeq<DCILP~nP=
zJvV6o-+zMudjtaEb36HmVp0lAr~&UFX_dG_>K8f`(-ryw>BT2M+|6N(HHCLd<cJf_
ze>_K77D+q_6gYW-f_Sy_<w6Q3C}tHx-+$Y+t4%6cx2{PtnR-}=RCn;v!f`SM>jbqH
zRwBG~BFp*4Ht1yL1TYu2?@#OJ7sUaSDGVJHG(^)=f+}zXNwQ`ys#-cg7I5?Tk52-<
z<C;`g5YHiz3Y}{)P#xatjcUbD<mkLIJ1o136o$#R+Kg1n>XIfKCu5-9w5<&9ZaaqE
zrI_#yD6Jux=aT@lRz6e`7oHt4acv_YbZG|{=3y#0`O0?`n4|B%F4QKh{Mp<HMAy?s
z)W+m9hR9#+Q^R-Ss-r`Xy}%(BB;o`i&Q)_oCF#|Go;DlyAK5u#kQnlY4u~B1l<VXw
z{q=;78rbG|0JAvy3Yzr*-)h7TdGO8TAh^p<%rKno8hBF$ex4peSc>vDCq7EY2a_m8
z?wf+b3<~({;5|O^js}{P>1gP$L8hGJzJCY~HhN8#BY-|Np;eC?D4>owL+4_ei?ulx
zttqS3JAd)@_bNWC6gjqA>IWyLm%JAOuyS}ez;}AfGWJv-IQ`-!Ah1N6d^JnI07>S(
z_ICn+nsN5o%});F)qKnklfv4=!}Kz^o3_F2xJ+kXcr)I1ovPIuH6Je|DHqs6sHZs7
z>5?TsgsAIKW6;Uc5<D^*KbUiHnpUJo-zAnzAm-k@HJ?!XLL5jyUQxtUXsU7*2`MdQ
z+PUicQdl(8KeG>vxtco32H}soSqLH)NGr8bH&Dw3RPm}N!kj%2%KETV?7Tg2W4FKt
z)nU!CCSn;bvy@=*DQ*(PlR{m9?wVepm&T8xfXc=o=z7_-;C3whPQDV+s76`uu0|cN
z!NVWm53EWpbx+{sJ1GoV;rkO4lGSD81vi;pEGP=hCkCmLbv_Mt<Qfnn%Holq2eEf(
zHj@vC*$OZms&I9L9uWyV0m@6~S#Nnn?@Uujw$Lr*VFD8-5l`6L3^2KNf_%|b_6B<&
zBw#;(w1OLXH1T};)HuTF<7n6>acac)bTn>F3AJbp^Oostn^P3G;?rOv3;Y04&l#>3
z`A+D;X~tt)izwgxE7oYhakK(#UXL$0k*yF9UT49t{is<6tmZ2Cy~3pM12mbxGuA*_
zueLxbANL#-r_3&gr-;&VtKK;rz#9g_jAJTTgO;HVYSxDtGUSq=(^loN7Juo_x`ASP
zL6tN5L2i9%s)5&&A;5BqxXP|^4Y^4T<~}sS;r;}%(S$fumU}Okbb;v21P5;SrGxHv
z3>!F|u>Cq$+@L}MmE}`yZ-&X(9?5jxoczRjv;!HK5`elNkF6k~bl{ho#BSEJCWFx&
zU=FL{@jRhOhb5uFv$}_UX1Y3NQK`VL4{>)&zXslA46w3;km`OWpUGyw)e%IJ<ASOb
z$a5!?+V+pDH52HlNPZeDx88e2<baGjBtz|wFUoagKJ*vN4y|e-Ok^cNYHSC7N~SA@
z1gA8jhxv#v_RMc@1JBqAplK~Qh#B6WhE$;-`x5VM;PIA_xHc9cN4j`ObqHxe>iI1q
z*lTs|z7<5BEQjQfm1q^U+F2HvG2xI<pc+olYGlM*)8vFOq!gxZvxX4XATe9*(q}`$
zk}9SVjWW#w>wu>{*`P~NZ!YD*D>Azs90e3(@wxpxu5m}9=t!IuGTcvGKYPw%VdW<o
z3I$7C0gr~%!7KX%1(s+D+wl@2Db)@-fGcsAdgw>ny*=t(fW4ERoQ#ye4;!fv4_{1P
z#9xlA9|N&mvTXhHD0i&rHGEl>I4Zk?c5ry6>s^&6+|qE@G_oZPr;=B(Uw-U)Dh62j
z%{B1KMR{dWS*89O!s(KgDUsh+=O&zi&~t8|(ZSC7p@k-!iN-9WBhsFB$m_Q0jXr)K
zBC7CM#<F(1YuWd(K?;hN@{8ZRDB={abu`nm+w!WS&4o2DyP@RHdOOCx_apaCZ~Y57
zs^QujiF6EwMcfyzL>n7;c$z>B`ilBQdWp^cLd=a0jprI4-Wa9?Y)+(R(K2QS^(Q~2
zbE*fBQN8s8AO%|3;6oy3rEC<rrqCa^xX~>QaE!wH+npZ8S`<ahiQiF<pPgNcKsa&Q
z$))OG93Opz_hRDhOdsZsM(X2eG;g?gZO=tGFMGc<T_;l<R^fgJ>ze3UsD7uf9m5qT
z+%Zw%1>dRhn?F5D7UD|N&TYvpMTd@&{~i1NWAMg%Pu?41@u|&JChSB~vWu+j<`L3D
z$9Has3u@ot75QR{4m2C8o=3&1)R9-@5B{em8rr|-rER>W9_*EEj6?T|Zu<<QyVx&$
zdZ{PE5i+5HYwz!so_Y(nwzkJ`NslR7U-wOf3*O9G<`SRq=+%how-w56X?iui2bS*D
zS1V}(#;S3aLV5X(GCci=s+D$eXkeYqdrz5~#h=zMnS{2K3GA~Ri^O!5pPTF9r(3y+
zb6g35C;k0}%vv0o(*x9kFYjsJ1Ag(=x@1>?rQ4w^bXQx{whV<_5BZF<&+YUH+q%7T
zr<+mnz*Hme%yvg^M=JaRaS=8b3*wUEbZN||1_4f;nJS`wz;M3cNxtkkvz8bGQu$0q
zHFbbn&(8q9CI%P25nats2Vv7+e*oEtD2v<aDis~+)MSD`quCo*D7P~4(M8EnYucHY
z;T2U8^c(w=bTUxTfkog&y=J8id)aZeNK$%KOVrPd3UzjrvZR^?1|DPgGvy$yH@>H=
zc}(bF^G$zO=R_Qd%IRA3HiU1QFV$J~EQZTt<Fu^W1zO7z>*Y5weTQOg4`AD{^lj@i
zN|=H46I-df!D!~XpIJFL?!As}Shg3<Q4TtR>|=ld-ToG9;!&zCiM27K<b7LZ(}=45
zXYOwRTdPW1|J1-<!^XirF;ocsyb3CvC@(`8o?_9-{G&6w=<CLt)jPH)HlRxSW;zBB
zK}{u=#qI|ymbD#q;--=qo~DL#48<n3qiQ&JN6}XRA{1Xa!P5QD=HiC@<hJuHv;_T}
zLX|wPbZj<_rw=h2y#&*S$zET>{idoDWGtK-l?4M;qw&#Xo2~CdSzz*LtKMn?j1e54
zl^IX-P*Ac{?DI`zD>g=Qg#9*}bWK~k)a$UlORHEaRwA~+7+M!PmP&;OUQs1x#k5CL
z6$fTP{NX3u%$E2|R+M(!#Dhb`#9hA6&DZ0t0DcNgywe*$%7KpKUDnK{Enc2{S!@bd
zI&9gA6ho)(fjXFJV;C<gMhe>gu7NiYMi`{>?Nkn17HZWe*_KyHi(i|}%ahjB$5`ed
ze-YncFHPp*-!0cP7{`x&ugzxFTJ!s|<NgpwF5eNy+DDS3T#H2w*}5o^$gvoW`17@E
zW?*w`+(iO88pgEmh?rpy0KXBQf4pA=pZBP4gflGnJI%YBd%d{AhekpGW4&Ka<;eJM
zrlu4M$fnhd*LN+yX~Ty1j=)Fhp8w>uXV}<J!BA3>F#}Y=hqa=!B#O9uYh7_Bx%tj*
zB~9AKoaxSvb0(N3#7?(Q^Ed|8!cmDBKW0SKuHlD5K;A~DFDKDwLWiv7+hDLnJQiQ+
zyLVrY(Pm7uwR$Di6Np~;J=?H<Q6b%#m0ZhZW<uc&$JX(Z&#ohg-u{SGVWr^$O{QU$
zmro8)WB0(O$@IFDq@~GLlF*e@*NiRlL{<sk2~vRc)kFRsK%TkxfWw?T|IvDi(;4)g
z-6`ku_erw`R2oh$Fdt-O2c88z)5B~3HgT*3jp4PacjCf1?>JD-C(3Kat`~9l#V1|v
zLwELD%))gtEjap&Jrx-u=uL8#!9<(6FaUxxuE$i{%Q=m{y5;i{I*uUs+1%-__KzOd
zuL#jcus^Pdc`7wvoQdXRncW^&q!EMeG4SxmjU`Y_P1outrCSE(N^<r<H<`z&vQz0r
z7*6s&tJQ1CE(b2XagF{OrLypn`N#@~wa8j0#->$Y<$;R!$k?_u2ijIOU*{dA!f`W)
zX)O*NTh*5Ze{g9uNly9FjbBBW4tI_}c^NI)D!aHJYmC=uwD-#>^bu))c;mFKXf{|?
zwdyRnf`Cxr9adF5BIKyo^DZ&;4Bcbiaq{|KuRuMaY8K&7Lhv&!YrOpI%G)ro0M2%y
zV`}TQwZc)HY%1l~@^S^vy$VJbpAHaSACHsZXD(Y4!sEZFs$~Xb=!xMNw-VT(N-8ii
z+m$vfV$@m5l&-g9BMv5gfN?zvR6XrwR+5x#G+3Lw(<i&<9TijN8cgB^ScwbtXdi!_
zZuu4D9v6L?pw|G}glFghpG7Sc_$ro;h!djjkc`LIhvM3uMNrtvw-$eC!PN?NKO!kF
z`YEC<_7l9AaaBFdKdA$ti@cBoNNa03Td3(eJ|u00Go?RAA~x{0Jsb{8<k+t1D=LxX
zN4Gt#bkN>uCGzwuIHz+;U(FEp%O%7=6y&RXYS6ddq#Cl#$Oym0xT+l9?aZQrURcP*
zN)r|{%05Fb$}Ej8eAkSI(TByBoQ5wg=zToem-6XfyF>EsNXx)mcjUt%BS!UAk#VCQ
zEL3mPURi^nagF%3rhP(tWDd;;))H_Q;<KsT9FeiVo2iR*?Y1hEMa?BQ)RUMVFH^%{
z<m*nXj=0E*I*`WhJ6VPf-TZp-x6hY@S@HQf#X`+xP*9$`!p!BR=A|@?w292_T784f
zboMG9oUSbEhHwbb#o;mgVxpvLDezWauc{Zr{L5!K6!fjq06qd6pNba~7mPVKOSW<9
z`1cXMXg=%5t31uI7oQIgGlQis2=HCZ{`9Akq53pG5$oPMS(iBXg6Y*Zsq7WXhEId}
z`ExY6!`h$j3&*jxwjRgVEwovgpr#e#8H|Gjb{^!m$<>#rhuZv7I6aM~nkY}I7uy?u
zb5bTzk!lRSCGzSRMtO@?8}kQ87UP<sdv{7T(K@M~HK)g}u=t5+_#q`i*LUc(xbivk
z@8s!?5XRg@LK|YkD!`?@`TgsvbWF7NoPAqM*=%P6CRQCr?+2>4-hye0+2~1hI|${*
zquz8IPXq9xrn<h1a~jSLLt+d=ztMlLGG|`~)JAJfT8xh?f2Xm<L8yS^5~0D=psu|_
zl5YKiw4%SeiAo8a+zMHCWMoHblCLtIeUMHJ=XCs@ypl9Xgf&X|GCQNXFTM_)H1$<a
zpxv%{htS6gX;X?SN@UgNxcheD?x_bDTUDd`Ia=?ZRSjOW-RLXd`cULz7R_s<wS5d~
zJXjY$O_gWolU}W3%7u5Px|4jei@K@?`x~}?p6+GlDSo-JyQSUBVj|N-L53x}bH@q4
zf9b^G$v9xuG>-Hhu+!5OGB`3lrdWH~xtGW*u5V>g6W2yMhH1CqX%OT}{$MsQCFmZS
zBXvg9(0*eIPQ1PN(vUMdkMW-V@M)kcWK&#@;!t3}ffV!DDamk&yE+Wa1tJO7qnVLX
zX_*{c;$qK_8QrSXq?zUw#x@)ez}91EY71PX4s)7aK=80CscO<QzT#Fh!<qU>k8iD#
z8g^Zw>;YSi_Y{UlW8kNxj1dQPH$Uc={rt@&%x)p@K!Xx(+zENBVYT6aB$6;CMY}*r
zdPY$Zxm_eu!qU`**Igrt7l7aRIK0v@>9X=@6;w^RMba2Dh)ObIK7hJWXU7BIg}`2W
zOOx#Qf>JpDRTzdPHyKq5^Qyz8=bhh9sppUVTOa6VQ;7%aTp|~=Cx4gAOVrb|2q%ly
zB>JU5L_oT)gGMHQyAuk2{eZjV3~?N52LShSAl>|&)?dT2IT@g}WNN1AJ%+0%MCCAK
zqMkYY6-a@bIB#w$Lk$}}gHD)167SBAe30-NzWBB*pjl`2c}N$`LsG`sG@b++NnoZQ
zYVuS6bf1Vz;)QdEP@C4~F_4Rj7BdJR#8w7bB>b^jy+myCd|o<Ky_sL*|C~?GH8Dak
zqSE}U2o;f)q-tbv+Uct)N1ad%f5XXC^I|(}Z0Z+Rj+o!r^7l)b4qzVlv#AEj!7id-
z>kL*W2XT7PUu2P=Tk;YFx40p({<_#SyJ1C@l-(VO?Sz120<KnqpW0eKoaK)*C}s;Q
z*@o8u^Y>Xx?pQNlytl!{Ok7q14#{HPoK5*}+D1MUv=%sBKOkC9<&7z!U<k6k+2C(n
z5<bT~n>lrPgbyyRr=n{%8rNYceEL64Dbw}e<dK(;2-^4c{66s%Y0SHnoKOMV%le2q
zSY82aIQvt4yW`Ocir<SP?S|E|sr?g;OI#iOTAXYBW*z;koSTu4MTOAX!jjnqhr5CP
zjh1r$Qp-ea<c5XQBpr6zF(C=m<12L7@&fxipe6_KOyLnn85b>1tu0PiRdY_k7e7hy
zh95Huqxmq1FZnqsgyu5zvjgoxQ(A=3rilG=FUo473pKkr@(KC5-M@{$pUeoeYYd<3
zM}0Q~S?o^p{&F4u_*m$YyB9uL1n&iHsW5BT#DS_w=&{01v~HmvgyF4oV4KyIj@8Vh
zoBSYDi+dddd~+gv*7#39FH8z>t(}fps(FxP1$IjlUJ*c;O|Av42NU+V$d__K9Kbo9
zpYl2`!fv0i2zAyIm~F(}z%2;$ojHSPQu0tL%?)vsxHTL`Ssn)tgE|-dv9KMRaIMVw
ze<foib!^xeJmK@;4P^zbH|WHHUz{^LilAh<{t<FYY#{`<5=@@ZSa}_-c+9V9uEw@8
ze%baUH$#rJ<H!z2xA7A-2$2JDrS;}%J)RF*q$wleD02TKl0m!Jf&?M!1_hC2(zRo-
z7|u;;YfP;V{;mzc<fwIf_)C(p>HsFDx#1$!+LD0Zd^e*fpVXu)&Q$VTdj0EOUPDu!
z@ay8jBGiJZ_3BJ<MPQIKEC!U}H`J^<c^M|G56Uhj;PgEH?bii{^Y$-5@p3+yTlsX^
zSU3yj&l}&ak-?V3&@!SObq+r0S4vY*%G(Ph59z;`!FDu+Go^NkS`jdsOwg=UeISA8
za6$Uf0O<qfGW2xfKbw2el)$Jik(5^u9^b&{vkl5L=?9pTr@bH&3H_{P>5&VvEH8q`
zJT8}HB^Maa3Jo>wh&~ZVKR6g!m_geeex@l%l*`EpMng_py&fxM<cpl3iZ~o&+_;Rt
zM2~d*#h<>ti$8eVmH7E)#2R}PlY+@Z#x_=7nlMMB9Sh)A(Jw*$d|c|TQssHx501S@
z-gbJltXtW(wO`(K9SMrq1x^Kt@0Y6cz)LQU!i`)()IQbj=X?$l#C4+U=*S28Z9MC@
zPoQ!?%t>jL<!TXDIpVE*uH)`1-?Spf=ksFYK8lZ&LEf0*d3_hsQtitWObg%HUidHZ
z+w!Wzt!p@&RYctWE!>#a(+8B;qa@24tQl0Uv?tWt5N;P&b&c^)ouUYpU}luA{()<;
z_;@?F^1dCAGCSNv#g{$J%{cPvwzlq^-EuO(K4F3}5BR`?LIy_L&i19Dz3k<2bUhc|
zuq?UqNzuYJcK0&#D-{MzFN&b^al&8rf1i)rr!oRye{B<ZB?c3`Ttg~C`Ljr)P2O}7
zDsf>YE)^>k7w5uM#;h0YUp-4Ho5T81np{kX4@(??czvn6$akR=ky=X()sTHfC~L=(
z%i45ba=`r32+GGG<n8-B3V~>8-Ro8_(>OWznrKG)yCCdc1$4~uH&tUxa$uufvhC#l
zt>D3Pr8}r4(QbRE<jrd?-MvFIxObd#_{oaIG;fG?&VaWi^>Cg0)IO8_$Co&Y((h&H
zWZ|wUS3t2zOP#I6@d|{FklQM=sB|C~1b<p6Y*0kCi}7OUqQ_b~G3oXbFaLW*@gm!u
zaPC&~7Yx=Gjk&|E39q!V>v!?_;}rUO^Wmv7E%eJ>BYc$#$?IraYky(A;E}>S<et{F
zTIeA{MmGS3xHMo^6)!WR-~EVB9)rfeJ!#ydD+%ZB8IMZ3&D`Jpx~mo7tm)?C-JbnY
zX}sa=#5Y&mYmAwC*ri*+OMIQ<duF@OX2(mZJ4C|^us9xZce2vYCD)V>>2{6Bqc4{{
zvLcr-8gi}7Rio10%qp|<pzo}-ekCf~$Sf$1{VfiNwu?U6@qgVNFqq3Q44EC%qKnI@
ztokY;)J)=XDZ4&N8y%g7>KsYRbbuPcevDfftBB@D9BmR`UZ!T3P`AN&L$`;POF19$
z%#y>q`#T5OgFl04m;}R(OqqV^xw%~kOKQ56j)?R&LvFk>b5J+0sS#YYwe2rsMuiz|
zFQm3k#b1l6c>XwPQu#eREG#OqP0*F>u`f*RdkR{d>5P0JXHb)_pqT}h^*8Z>{+44%
zjrvn4NcAGyY|EhLUN+Cg_mq?2t3AER+NqZC+%>{pM^vn4cee(YkJ&srBumB;cL~`u
z#U+cX6@@0T1XCEt)So=+dg21S3F;xBd~$@BZ-+6Bf4rk^Sa>NE?Z<=5iqZ|vO0t8h
zkdD5m19`)Hh(A{9llPoQZ$&>{FyqP2uzD!h67=>9wbfABuQ9iQ1c$3DEpYl3eX5}Q
zR;w$e#l=RVUcz2>*kWUY#hr2Y?p@5d7>UbcWqW?9v70=Dl`&>uzt@YQzDquF?2f7R
zTWG9)eX&Cc_r6nttjRo2ygxHD&5jJkVzAdS%ac-kW;K@KR@g_+K=vfuC9D0&e482n
zmcCT*9(`)^g?5zgq!aZdWB2>u)7GLG^CZ{r*>bHtKT13N(Tt$|SvvAvEI-i95L)z9
zNwaoX?EWda*nzOJ@!P${-Jn_w2t;i0mUk;`xZEY65i3Ebxi#;?Ix+dz-!9gS>4rtQ
zGg&giyD5x5R%{yUvjg$+OI-Z1*|uRFm}+{=wsL%9DhN>O;51Z&4nhyi&UHw&wAtC$
zLH{<1R|?e5CxC@8Fzb<VadJ4&jr4tfKQHUrF3dT-va)M)#(YTKCqQXG1r6}dS$FwD
zmL5c(gPU$~1(h8rtfzHX0`>Ap-m!%a9fyO<>=oJMZ}x7vXQ=rUi~;i;wT&$c6_b1J
zoye+~*O&>V&3v#ln_LhF_0=Nx@jg=hy|<AbTZV{IS#1d?CeGXXr)__YjK{YQtQ6}B
z0QMZ<R2A}f%wSuL4o-qE=VzlM<Mxm9x~B5o?H&=eNI|!2R>e2cc{eCrYS}C2M~RUL
zd+;U7^NG6KPaWBJ;r9-wG9l_fidbx{9cuw6B(|O=TFc#J0RC}Iq9W)dBa*f@u&QnN
z^1WZUF4ntB7||tL-zHB+T7Fr}Y`4(qjjSN1?W>+TVV9OO{4D!A5Y<7KbDxIf3YsG0
zPeu;)iMMXA*RQcf*$a#EweU(x@lhaP0p<M|#J#u(TAX~B_d)pJlnXsjH^16|d8u0n
zqj57JdlJG!pm^5cE1Dkhh|3~WkGLoK$+;JTBUt#j$Dd${<mZ<eDLNf7<StI?d<kzy
ztfEU4n_4{J{#IWgAo23oa;fr-c`nqihic_RP?{TV2wuBD{A37I1pwlCnO_+Oi#?X1
zj}K==QC2QB{*Y!PR6|u|e}kNu-U0`|ztJXC1ICc|xGaAstN`|NSOEt76hlwl?Kfqn
zKmxglRN3=2*e**{C0$kE`%<1^Dnh518zCnB-F|P5y9Y`Vc)0C{dR;$-sMYPFJk(D7
zE4^W*=)p2%VyP1!y;d=YCko8s%HSccgzl2JfXuIK1yr@vxRGT4POnJIZ~*M(ub8M+
za8SKA6G9*1%v%L{<b?Fb?(;oLy76tD+NbLBAgl@lprj8CCcjt(3&oOvVGcIJ)@?k6
z)FZpq5p#=w-{1;Y4WU}xD_;#z%VG0EYYbp1(0eoJP=OWYvhGPVF*k~alKb~skZy#Z
zo7IwVYYJTt^`tv9oOZF?7wG%ce%CXz+L+)72{>RdK^R41%z?tK?)lMA*5T3_wdFww
zM|KVte-D(^<vIGpFTla>B>&!2bxshGfvc`vvPHa5Bg}WTuY=C;`)xnqS5#t(C&1b~
zAastXG)EqJ>kxukZh^7E^n=wp521P<qWH)QGKXol8U=wWs<BK~Try=Fm}Q5bNw$?}
zc^~%?QlZ!xX695S8C|*ln_Nmn5jLhS3n+hH%yvTq5(1jc2Xt>Dd_KA`J(3S3(A$+2
zbyyLe3;Owt2MR~w?xLBx=K2(gA|M%upQo|$T#=oa7qonp3x7Fb%t^DM@=%Tv3LCV?
zQXA;|oWB|DbP>2q8u+9oL`eTp=XY@_(2gy%%;~VU(yR?B%Oz82JkOgo!G|Zd!%m1x
zGv>5B628eJp<oA8@L<xn10IC7<D9cphjORpQpn&lzt}1H8AXmU-5;yZu$(Ozk6JP*
z2&eMD%~24DnGEZpd?G`=WO73tS1gbRcm~ZNuQ<M8_}2sx2@X3i?DFdMoGrQdVa%v-
znymdp#doxK?=DzrFu<+AJ#(?ZXf$#%UP}x8LUL$M>j?FA20q=?v)0O46Ao>7yJiTt
zlr!6cIN(BihMTN!zB!_|y%LC0_j2Qd*+cz;I2*yLb6h{^t3urs6=%w@u+t=6;YYEd
zTz?0yLfU>qpKS=lA?c(;u0jnku=uytH+-T_5-+4F6Qig{IAp>*m7?1l?GK%fkDOU{
zNOxK-4Go2<bhlZm{VSdFirGyM5NScGL*cc{m$+r1^DE&9%HI~mu+IfAs6LIcv=YKM
zCGm`*e5%go3Ldl_!y{mH8mWvNEYaF+$Y?34=&_ERN<-<YsxkE3{T*1x`OO154?xDD
z=ofxz2@z{VYQH2ID#P_S6B#FJKVj}_b^+a#6S}E?CN^BE(H`vS^40_^?;psv<#1be
zB<$}Z6lvd^<s5!oBKz$n|Ma^!DLwZO{3`WF03h$BGpJs2xw-1fC?qYbAhT5U4MDC@
zE;<!Ia6frf`j!a{Q|m_Ec&$sn{CaRU2GqA3GUJFQ^Z^%3tNC_+<Vy(ad?R043YZf#
znfBWit*uJk>+(P%3<M@~lKb!A)VRa4TQ6s0PdnNBxt6_llBk0Y*tRtgHrX-fDzBx0
zEzkj$hh0W$bSgAWwT>kwUk>$4(BqT3zF*<+q^swK_E=+Lmea?rpA<`T1FVlTq)_yS
z>b4?#Y|}qxg<7rT`(oB4WSy&Ks!Nm!EGj!5`KPsLW|B$2F>7&O-!=*^)hwZ2lzbfL
zEpt(OOyHf))@hG{7KHlsGW_8jqqiL5V18l-+U$nx`tKPp9nBvtiS0o~A6|aZ8>v9+
zrHW+yKt%BYG;_5)jg5@va-T3DqVQLkw#*>!NmNFEjtpf&O_^Pn%1K<Fp5yAzXA;^*
z!jEV>oBKrv{Qv#5Zp@jD^X-dX4fDL67Ur`uUaN>o4UnMhiR&45;aSlu%i|@inEWx>
z>LWN|yh#szIFszuH`9%0fYla|A`|aum;vnQCMHP0_8JqSF_o6Iay_rFtEcha<8VG(
zxi65W<x$LlCe2{=te%B8vZ>wIP)exe(e>Z#YG~T{?Nw;IASrRW>g#_wlE&oqM2&6W
z$IWa%uB=iJMzx~Idk^55u;eFI!ejXpM3O_o;&bkt`%-6q>OZ+6d^hZ6ej*_qM#?Aw
z^4h%9rhRMXiZG0U8)DB@gL+RV%tCxHrTMXY4}QFyn2XTz^cv<{yC$4QPuiHD)b*#L
zS573+eMGEEjpNQA-{-*_>a=`-#eZW+ewt`8EL9)r&sjBI>^=aQoVwe~+vbKlLp?9v
z)`3{u0M5>(TXr%r!949nI1$}z@)q2w6L|5fT(I;)wA~!)m@|B$qNw~zkSkmJ5t)Kw
zODXF<Qra(t&TM7!{M;&RV2EQ>)oG<<az9bo9q<-P0V7$1xw8sUo?35Rzf^Kj>&DIB
zkgVr)dZ=|R-y-+stZ{-|7N)l22EHz)s=el+Pca6$DF+VFJ>q~1v>)MN(>APM$Rdnb
z5kTcU)Q1M#VWHThqu=->e=&{#BQUD4YIJdkIn8ctn<gl^sdGf)iljKIvzy>MB&2Vm
zJ9Y{(&)oHhZ#OGCXgPr-&Aqb{KlU)!*{pm4@uW<Gbe-PpblK66^6^2yKgAaS>aJ*J
z06rW>YCGmSHy+PZQ1>+dX8DOADvR!RX?U4mH!nR=`D$;H5B^}Vn$GA;84zH{TFM1r
z58CnU#;$?rUIn+`zu!=*Gn%|cZ;G&F)}9mKrUgs)jX>f#55PZT<qE=I;QME*pYuy%
zobO^nm_u9q8F^g~X*a9anfuvbiErHt?j|M_!m|gl9tToVJL@;mwA*7vvao&`*`q3R
zIxZ?{O7f7Ra`l0}PxqbD0vTFw_atBzhh6_F1@|MOJuYmSEHKwClq88yAUpXb!Z#t>
zV&h!mO906ek|Z=!msl872@FT~Sz^9SIuB!?4bF?fe+2@68}7Y%OTK=e6_2ACN*YnS
zj<Lr7>(2$Wn(OajB-o2^R&$Kl$g-;AAMsX(d6g_H3r30yBI->-LuWRwQ$>beAOxfL
zL-5pbt&wIMm#Sd{t9^;%U6}+=j7XXtH=B?^vC(OPJM$cWxjskQ*`3jzS3xK9E?1xv
zNCCQ4boQFeRd|LRuL$5Tik{e!u1pAtA{NNd0dtEkt>Iy?-RBa>DVK+G7=VME@owi)
zu69fG<km4m9k#7S1<l&CT~#&(lbAZaf`qy5K*68V{7>0oR*I_!dj`Y;@TCZ@Bj|u%
z_h>E4Ae<Zfu$gbqxSEv*Zf9emmgSq115Nqb;;RLMyQ5*zigYrk_n`w@ni>mHUG1X#
z-cnoVQt;5*EZ4MlTCG=barQ0+F0NF7#6WXBw3Mj0ztFhZ3VYW6+=Kqc9c=Y~G@*;1
zz^QzyrI1d}5|W&_XAM5}?+dq*|1f3|5of3vthmSnN=rkKLLy{iTc!4UKT6lvV=aI?
z&{{`>R-2-@mMDc5vTI-w`Uq5Fer8Ud_XoEE_KBX6t?H6aXxc1-K$iLUQtZrRpyzMb
zb;Z?DC^ekJWb?smFd>DOUF*^43~bcGQIJfZ_c!aUi?j<Aw6sW)@|$|i)?U#-|F}E^
zAv!*yU=JuV0$)lOt2<o@V&5dtd>W>2@j^yFz&b&R?urIZo&;t*gc*NyXLFlNSUPP{
zi385tU!|r)JcQ|@v6Ey&x}X?39?~|1nrt4L@y_EBAWGzEv#hxL1k58}pLX4!p6jQV
zl#YHN{<qoTe;EtnOEr^}34wsl|F!=%7BKuX7NmP}Bwu~}+&Eg>$?u_i5jn*jQEHK(
zMs%2yG+U>&R+vyrCp1Q9Sdu8NjpHwbji-`QPRL~0XpW;ZKKC0`Gn;)qy?sA@oN!Ga
zw8tI*zB%e1p8R_0Ic0Fcf&Lku;vq&{e+eA;FYSajVFSTRw@G0BY^>gZX>9#jY#hPL
z4*1>A-}dH3YjxSLN(~K?%rRJ(&2}imeRqAjQ9+uwT?P9!y=&t4y#1+qc%F4H*ZRQR
z<SWOtW}O)#Iht(LHR|ld-Y#OUOUpxN|GWA9bm896V(A*8q-Ja-Q=Ww=CYIl2k~O5y
z)BSVRwQ8Yp&7g7iW!9lvRbEzGx}JP7Hy!uls3ig=HtN*OE=KuwMFaM6_&}euMAprJ
z^R@A}<i7WJ*CT>{BiHNnt9JFqVQAMt!aY|nPLUo2a;G{i_w*{FK3}Y*&9xR;gTLOJ
zNMaeTLy?I~f0O;4Za=723IT_oZT8vx<u2USJolsW!O-$YFaWLx%#<(%^*dsRen#zg
z0h+33kq*k_{ff9Vf{cYNu8)sZ|DMy`Hqp^a-As&bhD@5H%P~R8Vx&#7QdXv&twxqT
z<DTz}g@lBr>@1(tUTV(R2<I*JlxL^ydYMzq^$2T&+XY^$%FlCIp}U9O9DwS8Y-g3o
zmO}w`mG|pz)<si#UXh>*C*ZRxvv5BIVaqFRT&WAX{f*OY;eZ_@j?bP&Z^dYrF=I=J
zi-qSZQ2h0Mptz!J%UHczY)6I~1~VKyo~;Bculi4*)&np1!j0`_L5-W_ThmkT1U(kQ
z)d<2GKJI#`x(m5yE~9PvU-zIeDKq_SW7M}3SKm2&*e^!`aSuuxFQUnY@Wux_YyYwa
zj6IiEEy(<;k#~e(bFpU7yQgJEZd<wa>GqMjUgw&<gA7_zZK^Tzi4}P_&)$a}ymxVx
zia!xX7AIV2)gLcoP`zHjaNgfa1%q{A%y^`6xo-?MVyUb)wlvPt^M_yLa+A?C>770-
zuk{}ygW(I`836Sd_*ys#@61Z{a>w~=fMC%2RCm+NL31H>b~v=Xn?H?q_4UNHB;<wn
ziJn!H^6beQ6WT_s%_Ut%wu4QU&w`Yy+nS0|J7WaE&5u6xX}^r;L;YMmwm->ADLUR&
zPN|iPCGMw-dQ;4=Q*CkmAbFrzE2<j|DVRQryH}hWv#xzqc$%Eml|MC?1!->XaBPsR
zkl{Yjgh-swK)6ut1BJNdy|XTy96OeP2g;tuspyt5>!!i7w?8mDPt!cBO%tq3U%%ty
zTBg3jMXI@wb@6=0WrLVLhHN2jToEo3(Pi(i!QLGQLhzBGw)m$P$<vebiu-+;Tujb4
z9*5eo{9Wg$e6|<iO6DARX$--JB8B^tjlx8WHEVa?0Pj~f*I^MhM=$DEuEw?WYE5~m
z_E^0%TpT=Lb|`qdax6_aB@#RJ-kUy4v($oyVkKLel1s)yO?~^>F!+hd^?C!fZG~PE
zzS9+L3Ew9bEbSW$o`zqOxr6m!1Ze|BkS+@b1sa4N)3=G8C1S^S&r@3w@S;YG4PTXE
zp=LyN61H*JymZ59iK!q>)G}6)HxJ#2EbrrRpWuVN^K<e+={?o5qN?LE!9HbrMz%%$
z*aTa1Im<<S^nq$e^Wb|#C*`Cc=EyrRzA}0$aMoacqnb+v-`AS-4B(;OSgnEXOtrA`
zq0!9ltpU^7#v#UnX6RkCP(tIKpB%5rUVJ}tAr>XlbQjism`#|@SEaOqf|wt@u8EuD
zV||>`G|sd5z_FutcRQC6oI^{vsH=%K#&J77`-`T><0w`(bS0FdGh6pkeBj2Zy@i=1
zw<RClGV^LAwOxWY#frVWt(8hNRz5-UBGb$>TanRI(23X*X8uT<R`X}CZY#8DK)F`m
zU76pKwMmY@LZ?K1Trc}P^%W4Mp(@7sT*vQ?rN8DPYF`K>u}&_|ZJuo-^UZ=D;2Nv5
z@DqK?@@GjEVmiZEL&awP>^5+4mg(gH?DgP-$FC~p>oSEpUwVBHMtg-{7D^*wy_{ad
zxF}tM#oq#_Vc-@$#?p>#`=P>j7l?LS@q}!G$}jDEeBHuZw#e%@72oRqETy~Tjq#JZ
zy&6lF?`cm}_tf{=dQEHC5o3rDO7vC5!&uqLPlh>fxf;rk@b*DxvE}#b)Ta{DW_xhb
zCxd~9+urrb;o}n5;)h$-fmdB!&0ksj_xf<P0+>PZmJ735N`)mO8QSxGFy-xA+_(0Y
zgwVwI;Cx)P&?v@xx1W+WztguAnaL(3I|_V{(3W8y@%HSz*q%Zt#gf;|j9iA>okhip
z^BCd#KYI6U2P3vlO*;+HINdA$Z{Ow+CqfNLv$rAJ38(a9)b9}L%Of1GJOFV|ra6uk
z>1(M*sIz=^9!@{!I-^>Mz0T}Gv<vzxa1vVPcYuHLH8oes0LoeDL>v)$Z8M&2a7z!`
zgRD??DFJU!Wh8H<XLZxg%vdVJt$qTEp@THNSnbPmaa&~Q&jW%q|4PqnwVu*K#hRDL
z(6Ye<;2vH2Vl671wu4x3LH&%}$&68o3YE7+BI#CRE4+qV6^v=^%{|J5Dl2jym{|Dq
zmF)HT8NQuJ-DhN#sG!2Kmi;n7C4d-|Op65cDX^Kf=Y}|b_O}yg$L#>m#7-z_iSO{q
zqkd-Sdk`K{494x%MHxmv6O^_slnd&eK|VS`MHLB{w<D^akR5%1b{~tofWbO2B+OY{
z$fFgZW+*dIk6V_j_I}tqCVA+T;iQ;yt$PmCpn2&Mo7v5~@m|^bpLYD>Nn><h#7-jo
z$1!WrAU~lP``gQ`w7HjXZ@#{)<KMkL8vT9~R?v0C#^_9nd4T~}e?LTtp2$PcNfa^>
z;<L{9l(I*0+97u=4d)hLjbHuM^`11-QnA>rj(ZkcpnBWO2&QMeGf{&Rvv&xw@5)C4
zC>)`YMGMI|g*M?1zkSRx37^I-N&1}eEh!u@!vY&M|8Vkfz(@lBg@x4Yo4l0p3jSMW
z9t+<&<L3ARVWt9;4n55M+=uXSwlVFacK!6=&WlyJ+G5&cq((`c4f3N67Bd*fcDr|o
zB~fsAa)UuZM?Hgcgy)bBX^fi_8iXOnX@q*R-Y!5+TVLrXgw|0uAk*BzMIW~32-@&1
z{S&f2QczOZ#<iTb40=yg3%P1H$PK`+q1MC+LSy#x6^BcyNY=PwT5MQKK%ST_PPb4g
zkc&V=&oL*RYyg|gq+Gp%%RS$Lc=5>ywf_o3rTg<o{$%%~$Si60Bnswt1AMAG@^0pD
zKVFd@kQu(fqh}J9nAmrESJe>wA#=8?^+r$%7f0`A{eE0J-yNQ^BQK)udA7|oyuQ5M
zIH_hCC33=i9JiRv(8$Bu_eAj7mnvfgaTYUhW9xrwstld~cC}0L*_Psth#jCIV`y?c
zR0kW2Ng7fuVi7Tz0EkOYWJXep*Y^mVvr8|WxzRarkVNlW!Dh%k_y>qQu#R}otuf0O
zo(ZamjJPV09nABR9ped0&@s23z&Mbk)15R(=>v5vIx^(>n~zDW<6}=yt5KSmX?;i+
z1s(jC$-ZJNpRNa2qK2f+Z{e|IWih+L8i7W$cX_yTGWdT1uQ83(d{#=8T1iNRtPVIC
zAZH%s=imf?Ac#%;!Ge=8r{5+P1sZ=jfDxS}bLRWnuVVo%>koF*6$kY!`#UB1;n}PU
zL(>vK)UdiP#9wpw@i&_v1%TdM@4|n&*>Sb@e7MNyWnT(v03I5+_pOM$%Ul|F){r*<
zZ#dX?El(M`A}M&>io41gowg!mNI;6==M(+|4i}kT{Lc@X0o^SWFd_W?O(}?^&OBQz
z?E#J(Y0Yt98@D3wF`EupG|v4JQ--W&EJL(=5?tH*<GF_h^~h-@HD(v_$@(Dvg)YYp
ztrNW$#9HsO1l;WpM?f;k*fr=727x`*%|&S7;bB>E5{;wBZ~HiUyV;J+r0>3ViGg&3
z1gF2b+=|oTDhX7pzqA6|0A3QE-6%z5$rml>1vb_8b2^yt&VmsE5uy@An#cn*(R~wm
zI4Y*ScWXWeysMu4LX&{p&Pz#a*!+6Ka2y6LO$B~Bru%^aAT>(`BzVTMi>41s8!TFL
zyjHTFvu{LM*QSF$@K8*lQY72`xkOo5S6h9&AqL4Z`>iFei%Bf>*Qgg>Il>3y7#Z$o
zHE^}Xw$B^We3{)ZkD4A`pVl<kKtcUI<4Sw}+*y69zP3AHFy}b`e2hF6QdJCx_YW6`
zq6AH|b1BN+rSAnFSS!6xa^kp2HH0Sl56xUTO8#ah+3Gzz!Don+M1YcmB^6EC8rq?=
zowu1zQ75-K|2H~(LS2=+t1Km5?>SSP|4kg`XW&8Eo~tX-?4X1cM-WNQg!w?j7UT&(
z-`4-b*Et1e!bE>Mwmq?JPi&hLPi)(^CpO>Mwr$(CoxI6@wN?MU*sa=&zU#j2I(^Rb
zds<ruLaR;H;X*JG`<6BB4D#%ijd0}c$W>O%)K49!7Luui?e<4JRqJHsYAV^VasDAW
zOzAUbic0a4$>H3Zb(}Ju^32hsLbmyZyDU2GuU)i5)d6M23ZF7D2*0;0;gpE=L#rW5
z1uz)Inq?YVQ6`|e5mnrB{H?Y<aXn!Fz^T5OnH|O6(F>T0i)1S<NzzTj*muP*Hz7zT
z)Z@&Q-<s}W^=cj^y`G)$9W0^n3IuIN?!v5BZObCuO6zn+h#;*?fh9k*MM2SP<kw#O
zKK<5I<UzcinB}2o^92bZ>bg7cqv}4bh^b#y#1m?M#$>zm0a&-jpJmI=+YuENCI$NB
zO;1V$!2X4KOTc1J)YsjORoadHNbbPS&aU&{_A+(&?U>^1QIPEy`pyZZJTv1=-g&jT
zO8Neyk*llI5GkzZW_XMFnz^uNW(Y#Fr&e>(J3r~u4MeJqUt4iFID7ZmY`qe+@9pwx
zpx+zYSv}5tzG!+lmY-Y_?*VP_KBSuDlc0aoBxDcu<m!G}pnuMexpjDZBO>{*`Pa2F
z&NUB*i8uE)2Cs8|5$slF3!ac`6+*+JV<-7{c2d!MC3t>R(4b>vd24iMl*sZprtwiP
ziik_HcJqagg<zMkk!<k#-w5wM(u6D*a6vUP)nEY^F3MGCH>4qQ5_}=Id1Rg+%6!wH
zU8XEkQ&G?(J;`>n4ece(&DXOg`R+hx18@M97P15tx`GYO0Bc2?`1gdh!g#hrDmHez
zo(jzR_4gd61`gJB!+NX!GlfzUZ8)IU@DnvnKj+IoiO}b3X+>q}VWIKx>4I=%<A>0A
zMlZE7E;N)Y5Sy``MtHGAnrWldKkrkXPSBVB3qPaj6BS7&)%f+2u%xF6=rTIRVGG1C
z9G0Z=;y3BrZsmb|a9RK7Ogg$_F0Q4g^K;dX38ZU~tn>5cZ>(v?>6}5;BOhCdL{aIq
zU-iBG8j>~AYq^EIr9HL;Wb?PjZ;X3AXN~G{o&l1KI*!Q3S9*KuH4jOj6qW2U^=|V2
zLyn}s-gnB0{DFkD?tjWnLyIp>XvKa0R_FqOI{xYkdU`G?<MzknRW>P3o4Mi2n-wZZ
zTq59#q2jbB&M&r9K(<EeMr1U-(y;e?X<h=w9X9tm-%i-}qmqJF<?Hr~ZvUB0%Pp!M
znQCX>u0PA-SynusE(dA8zw3907Vqit+ku4>S^gR?%2d`wW--9yY+-v89;=kp5~(ix
zB)%feXbzg2vf5h}rmxWtSwlAUAB9ut(=){umu<FHC#M_=Cu2xO^7mTF*g~6)51CfY
zQcH^cxuR7Bq)Pd)VgOPm^$d53Ok1)!;o>o3O)1n6)a!-jtvB~2+or`z!EMz``?61K
zd9A$P6k8Exmh8Pju9gG~?s4TgxI5KOOz(_T-dL~YRemP(k+9}-yW7#U&{(OveeV%O
zcs8nbRYSSGE=;s!)>EvtZN-YOykMIEs=<y19(jxl&)NHRj>b!CWzZbL>5cNMaT?of
zOM&epum3K-=WgR++I9Z&{wO=;VGFrA=fw_~+27C!Te2(L;er{^yC1$nY0$Q?Nc<#t
zq?`RfiIWI7Q}{v@#vlu5YBeluAA#A>fY-X95d+lToe+y`)P1)k<3Z(=N)8d-K}pc=
zSI&yN6ILrH*m>?=DK6cR)Xj*#s^Fx$hd2ABx&plYcV`lMJWQ85z+Vq{WJre!QBq`J
zvu@&;Z<h!>(ILD1tiA|M010-(H`u1Zb+~-|v{0V8cmAA(+Fg;ZoU>JELzmLamL3aK
zE;b3&l@H65-5-8vn!HS9ne1bW^4F6hN@!t$m;P*~EP7L$|ANECX%>&YJ{DDwPPr(7
zm9kn=jX+NtW$Q+W!+HpQyE2RbpzcSXn6czA*q0HkkASr1gAgoPQQ2ZW$sbR)&{k_G
zC!l!2kY7fq1}A-_Wyf%Ya83*Xc2L70piGkaSC_+?Cqme0sDdI%eF<k&!4t!ebcE5P
zqB#vKNLrJsRQ^A8FtK8tT~yIiE)0ALatZ;vV5F&5Vdt_#Zs0WE$xQ^pV;r=ht$QID
zFO9ciB+jF$#6(0+a7SLhlm0hYcJdt|%dN2EjHgAF$$bg}yp2wA=gXIvND)C4#g*gb
zB?kImAO?^!1LzruC8z;8sV=p~VK{B+k%G_o#aKC+CYc#vzbn#{RIVUZl^xL>51pe^
zeC#V8*Bm2~I*ew<5vp83*2n!}aasfiZLBn?2v(=71-BP`Vr+5;BU#C2#(Tkj%&Ms7
z`;+{Dr!N5CiX|<LC{BHNK*~aj!=an&5+`ZTD2(8ALjosCDtC*v{av2EaxoB|yg_AL
zd}Y=^)cD^R5G79{e>zt-|5!&%9Lo0<H>AR#Ry?P0(^M`HTc$a&-T|EX=4392vhMJ`
z-G1&{DIbTEBM+QQKFR_q+9k}QH%5!bto=!ZZbYOZN|MuFSiNRe<OLx;u}3PoGs=$(
zX3&sN8T|$AegmWXgH74fXOpRowix-(yZS^`&N(+ZsFowO123sDew+uR>3;45N8r(P
zI8w{5z5o8*FU+>DRKtran&L^H4S}>@?kr(&*cn_RwO*c0X-ue38W_1W>A@>aANis7
z6x{x(lZpYcxNu|%Ay1k`5iN-!B`fq4nF>yflgXq%s6h=Xe>R9slVS->g&Lbrl=S##
zssge$zH!|eXT@k@(0kLEGe>tY!uS2yh1?rP`Xpbhx%cu|lXIdPWR+o?k*-6Z8<a+{
zL+T7b8hXg!ri+-(?b4F#Qx04L6l=9YYD^1ucl%HOy~ww{DytQ~MiG}-+Fpmn&hwj3
zOv~XZ^1?W1uxh(;*rfP^Q>^`lfju5$39HM&B{4}`+=uBR#-6FeHnfYBmNYd|=}z}p
zuF{s5p&J3$k9ap_b^Q%cx{QxVE);*E>%%)yOp-6A@9tF&4MCGqNj<>fmlRvZmI=Jw
zoe0+5&a+v6HujI|wJeeq85xkLDb}De6|f4(9c<g0JK>@B$@!NK(n4AQG#Ls1<)FxR
zPyj}!ycVWt=UE6>!<Ju)qA(06+$hzw_(@SkYATliuc#pMKo(K>7v`lQM%=S9dBi7h
zF5Emwp*@aoW@}NWpCR{Cxm2@?EGt|^-#!0IET@ixEFzCY{P;r#E=yWM9T#ql^5X4k
zh#6BPHUgjkIsv&P>ahj-i*6Rw@dTqU-ef8hxp8lWD1u1Hkgz!sRZuQ~OYajT9^o?i
za&T8Q#*OERb1Lpz%KvK5ZJ^6jt4!ttdg)Hn?9aXi&8L*kA=m`ljW}m{M45faQoU!Y
z6_!jx1x`p;LZzSnBSdjAgx!yI4CEg<SfA(0h?A!Xql2kn8NsnXij-&4iMkB=B;UPB
zT2YzbgGIZlT$5fC(cKuR&Zp?5ZV0hUrbF-FEI$Z_i+THt*aZ=q?pwPW3pM#5;i7rX
z!ey$D=}gTk5)@O_{1o|zyCgx5+)K_-11=1KO9n8lh_wwc%2`iXXH6eazAnsM7GI-D
z)Be0Ea$>)LE2VPbmqw~_Vb$;tvzwx$yv`!5K!99PGb`zS>+#U(;pOR{(PAMr=wuo&
zXzyaVEg86H9<-fK1{7QUPn246lDE|&A!gEAZH$pPS&~L^*&D=o_cQk+r_L|Q%KZRk
zK2i5+v3@g`#`1F|WBv~30j~nQo^3=+Tve%2A{b_XXu`Gkp9>*Wa7uS<i^#<}di)=>
z-EvV9{K}D=HdnkFTG2SI$hyAF#S8GCFMoev{1gb6yqfZ`lhoLpdgi$6gT5W?8VGNo
zgUVN$lK75MEq>^xx6$<?mvg6ATcrp+>!v^qc9)GnlRMD2;Ns)NNp)!w|9B7I^TF}8
zHp7gaqYC1tD&peI&WB?CQ{pb40}GVohvtTMSAv3=$?@51HGHB4wPxbt0&<eL#&R_N
zSOSzH{HA;N($d24zZY+d?EtS;faNG~g>Fg*KchpJ=Y!HSNqv4m{KRv`+D!+Ns$1*F
z!^a7z6Cvi=R$*AVOp*p;v@{w$=_c6;?EGx8erVK_(5O+(j8|)eUKQkwUHh1B+Y=XU
zUk!7&vjx`Pj@NjcbZ<4Ec37;O-fehnUBS8j*IUV6@#3j!Js?oHFFd^DIrIP6Y5lJ=
z;2nvizt2$+h7SsCALTBrqb|rr3;Z}%y=#P!F+|Ms^Fy6?(`U-iCIO!a4lUag&IwhW
zA&NdiBQr#wal}D-3u*I{lY`5Jgyu0Erin?&2~i{7H=-WtjK5DiQlRp<o1^|>2AOWB
z0#_+bKKVJJ>8T}h2Hg-uBJzx1`Nt8!&3EGqRpF>WNv8J>ZtX1_D2$X{e{7$9Bsv{v
zazm;i3<4x8zO2-!H}i||LK&oii_|j*g^&R?5J;X0jVcvOa72;;DmA-}Loj1CYCG@6
zz~OioGEGSfi|hkR;r?Eql8s?Q(Wl|aaDDt&Oo%%*iGIS6h*FbT%Uq^~U~v@>+rU{v
z0jkc`4BRq~^zC7UV2ncq#mH)Bg_WIDgjRhbn^_6EL#=NE`y3tek?RK;4XK8!%>7Yr
zqLok<W2b8O2J3Us!t7lwiHh`te%~Rv3ar=^pb=lz27xFJZ5&dE3O%I$^B^@_1-rJO
zYwDF3;_?UrQxKV}D}vVG))YicnPf)Y@xd`Tihg_qG(9!kvlb6EB5Qt14r${gekm%f
zNX4Gm1Q2;3N)oDxi{{)O=3r5PI8UU}liLx@hC9=Qx;gex;-YN~+j;2m4UcEUWSNuJ
zn_8T1g8d?S5D*_`l7Q$r5_X?d8d3Qseex6;d4qAb2ctDAWXvn!QT%EOm`4Z8`9*Db
z77Q2Kts#Q4A4uIrMgnV!^hkW%2eC95E9X&6U%*5sj6jDvOpAIG8L~|Uu+8|Q%cnY3
z4$2BCtJr~dnThY$GNvBIt~-ezpggf5!f@w}nTH<l4lveJj`d)<i&E@7p~+|QZw}{J
zgruJWgRlDr4`*^UE4Xzn2C+`G<ARrDL<X4KRT!Bv7~ZNEOhsx@RJl>-)HxgDKqSiz
z3dkFg;AJ8>t8A(8podvqr6`T|9dAO=mx3chR>4m*S?wQ(a774X=?9XT(mj1sKq2c3
zz+R&WhtTexfRVI)RzudHqq=vAda|KumtbIAxs3ksf6~cSB%`T~@Z%YRlibNjN4y6@
zBZy{*WQ$zj>wO^ZBeaH-J<y6!a_&t-iq)SX$5dy9fYw8N9o)Yr!q_Vrjqa%}3s(;i
zGC-okcIP5@56UE$tx|pWbq7CfdbrUT{ShjG;^3bZZM#lFna_ee<Sm#$15NKYmrnvk
zD{LbI&DG~j9ZL@ze0ul%^P51ix*h}zP^_8NiDFiZ!Z$0#;bHXg4xNG{BvQ&CvP$JH
z-vK@i5JU;ZqTlEe8}&@jC*&&JTa833u>~U~D&4{!(MhB-Y6FDrA0^$@8~68$)8l6(
z(2q2EZTOs<ihaAD*f8`X4ml<2d*(ui#`pF2LeHJpqG|MN{m|0))xMv`FUy_0h-?4)
z$4f!NO+3AVp-ayhqaAjOe-$C-q3^LbK4+{}cgco7j~G~_CJ+)gh|4C!6Kq=cS4oCq
zi~kL?-3v%lQMW6B;5>0t^oJ7rN|DYWK--LkOM=)5Ud?U?HWbQ<*yEY6o{W%$0Cb#B
z14jW=-6NLCrJXbT^igPUywuoE_cG{+(vA!Q8nhCwLKvf%Q$q#I72@Sm7-HubV*!-r
zW@VH)1!sn$&nfa9k%wX3Z&JBs2qxW;dz;(w;3Utnw$|CC0#~HLN-Nst;+i`qKF1vy
zAi&$%KJ`UYNr^#af>bl~S}U4uPK+#2Y2|Fenhoe8Y_Au~6LaL1cz#H30%@=P5wqi9
zW8>JL-Tzq}onTt!J@afY-(DG`BX@G$pqWB?vz!d-07om5(n)DV3)Nt3T%3zlVp-#f
zeDD2Q*1k)SwJRx9_^rB^>&5ywCk$IXt6%tQv*9wq@{dAivX|6Ym}sL?iVmrR);c@f
zQ~LdfG<Y5BCIF8`xd;W}Hx0&IO_O#$M1l$V={W0xC%vki`Cb1-4(ot75>Pk;<Ixf|
zigwQNE5Hlk$;#5F03<r|!fVS0K{2S^K^<m25eQiG2Ax$#=dV}M=m3e%QO*rId{j;m
zD|mBfhoTCW)sTr;*IHJgm4wMbDy};u$LXeFxYksmyw3_92=fHU=UEBrjOT9)GVF*D
z>%cJLp@X7`4=YHmUJI+`0%VvS;gymgylhB^g?*`!HN}nPO+G&|T$a`}L_<1_R`^U5
z3o#VF>i*gtqF<uQ=DNV*rZ6Xw4>A8z{;q|Gr^zps&i~lyXMWKi-+O!aE*p4|hBfml
z#VNc{kurFDiuRczH3GslXCDm2Q<jbsJKw8-;Hi7YJ7rTNfzjnFiI`4_;uKNREGvuP
z>xm6`Cmh)^AnLHHB3w875u2{cpbpxhwgALNA709^s5<Q9$U_N7VEcBN=K|8%lbuj+
zOlgGo>uY!Y4ZAH_7XVi9@doe-B{4gBu}*H9OvHWWUuA#r#zc3+kJ}?z>VbDxieeO^
zBDh$_m);4+;U8sq+KEsC9+#<jp$?_%15UYerI3^91S(sjEt#8TQRk$WH35F!Xc|=#
zYmX6Y0Y(R6hCchE6}|2<mh7nAf?)%0DJY-V`KCsun#qHrav~6Gf6b-O24jT8y4(Uo
z^<+tatUV&)(uaG$QEgZG)Yy<Yo=7%$-CS1S>lF;B5h_w+d`l;SI@&-irT#8w_r8rd
zO_Yp&fSl5tRfm|6c8PGJ3QcCiQ>(etFm^h@fvqOyg#1zRDc6}$NCjns#h}Vf$OUr!
zJqZa?^fG*|O+InV`u9l81{#Yw->aqab>Kyk>!8<cMYI`Iitz)cPLt6m^CuoojQt<Z
zhd^@x&Jd7p5I;Ah8Tql_F_~+u^tSY^`Sr!j7-nzp2mF7?i~m>k`aj~w|G10)Bl!IP
z?fSp<ki&b*bM8$4o%nD455>X!zx9ym?rP|YO{3_fjI?#cQN*T2)TDZuGSWfRQ5ec7
zpu)-(PjSSsfy8STq{LFN#PVKe;v`s6$#Yrk0CyM;NRO|b&(j=!=b4+F-)zpeKDXJQ
zT38+!_)x~d{eQ#%vavGb?Dp#nz~Ugd&kaqOxJCZBzE$>LRmXU$Cs^v$d`fSAesa+J
zJg?{8?OXc!+WoFctDTW*5LEaO_-y!z*hy+~iN3wM=jgSD>iys=Z?|}<4E>8gTL{t%
z>yI$X3D{<$IR48GZT??QmJL2j@f&l=Du!;n24>K1B?6-j0<Lww!91x$4J4z9cCo;_
zGYD^$Ujf;(<#}Biu&c)GN{zQdc%Fm6%aFu|TC>i$aK!%orMLaZ53oMwM<L#FLrvgE
zHDG^B%I{qS-hE4?Va^4fqAr(lVoiro#h$?g)cyV8gZ<dB>uwNhy@gT#u+7vqx4>|0
z+BYr_8@ky^_*9jf42|)c*_H=Y*&{}>SF1fheITHkwiP4C*K*AL$FX=XtwGsdtJZDB
zOTx`UbjV#7*mt~<NOYg3TF#}gmRg0y)Ox?MEzk2|<flrwE7Ghx_N(cNzU~iJjoZCL
ziXb1SBC<#fBEOf8|B%x4uwBM(e%{-Rwp!b%uEa2PH}#TFf3iyV^C+ifPcH>zkWyAn
ztD($p5YEdcCGGXm%PPPl<$)m<VxzryN#wY2CS-tRm6yMT#`8vgx`6W1+=pqBjm#f(
zS#KmU)-J=p$8<)Jw53<qCyBwuuTC}K0m!sNF8(u${U*L=Byo;+uKpw^``qrnJ4A4l
zjoP><$(=mQsm%DYrF=r|y;1F2yZ5oNi8n5|Qlk-^WZuxo=^*H5w}Naf$T(%kKFmHt
zh&N75O<esrgDRLtMWFu_JsAz3Jxh!7B7fZ7{_SeS4ChIa{Z#5aR8LYUP;S_khn<6k
znM;{pVXedc?#rOu_L_&^z4u2xuJED}9*_!NwDFwme_dWlqTI602fNxZp&+hvQU%mq
zu_N%je|0gPh*n1;oPpla)hF)!tUZn}f6j(q_JZfL#j0lOKUsMExPFlB3{?S~<e7!W
z0-AFxQ^fdml)vCLW|=*rO!f)4;0qqlyGuF^xHpM5>#E7#u9NVfXxnuZqlyXbm~#Y=
z5!^jQaJf$`TE9L?{KZI#o<7g{Gtz};(L11S;v@l|#&}_Ex4tNUU9p|>#;f=Dqos0G
zh?g7u78w2c9P9tAzBC`_x0knNZmmfY=}lMdSP<*nH=WHR4f6iV_+Dokd5<O)l#y|U
z?BX%9WSjCj?Mxe1*ODD&j?42JCP`tPv}gO)%T+9&`bc<J`<d30-ga(L+zrpc_QJBB
z^Sc}~y-lVw*Ppe>h;Eg)MTnth&MMWc&ET)gbUG-$(zVAp!)zJ+JZ8#~jKk7QhuU>s
zfMelX{OW+WBwm{yb)F^;4WFj8z_rX*A3)ufMps`E_4~@NeE3cwmyaU5ut6C9_>M}$
z{D^;>c^Ax!O49Cag^|>?=Jq5v-5Z)q^EjRI`ADnU-dS9JcP&YW1_NtkI&ZU%ehg+~
zTZ~xw)mt3&wt!JF^f5(7@g4^s^D<IBun%2ZBcZ5vFBdz(@IW-qO|uyAIl%Av*pIl7
zcw3+CbHmic&<UI4-%j@I2d8yMxEgS89f|mzU&2|5fd0*&!K1~$_Ttz-n98sufo!*e
zXJm{uOvvfoJy@wC(6Jlj<bDP2!E?<)uI7Jj(l=}m@kpeUKv-LW^bJ$4O5HUc?0$2^
z|JC)8wUrJiqmBD07%EoF;_H7@)7i42o-i<5Uk@)7wq1JUrMTyv+-n5Y{B*ajM379J
z=L!HIc!!;*WKkd?*PJGi+tp{LcUwODU>=`1cn4v?c&9sw*FT*7DTjAb%P*<Yn3(iz
z2I_3_0O!;5C;HI;JVjq#JpK|Mn>AD(nNxN#&412#&@}r8z90(}J#^W03-)Qxx_3^(
zE;qMS`(o1&=tgGXAL^h}Jif*#;Ek@lDzMgNv$LXc!gQLAvuyrFu0Qq`kgnRDNL^Fl
zG4=r4yD7cpnCtC-k%udTT`zD7^LyqEAju=$x$e#4K=O&Exd%r&@xpg0JA26c`5E8a
zPIh*CipJ_Ki=SkE<ddY6xk6DyAoXvaO`QiCs={jWDBt7>m)~nfHcdsFLb?E{VuYhM
zD^f*fr(EUezYJvNDg~303^^MeI1E<VH?CEFk%i#7plYFU1IKf3|G)WUG=inl;P})M
zYtbjVnh%FDmQw<1yHmiXfd+$gBHmLx@W*+CBkdf6QOs7-oKtnW12fyAPFFrxE@9XK
z-;sxA-3!<|&r|p#uiciQG-qEUL4rtV!%o76`?Xb&U?4=2!+E=tELWgJQS`}$#tLYl
zsnhxoNibW7ILMCl>^1TW6y@ZoV-s!`XQ6MD@8`>LMRU|{bqKV(X+^G!tR3LZRVS)C
z#M`VY^MN<L-@LT$*L^PXV|rZURJ8G@W|%KCAfb1zpl#F?ZrxPXY8Cg}t};k0LZKa>
z)V;Go51HXm_k+fl<51)P1uSPUz!|XR(S)B*_o!d*-l-RkeP+CRpJ3C!9UCQnoFgqm
z`uEy4FLxGFb81$yE>fXF3s8&nLn1-Ta{fRyAa$+ycD)1s_D^>8PAz@?#oMH=m%G~y
z)H<O%(+$t(HR8dTLgon}w$K3a(%d6<O$z+`0`}tf&IcfN&};Rt>G)f4m7gI4nYIlo
zvw}Pzo`g|=PeNeY97qA-B<!BRzruz-E)6sr&)(R_=F}oQ`XThF@gQVbNg)|*oAxeP
zX`Xo-o^kB7ck~xg;LbSKo7;+ic)HDT*MDk!6)|_{rb<V`Qus$(C8@3lnH_gKptGOj
zaHSp#GyW~HLh|<Sv8i0?S}AoXzOI*E-5M>4YsN%I!TOwk?vUTTSi0iT^4z|rxUs_7
zY-D7<?KMi#0>&W3wwF)moQ`E5q3!pS{e=Z}-fr>yQGw?4Fk~!<X(0TezonzTH94=l
zc`13HxzF3aAB@%bN#)(EmXffZ<WW{slzC#twgEaq554qxQ}S!&D{Qk7lCYB?^7bu9
zgjWgSV9_9xW3kxGt0<eh+I`aq|67Dbx4C0+#yYj-V!Xw7d}GD^!{l|zfP~E146;D=
zXsexnPoSW*Bf@-mZ|nKyAHK@BgPqs_Ezm5cZ!Q5}y<Vmt-qKfs`LttOLbOESzJ@{r
zNO<weuuqp}8`tg^zu3(F+adVtfJdtL7*x<cW+9mS%tdj9mShyh-f`$m=S7gX-=uh|
z4P@%8d<-|L@P_7Ndqjz)J1YmNdu{ge+pmLHtw`59a_fQF&bX*f03vp=B2H%RY15&8
zv*I&GTMdviy>rDc^wEL1|8BdNY(rELnMT@0fZsaO(A}bY7z_4XCqq4HE~5g~W4NUf
zF5H#1TJg<nhJV_(8jyH7rE>ejPR=92(R^N|i$5;FT17p(>@}y~&eBpUWVMk`HMtSK
zjQh{1o8ZOt)L>~IL8I&Am**5OasQ*n(*BXT6#(oQPSQV9EN2(h-ivXe$dmMXWn7j#
z;{gSb0NssY?~Q$1fmHx%lbCQ@%Ry;(uUJ%nAMBeWSc#tYYPS+nOpOSM4|i9480PW4
z;Hu7ymV~s#`A`8lAGxUYQyn&ld|HCL$nh-YEyQ&B;=8>wwKf&zT#qXYQy|SGDOjse
z-s^_FYFr#H??=lA&}?6hK^M)*b6;hi4k!%-HC+^O%X^)4zWBFF7FFPvMnu!=6iNi<
zD#N`U$#Bi)iJtSw|JAD8it)Co(LCWd>K|kN=$HQh5VJ&iRre2753DryS@EKH1i$jl
zf^}GWo9ZS?#I_z4EZUq6Num0#ytb<6-!g<IWcaY4^ya(S0;nF)H!8mMV23h#Ly$vL
zU(cV5v&eXVfBXNt#C;idnBc9PdY<`3Hu9%#^#*T!j~%GVB{CJ||BA0X=EHdYbmSlr
zTyFiLcu-q%Uup;H#&l()x64=?>Z_VMFBRF)rUMZ{K=D8Yf!NSM+4H-}Y@G7PF>FC`
zKeQT|09hQMGm|^3{06LisU7IOEbXc}oF%aOxZK1Pyfxg3W5jRV)l;hM9Ewbu`eX?+
z4r#}qTtj{LM%Xa;)Cnh)GIa{jF~&-109@oU+4|G<@y0c7p|vHhkWkKN8XYaP{A&op
z0xYw0L&w)uBOEK}tu-NBFfGC~cyi^qLtC%Nd@E(gGbs`r#UD^=P;XtWJa8M$k)N|~
z6mS2>R8AkL$LmBnPr*k42BEiIj*N-M2xCf);JY7$?b=z+2}LT}^!thQ<1hu_bzUm<
zvWf{7HSb4{Wr@Cxr{noj$N67n7U=!=7_pEc+_F*NS76;y(!BOIWO)=?+qGE%%#Jcc
z`>D-2!e}z(rq(EcPS*|68t%|Sjojb8AzM5b&I%5BK*KYK%sHKcboYSld1p97KTB}c
zrC(2n(5Ii|_u;G~+B;Me?C*u93RD#-{$FQXr2poG8u2+S_j=ZJpEl$VVY-`k*}B1o
zb<S+Xr|pr(0I(Z|>YD79{_G6x|I~SUATdJ1tA&vi|GBN|aHeTGYb+|bG~(JgYZP$y
z<Z}nPklX&7t(3v^bQa*^rj!&ri)bF+m7lXhPdik?t!J#8!Z$=$Bo4RYWMr`ZPJO9&
zLe*nx6ClU<alK@BHg&jt5H-$=>=|f|dL9U!14O;`7BIyQs*j|(`~5Ld=q=97bViz_
zN+L`ih8~v%60R-;{LWq#+G>6k)50)sQsC&#{$yEAlk%xN|IKBJIq392tt%f}tAN3v
zbKh~&`7&#omEg|V*b8>3z>{0;GjQn6@MgL>typ~@w6&E|!`W3)GqPank@fca;-{x<
ze*4aI;KMqVYB!q~p@<P{_nlN{-=bahWMMrWsppX(ulI5mw3}2bo~9$<3DDdblxAL}
zr>B>Dr?_N<Ifet>4Zp8U<W20iSzcs89?a!;RF&lymvid<xmaq?#nVK#<rii6m9mKu
zCF1XACy%5f@v1r_66zc!LIiFyDQP-Q!^LEfqzhzAAhKIJ^KogCXw-lNGp*U%I?j^(
zt=cES*^T}ZUZe<;*WPC0$w3MkY9}L+qT$|qf=uA*PXjjeMVDpjiOQdRT=wE1JxL;~
z3pkq&$GthcXJNwnt)o2OggNtfa|yk&FDcmB#n=wHH6Gv7=PfZEafb1_eaXs9()Tp%
zF4Ul0cio5RU*W9pfCDKY+^88H@fzaaanloKwEj4jfxeR>+Afx$S&b%fhv3mZxL&g<
zH%L5O^*EU8wM2!h9c|lFf$l>z1AkRw%-QU4o?x%W_7FZgvpUc_mDerudJA!yechi=
ze+loziH4Ksv|d4{W|xJ3bv@e*Gq`&)Z=KNsz`cVZ$+a*Y^@%47M&0Yu6Dsx!!*5K5
zKT#6rj2K{vPuuzi-h2h|-8y6(LHAzYI3!ylmsp`zRPDV|%h}F4dY@a6Zy6FUsQKcx
z_sKo?$;iGw7>(D<2DX*IM+%!l+&l?`9jUx7u7Ly^Lb?LtV|j&kz~YNou)=XIsL(fV
zHcLi-m_MAz-*ojm1?0%p_Uy6hy%dR_*G7rePNGKUIf-LjuKXAE>*`N>JOybEAY@R@
z?cN5HaqmqOgOU?_wZJx^^FcBI)(I#QyG!#WnLb#chn{|6$S2!3E#MH0S;<7*1PQ?t
zB1!<+jg3pPrlK6u(L+7VsV~_v+%lv|L%~laDEQ1`6x&tA1;3}r!b~FyGU=)|@2L&M
zfOwXhHw=_O*SQe9I=^tavQp+8!)ov4`hG*Mqv;A|-XvjqzcQkIc1y(Fz;!urL+78{
zbx6w*w>Hl<&7u5dE^oA;A6#F}b{~Wu(Xyp)xilkC-Sf@IuM{Q|_BF+Yg2m5znG?W{
z+al9PLgwgEW9y2lQ0@s*pABx?73fCj8c^X&yx2>C+lzD+Yrx$Q9{2?f>iG%v;V}qU
zpY$=B$M}stpUf!}S?lt&;2!XR=dslp&1$wAMkm@Z9Uw8VfYcKlB!YWz;s0I>rv%>l
zS%OPPEI^KKM%62vpj}v*wnu-0eO1my+%K9H_*Z4av=B&awKp5aQ-nN;S|~n9RJeez
zoNQ@;4#3)cbBC?&`+R!jj{a|=*TFZGo&DrakVpCF=<`~`S{RO<QkUE&_m0aQt4$8B
z4_|4X7)9s@TmblBE=;gNWv~l_p)H&*wMYIj!+s5dQFWj$*xaUBuZVUxSZ`(Yq;Xfi
z15dkt91lL>;hG!Zaw7o7;O1jYyuN{R<o~`mQftWk_Ql)eM}*S^$lYxO+p60l@-Lq5
zC!UMQKU~Gkf8hO-zq=n?ukvAXZAU6Eov!5`V_RPzIAuaK5@bG|X4ThiPSB8`zT0T`
z$pf>p*-9|R3b{oChW#HolRLV0AMT%Sl6;PX(j^?EF_}FlzJUyeFi$X|;2PqEz9fty
zC#F*cEsH(fgE>UFF6^a0QbQTk*6{c45W$E_)$(70V!vDQZRmd62<UW;_7cOoZQCOA
z-uiXl2J%Fh4RHd=-~OOq;03ryai=wZRr$(z>KTgr#ea^#1LkG1Y%^4-;X{LdXFM}1
zOs3^uIb`{VEJAXx2XPXA+Hq0K1bBgY^>3&+Xe4(0g6>d#rwD6FbU?=#j@lJ_Qr(=&
z{|Ov`wk|~h4u6Xolx88kHB09MpBU>~wWj@-Co65(K$D&4f;5Qo696TmlL0!+7C5!I
zr*p!0%R1@?yh0UN3m<hRO$_7o86{2~8%Z^DkZ8&$NfEhVXU+yVNVP({#N4!_0pHXI
zYU2kEq*eogGwxE~Lg5$}!akX0!ExiZEjOBvDfQI@{Q`>-<vI7$+~|}$Vl*8Y7jzq}
zmg0}io}kj#Nflf!Mu+B7JoVGb8E832Sid(wi^lmYAEt{dcJEV4n%2LdZ69v1p76VA
zLiEi2_1T_<VybVTFHKtH+{Xy;Ws*kwlQlGbZU1c|?WvA86nWb@>lbYL*==f`t3EFE
zZ*#c*cg<jA{R5Yl8=)dBHiwmeZU`}nN$vaj1Yfs8#&eQBlAJW_a8&t_5#6bjJfU<D
zH{m6xo#16iyDUOAzCV8Lc=Iw=0JII|1-`~xciCk8*0vibjqv+-H2Z7>KT(a7_z>0`
z7T#|kgFxsk^C%9hm?Oign2;>HZ;mFpVugEL++zK~Po@tSx>`1|w58{^1+uUz<8z=}
zq0@Cxck-S5OE5LGY<kr`*R$VBb=X3*qV~E$j){;6lJIr=z`7;ZW*pbTI5Cl0I-3Yt
zqduK?P<FP5=As_hW@MyHRxbU~bN78^gn5o^8lln9Fg*5CkNMf>SZ`u-q1vD9+^Sg=
zU;Nt6rBGEA%^O`5Ch}MstP0ifS#(>cMKtZ7J8ZVh{CcGHeH{`)TAb{lR^L+dY-}95
zny9#6+UEFQ-|#XAoM%zV%GgP7)%xVcSc1>gp5g0dqtu>51!H!fSrM}qau&5TB*}MT
ze4oo8YzEousf)wn994t2yd)TurE%L{RmOH%;Ni~qRa2@}bR2=#zvol)GxkrU<;f&o
zX>^`U2+^djlwx~abP0<s^*miJiaa}oUtT>aOUcP}pWaE8tk%OXS3~xyWi0vvT;D?;
z^GfP8iCkY@MjE>+yW6Y*|2i8SLLvm8YMr)rQ?D2|=Sx+cNcgDw0hWR?EAOlQW&HEK
za2fpq1K`@{K{nS-s5jkw8W*TR=&2@x`W57NlsSII7T&CYwZ}ISd|bzaGeEQ#T_a<3
z#bNuRC$nhn4}X1o*S@&}aMfQtsaB+dOXX&5X&B<IcTKhC-uktQ%?@>-xyyyk+`9Na
zlgmg{Be|d{2!Lc?y;jHhkaiHxe_ldbH<Xfx8XfRFuhSj)kB@5xId?C)-Q{cbadWrb
zYK9OA&rwY*PH`UBmS(yr_?OjW=P765)k_1Ah`u;$*@|~A4XXNbLDERi$_N>QZQ+iT
zML)tlo5=GcvY6`rX}fG$S`f2Km)stBt^d%~o*G%4x@B<li$x{rdokTWUN}Cs{iDsq
zDzw$uPqwtb6na%9i%3n=Hl0p+r0)0{VYI%O-{_ttJpQ;v{n!;A;xULLNxl#`qpr;-
ziP>qN>!gL<{YA1*Pk+LkC4t1nwYoY6GWDEP+g_b)><<~9gHB#R(Llyh3hUtFd)cO>
z6kN3is5KHRne(_9KUX!7_MZyX^)QCR_V~3Xm_;E_@Lw&3xFdRP`XURE&P)C3#^!{?
zE2pRO@2Zb}FYK@s6sP4P!TVkIHq6n~$Kdf~pmN(lYuK~vp0f9M*7*n_`bg2o-A>8t
zL^nAD?$cwjL*W`B_P(pPcsW(XL6^)0uBz?iIfW~&J+s$Y=C#FOEBS#&t-Q_@Em<o?
zOI=~fVdgaKNDOa>)rr-qGDWExXJ7BP+ojU+J5$F9=vsOfJ+eWh0QzmdAGduM)l2wM
zMx0GtEDfkM>NgGhaWY<!6=Rv*75si(IQ8qz!xv6Cjj3B8taWon?W8qN=)Q#ZL1EM_
z*$<Md1qKo!nIn<|#0E-Iq+;||<)=9J#VzhE@>s4+=hJK0J@Ne)-k$jJ{(+ue#}U}Y
zEGe)dn)!nR^5afvRd>AeU(w|HOiNQ%s}OO`0P}yb?ZfPN_<NTOPU#(Dzud#<wgRh_
zyJ2V=_>j@Up%@n7`qOlmnLV#VVsY!q6}RYx=!ijIf!5_VyPS^WMI4#j{w`Q{gjf<H
zQ%rdR<|<ZJithdTkH6s<%B8H!s-l89E5JQ#Gxy8@LjSYxlNGJNW`oYSrIdg&Fp0z9
zp!#Ch!})g(^}H-v1>jAPe+&)3(F@gd0jgm^<H<R*j)%dCGG{^dt3;41>rhOzy8j@#
z(;p6&5$vL-sJpz<y9LHtxi@}B8k!OgI|cq@Lb>0vuqqo74vD3hv~$?jQWZcZy)-@m
zo_g`fR4mxgeGiw4pzH1{Z%7yP4(;T(lc4N@g$x||zlrzbv**fp>Yd@)4>Y}g`Gl^r
zZ1eLJE=qIl2>Q`6mW^2UR+*wvJb6yk0SN4iHJj~~yIt(e(yl}78{1TFI+<mKw^U5$
z9mFhygj{DLewL4YCY-&yhi^n2DD{7_?dI_v=#!p*UN`7tbyU-!r}mK#VlB_2my<}r
zCf%aq9g7tuyGAVP!v@Yk(>91?gJ_O7N+&u)@qFn{l#G!-k9xBsJjsB7PO;*n(62&W
zW=k~+S)4JiV*g9gkjLI<_K8iLx8Fg=ZkZn$I4&riFL-{bG4y-A|GcL(hwX20Ad1+h
z<rG`x701WhXU8TLNyLm;Q(;rMyK?T3uJkG1>b;>`0Qwg4RD(S?NuvrZ;{Z{3h<xn1
zGAN)vEB#DrVB3Ju*xN4YL=Bx?+L_>CZ-sCpck_S2OAx<+2oy~uo=sWAPSDvxNGI=n
zvhhx=LNYuE28r&&NXWSSXX(mco9C|o@RtX<c5?FadZhl^LInr6j!5>QXyFRmx_yJQ
zUj}Z>tBGhrEhg6VI*e@)v!~sINVyEVp|p%k`Y)oMwvmuWRjOcgsv2;|Tg2!<v}`Er
z-kfP>4S1(#xi$6y9Kj4#`AtQE=_tV{k~Lv}hs+Yc-g+bMX$htoPU?CSo5I|MSveBa
zz%)210<DGW(qC#qbD&(LCP5_GLCy~|d9lhW7(oQ0hp7q-!MD7h<B6x9Xob!p9FX9x
zfB#iNK@23)13NMZD%RH>g-8;j&jPnv=+hKQ%6As{r7NIwIN-XCM^RWvT1$$GowJ07
zjy+f}TmvAfbVG?tScCOH+Slu{h4`3w{sp#zC32E)*1if(mWIMX;Nm*ij|mYNGhhzc
zCg8q7L7YupT^Yi&`(ipUiAYb0-wd_XY&=TD;1c}i=s@g>adk0xFq{ek(6y*Xvr(tG
zA`x8q5b!FFWMlo8+D=SLioWpy&W&tX#~!e|n-UQeYhNKrE(Z=QVQ;{NE!Kz)yfIgJ
zmu#u2@b0iB!$F8P>J`{ivi}YD-!Er$$q5)|eY5)U{$|vxT0=mJko;Yq0Dlfp1&#a|
zE~SqRT8pEM0KMn`Bn-q1JFR?7iIy*8Qh#j0zk$CXQP{#ToTlb<&7j=p>I6<G59sl=
z^+J)4SjJGJAwK8iT{)`gbgu6~d@f3O;+IJ*{zfIF6-DdhoR5f%XrrhE!?7zX5%FGg
z!60^~XEA^nqofDkq7Fu#Uu?DlVX<5mI^E^WuJbbzDHU!L9RzYL_PJ!apF9D`;jOq@
zRIfYJ0}=v+V7t0n<bVHb06<Vtfv9m#q{BzoQ;O<_$vQAb#9}{p@i~5g7-xspUdJhd
zzd`zrJ@$i)T}g|?+Z&A*Fg%F!?Bv5%AhN7UO2}kZC0)uMmGw~e^k}{xQrzB<=8+Hs
z7vqV)X5KD1v*~+e`5<Y&AWrlO0=29Bco3cG{jv2Qf<Rvddcqa&wrvS!bcABQAzTjg
zwWec*jA1Mt&>1u;*1>a#jr9&?&&1mKO}0O9%0jOHrYj{pH#h&gH<O4b4DC%y_V|>t
zjoLdxZrlN1_dbIMu|amEgm}WZ21%_?x7p<nS^gcN1xpJZ=!N9sK^g>w*YQzRO6OXF
z9C9y|s{$JHk;4J@W6lFcE8cE5sESbvyDM^jB>Bh1O$#+jsCXWVU&g0$r&(ip<>dDT
z%aUg%l+aFBMzG0Xrm=hEh>l530TD<$=3P@JSjdgAO?o&@=bIm~Nysmcg>TG1Ase;+
z3t;J)1uO%g9+Y7T(zX6w0ew*W7qWA2oq`Y!1hOF?On;HlDP+gqO5&<;tE%O7mpn~O
zipw*8iL|y^Ur4L_$b}D90L@`7TR_OYiJM7;qC*V>gE9{u3(#|29(oRR;}?4gr5r~1
z368EsF@eKz=JIp-<B@`8@pfw;V_HIU=2?C11p+<45p<a^H4SAWBBP_DtSl|x=eF3_
zd0lsp8Isb=B&ncjnMnV9qy9M&E10beguFaL(vrpRQ6u;#Kh*BUJU&*A7*IKhoMQWg
z%(~(Xst63=aUoT5)1>iCxS}=e#T;wS=$%^G*vb~kXlTi`Y9LLNf=lYd8@7e`9Yn~j
zeg=BK&7L6a-Zd43^?3sFZ2QWWK`@l~EL4N{)JIR%<afj+uiEkV9FC+Ker_!NV%$5H
z_TVLa8^$BDan4HsiVCUq;}MyMhnMRpBQmONOt9~w_W&YCAw2lCsc3PquBi{~Rsp25
zTHy-%k2Zt*XmdV#J4+}VF#iIruX3`ftusJL7G_O|`HRKtF~ZS+p5+6z5SG?8h<5sF
zWbcD>rpRphn|sTpvbQND;!9ra5ci!6#YITk;3n<xZnR(sM(qhn0E^EjT#^(7oHbD_
zd6!WiIUD5r`cIeXo+~HJv){~|O|vG7!Y*jFV2to=g;07Yl<`p|ds47&q@vu^WaaYw
z(voWvFSH)hURwVFZwIBT(sOXlao)nCvw8ZEiPC%Z0@4GYiJNolw+v}nM(7|+k?RlY
zimI~_ToDA;(mFn`j25@<-;$LEA1kR!?*Nai7R=MJ;L;EC`wccW%cCB;FlD6qBGvD|
zX>*8;b0{HWjbk6yX;I{l5<PlnLAa}{T~d_c**<Xs;hlrqdk2H!-MMa@niAj3Hx?EV
zV~PR=5F%(>P!!$2yMXWRCbA6G(P>%}U%(Nb>jUD=U5FL-)?BF^Hxsc&%$j?fw3<<%
zmH|hp{WQGhbP{*c$n0aT=Iq=Yo7-<xUxF~hd!FYrXTT?VbWkB@f}V6@l@Mi4Yu#@G
zPfg{^1@DeeWz$$X?Aj^rpLDj0pO0lv`eiWy!|rY)>1bDX!G1-EUX(9PoE6D!i`Pd%
z?Rv-fZN@mDVV6yY29dyEb^CQgg|W&$F<Y*s*GJq}>hta-Y6&M&@gvsDKzHBOI=biM
z-TD}YYMJpC$u{y<;{%4(JZ6(`U-T+6eqNXmzWPyzEaxYeuKZ|LE$&IfG%KofDqU9)
zk67{%MXDo5g)7DT@C|V%jn#%0yGGxq8=cQnnU1z9npym6R&e0;q21N~R$hPp%U^!}
zP6q}HbU(Y_gM_fx%Qw2VTn%;QT#T+Z;dC}+eTAYiw__@eQnEA3OU&w&G73KZWOvhB
zvODTc?$p>7WdpXeWaF-JtmmzRF~224sXmGNz&y$)dzkyzXfWR7@t5IQwtf3+yZzm4
zD;k^?!r4}AE@)niYg1V)iVxuVIdU-wxZi@PiCd$+o7Wf-9;uK$aX6rjM?WKQ-fCki
ze(|l%*Wkit?>Av5&_>lVeXjB_Nwu76{SQFsUMXezZ3<tuwf!vt{^A|BQ~;mkP3nD%
zXP~<Q&H2NBNLini5L^8vkoR^a-JOGL7eKAZJ*iI54sqM{sYTmB>^5h@;K0IrcMN>P
zH|6RdNI99|6@izfvocknt;eJ=TbWsL)r6Pn0D#5Ru^?v+P{ws=Gv1W?eclCp45&vd
z$_hM+xXW8!K*_$++1dFwr^m1syi;k~^&G&g`U2HXU8iTC;Dfv8fapOgR68N;I}j3d
z2s$c!`akbl2|9R`TmVMgz=kJZ)JE^M4xUF#`XT|?M)Z)K`vMTsKtm%`qh6y=qf+B-
zV}o7TKq4Ly8`9ic$TI!pa)i+ImPeJsvfc5xi5DEx82zR5Qr0?A?OCUAJS$l}*(h5)
z6+~mnL`l=kriqiFB-VX&vAigT>_?W>=*#QY#t`mX)?r)SX1Y8GIig=hhsu+7Q?ZJ0
zj<yG>3Rj7FMP0ZYGyLso#v_G4jKcleY_FrJi-WLVeh*1`x33TUyC&X3=6KIE(Sr(e
z1T7R;OMcsNRDdPQ<F`fmMkw;hzxAaamQ*r9m4va=VAkx%z{pm?U8=22ZW5;<E0fsZ
zpNLz@!GEz_20N0!jED|wYU5vHdmP=G`M3O@M6SiPa-~)8k)h%RIn)I8ofb-d`B^J5
zFd3(AV(fNXxQN|yn7Zpa8*p?v%HL+WoZzt&xv#zG*#@^c3+Ksq_$BEdGW}<isah~%
zz15x`9f79o3^QjL?ImD3rYt`2b@Nv*Ep>y*`^fAmZ_$yx|HIV@GxOjB^zjtc^7vh(
z;lV#eE-%}<$;~7GG<Hqr{43WVakew_*f+D`cQ9#g^jc5OR!^;ml5}KL<Q+fqRoD^Z
zy?0}0<K>g|G(fsR%jGcZGbGV8k$rqFq^C#|lTH4+=eMy8H+iSmN2{iBefv}CS2;y<
z`eswCIdI49jDpQD2cy;(%8EjbgEYwMV^)}h_f+c~9#t9+Ek-09dRJ|}(E&F2&^^dz
zksD58#-ZQ{RfBsr32>%RIadi4nAZyv`lYfW?Q3)3Apeb_xURi%Onx0DoqB2%x|vxd
z588v4_D`Uv`>CSs+hfT4E+VZ+Cw^kFkA7;qcVoH4hki@I4kBfFta4kIAo2P+EU}cf
z-Mhr5m~HFPSWDp<_%1G}b&qqZjGp@>_Z^4XoDau!QGK#(@V+KD5RNaS>eE%-|1d7E
zf8Kf3np#TUYuK769A_>pSAS4T=Za^-TZo?(PCv@Bxk}*Of6FL6iEa#&l3kFBKoUJ?
zFhR9(Rw7He%f8rJ{14v=5&e(<caAcD5(wHr<8JgN>z?^~_q%?MrEdfIQ!j)X>^lc_
zZRO#+<-=vMt5qbvbkESnidQIc|K7BD+2n$ul(ZLd)zKoMnLigwFCvvd&>F}2bBJ(X
zMBG=;UhLpu+$ZV^obVT%NT(TeqFFEK*?KLwPElhY6Fq8eYgfRS5E*j%N$?1x*_0$+
zZ2NtJ^bpI)bn41dBzeW*a`1qMLypw|5tD%k?JqFGwhu<p6fpK70hue@l>uhRaEzyX
zk{P$wLLM+|P@rd>4;D)sD>D1dU_!1aNL!rL<pn{g8#ONs=LMtgNJ8A0g;4_J3aB)t
zRZF_Cl%h~~1sW1gEzMeM*=I{QzRnq0kgycAa#Pn70iHY_1vD9%{XFMqoP*L^L9aLk
zA-SO`#c~xDi7=Z)w;nlU=F(n4l4&c-u8Qy|Sb|o4_=#6zxu0d@tM-2y-Y-~_!i4Ki
zEIWUYS5G}!kf~`9CR_^$tj~bLGb&IiWZ$!pO+u%N33pJ`wcNspOj~Q~NQKDgxK9l1
z9F^eMDg%-;MwA-#{<T1wgkcaP9aVyv^OlhTI|h2fFrJP8A~$F;<3PRYZ|KZW+j7b4
zf44Qn3k1aVr6Tx;AQ^!n_fRPB85h@0bP4q?Y(uNd1WL$Id%e_bD5i}t1n=OJ5MZ9o
zHaYBzn_CMQiz^Fa?-+|Q;zmMH?^q}SKX=%UF!0tnP{As67Fd%ZAe8uxavteOPBVpn
zThm@HqpzfhcffJY_Wts7P_J@P3lOmXJNm5{;MyC^d|UqvT$9>ohWhH(M2*lLHB`7J
zBU-a3A-oddElmrgx1{`jj9G3{-;9ZE<^VL8FPA*O-ntn=?I8Rk5Y}2V<ZU>A4i)X2
zjTL5Y%M8q{9*R{hw0-!6g}F;&{Ao7E9P=x}aGMO5ZgClJR08>M#2rVf#>i`rPTQ9p
z%gqk|X?8<6yC_Y>XEI=^`xi4-(0SP!5(O<1D2{vOugmdrVfTu!4qf+C78jE_)&bHa
z)Ug!UutxX5Crlv*Jf9iF`d7n(<q6ZjUZ4e#u2qa6ADtIgNV0vSA&`6bjr?o1DE`Im
zkDLQWk<6}9<u@%XP+i%gXT2Fv=XfpyJr78GYMGGoH=qZQQ5L{9ZX%wrYu<p=Qm;Qc
zT4`hB>l=SI!vgcFi4l?lYd^rZa3Px1EF;*^)AA9aCP*1p5&3JPCAcu{`oQa;=_wk)
z%EIy+kOyX@A?>1XmwWX|B8r3e6$=Qss;bDa{ug2I6f8;*Wo;hYwr$(I$F^<T#yz%e
z+qP}nw(;Mdp8oq`qI(|dZAI0NT^Sh}nJd4A78Nbxx2-fv^Bf4?{&B`l(FF<b4bVPv
zb6^DaGNN}Aw@VW!ZIT=|Q*bs3mH}?~+QNz8CA>qWT@;I5-CGVfdjmFWQLr9ZpXO%r
zp7(@xHy8!wO)GY7oX=1^t`*?vWISgld`*n3t3D5l@&ruP4?nMF*sp~u9bCMUBf7VP
zRlshGe%E;$c)}e;^oBgML<89FbrIt9{vP&-?s9O5u7&%4_<neJD08(F)L#Z}-r`7=
z{s9#|WDTZC@?JVm%j8f)<ZOJLti#m~9z7a8w^xV7zzsvH6?_7<Ln76>cbD*)*6tyq
zNdp+tj*DP1S=Ranl%Nmz$B-4+VI>oi1)`%#u+lA0#f54Q6WvXah?GoIR9EPDj}rh0
zm{f-gaR<Cf3dsC02BAr`WCKSYG8DlgoE(*+r%C2{Of(qyW&n#|t{u3+PXlzvPr?kT
z6YzN2CUE-+FH8PuZ=b7+As4(m<8zENFXwdFcdwO+Y!5x)U=mK;1b;}Z*Uj@G@?((J
zug1X-yYQg_IQCuQVQUVc<!rED)G`&+hh~4sC47nyVN~HG5h7*V$Hfrqtp?fT3nIhk
zKm__|gFxK2Li~wMIN^mkj{q)#Re&B4M`5mNgp#TY{mJc_9t(8o>7V`LRqh$M14n{o
zsL=B6%%+OQ-4{=P=0)W-(EXK6VEe_bar&rfy6JgIT1&|)K!R>i=$jIYGRBGZ6V6@W
z>Pnr6%^F|$9Ei@&N+6WYSz3|<_&q}6Xd1v~EpGywA`+5o-f9I1DGKQa9Kjr9i|ze}
z!T<c>RzJs-$hwA($hkbgvoTVjolp5T05?_X1~ApEIwL@P$Csf@$8ETmm`_qvOyodm
zD*bn+UqC`g*bNDhR$n(zt9nxv--``GTUY4%$xzLs>O=4p%7TAe=fJTPOZgV2pMjLc
zpBwPFLVC0lS?Y@x3@`?9PqH753}*?x5DCw_z)K_c-#v2q);jI*b=2VbbRF<Z5(HOL
zQa-Yiimvc4a#2V~RF7zcq$-{DIW(T?_?U5!TzH^e83lZ|yE&#YH(HZKZI&4KhOl%Q
zERf_B1hwwmPcnLd=jIYAkY%(u*=%4-uN&q)d#t<W!@Qk>Agz039sM~5^Nd!wA1N)n
z-vfU`?wj6<GNQx>KUqAUU(WN7WoP=hPh#L02~c4$fUi1W+}r_zhiSr#Uf?Q^yj?34
zHC`yam}s7aUQk~?PH5$C&<r<w(LOey)j`<$V!ge%+Au!birRv<gjN5(9-p`h1;}%F
z;QM^``Hy^7r2lsM|0iS7Qn+24ks1IX?BDa>?)?8?ENXbLB-yRySWHxk)|w+OSE5km
z$5}HMiblvM_*m2j$FWY0kbEms5OS|K)~=^Z8dR;Prd1i?n=+Vwf6Tnjy5%_KesZ3^
zpLWdp=*+g)o~{G>!H4yO7%;5Ks-JmaNMG&VoC9K9&Gg1q%kP!^+y-Rf&{XbyyF{c#
zMAi||jNPA74h)YPp7+b`AmbKeF|D|2i#oxaQ5@5`_?_Qj-+rt}u}uXkzVULT@~_tF
z`Mqygw)On16g-{(KJD|>319%83~#n-9+&R#co4Z4+%9bjyNdrp6K?oi+eYSQ>=^RN
zZG1E)U6oq8%|lAce3;w!2`vq+6_^gp)O*(Z()SvqJuyPG_Bz|C1X+K#yOqk%(vz(m
zP#)5k#SSH}wF=*?MfWfg?5cN9jz418KP}f|&?f!fd|0R2wE1z6ZRf{Q*P!m^GLk%V
z-?z2Qua(q1uj({knAq{}=@~{1^7p<g9(onMuik3!XX~*8SE`{wkHY(*yWIWdNZRRE
zjE?-|*vX9dLQu=-(r)+1y-vK~OQ(5td@<k9U`~x4eL+3;e7SfCwQ3I$hp7tl6C*)T
z-F+|)89~};J#p35oqC@^A<(ASw&RV<uR)Vi_@aMt$QJuD5H4T6=hhmoW#X5`?-8Om
z?VX|GG@#S{QvmUyyC5f|O0x5F)T6`5c~+i`wDs;S`80LHOHXOmDXe8s>gtD)SNOWB
za`8AqQR+7@xzoe9%bhlVDv{OjkG=mWEc_7Vcx@nAa)r766x-`3>CK<}Q(Y8sr@AOf
zc-<x%?w*zBJO}8Qxbf;r8lt({6xlmWx0^ulJB1B)zY1NO)X@~#)%a4wi*w<8ecCi!
z{+ysj?{iz}(Hpa4qy3`j<F?`)T{+gZrF>i#%>Ot)Y9H=dHFeWn<u*$@n#b{(;VP1J
zxZn2kl@m6gadhBQog$h{OeZ+ZX^+ft)9xRhkT5oCE)YC^D)*+rS4k(scnsUR52bSn
z8}(fmvAP;mMsr_eVMvFTT|F3|lrFxu;kY-6+?Q;0q4|sx$WsY>ruI1_3f-u%<a`e)
z)Sy;~JG+IKe5zSHC{{ascs3-0Y(CYOQp|fp^MgD#P!P6eu4Pr@njP^5RbT+b@wsl|
z+e4NkyJVPi#EN?!nu0V|!J^1=2=tAgX6bNGhhv}zRZB_ao7m=QfF(bp1q9@j@8h%N
zFFj{uV1T1vIYfNf*syMnh8eC2ZoQBO<ck379+Qz3h<XX5E3)Ch=~}B6{u(L9iIVN6
z&(koxZi1?PVG%%~p&pU>1~LcJV-Dbx`=P#yJ><D8ymK7A@hOZU6!j+)C>0zbG1?f)
zfP(LbwThs%I`0EMPvztFM{6!JKq4H90nyrohPF~{v@YDcNyFt#mHr5KT8u?wk8}|h
zN-<|70GwQ1#?zBx?bJf#LJtbN4G)SDH@>0sE?x__?S>P6Z1CK|41c*Z81@#b-%YQP
zRQUQa8i5thkf1$1+d>l~kP8*i$RSX_3UnwY8kVTZAzWNhUqKSMLcq?><(>rFlX@tt
z2y#9mw@?$Ikzl&W*M1Lr$XgSL5fA&YLusu}ZXD}Uz#kN(Qw;@Hfh9iS;?}xBYK`HV
zsSJm7tm_MNS*IROztBB6*_;N%NfV|F9}pp`x331)1kDz2KF=34wz-8C)vxsdyX+#V
z59v*$*d$LiWtRm5;+hyoJcE>VFPOi69{a+Xs1_dLY`Y`Co7O+lxm_u#{cY);FIcw^
zGumDv+uQw6HO@;ASy@4$n6F157?0ibwSh@6D&(W{XkwMZ67c&Rv<Mmd+sED;f1kAo
zJJ#@pc005yJ1{Rww?Zl8Et^~X9&h{)+13qn1Qvg&5DP8BJRcga07*(h9A9zF606Lu
ziz^-ashy2ExHHIIvH|}WLBC*;H9j*S&B$EWaPtcKaCIy&HfZlQqANPtU)w)|&{p)W
ziMk!o3ryW^5nO1JQFHAl0|_*0XmU&hYQ(YV^!FaPD|J}tBMLI(<iK~qcbjosSSj5(
zSQaa2Evp^VcK2)j&~REDOCy=JtuncvhF$MpfL!RcZfqC*X1QkQThC8pXb#-E14etb
zdqC8VO>xl(sEl;4^jFdwx@GjX@;5%YbL}0>YEPjvIc+;p+f74R&BZ#V$k<v$bQ-(8
zhu?}X^1HIp5q!HvdZwB@iA_$;l4zQ{3%8uUGM2nL8=D8QUp^E&*tA3`zTb}Zqb?4a
z!cfMk)tCap7cZ%?$EReZJWOJzIu&RR@d4L<s?ckXUn7;oaQAXCvg!OtbDM?kpW8Fk
zJE@ykH`XP))3TRie|+CXZnsNQLWjZ^BI#vnO3_|%<wC||QvcM7?lPWn@Sk)p=&ye*
zTSa>8$e>+lyfjWD_jO73YQMLaeEf`CS<aALZlCDy4D8Ko`#kGEZ!kUftNu>fyl&H|
zczw=<PRG0Qmu9Ts?v*arz}fybxFF0%@GHi@7wEJJS4z|9@>jx2S(M>qG3YO$knD0M
zE8c$Q<?ZMVA8Zjh%44Ee$S>D7aJhh}^~+^+e`0i7wJrYGe+b^PFMcbBrE)uOnfeU*
zG)F~*n?~-q{ag3EiBl^^F>(3PY*}fhr^GzY_+~iF{|fdFVeCtWyv&4B=XUs&ppMLq
zloZSrE?YpVo%$NDyJ(|JZQWl)W>IV1$6!YG{Z@86CLiAZjCuvWgnBveyU*8rC{<e!
zaCIDOca;-hmegulQvPle%?X$YmeK+{MKL#hSk=3DUFo(YX)g71q^^dHM#qMGNMT8c
zHPL>buJYfRIXukm4wv=wV-?i5pFe$2tX-xJhLNU7hw|a1gpCC?HBJ$KDbYA+lS*Bt
zJ?wai^E+3(|7n(W&7OSMAi1*sFb8bj$aImIcAd6vzi9C&NuT31Sv6B#?LAM?c2j9^
zKdx`BASpsbh>O8ND=u`YapsBKau_PXI)Qca@vS&AVd*}`1l2>ubSH53W<Iao(Oco|
zx(c}jjbu5TYXxm(F{?>;Io7me2)UA*{v_V?rR3pq91{LIP#n;DdIaioY%Q?QMp6`+
zIta;&ys@xBsxN=4==QZ}fTU^vnyC)>-b6z4k@6;<IZWnMkqy6AoR6$5?8PwPq8tAv
z|Kv9hNrJuDnk+NQrPi~EmZ}-nFYz>$v*W~jS8~zJ?x1|LDkG@g`RWo|5RW$dT9#|6
z4NK7=4aITl0=O<&;Tv4V&gb|Ab_so@{^hQ<`rQa&Znwf8HzbNBt8$;Zeuop1-x$%m
z=T(dF*;>F`T5X<9kDC$Yz`sQg2lH|L?BYgRVg)w6u1xdaX7T1F@sa!4!Q5VttS%06
z%MI0yw&MRLJkhDUUU0+Q-9UNpSUF~)FigkYGt=#*O-LjRY7kgX@`ELCj*x(m=HcE$
zbB5_~hp;c~nUITw9{6E>nJAA}l0w*n$Rjc#i)EpUHT2z`>bKD%{*_9Pn%gbAL~rxV
z>M2@vwdH$XpZyvQ!?iQJoK4Dc)85#K6fS0vvgc*Wd9gA}5Bta)jAtC}Ihq*F^^5k+
z`Q08kNK_a=j17tiDpGSX=f2ilpY+P{T<2|Scb6-=yXcTt!EgELvlO0(RyK;DCC;V{
z-BNT)zTma;Zn+*IuI9jfs=|DD?Jlu+weNnK@xQoyVEz-n*=KB&`o_^h?Az#e%~(2J
zN4Gc7@=N!N-$Q|h-r9aq2mR}>q_cciaI;w2kIYq2ySDf48(I1y%Uk|w3o#y6l)B5O
zaiMEL=hU~cGG(XtZiFo^ehO^(-jVW3DmzSZIrQ|;2#)NZ&CHYz{m8MHBpbXPev>-x
zv3v8NbTOmPsT4sv#b!id&Zq1%h}%I{5(kXkD!A|47%pbY$lowBsmI%9^OUDpwzfDo
zJ7;epm(o!$f3Fm9P-;oO>x`el`*R(ts&7BVN}X<(&^h7O3CgF~3G_j4&88swzU{RN
z73J!|=W+0|?;vHxwMg&t#{F#dU5;{5JEA~GXMc^Qs-a2ku$QT%u5niw9fa3mb7WS)
zj`Jy}#fLR5i^Yk`#zdL$nZEPVIal=leya$M)$(gO-}F%9WS77n>MfoNPNzfF6~;)y
zQ-sBxibdx6&SLyFZHCKmTd}IIYM<WedXSDC+q-`%;9J)jIIh`T1!B!)#$OJG>}-6x
z;d^p=#kQ)`I?ES{2Sr!WXw_r2-Edl8rUE{CK8Jm}cCOY6Yt^Xjq^sNy9Sd$1p~-Rl
z^ai=GLnjIHI}XWL*NNRl{-k+7-UA%bnb`M>yKmiUC#65vZ>@NN6~DK@%n=!!Y@|48
z2qd-vfEPs#$q=-a$lZY>S&c_vq(u)qsxjQ;3TBHuu)5Upw@e1<We>@IGEsc#0$iUM
z$9=w$>CAV5t>Auz46z;7o3|nr$W9VKhg>iVCBYM!QlkaV?8U1(BnZ$kP6Ju~P^B6Z
zRXnH0b~W`T!?o>*z7{JadaK+Qwjc_i_AQ~@)4gzU?Z%o2`h^v5*)VcXYT|aCB**-i
zP#*iPCKCIg4wL4(1SqHpN*fvw^wYFNFYvN8UWU8UBHZB{gY`lBT(LlVX)4PnD@)AU
z>Sj<yM3*_{C2sqO8Ae-T0O{eeEnz*6d?;nA|DH79r8XPE$q2gai_9+4|2VLJ2B9h@
zJtC%m-cY7BlR)}n>xwXHl)ewC9C7p6xDAU~=Ek$Y_=Y-nq2p#*1lY1}IFoo=U|C>~
z3PW0{f5G;!vv)JW?<X|F_RoE@-KyCpfg-Sw07-&rgz<(PJ;k;bfUMxs3g>D1g@_Dq
zHN``g8sy#4LS3@6<RwqSdv5=seJkhQt&bzWY+6fk^u}BbJ!oo0k8l$EE&+y20btEt
zbOqETMm3ll1JASy3SlUP$ofu-Quwu_a^#>k+2-ur;Zczy*VUwqe1zz{bKeZsP~qPy
z4}e)JU|^ti5t(Cr1T!=ZmCW&EZ5`llW*{hsx<%vB5Y@Yog_dNNbRM^H?NfYUp0LR$
zBhAFCPqZ_cJ%4OypL|2Wy;LH-StK)yM_PhP9GDgdgSey0ey&t`l;Igy)EbJQ3(o?!
zD|&pB-C||h(`4xu{2jJbwjZn;S}5Et7{yY!dxDY~3f+ZJMu@&Ugu%oTpLp;~EZ{wb
zNhDz}xIJDLlDnh~dgy=KNbfc0OtS{<!Dp)Ae#iak&!+l`KP%67o&Fh*2>GUe!?8h{
zsN&A}vGoLZ!{oO=0pTDUbcqjw<Y~2g1q`vE+wOdTu%K^4DMIB_%bkJNb;~!t^e)<1
zs{9Oj{}8sgba*X<fGGIYBE^==2P}Lsx7pgjaQOz6)%SzD%OU4EBGb@fOIe701(r0*
zn##&2RIsi?tg*XZOi84Jd`b=es&8Y3OY=&u!m*a!r^*qY?#TR27d#V^PIZgZhfYW!
znI=+K@fVh^!nF^8wbSn-wL(KcjvOSg()St)26umxfgZPS+GfHgVmyjb^m7VJ%XCUR
z2(D?7TE+mjfW(r(K7XQ1ms)cCfU7ay5p=nn4&ZOJ8IX5vPE8;BOKa1BQiSaS8z6<s
zdk`x3576k(eh_EVI5_B7p<q0E;pa)9b!xJI0Bk;VwCk^j&NRy8KO<UcPZn@EoTrov
z905Q}oTWxE0^osrM}IFQN`#g<NDe_E1N!lj*2ClBIkTwERjk;30AIKBi0@o?ik+tb
zwtRoTy^z`H->{E$w~Qf00N-$ZFdVzjk{In?&R*CGS|Os_?siyf4;pM~twsDqKRUzX
zfRmC~(OizMRt|)#7$Q&Kl&BeiPI4A@LdN3}qW+ETuM{SziAtpc{Vy7NoD36<1sK>)
zA>Qq?{qBLbK!*+^^cF64+c{WN%q+o7it}9+on|N*9sDuJ2r>&a*ctE->+zxfj*0v-
z0QaALy=kp(fo-MJDqkodv!(oy+Z1(T6I&v0;1L4Jd$v69D_lhg)gFE|?XO?nvMX<>
z&xeD;;F5wwc%ez`G!%sXQ@v;oN3>>=O61Kj_(mFW-o@A|E=dxILl6kqknmt}S-6GM
zWZSnFtV7inAhvc&Zl?YA-;_tvqVv-;bgGs{R9VeKl2ujM3@b^i3I9hS6Yn+Xbx=fh
zon`odtD55y@F3`&N$k)_uXjLgWHS=CL_k*`E(b5CMGpWhv*+M)U*#G>@+OYIKXmJY
zv6J$$*}SC&;xHf1M?L|eF<rydYjL(c()o@+(*s_U@xIz$YQFZTyX<A8wby28t7h*D
zGtoXP`AXQVO~;q6b3*<lus^eHk)iv0_<E{4b_!qDa7hy>k7&m7_`4z8sEyyd&*3NH
z+L7$h%-+r8e-2|)wl9oB){Rc#TJe8eHl~W&#=X3HudE`Da<Vsw;Bq6GcB-?hVp1T_
z^T)qSogA8IWN0~$)oV?w!hb5I`0p;z-eH-7el*z-0kN9eCp0tvT3WvtUgr*&>(Wxc
z`ZD^$JzLQ}a_c(7s>He((bJ*}d|e>^O^ODm)RvOo(pjkZ`(73lvJy4euNz<vO<MXu
z*^YNBWnm~hk<ck&7qkmq)tB4}odaOj(KDIy!qZ8eku>irRdJ1?bG;Nfi<Xnn`QTRL
zCEcw~foC&UN2g7vU%RxFKwXhAj-4FI`p^a)vg}h5D=Y`9c1eDoAr@IXYx=hH*;w3Y
zptPjUe)Bv!k#Ol3;B*Yty6`U4sS0Oi$sig_P57CN&%>&&?$%+seRxRRs(;>s+l{Re
ztOm-oE#4!a>=>1~B{lt&i=nNe*{fCB;JnBIPK~^qTW4duc%6!VfmVX%`dmHTN^ckl
zrc7jVA72lSFRMdaQB4n1MJlIK>GMqZNN+6r!<V`3qT{pry0Z}K%63ghuAFm@O3Vg&
ztdOKBEd&(>0(Lbe$2tw;hh1<5OQzt=0|(Q&2WLdAz>EqDoN@2|VWiEyv%BW(Fm*2I
zl}S4)ZFD$yGrr3*@ne+P(Eew&5B)GTlllHaTZK8)9OtR|ekQb%&pz<E%Rn#ZT{m!3
zbasCgpV+VkJmyxOX7?O;*QRx{H~qtA3})IR$Xr80T5Y?B!WQB%F}z$s`pI3M;!rN=
zc>4>d9aK9?MkszJ7lf*^?4E;5Xb63UAom=#tX}>pPoX{Bechjt<;5LVWhVrXxXrn)
z%E6}GGiLp34}|k1VoQUX`!amChWFq^jalg*&)R$4%52YJ`kZKK!nCIn+aZ^xulq>P
zxYmH>HUB5&ncHG^zCaht7}W518=O7%I(B+dVUSK)Tg(YO`<4C+W#7#XZpmAK7p+ed
zBhtIgvtIDXr$^0DLii`Pb?hQ@KU;1EjvlfGNBc{8rRFm42==dCJIjMpYNspaRpgrc
zmiuJ`MIr~aACfehsIi^3Ch97Yf!k$5q^i%QDpl@xNAjv!8s!5|!1?e=bLq24DA?}U
z(D^&qR0$Z$wwK`pUzhsY&3o#Tmf_{!6GRua<78lN5Ss>Zc`NNHx*#!d{4Ddr5FmEr
zA~Sr1?=Mt&m&I*f6cg@NgU3`JO$8l`wfOFHj)lYl{B7r|z_S>#SIU^tnewcev7a~x
zpd0xPVeUIgBk7Ss@Gzmnj>{$=WW&kWrQ0o5ke>bPBbO#E%jmR)pBG#gF_k1Ha2f_~
z-QI}@l+mwv4Wi>WT#bb$t!=n)j3*Ob>@1A6Dd~gvA?%uE7ZyX*ccuKeV_)UlmJ{po
zMRHQpHs+3Us`JRRow`9z(M4JO?~Plz%Z1l{Onn^|DPp+c9`1Wy)evkqCwhL&REo_n
zJ$P2HFYbRpDc{)?quayXA#qkJ#PrYED}J{R-*r-{kk^4l@m}a1FZb^w-evO7s9BEa
z?Tusl=#-hxqt#x#ln-aH_{>L%QtC4vx2OvT(%*jhj_Bo|HO<#XY^5N1GN~AJ&1KR+
zAB5V5I>TB5-96gP`<2?c&y<2GK#SYFT?O!`6gl!*boU7mh<}NYKirHyq2z1vWDFr^
zsg4T|5*pq4_ZsFwo^P_|Fm-lee%tro`Q5E|<H)Nggut)wK?t&g4?I6LJNdz9MQ<<9
zb?`@3We+8-N*m<dIZ2>6e=h`h6zNnD5Fn$1TWgxQKT7m2|MnRhkLs%EfAi|$^VoJ4
zi|Tm0%BQujar7)`*K0f6OkFqEc<0d2&AAkd==q&xIV!&$!ru;L<lsysDs}AoS-aN$
zZXe_B7gWFx^U`pXLi5A4eC@b8v>EfztGQBzIP~&Z9T+i_v3YH;t;>h>xSVJ|elPO^
zT|Guc*RJdOY6i{v&GKh<ykbtyu<LmDECyN_879SJ{Jto9y-mI}waN({hBAf@D;k1x
z{<Q&z&FoF*ek7sgCk~I{%pr$|2`c@;42>I01Vi&BGT--$0aRSn2k(A0v?x5cXGtD=
z))j~F2IVgbs48u7H~2=Je$)=+_(z>D2xHwSKzMFgBr1cbNzSx$9Qa&WA$NXk;QFq5
zRzEwoG1nZ^&w=1h0l!h#SBkn%_?YzwUh=Xw`~XP@X%d<W+Lf;x94j%$!Ajxno0F9Y
za%J-iO{p-MAP7BIl@}p=J3wrapa)rH$ruKu>oiiVC4b)_nOqxjZJwD)wp~r%M7bGd
zwSbDYBhp{?$P_8_gxXmB3G+wl{16L8R;Febq`cUj7N1RK>FdOfYueThyyKZSV9$A}
z#H397m|#c|es2!my9tS4PbG{{Cu13sz3yUN1(6=oI3N0#RXDZgRZ}^Q^v|cko#G)J
z)uaaYyCuON%_j`b<3b2yjf3KBXn7h~7uH6P!$C4c^pINviFmdt@>9<QcW%qv2enCL
zNn5B7CjQ{C?ctFgr$5#3AxHAeS)v6b(di<i60x<<(5aiz797vNyS%}s4>7(oN~N1>
z`E(58!f4ropoR{U&**JDM3ze8O-YLGZ7>FJ2?KvhKvEgh2S(D!m6*7(FqQ1B3wRFg
zpdS+{azk9k%>za4?dJ*K;%+IdwPV5`oUU47J3D$tQYzxY!Ig#|JxBm;uN^@XbkyS)
zbhHDmjlN4_IU7Kq1*||@JzcG{KBxnmL_l&S;RBqNFx4Eih^Xc!fXOwQYcqI577aj%
z!=Ubw83*N=^$Bxqe{J}>xX-Amfa}zFnR=k@Q;dpowjmy7_E$bOwKWwhXkV#W0ffk*
zX^SN3=vHrzEg&9#A!)J=!W`4e4KuMR)cXE6BrrNLKf6Z+WvT>VH7Ts|Gr(#gAh@!H
zl(>&~HG*LE&t0$+d|mL~yPc6YZc*V*>9r9-;H)5K?Q!HtdR<9#-tu$3NadkWB*fbo
z(p-@uBe3}vqjb?;#AMH-exExjcun8@j+^%uqG=M!7@)3&@Bjj!=)A5V%asAah^GHf
z=tndG`vp(lvn=z@1Q{n)OOUq>e`<k>!DyqDqs~gI+@A@yd0_@hQiA<{s(K*97q}<(
z>7Xbku)Bj>sJqC2Q!dG0G4jDkYWs3iPdf)OXb77NPizWz)B+mB^-*cgyZg6&y1qL-
z#Dxk-+!yAYncTkol$x6r_dD?Jr?vTvTL3)6muB=W<9@oRx28vu?R9_}&~og+f{YRd
zLG4<15p<a86qeO~XdAF@{5*6)Zp^U*)uT9PI^*IjkPQw)h!!rz-?>(8#SBhMMkyX^
zh3PdsXo%I=`gQCJQ=cy1n6qif1QbnR90E;029eHz2C2-XvrHM6FrTiLaHT5bJ$aII
zK{SMGI+1|aKpekFPJu?#NOz%PPhPm7$anB>iQlI$Sdx!^4zV}ktji#bcblg5hT#xU
zk-;tw86gIJ==cSg_6-}NrZxcy;I_dsyo0S%sXnp#h+r4R87G`5hL2cOMf55O|M;97
zQcDQ=U&tho01#474VRv+=1EFpCS3mrsn%&|#)T3ns}19@oe*o1<8^KPieVF+Ev2wW
zeZ-b<ii>;BIHWD`XAd{4J~|@{i!Hsl)**_Za3$ivVLcTL(Y@nG8k;<5feNakCN5Xc
z6j&{liE)yz#O&4L3&uVE(^7dxZdSt-#HL@M)S~LYt)Hvyv+!?%Q0@9+qiAvs=jh5c
zzHX?dC-&Y@^GCptxoxqAT%&;oGsYyy0XPww0J2TMVev~b<P(xF;=kv8KZHz7AG^Fv
z-8!^t#5+(0w-6TP4o#Pycjo>5V019sW?qf|jtUaw4(#goz~j!2ErP$m;<c0xZETZ^
zW(MK{Abo%>mXl&I8%{g?WD440nW!d^^h-XbpaqgzDKvA@R>FgjoI7H|G$`n8qlBjL
z1&nOLol^X8R&q1h6BBK1aSY1L%JRcDO3utI3Xr%8#uii0-W^mQm>?;Sa>SyxAs~~q
z1xc7PxdN^dc@|QEj47WaIPsi48ATFwgvgmDq&mJ)N;S!=aSgn#IK`VtaCs0nlEq<v
zE?M~7w6ZbCRk%!d=&SrI{g~|-w|{w=mNXfseh+Q0`Z4E-ew)4WjMB7gBm|_^7WSK<
zM`rE-+Ni%QhxcIRVB%BS5W~5DRZNy_$o%YA6fgSgyZ3u#+hLAZDBzj0kSuLWl73uO
zT7N9&vf~`Wl+SqCS=5W{97bDw=K->>P7pqrO-KF00+nA#NjTGBg0p-vZ(mkuq?)<Z
zw=dXV^0$r!R}>P(YR>CAeFU#&U?Y=04nG_e?^lc+GIMqBj`Y_N>Zfy`>8MGurpYwb
z01>0g{OxAqrcdn@u?p0<|J@R`D7Y!L&T0Wg{ku;mnj4h@wu_`jDlHW{BYwN@Y2&;<
zxQgpk`{4F0k<;ydiO4QRxA*wTrjt(1XPilP^gS-He>e8UGmz`wBOI~J#<=@x9D?O@
zo`2)m+$m5Ez$9(*0&>bowcR3Zq9?08ejovNLW;#kwy`nkX%-DHFbkqCtWf|B){5hs
zZOqRpRhr3*^5~nQvJN@>&FJJiO3BLN-9X%{N{EQpdD?D_|9HWB*}I^u@ts%c;#v~p
zWl0<B(>aC+LAZ~Cb^^_dw~L`IKhAWGe3IGGGmk8C^|Qfbp5k3O@%VgsPp@b~n|~bv
z6vpz=^skV8v#J$ngp^5`PUQf&u#)<+-?D<l&{u1>%k@~LS$DS;YMe<wdHy}2UnarU
zIX0Uu$x9bMR0m>JMx{5UqbMDW<1G=Hj`k}9YQwW;p=M<AM%P*B3j3sqk0HgQTE1?D
z1eda76C>RMNx`0~pqvy2QYY<C)OEm={BYq;kEG$KuQ`tn=L3O3&s;AFIZ6F~eR3wk
zyLI;n;0VIuf6yK%$BQ<TOk#&P@0axHYW@zn#bG|?tba!T^jSvT{4FPg)`v+HNqUMk
z?yo;Mg~w0fcS8}7uQwmBkymojm3{}zoEw>{E@Jne68#ljgewVYpHo>jj)GEplBv_T
zKB2KYA2oF5R2kYaKO2<Nl*k@CQR-({|C-=TrhK~jBpo1vK}q4e8*sJ2@KBgPh6~=)
z)_f|@N6D+qYyHAZqRjN{aNH_hkh6i-c^iF&*e4r|T4xJuzvhQ;I@jZTYdCWBkc#J#
zfiux<=*FZ}Yq{`;HgkZd6V*)9kkn7ymTG7E(!W7|idO+rQm&S;z-o0o@1bSIS&JWY
z^pyW$0fh%|MYuYKRJV)eH<{M+WIkXE^Syb|2a^<Ygm4<CRx&sKZ0<vDdI`t=axJSB
zW$3zf^@0Lx*1V%x5$|z-gCM`H;VJ=Gk-u+9j_gD6ZMNx$zCfA1kVv&A{nC9xZAtB+
z;%N;)f$LMyO?E_l$ny77A-yCtRST%+j-Obx=m9xPe1~_1mD&eA<j^u_(uNjFWddG7
zr`{-e<x{)Y_|YsFtN?sK1gOAWLlRrhYCGo3`v&W?ZEPw%)waOCg;vWKvr)eb-Oz}C
z+aN8Hg0DGMceOmfo^1wa6Y+<`-*-SMDBm=X-6O(YIPb~651A#ttw)%GMD(X}pnQ{S
zZq`d142(W%`MXjRrT*W#^YZ>~V)bb~Y_c5C4Rz+j=oWsmw&7C|sCg6H+RZ~AC-Otl
zjKB6M%0L^_a2^;lf!&ugOb6ncmfa&oLRmHwo}tSq0%P7m1>a}2E#}S0czN!R)*CbB
zg>SuKSoI<HjVNYO4%HO7T0wkCvqFKZc|1RLK+RL_(<F;aS&s9iRF#aRjey>ivl(7u
z4C*;&HmAN1<?O}QA%3}BryTdC?bV98neJY=4kl8D>z9%G;TM_B-EjNiVyl1auFqcY
z7Hq<XbgDN>%iT7T)QCeqPW>aQo+l_&cWa>R{H)c8j>gvkSIN^k6l<=WH$$GER*TG)
z>wA+jnX{>zz#8v1+`w@|k_;iwX@Jb>->~j)GaXhqZ6W+Ng)I%$N?r`ZOE(i+Bhxoq
z#98~i#~LR-aVJ~aFYeC?*NYfu>DUHD^DTsy+PdOq6T1&2tMflMT`7(i(_M4OZqOjG
z_{HjWw=0f6wN~*o@s6GIyn8XUQb(Kk+Ym21)%nT8?{FLne5Zp#Z<xw=J*yFNJ2@<E
zZlAxt*emRu8?EsPD!BeF&meDxcxwu@gT?L!#H{P#v(q$+3T$c*6QpvroVCvyAD$La
zZI30j0nym>3NwhM$jEVFOj6G}Bo%kpOSJ8K{qvA@7xZK9^-a07eKRM;feqRs@_;>*
zJxCkvs}HP_t|@RNaCVSaXJ8?pY>2VybMmH;?5r#6YszQz^K4Y4Y;2Tc`GbBAo^W80
z3uY&prlwr{L7xxp3BpnWh_UqV_;!*)>rRR87r?PhW#cn~3Rd7!7yIsfQ}Ci5i$MJY
z3W3nSWH4$xuv7oizzo&Q!%?dawDfvNmOUV0V%w*JUr){mh{cdvQ+I4XN1Iwlk6TAI
zR6IYX;Mj^o^7LN`k5AanKDOuNsT4xQyV%+xy&o-ARlZ*O%!CxT<F=b7!bqzC$XfH3
z6z-Z^StA<!|J=}Ri^a(%ff4CrBRsw}au#^-!x9uhS(lc04!^5qs%7HS8cnTpD>FgZ
zErIcUUwu6jw||mhqsZ-w6xlseP;iYA6S%ZG4B%-mh%oDNfFDkV#yag$r&miuT{8ux
zH5BV~h0ir;nDn0k^Z-#y`}7eDOhWG=wH&UYQ4XX?G2r4dl8%arQj?SokC2gwQajT!
zW_VvuNXA02I0O+5w%vh%)tz$T&V6-*0v!8N=x_~bUn&;k-G+gfqzYQLTF3xOHYi)=
zaPY;}x$KDL`PvdYd#l@P!op&hZMxXSQ?1Fs22h*~lAtJoo1Cif?jEcWb+41)9Mtfm
zUL^eTu(Yu9wFp02Fi5%xp?byCtIb(N4iWQFUG60W?i@zz2hGg@Kjw`p0zVO>1^NhN
zpe87E;H&-3U8^IMbDbM*H~EJ-r@zCLYeO5e3I>@TIr)nu=`KNv$^%>eFU|eeMacHS
z!Q49Oc+JUcApkj|Hwk)m2d+D>cYxB4n8{nMjHm733`}Se%aLm`Xx+e3e(DvGktgD7
zi;ku`N7zvlOqA;rx-Nl*p$%f)Ms^6A+Ad)P(3L<W^N3ACJWp|S=_e45uJS=avMe|g
z_ZnmCEy1dxvUVm&CK;5rb5hhzvhR;=+~_eyjsMHagcgseA<R&l4bT^-xdj^#>D3@H
zpLg_{2uW<c0iXBU7fag#7Ze`Nh*ugj;`1`j^_qn}7p%m3r^J9lu29nX`uTc#O!_)z
z82N9(QvZ)0-Wlqfl=LA}8;J5OzoKdd9PR-SJsQnhl3KGoG<@KD=X6k5tQ|4lPEas+
z1mQT`(Hu=oTzE81%f98~2OtQVsMjED$D$i-fv3&}Nrj1V2a`nC`MC={soW=1*s}{M
z=`5yG@q%LUPi0Ds7J!FgGa^#Yn4*bhV|dq@3IVuiVmc^fh&I=pC5Qx+-u^&Gd<VW1
zp(Zq}+ErTwL6cGdJ}W5_MgJ<c;AGX(ncrgl6WaMU+IdV5CEK&ZN}6dN@XYicx!4Ah
znZEv^Ro!o((gs?JJUHZqH2@H+4o}3u8i)a$#=L;${-J&Z&0Bd46@*Vfh^$Z{QBd8P
zp*#Z)<<wS_3AjX!4Z^*Md}6f@#h~aVt{Hp2ClkYPWB6fEG6E}tlss2$MG<*!0hNm`
z>;BX`2x@sZC@URa+5tjR%{tjZF|1rO6$_?{iB9!Kb~nI5*L$!a%=I@4)58%D!qi-f
zXBoRFiV=uTQz(ca30GKsggKoM<jy(3%p)Y?`y4!2TX{5XOSWiN!^(cac-o&YC8oB5
zvJBuXU+!lmkHnY8L;nlC6Mn~*k>Ly2p0BeQRx*EltTp{F|8j0U?r9$^R+4pq-m~zF
znN!yHdcqkyG6yqGTpnxQ2?6)mKpG<oGrV|Aa58bffGoVbxjM+cIjD@8jS(s+dbfa5
znAULMcVd$qIETU1q?iQ1R?eB01l(D|$V(*4KICWEZTFTJRz7%x(B*xoEeu=Z#DUSg
zY!aN0n41=X#Yj;7RcLFaMV<m&4V71D@^>THHQ5~^C_-dLhy^4d9UwMk=b!{PG5h#J
zV}GBd9-UU+s`pvizqfxyNoBj8_P@R{Q*~H-p{~UCQBvy$Ot*mI5JK2L0QXUqgke1F
z2hf0IkHK6FG|Ea;spgv6;I>MfAeT@DW+4ku>#uaHqVB>eC&X9;0+CVfF|)d%<{g{b
zWImVUC+^3_&R1UOM$cd9yc&!ypQOz$rB4VH?{PpH=IR8vh<tQY#gS&flC4Gv*U%!L
zo^Th;GtI4LA-N3s0EMZq*Y5fMXM#2e00003z0v=rXaA@3R;Rdhj~WmFU<U{Q0Q&z?
zcp5l5(pfs$*+wgF+71%H_}r?A_{KEVXnoY_rB{rBl8YA0JCrA>zQ1BF)Hy3P-vf+{
z^6_Eps;Yqg_?rdBUL?}1G+VSh7tY`HNRj=4Sqmi;7gi?gvLysQK$xz-&Q6Hhazw-6
zIpz@eSvu1v0ydB-{WxQwu#)`e`$0)udFl2w+@03p6W<vPNh5}(#WW~p`nFR@;ELk<
zqMTU7T({DZ^bEjH<|=ma62wJ5^`x>Th1A274?h|BB#aB|;Q5d+2p#(qG7hd8k_UM+
z$MLr;_s;5axc6<5-_u1#BlET<FfF}??~giA23--R1)8j1xK63lmo=R{8ga}k)}{En
zNeKf;=?kMv$gzx1cY%|Q*)}9F_in?iz0u?qW6U6nXAVEOS11lvuH)G8%dP4m`v2T@
zu>ZH~{~NXZzcl~NEdT$K&Hqco^nd@~|EyvDUo`*0QU8xo!1({mQU6cX|5np~zw3Xi
z>c3V0UDtn(JrOGi)?ZNo09x_?bbbHV7a62IJy?`~e}8dP+ZR~eBACW$%=2BS{^d*-
z2_aP{u{_%<K%z2YFfSG-At_KABZZ(4eKILQC6gv)OT3s!r!bB%@#o&^^*YUVpSsLk
zZasSLoIc*W^W?@l)gVy;fdW(j08jvDz5oLF8WcBz0Vt!{e#dH^y!~#5djj&nf7e^W
zzkmHZZsmR7LS@xI7eyGQZPbW9<xy-Q`o+V4=}#_K!CwDD(g?Jj@pg%!bFsS?JUKmu
z|9aK&$#8t0+Y!i>qN2EUOIt0&QHG)_{&;wsaqfKd6bt(jckT9_yF2JbYeXc5cQf>0
zt0WPs-JU2qHn!Ls-V#IqjhC=^9y^Nr{hXJO5ihvrV|MXEUS)^mQEl+{8Yt@X@~wWL
zYi7lT%&*xwE2ie96;=?gRXl7*d%FG5?VBMk(8=)bKj<FiJ0B~$F`KRSnVr3PuW)2|
z_{X!>k4CjTpMZgJ(%7yXUMaOix8nVnlWReGq(MUk?W*mm8bx>}tLOi8R*#-riA9+-
zVmWLgF4lEHG|*-DD*V*xRU3`&;@*BYUTAVynl_T9`@Uw}Sc%uu)>h2QWlc)~_o(Ju
z%;^T}=;PMRa3NR8Gi?0`v)?AXHit*|YKDkxh)C(F?MEA&!HK>waa91ep@HqR3J_OL
z%e(|N=Zauo?{LvN;_Z;heX<ok)~V|$)M)!Xu7(FW_SziNkrb!%?J5~O)sn2cea9j)
zINl}@zVS5*_hV=Beij?yO=`@TKOvEewwdajLyL#HEjw8L(ARFwL`0XoxsBP;NR4YI
zo0%Nqn6Vnr{j8&W<D#ac0TjkK8+CP-2hS)0J_KVJU#?^cN)<Fe&e|HYkGi_8*lVVD
z_iLfdJ+XLjh{;$Vn<<Dmln%#CP<Axaipb7R{p37~^R)^WTiwYVZHgd5qRYasm2#4C
z`)GZP&mON?U8a>QmMiLZtp7wCm>b?II@&id*qT2|U;U)}(YE!T*qQ43w~_X)6E4p8
zc_M$FJ~Ya+loH=|9GT@#(O={t+#ZiLrai9KSr$0$Y*O<Rps0dXXM8iq?<Cv#qjj6X
zc;HhQ%uQ>m@=6C1R?I)9W!YphbhhuZiM-GO*WP6EXJaA5@9-e$YdG=3?pab&-Vrh~
z)D`%}#H!V%xAH7|Q{CRn(kMwdyk;POg844I!~lif*u`+Jx<jp!&SP`FRafgJ*~?d|
z?k6n<Fw3|WyQZj;T8Wdbv_Q{AuHtx1*MF?}KBeGl1RXZO6Q7rh`lynsl~4V7>g)q(
zp)xl_CZ-EJyGtQ^cZcuwLMdb%45Qn*U1lpZ%9#G;gtW!XrQ4zcUy`oFEuOidsy9ts
z%cE8gGg>zAs$&{D#b9-*(Y?RGhn(P4^n(jbfq&vwgu}xCCy}I!x(C1{UiWRCR#FYA
z*ItH~i{|gO-m7!wkIwsJmB3T+kF}bt+Y^+yw9<M_v*{%qA{H0k+3qG<p~Tw*ODriZ
zg|0wdn0RiN$Ixfdbd~RhU}OqBmM=NTXSC)kPf(qw9cbKRE=!uj<@t7*4|;EyxP~%c
zK=!knlqzd2jblp~SL6|-BK>td34JTOr-SRK^bh?wbXKyL2|sKkvyaweS}M~=;;}`C
zIsbQT-)p6Z7{7~;(R;_U*NMj=Kbj&ox|QSUV7@V4e<P=Jwxd%-VX7sTYn?}#*MNcC
z%MARZ+7sA<IXhHjaj%uOB=CB>Lu?{22&(G5-HShgUGt_MDJfVwI;t-T2_>C*v#gb`
z=G>1xDSERy73<qvby?UhfVG|-2-TokucXX*#7+z>V>@E4X01ET&>Q2c_?En$X;$__
zeIz%LB6oHSQ&1|cruUDE7)%xHGaj0Y)!EKLc%6qW<(ImGT<fY!^&abto%3i)JTEH{
zaLSrA)-sPrV#(2d!K-Xdqu~)OS5xQf#YLM6u&ynhU6I^@rg+5<efN)D2i-SH(fKO#
z13OvPug9{-EoNETEs;(8!Ti=0)5c2HF>!LDLl^I7p5rrCGyW;7Gi0#;Uu!w?$vJ}T
zsBSKYYkrWHzfTQuMyk6lhu)z5KHYB9fsg9MT$C@h#1uc=I1d`|O_yF8(>I^rVIMhy
z<Ek>Pk>XE#g<Z5YXPX8?Y~z*o&{AYle(M{44qE&oIMDBksywllO&bU<%c9&JSc~^p
zy&$|oR+s*Vx1f|-;THu0hgYJFm9uS|ODwp}1+P5Ekb@@s3Lh7)<lnM?CPv!xe_ce8
zAMr}8ws^$&B75@CQ*7$v5l~a?^*+AtWqtuypAI+{S5{6yzhk88SW6U0&0bf}a@4az
z+hcn)E<Buu56dwsN6|8uHTuJZ0{dsRpG7|7-fm6aF}m-6vdv&wW-{B*3cjDk!Hiw#
z9lz*3IFfhHDpP)DreUut@h~+Cr#kpjQkpHAvdm=kk}S+$3@z_FI2IiBg7~q~-wM3H
z*K<Zte%iBFN1;m|tEupmtxY^!z^qYKx_Ou5PEyo=oyzP4yZGsv(49tWfNg4Zzs;Uu
z*W>FM4ZweAeX}{P%}s#mdyn)JkG4mEC+RoW<u6&&IOMXBF?%6;w7@E%tMqIOE2$_^
zvib#bqc8(h2}obN{m;{<z}UFz0wgf-A^0r?2M!Ec9W9mMmsNlQKZ5jse1!0gY*9;o
zAt3(*USknP_A2+U{6+mkj*?4qY8Az(bdt`Ru2gbD{W;5HA<8y2ujc(W>b{Rz67p`_
z(){Zc@qn<`F}|Ey=50qhMLWr5$HX=FS5pUyj5MEBU#cOPr##H*1x=c^rU?E~Wt2PC
z66?^J(Z4%(?;tlUh4K%z;Pbl`#aax;lfNJy_y?)Tzh)B`g1zfXz<3y!e8^V%#rVfZ
z_HimFIEb-484`oOM$3$wJ+?Nc@16!b07`#|u?+`_=K7Cp{QZuGz~LK?vLk$cEDgzF
z{zA2)e6uOc%ev-Fs@_XnYbz|uBSNgudD_jxst1a5girK$s<(fwA>4E9h;YFbz9Zn>
zDo@_GZ#tM`nCMA<tqT>4+$rv><kI<a^#%5xe8l%jm_dz&!sw9?O`?7?B}$+lB<~{8
zPccW>RDic~M?A1yQd80n#gy$uAC3+sf$AqNx4+gWD0qUd*I~9zVHYl$rO-tG08XUT
z{0=XwrtM@K!4DZ8Du6Us9bq*OZO4=OgB?E*;J|n1>8`%T1EOb+zy#`6hN*FqW4E_D
zM#DLp#SO&XRVqRCw`H5;*t_NQjYm%~p%^aU);G}ZX-X&4kNK&nAW_7o!G>8MzZVU=
zt~5Y_-!t+pvwk>v{yFq7!{I8uLd{)?({*10>ft}+Sc&R3;2cr=VytD9VZ27+0$>4p
z3qO9=qH(Bj>&_>(5>r9mrf?to??wS7r5zPKRW>>-DX|2D8<sCG{Ivx+Bv-uYT{R44
zicpiq(W4RLA8eDZr?>#Um~Jt7D=Gsww&}KvvaD*RD`(Mu_g`2ZMv#o1H1VGUEW#g@
z3aI$0N8oaxn;(O?8*tuP7AfBXSZS;q1XBG|ag{oHxP00}y~6Vu`Mt8dFosIl+LW7!
z#j4xqa#p-zwI~C-_NM|INkLOmh}{qnT4Qm_bfKW{8|^>0d-sJNt>E)vzJiFC`&kmY
z2VOHW_qyuiSz_@KmYyETi&44R0TK*5qK{ytAG<W|#$W-Cd7r|6>~14_-%0ngU_#o@
zV6Sxd<<gO=&i_%%^tYt*%2uyXe#QvinnKGQvN!}w_CSU<IM0kmgE3P{!#QC6sPo-W
z42;;R>>^FGO~k7CN2B0R*4gt=D4&=$dcIbGs;~v$10~0)tI*3FzmuC+TVX*OHIFk5
zs_t(01Tp>)YsxY*iKrLzR2V1Wbc-}c+2<Oon2!w67D~<;J&o~{^(5g!0DIjC55}3$
zihKtx=k9S%`Fk>l4~T<V@7mYs_APny0FObT_N9<AIaN*%#@$=JWd(i;(K)6vD|P)z
zV{$rCQPkYVXjsu(YQrcL361<n&*6TV1f7I7c=as$D8m4|z|#TZ^HMN@16jTummX9d
z(`qmmZUcbMJKEW@f2t;`+IpMOrHoCB;1M~$FU{@U`6;%3GOd;OQDPNx3kibpVh*3M
zn4|}Yc^y!e_pD1GzF2hPcZ75906Wr)V+fyEyt4*$Cc~wx6d5SVH&x>L`+%>|n_2c@
z3}YiYP&qR>PPyc0xM<6IG+xe$7e@Og4ZQWI(au8ECTOqL<G}(BVLXTLr8UdXTk;L)
zfO8BZTRj?`LGG<6A6Pp%(D~-X&aV)P%;+>(pp-@4>`Q5csqHAb+zLP9M<bqNNF~mj
zz5h%}l;C}rwD5da2-tn|>)D93n_>jjYdl}#4}<u`9pbf6zVDaT6ax*%t;MF8eWO9|
zSB$kIS%od8(0Q!WFP~J<cFRj9JmJ?q+}R$uJZ)G7|L`9+yASb%^yoXjKK9yQKI>X)
z4TMku$=ob&FKS(pputQ;<Cw3__8X-!7=nU`2K{5%I)Nzb9PpysqAvtIV!;`He1se*
zaA!m_iAL{J64ZOU{d!c~SG0Fv{@6ZABy#+%elLB<maHr@w@5*)&s1Og@GXA7Ij`#Z
zRMAZ+?O%p8MjE2LBdL*UWfg6`+6<ss!*&Y{{Sk2Tj34emUdJGdt%;z&kBRrjejly4
z<aynZsLsa<${qihju@?&2Qh%&vzWSVKrMxIe<%=dFT@MqDh!gK`i8~cZotk|0hIx$
zQJn|(TS!j%>ojpi6b0l;$6HI=n6SwhuknpnTKw`0)SVHvfF2qNKFS!x@i{#1>I_D<
z3CD^;6q*VmaXf~ZT^z{R5Q1Fk1!mFoyOB!!tzsEkbJOES(N^s^e$Y@rAzpbm`6XNE
zNzJ*D96T(YDfhQ#SLP%UT!akCyf`NBgVqoOgTQ@>kHCNs3e**kq-vhgafkDoAF}&x
zY{G@Z<TC>35`g_yr0)Sz=u@qF;snM~EK~)Gq%i4*5eDFDEkazIgavzn-sKq6{Im2Q
zVc69lI?Cf5A_+iTWgJqE6ipbz!q=bYj#$P*+2IIeegzDPLXz6DclrA{+GtH(yP1#A
zTJ9zbj~K76k=Su|UD>7a3?0prGC`v8`*&p!3(1mM!aJ!k42LxOCMIE1{z?UO1$_L7
zDybWx?eR#Qj0jjMUrqaaMRI14`~N@+unbzf1$6tRm1Qw0C;}(U4&>4`T87a%WA*u3
zt&^ni?&9RK#S~20e`>q{6ZC3Qq!B8GVlJCDA5+_C2#`BQ1$)`e_`NQthF;z(3ca|(
zDwteL{?TR*j|%MK+<)b!v|q(&$A4!TR&SK2@RJ}<&NZgn%)5TW*dQ%_)h<!rta)PH
z=)r1eYfGo#C<}b|v?V2L`#%6yK&ijak6v3f2XOs2qi0GGz9+@LI)D$`)gSx>p(Yxt
zI%8{1RC@{cS-2llFTHn0e?aCBbK@Z(87cLG-0S*)kV(!9Q~hX)V>l%I3?k1fz&4O>
zA}Rf@6(GFF7b7B@CaeTJR)W;^2qDE64p2t)+Nz4SO`KvV`2R_Pf;rI>w!JzB;1BXV
zlQ@OMiItITz=tPX4;Lu}r+i3l<~SS+e*HlKPOA(fEp>kwGVNJg75Mt|orNZ~^(g2k
zmYg&HZiwqe&tT!gvC5U%ceZmV4Z`_99tQ}j@U7p6@x$XL`l90SPp``Ys`}48E3|*P
z>E*p{URL&usl*V<5c5Z8%-<pL2D4d=nhul?3|L9GjFTmgpe|^h83#Qsf%=5KH+4zc
ze@Tx2{OtSRK4hf0qD^w4Xn%@II;>Rnt-A^QqcV-mv+VVhM171=)SekZbO#c2cLwM{
zh>g`?=F>sOreWw^!s3Q^6Oi%^rliha!Wv_4g@g~GRpyBMm*q;NS4c}fnc5&+uS9i%
z#x^Fi3;q}cZWqNe!KRhh0J~4ZhhOwq3fdv4#F)~5;DK=l=h%-n69K1mU)+x&!S)P|
z=vGr-xZ(iBGs9Zg;ZwaKu1ujhr0-OT=p?a#GQ#jpHJ)wEA~R7AwMjvKBo?Xu*8t(<
zNTurtio#K<G3Ry*d9&n!ab`IQXqe>HM8jQLs1qa&{t%M1M3*xm>>3k3RkHXB7v(^z
zGooyNX1#e+rpq1p>*B-?;Rpj@i`W64@*gJnbf>qMNCAFaRHF!qZ8ogE2mzBM)NfSn
zK_$hr7GeDOF6gK!FtNzTJ`JId(0ks*@SMGYJlW#x-V3hp`x=AZfBnT{<-kD#Wvo)V
z$<lHbIqz-ymzSL0Fskt%IFB%V4_7-uw44n3Wb4n&cL+?c9Tv8NOg2U2O~L0ym6Ckh
z5DyM_gh$;;<eD<MAj6%gaUL$=@J)YdpXg!iw;`5w`%!V*VVS8T^C6Z0SqWWa*{F&M
z2o&urVKG(E+`eP@C}^yRIR07mIp7ns=$Tn~&z&IIKDX=Wcmlq<Tl?U&koF%zP$l3-
z7Eo~NV}iOL!hdumTAyqd>E*K4UB1@!lfhQ23Hd7%ysjCbE#`hl6gPnlRQ-ZTi2oWF
z9X%}!Tw+6hwlH2ZYhO5RY`YHqRDN%cJF2o|8%t!Za2{5~_4z=KeZ0A!;xD5NM|Wab
zk8ot}>L9q!p;*kYA!!>h$3+#~BSfGb5uv81nBLI2=FGC!C4IaO)Sk(9tnaxv(ENbQ
z;2Dsq&cT@ttQ6BP*3keXFtT!c)83r@T3&1VI3ZUoz@(HIe*TM7vGXa;rM>+}Ubin=
z{GC=gMC}w#7p%|E0AHTJ{@?L6cY*bX9C1|pOTSRH?^Sjr>(>`Qtod)`rq#@@U$x_o
zS1v|8x{@?lVYmr<_XNfBo%^SsPiCa@9NApb{b9K@Pn)Bqo>nOZB)}Bl^10mn&sED<
zazNWk&-Yq%?SPrh7YO-{VEUg>V{4{kqw^)*+lD>o-oK9BFnG$Ncy{toU;5J+zdgV9
z$gIOKuBVoVoA_<}bhjY)%%6;)(M#tA%g~eeQbV0>ar>jXE=n@4zu&yp+rdUX-&Xx&
z*zcbv?WebRi(hxtRJFI3d#ssSx8;J-Su4FOf0CyPJDiUm(JTDvEAlq-TNQUTV<<v<
zMOb*v@}Pr<pMPL%+}{*YmfYAnJ2^IfSdkO7eEHO^eJaYk)$-qbSv1st=_q|?wDQ-o
zsoEuEQiJoyH36bczMi{fmMI2$u{*V%H#zM|x{Gt(^GnyKn6T;YrLz~GWGHnB!k6xr
zSlg+Src=fba|Rcpn)NQ?zIdWP$+%?mdy;XrbMLEA+h?dv+RydxvR2{R$~KVO_A{i6
zFSsMj3S$DFD~f4*gr_OSjl2T~+Zyr<UEBwqdqu@;jqTvgh&y6kP28<k<`d5@@{`BU
z@z-vNvh9YIZ0z3Ly+R0_zvebLJ3Hx~5z*ta8d}#4Pgh+3<hSq1*~>QG-7crf>Ys1x
zZhcDE7&5+AIbgZ<65&91UwW>~yx6a_)Wrkw|98^3yW;mhM0eNT-@GOHYhq=|hi!Fg
zxX<->IoLjL`fC+em@>{Oju}RiG;SYpI1n)DLSJ<M-nV)`*A3I}zSl3aMn7~<jMjE^
zxTo{q%v$RCJv-KH{Z><R+T-w>`PMfE4!MiUMy_~DBH|tutjn#5ym9{2O3$uW(Ss_P
zhM7ud|0KUs{tE3#dVHcU(R=Wh<+p=df9;P`6efJA6TS=R$2g|vGPXJ$|D4Mv|3?1}
zYK+O#KmR9>o2lFt6&wD2FmA(v*tdQujVC=C|4kRB+<4~wD?<I|t2alt+>T;BI-8no
z@!sGnY4Wzmxi#zVO*0HCdIw+b*!s12Z8hzm-%wI@Ri~z8Rf&5PW+h=!!*&t$rFi{%
zD1KR4U6f&_9)q!WD@m!Lu%ov(eM-s1chC7#lNO#YRs^F+sFUSkK}%M!Hbzkr59A0}
zIG-w8wjx@vMbye{cXTkfI+PtmUh!r18{1R#eJAt7omi;p9zA-+`PtdohUt{U>A6Ea
zA2we{rL4<O3-vv*((~LF^1AGxV<#*eF3&8StkZR*Jb!F6|8=4_#w_n$kO*+4m*sy7
zFK{@E%Q$@9;#teNFif6(YOYIQ;9x_%iTD1BMSBb|DIF1$JM*5t*7);b$f48KSuo^e
zfeZChNep{_$W{1PW$DUoFTN`Ww5`IN{l-;)I;rK$v{FxhTH28r6K_H@@)^J3v28Hn
z$e!gvV`<w5+f-N8YuBsOanV7H2s+p1%oCD#1_?vGo(0eDoZ!_yB5gd`xDrDxhOJ5l
z+uNCjAkqc}djtxYXtYKX(sO}iJPuVo76<~NCM<ff0$W64vPsFENSoM<rl0;-z#XPi
zyi+#wghgVgvt@>9v>bmVfi2;D=6Ked7~*{s+1yeePmZ_0=$tOLL~KcD!~XCRA@lKX
z!562<5Imb`B5<z#*M!Zczn7A%whvW{O;o=P{XKEc&L}Bn4>Vc+BKdCvYGcS<!MjD(
z$Q;8Wk_wc~(9e)$oem|l$b(<d<gcRVzep6%DROisBJ3UnKZdqJ-oxOA(~sx*nH=t{
z8Sd3WuN+1B*~gH=Be57)&Nz+kGz!kq^rNV<^$MbADr~nMjqY3++QCb15(fSp$t?-i
zZviDO;8Gt+6)bHx$@Q$wN=D+Z3znvXacK8J!FvYkp?CPf9M4db4A7nzz54f_bnwZ0
zu&DW<!-TU>iD~YT=y5M+G{U5!NP!AJ4*8*-hpASUEAW_BXifPnSvNnhnCjaP2hJnH
z7c;ZWTQ5k;+dxpcN)CmjTYyb$`!h7A1P<>hf}beZ8H2RwIe7J_K!N+z@Bo}FMy8k7
zOieZBm;uQ!g(7BfA488@6mvx2xc3rSCo!50Pc%m_Qkcpz`Pjkp(~7#Alq)M0s~UwJ
z(|z`XTo?85VrGvw|D=9*ct)6Eazq{&|Bg=0i&4lgd|up$#q&(J_7?W{@-|tcOt&sa
zqocdvE-AmM1X4$%)v_UUPOOp0Yg+J18T}}wg)|(>7N}z8-MXQ`iD|(d=`7bmWi!Rm
zANZq$l(1>s*i*k;I!LPPWl-Tf^OiXv=b_FR%?o4BbHd-UYR9P+df$YI53U`akAa?K
z3OnUQ-+YkMC49H;44LU&yKi}j3q(51Kkh?+dx@*=08M+6j&s!fpy9n}BW~Yy`wfi*
z(IWYGfduR456LP;E*yvz0-6?dI{4Hce_<;7GDWiYgQj=L{`UKd)QL^YbZM@t1+abr
znwkkY{|z+u?*Q9K_`TzTa&uoX^6fvVd2%F-rd$qWTIE6+)Z|KZXfw!Vc^+ruX5nL%
zQ}mDUF)4Ka;2S<oFnH>W$cEH^R*aZsLphU-Gwj;cr8Jqr2;=Y+y_=fMj*LkriW2?9
zJAL^3w7PBftTE@GBZx9S(wt2*VpODu=5%KAwM8KVomNAFb$q24zMD@hJ$lbf6#CFq
zHA7kX1hN00SyLZJXV?_4+bw)j@uClv!z*<k#QNLs7sb!8PT~#g%mDX@llNL_IE)+-
z%|Nx)Kg=EFOr7mk!Fh8G?-`)<D#9~A2QTALbl$^{pdM5;F@SZ3iS$7}{?%Z76G?xb
zMNfqj+Ywc5yr7-bFdj(CR)-Kx;tU;b1fS0Hy}tU35Odd(EXpD+k>ExE^SB!DHyt7H
zP%e<!-eCGK;k=o>dXWz~B-Dq=ZR3Ue0r*~QkeQ@!zL4=(!mI>O`_mOz-+7|)II%z0
z7n<&`+1`$#jnm;36|G{yn~e>Rr2;gYMA_Ew3Fk$!j^9Q)q>M%u&^LuRXOi&0#}J_}
zoYNdk%^PAeHAj&PGlIDulmfn=JI56-04<DNE5l%zWAOD<)7ln9Z;EH9;7_*igr2m|
z3Z%OP0A-Sq3n{Ao1tkzo%saW`{1R>&LcXSwFU-eJyfex3*9AVB5oF2%yqs!htRKAy
zB)gMC0+0GZw`_^3Kj+T-hC_g89MJFe#f1d;hL1C8>9FthxXX+?fzZ61tN6&>?*$d;
zj0yUbvPfQzag*cR(|Dl8OxE_B3d|xeenDsUUJ>whCsBIr+VOmtub^|PA{BJB*q-T`
z2v<}4zYF;5x=}61SK=v`nD#R>+`=J{sbDsn<770^D3a(;E`fNXpyCtE%z}_gQH?)f
zmI}4!L!_FuXBJ!kE#<s6y2$^9il2ihL!xCo#%F?ZEUFXqp(map;xmriB&zDmgNF&q
z#>(9BE^|rcmi}7<ye(}YX<qOQnlD01w$z&XP#Bz;i*SGt?38ofa0FL2vNH@X0&ToA
z97!V$Pq!lhJ*b2Va0(-H$Qnh3_akgrnX?fudppZx?qP~1AgAY(ykT?752DN?m}eWn
zt&JdQ)5eAFGbq1#@;;K}_&+=#rytqD@f<SmZzFng_sE6SEr_BWY;PnEKR36(L}2dK
ziCJXG^;~yB5Q>usy(O=<Xhcg&|MaCYT<U!24<(~Bp3v>$<X3q}wwXSksygUHC(olM
z>@UIG<i&yZMBw^nv2elfm5lMz=R2Q5%k68Ii|NX}r9GWIkZ1l@U||;l@ps6!!NgZe
z2r$D<Pr~XN(j<4OwIBzmhl+CwQ&-Fhxx<JfN#iS3W=#xe=b|K+12diu@+P6H>uLJ@
z?>8!mW|O2QGfD!CsT1=YIifvN<X*Epp_%FjUvpL5_uV8>bc&`6eu}Athb1So1pFZ{
zrL|Wit@Q5=sBmGYGr`SradSJ56uio-6D5#N{S^bKt+J(`399!@^*<=|Onk^0fo6jC
zTp_0dRNP1B`P9bG&44UXq?rH<%Y}-*pFWa@G-3^?wMw)ap5N@O0|)L>db;4~1`5D2
zf+*Znb_U~{3>SPS=}++s<osj_6!8Qy?Sv{yv@#$U5R+p@OFm5x1T;7ly$*OiJ7Z%T
ze80C=8C?L&nKQFR=El!WMS<M;H26sMlGJAKzaGXLGZ68GcUllDTvgDfUa;#S2%Rfh
zg8yeOi8$QBKX^3(8>rT6B3h-QBz{Kw#lQv%IX?E+=4t6Z^m0k(MIU?2yq~0#r_~V;
zF}?zPA7E%D5U)p6HG_kOFoD5^f1r{vYQIyPkk-ZV@Dcn|3%E&~t>!jvhq-OU029wr
zIidD2yB3)ca@(MCmi_3>ge^3RL=HhURPGsgquau)c)Xe?+>`@#n*-&u^sq_cbt$(P
z=k=hw0SX!dRi$rE%#hD?d%Fnecj0ap^m$&;JH_9HFFKw`Vm8r|Ggy>p#Ra>XCEK!g
z0jb`eUWZoT4=HK!O+!I$>^%J)7HF{8d=ttQs>w70p&=!*(A4vjc7Q&7VHVXV7VQUv
zQ>j<0+8O&sMUzBe4676;I2!{MCIj38ggcM+fp3kQ$q>bh7DC%<Nx2amAX)|$wetp6
z*McnO+9`yVED#-^q)EzZLGal;-L?A?F^{Smqy&0Mxrm}5bcm7Z<N29tj7#I@bqcvq
z1my7%db9{LahTMU4^i8%(QvL(P$?*sBiZi{@L}d3Qms_z(2azR3eoQg7_Uy~<1|<z
z1!Pl#8E+A?mD}^93~=o=mps0ifjBea{{W0P4mWkj%HcGje@w+i{ui5(cbX-_zhF^9
z#{}uvTN&7|c;L5be<53`fE6xq=m-!+DoSrao%*vzTj?L1S11pd$#~2ABPtPHpIXkM
ziKzEuqB}GhTPA{!4h#RP<H-yjL#YUYKg@Bh6{w@9NVBtGX%-wN?Y&Bg_OGoJ!QtMy
z1E6#BGQ2Xoi7~}%hJe?w1qF{8H|IYlO<aXF=25kUqEDh4^XN%a;~rGlFj2XT=y?RH
z80DNh3K_%mZG?&K|1^_9M$87~<4{RIEqmwo4&F$>VtDr0oiYBI@xmKWB6R!k$8QK#
zj3Upe51aPinV<iLkPIcq3lK#m_;H?FKEmJ=NRH)Y(ApW|Y$Rqq9Ddim65^zZy-0xg
z$R;$p6#}Z}MV|1BFe<PP&Y|HAVT^<-MJZ4Rd!f4r*z^|U-!2M%O0Z^BXcH)zVk~_N
z-*QGm208YJ#6^&gvKWyp!*FAW%uJeW<bF62xcpUX*19?qWuFS3UC%4<0RpzEdU_{d
zOLn4Q)e9?#nD23~vx*AA@jl+^E`pT;+kqBXYQbTs1PP&{g+$>(-wSB=9lVF*06+uo
za>{+ejb`&l`ASLwqk)aLpkNkhBL})z0)1`+UrzBlN9&;zkN=v=WRL`nUhZ&|6i%aO
zPeN)Z8*ABQ<za{u51r^VlT0$EunMxzEb@$9duT&1H)@=Z;*j~Dwlc+x1>WR7m;};h
zL|-9v+}jud{m61I<Nm5u82Pco*oirFS=FNROhF?`*D<{8-gO{N>&k)*Dpvg<07cMl
zu{ontNEpNpP6D16wWhH2T2oise^}2>RKw)rK*%EmalI*`VaEu{IlJE|FDQa+jCLk$
zuHHv5K#UGTqq$NB{qh6^w1CVSMxKOW1uJ%|>i&N}LTMntJs(%i-ITY<AfR;g-05(K
z+spXtb)K|_Y>pO9*YpQzoALpT)|@azC#&Vy{@;qxInFp+&w2dcs)%i`E(IpOW(Uj%
zg;v<1>`)g_S5f+JuLfc0TYhKi_ODS9ezPjXZN%g?|9()CdNs3u=Zyp3XenL;k@LA;
z^S!+<qT*vt%Q1y<Uc2*we7q)bZ*THrU#q%ZjeD|Msy#K_bCPQsGmn)Wx%Ocd8V`JY
z{o`>8?%MV<dt35aQg<FUdVlHTvU%%uR|5xT>!zotlMb$r;~WaKdyHLw$yjsypnLgX
zY)&z-W99Os>{CZ`pBA9Zeo!=W-9tlP=Cy|zww=uKhOOzjzqY@%4SAPlW8sDJIk|Dh
zCG_eyeP=LoY=3;zX?bE@k|MEfc5b%N$@(ePKyhRIhRdc?QDat4o5$|(shtb^4?kTs
zT^Be2oml!1HFhv{pw>Am5T$19^i*QaSo7{9KKI>X$+&fh^ij*EGF^7U=Cv+{u}_a#
zEcKzU)%n&iS#f4p`j3z8;>438@GC2E*z$|<(s~=?6=L_Db;{bo)q3Y!s|}QU=!+Qy
z9LtJmp!-^7lUTXa>hn*vW5(%KHc<t@?##lZ8~aC}5M8*MdP``1zpkoYPCT5^_0jX+
zI747*`%+&=$-&!hrFY%%72KNG!mib=Dw_avvU=@#3%jI#F3Z6y!~X6n&91-H+B%!;
z2Yi%0o^oTQByVZpPiIGC??Zv^?(^133kfMr%AI)9vFn-(o_}k3^%@&*Pf~Twp6X!!
z>auOSaYu8XX`TIdf<pI5jInQC@rsy}Fml1$`pkycJI)Af+efkua7k6!D|)kA{qUOq
z-nO`Hy$ctf02&f&wiL&3>a3@e#>dC^_x1J0d)4)cGg_CZV`^Jf-nl!N9a?|3vh`l%
zj#G#Db+;=m+w+>N_AS+MoFNw`{?;j}+Poax+52(jid#x{D{gf4iJ#2Zt&59_k1yri
zUR2WCNf{9Bw7pQV2UENIkxaD7=#9x6n{q(UHOINz^+#FjCIg4Tah?sHS+4ZhVq^U1
z!aDxptL=j-vT2F{Zj>mI3XW!c;s?qAYz^(w{yvX^I{!NB!orJrXDrOCRT69@to_9*
zn;tDWq7|$qj@YKQ@66sMnL&<bs~<#s-QDFJdwg$u8nv_U@7Y}E;n;#6=hn3{YJ6kY
zCf+wiq;y=7JJH+Q=Pvd<wAs%p@_NMKea|Dr;|}SJG!f6{rEy(E2IQoFb0|V7K@L2&
zOsUa4JCJi@TWzLA#Em5t*zAIy{)n~eCz694Ep2s@7l$se%dTav_~mROEoCBbA=KS}
z+~@m7t=GkQWwoTOJs`Q})z=`rdJLC=wY#<Ao`%VzcY1Gbo)m_LAC+9N`Vc``wl*%*
zW$`5aNZa-X3HsmXO$ACM!`Pq*w-X!QH;$1b`HX<}_Trarg)go8JlqFn+hZFq1f#AS
zau(=jc1YV*lU(_G6Y`B8_6b_qC-?MN*?<ij*Schq7q)6`%+Y<bk#^r`yTzV$VIQ5m
z?S|+>vATEOwF(a;X9O6dSKDtmn+t#Vv3wVE32N0PUHv`I@ASCn+BL1q>F*3aIkbM*
z{7Fi`Vv%%Pmt%a%LqGBZm87sLXI&c%syYeI|M6aTG$Y|7Mc}@B<BH3B2akPP=eGJ}
zna8ncP4rP7yy{-ijioo#M7+a)FML{TtYdR&n_JJL5B7gtL*0*R9#|-UV)_$yLX_A1
z)9RY4D)WKFNV|fUh6@6)%BIxIuBQvbNK$RSU1_!Z<!AmQYMp09kW+H|iDYFnO0tgr
zqXWC|p-92n#V>p4k((Kd_uzirUX<Le!?Ienmf-wlQQxnTI~R||hU$*}AIhJ0%y!Pk
z9Njw^zSm?xCmGYR%i-bS9kWU{pH25xSnXVNqOWYvAVWZA5|{Ojov?}qt9EN$8VvK=
zKI@5E*DgGN<k6;9>jlv>qH*>wly?h#NoSg+ZTuGHk4~9phm2dU{4q3pbx$eiK=N(_
z*2+C!DGku}<$Q|jYS)d#@Nes41Jr@9fG%Abr#!FVB+jAyDN;uNJmP(uMM{fed1k^L
zB*PC>;I)8RsX!%EgZk}A74nII7kR_3yJmP^QYZ|Ks7Qq;X1EHX)x&9_<yYQ|aUy+^
zXS$}guoESRI2j1<V?E+A#dzHdT}q~eNO=NJxFyw6$+;C;Q#8qQpGKUMxjIro-xPPq
z#e5!#Iy)x%Y-k!XhP{7%y?zfl^EBVmAhR%h%X%++)xW`Q?QQF**HVsVf{Y0<%BAs^
z-Kjot#h~Z~9LrdyF7PTMX}{AF%?Ue?@}>~}^B-9=RNwpOWN^loS1kSwW^JQD@P|!z
zLS*z}@Z*Zu^RSs0%~(SUK2N9NM|d|O^cJUn(6=9+C)&?w;eAN`R|0_w0oi2~F&gD1
zXgN+{GnCN*yZuR&S%{6NIOan}osh;&(vQ<%^6RHNBnWkCNnqZ(a>&tMJqAVI5n&xY
zTc6Ch7*bvT?4Oj}35WPoo=)?aZ)W(F=Hwe=(B}z;5)busNDSj|aJau?N8q!*M9<|j
zWV=%6GcjWYTG-fvw6eq3AgG<A;Nng&xBx2&W{iB4^OJn(&l;iJL6B`msg;W)l~4w?
zDe2cdnL`T7k@8+#gx6L>w;SIKK|A5J2@_XH?+Lx_I3y6S2-stL{><0NXC1rRd2kKW
zKDvT1tUd~ot|koTK}VdG#GuXRIp8lTV8aXpH7)!nC!anN2!smAk^c5gi@Kq|H-eSX
zdqL3EmL@qs#F>vFPb-<8?2Obg#DbkmZzto`@vEf(`c6JnH4eS4=!X;f;k~8M?N=nn
zj`k|5qk`!)!t>q07R+!{#k?(7R}fq$2;oDk5>sNjI)z4SnexUwY(Se0`S`0Tg5fk6
z@^Oa0Ui?`~mRGkyw^NU8qmYloq5@<!B5Wjyiha^y{ZlgNQ5?jF-CZS&k8;5PO;QXy
z)8HeMsGl^^a)0_97&*g~ms0h2PoNw=3nkt^AU%%gxrwBk6W;Zc6h4FOONFb)Ny9zF
zHaX2$0!Iykf5gbBoI8$bpb75y;|?nXPk%8;(o!{Nh%!4zP65XUG(I4!eI&W{+ed?J
zRs00)ZxJ4{3XeZBGY&>5Q2YGJMii!WR`7R%(eDhq?ni|d!u@$P;}SDfmR6oQ_sx9{
zSwZsL33tz-($-HTtUu>Rtep{cl9~4Yt!OQOIHVM2x^N!TJpaI+>qtk8zpsj#68z_0
zX2WA_oK{+b=l-gbKzZ<^Db$2NfN7h6Dz1^t=4st0jDSaGz>34qgcCGtjRsz|gkYJq
za}&CK$1g%g6Dj#gHz-D<&*=`LBW9R-c%Ryvq-<}^aR6bmDTzGPn3Q{WgpoGI{4IkX
zcS7-54+BNJsnPO4$|#Ih$%MvF#amJFUx;q7R1E)ig+=qIT(-b+Qn-kK(Pom8kGDW~
ztG4|>=KRyA_8?b(fsf6|S+xFR{(vh6Zi{1VkIj9i_ILUH8;1-(`-DT5(<nla-zThR
zqh(DV^j|kGXupCP_@BRMlL>|t)WRlje%ZAdUrWWe1o8{V=o)w`@WJ1c2A>n2BmH=J
zXLts7L#X6$Fds$oyhQ&Z1?IY;5DE12TcLt()dG)s!>MxAgjDd8he~XQIB=dn?&c?C
zFyro9sFl-!@XCe{ClDnU;RFug?k{*KMUKBN(vtnX@YCkld9BoP<qPxY4j<Sz&D$)b
z>r6uE2FNZJ*7{3j63`r={KY&M>0uO230m72%|u)A65tuh{v4_Q`nIhTsF%}F#1N8g
zCmtY`O%nq~g&XIErcKb`H+F43TQI@Mo(IlyxKvR#l`<k6VsrnihGm&=X6SnnMo}1v
zk_)jl@v5q%?rZ^9gRyCrf0Qsw0aad`?W&LaevWU#{BcJ9W<;A+o8gDchNU_Jyo?^u
zzH}XY>un&A2SxE19UZXkK2ofCUIju~AqA;&(F8;Aq6QA5F(c*lsbm4}3h(g;7B>{K
zdmy0kyXOJYM2BFjLKyrT8hf}Sf}JtS#{GkaZo{cM#I}#cBzzsT`bHKk8HUHcj|f#p
z832p^)Q%Ejde{+(ZyXl2X30_f7u~i$6lE9u#|)15y&2&RkV2ZK=x<$^ls#<vwQ1q?
zR${k1h2LmyoB=P(zOf`wEX*`l^~e1%tLS!T3QjFoaDPL}v(S|ICMmH43L8Ymq{59J
zD=`gKYbY`nDX5%80XULxi!rjb5PCg^2Aq+C9zk2w@v;zeilM<u(Pf(eiAhgZzKK4!
zb2FCJ!Vt#$(2W_0D+HWtG0-J=CEdFjM~$Xg348#%EzH?jKmi3M$&l@-Fm4J;?>RU;
zg_=a;eN)~l85<HccKnh9rT*d90x5iyD}3PyY2zI^@J9jdYX>h&`M4>@hh_S6R6sNa
zo;>4Ui}ttwl>ywILn-8Rw?5c6UM>n@OAacbm-O*YJzbIfqx&VZ0NbFeIaU>lXtTeP
zhOJ-Uws@#=dOHEXaT8^@t?%b~hm7}%Ct|)2`-;Rv0mPUHu0A8!K{GcfXWmsxQA6O_
zqAMK9+>9XFbfIru?%~xcJmIz;-c8au8!bG3ti_z)0ky}%AzFA$Gklo~CnrxKj3eo=
z*$jEftgwb?dohrl%;Rk>f<>V~J2Y1Uy__0o2mNNqQ?PRGoal2uR6R=0hEm}GIr!0A
z1eq_8DDOrWgCGU;pKnF7wq1pQ@nH%%Y~9l3scrPM1IXqGXBA;}%m6Ue+^M>DcFM-#
zzcJuY3!G|Jn<GUK(g<qT`hVkm{2YTgUnpliSVy@;Om1WY0ZQPW8Q}CUHW`Bk<!r(I
z9%$b*v6I)#tqP#WL&w|szhwdl?J<j5EEQGwOJ10}w$BJeZvxeqU}CaJ+H@a&xPPr)
zukeov95O1@5~F@|GR}chA~#sK5EM-d#wQmF+}gazAGkTLw<>M%N73?k$=1v}$B&J^
zLC1C9?0oZVHglBlz`6~J&xDkV;3qybKo|BMK_atZtGW&|a#d;R4CCyuu$9Q4XWV89
zmafFSABFob!$<s?zOeQJ!M4F6Q{$gJ;EHC*w+Tt1Ntxd!c~>a?*)XsJj?ITl9$>?d
zcLh?W$d{*ik&`_0IfmYpu*KB#h0~5PQR^ZUM({6-H}yjcEamH!x3K`gzB={x#(=s-
z@@H-X{Q6;YhWh;H<?EA?pLZuk4#cKu&~LehNCtgPgE3nul%9`}XdcKM5<_e`v-o3&
z3_g?#;S~8&Mk6up+0j4EL>%uQaP~O-DF?!uF`v(7PVoaC6=`>QLlbiy&|#&i4&D&#
zI*6Q5Y`Vbrap5{cb7}>{jLWbF1j_vF2Q@4}F=49QAY`g?P*4d*A3nZbWV=OD&6GVV
z+M{DSo`3Ln64>v&`j_=kx5-_*y<W@a?W_$ldn^s&uwG#CeZcf`gT`*ue$)w+X6<f^
z=HL2>{hlbLes7HAQHy=R$rbAhoxE~F7xf1eS1Iu=en97*-3wNsdY!ndzkKX}<Lya#
zVq2t5U;LR{o}YuppEvMUoc(8&53Fpkx0M7t7MRyQZ-{cbb~$9tbxDm6>QI^cR*yAQ
zW%||qYs)qpoQ^cuOe>w}?OX7bFa9LHoREwkP)m4Z_fkD+tvCOgi`p@>#G3MaL#Hp5
z7{(ggwiT)?G`C+iQd?q-F3Mo)-uaT(zQ6sd=?`V#TVmwcc)j(4{Yx4@=!d#+WN?iv
zaf@qJ?d~zFKhCkChZp(wJ4UN3F9y{5lKwcpqR^|aoHUHq%u%7b`Ji^#I=g9(A83A(
zQ#Tz`n$I~jFSg#*s8T_zbJKU;$UT&C_NR{i%HTTFC&!fdDqfnRTgP$?Is!}ff8(uS
zY}s+MIrl|n>Uuk+BT<Jk4n19UB%uTOv3t<C?y7#|^~_s+5x4l=yFM~BlCar%MsLF&
zi%iMeM32YS_Sg?7VKTLGFPU6)PEUh!y#9G+*7NKIL%8r63r56lAriZh*tH{$YR4?>
z+ifn|?}#05p`aYtR5%4`U2qkPPt;lGEDrapGhaOzd^X6|BqUXjhOQ_kXy1CYB<a6P
zAM)_b3+G>6=daP}+Gk(4>r&qD0$^#BXLjSQyDOJlF8@bPt-74m^|V?sTQ{9_u)yh>
zgURG4l}*R>H-}u-xSkqv*ProLjM=_EH^kbnZ(@3HLDhP9s60iJdF!B{^0u{dPm#%Q
z?l4#NhTS{k<}@nl*0PO7-0jZG%QUxU{&xxR({R_^74X9|%Wojk#v^cGc6K&$Y$`Ff
z<?8tir(phyY?C+lZ9edl*N(*QjI!PxaoE7b5*zdQ*5l2PrK*h@f2W4>npyq8ftnhc
z0jDnr73hl?tL^f>P1qp3!#{Uh=ZXDr>`q(bbZj;6CS4iz*A=w;WUPsNJ1s(T7v2xR
zCFSKgUDMMyko@6Ra5d>K)%e(KOSCql5*2}30G;)^p1!`(ryX_cih<o5wapDc_)=Ys
zQJved?F|%>GlsFNRxLp033jM47JS`<8wA{rknLu*N)A``)sA7aF|xkDy5G1S$5wqq
z{am;lcrbJVJ<IK<f9H~1m&@!$pK}%tvp#4tkXUCFm9c9}de7(LClMF2x}0^AukJcp
z=7qY@(Bqt-p*&2#k~Mb1(w5Mc^PQygd7(&d`m59yjfdl++*--kU0PdqmMy?&{O(Q-
zFpOVDHy%i=+QP20o?h2(zqTjdE2{ul_qZc7@nQoOYq`e!)on+asWI;HL`^xrTJo86
zZq>I7AJ5cnS`>p?s6pMj9_NO?U->6$Q$>3!F6c7~0qdMcmAfDDAAG`TOv=tTj)-<f
zWwa6pEUxW-mceS>rK8WV*ENa)-+>9>CUM6TPF73W&bJv!`=3$`Xhxj<qp^usBtEej
z5pGKoZhNR4{4cRSygDW3sQz`s<m{LB{l?zAmu_WKqrgqdYamO=5*=_7Tu4>yY5DC>
z#ZLeB_r*uWn+h9Wd1fWNP(EN1a<8)$x4(Q)^l3??GATKG=?8Zsjb%A!&I)qp>_xlZ
z3hpdP0`9ePYb0FPlVa<2aYqWg2I`VZ|M$3fWS}85{AeKB`*!>FLH%ys<gy3+bFE8y
zxFHth`PdK(`&J^3fV+E0llh&yN&>eYG)bATj^XSch~1VNGN2U1-Br6+Yjpft_MNg6
zRhwl2sy1s0mx`WT-LPmVRxN;OfAUrMjg^w1wB+$7!E@uCAHl!sOq{)lslOuh!KKe*
zD0RA;jxObY?mc}P^kMpQpC}k{{=g_BK^3|-HA<W)+#zrxHSuQ!2S38bF(l*tBts(@
zofT)0K-I@#(bJ`$f6g-96}<RgMJP%fNmfP*sOkjI{70~NAW95Jur}9ib`!jq&$N-=
zKSg+Dng6Yakj+MI4ZS?Dc~ph$1z7|O4mypHt01LqZZd+~1X6^!_ybn`$FD=x(WbyK
zM){#BAQzq;qZxlQ1N5<JqukTapgE-y7W3h%)uV#3gY{-)K`^}?<YCMzv_r&NB;^jX
zitR9^0_kCs(>R_5GlE<7u-4!Vz<Na@zxoX|JTnvhVKZA6jH;?eBlJ)V?sI#ZXWld^
zENqk0>mf!XG=IZf7CZ;+74zKYX!f=&obpLk5iNQ0*c1PZy+n<%o8dnQ^uH#aJ01TV
zAQ&b)SY0w%MIJTbesUrMWma}@O|RndJ^}zZ)8Cm|*>BUoM3CH86o{E~7PP$QeJIb*
zgjp|$`nmu#USh^#t{YN6myLW%)m`yOBn2p9X8-)C*|igRt8Rw<L+I^gdOOd2iPCjA
zXuw1?)3@Cxyc~ASM>0)hopte%`&V=ivjn26aU|9KDGuP5UIVqjy(CQ1A+sUBqg`xC
zG7*Dgk;uhR?F<xT(t)s^kcQjERC*T;I3o22w8fx~7&L2vMsk!fXR~0Shz%?Ip_K(h
z*~ow}bsZgffDOptb@mYTH^W>Xi*3y3sfemB_Sul2+yQoQA%ra6Sar<qHT0j8P~C@r
zXz`*=<J`w%HH376<0$jUX@fkZrVFdR2SoWmo$$&TF5nMzpR?y6f;cqMp4h!Z!5hb3
zKTi>ulO-I;c%p9%dtY8|G)gW<rQd-3c!2|ipbwmcIYM^To^ixm3WdxHX)=gm+6SG;
zy$W}bCO(aeY6RT=De@ct-Ts0d6#j<-I8{Q-wwi@@2aqK1c`#s&M!)SIBQ}xn^qO}Z
zT;3@2rJUA(lLaRxd{xcRU`g<AK|~wXH^|q&Nq#y)ui`fM7>1eK*Yydx%m^sd9@YpQ
z6JbH_oDa~BQcuF#8t@xFH(ZB8n@vQioN0pc&zZ-jqPJYtNv5l|fB*#Wc)k!BV(p4F
zR&^t3tdM#CTB%ypfwEHgL@GuVCZpWr6<3Mjiqao9peGq0sAS_2IFJ=_M2=KEB}K99
z2Z#-%2@IxfS~%~MN78Ua7)rZlg&&RBbT`t3m%r#ppy&osKlZ^anN#S_4p&n~8z;h;
z$>mDstsuV@Su%op7a7VpOVBWY?#BnN#I4-#YhS>Xdo8)wgixI!;FH2eeH-~3bi>Vr
zXsD6S6^k6I>B|t)T00-n;KdXIrCVv`D1UT~wyI+{W302<%u`n0t~ftN7ZQ}GmNXC=
zB6+o9QO@2!-+ct5^;-Lv%=(B9D@w(rs3v<7W;KN`7NrxJ&q>@S=#Byrdb2<w36GPO
zvcogXGxX>Dp`Be6igCak>PK!f^yLLq&<QHQzXi}nHH;gnVbldie?6_fQX{_sx}8sQ
z{WxS^5$sQ&F~QkEN~LhvAOSZD2|IbZnMlx(b<`U%093s~T^}q#g0jWTHp0fsd0@*k
z$hcD|>=4pZ(hEMKh6t)8`y%8vL)3}#phx`@9vmm-AtDu6wX!&Y8EFw@BAN!@VWmGf
z-_3v~AwbE8DTheT&;-?03S;nj;|Sws%^!FySI#^;5r5~NR8YYrza3#T5tC)e>H#Fj
zM2=Ju(CDi~{Dguy(J~`^$`+js<o`A|lp(s7vX0?0VwAt&VkdHIZ3#-)ApH4MAUHh4
z;0}_xXJ4}F)$@?g7AW&;P|Yh1u2vhWp@)#C&o_RBIQHH#t3FiO>web9eiyv=2E;UU
z{eKOYi&Il)0>y7~k&lItPnWL7nZS)K6|hxe3xbfx4ItxmX^XZ+*R>D@=?<c%vqE?!
z+{;DK>aMX`Km`dZ%C^eW3RT4LuvHfZ3Iq@mxhNHR7$U?F$ZPo%&dfQ#GrwlavlFeb
zw|@(oshV^oae`r>8bys+p;ebhz(KRbtIv*KV!N|G{2sWO;EF&=W0W!-+8x5D&z54d
zIfzQ6Ht7{a2^QvQK|j$00WMuR-WCJ-v59dw@sP3?IPspJ2Ov=ilOKT1PNMf0)bBwV
z;Lf#vJSo9P@Rb0gL2<jmDL;2GqdD*+UK@V0=8L`lgOZ8-^;(9XTTwt6==?90vYZ(G
zX{=A#W0mg1pQ>x*QgxBf&v#6@yM7aJPzy^iyhT$IV@>zr%z{20V;B)-uPVy*r}~Z~
zwrR|)ZOb#cCMUxGoCjzAu?ju$PV!cF!~zTcAdj^!{_4Tv%k|Gt<`eXwouSQBZ&*aR
zzI?=Y7I+$tt}YPCHi~7}V173o{+m)AT}(=Ze~>T-7v%Bo3U&@*)z`(mG&ox(R9Od~
zP=i@4hgQOnGY_?(f#smE9JIEwnP*zxD!dGAt{fCbki>ZZjz_n1lwjy!MrD=1zEg5k
z$L?ciXUoeMwuP70kk+elJ7Aa&O;Yl8`}i`=5LjhHJH#B#0##(CsVP{{=;Hb^4l^1-
z^bFOGHNO=Gtk~*jbr|j2bRTs&fyGw4QoK=x+8uK0-rA8ZwHLuRR^Cv^dRD?+O0?I)
zRtw|kf;mY`N-BIB<IM_NqkeJRx4*Wu0hRt8bmXtXUxecy1tA7+mI|U*_L<&WWV5=p
zWDicGcd4t64}!<Yb#i{dV6K+D?xDftNbWv)Z(|qgE`@^Mp92po`gFInH)QU%m2l3l
zEaG4*##-{R&4Z>p&}|IVAA(_-%#e!EQh$>CZH~MPjJqd6U{W4WGeW&w8hg{$Yg3Dt
z)lLa<UMPD*j+%M?bLgc8SlkbD_m@+QZybR0Do1Me5oF;UBik)4i$CCrR;GZc;5=Hx
zKGWkI<b1Gw&v25r?8t`IsfFP?W!Xp=m_eEc7;763-<VcszFWudN-z*NQ-Cvi^9F7e
z^<>Q{YePE79^y2E8oS0zLA(&s<9@L0a-a>JsM^Rx5ACr^REq1cuyv*U3g8K1e>xk*
z*}11=nR>Nl3eKCs|MbA?{y5bpnchw^f~WC7K9b?$nzjiRWabg4k7Amtdk}e}sN<rP
zqbU!Mc{GBa$>HrSPM~<Hz-_x*L4*~wQ!|=i#Pyi3on6pbp8q~Kff3o)d+q!>{nv8o
z$ypxZnBwhuSdntocrzAgI;~AjK8O?IKm3@99lx<moxS}h7na|koiHh6`cVh2uLn`}
z(49$LchdKoMJh2S?f<?8Zj4moT^hAQj#=tJY&<7GI{_Z{Oh7*y$^25gh*IYV!0Cy1
zWU-kyhw`KIjEzpTy9NApEWXjJ>+y5Ur8Da=p6spZ$}he}wT+KqTQ2R22zd4R5pT<t
z$%>?}n0Y%cQ%HPw&+WOG0g3omA!Z04KJnhU-g*UHDY6&=cPnhjkxpMgbRy~HNe~^(
zFI8fk4Cvc|rQu?!Dq<e}ZUI@FVwD`W5<Mc^gXJ@p{`x4L0h6C%nPw^D3h2?$8M#X0
z^UZu!5<EGE>ZYi3kxW;@ELwqS(IQ1SDEHHweg_Algw+Zbcj~pIxu?{%L<Jb8=;Cz#
z>*R6A4{L1rqjXv3w{1Zer#IYN*q_M{m?p#>&PY!mmp}&dFKLGLp{d@pNj8Cr5j?yP
z<2F@lXuBkO=J7d9W*LDEm14pndDD)yOjCk2O8S{bdUN@Nq-2KTrow1F*i_AL){2ag
zOLS#}9>m$$2yhJ>1&t42S|*Go&;^l`+ByNY&O=^i(B>SfBd4woR=*<{i*Q0^R$pVg
zssoHRKlL<^uHkoj1!&uz3w!$q$zvCo5Ad#mXCz+1b{trke1Fv2W$Uu3(y0IC;ui+w
zpAj`W>FSJlrO}Gt%EBG!#!sZZ|6ZmYR9m}QYE{x1d?M`zq!*TX7V5iNk#P|v{Om|5
zG|!2Uu0JE_1uT~yrRp7+rB)R7^&)v{X`6AaoisR+o1&dBhinLIe~{QMc~KG{%K7qf
z;T%I(@|EL0^>FE0I8xvUxkVukVq15**YONo;E?Z<d3w*Dz5}E7dN@ta#0ep?EbThw
zZf))ElLXPZ2_OAS$oM}{O9KQH000080OxDhTCm?Jn1n$90AfM_00{s905C6OFEKAL
zFEC76c{G%7^nb^TS4{J&B*iS1%2%o(A<HaUl`L6`ltHppRCdP9con5Il}Z~UDqC5i
z>}E<?vqV`6Q`xePeHb(I>-Wd+oZo-XInO!Iz4!Cn&%O6^o<|0C2L%8M0077W?&biX
z_HU)40RTdE0MIJhCFcC^#!pY6+k&#v%*O8?rscGHQmwb;$Nis&3L}>)+Kc4BRcQ8J
zT6yNj=@6S4-0YA{q~O|*&+K<~^{?Ll&J`?lHT+;KUbjSj0zL!Pz)9KlXL0HBH#stj
zuVvVGY*faxQ&ecOUY7U%n%LT}NTGjE32H7c%PPx$(zoCVoCVv4i~@b~9q1NJ`k|te
zypNtcuOy~vho00y-QGjrGpxGB2#&jPXQicQKh{o_w(`IWT=FC1=FGB=Mz4`QVL`cz
zerMh~tT8ak>T}Q52~Y?v9L}iJBSsJD#eaK#4OYrim|sgpKaow0XWv+*aD}^rv`fjx
zMfn=fKa{r`Ct@1aI4lhLPv^Rda~FS}?yZnyW;gpeZt<8R8YDy$S2Sw2=SyY-BzGQ%
z4;s2UIGos>lCO7s?$k|An#-VGy{D?u2dfob+><(o99(d%8<|`G3()vMhEIJNYX4H-
zm{sqzzLmK)u!~#R`S8<7gYCV)Dr@~VbuzU21Oc+;pCWy)3RW)nxR#YX3bJc{^rX+S
z!clLBFJ*YOAyGX^;b4oqEkr2R*{8{r|KPlqy5cqzqiKHf^K8QHcx5>YVaPGhXHCuH
z=f2oWMjqbZi2k5Y%kI@)+37BOYEKYT#(HEwyKkLe^0pP6RaouK1jbtS=DmWw4zGGI
zoEd0T_^i4)>441$nt#?Z{+Pk*<8X~$TFf#$gkAH!!T0#!Lc~l*<Ik~d-+Twvqv6M)
zHG<T;b;?~_pw{xN;&Z~iFZ=c`&n76a(N$GFqMxTH795JSqZ2>fO`hGU>{w^d{bXqn
z?__yyF{b8aP2JFiZ|wuiXHw`6tH!jA>ups>*Kb<;uuk^$$<3*&&l%h?d%9dRG7=JE
zw@@k~&&as#FxI~EXja2>#g5XPT-8%!#f_e-@p}^Po{`lxXqJoL7NpaA<(FOMC*}CR
zEfv!f1*AFYo>S)?vYp4aN2|u)HKzZyz#g)-zkf${$9~KfqpzpNHa0QDw^#U$(34NS
zohxZ57kx9!jY><?xPQPV95l-Du?;_d2qb9$>oYgEhIyglgH|-{CH}J&HBT}OdgQQo
zF8s?k$J60E?-?s^WhE;AEehquu3EMANvw=p-NuFRq{-yOussVU<yBc(l?M*Z-49CN
zCWj1VxNEk3IeZtotf(d<_gPC3dEO1K=IavnZIqQt85du5uIJ*~BXJ5h=b3_`!VU;W
zqbxB0yptytnFv;lqXaF89$#sJUo{;u!(}uNYpB>E+&s+TIsZHA3dBg56Hb}s9oj?#
z;zrsbFcTT)&G)jlL!oI9uLOr4M3Q68YAYrX0rF;oH!<>@$#Xw6q=BCQ5W&XHbLUaJ
z#!$UQG#kMZMNHz4z_K^sYhS`hwNUT^>b75J;v$+kckJf}I!(lB#t9DL0>((d`CtgR
zh$Lqh;DN408O|3(PKI=Of^X=Qzug!#%cYu5NtgIM?hKd_N&H>_+mqDFVZa9OGDB^J
z^}iyeAHimIiJ}FWz$n*HYs4w<V<@Om29Ta%@Y+`qlaHKxB(KKjOK6`@&T|E6DEZ1k
zs-bHXcV?wp<j3)SD*?|16q_M%nCD(8giJLiP|5=Cqz?M6wwGUyT4V|4D-^Z+FDz{c
z<7du{*+53!r;lq(ImW~L8p;0WjJ<<lML#C$8|bD_&eI?QdUCY956~;9*G&nJW>Fvd
zy*L|Y<JS#Y>Fnz7MslUxViWHm@rhyZ$O{?y&r6^yowyAnqPoJvMz^B`he$L(7*`GL
zorfx(h*)nr@JKpd5E}uA4C@ezl%@h!PH-Pa2>z4^B4#*~ark=NvP~@fF0v3x8JV#X
zV<ukc{o#?+`}PuoFRn_(X^`l0YH)oxXI8qk=MXHjLM`%X_u9*i&;kkW97Kc^X}n`|
zdv?1_K_$H<XC8dD2+lM6miU)wHrubE<)I2l+5>LHx5W2@p}#?=C1Bn1_AN<sAi|?v
zxVjVl{Y`iuFs!bn?Kp-a+7jwP=>lN0LXlZxGEA5BU<Jx=1Vbi#*b89Z2n6C`pflvI
ziSU3lBIq8C*>*PtE!_2$mFy^8%+Q6*=R)~E2C1tIwBu!A96fn%J$Hs$425eFiT#i9
z3*0qT11NzE81;7BIAk_~NZLR{h}bEfK*Z%R^Akj0;JwVnqlFNv2>Q?pA)QEhchv4V
zUIX7tob4iwq|NYiLEbss7%ub`s{u(~#@~b_h0@opKwf>KneYdffeqx!MD!?@VT3RL
z?1tPQxA4JBCxk$fF=w4J4HEFP#VC%R@=c%U|N4vXLZ9KAmUs%2-0A1Kz(Yac-bixi
zZW84(i7N#tbk05;Z5efZk?PhD2V07ncDOiiM5vuXJsrihW%1Cd&p@DCn)e7|@}IJ%
zFw4fUv5z8UsGWDBmH{w-YB74~%|EHGD+50a|BO8Mjh8zu_Z-%H120dYfFM7)c%7}E
zzypUQ*1_|<X;w%XJe#iG`HaMEJur>nKK;8ir4b}zp0ZQKFG5)O?8o1r2oV)O08%@k
zol&$=#NL>sMQ7h5Dg4FpKSdEf%FFweLl<Uwui8T}%q5DA;U{R2Ox*!5OQjyY{eqJ4
zya|ltnl$&((xxxkCc?TC#go>pgJE3qS1XV{&AS%pX&u4d$Y4jXn<YV!qde;{KC}#U
zzGs$qLREjboP;5iYXM;qM=8RMl|pkP(B(2H&qj?x$t4eGYO|<qODI7TvX?>Uzk;J*
z?jB~CMKNEQvAaR9dEgo-k1fBCCnn5)Vr+@vj`3Y}fb<GPT8bxx0?TyHV~FRETmC5V
zp8<&DJo3_l!j_&`%jYeKSD<ky&3<9c8h_k=UDm}hUVlGm*#<uQG<i2uKnMZK-{RO}
z5U(x<8bA#`()$;;0EA=&!txzUoVf|Q@&Z(r0zbHb?-xQn9bu`!40Vec*S?PqP;k|z
zdEZux0N;hy9x%!)ivNxOx*lO2|JIA*uLCek<lorHH_`?tKfnS`flx!d6ByYKSPm3<
z^8?~)^Fh&(|77b6S^oQtk$0`aY;IHZM6B1a>J;j;+8t<j53kR{%xIQ(U;vbogchbP
zMP`CbxbV4qi60l(#D*@y+Ea3ft`#|MkTwXl7?Jt6KH|{0W-$6B?d=u@LF9=083rE~
zpvF!TLvKxiNXM9v`hgLU^)){Nn3aOZ<RHp!LJ}VXh_C?BSy+lpzLw!WHWCwr?NtB%
zN!P;xN6(($p8#7xq`#alZ>A<MIk#be88imDj!{2FN2M<kEMTi}f`CU8@VwxDjF9;s
zWt>pD_WKdXdgSy7Qt%D#7l9G;R96Q3hlKjUf+Tz$2^{W&V%|e8tJPX!!ht2iA?Y8)
ze}?0Q))hXth6s~XH8bN}y74?!`(qV?|AUE6`UqN_9y0}iClL1*+4VA1bzM@CiIGqk
z*3sqfEqqS3s3moAn~>?|%JmCjd`}uN;1;xyHxSQcxyGme1<wSx(}w?pH?5p@uu?*f
z^v%(7@igueGlk76Bq0l;(4m|*Z1pZUx)7c%UP2<Xm@L|o?*uqg4^>SQI@YnRr@#&g
zXB)2y8Uy{$Kr2t82q8mxAL?H~Ko3xC%)fP#zt(H`ytj#w!VFNmB;<-HM%F~&h?&sK
zaRhn*{S06`VR7YAdtuX8VoI(V5yzP3q9X<KP{c4890U`VsZHINTlOvkY73vv;fKv?
zH~DNJc+9bUzrc<Hs5~sM7&eW9KdY`&$bpyJY$IBlb^FOc;af`EC5YO@-`vX<-jQXW
z3p|n*(Akbvb`U-l^9aLODTVV4%*8L$q!-kS-5mO6c;4`)8IV!{T^hng2Ga7zRlA_|
z6OdnPD<IDiyq}9j@j;rqDxOv<q{37@|Mfgo0KS{#;brAH=w;f(PmuB5BNj!edC_Fr
zPMwdjYFU5FQ6JVi3de|($1a8jw?hVa;7&L*Cc>t#8fyLyg^<*;a|1p>ENdpJ8VAtE
zkz3Q?EpX!mRSUmd3o%b@pWlWbi<SGVAV5vq;`Pxs-@!f8Ou={%{Gk?#FZv^faFIbK
z5D^Hl#`2TXcN?c&35;$kyrqms^Ssn_W-0Z!&~X%THzCsc$X~ny961f_l;uPF=(N%3
zi>gGRfw}|{@8M&9VY;h1DQ|61yw{-C9JJ^gdsWC0F&1%+W?@x=&cH8as&W0`97gNC
z*zQ@1d872y?Y+0&wu|tA5}hB18K|Hz!1+k=N)jdhG3JUwsM7QcVR^5sd3Cx=LBJ;V
z)uEP;kJWTmWbmfqvE^z<zoJT#_Z1NLpG_ZscTRrUmEW%No9wgQ?lVyJPrj^c3Oum>
zEcHjA!+9<EtP|UG)ib|Z#gY}vZz?C>Oui4#KG+px6JKz>EP%74e(Rg(*RccFFaLJX
zU-RVpt?0vKKSJJ<kE2=Pm6fl;>0?_jmKrP0SpM8|sb%%r_N@k>mHj~%n+E09Ox^4c
zxsKM1$tZC|se8yLtH)mx2dhuF?YX3KFigvOEck7s(xK<h5fO(Hu}@bJzCD6AE>HH*
z%O0K^GhTTl<FpZ5&IwMw@#X41%Eymau0?;c(tUE(RDm%%u{18N>I;77kMHJuKd`>=
z*u$Fz*W>kW*u_~s+`m@$ewzJZb|CR(QbZ8^t4iuDm1L)?zPNchk$T8!(fh%A6UBRj
z)$)I;L48FTPXG1Lwv{7AQ469s9X&rP&rFK`IeB&Su@i}G&qpmSs-B4lx&kY-(oApv
zzQN+|)Mtj?vfY{E&^K{Pn&m3~=13naRf@fm_%+5r>4}jy@_3g<#%cSnF)vNO7KTnA
zuyCu)NY3%LEa9jFiRE*rhOcIq{+pd0UY|}x$r-!H>b45mTd!VPt+`fR&UU>gN?$Sd
z5O4*07WMwk<ihuCQHAr|yo23hq|O@SdUt4#kCjW}iBIQ#<BV0%1%%=+=B5tt_Kfh{
zk=MROQ4ZTvw6eW*-cIw3SdTr;FU0F*_^j6a2cUek-6c6)dETXKmpASYs%jB2Qo6IG
zz6U%$HR+`_wiukYd1B=8^sv3^<YvXor)K!SLYqZ_LG+3<^r9$2gC2HE`*U;wN7pJj
zj=A0hYDso8y!ES69Kx8quu^SJy@w_9fSdZ}`~M}$t+=|SGa&UBvjzoY$V|nvF`u5c
z>Jkfp%_#Smd0Ev|1-bQZuePUsq`hsKswIS~6|8vtw|>}u*qi+eRh?w%!ooD%9M(24
ztg|uxnqIuIJVWbQY(jS9M4vPy*Iz8n9q&=QUQC1w^o-RyKgW4GuS<||x^J)lwc3S~
zHqGh=<H8<<T?#EFnBIcD%L4l2^DyRm#`(L6dY4oT@}0Z_KPLc#Z2I>V+>g0m-<MhU
zN!~k%rDx{$)YlJzw{))`2QMh#+O;=iM;rV*;MVP1tJcS`hj**c2nw2UI;#~B?{60K
zYnTcf^(YFmtW~lS=`NQBu<enFeK+{uZ+#+g02|sIc+J2s1d_SGG&#*(*MVKmW)*|{
zkJ6}$y_Z|SLsxW^!hnJ{P^Usja5+dZH9P!V3@C3<Q+Q%X9^L_y6qdg&a2;jjSv?TF
zm&D0}Uux2b1l3v8*~3KT>T!@;2R|qc3?72eEs|Ya&LeD;>u0$5A;U(D>ukdlXL$!<
z8AFoLokmF;KIsJnh6E{x=o^o4Pv5EldDQ~GNs!GM!jN(Zg?TDZLGC9Dw(DWJW|*iE
zN0|)2kh~L`0>mCW{5Ru+e|e#YMJ@967~C{1`l4um_y?F7F$VHyz>ndRxY;c*6U{^k
zA|hHcCXp&wy9e}_M-RurGLRW%OoH&5t9o5-Up1(Kq9V)iCmDGsE?MI<%xJVMTEJsm
zQa|c)KvQJP1wQnHOtOjKR^u#ZKQP0T`-OzvPtS6Jj5o;dndnty#cs@d#F*aqEl6-j
z-1j#~;4giqKS9ZR7jC1bjB96+<z>_QsFnSu3XLr6FskJt6#W?!3Aa-@pTS6BTj4;A
zsnK<qGnW-0Ua#zOJ4*T25TXU&{DPMqCMh`L6{KcbZ|E&&H{mG~R$dR1+z9Hz#uLcP
z5u_ekPJ`>W>`>EpndZKeLsoCUrh=Z3=fMed+V)WKiBSZ2Pw7-r$X`aS{|1LA^FOp}
zMzs8jB<S8**Z*<}&3ucI>@!cz4VjbPYefaJ@b|I8draN1XTHi}jKYm|>=2^9hH$(N
zlvy-U4qVy4e}ceWAxt#k{*lhK6&W={BEAjuR?^Y7CKDlR)nZUzOb7-d%rv(f01GV~
zv<~38MFljQG?b8^k4FcJ82oG*(6z1&D*F#a{xUe#Iis*M4zR-WPtdpni-ZIbca--!
zk|RLL-~IvpcGcUp>_YOUh6nt?-+T$<`1QP~7M~gS$|byjdsbciWFA7ZcxO*TbAMB6
zw~jFF___P-KJcp|Aaj`ug7^$DZC)A*sS6f*Ow?Q;AQGa8J9gv7e&dZMI7+g<;L}_G
zg#(R-Ey!iaym76Ni*0{St;7^}CMI7GWiLtt6j!68UqQ>1d<Z(f{A!$<+qrigI_l0m
zNF9Z4c(I`!A{S=Uos}w)%7^h>O<1_TAIW_N9w=F2;pdn5m?*&~A?;tXF?auWne)RO
zikxO0`y}EhFVjpx<n|ZDrXBvNgud8xSMdpC|AKYa&l9^&SeRo7;4Dx!W_f~#J*^*F
z*DHjW3|sqg4eJ}h5a{y|i>nRG%PYk$Mddp{)e}|L2lR0YGCRpYoTV4wEe*2>;WpQU
zSRWF9G!$Bz1txE31~YyZyj=qe2{5pKk|H5zoX58;gZ^QZ!f|RpfF3bZv-OZgN7tDt
zKi~U_M(lKxP^PKOhOKHE!)Bd9u<ZRvW$Vu{!IwBptgw*NFzFNVCO;^x>46wsAL=4)
zN=f{q_@8Ul#-ZpzR`LvG6l-4$Mns@sA?MBCaER&i1#}-^5n;8BxaBxSwYw&S4J3gS
zSQQFI=z=_LSOqQQwqVg);3kmc{gbupjH}ULKfs+PG#5g_+b{x~X<7&yAYmLK!~12`
zTxsu_@Lz<uLEA-YI|#;V)7THCD7VEQV84jKm%td0KC&8G$bV(Z{Ud|Oe1(CHaO5Jd
zFO2eM9hw=Lr}_~uI3fw-M#_@7-$guhB6w(-NeJV2(o^}9P)akRBVv~M{~JF~fS^fh
z8Ay>bWD~=b)ehl+vlxvlFy@&VUtO&ktMU;CSU_d#Op+R;ByMm(dNFbcx{qN-?xLcK
zsQBAQP?a43U!yzwV?thT?hIC#b1zMYW-~X(e*vMt;@IO+EAYT6`~qj&XdiBN23Cn(
zSR`=Cd0|VuZC~J}aCpf)3Q(Tr9(|`lRL)rhQePXw6UqOSB`Uc47%p!;a`XzG1|eft
z*J<XLS=6oE@RRGueOL4B^ATG*|A!Eae9daZ|8xT}lCwCCU#3Jg5q#?hNGP1pTBec|
z(oKisX)yB$*n4?`W^)<henUB$s2O1t{(PraGdH&E>H)c7P@o(LyoVm@OaPs0P0m1o
zP^GgMDqrj-X}Obt;}XDPi79-#1Qf3)4re+qQhTAOH(W07?7zOCfse#12jXS-lQL@2
zcm-`dI-cBO&n2WSGcO8I7aKv^jEpHC)N|iXR8UkW^GS46H)2NRpArJiSFtmI>lLF#
zd3yot(ImH~D(oNj%hI&hxCeI13MF9zFzeKf3C?XZLD~`qtv$o6N@5Z9CJF0?J20A(
zDr=MCnR62I!X!t&yV839P4<nC7$COWP^hK)6z0sZR92$VW!X=mn+@<`P~N-@awc(+
zMb@qWuSL{2@7p#tVHcD#gR-2WN^xT=KSs7hG)Paul=G*yD%ar7;tCaI9tK1O(9-aM
zR`||E-VzAMFQRfG)D%b(0og9(V7$uc_sfs)fHO|mGRfoUpqY~s1Yj>5JqSfZsP^VK
zy8uYm>wN$|FDyW5v@sZ<zybdyK-|ggy6IKNZWV02%4Nbi@JyfR1Bq6TBN|q~vieid
zjSMR(AjFTY+Au=>QZ&KJeHJuN(Oq9#0>p>k9F4@!Djq}w2!H!B_1hQ<GY%z-S+P{S
zY!7tcDMWftB($&+!(T&M@ECozE<G{2=CN--c;<KI@=I7tzUmpIAHnZ19j2=)w?~Zg
zFstSPqm{)sOaK5Q;L__sw}GlBA<9N7!jF?&Ty+%R4l;H7Pw=mx=yLi}{u=Z5^eZjb
z3?WAim9>ocA<DNtIN-EO7*3?TZ%~7u7$hilK^4AFh*~$yXbeJ<snMs&Zm5#W_1`na
z2@wEGlPD_6zZ3F<gXJxltO*{hm<UgNdkO!X1SBEKyl)V-`U)&_MHVb8T1yh_foH`a
zU&23BU?NWm$7}x6OGGk|2vyyM=uSAny-8-S{Fx@RlFg%7^z9s&S%Pf;>1zL-C#`2;
z*(QQ!t~D4$i&bYf#$ks~r9-Wy$gh(q#;$%-LB5$VQW_F!*AE%tW!GI@;w20r4M<NX
z=q=iQ6o3BQ?5_oA>MQiN5(*3xP`}LZtIUS8NX${h_01B&w&C$lI)AJa<|<#n%Z>ry
z2j3`wZ2qtB-PXz}ymV$#$Fw$*IUhzVKZnyOB`MqFLmzHV$@9{dIEUVVxNA=MvDGB*
zJ^{d25Ilh>oqdjdJn3TdMeLZ2StuuJO(=h;0y%Z8s0ajnAn9zlaww=+NWcptKN$*Q
zMEr*swHPu#*N7+N(6p*pccH$)sz^8zGlx8$fR>jLX%wC9a#b_3#YW73g3}BnvG>8x
zhw2tcgn1N3#G(BL6U+pwiJe6<$W!~3??1t-Wss5=P`VU#jd0;Min1S8<YSoeRMZ&H
z6{|5p7pz&}F!W*OL4($uhh9gxgVO+iAq1Qtu;oVPu4@Qh7K0|=OVZqkEp3;s;g<Wb
z#8qg0H!jrj6P|shD4Pn)zPu&(Qc8<kAg}`l5QZ3`kF#)eezy2d#3<6P2yPAMvfw}#
zd@&Zz>x2Sv=bPHN{68XsRRgk!JeAP$BwYRp0n#hvCXkBL=D(C9S<M!sr$O2j;yz6f
z4p_g&gfDZ)S+BlTStmoK|G`UAghYXXCjLSg#Ppy9K%tz7u$EYr7VA2Mv>i5``~v>?
zx%=@wT_gS|UrF-hzi{@U38W5T@21!^j-%eofcQ6lI7`D=*kA~;HVMXNOp^2LY~>|m
zyzw8Ja^TZ-KP9aGZ!FbU#2k)>klGQcTrH(h+{1gpRddL*WOOjtlcci-&AfmX0V$CT
zZS>%kNa~TT|L^TDJqs{y>)dX~9j+bJvVS<@7m~U2+l!^{)3R4bzBZ<<S}eYPaa#7e
z$*^KPCUECF>%E~5-ad9_{ax&e^jRg>=<zs4;lb7>xm$?MI2kh6mA(J@+tqg~Iv%{U
zQ;e0#ktvWdZaMkR&4;E>R4c<dL5d#RkUvZ>@71K$mG{x--c~<ow)>vA_JxIx&mQCJ
zdmg3OYkEJY?v04+3hO!DaHwYQ-yhOaX@%tWq)BB$uB)^rA=je=Ka(SI8y)^olqO2=
zu(Ku=CHz@1r@PwvM`tDPU2!XBa%<?C@)hqQcLwe`ck97})yi*ezkAyapZq+Pt$SkD
zJsEsw`<Uoa>3PA)qu29&&MVay>KR)6O!Tj~<8A)4cQtBZkvHPINwiR-#>SrBc02jw
zH*4!2aqmL>B)w*$L!8?;nloghdgH{(PoqnvZyNTOH6J4DjuNWaDt-xWmYy{@!j13#
z(YyVIK20BC&f-cAMilHzH>6hO2XS__pFH?&!-d$^ih*t)+Lq(Wmw&2f=;UJlWbV(;
zFF#(k+V{Eb`ImjMA*b>0rVg5q4!;wbFP4f(g|DnGE=2TQX%b>Ze;75B3@O&+bCfhZ
z?(YtGENx{(s!q%wo!lw;0&2+s#$`*%?d!6q-@SEiYxYV}ITxXbok=~I|0U;)N2QI$
zPUva)$j-o5Ws?0(H<Hnut8YDDv%hk!wqfNo#X*(TRs(eh^E1OUO~WlN2C68_on>AL
z*_3U!UGduQ#WUvAcel}pz4mntGiHYO4l$n2RC$C%;-#M?47z5=an|+dq&d;Kdc}>~
zJS*O;8ZR((K@oknY#dmEcVIgAmqmSCd8eL#<T9=n9VYwZ_Y0YQt<FZLZ)bJ;bh^wR
z9Siz=($Dh23Ezd)ZLH_sc8)5id=1~eTeeTGw^QfYv!2zrT5nN|b5|dStrMSjS`EZX
z61SzC&mVM-kM6kIGba*x;q(98-2K_8j2v9mA)Ts7$oE)gOiHWz@Eha;pVryWnTAY1
zDM_>QWN^$z4~?#BgyHo4f7z!RV-I6v3l8TU6kTZaa=v;0+Ofps+P(L6zb74XaCoDu
z)M+?>wDIc1*0?_%z<4y8AhUPHWfg&Z(jJP(9lt{T^Q#)$d}zD<8gIXs_Z{h0&q#Mz
zaiH~G&dZcIy6>T~7>#kXlZwh@>;=u5)fV0aa-SRgV&A1g@httTYVBlhI3q<^S=Gmo
zMofws4^CKM<Wwd@PucFXTw`|E&eO|`B5(9&<WA~vrA_52m3-G%x6^hUaT~k*)BH}%
zuA+OWpZSUdCtou6IjB2+e3rWV?7C9Wz_RhukAMq_rlAHp;KP{P(Cr7t0r-s6k?T*_
z`QCDrA6k+hIf~vAw64~!tKhNa>g|d*qBC{AQ`Wyt(XTFlvtSdyC&g`^yeGncKr|`D
z|EXadh)$kcn7pfT&TO>js@`g6i-i7b+0a(SHyN9|---^0e6Jhzb=sGn`K&J?;r>$N
z(tnPp-uX6y^RZE>_59=S-7Lm#o!)f+&)|~!6EIk1ywUEJ+mjL*BeY9WvBwMWKI*B{
zmq=E7fF0v{=5*#Ur`=~&)NkCXPDt*)Z?oE@JI$<@QUt^HqV!aadh@RL8_#V|yfEE2
z^+&{*G+94Ss;Rjhbh-G<zlzY(MLthb@=U7`qkk1c!)e!Xt!qx&?|J*45++;b@y~&}
zjmPZ=cuJn2i?PjvxIfUEV@Z22>J|TkrNrYC0<G~Y+|@4cEq5N)v{cDIF}pPnF4WEr
zUtgezmeUto8DwsLZ8>;&;^P`WbgiXQhrik0#IWxVygIB(o6Srl5%|7^DoIH7;-`wg
zP9KxEF>=zPLSK$1>>M1ram2YKwsb)M{EjoEeJGC{wF9lch1fj*XpGBl{gsyTE!Xz!
zUim|5?dP4^d96EB!N#W`&R>uD=R!@r#<M~_@o_`3!OweiZSit?&b<9&!E%)L{bOXf
z(f{S*Up=vv)Mh?Mbf!wJs&C<6otP4D!+un#C!WfwsHW^u*qc1pez)c1nZ9UW_gn2@
ziUmh6>*U^Vw1CeSZcduyn3jUXj~Uu2M;sEuj>o#~M>##emTfkOEv5y>*?;s5tEfJh
zr@k{2VYmHu*z~QSp!|$`)=Rf+wli0o`S#auw$YAwwE03UtbffGy75(gXZDUen_gRa
z(=aY+$DG3mN4*ta?|!sru<oD(`*I*kP-pNc%H95($$idakA+lypS5pZt$zDT?^R5~
zW@DFA3u01b)TIXPjR#QMdherOIJpNOfB3BWT7V7r&d<25uW`fn@{4ZYXZ@UP&u1;K
z2LIb<q{RVGTvbUt(Vkf3DQ?;H8c2F^`D!9~##Z-cdeeu!tP08*f<pzm#PhW6>351<
z3Xb<3Dhgiss=v^FyC3c^9l7JQDf>R}0CR>izUBM$3yk?@_C59p@wYIw(}m1BCJsuN
zuX`8pJWJ71MPnS}am~`Xq~%5MmcZF5gMINGXK!?FZ95x$=Fwn5UBXUJZ2tShZ~j=#
zhnk4bJ%-|*(Qiuee;CsE$vwZQwPBow?=_Y$8&p?haY-*^Hk+xK<@q~w#jKluI@b>w
zx4jwl*l6fz(v2-jQ*YJL^<3$R-;j8s;K8H^{!DPvg%8V56N_SW?l`w9={Bfd$I`x2
z2AFo=F=?ZFT$CRNDtX1V$LxK3SM8u`*kECyXHS49uwCIG6MXCX>egiw%-`_;CEKsw
z&fF{45(e(|Og{q}k9)5Y*>B*7a}KG0o;Z8YapTj~;o&RR%9&B_9z_j_N;hPrj-ia_
zXYD0%2YAnX_V%m#-kNk>mI|qR6pJ4?h+b81Xv8?5eOn%>(zSX04Z@alX50n%^_tv>
zp@Firdpwq2ZL=LZ4b4GYsc4**H@xC}BwVMtzu1=B`gL7a9Ni<O2{C-D7hqes_oA7e
zoT>VS1Cv`%raen_9g@=nj(r^5@J2hOR`(G>-)A7)mR-17uHk#=niuF=<%EWvsT-eK
zsXD#Rcs~2_3U=O}mK^E(Woo{)6cdqr^s-U@yhZNFWS3Ojmn-#Hb4w=Nv1W5g>t{E|
za?WGXhhB#n@3P7)k!9$A*`uS=jw>p%Uj2FfF{#^ac3+CKYRRYU7{|j7{{|PFslr}^
z^9@-eNt1Wng5yufq_22;NEN6#8PUI?jWx=0;TW(!Z#<fg>0H^Otzgb}>VLw?vh&`c
zwo<3&HS@L1l`j4BI=fTGHr(5i@b1>?7l+C|HJnW_sKbuKJHCz>uXyeGTs)hT{;=ha
z#*v{A_<Z^Gukd7Wds|PgR77899L<PnkMLbc-RC41e0odz_2AWsCdRAdoocR+C4_66
zls2OlgX~oVS*h|}*q$5Oir4gP#!Iix1cf_3c(|>vbIV?p9fvc`&wV^{xGN9e`*-&O
z<?GkGPti@+w*30T+vlTEb<&D?-pOt3ok@V(Jg|F%TGO_c?xX46nV9y2V5$#o1$*a@
znDv_+Hg5ja#wu`@aetX|YkG^Lc}ULTG4yHkqgok`<_E@FkDV*NHZA*oR^6Wz&P?BF
za^&{=gzy4t*QuAThk^{}DiZp3eO@44n|iP1{cE}6dF3KSWYlZ*?$0W*sQm#u`G8|;
zoXlNEtAu{zTzT#6x%SzzvioEEvS*^Z@D~8*tCorNe4_fyZojMgSGSe`jf$PQc2_M`
zG=Hh{nsQ!!2fKdXF9jbSJ?vSVHCAw%fhrZV5@^Y_KFotC*xc$`xyKgZo!jOlEobNO
z0=M7>!x?yol2=SZ#+AXZri!+4F#`1&RW3n6pRJ$tsxGGnTEji$rb|?iWl5#@fT%#i
z-{Z5cyWGZg`#$D2l*K1k1Tt-7G`6~Qpx^=qE)~O`pMSo%J8boP5NK*M7KY@@Tz1^8
zpth{_8tKWixVhNC|Hf<lEd!p0-hwNEE(dE8Fa0&>UM45of|2<<d}<<)cv7P}dH4Y5
zpxt?{BgDjeQqhyBT#V@ucoJVb&AVgPd2tGi>O&YTRsqDB0T%t4_{2IUiskf@OnDk+
zjVgfwM<#Wd3kTwCmVkqn;1}6QTHy+GaN`o!aHI{6A;pbC1O4#%w`U9iXEy!tPzUd2
z=P7fp$(=KHe<lEKQqoAEEfn@<{d3IYl5>rlg9!W}W<V3a32Tc9xWd8<iCY7(v$bn(
zX!l}_+jc<HQNKfFT021CIW?ev-Of;Zh<<ZBckud7d-g1_3*T}oFPzYVq1m9{z#0@e
z#JCRDXfaePU*f36!0tjyC$g3prF`}YNqL@201%l8T=^hwSf9zddsz)_gV&$NJ!L2x
z`YEFM&tdys(4~SF5Y@f)kbJCv@Ym~uPahR`pf2?m?)JmRIsH?c>$iGiXYZd!sinBW
z%%Aeh%C=Gp<?>@Q;QKe;Xf0Xa|8vY6kU0`P`ky$ZGt&Hhre-HZKH)xuVw=5ke66(J
z#sXhF3|8F$-%cV7BO-8i8c5Wl5xYR&2zDL36e(sI7-G<GzC-$H_}V|nzHR}WBL=^f
z!3m}T{b^$6xiQwwVQ>LXmOyWE!IdO{el8o6bzg!ERR8z#QLt}x*wz>38K5q^v4(*)
zp%-MX*|W=7Xi<p~RvyW@z)G=&fU8Z`agxVjK;evC;3m9m>*6eb(iBNODz=DFZi32P
zI^jJ^4CeVC@Z;NLE23JGS<(`0gJ%-q#$giY-7(<gUnup`47B6QW;NxC7j!||06xI1
z0=&A!<>0yXVvx&!Q9{Q8$dQcLtbN$0{}o|=@29_8%)t~pzYpJS7{U=_Lz8=XgENk9
z!5x&L&sFlFoBwmW;Hd~?W0F=4Gs2m%rccR-?CL>2<HjF~*V--K`O&I7GQjkRyw!M)
z9y~469tk+6uTWEFgNWEH@3RPa-pOHoN1_^`^?9U>C>kNIv2RZGIi4nXFvTM<2n}Q{
zBN0ksaGWUM=aK|Xf8ky-rS==|PCNBxJ1ef8Wi&cM;lwdC&D?JIynL32aV+5y_gr^+
zY4wCym(z%qXC5o*VI?6L<Ih%{ONz0q`r~pqqZ2Zrk5qT}f+b%Oxx~_-S)Ocr2lU)%
zt`-2#No+&Ib06$6I@OOTbnG5>ou>}Ls^1xTRp9N^?^3=)vnA2{sF1mcTa6yP3kMg$
zOMTF~J2XmGB;iAU`jy8<ZX^5cnv$|RSbHmy_IY+&%>2}Uhdj<vqKq!i@rP2p;7Tjg
zdtr8Pn1AvJKgLgTX%}zdaC-o<|Dj27W(2SX&+Y+5=A<N@P=tT!1*{s$&dQ~5k`_SX
z0!{ctLffgKW@AGqzD3Jl35AzWlDU1zuTjYG=OU|3+p-OQ_drVx@L0Q@NhgGTReAXm
z6YcSY{4%T#(gpGOs~Viio$J$^e~kc(QR1Jba?TLBAsa0EM&0wO#U49ccRp3xY)xd9
z{N^qAY;F2vEO@l)Ov^V`y$g*`G4#9+>9^zLyPrdw{mL;9y2!eC03AuYc|*(%JyU#Q
zk)Vjz6wwX{dB=9jN>{5BwU`GC)oK}>>;gq0(9;dMMG(C`xZM)U=`%l~hyrrJr>q_5
zyIYodH!niufp1j1Ud`}3lzxmPsdphbh?$pU>AV7i>Y90CETr~ce-=2@<oEljkJmQ4
z!^`Pi?~$xOADT}=BzuYEnAeATN62)$YGYBf(K(EZ?+)*3Qb#bH(Fn0PAQ-of%Z0-`
zp_Nn-q&9}!$bcd`CgtQu=XgPK^2*{I{Q1hQGH~K6I=@bvjz1Y(O(T21TSk6NLaMKM
z@WBV<KIF#C)jVuVIjdw5n1bbHn~Ze(Rvd@wvqW4c>};7CrvxKZ?u0zA3?~^Q8Hn`U
z_Etf2-|YImt5fbZCk0imaI`V$R8l6mjmljA;W-C9SQsEvsCy<%*j<YVp&1-Dqi<Y(
zt|NOlsDvPe?mVIcZXtV!Y<vID5Z0Y2aGL^+XILlY5eKZ%i{}fxuLut#rVJgK)yAL?
z&O&c2B?PU#o--`pd1`4onM0?zqzrrUo?L<Ytmy9P;6ZDVP10&D)5THFt}i6>$A)XO
zk=qjsm(P(%_%$XdP-@jg^v5nID@H!`Sv_3xIjm)fg}=M(`oNR@=r36*97tlUqA9PP
z<p_~Ozu*UEoJEv>Z<TV;Ea*1I(!vibv#9I^?)5VJ3&Y$%`25Hs%jzFrWaWJ)!Ia*=
zNN48YJarNV(KO+pK5Vd4MI!sQpr;R|d<Zh%!Sq!@HILmP{c@SdL_cHPuo&7J9mJ_I
zJW7!!pG$c-2^bvQ9>j5!QoBtTU0<aLctKF%qU+N|njRc#%qJUC_mgQt2F^0T1MVGx
zuEa`cI||?jtu(G{K5QRBxJ{@0y*&||zDpyQONfX9T3|6}R}jf24Bk(Fy+t0K=mQ^b
zl!DCn!MjwKWU?{)|4N71F;mx$1Lv3HT_OEdYh0l!>eS}2dW*KLNnYKVD+V70XK9(j
zn0<XR$mA=0fH!R9R0IQTX-7VI+s8Nc0B)9b)$<EfjK!nfVP86p+y4`K7sO<3TF`U@
zY9X$ecflke61)VVx%oBnYW-a7VFu*|d~h6O*}BH{T$D$5?)w1$UPR8kA@g~yFwGyO
zrcs$vr8SZ1HBf-uj>P5|uP)lAd`a_}%eF1X*LTR}enY{wh4IB){5jlqw??@m%UCrv
zoCaJNY!)!iiXC?sgu%*#u#1%1;JN%442EA0AeJJIbr^Tcd_8RfDBch^LwP7!hadBV
zHTPrlw28IRL-78V5tcsO>)@>rqEx(80}$tVaa+E^G3obALyxRz{5g+u83_1WHv_eH
z>uA$Ky~q~KTH>0(h79C0C-zi3OS<}Z|E8+LN3l;80w}wW?cF`P|4IU`3S5~8Dc*pS
zYr*Ic>2NsTWsu3cdmqjV=Uz7rct+!V{g*%p^(~K(B&Mwu8_I79`^1bN5_3SaT3r!j
zIRjSY;P+n~M`Wd}!C<`6Knhe&67s>C5v!}bmQt@s{<<jsxF(H@yi-P}@03CZNwgbB
z2jydD9_@YE7<}=X&!CloNAkZk1B;M*)0A!NZg^1{X55SL)9`qis0e1%Jt%&01v#_^
z>5_}gUJIg6&hy{NgCv|yN8i0w+U)neQyi^(3RmP3Uodz~VIXbWIOt5uXoZFNjBGdX
z+usl|boPQU0Y|yG@qFw0{!8y|NNN>TRWG)f8rbvbNb|tS?~0}<vsj?vV(3~|lq>2C
zD(BYMYYu={jqib6=IaqPzxZ{H7sKKT&wJKt6QMWl7Y|fCbGG>sGsHT*tpsmyhd);O
zwqsz2)X;jHnTQ@zH4!B(C4Wwsnj7ud1s*>;fFHSc%ZWXWP1j7llRS6ItLM)I&nu;V
zo6KI7@z`}A^4;LhLVeF;seX;>>K}*APo%wW?d>$22aCpcd)=`uG`0a<cG)Yvim?Yu
z2e#f=`Qi|{Xv^7`*Q2*+UdOg>+*<bu_hGT+S)`fDdiKOj7_Iakd8nsuOggF7R})3<
zf6#q3Y2#L(7vl1=(UFWD)~92i-_~-*m7~sS>gNZ0WG`)vlWEE^&|~gUGm&wZtq$ZA
zwjVUP<B?`c+s9tZr8=xDUHzYG7}H7T<9UbM1NZAU1=ss7<vSZb(sYzN_hFyUnrA+o
z4H?1Oxrg)anQ^BK?#`Uu)^~u)p8lfTRC|~3<DQAH)?iiVq-aPwDwLk7LTLmjt~6KY
ze+@WoaP7{u@%>f}kGu2BZHfl82mvzjGRf!j4?3sLW@?t;k`A}bu6fZhpyauAgUDms
zzKi&osbf`>lMLOcDrv{0cZ7V`y2E$lyZVyXewzOQ&N>|$FDK3KO_^~M&Ho74QFnbI
zL~D(lb$?!W-a@L^_b2=txZu@CkJ@rEn^*q$tLwO`>^$B3moSrkfar84NA-XbH-~k@
z{iu_x`^xrvr_F7-)<?{DKYAXh8B!5bJsebYuDD7v@y~FDG-`^m;=ckj*N0%or2oEK
zr(8ygZ_nG2ve<tqr+Vu;96X{6z;*B$nX?V+JSy_-`tmQQuF1DHd>fM(V}ITLTBEN6
zEwlXYo#gIYhHaDW$=!C34)|ESNgExmR(Fq1Oy6cAdTH{vqfdNBx=^#u;|^yi;bQq5
zX()>@(9~wLwX&Ktm)ROiu|hp<Kj8RWzvc^Td(D??EALF4?2?s8Cl}7VWBt3M^tIVr
zUgNyK`UXDe$kcr8?3lRq^+9siPIWoW{H-%*-)sC!rTfa4ZMx4Uk0lnxX!xUR**{+8
zrMQomE{k<5)ua_sQ<?U2j(SP2>(kd>$NIks;ct3<Fd}d~v!`~pE#TNoMRd#=TZ^$e
zM^BXtvTtLOk9@U*Xa>E^9cOlm&OYg4joLr9RQZv)b~5M=-Pa=9-)W85ZH6q49Fs^F
zbmyft3u5=AFU<Djf;Snfk8iarQ@pvQvRdb<Hqp`VS4@`{p&@(VZGf|poyqR9WN>T6
zz;3q$nr&hF`yA}Sb;h8}%J%jq&yJ*Rm+fg<H0_#`+talO{|MqCv45#|<4ep#v%M}B
z*{jB1Pu;ubE)h*g7=3+x;wg`i@uLH1C-ba<<T0+?TWf=ccvP6Sdd3dFV3i-CCS5?I
z8auNm^VZ@j9q{sj3yU^$SDo+rEglxS=jh~WoqpcwJkx&H@zvdJijRj^(L<gs>u$sL
zMc}0s!pf>YBB?~}g>C5`vCa8c)9nc_`!cZ?tPOr$m)$4Md?2FV+%+E|#!IC^k=oY5
z5x%yRL<6x+cwx<t&^3M?S8dyN#jLrJ_I495p-DGtVU@>CylYK|bdqk`Yc(Ib4`uDS
zV$Y-JgzH;M+^iW^3eee*f>(bkq?3~qQig72$L#jhEwk+pZ2m>D`_Uh*0>y!Ziy?YG
zbHDaV@=7Lq#FKQXbaY)6xsoCFU$IBLpW1f2`d=WIXYEdzThIGfGgV$B&)J1|EqR9A
zRap@=dS#)8(I;M_*DU<ru9)yn%UkaNRpp0wn*Q}2sahA7Qkk!UXIt&Q+c}vZI+XwH
z{96qRog*pEV|~$yuk>R6?6$!~RQ2@q?fS=6$wI!z7(V7{#?0X-i5qqsz-=m=f8sq(
zpO6r%<$)ouVXoMy`+uL&CLi~O0Ge}LD)`V?OP=uz0<-~km<`|qC=2*+cPhl0^2I9w
zCEV;Ovk3wRB3;JnteR?W_<;)eOUe5i427I2HqqKJm&!=n3g0y>H6be$nAs$)(h@B*
zx1zZ>83c~k49gncIgGe;Lx*M{qeW&n(p|=6HQ)lC(rTbmAzTgu3^9Lu*9`ygI<#;v
zxw99ccF*&OT54mZ@@9mON)HBE4W|{-7T{i-QSf${xx{*xg`W*&1e7a6@pd@CUYb~f
zT&-XVrdfCf^r>o><zeLD5!~`>FrpH>Ki{(y0VbrOc_HlP9c+;+bp4l<UfhTJQ=k|{
z$z>m<!0GEPQD%gB6t@w<22<4%x4_zc@xw@abTlf4td$x$#;g56=iebJj3)Nbl^yWy
ze3bl&H}Ks~aHs`g>~2E#7RS$17m>+HmL47`QP#n5aYi%n-8OtJwT2!bI)~huM``eY
zTXcYE)H4NX^+y3c$nh%-AWs6FhlonoOF{&hsDtZ!sJ2(53N8i-@RE{C5P&x7!AAb3
ztg#CV5Q>QKT}5bd41=5616Y0MHJM7D#5G;|JE%HBWzJJiGg=mLc}0<V%OrsFeVdx*
zPmtgPe;y!*x_`sPQ9?RweyMKQ;Z36q-~~(E+^>*2fyO?B0=XON$t|b(uH%3^UNCUw
zalhO>yz(#jq?B6*<y_p@1Se{Ph_nliN`+h=;F%5mLSzokB5@;emfxXk)Qgasjw~~e
z{3s+qvTYzJfEG^ail=V2_k)NN{IXeSwudTf&w5h=mXL)Z0;5Kx!esa-YD=PV3xX0$
zh8kjUfTHMDU^~n1z)H1qE5@He%!BX)&3~>vkbatCW%faZ3;g(88M_JS)hrJ-o!}kE
zpVY<!q8|wEl5$B8s3hX3Eg<{ElwEYr9y}$Y2O&Tz8EdoP!t>mLCCtHOYw`r@>U@xL
z%X*Ta=y*13k;RjsPRYnewc<?=Me|BwZ#yCQ>nG9#ZFbj;W>s50;AuYW<2}bHq5G(F
zlR9}J%=3JI<^+FZH;OsIW1!JCA>70xzv4p(jaAL_g#1wG6iTu=NDr_)o6V9x3?eg`
zUzn~pf_qtAS5T`&hL_-FW@icH*v+G&Ya{crm8MFd{bwZam$-+2K%on)15MCxG2fsa
zPLcpgqm?6w=D-B57ALsA&c+7{_SYmPIc=Uto{zIuDZJtjc2gPL=LU)ZV!w*SR6@)A
z2K5%Wm@uML3b0XX<&rAHPDRqmF=!9R!XRmDCPu4QQi8c0g}T9+peVu{`~!s0^BNQ3
zXteDw6Tv!hMiXY)P@;<^L~(syG`nI|B4#+hX1P~}T_Nh%6~)0EJGlOoV4PPS9sosh
zb?_(0kv1_<2Jd`qFvPQ1MCGC7Q=j0B+zR0O3D%m8#H2J>pU(V(*J%1FVWmJfCjcjU
zo`)nI&a%bpNLS{~aCXwdz_pW5{5Wbo_OLp>T@D}f4GJa&_>_T1=Gg$)OlCTsP>{cz
zkC7#FNC007pUX&{=J#$pjFmkvt*v}jG|ewE&p`aUL$U&(rnb9SK@CHMd3;w)4~i#b
z*v(>rQ-j<&3LzFAM*`mCSCC1{Y8fi`acVZBAiM=%e7p+2){9WqsF@mO?qHrI68Qs*
ze4Plu^uMR%!zVEE>L*s+<g>#%p@g5Hbdwq(m<Q9s;m5;V{IE?kiP;JbrIIK)nl%18
z9GN?bh*@4eBw8bv_8BT)MgoZ@!`0wtYJP~aix}_Y3`wTN!^P_#n($v|K0eUF`Ufjk
za0z^7JZuNX$TiaCtNp+8fY%=wdJY5P&EE3_+JwyEQk+dK=vL2y%cp57Q_xE(sxV1P
zi>C+R$$5kDgC(HJ2d<Qn|EgWl*fc|!Xq*5;(JH}x(7_tm$W$Tk{6;}q5>74jI@#uy
zh{c_w9%k_41F}g*S@4;5%M;|{BKQVEJ)Z-g&&z;;jrUCtAG@*Um`PlK#6O|AL*vW9
z7-d)-!i;%|k@*m7&gKT_z5(5ue}2Nr=ji_8KDD{l1isKdwx>8@WSQfFcLn}}ja|rU
zw?QOMw8X6)<Z_OVB1J<f#nS9&AdPn)w7^G-z({Sn93nK6L2ivx$Ma!rMgW127ye$R
z%ELm|y8)2bt$CDu_*ay2`Bw;|O6GprrKEN;bq;xFmSJ88Qala@V%5G&HQ!@yIO&JA
zJ#O<dYgv8`dY(7?xmGHvi^~KD?79xrv7D!`f$J8S2t&F#<MBn_#$p_q&<34`(Uj3i
zXzy{NcbMQ9d{!b|nSJgNHg6Z+`${GeKhFrD^!NmvjRJ&Znix*FRt-Oe<`<DI!bMU>
z4Tuz&0xe8d;{vKfVTi=;vHB;o=a>_$Y%_{S7>8v#EccWDO96mxP7fMv_YJ>0^vtn?
z1@z%%*XYH+yp)en$9`J<Ev)wKEg}Owx&ydCC&OYGJw2>s6TGpTp}Zs^bOb>zE(Pz&
z$`JzVT2RN4EJ1A)u&SoPPk1##I*IuJelQ8HT|#yZLm}C4@f`1URECh7`yh@+**AxB
zQ6*;7efd#3Ifo+ur7X-)eCCmCCv1*cX1Kzjv)0SH$1N^R(*6*LdWr#=bL@;4XNrxJ
zvgg;a8{J1~7N2%1YD~Ebh*Pd6pUqsx!I{e&6ms!Ghub2V_fyno@I?lD3Aj7-LksXJ
zhCW2W-E_ghGR`j%invG!T=o|+x6oSrenAnsOsbxQPE0rB2Xo@bk$ua&iE(PdcAK1)
zZIB+EwT0MOy_^=5=k#CkXjMa`xmpVkmbbt=1_Q-C+x@cRoC-~V57yY_oO#q>W^%+{
zWr3aEp&4sRam-mkWJ$1199YB{2*&qD439wW3l}deQ>O~x$A#u0kKsbc(`rJw%lN<|
zh$Jlh3sudq#u+pzS9;6?*J!_!_!Rou%t?aw&QMc^s7CmJSm{6zUN)bkbs1hF%Uj&v
zPx8fw-h$7kcmJcq4wEEr^)>7v>)#U8rd>i&AE9&28(hZ4cB)$hYy;H^TsIg#oCLIX
z5QohWN8{WXhG#eLSFrR?Ll8}Yr!*Z~_Y-q=e|fai5v<^U0s;d4{jtiydjuP*{lM;k
z@%H0}ED*rr1z!#NLE8fo_5<iX;LXk-9N^vu!194A4_x+va)du%#%Uf{I@1U6N(cr9
z>-vFf&1^ti*#{HJKDe3tz}*3s0uz(36xzNAEBb@sQa$LGet!T|4-Eb~ez5TqH?L?1
zSVU_fR6%>J1Ni&{{_XkIItW}jU_{!%0Q7yEIsjbr&mXEaE3E_c{;)n>dk}CowOMh3
zX$Jv=|NQR>Z3jSMb2eWSs1E*h_-)q?fPEQ30U{}1AGr14t%11v<pI9yUy}~l&jTno
zC~44v%xiNH0E22baN>jGJ>VaMgF}5GesJXvX3Pg=9$4)+Aiw$n1pPtq_F&Q<G?e}U
zP5nU-S%-mv8>4@a{2M>useys!`#l)2=>wGd=?8b_yf*+;PaxR&$-$7{v;t-Sz?wSf
zUG$f5Z)Mj(6!ZT#VGp3L1LcixCF)=p-2-`^Gr9?&9RRDePej`~7&iO|!sly_=5qS;
z<PHKxNq&K1ojQo|Wx)nAFVfFkp70z1>FppuF?&I!Kpa3Totguq4l0B1A9lt)aP|P$
z0eQa;K=+dS4~FFXKxs%YNU}ZvYm@*0tPhNMH{SNa&jW5``vDI7VB#Wt5cKr}86Rw4
z{R5=eu8?5R^#Sj6xA2_j0)vnfJ^*49Fz}W3;K?6w6qA5ZO9KQH000080OxDhS{;%!
z|GQKG0R2?}00{s905C6OFEKAOFEC7ccTf}G_x2_mvH>9*0VN74pdu&=2ug<p!Acdd
zeJoLtCMvxOB&;Y!5fK%U5)cIyq=*U%k_ZYaB_K^|=p7=x=jHqR>zzA$XLojH?>*-{
z&vVYXvuM;q6ae4=0KfpNb^t(Jzf)EQ0EzWW>4WMj`+qMA(t)$@)OMWUS4NTr`n9qb
zGl;cP57oB^_i9;9b`k7${ICoRw!Y)p{8m*pFp}dI6?aOSsv|LP*Yr5DZ9_z|<JAh_
zg{{n}z*D2=sCz{BwWGpT!^p1KB(y%-V12wg9B?^lRyXu<ajoqAbeY48f93M(l#U(z
z6!WGp>6p!0p^jkZ!UO**g0ATP?<DItD;sx+B;S*{|M>j1;+EM%bC<JdIm2R_VV2!D
z?e~wl{J6ZkE)v-M@R$bXt7&bybF}}NakE=J@6Xz;KRnTKynOOnTK`{G-0iIjgUpS_
zPkG7qQd+ZV3qtn)1{|^=?7C=QR&tyi@q~BG>8R`W16FH(^Zn;M3<oVHhu$^*)qS6M
z^sMc+lKh$-IR&v70;=WmVDVq_n+`9sjP$&gj~Fo0PdR%te!YsXbg-4Hzf+))QTa>?
z_?N})RdW$|3~KF@`9N$n-E)!p_Fr0F{b|*h{w<yN?}hnVPy36UE&EuQ+JRgPt1Vaj
zCHBDojH{F5hc~af-$eUgwb;7XGym-4+RIV?b;&&^IX~G3g$I~Q=_WNB_W>4Z*6NW_
zDnr&QArD1Xq182ZS2tuZWZE>He>h;vOwqvuq4$48Pq>oCJ$4Q1Xn7{@*7<PFdr!@{
zUxl-L<B!2`meXQj&;{ql(RpL~mfN9D{>W^(Y)Eg&Ei%_Qc}ACuzlEGdwhn1UzPK#)
z)Yv7ol)um2?tEFj+a`6pQ|wDu?w`8<R75Q$=*ho??!0SJ&+q?weBJh%uGH_uJ!c29
zE*<R4a!`I3abUn)!_0Ep<;j5N??lz~szu|kF<EnAw)=63(!TpO>VgG3O3^jwPDABI
z<JJbffrh9awor&!H!NhKv@+5auQgO!c_+}3cUP}{Jy_|dph2bM$#)GOE4+0v7i_H3
z{Nq;eJ5l-FJ(({{W-Q-r*WCZJk@>Ls(|&Vz$IAsd4!crNe_VWmcNq=XeRyLo{kSwC
zTY%Shlx!1`iC7b2CIv!?CCUvRV%WapW>s(1AJU)Y=)dZEoqvn<L%rPyOS}Bn5qfW1
z6Iah~Nb$`>O<Z-HrQ3q_t=ow&FA%hM8JX0C=d+}UYAKF>8pSnNi!Tpt>5O{#<8#8_
zOkVVyWcG<qPLE+U^r|$*>D26^GRJ@>YkjBkHB-aE?sxf~b(@JZMk@+m=#(`$fG0eY
zF*ug$iIFlE9?{cy>KWARvu9qf^Fyj^_}o9Lt?lmsiNzSPIGtZHwbVCQx!X@PBBQc4
z{}m4am5?U>_@m9AM4i+a`!A>z-;Zp3qg(B~#<yJAd_B#;2;b}SF`+1aPr{wIx&zsl
zu39{^X?(jSO5#<Sm&_j%E;9{iW<5%L^SFN7_K53MnZy}|<uZvSi6ytFF+;Ax@wB6w
z5qm;KQ&adh&XLb9|9w%??70@}DfEn!?RuegI=bbJr}JttZ%^Oh7nz$+^grlYkh|(U
z%M6p<w1J)6Cwc+!4t=Vl;aULvc&AY;=5+@Zs9r<MJG1BQ^}2V(36GtUx}aK@x|+*2
zi^_Z7Uj3jx=`v?rQ@(%9Om6zyO#IV3DGM6z3Fpl=zTOl)H@!_q>M3v*d!2h&?Qmt>
zTDQ!ZhaC#L^A$EMg@kIYotiRlkG(i$S`+i+y=>xgM@7(t=ev;ri^*}!m=QOrrf6rd
z`64E;RboQt_+C$Ci&>8h-;2!wn&FDaj(6e?1$b9pPCI+|9{2Q=-5zO*{Bc7WDezc$
zVxvmfr2ZX;?(=6tW4}N79PjkN|4Qe&Ywsyt`uxihkmiarH5j@-k2*gj$(z=|0qdL;
z#rqaostuXWVWy*fv!jpd3Mg7y-}|E{&er&*JT?6gBXlKP$NYJg?ktxV+bl2jGR-!J
zt@T~bk6^c87aSRd`i_jETBH7bkN@^1vnaD@O3cgrx~+=7nURrQY0Tb%#mBARO_t48
zjAN}-3-Lq|E7O_=J(_50)R^ezzi!CdUD@w+I6!(`;mRZec=OT25nq}O^6A+qN9r|>
zY=f11mFMesB3Gm9U+h=9dkfO~PID5sr+l*6vevMHCi6FD^Cn+D$xlQsws*_-iNwbB
zcw|MLDNF9c#zZXw*`|Zyf39@O)FY$F-C^Y$ua8b_cT7z6D_m!*P`JJx@^x9ib(B2r
zJvqzt=jeNlm^%XjBjzPq)?2623L1mXAMZc0chF<U)1Ec#d_mGg9mQ`?_KUoO*tDQ_
zV&$>7ch`=*N9iMEb~)1{c8Ah+TaCO(;@fJ~LtC#6Dt+AjHauxTY0jmI^(EfP(p^^D
zUHy`7RJQ5cgvNR|sd1N&-;QR=9YQ;0`c<Laa0cnCI~StHpjDZ_ZtKb-#Fnh3to|Lv
z=@>`*-<Fd<tX6*wv(5QG$I;fBS5Fd0OUQpeBt6SGe^k|aJxev!wa9NPK|55;T$qS*
zNjp2F=n<<q+<3zA{O_WU!P$*ww#%+od;MR2z)Z{MXn<!#jWxc1Q_bII|Ju^yh%EOu
z=Tl*wTkLW7D^9X@g9qNo{uQ%r)X3X?7)a?7+nIXe$QF+Ixrdu{EcZoVSB<#ruK(=m
zrDdh->`N@`PyF*lxdw64&A3&er(rE|JD>;F4}Ew+{;?8?`&DL$?nL<nDec;<v)^w=
z7ZMeAcX%1Iqm22X(0k(7UKf?(sMjN#oG`gjMc+<on_cYQqx-!BaH-pFE2fMwQ@n8u
zxnOT8=wd^wLZg-L&3{S3ywT`n_jhl;$@N2XOm(8;jb?N|JoYg8fY&x>>sI;Q*%^{1
z-x(`~NdQ4WzQ24a6%Vr7lUs5>M4jY4F5FAX5U3m|$f4Pl+grq~7=Lt%kDimsH_dTS
zJS#!QCCcQRjE3%>J?12<txPrjPBE6zvCOSZ=9AVa6T&jpd<EHw(z5G5OTvZP3GK*`
zcHNHOXZnBDz7~Qvb4lagRueG~3o;LcdRH2Ms&o29d40iv@roGv!Y=}AX)6BeqFY$y
zrS40d8}?Z~`=2vkDLnaxaQx*@z1RE{@8qwTcSfLaV!M{{lUv*RWd4>I4Ot3=Y{+1~
zbP%%&O5dIX_V+_Wqa`EQ`G97hs#>y<Wn5b7bEt}?YPkbd5c{C#%16HSm`pxXddG_v
zt$kZmPd@*aQK)`1;$%YI#O1W}{Vxovcbru?v3Ui3A>s-6IwC3(HMGg?h->%%CFPw9
zld9O;VVO1=?#dSQGTc{GuQWp)x1A<Oi1@Z+djLg>a~!qL3WpX7L#EC_LE->HCQOYo
zA`rCkh#_(%9>OZP`E_zx>EMf=N#OMv*Y0~G&vgkSH)%pH!Yt{bGh9Ev1yM1=m^&o?
z1EFdoeIgTB$nuGSmzbKbK}Y}Pw-!#{j%vNsBjjRlpIS{_#NWFnBDNXi95KTJCq3N&
zLb5efb1$sCL~kfVpRu78vI{WCoiIG|F))bAo`rw{XmX16q?ZR7w5JHAHVGLKk63hm
z!V>)vR5HiB<Hq1CEU|;atizKw2Mbd4aSZVmONNZ5Qe6c*{QdV2zO<pORJVH&6c-Fw
zpw5j9JnEqLT%tVm?&BA11-AWj`8lQ}sAyv`uqr_1DB$)Rt!Aj#oyop(mPF{sVz!KM
zc4C>3<v-|tRVC7;xd{TMZkr{kj&K$M_7?<L3!w!&h%^7%aY*7_`qU+%>Qxd=k4<iX
z;4Cb7TN9SNXgGBEG{tNj3?YS;s~tv`m|7uLoEMM|&+tf}L1FE7c;-L$(H9~MNOchH
z_dEk`UPIjs$+hW3q(4G?9Uq(rsjgi_L*nI84zU(9E`fyB$L&AePzB!oK>-WMh!H>*
zhzk9hP<$I)YZ*x2E5eBXMH=#eX0k0Pm>O^XZ&6^AO&==k%rt-SPZz-1G6$%o;hEta
zwenl<kc+E^d}D8`Bu^-8<er0*>;&q`7YLk!Ge697-?xA_$*x8Yd`QeTgmAL41r(Wl
zgP<6JZp8+SLwkgrDI+4)TmW_&74|-bDo93d%INqpkQ^Bu#9Y{uUT!R78bGju$pLrl
zW=O=ARoOV*h3AyendJ@l^@jXrA05B8V{JSLC>1qFzOu-eYU`I2Ao$g15VhqCC?5bB
zZWCd4w|_?3C|2%1fqVy&8oz?s^StD*J}?t^3OW`-Zs*1f2`QS#$M}rqE~DoJUs_f_
zbod-avpA67t{482_0WA4#jJ*j2Mt^NKS&W{4f!V7aEy@kjojXApf=ACj-z}7tr%oh
z?+BQb9vG9-jXZ4!n_$=1A%dH4VYd~y(|jrC^Sl<ZPajZRUdu+(uB}RtM}eOMLgo_w
z?4#9fRc3laVOX>m86(n-%7uU@C?LsftECsgzC&me`HRYajr><1BEv!6EJDP3`)M~a
z;6jo!+Dbi;_4VioHCK^(TkT;H!7M|oC|yE)m`unuwEBt0VmA%m;;Hl_=F2qZDt-w=
z^nk=W^p;Wb;Q>oP#W%F!x&QVu)RZQ{q5%|h88Ns#32~aBZ;J4Z257DSmK9|^%@~}f
zQ>xVKgAiJ<-RC~M+&|x#${T_%T|zkr&8#J<u+Zk2dfF0OGVct9Fl+S*x8lgaFa06>
zZMVTCc4ZC;Gb0gtW|DS#0??#jswuX#!QIVtIbXH*M<ODrU-2tbN<?ct!V`5h{-bJk
zOb8T4SOY3=I~Ls0ugoNKsj>Z|$QdUFb>H-9$~kxFPY1Yb<?c^}JVmo!<8~Q1;f>rz
zkv8b-6X;V66lAX^D79$R46B2TK6OIqzE|*!F}WZIR3yFfB={}L7ES>4Rw4I^;BLFo
zksQ$UYri+O6=jiwbl#)g{Eko$8pS(8%p=s(HNKMlbi;9~($f%*=KJ^6;IUoe4aLaT
zV4?76qMu|5(i8Mm52uDU$^qGCbf-xwL!Zb=x(_DDf7N66z;^=4M`8_gYXYs3ilN)(
zC3ATDZv0-SMHWy96BPYvFJa6YivJ!GlBt4u&H~sbrs7s-xUe05Hwm*_kicbXv_G>;
zNZ<R*3y*$Fsa6(AM?mh%&SHGQEXcCfqbcoXQU|%6vnZ``z)geKN#DB`v|gVn%~_`a
zwAqSLJpzAGn1K(iz^v4%_!4+9#{TngA=v$m%IrWfJB>0^+`3rV$fN|?_`x7kZ90UV
zIYf=I?ABwfo`HT*d1Hv$G8;95VyzhAyeM(|lTggdFxK096=Ehq!Omge#|13yE2Lxy
zi|GsZOwp}mm)Y0_gw_TAtRoX{ZV(TBcY@;P2q)Ko$sj*qaO2IrUqEWrrdGVlk0<}A
zZdASJg#~)JCA}>e@ln3k_mB&Q)g#On`O6dF7+x-SO&IsvJbOpT@dWonI!bX_o!(6-
zf#Bjo%~SAlvM+66CuQ*VD46jc!kr`n2MqX!=cr3$+He5pJ&fm*)y9lkUJ!}#O%rtE
z>4`6RamECSn$x7uzZpbmnFeB}P$lwKi?h^#W&SWN0AkI9WgT7w{WX-8ZoHBWs_($-
zlhD_j(CrP$6A;R0%JPF~6D#^fxSoI|vS#TkXcPXOq@ErXVtlFEX6_?L?VvtoB4g)I
z5^>FQnyTH%wG;zZ=sdH3mp#FQS@<DCt5WQ26y$BIIr9i^8DsfVFw2jOhQ{^P;sP1v
zvq<7Y$a)m|x|<2_TSG`8AXsQX&|ji5&#fUJp`uTaasj279wbm)@dbvY^{%>kiK`Mp
z(R6(N>$rM)+IxO4i+fT}dj*#6p{xB9mYDu$<NZr~9~%Ugg_e!1E(wga;;SUdPeMHP
z^p0;>Zjhp9k`=_t4r3(f2=Hi^YCPtK#U}JO+N3vCbAEpGoJ|@@+zedWluD%qGRvo#
z%11e+U}#R3Tm$q|fM=p8#H;X=dRkXIQj<}S`bUFT+7bC+%1}93P7n42rs)fi@8^?f
zuyFYs@NP;J3$M|u!i0FVY|aPQJO=fW2hb?_5+uknqPxY?Sh%Mgqt)ftApfCkVGli~
z;~IG!V4TIpH()7V#bR54dwX@R(AnjUn6xrH`4?+z;)_w*4^~X8I)PzxJ}miMV-p>C
z1sA@raSfGfM;R;|4F*o4P9#upmzyA7u{1dl;8&5_$(r8cb6?_v+0%wfv_LDRB@S(p
z_FKU!B9La0pvTV+<RLB$g68fC<g;*z^XbSMNbO)aIX3D7TX(9P+EPYDw+UeBJ+=7I
z@YQ*9PlZk5XpVxV3mTP&zjgG<K(NGxB5<%AHPc=Q7HH+t6hEi;!t7xS&&{uD+$9y0
z%zc@_Jj3eO5<Mk|f}xUzo<fcOz(!W`Jk$9Xbnpw5{0@A}0rrd{Wf`%MKjqe6XeQWd
zdmyt{zoh`4*_lVy{|r6uK$e>wxibd1(<GH&S`?*o(AN9eJXBAXuEq|Dj`I*xUL3F=
z87#tMe=wuZd^|`<*1mp=FTdr`2`9zlBwLL{L3{BiW9SRQ$lyt$wFadfbRT=GX|Was
zh&&0doIs)GnN%z0dw>4V)rK<GsR=rE81*l^EZ8l443+as$jC7O4!ngi?;ro;?p#i>
ze|QTJT<~XlPSdZu2tis#i{wBCe(r?O3pj1jRJhtkV~q0u8`(fRqi#BY#qD~QX#eJu
z;^#B_{xOSU_wJJ!j`CXccoeZF^#!k8h_HU@vGt@7T6~kZXVO<)?Q!arHiSD!51wTz
z7{q*qF70;<V)LI@LHCXZFsK}ApvOtxC_d{NUUwTC$RXqW$t!*otIud9w*;ttol)&5
zb{w!XHVD?-^W^o4#g1^@cwOa$bdmkm7-gIu`*MVJ!Iq76tm^!}d9QoFy<!iXH;)&_
z;~~ZP5%HbzquV1gcer{4SlDXi9ZfWFT*_sfR9_cnvi*HXeFHGf>41=NR`6TZtqV0E
zXU#LIh4Z&Vzi@BcN;$Y9krfX;d@9&cxoKjAQ@tSTQ+;HB<E4CwEo=G$*x>KAB^DKr
zdWxcM9o}>z?1s2~oAmM#3cK6V+3szF^od;;8=-snboH4i>mS$5ueIR#!~pZFHBv?c
zS3hXpQZ)RT$KR-SiS~?dbMr`44;vN=6*eqMt<WhGHBG}w6E?4H+dj1Bt%ov*5gof6
z(i>P4JyE57to|+XXvREeSIL3QBt~+5uPYdS=aJP;KaAO)8>;D%MDf$nzy;PTfm+c1
zN9@FiOG{?@QW=8%t`fg5U#nC3C_x4Nj_5h?);liKImEEts9knOW&ZfPzNu#Sl95f{
zo!6V?srR$T>Qn!Nnn~y4B2UCB4o_Z<j7Z$%R&x`?85{lF?<!vX?UB`)?0d~(4W{FV
znu;Rhcc(0<t%fB=IBUN(?{?OXl=ySJz#?B{lKU8N3f)<!;J6^fuF9O@A#09%2NQEl
zEv(ILkIzOAM;y(;Z#k@zUaxca))3ZsOQk;Jg|#EW&Oa12q(lbh`QMna^=~$}-n5sD
zQ;dvK?)BdG-=D2MA_)V}h~M|trNvz4*iM0bz>Al{ms+vx#~Tfm2}6{z`Oh+Tlx!7D
z?hhSaao6a#*#f}MThtyq$ulJX;$B51+~0*5mTt|ddN<bEquAS+X6^b|)$^T$@~wy_
z2o89-DioG#4H-nAsn<Sh@v1+uIZ)3&&8rvjI67Fn+dr+<$(3Vy6~w1Wp4rf8vXLh7
zsq$#qP5U>7KP3{a_;sfp{giwL$F`!XzE$wl48m0F_SJojQPzKZH80g3Wh?f2!@EZ+
zshf0!qU){h1Z7RCeZ+6z#JL)sou02-UVHKBws?J<gh_v0isygley&C<AERqpF0&3_
z85&4EP6p2u9`)KwB{?c>`F@9U+-bv+OPq6N(rtq{{$?#=Zp}`1NzCgi|DKBCLB}-H
zFA+W_N99fB?P$m3HvxzL3Fk#SyFZm&u<TEK<msWSK}Z0FKoIj|a!dbt*%LvG$qvTB
zPa9Pp{CMyjGK-77@M;Bk%)3)Sv^uH%6U77h$~Ww#cr<=tykT4BxrWoOnzzDI?9onG
zH?))DM3>PDyQ}-hKaZ#<o`tqc4};rj!j9V4iIWTS`Gc5LluoE~j{-yYr>JwUwY{}_
z;ryDyvJfxC8Vot>q-~A#t#obsP2Te+sB_StW46U)7BC-<c~TY+RGL;hZVqNjVl3{<
zNSxYurMppbPeICp%13D#Q0(?zW&#inBvk5n@PuwcsTHA+-IXGgKILE`@%roJS;}O@
z!OpllM(L*RpkL%QE@GIz4$-WQ9F$vZRI0MTrTCngPd2SB)3)5zR*i8j^78wZ`bHHa
z+JD_!^(76s6g5d2$Od^fTfdvmVUS=UC73rU=#4M#E8KUdr=ud^X0wm(VYAU$)ROx&
zPuxCZY6JVpE!FKCN)zZqSb@wHkpwi1R;8cmZS47o_U_-3{6F}iTgo^1_msvAeqw&I
z+{M4AGkb?Jvy8dBj7j0Ut<S>R)x;OUE607SCY=pDkf6u<&|07Yt<3VW-p?(L%I~T~
z(K}x%r!zQa($A!@_s(A{zG1)X^11|UkJ^JiJz$b|##Q-7)t7`+(mF_T1Xv3+ADt<Z
zj^R<g9%^9M@%?{CE~1@D%jYbvzP)BsVD`IvWty=7dUnlJZX637emryRs47ehA3+6h
zcQ8kO?Yoe5;H5g->+37SN9|&^jk|for9%!Vl>zVm{n`Jf{1snyztfkpq&<%~lZ`%y
zQpP2^KM4T&L@SJywfe4hr8QF@q1$As|KUG{()j4wf}0&qZyTSzK5#lZ|KOazgp0WS
zj@pBIY7vQ&t<M$?eN0I0d6ZbQo3}+b=ilY-OWWRhUzPcQ<ID7l&4hWqZbf#RM8DZ@
zjO9r1cW&8Kx^n?@SGevu;XD+ypfmht-5U1~us>n^TA2Rfsy{bY@E4|zb<QspCjGKm
z1Wdn6w%%hpC#D9Ww~E@?@AM<8ZBZ2~4w9Tc1mrl21fUZ{a-}YsW_gMg6LqV18k*g#
z%Q|Ti*=LfDv8p)pvume(cI6FT$ivlcxU}-dLj&&fS3P}lpAKvd8JhFf4F925Skv_u
z1*Il22s6DZFOOz!<jDOHJQ^bE-ic0CEj;NrxXDTM*s18$zji;O?lk90@tQQz+SPlu
zj_(~1bIf~LD0fJ5<Y?HI%tyq8r2PjJU_^>d#cfxT7RRA67=<K?6em*t^6CFOs2R7E
zT?Gu8pUq*Wp&w)A9vrFxV<gwME%Ghr__bZE97%wvnT5rKK)2J@q7*5ZhCGr|QuE>Z
zP85^ZwONmM@TygDDQH|K5iXGujk5aV!@gMz+Gyg^@!^iHw0vEwL>0G!;pdxe_M2)L
z;rxd1Xa%7BGe~o%DRr>^{oq@cfRq<kF0@X&!{M6xr+55IIn)Nqu9B@x{(_N)w2?r7
zLnf~5tAO!mC@YPD%n@$xJaG6S%Af%}e1u%-u*4jLotEeDSmWGD>L`LzS0fAzp+s)v
zP;$G;?b~4sMJTWe+9fr-Q^2|s^jS`P)zFEs?_EJP!eMiAyxy@wjzzFQW?Fy&Pza`e
z2#E=U&t>|twaJ1MU0`Wr;j?jOa)6pN;=?$t>nj1IDpJYfJKN?NCqSAZ&Ulo@{b7_n
z9YDgdHf!rYd$&j?$aa#H+Nbe^+B2oJX*^KP`leobPDEiaMCb__%L{K6;R9Zs7mS;4
zBomaDfbfaKk0H-peGt&dX&D1=y@RoTbAzalLIgaBSqul{LhvYJKfpp!e3t-nAi*_=
zfivPw8}LpU`1ubZPbh9qMlp_UP;fOD3m!1Zf3zSmO<j1e3vwUBPnsy=W%*YCw=R0j
zoX}|SCsTEbg%^XdqamP_FK-zf^%n32d3y|iHz>e^K)v*2lG(D0z^S?(S~{53oQv8|
zSEBcY#5k*GJI@SHGh^K3;|oDnkC5gMVLm(ad>~E((sg|Ci{P-%f7l@Mqn{wh7r1qr
z0^o%UU!e_E3$)KY5E42MSuhIWgwic5OtpV3WQqM`1ko)Cgr$usN}J|s5pjmR4a-4R
zbTXlxGIk9Pj>ceT*ML(&xnuz==i;JxXe;!440%B)&{V1#W5rBTam#l(?hxwwZ-nuZ
z3?!ntBt12`-jw)SNH%|zLX6eRRUbhS0@c)f3=`=<4#>I5$<?LVqbC_VuXWIG<RK2p
zs9Pr?vs^Jbp-JM1H&y!Mq@BaH`dc5Z%#vFe+B2NrI^sY*X~i81?l%9;xmoKq&Il{L
zcxCWp2e%CzgaHy|;W?Q89G-I{Z@-zHFpGLOj=I7}N^HsYgn2}Mf{S*{z4RHxNN^ZK
zOPr^>B)QBc13{S4>7zlw6@MNaAk;st3f?P%N>ygD^ad>MoHtcS6Z}MWV9DZvQn+%t
zyo1zEh(Nwoy%y5RDsAm*{sM*>ZV3O8BmoqGsZZoGk+xO<UkakF{Q*K79`on*R>EIp
z>IjWCa5tzJ9R#$GGJbv#I=lhRHeuErcXhFVz>5owtXeBZW*R<xtaQ>HGQKT=Tg(Bu
z!54`qpcFDr91EmPF}1BBZ82d;uDKBJv^0O_3|TvV&EpHcegu?^-Fj=upwI;Nabu?F
z194;YRb<CgNPi8hoP|MKOz5i(LC^0}OeX2$fk6A?4GnOizTow&5n!>*K4I9>1Yt(V
z_CfrFQP5volTxnO>PSsgs{k=8iX7r5IMTQWGJXoNA{S7!xl+q%RLmp;C(ms0jgj7p
zv&wiusG6YX9_AnN`ZbX>hhqICiC@tm6x)_Dl)4#k&snP00b)QEQar5d#PO8RvRp_s
zJdenWcXHLV|4cDr*p%BvAh+?GTPhxy3sJidG5<j{KgHLpT~8N>NVztXOinGbhGyvz
z;yaAv^$Yj)PU<y7e^ww1>r0drL*7s5m<w#87tE3B<0iKcBMM((pGeCUfWSXXk#j*K
z3BQ(^7X3k1BOv{g!O$G+(iGKAPLE+&&Qn{qAy+@+*ThA{&opq=QQwyEePn=Oh*Ml%
zcAauf)l<riMwiu%a1_B~J`h9|1vHj``DPTqjRst_?wF_2^l?AZ6wxcM&DgWdyL!}~
zK&qHG(2*I+8#eJB(8JZVaMh~3+F67aBW@Oc?c0X3Q4;13npLX@WGxCabk)Qsx@2uc
z@t@;-ISLca@)Mka?J)l}t;T>oCgeB2Sr)k+#IBs+u0ayt$bHkU&y577;N?jqh)f8W
z<T}9ti||+?qTfQk0b{_N%jAVdBf;<-M`D5=7b#@>j)U@tDSeK7h;%#HDj;{ApSeOA
z#w^{_6K3|}4ZW$%5h_!j01P5sW+%*hnA*jlND6aT0fNb!5Z<j7+n_B<0scOkXT&GX
zNnmo!!~yrIHfDGcGB!;4+yBhDgWWd$D&v&ZbTIbztS)fm93fPFlg2HY>zmC8GXoC<
zpqQS5M-_B_ZLNyq1Q654-PJ98)JJD7b3D8myxeL;58kYd7f=2IN!)M{0mDa-@KZs2
z5kvkq3a<_N>9U9b(iEOMEO<GO%Cn*n5_~A)Lu8r_C9{RxUWcn(1hAYAu9_W9;OnM&
zO$a<cyIBmUN90Vy`zENo53qKbo#qdax&hrm67LgAeV+st7B04sR!#?{1VSZ0L)0>1
zW+y(hXcG{xN0i({Q1JzLQ(dEh@4D!UOL+7plyf5ZZ8=lU?Ty3d5gIP$QI!x~sYgg8
z62BGTnNAdDpRN;3X#9-yTo#6$hgJtuCc9A7S&H~;@M#*5D~Y51DOS^;2GmHv#c9rC
z7V6G2|LHjWVlstzj;z*(!_9&5hT6ej=76C!dhOcW9laqTt$B(%aDi$@5wA1!JI@Dw
z=E36>{f+k<;LC3ePZJv=Uiv`vaa~*J(0{PFhp(U+KS6b>!kLZpO9eC9+^mZ|cxDbq
zy#->rlf|Vl@ibrRkzu2l_yGQ?X&Pag>NHPxW4zA=lXpRW|1!?6>fv_5_cCjNMy}M2
z6^&;!Pp=<ITzwp;Sqtr<D<?O}zq=sZHw_S)QJfOq%i3a)KL$9>13It6CQ)OCwCF%V
zWg8;$jFsO*<aIzB<yKG{yZ+Fnvqq6GaPZza+CU#Se}QGJrbhf0;&xah1wwm^ZV%*q
zqb$^u%Y&a9GQSw&;vsBy)ZQhKxunXOWLh=RfW`|{C)xK8AUci0cme%5OLqOh!MD&g
zFk)QE_pPA8@n8P5doO&bZr5*&u+@R|ufThJa4QB#@TKw#L3EaI+}A3G2{8U1v64A-
z6(0b7d*z^0M(0c;`FQ4s72%2=;g}F4`2w0hO5v;cYEOt3LC3Ql3^VV;YN!zezsHIf
zL}MH9=X(r+e50Wk>!r>==+{fQ_%DcAMOhBu7p74bwt>_~%T&g&VT<6loH%X;a(xAR
z?S=XNtIV#?F!LuKE61CKOwt3XCLh5UCykW4SPEmP^m`C1<{!YS2ee1|6>ccPqbT&n
z3H)uMHxm#FQEl{68+l$9!WV+5%TQn>-7sks?-y>AiIiNjs=Sie=qsqDp77<UtZe)1
zXu__FU(&-F+u~~U2t#Ab^?C%{Dpa5gyn&d*0J|7G$VOK*kN`&^YulejR?r6AAM98u
zV&qLb7HHK6r@PC1IczJ0BS+!PhlYI7IesrJc6>X7W;9k|pd{7La$W)iODuSXE<Z-+
z%y6%DgP$`?B!CRV%>0m(HHgG!BD)RREjvrX*#B@=?#tUtJe$`JVw&muY$7+|<`PdV
z%ly>kFJqbY4SP1DpJlXj9{17>XM*DYp-M?lRD1~Myn%aS=su=J1KnyKO*qz0r+K`t
z1S7TGc2}E=4;UCto*H~c!MseEz++lgyXr}pDxqj@Q43e~GoI-Kcu;_zoie_hACt7$
zB_Lv&DSr>xJBb{>P9smz3CkRSZwRypatIKSc2CHLZ_aVqIwgXr2_$NkzVFfkxHLp=
zNSLELk~IVQH^A)N6`FPk?@K-8)C$TROMQT{+Q~u6DN)eD@cIB|pDFZ29kBnSy>;P}
zS4?;TwLA-{#3qz_$DDgVu3OpPP>67Bh0yr~pV`>~d}u4e|Ix~#K7ouSVDwZMyI2=@
zK>GBdj3HmE+wn?t8-jx5p8-_e7>lpAdmu>7tdRt$P69XyAQ>_Zf$#moU>jBu%oxJ|
zjlBLnPovqjgSBNVeDoX#cdZ}&&tS-4nwelI$oit^wqkgijYaenV6+f2K3R{}9YH7>
z@aGj;%1t&|<uDeM38bv3uE3$c1P9>lqPG~tPyGQgv`lbY<$$3cKNHRDqt{yn$^tng
zIXahVSp?R2z90cO5ie`f*v#t9h}uig!E_tI!y9mt#kHG-8gEosmrl_03+jRHkrSt!
z7*&!Q`z1;c<2NJgxWx!OM`*woC{@FA1|OcM@76A0-TA}exXiE$9t*j^w}uLapqy<=
z7AOwEO$?Z7w}u=Pvg*_+x21{v-8ry!zTwbmrGG1Y-(^t2d<+Z-B4ln6AFG3A29}Ay
zYZ$wRkM1wMH2(*xtVh7dB;vi54Iv}^`{Eb@Np0i&(>`6Q%F07^dkRjN4TTnitP}5>
zP$_|oo1z%E-}?aZD`zVZjnm|Nq%~jd5A%-<bKd%rfo5iIj4mM<9Xd}U*s{vjba9vQ
zE2uw4`Fgm@Ahu~BTs{T-l9^zI*^y@k!QZ)19BHLiza`#x4QOF;2c~cO^8l2ZQjnVJ
z7;2JCD}<JN*OL7CH$vELhMe(RjJ8|UFB4eg>rdOQR_e0NJeB|Nhe-V|z{sZsMH}9m
zH=e-S$f*x^UigTfyT<=V7-<#Zjj|wfZ?Qc_yp39gq>PVO<CPYJ?e9;z$INH(obRfT
zk6wCc|MEz_{qH9)|Bf7cv^FtU89TGXXli<4ZBp6}eH#5AdR6b;4d3h=y>4r>qmvii
zOD{YKhTEW#OVhbQePpJT{r=UA)dI@wp9}VX{*cF0gIZ5x->A0<j`*5HS2mU@w#x3P
zDdkGf<sG{6AL<}$YuzUHj+Q3#hyRsGIQO`y&*w0mt?mqE3=CIYC=t89WB>b0`4Jm}
zWbDFzym^_)lX1V;dblWQs|g<MbhkO|N%+z3V~l;kP7?`h%RP&|1|Jk;{98;rjSiIa
z@#=*}O)sa0I{W$jtd5-0fC=9!-OA`Q6;<0xk2);n6c440mK^T44l>)gtL#u{N0;Ex
zcF}=LQvEj~4f2m}_Iap9IFYIxb5P~-tIWvdrGLi!pNX0W;Qt)o&(!B1Ig`G9+2m@Y
zUqYI^Zq%Kh8f_*K9>~u<1IHrm4yKr<eD=1iUf=JreNcUQe_C43rQ<v-pTYcX)MQeH
zQ%3Du%s60DeMx5V^(LLoMU|!d%87Rut}IssXWi``Dg0`)l($<ivBFzeSTX!{`66Zh
zT1BI^-lv*uo1Sp@a@|UNY;W+`so)*hJZk&Tq;_TRb4g<_^$VikdQQ8%i2tE7lO{L(
zr1*L4#G$iOG%JeE{Vf$DXN(SvQHmZ&{0ql^syuj4Bd!nKlpA%+!I#j+h>DjrQ?lCb
zR_z)puKerGGbOuoFhl8+r0WLD@1|X*K?e7)JLIGv@{+nL`tiH|{wN>o|C+Dv2n!y4
zm1$ucTm7b_AZsgn2+--@?|z9XTi5&2O@ohiI%vC5!^EI}t|2+U(z2*G*SGzk%2Y1$
z<u1|J?XJNXrR|{j1mW(&`kV`GTU-y^<mwgfY96Uw0n#cA48NKD<z3)SOVBN$bB0`W
zWgykxiF&KfXhfuxFWVVZzbVxuP<oWAbwd2vp|#4#a?RT}Sa*Hftgc-7dhgiA6T9}_
zzmI%CT1K2*m9%EA*2vxzQ8Dqgp8wNgVSCbiz@*gs%m<<c`qMkHY;PM|$#|U7Zkmnl
z_UGvzq;K4PdS{PE+_kKTbA1^n`xGYSC*(Kl6msvoL%uCv<Q~-cXBP_30X1U}Z7x(F
z@Ao>EGIu4oA!<#w^U$%->wdDG*X--QKIoKYzQ5wIWb>O<Me&)s=Ad~X_6};|_Snm$
zzf=zwhn>5AWq<D*7HhftB>YQkk8`ydA{lgYkLlH#*p>Qxm+ZI3db7uVm7PqrE~N95
zmJaSV-W5u?^DzDXd_$yu`9hpJ{!8V*ipz;N#(Z{(gig66PXsJmUy>ycyHxG7s{1;8
zIJ)=Fg>9bYW|W>B9!X&F?AF%j63-M4*PpzZ=BjR4X*{zjSL(y|_d}a6L^`P5$UW{6
zCHm;Us;PVz$#}&~@{q05_U9`ble)g$u)H3=%j02+M@t#Gr!%mH+wtG|x4S)eK0W{U
zen)B3#lwkR+T`()!y$c!9+V+y=^;p`w@{UEvftL?Q$`z$=QTwSC`{f=-?k5|rri|F
z_lZe;<VA17*Uu=(P#gCX>Wh%mk#dV<pD1O|&`N7}OIs<Kw*#oLAKU&qhz2F6(VVUF
zhop<1ZtnjW8{ll`v_~=OP?zZ{UiD;k*=A~n?o730Sleq-9o}#AobuqtJ(rU`)?H&7
z{7a#Ni0F0XyzL0WuA1Kr5Pls@PTk2pl((!z*lm0%F4eQ_Pi5++7wt!m6QqYd+6h;P
zLJcBR8PUCKZxr5IqZrD4R{h6Trp%jMcT<1sb11jD!fmUp+1lNoJMH%k9&_2@o%SlT
z>cmm(!?LvF9$@N*Yzf8p>1Xc`Z462^?Y@(FNyZ=6!w3Ek%aE_IB^Qxx=LZ+*zDqRl
z*>S^^5;Sv4_?a)Ws1Pz%(P=y0Zcp5CXp8Q_-A;F#mR}GLZCR2WyJDViT~(&&5jPrV
zPMMQ<W#h;RGcYl?-mEOD-ziclJ9#@RY$q!M`GAq#cJZuap~Kw1w9>B_*|PHuHeWK8
zwBlsL6Ju|=#K|u0*wXKSiWaN>wwbC*d(tPyBWx-=(jBQkMp~C0qmT1BV+xROMgPRF
z=8?LfhpPJukE=!h7h0$P=AG{`l|!PJ=_*c99%-Zi@n=fDe<a}Brb^Mo;ZU~4^)SN=
zkIedBN1NVMi@25bH%8^ev-b`TX|CO`PwF;TxmFU3Vz<^=vrlqdE1T|jtNk_cH*UK8
zapHK}XN4O_H@n+8DZZ21&$9D3Ket;s?!Vg&n8$a{$Ntu9+E<JT`gQ4le%tHe*85<S
zPGMQ+c$4oA{3pYj(Yg?WC2h*=i{PpUi_Yfz+&s&jURq4V&51zW%P-=Up0e&37C5w!
z%U$f@wxB;z@nGNWOupe&d>@!pdAK0*_?4*cWxZn8Bb&{y*tq}aml5o29=Gg$;b>82
zR%_J&<NEoN=3$%5v|9GML_JG8k(%00EZh)7Ih%p6tI$i^GY0R$z6+0#zoO+snlCI_
zYRox#&FQ@9JM}-6+dNEMs%kbwTi-bu4L8h?`VQ|MJ6|qWx2S$k*`wA*b}Dp}Vwa!V
zGt5VMYxY?g#hmoBRfO|p7TyZ)M6_kjV&bH1Gj6$XI|A1wXW@TZ*uONoQ0N_U!CSQ~
z=6<EMS;>L>yo-HOFQilTr|x8^%RVHS?Ry}8DI^QCDw<{W4$f|VUZ|Mqb|<JeDRbXo
zuykg^nGFx@qPq8MJbPrCk$L*V=J(%SJ8XpD`MXb1+P#n2`^Usq<BUFrs1zC<sIc?7
zGEdTtCSJXV`4eBH`$kFT?BP7##hLr^QmKX>TGhGtkNgQ?Q%9AhtO8oF{DSxc+eOc%
zdQy!FwaAudysBMA#%`;a8Zh&YSXSCPsa}tK!mxAN@yzZ@oyuo#16P91o>$?&IZ5oT
z)C!bk8F})wlzJI{qEl~O>;nfs`jie_OnqR8FQ7m7vg7@T32PG9oJk{{J-i(k+3Qku
zMD39{=IYYF3r_d78jtdnJ(j&|n19%=-5q|E_KiuVE(hN+A99AiWNJLe7=8$k@&F%t
zjy!Er$#cTnhXr%qqGwopja@=rOrqr4OYRce6=3%YV*CH9gus?BlAi*+FNPj)LY`x$
z&)MA;%T|cPZPL}M=OL%XpA8$hzGyKo-8V)Zt+22Pdh^1q`b1>x7~z9)M1~eQ$_p88
zShnf&`^9bj_9E{w!=@n2@!$`^I@~q%?!4uhol|}zz3Jy>_oD}*4!Cpsn)+!Moc7RS
zUGdu&Gkl6S9h01?c(QsWFr2%`!|ks2*d<uK&^OF0bNbU!WeIw34CRqDQy#bd$aYCw
zsOgRXSZck!ynI?5!x9Qp{3$_z<`CVzhopTF%}swpAe`K{eK&56gcD-##X=#*K>}4@
zpdcSuc$&Nb#0)JL6clX+zIe(&rv4tX<;PA!VG7HK{y<ER4fK~tsVBtjqo|#QnCsu(
zJOhL`qAoP^bu^LWoWvPgj}>INwsg3WCEo_6+v+56w2z@;2tYy=Q;+a<LfGrgew$JR
zcBQZ=|KvO%)IvK;)t@7z=jyLA{1$1?=4nbxR6jBi7#&GvSe+hcU8aanPJ=)4pr4}%
zfW@X>R^~9>=BYBvKy)QiyrIgWe}$7=4IL_^m!0ndY4;boCzb(02#|>}0(vCGwY~Z6
zdw?zy&SnE(sZVS*AXsTJrchQ#cZP)=I7v0u4~xkDHi%;QK*2ZQ1;9XQ-xMm!_3eHt
z8D8>O;#j^t5TCb<$FO%(Gh0v@<8;nPuxm(+?ljDI{K^|m?70qo_k^CFvk5m+(RsrI
z90!^t8Da^Qt3kDK-UJ$G@P<Xlc+-SJ$J3DESC!Ncg4%?wdg0k9-9fxqD-?R2teGW#
zLO_-y7~tL+ou1=zd}(s2YQ!P%=QzuLjlmk{YR%F5;Fx&*mI>G+&_8$ga>%sq=}9DE
z9#|XHRa;)+uAb1=o?|!PD=^4yCJ!wlZMWx8ZpsNTx>u-(Z#+PV)0z{i`qTO{<%k%+
z^oJOxSdd!Z1l39o*g<L6T5`pH&BQa$D$X&sjRU!BEM_NNEmYXm&OJ<C_%g~y`E;R5
zC&9&Ly2TX$h`%tuMp~hJvnzL4*(KOujpnycCkck%;sg4?&;W=wLT6_qNdbY?72=-}
zb|HAUljhb6a^|^d$q?orh2Q{|OrXAdQ}`NOG5s689O~Io1nosW_ZrHAfqC?)(s?=?
zBmQm@(Hr?;NPFqF5S$w|1tg<Hkgb)V@;vwWJoVKn2G4PcAz>gw5g)Sk{7u5huCR*r
z*|i|+6w!W=uC|02neFjfsFQ`!ZXok5#2F;J`I4lqgb|<ha7R|Ve&_<jBIpeVrcevB
zg9$!B`kL=52`CEX%Trw?<wCP13O}OyDn-y0COdn5nPKX%oL>Wqe(&J7goua{&ePKi
z+(#FoMOnapgs-~1?1jezZi^2zI0$)Aa}Ey_;>kzYbIhJOmP5WIg$DjbF15i_3El7+
z7UwY(+ew!DPU*AHfw9JhnWC5h0%c`ME|?PpX!`@VC{!KrR^BS3jFM#)Hp?>4g`Hwt
zC^N$xfDuA-x-u_|K6a9_!g@ObnWp*Es&oVu`qXb^AWkBnfzH<1z^T2V3Pc*T<ak+~
zUJ}~Fz<9d`HEx7$X^Yx=0_w6tJ$p;>1#Zg%{F;Z*OZ*BBEOkKvm-fEL$J@QfY*;n5
zv~LwnY2D&Yl~&-v&)*<HcS0}bAO>e}f-M8BEBZKKKd!G2<^2a%;iW;9{_yP}x7lSN
z4c0eYVuW9Ve~^K_u$=KKt@<yLwhV-~g6^M|I5n%N=oF*YJUHf`p5V6w?B)ccH9k-Z
zM7tn27ZyFSZkd`n12ZP@$2Eb~X9UEb+P4bQ2LbDRP$`6x<zcvxTE>yxM+9no0N%3j
zj7PSIx0UTT4&e>N2n5PsWnD~e?qvKJ1u74QJ+tga@%7$21wpjXiwg(Sl4;Xso<H6n
z;BEo5UZ@e`FOb5U#z?@!C7}SnrXstL=lE%D0>%0IYMClx<V3ZrBn^?pi<dcKFM`y1
z$l^h{Lyw?Osmx0QT(u$yn+Ks6k<W7|LM;-pCOuBC>O=IVL6fWSt`ot4S}(^S-Y8~K
zKW0=&`x;#iiApBagO|8lft@~pt!@!?(A$WR)r3MpA!hC`)ru#m%<#1a%{f-75rSOG
z(~n8ViyNc(DkN7tFppQ95msygUlxIEd(_Y{9thEuN-Ec^_I4rR=C%qRZ3z;jyv_nU
zatMH>>ia)@ALf0bzVApUiakl^@9tp^&mkEGa1}*Gq64xYgun%|eoP>Lm0SBEh^N#=
zO@j@8K`Wh5RMtLLKaZ@mN|sv*Ca}LiXTDC*Ysi&@*Jr?sT!_|}0jSNRUd~Yfg4U&2
z4sV2gN!H2j1JfCc4uohkpf!2LoQylG3GAAsu?>bk*IS^ND@<Yk0Eh2S%DlG$<wjNy
z51{Qf)0_p|CV|spfK5rwKRrP1eNx34d%#R<=OmLe;60*WP6bAp!c_uO^Tng*G3_X;
zQ;?T<XbYLx*L86vY68Xdw;Gx!$E-n{%5t!-aC)%;Q)L?Q@uvpyhn8qmT{T=VjLjgc
z9itHa;emEX>^zJq*Sa>3yn%rgh}Z@mnWJ@6hR7>0)3Sck9eawV!Wd^%xH>JZ0o3>r
z8ajougG}uc*+|z%a-ThWmLzB|^-Xw%M<c43KXTKX^@nUCAew{lfj#uK`8x?nR6eJ-
zKq>_HE;Klh?&$#xZ6M9Ue1u_S^uFf%Ge<zlJ2yvVg=6yEY~CLj!_t<Z!@s}{i$dQy
zAfTCr-(5Ke6+==3VO>mC0F2G2i0`e0xP$b4pJ4n8ix$}D!V?Hvu?KdYV|6!kIEOD#
z+83{{Agf@a_7rQik4_jz5+YZC1x`TDH(I9fqVgSjPwbrSLgRdCJ{T$*!WjnX{dPuF
ze}OOR^|tN+pa5I!36%x1)ui&p=xMqOKcO|hy^K^x5|9c4!Mm!O=+wa&GPB#H2CwaP
zF?6JsKVs{P<!ou9cVJd@bBh)LT>NRMNEZF|B((f%180BKiDr`Y2npz?^IMSAT6tK^
z4aOBupd#iNJbkr~6x;iT0u{d%PD>tCUIdxHgPq{uV(Zs1rX(n4<@OvFD_lUzmN|Y)
zOd}m!IqdTSL^ucFVD~kUYW7lVg6hwfBd<I)<mDsZg&}`02rs$>fXS~iLmBPdjO^Rk
zEdagAf<LD?EOTcdEEONBEE2jkKmfk@iA2AIIE~)?ol$Xn&*TG@e|`YGfB32_<Yl$U
zV1zf{TKM<bsEXn=9yp1jB{0@xSC&3|L7Y;5Mlon&f#OflV?Kkdt3cr*5UxiUSOd@g
znc>#{CDR&V><s51>I|i!5TcDk5w%BH^wJQ)ixql<XQ{Y2^D->>NE;90ebRSQcWr<?
zMnO&kgG1T#4IsDOLYPy!nFfU1b<Bha#{m8q>^7`ROH(cMB@~L_K0(ZD(6<PdZ~{de
zV3vU^?#ydfAa`_2AwK%$22>X}XJ%gW=SU&Q+@$d$j8*y%7@8H%VUqSw0SkwIa#=rt
z+!G|hpkwqT`zpXI9;E@fw45xkM3QjJo1njfT63xAL)GURQQfWdVi=ey?dyN?3uL~B
zn2kafbAmZvX0#I)T#nH_N{fM75&Chm;1-19A_DxxMd=f3Av_kJH7C^bReLV{aLk~k
z16ea9ScR|~_QMYRQUiZC#2`~)U1I)%3zMzLsb_FHfausn1p@-Hp*j$o?nk)Qgxc0X
z|NEblEWij5JnE(Uj!su4+YHt2G(V6yZ6tkj^PkgDD5^&<a|gMq?U?L>BwY-+`or<O
zuiMw7Eu5lkd|VMH@n=?mp@Z|)lQk-OK+92MH^EGK)d4*Ki!kQ#XjI@UU7(4CfiP3#
zU66i=OfguRc2NoL5jn`1VhrX&(lcE3_)Iu>7R95wP3!ZH`U6XRni%HLiU<eD(A^mm
z)dlT4vH+ex3ItPzoGF1+E7FODSu&p{E(ctMj9by)bblt$d=jS(v?K5o+?Bep5)!6&
z^UyD_>+Cc$3cHp@W;Ffc?RYw7m<l@(0!}pVPS43`+G{HTh^ShsEi_SXpM-KFEY4rG
z2>g+WKQO{JN{&q{eNc-+E>?Y)Yea2i0dHzR+FLLR`|mspr8dF#UFK7sdP@_BWcv`4
zS^8}$B9I3MSQf*~dARY0NFlVp*5F7Nq&0`)|3b8bc>l&(9nj6ekP#4=Lm5o4I6+Xf
zKjGlHZotW#*K&Z$E8pc4k9WHn2rW35fs9h|%4c_Uh`Go`@<J-UaD`U_o6IQ#i6}Mq
z2c|%Hfy(Fd1jmnMD)3NGXJ_;Fj!pqUJPTbr<Cf`PE8mRr_kN|TQ?hGgmGgya|0-UA
z1Q(<!`&+FqUV}WQm{@I+BdV$T@DIS5l}H-AxpR=jo~0b7h_B(rZotHzj*oE60<wJ)
zjA~~&u7I`;(9|3a$PBW|BDmSZds{)SC)5m0*0CZ#Bbr#rSIb~LyDlN$r&^CAuR(je
zz4Kah`S6V)N)iA4u>y6SMN$y$S&i+^jE=YEauUal2Fo3NTHnX>(%-9_I-V4LiRUL;
zlNQttx+KrWJs;~j=|l5pJH$qLX2Q>_5#>2*unz6qKlXKsNeNW7iz4?6yirjE_N!~#
z>kVa>woRR<NPk9#ykX8!&qhCiA&l-o;iZ+#;JB6<tnOl=)y{^G{iw1H;{UI~YL92K
zf5YF$gNM?diLws1DZi)`r59l*oxG(Ia(as;A{3SLX<JW9QYk8>m?9<RkmM9wQIcwj
zB4p%D+b}G{etkaIzxVaWbzk>&Uy%Z%sA?SHk&;h;3IBojvDDscOIq?k)ETv9djw4u
z2-w~DMC3VByV4|=VqkX31ABbxgW>J7efT6j(E*=rG2*2o26Vh$qumj>`QzCuiO&M&
z=R{)%H9ogQx#`ii-#Z)I23kB-!=PA*1qq*QQwX-9vC_5g`$~<bo-dhvd#x$Pa{tz^
zC%tdIn0ljZmvVW0x9t**YKs=<!noEATW{ySc#~e_pT%*`a9*T&MHFA$wyBzJ`(k00
z>q(`1{+Rd@X(qQhb)El)>ZJ;rbkW(0YbW*7M!dp&e_Rx=>00~VXZ&vBd({svk1x0N
zG45&{YF_=!V96c+IQ9j8@-EQ!;p!)?W~a?g8#i!u{Q8a$l?8|VkEz(~xUH9~yl3o%
z%spnVAat<j0<L<4@uWle=>5vcmZ79h+l^m`Q?2@bUT4Wt;XT^MMYnr-E>992{NdJw
zr8ZC2tqNM3cqk%%ua}dLjcHcfrOn9Y^K#)nJIB1%EjbJGUYm83_vtw8UgG(exTj`5
zb!MjM!+pa5_c^oQVP@qgYMrC@WcaKuUHspFURG^S^Yd1zpL}loC_jIL)u8V6kFF;q
zA&0gVuPo79w#avk5mez*QW(>dk$DS!X7Eop`IE}_wV^(T>DfQBE<E#WCOz9!kgw>e
ziIc={J$7JJ)?wE9B%2cGezAFe);;A=<mrd`<D8Hsrrm0Xj7^W_HP|K%y=64))BUq!
z=ygB>+gZCP^VaQtZ{6>o7VQdOr6k|1rBs)^g130k20i?MZuX_V;!5Y2-~GWx7XlX-
zQ0`SqZ+d8Dj@r=La!S@N;auwbncw@{=VAQRwS&v{M!r!kd1lY@urk-o|5)u7kYJgt
z9<qo@*nIA0t%5Z3&N=PUf6|bm^yrCzy-o|58zSo$*5`I4{9g12P0#J{#c^};?GNQR
z3v=8SI3GwK;-tR5Eh3fZxv9Gf<e2kO^P>lk`mT04n(LKm;-S`jEHh$ZZ<=P=y1<*2
z#fi&}_|po7=Pcr>Tj8Pmvh2j+%(jTDCdc-dJ3gDUEmsjPVVf0)|8MR#$?VUtw~LpS
z$+nMbX=|VE-unX0UQu<>u6cccIstcj;32cch?sFS>-NXE15;^rCO*E2_wThY<D9r`
zU+cG9?RUb1;H4Lr$MDUi0=~JYza)09C%2iz-?@5ZRD*h)xz^z!dBpdoZB@#>f3MW8
zpl>^+^w9r#A=X469@qY~G%DWm{v<yu?ZSZU{N5XXgnkkGmn*fL8Y=To2svcvMJveE
zIX`;m{rfFG$~RvRjpyAL@E6B8`VYEaAV&Q))U1H-(!8PK{pHYXZEw~ZcFP0EaK>ip
znY6)<$kxA>Q(|D?f2>$N&DgcN(WzBG&ZN4L8}WAc+rwFJO+vkO-Tc0#^bERMU%GH0
zI?K!2pgmCc7WxT!_x1kT|E82nl#|}POe`wlO>a|-Go~!oz0(ZaMd<8J_}#hcAF%aO
zs-FMT>>8sFvXBL7kGU2W$8esv7iDX<YGfv@kbZK_u|hU<+B^?IUabq;ANAnZkMiFg
z+Y1fW6rFw1XmqQpsKj9yGnU2ej-4x9`m)UD^D>8@Ip6o}Xh=4vEOt}B*prr1*R<TH
zgJ7^J-t_GSZ}UL&Kr3s)KPx*IEZKRv?n9Ze_Wlp&-i)^`ud_%pKL$Tm-i2SU+2FNw
z!{Ny3+r@{Y8*X>>!kZJ*N0SbCH260z-$~e<g#7Z6HJw=f{b;}I&h-ykPG!k<sDCKT
zKO&v5EJ~73c#WCK`4&*0<VgKS!<*l7oen&iVh!F`ZF@j+OWko`C0p6kbkaTB+Dq&4
zy?rU^o>pF3$%w$gU3=F@yVJ^zq=_^)_oHi$&b|@RqnJbWHqZ6iaQppA-+W-4>0aNA
zH%$17_`W_+yD#5ME_Beo;ii1)L8aRf>%}hv)#sTjPYItWLI)Mb!`}&&11AHrt&4Z;
zZf-1@v3ugU5gac*@cf!C+u3V<QBDc-B5#M+;*^&+W1lyru5!I|dZ2&xgydwagZBF}
z`uZ!lx9#P9y^9Mon&aW8=1-JAORf=)&hlG}>vU*R!M5)`7v{4r6|l~=U7j{$gsd@s
zrC%KQBes8!R`Q;}HCu0a)@fv`hZuzqtoha7yL1NmxNGU1F^QjkV!)_>0{t%4BIDbq
zMU|5D7C2zZ(e6bVD&zEu;^nrq_^AA^5e_ML7B|7BT1>n>(}aLm{desacUla%=4Or^
z*-r!pJgRJx3Mx?cwivSPDFU@)tZSXRvg4%LiEw*^&0q$X_)|@r(GNfU#`sdhG%0=^
zxZ(Z74-k7uE2^7MI|%S&Ofd=$O>jt;5L!Ij_*!*l2twJkQ1ZVrxF+3k0J`^%zAU^j
zp6<{eIl|Lfii2ACnY4w~%AbecuLK87A7e~08}-DfDptJ5N15Si3Pw;Z?~};~5m(2<
z)436Y^3ij%2(H%3ua%%tK&6sD6@?l=uO<=oMq+EYM2fD9Efjplo;*hmu}5HvTsO%g
zF1Rr|IrE8<>NzQ?V|tE9odFqCSJ_<;=n;i5HKC!d>e&R7@1V*qG__-qz>a~&%qVDC
z2*@W2U-}R`U|dd14DeQ~Km47+@Y1VqSwWD#5d$Dqq>6y;(8wtS^l}urmf$4(Qw_Wu
z=2g$h&xA^%Ww|@NY^Ve+mizYfN@bUjYB)1mSE@a)K>tppy@E6Uw?BhXa}e=}6YAh(
zm#to|slq%vh2l}zE6<OlQHt0v8t3}rnB*-|VX|W^_=;>VL{yv5>(@!zMV4f)j)<ct
z7Gu9EiQ5&-v@B99g?n+KNkrry-p2JedF{J?V--h;y?-=}-Xd54N%{PWX<#1>1fzV<
z`B<{w;aI#(3)oU*b>qNqMj@XDyG9`HcW)?#h_X3zsLV3?pU5op5liw|ja&r44E(~9
zpuJ$`lQoFLbSq)-T)~P6erX|`XyF^*hpDXjP-H5O#H1Vacz=8=G>#H@_K=0sxEP;@
z+N!Jt(MVj;tAOhmbwq*FxXrfd?dast;u&3xokMgdK-2DH+qP}nwrx$4i6(aPk8Rtw
zZCexDw)4&T&bjx#clUO0dQpqsbyYw0{K~h?jbymU(v*H&BhY|ajHY}3uLsnQXH3a6
zfp6mpmkg5giEzq4&=y~mS}6(OPlc11OZ);2KuymJ=}te1TIjycnoNAAYb6-ldoJ#_
zM|T%oe~t}2sR{#v`e_Z!jTvSXJym>;E38c+<I5hL!v?y}5b29E=@Z;SB4e$E<y2(6
z??`6z(m3WOU;+z?mDI0tqf=PD9HPYKLD`2SZpqzXC3)h~BZhP{^%Y#>fa^BYaBf(U
z8Yt#R!4?l9Vhm|Zxx}Pq1cmKaWeDm0CstpJWL4`pDecTfBgAjIR3}GAPHyaISMan>
z3N3WTz1yXEs$47SJZUCr98O81vbTi<-O^yl@M_6dvuu;Ycqu7Wm68hZNp&^ZLFKux
z&~T_Q-^I^?4Jo{EN}(@bqwGaIJ$92dF}QZ#(aQ>0lYn=Dupg9w#4`VBkoSM)YP8W5
zQOSw$#%nYrjC=T!-lAbgO9_{3wjY`TVBg)D6q}$vhOoiib{D48<tz_GvrK$SsmM88
zowQ02xV}OkNaJU)8WP0aN#=^$b)(TTsWF|FFT$A6N;|DV1I22mDQDKm=AAniE+(4M
zFpP&K8oeyUS+}#iwT3RZl40V=W6XvWvBuf3D&Y{D{drFp{eHfeDKarl<=A5w<NL@|
zlM%X#yLUzsfM#*rYKPW!JjBwvHQo0F75b)Qbh7*MabZY&|2Is22UO#@=t-{jir}Hy
zAEW>%)R_UvCF%9v%N>(0>6lRrm!5C_0Rw)p2MnUT#KQa6Auuv#Wm*r2UV)L}UjMTn
zqCAL7>U>xWmn#kbZ>7B1oA=A-Xg>V6%#WJobzJBzHgoixDm!Bqo_Y@>`BEhO<q|y!
zoAnT2Uk4KvLAZw6#pJ7X-2BYXxHDSIhjru^*ECAYRTq-woj7p(mFiGS(^_`ZCz_1l
zMNTOfWVnj>Q)r&HrYBI(9{dmIg`uK&u@-W6%ZRaiWwC#9tHR<3=V!*g0(9%+;4%u4
zHtc0Lk|=o$6U<H<;R2a88-l}aA>4bENW2!B>3+wVAop$tC~&brBYMJ8N0ukzQo@jO
zunl0QchBDkVUH_xADr}Z_NLB;T9hlu^kVwzMR>5vtOVvR9ii;Fd6R~yFv#z(!~}rl
z!eOw!;sS@x-1Om|*6y##Ub;_doZZ2o%PhT27M`Bg7PyXTQJ+6ip?46A3Gm0t92SBg
zY6G(V(-9)owWVHm0D#>Ao1C6-ga|!8s#acnHf07jvH+QIA#Z*$Th0lUMNC<hs2V{o
zu}IG*{g~q8T6xL@L*NnqNlNm5sP2Jp*82qHcgMY=z<bYy4Wpo{1Sp|V1LNP?SmPg5
z^HhcTNe&HSr4|`fx=ZCOEj(cHU`W~!bVGXhAaxC1NBvOdQV@4;v%<ar3YGg@WEM?r
zz>+`nq=K*~fU6~$;Wdn!Bgg_ewmAVRg}%&_nfTF6I)Y~<YTU*Xk8pntMYQ~kjDg{Y
zl>VEuEWjFL_I59@rk>03_AD_WZ&pPwi+x#y7h!lD=?Jq-Ux<+1IDwE2sNXDBa8??5
zm2Xs7n{j1()SBY#qRxF-swycTn>MS1xD?aV`9O-CN=kTO-6)&ok44p2tw0YhTxMyZ
zWh|fq#GGVI;`CyvUorS3AkYa0OO09iAO@5`E@GZ?#*;Qru~TItnrIL1?b_{h3?_VL
zaTu*mS%qn8OFg2sjD&oHbgj#s3@Cg_ZBIV1!EISzwn_-=mpK>j7U0aQ0-r~&3H&BN
z8ly^3c*B<@iLO4$Cs)&~xNBfp0BnQPaM37|o?J&s^K)yMIDSmmj{Kb~#wR0)FyKs5
zIU1qJ7|J}COv8>{x=mo(Og3-y)ccZ5e&xlD-~4g1FbjvfJ#(a!jkrmfMr>3cgM^rX
z4v<7;Dz+G^RLol6h1GOG8=A{Jt&IVw!`E7XYFMXj`{;&H%HOXf$J-OYM|X$5n?Y&{
zU$@wEJ_bC0LZG-u4gVWHyEz#6OE5l#KTwguH1)heaHZ{%CeY)?f&Z^e(cUo5ZqD^C
zv-%P4Y<=3{TMfqdvflP`6%`VwBIOmfdhI?#8u`h%BZZk>Gv$2^pvQwoO{ql=Gih&M
zf!^o>AdB?p76}s*vQ2&L-PpJ|aP8)i8*XoiYV*8$QEdqU)!de*_9yxtP7f7T(k;OY
zA%tICT|ZD@aE-F#imfTJ=$I41ExOMZ`J^K4w=Zn+b%FMwyfKI1u5RU=irx|o^9UZ5
z*klPeG1(pijPSXJs;NBJv#_yuR0#$I>Q!lb$Skq}g_A27zF+<gRTnz3_K)P9dzd0%
zzR09vnqf&|?gpM@;LKqyC|k51t#4S|n`d%5tcLGGJD{)z(0`{SeMDk?=O&eet|-$g
zLoj6iF9T@V_6SFgc5+zB?fu5yYezEkLd?rgNE%H*bd=Kjn#x*DSEZzs_YcN$ml!gw
zR=BPW<o6?zNj8bOClFZWV@=V<Ma|Mzj5O!imLPvN+1$5CnBw*y?TW_OK{d{@jsXWF
zB*-aBOhA`|M#tJ-(BS_@#@1sC3E1bVmKHiD$ulbi+qRG#QXCu7Ak$7F!!@3zipo6j
z%-<EjFb&jHEKWTz8Oa5;4hGV<f`>6aM?w&ys{wYbgK&gOZUXrTlG66(v!*up7}Wp@
zeEy>qzZD;;o5HVBq_puovWbKSVyuK#5~_TbFZ2O&5lZ4bqH^V{rm3kp{xXUrU<lGj
zHS~d|D7%ekC#Vx0q2=;)dn46Iolz#8Lprl9>h3f~3%g9%-?rc?=NqW~YKH}i?p)Mw
zuhtxMPeqwA4GE7`t2(p8*$2hm+AGPd)?NC`I3lN!c)F(mMW!s6h32+U#y(2alU6W>
z**(#Fm>}7q9{{<CE&Rwa#efbBA@>D6cF2Wd8X+NM?9NX5IYGSnS<FOm^Wa)3EKhRU
zh~{dJUA3V}NNxQhv1akGIyl35Hzx`;%huL|LjgNXO)4_$l9Tohbj_d!b{5k@f9TQ|
zAut$C^arZ+(54u3+%%>Ue7~2nVkz9bgv1M?*GOh;K-x+ck^+`;yoHJeU&~*zIav(W
zH?fJ@z>;aE#Ar#7;|+*8p9Q0A=zb<2n|kRT=}?%jyuyAN?^U8%i}>UzwqMSlru{wi
z$H$rzsRaX=$dnbU5&1Yv3>Z@bSW%Ra=rUezusde0bX8@W9-GQpRc1XR_S9@{L%KoX
zbO1jOYE&@eLp{)x)8(f0-pN6k0rogBflzPZFNupan*0w?@RTwAL%c7t7=pyV7Ue#K
z<X0MI8OKZRuxlePc06EbqIPajYwBIFYBH<ZaI~QWo(L0vLH0mK0L76=yP&jb3{*-|
zLe{g=EgzW^BrDdh5Wkw@08yq*Z9!Tw?-Fb^ZvHa3D??_0qqB0Ow(lTZ9b1#@*Irtk
z9=B`YKW#CHq|72>DkYKhoyduc`)!97@12$8wB<WfKo8)=%gnw{n{<ntR6acu(GH${
zX~`9d0A7>4w+BWL4HYEihaJqwDeYT&qTqzej|8ry!A`EeTXX3qg4RDkgom|~y%hwq
z)4O~vsNKd_?0Dq;DMUWijv!4E6iZ0FF-#%(9Uzt#&ky|w$1Ik*Y~nt&JDV1_pQ<@^
zdXPoMX!w{&<qS>A4bM8BhdBbTbcRe8jk2TNFcq=z-i$wqJB)GKl97KRB83l87vhHf
zNrlw#B$kkSd%eS`bo_h|TQVM^%2ty#a~;g@%X$i`bPGMas+`YDzz6}I@e}}>c2X~G
ziY>UbO>Lh2foc0EzUI5gGd?*(yaA*cj59gvMKtd)kolFFuuvii?i}Ri@0qw5634=_
z+33D}l1UR@l9yO2T`m8Gt>zsUCy?>i%^ukG<uA2l=T1(R98LRjSA=A4-=R~8m=c>|
zWT?heLl{v>rDnCmNqcfR=^;q=FiAFQY7|4lsDGM_qc{>`spAQz`ZKtPz7R20o7#6K
z!b*6U1W9aD1Dg7|c)I$S3p5G}Jyi~P5D%D=vMbh?;QvoJ1(G6eT%Z90QlS4&!YK<Q
zlYE+o8tUrDk0sVrF;4e<#}Edq<3(!4vQ>2fMPhhygs*MnS6iMq{xG0}M29#eE?hL3
z28N-z&9zDcxiw4{7@5*O4`hV@Qdyfs76qD&_#$@Juh;pS|0KtG)?<eMrRV0MYg-Yi
zgHSvU2~0RJp0Gy*$@rzhh$t}YGRK&6<ZbQ8E=ntq&YkkA7WXaRz1ZQUqAQ4WhSZR=
zi9qM3`x~AGJ3W|+(J!8<x9T<B=j-$B*SEW$<4*a=%ia&?0j~GtVrHWs{MV8%-+|fP
z@m%^2AH4!X_K&3P?Ibnq)kLClt;umMcN+&UhraY-6})zCz0ovhxR~k85}x^(Y=Gl0
z>$B47zaJ*_nWC9Ru)XZjqd%CtJ{qddug~|tS^Wg=CTYD^Qk1-$2(RWlv`9`|9?-mf
z7jHEee5V((_8y$Ybk!a%m50lp4?PC27Dj5SVD+D2dq<}j2?Tu&%k*EbUXUpPuG9?9
zv_bKCp(-SnKY+#I14l2Xa{lv;w+GBwMulVx#NX_;<%hrDlF-cfyEq@`hs(NeRWpQ3
zoQb!Ej9MUN(TXMpFb{Njm1~1^&cS}R1^SdHZ>xU;LD_9nxicVc07c_CZf5q|+s941
z=-5B!vu;u}Dc>oS<DMe{1cyX|Jj8wDw!sg73j{)EN0|D%S&(#9?T^qc5e;zk0m_Ex
z)5-&(-?d4Zb3?S7`?iO(&S^jd!RH8FrH~aeJPavjK+|9|t1;YoPK(>Pf({Y_v81~>
zkV|<UDYULh2W~uk;1ol`<)?}?zT}hlDAIICv+Tq_z#a-!!8jZ!-YKHqp6H?kXvK?e
zgrDiy&p@pm9fq{Y+qr0JlbBzJ6I}0o`8miC!NeBa3YgJZ7MZDW^FG~OrOUu4lO-t>
zZ73n{->*k0OW^jFIxytS3onD)F=oG^d@mLVZAz)U_<5#g(NZZuD1I>DUd~@|nO7C>
zZ%=@)C27-~2<-i!g5Y*d6*t{8pk^U=2tU=Zu!Cx+j!UG-*fCT)T1MrSx{#9|Z%cgZ
zcLa|x=dng4k5T581*lvXgbAtj<`k!W$VdneE_mnXM&(#pHwX0z*fi`_7dBE4I?TA8
z^f54C<=G9MU&U&`Gnv<B#9U}x$D`B*_?%gcdD-bV<oWMZ>Go{;wHOBpoFjFg^dfSp
zUrbDV=OxJWDyNkfU&4zD=GW+HpTjQ@X8TtL9#>bS_$rMAdU@KxKZ-aFam-CD_5*Ll
z0unt#H+)l7k>!wnKR;!!?bh%T3di>AH;splD&FOz)&?@AK{ubuC<p6d-M7;C7K?tS
zGgaZdUY9#Q$ZH7zuXxs3s#dcvoj)tMD7s5oqmO1+fKp?*`U&Q^N#|R<$owHsd&RJu
zC*%k!F!RVFbo|4EeqtP)IpR4z{#!CP0JC{525fik`#|WML4dlk-DoDh)u9!D4fIx2
z+zmNvh}gp!NNHiK2Fr%ARthzX$9J4B43A1*@zV%o>)HUkXdWH>khW%n{Q>74Zn*`K
zI6BrS3CaBW-5;BNC1U*Z0L+iSJXOZZQ%BqUnhtx_w^9K=@~+M8gK01vmE2jM3I8tB
z*z-dpz2at*h@Y$ajw5;Qx1F>DbxQnsW<FIg9{B5~KK-g_MPau8xqVpszKKKmODLZ@
zh}CXnywbG_8WI1|P;V1}Uk(u|@`?*Dl)aPxa{AYX7i0h0g*i&!jz&IS@-3aU;`Lt%
zn8bEtSgQ3*k+ZQ9PU!cBLDA(aBd$JfMN(Tzc;y4M372<)v&4aJa06j_4PIPzt@0Us
zG8|-JQvo#6^&O1TrCxv3aOr&CHvL;zq9$Vo{ObO+A(Lo@__;4(L+ArAWL0jq@Z4#g
zkE49S_Bw&p^^Pr7$MN<U+E@OE#&evA-D`4CXBML$8JFj2wdG(Rres83C4=h7hpNUc
z5vQMz;6|aa0GYuZLE>-srRV&L;JBN8e6Y@p0Y6U4-;!o@W4Eq|aD<N3IF@d=jEwa4
zQZ1goq2(!{=4+hz;@NnIG1fZ8V%~}s4?4Pj@yc?0?f^ssHiaY?1cRv15@=#K@c~I*
z;c~W0%titojJNSc{<ovf<reGi*GgP|siMWEAS5*t&80g|^W#RPm(=a0lGoHiPEOO&
z`jOn;LDBW2kq?U{cw3A|c_nzP)g}dIyqM~tmfcTIACJ_oG;3&cn>SD<HT<d`=$!Yz
z&Gz>sXlfLe6Cwy!WhXSkuQ+Xs@>g|Cx(2}8@fs2iA$<DKO&UIN7mubMTFp52FaNAe
zq?~syG6VKqz(2l>lLW{>&R->v<hM_BpK>r<)f6u}k)GzFLF3Uv-|r#d<t{rQuZu%A
zw=0DflIREXZsN*l-H*Tq4XFnW#GT6DCmblFC)oklu%n>+O$=&P7FSMAf>Ku}VhvEz
z?xiW*vzOwt+I38!<s9rnKkq4FU1Q<6X7L>9H9hcERRQr|!Kl=2UN^47O`=(r{UR~%
z!?9+E$aR)h$DqnXZlY7bu7turh6Nh^ZW%R!NXgYmk4lc_1zdwj2RI83P?#8>@NP*e
zwjFSeLZ;wY73!BQMw#pVdNK@JB$#{}I4N(iy3K~-$ixb2hT(Q0ruZc;yeYQzPCWn;
z``Z;nxn^ALU!~{lcaxOzuR0{{@F7=_fLkG4RQ&S}?*vpoe&Cjk@!Y1{e9cVSixpXy
zZ0C<LlwDth<G1pgw@+h}HhG$O?}1#MI`~-{%N5?EgkSCs@GT1R*QsY_<X&BCvAz}}
z#Cdt9h?0g0=G7<w*?s(dGxjexQl{Mp0r#+5LWe^PET*(vJuc(bxR~Bp7QHUi%|TJ}
z4B?~9n%%EqCENWq`z<+t?Jp0X>&OMQyV`#1XsutvF<MWH?}?1|NRN$ICBQkc1x*-m
zQyRFoc_+<U*V*fHabp%>InC7XsZ7x4Q*Q-LGI`F<zYYDrTZQJh+s&fGW>1spr|9^!
zDB@lEh{%~xjB)oO3V<#TH1V#ce=GPWbHr@0T1KccOUpN0v;RPbHouG;(3LIza52+F
zkJ)2Ntf7_Y!(h5848ps^TKrHM0Q+%)NSXyM0<+ku;g{Ji#$*?ucqMPH+83RNMRmaw
z`if4=^k3-KN5fW@96Xw1ZEJ?rG1;SU@~EL)F@>u?4guWTh844e7Pl-!lt^gabQ~ZF
z7<DK*a;Q73PB_ZA_vk4L5@k6e3*7m-(Y-RTb`ljK(NbG-i8sa#cLoA=iM|#&#8A!A
zJUW>VM052hClq`>A#S^-Y82{L?FuRn&7M61J+;+iX?heU13qM=VBZZb3&^f%)_4_i
zR<wc$*BPK=ua{=u2RINh*NmMgyS9U!6kJ%toC<hLq&e*F;)>Sk5$;HPCq=%&C-zYK
z_2<RdpZWvXG$RIJjGDy#nm}xan=~kzF>`YwVR`3r14mO>3OD|#mC}hCNJCwI`NCYF
zgM;VA5AdN~W{o(G0Y;?;08PR&Jz#56DU^1xe*6eg78Y@}Q%if)5qhR-0)29rO5jX<
zs8Gxb>O<hy18|0##E?`Y@O9p5EK`24DDIMtG@N>q-x|}~(nZN|k5mlw2m=$pe~jmI
zaxBu4PJ|FZe~lUpxWI1uNn+RZ*;Rq#XN;+X>pu_&EP!D-K3?HVluqa|fqW3jziVlR
zKk37d$%B3QuS4W~EETYFU|v8@7pPf(CJLQY@KAczy_1!F7Fb9o&?WG<8~f|h;1L=Y
zW|z0Cfe`u%rZLtf9Q@!XxbdCRypm!n2trvwp51wbghfXY9534x2P}#^T+T26R{w@{
zgg_ZOmlTU81dgM%c?ug9O*H-7+c!xstz&7ZFwoEqRP^0qi%#*B`m*~9B99a4rX2vf
zHLf7etrNt?b8D6Gl3Pe{+Z>BcTmQyE>$pB90LFSFC1NE;hzv<4j1O>6zLMivpUPSG
zon~Hr-XvK&240@T=X&0rp$hm&_XThsZ~tPD6fb?dKJ>(m%=PMF;;!lx!G^wg8LHfU
zOugTe%D;wF2*^w33lF|`&oaEgz8Ic%62`eG6y7_{@aesYnl`>^+dkincE-RO{xS8D
zxEzOt6;#i$9mw?k7I68l&1dZ#tyIjZA$Kxi6!d;_^pp68P%q;r<=8iq(9}@9951E3
zD(}avy~C|A^v0>l^`#LwE^SPSwNgpySM=KQROKh;Vw1o(N0)wwwflL2ae1r%`gZNW
zuUSL9X2`xgK7Z0Br$C=F`83m|)uFcZ@%bK>Oe+Tdie+R-Hl`+oeo%KH>C;*+GUQbP
zc=yp9>h<2;x3T8dMy~s!E4<<<kv3C>Gv7?Dou=-x7`yuGL+aqUkf))Nvb~zsFnUbA
z;<`&IVd|g(6Z(qP4CK7AB+`lPt1p3^`YJ&2x4rG9sroJsmR~y8o-OpSMDG=Lkr{`C
zJoPPfxDfK(#DYoZz)$-H87Osi*QpkqpB7~!8hORDHQ@Nj25YD94e~3MdZ0O@;yvZJ
zSG(ceEZ;@mUW;7oU>TJjNO$DZD42G@bH4Ws&h~-ZN5v1L4{-a^<(?&u5f>tFU+>L5
z14$Ni3?aOCMO7WQQAh87PoumBK@Hj-sQ|~mqz}6E;EVDYqta+3ps;JglKl49&_3J)
z_k13iC}S$#LA!z+kEg*mqVQYVu`b0C3(WIPU_&QpluW5E(7QeDR=I4a;%}IY#JWAu
zFJL85>I-i)2q14Cg@C&pSaoB&DCZ-0f`@}OGGHe#n4~&HR6W(Vx5v-PaDvXcQzG1(
zCp|d~eDQJmxOJs0Ieo7hQsuWjG@AV5pfQ5o*C*LWCy8?V1dzab1fkP@W$Vj(ri-!l
z%!+-O)pci^XaTQ_Ms(+U(oC>dVJXjwz-@21WoRv@-V**PBW^vICp1skdlFkiNH6bY
zvY{Yg7HUHu4+6k*b{|T*m&nn7tJ<s-OlGgQ8eFk5oiX|!qwf8h3`=OY(M=yCXaC_W
z%Z-p#lUQb6jQkn+3)40&T>1)Hh5xw_we3p64BTuNnZbwg>iTGkWd=63X;uUCAmW!X
z<*qo*eaftmSIa!`&PVCJNx!V=?l*1Wz7|nkpD5bA9(=^`RU~M-H-h`{Qpw&z5&xKJ
z=&1SIS8s>_bK)Dg!jt*u1xn&@g1a-QVXq_G$?V<luxfu*CZ+)Q(SzTe9axR&<IT)D
znMNi-HeB`5lc5?##-_jY&WOO*DhM2_+;G&Aftp&5WlMEL*1pHyxluIu?#FsW;DJ<^
zZ2qV3z|hjw2&A&dqy$15DA|_{cspzBuNQSOt+5UkIe}rgxJBSQnra<*F}@VgwUsdn
zKUTw-=ogvH4^H+r!?STZm^MvB6A`&0Qcr$%x_4BVr&qfWFXt^Yvczr)iIuG-1=l<b
zwwFE{2EEKZwNv(5Bd3@dejIiz$lEb4rI3?AC>BF*4XB%VdF9^U?a%vNvuAPSD)2=S
z0JAF-rDD$G?K0Wk#8Vv`cFFT+{~6`Qk5s;5f4I8Q9o72O=UP5fBwQDRU5V(015<eQ
zdZ+2zM@t2{ps|Rtp&)J5qO3u{rsZGYcKcY+=`}<-0SPDa<QmDs&&ODSCJJQ4U&BaQ
zgzDo_R;F3+w5u3QFrttl=qBqyQ`wscb`m#=`0J^zaj;T?%dKz<a%^1Q?^hZv>Xlc+
zm~MenWNqEq+`j!YdX1`@+|M%^jwHUc2GtVByQJSBb~<0fg}I?GR|{?^fusf)JL17E
zG}{INjb67?`4<`yg&l~CMd+F)e-K_<KbOVYrE}WxB)HHZ&G(wyro&t4sVxos(ZzAq
zmo$a?!^a2PCi%izSw|H^aj|<1vVt+eONp$vO(u%$!14tv<vZ!*kiEO~7;+Ya+%DO}
zo=x4bz*&GXTPP0VD`nF-D_IO{v>EQorNRf7iq>$0`5hZm596gPUW0;X%-_IW=Y+#h
z(-(`8M0`ss5mAIf)9Zbb*J|*Cc4vq&F+JLr;|zgSO8T!H>_RmJ3-$T7$R;ZBS7saw
z62>O0eF8<nlSQX~kDuoHtz@L1ThL91`2beBfORxBmh9d_D#sDmKsOJG<v^Kp_A$u#
z>N4JHqPc0=kw;cjQ&q+;C--!QvsjQG(P~1Y>s`R9ep!&w-aZK)7<1GW!h8@#Y7QFP
z*TY=ommKf*3&dYZ;$asa_goQ0aokob-mOh^t8t+<UTUfPH=xvTwAZyjY#aeg+h~+W
zF#3l!0KKbQIyK~Lp*eL%1}O|}3KPf`fQ2#$g)8rHku3)cqOAm=8kzc;S*5xzVR&pm
za+IhY^SIKd5q1cOBVpyBsDn*cM_JBNaO;jJM_zl5Z|uU~at?m0vt`gk8ZL?{ABi?h
z!GWcfz4g0C$R#=j|3#o6??2Jz+JTW(SEJXOYw}6b^9Dt*4H*y>eYto4_>DX-?l20^
zbw|%S6A1q?@*JL!Y+=wIRP1*>VAc{Uy3fWV;78w{U4lEOd)r2rCTO9P`F(vcZu1_(
zcf*7AtDixuE*8xRJjC0Vz}_w(a6yD*l94@0rf_L#{pgMu_AbWA0P#SFTbmnYP#~p0
zhpl5wkx1~*2D$YZu!z+P&7(q*fRqT$@n9UQ|0WGBw(GGBc+}}*TEv!z&KCf*80&Yo
z5aeHsl9d2=BPV2+_ImA|9kZP-GXiZi(5&^E;kF_rM&DLZiFCP|f+9x6&r7ADEf375
z`|Q;u*ztR1K8rrC*tRlMFtbZzM$OfHpbg#K9R;Td$Qgl|dGHORS+nbb@E_0Rj>@3m
zr%*Fnn%#hn-4)jM`thr;zPv5-8O7pOo0{!EgM<TQHFQSzs<UBM=GA3_J%7u8oTPT2
zCB;}EaU6fIag*34p>uHnz>R0sFX=wN#}(*WYILdeipH$Ah%G<<xRyeGu@e?{p9zJ!
zOCh2U9mu~KYH1(pVzK?8;aymyATA8$BAOuh2StahX0_p%$$bYCHb}?Rjk1MY#77%N
zNt$|I30>%<(Qh50$-&gMntNDWZs<^K1=00_5G0vyx{=gU)l~-hQbuov=%C+vwcSvp
zJ$t{a@}|U5!%l8pQ<i$lWr(zSvKG1@=2?cnYAEQ@-hTr^WdLV=6MU!uK6LrZ{*NYQ
z<fDAcJ3FxU3WUrgIrD9fC8cSFmevfr!4YZOHwT;00#SmT*Ix}o#SQGFR&&2=g`#vf
zY5V@oyuca_ThLsH-ErE4f33OXZd+F1x!i4+oa#;pb(VS0$m~QIJDaV`Uno<}4tO&f
z^zm1aEa?vxlh!edMtr*1ku7(O`tCrUY_bC9WXppwdpzFYX@*`@SF2BQaybp!lqv!+
zA4}x@s+!^rCR~&wYu6rVCKKO%wBkId&gBv^%QR^ViX2W{8C0U&!$E6$ogwu-{@Ka5
z*AJY6%4GG&^+5E&D!XvGj~hrxIp159;6Z>Vi`O2r1!H8OYc!1JcWuGtPksRmUS*En
zM54oc)GM*6V(VmiTj@#c@G~E=CKnHDI#-USvfDDyW6bEO_1G|p;ESM^^!dz_yA6Nh
zHxY3K#|MK=YZ2hrllzGZZ$>uO=M2D$59|{Rs)j0HmLOF7#Xa4;9VAZRboC-7=8TLi
z^<rMPuctg=5jL@W`K%-=-kM@78j_`Q@ZqgA1@@M8?bS2d{zZHqRjlN46g^B5EWM1R
z-%h<Xv6m^<l!gxO=c^7R@iO6`>)hW*xp`0YU(NhUuk%Gs=C+~waXCFZZ>%?E9TA+N
zHxnIwh`>cv;CR|Hq>IAea?xaRGhA(wFn@RGoFn*0)$`3{`gu*1Z+4C>ibb?jCa{Ss
zC@*XXCG@JZqj{jF4r>sf#dUlv&5AuOWh2eWdFy?Cc0nvbD_sGCxm|elH(-}e&?sSZ
zFB>9~yWgHJ$e>cRwPgH9Wy7F&%3Q5G#GCR4?Wr`Y@np73L)S{1lDN_oliKq-mPu^U
zi#DVD1sCq_4j<-V)!nCY2z<e5t;~z;R~Ze(3C8TkUn12EG+bv1?8xQv5LU<9JySM>
zSY#_yUxMbj!K6SjPv2~k;lx;gNldVKkL25ciMuRC<RPnHrH!$bVZE69DMT~^Q5AxH
zB-R6m?1a>B&ktz<&w%t$7w=H~uTs+gD@KC}cmK=ow}8<lN*-oou)F1~xl7Kb1-kwt
zZN%l;ylcmA>L@J8lHy&S!haO)HY!;!P?|%J@mq6R3C`M7s1x_B_geOn3mh{n?;PsY
z{xJ@86&g-+L1kzZ@&Ujb3JoRXM+f|`1k?lyHsPEUAV^<8>9bi6705&@0gatO79Stf
zpoH(0>fs-niLFBeMC&AUlp2UAzdOaaIj|I+CIpc_Fw-pc&ILuu_Ih(0RRXLv1B+1?
z7BNjAHTN+#?k#8r>-j0fsg6?pb^87;4?v;vQ7l()Lf&PX{Io_;K3`6M{@ejRc&wvi
z=bGY>WFLZvyG6UK?#|R@I$UC@YC5$0!t!i~mO_ko{<5XbTK4#ue!2pw1EQAodjeAy
zSXAaVIqXlC;YZS$HE85=AiH~%s&a?Sb%TxS(H;f7$EPNCai=LI<`z5t9~!kt<9m&W
zUkfo<q;AcV07n}~NXd`Owdi{b+aFi3>Idp`jgmPHPevNHc88f5z%S)kx{1RpSJ3rg
zmI_OoAcE$+-hXd?-Cs<`4d{0uW7}mJ9Pg57_p;H^>#B{w(i&7hV|AB6(vzc+LJYcr
zK&?l%{t~b&J@3g=G)TONUUd*uxp?SSh0%jrv;bhPpR!20)5T4ALZ*HYFN{DD_cG3(
zJNC8h0N24d!ix^l(m?N4G;KQsG6IebF@UFoFPuO<JSVFz*Xu3Br=0c1yT>EAyA|?f
ztABxn^u5Y$7zn54l_k7qeR;%R2!t(r?hVrzaIYPAlR+|RtwuU$d|yFnQT4zc8c_-H
z&R0SbJ7*+~D8d(3>Q|^{I4+IBEjEIcI>=auKIKyHN4?JP5|#ZC&*%NtZ;UpUU0P{1
zr)yI7qY2<OL;^KU$O)4;`^O0@6>k@&j>)994%PX|LEokpqv->iKJa9BVI;w=Dul-t
zQ{sxLfj{oeDmtJlrPSR)qOX_qZFd+&1V}ZcEc!7cx9J(xRWhUlpzh6dRX}1L^T`<E
zuBoo>LS5*lMY=|Up=S=Mu3?#7BY8)Wguv?Lp=z>)z42{yz^WYy&Fx`R{6X$n=V+H@
zz&9f`@pKI)|0b0|oLZ|mLR0;|l>Ub!VQi<4#Myz5l2L87@?BW`QwyOp(~rk}?}q6!
zRA_Q=m~cU)N5cGUZ%K%J><;-dN6%^MgFEMF|D3aPnD<QzbDeJydRzO0d`><_g7vfJ
zZ?sQ;U#I_p>AOU+&RmnuZIQ1CU2)I4#PMrD^>PS?>Kf#uA42)Z&C?zLD&<sxW(eoD
zi1w^+LK#;Zl3&JDT^QLg8<OiGH~DDP0<O+RC(%*Y8rskJhlyNwU~nM=yK%H>(ew+G
z?=j*vIW75(7PjVV&a!#q5#`dh2rRaULy)v~P{%C$G?}6a#>g(|)pM2rRR=qH?2l$_
zZR;0xqxz7(qmg9)r9zS|rQ3Zs{aWF7@UDMW%xz;+#$_?aDQC~<sp0MlVZyi!@;+qb
zMw6midTT~&(1|_GutBMqy*d*%OMj5HEuE{~H1Cy&@)W;Fsz%y|D3%6QwCr;OHh3Sa
zP0a!ueSEXc4ukmN8z{NF&PvPKU$rg1cOWgRqn4*uJkZsMfL7I%k_PID)6%sXI703g
zWW7-U4?0>=U!&#j{?~4)Uw^43d3>dKe{rhNbO()8WKD~W<@(w8YJMdGu8qXD=a8g2
z-d9)FP1;T#v-)0tdz)iy2B{Gr+<KKIZ^u{16;}K*gf)L0V3NESvM!nA!8qC&7i}Ae
zhl@u%b?d}<s@;ReEJ$3BkV`S{SF5==__n&Isf$8~*fan~&6tklYGl^2*|1<Kmz&#v
zyUayu(5+3X7JRD^C5fxq20aswQPsT#veI`5Zwl-T#Cw0O2t#?LGvZ+vuvB8=*I!)3
z_nV&l?UT*dyTNZAbnO$w`?vYFW{~3MJ~2O;wxOt-pi}^QZQnCn^D7k_=pr(f)BIFe
zF!2Kl>&x5YO*7RM8ZM9Q(L83p5iQ(ID2af9U~t`d6#e3m%bZMV4m-;s@hPJ@6oK4c
z;An8fc`nP|*6^ds$`guKgfYDhSx3jD{MCztAEq{tlh+M@GqGRYaXBDgV{n;O+>C8I
z!}kRJQ4_Q}yPK#~n@!IgCJ$X>SRy&^?L=0gZd$P1jNL5v7Z`)ePE5CrF~wmJ=I$c_
z0`t*oU^t_HzNlj>MxL|Lx!tsP0*ain<HhdvZ-|ft3^Wav^j*zd83(x>_B_~+wE1!>
zJbGsDC!E1#6lgqFaW2JxQu&}G->;e2JfBM>=r?Uz_DD99O=E8{GKTuRyFMz;CL!6-
zZIHp3gFt&&t|94C&?C|LCxsXm(*yP~#EMr*hf;K&zAbv{K!mnwu#}IqL8pexbgIen
ztG)gninW4Ku3ij6R7gv=YzBvOe9uFh;kDf<ny}0fyVi2D$SWe;nl@;Vlf8>lf?-l_
z%^^6V_KP{(a*3GnAy2|TkOVp4fFRNnO8La}l%LJuvu6Pc(1LT<xYZdnT<o%|)v2+)
zcl7W?cyp5SApE6Fw`Xd&M*p#1wXj3O+<kGN>Y;er#NaWzW+T}K;@G$Spq{rU-D)@=
zUtRfs)*-Su{*W(IzI`5x3~>FL_^i4gitbZkGL0$w`#oFWwB%K-gXNy<rJCQX41>HY
zxDI=$4t})a?0FeGo_|bRuGl%qkxm~LBG!h@N$%)B5%|`DOa9Q<XXztdjq+*;x2kux
zfjNO!%MlSBw>0GsfYGLuTU?|WW*%n6-*x;ggkX{hA6+u`Q2i4QQE)QcdMdHK(AyvI
z+rS^^xb;ZS-VWCCoiWE3_OphCY_M3PT9?o+pYhVcV~qX$RXOg3@H0;TGqzX7g5^n?
zgVwftK(}69ILHLW!AckZ6R@xnQr~HImotl73YD$r86d$2M^R<RxjcD5>)RB8j)($=
zN!)(ZdQwo`ak480vHz%hc2q_v@l*rRn%~FUC`=q$E^wV}LXyIjF3IUp&))i?Rri%B
z@u)O=8Xp>?=Rd{8p<IT`-KKb))8A!IT1{%f{$dzArRU+W|KaBuCGowwtY8(!t=HAQ
z<g4$|bmsGVu$Jbta3(0{m6n{3$J>Zo{UguC-Doy@+^)J31^()=dHrMF$x?FY^SWk?
zSgaVkHI>To>_Z5V-X84{UzoZ65L`j67&-d$_x5B;Jhb(Y_G+B@O!inD07U>3nJ9Y2
z{83}ilYS@ARZn{<t*JHgaaPbF{aOl*!pG5Md@Z4Ddv&}JG93!>uYIkE_LKQrYHe5C
ztq$dT$)_~dlB`OFPI6dH>ewvFBc9)QWY%l0GxrlIMc^~Fu~8w=cTCCnoJo^t*Vz>G
zvqYWc9}4~9w#=RHn|xrY`rb7117=u#ssLh`;2#LH%IuMsq~>Sg260@bD89EPFx4V`
zZ@@tmmUVrK4=tH%$aRjA4%v$@_@~1-3S9q~bbl*D+2$M|+9hcxt6aaFA-6sYw-G_f
z9t!h^;8+T`jNk+N2et($cDBBZ*-t350$Rx~RRGz^uI{eaJq%ItsbDZUkm0zI9!-Bi
z6Qgu7EIQdi9R4`?SK{HwohvOt`~{fb$8b>un>O}JP#U!E5ZDIpEzs@EVRC4Sy#PpS
zbt}t+b9J{Q-#6rlAHg4wyYmMzcj(XYNxq6c9m2M=C<5Bt(mHyExz>^COHJ4U>VDa}
zn+G!QoJekcXxT&Jo)??Jdk(^K2?7@z(-w(k<1RXf5BRlu@B~!yqEHvPtNx278kj?J
z<nvcqJ-2<@f+thw-8FGKat0ES8Kig~_Y%AGYY`#gGL|PSjr^$G{P)PP3lQO}-Og9w
zt+Ul>Zyz|d%kRI^6KWl#7FE^C({>@%Hqx5UmjvGDWwA?uTU^|&EP1pm&@ka7?&UIZ
z#+diMk3!f^npuGx<KIq8Tg$iR#_CWlQ}tW7NZziR1P1p);xNsp0}w>p7ZRHULx51u
zi898DusSpZ2youBCK`)z`n)zP)9(W%q(U-cY3jS;(aW}a9IdD+4$imijOVKuK|xIK
z)bNV}^%n9mSch<-^~cBQ%xK~K0b4{LUG!!vVg5@G_yr2SZ=UV*)W}Y?z*wLMqI&l-
zaF^(K2hD)lN{4U?SCH}`1nbdt-bVx}GAlWP`5`o}Zs1v44+x86*K`bmmAG<AM8%jY
zi<EzUO@u73Ac-JTPL3a2$j+sbWY;Q_X1#lm*iLuE*wV{e^U{Gb4nE$7usQV>>)(M}
z8h}<_?!HbO8)$L!UvjPY{}5K<gZvIwadW#PyA!NRCriKc8LINz*puvIaf!1dg7;8V
zk;N3M`xtBdj|kHQkK%vsnHH%+efzO||A4+DKiadJR+jGPPiZSLFPr@{lkAc<D11Jv
zq1gf{nkvW^SW~{sh+mzC;L#ZyzEpREiBE&2f}Wrad=T`7HxQaGduUjMs3q|0G0+{1
z6?v0XgDCo?nb3}0P(}u$R`!7-q8K6!GHCT>YXVgi7F4aNYqw=OCyTs@r+ZkyY8*mB
zR!xbs+i5zBr`V@qq)w2-<FLdQp11|(^b&WqTX;Mk`L}HFEWGI13P`+2pg6A7{#3xr
z3rG`vMgxCM;czu02^vK56Sp<Az$?t(Nk-!Epb?y(o0D85lC=-j)|Ny5)?H8A$y)cZ
za_3L`)-MhG6Zx?c<m-{Rxn`(XkMHWlvU`=BUK^zDYSWgH)aLsuK)3U6s|G`x!l{jz
z?pDEVM5RNBXw@hdnS=$X`#FLg^<`pFAn&73O9qw;%@iK`5FSq*v_X}b$OBV}BqZK}
z(MDg@MAB=fyBW~O@;C12@xfPb%fM)Q1Bxz^vxy=D12Xh9@Nt^zO$Z~R%RGmNOE`@T
zX`lMtceDGC!LR#6X_+|rxyeVI#WQw3`VL*u8Alo%uiF%^v1>-Zgs=z!;@ApCK;&JR
zO>0}F1+TQ7W5hl}fJeV~FDSG#EBLfrbr5aS02Aw?PYFJsAqm437=V&5!q10wof$dy
zu0-=Crer@8YNC?kaGyCo`~66Gs`>NBN=p3i6j6x>E1zzyA>^RF)zMZ%-=-Ok@lrE$
z2TatK%t}CK9-QutaH)4}X*bA*PB>D4C~}MRw9S{f?(G~A-4kAxG375Y=?4KCTbhl$
zZ4_fMlI5Tk2>Gj#*C`G;wwW0Rk{cK0vRoWp;HH&MR#bUq1%Muw2?jLolW0ju)gZEY
zL5P=Z_`!NJXV&Qvf>0G828d@$nlSEyg42|iOhnjO!q9jfe^ZHu^<ydU)%936x$Vii
za>HeS^t%EQ^#P4yNhE$=aoe4|&<%BDn&}Jr*mazc8QFeOFry5MvpwgM4PKud^Cu$I
zK7{mBM;J-s&;yF+IxFGRM;$yzt;x1fZ(kJN0ROs!juq_G4rhTTdX~G=BnF=VY2e1%
z%v)Ga1(PRXw2;<Fh0Y>DJR7jg{+ed0z+?;1TLWpFz*fNDf$>_=;|q~>N(a$43l4Qn
zEW~K;8z3PqyEI=Ga91v91GEdCtX<-{yFukhw|$3v52yy%HKY48grc?#zA7|j%KrTO
zDK{4OxbNcPyM&XonX>_XESGgi1NYIOS?AFZw=u68p2qGwMtMWW>ZS|xU?XJwlQfY1
zPipL)HC_wWBp7-W`xe2r!li?|3)i!VUlRT909NQ2o*Jemq?oI7qjv$~$}%c1PlXs)
zagLy1|AXXBd9xts-cN>4v9PU;rs2a*@F|1VikHiIhk&I5TZcX^_w>s{C+K^dKWjU~
zWFsqm@Fez4F(UYM4rhBG(=Sy5=h<_ui=sq`o=eiq?$l!|aN$%<P&1Kam#w30b+<7Y
zMd8fMjSRLxyqHi}FE^j&*=Qd#fk}+uTkp_Q9_sf1zM;&NIE(Y|?>~qvjlfaTt*>Wt
z(bMo5Df^)n{U3~itxS!s@{vKp-5*I4Qn>=(7;>HzCalKiBA>4`nTguR%M&s`t3uZY
z$Tv?`nW|I_KahNvyO4D4{jlF-Zz<SMgqz34HqcJ$ysQi3@Ux-U93~mb@%;BF38*&b
zTi|?E*v>0~`#T_0Y(b^=uJNFmjEA{d;DkLG(9Q4a6|cPDL9dGT{(_u)&bE0}eYS$o
z6h8iopb^I~$CIN<dI&w)V59}Nap?GFg7Oy9NE}swJx>3x?7p><G5jgTFGhtFo8KOC
z>9LNitT!m5%vjF`b{o{>y3Jp|Hv>gz*(&07K92wla|ZB;yiJHl9PMNcl8x|}E>2F2
z(-nUTdB!aZ9s_*I5M6vJ=$e@>ZK$|Th2JkBgu7LAm8-K6Vu#}e!-~Y9(=Uy4R!u>F
zv)1+-+O3@$8a-m7+zB@mL4TK=mU4ibN#!gRAvf_n)l=Rv|45M`EEXh{RgMAyMvp{#
zGcqglzvFOdg&w_-H@?~|5@VryqX{R10$J9DhyK<(vQKfe)k}$ZExC}p5B9D<`~d%-
z##bPqlV7VkK>x9z{+*c^O&OW~?f)i<`M-){`LCi_|8Er3|K3a7hLNaJ8VE>J=KnS1
zGBGkUGRb*(ur2NU{6t|Itawl-G0AE#P((Dqv69NFrBsz;p^1>ox?0G!pcIgyn^Jp~
zP)%^CiV!buWc;~oi1Dd<xOy19$=cz5@tEyC`F6Z<_S!r-;Pcp3++|7wf`d2!{LSby
zQu)zn{wcZiD|oy+M0oOp#Edq!jHnq?LXQ$QDTNw<qQFxu^?)gfBNx{@22R<b7I0oO
zPXmW@dh)rO8}1N#OaD4k&`ebZQ;sdJbp)_GmHB_3yG%oeURnf4-F6P4_4v?4A`I0c
z+K-xwqKhUs*7}^%clfB&l2cWemYSMO?|ImM(T584s~lNQuzKyp>Kk)MR{O+u5xDK9
zD=PV=j<OC9aR7YMkRWDPyPDVr+f0?6LQ53&R65mq93ABjE`lh>uwuq@KUZPKYqEEG
z-zWvSiF_&c!gpf{3(S9K`(3yV>8st(Eqd9Uxg0&T_!#5|?4Tyrpw3e}s+;oTBO-tc
z=r$-LU>h=a#rv`5YYRoyJzj0z9OrV#v-1EXU-SSto(pO(AsW9TP%A_)47wW{1w8lU
zcVgpOq&;R;y}V{}nN@sTZx&<mxn*}^(eJ?{%GOBPmbHY9J55KccGh>&pu5BVhC3q@
z&U93LQuKZYX<ByEMj-!?#XsIs|8>+1BT27y8@wva9w8>CCg@@I<~y)NbYdKrKJOO>
zhDhD8_(yrtqQm!w-7iypn(HB2gTi8M-7T5yI3XMQ?N1VdDp=?dIe12IE2D&UEJl>P
z;}jWYNN&k{trFn70Ut4g7_klZiTX$rj6V>NOQ%gq(8C3Hd?Fv<hf9S_vS)$V53V}@
zy+hYVC7hW(_$8tx#;<CLdaOvsA0VZkw}oSSS0W9m<!l`Jitqi2H@t7;PXdcx3`Cf`
zHZ4E$hrtnE9+O^Z5KPESFpV2xbESGIaAX7v{WKY!xO_r8P#W}yL}=TemMrh-Mg)bU
zti*KQY#X1%5_YE^J_t6#dv{k+9BG#Rzzaww%%hy{=>tO42YXxMOx5~^WoK#WP9UH-
zrwc(%D=_MOvgk?N+XC_HNL`ro;xmZoS-VgC{XwM9HP=BAvQ7tD-o>>1!DwJhB&_L&
z_Kz|AsBgV=MR8hiI6h)Qb>&wy8+^W#+spt+D$_Ub(Bi}4kOh|o-ahm<9nM&zs5v|q
zTS%irogtON@^2(9(>xBWPb)0~H*<ux^N?p)UWWanl1Y2WGhM1?mmjgmXil#60tUz)
z@g89G7h#I=La=2aljTVsSbeh0n7-$m$8HI%@8*-g(~$Mfy9ytU(@G{$F)ED1uu!Js
zfW-_=sou6=Y31^Aqpc!X{kVzhPBK|u3_UtDLu@hgpf>uX;AM>brrfA`sRq%F<RDyh
zWHkpUDTDmE4WK#s*J&7I0xE;ip<OV7f>}55P*XAo5EbI%7Gjqi28TXb@*6hXBE~q_
zRwl|nX;&`jZkU6}SQ1YVFq2)K;d<DGxmm<SDZ3?#V!)%5(m_&dP)tKY4-~<JCacUG
zWFUXRw@i8!N<;&EcFQHCj@o33S0=0x+|YMK0^T+EZ1oc6V6cl4EtI;H^;9+tC;W7o
z2JJfNVPdn!j(wP*!)8<rsuR&jwW7JoYuk$8KetZ+#A&C#c?`it!^DUtpoT#>A;OQ0
zUHofJRoLB8<3Kp(q-GIHr3$cb_hFJ(pd@PpAqNGKy`%k5pLW1r7LVRU`7!oNnYck1
z(4ip3VZR)3<*_8R0Mtq+u!9A~`>Od?%}D6l9O9<o%y0<`1yXo5yoXzm9*$Ts1tj@h
zcp#$?S4V?=oABg!!g!=S^%w<Tz%jN7e=MkH*A5l&Ub(aTo?P>4{P+8-#jA;&>QpNZ
zgLR2?B9EPNBP#oTbmD>dG_(p4K#t0Jq|j&R$K}_!gb3LGLG0%nlRB*3(X9Z#-Y1DG
z8b8?oqTT08qR?3X8-GpBSj22wsBZH$lq<tz4fv!FOhRCo3et2fH=O*#4dI<P7F>gd
zzuE-ado~L?v^DCHdBu{!{aB0pm?z%BU~@#4(tJW)6MLyO#dmBF-&wPAF?)F40Nwxk
zOKH~>rQbHn$&LIzkcvUt9j#8>L2v$2o5zI$BoUi{4m>jbCKw&@e0OvY7`f_?RxX3&
z1zJXv0za%&v;XI>Otok8#|WbIuFim)dFA_<;G1(K^gj=o@wB!JvrKZEbmj%wD#vmq
zTfX4n`-FRGZQ2R+bzd=oEMpmTX@ABVOgsw2NDPJcfNc>Gib273gC@}1-LK;XJ+V99
z^c$zE3e-d1h~7GS7#czQru*l+x;_!Fldh$9FOQ*LJ)6RqT9YwHZT*9Dgfs0@zCJNq
z!#+61N}PqJg$}|gcyX7~Ml7;Tre{CoSn^b3(=bm+>H8}`pqy0?w~T=nB|IQCjRgi9
zBJYKw5tUFg-!re3<d*jg-xL`iAT`avy_t9rKsV>ImX*+L37U985C5v8p2EU8W1^o^
z>n+NOz-FL^ZxhU)QELt2>6)%h0re})hK!3C{7e5^xl@s(><;-lDC))RlH^qv(0OAl
zFhh~NIGA5WMxcarNEIxE0`NbsYw&R!C0}6g7E`g7T#W+mX~ojUI8>0(kr$OC&>k}a
zyTZ#3ysfmZERoAgfa^XN>5L>xkyiSCy_~TC4>DVdaa2-M0!lN;)_bTs2c_4olLy4M
z%A?ggto6CZ5r;>9Yfb^zDtaCeN0-Rc!L8sCA0veHGdcKofPM-oD35hsxa*8@O!=t1
z<d&|E6^NxU;&8yN$b;}4jm*)}qk(Q(LR|KF%ob@`JI;7Keh&gn`MiDwm~ho#<n>Dj
zG{MsH_Fxh)s_Zt&v%rNaS40xUCn%we7i?(N!@-8d7+{N)Z^87xY^wW<(Y%<;SRy4>
zJn}Vvv*bY5(duc(<~BrdIQG<bw>jkk^;RD8^6<;L1Qq|1q;qNazJS{wZO8G4lyH2M
z9Q9H_{l@kIJIpp~`m+XcpU-SORhh4rYK;9tbkm4r>mXfvPxQ+EB|xB~FwK5T_vYxm
zN}q-=(CF?f1!mz2E#GyhhVVq{%r1?$Fc5LNMf$;$W35aptcXy2{%~urK{!!^^V-RU
z7Ghr>BKs3vFqHLGrv2?=E1CVEEd4@-hAm==s^Zp+;Qj4Q9A<gnakU;ERvV@-w%g`D
zQ_H9;Fcpoz<hNb0LR>c;*+^ou{XYOUK*_%q#$f&XAzJ9!gr@r|)*Y1sgR##fP7G00
zKHaiDsgv!r+S|D2BX1{kyC8qju~<QW?;*<!SRSksR#oV5{Zhm-r#!IYx|!|XYNHR6
z;&~x<1s*%oC3POoZ%_M{PNkPT>mNn!P9S?V-Z)sRFBB;k9`!Fcv0fP}sko_}K40|C
zcC{`u{OxJ`A2!;}KBj?jlU2G)?+SBvtSw6mJUVNR8O_RvK%OJxub9sRYFqL=3Qu=N
zOb=E%Ry1|??RorZkr`O6>`+qB)vu&g<{#Hvl-{-Omn{wfQ-*L;wLLNSmOHVuUzQWx
zBEvR)&k5avvKJYPak2Y;mRx%K>x+^4-<{Rqx-Sn4YX@Hh<(;`}&#s;S8~Ebcm7A`g
zuPE8x*}ODx{d(t2rq;mo2PIXFQ86)-Wm2boJ1@Sl-go+AVPT=ncuB2mVQFyMva$Y;
z&`)bhnS)6GOBqTPO;#(`AKxjzJTy}{*uCIr(V`VU{^6+OSXuVz1@`eXFPt69B37Sh
zT?T~Jj0~?+6|V93A3SkQy3!rqMKXXXUds?T=b?hnC!W_>)Q5Q|Io$AGGRLUh`u*ys
zxbaDh=r?0~DKW9{C2{AQ#mVBa>U(O_qfdH7SZ-}~Pliq2TW}jIdLS3~XWTJGd{KC>
z@)XQspR$1DqX~I>94r?bkbv0G&(M~9g`dp|RARypi@E;BM5j!O#2qBGykPNu#Xj+D
zr5H36U>hr!{G}c_zmOXEoIZtH-}Nm?z1&dM!e1|azxBnns{3hge=BJiw`;_w&^L?^
z56dFcK@CCCBz}Q&o}?Sn7=-absq}O9m9l|EcmCsi={x`rq63gtOFGEsj;E8qiYsd{
zNap9MON;{iQ(h0A?Bf`*i7b-RqZV<pR6XXW_&r6_@i@9*-hbYMG((@nBIo1IU%sRT
z<_F?l2PZeK@W;xvlkS}t6^nL_ZeaeqN{h|r6W(vs0E^^{Ha`f1up%5$3o&Uj9}AYn
zQ$tcxIp2J!oi-^TxdC%B^*MUW={)q^_>~~Q<7}2|K|)NiE@lXPak})tl5kdZD97or
z(~IoWxG!hJ>Z_Nl(t{?K)7Mdl5A0EWoDeVffR$gCf5P{CGQv`VC}s}3qPAD0^I!2T
zPLFmboEP9FbGc|AoIgxdN#i?`Hw%e1L}^HxnkR;XNWcGD|GwQH+(_A}op<$fC`WQk
z=Bb};;P*Na(cI5Vh=k6+Vj8cxm$ngOPnB185UhF-8-Tx&LkM#}BSmA)V|;$>-bR+!
zlG25sE+ZYH(K>yw4RT#wM2YmHUlBLS3DDHn1T?c5tmpx|LEQ=9`xJoGhWb0e6K#}z
z3zSuNo+QYtv_n8@jUIVdY@=z3(9k~&GF(@{I$07S&=$2aP8gz0tg$vj*~fInh9f0o
zJ0PnC09^o3kso@p5$Vjm8OH)wE@oDz=w`JI-pcHHT|wB@H9D=l(oWfsr+*7nG0F`Q
zM3K@Fo0AB>E5Tsa>HXKnn3SfDeZh1_8|aI^*rQD(HlgDS^&`o#5n`rOa5qtHRyS~G
zo;(rX3_aKcXJ>G1L52A(!sYO!yAbCI`hmzcVKTs31@^%<OpKx%cxa8mcU-J$4aQE@
znaWruD$b#L#u%0oOE6sl$(M@7!xR}-nf5^5=F00C@#{zT&EWke(w}$HtB?3IM>jQ!
zDO&tjnPEuwyO{JXv=NKpR+rEK!e4@s-fCP{a|il7^tFjX3uiZSFp)USD^$`n#9ISB
zC}+TC0JHXua?pFL3x+x{#lY#hr=a7Dh=A5A;qw}q5y3w5ShuJ6Fn*43E)B_{*9XB`
z3VZ>p)G+f?+a&p4(|M>+8d!anC?|@lR@C9>a!7-bKL02LAMYrTxdum%hvp3!fKiwG
z<9`{n<ya4x*qxK~w&;Pkl>s^iyOKJKEV6WY1!y=69-Jjx>X<L1Vm%`nSA$3*HzB`H
z`j=U_|2%{K7OWiM)(w!ajzB6{I`usZxQFsPr5r)}4x05)l+jk9w3cv|*fQx8<op-^
z7a3X(QvB9QtSq#EI)t5LfT89UTcp!H;A^Q}-JXNtDw8N)Swy@J>j#!(y07|`j5o0&
zh`y<;BoF!U!ry!bZj&rmNoUt68Ma1qShngh*60GpF&!TD!jM<$_W?EU%ml^m>W};i
zdN1yIk_@$e2h;NwFu%2OY{Bia>y-2Lpt0m(PSFNjSr@97(S_wf{b4Y6qfVu|FIDmt
z(L59F$0jU?v887mLk>yFI|UIJ3ERKcflon6%M6oYC@Jd|n#tf+MatqoL0Xew>JWvy
zO~McS;}Gz`yZ#K1E=tYCHIglgb(ehsmDX2xK@)NYwBMpyV!<iN<a?m6HFtmwzqJ7~
z?t)hU6_RN7Z#srsHcsbPRk*{#p>KQw?xU$k;G(%zUBE?U7w^`_<DlPbs9F^A8N($6
zc?TYr)UO7odI7a<YB_Ey8GNyhp*y_VqVu7xz%2}`0U}M17-r*nkz%fB{46C)n}IQf
z{BHvyBf=t)Q;b32slPIgO~C|V*q_1MYt&3#S`L;r%Y}2VLrZs{%e?5P<(<HRNqD;G
zn#GJgbB-*k!qI`KHjrP#&bns<<-ogDVlx;KLUY8i$rU<Te<+6N*{ML76i6CHdYiOt
zIS3CTul=_N;{+b9<PH8JOR)%KP6n8>dBVR?uJN>hyQ>79P?f+LO5Gdq%@6SCbv}N5
zUbNLHPzwh}EYTXb(5$~;hGB$?Stv|w6E?6iQM7-g1~?WX78>Eby+&32S8MN($btXp
z1nNd7RIhxR$ZSPnJb8dUoh16#LB=+;w5JguvM3K{2%$+iL9{CMq&G!5QORGl1AWgQ
z302vk56x5aEu%htf$Tz&ul84Nkn%!VGP|(0c6AvT9^4cSHV0flAteFSFyX4N)pu66
z6`52QhZP=JpdQwwp*Ki(ArVYCewso!*#sD^&~K`o*Z;CkKAo+tE~RvBl|#^dkA_9y
zt(WK=wB7F@C_{$-Bm_%F!Gz<VfRjbgz6~s_OmUoWX$f+j2YjBh0d*n`xqlm-R=rOA
zsfunXd;ENsT&=}=!G^VPyVq_ytcp+Np=4i1TpfTXvbn!|AA{f&cUK<@wTG5&pkW;#
ztZottltpg~bU^~4%yyKQ5Y%5C-w0gB26|_o$wO@CC_V5Q2R<RRq#{b8P+>GJ3$X$@
zTtGEt<C^Yn5dH#AP^blr5)UO`(K%(eMhIPpcZR9FgaU^tdfxw-2uKYjPLOB8SPp|_
z!2Xaj1z@_M8wKe6hwqu#V7$xHQ?%^UASM$GX$I4msp~X)djq8q_bwL2Iu^zqg-aGE
z-IXP>M&YNWStywWqJ_}cQ)rH*XQ<aD^>7U9&m^cvosJuAq=elNhT}<rR6=){ioyu_
zV9Ol5SLeJiKl~$F#dg^Q%?_unQB{f;fgT<61_*QS%o>oU1@N!*u_@`&A^2zeblB<O
z?Yv!k9e3*zTjHB}#w_FPJgB+IhznzFy(OCe1cv?`6-k5i*9pu&W00K#kys@pK(nbh
zy4~}g5)nxKe5}PM(7Zh&VT9n$ARUec>5D81e^~v94*T#GEaw@I5=5Plh#hSE0e($|
zs>7fM^1_sBb-Gg=O5!H{otC#~&pAy7(#q1GRi*3xU;*xKFQYQ$vqEf3DQ31N+M+on
zIQ9)*K4%>^hph7hAck~Feq|LF^78Xn<jnICNy50M9{~1`6Y~@FpoNmmq4+L>6?24v
z4f+ior6?$WC4xO0YQ90geKCS2gwCBH>+J6Tf_gem4tPI~oXR7A!s=k4T{o}+a9Hn$
zYb5?cszmb~&-@J6U7>mt2;&5t&lp2phkcC&H`$>se4zM2OVhxxACC1N-Ejxq5(=KQ
zg(<D=pQMQXqq8Up4v`)tW>_7vMeYZ=(PRR781P;s=LZv4QT?&lCT{IzI!2$vD*TC&
z(s+rMnuor;hn}{esNeTe;G!EaXoK*BqPNKC!;&VT!1tgrC}lnitgaGfG$9f|S>Y0z
zMgZE?COT>vR)VH}A0=E~P24|BwlRivb!w?u$o)jl<_K@h2eNa5*_oS;1MujMWxDDT
zyc2|VQ_SY!%b+fNr|wRt!Z<mrbaMl<-o^iw?ug!AB%1`k1)|o8X#wU7!0Z(?wSWU>
z-pqtzKe-A9cKO&sYP*PZUW(q_;(fFR|NKZ?J)2^&MKx)MoO>amadi9~C>sq)4Ku+&
zc`-8-M;id7hXAo%;{9$QCTJ;XT_;IUB(wxnnS?w1{uWUPq8k7kp{eupcy&kmdLytB
zg3tz_-HP1?#O8jWbQ#$sHp41Gc<Ds#9R{X)fU?IC_Hz_$xdU3@po-nTML=Fl1;Y&W
zP8<d+qW%Id(54ho<+QAjh#?uJu}YBKAmUx+LWu&ylvV*LqVk0uOzAdj5+zSw-iF1{
ziRNKqjwxgU&k7-Ri%LY(wn;a`X`8Z6q__`6r@kFbFiXWO3cXA{G*3ME74Lwqm)B8p
z;t;kOl#=Z&JC_{#w@c7=i&RWi5<H<4P~+2Lly1<=l==YqJ;HdDlmh=WlJ^4ZMmI1G
zO!S@DGYs<HITXpbG)Ji?>vDEi;j`r9!(fQ3A)M3|zC!&Rg4wgX%d%aee#60%b(<{1
z*qI&&0g=E-ka1dtKCniiK7!IDxMbIa2v#$eXtqNd^;?Cju47c;6c`U3X0t`E=muus
zxJ7`+2BgEh5aF1nFmkp8s2qkk^;Srh8HnT+2Q#iaHX`zYPqXwKkq_E*W5E?Ff~_mO
z5P-3K4%<OIoyR~TJi0p69q>~On)j=`u8JLuf|^B#K8AY!L)q<6u5Pj>%8>h%b@Ovj
zylK!oTc~;gF1O2~gn9eGf%{=%ervk!UZG+Le*UFofU>)|4C2d|pijSM0F6N~;|P)J
zX+fm2b@Der0#b+Ge`{b6^x-ffMTy>PI#N<}8y<lExeeG5`$}>Az<jRskdgUg+I->E
z)HlSm<KEcPIbuU159r=YjnMTjC?pFR=;ea^+G}Jsm(_;u*kn=taONBeCjZYdsla70
z?7v$K6ZBZZHlbNJc6^Nuf2R8Xbt!o1u;9*)<Cj_acYN7F(x)ECzI5@GJ@kB3r43_f
zk{~zzX57R7o$<~Kr<^@!dCE}YqNC2Y25svOm0I?(e(U$bY&Ii+0*}GO^Ho{Tj{h8|
z_p4=*zq~nN43FTc;rY!|@N@jm<@BeA1Y2ZkQY8)UZr3NhY&x2~Y1?$W9y<_ms~@XO
zIV5U5si^L9E$PzqCF6IOAHFv}+L(G{=D>uCTU+Tl2<bLCKdw93n8>aA1x(QkU*G5~
zRvCk@@Y24z!meu)m`Azz5}KLK;bUw8?B%Ry`A1$FzxeM+>qB{!y;2?#UXOZvYSzSS
z_B87K+S4x69TD~F;NjRo4IKw$;z5u8!PAB!@1Lf3{0hC3a_#K+E18-GvTU<`S!TWi
z(%_s;TItZt`d|potuaxxb|`4x>Yc<XZ4-MZiV^GOQ^hwzt+^dXcHYa=%(m@pw)IQD
zt3Huz)VJZkq93&*qNyDzC2?yu0mJ`i|JdWQ(F-4h?J6AT7mpe{)-g}*Es>WA8-LZ8
zZ+N{<Jm~z`F^l}`GqTem3#)wtuXf7Z;#I>N+qCZeO#M&csNnH8#zb^;c=p-sPu*vF
zdMrZfB`m_QO(OacBL3TdqhHN)mnx-?B3iRlKSe*xQF3XCec>hLJo)zQ&h-H~OXKV(
zR{zE2re?TkrUIY$HTs-D_;tip+O*nshx^oCDH7N8yqg;HYsowWak_ThmHTVag&PpB
zz2GxB{BBQ_?Y912DZ%)gxJB`reIIeZWi0wU2RtpV-dHs(UESkbzs*UKNeF5Zz3~Z?
zd51EWM~(1TG}=R%l{Jt#Eut#-iP)rlTJAo)il}at@ctz6Ku&?$GsRA;bgwrj-zZ%9
zd*MUt?O(BdxhcN$$0`Q8Q)JY^?02ufllv?>u7n4Rmb?z%oYoJ2m!FCHvexP|n^pE|
z+`j65@$zcO-O1}QstpSRb-1<J%$je%>@~%<d~*V}hK95!tC!bjUI)Mp&)k}E>ez29
z(t0t%=46(!?8jX{>dS@Lk{Ifg+p20vFY<|j7_UKTyLF2l@9S7iAxT~XY@b;@N{W1^
zbea77uE}1bvo~jgKE?E)=#UGbf69!Grr)Fs-f%krS8+Zd=Ov_{knDOzXhWX%bXQ;Y
zUy$$U?|If8UfrbS>@$^UG?&!Z=vJ@sa3yMfTS6^;m*>;Hbg%V%`KoY+Zd}8A`I<0a
zjGO+L#^`#V{{nKYjmycb|1EOst=cJxLRpyv51zN*-Zkk?#HA%}lnD{cdHpV|&UoF6
za+rz=H@I`p63Iwn-sN7oL=SC|keTY*Jm3>uZtQ8Jb_yW_uO9CA{z7xMbGnK@Hk(@Y
zRoC2FSyH-r3ey_?LC=_B_D8?N6}P9c!R*HS0ABKxnZy->nqd_tWVDePnHBO>HM(Ez
z&H<Odm&PN#KD@9>E?T+vDA!o|&epVg^8Ly9uKwY9bi}02iRn`DDaDmtEz1)t$0O~p
z3CagD98SzX>>n{y=@=2x5wbShD$6#1QPA={@4%9u==Ej;*lAL*-AmZRtRm)zi{qB(
zVe$P0kISyzM|2t*5|K5j2DeL*HSZY>s&~C;_eAu$Gm!%t23E+S7xK>wwgcnCY+t3A
zN}o;ca~SQnO2AZHG16T39kc%>6jtNV{Hjc4ec^h{qV_KL*A?E|c^LOd;Sh#{B=!*|
z%WY4tbJs|%DZ0J!c$QgxxQ&#g;VSG4P4m;Dt!%Ux{pJR*xt`~^gp)8m`R1P=N1HF2
zr0fl4HyQF=_;a3^zw<sbwl}By1A6A;!LvyRV&?_4_~P=h%0_#ldrHtl8+`G(gPjd8
zlHF^4PNcNP`tE(~tLE0S5mvXKt36*^wIC)T81@j!U_NXq3%cLxVWe*~B^L5cFx&rA
zKaZBMJO3<Q+6f@8;G?J@^A9o?!Gpq!(=zrMt-=zR`M^NvMd>T8Cf_f{bUFppBlk=-
zl!djt{E#>P2Z}%Q_tK9tf4dh_(vL-qO0GQ1Te2!M!K4&RN&o2ej#lTXJy$aRAztZL
zs<C^)HN~4kK_5(Rfw$u9vwJU}>1cSrr?I+gG$F00yJ|X6w(pIV{&?T$xT#;3YPV3;
zqu0&IUq||cu4YK#Eo9E^>c>#ezB)A&yf@7fbJUC|^4Rdqx$N9|y7W1h1CG~tt1oGt
z`+$vZaB53Jdbsvx@n?6of7<<~p|?CMC7qByohdn$>T=<|?O5ij{>ASiM&B*`?Ia38
z!@Wj|#JmdK`dyWu+cAsZJG0(qSz<(pqC^9jqs9s9k=&mOunT&}qK;db*&HhtD$(ER
z+1r`=UuLXJrbci{_rEcc)?GU)l`xzZI~{DqY-nk_{4mVL@bWp+y{)Sa@#EKz7<@*!
zEqsaCV|XgU@~v0xNQ+v?jIHVX$#-40J+7N0(pl<$^C<eurSIQin@;7%ZcY5LKT`yy
z;^fel-{aldo9>uMmRSJ<es&$?JI8z;wjNUIJRW(!zWc~Z>FLOW$WM7;#15yBURjxV
zp=`dK=$_LzniW{ascV9m=GcQVA0_rG+&thIl{%1%y+Y3X?@X!WAG4L--=n+N?@jSn
zjh=Q+NNo~M^_v!0ia!`FTT~UI+MwCUyz_H^_oEB2eQ`PM*L$SWd7Nf$|F^$e<j7Y6
z!^c@Kjy%3N;dpKQNTX{?`Vo7*My6@R>w+~^UoY)LOwp;eGM)je7Kh1)@xlKKySTK6
zSIj(l?jO2;sG-c)%T@Z^qbx@L>0F+yXw!3Nbz_iP%~D#;?r;NRi~m3mp@JnA#W6dX
zex5ix^>HrNm}jd#NoFk(NpL+hb9`*Ykl#SWhq9x(qB^#?xt~%^Y#Mc~KjVt(mM>8B
zce!t6qN>&1ZFVOhTz73-YE-uGQFD~!o<WW9V&hwuS+9!~Nn&ao$O@Q`68~uNA8pO4
z-`lW9`b+z*8%M6rTySUSyRPD+EWX*dPJfHd`5D^$-Qu5~1rHi5?wY)mh<a%FNv=0n
zRc-(MZDF_O*7rd$g>ox*ar|i{8hh%9<#~t|C64v@eB33@ggiz5>Hp!ULw5SpBYlU1
zT>#nTO3Z0l8C6`gioWcz8u5Eq^~cYyie`V~JC`4A;z;+7tG_nW!X1fqQM{R2LQ^>E
zk>>?3K3tR{8C~tO)caI4vWt0L1Gh)vBk2rYZMV_Hy+lLo1laYoAxU#~i8p(kbc5{v
zo%ypJ@Q*IO@*{Lg?G!S#e$V4#l4(rq`|%zR8<nGNwMRmF_x38Ts^0!DqwAu9)NsC%
zRens5?5CC-^F=SQ6a41;yBg~)45S`2b#Av7o@<S|{n<GdcE&RK`zc-Xa|`Cpq%ulk
zvd5HN!`_cyO%K|dvT|}2Jbv0_Pd`;82hB}=6#dkAL0{6Ril`lV#x*y^_`7OC_Dq7$
zi6@<&c~sifOAAhaA2YYtaS;zh!%f`iNAF&~qoGh<oyz-G&)4ZYTbz-HS37r9EZn(S
zy&W2D{K987aba(htH;~CoLuGOk6WUmEY3mHwY|L;HNC(t#7FV>vM&YX#7g$>pDy){
zej4<$qtQzB<-x0oIcw#(qDx=oCVDQ<p8l?E=K3&aw^;Mc{`(Iy4q9X$yxy}^E+_4M
z_LX{(SV-vp)Ek#z*6##aJi)Nn1B8dk2&%2=KlFL|nm6^P;&>w}>;6B~3U@Yn^bdsd
zcjEH2ofFcew!-Qqt_&G(Mt*<aUPIFS`Ce{<FJ1<@^@FP9nQy0XU~=J)e~fn9>+WQ_
zlGx1y9BD1V6CI|vB+~`t0A-Ko`QrGOPrvQfr&#lcT82yEp4=GDm-92xhU4_K&ue<U
zd}`PgET9z~os(X0$pik;xVin2C%oiaa&eSb{x|+*6%&HOlR5Y|NjgSAo+>X9?Y!c|
zfs2!b4qa9e;Nfy3R&+am=)#V#vjm~!z5FJ=D2@k?w+SfnhUhI{GbZ3olkl_)^b8=O
zq7-bjukyI0_ofQCCgM+f9fdDKxR!5J#Jx~oL|69tuERqY==;@}*WdFD$xyY}XrZyU
zh{`MEOWcScA2oVGK+-6hTCqU<w%-REAfEYV0iU*jn4cotbwF*41kq}As0D7UoD>i}
z$>=)*qDp7NSluD!u4A+CU=L{at4`Yc0YLRraMJ#?By3=596{K&lTq;a;%#c{Z6wJb
zYrZv4r4+;Aoqeo$#U7GnAjHZA&;1P*3nW8<p38FyA!127`Onu$j$traWtML}Wnm0X
z@?`NKQTPuSCvV3P+T$=NL!_%un^PTRs`B}gp^*ca^SOiYiVfG`a}WNNGK1mf$DEzh
z^8Ra;A7pxJ=!Z2p6YxO7DU`p^H~FvDi$O;5Bvwj(oQ$3$a3{z}E7AqXTMb&G0wt^b
zsx<-hb?g)Y&3pr~wOmjf8z|hssXOchF!)~E{ZBBcGZ{cM(K+W&vTP$AHM%eMsT4nh
zaE($6Y6b_vYYkvr4D@T6v98`9e}qVbhtG%6kKkY;h}|YI%m=iDvzAzw9V_3C!zXgJ
zr34o+Sl8F1g%oq(2OmNUC4J}A9P8%&qvEgcPyFy_tE-c8?7x0j7A}ieD!YlK=aJsM
z7@Viayf7`+rZHNP^*<Ns^KWme$bHjhO@9c7{GNk4+Y$XOsbKXi#eWF=tFcbCvbBU~
zreIl7Gth2B5XmGIbhyN-4<drW$qb{{ckx5pQjfq@?D;WY>gp<iJWcsxuQH|0+=~$K
zD_SK~ZW9;I^6_s}gICf<8Kyd~2g$ak3u8exNU0yxv0cZrFEm6w+ddF*Tp8&ArswGw
zc0**;CG(n6NfYVqZ|;2Wu=gzQgVj;wwW{R%pr20wt!$ZUhR{s}?f4&HW6PH46d&)2
zK~!v+jTbX#mf;8L{=~8c&&sY-*D!ga+%6z<5^g$%`QG(<j&)Ki?ckM2iQDX=8M?@I
zK&9*GFr*onI<r6R);$Ot%4$Q-9z^^>_bY}ZoeeVg-Y3PL2!~x8aB_n7iiq$A?oe?r
zKkicK>#z!`q|qQ7p3-qgF_{A=jjsuR_XL~xp7L_JSHaCw2y8|{2iytG)}$gf-y>QE
z;i!N?k!^1i{%Xw_m7Y>#A8;i?>!t<E>2#jcFRj>nG`Aquk?AYBAf0gbI_lM59p;4q
z_HBB11a)GXOVX~HW3*=Yq1cafVg9#Ku^%QGvObWm#S;EarDJzN|HW6@Fl){0M^{$b
zN2nLub#!6&7QDOZk4~}<g(u0aFluga-E!98nd{U5Zw9dp8hN%s;zhHDK-5v4O$N1L
z5pbj;#C}m9tl{zzq1uZJ9{L*QuihZurhQ<4=E2?cC_~sxQ|pMsT7LwKSAtlSxIB%+
z;@9E)@Bh;f3VhT9FZBn%6efQ2wCr6YR6PZ2)(9wof{cLtjzA;x@J3DVVCM4>lIdFG
zl~ozeFTf{Y*Uz-<K=~5MIvrF}08WL2@1rRJ7)7j@xURO+9@RPiJMR5DMB5_ZfH0q|
zeHG)^Y9miX9{BkafF+5o!Ap<Wh=~Z*gi@PAXdzqQCP7_Sv;Z8}grLLT3=uH$V(XIx
zZAGZT@F$%*Lg_O*!-%`mp-;|uswwSNlM356aUC2Q&+NXaBOZoVHzU40VCob3_Yx5~
zr2?ouTE?7tp2PfsYMMiQ#j+E%(=G_|SH1#=!LdMQ9oN5Fi-U-lWr^x0wdrVZmq-bl
z-9D&lKc0}+kIN`4w?WlzAVhMWu8*7Jy(7pMr$h#$4qO2%ozU0X-ZBf#TZ=)$41)b?
zp3tZZOWySeVK$-!9_F~9CHg!zzmh7Z+d|mS4{cKLb0BYoii*Y>o{MPG3mT>TQtXwz
z53=nr<xhHyryQnsXS)e!%S&@wxFj><e0;>o_77T`6?;{lRx|f@Ip+N)_n#-fy~|2m
zlAV1->VMgx1G$%THCri}-2=dPB=43i%heypDsKP+q4^vz(;uSgco(4Q179c^mZ)Om
zL58-L*)aT9k-z1uGm)S-rdcKS>?}TWHo~U}&{Sr7gwPJhLxpP|Tnsw}y)C#!{JTl`
zFNiLB4K)f*`5YIR*QpFMcjK5{J@(_fE^`tla(|Es`lS$QrPencE~R+nHB)vEF#~oF
zzwrCuYgXzJKy#UyM>0j8V(GUj13m9SUlTYmNU(uI!@$?hJQTe;+|+k+!0KJp_9W;}
z=Sq!}`+eAFW)VKbc|p^r<ER#~PkYl5EbPPhB0ddcKr<Qgsnecv<bj8P&HS`ySWXB_
z+X6pJs2e9!nNhPq=@$Jn7xQ(21eu_$W*EA`TrjIkL8{-r4J{_JOX*`?i$e3>5Rzg^
zrUs$BdO_QBCMS)n7GlI3;A+P_EU)@@Wh1IDuI)ANx^Vu&p^ZKQYHS}RT~3=evvV(6
zTgiPtah=*&GE3(cmUvendAmum`&1U_`qKCzxCd*X8`Pa<RDAG)CXOvqU)l*8+Ob|A
zFw?&KJF8@o{_88^j-a04o2}EPJMBPd_NE(kkdZXPjnQWQ9U4aZA^9S}a9hwDoAfD+
zB?H^RkIWO~pBJse^*CT{=m5AkBB>82Ace#H7oxK6nBYH0*<LlDAasM8a|FlWC9>KG
z(0R!B%L9+JMUlg%^lFPe0W9mkr2XwA&BzNLv~SvJTykOrDGWs3SkY<v3tvU`8$t6=
z!BcI3@EifLOf*{{gWyE(HJ&)pmD8^a%7lAW6x`kL8Vh*GyX@`}0()rapDS5P0Wb_F
zQJb|MN;^MRm$`)$@!~N@!*Jj4p|{o192_}Svfi7uLxqXq?7YJ8%H@#q8Yz=B20n(Q
z*u|)xc9&gB&1*EwtQ3vef<<ts`}sd~k3e1nKEcj!6{5;oOwNlrAvjgwPB^G#F1&pi
zwX!S9$`25WpllXZB0E;_6<fq^H^Lu^_Ba_CfIk-qD>H+<FQe$sDYA+Y{~c&q!yX94
zw~DO1r(C<C%%?}EM8p6NTxVM6ZUohLn(X!(Nqft8f05;ufa<vgSt&~KCYS}AFL5K!
zv=Z6Y=<TR~2=IdfON&fKUt^P#!Z1m~HRvhaxn)X;8jig;L`WoD7joVOWF{yXfgm)g
z$yo{}T5?D?c37^iFXlqs6is@~jw1qhoEM#Rp#JW)P3|Ch3c&WZNd<XJrc9Gftx-&u
z4<D?biTEs!8CN35=y86(p@*F#2x=7Ak4?I>PPD^vPNKGdma!Pf9-%8#5YmIaoTp}1
z@I#!VJXgX{e(Y7)C@ydxI`^{OBs~dw*SmpvXxfP4lzu>SKIkNp;1-jNPB?!Rivv=+
ze}K8ugz&3qSpFcoe~11tl!Wne9D#f_yl-D4O_Zgn++uK%97-Vb$uwz_d)G|I>^DLP
z;k}5^f>t+b!jdAkFn`Ivf)P~<)NUl*Wp&xmq8Q8kL3?l>-h-Sf6U?R{Gk7xHz}>=n
z4ezPBk6O&>1$>D_Z6^ap)vILy{vh``>Fw=5`2F!<369x~fa%$J-)BYLV|4^lPlV~r
z1&#88C|wvfl&vjE+lWdyZo@yvVdZ}$i0UXkfm7}}4T0CU;du5m<=z4JmT=|*)DwzP
zX}v~;Qv{Wz*BJCg_yrDrM#t_EV}1o=w#8$;O*oIN;IT)-V(5pjfy3SH44#)Lfen{1
zfxvZLl^{CDa|%&82Ou{lgMLj4M4mtJCkM@9zdHSDBL4I%X88b|nw8p1FEGt&2Vf|7
z!!X`WBC&_iWk&Z!dD*bu&BY>NISBSR1%b8P$-5;AIuue!U+AD6Iy6j711F^$3gd*r
zUW4#^u!*5dT_DWpDHs;cUe#q@YeZLioTmCh(->S@?#nRh+9%KzXU700&O`OPRT@FD
z(6%!!&|`;~ig=|SjK&rwtqau0AZWmP=@F+T=qi|c#JYR}UR$q_r=aymA@63Mf<56z
zbc&!>Q@nhJaC5PecL54UdvHh&jlcCrDh+@HP93a`kXML9TDku>$}M`EBE0q78uT5)
z--dRdLJl?HyGiiBp8?Fzu#?cmZ(wg5aB!1&gKxt5_sTp;*xYj$k&c6=ACc|R+rxjs
z0bMRE_dab3E+5R)!X`;g#es(&F3_ooiOIo9daMt?2#1^bI`6-gNHtKs1s2=|Q@%_u
zOqNmN{T#ild^Jw5o00YIw!9Ehy^>`5Et}ogid6d&{y`%wal&{}<F8uL*oOBL^MSbT
zu4jk#?rGaR?$9$N3IidTJ69Asb#lTSW8R!fk!a;<;A!JAsBUQQ+Iux_?ycyl#Gm)_
zvcH}Bt~xq@R8dMayIq4BlP{yxn0^lk`?KC{H@XB1XZ)wZV}7yeO%zB{AW_2g?weCs
zgv4W*%uP^+6y=NPNttvC|GNKp#-^#*w(&sS!qC=k)jF+zAoBC{+&tr9>{02cQmVVx
z)?Mo90+Am%z+HQ$EooJDw9J-r`%R0u;qsLI$>xet7sHqR7lk^SlbrnG_b=|3c>I{x
zb6nm|C+EoC;#@y{nNfo49^6qJ=Y_<j)<H3iW!c{uX}q3mg@5!dp_3zLKL3&7d47<>
zQTVZRv#DsC;b^X(|L|`l+TODs8)Eir;7YCaU|6T6>Mh!Vii&=2r-qP=fu(`;!4vo+
zZ&nsD+q8}}n8e{#24ZC&>g!NMjPdOHbCnD~>2)(_1MyvAk6Wk^NzQlcpJKS<27~-x
zxbxD*Mc>?)`|Eg)yXsqFztB1?V!Hmwq`I4YzvU(OSoB;-yKB=KO~fqI#AVCr5y#?I
zcEN*_!;*GdPk4;v_0F-9v|_p6P|rLR^~k}7CljWI*S<;Doa&x>_F3NUm{PybChKZJ
zm&~a2@w@UB<mc^#q4!HuRx7*8=pw@rpZ<c%hXtYEe7KKnMulxm3J!@j3kJb#;F`zf
zas?cP|9vh6h|5lz2XS`y9{M^3MLNJ_f87ejKTLT}>)>Z+<WTHQXYO(9A~^G<BU=@h
z_qFV(_gI&Xul#iS@jl~~*3opKAsdqk*ZxqCqi>Oka>?^hNPF*?b11M7b7BOuJ9}aT
znU<twUi!cY_Wfs!O>VeVGBJu?@aNlO0rlWGro>FX&NgL|-aF<UzdV&-a%kn*;*Tq%
zR~L>wy3+D4;jQas;kQBA?zCh1HYWOGb|=!LiyuCB996p$@YvEs>9|vWCXW!@8@dQf
zTeA(OMTV2!rhEy3oitT-uRf$>aNZKua}Qf{=C!}{*?EuZpy-nccFye@4ca!3Wqyz|
ztl|8@j~5Ld5nOKd8-)ChzIjZ2MC$IF$cxLe_LLSRF2wqx!WjvN<Ps~Wd52JXPr4!m
ztl{r7iCQ>X=hJXP|KpE>z_=5m`?8m&^ij=cM_z@GSf6Zg)N~cG@Wh&*bk(0euaj36
zdPY+woY2XEYJqlsRD8pp#Gg{nKWko}xKErOR^NT*S=|zLGj)MaJ;kTr$GP+3<pVy7
z){C?ooj2~pd&Uzi7yrCG<q<jp)kb=}QM0=?6c*5LP^8K)N{J@4OWQvDyn4U*sN!DS
z$dmq~E=(W39=;3T37Pk{oHo`M!hny&)SmiKpF7lve@PZ7DIOOP+9-WG`JG6dT(U-k
z<{-WK@3DO8y3w2GUu-de)uiCdy=3Ewkyr(6?A`1*AjB#|>e3$?e_BFt`-I<%W9N8Q
zT^EYRB}Px#Mz0WcdY<kv^4s_t&_5UMY;!xH$GAnhN~^I~eOF5DaUYrzt=>Q${Awws
zZc4FMHMaY}9_~|h2WU$17vSE4qXsgmTa<9_?)n1tq>;#G;*)C)w}GhN#l6CXJn`1;
z76d=_jQYIz@{i977Z1N%Bus#b2X1LNKaA;mnF`48?7#6VcVdGPQu#N(C_(zhgdg%_
zEQNEv21rT2`Hp$V-M|uG^Xkq@0|#7~mXH4J@wVh2UYUHs6$eEtG@7``4cP7r($Gf+
z9Ie%!(&iWKR#%2t(lYETD*{LOB%J;nORs$ftHou|RxmleJ10WnCI}7Qx)4*n-=-rK
zHn}`2iTe+VHba}V{yNGo<#|#6`-ide4y&f73D<S^SVUW?KJHNr@cEUCk`G@ioO<ze
z^rek^Ubf3MccTZvl{KdxU*au^Ev33%-lO)s?b{{Z$DbPFb)K^gPd;u{bX!SqH>UY$
zrDvBYrn{aLv=OWujk<57kf<z4l&%<zf7x&-G0tU&rCl4FdHxB#a*6Ll%vHgNLwuLr
z@NqzukH9G&B}|iCuZX+2cdGvd6C&>ps5AA?%-nxj@b%QqYXowwi)2}gsKrg?#<J%P
z4LRp5scxNiwNh<K>+3|-a@nnpHMh?5q3vJ31UaxJiSo6R14h-6hXzvH=ZjEr2Kot-
z`i+bH(x)?C$$b_dDwk4AP;Uwye{?@WZG2ivO{!-4mTY!mph2Ot7AC5}TJ3sy-Q@I<
zTGq|;>Rj4E?*q(zO^WGK=0}Guo+3gKq0+3Q=jH5z*M}mw|I4zWnwXn*k>OnBrL{@B
zb5`sz{b8pd#-nQS#4$sk31b&v@s_7up?jvi-8*VzizxPx+HuDq#W(NatM~|?<iHnI
zxaczt0XWU;1D%fMThDt`$`2iCq@Fc4#{PXry>E8l>fPAQpIfEW`dP-OSM|rwB?s<3
z>8n0JP_A}Hv`f*A;dP8|S9R7pSNge)+7%9amAH|x-lK0Bs}=I(3$K#5KL1n0@`_x6
zRFgmv`@O|)?%k?ZxXs+(v_DYjGG<k{n&*PkfmElBtzGKEu<&Ml-%*N#wX^ULTVX(m
z#=cH?CU2fN-dxErEwi2QAc>YpAAfwQRn9*59b+U`Pg_(aCjfX|b4F7t%vp4;{;*rz
zZN6vs9xbM{W3QSXc56Oz+%xoN(^3HkG&^A6VA@t0w=s63^B2v}U-EXwp*F?Fr8&pZ
z>(^bL<c;hLUw_o~)w6%TB&v@1&j&PRyZyyoeeW}*>Ysm>J|6q)+imhJBV(VM6Ek&;
zw?Fdj{*E{aBe~vOKlwa(L(a?=ci`KH^_{ARiE`nDsJq8*rZiVR>oM#pkdLuRFmPz;
z`4(sXye;y;sBF)n@b++TX&G>zevI5c$wlD|BcrR=ueatk@6Y}cDj(jN^Zv)R6su^f
z-$&D}wHNu!zLeSOkEI#yr-ETzs@n$MPwsP?>c6n8SvuAjukh*VBBjXv$v;(0l8q)0
z4ZJ8{^|^Re$F9fN{jlru3Nd8Y$wI^2On-J5tCe*fdj45eE`56VL>>}7s&HlWwhz8W
z7<o)6uf!wz_m=RSq0jJ)rAudUU}O5hL~Zrb4+7G$rlSK93tIuq1#SpvtCOOpKTtP5
zHZ7yn9Ft}JTR}6$=lKHP$E}%XH<gWz`CpV+{j4N+zfaFSSHxFV&!1zV5o>DDH-`7y
ziphVc8)B=ocj%kj<z9Q|ng2cFZU*l7>;pLuQcz`qrfdJ=;Vzi)seo;ZxVL&NqF>VA
zQ)a!vR;jrUjVYoQw<{YdmrP_hp&mtp|7n!(*48zw{*$OT4->0)8LH(<)%E*Q6$|)I
zyN1@BnhJ^jtrE=F>1&*xt9ZoF@?CA6nW+BcbiT6f;ahL;eu{rD_LikNeqQ~e)p&F>
z=4Pj!)q(%=&Xfn!<Wmp+wu0`~Xb;M(w`BzR>8c|o>(2(?DoQshH~t$ZQT}iDTR!p=
zey!kz`_T~rYR{tPb>7=+3GN}$uVc-#u3xryK5cyZ2EyxdZ}0^#(a@rcUkGo3A>M0a
ztBByoGZE`2T~$-w73IZK%?_BECam(U{-h4oO-ef^pE&%&GdY|6LSp6Ajreb-^17PF
z*koY~<L!Bc&mnQ5_m_z3b|Q0?zN^V<#%`DYQy7ro(xi*ht_|e5rnFazu27o$Q&XBe
zYjS0>znY#nyzI9T{4436{>xXFOx@j9c4;C?1Ie-GxwSr7*LiZ7^Kb<<g-9Dh@CAEm
z7ul5>3Tow_mnpT+mWWqscN~M(_e(SiWrq+-{^73b^W5gMA?rhU<LzV3*Y^BYoSarW
z^Pm65WkZQyOC`Z_pSzANoqz5k`bpjz+pxYr=+L3WJBpo^E;U3a(KF`~4xF?*+`x2Z
zTKPr!<>#E)Kz5nSJx1q9;Kj`8=P@F&t$BTGfH>?DS@r)l6GEtC_CCatE&L8@Y!UPc
zQyG>N=cO-@GpfK~cl62*Xw)_hIEHg55zT<k2WYwiV(o(TZOWgma7<MQ&Gz^mX({%9
zI$|D>_w3y+^w>OVrM7B^QCBhu55a*UMU<%Z7!^hEj+`Dy|4ui}Oavbfz*W2`mPi#t
zKD$AJN-)h4jKoDuUzE9+57a96Uj+$GPCzTk*FQ;YSA08_DECq2O3NG3UzXq*cVO5z
zkmmC8yVpCQ>&njbMaw}3`4sKpeA&$5>|16FK!S0AxojPvJa#M<9K*6NPrwyV2GI+b
zb;KSJRA>)37<%jE&_PgV5UlPIi(qe=Z&GRp3c<CHV3Z3K=@SIgUV{-A2(y$RFVtA!
zDgn1hWcnd@_uzE%zl?ye4iNqU9DG8+K8A9$x2QLwCKy$XzEpY%MYex~o0)p{^$1o~
zW#rFYS_yD?FZX4OVmvaiS_IPyX-&C2M3x()iu?4nXdR4tM6WSW*H%YC<@wM(nMm0g
z>gR21>~aZ0jXmU=jc8aGvhvB(B3}H_1YEo`F@rg=Un#bSVf-0@Tq#yHig&T+J$EeJ
z0=$K)wVTWX#5f)BF<lLO2E?h}#K-D#R?)M>3~b=ZFzRQ>FKIH=oH-7^A}9je#ZZ4h
z2xW-hgiA`E+{IVcHbZ_^sFly19gwr#G9_z`RQe3t#P<f$Dj@+58PCWqAAzf{DsvD_
zY*X4Jv{wrj(|^&I-a)3$;?B%qZX=|xkx5pd*62QsbIyDZf*$5GCNnu|O1>qOp&C|_
zHgj0;{QWM-=Wl?w<6*5AKc-2)Y@9w+Au<lp9tRr&i8IBM{;t!ker}?kqE=1ZWD8^b
zYs(sDo^sF&)jt4q@(XMuNLCSpgQ)x+-SbSGy9i2T*XI^mObV$YmAwfItOn{Jk4~^^
z30#E<iPV1$qlaOLA$WJ0G~W=?$FN=)rEe9r-5jdYWPrv^d4^y<2}*=~IzXM_|5XB4
zQkMh9{K3LNpw82^0jtH#=)eaS15{D{vR|-PEwPY^x^k_`xQJz2Fj#1+-k&N%lv`e*
zC-%de+yBf{ANY`J7)TPiWuQaUH4kxl9qkUg1n}F#+O@xFX;@D^kMqZ45jXA(GMol<
z$Ja#o|J?D%*Y31NYr(kZqFb9NHgj0&4g-CbL&2Pd1l*kd4v+?j%o#51SeQ9i<Q|&c
zEILdi-O_}%Y3Nz1w6%M;F6T*@c{5f(UQlGVEaNZysxnjWb%@waYLhnI7=+yiTXnqU
z)>sJx3>i~Vp5j(~W+9;Y<Nq40_lKnJ1pwfOj`6iz=eXW4;M{FxUb}`_ro801wq@C}
za?V?3^w>1DvV0(-ap<&G<~Fx<rD2{{E1kB;N9r_zWu+!JQp!g@u&5AH@sWur-u(@q
zUq0}K>xaQfi_m1tzci}@>li(>c=RDFe>d>o2tzl?ZaEY>6RG7G&J+5PrISXoU<;#d
z$>`-4P@AJdf`Y<)ySCltK%Y`gzm?gM;p5`qinqw53T7^%eVh(<KDA@7IQ9EK&ZKUV
zM~#N&GXHcLh-fxrOSEwP##(Y`{%_uef1*$ebJ8XaHg0(AA&Y|`D3+y=Q2o;2w<Ou?
zFt`;VE8AdIZLgrx0BFO=X%3)knWJmb2*&d9Sea`&nwnHSqg-*()1-x$%3iHtt7Djx
zZFuW6vdZ9CUXA!tAoR6{da4ik8;eO)ub-1anxSv+s~lTnUNk(TG3_k_iLOs+7@AsC
zcWs2CO=~q=*X_yZMCf-5%v_8*1}<8Ra%<gW`0iOBq^1Du$r5ND7xUfiytJ6K7H?_$
zaZZp=HA(kG=XzDb^*7_q3@G|8div@N`ln+fR6mUOI-uqfmU9Z~2$K?rEBxCYv#hDT
zEaxb@=+^U#sNk*q;S-?gOchpr{Z+h*Z`i)OflNTh&9EXK&3X!5lG0gUMjqjg8#&hd
z<Bxu~O(W6O?Kv+wuIw2{9y$eC6t6Fv4-GMhC<Vj!tk~74UaA0Gxs?cWE!D#M6zmKW
zd)P80tlzvNm}83Wq#<6)F~g^lxGuUxk3ZTj=b8zp`>F?C`MWN4`)Q3x68cdFpGuao
z=0D>tJ~-<WJMr+H=E!TDb+jBW>?SAw1}C3@lpzqdq34;)Q3)kJh6Z?5HUodwJ5Bt*
z*o)8Ei87vR9}tWXFPq55a<J>0j?{KCuMS=$q#ZoesqtA+NcJc!B5!m)zZgl{;pW{}
zwFfBCLj|@%_=jUqa!&MCf{_YbUVJt}i6un5x9Nris`M1HoXjX~-+cZiKI$nkEPI7-
z>!K-_9o!8V_UWs+dkc`tgQD;y-_YiGy!mzQ;4qEo1{Hj&Ss?74qKT$iZzHz4vm<)I
z-HH>!Ou={#Px)YsFv0ncfI3<h)sbDE1L87OYoyi?mNirQQWH9J)38u13vOvblU}F}
z{6!uJl!YaMJ;xUllZ=|5j)RypjL|#3oiXvbL#bVitPk#xJAbeBD4v(Zb-gmH<_~Qw
zgJ8QD$0COq<8ET%wnDa8DT)VvXT?C60UFXyc|O7JGYrv7qAJOGXj~B!dc#u(sH?@n
z-#dCrLSn_%H*%i`)3ze=U8Ny9QiA5{ac4eJYf%S0W8Hm*uXN8OaK@$!&h+$y@_8Tf
z2;Aj^tRZHNG<cOAs<hbfX0V*QSHIrhp!H^3rNsGRVLZzXE#?<U(TGe`VW%H!f-~O}
zjm<z8%dAO;|FkoBGj64eq5J_tlFb#?U*|3;B!@VreXv>CUQMq1qpC-KbHhIHE>;^8
z=eD(%WBN|r@7E{ElMFzs(bOh*$b_VXIi9cBSWI8oIu~Q3hQ87(=&6mo`f`VpggWOk
z-oxmeg61n}>8vJ+g`%%l_SAUm+HvuL$MmEq6D>*wQ>%i1j?`cqEJE$yS`HQJP<aP}
zd5Nq!K^6$4W!8_0W=&v0jquaIfJ?!W*sH)Jq6c+0X||1FH^wj>pnuX>hEBXC2|Kni
zP1o<=2K^`~a2HVB%&-A&7>)+_A&Of8>nh=ubmNgD;h@%s5*ESCEcMyr58_kkJvdYV
zQz1IXA&ZbTanD*>g^Zq54;GO=<jMZg$sK8T%*(8o2dLIj#F}#gJfu5Uk&jwcHC)rq
zD<V4-Cf0Si9DHC?Pqs01-hAIpgH>b>xSS%KJYgOt6mBg2HEEou8g?`h=XmT5Z*ZyU
zR$wjp7o7ODCU3P^9o2^?yRNMU18<m%C6MxJ5&EnI%s48iT^XSLGmoDKi3S;@6Ict;
z^cWexKNZ<*!jV^a(6?&BKJ^0bw&8WjAk{AG7{rb)z{0)!oGX)+ynT3HQ+L@&o%?h7
zkCDAA*ek%ac7kL0$#Jp0rU$m)V<-Yz<u|4+R@=5cz;pBb@xx!P{JiUxoD#mEDc=jv
zOXCLMdS2W4G~vFF+QD@v`8lpZvS=&~q)hG?nURuPy~K1(AKVhi4Bnw;)cNA5(mRz2
zC1}asL6HYtxj*<$0@ogLBO5Q$gG_#0`>4p!0UDXsK;|k{q(Im(LVbtS4wC-Qz#U%P
zt~RnuMfH)pceVHz#IV+Nz|}V7crWILUNRs7cMAfp=oxyOBI)0+B^@_ml?QI*w3SB|
zwMj~l)w1B>_;-j;2=IxOS4F+ZCh*xcegjZOS!m)TvUyNLi|EnwD2dwb9#9se2_+MI
zJyNz(j_hTX?c_|UD>4^7k~?*qBa%_C?^;idsQ**Jh4%HvX!TRbgbXB{79z}KY@QNc
z=ngJ@1^UCL25D2s+IBQ)HJZK-&7H<70l01<tC%Jl?E6EQZg=N@(G$l$bfVk4$e;wU
z{EK12XILE_70g$`xqZ2bV7~I(JMepSI+?xI`?C3z1gvi;cFWt4$o`tXBU7(YOq~lT
zgcV3r)~qj+1YqoaIK4lsl*SvU_sBT|Sk|zxSjJWgoG&&A!sLnSqj~RzU7B%bvAZ<x
zorqmL><j%2Zu`UM^)<MQU+6zJA9c%D#cxw+@-#`hK3kk{F(X52m%0W1;o>tpNjE4L
zSPZ`wDHqWF%8l!0Og;fqfy{7;t}xuNWkO&W#IqTTPxS|(zjWh|tw$#}+a<2Qwf^q0
z?!!0om;5tW4{iTv!dAhnkWyq}#oQ7ZoUj)>ST2PcldNkCTqy&R@lThangvnCiIAh>
zZ2RK^3l@HfBV^3(9L(0axvaPx)3B+xQ?LeZy{6w&Rc(}ij~<t|E5JnPj3nkL-HWe_
z=+uOWz(_AlchBXG2QaTeS4DR6<(5+L%XTqalwC-6?TjkDnD$E|=27iLq>eQ)M}4>O
z&rl9TH>WVr-7H$?Ye?JWbc&{2dD>PnjA^H72UuCk^8MBu5^984BQwbQ<<swpEh(69
zHt4+scD$f0+%`Y3{Sj9b7L<I#do2X%aj%)PcLCW2Qjk3BaVXvPHu0$@<16fReqEx{
ze?lDnIT=2;t@?bPu!h`_-{QHX&?9G&=^B#U2eqGYNWi`OL!ug<YXiAvSp8B%T<pfZ
zAtP_xxm$jDKb_mJ`67-<6qz(*AaeQtn4Jl?wmfHK*bNpNve76qh7J~<N8XlAA8vH#
zS&!ZE6PA(Odw3vP*$FOy+jC%2zR(NvG_PoTNfxeRDqNjob09z#MPoae*tTuknb@{%
z+qP}nwr$&Xva{c|wz~Q^bocFd&lxrApxPV^U5?Ep=KGfT{6EDiI?#rFG$H`N`M(YM
zKcp#o8C7#N#rN0V)kv@EIVlav46Ti9s|5<G%srqM^Nl9;b;_2ELt^!IK&TxCmQv=*
za;x|WX{yDErKw{@Rt@z86M2mSlbdiZo4d!~o8JTOQ|?)g)9urDYSB9m^Z;pmhywoV
zM1n8|UJi`t*ZT&~3wqMu-eB~AGZYAaVz8qxsfnPTU9`W2@<sKKEClRH2PQ`zp}}B9
z8PYjLg0WqFy6;IUTvt3lD~~vY-sz-THsNuir&_Aj3>rZh&~H&_iRz?Kf&HY<%st+&
z<d#9$)N5B}ghT%>$N>yu<TS#&+!GEf<4so18TxT@vaEuX8*x#;ArAeGEXyiJedtde
z0%Ewm#=)`oOuK;lDq*60NBf0YrC_sCiuPiT7BAj0D)p*EP(5f}2jk8)ibY-B1;z04
zK9NDkN*4S(h;AMP3Wn7e$CjmxqMdKlvj-$G2tD89o)*iY81DT~=v7uuZ@N>&FtCDN
z4Kq?8mdf~XmDDZe(Wgbrg#rrSlR*VeY0|c0drpIgl2IxH^Wu5i5Dl;KwhCl`&iL43
zBcp+`$RJ0Tsl|0&3vr%!+Ko|_EP6N%;Xv;WjdN8dBpyvJVQD==dZaQ#EEdF!Zk#3t
z2y5r~?bcKfh6X=5>b{rx9Um&w#fa&3IdjDRU_9X)qDIMZ15b!Y8;MiQOXPx<`G?h*
zL*%6yZ+z@DO6qI3&v|pjV^d})z3<R93b}hvnubSl!tY2yC@L`!E2u_powsA1tmSW9
z)NT~Wbdwo}Wj*ASr}PcVEhvL!or%MGE_n8b?w&uXc&&ZFPKlY=!7(Vc5;(+d&mI3F
zc(JqJ!I1#axmd>*<Z-SNR!^{bG;lITe5x@_kHsx@yS+s`38}y>LseqX5H@z|diC#3
zQg+tTQufV97n_{zuXf;a8QWz}xJH}XQQ^=?w5xGQQ4)bq8;on6<k9w=6J|E$<DZQ*
zu~;sL(+1mvY-iemfA0k~aTy=J*iAV<S%D<+$fl61MBb*paG1g~B-M%o9XNW^=`@>$
z1YC1^z4c9v*5bOynkHo8NYd>oh1)(&Suk5bRKqy!vWFS)04BqzENX(pUAPBZJDE0@
z$hMyFeeUeEVvzW1@ihKe;)cqevc6qSc6X#FVNeF<qA;j@So-{Qkn>eyWtfI$rN{*N
zdrBbOIA!5{o^z{C{gns^Yf#4t2Ca99eR%SpHKwY$0$@SNB-YTD)r&Yo^(Gpj32KbL
z5U>lrV8-xMgUR7^ViYk(89trxs@+GtSzRZs-1RQK44Q1!X+d5Je>1+7NTY?o{Z5GX
z6o@m(uEmGBjki>TG6`hIV2-z04&vbN%PC|UW-5>A+_X8%MYC80fSKv*H$yfJPy)fa
z!MiPt`ZE>&et-$S2@HBI09e{TZvci_d7ck=T5vmSvdmlzl2dSsa3^bsWB4=iN~pbd
zzS$R4rSC6@7L}YjUjk4!CXI#4Ux3qVFOORjT@XK=RkJ{u9m=gFV|yy04L0$DDt%hw
zA?eG51VJeh3&IX0jCm5NCCT=s51fS!<pE0@Lo?NaBUd6eNZn5-HNb6q&ASE-N5|#P
zGBhMW=&%Nu^S#-&HQGOaxBwr05ah3f_&9F-@O}RPBOdD^jg<MD@yY4ML54=j^J1u=
zTZChWA7b!e`yTiO`n|HHT7m8i2G9c5$bd_6?nQ-FZ4m(Ntc8ox!oZh8hXR*P#nDM;
z=f5&QmG?c$0E~MW;ztf|pu;S*F(?_-_kj1j9RWBPwY!8eR9~CvGK_xi!`8(InZPwn
z41l=sRM`~KYOU9Z<oFWM2Ew*E9FH|&VIOzFBDKTTNQj!U0j;~X)!=b3Omr;4?Xu)i
zN5vN<f;Oo(iN}`smj)0)rSJm{AG%u-^Md~dHVAhCu1NjenpBK&+7=SBDHMRLGpAFB
zg4zT}I2WRyl*F!yk9!qk=7V%0=^LuL(kZFSox~4yUxNuzMMQs4YU&LUv`f5gYZO-+
zUXW-9c81V`>>))9oD;PxL|f0+{DCZ=1UqH;<poWeO`^Lxd_)GR(sM7Qpb4f)Zr?RZ
z%&mnby5W0O%;$q)B`2wr^LMy5DOK<CF~wV-I_-=+o+m`QPGLDTFWJvXe&qdeMlx*v
zN0LUAF~_x#A+Z2A#`^eWVEhDffP)y5x}QYoSB{YlN%z`lf7mMj#Cw~6C7<Clp7L?K
zsq^k3zC=oPfPQ7GgS-7AO^nrLkonk$U-s|?Zjd6Z{*WeM(e4Uk(bvk>H$r62PIQH5
z#vBbX>k(c;>MwgkV)cOi(;7O4<+++3%FDt$C!7C+HQ-+0jU!GpI+P$_c}}=Etg&7L
zt&Bi3?JZA`ZpPVEMuPizWtZ@f3FulGTgRP+@n9e>Q1gx9Dg^T1v0#WC)RJHpfWYR$
zT9L#^L(Gn*_|v&pmAJVNuWdhK{V^=b34rWUl8oWCD}IC<z)C^SKgIu0T#Q-vU|p`O
zStn-E${vKa2nQUGg2hzng;w9lPi4{J+}$(e>BvAZ|6rm-mELfC>{*8@be4+~)L8Ed
zryl0qE;_M8$?2&uKg_Y^Amh3V9r?5dyb~SV^c#KDZ3>4g1ZlWF8n)C&86m-o6Rtaj
zPBuY4D7>2G(+!O@a_t6Y+}dcV`aU}rqrr-ef&EssEr%2{iC<*gv6nNKZAuHrCv)I6
zc4!Vi+Pn*UfB53Q-clSWeeI1}F30Fb800CR&@0w#*LnSPT-&kmR8JmQI#!>n$e6E{
zoXyNG-iu>*ruepTHnO%@6jA<KU^>y9N3poP9M^a23d#|{ekfz)s=nWTx(GWTHkOj9
zd|cF~KzQ=e^0Kz}cb+UywZP(LGb9Z6E@R00+(nd4<YsiPdUt;UT~?%#Oc|po#(I@A
zq1aT6n@3cVOI&;LhEZofT9QO}nKH$;bI%>v{}P=B|Kz*B%XRTELd^y(J@YXRS;ID0
zMsY9M4UE|y3}e(5U1r1)WyY_6n!2(`WZPC1lUg~~&K7QKXdl$~o|O}?j?oc6=T_-<
z(I(WcPHngwJGSIr2E;17hvydD;^De2*$rQ9uRO!wr>6k6l3_j7CctSU6kVA~tanU2
zxUL7LAe;mkIiEL7Ozp59pRLH*K66dL^W9UXzkg=wBDczg<J!YLNo}y*YKAT57x<r<
zL(l&$SniPS^Bjrfd7$Jf9eXdBFg8!4Io(fs$Xr@~2`H1JmGE_@4CdYhh_D|wS*$g!
zJ)xC;rcF0}Cod{uZ)-Ho&EVd*OXY><O3IGYu{-Cs_itERar}9Y)0|kjUD+7Z+^*+U
zIq8PaT3a;CpuVE{q;p?&zQ`FJx~L+$U>x~%<xDH4<$V!pO#Btk(E+%c%5M1*pj=c>
z$u!aV#^+3@cRa;7iO1uC{ytq9QO}@BAAB>mG|H#r`%e7#rT&w{wo`^BXhO@_WBapb
zS!=h_U`i*ul5_X$n~%v^v}@<qwrkB0?EJ1DuDjboeNnLc#b)|F$Zc?r>^dsNK5n=l
zqH5!*ikDVcqM<<NCudrPWCD#AjML@jV7bn3<;=2KFZiwcvnKw|maSiv*pSw~dfzen
z!F`nK?TGb9=M)a(HoMtfVTs6c=A;GfS4HEC^}Vr^XgS5fNo9KareQ3<$s5<vKpR=$
zKzL-g3S&}E3<@pGYKkQ$D$V{pmz(zI6S!iZGWU*@sW3JtwNk@)h1ROvkvx(?K+#=F
zL<o+tcw{F5@r;D?Y9HTUkdC`OA}3>`G`2SkZjZr|T^)#7e&8~BAsw@kV4VPJnhxve
zWsr?sk*-9KSLi)@P5)FJ%n3n_ZEN^8z^o9}TG-83h`;~B6Pu+}FTdsatcR4zOmnv7
z%k>#6^d{7@^(zUL-!Q{{683N>x)u>qs^4@*biZxRiRcrIg%<s<0=z7ZfLv#KaaKb|
zUvPx1I`nPz$C#|mUerVn9I!;10Z6iVt)%fEp*UYVoQXlrohPr~_o||FqH-wS{N}bd
zdLqn^$CK?>6Rok^qUoRdzF<euxp%p~CD1e!+>o$Z?S=&}qZEm;Z^42{%hfSyg?*TN
zmb#I@a*Eg(-0_8t&zsj6xQuD4?0N4&$td)A+)gon>QVX^I1kR~ZC?;_bC}C0TBtXN
zk_P!aac=((W;iEbI_OT?!S60d02d-~L~f?qROjo03o=JXQ~j=ZUK!IXR-xUA#%IQs
z(vyF9+`W1R-O&n`>J>`WGhT`)Mh;|1re)x<7pP;~a)7uJbgwkky~D#k$gXdCy$kiX
z6`xVXrXFc!8-K4>uLIys_gJ(3E|6S+4mKk`lupeNNc}}5>!EN9z(^H4di*PP{Er#>
zBn!Mwu<84KfnnYv-h=y3_}2=Fkfw9TFGbB$19*gG<Vx_~q7Q!%g!;#ikFjuFvBFTD
z$_g*Ep*eyl)0bUa_eUY+{Q88;G_}+zK?vp1x{DxCTQu{;ZlE)kWy;}mIVGpbDUPK|
zzFK?^J((A{fhyh9lbRv6GqiKR(dvvZP676X9K6VWstJC7z)cycPC{56x%|9!<bts;
zf_K<6mo|XI3_E^#&;nwaO8{n-_+A9HDH5XxbMJK{xpAl2gkYD3&HPip(=@LKp>2hb
z&P)8<I!hYO7!(U6u+4>$RRdOwRb$;+Y?s(?dI}xwDP&_x;h4P0R8%1zd(KjxcoRD)
zERGAi#sucto}Xw^K%h#H^ETgVEYE(@3-Q-uHVP{K;Zek}I&w&ZT4F23@&33MN3*bF
zi*dV|%L@GXfu=L~H*9Q1C&u!^ld4N|{=<T#rXOCPJE>oBT1f77%!c*W0JRPWR8F4a
zl*!&3Ap+670deMspz3N(lk8YKhE=If#Iv_0_j-bw!(86PZveYXnuT~0hA`36KKm?F
zvM@E}>-i&~Z`oPu;q-8sKAj#?Gw_qwbmLm=o+IsY1~=%puu|#?eR42)`_RnGLz&<8
z&!VQQeq|e}Xh?@Ob4U$>SBvA4wMP)DHY&NRc|P`=WZuw71nLS#{<h+`+aRtVE*H3i
zf^J~!X+sCHrRpk3z!87{h<rO72E6&|y76sX791}RJ^_ZR&432)A<aB6;DnBOTMRW&
zkGur2@E`BgZ!LbhOF)8Sy|TzLtp?6BEY2;e*p`!RtQ1zXgN-xHnoCav7eLV~1_45O
zECRzpxNFy1FaU3xpnMpH^w#N_O4RwQxN!LiIi^m1|3*JA&>WE-!RAGKikhsG;pHLc
z!A*Fm2Eu_e_e=H7SI7p@FiaLvpSE04i;<A9x<X~jKlBKSX})!ki0iq7MdZ)HsUQ)V
z{LmkXQZLnOc9ql?x#c|qI^s;DXQ?js>Ua?CxF#=srkzHnA{x*yt+Hvl@ZlMe!vWg6
z#-n(9@{()@QA^<r*C<g3uN!OW^9|Ji*=4Iyf>@q=hW`MSpMA@R`$yM?l<fNEAMEhy
zSxAe=w{UkF5LcjmJgjmsn&B5ah^wc9?tEd}5>_24(kj3{aT(;4=m)%1fVWkmMo<Vx
z6Vd`88!jg|K24*R0oId9TSY;z)=C6l)m(%{yh1?(&40$0gzG6}wkV`lAnR_2@BpRb
zBIRpM{etlhKHX_v{GAe6i+YM+u#G=F>?TZ{9;pJ<xT|gp+4sNPqHgq1O!7-T{G_lL
zyg5|2q1}%6rck9f{UMNylS<oY)h24=*cA~s{EbXfA|_-!14B-C&4h!?CuqZX$B^I#
zrpcXTs<bz&<1*M&_A?IhXqq+?%?1nGK3+VZzByzuYx>*V8^K23O?XPU!#|dpRI8Vd
zjsopWtpE4{w>gA6aLE$>y#PqmIZolAMuthWtThC6qO{(%3!-ttyQ2co;y3$ZzSfr?
zCtnwFU@@&r@#<#&;OW2O@4=Bt3E-RyiT*hw8dD}tf}Wu1hK~uFZ1r3~ulnWeAGFZ=
z{)6&0XL*7~?yB9tD67tF=uORT!Ct}6nfw2ljk*Ke&J`&D01w&!W;RT8^fIacDBQQ7
zzq*DaT}J8Y!o-6pA|#|zDFjSq<eDPn48rRkYz?<eBRO#>1u*JT;*l&S4Z`X~1XF9S
zBMI5>A74Ko-}bqV|6SXs?z*w3k6UPHM-(6cZU6v&fEtVd_#M5Met><Y-z1;v`l&Cy
zf&2jc{Q%?$L;k##fjDZ*ai7$%PvRO>iFBBLfLeEPXKV6=I&A}?0j{-Gi(-GeJO6mL
zOn=j-JfEu&Pq?3Mk!XYSChJMJs_jzP@bIIx0m4vR+1OTl!L99Vz_l4HD7vNf<-S;`
zQOx<O59Ypm)QoVvHeG+*xaJ&t9M7<>imRv2;ssViiLTCq^KQ7e_rKYX3Bx=b|0_8v
zC##N__Ne~a2xxbF)l(bg)UHIWH}dq{pRb0yM&OC%I{mh*aK+tc;@rko)avc1oMO*Z
z@RGgVCCF!6Y<uI?F(vxM5N-nH^Uh3jjyf|eF+5TzTt{`|v|me7sgzgVCRsxH!)8SG
zgLW2Q)F7@Y;wev{`k3K#*5DhM^(<M9z26$@_2E|h^uD7MpL+Y|n0M{w?D+4n8{;xC
z@tD3M@%xXbw)Lz^Z5KNV)X+CT(U%zEd`ft3%^L1jZD3M90jFQu*6vQq<W(dg7Z2}|
zjK+IaD|SR3zT7-~k@v5Kfv3bP)YUSXFo1v-tAU6x;VBlHJweOvt)M9{Wqv%t6NdSg
zV8r;_vlC<j$HD%&Qn>`Vd&)+x_etZAlRc|(#g$zfO8V3n$0o)xIx1k}4tt^is|1CT
z00RDwz57gdJGzT~F7&U<ZhY+^=+5`0Ad!Kwu4Y3f$oS`c<OA5CW0vowG3|(||BX&@
zL{043T@{B_277Nda{Rt09)gFQUzbAa6M$5MPKxV4!!D{kK9qmSx(1x+m$!%p6(8S&
z&ERiSzq&?sZyVYMYA*O?x8~`?{8(7v5_CZ|6J|g%z+JO~e^0w<2sbSkulb;@-|{nl
zI5zI8UH%IL_c$2(?HVahT0~kwu|GLd=OxK`&rCAE$_3$u)MQgWd3l{*c$Uw<7*wL&
z)D)Ffbq}hbjy?GSo=k5j_yT<Qt2WCHXe*Bd@CyLgKt^~i^oZ22BFGS1UPU0vURE(&
zXi6hI(_i>^nkPnrumHraffzR*)m9P88okQ));A~v%0Z9eu6s_B@9)w)h6WNZbZfuN
zG-h8AIL#cj5%?Epje|Yyp5JO0jDprU(E`>Fi)uHrm0d-QVnNanEKOcarjqQm{{T`0
zLX7qcZeSz-HPqSK2{%wL?k>NTI7IiI5yLz`N~$lnTT^b%sn92a#e;-pggob!j3x}N
z&X>emYV=0CXTA@@v~S`d?6Jy?zlje&dZgSoo=KIZO%>5T+k6=jPT>x^4?90UFj+*%
zptpJ3py!Sz?phF0UEQexy0Y8Hk@@_){~}UdYCcAsqXc!6{5WL}HP?+4F0r1@+;MIf
z%G?~}DLGJZ<Ltivm-w3CmA8B^7ROzxpu(snFF;%?xyy!u5Xg9%g6Q=*PP4)oA(=Do
zZcJ^q55&M>MVe_W(M9+Xc^8U}1s11}2^&005#Apfi&S7|N`3%GjVN!28f-`@UA=Fl
zd8#q;3X#Z7zy1>dyB(JYja@!M8va6~NVzUF!CU^X1Hv!y2XKE+C0}iZDtVC43X;$R
zM#F(ExS=5Z<!S|eog*=j!xl`5HJV>e*(|o+$NOKp)`0-PUlhWTC>``e5~_a%aL>^r
z{~KLztI>Bkxr3fPsqjp^4=ydyOu|~FZ?!_uwdB5(flG>o;pIcE)#|sa#jKIoP;lPU
zjAmxW@$oSPH^Zc5|B6R&;zm4j2Y5kL{7QsP+sYO9V~$OgoQW!Qp))k^>kySP_2TT}
zIt$O0$?1@hs*$>l`0JGvP1g&WoUDt;a*y!Jw=Pn&E<-8rx~}e<W)Ew!Gl_1mt-GRn
zd;XYUnVx9fk_3Yx42p`^VkZ7qW85!~+M+F|m~-d#NjA{L@%|*1eDZ1H^YTSM6rP{e
zNg|FDpUZ2S<60%?3CO7}u;kIOusnE<R>#gUs8bO*);pH3ASml&F|6^>ZJB#+G;cB9
zDi*lbI{Rf8D)G{m8q#Vu`M*ZOWZn0FZiEBECXbgFB%C|UAEL=53R6`;dnZWO4<ujr
z@cb3?mZT@Lkw2guk{6a7N@y;n-dhTL^N-C?k9-Z1%|-bfr^QUuE)0xgXS8rxSaaGq
z<oy#QHp{qHH;FcL>$!#)*2@yNHa|5m^|<%%>{`8BrCzN}#lwRvy8L8^E|gdV0ygWl
zR~zfs$B$a}nL6W;THZp<<wkTy5%&s|7T&Q#U(-m3Hf&CfpI7V_ULB#ic8h0ox$-QL
z3i6fJTUs+mx16`jHk+w*Fhxp+Z*j^R=XZXv%UMkSpm}a)_fC|=qdd{nxN2B^JS>4L
zi^#9!E<~=1QJ93D5tSBu6$v3X;Vs`pp%qfa@jX?8(l|l4$2C~D+Gzg9U~)JQv78B2
zd_ZcSZm#fXzHHj}4DLK%V{B~a9*YQK<m|GwOu~DU5o}XwFU!$_P=cgIbZNu$+&Z~|
zNyTpKyR~Y~NpO2zJE#PiJsEat_bYERdRf!ezs5bSj8`*$Z;Z^2^6bPipZsvST1lN3
zvhGW9tX$t;-7jSFF!bu^?aGl%OY|x@^4#wmk0vKwss{aKVw&{r(wuQ7|0>n{zTLdB
z@U+yvTQM>$-575R7ajC>RB@gfGf}whJVi(xc`(!kwH7vc@Y*7tdT`A7Vf%Mewn#=}
z-^a6Vq}0OgIf{@%0}b*7Enr@FhBiKS-mwyP-+F{&aq?xI=Dt~5M{qe&5Z{PQYw9lF
z&;gI;%lbOolMj7$DAkV6U=b&sWH9%6E??Ds2|kW^|GuA<`1z1>KQ|1Y3aum>>6hzR
zz`|J>h7X@A8wWulQ>}J3C-`JS_&%r#b9Kcc*r5R)bNQjkUUi}v;C%P_7C5k-47)7O
zxuz-k_o!O&<+H9PlardW+Cu3mD&e*1a6S}UsErIMtx>N;dDpp@qIOi6$zn5S#j^HE
z-dQMj8JaIj%fIUkS#)!_bq=(?+KxwQ7P!U9&WquQ<@B>d!9?eCvnl>6pRTR!Evh-s
zX1`;W?h%>~_hqeUr!T@irtoAnv9H|kunm$v5(>S0Wwm5em@qFg%}(}7!P&X^?iaj#
zy_OszRa|qOjQQ~5i^tbUaygePX^}NBl=x?2_0L1!re;PdOt`h`F!*46c75;mjMUmx
zcG~aRIwfKg)6VG`SyRVFwb_eoJKNIeo?ZO28a{X_DSWN$pHgFlc?uwd4<!JX8lN4F
zwB$?pYvRRC+jk$^3xvmFw$tp&Ez)R*#KugckIJF2vjyiaoD$=)hwlYD6e1Tgx?#WS
zklgoI2jc|C%9cQ*gcdtipQqqThxkvHhn1C+Vc){zmGk@~+4L8uHJ9A+72oD(v|hh!
zc`G<v<WZTC#(Yykl+24h%XuD-Kby0pS8s#&ANPF~oW}L{@jJGJ##2(1UU+D<Ylg@Q
z2!%}q+E9()KI(rcxAvWL?tgQAALq7AMAsB#A32jL2bJq6E`vk79g@Sxw7~FWF2>e9
z>E4q%Gatmc$rd(`Uf&weG?zlPw3yiq5M6H!zGg4o(@&rI>+l!9=37Ek!@aHP5t+5q
z#(pg(Kb;)$zZ*FnpFX*Fho+uYAefbuK)TL&DVG#Z56iXYsUv?(Qqw8o=@yK}0?@PF
zScu3loVy1`vf{T8a%3)mme<NEl|}H6dkGVR5-~M{PYzGyj!X=8%CyT9tlCi5<~9<Z
zTNLP5mA88hy3Pmgj^6h@^F4ukE)T?v7>7DPMmMv&o;Z)1<gBm7%Un8Qf?sqn%{?T<
zFX>lQKF*}i!#MWNblp`?=k`PfO_<8hc0a-BeH&}(%f(s&Si@kFb@pp2xI~icIFpHe
z01H^JjpfIW9qYLO^?jQJD;`fh)y}so;G9k))+(jO<&q__23M_K78~3(mPUE&YbG=&
zSUkg4f96!Fd1fSakIdf{g!&oz6_i?c=FZ<L1hC#49fi^)<K@+%&JVD5sdmCq{b5zM
zKW*yXuZ!*{OtdQBg?WqOsG=$5?f~BsZ{}telCsvo=$zrc=ICNLv;XY7-?iTP;9Gn4
zw%)1wRl*MPA=)V}J<4iZd@Db=t48yr3~pw1p|Z&kg}Rp(M>7sn4P6aeg2;*zUiu*X
zWy&o}rxshmo~2qn_~-N5Au&-nkJ9b_r^};0=}M@KSn#1_-fByDI&ic}NMfkn3I76q
z>`0JO02=B@&JD#{&#hZEhW)~sn^(k(QSn~;v8~~rBAhjqGC7UykvyJx6FV~GiuEv$
zHy++0J8PmS)-)@g$sN$0Ee%`8v))%iwc{}P2P&>ZV%1rH^8zd$b7Z|fF`TVquIHn1
zATxyDn&H(<>VQ|x3B2+}1}8Ioz%H_-?0#>8uSm~LzKmb&u$?`>A7mZZBL}jO7(R+^
zOX>>eBvk{3JXVGtq_49B(pgbgjJv^?{r1hh$QB*L&A=-R>RNF^hi9??%jeoD$)#`V
z<mD$=DrQZX=a7@O4$W!1+9c>~^;T|N)x+(&*<a#&cd3I<+zWiaimlG=f3oE#L;UK;
z_QEA}Avp7SRbvy9$JJ~QoH9j98IuW}n=lo^4w$ds_UePcWCe?}$kUpn_M&&Yw+?$D
zPv!;}^|>+#0;94V$28Zsu((1S|Fsj|AAG|CtrvnxERH+aZPfVC#~W9IZn_kQa37UX
zr^*V7HzaD{o7ML_=9Ags4@cmz2NY5%7obJZW=C6NGNL_8^r*;IT=qZpA@|8L2mjn;
z@Mfk*0CEc?1>sVpVZjP5Z46gpM*hOoc7dM95`+P3FU5beAQxR&vPKL%kmkhWGv*ww
znuUHlR&ZPob%QE6T)a11_5Zf%p@s>!xFOnGyxHmW8{h*V^5LhG#n(GUfLz%r^H5IE
zfx{%~T%K2f^0sE^>079E5c&g_@j+<-)Kh#a^la#y(nBnI&c6WX2d=hYQM3a()t?Rg
zZFVku=1Aj}1V8^6LjHqkCXO?1Cm6!$jr3B+9Aw*AR0f}Ii*=r0`UFR8lcDba$n)y!
z*3rn5Ca03G9H}k80+h^3abD?!6~$oV-@T1aN*;lMTjr0uYl6vKxJ+GM+dDPyD(v<p
z&aA&%ZfZtd$=nD;X?P?9RXG_pz=5+Hqyo<<nB0Lq6kKJ@oX?A6h_qJnr%Qll=^oz1
z4NU=g#(4o=NEbwUn6(e<SiZbXK42dLqnDhKyOS?i=3{dAjuwce*Q;GB)(iUiq~D|N
zI<+EBixi(RCUELTZ;n0m2@9cAwKR-7%a&so!QgUVe_0B^91!4TrFM&^Kt3woUdjc0
zrEp%Ut{21@x-N41n6^T<n_mSv7}0Tg853QONw(^owCTO|yF?hkIhUaLLX4Z^&A_aL
zB<0N1L%69K)eg8<(>`thkbe&WG;r-B{N!|Qwx<-S83|vfiR^C!xcj|9c`<i=O<0DN
z(g4~3;3ZI>iK*;X5!igfW{ls-IR0j<_Y(dAeq<Pg3%fd6_!@UCixVJZ3=TowIK1p)
zx(FxDva==J+cT?vNYyOPaiILfgQU2wli9i;^!HUylo*-JvPbq=+zR$)a9W-}7-Qr(
z$CD{Oro|T`Y!V^iMtO?{)~rSzKL#(Ff+ED(_9o4GNrOvOye1_D(jCMV;*9a2ol(#S
z&J$<HR)hfWb7&T1>>U8C!Ta!qI?Mz|A2Pe4Bm!a}hR!*e(GWgvx?v&Z5Ni04Dn!P^
zVYU1%I!W@zXFgQLN0&mz%vS-N&d`9eNrfm%*6v?m64KeihA=VcVRG$0y&rkuJq2Kp
z#qByGx^8*Q0?zfYV{>2`8)?7p%&#RUP9XFR!<5vNgZl-fG*a<1c#v6p-jC}h5|vtj
z1-$9rmvAWV12YwZJ!ENok~ZdAv<C%t+z2~!IkYT-2#5PA?*s;`KSA4Kkv5C!x8>=%
zPN|{^sAg#dKzcGwR?1&`cF<2uz!oQX$nvU%t5l9%W2G4K9lIrSL<S!I^?j4PP1xYR
zih@gcaH`1&zpZX&8o(^A(~w#Gw_&JiUt>}j2(b!anJj4GM@#hJ&Q-Z=BOa*$649wH
z0rCce3;8B_yZUQ$)Z4KsUr4aX8Wfm5a>}#*hr72qhwt|&B2QdP2|^^M8@YqR<%cDE
zPj46YUueQIcD{6g&|>o}>&mu?o)o_<Le8Y~SkibOjmcQ>%)BinydMQmo_P?GJX|qM
z2nUe4#>vN?f-&8}in778=>$(zp52^5La%S26*#Rp@{XB(r8q%B0i-7rn28V%I_uMR
z(ZUZgMtLdcvIbxJJLDVW*{qTGjwNz0gtSJMi!#b;^SI`R9<yK&;Tl{(ALAsR2wJC7
z?&XDQS6pZH;HxC<Q3Oqil&}-;Vb$sDepKx(cH$d9XOqQ+M->!kVL2HFM1m**tmsju
z;yb}N>YO98N~}<$9uUV{ZNb<6gSuvQvu`DFtElEJTsk{@aFB_oU^Z#Gzob2r9SR<n
zMy@Z3(wbYELw#?y4v;&#cnW!)_{(hHcOx%6D7}bn@@Ask?2`R+E^pi10t~tbGwj6B
zh#!lnbK;Ugjw$zULpzf=TmiKqZ)(TEN13?j#@KRGir0m`C@z$RvU%TLqJR{Lf*fPS
zbjil1zAR^=U3D3MmoJt|79hqz_>N(iy{Uv3RTQ-pfYCRWO-Lf4&mAMM%7Vjibpe+7
zVV&}05!nAC)P|9yuOfRj%j-89rT$EBR&a=sD*8YO)&>s_VrS?YCqh{98Ls|59PB%N
z$7VLotkqC04wYuv_CliWzJGZT>^5)jDjdp~)8Y?;4=iyHdlsFelsD8J<~P5Sk$j*h
z|2uxZ7iE;LyQ)s#LxlTFxic^vH3Gb)>&Ie4Es^*38)!={XdfKzHT+{^nY}`GbO`Cc
zuujfYU$u;QcP%)mjt4@wkVv~n0Nq8vd8wy;q+P53rrra^xU&#I3D0SrNcg3#mJ+F|
z7bhdMoFM-*yVje#%fT1GVP8cR51?gdH?Cf`Z~mm^J8=47m!1z(nQqa)pUfZljybj)
zcyb9VL;328mZ_?9WmqAzS&e@&*#d?8bB6>8N-pO}FP>&Ld60bewYWoaBsTS8cGSk)
z`$mv!c6g6UGEKj4z5lFMOD+$T?()>V!YFi#I>r>A7<PSHok`d`{VBQLad?n5ie9{&
zTzn^Om>Ji6zZqQ)sxoy@2dkhBFRD+AFE!QC`FfnX0*lbG5@0J;H@ZKmA?^MlX#jML
z;n{3!xjM5^qe{_r#XI+IH{-n?4$ZfC-g~T}ux9dJ=FBZ@UW|Po4HHop?%)a-j8A&F
zzh-Kle40rF9c^kj9KHzl^==Jc&{|yd_<QN}CR=K^TQ3HBuOaBzD@gc&gje!CyxhB^
zs&d#f=QN{4d-c`+8jV`m3N8}M+y0?y-|=jVy8H^MiR<e9WzpWDWa0jCn|pl{b$rkl
ziX@ea3Ufnen(CT4_Mqd@Y_|7!+5Wqvn+=oC-EC7zBOSlK+xydZO-)frw9Wc->Y6vf
z!FO$|GR?71%R8RQcZO`tBx&NIs~D!122uKy#WrO|)6BiKoJ6CF?z}W-@CXy*%XK>A
ze%6i$JUMIWDmXHo-9&>=IL%aSy3R;8{-;whQ8$i88`<(c!`A4g2hW9<bA86eF4h}K
zr{MLjtNKc5;kpM{bcKqtg{l+S9~=56!Yigz#l+<no#4Q&UA?cil;c73L+%n<P>wk9
zLXuV6IUC!%gV`xq>Sy&7eAtJ2S2N)_2G{X`)Onw3=G7}XGHMI%*jv0Je>ZF)gL2JX
zp(|0L>yaqvj2Yt;r<eojy2M>(h_;gEM*8tjM^X7azrj&b9FHtwy?s4MR<J_`F0OWQ
zMwd_gX)x3CdW`q>$c!_*&zHwji|Mb-*!5IPI8p5@-P_u%b>@0w{-OKZNw_6*`#^3x
zXL}_b>NqV6at%wf;b-==E9VyFH^(4Tr>Z#jUQ29@ztkd=Cryp%sCzUY8aA)KbMsh`
z+n%aimLsEvO_fb%jl{x4L@N6$4sW4V^---)PqnuMt@L(DJzu5TkHBh1rmL=#d)!7n
zPQhv^!;EgLbmC85yY!*WGfOv&`p`*p(?vO&CKzMBDQC96NPhP-e9FuUvma8!przJo
zAsCJBH_acMucpo`x9;7yoAVw-Q_Fp%{nijZ8(ADyQKNn?$eM(b>hbY&T-N>*5-#i+
zhc7zac*-v477dDik0e*&yWzO?d0n(_irPZpl<4pVb4v3I1$bY<$)Y~(l!c`ujf|nX
zKXR#Ofv)SK2d=d`QkKckT-)44Df+}aB$gSB%npSKt{E@sKBN^dPa(@T_c7Nej)<L<
zi;V*=3oc$&WAeFv)CL9NrbSVu&#we~pz26eqX)xYRY$N6C*OTcPu3ky8M}hc7TOk>
zw6!mO>NL8}YWwwvwYy~97&E{?qaas>8xYGSu_ikBICO8>NxrJsZR(xx24ph(+mZ$w
zgC-O8wE{}YZ(%^Uj3;Z#C2?`vSot}T6=X=uAj(p7KJDp{E_fF_^s7AmY=m1Rj+a++
zt!kNYM!ZXve>l&db=CE;Jad2YFBYe12iAT@WUg-9?B|m+aB{k{0*}d#Yc*);Je#cl
zA?;K@zcLAdD<=`;Zk;e+O#2mD-&x_T?8sm?9==(5+$c(}7O0}UOdK<ApVn(Z>Bcf^
zE0uJZvxqHq@V{Hvo^(Ag>@I~H1`grVef8Hy!WR^zSF{#zui^7VB$VZwS>)bu7N*j>
z<~ZJXe`Wrebn{mw3l2Ynk9u&GtQei$R3M;1s_szJk#A8FxJCXXl)MRzm?hlT=i+Ds
zAKRCkgo*(xMa4ds-Q7oj9ezBJeAu7oU%gf{eOBe9Nz2vXBw}32JgT2Bdnfx!>fRM+
z_}|u&HS!?e($m3&@agDOcWpiFnOSF82ydZLJ#G8RBtw6Xtm68b&HOBVRGZC!^}Z(j
z!}qcq&AjQhhvy2Yi)IPuu;*hv{%TVxXjAG=GlDe*S2e<T;5!<1o;}_GJv-PKP?c~J
z<&9ILe8?T(XQ6$32^o&svZ7{x%6<r}i!wG`_S|-E`jSM0Hb?Ve07=$!uSodBxO38>
zS+i}vnj3>vbVd&|FW*_?{$=lPzJHQ>YK%91puCwS{>A=Fgf${w?_QBgR^c|N^#FhT
zny*YmClLkJAYUS^PQc!DzoVA&Lf}Cr06sa`%tv9<Bp4{HzhKI&<s)j^{*1g<@pOyH
zjguNKgT@RP)myGgAl8cgVGT>b(EY=J07E7j!H5{X2U7?52oKc$BB+OibhN5B826{F
z5wc6$L@|kU&cPVS!MM?FWw2qfK&^~yY_(o{b2{kEiAuaTaA6g+>y|_Qo$-}-3osu%
zbBd%$?&{wBU=8%^0Pj_ANT_lfle>G1!;$w*3Lv?2IoA8ytcR3KNwa#x*d<2Xl<_3~
zu5vJMr;93DObiG$4ATreFoQ*cfMipkjJ(>aI$>7Nud`@!>Pq`7JOF*zh5S`OHj67G
zH)YE&CSfRZS9D@IMLv591c<1wQq{H)j9}u|s4G2bu1MYi0=?!BObLEeMR~BohGGR{
zTrylBUy?MMjbV}Qz(qE8$Pu<)D@wq`YM<enGA6gl{#L%9JUphEDJmV16+$C3G%>$^
zKKrh1Bf65U%etB9Vr2mHsIhdUGJ?4@5);kU8+ed)VDn6*ZJ(1}Fn-@79L8do#Nul{
zUNs0&Rx_JQll+Ts{(<h6Ky;@3?wOuX4Y<xxsc+H<POlOZRa|!=2sN_-G%WJww4U={
z#T07(kUt2piaN584kAE9k8MbxX?FlaJEkGV{l$ZVkAYg&Im&;*-JY0fD|%k$$qCH^
z-HcM;)b7r}{j{)!<M&mRlEGH+7W86LYWnoMksjcIbD;Sj?ZkPJA1t%@;V@`T6;qlN
z7BuG+V*9F>8-Wm+G7646FDKnzQ1LHAtt&u%5m?nyNsgsM@>uTocI?Bh*@^o#4JJ6T
z+DowK^a<OQe%G-ARo}q#q5Ja)dS6i7VZcw6$G>Lq@qBJMb}Eo#aq{xG2@)TO8cH1P
z8u((!PsKmW-?pIfdp4Baa3c2pP;e)O?;!4qPrl70{9`?Q`%Noq2|%mk{wbaUNZY;>
z%j?G(vk%7FPWsmlIrYF_#a*-v&`~28M1`1>5k^PySliKpZVsF62sW;@r)2e|v^^|r
z_zCdp*N|P18;gQxbr;w9=T4{|hDrsYMnkubG?Imwetu<UAy@1i;_%~<6K9V^f*iWY
z0PR1V`a5YFk}uCnNZt4%B-ue;AqWoy{+Ea#i3hZO7iNmT0XNZLV?4ZqM)>WAgk8nK
z;gY3J2J2Gg8d)-I%|A;3d$un?Fb%%k2iQC|Bw7ASq6`GK%G^!uUqh28z|w#0q~mLH
zeXLR}YuC&_na{bTHvrS!L24A12Q>sdjgSO0%}Pfcl#JclC&z~d%$Eio2G1xWMm~0(
zNF-J#?m1<vJez}Xbm<6jD`c<LEJa(~cjt)4>m3vS16)#05Udhwe!OLK=&g<ChrYCp
zW6E|+M&@7MK;HW5hS6U<qmcI6KiM(pPb<7c`JJX%8ZZl#t}N`Wyj4FlLFJExh942?
zVNo_J(njuF4bN{VXR|)TZ!hyTNpM#01$ND>17s3jn~~uk7z?$b1>8sF=;i>uEDI|k
z1ps-YH)K=o*FG98BaBj=@`H)-(yWlv;Vu!R#`woiQVqo7s(TDN$T2pK`>?I#6lK~O
z(>h+EODZgvD5**?t{hUlm7s#%c-tLxZ`%tRXT}$(fYmiT`ETkm9{%w*w&eui5>|i%
z4dKAneu)w^zzzcet3{496uLWpzWZz&0Ou?b^MX*H!zkm+v@|iCplC3_6z(9Vm0PjY
zV}7ZfFfr<V_{$p{-Xcy-<a1l}Up$!VTrRgbKtpraIR1xA4Wo~)WeH-R;H^%nyjTVx
zs;_a4lF;H&fiWifDJ;?sO!7mqQ+@`Q1RI)by<^THBS66p`HU{{^E8jMC0LHYey(VF
zvjc8(_9aY^3%^FEy|J|EIHhBe=AD9Vn;y>XNP=(UxjHrUm_@m~THYJh^~q15X)0*f
zq%?fNaj4Y%R2_@6PP<Vp5zUA@7wRbhlQ<J#JQQD=WuU{Oz=HmL$h>}U_PimGrJvw2
za~O*}dcmYZZ?p3N;W*POWsxUIwzZ}R-{7r8zCpR`6t!YGB~)~N?A6u81R1X$zh{Ui
zSpc4Ec`=M~R5*LV!|5^b=VW+%k{nzFYfOT;%yKOQJ8^JAAY9q95XtDK%!BkVZt5nD
zdyG&sSQSH>*ehKisRU`AzPaIL+>#Zf1}y<z4>y7I1y8dZ3WE>oXlikjX&i%YL7}V^
zbCeQsWDW8xPihl?n|zgR)BuBhYHfrJ>8vYwIBJliUH=WpPfQ(f#QP&dTl<fXbh8`~
z?i0G?WiePPz*-%_k!n~leKRy+SY1V7FV4L+ir!rTwHHPq{p<(31UaYYv*74FHu!SC
zdI~%zoPN0j6h1%#+CERS5cw9E(%9dk{6YjdYB=LqX}K-pP`7!)cfG*dGVau_{>c<N
z`{OEugo-14qh_G~N0+HX8bbdl6z5k$8yiWRkF*PWIQcKL51V+s13nO2j-X0xsOCKa
znuJ2P;0t?nU7K;QYh`Q|_?9^)1(E8dp*?R@ie1)Xo$%vx7<sW!xi*Ox6|+-GE3XwG
z$#1m^0w>U;nJD5Z#}q<$Kkx2<a1O=iQfUs=&XpIoVP>e>RX<YqE2u`iEadD(d@l2c
zx$z@2xg=86HL#dcTt!SaIdDxx&#H~M%)QpwglArKq}GjlfV<fwG_20h1rx;?EbhnO
zgAHFLY{S+ti7p6#>b*>~d`ZSvKS;p?kFJyM#}bLnUCwOpus$5z=B02GVtALZdQbm{
z#Fa)Uj(rM(rP^>x3^^bQz!F(xl*Hb>R+KpY)GhPXf>Qo@DI<UTlSnxN`3X=XMdF!;
zB&3wGdV5`cC;=`JdwhefRTlZ7>7)pQYeR~(6V53(Amy3yDM0`Vu`rACL7U!}a?BA@
zC!JIoSdK}JKIU9D4DLS(&aMTp2{Pa1-7J@e7Innep>V*+Dt6qKeRXtihVMY;VFA0I
zRr|v`!Do?^J=+Ix)&&<ZdPr>pv7Y`PO6wNn++Ueom@j_DoMU^hM;2~#0xE(?st`B-
zV#a3S%%Wz7R$d}GBB4)Jh(*&eO@P>bClSQt0;jSN8pqj4m^zUL`;=&ipGQaGBz^^c
z*kpd8pytpGIDQM&@&vZDB+g>;R=^3K7@rO>J3w<BkH;Yx@Yx(*U~@*Y&b_woH8w%~
zMnh?!2x!g#aYB6)k2yD2XT5EldHDv@k1l0od>Z-1E_o9C)wU7}NK{1qy&oB(d>}pX
zIZigI7JN0MB~P_F>s6g;gftH!B!mzli@ZS>e;hN}6~@XppnnDhSqANVV_xv!AO5l2
z@;gkN54CTU=$+K~(ukv3aT)(T9Dy!1)aM#&lQZ;<>+ynX9_Bn~I+XVOuJRqx#*L))
zuGBTM^j?1A8iGs>Mum$Fc6MJr*<Ttq9Gd7IfXHGxqYMMAi)MEnOCavAI^`feP(}kZ
z0UOx%TI)OP=<y3uevk|`GhS(goM=%I`$tz>eYGWhq=d^cPEx#71KN$sa1dU8j_^#(
zG+{bIz3qBu762N`P(ppLF(uE0XVF*5czPs_uNe6$e5~1;5>`A&J}iVUWGPS|C8V~&
zCj<wvco91O^B16PIHRC#NFUnl8n~%=^b;RmVZ|63eERQZZ)1r5J)H4Q{57~?LS$M?
zp{US3`e!J8T3Eb~Gq_Rktwo>=y9U*tn#@y*^o^tKRKI;w3^^)G9e<BQ6ct#&MmKOd
ztimK%2tW#Tb$Rfn6_ngRiGbd<&>uif50ZBh##Z{O7=%rYRwr<9LOR5gb_2|w6lCzO
ze-$_^<r#E`yze@Kx!$(p&Y=mjSs1{1nq)C{K{9_R(%#bw;?h2OqNZ^1@<Q#T&)y=J
z%qc5C`g0+qZ2JL^jl4jUV@gBb^gVtBY6D^9CLtk~WCkDxcJ38!67-HUv)-%bq;_@s
z=hUN+2<s^Th`!}=MV7b1LVs7!R~ew^MVrIE@#Lj|K~Vk`79jvmEmt*M`T$L8Bmn^C
zrT%v$j**UD+QaoP@+_L|0Fcx)p*FKfF(jqPUt&O{Az9=&9YI8MsEDT&gp2?r#6R^2
zC=`lClA$07fPnkZ3q`{G=LjBTv%8+ZU5%ZNH#0Zwj+3W8CML5EeYper^tk9SBaoLJ
zaDfs(i5Exub@0Em?~27d8^5^HTOsWre1eNcH335#NhI~b+wW;HXrpYX#7*&8zFgGs
zOEszI{lI$qb#7@=n&La5aH%^jxf(5n1T{##!$?*dqPZJd!`Z6}IBf)*xvw1Yt6M)C
z)rF&&k4O1`I)hjCFPR+l&sw*)xtP|SBk@qAS}JY}P=nFb=?q(KNY+!MUYeA9rK=#E
z-S6~_?#<Uudoa<|mweDU=Ib;R%5T!YS8}!!IUi3_PHSV-)gqrde6OYR9&w-#m<PT8
zK4Ebo5u!CAshJJxa<uqeS%AEY`thAVa^toDUqAT5T5%IWhm}RI#t!TlsiR*leW|K)
zJzJI*u@I9MnX13$yFb$F&3|bc>+RH5|DL3k%*6Csw`d)wsbv_zP?6rmgX&J!ml2cQ
zy(uTe!Nn49jXSF?Di~T-S=t@DRp%HzeZCucsm!{VYck$rnab66m%hKCk!9<$!PHOR
zt3+hQava4Xaun8RQw>3AClC)El8l2xN|rvBaavzmM)#X!6abC_kHsX8?>LgU;i^N2
z)=nV8Wu<;7W0$&}l=MF8b!$yEh$N|4yY}wXFrIi`4)QsOil;j9rw^J;e@%Mp^TNZA
zRtW}PEN2m3e0LZqcNVkV<QDT*T*YXWIqqM@y0;>?4zSg!k(!^88u(s_$r^7ymAfOV
zf7|X_-l8Q_h*b^^cDWFXO$CC$>TsP6m5w_a;5kQ(uZ1UDPk~gkyQYzEPo%LuMPy8V
zjW1HAaemS>T{lEp9R*iGkFzDBVD6y_pP}QjRCF8>$-Xna5+HsJj(9i|z_D_9DcfwI
z>1h$aZVGs5{~NBQ*=JHS2A2Qrb(nas>1m7{`ml>ff|~u|SYS@?@snWeul?(X6iJ@-
z38t_SS>6-kN-Gq~uIIZ5goZt{6%b?~-^q5N1)RR?BK)Jcqw*%HeSh0U--6C!C%|;c
zh_Ebfzp(De9XRlp{wn1z0-(V$f_fz2z1=f6UEQ#uq-T+abZjg1xESp$B_W|&JV(u@
z5`YNTc$L+E=#)HCZucsWA!rhY`-9G4B3rLx!V50A-O_~TRTWhscUWgW_|+U_-noOk
ztu!wH{qy4qFXI=&|Fsj?A(se^-r+>iZVKNKO_<qV|FDty4bB5sHwX^liHw&=@;iWv
ztp+%ZfJX)$*O|4ekMo)}M66N|k1FWEf*c&8djFvfXsJh<I7WxCEOi@-Zgc1_Iv<Iq
zFBqM`8(mgHBy%*M&SD`-x`?nOWbFJW<Vb4ik*xuov{X_l$HqI&*8<RqV_PEI+G6a_
zOR~e8Jv%6yv$r*Ob&d%JB<Z6zcAtU~7dfN0-%A$<WS0eSyirmD>RF-59aSh?XAHuM
zxX?2GEYQ{`($F`A@->{FAz*f}4hEf%5-+*%(e!|v4HE#C*99Z@9-X_q^#$+QibzRN
zK$>~Y;*p|n#RF>Hu&5%z`PP_RyIUrp!)eP9nq&*fj|2Z{d>}F=`$=iyq9ySOtsx>f
z6I{T`VPwA-#E24a1Rcci+6ge4NG4Z2JFVpkHg)2Sws?CAD<+@h%f@eYSV8doW^-AE
zfba%8KG#$jT>ns^L8^VWMA=UqEmU(=1pYQa04Kt=7=kuZ6g58yA{xDaK(uQ=!J8GN
zF?L@jj*u6mNy4G_1??_7GopX-y{J3)Zmj{n1qTmHrmvy)VVmkk4yFB$ZXeT}MApry
z-4Nj!`H*RQkQuM8&$?qe?@Sv`kU6UXSU|L{Qg-ORE30D$z*j+n3c!7@rx`-1*o6=~
z^qEMPtPsXAa_(tB?K}Vst5`=msG|tnvlzNDAbgd&Z;#o)QfK%Sm}J%E3l1ew;`9}z
ze^kh6+P$B|81sn5?;-tQP&7w`A~1ixb&&%17J*?3P%S9TPNPrlU>0i{X*(ZFcPW%(
zf9gC_XmDI^U#Y85*Ljva2@X0cm@Z?Sk`Mc;lH<=3`%&lD--+GDW4cRFE%!&S^j<`z
z%&jxXkPQnv9F>N+U$z!^GSzi#MxktSSb}N<xH_0lR5LnC=2|Tc;r^nP^v8mFO6iB|
zyFmq=CmHG~T7W`+S=8ZygR?twJFlcIo!J*ml%l_oNt{XtR{`CnaoP3#o@IVOM@c4R
zLVE(a{;XDLywF$PB+upxp={Rv<Xn3r5c%>C6X=LhH2K(#dW@;zQ`?;C?mZksz7HOF
zyzYxTT_1{cTF~5Drd$T$_fqAV5P!L+#9?3IIU)ZfVXl}#sR1}Z=iMpNbM%`(xMagP
zxk5fVXoS^vPNIEW!tly$ObNq9U+4NhjrlwCX>2WnX4toTW019n)A-Fi)#@|nPXj76
z(g=TON6?sAa)W|Gd%wjhf_>qT9E$h!LPA2j&868y7Esvkjsczb>`^8<kVmb(gHXBO
zdY@V{EtOnwhjdAN!Gy@jlk$uH2Q@&-zYCD22~f~uKyE0lcz%SejArJ~&@g|0(EKpE
zT%-YnrjP}j?RJskb$cGkanE09i(frd5aO^MJO@kcV=Uf)?TOg-R8f5RYh71rDQ{<^
z-rWQZPfilZN136jMn>CHui;t;aYogYeDDHRvvc$z$fb5yxjV2^PM!DzDSe#EqTSuQ
zkP4n$#ABcbQ>dOFF%SR3pME7yN<-8)qVZD%VKmB=YoQF>V-ggs=-m{KH{hlnP>wCQ
zV1!vEb!?Hnh6o42V*`LAn)I8JJB<pVkPE>2LQwk}{Kge%Rd-d}BDU?$ic&LD-l<Tz
zpUlfPAArLUoUu_42|Pxw;Ft3nm?)C!l}9UEUf_jt<lH1&x*z16O##_vc=!zY+XBsu
zn<E*jE+inPmdGM@kdy=j(;3{EVc4UgWK&3dKCG2e@!X%5!wwhJ<WX(`tFXlI-6tRo
z(cBo+`O+VjHy%VBX8feY1$hfdJt#nk^5Npa?R2na{SlO}HATTvk&O#M^jt}@<_y6K
zYChS3??$rX0fCTLYoyEa>rTY-5ke1}I~*i~xBaNqQpz?sBaR)u%!d}>CGzhN*m8qK
zCr1h)9^{SUBJ=|?2ceEAuz5R`jiZl~-YwAFNh-MhTd*uJ<~c}_#?x@j7zA;T{;lM%
zTR>+iigTSCawh>Up@)dDv|3dBJy3-FY87@Qh-nhu{Ovh8%zBGlwnFa{XFkMwFLPy}
zR;NFr%Ke$I4i)Uc2u<5`d=>r}6u<^K(=VcVilAj0x&YdIzbdePG^-nb{toT&7Lz&)
zyB?U1O5yC)kXMM}mPOg@Dv@wkr1oe71mYidc0F)x6b|R&$ymjQf$O6Eft`_TOwoH(
ze+CNHOF2rZfna$`sDk})6>fCnJyHd56gs8GoI-l@`;b7LY>*?FycR@%h|5X^L*nTU
zB~gU%O`;h3#IY63OYoWlW|!U<*x2y{R9|FxcZRV31KM^mFGE-&ZT!_$U1f}dX|msB
ztWIMs@OOTBh`^Y^6K|1{r*q+AWq=GGUXR>tW9Sk!c>?eOYa6$1!!|7gjD%(hE2UfN
zny!wEcry235beP>S7sLgqq=~JE3^$c{B6*AmsmFhr{AT)mY6S;zsrWwP0*MS&46Z*
znA_Y90+fj!KtH75ypRAX9O98gn})_mRYjng$zb2sB9WE~)UPvihZs?r<SB$`X&CbX
zd)-$#h;~@sCeE9?U=GvC$EzQJc}fdVP8+YK(A$l`pQ2Jms1v8y!J#b610})`j&;ua
zIffJfYCG}~@A$w@X-+|CT)gJgB;}^|<^!xztiyLrp=Ll*U=b0LC@zie&seyHYGZ^6
z`7BT{e<;H&MrbJQ$A?iM!V(Ozb08vZj;lRENWc6Edk?u+`YG?`9SERl6X!^4Pze?@
z#m{-|1|lU5C15mfE@Y9Sg%L88ZzGQbSO1#>qJG1EtdMv)0jG7^ovl~kujn~35dqQ!
z`2xgO?OO}Mn0(y(rriRYa6CVp+iHYh$c>X;Yap>gNom(40yuHXLp$xi7$wBYf+^#d
zkYp?*9wk{paR_C-TVbT~p<RQ#uY?-KlF*0y_rurlvD4%QN<;a;1jS2a4XCf3T!?}=
z?fduxR^b?*JylnnR@OdJz7>4Fjts>Y0-RTe<>$dWL8PG_<`1x!eOosMi>ZY;+bQ*P
z<V(-Or{GJHWESId&5D*}O2!5OU9w5OJjQ4PV1~5mlDcvzx#N;yJcKAkEX&Xmhb05l
zA}|Qfv}ywBH#`}<c&k_1e$Niv1e^SgBR>9T44aOgM3|C?-S2RzLsnY-rz?QReoSc@
z0a$p~OW>W8hAbNY*zd1bSLMKCO`3E;E?}%sT`^o;KXXo4w!lM{>oeJhT&ehV2sYS4
zS1{>pe&h>V|1Za1;xnmcb*c-v-Q}S^F+C=DknaIWGR$%D31BI{7EOiy*sj^*>$a^o
zFy%U7BYlFWJ!|$n{N;6y3viQ|nx}r83{2zs7tTt$C%JBNM01pJ<R$F89zedIw~iGb
zJQAoY`dHePCnr6|)yZ`hO@25ebTabH(H9RA5AklhJ#-aL;zS-GoRyF9bB(LU-QB+2
zc;G<K^8N>cWwFjOw?NTaxEjxiAJr?}+qA&Da=-d9zjg%6ySFCZ9{woz6Yi^U`S`f$
z+Z4H<(}>csfc~;yDN~oaz4Uv0+s}3D-(9-u6+R{xWTW@fp~1lCZLZ0zbB@8uoVU3b
z?o~Ggm9(xI1RJ}{jWcm3nu8y(mbZVl;J%pL_Wu;~_Rm2HlNF!p;?|i-lgt(WBE&DZ
ze4nb~iZa2f+qDmC-PSLo1+BZKTSh-$R0(ElPCp!bwpcp<tGy?<J9tS`KXGbgqU;U-
zuy|Mlb;s-LUKqP4#JVKZ`~iCJOU_8tP8mDerb_=t-NyTk?Qv7&3w{sO+q&YF<2ix7
z*}m>EGe&O*9d0VkBzRODuAO|8-V!y~qp_>O_b5tPq82%vvGvv}llxKB?gh~^Rma^I
zPg{;N5x>$jUR}OjdZ8UR_-w}6T`TZGreDy9)SA_C4VqkFTV&U|iN(*1li%2nvxyts
ztNQJIdkbMH@6)rlCBHR{{OTQA{A4=hl^2vq3I0|0IMmQd#XxLa=ULoZ$685@O@B)M
z&eV?E_Hc;)f_}-ja+Ha$-|f#9r<(kXdo1IS%kA&#+0p28_Wp|-!?JD}Z1>ZTL#yf*
zp`PyjsVZE^sQE|7ftxXTzLkI@b~vrvBDZ+P2zhp0$t%_5Ug3U?&!^FRcOQjk<AWi?
z`#Hnn`t5fY#6w5t+|1Kb!xpDEM)>Dqwj<9B=>2l$FKsbXxbB^eb6`ly+){ilm+SVd
zvRUl$P~)vJ1x9*p*lbxnJ5M(MzY={L;t8qiGFgA_9U?!ibUl3F9Fa>&88L6Dn2IYa
zUM@Hyb-CrM#w(Y=MF+9i0jJd|!SV}%#&6dRs5OO}mmq$Q?!_+cJVd^|Znzaqyji^K
zn6lCJi8Du|U5^zA>FbVOx%*zF<l;ivzY$+t+s`}d|KO1gm3>a*;=<J7>)Q%ab!*my
zea&pjPzj@)Q(KAgvB>m^!PA$`G6Zecqo2LF{yY}s5P6&nS!JHz=J5pnItFqT70-lb
z`r+T1#>{w@`*+yx{rY3F?wZiv;8!Flak=e)KkM;uVbBonE?RAImlpcq3c?|@Q;k2#
z{@7To<ohUB8C$g%t3r<_)<dtN-+oxJt`nQU{6AqW_-R$x?8g7Q)3-_A-z$qKe3-)-
zu4tp6Z-Y@{$dq%&4GGQfc!^bf5a|(qeDqw&RU;uuc@Oc+yhVhQ2}=zJf-MjW&Zu+k
z2Yd>?&AZNiadVG$06F`dw@gqqg?A1QW3lDmnhpfVqqF?ORx>~1cU||6oM`_KYCUQ-
zaWUcvT_^a#i`9SnkD9AR>{>H6tr^MBG_oo81e%BfP3aw1krPB41%jQz^^eUmzRI$`
z#&Q+p!|{auyklcioa0`|x7$}c7cbww3Jx5tOi!R+YJ9TREgTr-ymu%cQj-oI!V^*d
zqO*z^DfF9Z`a6Z{b($qD2dgP)Z>MArR4y1?T(<sC6g@nVDZL$*aL?gnYLO?fKRNX-
zY2)4Z8+Xgk+Mv~_^A#flh0zm+vy{L0R;JipXf>|)&DV8f3Ph{5P8tbBPG#Z`miyBZ
zEV8dW&&pmEEtV*VyB4u0UiJ0Ty%fvtm}!MQwaK=b`ZLA7<*GK(nT9^~tE+AXue)5{
zSb9~qC)c(&>)bXwcr@O6TU}ZF)57bpZZ8eQTt;6xTI5&!%$I|=%_Pr>r)b3=YQO4J
zWc2z#M)w=lMyU-hJ)i&Hs8%=S-MiCtP$}iKY{q#v=hru)iwhX5Qn@B~3Vp1UHM#EJ
zaC4R{OYYwlH#L~es7pG0_Ine#g(bezs0sT<tMIPKlF(i87!o}#k^+0#;P+eM20sIc
z{pkDvet^RRrs4SUcNONW5fB^ddeV~@_vSoahRQW1*dubbhnog()T<&tN>sf^t~Px^
z6fr-qaY2px?Cz1k2leTwaK-G;N6ja~6eYv6)#knZ>LUtUq7(0vtY|N;ac6S7b8Zsm
zIXMo&b!*{`x|UbXt{f>4wc^LhplQeG;%B1`;Sk(QCsx(aCQ404j;fh{=!(GTLu>qQ
zXV4XsqUawNTJf%0eMqC{r;dt8e9#kGXvI2;MTEPyLyW5hN6NPZB9Cmw-UL1gh5WgN
zIb3KJXl@5(Z=DGK!}a^Uo=`pz`e&Zxhc~x-J_7$!aE>aag|PnUg{d%Tk*XDWN&Zfk
zp`P~?Ku0Udcww$5>I4&3sdhqwc&;hYLFgoh9ej_V&tX1&{FRPk7^hGx4*$$63+*as
ze>Kso=!UCYr0gkfIf2nSP83{r&D-qAUIHwL#@LK}E3~iO`P<Xx)fd22{g`jJtgrHu
z>mS`3KB|_~v3sd{5sz#V5bn=g7cZziF=p^jNN2eO8o%4wi@rYjibEyx&s#n_l#^@R
zB_mk^;nlOCtKhgW^_hlbg27X)hV5qLnR#K)LD_sRg=?+Orw5FT)5LF`z9HTrp2gq8
z^=b3BUQ7zZEjp3!cA6G%YReb=9onNJ;W?NX9C3TXUT7m#9rop#676M{+ooMB$b9uY
zsw4NT(_?<}mxDf5r|r%<2}p5T4GXy*?$=LvcuO5|f?Kd@o@>|mliIeTg~Ta|=TZ6}
z4V!IxF5hz}yrsUS?mZ*kcyq1C%1A*!LZ56}8QUK#_Wds5I5V$WR*m-sXU=bvY1xw4
z<Sj)dUNhZXU>iLMGQ~|F4#uos&b`*7+o(4sQe>iebJf;V;-}14fv;CDD*S7wO>ew0
zXf{}j6xcJ-SGkZH^*HJdSJl`@)2ELfTJ}2!=(Xv1*!Ygq9XnmB?^~%C98@}NA=n%L
zGVbEB?&kA(Z(hWS5nR&F=keTUOXa>4Zqko16BI|ZMf&|tq{&=}oJJW7dvaPvCs;g}
zj?q6>?3sUzq>z4k_B&H8-{N1|u7xF;@}7FmZ(7c|weg1Wu&3b_V9F^;x>H0T%0-Hw
zje5a&2$N_iBkN%ja+2azO)x9ROBD9t{TDTVihL`w?MW{Gy5Cuub@J@@{g<k;emA@-
z`6c2HA#$4@6N(Sox4sg~_)PQ)5*Xy)<gyvB^sY%dv%vSIDKz<=qiloqoQSH}@qePY
z$cKcno(OjW<AJE$>iId7o6{nytJX$}7OPhal#cdB7(dlXy%o-X?PHgriZ$a)ze0Qc
zI)@#jsZphnUxNP-zqLYx!}j&*dYOh>>ijo1+T2gK3f&{BEAy<z_r<>yxYwkZ`MkT;
zE!#SJ%JCxAqu_3(z`cl<aWV}*_k?9!*KRvFr3sff$DXlJ)s;N=V%YIpBic&DYFLSB
zqThnCdA(#xD4)ojczItZ;8QC3n7Q4uFG<6p!IHZJ{wQPvc%1luN&S|M!uf2<;rN4Z
zjEqM=eR~chJ-ogPo>@lXee0hn@*Zw5$4lH24v0$f;KcFdMum=<Zgby<{oF^$e?MEN
zBNhE7>)E-T7dKng|3fy2kc7ND@h8ONpTw?ii@+WO&oDgy`wqJg_|wmEROu+LXzDx<
zH=8B8v&&Lu@oU>?=UFEA$;hBfP}aS}yk^8AGw|ZhOXB1MBc{qVjHk&E;Z_FwBDP>^
z`?9>Rw-JvXQ`DVVj+K88*k>U2S@bMkq^B>v43VBFQ-V4}OnwQ)Mi!e<3+b>KV$N>f
zXM{U7>huiF1b!KdUQrhONgjO>*&{Q-e>?~HzJ1!P7uQX&Q4yG#ce`l~v97LsgF5Cg
zwrrBySRY}@S7>bidOtG$5%=T)m;EJN=?v!gBdJ;9FC;yzdAa3P+mK%Ss@{)z8g>?w
z3WYdyxln(!P*69I@3MfsV-p1?99zRh6m|~<9t?(-lU~R|d|L>b6{4sTK;AW4@x^$B
z6&PfMhIOC4)qS?qEtn>KnYW8;+87iPO77_+khKzXD4eU0+p*2jL-c>y*n9g8D|BuV
z@7PPuI;L#Z!gZ=SS3`LgpNa?)^A1AloixePm!83tvG;h35wPv=uU<5cQ?P+6OZ0Ic
zU0d0bCtMM&?fXKvu3Ow$PvxIsmd+xZPXW)g)=o1GmqYY@e7#kCpR;r?(^XG<jKak-
zo!2##$rGeZ`HD~4OD-CtP`MkZ&<CfLBEpc8r%eCgUx5chx2s7&de$H+))p~W4!qm|
zx0gxy4DBi~ax#coGK--zE__3gPHf<HMi|0d8;b~5Al{LQ?R5MCTnl^WqgrE<a&{J<
zQm0oVJYsS6l+}?ZJ#f0rLocqQYxZF1W@(U5ZKi>CK!FWNyC36HLwV2xkL@E{AA#5J
ziHHIBWQ%&p7jJ^-1#^2Rn4)_}<=Gjg_ca%P9iP*h=k(`jymHQAnHfvoV~7zGF#SK#
z8epSmKOa#)N`9kV&_`Yuz}cPKLz-Fy)0fYZdKW2sGoM+6j%G^AD^2x`QL?3!dif&B
zSXh04P%G{|j^r%G_p@jhw!F}RM2BVC@`hy%aM@Cmh39ygnkXiIarh@Fn&#Cx6~y{F
z40n)7`sD8|ogp!)duw}>?D99%?>(bF^_7<I>9d7_ufH6BJy@dO&<ju6db8A8yq{0u
zkaPBvQ#)tqRiE-f#rB467pk2rIs}>f7%)WY<pA)MNyZ-}%`X`Y#iAbU0^?ZX&V@F>
zegp{I7!`%u9GP)^Z7;wxH4*4K{RN7@cm7|`k?v@KtS06YTiF2cB4{CC*BtysC94}{
zQR+{;LA<s=qIGLKF3_HC#`R(`-9R9;?2lL1wAjr14ixZm3C=Up)g&>f2Z^C|%dpH)
zx?LALE)d4Y_G)s>1t>~*eHxB4yXeJFvM6_tE4XUb9J&@HfwxWnh=!VU@0U{2;$|^#
zqb^0`V0#GK$v3ZBdmQ$rnJQ5gvi0Oi?21EScvmT<f?+vBV`+5i_<OtG3Z@c6sKIA$
zdoMnN=VMUG>^mV~*dJIqczOnzyRY>*4>`At%Mx79!A>pVl!w{L>DYk6S5v#UWjDp&
zX{ZOk7u1>4Ff!UwT0qX}P%arGSN$B4w<X$+zb^Y1@Z;H9Wq?yPV7#r}u#8_t$=^eT
zL}*FB-6fIp!Djy&IuMnUkhQ?%0@Ah+^^nkCtg>YCB7!9D%?Aao?(_a(kT)=uIC<|Q
z<=|Ve2`SjxvJu7f1Gmo!wIVUUNP;8qeDGo+r78u#ac>Z9fffqbuUsa@fpiH@8-J3r
zXmc7!+(0hkgEzwciEe9nVW*eWvs3hs*nUg4v|SWg>?U|)SELq@I01X$Pg31)c}Edc
z|N9<0Wr0~i?#^nh9ISrn-w6s@w9$O6d(siC{LvG=<kBIXA-!pEyt3kq#aDlr-&uMw
zU{S=aN9pOH90&$+;T&Hk;C#x^y8ixUIaI7Y+x!)>G48PUWn}K%82O^QFLJ}=vf+e_
zzTPLd<%Z@-H7<8LGAxnmkM=*9X#|vSr`UtSk>uD)1mYa~hQ+gLAY&QtvFW8a2uu`V
zMu8T9tDG^`6AX+E&!TNAfebnwYtdT!!(T{6+!)vVt8Q!-e}M_^*1Zv_JFg6TgQZ5p
z%KfReJ6e!1d$tvkymjaZl<}{g@TFSm?`Pt8oBtpZl}Nruk@qFFW@ra?8k}cnST7`V
z5H3+hDckkW{|28u*hl`hgfMgPd(}tO{9%fu>P2;4EJl_vcRhMEcqoUcN3cR`fZA<*
zL?ckVcg5dZ0;>KFATr5saQ#*L68*?G_X>j7hzfO-eHHPn`~c<hb=aCJQ6itxdH^4T
zEy#o=v<DPC9i-@tz(%IXH&Vdk8?d!m#tkZ%u6F3KfrgqoV}U91fbH0UcqF%Xs00xo
z#gXWQRgdHnCm{oLxUX+W-vp(+N4-RFb%-poz0D$N>n4ZYZtBD*mc|v{Wox;dL4qav
zO}sz;Y_QOK*iX%Z0Wv=%KMVXyeF<D-<N6r;brt>vugOeDLAyX^{tvf0``7ceSiJt=
z8~r=28UH&6T}l9nkKV6+VZD^oY-}!;Wym&u214!_oh4dAxWNKVIhXnpTX22W>ze6n
zG4;G4l2r#KS^3ZsCVqnK=0l=<13t526g?e)<8w%xU4IhM3u<;}rx|M&1mNjwef*lF
z|3Wa)WY7@DDqO`=`ks)_LZ~<UCn+KH9Pn3jh!DOA1tVEOm7P(LY}X^O#&Z>RpKbCL
z+y8nKqWKyXo@Twy18%<zca&EJxz&qR1oaDVf#56ETFOBL=RP*J12Hj4S>zoh9Draq
z=k|ukeo^%rM*4%*`U5=~o`V^`dR(mM@WQ#kFv#6JNYLF#I{;x;H1V0YJ6{JFT|hmk
z0aRAm=ELy%<DIG8a}_llLd*DzC3VU31le++w~a%@95TqnDw~K|L||RZ)uxtu0NG|N
zQ_A%SizJA|kHKvKosU6?br$0N6kF;x7KAqf$Jljk-;i0b>>zqp5Ugo|95<oVwMnGo
zKa@_x-)}KgXw`rP6U@g!(T`ENI|q#ZJpT_)onjcS5J$}E&p`Nn!52kZ>Nlq7m+-24
zmn(tHl}vx`#cNn<B{!}R5zs4Yh6NGoaRUsE8DZVW+_AkA(|+C-e2c;#v$IOk8dH0J
zeDI*`1c7Tswg>ZJvn?WbH?^XIQt~>CHbeV*j#j>ancN@UoFG`7gO&SrJ^~~EFbvP)
zaqY@iisK>qe)0n;5;#Gq{D5~~U_RMBQiP%(_c!u>Pf7&;E&~RUD4W?{pgS0H{tsC)
zNW8Sj3@;*x{z3Si+0WJ0G>T!tI(VD~{V_4%;d@}-j5Y_#IbfS(+8MMt265H|VXhud
z_Cs-s^F3ImAHNANR6B>4F@Ut(mN90fbmdv{@h+rI21CB9;3kea43s@4GnX-00T?oP
z^w=0+{}b?f0T$iD---kYUEzxAPr>jh4qmBFMr8gwg#79%{Yn2jZb#G_?UJ(f0SL$O
z#0;tp-lS(XfNCLuoj+I!6Nvg$jbzaYqR>#Krgww@z8qUnPPS>L2qeQfP*=L~zp8-a
zwO}X8f(K=!j3RyjhZkWwjXDEla1gH5?;T)72=P828Sd+XbQvek_<9%d>$tLLr{r_E
z(SukzQ-^&{_zY6l8KqunKP8BgjK_Loz%glD{~MsInex;}Nd3sbAd_$eQ2)1VoJ4rO
z4?lm_joB{++3f$U1}~pL>n-_vQ|b01FBJa})`ux({iC=2@l>{XFz8hZjBk)Ao_CO|
zx-3|4AkpIw%&Zb{w5Q>of>0k2XEsYN)Pmky0`y^mrLFqpB8|2gVfF(V>pMoU*7Bvk
zJ@~we@s@BE*=9TkJ1L~_nSM|3%6S$Y7$nsIcTVtId4px%Q3>fm1&bJGDONq8l{^X;
z;uaFs$SNHsJbWE7{l55M`6#?i3xN4C1x8>F;KPOe^S8lkLpr^G$%*%sl>$4#aBfIF
zg3|Nqssk{|XvO>spAYaFo#caqmG)4c4?xv8`A*{BH+g&t9ms(8y0S2EA~L*$g(=vp
zIeOBUw1IW4;%gnjbN?P?jG;GqP(&2`l0UwL8@EC~AMU+_jm`8D8X`3BOK{_a9<u3m
zK)n)5jo7IYAhc^P=tqZhq=4?+6rM&()OS!<HK5=t8WX!ldb;!SJ<64c+dRSkXas(*
z=3tYdOVl;YP%GtDJzI=7Z<H9tpo}1(@)h*YazK}lHQ5C?jpSbR>omMBKktjd6~U@U
z7zG*BAn?~CpkJynWD7j$2deHMlDV*1fA<a;gGE(!mQ`ToJfdGx1OMSSTmo8th2#Vf
z!^j~AQlDTaa;oZ}<Q!>2LM;qT@8|UMr$#H%PTdEsd7uD&DQ~P%{fc(XT~Tp3)Wh1>
zXEFDif!>|V$)NaecBz^NcRm9+vt)nSb%QL|0z4f9t3*~}d=tQ@7xu0}rjol|*eqe!
z-`Pg0%qmJOzx)uExVtU)hmrM%EOFc@4@Hwi(M+KSd;v5finb>(a|v?6!LG5xIw(I(
z;DkU@s|!PAlXOA?dbb|F0Bfy<z4<-|Q(uK0YyqyAXy3pU*l%lg&4JCb(A`*V6qeMo
zU)h-lNev>2cJvot!OfQjw>q;I$uew0$&eI$7NNkw^<|0f&mkj+5*^3ID%d;JQo?HC
z8R_5+ry{*09mwV*r5JPvFiO8vL;21OFAMz)mJcl+#dSW=H2Me|_O#UO|A|-#@;92;
zFSw0R=dr>~tpc@yMtq$Vcb>*%e|#~R^ajaX3XdI!^K~%213^jl3&VO2#4}JG%loFE
zk?^I?4p)#|_csl+09Rqr0}{)KqZVY>Ebz1QD$}F}kR7Lq9a@HMZPW6$n3-56Q(HJ5
zM8DKh`31MxevO)D@U6oFx`FW@A+QU-D1bLpDiu8R4YraUM6>XR5k!qnLBelIYzrv%
z2lB)_(RW87A*@*b*LB7Wl12^ijuAIv5@=%#mNjb~XQ9zLs`-FQ(r%$R=<mNAhFeQg
zDUUpb$gP!dkvfXUTli!-z;!zL+6ZCAIBgm!P;+SRt{;7bZ-UDYc9=MYbfw~>7KvZY
zF&}XKtkE{WycAlefS(b&NP+tB8?^aDNlK_I>^sWzw*p*dn~0(hRE<E)`W8D-Q?mNs
zUico7^aZu~2*mZ0e+9y37h!3*@;|}UbDl5}jcuYAlaOKu?VhHk`m-K~{rPW?{++}B
z(;EuQaEJT3LjZGcqdtHYs#*Su!xgQmT<6iIW8VSVZ^K;uS*^UTeqhN1j^bYf><{DQ
zzMV1+$n0PUb87*ApKbX3t|U%u7oYf1lp>r3rd&Y5e9JLh(G%nhvm+~*EDwnx77YFy
z-r9)wx#=Yo+uy;>{}>tXehaq*bCCBFB3<OdNj6T~Q~i}sY|%eplVeOek+dp+g+OIf
zRRb`dLU@0v!>o2hKF^*x5X4G_p>@wC=YW=9ftXGDSjj5+>?iHb_rS?u*firpFzDY)
zzwiYiTEX!={e$EQj)g$Hf*7n3r~C}+>Hh-F9YIbV6Dp`9X-GC6MVDxzrexT&3I|*P
z^u#6|*kPv&p)d?Q2*t<LNxOp;56CHXl-lE->?OLBL|7zp!p7)^#U-Gu?f$oZREQ@L
z?HP3daqR#5P0^+bCiOMsxIQa7AEC$ZV8^j+;3D|0oh!3N|E27SlNk6t{;{~4qUDwP
z>Mt>W&ehbg7_BK;Z{}WVsFV1s+xbKIHu3&v)kWOr3hGnz@;`#!<RZ~Tj*lE9j*91!
z-(6(<-CfK~K9>0@4Cm%QEo~VdtO>f>a;MkgtcQE=U`0T2tAWV=jN;SMt0k6h{gK6f
zCyKu)m>Ww)cjY3#tJ#bf?#?K&e>!db^ced3%k@Nq>%qjqsrb9MrJe~~b<>mDj9<u@
z%!s)V(CswdFdZXhph=QH33JAughk?ibi7%JTqPk5Zr#?e5HUui3Gi~<79hmpANFr{
z3TR`VUr=P`>T7!*+~<huI+;|`nA6Y9cMN736(j~pWOXM1PbJ|;jyBAu{GQ~D8AHZ4
z8F_5XoC<>>W?QIAqfIeG=QPiRb+0VD#UPP~`&`GJ#xL000)31$wENv4yS+b?ra|3K
z-Hhzx4kaG(e-PNymC4o~mmAK=#Q$?{e$46a8N2b^c_}x^-nd)$U-o>h)5z@`%wsj{
zAHObhuHu`~)ti;qya*pB5}%~?<fdm2@FgT#e=P1v{NkthbVzaO=k*z>o9CauOGyjp
zwfmhG@IoWn;?UPrrj^mjtmjwW>j$`hslVRN&6LH-d}duy;~wTcC6jYs*5+fT^Yf0u
z<AG7%j4iF7J7vq<%FeUpe^lCj&3x>dC!y3Y|7nrw{m(3mouAnXnXRQX(+cy<-1b44
zk1n_7d-F>bvpv*ibISf1QCn&0pxHMibvzfGZRs$NS<9MBdV5Oig@dNm_^Ef%{~X+3
z_NZ<;!%F@YEu`w)mY4CSYntiFLvX5`hLfL}_>T+#Je(adQiwDJA`|V-2Mf)DlN*lU
zJOr}T$RWM`t_C;hF;YfeK~_d8Wn9<X$B$ue9966a{9HZGafJ0tU-_p?sh@*KMI*-U
zp($LOs`%wAqGgqX%gmU2_MvfnI!;3_DEY&OXGwAzHU0L7#XgwCg_0G1DogywZ<?Lr
zBB`04VfiqV{7YHM=#cECQDsBX4|1KaT;x*lndF^<(0*KicoNTMgzB**d>IY5r!2&n
zLJ}!&@EiDg$J8)R*q!79co{nij!@$8=zw^uaDvXJL$Q&|rb@ePEb5AMCofFrVY<sP
znj{0?7@5lCVP2&<U2Qkrj;;`HAA~1XHLCqCoMTYNF5JHow#Hpi&zm06W8U|i9LteU
z`raXOm}7zAvwd$#QRUbKe$~Ne>GKnkp%5XK<{-J}Ad<$(YAg~sPe@9s36U~6Q5Pch
z;>fKllKKs5neWb=zX@Ij>Za3f3-TZj&%h_(Jr1{TOPRFYxpaHn>BBiqq@VipBW`-<
zpGUh{L_6OZ;GNCW9oU*F7|Hoo<l#AQ7NGd_V^NRP?N?&G*IS&XeztGV<g2`J+x+Qt
zu-9YWZ0wrz(_d#k-FLe3@iXgMO3Fv)0~*oB#XSO)Q!<$@2g6Pz9W7~0m#wZpF8wlD
z{(!B@l<pL7eq%gLgYlRos`Edr&Tv^@ZP9;k?s!es|6z9PEAN|#ug?yB&AG4mRQIJ?
zgW*+&8tTyCE0#sH&~GX9m1cwDM+anlAIsDbueaOaDlX#>8b{|YB|af3SC(QK|0~He
z?*k4!f19fr?V4QbP$Ql+r{=-`smVc8{APZWTk?=nT`8rj==5Ll?}v1nsaXI1fvpSe
zF;d7kZ-RQggHQz@C_cR;`tPKs2i>PXSU)T(Zs^GQ%;IJqqj8_Q#1y%5XWo@E1b2y4
zU*$UFyQG$3{v-SR^CsPMk<HnMbX=KI<pP1-CMHd)k6W59NB7Y0sQvvS?6CUX{^3~#
ztnG(u_7Bg5MFg*zYcoE&<aeFPaPEs8Gg0+;*>fiG*O?5LT-#6g^N=1n9GdCr@7U#g
zec?kMJ4#<h_v7-ujD{J1sdS9H%ahBUeKd%1NySPKc0T%)5xNeJfAOG!lN5i8`{;Vy
z)S6OwM6-Ji<Sb?P+Y*_W*P-@e-u~gK5t96c+Fh}CmP@>sihB;eeVp+42cK8eq?DyX
z#r46#il%>L?D1_d&-SXhV=LDoI8J^<=jst>j4)oE5NRm)sOxk!2yxskykPZ-h<y96
zsFZ5=$Jgz5mlDE<+;>!Z*PTK%%Zq~^I6lbv%r57+%l<kV#w(m2a{9NpweHOd!IikF
zZx_!=AzI9SK_9+Rr?|t0+_^#?M2P*Py!Z@Bf<pW$x5t#50OX@`4nj$Iam=<)*@VO(
z5l3REpBu$Z|Cx2-+kFp-@A)_U{_{T3T`+gT?dmj-g`;EVRVq!$vD3Cdle$?z?%~0x
zya${yi3et2=heyqf62E=4BKRWAI(Qgj>cZ^p9QV&BslG8?=K~cC)l%>;*?Nt`|NQV
zpXL6{p3c79nm(di7x3O*ueB=fcoWsmzVLD;e2L?X#)WGtR-Oe`o{tWENDY(Sj-F-|
zJDifgS^><#&UlL%q{ow-R)s$|rc3IdE{LcSPl6XZCKwp|J(f~8-Y<t?cIMgYxtC!H
zKMQfubD!@O+j-(oEYTlzA!8i_Fa3{vOp49RZh-GWVO3`j^KlW~(;9qfC#9dc9zsir
zJm&5FWeI|u2%f_bjRTLu7m4)7Rpd2VxZLT>YAyVtP*$IF&mtk(68pl^`lAVtTa?Jd
zFw7F(F``)~kg@KtQ$UENVh+I5$=Dkqe3%~kaV83f!pV$~+tRRfk&{cRI{$!c|LI?c
zUc;NOO;aED$KtfZmZqxv?LFCb{rg_*Z>4*EI|)0pYim}&yz2JW|Mi#sgQZgMh`shd
zC~S_S>-v9%7w(OO-C=*zzFW6v^}m?b^|KQ^?$rImZqC|Q_IBJn8(sJBRcLw&N0r<D
z#u(N`zYTkz&=L1}1I=EyzEk%<oq7A4U)N{jK9_Be_x&<dvGYuM+|f0FiAi!y7dpy3
zBGZM?T|f4((qKB!yGQyeX8+bXaoSoM^L3l{@$+>S|Fc5EK4fn#-R|Kz4W+x(hQk)8
zcLP`!ni|kVqM7=@DCSp!aE0X8m&uCNJTyKzUg5(U4d<FsxWkqIW{Z(Ebl<vt?mw3t
z|K+S)d^o>u(@|e#FriDy52K1nRDEbbJKf&qo>nqS+Qip?eYWF>cszDlE|RA>qRQfI
zyA^g|YuP+NREJks{94kLD;a#75z7r`V^J0V&~dt5zUd*Nx67?=V<c=xJ6}70zHD?R
zPU)Y=AAH`&-9<y$Q(qh+OoeSfrN6U0M$$59mAlp;Q;Mc^g!OWJxL;~GIC7?`h}V2t
z=&0jBWCBU?KyR?`z?Sj!r#C!eX~zVMI8MQM(zU4S)a%uPCO{_ngXGCC@GjC7m9X9I
zgz(+5xYAy9+2BmveBFq<@efBI*PXhlXhSsA@<9ZqdM2meMe_#mK2DDGE$q<&oyecc
z+m6D59~9j~2wThT*WQ~H3;S^DwOhD9eD!a>x%uSdr`5y^m!fCUH!D33!<G6Cyd62O
zAW0@XzF>12GFEs>gRbmP{*P`;)6qB(rJMEa8&fRF=va%^1yQ<?H_KI7ih5(K7A`^(
zARkfY+-HZ6hl(!HY0c-^6qgMQp&LxW{)M*;qxClFB=-F!c!Fkgd_!pGJw<K$JzjyZ
zi>Txd3a=+^MT=RJ!~rDj@6ZSv%$uCtuUFydIl?vcL^yP|6AaN-|A8wQ2^Z?I@n8b8
z6nr01Iq9`l>@z`u5x0?GY8vGH3w&f$u>p61a3=-g=gIq(khB6Kzb%}VOJT&xGqmV4
zfuv*r*ck!f=QZ(1LNUp^m*e(m<5Pg@HZFOBVGl5h!01L0-V1)M1YO!FZ+Qe>biZ09
zNdy~x#YxhfFo~Mfujr6DvJRWTTE{Gb);Cbq4ZUECoumM4>Ie8H9Hk3r@wB31$sl(+
zsKU|`y2t#yLwmIhX?zE`nR{f|=n|qSB$PFVKJgb?zyvZkz+*|80Uaps%1~AnSh!dR
z&8_3Nwn?M{?B_6Izb5fMnVVZ@j=-=z9!k%H?wX-#9q9NhL(o(e?aII^E22-#&5%3U
z1ji8yJ(Hp{34izwbe}>;X{q-E3KzACz#H4zM(c#YK-wO(Kdhy`PYK-7>Tk({iZ&@0
zBX+9{07&?a+Em;J7A_I->3=b4;E4rf+Y3S(w6L+mIJCpSu9L<!3kpH|gjM`GxJu~~
zk^aM<K1cZvzekH*pri<Fkb6K|Ha$TbRtU`{fz4X5Mbz$_Ws0b#Gz-W$fIcxovDv}r
zF4G(9@$T#RX=z9y3ujcxhFL7YWA+$A>v$d{%*-FZ$ngK8rJM@(g$qq-VqQbsOMeLc
zp`?f5M(5TkHtU32S--&p1C+uI;=kOz$^k<P&ce><5tYeJ;JZCWPQ?=FP1t|~5|Tqp
zs9Xc|#0F!eI>abT%e8qF{CIYoL=7d?f`XF-bSNxah-maE7+*9~p>33^%{m2bUv{AX
zwJrp)=h^VOVB%yS6yky+O|0OrjuO_)6gRQ}^#v_zHOTchh!n?m;No6kUfpNPtzZ<X
z#g6EJEwlxp0j$xA-HqC&?SQtuD3%$A{R-ui=M;2GL3#5lQvNqOmrJigJ0JtfeYS{_
zU#tXG7DgK>aNCd2#G;mDz&J2Em|&H__#_o>#IcV*6)d!&h1my?c8j3M-I)nQiRNb7
zpAGI#bW&iHR_B%$>nlzu6_=GdN@x!TeX4=G=eYp0d(J$b6b&I8c!sn0iKi&nT1}o7
zfc|qGHn2`$ocWK`|6-karIo@0xlht%PW6B>!I)=YG1RmNT&$oo+bEkhn#%oxfkbYx
z_wi8t6oQW*Xhj_^g0lQVl)vJXEzncNQk)oVno4ki6Es%<YNG(G1)4PnS5ZNg&%v+I
zeu7c+6xDeGI1os!;pPrA+o7Z$l1#SQBJb}4?Nwdi$6sJ&KP9mMbQ-0Y@4OENWen_)
zdSbhl1HQy$Hh9<N7L_`wdgl55DWP+L-llRet~`o$S~fZz+dm9yK%7tcjfNE!=|gap
zs#hRf6$&Z_MZST&O@IP)Wf9$}B@_VdzW@W-iKxRru~*!;Nt>bGijXP`#WX<omxHI3
zmT80hXwmO<n|h8%h2T+%edfV^*eDiL2^rOa!g(C;hUOX6K(o$yU~hqJGYX$3goiS1
z(eyI#&nRG43#m`Q3pFL9*>|4hSmL#y<nvR1kUV8L7;Ks3TTY3eMcn;s`6CnlpI0w;
z&DtzX_Z**4N(Ch{n?keQq|}l&5vmXDF}fOtU5G(a#ajvBz&fIJO#9NOUzA(bl$be!
zLlNEz-DV0k0=VYHgRa4}i=i+fau}X^q0TLgHBD*yy8<cfGcU7=%{ci@G$&+(7Dz(N
z_W)nOl|Ay$A%T<?ROfFRT6z#ASvdftERe+ll{fcEKZc>XZqS1WNm-%$ivge?%<|hJ
zb8awoLo3^{%sMR3G7KI}mtiYbP$DJ~FU|)eb*(sfvVkTxTj+KR40~==dUb~Bfym;o
z0s=>yXYk+Zl{ueyaQJp^%+bCd&Z(m)ytA7uj_@b;Zd;goT5&a8t81ZrM@_Km{8?`g
z30Uk0lTJb@ILRXRjedYINiOUHW2!;pUa)BuzJPOOO@Nh9Y#I1#p6oLQKKo6P&d0Gz
z!0ve<cJMD@9aXS{-bD4UK=JdG>MCH5auB<~28(`CW`hgr7RdYSm}7yk+y!`ua@a7#
zQgLGRW(zPfiConf<t`3DHa^m{Y0qe2{O|-7{lcGaMvlPSnf_F<*WbwrvoypRVwA7Z
zDqrME>hDZMBgJtX!8xLpHpD2{HstAHP*=l?0`IUeWp3GSt-ju_TlO9P%)Oc#N~E^4
z_6Yfm$$mfu^hDFb6WqqsL8O}o{FHz62!kwk=Lk)`_n3d+S)t1Jpicc~7%soBb5JwN
zA`JR6wNC#J_6npdQru9S`#={;eS!H{Y;_&F5{@!02la+2>I)=I{&iX_(13%I_2H9w
z(Kw-zl&JgOVB=N2O2o*8BL`CdkYD<PHI6BPqnOBHxUMLv*`NM2ow-y&Nqk1P&gvxN
zu@L7ff;s<;ZZbwgkHV8z5U_z%o>>~Omvh*kbwgsP1nY`H)V}w{$Z(N~8oy0`Y-kv*
z)c!IC;|B=OM=3Ze;FPll_GywHvaM!Gc&=3(%ujii;#H~AvPdvP&$UqW7ntQ-c7dI9
zlzWr*DEtT@#ovgd|3HQ8W?F%Tl+ZEq?lsiV86ICFI9FC<0EYiizye(%^uuqmST?F{
zdT|bEVeKGjsy~BBKP7hh=3W4EA8C39i}9rU%zVxe#9ead=j=Tw$?_{s&PGTb=87{1
zIqS$|Ut*8A(Gx$TQ3)YuWJxR=9tdjeN|@P$<n?v8axCme`1ob;DzEA2e!<@%hRO(G
zTQo@#3JUi$24`XjtM=6z%m~utA>wC$A=`Fu@J|f<>H>meG9i2hvmwWNF#P~emJO*y
z2s|ab`H!BE#JufeRL|3^#N30xx^kdIJ2?c)e7pNv(_#`XH$@26P+ug;(Ni`1zZBd-
z#$u~~YNw<N>w19`+A)|#;(f@@x8TMq`yK5Sg`W{==z}zJ2F%`E7e3VyLiv*NWWeA@
zn~7c^!sxaSTw3bvpHzzimnQOXx}M+rS*A4nk{fdF)6UCPtdJ@9t0x++{?zZg_dXyt
zb;E6a!E!S&aESiI(9`Idzfmvndz2u_hi4*<a`w_r|A4DXDK9dg?dgmX-k-2(MPjU!
zt_+bGQX!+rfJ=1A1(NiU&Yv2rJ@})1N`*SUOQYZ!$IZj?-;jsb*)2VUdna7kY`iaN
znSY3$SjT_m{B@sm_S_5I;k};-$XHZoqV&nDiWBatg~hMNR_cHcXwzpYD;1L=s)ty&
z&u4mrdV1wzbVSb>)<{zpr{Ar$@y5_mVX_41Kt#PU0Sl^NE47sVyevw9C7<Wc%5z`*
z2wYofQ}CLFC2Q~c{aKIj?M1p3neQH0l!T@FEaGh)kq;J$dNx@%mk?KWHp;O=)9j{u
zV9I&*wtUL!PX+>Uf{EmjW`j#u7TH%wgNHgpN2!;bMsDu<!oITqRs-#*!!*Ql?fy^~
zVmrZY5k`eL?)4JhEhv@iEyG5WdLU<hX<s~x<JejI)7|t7c+0#I0x^%WJ^1pIdmcia
zgVo_Q*h}bMg$gwKH${rJ@(@O-sSW#gy9f;p+Ztfr9clBE(7_#WR2ARX2j4?Goe%y6
zulB_c@h9~yMi^uvU^|okNTY+{Pu}?kGS@=D-4Ja5D_{C$c<AfT2hG9STs4WrRer3$
za_oVJ$q^-nH~jH=0M|+BJVZ|zIn|eTD9MBJ8KGy3nSACCt8A$OMu@b(UPv`gogV|F
zp;YGuyyaUU)dw8n?nPc%!Iv5%Ia^`-!ZqY}PM#jJF4u8+Jm{+&MEYbP5R2?#I=o_k
zZbw@5R)H;p2Lm<{3az9U8nMZ{eWF8*^mCmZ8q`hLt{#Q<nIbKem6}Vj2CGoz-AK{p
z${EC`(@5qih<3bSn84chKalXCxecx4uY3oe1;CDU&hj=e^8i%TwLAo(2+@I@h_6Fl
ze`k<rGu8fY1kVSY>fXMj6US|Z1K~WGh|Xg_|F~873rE|YH!L;`Zta6t9oM(2f53=J
z+)HenhRz)@>G-zVQG+NqBsq$Q8;Q+=pH8r%G%&AKu6hf-{t3nA1dzO_&#&r+2F&2^
zD>h~#iZo#I99f3<rF^h&&%f(V&$)z*RofiOgFDT_ET(1rTlOy2H)_9#6e-DlHZw6L
z?G}7LB_s4n9`N&(q3A3<A?eh`@7OJa|E`wCC%a!y|1a6v7;rkhxDEek18c&l3o@rE
zuvigg9Wf_4@uR0<|2v*0U;<EYzhym{$@*J%`CD?%jC#%|cVE=)9H*?AH`tz>K&`OD
zw|!BsVp1kQNR1!+;dAEyG+d`)O<ZdL$0v^DSa0wk^|nYg6K$)uMU7iUO)^P~id!2j
z73!rrE>*4%3Uw($7&2jO-MAL4b)}f91;j0gqEW;d7eG;oNZ6O)0%1uA1d@>T^7(vv
zpXdDF_xYXGi=y<iI`Z1{W%8ws=kt%`>oc_rk7%tTtZdfKjzUw+UlZTt9oZ&nSX0*b
z-aO1IN45E@2jli!==wcBc!)P*Ya{<-?35)me<*KCf79^WJ6_tAC6Xgr{m;*=FAvsh
z^Ix1loqziGH=(5`@#;~Hh52h&rN0Tv?AYdwS+#HJo+4|^^D@!a?2e>te5&>57w;d;
z$`4*pwshavyuuZ2S?HYiLuFsJWrT-MJ=#AEJz6@J80+x)NE;xTWKx4TsX8M}(I)!@
zJ*c`9<qkEV9#X9vRGCG2F=LoP8JCn7a_MCoNp<=a2h~6aB`RArV82o*;PK9tC@i(j
zAh`o9LD7>6%1CR);_wR76_>iCgDv!M&aLA$)sQ;$-xO<SZ%d?yTu2*XS%Mi^aY6;$
zQY${`k&dbbi&J2J0W31H6?nq1%qhATLq3%-mqg(i$(oQs-wAm1gFrrV!AIW$5907?
zKBO0xw9p<&z)nnF2-9-mIzDne$tQcz3GVF$qm|V6{718e2Lw2mi!LRp8-RN<0+Tx-
z|0g)wOkY##BK)|&^y3G9Xi^0S30b~_kDL)xZCzij>SDdJfT|Lh-Tpw3dQ2Sf_A<QF
zjgn$gW4q^ofvkrqCk2}$VA>sk-@}Y&W)2ZKa7zMgs=_8zCsA6kbPf2X&450!QU~kM
zERi%^#VH_l=j-X0c-_UGLQL+D1tngB8{1{7IHZ*>Ps9vQ=V}I57URZbk~)t|8)-j9
z#!7-3oY*7FR>_KvTlwkZgXDv<^#24Ig?L5;xfmww=tTw90RN>{2O4SC-ysRNMvX=3
z!YdsxX8>q7!loyqFDGhx(Aoi3py`vP|A>wB$m*l;&=-8ihr)zv4^nSJ8&UFxSyqM8
ztCFBwE19PDGh~4x6N)^<bX^OC>UXl^^+;zonmv+RWm3s_ycn1I+#Ls0O9{a)7#mfI
z1$EOS&9bhs)N8c%rAr!5%9jxGgjUII4cM)qlDr%j(d$;r+xaJVb%4%NzWfgkz0yS&
zwty|s5@cxmM0NfEj8<Ohrk%9eXE2F`K3L)gppJfIq|=_F_&28@vdWBd5^#AZ?J*;P
zyk~9_d4a}6!)zO>Dgw+JlAurpk$LmK#HJw**9Ho<!zIr^{*3q|b`|Z%J+QtR{ga_~
z@XM76W&DtBaCRTMz)F;j<wj-<aW*I^X%85!ePt^ZTilGGCL5gfs*`<n^i8W$Q))1Q
zi_Kt33D7&KdxI*0%Me$<W)1T+0*m%>DqYkew=C>D97b;fcXq<D!H8*^a7e=jQnSm7
zio58$)3Mz>?0P3F(xNYHNGuk93Kd(C7j$2>;T8DSOa$_7|IflkRG^_&4W#1#S=fTM
zVLaKWj1yqwAYE@q@<LKA=fq6$i0cxyi&{bI*6mYhrVEEl9B>id=kQ1adbJP4@u?YJ
z5bmUYoukZm2~-~TZ+zN}eS7FGWrki7o_cq_;RehrcnXHbtf>Kaz}Xqnbrn-eCDP^T
zu=rO}T`4xQzPry;m^uC-t4XG!O1*|32Q5zN&y}FKsTUn_69ii6aZzV)VH6%a&P9E;
zwI6s$D$GXgfay7@hRfnmcEqP0PWnmrYgYaFttS6aH}n=cDIHkoW$mxWl%H@JF0;hC
zGycb-eB6^DwipzL4Y7||>cgw>*-n_y3I#*3{h}WpT>vAe!)Go-LJd*__SyO6Bm<ib
z45Qw>4qI6TIMu_EfN^H@1^s$O3zOtB(q;SsyK1UZ@KofG)J+>wmEG{=U4-eR#djB`
zMUGg0=`bTz*k!NY;CT!GwTn@gfB+l#!a4i{`6+!+w{Q_D^>Yp1d-rX4q#NCQT&#(4
z53?~Rl@PlBa`3};mw1^h2M~F|+(f`$PR!U`0*e-;$WLr!h-iLLfSsD^Ls3#nTHf@_
z{#FokT!P=5e6pGIgyo&sTrFrc)0y*As0Rjc*KSxO9QA~6{F@Zmz^hjt11Gu%{Vf_3
z85zPng-l4qq?h36{USU-Ct<3@3`%Fd1S$ok=O6Hb+}-ekU8Tnj7ofbrWw3iVd!1^%
zie2;z6!miq|458u24vSp@s@kGU}48WF2N!hcEb?KbdYo0E~Z2&H7wABN&T?A8@(zK
zK9U6V8sH9}TI@t>_|?M(@aIl4p*Izl%!%bs>C+O89&BxfqOD5#BXMXJaIE-|L=Kyr
zRK8dk%i~>8$Opi$b?ACN^)B-Dm<P4aK{oV;cvOcdXm0d7PPm!V+|E%-kAX3>ulZ>2
zFK~wzMt<ut9G0BiVOLKwgxFQ<$$&Bj(Tan1V$1qv+o8Y#Qp}v=?ey0bs7s>jR8Vi;
zfiM4srT9Q_5_4VEA~NbdU%2BFsV>rRMuE7%%UZCf5ZDyN5P1CRE<EPPeQ2f)6j)6?
zVHlfT8gHe(uBS&;69baE4@o4mN)}lPI^7e)-s8m%R|;EN=`}{QWHZbu0dkJhptcL*
zr@%WoUbU`%JTEQ#`>Ud88_mAwqW}61+wD%{_|L<P<=|izNF@^<-QS<2xyMLX^wNu)
zK=Ip&2I*uclG(-O?ym-Jz;)@s^5LN2=I>`>B0G$oQ*dTcx2|K`wmM12wr$(CZ9Dnm
zj?Ip3+qP|6r)%%p|2gMwuc}$KF2>com^JW@=QVFjyszN67r9Id?YiW13`1IO46v4j
zZmX?ChefSeRg%=@>9JG(1?3W3=LrrYjcWK7ko;V*b8hYh2s5B#FG`~)arKudSTlJt
zF<`F5xdV+x$GCALY{12wqy!Jqbpv0S3fe~9zYp?|23=pFg#GJI;=FrA&AlXr5~k}A
ziNEIoU}Hp8&S#!$xeef&m5Rq1>#|Ffb!W2Nw`@Q^=eS~hb@N__vJ+tc6)THwLc@Yk
z8-sRD9HGgYhZhZf3~o;Z*b?c@LiOEML-e|Uc(pxHvkCfxVZ&CA!%nocYm6u@LKUK)
zIB#W><)+x0>ANeMqHUWM%ZtYi7Zt9)!&Q{Fcghqt_X&jPQ$SYHlCA=Zw@R#y8<BQF
z9+yVgRQ7tr`Y5iKkQ_rS_~mlf9bU9oc*nP7O<vzOL7;z%b{Lbl5MJ<CMgoyi60!TE
z9N3B{s}Wd}7t7uZlM3G37KFBJOlD!}C1LUjYtM9Ee|?d;>U?;_$a4CX&TAeQaLf|_
zq6RAc(w{QsKTrK*jbg~3Gbf`z$a<x*?W$o~l4d(VA=5US@rYN2-)>p#)KsR4E>NLv
zkouJV&i6VXc10d)DgI`dBDr`19NrR}v<+@wC%z`HuDv~8kc^!g37oT67j4!J{IO}_
zD8Sw|H?4UrVw)~pBaoUD!O{Be$2`EpLpG-x8SEExxXrqdlzkd@&Bj8CY1g(j_A9W4
z2EBa-!B~vc&gPoZM`Toyc9Im=TGhUvHl@waf{ma%n$TQn$pcW>>hn95Z*)wTZFCJx
zneYLi>rj*QcF&g$FV&;Q5PdoLO|kX~KzyUICaYVJ>g$xfO;EOi@l&h!8FYi^n4>61
z1@W>aBM6{k&F!Z^^&OOyVovFgBE$bOQQRsDp=ef$EW2&*;@uU5&6*{4M5swQb;T`$
zyf1~i>4hc_P(|`fJ~!D$puI@WWIn=`QeFEHSZW7;8tgluSaQGVHNouF4RroN{2!<l
z(0@U#{?V=e^FjUlW1u&t|L5{Z|G$Z1{9i>e{jZ{!{}c7!uq_eioryFeARs}K{|nn<
zrf2-;Kj~?yf~rpV0tebw78o6sP+>A$oKk96XVoXfgzBzMD6Lz5(Rw4H8<=1cCRl7m
zqgAO=HC$CtAZ81$Nx3hC&Pq*G4}mNSg+xR~d@=Fh=P~oKm*YIsMtIHJ^YiwT`tu|d
zp9i%cO%%aSLKsC<kh3NKg=8W)1M_A6SNfqRxO|7$JuUXK__yc@qD7}dtY2UV328z)
zcr~%x4==!$y^AI;4Ywt$jLX~d7%|0N{L16`axl8ZaB7RV=L(79XiL%?pTu^^3%^{c
zk^R%)ow-J?*$9T!uFa;bz$st2@q!=noUo!ZM}O`3`sBlOaT@0&u>-!@HOG2jEh5-+
z$XXk>Gb-cSCe~s~%gbeHsO|z*1U9UgRHX2z##R0c@v(UIo4+)M&(xonmbCn8ZJAtJ
z{_*=ce9v$5;&IF~G)eCXL4sn|Q5^U9hhRCLfFy%waN|IczIu3`B>r-^6SAT#{YhLx
zONB?`@S?u{WRofwRyp>jkb5=zNk@~j77n10f@|#wZ1>JZi1?Mb=w?BY&@EWN5g*J>
zc3ihHA|hg%>c;GKpv{^B%OFeap#bAEx%$eTuE5=29o=PTxRc%*q!l~*TEmfNQJBe3
zD6bpLq-4^q;ye+`>w;v4X1knSi&C7|TbYLaWacQ`FNgCs$m>u$HtLZg`J|t+El(n4
zw>NA)MkXp&OH<D|dCL^jL+}`<?I(qk2`d)}b+RQ5fA9R=pG;HK40p{O<V*&LDjl+}
z6PDV}p;6Cu#afIIcna6e`B^UP0A-7Jn&bBqYUu*1UT>3<;+GN0<UE;kH##`?!rwlF
zn)LPl#T?o7bZ8WSJK3ym-P|A3A=xfla_1x)nJs5DCrs_dNU#x`t+TV;ft+W-?(Ij2
z_i5A^KE^Zw3v6BZ6UGfmuE4sw?(XiAEDO*I8quvCk9XN?+!KOy6s{TrP+NqnpMY>z
zIS|Vu<#e-WGZ?1)rTdGmeKYvl7n@g^#!$<NSZM(nxRIRU5+)n}&jTL!&j%bunR4a6
zoqx4a$p>eI27%@le4@B;AB}<ao}1>X>Qy_Ns7;;9JUAkDz6~MIAMX-uqN(s!lPzWj
zj|cAB7ugYl$f7|ZYZ1MI-^}^km>TZ}RoXo+ASH)5K8-ZX;<fz_=p?^pyMQq3?zQex
zJAGUEv_{If&Zt(>b9o{J^S@@pWL1jX>QAe-?4Ccxb>Z=!CdVj}x{*1ydZiqV8k4Et
ze%oPO54N^*6ZTqymOc~VR?iUo;`-L6{H#4-Y3$ZG4;~8(-_ry<csmIP%=&Im?#5<y
z;Nd+Tm2-mf_o}~8Oa;Z#y*cHZIi{C?U?*Q$j0Q={5pi9~Ppg3WC|UMjUY6WoCD#Bq
z@ZQJRFzHrh7wq=*igHVI=^N3~AKd8K1`EQfP&iKmZ>qe3Ii#IC?l&g-$CpD4fX?`m
zKVF>u>=nmqMP&7%-W6Ncy1z(+eUut`9}%SLS||4Oim~_F=NgGGHij~R=}SXB;;EA;
z#`x%RyM61jvNGQBZeT*avjxy&bgaR8YjK`E>RS0;5p9V01QQ_2lRYg3cv+Vc`~nn!
zO_@jfM6gVVDeCou>bo)*7-hkfsImtKi*D=wXtimvE007Hc6uPuqI}tyztf3=e`SeG
zMS#Rr)qo^z1F&be$A5Pi2?p8R5A>k0L!>OW&Z+N_W`1?U*hw{=@`NjWcv+~L<Hx{$
zFpz1=Z2*QawwNcJOl{f~{dS~&mZcel5liexNy|48cQ!05uzj0}8bqK}`7EW(=5O}7
za6Q^BlV|SJ5bt%ez7aH<PmJ@XYq4{xzjue>>>2vz@rmYZPEXA?izZbhsU1!%6O;rq
zcvf@tDhFiZ4Uws#;K>T5@=PNKs!?C^u`>Z3+Xa=c$~g(YVD;18rAiR5X(T-H`psoH
zxmUF<z0~6&`MknOCrBTbbvtK1i|5^uRIH(#{w*n}6-7SWTU<BwE_X;JAzp8Z_pj9j
z3M9{y=$linYbolOjDJtI!_nhR7Eqw3p3QFFubxsituoOl@x-3QSM>xze(tly1diZ6
zLU^1mT=`{Ke}w?6u3G$SS{m#pCq|FlK`wmKW*{0JJ6?(?_WqvT?nl?U&T6;JPid&4
zH3oBH=Qq+0YpgeT8Whpl(M4qK@`h!1$!AxuynN|o=mTTdCrQnUFjte-%%D1nOBmFF
zjov7`f?QJZ!Bn1hEpH6xwPAPfh+YtdI24}yX3sS|aI|X4OlWav;CHAN%F^P!;X?(>
z9VUWc>J4qCfphMx_37lXK6U^&9Pe30N%TJ<kag;oM`DL}{{^-5Rgn2X!mMVUL%Dbd
zQe5gW$U!%5cft3STySUcZAM5|11^sz!bl1sbVm_N#{CYdJcSVTG?*}LswW8XXEW-Z
zkJq{J7ywmCZ<5FO$|?<G75?#)6Q<92W@p4DXGf*0t^$icX@?_dyq*}i6A=NW@1wkw
zVW<QAYulM-a~M#!`ok`|)JjqxVtA~@Kvb6NAq?h1auy?RPF1<!W3h*~XLPAu4)J!h
z|1<t#-49<BK|J{T+p)Ga)VVv{Ili3bqN932Vkzq*Z0d#V7iCwdHm!~tWGYV!D1P(<
zZoWGPAFIURj$+2KXsr{Z!27t(hkN8d#$m_XY$YzLhiatwTHoK)_O4;Nt(UJ0*vdW|
zh%3u<O;1*}So(o#Ld4b+y3IwhxGNf+%?T3oF^+7dg(z!^NG3h1$iyL!bIMz3_A9MM
z8JEd^8wcgBt$+SIf0ZQYg!MIDGCMPHBR`IHJCvfid9yU9MAS1@?T7Z>EL0jk)!3Oq
zUmS_FFiXn^-Kfp>Gvw0~m&2C8o5a#v8%O_kH(CNLpyac*LYLl}K;}~27AwvZKYl#p
zK49(6b;Kme_}?1O*m&6xGHwZ|&`<!k(xmHhB|B;7R~o+EpxI{(>4t5ncuKg5{9|dK
zrhOr@y9Js#r>mgh)UO-6nV|O-ZZ<zMSXT7?Im0OUqq=+>kvfpxc{S={rPt?pcPcbV
z5Rlw=mIRI-#HlXx&lUj&-Z_{pwV}Sz(zKULG*{3BWVmLXea!WBm;g&@7X6Zi#P@by
z-z`z2Z?w*LV0g_>$|V(^snO8H&v-dHk+Cdv`#Y2rlL2}XnRW#o=TZ`mm!`>C+M_l%
z$H+5Uw3^&u4E%3;@7k}aOU)ba+@E%9u6x(@S-tfcVGzv6jM-g&G~xuLB6_BQ2d5D7
zs`Fp{rv%&eKcR4Txo%!F`GR;TetcQ~L{dx5*U_WNw?VHGJSKxNH&*_N`H%=Nl1*}t
zrEX027*FCq8h#pGkp5qz;TQaj4@NH$N8p@=@^YVoBcAYf`g?x>>fZyW)2MbcVKpVX
zuQE?b+}G>+1U`?s4WAsQ!*k&}`KSM|^&t)wJiOv~U<`a7K_t)Dlyu$iY%)&Kk!oAm
z9mM=7&;VNtP-!i^O<MG&KHq2<N)@2G;8|8~Nxzq4B|J}fANq$0Vxv;&<PzMcq1!Op
zNAJ(B7({h@k*fXKYnY~Sfg3~?hmUv}vDyQ>0YgZx&g|?62kB&BS*fVJj@1;UtGd`s
zyqK26jC1-wf8bV9f<TqDQE8{8)P|akj@fJ$^ioXdw#V}Yg?@Tc?-o@xAB~c&`f;Wv
zH<C<eF=wg2Ds{?sjt|YKlr+V@8)O!yd@bj<0t$4<pBB7KFG+zZ>guFgc+A(?Do|;M
zOWPR*Y1~z`K&fwb&&qvdY`XrAev&xS)cUvM7YbFNz_r&Pk`0;-uu5|9s$-`h&&1e(
z<I)U~o5YLWVs56Dc<koq-U=|Mqpbit=}svqm>$cWY+snMuXulI;V+i6(KW8A6Ky3H
z`!iDM$}VK#vr1!QzKG|9zA|1AaFES#jo~ttGEgvc31cW&?&+L1%Qctj5D{ysYSDBs
z!7?ed-T<@-V9g7$b_Rdz4C1t<Rb6Tof18eGyv*Fffl9Dl(D8?Z>KpOR^hFEK!Rw^8
z;O>nJD2y4b-$H!)#J@rjd{G}zc1uU#AMD93>msc%P|vSG+_X5cXWtv4Cwl9v`C<38
znd(6&WN%c`48<<v?SA3P<FOY0sFG;Oqyc;D^jW4mbU7PniIm4+shVN@gWq@OluiQ_
ztrl44*$mLTDRffR6wgM=0QK^#%cfHv$rmfO>rR)knYx0gqUO3`{gwJ&5tOaZRiScQ
zA*I)R@XEhen?NvoW~L<2Bv3~itYEl$4S&@K>Zeq8a83`Dss(>#nCI<@v8(IDcK#Uk
zD#N;hrs@i-?TzW)cgnFltK`2V;2K#W1B6i0MwTF<3Vkob5DP_vl^ufNGttQARlq2R
zQ8RVJwonH0t~%N*txDFaJud~ZHC6t^?eJ{DX12f{QG3BE|1RtJV|;{Sat$k^*B(-W
zqe~mR86K2!w<AMxfS?&c)ih|(mt(w`MpHg#-!`_gqy?$IN>W&&y;{`;?s^qlYv#wC
z&Ms)BQGAvNX)gwjxRcEGgr@KyN&dzQE&uZhDVaMGjw=X7t%R&=+=Cps=s-lq?o!vK
za|ukYbQzmX$Poc|n@WsW4{8A|hw_Un=T{J@ewA;#DQ-&jqK3sCGIxX40Bk++1Kg;6
z|Gwhxv-hPGKGYi-;k?=}>q!u1F(xi&Ep&npNc;_|1*O-sDU_;xXot&sW?tRe7&+C}
zy|>_tvNVGrS8JNah~OV=LapvBQENZmrSi(fDo2!UknKdtcLH|jCc5T+HRo0Jsx`vG
z`N=}){G`zy@M~9tFbD@3vD+dO`5iZGCPDHxN@?E_YZkBc4?YrD^lfrmMX9f3mLahP
zyl^_?5*t;6d<+#nnZu9m+>DE%&?=XDCyXj;&}*u>-M@AS{=k4}9{Pu-iGuhil+LI}
zS*i^RXdZ4v#H}sRINCh0h#Y|q8GQ-_2ZLnk(ift5RAb70)tB*37hFffh)MQ|I8V3O
z`S=!PwXF)^F2*fAB^3oyciif(kdc?Z5G7+*rS!36ke#1MToXrfgzs48;vE%fv72kj
zD87nS+ls}F8lzKJDzTrV-$;Xdf%IR|@`?FLc%2APsD<dDp}-A<lU2$Y2qU|Jj8^Z1
zvP_Q<Jl&^x{fiUu&%BSh%w~A9lEXPDnXL&Y_yz)^@m-8XiRC5&-TjRP(7C*qT$KDD
zE+n4xBI!m4i?LXVkY@T9L3LfBj1&4Cx}*F<boh>+7$WTg7L-Ce=lz$ziS(_-OXo*#
z#a2OATjZvYO!9R{@u2J;+MaP{Y!B{hZZlN*g37^}x;ulhs>$|2LB7oBy@rG<ah{nS
z3%~E3pFG$$ZcP0~-8E3<Uaaq7b=c;$k=($oG6R`sC~g+U_)clEDi&`zE_$aQ_lo8F
zB7E|`3&Y=PxUe^j6K<jY5`@^Dm2|sUcE=mf{wekgf$qCBq>geXCRDpLPN}QATl{oY
z;1G$zYG)|GtDF*pF+F<PJpDFl3x7K%htrT`J1=b(b_}MqMyA-jM`kY;uJK<3Lq|ki
z5BRudBE|E|-06mOei>fg$vny{S9`uJ$vGUdsn~<p(|E$B`Dlsxj$j101;<~YEC2JG
zL#a^AsVLDeehHXf&*&5KI!4B2CBLmELaROXJtUCDr+)zsyM9{U!3Pj+ugI)IIZ6Ek
z4H1)9D7S^XW9)N?*kII%K(SMNu@jo1Ha~uKaQkwGjQcJ@RZ1sgJQH3I!PIE-0I?SD
z2>W3xtanflWqBTu33BO0@W{u9Z{KOVbhWE65ba~1l^$X^LBo&@uKk=eJpPQo$HG9s
z`Hmr-S|UED=jI~qFx-?+m0GlnaI-snuy-`Wsh^upxBO}nRFaBo45sX!)Eq9K?1L4V
z><NM8s>#8q|58Uw(9-p(gPV3Goe8p8hEW8FosIZvzQsgLDKh(H)~elYAhvrpTq7F%
zr2f%C{%a)?>Kfqclqx6lkj!mviYPv>{2o3$bd;4H4_kQoNJ($^I^H#4yK8DJgZ6`9
z2H(rjo;2!S_l;o}+OvBhws<=Udr);5p=95P_3a;AoM?|ck!KjR$a}Zl&<SM%6-4T~
zz4JKhwE{=4Q)7*7OBekpLGcoGd{XkO;HH-!1q|q}6!J)V8;w6<JNI&sRGL|A@?<~p
z;|{8eT`H>k1sulO?{IDEgZZKD=1c_lZD(a;73yXG7u0Hf_ZmBufxfQcNl6_&K)iWn
zfd(@Njfc91X&Q0@{i>;BXOH8B_N%PYq}bu(2SS`HvP=T=WGDXBKbZ98?ghrz$(|lA
zaSm1Gb0}L*7^?dC;LQ6}kRT3QNUSnaZqq$2k>u{}W%qEP(QQQ+9G~?Voh`<Mr%X&#
zSHADNPLWu*{h1S`!Y3Ju^O7t}<4^eYc7JlgCNboFR4Il%JWkfykZ!;TVpjm<rpAc7
zyN6L(4|K;e0r_0fiCf@W%Tn8XYj}bqb7w}Y2Jp8nup}NfzAa^(NN0a+$Cw81fL>=!
z$rt!n8g*ppUq!#aG;SC<=wz*zkLbFMv)o#9`XcO^i(&pIkAo=NBx!4}C<YagMO(e(
z(pUdf!~H##2z6rRWg#+%V*q<A@JudNbdNj8TVvSQauDu=t0XR_@&qJ=F2}+HzB(xR
z=>*Y>uf){15tB6McM!qTHEa|`D^7vQ=q(~(^!3cEScCXp2Z^dF7h)2%7lqX3?ZDsS
zb+J8VkD3Phjl`e`TLO?Sjys8G)_Km!;|d|Hf5Wi9`-ki3E^`v=&U60OGIfQB|Im^B
zS;^KB^SKUe4*1Bt712VC#;tk6K+pl6g0W)yg~AWkp8rc%LqAOryGgwy9`s0iJ4v*3
zv%Mui-TTmSskN?U^u_BY@=tJR;a{#7Qk~VLDw}&C#6M1$F-rf^C_Ow6V7lQ*I@;Eh
zi=Eg<NmTyY`RMoqU~hRUWkeecIyUD_SB9`8?t`WmiH&l9R0An9O!BJ|b>1TtHVT2}
z*ckvaY3MqC3h(tJt6ewI@Aj)}(mdKhH0HEx!MNN5c=X%Mr4t8aid#DXyQrN4nN?Y)
zck*Xo!kg?Sm^p7N64_p~pf-Erv49Y7vLFthkZfnm%?Ris3OHX!(l{qIDbFf`f8TFd
z);^#T5Bt7wd!~l$gGWy0)78Hc`#d~o01JiPY4X-n&$LcC5(mO0Y(Et-)&&%3f-g?H
z@7a2jqlc3Gg5d%tpGB?6XNbpa9e7Z}3Nms7S#z<QRRWvENe#qIA2VDdWl0|upJI)J
zJ+|ndWr*Ka+}0^GcKsBe{iHarm2iKQh_c)K{%X|>K?m+SH6#29ET!eugFR_YF8?rr
zvu*Ew!*1!t&GcFkS6JH~U?(TKj2UN0XUQu6hIClbWGg}&L?v-%E32ZyHv_@k0p`&}
zeuDA8NeQ-+ROIq0CJH-$_44;dZ!IeLX{}knO9@3qPFK*l4%H+CY0DIG+TB8sbA*?#
z0Y|Oq?Orwim%1`MTVp%Iu6x6_3{E~Ep&LcciA$(D;rH6k@uWrxA={{?U5mkM5R??s
zi;F>r#-MYO(1VWffi$F9n8Cv^hGd<ol?<yH`<EA{a$w;)2r6QFkclp<{Ho)<sy($v
z=gloC*sD`RcZ8;Cs2BepYQi8x$@o1A;bSQ{GjUvF`OImNEFV4NSro&&0L9m0?N$aK
z_tL8yN@}Hf%7=Le_QCyUv8KmB|C04(oqN}Gh(||&+YJ=LHAo%0%VA7J5~afaI+4Bn
zPri+#%sB>)^)2e;B;<nW93_v<l~-7!ZU4gWU7_^vE)5pxB3-OKr$Y6Vo|TUDiFpzy
zGdL17{#4=x%;FR7X7u%=K;3&0pDA@_`@vK0zFIk2yBKZv4eFhu+0G*;Wa1-{M6Fg?
zy`T<+X}V}_U09|XvpRa6Q6YAFWKsf=eUk2hfwY&|bv7Q>oMET;i30wBiYc+{+$*{B
zCUJtKvNP&|WCih>-dMs66I?d6UNk~M-;m&S$8`LR@`O)uTdo{va<y4xB}f9EaL8u~
z8$z1iFSa*7dK(NR3)6y7)YuNcwJ@8&G4Sc-agiy}^89|mm?ahi(fQj66BqWdWuVEa
zny@o~oovX40-U{e`X9Dbx7vr$2XZ%0ji9r2^};6KQ7X(yH6@DLp!HZ)$M#f_tF{xp
zO`tg&Kr};NHjE?$f#&2_j8V$|stP1U+4U!3&dXM-MH{NFKWq!Qp=c&v#$Dn)Lk=XP
z;n{-34mA5QedA;Dt8QH4d)(qSIJmDUDpxD;K*-4rcHM?EUnls^TKXI1?H+fYStglF
zoK%N%mR5a-^3bWnfwIRW?T$4&3oVy_N{k-t0?0Rod39(+tX&!eOK*O50wLG+Xdo-o
zLTpKnbkN_R5w~-EB)rbDg76{P??5=)kuddO9Om;H6NnZA^0eQzXBaZ&Lm;ed`<RI{
z!<9_EHFA%rIvN2p{BSF1bR0;jZ;i;Ev;nX`$y0cWPn^9u709-@Zr<p$Y=&m6x~D*U
z+*}^Pv|rH6FIlutEZ865ksOZij51H7(RB-0MxQ!HiHVx&f1(Xt*i%YyibY~!$TNrA
z$`l<IPZG&J&b<%&@u{o_R%=PonZC=xX>1lOc@}$5^jiVyufbAwO&pv$-l2y8$krO%
z0SJ%TYR~(N+1+EpXl!f%u9&rzhY_>RdfeQUfC3aBTU*d&`}2H01q(3%#5izw&JkS^
z<oRprakTEZiK7__A-**BK4P#8M6;Ev0u9e<And0SrgZ}W!zV~~jgsMd8=SN>=U{&7
z<<83_2@}w*HVo2&CBTO5hl5rcIpG<mIK2HSm}mr9=$Bi}WEj*vq3fau`;0m~x33tF
zHkfn?^2e-Cs(zD%J@FU9p{7X&2`VRy<&k<|bkd#T-TRK;TGIPhBBsth`6pw<12o1q
z{?SmaEyDp@)<cTLIU*k?gJnR`2++@L5P{_3ORGDPmDgSu4fiwKvLPE2o4o)?7b%nM
zn>Zx<aHLPrvD`7CLaTv#4fGP*(MzGKX=Yjuq`B7q2@emOr(;dR-RMC8@E5>Of{4kI
z8nt0#-5RQEB%dp$Q&FVzxxMW<v5Y`}m*DN?c^%xcTQ&#1ON>P3?Im(=LB=oXAUUa1
zW;8fIxk&%U4^HqZdtSnmcRpS|wYUa1y^;OvwBgqeF3i`?PLn`x$_)Rba2T9i&L#KO
z%9Urs>E(1_O+O2+?bao%zt(~}5!0t#w$h)-c~1Vl?qO*olaPq@{5!4Oytc+{xvIh1
z^~k;lbj4)@rH&oRtHObT%z?tXn|QN09q?c_mQHDrDA+#!dKdJyGGg01Bi|%&*gK*o
z#HwEJ`oTuV7gTKTAqxGnqTDE7Od)8;wmrr^72zADPy0WzvruIy_%+~K(R<4l+YHA@
z<#&`sbyVQ~x9B!Xnbl-t_PokccHeE>PlV(>C}G<;ElMQZd}<1&3s-%GkWr0nZ&M#X
zs>GrWFAzM%uN4_Mf69o-5~<LgX^d$IYJIUdnQ20n@M(umNQ2%+VI)<9l-XrVwz^!4
zyJv8F#%Rd9muw{-kN5|&ey?`y0F|b(>fuOB$1#?Dpt_f!B<)VRZ4`X7{hNf9Ibo+>
zDsV>ZNNl`z0mC~ndq<|w1ZU^%9*e_e(zB|9G-Ud9!j1H&=p3_VJ))R*f^g`R>;G<Y
zny@lurmwz1?&JzEoewM0P2cpx%2Bz0Bl5oc?Lh%aa5V(j`q~cg@Zh7JExWKBuJe`u
znE)gKFs>t;2r}=Q<?~xTqQ{*3dZ5L#g!(LAtD<!WMoTG`V0T7slIE9y!!c;mcQV8Q
zmhv)eF<g6YSnn|^5>8i>Ht|g<4Qx)JwnS$Y8H^M3?iY)xg3XhBYrYI_SuBfJ?8hPq
z>yQWc=OYF*%PYYJ@CvO#f?r70-!~6$_hABiC7kuiw6A47DbzG%XKmvF(1b%n4@lLN
z1-VMYY@=ky+8X>c{UryeW-WjEiYvF}IPokNx@wIn6$Phu6{uEumREjB&jk|)c?$xB
z4l`nTBe6`6wC%y>*2~T8ygqbtzVXpM6R7Ht_}c(JkT|=f>z3>$M@fkf>H*DY4yC9#
z0S)oDow*5neTz?hH+Yjy_I0$sYYE`Iav#YeyTJ9}IdJ1Uubel<Q@r5WABTVV{9D)e
z=^MI3EHU@EP*Y6=h3e{_qde3IKImV9yTnc6j0#Y|ea~y-rr*ubvAL-qq6g*+FiEM0
zfF}%8;!%3Sj{f>Afk565pOD9E^j$bgXD=QY<V$yZ0=4%9dzJ{HRXajUu$48|&-kwF
zo;_UdJ}<oMYwEbS+5Yu33Kw1oeow=Df9HLsCGmC88B>(Zz**<-_mj;adu&^rsP-;h
zRtt=azdU{Omd+;HI0v5SC);zYc1Q@Hnrdktt3UpUGq`V^f!*s+Cgiw=NdD{yFa2g-
z6|Hd*us4QOhxFfm&kQI0-s?y*tkXvqwRw2-a8pyaC3f3l#kc;4?$;wxPHg0fX$0!h
z;76o)Z}`{&eqe~C5|)$+G4Hl=II`$$BQ#4Mhg*ryjvy^8x&4Ic!;(LnwmuMvRpaQw
zX{1zQ&)drr$wl*-l$)H0b|TJ%u_P-70mD<LJ-HTVEpTFWoF7tO*hmQIBX~>pax`XD
z`08eCjhiA<CPZk;$9CxGpfp8-5I7lF*ucwt@H(72V$&JDv2Q;YVb0e05c4Tr+T}Sd
z7>TJb0Nh&DFV<Foq~W~=FG6HLl3@-xx_--q6fX--;dC?reHuZ)eq52k@J(~k@Mi=|
zDUJP^%igTD^4Pw}4BAH75v$(UVMwI<GH9ioc=u%1`^5OPAx@n-WHxA{J<4+*GGO|R
zpyN=8*cFOi=_J_IqqN^(-h&VDa17o`+Lu*Mc{haK3>%<8@*pp?@z(&vM&}uZK~4ns
z9G^5KM%GEl=@YHK#Yfw(Nxl@72<J9A9O`dj-TaRFKIGSs{k%TB`1=`7_g0U()j2$h
z0eGLNKcztWC%JXX6HIs55?~_Vj!^55=7xv8gG`+X8Sxv+#vnnaACZLb%|h6RCTZQD
z1=>!CT(}4lIVx6npw?TNw#hwf#%U8Zs|Ba$-`+X-0s0@k#DA+7ls4XnzF~oYwBY_<
z^#a2`^+KAp3hGP2kU0~>j|!;&U?Bt&MU|Rjxfr5CMWSTqdO<-+vll=q_H{p^YE)@k
zk^)YJ`WfdU8YXo&*y)g%8U`d3+9Fzokz`buKu|OgEU_RY{p8N4gYa3)yXwoarfJ2#
zVK#{>s1_N_QILcas^9k}PDU`n_U6dnI#Ty(hsgL>P|GyfxKztwL<4|1;Vgo(pl!e1
z-;ATbbr>d;PUzj1C!Xa~I186-zwcO}ztgiP<HzY7)jsu@<|-&bMjN7rvbMn9>%IK?
z(Wj;=yV9@i7KkRj<J2$qLr7#&o?or;e4EJKCkk@nUzet#mSq+7E#ZP`<kCgY<7w$q
zgdk`FllW19CCWUN5zSJ(rF70sbjn9*4LK^yc9w66lEhJXpnQL&AoZOn?Cf@8A!x4O
zodxoT)^JMRXKLIDSHn-}8W(tBslw2~$aGqfZzZbn?9=TB!EU2bl4dQXmbx#z(!LY?
zr0W6`j#c8#5FErxVb?GPE@aF-W3lC;Zv>zKD|=iN_|9|#>5P9OAA24GF0$*)ba~;x
z&AL<abxcN}0ZU(67z}R+rrvT|qNiA2af}d?BZ<dHf~>!=P)uKY`q%AO&p8*~2k7LF
zdeV$_`YkS6`#cd7U?RRUr5$s<j+2xR$6Z}c3_2!fNc>w8VF<<OgB0V+oP9TeHp(yr
zz1Bg67$5Za!nnU{<gBddmNo}S>9Y=|K=VEMi{U0#nTPq3+G=Er?w<s%%MqyhYeUGZ
zexJZP3>%X<NEiXUa$1aA?h{cYeR~pBL<c`S&$Mm^Dg8UsgVJ1Z2T~N1_1vnwZfKS;
zH$VA7-85x?1R9c?O%eniU;;1w+Eme&tRV9T8+k544gIA-f+UiyYE$FKLET<I@bx2t
zw2Ey-HQX(63V2~ZVB}{ANg>W9`$hGga?nm|p*IY(t>{I`Cga?Y7Df4=#!^E2)MOgy
zXP|%U=&u)+)_+tQCL*)WR;R00sY|aVS=z`R;AjC>u7!_l=x-216)3n&N4+Hv7**(x
z7pFm=e4(cu|ER$TZT<{)l0VT4XG(sb$NEXX6EULSrzpPy=r}07sTG#5{h+@i??Xqt
z%4tlJj5tQeyon=jO~eG6vd3$N&Aw#u0Vy3jVS!2{#@dL5`7>Q$#g9uk?12PXmnG=c
zZwqanUM_5ZP-n`VidEqLo>QpBQ=fMeP3gMyH;kP8jd8o9R_%MqNZz6dcq~a8r*gt!
zzaqt=Q(uxmhS#}F_{>$0a!Py#Fs_BC8Q7K*)NGCE8;LRZQ-Tv;pk!m67%O?7#5|(w
zY=d(g<C>olVj6l(H?;`70b#vTJkG7Z#KuQTCB@1IkV|7Umf|k+hTeVK*JY!g`eChM
zeSkbn1vB27{&viod;WZ)#bBKIX?W@UHzkRK`PApMOXOUM0;|wOA%nH5>OW;A3!MkC
zFF)RuJ8;!V767wxHde1iIh{3$b)hEk9|oV9n+tm9Gh<dXDwMY@_E;lVDlg<`|214R
zt_aSVi&|K?;;(?FLT>{JeQ>^T5m~YvfKw^zfjVI4#mTS-i!>=AQ|`!om_Y&jvfQdA
zl+``H;Te>UdotZ-B}j2~8h6mtcR3fXkJNN<X<~nv>5?ps@r8D77|<!%<OE~cSqQ0q
zI6N`4E1m0tzcp0>Rb^x_6v{4Boqdm#ym5NV?9AbacGtAVIy9bHtL%ig5<*SbUBG=a
zaCcBtG8z`5WW`(`Em51VN}k|~i8Vt%x^A$ttv!6wJWq(UM=FHSrzz~k(s($|yu?;{
z9uJ|H?Vc#QL5iF^X5vwtkkXoMC>Mqy%QO>M^%t^m<|%LmW!nVwGlF=)Zs1M_>;i)!
z+@*M1V?9?_9P)1eEgiS%UxmUk8E@QQokqP#KPmAMB}WhJ&)END5Bz}_Rn76|m7}=U
z?QN~7LQUi9_Z*aj<SUJrzkRk)-Qce_VB4G79YZPD2xsQJl|1Aln;w`#xW{V53<MNs
zns5VUGbVOf;&Htkm$vhFQ7WA;$vdm<=fRnBWL~3(E!{Lz^={<4h@~zIHJlv@>Z;7#
zuhybiyF2TCvJB?!s&tv(cn{vUY6-3dgjO0^OQ=eu6ja|#k~%B5>SzP7c0hUu=L9%=
zq+=wnFk|n;B!J!l)L?&9T#YN9L$u7U@Gt3bdEB7IpQFv?gd3dCL0jXOv&{Jlj`PJM
zjs-s*MO~JvoOsMuvs&IXwh`Kwry{;b1KESNNk>O68hYDPxnuUeqDv^IL!XS}S^P>1
zEbrld4TL>D%T0E$jV+3D+MtJa10TeQ#0NrxwlI1k;i!5^lR|x>OlIbQTlTpx$jGfE
z3t-FYEtyuC0eQrLb^`omSA7aUUA*?O6yE-B@{!d#6tc~L?L=jq(p=p+_Bh)#5@Hk8
zQW@)~B)B=v19+z@(!iB@+ytrBbpbZwJ=D1i$>#uB(KE)FG!?{#IMiX4`Pb0kmrl&*
z-?X_A`N2ketKdQpMkY1l8_#~~u=umjQ`^;68Z8k!*y~auHq8$Npp0L{EmnkkBrX!`
zJ<f;>29-PXkA?AWyUbC0T%=vgB@$dr;H61JZU~gZ=7RdA=^}Sn7)yL2{Q9H&hq5rr
zn`zE8VeY4PIRV<nFUOw6bPpDlqgSt?7^0dgq#*JAbokAI19NT*vO9k4agr1O@E^A_
zA+NqUw%g*YbMiM7jaB&u&LV1bH52YLbUn+4NvvgX?eD&9Zd#-h7Xz$lkDRRW5aY+X
zW2ypMu5bRKt~|zXP8aCCkz@i{Y3qkBE6pgDt(M9KVLfsCq<@?b?mAPYgNc>x?((B(
zyXU{$l*&V#bF9@&wy=(QSrW{@j@c)c)j1VqA^*)t^eJHJdsOW+$_x-}$w7RMC3xO}
z+?DQxOpx&VO$k`Md|(Eht2#%V_Bu9`1`M);e{ItyzqD0V2>N4nHj0_)@RwI_3f;zW
zHLXOpq<NneugRH&0OvOKCpTyN+%=JYX0?edSduo|gKcu_A5BZP!XSGIRqZp8p&7h7
zciE@k*f+l8uNxN^jFq4lCKX@<?Wi`NzTpJSv{7SP_as{Etp9SJiAd9Q%EzlHz`8;$
z7t0Ks$Ke);UkiP%2PxzHVKg64O@e(&R}*)3A|DmEN#tfn@3Z5no(ndypZ*>ULD;tg
zvaof75(fP>2en0A>;@A9=pE{8;(H-ebMjchou$Y#GM)T)34StPXd@Hgj-(8)fwGHV
z>s3%{_;bNcg}o8Z!^3sF0Cyc+;cx~ndurUYFUe$^#;}ZEOv60ou8VB`$5NSm?1Im(
zSoJng+D7Q_JVpFRyMXo!I3og(95ua0WLz)~0Bjog7MdwtZOnptmcdF~o){~fbupY-
zPh&J~9A}#7hBqj=qbEX+H?<jda3y#C3DmQ=oqM}c0_}Resl5Vg1k=uzbVav_BlqhI
z&{uRIf$S2?1y+iy*dXFprizl+M4&0?=}+*4gL_dQ_)JFJEs}{q79jLpPWp69r>!+V
zgZJiEw4y+w-Zl;Jbih)B`26Z&#hXmf8gb<?uH3!D5VuaQ6&xdAN0>=2Gz3}I0ROeF
z!71+v*v071AJFAI_H>(gCVXIm9%N5fQ#p73UE0n?7dTA*^S<~xhCfWH{Iys+gF|&R
z!)A@gLlCE*E@AFP4IjL`HfksTx%|R(u)~%<zaj(|I+4QVW5lVA#Y?m&emKFx_s!Hj
z50?7jG}-9;Iv0^5l$53DPfs*8rKb8t@tyD{QzNf|dG^n`<lyaq!%NuAhlE{E3mf8g
z(pRUt+s??}5bgDi9ug&qu;#dfDWP5PHe;Rj`e3!CT+Y?sVw!W$#_g#kX3&RW=yl0Q
zINe@^o`*oz<8ygcpvxT0&^tQse9FC99<aNLzqt2Qz;wFnu-UNG$^PvTOWzP(%S+ZE
z(>P$>LsW{Bf%g}OkPM=}`xxfPVN*OF?oD!(nnpRsfV^11T1~;T_7gB&ipV%&#?vnu
z9z#9-u);U!H&PWUU$uUYw_i{2h2Fwaot$2eFa1%9gGZhjQkhkkah4Hn`cFsxqTUZK
zYBN2<qwxd${}%~&%9Oagq(DHk{|@wjq}Tt%*Rp@SSyW<IMrJrT=nk?ZohGoA@5s>m
zm6?LEixWtA6ai;K?b3`;%nQWSqU!B9?Fzq=x&L7QiXxF5w}lC12<{t9f4KO%(e=J+
z`meHJWqapq&6)<84jD)Q9tg-Z&l4Kx^d}Z?6sY#JCKFwI`tF;)?gqrbf6=Dfb+t!3
zf4wftzwts2zs-)l$@b(WJ49JObAdPZ(+(fGvu+w9r+T>|($jABf~98MrSt=yTsMfb
zFXXm4SM2Ok>g%YLY^L4$XL!48u`?hd`Qb=XUMjPy@*Hv7!;8}6Q9v_$!euQiwsEb$
zc`-|w96%0BO`VjA;ca7*P3+lxrYEPL^DVAPn|s#KwfaFjIROe0&e0ci`DFIf+1;~k
zL%`_e4VBBG9wZ;Tig|J+Gvm|xi?_72eIf^>vgypK+=k+>@us$YYGR)4VaC5F`!?Yp
z4YMNt7`>Yl;0j+H_pX_{IRDVOqFvoCN8fH_0Q0-X-eJeo-?^_c`n$^>cRgqRv5eH!
z@N2sGxeGEA=Q$4oqaB$NR$s@Yj<0)@`<~ntKxq4Mvzga!aB+r+DeZef=LTW)LonU$
zVg6Uy=C;$sr=)1D{qeg}K2w8T6}{laefTL^Y3JL0W|Hf|Mk&|(sy$f4OJ-?%ly4v)
zf;}-tnL=!at0yu)OwfGl=Uz`=XR~>#Abs`C;Mj8M<nzc6Sl)J%3{#%WR@YSS7UcP@
zf+pN0y^EIGlOo<m#cjF-^yq`%3mS%FJb`V$z0I%7fe!TQ{blVbf7pNT(4O!>O_tk&
zTkbg{r~mqs!9g&sb{ah#WB8^BA(T(*{iw6Er*+8_*W&EBn3x!tF?$>T4!^CWB-Qib
z6z4+iH|h1pS6x7%CdRqFv}WyAoY21oPA85YYNErn+uBNNrvQd;o+YP|?;^Duf~`1_
z2TQH3$bRpWIlA+<>1uWG7dc)3bpv0%{gbT~?azIh6y$}hCNOn_I(%(Y%(Nx9uZz_0
z2vEngx99jR>xKr74*o<RpH!{m#v7Oy{>An&?qS0mGrRO2BEyLdaQk}bO|KKe9o?@&
z#3wA7FP&4(o<h3S-8JF!fwj7_j*pi@xbE*%Wo{C#gZIK6*1wUQiAi?29_u6K-5Kxj
z?W4Xfw@*?2^w|%l<rLM*S}enNUnpW+jSEgkmG<^9O!A@ED?HmhBjvW3{H+e9$K&Os
zEpDlH8gg52%=XuH2ji&b9rll=zvyKLpW(>;A3d!LfXOe{1V`9FN=!7azWH%nDd`Up
zzTWrvShnZcn3>AdUj=&FUvxW<$Cr({#nokuaGOJ}+<2KjxV2aAX_H&0-xA09_Ik+F
zcc+t*T?Qh$caKtyv3bccC?N(A(RUnI8}Dp2ZpA7u|5TYz&*T%FiId~JixkAA_^CRK
z)e*o3qhee@w3PqL&qM}w4=l|tGTlnEIUYCK7e%`HZhZmj^$lnqk4Ii_nU`B3)?<v1
zOiPCQ(<Ay@9ddXUe;9xBI+(I98uHn;EwPS&Y(<e|ClPY8>b?7CQZgD!Z#-Rrq62%k
z97$jhutD=Qkdl^-vwA%Y4JZ=t1rKd^$X>%Ts>4M3o%B>x5G^OSEC?*V&D_~a+pAQ;
zlR_40#J8Nl>AhVxeR|s!HicGStt~{e!atP>7poT&+dv<m9r`!>oV8t~;U1DK8bO~M
zW*aMFxx97XgzxAR=v29@k?`P{rlVfhlnOT4uJqeyb?y1nR~QX^b0^_5!XNoYF6Dq@
z0KU&s=`)IZF!gLZtjxslrrqSr#`bA(3PGv*d9|G-nV9_VM+-W_00bSMGc6~O8`flS
zC)4r}poEz{kop#&(Tg^^vAZTmhlvxz51iT`@fWBmZ5(!Z7iNTz1k2IC`V`L!bwQS;
zFI6TjVK-u)hU*0~L-j`5e&N^h=(tjJh^D_M6luaue5aV1Jvsdew#l{^GS2Gq0HcaO
z;&g>M(FA~a(<bISgUYD_68AX7EHL|qG2=Bxt=w`3O6R88p3jpKMpQvwAyfcPbgoQv
zv@cd+dr}}x=qsc(9()b6P;*zI=Cov8>0L;N_M#Eyc%}=t;S@n3M^9L}Q$ZhUMH++F
z^Ct4>Eau779lYh-a1m-4lDt_wMgx9@^Gcsq4;6j-1(qA~et$vKVcS({Fx74{J%ep6
zTx@b*XhJB?1fJgnP?b6xQDB(}ER2K@NCHhUUwfxcC}-qDb-3e?f8<k5$Tf3H-gm)A
z2^^e`jOq3&ePJ2;hz^V>iq^z-|5BWE;jeiUaP4zbSd92;1`&hgYilqNDeMG!)LB+X
z=LdtV@@3>d>Avbl&8&7@o2T<)z94O?MbDRm_c;{h@k-UAZnDCx{<7dVG{@2*1cp{)
zp{xZ99b6xuG*fBEC?aIOuFPplx?(aFGo&f4TV)viqWYc(i$t3jd6AQlf<?mVEmHSG
zC5i6GIc$+b^@M!Wn86yjhn!S4+$rzJSaRx#3i)h!occ!v`XQu^lhn~iXzw?5Ux1b{
zj`|@7rp7;NafeoZYb`OuER5B~fnK$k0~7Z?E`YT;`P|Q^VyAUdS=1YRzBHo}tYdJR
z72z*z1L5JN-&a-ORju--^MK9Z5&Dy3q_fkGm>2JOZ>INpCF^odB!O1Riqsoy#Eun$
z9SxCCnBfR(>ZFod;ELq*b42z@_qPLT%9&zV=ujhS(K$w27hLsu;Ep8QgkPo2`_JZE
zGT4ET&jtVHBr8h9kmLckFQyaTfSovN?$6lH0nJJ$0iW2L2VB%ji)?iArMW#v3`$y6
zM4$g;!4(Vb2U4RQ){AFo<Sg)rlPM{7_Rn78F=S}P@OhK8XEk6_YKj>>y-z&PS7kPg
zM%@rw`^=OyxpC;y=r)>=+$vchRh}D}Kj^Fn$`EM;(s5H@?BOo7^@C1jR<-TKhTb6y
z1+p4WX1!S-yU>|`_Z$Uc9(cGVSVp{P;T2+$b0o9_TKzR<VGUW$nhet>Lq1w_Hl&CW
zowdQ7CS0(Ub<711YC(e^II~A-E>B8iTQc7?FN~L+5~tp4xTd(`7tNR}vM6!&6U3yK
zdDd_k^?7g{9PD<PC~>&Ap>MUFlYdZh;@GuyIfb$iZHj)O0FA~&y48u)&!j8WiADb5
zu<_R>-u^qeN{!`c4934E*C@%*XC($Vta00$T)it_Wgyc`4py^z+g65rpIhR7Sz`(_
zJ>)-o58$Wo;Nkjh&go(9{-Z>T(=C&Be^_c<(LjX+*$2mDf~Y&G>RuEyR7x+bQOo)f
zIiKIrZ7=c)94X~pkRBq><4B;}+?;Q(4AG@L#t~o*K=fK)Bjge?oN}IE!&v$@XQVvJ
zO}ZH=g?7F$Ufkn;yB@Jw?uXnh4%|&Zz>}8mGv+*ya}}sl51M32;1%nKTEl@-3_?M<
zm=6TVQ5{gG5L0EBr0OaVC29+tbQ?_^TiP2Bp{~e02p`$LYr-Wfe`|o89yj9d{9%TS
zP^*|I4LXk~D4V3q8l&hIV3VL#D{ow3akFi?pru5MHhhJyyGpuYWZ?BxC`!r>*ko@{
zy#t-Vj(XoYdjlK0U|fc-{0po;|Kx57m5!|$z8`bq5r`dC_5!gLE%uJmjig2ZKq_oX
zW545PYBPF3zp%O<u2AGAvuwfWS?ZE#xmn0YF?1<npc(shj-^@h6P1L)6Q3m0yrCBN
zcJ7gTA$jJfco$42W9*J|h@K2n3p?Yy!Q@KH(4bZa)r)6(qe?*tt(azpFD&Tub&E|Q
zS%l&;Ccv)6x|N}wfuaz)`e+M8OviDincK>IK3CFf#V6quQ*%s!=~FOCw_-e36x-B_
z)QPHjMQT*<--f>!2COCmE^SAB^|MvpH0YxV7vq}usq*5`QjBD5HIJKHu)bRJuyz`(
zVo<d~Fq9yD%JoX2-8J-nvw99!8PF5gLS)X|ymfIUaMdap^MF*)y3qLs$F5h}!mlVo
zbkai&DHe%^2Tmm!Ey!OAQO>^FD|d4ndV1?vSgzYs(DQrTJ(@#Ng~+8~O*oU1|2Y?t
zwYs)}T)CfkG@w<<hT_atvyBb`W4~ji6)0o80V}$mvb*Kozh<Fl_%}g!buaXd7fjOR
z@LWDi?8-nev=Y0(&v<DZNj-YPO?yI8>gU{@vQV9Vnw7;_zQ@9|?dmn_=>y@~7d6sT
zg|tE$_mNs8hL8RgJo!alX3@$sb_d>UfF#+zAeyYzW`h3ri*EBZy7w0gOGO6SX((us
zFGoU`LIwRF9dB>ZJHz{GQ4`Mup}o?|idHP)af>60dEO!F^j++*WC@%y#pTht4&+WB
za=-{;eb%xH{IN)d!|N_`vHaZZlF3jf1cyliX;aOPI5EgwnG^rsHo~Z76bcYmF3H4_
zh1$3Or`vOXk*BCeSMO_!0jql?=NCTDt~kdqiVQ!8EEN`dmbxbyMs{#RbZ;o1P6wrD
zMcNRWJ=Y|&IlzXo3*#4$Xl@Pq!jLAiueJh;AhqDjEB=XBPEbhuBfiQ36@DS~7B;Q{
zo?olG*YX^{i%8>fB%kIo<!Btn7A^`&sf0^nn>1x#Wf<x78TiTdq{9qSl@C$BS<oJ+
z_gczp&bqJYYRw+G)9bx;)Eo1vL|r#HMR_nI00c6s*~lH5M+!W{m<aUs-L`RNoPS03
zf&AIsiYqeuY0Qk@v6%oR$bU@^o(AlfE?kZoJ~q-ouQWuda#=ZHUO2;&$|ou8V1sGo
zvmv7L3mq=#FAym)I;zd%pTic5Bq36Sd0{8{0xQjSRXC@HiiI8c2bFxg7WUuOo(FIX
zer1A>QN_Oz_r+@^ZDZbPK)SV?%#PJWkcCt4C_QrJ+AQ7frpt%jnfF(Uz$Xlj=r^fz
z0{rQG4B|S<#MATkauI;n_Jt}k+*NRH1LqO+^=2jqKloA8Z#{K)9TxIih)SWByG~sW
zfF4gXc+VI@8xb=WirVQQ++AV#5lZU$#-Pab%M7=`K|&GztWEC*v+Nl4X-}obgE#|2
z&QLCM@AMaek?jq`NZq<hvK0aubyqiXMPSqZ+6I7S8cAy8{{>E%J+@*coHaRjwglf@
zMP#IKmqEKxf1>dqA@^v?4!^dNv~!1)vQrHt>=v^}=<~W3+c}=+SWq!woT@-x&#=-b
zoYB#SxQ|4Ep2WU{)W;1U7Is6(>ezuowK-B>WcYftp6Lrs+Ba6HR%R{-B3pUx3^Fvm
zI2JPXA6R$t(5$+z9j*Uj#<Lc4SWfkv1(WYVCF7s<r9xr&eIK1ig_bJ6_v92CS`Gl}
z&jf}Pfg>&Ax}RAX(=-EyqB(XDdWiNga$QidNi1J7dJeac&_6g|XC=0d>i-oi#G|<S
zxGBISp6WUXW!ATa`C@yLJpvX^ZAbo-1ioO|Yv*^WZuoRN?>J6Sd@)oQuvAN>VE4v}
zm}PvNC4-8&=@bNC4ia{HZG}@#R4jlJB_ay+YxOk9UvLBJK`wte&s?rZ9ReXs_)kgh
z3J^1LvW@B%5>+kYTKM|(0zWOI9nf1`SzrvN1=OjxTDR_o56bxa_5-)O1`ElNN<(hn
z_^8EG&4&Vt=JwnJP23{?yVRo<DtJ5c{;`)inu6d#zHf#)Ks`^r_6uxCh9rQDq^Iux
z0AN6$zY)Rs^f8SieoTlwFp+I9d5Pc5JbCdy-f;?h%U=$Z)cRO`K|PK{QoMnJ5g-&6
zAS0Ar3kF`nqZ3X&1H3*<R@xFnQ_g3=B+9B!5#9mc#st{>$h0aI%72;=WkHnW{17jL
zt@KcUMcHPE<oRG0p2GstdW5(^doz`^!Oz)3nFmG+Jl3avQ+&GT`{iA*9vN^&PHS~D
zJnxIHWh$VxH@-!u-dAU5MvQE~6+XnAATmcMlO%v>X+l!A<-yfU{zQ_J`=?)4P=Szp
z_iS3kJX%xvCm(1ji|_!pE_aR_VxFO<G~GGYb@q3pms39W&|{h-3P5kyO>9yA(BnNK
zs*PS_deg;o*cm!=?e@v15%kSu?TH0(JeyY**u$1bmM<(c8dA=;oZfKFP#{_)e~ty?
zb|<oyT?+&M-3vS%O|eXSZ~#29^FH)!#m(?ZudL|$u!lWv<paT~L+OMH@2n)H`HN=w
zhuXUHTrOXZbYI2+;{O`4GMaK%zByuT{n*xIiiw7jhLS24neP6g!J$3o{;p*kw>Vvh
zv!%lS<=i~eyrI1BQzvbnCdQ~S?IaKiUFrHit5&CMdaSsKwvzwszUP$szN;Y4<I2(@
z&09G+JIq%;H+j9BTxextMA{Mi)8SJ=X2XRIJ}VQDB!dfQP7WQqXXdw~#gkonYcTB#
zw6NuDomx!e(;FO<P9Y<7bm`%8lgH2AEMgzp7W({3;OLHDmP%#<^MkI;&o&#IdRx!$
z`Xc>BIoiH@r2hBiz6kSeh3|TW2Fd3<>F|e@9*5ly-KtKrRtd}@$Go)ovqIhY+vdK|
z!q>{mh5E@2jLJ>@OFg}=V*8V>_c0?B()M)6qVF4CA%9Cj$_afhe`xvE1l+rRD*nvm
z+@CAEk9u#iFo-@muv#mhAE|ecrxJ3_#zaTe3QuvuZ~WP1i^k9#X*Ukv%aR|ylxRrQ
zXf#q&2izllGq-C?tNIdW?2C;?mfmcinYaPgct6TJcu6;CBN~u#Q%SGP<@zD}^w@Vk
zx;ic)VHo-bGdOI#%Sv^R(hue{@9l8L?@j3e*4`DnmpWgZfA^m)J!h6UJB#k_E^b-8
z$?=uZmbsJlAr0?SAHOyfEc3UEClORvK0kOiPw~R<ZQDuLYtQdzHm)*q&}*q%((!hl
ztA?(MrqWwXhot={|22Z8<Ua4r-Mj;=Q6nW#c9YchcxAt<L9{6e^aPR|$A6j*P8;}d
z``i@|mi*wyc{PL6aQGYty-DT0H{^Wo<#xyv$a)qhAlmDoJIIfQ$~`$vDJ)R}P4sl3
zoCQ4{<8s7kyBid+kN2tq3c*WYh<*)9H`BR7%`IJ^{99@JEr;)1tAu8ddHM&zLehhX
zxVt_GDji)vwr<3n9LAv8#oxFb#n`H5#yn;n4D<~%(IsBUap?709{VQ&C6Q%91#t-0
zNKiyYLuWQBut=+Q_`*iCdB3hQV1sa^Fd(2;TO$5P2tnb{zsH%WHK5*49RIH&%8P-t
zTRpi!Xs!e^cZh<hv@{1U6lc%#jPDVcbXsEZfly@|yVH1nFkt(eo^^mi?9>?oNI}db
zF{ip8<c~6$A<TkSbof7ZVHLQzrYC(=K-C&@Sb@kMi#fZBdPae;Z%z+;!+<Jk^F~Gf
ziD>3JDSHX4`CuO*jfPcBz>zJ&0$t>&wc-?wre6muv!S(|slmTT1w~@h2ny5(TAGgm
z&da4%&4GB`r~5g_mI}CJvf4Le`CC+ePrkcbNX)?#SyuS)7ptg5a7iKr$ky!XV!X#$
z7a*li8-P7fu}pp<Ig;`V*Qy4u&cZ(zdN+SX2mHwc4P^Ouw6WJ-(pG~RpO%RBtL)}L
zll?ttE9S_7W}k5_<;##*a~d#&P1jAX%Cl5`=|$83H&k(OM}%OuKQk%1IdndvD`7VU
zJi>D4x>mO{wkRfNsAfhw|5Sqk`@m`{DMeXr3?7aHWlyOCZoyWSp(hY?<i{I=Lp@r=
z0B4U!S}or_44(|a_^bj%F({wlNhFlSNqm2l;1=KMS5!fgL0VIk;IZ-Wsv58)ojhE`
z;^={Q^Z4cu<($xuR-ftwYvx?K8iOJJ`yQ6#SqyzUxw<(5QoK}hjD}VpXa6OAXgTR1
zE%em1dNp{vh#vQpTCimL5G)qplbHvQ_(PjK^c#(lD9M&@Jx;ws%}&Axs?0$_wdwuO
ze{VnI(0I^D6~>RHyGlgJ2khGEuV{gJghVrn`Og%%2&qM};yHMxRQNIw%4abvw+?Al
zJlLICft<X@B?~kBp_eVWk~%T7bgaoO7rdjSzMD)uK>7LAeND!3uUzE0N{X2=P(+pa
zQR<>0enMO{)EbwCaLPlw1%aaiZ*W!_2{#srB!FEy0(kLvnVWD=`O_q(vS}$xkR;VK
zqDAFIQ&JDp7n_jpZ}=`GHwDSoArd`A)`34+i40fufcE+`yCoec5Q5{+vDi2G1yN&o
zI60;nl{c$b6_kSB(Y#HgJPQ8WA4wLDiwX|WL!+2qW`j2UA_#5B^f1Yb!A;5bqFt{r
zC*)|>f6yZ3eQsTh6>x?InN%>%wCu;3VG#5?D1pU$r_j7b^@s2qby%~I5hxaIKs-3b
z#<Az@C8{qJe~&;jxl6kcHT2RF2|ufj?tn^&WsKnm7lMNZ_eiq9El0>wI-9Z;s;XHl
z^~otL$k&QgRdZnh87kW;2yrI!3YA3H(79~h123)ymy8SQ<Ai0j<Re22=9J)rT_POQ
zI7l2fmRXK4JCqidfIk-C-&3HMTI|Y?sG2E8i-Ml#kQ*nJlGTrjxQ~A3i>Z?Rc*g^1
zT_f<9DUG`DhYsnev=@yHgluZC(*7RvPm_qz?m4n#0v?J{oLuLS!HtD#Oq6BZc67M=
zX(w~#t*RGZ9bLj7fmtV^`C_M=EYfaVO^4>SItO`8l`+6A{ZyG7G%g;T^&=za%x9E(
z2#eh5JTVjg##|<1#2XI`_b{FeW`3#%aZ@tzjn9dP!a=nnh(F3BSAo^@5XIhtoweZI
z4B_3F#e~0NHf5G1SCt$h*Xytf_C8~#)?$ACiLKm81CsNnx`G)ak%8|~WXkZbD#EV$
z7|PeAMWKM`JAaB@jP-nEAM4--*{bxnQ=65zn`kmBzSRgB7{_YV$ixja&V6phd~!QQ
z0Yp)W@p3V6(Vblh8vejDSq0&<^jj8SrV}#rM=PuhG_K+PH^ZvNsM1WIGI-Y?`qA&g
zl?hJmi4ZTE&NQ@RF|`#D?NlH^ae)nuePS;iqyHmgji8-6NN5QfdlT~AFNRc}%Xkxi
zHD{?+CwEa3mKdZJTLl6`e2cRUi0nw%Wnum>XDSb`=41Y*TG^w3Ssdl~-|fg0<v(P?
zMyaUs4E@dwArf+E1_=_luUJLDz;|4<W`G-8hsh(kor#d$dpb-bsTdWlCD+b^v?j1h
zFZso_eBf3O_k$B54$?R0<wt~>RFDq$GID?PJQ$_q5T!p+<^;0js}jgA+{3x2ghXaw
zPB&2bO^#*sjJ~haz?Uj)=7VV0J@_uP=>&A)&L%A+Op1BLM0yFv;P`SrJExo&b--bx
zYP@tvNB8ytk!V_oxmW?0a~gnm(R4aqDnn)C^n5V>H7Y9CXV$~+me_l=Xugsmt=;rC
zTaD%AforKe2ED#NV^Od@VN1o7rDS+euwTT@Q=FZHw~h7uVp)BHYNDZphhTt0QyT$B
z`TCvQ_I}In@X?RXjk_VOv-IlsAZJ;CH?3VOYQPQ{=N|hwZ(u@{N!5=5;YN_$9F*}A
zlPl3okx-s7sR~?iMVRUbP5z#F^44Qsc<wvwr3*Lv1qiN4`~@NpuL4S|5#GQ}6qtrj
zAF%b`A{PCO0(6QG6(n^Fk=J~@<ux%Q7qxZPdEN`lM)~+lY(euvS20iafi8llh<W$F
za+g3Kz=}rb^{xlLAZG$r?xnY@&;~$GDmAp#aS)aBR0HeK^$SjiLnRI>ct5O|mLH3O
zoGt+?3laUmS*q+FS)MBaDvd+U97S%X$T-cob!r>{*gXHudyHdT>iVdn1#{ENNGzbh
zD=|BaKzxavvh-4m5=`k0^rC8gs$eHA_tI-@SkrYgDnb<g#=peCSN)>juymdNKuKg;
zDL!pOYhTr=$Krr%aEDReb<m|2mG<=XunHQ8(uip``MZ!I#5ez90Ij0yqd<WMWdOZO
z0h#|K3#&T`4dQ&1e3FRIIB#B~rbZJO5(OD?1@*(fMS4H?SAM|We&%-_iL?^TMYtkS
z=8iy>NVv!_%xQ$4{EZ4s*-L`KD&}uGbB>?NgQ`oZ$wy}s1ZY{zZ2Ty1S)gnY+0}-7
zrwpT*sjR66(MIFyDBd|)juq=K!MxN$hF_U?ZjMUpP*qc=78ENyy9uBsCwmO2u%}B}
zHWGqpGObzHMmY2b(wqd<hg*4xfs9D2!z?DYQ077g$oOwq_KmYqOy59^{EC(>{e#2w
zeT>&LgNcykPh_tER!UX*e^277<v`nui!0MiH$yKJUZSz@7GENk4y+N54$ZenFA0~n
ztc~)sP=r}H9J@%G!TCpay5I0l1lWJ=bIrMV`*lLh&g5BLT(IGGVa@xbQ=l234Y+c6
zBqqQ(4$RYmG$Bn@70{OCRobw}eA#*Jt<z=;?~QI*JbTr2-2JQj@Tv799S2_DuR7)u
zOnub%dMenrG~++_q5m9zr~J`(bboi&DCEV0qz$sLf*;ttGo58)!V7wD=Nso)y<&~(
zfB)%rd@f_mwd)6bzl__q+KkC`%Y44ntLw&LAIGCPcb-4m>Cts=XxoxoLEc|SH_nK%
zvX-6=7~A*#&AD6i&hCkPqrR;(!(o;5d$-Gjz_!X2MnpUP0`29;ix%iLYz$od^|JjH
z&!P|4N46i1YmeNn6?pjddf#scVv2nnQ>*M+fBj5=wwdgSg6s*Wvp1$bR0=V@`m`+m
z>WYWQVk)&grR8ti=x5GUh31b|?U}i_0bQJAaOHCABOkY~*%rpKS}SAa1jBVlH|`wH
zy;;3}N5`_g*O2UEJw=;5cCGB})E`@aV8@}zK!Lsvvn0hp>?f97t4{fo>yvY=Foimj
z-BMj#z0u&~9Y2dpONm>j9s>-5(zR{9x!d+_dT^gCj2$()#$a?E9B!Dp`t-|?wS7MP
zq?f~}+47|D$}_){-l_V*Zl>WGo43EQX}m-I^pO}AWYOk-STC-A=K$5iL}=AJ-$p;A
zZ=zNcOXw9;n?L$&x5JwyeYErJ;mX=N+s9X%wtT&7R{43A64yHS_^S0T>uy2>l{0GU
z)@Rhriet3tMWoXdWgKTux()t;s^j`*fsF&MP2k*(IKI*pWaPp|<cUyR81Gm(M7_z;
zb7Av*W}`*xSZUC(rVA>4pfL@RWt)wM2IzF2E@%*;I-xP#!7!3)X{)qyEnhoXPOlFc
zQ>CprhlCq&dEH#pUbJi!$X(F~1Q-K4KP+a@D5_WcjlY1DfwTJ1VH`FZ7UVzWQQH_>
zqO!mqVIIzY6>&4WLkJy}>>FW5013$4DLz5m6cqm$u2yg?T*-3FWxmXkM)=^5wbxi!
zsaa;rFWxbc6MZ{1xtow*K}kLcol@O4ELyW%UQd;caV$ci*(Su%g{sz_wc(^v+>*Jd
z88~_IYmXOj%yPEz$3$X$1<a8O_D)7b_7H;hUT*1zPm|}UIr*yOSr91YH3)MS%HDlr
zEQ*Gz);nk^zM(`OA-)`or^!%|PzXBB0!@!F!()FYM(mq$t-d_?WQh{u4dK#7%?@OF
zN~_(#tin^uAP&9~BGnkKijr_PuLxv6Atj86&dbFwBIvd_rxjKllGH^={456O5fTQx
z!XG0`Gwn%dRQPLT1|#&deDMl<wdaG}rr{ZEe=+;>ez3cdi#V!NC2>*B`&R%d0!)W0
zVKCS)FkCS=g2s+32|D4$t0d{$YGyS{m5gPEh~hn)uCBp^XgL2Z3}h21g&=;g{>qW!
ztV-d=GCD=BT*=Ot*fTeX{*-}HB7*1{n1!mQorO8i-F^$Ep9wr|E~D~CV22zK_6aQm
zm^p0#0KHP7^7PeqL^q$G<HkTQDS&^Rpxgf#3wESvhw9xKwam58jg-BOLddapWO>D-
z?GSf)m=9IPg@MlbSEuaFfI0BwOofz~aGWOTxiNTug5TvS&KE*CTMn~W8V6C%9BgE`
zsSrDM+@7g{7rW=K#xw64x@WA@EN_~l3XTi|94Qu6vND4pE(&fQ^gT5;@`SNj&s!kf
zf9HtFc{lgMz0lM^-NVq;S7DjS(|tbL-k(f6cA8nDR)L}-w@duI&yBp30=IK7%r^so
znlb^9<7-Ju{{v7<0|XQR000O8=WEwmYODVpTQvXx4>te+2><{9FfU^-GcPhPFin|P
zSQFd#uxA*^Mu?f%qmWFjV2_HGRBYH|1$(d{HjIkYgd_|o=UBjF!%FO^sIdY9G657s
zfk;u5HWU$Q2|Yka{{FtJ?_%#~KhM5d7i+KezI$20=V1u4g&@cpLgzvd<L}9F<lpV@
za(*+tU;V#}%xzHJge9Y*$1hu8xuU;Z@-SGvqv3LBLqS~3$V){~8kG+Tp!v|<ge~Vc
zj&XZ7raCz3+3xT`-iIgu`_BgVaQfi!gV~#=Py0G!>D{GaOSXnQ{XSx1xO=4A7^|Wk
zSLlOBFFOBy%*=yB)+Q;Y?zz01G4{~U<2?ma{`KhVQ+wH_Pg(J3-MHoB+;%K_lX=za
zjM8fG$@83RbM9|@H0H&Y=Y#(hyPW)Z2+S&+v$(l$YE}ZzW80CCio^P{U`5cUFGouc
z^yY?4^>%Ui>CO;c&vEMZ9&>bk>h<%6X!Q*5TV2(|tyYm<F_fCBq|__TzQ?0P5?f@p
z_{h)RccnDz0agWU>d7D9*5~cdxqsp1<6wJ8Ia(<(Ce8oT@N0SH2%Fbh7whnVxLNNm
zKmBlbsFH0vE|N25#OGy)c|(Xrx4pzvD~m-@X!ck3Bd*4Vb#X5c$O*Pupl8Re@1gln
zXtLKVZWO94V}`E<tGgv9j4;Vaj9~?y&`o+ZRN7S!yW}F$5ma3V(r*?S`SgKZh}+op
z{e*fvgxq+6%4`@hop6_)lDR=5>A-t=x&;bJ9ZYFx&_;A17UWT%(n}Ee2c2*m4VGiC
zn{W>jtxkflMX6f3kZBb8qlYZ~dN+Yj3;rt<B3&V=Wg(|ua-|-5?L~jRa-X%e!?i5Y
zIF~QTa+WNf0y&>xuaV^AT)8l{8Pprq4;yg*#1$;MXD32+&PC6C2Pq5Tl5XuQ5X{wS
z_=y`9aEwe$N#ZFMWjY$!2^R#<Cj8KXl_6?v2>P-M$K_Bp51JgR6ltLiyTf2T^8M6z
z7STg=u)bvF_rXFN>V!|oK-a4Pq7LCWH=()#jPUoEyHuifpED$}51SAgCoVcBc7VpO
zb%^`|Hl71J`oaRqkRJGBt_P+Y9V*TZ#EPOMlBy8pRS>EZILFJxBG#UP)KHe@u1VBb
zvLZNCchLxA7M8jJ`Lj<>{MRFrcC_aKq#H9;f?i)LbqpS16hR8f>2fUPH0HkTq4LsW
zxjGYdJJ-Sx>v8Y4VJ}Rc^<b@q?1i{46Oz|)&dv0L${L6fhwWDKp|`#4^B9Dm;Ts~*
zt|zR>Mx+l7zO%>{AKPc?#^Y*0OWS@4XDPO*Q{<m4U=!f!H_%Xz8!T{rB{=m58F-Y^
z$Bq$13QKwOx-cWEX}AsNuu2w&sx1pD5<*rDz%9MPYnU)%lK*8id;l{d<>e=U^XXHu
z=z7HAJCHgNBoNp&g0Bl|FR1TDA76?puc2|5(Dy-5w<!eb;3aBpsCV9>YBvepz>khI
zK|8?V9(G9drch;>Jtwf1m6D4-4i?Vn6TU=Gj@&FsM!99Zpn(-_<kjm@X@JrZ*;?6%
z=c1JKQU*0I1loS{d>ff3!4^djl5y(=(*1L!zlQk?1BluTUj$Em(6|CTyhZz)XPc+g
zYJ2c(xuhxqTvQnD9ALc;5eh4TqBoSJVYWIRLyz=$qH(C5>a-aW;-YPB+B4m%kFj=?
zwfhB7KO%Y6B^m)yY+l8xU|tB6iTRD`6~&>e6^4$be#<s);mpg?3+w2l9+6eT1I^@K
zRNbashIH}EL3gKWTp(7m)Z>0S+uaBiwx}0kw$=y;5qrzjJ|<yPka`k?NAaZ!NG#wC
z=d){h40EWks}EME@M2D3wbjV26=o>!YpD3F0sp5K&+URtqC4NwIf)-YXCKL8aK7+_
zN3bF#R%R5=%*SdA!Pj2ZGj#Zp&z<n)9ykdb*MOYk@r@pD6zm0Z(u6y|e?NqBD-Yz`
z=yBmN3-M!t1^Q=12l>|3Sq9}PRTE9bYmm`s!;p<&7*C>+T@sQMeZlCJEGlnDlUC5r
zvi1ofdx_5wax*sPszURCFL_EN&QysWaFzW)xVKw-c!_}HgvES%eX9?CUKQ2{o4bTR
zPEKaEh?Ggej%9a&Q?2OgzDa!+RoPp`A)`cg99!9`Z3W@&1bI0Ka~a#OO^ZXV-p%AB
z76DIw?8`g9wYOI86;@Xu#3%`QCAmU<6i`0*NuHpQw}YjJp0I2KDUpFd=@2Rjx`JAN
zVKoh>2x8D@DRPa3V2>UjO8;AdN|Hh#6OWx2Sx&x4a}_^YN;>9oOL$1mmQhfxiPxvj
z8rh03l}Y62N;~R*)tGyTQpn5J<Ln45@l2@rhCI4gxfrEf8Yu9oL@sCWJ@tsBOL=~c
zTv{xb5S!%W?~`Et3G^q!#Y*!D`AL~(Qoj@!E5X=yVXh+|dOfFfq;Wc|@(`*$j6&PZ
zsO_SR;T*biyHEpm^0SxhxHOPTyMXyzMGZVnH{#o))~16w&%XWErtxFG0l#=)9Yj8V
zG@L41Uib`MFtcBqr=Z943>L&D6e>pf?%S(uXtPPYCRg4o*#=X>%eqw8U+~pl7=%(r
z_K`0rQ>oruKE0!q9hZ$tSezo#tEya*$0{))M!DGh5KFA4*(#BhJZO_3fvxnXD=if*
z+SqQka^#_f!wS1a(SKBF?QnqHkcoP`5$eKfz}MqbH7u!7ro`ojDOicqQA&f@0E&*A
z1Smw~&;$8U^pE@K<2(CM<yt~AA_Q7Sqs;oPx|-!%4(vw^pr-sg<hw=N0oOOEJfg6B
zT!~Ve!MAm+{*5)&BYAp+{;gYiSuUA{ezU-KJqUNY!chM=KFm6uYwI6E8rYKamKO_t
z6l#%gd8o2N8?|1EpY4UoGK76x1E6+gO&>9=pM3$`Giehjp~^-iUdAR^WlUX?mHt^s
zlNt5z5qUh5Ydld_1>ip`!bKLaLk{UwD!vL{ai7nDt(#$8E8_72Q-8BY{uIc`_uvOm
z^hpe(s8$tQdX=GAZ3#FK*M$)CP3kKqcCSD>EmU`&HFO;swg!dJZMT3T2#T&5?uME&
z@!VdrrXE&r<C90Nw!`j0<bV5vpa00`d%ijRy+u_gfH((-&wLrUU!rV4?tUcB79pZ~
zpnZf#+MALm6UyJ^G|J9eKKn619yH^49!7n-vsS4ccPg0USBrZbMJCEHNsh=*z$i)q
zmQIo8!61e;iHlp*gWlAG8<<~{Xrx@4jQV3#r4*bj!-bA?nOU421QDhuQ&!zr80)Ac
zRdbE4BJqJcUxMv4nntd%(n1R%EQq@G2Y%!hwn47z#t!`koY-d?-9&6r6|im-Ef3Kp
zfvbrusB{h%BJ9O)!yOVkL_n9a<~>HYO=WbPZo-#YaIpi6kldFMV=?k4Fr|aa2s9C_
z_9cib!BCk@qtI3MlQ~_)7K|;|t>$2U%e`(3(280(R$qnxYKJ~?*+T{7qRyF4%5Qsx
z!~UR};rOaRLTi4v|GV32UfiVZDtRt6qz7+7%FDot9@VJrJg7QYiG4s0SaUd2F!l2u
znYab!a<eIlm%Kz?eSRlWg{Ps3t++%o9+Aweh0pWZgBj2x)b1;2<Qm4Kp)U1H`ccST
z0yQypd_zm2Oj(GZvZip~A@|e3&`xa|?SOO4d)Ap)){PX5ZZa?G)vgLPEN3$OS@GFr
zOvaIjxals$dhb)2s%IUo7NzPL)40cP2dh4Wd`8(8NVg7E)68vZ`(q|(ID*3%r%6TO
zOZy>(jDDMSG3j0get2gjYCy#kYKQIFzKuma-aEo{b?~u|;2}DuOY57}r7mZ>-x0p3
z(}-hJBcNiuN3y~dYS(TP=z=7<_>e$ph4N*v_$hK8KJYeIjj`MhiVA5Zrfvg#^5I)`
zL0@Hv@*H6F#WrS7om?~2YnV9kMm(@>6sVp}8;{<}JpfT&9b>7-F9YhA*8=V4KGL7M
zRB_?t!FT1~4>><#O+K`EkKI1V2RaBn$i1eNmM@?cE}!tSXJL4Z$=uak$=zjjv`iFc
z<Ca-d_D^Jta9qKD-{b2GOXtEO&ndSip4**?7pzHsliRZw8FBhj<Qd9#w}|<IF+PhN
zYLW%=j8g9cRo>>4rw*(e<5d`wrq{Qlbw}LjwpK9YFxX+`MBHO&rdanN@<#rAg;>-y
zzdkWRas2&u5pj{Z=4Q>hIjh`L1~|R6{XS*+$Ck~>0eylhuZ1&jbBCWb3b{KvRz)_?
z;D^+d9=L=h{5$q$(EfF~hudXq+FdM`SlZ#wZ<{UO{~6#v!P<M9(rS;@pjnZQUg^z;
zQpPan4jcQ{`}5m6#aOzvb@sU|$v<CD&ML5d!ZqF<owvb{zREE5{g2)yf8z{;M8x0~
zR(tl)IogX}h<<|Okp|D2(HWWHV$rFSbJraB(feC}<q#uq(Fg7L8#mWI@SVE8?%ct`
z57T~4^`Ce@MwGetAL)u8S6^zWnHwezKEjL>toZJ7IN{>k#2EQ)`|WhrgL9v$v)r8*
ze&GzhKT&Xh=-VSlZaw#MxyAHw%N(3>apbsjSwF@*<jh*Lw&^-94!;z4{10!#{XYwb
z3h82lC)b%)<iz6-ftG}=bGH4TO%(JG{Rp68i`&&ou~lY63%Roj_L^-VUb!-a5OfAW
zr$K5qkzX1Ec<VsGQF158_R}U{y}cm=E}vg9R2|euE^UCN-J*;Aq_s6gWF(c5nAr9k
zIB-W|XhZ%%sfWtfjAFl?f1w(`ro|E`o7or8T{U2ut*ISp!HW8jw^YE9bgP-zjTso!
zuL_w>r*I0K<(%FF<2lZc&_#h=+Jo`NQq~O^i=2R6{K?#41s}NYZ%9Ve913L+8mjKI
z%=M=m4EYZqHYpzl5Z7Pnr>|d1xly6I6{y&DEKu1<gU$~}mKa>?lMCH0qb_k9Z*0v0
z1KUY65eB@`A{Nxls-657`ur;#7>>d9D#)nfJYa=XO^CuS=Az3_a-x5`@r`fnIoTii
zno;FoO&UsTLZLLJ%H?U3HFA8*AAHI$K+&=%7a`T7npIVNvY8blR~EBkzJht(plvY6
zwh#H5jHYlKBscK4!B9+R|4t@->K!X3Kuv*F>ZODAkb!H+`exqauL)_i%tb?=Kfms#
z!)vcA!qRmg!Q|D<`dA6E=UoFb`4B7q4$EKxE1E<TLkw9vovYpvq!Drbi}FZ~6@qM;
z9ZGbI`Z4Dabqg|A*iPyH$?_`&^vd@jkr&rEkW->#U2GZ0DKW$68euBSn<^n>J;E7x
zu}Fzobw#erGi@ZEqGS4$j`gb4eqsj}{{oC3|D2{g#kBo=M?sfP>M3Q)O35Q7VNK*i
zOQX{;*OFJwN~Zy~kUj4dQd)$>2h+JhVya@2fy_BATCoDXJRReF1V>ph&XVZORfyGl
zP^JY~K#=amdu3D_ngX_&+4VoKp>1Z8tp7_mm6Lzsyhk<^-UMFsm^UCf$Jd(bAC9{B
zAtmE5i31<nI6Pg_C0D2Qz-tCG!ZoN-+U-j|;j3%E1FJXaHy(L2&%yLesj8N-*J6oz
z=<@OPHSn>`aP)0vOkN-9^vxCe*&PzkG)7oVZ<)rF{a#1*0!0JY;2mt}zGG~R4$@eh
z$UtZoHsu#CXcxMxZmUr`%9AuiJOkXDpa;*j6R<(zB|vRY(1)-m2eH`!y1{&-V{V()
zw?$<~HKznadYE2>jH=KYkaA$!Dp0=wd9fXEwI2EN86XPRQpCRxygx0<K2Jb~v&rfG
z6hSd4AtW>YfX8y>9JH&KAeW*hJ!Zrl!_79LPeOK<p3RvXq1YETrm6mv)~QBoE@&a2
z=Rv|6)eV8VIS8Vf8)v2CJJ6!0ci1?Xs_9^-ArD5D09Ithr9os`CCmCkKrrc4lURx<
zE0L6TVIie+GYSPU5u7f-0u{vdE_R2&*=%ChthV5u{%0GH?`cM^rt#`iH-w3TZrUL`
zW`r67G02HV5dI&~1w|<21RvZ^XPCa&3ZQRK({!s#McG2}6J+NbMCT7ux12EC{D3Un
zOp3;Z0!fcP$5q&WB%u=iGt!n<zr<Jv6HM}|tJ2Gh7R9oSWDTuRT;I4FOpndYP&~J?
z8C2mo$`l&{-hIA`x`pG<fI%<9_yG;@!@sTi7@Ga20bkVsgdHLu1wE=JRN7k1YQn}H
zHVTi1>Rw%sn4?9ZVnTSV60u2cfvt*UN}m+0q^G4{^hr+cgB<Evk@vs<{GnY_PICv4
zmA@hDPvwd#ZT=y8K@1hLH>h8~D<NhDXg&!oGzaT!S0xRu{aV6oTD6MHUKvQVsWz1k
z3mzFP4${!<mMrH%R>NCW>r;(DPv#FHW;CdlqoHfiC46;*OkIYq93g-<Dl~gAWezy|
z6DKs^dZBXydduGg^GL-aYXB$)f<pYxmS)Feg<w@^^gguifO?$oTyh6rV?d?51?=Cy
ztdW_Fg1L0{Wd-E3d#kH))qca$Xj<3M%UT+DDNQ?wYfL+;tc0tVAl9r%5H>DYI*K2t
z{RY>+aq~6PuJsRSTfo@{MSn$-(>#8qd+`{rE49<4>TW3UO*%MPio_WaQwqM=nI?Ka
zAW#9^XJJMsjJvrT($|7CCzoj)ddhcHl4xwexAn6p$w@gWPza$e)q1QRWn>Q%=td4q
z#LtJ6c53ag%mrrzoENC`q+a2WBMuz4Mf9xuwi(18$0Qg7awmZ>9u=n0hW6_}muj<i
zX#ZK=cwFgt|Cr;&6VP~Zjw;{(csQ#*!*9P*pM>*o*$u5{M*8ZUYE(m?0oVtvb9FIX
z1N^I?bt%=#z!Q4>Ry}|&cS17>a_cC^vP&Q@(Cb4m{R^1aCmbR%oRDi?_+HEB*UKf6
z8osU#1kB=SZh%!1sY5D=g9MzadX*aGbikw@mos`)T8ZS!N-KQK9gO&>h+Zt0cEdWD
zn*M8b6LLTv{i7ctEcmlOu!hT+M`{m~#COCi0>BBTfj?=$%%sjKna(Hsek1)Cf{Dr;
zr1HH$G26kfG62e4=9R*vWg8$)<Ey(nW@#=BaIBuHgwf)a5kE5V7c(s#N6?NYR%EJ)
z`0U7d9n^xlH=tpYLv{U2FhbX@+UjH@C`r-@vafTyplw*uT?2kU6lmL#pIZr{m#1sM
zQ$4~|GOTv)Z}9pQFD8gn(qyRy%ie`XpAMCFVeG(O(fngzp({M${4rWJle$MtrsAPB
z!-qd}C7Wr`2>`!@YomdAdYQImrF}(K48RUpMzgW9CwqWjuz2B7Cd)_<hUjhD*k*iv
zJ6C$+Jw{%$z}V+6CMa<qKjs!1*56N#xVmM7aO+bvrKt&@-H8u{e-=B0iW4SXLH)Xs
zdSsr3eWV=Br{F(|^F2AxV^Gf5q@feOv4-yJK%Vp5%fJi0N+pQw2QTfY(N{)!iC-gw
zYzn@?h3RS8Tlj&O`(eRtZyZg>c}YvF;M=D_Sa5Xm3^L-6R$L>}7vo#AJ83?0t0yh0
zZS_o&Pybv8kH4xY10oVBOhPGERCXs4xV=uB&s6z7y^5V76j)$M0#D~f5CMH;BTF;2
zQ=M$)2L=j=EQL7yDi(t@2yErbjb8T11T3<T&&UAxIz(ShUwH1__|twBY{tjAYW09q
z#bPw#v)Z{(nND)`^<`Lfni)=U*J($ph!Cr<w9tj*4iK{1-t|B9eJRbrH-3O^dz6AQ
zIM3HA@ntnkOF_2ojexh-z}rb=v!}o~_K)gtIjB=#|Dn+2d_i*r#yFd9)k<dfuR74N
zp&hT}L$`WF-C{=B{HM*}@{~j)KG9<kgIYm{<n(j>&;+Y`kef8i3U6moZK2bXA31TL
z1AQvH?s9_Y#He(caN)3=*@4;9AkM%kra;4rM}m<i2iN+Hv=<4;`y?BY50DLZKabpW
z{=kX$OGW6dqLfx`^GjCk;&x?4t>XA&(An5QM0FD5Ut${;VGIX?ANhh$pA-iF5=7qP
z`}ktYJe2?Wf=c9G1bz*pR=XymkADKK4XS&2xm&I5ZtRm>CWPf2PU0+%awoShq+8O8
zx#$R?5%hQCxxYjXFeC0=JJ1{1(^^HIn*gJz2bohYg1Q8xtMMxZsZz}&Yn<mf#Luh{
z*`l&NX8bldHw=@+$RS65T)blCl?j_Fw56U(+H@Y-*Nq3X@NN4g;{9@{B$&OR6Rujj
zvK$cmB=i*T6tqDg7PhNifx0S8ck8cZOUNwrVw6Sl1WoT(yL6L%_^du8xmqBdB8a(W
z5}ko?Zj<(<1tR41YL@MP=p+{tI|s9span*)t3qu4xdG8L|GycCECRZ=CeVKL|4d8L
z66;~EF5h*QHuGp|S$=@N;1zrQ(bdasKP}l~cL#b5y?`QG<quOj<^P>xS6|)y>2T_^
zTX)B{cWhuha=zx-8`m)C&vbp?%_A<aUL{w3b^rNtZdUsAd|Ab|oh#4BzMJ?s(4qK*
zV{zl7Gw;0?FUoMq`u#CB_FMbstD`HvXsAz&kEZA7+kb_}I#u@Hin;!<`)mICv@;7H
zJJ-lA9^J4c^~^(k(z%39N89#<MV^XWnpxS5Hv6t_`t>+yWy<JLEJb(aXWsyOc?%;m
zIdgZnnH@UN_d;kzO!w5!zTWP%iMyY~)gWub(}nExfiUyXH^VZUo11gb#f7uqUsz)}
z)ZtigF#bqE)0gakC(#)XRO~~88a$U29Q>2<Fv)kY$XXxx=vRP09{GFn`;?1|mQK5V
zFaJQGxBvRWQ{MvG>nGN1r%cLmUo)|MP*j|E{I5($mza3Lk@tgNhuj?Y{*~EoaCyS0
z4NFr)+aLbEa}Aq`<-W2OZ0d4|yleYm#dW_z*}A!>7ZsMO@BPf;)y1?g(g&t3l=;qI
zva{>t$pjW<<Gj^BHmv)BuMQUFH_QrJyfVY3vT{`MkQKE>4#_h!hLIcwC5I8|C0-1d
zyUd7K?-m(!ec7jn+ml+}ZeF!;cKEU%8Lwt#R0=Q7uyx!;cgB;?EqF}6s+vZ*x?_oH
zbWq@2?(n(`4llbx>bz2>UH|c8_F(54YNlq5zF`t2%uw)Q@5M>I9fP++boF*NIYJFR
z;m|YG6hXv-$70HrqVlbIJ&X;0&t?7B#@<RQYdh(2ta7f86N7Ebq1sxPoYD$yHMU5Y
zaF{jx__MQ-+j`8Y<;wB!$BfSZ?mYffSGp#{_1l#@-kytwom7pnwJLg%G5FS*3y+1T
zsXyC8N3Rq=u8ynTzd=;c6Evc2<>Hj0(iergL+W#rY^5cv$Vrdmp4EJs;`CbfD1Xu3
z4YA7xH5BiSnT&KMr)~T9Q|8#8{ha9$k#X%=Jipcd(F%ts>0(mK8AU&zlYtI_-1mlY
zY^_y)#oJ#X*L|WXzt}ORQ&xy~F7i}gnfH)ky1}Gx`at;l0Qn~iKR;Eii)A|AwlE8r
zkhk{1PMqYiT*6`9Ca`pRneex$#a@vLjGqvPzBO(JqEj%sMY+lx@Qx+?>T2-X>|<h%
zYoPp0#+!4%hi#}&gsE^2E54-n>D{#yo8zD>m)L?@y$B`Opch{Uh_fJ7yZXuqMm4i2
z&yv`*lpC!D=Y05a1N5p6ZCV{3(%*?E&qV96ZGEacsN-Vnj9e{|i?8&M7Xoza&7bRN
zD{C$C;lB~`GyaXmQ9v51XAl&DB{ogk3>AX#7PyH|e~r~9fG_WY%X41fu^fuGj%GEl
zMIxO`EG%_Zj?;`}g%|A<v`9$Rt>W*G0wn*WYF=d`V+LdKukh_RmGP;#!+5E<fmomT
z)Rq2V;+ZNH%GZ4g7Ah)4&&I*F&l~Mld|y(8oO%E*&yKDTsXEdsRO7p{_64Z_9d<1Y
z9C!{%L6>f*RWkm=jFlLajFE}AC$N0Do=L2dXbL_&7yjPn79yjME<VkoU*{3`Tk!=~
zAO6t+!F7;;4(0b~+hK))?L9kUN~?N<s)INc5WUGYW?`fD&l8X#6OLra@<t0donT>e
zpCsF;PPP<Y0W(Hk;bfoRzt;tw(@dOV8J{y{8Mda#A1VtbI|(wUDHH-$ZL@aGV9fRz
zpCQRXe6+~S5+np%!<c0&KkTFXG)vlHUOWqmnyN#Dn~MGEJGh$bFpt#kN{RaDs(FmZ
zJeh)KuU7!DnyMS!%pT#{lZ5}cWB)V)TueEV#nhp-!<x!O+aF4WWm;l*(JgSOTlqQ*
zzcdQDllca5L6lscv;vtx;~T!Wt0}J8Q!jTBt;qBTyqLH)L}(G|VM@?vAY3C_FWI;P
z+}--bpdO2+^wV+@!lbQ`DV9~7h)+NRU-Rd!Wa%jDFuD-yxMYotc><{aRUuJr5JOB{
zd4k7V30aS&j61Hzxt63}S24+n4gjb7Z0MSR3>*vOq~YpWkr2!D4sZeuYk@KyX@6Pi
z1qSu3Nkc?hw{w9|EloLN9p5%?!DF{8pYbW(m2;b26WcvT9S1{S1xiK)X*vz0ooirs
z7V}Hnkw&Ixqvg-tXW%8qQ?^4}yg4o%Q0VL=>49|QNc$%D4q_aaKF`%q6%Xe87MUCv
z+^z?F>2Nsx_a=dQY8yD~-pMi)b_oCbjI*+lLw?dui`mY^-jBr}!%RJSp@`(ScKS>P
zwBZdJIG`Tnw6H}eqonb>h>lvf2hx?)as0q&wF64ijasz-6Wp4Kqw5LyIJsiQw@tfs
zzY9-vP5;5QeQO#052z~U8pwmh)=Jeaq2&kc0S`h?DlECoFUQl7Y3UN50JUJ1^4jaY
zniRimM0qQW`X3nH`)fpt94MxjTmyny;j*(PwiIOQmAU1rC&rALQ4<|+G{XNbM7QWI
zF)Evd1-MerzR8G=>STAV@0UorRDM0sq-sikk5J0GccDkMkgvS=oVh{I#^*w4TRF4o
zv2<A#lBi~7M|O$=fz>o?PQbQ4bqjv$NZQ42^^<<(!)NJy=w}VAX_|iT2RtTAVQs@Q
zwc0J?vZf4nj58=XJH76V>IpD3SN1dMEA4qTqD{j+y*{h&x|ZatBwum<@|{wHdSM8e
z)$AU{g@k5FI&yFk`5qw^q6o0#Fb6uum)3nlJS!02-{8M#M&bGItzp_0M13Bt62i+m
zBvnYprC@q3mm_BvxH6tmtP_zoL#tY7rG1W!OHJO6ePM@6`vvT`fF8yRw1)AZ4oNSK
zZ;L1@RPM3b4H0Nuy`P^n2@U0-OH8~iBZg4MdSQ$oEM?IkaW7eZEDTnykF?4L{NKPb
z>;<Rf^4G*fTqyzn=B9CykiF?DhL==w8mN<5<M#2OgQoVFyc;a~QC9pY_P9Xl!f7PT
zO$^>i25KHPX!C8U%C4CMLm^LwZCK8UEqX{JgLd#F(rk2Q!rO6FC;@$2*dr>w;*Ui2
zvFG*fbIL?qxSqb2>p$oG3&uyB0FJp#<t4|MKib7ue82GP%7hW#H3<9PBf1suW_kVq
z^SiYH`}yoqfzordXO;N8XjGy}$4c%BoHrdGKp{fOKS5$uhKXnr<vv8ALX_K$II06U
zKA}MQQz2RZ);^?CRoPY<yOrLpWMtxnyLALIu14S!NZ0fwyC$Bdsr#VBYyKM70K@l*
zKFQLE?VG<s?CEje5q13OW}#9W+XERJp#q4yt{Z-9HSSXj20cXQ(diMGY`brZ-bkDr
zC5cWku#L><rA+q;YfJBHH@#&UB7>l@|Dka*A`o4kgbZARM0x_{FSmwHrLA41WZxt`
z`Es%=Q5m9MuEt#IJ{$&!`VeM)96h-gE4$jS`iOIEE5X)QReC90DD;~D5Se*s;Dsuc
z7uPV_qVQ;_&>ry|XjjY}y7mzWy{y;^me@_S&S2KJ4qaXY-`app|MP;Z>@j@LM%Y(+
z*!4B!h#HYGE#nWoDFn>eXmhVs1!37;M?>iiEa(xsfIR@Rj_QTx$)cV5Y1C=OU`zMx
zsS@;k&>xj2fjlb(QczbE_U<cA6yZaxuqnf_agSQ((_iY8w`nJhBmQlW_}e65HFp62
z9e6vECmm41m$;|%ITkHEBUE#$ji|w=ZpnLxb{IgIxl=SJ2-?7dMp-O(X<QE>F^L)P
z%5hGpwJhcRRB72SBtT1y-tRB@;z&Q{%DC4Q6$aFcB}4{ol6}vD5*#N2h51ascQz6f
zeQXx~pw;g(BnRq759E|E>*-cwU%dw<4Z?{N4V9vmMqxU*-Qw!=(vAWZpMP~k=+Z1Y
zd!0`v$shwftxiU&)A{6DRNAj?)8Wk{P--ODde`#MxdZKG-jm(?h<+<md03X#<7lT4
zRI9#{r%7$NjEsq}utz=n8kW<BXs2<YuOL&0SQhoO{RHG=6w0;}l=mR3KGWRV^|dPD
zY<4`8xMf*XG~(2(!=RDbacqHSo0o1uREw)_km)%6-C@aNmXX7ScG_5~VREiP+pJuv
z*1x3P85;H$x!JRGYn!r9O)u5{<LIep7tr>2f(z?MU(bKUdDx1#W&=lsVRs0T+yELJ
zb_f%P=Yjo3wYW<e>6d>s2cg!y-W_U4BBOv+yXB__zYc4HXWJfVe0zeP646ha*1G`>
z-4qk{&7fM-rY+NJOUv<X1T=8?A1&c~r4GzrYGY*-uEwSZlK2@p+f6UJ15;j~2jlC&
zv0~9P2vUL;r0N;M7{J{noSbHLX7jR<^IREut@$;o29|N2x%VBC+DMi*u|qZyH<`{>
z3%L!@eB;WG)~2N`M2c_(&3SY?pq7csCy9H`d3MS+W6@;*b2I`a#L(rTKS_j*y4=$=
zoh<87=^UYGH1rj4<Y|nvijml>tfJHCza~KFXv*ihcT9=(6hCk!MmVZW^^4+s4#;O^
ztIC+_QHSolVlncu9jtjWfiQj;MR}u_tb~qb81SNa%#cN?^yjKK2?!ZxJjs-TaBtxr
zy>g-am0oCYfY$MBtzFu*g$7!7+Abt7Fj{E3zxjza-?e_TW5=qWu&^DH8CqM^S0X{b
zIjVGlZm`WfTCgWL{>v+rRTP7U|B13`LCsfvzAVm9@{Z|OWxb0Q5PwV61QXfb4l{b7
zuFrrNfO!_L;YIIPe?`hGwRe4aP#Kqf`1W{zLzqx?_q&AqdJWFbkwJw42h_FNB^}U_
zAYq2hx-%mf>=MkqEg4&6R%@Q3+gc%yR@HN`)*>tcelu+JX12%fUMOM#1?q~Wu;>*k
z)zq|7k@#y`tW2hy#1;1l2eM4%itY~Yzkp)b`1{;c7Q{0OQCXihs!1|o#1wAKJM-6~
zT@<Q$)0#Tfizp(r2cG%57f~00mQ4)mrdoJ2W>llnQUq17&&VV;nDt7&Za-@DoM)7X
z+t~-&k3@mu?`j(^J&>0e#+vu{U7bN<Nw|h*_>9hMR&5YK<fKWA$mB-;yr_1ttEor(
zZT1e1bC1)z$4%O8A?o#=-2iJ=Du-IHceULFPbivU8_f(?5PP0D&9z7=Z=N%o{&Zj7
z_gLlX+e&7cu`%sGMXNf5bK~|)*RV`RtKnFgUR0zIM)MhGs)0tp#<4T;wcD-noLIT8
zl~o&MbsP1j^{Ud)lUd;0ZuX*#5KR|!Ee&3Q?rKoscQQ8DOh>aR2jsfN0!Bg!_@_t0
zG!yi8QL7cjGj03)W_+JT7*yP|A4ZhzLTIXr6a6ADo3{KF5^vM+Z&&)uY}%R6=9z%i
z@!aX&kr4~%<+8p-t#*OuV|0mWzw!BV4DeXKXS=F9h@O_UB`^82iP#2H3+xjllB3wY
z>H$YjRQZ1bALT^egMK0pOz5q_KfEnPr&RAmv)fb~`Nq!o!^*g%13L#_-m|mpZr*-^
z@SSgUmYaPRb(2Tu>wjJXo2c`>A#}~NRG-6lV&@z$AAEK{G@(s7{(m19zyC~3Dd~7&
z7jT-%WjvHvrT%t3K74xihPw5eLKoFm%(OWMoq$52eFJw<n?9A6U$Rtb=Z)V~HsVSD
z0safOBMsN*#U|PE22Fqaap4Qytb6&gG2UNkTB+S>kt6HM<e?`QKkTYlmfBG?c+15t
z4}24f8#|whTN6cjbrS78p^g0m=dSPKWzRf%gXLKVC;m+MFhK5+uyM<W-ITEP#HJhg
zG21+L*24PaTU%2%l|G!l^!wx($<h8@Qw-t{Trc*wj?Gh6V(Ig1Nk@(NH+z<J?}_ON
zsUc@W=FWOL{bOQ#&Vnk-x|hKlxU6#vIgHGXbcJ1hQ^WWrpPx8vd3$XBn-Be((HX-Y
z8H;}piLzu&FR^+M`}2pb#&iGX=gSU;S2><x+uKhV$p*Q$6|K|)135Rd*<XIW`gzdl
z<+{oQY~9A$H*4AUkhR3kmLZ~PIC7fDdxJNb-*IK(!kZ)IxA#_dzaPCg@6oYS%_#+w
z&pn9zjtp^AmQaOF6CJJG7<t+bk!>x6PN8Yp9yG0W%4vU(?k6$(4}H}5jjbqt-g2V#
z=~<FCB6QzrkASqK<WX1t`zEHjRQz{;L-9oZtY7!{up?Hfb%9g1cP3xU-$R*D!eE`H
zw4ZnDts9PRV_ZpdTC#BT>wmK@sa|D5IAa_L@FqI8zPfkAf!Er$`%1ycf^eI-nwY&8
zmoV|cLb{j`vS}1uq|3LzR-fZ`f%E@{%1wu_A^n5OcOqw+MJ>o-1&93<4IYMM^+N1-
z{n|dHq8n~mra*Ls3A@t3%+sikcQ&8VjSGLlH)R}$L$jncd{2Qvy|GDq?SjDi;k0Z#
z?&V3WjB<~aax-vxs31|axL{wjSI0X>lZWK(zd(2$o~F_u<F*Dxx7Z$9R0F#gv%O#8
zg>01Pe6JdmawFZF`iSz>r~vXKEjZB3rq?temF+^HAni?13CFDRZCfl*##cjuyX!HZ
z9oxF$=L_fw?Lz%LdSV&!(i$!K*f+bJ7FKH+y|JHb%k6m>zrdIdeFW>+EC$>a_4@?j
z5-8#tuQe&GP6E*KUQwW+e`!-{7TV;3g!w@nYd<9~=2#LKP3MVIJC%WGoAF`m4gutQ
zy&bVf@Z3HkYC1=!>RQ#f+fP2KjNZT=2&U}jC)NZRZalF#)~NWV<4MSsn~KyH^^z8=
zWM;?ro&2@n9MvQVAl<h51O(D&wdSu6kV=pNUuk@w2q*&y?cO=Hd_ml0v)&slT&u3o
zv!%|Eiv@a#I8FRA7kxX)g%?=P^Vx2JZld+_I#CmZOT4>92h?q~s=Hdq_9E8tU8&MH
zsm_HcUm?hdTridOu9CgKBY0rPW2@(1@R7^3Z_@EmCP}`5a5C*%$I>VrN{j)z(tDU%
z%Y+b$tZ*+yu^vpBSpNj8b-wS=bQa95u1v_ohj^x4_K)u9JrZt@X09*~JP8`DD8o-A
z<Nmeg@#vgz`OZA#pbQ^E&?fz(xNV`eWx-#PaF3@V*J@E&?5z&AIs8<Q(Elyih7E0k
z@z|ey=TS{Xcx5O2x)~=%owzFcwyzSwuXIwY{h1KYHEtGdN9BJt=}1Q3RT=18U9~(N
z4{h3+8Z6~kz~`Q@FFgc`rQI+gYS-qs5I5!<j()>$q9;@FElsL1VBp)a9TH(0jy|_9
zyNsPfkfuSGM$7E7ZM&+=w$)|Zw(Tz4wr$(CZ5v-<dSYT`w*R}z#f`|w+`Jh#?sHDB
zz=Dll!nNfTMNVkISZ6Xg@Blt64{0ivIaw*c_y%5qMVVJ0qij9RSC)zG7Lt7sHLQic
zi7x0Poz$`EYv(So6Lb&}A5)wqj(8lpYS_C_;#CH&Vl|>d8d($PqGu`r5Nr!LrMR~X
zT5cJ-!SpD%g>Q)SOkuxMaHmHchXh_u<kgl7Ovp@rz8uejn*7$M5ZKvz;?k;57i*7-
z<_jn#@-y7&$Q7%h)nR`EMc+BsV~$X>O6^vo>F-=$vjF?dzbZA@TZqNpu?T94ev1PR
zZH-}UwFYP6EY}(sqwk8u1?|i1<}jB#R+T<(JC^*f$sYmh@E3Ybb}o#ich~|Caqn0U
z6xxOrtZ3B0^@)6b*aR@!ZDDeWh23`clB^<I55@5EgBrKLE})Y);snDzc-T+sQvVua
z%}80#Eo2R==|t34<ZSjYjPMk7gX%WbAWw}OrZ2>!(*8pK{sXrY<%*c*R2%n&U;e#N
zD-zxG=8pKSiQNaIrXihN^L+Z@HPH81*muYpFts%~;Ts^D@(;YtM13-6h2CncJ^c;~
z*spVu!cVwUId|9|X5s?+b&1r58O##;tume|Imiw-8)=8^K#QCJ#!GvNZ#CqI&uVL%
zVYeB(1DFb)h%4+(!(-xjOf3y=A9H#db$d$@c~(+TD+xhAhn7vZoFv-_wX69x_FZm+
z?c18&9Xx61re0ke;-T}9iuIOevW3}vFa)%kP^J)$UFEe5QQ3ZAg2~Taq|{A?6G10t
z(oAb^gy3*W(ku<p=U4IS*|Hw<budd+RFQl(74kGu9+>tQ{Vc^}w^zVP@p<;faaoIw
zc`uG9EKt=rlf4B8V+2x4>pC+@*i69N86~QeS8QZulcI2^Bn{CKR<H8O!kR+-36$*E
zW5A(7oJg|Ek;1>*CAjh-sk^c!dHkj@!R)E%Ne<}CfsGjEK&q7w)RaHR04_%jj%Fid
zH*)MedajZxV)@pAiteK<iWdQy(Gi5yDGZzQOREAuWpKXpmjS+}$&H;&K#ulena(pB
zWfbp4nS0(@$f90QoatT<RAV%F?ddwgvEu_O^kZ8*aksH>^u#x_6RuL%G^=f7GRISv
z)mMa=tD&6=AKe$_!?(=|GB2%#qTggW*q5}Eu#0>td_E$-{Z7euKoBpZv8?}wQL1L6
z@rj6%-m3cz(c`@iobd|m%aNP=11K>ciT^i_k9gY*H`tCW%p4j7RqW{DbPWU)*`)po
zJRljMwM47B$785LNTG2KKu~92@Z_&NgGbdX{cGpnEHj$?fZuG_?iujw&&1fGpRzl$
zJ72^wCp-y3z#Y9krzvff8uWtBIOm9lMR$coewp*-DPXL{igqDUB{%=<f&`(mU&hw1
zn9<hH0NEXdj6qJ^yJP;|Q!}F7OX=aCqk_=%sX$JCgpbd7ZDUi`@mK-St~-xnXL7i|
zYtA?EAxHQTM1GG7X;NOH(l49e9ipKvYs=HqUE4GQsod|}-C-*}zLPy(J~oSy0%bpi
zJ?=o(q4K47=jFOOsj~#BVWMJ}R9vZEa<Bc$Q51z`>^@WQ4I!?wx4noscqqr(t3-HB
z8VZlLcEetoZ+v8yWik-T=kls~&b#`7wKrHpSpUFz=G@XTz)WcpCylU=O8assybjg;
zO;SngBtrcFHr2TtizdnNO@RzhhJyR&$GwatK$=#THr@uAt}s*?ifJR5Y6}arl5sm#
z%)0LhMcNt)T1pCJN&0ubxF<u#TU2tC`%6EYO>_Klrb4G12uItjo3&qY`wl5D`h=5p
zw=8vqF^#9|(FMzk7kV#C#>~Cmjn-U9HusA3<*OqQz@4#ylxkY=2L$i~nj!KDcj}W!
zNRiUa>v%GUR)8b^Swu-@L$o}=^c4NN9NT~l|DH8hu~CAzoFziiGO?#a;&MO%0ydg$
zf2elJ{FkIqP|F|KKm2vbyANYXVw7>63WQyhlvqn}E(4(kWo}`_+!(nUko?$K-Kz32
z<;@A%fK1^-AI?q<V+ui(?F~UE@pmR#@g4_1quX4*ospmp^$lNWQal^-7a!GMJ$10>
zwRtYqR#HKKbj~}ixjmnRUQnOiQ=asc#&py?tCwTsr~2O1o3tl4OMSNJ3z+6h5bhcg
zIC}6W8eqvS&FvQBr*4`qneWS;F!@a#q9+hqG*RYXcve|WX?cDO+Tn17cvtI3EPRD8
zVaZ;qCzxKCbCP!Yb>|?zTBWnY(=JhUq~yqSG0xd?<@w5Q|J=tt4^o{-^Thbe_xgA6
zvLB*I038#dxIwqxpId3L+y3+c&<p3@O7kzaWyCA=B0J`A6j4nC2(<1Pe?QQxZ5K2f
zDhNx*MeYh0juxcuOT&KQM4X#nyiSl%{7!j)9yVd+7yXyKQQFz-u6)a&8LYiTjn)v*
zcjExXGTX+C3*fvVjuEZ5gsfZ34IZ6PVW9=CY(Kj86y%VAUP+!og*;QuRYl+RDlPUI
z@_G@EY|NTVyhYmpI{s&8PPa0K6l6-hP{)Bv+CIWo|GRw#6%dM*^Z@kX!suZ(HXAhW
ztVD<!!~8O_#@?ZPyW3zrTEuD@R50=q*!Tr}Oc+0V&f2GVog(9f{u<J=m1(NE6oSZV
zK&|LhXNnq9u<j3?m+rcR+-^Xff}G1IP0^^*_XGLA2`nI>Q>#_Ye_-SP`=I`<7#WNh
z{^hS2{*x-E|EP-jKdNH+zpDRHw5ZMdz8}i~0aeKUe=>}jfr)`p#?wq$X%^!e4w#;p
zG+!bS6%8B}4Xn5X7>1aPnz~Hl4601xRubxuZysuVL6U-Ku|^y*8E_JDcMueCJiUnL
z>AT<Uq}Ho%o7J?Y(@9q2E1%g3JO(K`2#_}rkUgkfG?2i-Zt5Bp&>9yskRzFy8`cj_
zoFs@`DA1pdzn&g9eYJ-44@6&cZ5ue^J4cb@krYA-O{4NkM{1W7!!6ygtn}R-@A0jx
zkA;)59_eOkeo<CC)XN^JD987OCdo<8VeE(xsK}5Jeh&8s2_w~ZzH0!fj98BQux9u!
zc`4qiNP$TnnB=Jbd%49M*BuV6+SX}2bnfC!Qid+7b=50f^^2IS^WHy)e9J8x&1Z%&
z7V-1mTn?Nd2gv}HB_ZdoqqjP{I|ChwohvxY6OzYeuiLeuVvC;|k}&EfTR&lWiuPfr
zF7zZLQ!NlBy;+3VGVVJOz;yGsM!Ll<qN5_=Bw$N+K^AOw+0cG?K{aAOVu2iAb|23F
z<dqHT*7@|RhVHL?X+WiXp2VEcLXlGS;>MaVr&PZpdl{$Lk$9e<;yFtuweONt(5|-N
zd3W`455e(k%b!z6N)~u6ng;Pexy|R6c)#r(u9`bOGSUil_vk!_FA*khP)9N@weyJY
z0CA{D(&)yR+>ekNYv@DgjO^gq<&%@jn8QR0@}V5RaA{5tTbddzwdc1Fi_w&{>-=<@
zk;>E?lUB$A(CEY3b`!ZW+*DT8Rjent;pOUa?lI0^zbs#NE$*;o;Du)3(%ia78dbaX
z%T`PSfSocmLxqkQX6;t3srkaPzH_Kdl07XXg@i$6+{RJs1upTzX{~9K>1s^8(GL^k
zvaganrb*0k(G-3j!%luC1uUuQ8GWA5`kEpW$SEI`UhqbiRFNI7tm7AagwKaha~LB<
z=A@o1P7+z-ry;&fBAs&EhK2C6PE@%w$cfwHQ(5;NJimZVb^i2<Tr(*rADQkg*2j5%
zHtP*~y_U1~w&PBU!ww$5x<3SOmX(R={>aa`OZISLIF(;6O2;tNVBh`t(BG2e-&*j8
z<bTziAovoMbTw(tr{a!&K;X6Gt<vR*Fv^YBbz0+Q?ugnmn{y!^3%OD<j88N8q<Biu
zkWsES<X`IrE_Gv^D54SJ99ck*v|tYuTUU=0mS>oHI{c~F&l|4)JcgigLCtlt=&9#t
zAwgcf3$poSq7s$c#vth;Bm-2b-)WH9FWrb)-=-!c_8uTq)_-rM0~`Py4jz&kO=AuI
zCrjB7{L{WaOBXi_98B<K0n%*6s!z%G6f)|h*(3x&O00s=4g9m1!4LiKVY&&rZVOn_
zyx%hj6ft8>I3j+g(1gPsnIXNyCMlbG&71pxGQ`qW=L7`u-F0d7<~NczS^EavH==^0
zBc^rzV*}H|@u`WaB;&^1lGon7c5dtFHwdF?GI^i74v#$43odk)8xoyhyj3JWV#RzS
zp`W-^z4!NY^;byI_A@@0C<duGw2Q1aUd{U6HCHaGqZ=sJ4bs$YNxAfI+Lx+@^~Jd`
zeP3;>y%sZH3w`s8DSn)BK@}SKMUtNUatdSCoM)r0CtiyD-IN@y_&>2$9_sOL^yajF
z`eZ35<<VezT>8QZ7b(kBsujuH%iarzp*9~pM~tN`8h2VvG2)d6m~f~&M>R!ouepkT
zJk<Wzy^m!VeyEOa?z~(ar|W*ilAR6K(ViD;r#wOl*`m)6b}B5HrWI>&Vf43)b8|xY
z{T%nb18tgE=QKR?kRJ)b(_Fj(tfOnbftuo{h`<i}?na~WCx~}3jZT$@<X*HcH3H3m
zXJUTpfKpX{o1S9X4XKOwVPP7loO7aFnI@*Te1bJ1+rQ2oM3bR4L!Y%|N`*mU-hbY{
zkV;AGvorQQGVEsRBC=eb(rWFokJ@m3?^-z?(}<327+J$;SSo&>4+9XFNw1U6KdpCV
zGSBbuZp71=H?nDL<#x1aoH)-}ws&~!+oHtnuEOZF4AiR!juO*}b}AROS{7oN`Tyb_
z_y|2^Ey0nn0hj#Q=7}={k@ORdlTS#KBPtzd@9}YiDjRL|Fw!#?vplW+F}!5s=EPwI
z|E{l)s{RAdQ|I2gzvnXT*-gDyV`b9zx|nC@EP94Rw4<4fV!+!gpUVTJ`PHazM(<ii
z1e+ga@z(Ij4Ow?GZMTGe`dp7pKE`-_nK>N}1sec+I;LWQvJ6i4OO-J5l}Ll1mC{B=
zzlM;hjQYR5jeWZ$2h@hc*cs~uQHi6-%sX_cX&Oq?pY|tR$(mg`J<~t3X|MMeU{KEL
z+w8O9OEph{Q_CYPK{GyfB@c;Uam4hlPcyXK0S8VLO%KYchK0}30K6%5aNMcy)US55
zY1>=6G#>jC+#6_8gpTwi>y>!aJ^BfeI3OCd{W9~Q+dQb`pD{%cg4J(66Xv<ZAa*MY
zeP(%xf?~Tq@L)T7e+Ou8uu>1~K#(iMdDOhA&LA1BZHP3frPf+sC5h)m!WcOAxEGVE
zg}ng0-Hg190c7vj7K@rH!KD#;)H~DYg`Vw`Nu3qt%`{JORB9n7d5gH{-SjO1$)|<C
zUUNmtKe`8voY?j}J31-DCC;0EEesm^d^CB5LUs5VdS^>^J2GdrU;I^y(zJ6Y(>={v
zx*!0;i&Nmg6!R|&eWKFv(vggfGBvA47ll8}B`r`^BD{VVvx7(QS?fq`L-;|3C?emm
zfRggDxcS1kaye8GhT4~Dd+h2-lT3vj*ey6?3chC(0aYEUs5h5AkPuI50=}q|9YOYq
z@Vx-K6Zm>acEamTgZdE}yF(1xha1Gx<z}r7(nOduwrw6B(edt~S}cGQW5vvkE*0$=
zY?~UJIDU45hYO-rgA2S@)Ihu4AE@c8z>jKoH*X9?#Mcwbs<nJqWy&_Oj~yv53pl)7
z`&xLZFLUR(KhS@c_8=@Ta5~H0Hr%uns5m@gJT2&;r_}FFdWX<X4<)&m-P_Tco(NFw
z396ex5U@71OS50pw$e02rG9fAF*4cl*wurpuERaX!P#48d{<65$I8)zs!4nHABW-0
zVKiDzsl9vC$vS`X+;{M6S>*IwPbcl_Vrhe-Uj9CEMc8HS2nBPk+*~}IW+3K7j(_$;
zr|`5$T84Zfz#Hb_T!;Khi30|eDFhc<2i9+GSIa)om2DjYeVs^N<B~43K=SjCP?|LN
zhtx=bu2Yd1B{p`5)Mo}wO-nC!+9sr-whwUQU5zlqPb}Zg2yam3pvB_;s=<~S0Hza!
z((&6vs2`8NH=h9piDnR%pX>{(Vw_g!5r7~<na&vk&f>KwO}&#^(?y)HM%8G64!+TD
zuam!jTa$S4n5%Nc{I&n85HBIg%_9!K2|_}`cVoz?zxVN#0v1=d9UKa|WSLI)r{Kjv
zd+-N%_@uEg!bT!*GtAqj*FL0rBXIGIe+DWelu{RlSVNw5ljO+<i2@JeywJTumj=}X
zO-K7T){!N4IB-TD`&YWLC($P|#uEV?{@QZBx8eIwAT)^i{Dmx(A|8D)W&I=l23&Vx
z{e)$nbC*`ADxQ0<=ywL^-$Ts)Ao&@d4=~rdxU_bi<-gr{>OfW%+L<v9>j%dz6?M0d
zjE0RS-2%<ilYIKgq~JXLz)Kh3nEODzyNCm{_EC-3uo90bo@;O!CdfP`T=snszOp=d
zMq0^s-su;CfJhh)$X7}+U`Jq}$M{e^#AWoOY_ajX1&i7KFDyzfP<qjRiQ4&F+Xc{s
zIhaRx5z!CM;WUGTtWG#heZIKuUSIlP(Ufg05Qpu&3wTs!Fc&t#^%E57#95)lI^nte
zrKmCEQU_J=D1uM`I4CWeDt0L{WEkr@M&nlJYka}ZtQd8klt3TtKJ4isb6&5oq8I!q
zgOK+2x?U&|k{4i+vEr`h-HA#+`hrOm2O_9m#_X-tfU8bUzvU~y+I=*OOTJp8)J4S|
zvSAoB^7hl9t~D)*wIrFr1%SpeS7wIBQYyM8zzs353NpU_#`7Gctx(B2mKsCX@}<#c
z%i^idDZv`2(KL$B%L}wT!YXwWMkf%93*8_fWEbEa`w~{qjE&l(tIEk>%<B~?!}cWR
zD^$a=EQopvZA#tuwlugt&TF@Kj=Zc`ID_^i;&4kpZ%@*XI2A}9hzI(uxh=O9YKX3Z
zSxPu%fnW<6OGi0v1wA+fA}&Y}VNmy02Sj_hg<aHvBQ2q608IzUe5S1s{sQ8RT}v=F
zVwdP3Ex?`uI3c&W0^>Fj`;8OkU<~1yrHE76#O6oniG&+(Javs!CV9697~!$Ew2_^j
z6r}?*j=>re0u=Z|V7i5Q|6-x+Z(N(XXuc&ol|-vbW*F^1m@|t)50Eu`8BDFP-X!bB
zYJH>fcp|R{!h2ge`3?f7bwg0?g&<|C295Dk|I++>Yf<iJ9t}vdxC%X(z`mZcBuw8-
zeN-Am5*kI-=a#|fTk^r>Mq9l{ioyj3)JV#teFsEpDk4r^=8a%y*-@YVUUEePK~iZ7
z0p)kw(~W!*!us8MZ063I^?`Wfh^9Uh;Bs9<VMU33+xsKVQMs=8GGoH<-3JNF0bSFQ
zE4zIuvz%)Ba-0#I)ALRc?OYJXa6)m3q;|nQ$vJ{nlb73+nKwJOL{j9>C+q_51Zn&o
z2wirOnc=h?vye=d0#)pnC+>h8t-iqEsZ98fNy)fv_-#78CB8e;@8%9^aPUg>ga&1i
zyWT6&szI?5eE9ImcD~_9SS5It*}UnLONV|&kHPsA!rQh&|NAC(uP6nZ713dVAfHtn
zC2Pph^QWa32oTfn<I5y^vc?CZ$dn`S)#CU)#WB~`E+twfS|*)_x5L>@Hkzaoy`1Jd
z8RX~*YqFzGni((Wm8e#6A{H?+26e|lIyhF795cCa<kcdtTv_<)o;ZEP*7RoBmS_((
zdfCI2i%%^FAeLDknv0oNiaUc}l4@>XXhwb_Z<PKrYleC;UsSw%k^gXK;uO1Om(VI~
zm4XR&)nBjN^O&_T&*%vb{&(9TxH^R;P<N``?~0Rod4*g8sw_z_z%o{Y^09^fJaBog
z<6r<-sm#)zAjJ?uu@wC!A_ELA-3JoPRc2bRNDRl_6pE+0XL;ch{l6LL2PVJ4g6tgW
z3yo?fvCKgbZka3dr&9T9?hDv6<EaXO{S1oa3NAs6(O|Fg4@m05$7fM!Gtl+OyyfBP
z_Tv@tOwI^U0vHl^LPM1U*33GWJ~<Wzz_4aI5sJ%f=PmdJ`bYI++6*;7W4h{K5ib<E
zOYu-P_vtAe-wlBvuptTNQhkcs^1<8kWl+GC<aA!RhwN*Yk2*m?!d{7dI2kWw=xk|o
z=Z_hqP~C5JPh{1DA|e<P(~UCvYRFYwtwQ?7{Er)v;k?wPgb~%GsqaE!Jem}ABPO+p
z--rul4F3LTQFQFgJqpVhF@^k_6a8(o)EB(+L<CLvgTQ{P=<Z)ZY#MRr4%6#^+!Lt!
z)&hH09pCEik%-_K2|cJ-sj!0~S99e~w>n8Fm-I-;@e3I}?+nL0pvL2)&rWkny7X3v
zuNAvrA&zRivRkBwMdQ#z2<Vr?zAAZ}zTr=bCee6xQXrVRJ$V(E=TAiKL_f$!aqGj~
zx#(e;bKDy;7>~U-O<=#?*_1I9YT7EENfgO@4@>?a3wfNdB;o2AYW(k5tfE+rH{gyg
zg;GybCiPA^<Cc8t?G?u6*c8xp75hA7yAtsdL&%xk04J`kdlRy~LnQS6ry6P(m})Ih
zRcVR4{1wbi=*}FRpEG+m6z0<AdI;VJGK7YhZ1Q~9sBOVVVO?_V0robst&N#PdJm@4
zvzIYEgYPFk;(eIJE^j=romGWM8TpT*z$s!`*Ory0Qd9-)kFs4JO-(@oSUEi1p(C5f
z*Lg?IJLrQ;_W2#<k#A^O0kMF6`41o~TI!*P5N0ib0nDf-xjS%U^4_`$1CTO-gw;i#
zj7oxx=#!{Hm{!Kh-hH4<jV}nCng)4ccP+ZH0gu%2J~^V9X5UN>B6{H8`Pvv7yUlFK
zaZDi%?tN&#fS|3*MraqKAsGBM1HyFU`?O~<DMhK^ltk4fn!f^X=kR(*K9PjCjd=C+
zD^wN&WYe@@v)?hTAr2>l6`>G<V=2nvKV%E7VFM4P$14;F%IHslpk&)J7=-o+2MD~s
zJdn{hpz<|?+6T`iankVVM826p;S{_RniKfmiT+St$A7YB)I84ZdPOy)7H|ht&+SyR
z!?ks#3A`A&*LfDAfH#6|u3zI9vA2{lt!fbWOt~w((iSA!PV)wALv5Qj<;yCgy-ApF
zx|~p6!#WFQEOJy7bLc&(!(u8#g70QK!ioD@1_&i>M=BW_&@4ZTzO@@STvpjXd_P$2
zzvO(enC)a?m3bSN(p@V4(O-dpH8Usvh3*fmW-sUgQTQ|T@sh}2%DN`~`95SWRV9|g
zTLfw`a?LS1GR0JRj^+)+Axq$37E^1VNapFE{N6t>eLYQO4ac}y=zgMk@Ar=~GR1ns
zDt<eHog!?!q)==cEJs}?P}!?{key~;;O<ZU!*yR|rCHBr)j?Ct^ZP-f(|HJPq=>?M
zL5OkG7Z1hWlhR)JuHC!A5->lbT=U^4&##tqeqnDrfXU`lw<?@>V)1@I)QTacK(bqu
z+-jGC4X^>1Y15jqg6r1icqs$dFxJj*lx_GJGV{=Z!)Z*tHxN&#y{xzwlwRMNY!wUk
z)XcdLi6&bq@64`+u~PT^eSfvmS~_lK-`^PKH@PLB$(5DsOLKSSetgBPJ#;<dEqw|J
z{tny7&~yd&B>QXgN7n1I2UM)qUQvCC!HK$IdxmD6dC&U-MFk)-zV(SkH%#GPmMnO%
zcYBcYfYXZdcSNRyOx*cax3>uQd3w2PW6h4NP3cqmVK#MI*(<knpgpvEfutD8LuYz}
zf$zuJwuR=%x^{S{BlXNGNQrqNxlbqpjfhvHa$xlXADpDJjkX#kL3xw-3n3kKQ@_==
z_Fve@uC3dXiR_cn_2xOna5#8sJgB;zT|36NEL^7ch6T|zvu+wwIbf&5jNYNiRdZpK
zi}F^YB!~Qok5l_*Pv!6hfGKEE@IGSkoJM%rnmdCg){Wg+M!weZ)K|`-JL^$Z_8@N_
z^BfU$>w6aBN}YItOu+AeOsRt!$HGI1jh@r8CTPiRCyuIhm<FHzGNF;vn~v$Ebf27c
zeJCLtPOB&AlO&OhUC9Ns`RZD4K-ppJ+IicODPZ_wave0j(Zw=WAgFk(^%{HwKKo%!
z!4r=K>$TbZvS+UOM?a-1|5n&3*QhodehNNUkz9q|XYKrj&(-=hq*XDo1=I5UD7VzD
zGyAKDBd(SQl%f2U4-XKV80RR7SE2nr#K=N}UDoa<aP1fw1wmuGan&w0#3B#-GaR|#
z1TS8oCVv1D%W#2v>#eEl=p-!YcpEC$dE{(n{>H>fw4_)o6~*%snk@MF!1z#gPg3|V
zt7M4Tdxm;CTpd>+b^Qpb=arUv?(My}p6|?i<dxp!*}1TN#(Ej5G454qr?-VSYY^&^
zrEkV!S1<claibLfAw4PST28OaOP%w=DGJ>6crg<<)@;yw+Oz9N11lW7+HW2@egj8^
z*GyX^b!pjoS$V@2XRv*k?(At|+sqHkhfDSP_qMXUTi5cp9q-l%vf!xRXcjxinJ0Ob
zQbo?)>o$8z;sk#xvSFaVQNX}x?Msar+Bw~h#BKL;npfVcX=}Ah<yPsi>!ZSR9{rNB
zvVipXiO6H##qs&fMKo;UY}fVbXfA&}BF@D*%CcP=RT*lJ>C0~YpX_$E_38iw6p~3>
zDC2dore752&zgTwI*#19a>FP|keNB9+@^i-eY<*R&ONwPFW@@Dp6kJwbL9+ePgO>B
zi42;Vi_nW4bEW_=I?xXEh`bms7Sbli#zZbpPyLe&*KR?jovWS4pthR6KBW-PUVf*S
zrGdKbktI`RzrIpCR4xU>a=0I$w%(}=9NL>^yR!+sJz0u0BW@f}WWD46W#G&rsx^hf
z*LLCf{&*k^qqn%Iy7hRPZJqjD+TC{d_0}dP8W{NLpJ+)}Ii0%=lFZzj$=E_sIFEbi
za<{cVG$Nt6pG6Wl-XAM0RQKL?wN$xH+;W5+NEf!SP=E4K`c|&DdC1qDl>TwK`G)xn
zpKF{8E7lS7Ftpod2jlBbA0JT_)4ZE<vt^~;(t&YJV!lk#dB;c$#29_*AcbK_{&5R(
zq~tnl9bWy659v9nW?yc|&YnFc{*;MHdU5I9;mW~y-Ewd(megvq+@m@S?DoK#>&PPY
zv*%7F_d0NF(>hTWaZKI5i(EJ~*v<%e2zdE|-Hvd%vCNO(o+W72a@N91!!mvzYX@Kk
zA7?3Q$l?vc-{0z8Bz9_NKAr4G!Wu;S#Vij`<{;8yYE@xJ0x630Pd~9VBV@ruX>OCL
z*boXEU=y4_xXD5D$tuyGz+5c<C?mHr`@A1lJkTWcRWFDBZBEb%aA-eK2V}}{hLOLj
z2<rqaMD&@DkS#cjl^vSR6mHGnf%x(+7;_N7NiN&CmwR#QVgN`@t|lbjk2ei%9%B|4
zD929O<7xx+Dfs4gyiBrQ5YYeBqBOd+z?UkHBG}12R+&BXtGq3rI-G{JDjcc%ZPkNj
z6AY>uUEjduCy`8(uBw^Sw8D_*)XdB|J%#m@iSh`SH+%%Awv*%nv~BP8ICpBYahyhF
zhYzLphoa%GmoXD-mWo7|5^6MO4DOoaMzVtnTqNk%QEX`6@4y?FC_eD11-V6tflRA9
zczkl2<#Z^1+ou@Ko|I>n%jwnlo7rbl?n^ba-c;{M=v6x<?;<JIcwO&nkp5)3?)b84
zeHLHW3FI*Ko{7szXX0B*5=&5x>3*uEt@Nwymo67WToC_IkMf)k3)QxeO}BM-`0UZS
z-R}MqN>-;pidSYUAY?g7#GN7Ek5XzBV{aSWwBHXj-EtqY9qGt!pBn+n*ZDc{X;!Jd
zr;C{7H1v|pS+~+#oaA=i3fOJFNTMD+)2SL*q9(=)vc1L*L8KN5=y<gJz+MF%ZGY|d
zu!0capz+Z}Ip2tKW7u@t?EX#mGUH?zanBe5Oe?%m&CMkc(wWzbl)drcz7`jr+Sz=1
zMB1URqB&7l{raQQQ%sSqwFi(NdHOcF78$?#MpF{Z|HkL@)yg#UGcg^VHF9ZW`F%Ug
zYc2JK@z|vW-YW+{FZgC+mTQ*33figcs27SI>+P^S6WpM&McHmpJI30_XtgKk0K@pL
zf{ekvW)YXb{>tt=i6{=Hw5#jv5Mius9hMu0U59EJ!z@bOlZ(JV9re5yaiLq1f^1Uz
z0C?y?lh0VmJJ~7BD&)7${={9(m}Cg(K12D)C^0|PW+Zv$ZV2x@(xY=v8T;4feYwWC
z!LS<+jJlJ0U1uo`H=-#KhOE;D(czB@hOGvmSL5Wx*BrpHAmM&D94cL;4i1E@-NG(!
z$Ar0@@OL3z&L3$j?0J+m&6ZsB(pVU+vI-&4blQoahsfdqh<(oEXa6|x937+#P+l|g
zkl|RGu+%s)*j29?k*V_ys0jB|lD`Bbo=_Z3&LnX?M(5VRA3mTP`rt<Z@Ik)x?s=gX
zrcb1+>r2_DKSN^OT*ZDs>jWeHzD3W&>C^j+BHYZ#%`Ap7$}2Rhtgv4PrwP@bdNpZ>
zJwOfc+BfEct&IB4|KQK`{{iBkT5jzASRs9^KJL62i^WbwxefKckML}={j<1#ulr8M
z7yMS<mw1BE-SBo5ASC7bdOW{<0|}nZeOXurM%7r@9II13%HVT^Q=W;#-QYEM<{0AM
z(eGBWxb{8K_`J`KCcTV97pRdM=GkaS4>;x?{Wt8Ttf^Vc=xez5m2pUwp5Cc$ENY=v
zY0CrX8^{%^0PSSe|B6iRQg?YsZ(ON(i6Zr6zjEGov$-#K@RH|CB&HXxp$oTcjw2>L
z$)(q3)3IsO>0MvN^_ox{s@=b1@cxGsZN+|2FjJrQUk)uTSb*ogzCQk&K_M4Ds|yHh
z&K-ph{(OJ`emaHZ`xMIeuFyP<Z13Jz)80?#BH|+PF}zLg#k~fI3x0ihVyGO78&Jq}
zriYRFnJt<!Ks{qemp9ZLYq6!5UhvIOcccZ@bST$6@zk>DUy^dNLFxVu@SSw4<qMxR
zUK%pcR+FXd)6Hu0Ar(m8RKKPDBg~DIAl!5J@S7#@dWztoZ%k?4cCEYr)MD#)2rthQ
zuRs)!)$8W%RIH=rtLDJ|^)iguk3q%Fn7`I_z=zTt53qF#&mxBXcRkjqS+2<Br@#OW
z!tV5walM!25v!7L{cm-W<d^MoR0qY;)s?huFRP>ReVXIFP*~<h)?mnTU?ssP$gbHx
zU)@$p<-ZZ6yQ(mx9*d(%Y=ik<m)u>vG5MS?x)8-(&@kLx(Dw)~%ZRy<a&<Xj16C-6
z>etWDGfMr?&a?W`W7!{Gq|ym+#6`67#@U`_t?B}%;sshs{)8@P(t|>Sdcx8INEd?P
z$R|JFXlYOnkX&=2`H@eIunm`DFxW<<*}TBEeEl>pLH;-y#`{vH-a{ivYwsjYFPjwl
z;`P5g+~&yND3~h436EJVIHXOg`uv)}P^7hdhI!D~!N8s4>G=Sxe+ibO!MaeJSM+|w
zDvAoy!C{q$KxEVYjmd4vwB#~L@bf<tsLBaC1+mHCpinB^a#RKH(Z=IpV412~cPo_z
z@RxRR>zXZZkjWv3RJW5#plq_DVUxl@1-TpE*k;5%p7lEcwn*o+lt^lESJ)IVo`IZ^
zc;vTzn?aPC@B!ZDFvQ_@47K^WqapGPHjNi`9%}Fmj|b@aLe9iiH&-(Tsc3O#uqK|-
zuoEA`q@sPba29aNQh)!}q`K2F#$<{7<|U2B5?eb>FbjavR40$Bj19AdfN;{l_G;R8
zlP@L=IB`I^U|9PMxm8bCXIugzMtpeZCl~>nC(12*zyrTBk8gIf_^Y;;kKv7E&Z{>J
zAD2=mW&SE~`D3bKNtFU8fT;3D(zpPaJN6=EaO8iG>f+e{g05;z0ynQ0|EUoCZeQ@N
z1aEmTj4Rulx_ry^VtHcw%OjQ#Pg)h=&AQoyVKrwk_ezmn7b|Wq!>&h!!A;wU0(<w-
zKAh+CevOW6;1Hi&7pCl?nQ)X)Vr%TAwby91YHDjamu`Yax-O+HU>TU)UdT#lC0hqb
z4oOQ7lsS?Ng(V)K#7obU0DvUf$goEQOKammK(CH9*eji9Cr-Ye2OFray3nsI_^=CA
zhHe~3k0ITd9QK)3mp^9K-P0JFmf~ao@$eC>0D@x<9i5CWMEfx(3MTVsk#?@(y&L}r
zU8&;VNcrh9ynmz`I~A+T8L({&JzabQx|qp#rRMu4Pbg}F`TfxL$~t<*O5psSK{y=>
zW1>l!_)?yYy~uAFFleeHITk|=$BAnPl{6r3@x3P>w8bKTv*5s|K<@r=*sc^U8Hvo%
z<L#%<w?vQ_Od*)_ubCEtL?`i&PQt`HOpIlSjKR26EE)!$7lDgXJ)d7F3IBa|u2F^d
zvT}DE9z}8b;Vf&;Ur%Vk-;afF0-F0O+^Rr%^#r|wn$aDBY$FW&Im8qp?ffJ1!~;z?
z?|&>I3B~c|YOL=+YJYKw7kY(LcLI86-H^Vn^thD?tRBmn9VxN$*TE}$hrqrd>}?t?
zZcJ7qL~_(A%$k2RMf7Pt%A>ppoK2B~%J+yEGN{bowO@Edv4|O0bC@5Ev=F=s_4NF8
z&Kp{jPpt-@{)OB=n4Na!RG>W6&p=z=$wsneoSwZ?Yq=IxAbZ2H^!K>XPG1){3u&%z
z=m?i%6Jw5K^5mMCLhm4fnDyc)gxP&`ynD<!Gaj0+n9!a+xAu=MqG6^l1NzcdK*_ZM
zgc#9=Sg<^Hni~K_9`x3N*~;!i-Ot;j#+;=+!F}pPYY5krC%5q}wOwO+YGG+L^q%G&
zWK6YV@rduC4>|cLU_cq4QCOi57Wi)+>i|gbXQmjQ*geyy|NiJN<SPUfL*xgJuk5}!
ziU6zFy8L`UbH5tYmVm%^cKPt9#ur@M(9!bA9EMo?S4cqr*yvOreC4&zhxrE|AeW$a
zdp-*;&LrdnhdSssnHhM;r^N`-lLDMr(c1&Zy}k!BtsTJ7!2QR%qBD8iPTu_pW-AMv
zgL}N&#CgS}h{mb)tETsINT;siM>3jKLVG6+u&X<e=SS3j+>NHBshPaLWgg6{T>yEB
zSzCNd5bjX8!Y=4{?SDBovA9yhOnSFpZrJK4glMg6|Ks^kJE2YTO0V@7A|>b>8e=TP
zYyDKV23Gb8X@{-=IQe%I&G7RbTmC*%&lNPr6QduRw=o>8za8gb`R3h78&-;UD8dM|
zjQb|Q2*d)@KdTh~$P1PxSfSx7dk+*FnPOO|*PRCbEuKPuzgxmKllRL>FHc+zq~l9Y
zc@Br8jub(##;;!&ls`<u<nH$(LBWHg4>TpPWjpX0A@g+A#IVJSz|v1eXDNr;n4SVb
zaey5w=Qy8zdZu}5;ah+Q625N9C|gmVDb@pM)$aXhmC-U98aI7S<50`G-`<h&lgK*q
zU}AvW0&(~LA>4Q95Kq3Dh_#A2QCk?16bY`nd%E%)MjAG)w!V~X%prKFtb2#0!?`EJ
zbG=0EOC}qu<m_i3P^F9p1&9SO=;|a8eG^F-0_psxY>byuz?V4NvU9VdL|=B%SuSmL
zWnLyeXZ~H4BQd#AN_z3CJa6HN_kO!xozlc088uO|pZy|6VOLP^6$Ho+H(O>YbhVK7
zJu;2au(@#485EsKW<L4>o|1oN%^=f`kAPE+Bdga(M~OcT<;<7PN+q4@C|BtHrUb$C
z{13RJK-Mf_?T~;Sr#a{SuwT@ht=?yL_`XXKjG^?<ymUQTw6w(q1zZ}mZeJRyhtX65
zfm8RK`IP%e<YD+pk25=8aZ>AfM1*!edXu5qjTd51nH4ThSVZ%Jiy`_L^rSHjYOWb!
zbExexxZ^X5Zp`er)~i`{v}xHRl+&+K{4Il(!%__u`v3%J{a4JlB8bl>p-k!^g6oJr
zgNHl+P`@Z{DMe?Hn;>C%nZYk=D%>#6t0zg0AN)@?cD#okeMqIFpb9t90;~=Gh@CK#
zBfma{o?OX2{Ic8<T{#N3DbWht4@u`{FHKQ`YY{nhumD(K;5{}c6i%PvMh<2S#^<PX
z<eO$BoVS_>0E#ndz8xf6!!JbCy)KcYznizgypGu=-&~n-A(ac(S;C_~zEI4|K&8-Q
z17+ZvCu8ty9KaQD{VJBNXEb{|HZTA#>@$5?|IMA(xApEwXWyAG*^zvoeoA&~S@-Db
z1^*LMuxjL=%up#hMJ_hv1Hn833o#rMJO|GKskyx%BAC^4N$ewqv)0zBjTCIpP_mLw
zwl+T`VI4Nt+PxSk96JpkP@lUhf7_jg?&=w4@0<gk-$3mT7(nh2RUUM$2C$`(spWXE
zO^sj5C)h>~nAD$;LeJ<f*$B=y<rG;Sa8|!V5rY|>#~^Hesf3b&Z;QC#uFZ!J!ae<j
z(8eJVH9DUmLaoPt315!wQY1Y<53OA_RCUeuu>kL+Y8`p$<V_$?G=up%MM}PHdqrRM
z07Yo!NzMp=jOg!vO7i-}Eg%?)=$-iI82~?x(Z_965$&U3;#NarR!&C?5oR>?Zyouj
z-Xx_)4%VV+d8`(D5>+-;RA&O~cfcDVw=WX)xnT@v{}weCu13fM>R{T6+=9rE33{jJ
zi8ht~l>jRMQtl)=Ghx3dYM$J!8g@l}xn<UL4gYadNyha<j@r;5FRnPZ1!zfh4127F
z98or4hoLGuCluNy{o|kAE*_)XN44O9!~Qw0Q;V-qJK}FuPgvxFREQ2lPI;3V@Rkvd
zQel)lK9Xd5UcNcYFIeg0u|UxXj#nFy1RCexcgbKLz#sokmi&axO}zn;)!xF3-6G-I
z&xo#dc8ZT|mo4J(A}#CP54p^mhI7}-uqe>^+&Ai{zmP!RO9*9AqLRAI_SBD0=ZP|a
znYZ~t0-^rz*%XO!uIiKYy0R(bOql=rJ6%xI;Oh$*FKqTTPr`1WMAv>4V=w0(MHQ2t
zs{IvM^ECjGfo6{vKR})ACnLbNS%^dnD@HKS8AWl70Qc^&at)bCwj)qa2{fIWC+8QK
zow=41*41W4t=uJDhrYyVDHTby%dU3pW)H69cSNhx5oUihXl@>Lc#&orCheJjtd-Yq
zaLynR8JW4Yxd&I-7jQ8Tmh4}X08k4tCJ$EI@ca{K3it|y2kKp&pgzhd@3f^=OU-$<
zW=Ty$UwE3<u?Fq@MZ9)*(M?b!nqNs<*f!P}Jr92pWqhJj-%c0#n*3mCgYBLJVfqnw
z_L6m?tjr1Lf;JU?k)`Dh5hLOn-zU6HqV$H>Bg8od28c`Q>Hq7>h$Lnh+QqeZx(#Q3
zRd8M)q!UBDWyw1bJjBV`DW(&WK3LuxP@i>bxkvm~AaRNp)ByW{r9^jrOx3TNx#?uD
zZJ%km0JE<!J=Z%@%<5(x_@+FX`&K<@@t&IhxqZ3ZmJ;|o&FR!_^ug~&NO!)1s}oD-
z8j(VNFe4+mAXy@<YdvSLmCnR@#d@mi^GZ%@H1Tnsga-M;#N<MDSXW+k59{{2Q;T<%
zX$VhMuhuvb{&%$}4A0xUp+vGNvNAPtx>%Fi_j|z#A*dtAi}ya{K`b}N*=-Fw*M35o
zHUh=t)@|8)PoK%KZKfa*xUr~Z83N+yZiZe?tf+ii^OG_ji*~(dVMS4}KTPL-VY(RM
ztaHhnd$;p!o*-2*;Thn%B2fl>2*0cO#gaZVjb5Hquolx{^7BrZFR;=W@`~l~()qd0
zz-#!?z!4b%XJcT&fa8Y9{@l{Ka*z^VQ#3uTB_wZ`KRYzl(|>~(NN>VhaCOu?YX_-%
zJ?awi^fynb>BD-41*(%D4#F6l;rcreC%4OadiUc&?LhfW*;AJdo`BlU$m}^!*NgDB
zE7hiFtFZpDw=g(Y6+i|j`Zpw5yII}iACW%kS=F$YSFyW!IF7p1!2M%kAJav=OiPK`
z{;vQRT4I>*&~0k^WE?RS<rof<mG9BJ*6Sz{du$Cifm99@3&%ItR=e2BY=%57XD1{G
zgT$u0x2)029_xPh=sf?dWjk89`^#CES2tVBvppbmv%7~@2Q)iNeI`tHx()F)pkud!
zWuYs(EPm!8(~Cb`m`!QuFm*0b?MKtmG3ceWq{KHx=IA~4RMhTRl<({{b5?q`aW0G3
zSK?cqBsFsb?cjL?mIxg(;4euii^HbnK2tulj+tF#|3D59!Ft^};tRM{y!^|3jfoAM
zQGefP%b*b*eWeuLpNzV5)F~H!K=V|^Llj|-X&(V(_GtpYvD0130=xLW;XZ7aX~HdW
zboz21lRU|I6^X}#Bji`Qp;)238v(xGJkJ+CU8K)ep_<Fpr0iyhR!mp|i|racEj%xZ
zY)$=^uHWhB?Qjo&iCO)h-cDsbOiUl1Q}b3h*XswFp!iUpSsy7=1^+4I;4{{zrR(25
zCp(e(p^vv&tm~+&bOd~-87wl&Gk-NM72+>7S0t{GLQYA@&NkJ$?A>BDSer$|ws=*X
zNy}}M=71~|B6`qU0(>{@8OQK@rrTA7HAHD}%FOtlVVRkGca{y_&LgTSF&;4*Q1}St
z_`U<V(^r#DwI^o%(&jHv`#qnvdumTl3r>@Lu)c-V$Yi<~8hTRa;#eJ$dx3b-X|b;h
z^Lk{M<f@wHirIezYI`DY+HUykp!D#!Gb{T1lwZ^;J(N^BPolD{8Mw5%e_~P7_^ZO*
z56|aIF-+ZJj__{b<Z%`|DzY43Y~J$i)$q${c_a5ep~c0Q7b=U@@UE6)CvFEw2cp8c
zaK{f1#_F;#gGk)!rdwZ#SUpNRMP?(Cw3{c@D6QIOS)700T@;2X)%sUPrvJE1*aRr5
zvP1o|n3Rjz`{%A*eDpsb)rMve{M_$|+x#r~kzAG%{xp{TBvJVZhT4l{_GH`*@MrNF
z)53n4QFgJrW>R4#-WS-Sc<Ejq!)SYNST)hRdKxCjWct`QA+BhY8ntw0kX>^*<I1Ps
zd}=-FyKz-nGCW_o>iTuK*NZ%TTXold<7D=Wp6Pu@7P4x<A~9#i8qs6njwd!Q!mi|b
zo_No6d1usdp!z^EMhJGkn2kKjpkgD5F44*yQyVu+x{eh3&9F>y>{(IC4txD6LScwC
zk@DkitEkvGz5LeZeO6onAJBp>bjQD~RPj)PTXf*cCbm@D1fHHc6>iy927TdCSvd?r
zB-AuRq>Up<Or(Pee<>5I%}B30^IWdt4BL*PYi*L1;6##$DD&C|T6C+K=c6Z8-|uYj
zvOO8=d*&SSEV2c4;FCL`(0vQU_N;z9d;ZwXPTE!bsaKdi7${X>o0Z${5BA7?PgaLE
zS4+u6Ft&|ip4c9KK3Ulag@5bu`4;?bQqgMb=H!zM+uYhIToiS4+@f?Pt9ns8aWckb
z6UFzX9z|u}V@YTaL)eWN=p07dr6v*a85{Eu<pzpxN`?xc=0W0RL_8lJ<e#*mWkp?P
z^~&H<Ic34zp~f&+S$E*();rpC)1jg8=+_H-d(5wy&E@kDr_4G@L!k9EDLFRCxv~AN
zos!C*lekWK-R?z868>sEHSOiT4qy1OGjrdIpa45fLZiZ!Z1<!pjxwuNOe=r=w&Kl_
zYn7U2CBaWHAwgp}BWC=%=G$dyVL8x!@p!iXei&H#OdY^g`Qow)zz>UIMFEdJ=`CH2
zzFXdBxjM`~f&6D1v%OKO3~`TiGMXq2`AZOL45`!Yn^`F;to;)`<hoK<({9}u)V;ye
zYrY2itUQI68<eMjEk^ZY99366mLi|c*^4U2pMbTBcI{ieUYV!Jb>J<2`i;4oDHwp!
z);Ts+*P-YA<QvwkQ;W&8RQRPso73C*vb43|{xUtf+w$!jt=iJNW6oCRKF|$<*zO={
zIR**fQ|q^E*JTuDQx`qc=~AP3`9k@5*SM0s5HeNVAp2B7X?O41fVD__WU4iy4uDkQ
zE|!<hh2~PFN>b3yIb9%O!a~E~^txZJw_Ch_sRG1|0<3D;xmbT_JV&JmezWkQ6D(i^
zEl(FTTC`qU%gV@};2i$h2iNjk86#(tC+|sFN)om6ZC-XPAN1I4zL4K;Y_8H;1(4c2
zq@L>1ZHmyH4B<}4w{dPzH@wqR%g%ftDyr=?Kpqsn$mvSlpVkqvPOb@Xipmnnhmm~u
z5qesk@Gh`6oEjbg^8OG-);hAemK*IVWu2_ofP<aB8}PY^OPU3oZiW8ipLdolSLded
zFl=RNPx9!{e-LqU$~b}XDYQznvUA@7pB=V#PaTR3RCY&T+cftdnl_3_#dJ(+Bf?WJ
z>a16O&N6y3thbhaO^bZ}Mj*RGqun;}0HBplNx^e&_CEK>+BkbDGmgf&U!ow0yDc}{
z>bzzEr()9a-d@qp0_lj<HN#8d;jv+swZ$Pz`^>6hA6SC<;?lKOr2Zp;nYvj0)X#OM
zo<2S7nq^OBsb<E?-2KksdsOWroN!7u3sn25OBmAlM`Wun^Yul*=YI_vMYv`N)%7|j
ze&x1PY-v;?A{UhBD`HnY3>T8os?k-#n-<`3fo${wzKM&8HT0=vkve$xt5Jx}dE(zZ
zxm3{SOs&P9N&oaF)%~*Tylk{!BHz{N1X?8$p%-3r<(mb};tSCh&{3|iipluF=-QL+
z9`DHROkHan-)=5H6mDKlvH@2Xsw55TJhy*;9%n?NX|pF)Ji?p8{+@_KlMZIk_BtN8
zCiZN5(RbML+xSF`U$FYOfy6X%4n}Hi&1Hu9x&2e25N=X?x5<FV?IXI&FN>AIR@Xx?
z-Y6q#d$_{OPPhyB&hJR@;@lr-&wRrfgQ%`cyU`tYm&=o>sMjl43OFr>4U>s?(fx1>
zOq^u)%++V`bTx=ya;}aj;IA$oJnfs|ow0@2b?jku{J7k14$QI0f!5UV8Kw-xHJIXR
zO5$E6B0&+HwW}rWq((dEI#r&HnD1?}PVv7}^_UCfu+~4{b`PZ=T!Z$JOtIQ<!`>42
zG16_-xVeiMSBKjm2_@pQ<hT!=Y7@!8wHS8Vc2<O3Cwjs-ZEarnfp?RE=~-l5e=C_$
zl76rn@zsj$j^2O%`iPpVE-68d{>$3l2cH9IGzy~0qG{8pbStk^K`rift0Zy5=WUL<
z=_NfQq`@YesYa)kth|iBX|t|zRcp95StSFn$=rGmPnttv^V>r_BvG5%kNN3f2F<?B
zwgqEst$pb+`gWTA+qJnK$RtH~aQgfwft!0w?gx9(2)j{CIm*?Hm#H%20;C=<(PD}4
zvD@b4lDQk~5}T4IDT=nWs`YXKkp8uW*423%(uTqk!AGbe>5d~-AEp7QYKzIi<6vG0
z-GyPC1^||C6$6fylM?dgkA?tO@)$pzs_|hL3SFhXT2WNR<p-nH|9&0?h97~=A2v;w
z{TUBTtNr%axk%5S4ry<TX1)dGJgh<?UKo01y=L;yqcnapDZgpmA9#;*sN@NVLt;pR
zhyWhW4BwCQAG<Ln0bGW^e&xy}WSI}DZ0P4fHAj>bjg68`wl?N|gI`OUAS{Qrd9fUt
zVGTckJvsjP!CF7|HfPqw&A>Udt7vh=jTJ9eryCQOn;yYnuU>nwfFt<enGz|>JM}x+
z2t|N2$Nj*Zi%U2$$`lb;gl%Sp!NRhO9mf{pQ&Uqf1^k5qlN&IP)(Ae`B#!gpK7#E}
z>AgJu)_FUlYlvk~Pz}$K-zLRR-!*%#5o}MsKhja<a@F*KPy%s#h|wqp_1c@Ax%}EA
zE}XN;6fLP+b2?NPCH4#gcEbyfoS737ox|@`XvN1S$;v5=9rC9MJ`C+WGos><A83J>
z{f5V^ASN8VH|-3Uz+?cvwYHD$4Lwis;)(4)yHaEDZCump3n3K)i|P0?(OpKqUjbyX
z$9fR>I6K%VdNUv*%Q{hPKb5e!1p-n6Tr)^3p;@;;Da(Y1*C?K?SE7q6x-m2VgPR=+
zL^Jf!5BJt=(s2dFA*G0msCC$#0$yskXGirn+!}t#5Fv24nAn>$)RAC6@q75c0AN6$
zzsXCh#C&hU2atb<X48jWk=`K0je{d=<a1xq*<W>d?54ON5j^sw@?#8k5tO}v7E1eX
zQ2wZfMA|+@`0pUZrk~j6tLO{13PGV&V2q1DQ~#{Te<1WUMs9?KDRapwq32prxqIHg
zPO4RKW!pA;0_lHQwQQ)2H=GxP7Nx+cE9iel1wytNYe3#M5LwKk&B*|~aXYk&P4r>#
zYH#vciD8Efw1jhuSWE*ws%TIe_@T5*Ti+&RS_#e?c`KS*0om1PzM&oVBBVf40Jj9{
z;uP~IMzL%n$Q#9`&#V%M+vg_xh;|HWT0i}3xn_*E4f%fR4|@7n0<>M#!ILTO?~0nd
z1m{+Mt)ynwS_5TygI+RdMT>RJ)r<ZFo8K_p13aN{ig-QQWoYGe1QC+q>JU@#L0BU5
z8AXv1jpoCn9d|caw|0nxEh?!DYA7zDu<+)$$%#=oKljWI5&vz2g@YDv5SZ7|8|!pp
z%m&@MV+@~n0FOvbQBm9wLnDsjV$h%AyeH7pg-+pDc9=zy6fj;4ws6<Dn(m}G3duVw
zz_*c)<SPxj4w@K1j-|NI65<jm%jLq5eULcM2sa=MED&O(2$OR_E^p|qB>h4#J5bUB
zC7Sezzj2XCC(a?|24-XbG8AiJYAVVd^+s=KGT%$6*OzGrGYQ|30;gPnTr7`3nLdtv
zbd0_@2=)(x9i!0u^+|M=!(16?nu1o?W!-p1{0#R}keGgha;=8OZPRHH{2TA#)M+>L
z&KNvqf%syZnyD-y_Z6--<40bEkvBl+Md<It5{iBX%8ui{xoP7of#AiKeyx%lzh`c|
zDv)PEX@AiAzT`%cfBAo-I!Qm8#$=Grb)Y`Ql|yR>v-^dw*|%z~h7m<xAMsTrEHJs`
zLXvy$kA3`2Z~gk7MucwGJS6{W(4=x8lvK1@90(n>gTu;`@nt^DD*9J$-KToZb1cH6
z2WSpzouy~b1e~@3yx^&pEwls#PpUs#4!3^K2MyR@c-*V56Z{a<$Fh01e={E@+9n!=
zSKR3FLI#MuQr(?5xdN5h)F2IcGl(X>BhLd6%<(QNyRe}T1n;5v5CVt_dWOdjO}Qv2
z_7{{mO3x6cTs*bJtX<VaxUV7u%4Db+xwhX%ASdilQWyvRODg^`ODw1lUHgiGbW-#q
zo_%sPmhUH>OVbtZh#i53_OXhd45<e(Jf$S`y9-A)G3eaUW9Y`EL%O|iQ5+TfM{zR`
zZVh*|$5VUvk~^X6zhKn!Hp^$=FHv(&WTv~}1;KZ8|0RdVNSAUt^`x{nvn3NI?Q@84
zO7!JRq(Yy7TG>A96+CnWDKS9TLFs!lYQg;TDCrRnk(K~zccZdZ_P_drvC`s%l_?nR
z(+EWLcf_YxDw@Sx*Qid-gP6Y)bh}LgVv$*gMZBz{Pi%lfd*tFSIDfD67Qg^CyTGdQ
znsvyvbU6WPFWsjY%{d1z+{Cv-gU#VBL4c1hb#2dS5e2j!@Mu4MmDaD}Me4cIEmcKl
zy`@Lccns2ro`ep0!0w-DG(s*WUvO8ZP7V(L(-)xi{UR0Ur!Hce+8#jZ#PM$_ym6m?
z(6}N9)vEMye{cB!H~1N_@sJ%Uf1wo2n?p1HF3@7vRl~J^FJP8ELGG)3ia{6V$m8q#
z{1>88qLVODRR~VMBY@ztN^|=G4L2a0+4e-z$unnh;p@<&vG5g7djdUYnWfAHWpdv@
zNUYF&3C~b62PGsRet`I7aCtC~hYgDC#GHaMc45{N5WVu51qR^Bs)SziWe}3mS)A7s
z8WM{8sU0fzCD#@S#ls7m->KA2cR5h|QJN|tY0yM%2I+z0tj8|^i;&1b5_y-#{?G}&
zvWD|kYGO_ba!Y7AHoNWPJ(I!Oe3*c`n#-1{l1?nh?eq^%q%qWn5?S$$6<35L+VNB>
zy`?y)I0LEsm%K;x`w5{cv9ki$3#_6tXatC=<`IWh4@0d`)Iz90fC~C(-s4MO5V}Fk
zt4hC?AjS(9#EZdUJGja`3(-VZAX${U3RTlXG>iUw{Ytf<sb|kyk!{}Mj9g(q8BgO>
zn%bQlC1CvRcHtkSDvKzjW^Y9@mrgPWeWfK4x(md5lf#E0!D;&;-A1nhyVd33QU=$A
zAcz-KMiZ|W`z(K}rkTVTCMQx+?$fc)WprI2A92_9jR#3QoiAPwqnI!O&om`49}HaX
z!~<PW0W<W(7uLdUZ%hO$s1h_>1`hrqvPb9{z9`$SO(5A7<l$c+9KQA0o65)?oy9zT
zE@P&+ksYC0F2I$(EsEZFGeQKGTPb^&mynI?z*k>a+co&71%~cA`2f#eBQ#NBnJxG?
zdSIQQTMvfFUgjCQ;p_uKU#jLbO{S$a;TaqkO@g6EYC6_2J@T47@$JLo1_yMTDFS!@
z<B)HOY;IeD2cp3ZOK57IJM=wTW|qnYcRjrM(_f6O47WyOlmj^hqafiF4lv>_1JQi$
zvP+n{QjjnLmC5(?Y(l04o-@9~J1(2{9Blb;#Ws^*+m{bS-G2vb`_xMl(kGCYlQcih
zq#VM^tt}BqyN73xz}yq5m?1HA9ut~zN{9FK1~O_-c?mY$LAaa;JsbRg8m<$+Ce8$m
z;}a(4#TxRWwKY|f8Ld*JD5+LJgd8netyZD3D}u_XMNz><5xH_QETYwwf(HVYKr7-_
z0Rg!xIwN91!~?>8MG&NNUm*}k*8k!8{GQKOm?j0kdHHPQX0fcD4uP8Fz=GR{pO1h4
z+=XY-1&mD~m6gvUJGDXJ$^JRZ&MDJ3dIrh9^|@KdIpZ%yPTTyPW(UO&poLtQFs-Yd
zDiKzAfxkCeccfCTz5eEme$Gs2Fo3ZK>Vm=PhJ($O8Px&D@@_c>ow$t-EUl0~n;Q%k
zrMV_<muueA_z{>jiForD#v4e75PXl+wF7{%zD6*{$7>iCeH^9+Nrv}Fc$6=&tzDJ$
zoAf@Jbhp?m+r>F<YshFev#ZU#yvH%m#kzB0*ck!$qq<tz6T}e4?^Pmi$JMob{GO|&
z9=Ps6_l+T2&62=L`WYk6MAsL?C{L`>Ez%>XTM`on_7CA%8(t>oaV{+JL@p=q3Gqnq
zV8)Jz&FvMg-x=TR-ovw;HWK&r_z_bN-*Os>>q0-xQ}PonthbDyheD)T0+S{hl(+Ta
zqwVG~URW@eX*sUtu#N)c4KKis@je*DSMj&IXc_wU4#u511Kaa<DtpE=sudwPvohFD
z7+xcqc9qCgenYsUoVpDkx2X4Jwro(nll;JE%5-C#%^kZGTHewb#sa6-wB08Tx!PtA
z9Sc!)n?2tlq0;q(xPC*=jT0r;GaM%Z6RML6D%1NGPceR9>;Fm$On2-5)~b)Fu8j5K
z$ISl1@27J^HQO}Bq^q9i{1SES<1F>9NSMbfs`UFIc}4NVgxwpx6GGyzMdvTDkknK<
z?D46oT(fF*U1e(J<8K-FcOx0Myd8*h@o%(J=MQwN{j8I7{l)ngUuIiexbczYSHoJ*
z{!Gai)D}&8gLW}Gg~g=?es&D;LY$FL%6ABvD7`Qzc34I5SHx}gSk7MV%KX~uldE%*
z?ZqD59u{FKoPRCiESdWv+U9%=x-?m8KmW(^!uI9@`M$eWvh6ub7R--*YV$me8kUHo
z?wyZ4Jl|{2;@HjZ7wvq#c7SgW2;bdl@V%-mvEO#;ByZp0zLcPrdY_>`+O^vBwYG~s
z7S)vG1s9Br6ukY~uL}V%ev?HRa4%yp%1H8_AUrNGcZ<i<G$bI${lyczh4$6a!S{OX
zH@DQT5LP+1y!dOSpF_Mhzr?YyH1q0C&*Y>C&z}ri+^YBKE012g(OKd5XG`UTSA5d$
zh2`;fl{f#2c+t~Y|I^*Xc;$)I2R_H+mD^7GRyoy`-+vn4xi_%GrKRckH3xmF-}$kl
zk;>vh*}fAlpGP(|+<X`@#v^r^ofqEy5yy%8XovHEnG*ZLXXpa_EB3d`ENQd(QXwW2
zOn~pS;KrIy{*pYeb~7}PjM0A5AF^}byILAZN-2G$kd9KC&Tui;Qz>1=HKfZmUBaSe
zGqA~|*&&@|Oz-Uht9nt52}M5VUT%FcO#inNy!54r0n#?J3B*wN<s3bwlk2`B5bt`3
z+raVFziZ)Q%}@fBel>D<Gn3rd10T}luZ`#l7&Wd6t~TQi@>iGUplgz_(_0kC(nn^Z
z_7g$TF*k9Fo29K$jipYiT!c9{QS!m8r27kzQFjBfnP`Ir88z`}6rX!coE3`Alx(m~
z*%U3(WJicHuilMC$fHJ-p*JFbzQph`rDhzm$NNc>A75no+sc5qWFDxpVk?GSMb0;2
zZU%-+MO(@jvVP&usD7Vf6al~PlUIa|8A8iKfd@xOyjfj7LaKR~MyN-Ls|0dqouDEK
zMwfnSGl9~(y8<CjK;*-9J_O4}wrj_H>Ck@k>^*Qfa`;d0b;eLp(T<%0?ucXyM%>k(
z48~@vE|N4dLkuXbdx~K|2fB+d=wUYc$i*AF$H<&9HB;^pHA<I*Xn9W5KOn$JU33eG
zJIZf8r=o2RIf+ljE2SC~Mf%mN1&#b^Mt}(a6(m@4y_4k99=F)ShN>J)nsT8P90F|B
z?Y1QbwHx9O*IX26W~PZn+y{=(a`cc~Pzn#0sr~A}{>gtxYLHaUVV|bp3T_#E-$=Tu
z)T@k)h+*`lSygY%>bVU^)4HHD^>Z)ED{Ti?7qB{R303l(|IF8vSfCQAS(8`@RS9FL
z+aP@f>t8BNjLsG&YMrNP=|k+vEd4q%i=xa#^CTkxT2jzPVIn7G#QHe+3bW6?&n%qP
zwS$!HGkE_~O0#O;fwiIv?7=s!qJVLAvr-U&ZD|A1GNM7K(UV`EEsE5+3oBO2HQFYi
zfBLS~r~x#dTA6A69GJsiPDpeLB;PG;42T-Q#nYy_Y{UD{9_u=ch+sy|>44TdF|i0y
z)HU*T&q$KeUDfNHXO@jxg^4W4`)YdiMa<nETXD=tjbmO`?1NwKAz}PBe<zKN8+VAT
zH>=yhA`8?wE{RK>APdaz_^n#e@c*D5ptX7swOKCKAyp7DsBW3n7y7#{)CgnqA(96M
z%{r$lB_2JE+@6(~uPCi+FnhV`)OnaLjQws#lHCQC7%1-s5MKF)L|&egdlZF>o5-L6
zG6BQHmlU|Dq+e1-jsCk~&SROt%cxmZ+_@EMV_=jVTC-TYL!jkDkh(~KhZD!<5{7nN
zFg!h=)<5e5G4svzoHpRpijJ2UR3#w(IoP-TK}N0FKtG8X?wutjgqE!E4IPAYJ6Qf1
zJIts$BA3>DfCSO69&4SqPUPGT@<hG9{_|W+>aXF`ndMyPUZ5PJ7tYe>$3XTZ-W9T}
z1V&}^b#AuXFrmS*0J7c93~5panW>~^$fObVW~|?&sTm;4gN!;WGfrKOo7YjzVy#o|
zW{Ycpz8l>n*A$x&f&BpRJBcx;V9WquS=n}y;h=Vx_y)#Y8O7MEr(40PSK$6E5~D!+
z`%w2}ETF&Wbum~wk1fM`Z-^Ro5dWB)-*-U@x?Y3rCUJ23J%RjB$b2bkwDX0FTXQ|#
zI*BEAC#T3|186Bw<{q46q&)(yQ<7Q%_dy%EMk(%b!MH#AgZ#50q-r($geSKBQ|=Ry
zAhS#+XgY}5-kY6dyq@ESd)}&nCKf?G;zw$Jouc=Th!Wid_~-|jx02jJa;1|Un<@pn
zG3h@KVK0NcRXU4&{&5}uvM?@4LD2jF#gDO9IL;4r=*p*HUJ{sfP*6qTQZ35L6*gYt
z%Z>?)!UclFDfNL#-B+u)Gnl<q1oFov%)XBv=j8fevbaJlFaUC{nHc(D{+&0V&K2vO
z#t+OBiQhp*bXgXh6=||+7$|=LMfyfSofeR6p`qX{Dhz0X(<oU4O|x>96Zd%|7N-<>
z*w5&eKV`AzVd5j1*joxDx(YSvH2PsJ!bz2YpeVwO*hXS2R5W$XMlQ}7#bY<uI+Qk$
zdhk&>s0b@;Ju0w19cgWnsD;)`-=oIUmINikzMj%;#yotw?}n(Aw~Y)GZAKY#ij+x9
zmB`s$Gt}KNwUftb%$}_fuZHz}kHrG9z}IPrG(~F6n7Em&s!&M|mwiwDhvU65G{<M&
z!WFkc{S}y!bS{&B4)!RAb*ed~>Nn(>A@qkTr6#(Y78ptD55Tt{M5B(PX?MW;^RxI|
zo*-^qVyDp6@sTg)a>sD%ZpL0w<D`l{ab`ljsRt_RP<rGqNZf(vUop>YlH<<&WFEIy
z8ZN_gG527?W5o=8wjMUW1=o3m2W>{P%v6C~pv*ZAA0J6&ke7_=!@(!23p0EYy4f){
z8x1`}oX)<`;pz>>#{aSJp<catB=CMEJo5g#(s%el8WSfh3Tqw<720M*N~dwcM8{om
z;4YnlD*3Q4mYFXS^9_hHQd$jVdv5RraXoDog=sV)7>0^2mp4|q(;(cjx{bW#hBS**
z*QXdxZBW>uuOf@UJ^^tTx(~g34#iUpy}bo_)F9z?a#;Fs&3DIl5sJUJZ~QrxouB`5
zPztg(Xn6sdJk7*g;D2$)3!Z)85b;w@kj|<*g6;7OsP02-Wv>u+@p^9l0N9qSmekaP
zt%IcdVFraKreWMS2D*pEIva@*7*lgfOeB0C<ECPL2rI^{gPg4`ly2M5>n1|173uzV
z%c%tmrcs0N)ig}$fUy~{2CyCtO3E<HVvM=J33SV)DXvQ05lr^}<6nMKaYHpL+C&Kj
z?TjyKA6h>^nW?JbaB$mUsWr7Rpz*OPFl4~R@}HJ7gyhzNZ*D%G5H-@@90145cme6I
zT-O}Q{)qKx#W3S4;3R_3e|vXHer&{W4Z^C9kXy&PalI{(aDOcNny}G;9Dy-qZoT`N
ztjm!)CAPPXj55&jf%X58%O`173c@O1XQVQXx}eDm(6N!sJcVCh)<PkIL7LBX9R*Kn
zKv)naYeuO-#-S;dSBkJmLBx^$Xugnp;Y{Vq{{v7<0|XQR000O8=WEwm;Mq>S11SIi
zXes~z2><{9FfU^-GA}SMFin|fR1;gY$7dMGi5Qp&icujGJNDQMq@nkU_gZ3apkoCE
z1q;$rW*9;2sEF7wq9S5L1wlYfycSeIY=9sTI#L5B5K^D-eR?0xT4$~OWv_MiUcdiu
z9UJ%z3_)}Vf@~rG@esuNb88v`K_CAd_sl6~#s3z30->CR_5EiCFI)r;muwmm+4?<c
z{Hz#<);Sq!=ZDu!1BXn=y8e04vy>_q$32hx{h${flMR~5tS4o=C*67gr9=0jUriO|
zy5FHAzKzL0x=g#k;oEi2qx8>Jucuu4%=oXHEa|y=Q7X4)emxYB1u6nkX<JuBw(|xo
zNFkG&kFLAQQh85w@LPAURXQVnq-g7)Wq#L+Oy(-{lV6JkW9NNdy=Q;2^R?9LNzIve
zuBR+|bF@9P--!Qij@>`vu<c!H&+ecVTfR8YEfX&d{QBSDwj+P}dvksfi#?evA5ULO
z7ag*`y5dL0p2p2tq3t;jtp#n!MQQszW8<FQ=hm40Bi@V}`?N{nd~wy>sqpU9=#y(W
zo@+;YH#7%4a$Q^;^88DWZ|SW11@zsWGvl1cg6nsa+@a`2FxSVf9~h7fW?Y_nN9?+w
z_)w>@kN;%ZY;$gVwV3%$+@4uF2DlwmCay|&gQ%h!jxy2~&VS;1)-lZCALFdA7yAk<
z%c`FavyW(>Tb9zp88ymnzzLF!J~=jr@QGh>ihk=>JkKTLu9SaS76i`g&zm>+e$-u)
z=U6so%{r&(DZk8_=D22AJT!CEI+wyQPFV7+QDMqiJp91-NB0lxuxias*B(YzNR3r{
zm(1<@%V)%7hlaH1lZ*cPQWM5~_F@0Y2P@{R`+x)v*}jz*WW2bv$!u7>)oJEj{el4(
zVn05{r9P~LyJH3&UfYO(mE$<0@POdqnu5h1d#oYWtQ}70617+IZ?0W5(IMpIk(2l0
zm94n5;_r_t+W<eePpkKAy}HV0(Dm(O;QbnS(+$@`E>~<17&be1-n#d_!MeAVUttZs
z9kZV~uXzDDL4Tv_v2~pWKMM|C?>Tv?WTLyXMwh*PT*thP@eKvJeYruM<>qS3%y{Rq
z=VSX%c(pQiP@%Wa@Dy;fbVJb2ojrvW4}5c_ov+uz$^~3U{uv}@<O1^U2v&YHbrLV?
z@bSCod(pZ%OMZP8Z@|ITuN#iKauc;S7k4Sv%t>Wl-m+p0a(G`VMUPG@jP0I2NWr0x
zQgX+fY5F||b0*#@r_N#6!gi$9da}bUl&c=kZTksdKZisme+v`(`^+%l_zX>x9C*d1
zRqnzLw)#IN0$PRYnXE&_<PSF}5Z#Rn13wGfClJ1E;MK7pM;xkmYqo;<{c8EF#WDy=
zJI{#v4i@D1Z}<j^#%{-0AKc7B2h95-NJNm@237mFwn{L-SHEAlwTrTvIqr{SntkH{
zjaN)_h&MdEfkfR0;iqKE4K@8)?!zv06Ds}-z;k8A>51RZbg;6B4W+C`ZC!d*ajOT~
zcYmbd+rZ1lO!aSius&jcAXIWwC1m@a_CakE4Uvk??EF^IavtXuk2Q-QCV;lO*;4kK
zdX=Yn>K}I0Q;_!!z;CQTc?9hke&8+W<tYa;9RHG}m)r8imb&*w!n-*@2{proZK@ef
zppmD%QcLCF0-5q7s>YP*{|3JRu?BK&Gd!G|`atVUEi?!Zbw+ahgXQDG%TUPGmQejJ
zq(qfV6`oA{aHi%1Bt8Uex~KSlI>am<oUf&bGi=Bk9Vh`QyJ*M4Ap;eQenJ=U@d0wl
zS3PQC^}wGi>2jeHmm4f#WuZ|kjl$r*jWGwzkhdP5cxZ0=Pn7X`(TeC=cJsXuBhh(a
zZzBk>iRI^as4738nnA?ScKahg{)Nt9YtpZu3!@6P<Q*`<4(XqcL0S|_)TyA5flR`a
zKF`q<2FRg9v=LB-C*8nNcDi(M(*0$(?>TagJtda8*`5(+ukmD!UKNg)*vwLBh3Y)h
zug4%Ayd;#H9rgIx$aGAmsFq2Cx5<<hcTMoa0Srqe<=ch8y(;NnrP<)_MU>I=Jy>H@
zKcG~qL&EaLPfE_(;HOUgl&Dq?HJ4k2w|6kEZRwS2BDkrJQ~amcy}MLvQLpR-P=6NV
zk*|TH4<)&2y--;I8|ufSi)pXc-j6_S+-wPQ^*?UGG&s@E4_US>GVUb0CLf3%@E}dA
zXmvM|mH-e*+$$%(=3@WD%5Us}8r4lb?k7=<m8TDv7q5nCFJ4g2Ism-@dW?~n3(hsF
z-i0f)t0lhdpQ|B;XC1ZK9byH}emD$cm9+<xQD$`wvYqWSTZJ3ikf9v`(3n1O<OpxP
zjq;vAdZYzW`gImgfF76rh9N7X98pf1IH^NDIOFwuugPPtnR<v=;1!BMa@^iRquHK8
z>2?BlZMe9Fk|kjE>jcX2N9|xU)PBsQTzG}XSd0ZGfJdX_*6X1aCH$}{$=GW>#|0~U
z4g6B1LXjiQW&EUG3e#F3=-Tl}JQwFw#qS<liYDEbD!SZX5nG=VTanDs{8S-kN=4ww
zoQXa19XgU|THr`L0_0ma=tqCZl|9k)IRw0XW0m{2Knp@OxnfQWB-T!@;RJ`LN%1TF
z%)&iJgnmUTluqA=v%WNdP(6N)r(wHpKl)Y>h;oY?-|^ii$~CY`CLD~)h+l2Ue~oyi
z6|Rvg-Mgt@>x2Hxs^`KC@J|&u!56<C+_v%UyZ1W9iN?e#4Y~@`e?kJhSPSl=n~ciI
z@(Bj@>`}GgWp)RwGyzdPEFK@qq+4<`K5QMzg4$vqkkgOxnyBIrO<<BvbdI4E-uXs#
z0fj)^3musaD1IAt-~8Sn+GkW;|EfHTDLv)Hv?`(k`4FlsS|nJvlApRU+IoLhKPpJy
zE2^NpI)Sr!*>F9%w(%K0*C5R0iGRb&+t(gHL<=S@mnvrVW95|rx>5=WJ46H<IyVnv
zj>Aljk($BXkh)YJ9Km8hn<VEwp}#-7K^<pB_9_OVyl@tsBPl*RFKz&$YJmcE%8Tqd
zGIS}HXI90vD^6#jVoz}$wZzh&cFCyl+w}w7?Zd4GNYDqKlmpF?nJB#m=pKX6LA07f
zlxSKsCRPIB5gh7)+YJ2}TXkwJd}dwDEw1-VG^!UIHnXgv5&@JpfKF{J2CI*lVFj<O
z(XGtz#JLetEOsimWQ|t4(5<&Zp}0A0Q#kT+q;usxu73HhjmQ?hepEAgqz3t@SN~R|
zE~!VzLU6>2-7{E4{^7wIjPY8|>B$6`WD=@(r9|%q^l5^`x*lc0XEYnoLfb`E7GX3$
z{TDJLz!LSXA5CN6XP@jP_f><#$@8%pEuT*}?(HKhK%rUq(UVgHJT0s#EGV-b;XJSc
zX&Sc9a5aq$3D1qg^zlRJuiZ>GRZz8v>oqX=Ri3xgHS6iSJ8Caof3a0uPYvjGV7#7s
z1GNoNavVaLO6TkljCGIiUY`zx<K*gwCMpzT9?um#!AT=WuVfEk;E{21fwGrqS1N|S
zL2cjs;-&V07Q5SKB8_dkWIZ;c+7}f|6+^hnLz5(NjBv3HH`}5VPDKrRGEW08U$jya
z3rpG1c0OeLd>XfSQW>y52855|UAIutjS7FlQNm3THu&NP<NN~|hZ_*(_>JB8dXrF_
z#oVG<&R)!Bx!&Yl{deWM9=ImwNr!-ViDt9<(1_43BzghY{ea#pjYro}4bAX;r7#Zs
zD8$0%3z`$MzyKXp`5Op_;mq~5f1%wqRA!b+c;mPWH#-+3wIPlcRW6JiHLG%>>}_xG
znfb4furMe^(W=^9fCwX@C^RgMr*E0gXm``!l%c_Z=zxf+>n}Jx*kQ+R_)LlO;Y<_p
z5QWyOT9GG}pkWqRrBmTb;3JLumz}XgLNGAxiX)CR)_DWDuaR1%L;gEdM%iJDVaBPN
z?Mh+^s%!+=2xIp?FxNzs`RW&XKu8H6F9GR~QO62d@x^}BTUH%k*}PgHwxTI!#5t53
zcI?R^G?1h+H82zNoD!;j@5z~7=2lAX)C93jmqkz`-1xArq)YMc<Kx&yH)uVZ+pgkL
z5Cd9@rQYI0{Jpf4M?ig1;NGVS>mljqGleXz=z~Pf!aOsAP;OZ(b@ovo4cUv$X+;_Z
z8f^>mmlFNMa72brTZU=Vbd=9;;-HMEM-%NBe}B$I&q~GKq$tdw+9PM?Ba3xN<|CL3
z9h5?1a2|*bK%2Gd<2eYCC*MC7QCwO4gPKz0LAR7P*4w;Wo2wY>0qy)nJ~cx4n%F88
z%CfzLE`0(V>0EbXEzovo$GD_R#VI58)MSysTjw~G;VRL<>@M*1C7M5wbwUeQF3p?G
z7jD;5<CRF%@y{szkt{gt2AbEadiuU$nEy{?wjg*6S{A9SMdtQS(K5J7{bsA^I{7e1
zhyT@%M0!9oO&i-3gF+OaL-3Bg)R$wL*IzJbIek>#<T?P5GH?W<{IJ)<Wq1{qUbGTw
ziy=h05u8;&_U{!ywaDg43+-uJ*Z#}RZ$*mT!qS8t$<~M9{7;JX<Xp29o?nIkQe6aM
z9aw>8^t~)j0LNF?B8tf1^Tr$reWJUk(5S9^;h32F6eD0-c?5C)6t_5B>)u8QPHuq`
z=3Vj-9!)KVpNv@=B_B5#m3MI=;k8j&3&t=W9(VG$opoQ{wD5M5Ff!?Z^!~SnnfqO$
zEe{-*Kl<Jib!jnt7&-!-hw>)L&+hQR|J%BKxsUg1<{oIz(!>>q4I;;nu~DS|yDb0K
zh3_gOE3WFoHa^XhXZ<J)45-*I9#l$Ouy0H4hqyp+H+lKK^?zTvKIz<=6=P)g)6&ZI
zR#U~?rVQ3<ALq3(T4BpNr_mQq%;FrQa(p&#^ZDy=;_gTD(gd6Co6ARAuU*;x%#FTa
zj(ben$LPX4hNM7<lk8Sd@np)__kB;=msCD-@fkaFpYOC8$%xCmgg1|47dsAjD81$9
zY~8bI?k>}hYxnl-$$DRP{7Vx%y=Lz50k^gfJHO)1)R1)k@_#N%4uzi2d~0d5HryZb
zqvFxLamScI_g~Yff81T%N1yao{<t%WvHYKsr-*UG`j-Kw{Tn`Y%;Sw>kDw=9wTWNF
z>9^R9&mVAp_#WZqm5YWx0AIe3*<bLq#8~fpSK5AGH*eh6p@~Lv)jl2*UZTKfj2(Q-
ze!KC&v!ao;2f(e@+{ayWuT7dV_H>rt^HV!EsQhYk=DPR0gRGq!Q$Yxw$3K|Lf4bmk
zWBsZ{>;Jy?<Lswh4U&Y=fnKzs!PDlgIsE&|{Cvj9OXtQMZ@ze?H23kLP(Qy)cNZeg
zZpYY_KYDgo|M0Ci^n}vn`^02?KmBhE?`2+9S4VEei^%V>`JzWdmvVXNsk5sNY-rlK
zXJZLJx80+4=SjU!JnQd?YZ^!Jol5*xuW%Ua=tAS=CC#V{JXv4)ea^lC#kkVW@6pm>
zOd1azwb-uT@e!k+ZTEbead>Fz*I%Re`mgGy{?C09xkDY^j{5N1nXo0N`qTfoPn6PX
zomw}$M~pw}9w~Lh3s<$EvA;>sKu!3_W_<2Zzw_kI7eWpKW(OSDqu#(RYyM>xel-x&
zFQYemHtT*`;6sy9?{4z)R~k~(3;24Gf<}2ZiIPGtknrK?W@M~EZBBYWfKe|YE>#Yc
zDn3hu#Rtbjo+jbIazPUrYtN|aRlSU49;e_LwW`fBaiSF^JkFf}m*=v)B8XLn{!smq
z>TXqOr9pV^lvnME2qMWO{7aB;kB#z#sfWEpat(T_{iP^14`nS;arW00rJ!Ewg3U&m
z#z8`aha<b31!YFKT&}#&<94v?M=2E@P8LXO2V0;fgxN@5c*0MeLpRm(vzc7+531oe
z{z|T{m@R(xNe8Otw+Mx=??(?$>n|z+v>6(Vc_JBucA-%odi5WyuHH+&4drB5$rS*}
zFjOgvdL56AtR$r_-k-|%maPizGpc(ysdr1zS^7Tmi+m1{2LF270<PT)l56PPbzc1#
zJ9Xsae+`O**iQlX@Hf<Q3v3$3IJVkwK!?(E4I=c-Wk5UC3r!@+g>I3Q6&(JqVy=B<
z^TFj3q2Y*E)+{V0am(ui5Z{L7xhfJeaQ=>zLOa-cqayLYnf&5#b<7NmwOR^|k_K-m
z2VMrH#&HKPdn8^QspFWzi}KrOEM^MiWnbLr-@N(xD-f&~6^087uoF24XUn){;IW)|
zFN@pt88cnN6{7QQEZdxA=8$yXH1t8X(xe0@q)f$FEqO#&O`Psy2ob{O>ZW4nEza@n
zzflR>7Ak5?$4=ZH#59UF$?)PgeVo*i#VpSZgK+(laV#}I?uv|au$SD{i_?4C;jhx*
z2K3Z!%-v6*Kd(U~^5Bs}(nA#S;tuQzpEYCmH*E_wWZ4FssgZ~~ONRwN>{O|<MjLS(
z9l7x1G=C#I(S&4dwnD+vtjnWpa-yMvr5k^$5-bxGs?Db_9q?+hD7aYt^bsymd&hCz
zBe@Ds&L|L{)uReEbCj+!JQvKP(c9Tlb>ZeCv(?Q=1=XTcjd&NNu3@KUf#`mW7kPY6
z3!fQ9%X@CXEdsGYsA&NrQWOs)Ux2I&%p1(Y-}BCPgZq2sai(uTxwgP?<+#VXKKVPj
z`KH}&%m;pcn#aw<N+pUV7}Ku@`tkuZcO#Y5zbW!%CuXm?j_~NT2xdJ`9jVEZsLQ09
z9-^AE=X2*2Q@J2js)VMikxQSn=+b&ox<J1J3%>E$jS$3@FJ^1Yl|d40RbjZ|dtYZ7
zU8OkP1<$Sm*n5t!8&(8i%?M-7%`Wss^^bxan0fsD%N7nN^h3x#kId=Qf;1N>QO#FA
zCu5B*OZeq8a9V;+>`|XyW>B34bNQUS7j6T))xPZFOTacWN}!|2AUXb<L%;zhviS53
zLF$X^R`r!?<Q@GApO|7)<e&bApxvsqk5S7PKGQvDiBuhF7JByztM#04PO_31(+gFC
z4&<~2ua_3rC;oIGCZy#2vRkqsj5#FBy7k{(A+@XO!OIw&nIf3ut%Har(Ru8T$qQ#U
zAo(a!Mg={-#`KJ>LEaC)1>QskPh`-}Pxd^E?nh^t;1WJ-_mt5P)v1L?tVs~C5JpNm
zsGhnN52p3v`GwfJdJ(}7J7pPK%yxyiXa;&XfXxl(ayE4<6&B>`W8idJxv8m*Jg5T#
zS4PS9Kix6cf>`mW_T*#blYEti3Aux%!i>`$F3stxABWJz4{=2)vYE~B>$$q`G-@A?
z(iVxjmZNQ+ipXAnc7e-n5bxPMhfobRA}jdoJOz3h&GaSuOWQ#<gYk`*T_@q3=~Ydy
zrFu}Ccrba+@o*{E$5B>ccOnlYf~^{SBRlX}zy8BaDitWHLtLf7W2JzS-H+jx3DC*1
zpmv(lz&XI26E|XBZY!tDW{?ElGA<{Et<V$N1oUaQ`Z^CU1@A}5g0&((CoHE3rM&>6
zu8xVw;M(&ZgWb)@{b&c%4h-6drT|)<^<5S9reNbSkUi8t8R^#q(({BYy=bPPQ^gKz
z10e$aTp9Enu>a%mxWfSQ;2AY>d~s2dmGdW89Yyma(;XNRwWFS|kY=*;RH&>L<a;a}
zJg}^TgYSX*l0CSMH7`y}9yr8i+!!=e@3<U$PRYUVN@{*1YUAqPsN$x)%*tj6SDE`1
zv5kmLrp*UR{ToW<s{^r#<?JW<xjU`mRWS09WmX9Inn08oFP6rYN`q^V95l=st51QD
zYU;RY0t@=1ykTQ5C23Y0p-|jbOS}Ye9;gCPSSP+LN_4>|C@zv++(|1Pj{bc5PbWg(
z#P{o_Hb<pmP?ZCu3FpLrG<=N_)x>UkY?C1u*)AD7v5O<IhB4!jH#|L*^IN@ka*Cr%
z^Ku?Xs+q}WUD4y}Uqu|(u{zQYv)!bj(Rfh49zL%+)60(c!PDFI#NBK`V0fN=|Gj2%
zv-FmSY66<!1m5!KOc}TJFT1E3>R?bOMl_*$0mI2qEcgSpw0RhFdZ9Gf2;FdD9h@qN
zUDLUY+|i0e-X6yCZ2w~_y&_MhPcPNv!Ku9h$9)$CO|g>eioQIV{9G@bbFL7ae~8*V
zG(ov_NbN6>!j_yyqoUc+G)q?9iMa@au;W9A1#?bCKrIxerplMv$klsWtx)n%i>fwh
zeWu6k(=i`q_%43x2}f25IN44u*zinuA1+3tc<ahT;F=~R>H@lS?LmcY(t81<?jNQG
z#C?JHJI~Z@`z?s@a)YX?)zNXuAFv6b5-$N=?<h;QzDm5i_iEA@5VeTaEc9_ZXtAg=
zqT5xFTRw;#|FYvZYCBb@D)HY!^P&lwXrhv=UMn0^4_i@4MD?k%<(ksJ0X@5y3_^eU
z30MQIFjSp0>Z7hm%;hS&PCYZauzKOCTvo!}g-bA#7JmyQ8cO6YfOP2I7V2Ch@}!4M
z1GG2VuO99l9?-YsUXjXMnCd|fvmjOvI^SOMq)G*CSp1-0MwS3$$xxerB+S6OlO;?c
zM!#L{kn_PqQvpOFkn{L9cG$qcny)>=-bz)hs%y28vr#V$B~<U*BQzbO^9Bv3%?lh;
z+T5_sF{iO6_#m3cqcigF9e=*FgQg{Hev^H@_`MhzG5-Koux{-Ojz-G;v&!BW-e*&!
zBMne<LZYLT`TxFi7XJmU**Lmi`e?U-A+ow*{YF9~pyAMqVZN?5bLy<exC|#~@VPs!
z9?SMMI=?yQ`|ejj>8Hq{2S(WK?rR$9A8=s(n6umGfkaPh^{%;RVnvhvKmD@$zmEOp
zYMQX~+Q!A<FE|&MfvP~66~3DFSo2S0%7o=^h!PIA6kc8#&|^&#G|72#e)x$#b5$E?
z4l39^W(Jhe_oVc;(SagUy)r|#Flz0YHqo{srz5jGoH)Y=Mh&N{tk%;#t+XEaE~ao`
zq^!nV|M=A!4K;uzN&96{jXG{?f|4ZMr>Ivo^=^9lL(J1EP;5^_w{V7-ggOEJW~f2*
z-bkn{)V?{axJoqpokg+BqOSe=ZwKa{f@<#O!Y0bM9{qq+wQYmwHOSGRmSO3n>P8ne
zndQp5DZ~{IN~jHLU_w~>1}&IxRN%eDcA4f`53Fw|E!e91)fPCu!>D-A7k5*bG~NBI
zO!)e)QSGLcse43TChD(0=pt6-XH;?)4K?D6K7j+JpQXyvM#%R)3Vr0{yhhU&ep>5B
z1;MN`2+6!ZjO99o0r~Jou&zX5!SAqqCkas%)9T7<(}Bk*zYBCOnoy0(Fl~<@|Em-~
zj`nn*AKDvGes^Xc>1B-;;#j^xc~Gu#7o=-ddHgs#u7<zv9?A$S`2qd~Gyoq&4|h_B
z1^Kto9vz<sT?1po@hUucy-e-fEV|(#HuIb1zm?GSZaPwBR1PrUr4NTOwwCvhHPisW
z66$`V`)B^Gf&w}x8<A&rG^j!>S09`D9W9YESK`9dAULLpdT&tl;IcRaaBim>J<-=P
z<$H{461HKZ=1av|LbZC66E}Sl8WkeFVFtn<U@3+lzs(bV{SL53EY@AA(a`Qs=eqlt
z$=RjAD^wGRT`?;XY6Yn;v102AIj8rzXs1cESjqAJ)mMSceuRpDqH%ojQhswAawABo
zSZIX5S(MFeW-CalMa%|HIT9=gd-??}aB0IJdqMFBYE1PVavNs47fryLIqPxe&1q=j
zJHY#P3L97s9`NV9z)X#e&vpsoD!`_IrLAC7pK!w@1Dxy{tO(bnP8Wzj?Z=fLcH#Io
zY+W+u+GAFv1>nl;T2Xx4YOKD$O!31&HcJj=>qOawkGaIxUt8^0gjQ6+akDUnzdZPf
zM;OMqw|O?bDg({`Qm3PB=FKt?$wqZM=_^%u)+0NzTlK={wNd1mS^bd4fAuO;{yvm|
z<m#_{x>e=Z3(t}VJC4QZMmqx;;Mz)v{9<~b6|W%N1Wl<#2g0<u`QQP1cD_t(q2}~0
zGsC!5C<NTt0xA=2r!k;Tpp=4nPU=$W0HtsTnotM0a*mKBpNFCrn;y<EDItv;s~<Mw
z`v+)G{_MnvJ7}9L>tKM1fQ{tXUTRSF>|z*M)Br*zuuK)yRV(z}_ZsHvg$Gw7)=Dfj
zmmO<BHx;qdEyS6Q)uEc>0#>&{?#zzgh2<O74JdSRuZ#D2aA<ljd8=+R7FR~K2{Z?E
zpV4n009p%RBUMxnx?O0#?QnM~vWGEJsx<tB8jwY;@A#}5?DZ>*h!h^5DGN>#r1v17
z?HQ7}{TQ*AO{xRtM_Po~{6~Sf7Nu5o08`v`wR35m4PDW6aOU)IvO6KpB<SD{4V7Ds
zsH-^5->CO%-<dhSN=`okeM+Y)8$=+~$cPTGF&niMW6Wff`2J_@s!<L1qo8?MT-T-#
zT|+9b+SATX2;l~^>>1;8^JvL>c%Up@P-a3Je}m@`bOUWPBXvKIcLhPC{zGl{_6c7B
zRVC%tOdi!f<@OF0==;E<Mqp<V<%a%5W3=RaGr~EECCVXRx9@ytH;wi^v;h2h?WFZ`
zyp@{vOJx88EnH_3F<M`=U940*>!nthsm4l>Nuzz0;bTtO(MZ(i`yWcRXQ3JsRkgup
zi=3wPc)|2BaEk8t7vPUDNd!7-FE*+RKKQj=6s)7xNYn4%eqeyI&BSsna2!`zhf2N!
zLpAb~r@!;#bTWpwD2XO4d#xF1zGNk1T8xSn*UK|y#D$Fk{r-dq(Wur6v{+Dl+<?F4
zE00b#a&|?NpY~b`ik1nopP}Nn;CiloL@LT4YObTUNn`}G4XgKVcVrh*zsinC6s2*{
zcs>ylq6ozpv3>AhE%Nd*cJS>u9yBjs#MfI|Xv6F&>qRLuQo!=>Z;$wtA%973qGv5C
zCv2VS!1Wb!;aSY}JGi--E8JZOg(wB7Lx0mU`mqjM5w}j*Al3Xr=kzJJ8Hwf-DI*?A
zR@uDR6ME(+DY4_!g@KE@70@O>G(PMoP#RWdn$XEDRNZgb>rx-`tXF*$jmhYRGeb3z
z#djjFg3E#q(UYQGT>Td8iYIqKfIZ7}2OIbWwdC`e`>}6(5Ne-Pvrfv1z`wn&2XQ?r
zxm`{-qH<v5AsX6fBeg=1JvxHZMxHW2iBfgHD1!%U1VT;dx*(+y=Ex#JzH3|`hk0sK
zX%o_aHcK2ajqp8XBr98ldGJ5R=^5KQkgW+@y2y-PwuWD<r=88`m+|FPaXB^hF9BW7
z9mV%9l_~tqYJ&}}p9;LLqz*TTPIQS@wjr;L7k&eUfJ;3d61OP1|6caJ{S(m_b`;G3
zsi{yj9=V4~T2Wbt=tIvZD0OCU>*a0Wx*Pud6$!$owjlh0T<&^{@{TbZV=l6zGJw<2
zO!m6|4DI9r&7z+gyc`isD*H-pG59*OLnbH_301mGsINpkmp$jFUtNiBo_C2l5ENt<
z4zo~)&nGl3i_pBL9%D1V98yndKu}bodG%Zs`nGNceOS35f5t#R>fh0m_|V$;VJv7U
zGz{9g@&kYJKULvFwk280%<?r0a|-&IJ~hE_^SaW#Ym#0j2PP)`XB@d)J8s*&id(0=
zG$7&7>=7Thw~r|%{ypF?J-mCzRHp&UgL;-t8iBHn?gN$&7?%+{b42EXJO8Atuvcsu
zG;V~|=_rG8PkmfSZR@sYM$J8CJNL}u2q)oime+7wt5sfpx_qz+O4Lw_FAD*(+Xc|7
zg;<=N(_Gs`-uGl$!pI-&iIuQdGkH^*uKMx|2)}{WaBg}NMH6`EnAOd^#C+6A%I)(=
z6nIZ2$m?lVz%(O?{hb)vQuFg~w?aeO+L3KC%{wWkk)c07Lkp|FVsw2AwK<;$@mH1D
zEV;vuCg*N@JNobSI0v$$eSOB~a}uw1l8xwz(=KMtls--gI=(+6F&#~2Vf2iFr?9da
zIA(hX6Z*9v+u4j6MU>Ou5lS4Ese6A@sV0RAW8S)pNsgik{*|~)8dvihY^{^;ekh05
zwRTXy=7BQI)~E9}YG8ct1oH=w$PPz=eu-2(?sKH_3ZMQ8qx%oOG-x}SXrQq?9~wD<
z8$q>HOqe*`?4LzS=tu82srU|KRTaM&Hozb8^iPmdn9!?om}gX&De?x;SLC5=nCh%1
zFJY`R^H9@VoEZAZs(#QWuZF^;-0h1oRulY^&s@P??9onjpb2++$qZhx%MongVi>u;
zsbl4HRZRu*pINl57fwcFZ1l*GnFxgz&$UA7MozU+am`KWRu2lSoXu4i#^Rj4AMCx3
z0t;?Y)#PH|tU_+PzJi))0ZM1qz_&*DXaG8qFOHQ5zh6(wdHxofAmyCs+lXt@<(P0g
zCi#I_X0g;3wVGuu1=<E@8L>ygi5Ixb>~L`>b!oL50ZU0yur|_|62+z|pVXnpwn?Q#
z9^c;rWY74*gT>{(tQpkKG=Y#+(n_w!R{3IoX!|+57Rl~az9}{$<!1zO>uOc5tcez#
zXpdPPkzz#?s&VnU5RAFbnZ+^Su~)$l*SS5Uhn@_a6oBe&Xc7k6Y>R9@m~=z#7%W#_
z8rec^wURc$&%h!tm7;WqG_H<{;fc@MAR9GEUkgPy;$v(Wp6H)owWrR5P|roZd3b9S
z8FhD5FT5Lb-;D`VCEj^j(zNL?YTJi1^*%iJ3l{~#dJ@ha@yRCP-Ck}fjFbThrrGbq
zO)YH=g^1O1ZVTmD%469WMag>AU7TAyMMiu=%UTgg%+*iD@&gw&8MMF|`BLg|Hr1Yn
zR?R`z(f!QeK)|%%h)Av$lRO7@volS<kl4#;1cPDw;UA3UW=GHM*bx2QESihyTXnE)
z$RdL)G(Zrk9K>=>MK2X7u;3=L4~^@*+RYJ-jZ`mGLe&?{if;9g;h)T~j&!9_FS{w%
zzXe<lpnb-IeM!~Ygf+M@?9kCB(KS*84+~e+RThRpJ)(22y+Xp4R?;9Ee9hB+l`Opq
z(~Ao!BIf{R@w<iypQA-83GOV9GZo1{`J1XRNiJA#rR?gc@p4Xpgc%eyTPZ2vD~uq>
zL?XS^dutV-t@yE&?KzHP7iZ?EbfT@2;^#f8M-HqRM&x!O$<O|$Q?=t4^85%Wt*18e
zxf$PdLQb!;Nfr9t{EuUR@{5HgY!u05ig>2}A!_ktxqihI<~CJImQ<&z*TFqL6S#@X
zC-;h^#mJAM!3_Iu5Tu(whMjs28@MJ?cv;HzXyJ3?4J5MOB8qDS-gHhb*zg^7tOxV8
z<nU0joS_fp)GtNdBl=zu0T?|{D>QsYlWO;a#AK->G|NE7@ruLM!(3y3BT#|BKSwJ5
z*>L)YLyl3A4dg>v_W+H^z!Xo53i)Nl;N;6k7;||QXKGSCax*gSXS8UGQT>&j_a6o&
zVzwQkW+aBr54(?X&H+1IuIMILcfi+Ez@m&u&K|t@EtN%t1*gb=eUlW6TPe4)07z&N
z4%Hx4t>ps!#a<n(Z_|LfGv@^wFCE+s;_In`<ye04fjBQCaoD0*zxQP{`M{u@Knm>)
zYNkUMW4wcf>?uQco)gfe1pIM4^c*PL{CIS&gZLqTj+wJdPljKo(w52M?!Hwp&Bo1$
zqD!UffscDapHQcW{<L#WM#U$v1`lrE-+$n5B8ab72w0xV>I4mWPg;T<Od9#Trw+Zj
zYz~iFs)tu<f2N?e6Q`|Lem#X;(W#Q0XyL_`ih?5SH4l9-j785@D(^nNo_Fm}Cewnz
z^9N@>;wsRI5hh_EFDx1}tqfIvm)}9Bl@y}>Z)091c+M&4gRA)T<LkKo?UW0z3S?@j
zgT~GXjr!|n0aR%`a?3*8{X3f6RmT(O6cmKUDTpl+U5{wI0==0q3>R*Z;!S3BMe8Zl
z%OKRtjPo#}(#(L^XfrQ(F*eXM1lNRyD6rV1_(v%1=nf33R1)is?2mYH741oMm2<M3
zCF!4T8;O|yh&&ZzHtkhwrX$ZPuzCjuXHymB1b474N;)HKPzz}M1n#`(UMb+%VLtuk
z;(O?<b{UN*@u&X}P)h>@6aWAK2mt46*IEw67@IU+005p}000R9001yAV=po<GcPbq
zTX{6pZ`A*eFTS$Oh_cT@n-)<C8Osbwi%`j0j8K+}gt5<zA<}{pDlsUOL{cf+jO9nj
zo}C$6_A&Oc&Ah$m{pUT;dG2}6dH%Ye`?>di?sLu~084-YfCvBpf<T%R0LcA2agPDO
zz`w2fRehWGzZYY*fM?O<KC8m%SpThOB-8I|(|23>@*dWmL#o?39i2DB-j*8iFXL*1
zy7otVW_uo2cJFh}Yv&yfxsIUp2%3&IT}2pQiaqqfo*v<&_A;T@?oFW-Y%9WnhdXF2
za8AHj0JAPrHEt9BgrKYx6Mflo-9yGIK+UuRv%#Ppf8>gG4S$lj^R852Wa9GJ^An3F
z#zb!k=^WC1q$I)}CFd6?UK1`*C{!qv-wT&}BA;dF_4v$Ht2+rDxAOUFzM_YO#-+Zb
z9+?oGbE{rXesbLSPm-3<i*VT69UNHqj%J|!V7l*v(9Ekkn>}?$ebp8n?fvJkkNu4M
zS$Dnv>tOF!RF?Ug+#B7zrye2wo7n}y4hO8jLELxC{Nf@OcGL>KuMhnhA+@)1F|I_C
zjSe+F$PF*}9?^h!P|9@)=a|mon-Kya<zc<i^JVGQ9quCc<?i&j<$>@Aorluj-Wa>s
zywkzyltxT#?tAPR32KVC)A()$uNT8=i|5XpT)kxDek3Qhul;9DURlG`_u`L#_9f91
z>6#w-Js&1o4O1{fi2c!*JWk%}K$UtB6QT?2LlDD97bV#$eD-Yf(KWa^G_m}K-#o=!
zbK+I}9-k_8TzPY)ZZ<{zS(K;BOD+7eONHsUrP7lt`s>Cg+k}6ik6ErO7i=l3TL3pe
z$iMD5g#T_SIzp2Y=2IDK)!`c*=q+akzYr~Mz@_y=JAP8mOST{~Rx!~&%1V*1&fPdS
z+jG%D5Hb9$OoZ(`9^BnRKiVqyW{=FC?(T~fzox$(bn$!q>f(+L8~2^5_V!6jd;OnU
zyC0coG$%!UGxGAV%Zr_s`d+N=V4{ESbL!D!4Yx@Ggoh3z3b-QLvpD4_W&Z{h*&x{;
z^(LP#<kg!v+M9gZ%ry?2RY9*jx)!HDe)iO&LH*|G>Ub4q)4|*O^Y5QFa-)_q23>iw
z0|A|mQ{t%%F}J_L$vQ%{_Lpv|hrDpseUvICUz?X%(6d)d%=3W~%pB%(<#y~vhp{ZS
zitG=R|LigQ@`Aar<jO<inG!$!6S6)W2)Ufr853eWl~bBzOmXk_olgM63%g67Unz(C
zau_zncmn#Zpn0&=g$<GKm9)D(0;zf*&DZV5=*v>tre@LN(Ci(blZ4~0$2_&yZ?VMg
z9+@~Nnq68mRlU4xmsiwO-WH<7%w9a+wH`CHy&vZ*^PH6VL_gB_%2-&Zi+X+*>TA8}
zV8A_Mz&%;-xVHY1nP6iN)s-f_mmwChf(w>vm1nLge4sSMRkEn68_xQ@S>a7biE~iq
zp1Xp3!rY(Pc4*aR>qHu+?6ulgw8PT)f=gfGG0)?!2UU?pa`JmzI^D;vCJpC(%*>iT
z*Rap}l1uT0G9!oatKq#LzrMSOfAjXtTcP-!sh2-UemZE-rn4-5DqC$)5<c9nP^GLF
zFlaK=()?lRTl2#uBGYa29~isFFB#s*uzxTP4br>&RddHI9U*2`z#UoAR>v0Ajn@At
zUS)6OE05TN#W}a}$jxx!vr1>L^oaCm9)EJ1+Q<^3j*@HZ#qMgkNnCJgi2t0bdLq$I
z^!$UI7L^>6Gk<njiN=oK_ONSCT6HU}QQvg?UVQNO!P`@Lll$)WHpGizgmj$Gu3XWo
zRaUCfk1Rd<55LWx(r+#mzx|m+zQ5CogPYhNqpy|<=ked4hWAXQWd&U>vX3h-j@|0W
zYp$FR7#cs6OzQa@?IZGi(NtV;e;>M|AI&fBd(%Jjado3^Yq`#Fmb!%zes*z3sKEIf
zCg#DuG61v?%gRnMfqPwiAJD0Fme|?VEpgX$?pAz3;@676>mx~8+j9C~PT_mr-jj?&
zQ5TK#GIletti*itj5!r_h<d(@?2m4TE#}&tPcuOZRoZb~Su6EBf}(ts3*x5cR;X8>
z{`G(QHy<rd;_$d<4;no)>)2oZ@>1D9pEqQ^B~oHP82=T>ceatgdd2dX?wLkTXGFkh
zU9uPK^7BZaUj;taIv2b|9+efZqN)ZR98hx~s4n-JtLnrb=qqE|t#e7E=YsOS2XBuK
zZLI&PZE3S=5fAkyHN{QkJFe-j1&hd5QRs`$ds-j+h&eAs^ucn#r}gOCkY~qXL#!LF
zk2?vC@#8VWWM|3I0^`;5*ZCvwj$Oae{iSPHr>NR?lFU^b_m3~eZxeC~^LwOH4(N!#
zFA@SitVy!VldTho-o*Ux<%9PA*2tk@K635HZ~ye1^q=0~3+2>B*Epp(B@154p1U>U
zvcC*|zh}+d;S8qj;--pb4o$xd>tQdiYDeIE{xM48**S}hcdZYyqj&Gv{ecRYHrpN+
zze|0Mw{K<V4!SB1JX(7(H1_?VN0UwL@kedBvByJt|5c*!-u-Gx(gNl;PLLCU7$7G@
z2=LE*Inv%2A`%zYX+Ku3U;d;rkJ-BOh}9-*$t6HORR2Ul$Z^w6&7APQnc2Fn!c2)n
z%CiY?!i#=<x@+v1)`ZnTy%wZ|l|3TL-k)Ayi0l2D&c1<Ml=^kPy`%m+?bSEX;~|#e
z8L|7rbH*b>;m`0AVTb6CYFL)Gj^e<@o2Ohf|Fwdn3*xg<9Vz?R;HTYvr;HXn-5Zm3
zaHzjB(%tnVncd?@yEoa>cciczDYVxO<=;!YW`eg1RgUkp3)hd)uYZdUIzZc_{%|hi
z+~S_g0$Q+;>QByBJ11D##sSa0=<crm-Gy53B<{YjJN)Ee^(}(JlEvjCzBl|tWNXA=
zhKz^x@h<q2wJM0=wcG>!n_AsV%N?C78@Yxz@^^}e*OY&K9aNm!_f;vsQR%}Y{PDB!
zcjz(b)Z)`JDXs<XoCUAvF#VXv%VPLs6UM(@r-Z?pc68FvdGez{V=z0k_s}7;bc$Dx
zyj*rE&cm#`k&|2wyuAG8tyK%K<5YFL=<wa1vByUJ#<pXxHYakLiM%lFus=D*Cp1lt
z$0eDr<f2Yx^qJ09N0fXoZ3-&;-9|qut?Vpy*th+@oCHfDA*p`sd+|}r=Uwx;bGiO>
zEKApw^!y(E#$IvWd6&+cgrxhm_HNw9r)`>ly9+<%9BWB9H{+JoWPKZP_?anrPsRq}
zl~z=ek%N7R$fIljG(m9Z&-wY#4Mv80*4YGctI`sz{vp$)0NEvrkeQqlF%K>$+<u!%
zHtN~go^U+!0PWpMgu<)M3)e)srvw&8$UoAk{lZhi2cMKx3<>Fi{fUP)Qyi;{tQD?2
z=q^0=^RyQ1jL&7VUj(-8NUq|l(4Pq1fCS=o`#Mw<FL!hzNbOTf#uR)>nyf6c_bf(g
zhrk*C{}9r22_qw%h#-Z}M+c+B01V<IiT-MUlD+@{9RRDJnw0?i<i86IJPQF-g8)f!
zKr{?UnFMh!UzNZtnfU5=u)nX;>__2aw*kUMFX7MINV)j!m6yn^8Xn*LOY{~O4p{G6
zT_X6Xp?3Ypto)1jwBQ?l0e1z#cJZ-5YY^av;PLcTmsqf{J%y%L$kzN7f2jbDEP}%t
zV0`MO-vR^TSy*l9U=}~eGZPVLik#dRWnfD{&tP%|$yA)h03JaGPvSws<mNsEkI81m
z&C}`-;mjs;8kVkzbbqH0>{=$A@<)()R8k)mxq@fSQQ%xE)nbit^yMb)W(5Ui^Oy1*
zQYzLcsng4SC?pJ2fYa5a6E>p^!=4}v;SUJJOm70fezb_*3eBPhq=x|Xh4GLcTLch_
zV-CRL<!}}#4HdqLAGBD(PbsF_o>q+6&15WWDpn&o1%P)ap7pO3K%_py1UpDuL8P!V
zt{v7^0+_*o_h7n$C{FJY#o{3Az%)P)%jn*Xnw<*+kceq6en&sDXB@#c{~K1d0;ssY
z>VlmG1!VVDu!#JMTOEqr=#C>qTHG|o9U^y<=xhQ`X^V&Cj#eH0Q;KIcQd<UdZk?C9
z#J@}GFj%0!7>9p@Drc#6&Gfe2r*M)a^w#tsLbw#Nn+;#X1BH*?1LX+8m5&G>iRCmA
zM(Z#D?DzfL*Qlx7xNZ22$~q+}+4Yw|cfT(aPLU3vJFVc=D^LI{8^WPNS+^RzqXshI
zuV$TgHtz*7dr&2lVkBgJohoJm8*?lc_c%z>Cl8IA22`<tCJ{Kj4$fmS`+0)FP*gNO
zryFnZQuLIH^Z=vzGGKBU>N1YohPrMGZ>N*HKXXFB3Vn$K!K~=(5#LjEZEevSKfmf~
zVAi+A@Du#k{+t6_-M7LZQs5#Rx0ADj4YbO0YAJXd<Z>CWvYX+wJTLTn*F3HIi$NQf
zTRKVU0|_g5<Eag@<vba)%T_l?vhb(|ZiD?90vsUUO|tn4zRM6ZIfoFKy-b18c;wa3
ziKHh>k)Rwv@OX;`7Pk2LdLq-wInKQxZW>2cpT@_RLWYMBz-@}&2vXzNGL!-hPQfFO
zaG^GTjHx9My9(!ZA-5io%FE#59#?{(N?p5LET$PWSbz&`!ElbyOiHCw8gi>2o#Rh_
zCXZA8S+3s{ALf(`N~1Kqx1|&jz9yUcP(bVGNQ*_QRT&lC!|Zz=Bq|r0am_ySb8BfB
z6y{tZPJTWBOF+&ZCvr@+MdX$M+<mCRibKUr5xI%-uP5b?bIOT?Exn!Yx48hl<TQG(
zvd=snM{3qUEMB<X2L-+EBj8ej4L}mvQyWB&;Nj<1soYlRniN)~egUHS16F8GBgksv
zr@ur18U=_5L48g_3TWbpmTc3P92vk%-fjCqCEaCN81(#t!yo#?%8(zACH7L(GykNQ
z-r*bmp(J2AEksV^UqZFx{d?d22$<6o;PwT6bQetQ4CO!4uOkM4&H%o7&kRQVZRdaB
zKUB$uRC#~e;Lgd>eoDFz$^|JmOiE6{!)1(4SVQ5#0+d@6$5mYpi0GE8FeY+Z<RwS2
zTvHg64HsM{*-W#{#l}`<Sk3u#bUBDjrz*YfHS~un`{-+ngxnCI#E`o*P4x()e?YuC
z&B9|Ig_D=jxf8IWExe2sy4BJkzTcp*b^}(Xg&+hVd@BqJm*5)euZZ4T{6@bikW2uC
zDXl2EY6Gqt7igWP(u5EZpHP4jjP3&AW_K-@!6lP+NOF*o6GU=9|A-!71;|~#7<|4`
z;~WI_@cbcN^KFB_NO6_z9m_%9mf8du>K5Kcy7gE;qeX{XH%<Scy0-`J^OBD~hzy0c
zvz)xr*67v<EMSIQenOhW{$7cc7ulZ!{{{~af*YJZ=g7wfK%^2V!uyqQSuhmAr>nDB
z(K{!%kw7=h7F3!?axMw1_3K%fy%rC*MybvLAa@27*}^|tnTH;gK+p8)V(T#48s2D~
zL_#cfLSdf@p)=^FJn&5)Rlf*YxjqeiXEHXCKCy$0A7MNGDrClW&!cojWPxi>loA@j
zXAt>jDk2yNlx!XP#|J>Jtq&r5X|xWvO<=@#(tQ!TPGip&DsUK@<1MSOR6SyRA-46G
ze(UFXI$`CZGqRASz%5|o;yx9qz(jw7<oPwy96(c?{X9o^65lF;`?O~y%d?L9bN)5+
zWh`)JBRv>-ZQaSt2)WGN@ylp9T{@G2<!DoRV+^N#^wA+$Tsywd8p%R)d2nEgadZwI
z%mo6?Dfpo)P#KB0l;!bI*2(VVHs#AS^*T9>u7fCIQ=l1y<i~dggkG@HXbari4MnZu
zD^F<9FKogPOSEhreg35Q5NwVT9t3260a*?}F&x<79uEeZ7AfSD`XVEq+a=I;j;eq#
z<p~N{GvE$y@pBP=C7{tyfPNtY!u{SdJggg^A|Tm$8X{ljqf;QV2zNqPPG*z8u1mPI
zTkzz6aHB(bWp51;oQe_)Uq{_uTi0Xp^|;~t*I~^RY9-npDnG_`xn4l6kvpHrH}MMi
zo21*V4H{18Qw!#S6gc_ux`*WmJoqq?KF>pG)d><fUx+{z|N8Vkc%-L+4_P0uLt{*z
zqV+OC;ktdd(e4{mrDjy(8g2i&Mcx>BYXHQq0=M)H>vO^i!}uU@l+G$BvY!Pc$N4jz
zaNuW57Yvh)5^wA?0O<I6HYTOArx3+`st+^^BX~Us@;Y25Eu2#dxuw?&0D>qWVjA;@
zUu8=KZnMeHd3-x4)rh47crJ-OxzR8{Q50k#xm$&$VU7WiUMflVq6bpXS-!;MUqzb;
z?VI`6@z%CKf$9Cpi82Cbkz1Ex<N!AP`$?)iV22Fd7BaX5l~qw3CAQ=mp=F<riAvGM
zY(4TY{L>a;WCbK|;R{~#Gf$DNPHj_e@ChuCNdD-LXuzXtR=^aRe*8N_AR<g7kWi@h
z8F4!jK`vheRC%N>1lbHFxS|gf@_|VZb`r613n5UnF$QBP0)LTPUP8F#O@MHMHd<K=
z-hc<<e3t)tMPBfQQLjSOQu15sh{;U=Smxh@aG|!)D-e(##<OnwbN(Q?`}{f46uui|
zFh)+FW<5f4ukP<cku{SXUcT(7GG8YNhqvp}zB8V>RiL->Ktiwxm&hp<1+c7+t5BsF
z*UF#nrBo8}E3JPX;2`D9(J`tBr9nv08;#k3qVGY-VtuloBxVdh3*#tX4&(Gekpld3
zz1)MVKpSK-xlZuq(J>sAZGgt!g93KLfO3$Py{WkgYc1qEbyKM~gAhRKD-M-4&#;)R
z{9Z(5A-SL%8h{K~FFt}H+W^4Eco>2KK&~Dxmw(|(8$jq}oIPYozyj<cbU#usBo{9C
zJ`*08#5eGPf?N2%FX~g#o3nZto0SXjA71BJ&M|LZGnhtp?&n@skzbW42wF5#NY@~a
zXm~!nWEUqHNDD%4h0q|%zVS-a<}-72?*hjuP<a9$ub;wlCk%kJv;pV^o3XIAW}pgR
zrFXBR+z(V7DUr0=pnWR^Ct0H6j;PR12nbteRAkbD5EQ-MkmcN(K2^f`D@aa20rw%8
zoj6=%h0d#j3_WdxanT5YW<BmOQ+66dYCiXuOTqV1a&D5ZGx0~ZcEWZWVS)Bp7*GVh
zQDoI8ibte<qi)l~MNW>xg8>9Pfx^#pi#P-R3_-H+OdCTBah}oc-+=))msu139Oedp
zLzlHprl;6Kln64y;EsP`^cMdTG*CvH*njh9CFs628X1H;wL}vL(+EF@5Ld7i4x;UW
z3qN_W2CMFZLWqWdqky<U%($L=H8d$N?oRhY13nD&@(Lm;#vAo7fR<~dyy%>lyh^(X
zu;#S!2{}t1j=l;=vRU3y7i=_4wn=|r7=tYW=R%P?Jn&-^jJC<*%;0(j1gqdcKVLhS
zn)Tj$mvp5tU^|0TYTa20e&m0Ns4DZ3jA;SU9#BXXQ*;)vVKX)MzC$zx;HGfW8dF!&
z?;^ME^Z2KR?-O;)K+H+b(*$jw*ZeD5cjn0UYb@?0bu({;vUC?HiAQ7Vf^a)T#h-@J
zS`BRXBO>#{2}fYmh&g=52CkA#7(k2P4w`16TKgb98~y;avdyN-{`l}74txVxvm{;o
z@!v?gE5Ji470k~MJg{p${q10V7;9%c5)GK6=_8T9tEVw8?M7!TR{RSytl$Xpbzt(y
z&H{ke`U3%MeLU#oG06Bvh3Jd(wa76pS}qDQ(5(Zw@Y@X@B%sIc6V+6NJUeTG#Jo^F
zxA{i{-*TUG0aL_vAn1wM-^Ssb_6Oa~#_s#r^9?d8fnxiqr&nMU8CBZaS11UF;2m;^
zfWbB>3$q|%cNn>3AC>FYhn$Ti_#}suJMN*&TKwR*nc(*|ocucA<F5zkKDyhW=^XDK
zs@o$c`RwQkN_FI~-TFuVX@pLFjwk=_0AALWc1lyW#^1+eEx&r2e9XUfoP^If;J^L)
zv>uRayA$y9*Qmwhvf#xoSRe_1(+NUxonF1FX;$*t@cV6zw5r0bn=y20#|b(qhMHRM
zK7oyu=^YSoO8X0T-<1@e?jqGC$j1Z?L=J2Qaa<5*J}a`RN5?1_Ks;g^d3qUV_z4P_
zC-2qIS%v*|-KOTTG1>ZseyfyAVF5w$w-DmX=k!Zv!4)WIh<elI-2KhRrRDQ*y{`}9
z=IZ3xhiPuwZ4f-kA9Lcc<o@BYVL!<9&15p-ZXt7G(Ix2F(?7H4Z*ch;qq?e?X^iL#
zogbg9>{aSK?>j(-hFnU3#+yb>v+aY$J(P9V0lKkZgO0Pb{>%xYmZ$S-%kAu2q5n;j
zCB=^vL*vO%BwuY2=Z0wR!qvLMO$9MuS^6TaP|a=n%wr*!Rl2Qk$rA0)ttA4(u!-oi
zQaLCAwp4o)2naF}8rZhcK+H}sWEB&jo5fU)F(=q%%HXSx&ZW%lV%JusC-uOGV48wi
zYr75vq@~z=6>4Ve@o~&^@}}J9*!KKB^xWUgH%46PyTj9x$p(WjM;^`w?(M@S?cVqP
zMEAkteA4{WFu}>wbdtOj%VfyS{akLsu2-;^uteC+2PWy0C+5UoTes!#U9oLH18!8;
zzV#wS63<}cmB+*D6%KW@eCtVyPmgnG&#s+<UKqT&mBTmY#XF4#Q}zanHZ3Un$PGoz
z6$KQ%`@THH59`<DlV9Hqb7z~KkxFgp3<-a!b?#TJ{Ud|)_sO(?L+<Czg)YiFYl7Fs
z4|mih-zy@xy*fSrTq_>Q$4uVYN|0W3@bb$4ubz}IzmUZg|KH`*GTlMZdHPZCu<*wl
zqxG)l#}9~S%^>UTHyYo^p1Ud@KF@S~Wnk*0lhpGopy5FOKeNBS0sZsSuX^pESJu8K
z^Hsk}|CVy_c;|RkhC{)5UDKY5%D>Cgx{F=3Y^r;5M+i?G`}$wCwaeSjim}S$@xJ(X
zl6Rxu4A0oP&~bXv$<<$gtoR7rvB$EjjlbH}Ct~yL>p#W*l3B!C7mPDU<1!Ckdr~LR
zc)U9Mj<4cF(~`hvdp=Jd{*@7MutY>%yd`IXL!ON(GxXhx+9J=Q4(8n5W4<gp>>B)F
zK00(EvsMo)JloOo{5MbI>8HGRc_X`RYRkVbS4cm(eC5UXOwrx?6Tt%MZ88MY%8ZnF
z=F`;TKTi_#GVpFsj)mEa8xJ~PlFt$Q{@=-wu$MgF>0q^31JgTlp)ca%?M~)r1YBJZ
zq+bosMV?2|Z0wJGwvOGWMKKMOorU&+Z!FgCDOM%;o?4VH*LyuFafoR9a>zMs11?tM
zuNgh79JQzP+y!KHL+Ukss7UTxLCK+j6OdghX;aPgj@5W{Uz8`xROi-3tmc<P)8e<j
zl7P;!Y_B7qUuge%cIsHGav+0aTPP;`Aa;+#u@jf}&%J$9>^+J8L0g=R4!7+6(y)wJ
z9}zMRQ)o4gHBO_W6E$AFlPDBgjU`?k__dqFA4iO4{8;?3Wr^*Ce_gs?$Q+XDIG<D?
zWubQ>G}b^WwZURs8<(Z!8STQznkgz`32X|k-7{`j$oagf^7-w>v07)a=n8S;q@U`8
zYOP)U&TTohhi~G_ZvAOfYeHHZ{}QW7cv+}mBXIJ;i&ibxv00dZtwVjq$l;2Sqh1$m
zYTwzdtBX=Im=%kSt`GCch9`a`utsz$b4{y0=m;B*x7cNo)i#Vy=4E<EF1y+4*<II-
zQh@(%74)Yyxr&psA0NCXx;Dyut6cKi`uoqgaHDX%CF)zIOxuNJfraI;pO2s4s*DXw
zGxt&OF?K9;Ggr^)_f4xp{mIYi-Gl|GgcPY@jUKR@)E10(kFA>^rw8&PMtl?)7bw3X
z!sPA@#QPd^?K?+$jdaomza$YdT8Hb+5)W{rF8)0J_U3Zb8ys>l$^4sIL#8X*`|9%r
zVpVqe&6Qn0_c?k@*i2?W{;=p|E>*tMJ6cNG+Eekn;>P5y(VI0<Tfy!;>~Z+(IK?)v
z8n;yJM+?4k*w3fU!w=m}iZQK{p*1tp=iINyvHtwp?Q~Br?M1-+_UfI=sEqXKzTiw3
z6)$^}uuqw&;o!*5?30=o%G%AIkGwoyA#D44+c~vO>9|A+eE54p^pof(q^C{Q0m~;w
zjC2&RY1_vCkwdJNuWjg+Mm?<f{jFC^Q84(q77OlL2n(n!ZTt}HP``Wr&7W`TaYzd-
z0fjA_GnbPxwfx&|O=n-#TRL1>a{@Ery`c|tNETqhTIG8z?mp<{-BJIn9-lKllQ{73
z&bZsd{1Ty*ri0OtF>+y~a4L8A*Dm|^{lQPjftFJp)CO96PREUZ$@H#P-BI_I%mjyU
zFjy$j@3*_S%Y#ILFDFOKuGRu2;zzCw*`HAQ@KNUL!Hx5J@yWK9N&NoH?yoWqZm#vq
z*Y`?!-?G1InK*EM*vc)^#<ag=uHMwp{z&AEoyTXfWTB8WzvUfI!{6We7TtMqLqbPT
zM(po9wb8BqXUVmf%p+b$eF}`-=$G0ouQ|M6bfs(a<zuk;(~}xOo%46buf8}4&hjpI
zkdfz)(A$~L-S!gs8B-lMFhgHfKk9p#?Q1)6$y4=Ld?xIcri4iKBj<kt-4+Tctkl11
z_N+?JZz<Z-BgwEj<8WGEaglc)4SvM<yPv@3`x>#q*747{>(=0`*?-S^vc5HV)74g5
z+MPx}+<Va%ImgemzVt|Dsm?hsV;U9v&Z$!&b~|3JNhbTZmh=AE{U@EJ`r7>Mu3P)o
z8djn@?>!wd`w#KpUG5(F*mwK(ObK6+qDfj3Fyg|I=VCga8A=0}sxJTETW@*@dK>oL
zX@l@`fP#p8p~qz`QRu%xlW!3e<^;uJk06y=3~BETE3_Phy?6!pW7BRNWEryX<#55C
zw{i0T{a}1L5!Z+sQ1QSu5?NB)ad|{SK|Pf(p}B$_V3RU-ojuex37mX^tX~uwJHkj5
z6z1>{zL4JH_v(4v5Mq_G1WPwz;;c)lfP+lKVMO>P@{k;&b81_mli^(v5xx0p5tN!?
z{A`35dmv7=R{BCg)%@WFV&QRRV2KDZm2sYfcsl>bIaFvAge`^qBCvqUHad5P9$f*3
zlpk1ty>UGdz$xgY<Yyon%fWBn&H-!iyY9S_mqla4@RA@)CYwJ<nOpof_t>EaDAx`a
zrvGK2cv$+QO0Z~?ba+j-zHNnn?cNC+=%6u8Jq(Dq-e%?8DP%3;UiZ*Pkm3U<kupum
z2N`J-`OA!!|A5vFR^<jTPxxLFu!<NwcaN;~6=ceCp>HUl)(SlkpiholNQDAPflaWI
z5lS;#EPjOYyNz6U?TAD~q^?Gw60j*<gvA)?<HDh^`Uv!5<%MgE1d2fbnI#bN4KA5_
zxn!;Bvka={GZpEnETaJQAeU=MK_^jU`BCb(dQ_x~XFKjm2Rt~5Ja7Y2^Whi0gPWZv
zRro>Qy0y4z`t?X6CSZ;HjW71@R7y<PC*f2d2>%Qe?4rDRL`MZcOvOM8Ybc15^MhFE
zBKjpcypo9Vli*&548wpJ;mS^m_wGesXw6lL=Lwx^Gpq}S${H%mn3N-(gcpnO_AWzQ
zLEY(}x`E{;Dx=GA4xDE;L^;9))I~Ohfn)@4o*2KvgZ9jdx=qkAJxK<(w-H-Qvy}9B
z3dNhmCcGkr5-~zpoQ}Wb%ua6BPin;wl|T81aY`PnTfoIJVc_f8P|GY`vO6K#lXHa_
z?^I7GPr(CELR<Grsa>S6*hwKi*jENJUo#|bvuJr#C)wp6R6}h^-q!sYVqpP%BMd6I
zVi%}^sHa@3Qr>m;u{x|qcx`~8;N)~DgwysI%1}5$uF{=Uj`Cl`a_<4WRi_IIx}A)R
zYs}?&oav?E24d@yPK-38s;3GR-b+<Kb^$55E-T;!X<cQ+Z6mFr@;P$3w0~js*4n)^
zJiE2-w=#m$hMZ-}jp+jJej>c(T3sD&_1Qu_+Kv^cU&ygq%5o9h>O)nTWUl`NYIdFS
zqG+0IEvriH4DzRCS6pW@#0LG=a5uLp={DJD;GTC)He@(6L(mf-wKW(>y060s>Kc<B
z5a|$tw?olq1$J}*w(~szd-qF^i)6Ftb2Q0e#@1i{)*4{ihVXebPcRq1DWZpK(&w%V
zvGq7K?T;4ppCAqi#@aiSfg^2jfeNFlucpH3U6i9bB0i1tET>M`lPkl;^0>>KH`u^Y
zDM`6m0(6o;|A%t+Ed?=!q@Sg17f{PfF(=YL2~QpRB`kPokisTOToLtDw$Mj&1EG7m
zYuz>v#{4~mC)ad)mZDx2l3Lu6Tf0hfQgePl+FvSNf@nDs<gnwKstETDcLP=th2(%t
z6!mYy`s9DX)J?z)5w~aIolAy+(G}EWN7;t+?wPtQ2~h8(s`BnQ;m&P-Tj3JDe-ovo
z*$S1eL-d0>Z;({Omsw8)MrOJ}@f7Vm8X<%;&t=Siy@vqm7>Gsq?KZf$>ny(Qf`0DV
zVam>)xJ><&J6WF<d%D2a4M@KnKJTc1JVFV!A>0JtD#D{z;k=UhD;(tGu-bXD?7PA|
zVmV0Pt$KHup}t5@)&%;H^*-|!BR3#pFC6<Gq)`+`PD945@V&bz_5S26UCYtkRz6T@
z5nu2VwE$7Fg6+8|%FS2>I`w)4D&Am2T3v`5CGZOGTZXui^d-PMkS9KS^VV@PBJtn&
z<uq@M9D@zhbm8O~YG?&jaUe=(K`*yg_+RXt+L;$nHOT^fpTN{@z$+>AAvbGon%1>q
zF|!K4-HI$bkrR&M$We6fufPCjSpp(l4H0Srvtt;LO#`Tvc)r)I*P<1PdO#sPz7sLB
zPDA{n;_1OGJAMV;qY(zA9Q>K7Te5JD{$Hnoh#b^fkF>gktY`Yu5)qgcxVt(A6QptB
zulM~8+5?@F=iQ(R{2_9q*@W1SM?{Us{K`tON`~d82W)|+)gRtq0Rl+Vpn!c)SpIov
zNqCO>@+PxZPp)@)Qx3uY4cnfl3r7MLU5q|>31~J#Yw2T5F9Qah3|X?#^dKYbGUsb>
zVGDd~1U^|fT#(ZpAQ{sJm#g80pUwjf*-R#q#SrwVooDr9S@OpYj!g=Ll!Jq8N<6$X
zOqeqD63%-8eKjSaLZBb*6=_V$)7Ch>`1cZ=Rb)*y<hudW$!*Cw@gDTgCq&PXZ(+h&
z)G-J*iQtHYlIv{LLVz+Jkeh4B&4No63p{p3bCb9j%T;{gBA&#)h2Fv+_G<=N8gQ~5
zdTaht1Nd_bF7j|2aV`)didv>lHBrh2K=N?|dNa7GC&a&QRC*MV6aaAt0NdYCkYu1_
z&z9k_W*?w|>SvDS7Qs|Xz{-NE_e=`ON#iGP{G<f%PvP5Oxwc429o$in_mj$P*wAbp
zg5BXflf?E63xp2fAB*?wETO(wu;~qvbe;xGLI7<x8M;N6?PDZ_k%w>mG#J+9B*6Ol
zH)nJ?Yh>Outvkc$uaou!gZ(`u7{Vq}Y`Ful`F^6$>U|E}lS=wM4JW*Uu5U4;@~9;n
z^U%acJ2~2aM4YT-%)~q^e=-gt(bPj4Z(h=9?TFoGgs%ebhpH5TA!VA<N60*E1EfW$
zZ!nx7gUKCJ3`0LrcR+O-k0=0hhj98IsC0jj@fS|60|<Fw`>q%h>p*}I<imvS&cH+G
z@J&(Br&azAB2W_^hej=@(Bpz3uWKkdX%b`<@!U`}1P<Iz>jmo5kd}G?`P4(0SuXV%
zv^Y-r*aIi`k!A*A1SHve5I^V0y7&%x_HEn}vakfc=%^<$wx;e2t#_iGet}MVVVc(<
zT^)*x%0(_xurtiC-JhPkx$c}jW$h1bu*5&Stfnp@$1=ANi>$P9e4H+K6gjql-~~Z`
zP572dc;5(kSMQA#v^sexG-nq0q~AJ&rE3d%R)nw`Yq&5P6DnGRLd&4yt`J&YNb6?%
zAW+EPp_)HMK|3Lyc5DNd6CkdjAJU&dZ{-AWjKu+8Vk@}0_UZ+RFwu`EZz23_AnQ)C
z{e5^ngWWM|dr_9aCoVl3OZJi{aoLz;S&_F`&Ufia(;|Nj&2AWH58>kgETd0*5iW3z
zqB(*B=HQ{hEMf~Xh0DZCEb>ETz*B758y_<8;Wf1pTy0<pez$})zy>~*SUOB1Z^OeS
z5W!O$w>XUl|064;e*Jq~(v?WhahzQ6$8}`V=Te`)+86kzvNH9A$Z{NZ@`A7(5y=f-
zy*G-S9F1^d;w@x=GOAvOat;(&uge_=t~ct^?{iDX$7N$?!1q(SbcPavid8Msk&~PV
z1L!EuaT0D<4`Q_s`q<Np2<Xz+0IXd9N?F!(SZiwx^gS2|q(YTzFu>LTI2*!A&W(W4
z_4FsDi5jPmYrM6BV4K85eBqfZHX=u?hVk^90#DeBgz$OF%NR)iD_<&~TC|IM0mVw+
zB<cqM<P9{QjZ+JNt-`lz(fKRzt!W-%9>5)T4TOvi(7?}CR0dC1v(puqM}Pnax;o!k
z?9^*s47LQ~x9Two7WygsuwSvQ^3tuv;BI@vi))xSkL63@!H5VxmNm$)AVF!DIBx!}
z)LAEH<8`6oA(+KGjiz~;p<r+ik)=*~Qw$HdG#uay-Cv1i6I#SV%izl(pG%fre&|nc
ziIUN1eY6C_uQJS29iys)GYkONX2j61eAo}jm`OF?0M-mxkFe!1a&vmZr4T9ZaL1P@
z{%<P32~1auLVRf&JrN3YqJSAOak3iGa@}Gtk#43WQsru3JdOk|sV%#rn`)6YQoOp)
za6j2V{14>vf;rGi<d_PEkEORX6$`ZC5hB@h)JIT+4N5%z6b;Lj7p|~@1bU4Q`}jIS
zrrR?^y5u_81MbX|U^u{qZ?#tn4KVa=1wyC+lFawIs!{ska|%EQt8p|IEamKPduZn4
zBh8z@mr}R8_mR)@H=M3k$qLO{exh!3mT)b980g^Wv;YWz&-Mm!7?mvx$e#Z;4T%3z
zFD}_%qhFST-2Lz@1+Irw9#&t257>=CFx7QN2n2kGqQ&%a+^|;dRos1aQvg6BKT52V
z5GQX^NttdLF9jq9AwwMmaN1DBHH?$DibremMFEcqD(ethZ~-FUgK9HtANb?uNITCB
z;swK@qQA7!FbxYuEO~c~sUs95`0TzO_Y{I$4}ajj=FR>h0vQXK(?N{FataYx76!)Q
zkweUuPQ2s+pKM*0o1!HN)rtSn0L%-c9t#m^rb26TA*1k{J4i{~zoqadL2^8jV=i>}
z*s)|?Rad@lYY4QVVsc}YzSf0Ln@KkvE&c({;VIv+t=s+@T*Tx?&Khq19^@Tw47r~B
zBhPBXqo>ceb~`=I-p{sTlW)Pfy^!uFd^qq}%8*-&nr%W!UiQ&oJ^6&V%SMT)fu&bV
z^LN<E0kc73_}`e^O6uPSkm0Hdr*Q?=x=bk;q#DWTa~UY053EM6$Zx6p34tV$Bu&oi
zNk}-#1ZhSU*xL*15YrQa(W35;f~+2dRtUj@1)If65|JW2sJe!LGgsnXpp<jq0-1)4
z&RMej2zs6XVL2BFLlj_w13cM63J&uVC;q|!8)yiK0k`w~3j^Y{_2l$Lu^2>PSH%kh
z{Q%B=;m~$0;X`E$8}pq+O$)s5=MSVDmePV7egqM@nYukEU<2NT;5305VYG0+wTgWe
zqUf{c@u+eze9B37kYeD(-D%+<tXNKcIiLRJ`@X?+{r1z@daQn+c>!C$hk!}#k#A8K
z09|v}@P>0#r7(`gPB|bf+%*vm@IYbB8Z@BdPp|=876>kg@IK^L7KmGh@C7JS^B_Pe
zqZ0%?gMey?JOEXGGpxHmE`*!L9FkFai{Ew1TME%px%eMkAgb~+h#*_=@3D~dgbn@w
zK-5hqWj1SKOFd>DI3Tc<rU%rl%}pS;-fGZ?VXeG1<s{@-3Klc+6CVnNYjfV~vXHQF
z13$(14{xD8!&vgpVy5Z+Gl49{wMnE#XyIt9-=MCgnaQ){DzuGf;`?c`1+RPD2`Z){
z*bIwy{zEK>3YPmq+oH3rNDdkPaf^QI<|_k|KmGgmAK_BO0}jM+MhKe(kpV*zxo#cu
zo?V5?m|%I;$G_sjdhL+Gdju~O4SdJiwh>MdIh#QoQV*532*ey+b>bWg;-p*uU=;iZ
zkyU&);5X1)UoSASu(?9Z=x=@SzY_}P2ox~Mue%1F_=Y*)w%@~2vkY{cn|BNFq3x;{
z`v%@XaTEGrg*=I)2w)Xx#d2Qvz{pGneY*j%NI=YawSXNjAiO#pC;^}GVF!JnEC*(7
z7tCyL(v|a3{FZP;xGx0VAuETjG^VoQ8-FcwDC*<8t_%`z7d=^{tJ~T+ikwL#r+M2k
z7rx=tI)P+qik5xF%Qkx!@+;Z<Yw5S<0h*W-AAflae}l(5JBF{E;sYcWW&94X*Cbpr
zCg8pyHxwcK)}UV3s6a~&SdbD5H;oVD@Pi2$%mN<BLv8)xFw*ro9#M#h(;fuQEn;iV
z`b6~%(0iBg!=FW0ig`7;O2EC?7zJ^TP?0fmR}A@H^GSe3De7df5A8ZlN#8Itm|TO$
zMv@8!DQZ|&Gc|oJ$RetdWm5(+y0u%7^}EEHkX!#$`5Q=op5Ka%xzv_pv*fVi1sN1G
zN$ftjual7dHK;~SaM!Y~9BX^?PZ`MP5#u*E)u%Q}-S)*)fEw2r5}&Y~O$?y~+;U0J
z>1Hs+VAD(E1=P@uC96O9@&Z!F{usE%vu;YuF(3XQXb=w>G=O9`6mUW4L9KpITO#!H
z&THH^2)BfkWT*dFqdYY%84Y4BEx=mxV8LeSP8-sc-*w4Mwg30Oqw_b=SNw7BrPil0
z{=jN`9#IypQC|E(>t^{-%1SVDS@+?wq=bt*yp<B7f*cb6$nE(%C=-=^^<=1sfSsF*
z?xA-Ycv65=`VP}^#`}BL4yVuGzDZLkd7XF=FJK~IB)}e(9jcsaR;rG4Zuofo@R4-c
zhbOJQV^=PIaZvr}ymKZ`NZL;IV}wRq)V?1BM$Rg8yp^N35=K@&5u=P`9-7#@ezWA(
zD0tcSCo67mY;%gVYx=fT)TE?6=(oMi6(qrtdSniQ0}hnn&b-kYbJ%HFfBzexEMN{A
z!DnO6N92L3?V6ljfiHfy=ck@|`+89HfXuty=7+Aat6VRgzZ9&Ebvl*sv*tPHt!mIi
z^f}g~>YT{@*wug?kJ^(8v*I|o-19w>8)Fta_}tTp`(vuE88ya;XXxkdi990`hNFZ#
z%g;1!tgu)0b*ELQH%Xh*hySY2zAH<Vvn+k7_594ati&+t+k}oyTM)U@#<+L-pRMa?
zu&tf;y8QC$f6s%OZlyih61{%(#!jz)ZgwTtW|~BNeeu~n<A{`(^|zv^s?#=&yMNki
zw3#?5A8}GkmddkrQttY4)<|YL+qUL(_*cTZ==HI2Zt>YrN477|U}KfI>{~I!*^roL
z)=jv1dnVZKwXIOflgn;8(bOagPV3xDk>h~_m^<0#{T`=KYv!dvbu)plAAT{xsnEpT
z9{8TP*9zwt92U41-9T6&Z<7~k4?aEI{odx<p|cn(wd0ST^?s&ZxO^`7)|6Ge^|b?+
z4_rRDUn=dzmDpc`kyWa-evA7t(vs)B1ayOTj*B4PnRu8asy<eFhb)hj$hc&0xW4Q8
zj?90E4hjkyt-!7tHU7ei{1H(`e1QH4j$vXjG0LebcTVdHy%ySt_zc=I4k+rYNyQ~@
z)=h(3wiz28@CaU5R*GHz@q#b;Rn3Q&ZT}Qj)ITpvOc5!zOpQ8UzFcHmmJxk&x0mVH
z#=&J?`PtB$*wJ5lqYS<1-nN&gama#E%46Nm2WIpi_&+{pd@dCxgvv}x*`K#Xe8|I;
zC%@fo6MOlbuk+PsmlMzHz5o66-5$ywy%$fata=X^ZahrHie|N$+Vt)zlQx(9u&ZPD
z;@XpuKn=YId|PMk)90qKTLxn9VA=;R9#V8u?6|o{{JF#49D7x9|8)~5TZzVj@gwKm
z(o2UgcFcHacWT#+FeSa-n%p?Bzskz`KhE(yvHrH8x4Pyi`%=C6Vx;;Q{*1C=W?vb3
z7wi)y4pwOF!3v|9)T69KwWRZ2NQ+8GJ#7D0f3!*FRMg`t*C|J`s+m+;n`z+TPdiaN
zPJ3K2JDB}k-T5N!K>7`-OKCo@$RBUJg+5T-*jrb<;1f{i?3<#rUNb$(n&|6Z@s(Z8
z)DFJi@KMYD`OiezC+m;)Gx{9l^HN0eWFC%R2>N<WttaT<v7JdBhy9HIsN~;HaBo?w
zn3V`CXRCJU9I==83cb<RkRpOrSGZ!QD*jw}VDic8*&uhso56mwfBe!$tUs;m-Sf(;
zmllv~-U!Gs+$gKZA(==|D(8*K`@Nr46Z&Sar5rvgvrooPG-$l0{cHVRy+a|(yWTz5
z{(KzvqHsS=YIV%medoS^>=OO5!#&b6<)UN)?m_F?=l`y^tX0P4Wlg@Tu}Tq<zV27o
zpZW!V29ssh@aeNo1T5ok;ZW{O%Vb`heeia0MX-ohZ`WJR_rD*G9=pR<E*Ms7Q?eB@
zpr}<D{i6dWMky5bUc~NnkjlFvEP1b`&_k17QSwFw#7!M`x2ju;{LM4T&QIO>*GhTV
zDvpNP%NDH%rb8Ob19cth(JR5dGqdAmr2`YbG-5|xZ}Z!`Sr^fVrRznisgHF~61SrJ
zXm{)11W=CoVaZ6GK(lnSsKKFY`)-T9-<>S_OzcZk;&f)q%uE)qSNp8u-Y4zCJC@`m
zg||Wt_)4LN^IpCX?tH6B_<N!yK&#<QN>@Yo(ojR3#WB~<fv2F}1%45xtGlE4o&DYe
z0iI)s`09bOe|*=&9Q9_C18`!J|8klZjtj$?SdQ5Jl(M%U+ik8+m&H7~eD21SWy;|k
zS<H^TlzqRt>r_m;&f6b+uH#!*I$0XtSBGd+eByD;EJemY>Qi(}SnrJXADe20u8(ya
z24S^*Hb;i6n2E(_#ntbdjVtcWFFy5BBQ$5OICbux8W@kdXWVRQ(0Vamnf`tj-o86o
z?2CyOHi;djjg_@ldwaS5$Q#jaF}~x-#gAqmo9<fS6~ZEkH%^vSn)+qksC%E)uhe34
z*OH|CAUeqGk;jRq-#fsnvOv4AQ~Qg~9(IB|wp{wS@X`_C6<Vad_Y$+ab4|i7)KM;b
z7PAL&3tJ!a#iVEF?qryxzdii6Kq<w7!ld0OG<hW=FWA=j*6~z+su^znsG013(JMkz
zLfq!|1WxMN{M567R`Hk3-fDfm+<Uu0UqK;HDK12eyPkuOi-vi8JU?VvJ3VEiT5P#H
zeZ9a*y+3q7t9$K~lehbL-adZ8Yo(Li_ZNb0T=fcDcNn|4J$lq@oU`<KaYc(*{bVH&
zeOh~Zrf%gHpT_&a>uL;0FTK~Va_R)?i05U6^{SuNBlQY)hu`NFWFlJkykOR`?}r^c
zk#6U4Sy8R(fWg;B&n)jfGRT?60M@u-S7-=3bU^7(PuLYFrj6e~SqOym8k9I;x?Q~y
zZDICe{kETezvA9FD^p^WPTCwOzHaT3gJRmWzFQW5C-ORDOyiW<+(^BW{G-VUP?y`Q
zy7cl9x+}P>z&mAoDQLd<(MbzD)1lP7yrnPb@0*EB%+7|CY0>rA_s7#_UrSq`Jdb*B
zb~tM5FDA=;W-3so!RUH&2pVZJsBd<->Za<+^S#=i8pF|(!OMoGFR%WU8;X)}d-mGC
z*U)hzwII1P{M6C%+cEx=Xf(F7bYMD*gyshlue5Aw|CiY2Ve|L3^>ndf-4{1i5OXs1
z^;8va)zu*`SM&YjqgfsGucf(9m?puR?=L(Ye^fK#wq1IAlDVSf70wKEX?wH8_OdNw
zu9FOS15S0*+il2NEAD{%llK3<-V1UUFS!0j##J*Diy$kJk6@w*S6FJTC@Xjxc)^!9
zkLI1pJF^_q{85u|^Bo>-Y8K^OWyBRXnO7?RSa)OY+5?wdV_B?8UgE(8*cE9&S!A!J
zoaBx(?k6kI(qu%WuZD;KpHJHK4Fh(u5#frZpsG8`sRj!9j^#3T%x1@}Fw`@JL=u>I
zfg}dz>|eyz6`z?1QFLGi_UzE6X%eyUDqm@pVG)V=>4u01Gn{-g2Na2LA0n1F;G*^P
zM?XLX7pUysEUmkHenA2eUrrjJ{Is_f7-BfW4gSLRu2|&j*#_*lJZyl$7Ir8FI*bc-
zpGWwGR7wuR6t|_16jMC`d=V9SIU^+w*?E?<Q4R+E$G5En!%^b%xKF;8%M@e?RF+J7
zJ_tKBDKRia5ryGCfaX@5DP7KsD7qXXcY*X2;*Ha3!+4SNtVrngcE$WWIb!CEb_m9%
zpJAqJTaO(0ic=fHe^|$~U^NgFr8&5jIhM|WUrXcV{E^PY>%M`|7L)=a(npd~)i8vX
zd;6S6M-P(0vkt)FAsT5KM3sfIa>gQ+1}M4VG_!JWNl)N#FOt(IszhGLS^TB6wn3B{
z2nV16mOl4A1Jay_2meC!#pwds;#~G1Eb5#3W;KZ0Zy@PYNae%y>XEaj<v9NaL<Ug5
zX%Xn;sf;besMccKp~`FSQF`u-O{d%@YYrhp^yeN#Di7N23%M(FCSwa1b_1L6;F^1M
zk7dlnyE}@hI?$xi4?w@iAcuoEKN-MUD`%6tx)BHwCcl79t3DQQ5Quri??z(JZtg0Z
z5f{GuAGoV6{oOo4A%GUb#w2k^E8z7TM(xdTU2|~W{6vW4DH*8*(lVQ#-OT(Yu?+#X
z5F*j|G#5MBNp<;+bXVQ$BguwY{)EB;mvJA3<vgLsj+Fg_jLogMj1HICA$XEHMlBnn
zx2)^}a?93X<dZ#Lr$G7~PHZ)<wG5Q0BuVaHhlg@CS|K*<4IiGHB)CeaUMKPeLZSbT
zQZoe+iIB!e+KB;t%+UaVh}-E2ncf8ah^*DHWy_zMXBB>1?h{sIlcU9FH#mfDQ-p|i
zOt23%1Tr+HnLa`ZKGvVKGMMz_08<QFA@#h7NK!9;o{{n&welEC7F+0shlr9c>p;yn
zFhH7X198NK_@OF#_Oxzz`yRfO+q0Hmx-<iTBb=&XzX-eFkBer-6>tCqkJz(_Aa8j?
z&nlVVoel~j9&+$CXjNr_l~@Gum9Hc_=gP4#-1ornihc$WS2#=Cvv&m~wxh)LPL6??
zWeSl4Q!j!fwR27TDQ?R-35%>O-PY4$k#gJ0cThSW%iuDRP>Ad~hT1zR<TwBu2@p1S
z(U0jKz^8uTX!A6e;JbXc4Y!d%4auN_imYMDpo$9_9;e}G-12E|lu8Xa91ZQQIoANH
zTttkh2#RyQfZ+n&$V8SttICAZ9IIaV<Ej^J2N84JlVCOmw-hOfFIs0kSB(5QaDsd0
zJq%$l4cm=Bp}9N9qZOKEb>GG{zt5+pg+M<!amhol;$}ndUi|g145}CU+WQJBe{>(W
z4wU{5ZD&!@DouZgLZmAq^1u)r=iq(~%C>LMRtNdb*@tj>A(AZdfDw@PuZmP7Hj@1T
zI|-S`pQ#38OzUA}&pm7pLP2Ry6?M;Y*l{fFMi_k=9<zKD<5@w)j02M#TCT+GpDx&X
z8sqdV#(CX|FhIc;5{gyVaBIJ)((7<rHg)P1^v(^pdx%l+ooXY7cr2>N4Z?v7WGH~{
z^#`^r`}fsR-T!IPOuV7`A2)ul%e)cyPKy%F(x*+O(jv<YW?Hq<E)~<Jlu%*BFn3%^
zC29GTN}05;w4yLGRHQJKko6|n&5V7RG4uWW&iVZhuk(7I=bXpRyxJ<@)(a%ltZH>0
zQX&b?LymWi`WlBGvJC=`TR<%oAloiAk|@bFTShsoq9yDy+7K;XH`;}FuYyZIsrRVo
zLe|D%AZi9@!+WGm-cZ92wj(`uT9GMrqQL$<M4U^+=3;Hm;tFK+K04m$c9+$v+|QBD
zV=%MSVo4ZvmM+ML<vy-*8^zfbf{r)Hj+iH_1km*O@e~<dYe-jTN*n~xqzaMY=wx^V
zeLkQM{sqf*GoGN@6k2l@%dV-HU!i2$SZZ^!&8Hrah>rtmPB-pOfQJptt@OKl#92bH
zM($?Zr-U;2z;Hh1X+w!o;Rm+5Kzqbb-@1__XrkJU+JU=zw{GGGpPJU!$!SUT1CmUM
ze>UMV+!zD+tz~A#R;{mCS-y9mS3gAyX2+gvhU0q+?YC5kPtcMd9FI@AevUY5v{DBh
z2abM3#Bq?b8iM#zzNSUvk~KS&{47nKhV^A0DyB6_MvZXqDi^9Y@RO3J@yxyw@1z91
z1Ya(odOZQTv}>-AaVRr-J;M_D+!z9VHHE(NaVB5RQ)eoiy#gWiAoJjye3&N&x(isi
z1?`~#qU3cTzJcIskchtc$Ba<0^gD;z%&~b!Y?xr_HAGIT6OFDDwvlK;J6ir4845T-
zY5fcDR*$gixpz?Y9=5Se4&JenNU$8Cs|=A8C5g`upGC*NkP%^a=K7<hv`OXB&Mc0_
z1nmZz;HW9nm>wbzmyW4Sy^xPs8xAm8Ru83qe>p#B(k=94>rUnYUq>RDd`#^4C|;3G
zBpf9-EgwgIUaaIMevqsfWV-!577F?*$6i14<E4gx<#pETT<qyhuzu4>%rDuc!N}k=
zaLgw#F8c0kGv}kgif13(cK4^q=C<@y2Q9XmF`CcW-}8W94i6gOuY()7<Q!owqSuOq
z6-dWVuICwCnE-7-lE1-MT~a~|?m(iCG{fD*@9z;VObKGRoV%y*5}&uTGiWqs`oZm`
zLK<&P6=DOyQJPSBA(BC}Ib?LSpkG?LYbR4$2cyrWWi)(@tMRO2mgw~;ddPbgG$78K
zq~+ew&THxl<po%TA>qL%%x{gLuFryCwpWev0n6(nx1S%3Y_cmy*CX)QAl&wXQtG-M
zqih7aPHAQheBaqvXJpmajOH8?KRNN0lkRk2tQRPVb<^EN`}$0CHi5TmDPgQT;aL}=
zpoGjmikme&?I=(-oga>*?&6wiO&Er6BK}KAu~5NzVBJ)Em!+oY&jv?ab*Hj2HUaB?
zePG2a1L&8mELj)1PM>##4LxLumm<E`CeX4B{WO#6MGR#nRe_gs?3zSYL&{uY#W87r
zI5bYRlHGb<_^}tyP+sjpSLd1~KzvUzXB&vzS`^5xsv|43YgD9yQeaFkcSSC>GauQ-
z!)Ll^P!;;lPpb)FIYOiMZli^#FBx!J&Tbc=UunF*NN^3;y#%D}1_yt;)@%WOpCmu%
z$yfHqaaxqPWMvmTcPkLJrtW=7*bXYs(++kBOLzDrD#a}oO{>ZXc1tK!KF#)wv&cHQ
zBo#%<h9R4&T8c!CuAZ%`5vW>PWoc~$^d7*sfba?tUD`Z{RF|ZL%}NTOvA-F-*$()*
z`VcyF@Gs&GC6%KgE~>?PUyEFkpk6ehw_ba7kIL<%x6#^8o`GgzIV*g<M%w`A3iHzu
zCukqTMj_@671C5i6z7Fl&vW78JYtiJT~ZZ1+7OGub-%NS#;4IC;7t^>=>!=B3_EDr
zg^;6yoQK&V*mKnJ1@g{Xnk`4y(%3Z7P1`PP<M}hR548%8N!GsmDx)q^ulIersR6k8
z0LT_1IfdUsiZ+UDJ+Sti_O|k8&aE>jv812FCE&RA)xme6syq6@tg-uo??iE4m;DEZ
zi=$7sxM0vBNFe_Mr->m7C+r_@;}vJG!x$Aiq|5AX$JZ#4YmUdri4>Q#vMJTDh$^q7
zK})J=&`Pf`X<u|87+ES_7$)}wbjKMc$Z|Hic6O*I?rj5wlHrC+kfua%)=!Undtwp$
z^lhl2T)&@>Cu~U`Kn*2th}U&8P86JY2H{NQJRWDFr5Uc#75og#SWGQL!(T6XT!@H_
zf){l&`&&MAO8v}KA81)U%ycP|=`5WSF)Cp)7WQ??86l8_NDnAP=Vx88bt(OgvDInc
zhQl)u4|#%P!xnHX5)7xZ<~D6BX}``^Z2;;Cu(%%foZS}*gsGx=;xb4Yiu1M(Gmclo
zH+ntnOV*|_pi7{*OPG=M7)%yHaahE2^yHKYYG07v;r+*|sw$bYe3)9hI0Tw>+5*0n
zeiVv1vH^>xcfF#?S4pc5M3_B(Leu^l^mhkF-KW^?ct@Ol1sXjAzMqDgfkK#5CzH<=
zi%N|KEHUlBF$)^FjX8Fl4)H;WxTh29;r=d0O_AuA@p3$yfL;ozLU72@vPXqmU85Q5
z8FxdmoM;eqgy+Y{&r+uPfpK3r-&=G}RKtx&jLX$=bGHMDi6C0Kp@Y*hKC41&-vKLU
zjW;MLzRVn4zWL_%)Fq*0s@gDSGQMpmXy?e+N67ycAvgaSHp8!%M_&NvQ}kIw(rgzf
zK|rOpA)$cLXBZumU@v|D38^+zUn^~w-qG#ovGQzGVhWCY;zMKaVhvdjGqZ8MlGlzN
z`tF?Zm~%51fx=c)bN^{^Kq6G<LE<rSMLWdvvg;@dZkLweN6mHXH_aEnMM#-%)@y{j
z05|T0cIl4=0RKg*{p^eax7r$bbZ`2UkA!^55wloN@V$4!-zx6z$@@MLn!Vse0dws1
z5L0Y($yo0}gpA0?p!o|;^^EYuP*r!#4E8J+mHpT~#rK~SAnf`R*YBgle`4(3qANiA
zPY3lIh13_R^rm%onV5wINPGSCTuCP~ZiAl8{DZ#Tzsv}#gXN~<Cijx}Io_^besc$x
z@D_ePW59fV!yi64yz?Ux-&Vt~=N?R<1@ED8u9zB4rq@mvXZK2fvQ!!$W^oQh;5w1y
zObW%-`W@2PY-c-9Fy@O<63bJymdr%a?Y~=CcBR`k@tJ~k*RRYtmI&PHNO1)mHGVY>
zbN!%?d4jwjP{x6;`t)@yJXcb77@RcvePcX}cLW4E9avZ^_>1Zu5oA_Uqf99vBde#*
zh+fuk&dKFRbAdB?N?+3Jy0mg;sC@Rr*pMvgw%g329@6b)HZfw{*RO<_kI_R8kwrV2
zrKe_y`!T%a$qr-t{xkVx7c&5<o)1Ug_H2if`rTo_aB``+*qLmyV82Ij`;6PigGw(K
z`yK{&M^35kF0%|w&jDM6z3B5tF_S#VKX;LM#^W$MlTf=0qb*&^S~#Q<FWCv|N1nV!
zmNF<UZTn-)<6Fu8xyg@%z#f~M*|gSa)gopH?v(%i_(I-YnjzEZ`$HW*DhQmsl^KRF
zC}btQ8hiBd57Dl1(y~Z$!?aPnFjcl6xV327{XIXq<^NPpd$uNV?r*U+<HY-RyaZvG
z<+1fn@s*D9Y!nXzb3@5Y4feIS@1us|d~bMmyZF6v_$OMx1Nm~`{kCDSN;H&O!3RZ?
z=@|p8wT?P%7;lPR-kTU7`(Q~3IbG|txWvDg#NQxQnn#PapIz3?xj53gK8(7m2t7og
z&I2B)+d`6-(8m2(h?PGWHd|NNRzeC$D76izObQ;KMx0xec3PtkxcLB)``>yy^VYSN
zBNf@G<?y2=tl;_lS8SKEUyD3?LvFNO{=@XbtUPxa{S2v)-TV^zIb>DGMgFSLReRn)
zFS!L>U*2lw!1J%BT;A}7PRh(;GvO(7ga0wwOcb2>G~2WWp`=Morx^3B?LUa&a^5e?
z%d}VOpoV}M*EX6;pgiau)c5<zy}$N~<}%|auKD+ORGs~?$lvWr>XxO6>9^OU2Tr!X
z?tE-5yZqF!C(U*o$85reyBlNW#%9>#y9=meMzS@(Tzl3TIGuZcp#8kl*P-||TSLnS
zWgd5mi3_((_AGbLNr=36eC&0N;TY6ow~fne{|RP&jn;{|j?ozvUiSJaCLdDx9p`6U
zUAG}~f=Bs&^+kGb&e?mbVy;xe7Ndd9pVgtauM}=wxlp7HZMs;JcV*+1P#0zic6zbV
z{({0W@6EnW;+G2Ur&JbSVI63%*wx?ud|Hhe`{4aCYs!!fHs@TouH3w-L0~vs#P3@d
zh1_s{t9@~1a#_L_pStg@8<PF)UmRS<E_c9hpHEd^pxld3JAD1hlgT%FoJ2cym)*AS
zE$#E3mv{HWq$fl10@KX#+*2*}QJ3UXvoiMx(nrg}-;6%GoMk^JKjm(<;jsqKI)`_9
z^r_X{q=9EiyR&9~-RqvU@5`ZhYzy4P>-N05c(m9lId4qU?Mb^fjk0@Wc6z3kePrHT
zNw)gMs>x5De|d7p$I8Uo=hx-qGv<F?=9%>Zzc(k@ykzYD;tdhnwS6-R;_}b^yLsM^
z28U5@4LN>p7YAQ_#P)3ov0fka^7B|^7X9)=|Km-@C$<vP$D1NuUmmyo?0OdMJ#NR9
zbrrUon%6#kH{RIo+qA=md*CyqPu1DwdpBE+u6-zv_Y#ZOY^v}`4^-|ySMsU3>)y<0
zuj6ZXc_%qX?G>o~smqSOvN=ah^w=HWUAy55J?c7#q2)L~H1|eE{hq&UX=<A;#4e#`
zOs3Bb=c`*^HQzr~@;T*n_s`9l+xB^XXIfFldSCvuvhl$(p1Y$ZWRZA!g;8@>$l$t_
z^4a_AvM+l?1YY|w_1wFVfpb_qo<4r9Uqrcq5fW-gT^jRd@r^_5?w_LsnF5zQ`XBU=
zX=!4uEB*2Ul#;ePx!ZZ&<+k3joaIY5KQ%J_v;#LESCz0ivMzdW_Jl-_c@|F|?*F%s
zx1teQ1ed8|vX?QfPP$2B53DMm^Gup`rXP-LeYo`WVe2E4UX8}7o}NrIvs1+@`--E+
za!RJe{{P!vI}?q9b`CSNzh;}SYAwK4{&n^YGdQh7?;aL^uLKK^F|<-zpXSmJ#Iuwj
z{9j_)8iCkXNqTshr&NnpJHP|?T;d<q!us--s7}Zov;4$*D0Xa}7z)PwNY%g5V+RLc
zy&@KnvGt<zt=v{00M_y{!<b7Or3Q}(Yd7~Z`h;efIhvpG;UDT}7BfZPauO_4=x=^O
zV|;i;g$QH4Rk;#Ru*i_H;t9PAUmQQz&ZFR^3w6OLSsrnV=UL9@&8{(;HL2GS2^qa;
zqM_9Z&K);KYIsI|0~|@?)kfehY078aV)GVryqfSm4y4D7+=jL0(2vzhapjos)OJWE
zfr1s{2`*%&f~?dJQapKfFO^)EbOtnoG6Y9qE)WjO<Vaoq5X9k27fn34o2FG8HGNDi
z%0YB_5at~s7IO|~A)JMy<~P9m%-BbPtqE+<LW9aRxYt9cho#l<&bS#67AA39$HZEX
z7()UOQHtQRk&mwS8I<j5BXAO5we#C=Nx^UC{SUOuMV!xUuQ%)>Q|&iavV~pnIyPrB
z<$DYmIL0}=k)h`5H48C={?s{FrthoeCeq3u@|iZslb^%mjtM}MbceBbKMop@$!`j^
z<S8K(|3E2g$R&h#po}HU8PI9q_fhB3&W`s!NPY#vCdAh^(gCu?2HYZ5LqbsxIpYr!
zJrxt2h3TVj0?Sr(Un@G?>#Y7cBm#SY#(9*q$vH`YD^Jlu1pb?QHkNLeCY(7!YuciZ
zJ_bGwd)Rc!jQi1u<-+MXNS(lqVA~~?5+i!dkxz9Z%N90^Vsa2(zU*lO_tF<`h0Ixf
zjO^%Ro=>9|u$eElZm(EWbm&1CX7Cl+kt|`k^Qk@&8J~K5;~#?Kt6AzTLxmS|kOyn^
zy-Ln=w(9;XB4Jy6bPqFLhuF01p@Wgsc((e6-q$(`neOcjqS}C#%2H1mEUWrgngZ}h
zQ1^_cu6MSxH*(nr?&u`gRZOv^R~E>2X&p5zp5U_z;86=E3=8P0Fk3BG!Q9x%P;3JI
zD!s$8w+ejE$jBHLlt^f!0o4@FxenOz+Lbu?#1l6*!(^SW=f*?9!GB@yAhs+EX{=+4
z6`a;@4LjKG?IREJ5fQy<yW$rTMZ&vWvCH>Qke4?Wb%o1+%(H3aXV{FBTVquQ@Z@JN
zxt<N8ojs>M(#rQ}D;=?>wOHR``d6wb3I`z*)eqRMy`mz&f~CxN$gr*aUt#KdB-0yS
z$Qw7&@FE*usy(1A2*7YApg=1%H0^@$q<!XQx9=etcjFlE7Ch>bN(S9llz{aI!RAN8
z*DQIw^KlZfeho%uGys=HIy#gOT=U?G)nnpA46wX#@tsjv#K3H(&DSZ!kq<~SI<g`L
zY~#Dd*UMsd(?dK&25xj-UAc8%E6x3$J&)NfUiKc3g0X#3|2CoTo>1NX8+<)(Czwmu
z;D1r8F45CqpthiIryJUtO8ItwrX<Zh4~TZO(ZVO(ly02wTcqGbPZSsOgAKLaM&+`p
z=7C<A`?YY-QoS$ZjDYi_5pG0`BuIILUdxA42$vI3cP@ODCEsckTT6q~ZW+)Gu`9HG
zx000nEC<<hI+*hHWZ@=oSU&R4bidM9$P$6kA*c(!wW;`s36ESEr7Ez0hWLCDKx<vq
z7k-YT@S}mtI$gA5Ib5V|Nbh8(?E76!Q>|cR=p0DCXYXNEH}rQk1Aj(mL#6r)rQtls
z^T0{HW(J##Gcd~~1bX4Ak3_4TynqJfdk7^6CY<~M`4nPcT<~83*4O0yAB{)rV9X($
zt>Af$Pnp!o3+1r!3&*MlN42@qa|zaQ+$$IT3g^SZHpG7;eH@8@DI`9xk$6auFS<|#
zTKs`hF^^tUK3L{*ZOJ?9lpck6=NF{@3&PAL%zo&V_eLloKVljvQRzxT@vDU_;B)qO
zxG{ZQTIc>7z9X(dD_r}#tV!unCEGfzby(6W3ktw=k&LPZ`#TA`Jwv^{Cbf8x+LQrZ
z1=||N@2L!x)|BWoD`j8K>aUOcPY@eeUMk;ghKuFNCU|x@-KNE0_S!HiRlBmA*12w^
z<2KtXpP`zrAQQJrM=K!HSx;^50Q<|~RGdr=1v@8Xbg|@9nq_HUMW0)^**y)PC_2Yn
z1t)Q_O3Azu#_M@RM8##^0NqCBG5^KMqe)(Ipc~d~3kTlX8h>_cwu{)%Jn${%`Xs{A
z^AAm~0^Wbnz*E?=DdBkH2=uH?c25Z4dE}qn+<h7i^F^v`mxl88C_oMxu2v0@nqWX*
znR@BLsj1C0^^SBj!i1s=jllP=OT7ft-DUyI2<q2%k?#TuCHEp-o6c_S<YIg(u4Z+l
zqwn;o+|rBFrC;i0O~rZ_dccC&<hoZ3m2^f!j7c9lNyEFUlty6gL-n$Yfhsl4=Gw=l
zWwb@tTNz6H_TPs1RuRR8`d#DtFN>;s@Ud35AtSv$g1M)FfXk!DloG%5kzLQ#^CCjU
z&!Auu75tG-RzW9YgvtS^jMfw;@)m@W??q1Rc|>?HeeGSuW+~RbE+Q$tA1nBdRIa3J
zhuktxFr8ahV*BT3H5y>}bWAr>x1)x*P%0}sLN)G@?Jdq<z=&DZch&ud43iK&+u<Gq
z1y3(5yDxyFd}ccq?P!J9O%M*r+_+fG_(4YBLO!WP$My>MDWnt7zUrARc-%*tw9qBE
zO~2zgF!)TfIU@;91Wys&@-U7krKp}86w1*rWM-wMiSFeP^&dsNKECHOior%!(RUaM
z184NCv3$snvCJV{T&>k_@tz-_OKdx3^!N-wi*S-}cX68Dkgux#YY=>jLS&Bbl6LE9
z1gmJjah6Gi2sNy?Rx&d%Y7$@Wjo8+474uYf^ql?b1Ka+H5)KJF`F7*<wcTrq`f5~Y
z+Bvt+-O}OT2J#bBuaS|wzY?H@ISVDSd2K{K$(^n7s0B;i*wl()*?Yo)1tj)!jV`T&
z8@`*ARwIHrxt8ija>C4B=h|9ngUcEQV5X8_MGJt5J4=0`Kk9IM1g|O<Y>u##U%;3X
zBcxfDeOGDBhvvL?cF|e2?+t+}l~wg5HP*H2o+mgN$0|_pG)zXL=(qanXPTWcvauD7
z1u`Al_hLcoZ8R_=c#uym#{#~GQ8V<&XO?^kVSh55tTe{FO@^1&%htMz8y*q=>U*WE
z);EfVW@qS%_VB?LJp@o*?*}mWOkZ3pV@)hdtCv}f93DY8YemL+M4+N<__ydVp|4VK
z9!$_rp&L#c6+IFpU&?KOPQUFli<l+~i3YH1Mo>LBVQ6sd^s%OeQkvFQs}W}+{9y^A
zq2=u1RMMf(n4*^6m%vwDrQo|%_`G^zV-sw$3lS=y@f#r(IxCgJd*&SP?=O9Dw|POb
z$^Icso=42Q7=soNT9&D3*)})J#U0Wu8>MvtgHVQoV`pvFxafh%;~8qgr&>Pe#Jc`q
zBnd%(mMA@&FlmxJsg?a13DVO868O|#X3&(d;6M6Rd})|z797soYaUP#0Zl<{dsv=a
zgZ3!!W**O|0i9Hmf4C_$V<${`jLdO%JSNBOCaZ^^TVURu=+;2^)nB+-zq5=M&I0yU
zSnw=yWv!?}|LWgxa+ZS0uaKq`^n(}g&x<4y<m7kB*muZeH`U5;PG|r78(5Do%`Pj(
zlakk=gqY(YXm2%b*)h=?SJ$j<k>Xr6u0wZ3s~CM`<;c}+kar#AJTeSyC%2FW@(jdB
zhTG;4W<5d72Dll!RVSl)K^9a@)hDdq0c_pjCBH<sbuqeFT2{O7e;}s~tz7?th!;A!
z4v%-O7I`r_RWR+F>BU#bO%KcfGb*y7@kswBSS?)AiyC(6G&#h!4{;L~Lkjf18)w@K
zq>X!_vv3M4<DRBpLOA7vt`)AqQ`~sh_!(ifzBlV><=LD&eDOxz-d?f7E4hr6-I%3>
zuu$=e1fXh0*4>~L!SBamfsP{#cG2}H9}R?WZ?n?cXDB1U)cNY=n`9wiehTD!on>px
zaV^stHthT7opcku{C;#W(F-L<QdObzVHJvtMX9&J@YPukc*N>Ut4rQd@-hjCtw){#
zxd4=Ff(H3^JKFb_`ny_A3dhaNEuU74(spJY2mo`Y4HKam^o^A10a~l4fFHY#Z7fDK
zX8+<yT!{KBR=kfF{*dUW_+c2E1264@Q)|%XdkAZN?;^EUiCc6Sq_U)kP21bhKy%8?
z2<l-<`xhlil2`tUik}0=Kqx7T&;WfM&Co1r;xH<$7bdbSuTCloAGTnAqb&<JDm(!u
z_8HabW+^%6rHLnKTG62&+`Oq@VcS8N=h9~uE#L*vc_;A=hbn1{EKQ=w!XI+lHn6Ia
zgO5vo%5sN>jSc9Qx9DWk;YPyOi6Lm=LS=}wQS@ecrTL<0SK|b}c%~Td6r;*{KWjv)
z>vJ6ch(bmf*V)EtLzT0Q7?%U&-&9f|VSApw4CbqF*?%538&8LpI>u`Te$vYKYI>gg
ztE3LBBAK;(hC<pP6Wl=^mqRuggsGEwMh>!fLTj#)Eb3aB$dV6%<Xe^89sh{SSmGz5
ztGPsEYG(`Tmt`>Yp0M7_*_%sPIK_>olL0D-H=vK~;tU|ZYb}z3GvsyLGYiELY;~Ug
z)S&F|SaZJ&zS#dmj1iNbaGFwm7k6}=@{ZUUEpuvdbqq9`O+!+v^`4wUGxk#~<{74~
z*zE7Qe|KIY@3OP{KzbG{tCE;PW03J-EX&s}#tK)}*^1Q(Qc~C}E*t5cdV8a&xk2Vp
z)qtKfwSv0Qoo7bnx1*#b+r6<@SjBFA825Q1eQFjc%0?u7z>bqekH*djEy~b{{Yk1)
zmV0Menu2`q=2PLEbv~;4DzI;t=vZQnnKYZo38Q44V>vD#nXVKs>OYl{0-kPRAKa~3
z^@aA7;|@*uZ+fr}a&zq*@M*7md3oDuR6~QKsxOaA5#%UP{nW9JTXA>0DVdcYjq1Nu
zP#hdxiYzT=%0ud5p0%Bxuc{c97}2v#bh{K}$^-p)tm!Or&!D^zQt>_O^dKAYpHMWn
zLY84&72e0>)r*Yxa1sWj8!EU-_a;=y^z&4gYPowJ1)cx7gs!!-ka7jgz8ByKrcDO9
z@3H7B<{2SiR5n!Ztcf|y4nI-XNVwG~H9spM&j_-kUAClDa!N`Vh=l1Z_isbuQ+(!-
zu$N_Ay2Lk|FxW`A)}V@W`jQjCHW1?H5s{^Yu22+nn)Of=b^SLA9gy+L=3*(Nvzl#q
z*{U-fPuA+gfR7d4hVHv!EzqOr#aG0=N>TkT@N|x9V)=g3Tp|7zS9TJFca**AhRXE8
z%Q00pG3aGx+lao~Zzn3_FSd-N7SdkZ6HYl{@;$uOa}1~I1>&*vr=Kl$Zk)Q|e^5&U
z1QY-O00;o*Yu8#S;#u(5LjVBgL;wH@0000mFJmt<FETGMOn7-bRPPu6jLTfhn5!&}
zY8I`wYLX<(hWaRqqC(NMNu^9>XUvRCNh<9WHI<@LjY7yWBSo@hCoz_?8~ZS0%+L4t
z`{(z%ulu^&dCqg5bKd8i_j8qyw~+{hDguE}M*Oo!Ah3&fr8)>i`r>Jry-Cjd--l#Z
z#5%mWHh=8^cmj*M<a}q%vIn{COPwxSY(#8WJi;TA#Z{a4=x#DNkb1^Sci{0|e+ngL
z)qw(Y%}w-YA?h)<w<$Xw8Fx4$<0Lw9J&xPwyrnv?yU8)#FU3YWn+_N{?4=YHJzVE^
zDb8(twyrSE#js9NH&tkUKv}p;MR&llGhA%c5uW<o$;C!RcN1&VfdaSN#{0jmen@%c
zq<iMkorqg!9=#IdTnirVzx`^!Q8(OqJh8}pPiL=A+`~I@WoD`*RU4K1*CCt!CMQRn
zkz$wDnX}a4?(|g@PmRaORq9KllwUYJx*9i#TuL<1LGBz=D85XCp)TQ4ktkercMitf
zCFs1S&U($znUNxgNCuU}aAxq@!7^HnwH+hDb)O2;7#PqzPGbJ5kTOP^!Gm(ZeiZQR
zf%p?dej|iRk`ia|D}S@cWVBWRjXuLo9|X=ptA5Ibub`PxOf*^W7V`P#edrIM>mU&x
zs{p0==plgCAI{4hf?fB(^l238bPM3}jl%d1;!;Q8B@4naitiMJo`BwWz@>)>AuG`6
z4%m~6Bo1?#^YBgru^$)}<IB$$e1o}FWAjL~m~oLryC<UuLkPCkHOg!)!JP?FScLQ?
zSnT_Gp1};PE~U|}cx_<D3=~uZjgi@+N`k2vjvWM6wZX1Z6rmXedqMko`t=o3P8O8A
z43%!JB}KFjW0YV=7O8T9rA4m<>0fpdj_9EZaD^CkV2Om2OU5>WCx+o>YT}Q1MwA+Q
z<zB+DM3fC7M!9WzvJQe_OAm)GhE>GKY%5l+4EVJ6kPiD?(H+8(tI%#Vq5Kap!5aH6
zhJ8V}=n>5QIRYfj@cxl!HPKNS0DMcAMRUjMOmjoUu#tyC^!Hp1XgmbXyU)^2;Ny3R
zkt$L6_@e}pKHAWqRl5zxB)C1J#OA<4(=@1E!L4ipF*g2EZYm%KAA8D$3=x%?Kna<b
zz^i3~R2gCv{)ZO@5TYmG-wlys7LUp0?qJbED<Rc%h$j(TAUFkaxgD9H0g2NpVsVCV
zbGds7vqQlBe8|$sk`!AWJ`A7Egd!Soy}JtGD3fsp{~RHa1?_(wXgV({At0hCzTUTF
zK+1;iKd8Q=z*C865So$EO1DWls#_p*zyK7|{qAt2s7io9|AdT#gRQ6{*Avv-0_!);
zU0?+OzakrkKujeV#Ui!h-3VIU(?s9xa^aKi&ab0%HkgqEUau$U%o2Eiz?*Y`*@pQS
z3j*R=$Oi?pEEez$GD3^@Nzcf!miJtGF$H1KP9e60^KD2(_X%Rc4Bhb;_{1)82DW7h
z{#d88NI!(4+IQhJLuWRvc>>%hh3^#;44uCH(Pq08j4HUIchLOb0l>Ej92)?ROHNR0
zn?PnI-rNUoz7jh-LU6dl;wMuavct|v=(i=J#Slsn1@nv+sepfu%Db$ud^To^8v%1S
zu}E%m25%P3crz>f@DsAgC8(AQiOXhbFCqarTmqul^T<6cUKtA!A?0~h30|L*h)$MA
zj3WIA336_o60mm&{-c7b$_EQsTE397HkP)I#Ed9JudEjuT!=*MAzL<pO7p@C3P|S@
zrUU(cnA_O_DFc9c6X+!&?wo^v5ZreWZ1O>>HkR3%2QqTP(df$NP(p+p;3x!rP#a6o
zGzXHVgtuDYvBfaR1ZmLnpOLjPt5^W|(Lr`u5cW`7o<p7^7}VBvZo(-j>TS57pPI0V
zM0^ez_R_V*+=l{Q&pgAu3c8R2=8;=2VeF3(u&a^q+#tXxgsMj)X<>w^aE27T-wT$?
z!Mh8*DHiQG$@i5Q*vl9*Od<rt%`^0N5RNR?2TdJp0vpQFrn>W>4v<p&3TOp?iQ!gq
zODgn4#wZlfJXy@jTiU3#4%0}OLCB~iLKT`MY%sySYU%>-BZyL;;1yhLg+!r(r1084
zWfc3TM8e@isO&rw61E;+Ixs9epoZpj;HMrDVuuKB4d6=|?+0TneK#TT5>#6Q6-^`W
zAK<Ns_vHB%g5WSHZUMRzxyY~W;6_dKNy|t<zW|Y7-ESAlVq6n&)Md2$?c4=W9gi&-
zh0bPCNLdu(6btd?6KHF*cb@lclr9l|T|oSvLz>Odn!)iCVmQxIFm5KGjy-D!34g&$
zYUpT7C`xR>v-=5O{|GwaOOFux<(%eCE3uWm>;x9#U6#`C9gz%6Y-|C99~S;$xujrF
zh)JNqWAL+pCZ`zwfIRzzS-o(sE;bh|V=+&a$%%48K$(;!dPq>E9TV+b%N6=ac&y1E
z5g>`htR`qB3Pe><*iQiL1T8*s!52R$%o$-Hg)|R-oT%A4!x6(#V<4wsmxD~GG71>z
zVpTmNX+tdDSvmd1FqyGbjH+jIYK6RFieV?{@f+Y(%z-yL;7wGQCy`=D9V}<AoW;u#
zAPi-|98{SPVia_fL12u<xYx-dwi61t-0>M&xdgckYaS{b18;UjD{f2xBnfP+zko0q
z0;0u%AeYJrB%4wbCCETRMgh3ah}5s(w$A`4gWH4#?iYg2XUJ^;m|~GOgwmwIWoYR*
zS_;>;LB^GEr2>2_7lwT80|Te%-_R{RAujfK(q$IS4&UnmIRPLSNt1kDpiM%lCQvlR
zunqjlV!BMj7mA>;Ca|KeJ)c0ebXo`xXUatVPYJ4Hc$WbIXG)krPAGlHa@k4}j6m3a
zxJ1CYxe20)5lbizt(1_R3|<RF>;#+U;5N3FErYmgoE|~R9kEFm=9b7r!H=5>v<dKx
z7a<wl3Y2WXLh2Uoh0xN|k%GFUKXV|T&ATH*?y3YTSbSzLxIGJG;fo>8307?q2)v%B
zO)YS|M_CE(a_+NHx;#>_1Y5a*nwtlqE<?(OcIX-?K!P|*h;9JAU&s+nAU_W4@N=G(
zkS+nwE0c%;Anzp<O-+xfglujSW-EcsGeBb=r1Tq@QP6*ZUgN((gp9FKC0&NtwIKW`
zLk{8H8^Aq_NOSv0pPz=%f(zjZ0T2Z*$f3AjLT{WQN^61OYXqmmC(_9(?<g%}6_yS!
zq_kG>LADrJ9uyo(tG1ORbtgGEEc(gd#(pt8`rjV!*lXm(DK2>ey%-(|w;imfj!~)U
zOGbfHp;|Zz(p^H^znz3_kE~UIu5<7#__PCPUjTbY8OBn^DtQ)ItB0Smpqb2oA3EWS
z!y85g(P1t#$omwRb}&jA#ov@dCBCs;?Bf(sKKKGs{=0)~uA&n+#TDR(J8c+Sa~tVd
zN)}(iqu0?){j)w|GK~twu>`5$?gjEFaRxlq0%~18sqrzKQHDc%6v}9YkMF1f;ZS#|
zBTQc~D+FW3f-Pqu&IFH=5AE-RPLFBqIH2j<NJpuA^uwS3RlliN-(_Vu8)Ml!Ua!7&
zA7W<NMt$Den1H??3I*I4vY=4V)A~O|pFcS9RDfEKSch1RSaK~zOMB^3@c|vl-r;D&
z@7}8oj_olwhzq~!plT4+GFrG}pVM%PYP<FA7VCZ7sEw$LV*79FmR=i8@ohfnWP0JE
zI64|zq8I!{@;*dq#QImDxU{4Dg0{F&`<g}Ox8H>l>&$Q84(fc1PHfTrR`^8;2}IF3
zNW{70UfPFszFpYY?q#wu?y!^J#r35@{+rj7rnH0~YFFEbhEvmRDPdOKYFbJvFKG9^
zJ^yL56tTobD^{dXNCu%hpVGs@XaGRJrt-&e3@$fj3fWFc4<oE>BMf)<f)A$X7UNK5
zF0_WuK-7XC*|%{cu!|HrI}SAvX3L?(=}{1I!C&C1j?V7~Xp6{^3+4!^J_H?!P;r^c
zNWUIgOJdhb5w&bi%`}&J2nDZ@Av#m34h!@cvhNV&vW7alKszr%-q64*w*x4NCOXSv
zC3dBZteQqub(;c0rJ@()*>dpDyl^#};JbN2c$zSkM$SE$PDP-&Cm@#vj{bHkBa7hY
z#7Ibg%5qtWK1qajN`TL;uqt|^9yTLc#`#Gpm&4X_?xq^}HCfd=7=!9%yClo#$y3}p
zD)X;|rYzyE9s#6jQ7mE>mAQu?2u~2G^ZO|zJl0$kDY`ZUSC>l#XCSj$OneMMb)FtT
zxCaUlTHy>e2{%W90J6b3h_ju<nUQfH%4vCoVcGU+LcjM!BngL&RS+|&u}Oq`!}x|$
zDd77G^7$<T@S_w_F;qgB&qSdIEm?>mmgs{8DWUzGKoDOY$zL-G$DE)pX5uXtOE7up
z^9SfkJSBZZ3ZKRV5!$~?c_|kS`ak+y2(p$56nI)CgZYU<QvxRD>C}H9ewYrSmxl&6
zfG0~RG@e{UO9AZ(?xRC+847@#!9YTKBq22m37pG=;_&D-e<}SQD1h7-3eo0Dh+Wo~
zpwiB8);wKGVcKBZJHh|vxyoz~wVyr%u6zOpApxIB&PX^-HG(vZ(P{#9j2R@_CKra_
zgaTj@R{l|i(1u6;w8Bg&k1ylRfoVn%(aI$dhhF|0(u@2mN1l-(IOLWhc-a)F08#0+
z3~FpUe&xqu;A{uD4~6<Q1P8K<2o4S4XKidj2iTV#2$$ukq6L{7!x^)9#yM(vAtB3{
z>K;l$m<|D+EZ(e4CJ6ZfeuIUsPgq10nN}~LwTZ#ju!ylxNP4jz%-<>zBDx8+`B3C-
zF0vd-o<iy$6$7!<{v9(SIh<Pc7i3{jm*v300cc~bl%a~ogb&xTXx~w&h+;M={cZ#;
zohle$aCS9=oBx3)y1PK7#6C7N%ZdWgjw6Klj9Fl(l=uZ4Aq<bw1z+OWq={+)!7#Zz
zU${U;EW`G{U1YnYevsom%exDiHi9eN3HB4f^;R&R#aCjBCPYUFhWo#?is4(&5jBwV
zB&h7er`#iG-2wf?$7bm_ey>0y0u{)<1?Y;OlyQbFxcZNq2A;{LGCK*wSGdTqBNFg$
zB@pmfKs-h0U4}(R5K_Gg!1M38LQFV^%e^^)$X+0Rq`JHO0eRLwQr`L$Flvsj<tGKy
z*Aoy|v^dLENr)D3K?+R_0~2f(ul8guxupdh7zWqPfIp>zVe3)&SRcI|fMYs9fPh6$
zapPFE)!{C|tXjuty2&JQ1Ux$epIYyy(gM%V@NnlN6I==9)%e_OkiEbSrXse<xxDS9
z1w^|TzL9*1!1#!OFS5ppcaf<sxeVUaqgi0_u}8tl*F;Z|#qfbH@WDK{bbsGoCAfzW
z@txpsc>+EwB`*B~!W4evTPorof$vSAtw5(20-BS8fIujgik+o*MEWD<(Wuptgvydp
zO8H+h&DSdSHdrq}q;<kEb94tb@kBcGh*ImwVni?UI~K<d0LD@XQ=dLj4C|*5rV!^V
zLre5h$`BQTpN5(#<ziqqa)F^eO&<*>WgLqn_2CUC!JLxil^Z-{^wAmc;YO%pEs4mZ
zjQxSh{qXa93Yvg0HAG>~QngBz;2$5HmT_gAaUBvZ>@R$xAMlWKFILSUSF&qIx(Gy*
z@)fjEq&|906_g>Tw+59@3Pk>Y+58@sh&;9rrMGQH_+>_fp5}&c7I3cQK=W_OBJE$G
z<|xd=pyLZ?AwN_&pM}VUO1qRoq>P{2p<EnV^#M5M8w8?wSs+SIPmu@>7lg0`$(X0B
zk09;kP*_-GEn7g3tnCiw%m|vclZZ29+N*GWLksjqL9~zL<7LRW2xyqC<ur{v$0CvQ
zST0R6B%ZA`d=>x%Z?Z|eXO!}{|5Q<nH2!uLxa1G;%Yll>5rI)hUK7$4VA}*xsE-|1
z2(lobekkHFA@>oLnfaGns3hq{hCm1FA5~LY!kGyYaFf<Bat8e5HIJwYS8(YH9_KIe
z3R`OkD5wXA1EEKE<#k}l5C}gM(+U+_vGBKm_xasF<yr}Hks<woji8U$D7j4&fG@#Z
z!L6+Ts9j*eUP>YoWj2k>euKOR_Df;#oQzih9*IY4%m}whMG}OcjF%2s#fZTpHx)b?
z)ujX2^Mru?F^;G_$|8|ShVBRE$hDJ@+cgl?*aPVt)T0o;-6ALaxyIq9)q)=+oGB<)
z%Hk;?)njZDQ6bRJgWgZ)<b!?;V%#(`DTe$0dkIm{2P$w9Zl6prAFRbncz?kFJO6tz
zHw2^w;(s&5G5vX1(*&wrg5^ztc2Z7`9N{nJi6UtOkWWA)Aw4{jcSy$D(8*fd(nZS`
zyAQ$s4kex3qKe*WAL*iswxLiF@dHq=fThJC%(k%Md^voaMH^o@ENAgsVB!th6A*5P
zt69s(S{Zy$eLrECHvvYCaw9ivG7)?dDY*IJphxx?v{-T0gg}Wg$Vn-SG1fCL0s%N}
z1bLO^()SZ8m(W|Kg7<QI)t4DY?GM1gwbLr`tdzFgltgO4m$DOHLc<d7xQv7BqPQ=?
z+E-BdLln_5Xt));^bcHA$R{%wlVBdq2_wwjl#6s_2$y2AOGQ<%1sU-KiF#5RGfw|E
zDQXl-+T?;qk^Hk_p`}kG31soF*h7o~Fms0U2IAy^k(#K368hK-ecP+*Uf|Rml{I+w
z?*e6PIkur*La!q817MgNJpmv9pl}$te9wj^r@td>Nhtk)S{D1V0`PweVdxrMDR8s5
z11MvUmEs%vp%5vz6^H8&BDhrHW7oe;2T?3g{UwF>VS+(d_RWydizUd&K4CE%(LnA;
zD*?-j!Jayhlnn)dMlImAdEo;d)NsYu7Ek*B{#8zuBJ%&BNzS!bYAq0ZE8mW47kyW^
z90{N1Oi#Edojurm)oW7czT26is#{wlbf^a!1K+u(Z16TuEu{y*nM;CJ-d=gBw&1P>
zThi*k|6KLN%*P@>mCY(ON+U|+N=3bU#&&}P=^?ml35MQ!ht<wpdgmJaXkBi-<&Koc
zrw`&+Ob)sw-}<&KvS;*_Fw;`6#>#2=_0vsl!P}gSt#e9^E;vT?7~5&sYKN(aFDx~S
zv7|dXXxN&_8QYeQ{~C1AKaith7k^=Ve}SjMf5HFK-G>D~ihu06FmcHubo*n`C5yRT
z1&r-lR=7PK)4OcwCi~Ui#!b1lc=31R`}`x)0*z(W(u_Wz*3JLkv6df^nb`-I9bZ0t
zp>@f+Q%7f5EX{@K*5)WJwKKM62Jc?z?)xtB#i{OyEuUS7)jgD|ZDLHB_Mf=3Ep+?C
zh#!v&dPBD>E-n1qCQQ2-XHuteu);SoKC&m9I%J->Znor(L3PHqjdmwHld>B(`@cQ*
z{ov=)6<1D{-5>qf{7XY)-JXk^wY(BGYZWg1_x9^ko<0G$TYp0bYN9mE>bc#zS;hXX
zc|RN%{pnr(_eizkvB;Gg*qS+WD)!@xy*ENn#jd#0&gvlzX#70&In3wO(Zq{iwJKHb
zmc(z$Sf+RVU8B*c)$WU4XB|zC1xCI39i7^BA)V-TF2Fg%=*8T=@ojUPLhn8<NdCF~
zUy8@6*wF{LR!PjaBC}FWyA2l|3vM2n*?ma=eSoI-DR<$aF~fH%&(tZ(nsjR$hh+w@
z{nWcP4xT+7U(K?5ax*RR!sKI74SW0J_TF`yLcJ#zja|2?@6r|h)@}d(kd*JfU#+*I
zGPlmdPcNFJl|7}B)VS2(hJC#K8pQZ7Ptr-zmYvHt?xbEzPb`^#S+N+%JBoFi=8jJM
zPshT#O{ec3O*nAnL-EZc#z*fbtWC|gbBQl{b~e{!)%}q*&+}K2r;k?uPwL^MVy*wg
z;)un|A}Bun4-%T$++kY!*UQN|o8Ig@KmNpCJ7RD#QhWGn3u_gQPyQ#gu;|^jNB^JA
zb9XlN-T9xYEsC`t_Pqa}>+xqDo%^NAFZuN%*CX0@EDWAyEm_rYqt3_jaM+qvF|;#V
zLmpNfQls&*Of4R&*ZsF@O@{Z=lIj<_2Cu_ysdU2dQjYtQ0hF0T&FspwZ`aRWmqcyN
ze6m8<Im6_9<o~RRT<X}t)hcT}WUo6gF#9W?aes@kp25rN4Ys@W?P~93CSSF8Fh2a_
z=}o;&YDwdc3u|7*8<k!;8yR5O<J^yl-b+5!Yq=#^Yi1yEoZNOFZ*cs0BXfrXsYfkr
zRORcfrrlKf`h)TByWYRhIet7l#P$1w#Ay3({Ruy>@SWuW5q#_EyZs-jp8x*)rrw=+
zsO0SBWYTNLt-|%cUYwt{G85`-iXORe|C!p(X@}B`wA_Er`i|uu!LQffI~e42as9zt
zO)v9h(?;H^D}0hYyn=ST;b{4S)A%|-%Qt)^8x+;t>MJ{OF^=}-YJt(C>694*|G0p&
zrr+mQcJ1x7yj6HH<$sCaZfc$X81?1wm6k!B;FmRFDo?xOLyr=GU%RhNM#b0d?Kj+@
z*1A<K38C!J>9VyQ(@AS$ZrN#c0@&VjI)4B6d$&KBw>Rv}u6Tfm1`ON|rRtthAOB@_
zP3J>YZuFFI%{$^cgG2V(Ln<0L+i%(?->%0wcMrtI?OAY^w`&je{i8}s!!BsY57uu!
z(a>e&J^7;hcKzlU+ST0@Tl*cJwogjWPu$Wo_Q~G=yElDydPVvAB|d8m9G`T@=<jh@
zr$`TK%{X}WYrNt4ACE;Uc8Rwe&E^LBY3Xa<i>lb8w^b8=y?m71*KF6V6Kqi%8Ga+K
ztZg>M>qXsbbIWZq&qu`SvhKDI`>OK4oO_C@$;dt`+qTiV;-<NKJ!844b#=z4$ewrK
z=iCd9mA`z0J~MX3KyL+V)k9;ufY*la)OMA`MfaNAnh}l)Z}zmi=$2x=PT6g>3Rr5?
zahb4ZY?saS(c90D-+g#_`{X4GZqb~$sTX$t{=4eL++mgZ<nXC2REPh*t@XEk<6tuO
zw0k2qNcsE?<Nthn{NutVeurPWaklyHnJ5eIwCa5HMW4XWUrzm}fBfySx+GnnlbKag
zs|x1#f(_#;t*5@Gu082kS+wlr44LlXXKJx@sgKje16K?;94+K~?l~r5G;eiUKDjfN
z$6sx*$=&FJ=|Qcp@uLq6-cQAq|Irg?JiWOwFwOb6bM>rs)uB&&wIjlvcb+*DRn+wT
zLw~~)zn-J+79FRWBX68d3;+1@{l4r{%i{Xs71u*ERGzH}e!b!f(>v{Z_rb}Qr0ku6
zJ*F1R=YvwD(v=*`ZwH5XRtG@&oUrKeDoB7g(+kg9@kY&i$?b%VfwrHCrN^}ms-$~|
zc-w97KWoNCP^m4;8dwgvhO6^)@_DP-3vodf!@paLa@Nb*QshDSpUD1mXQH;-;(wkv
z6J^!-z0U{#r9LmItlQ>R<7=zznNwx%rq*?$B;9rA1K+kT^NElzJLots-5CDzbLmj*
zw;8GN*Zb8)A8L+Y4qkkn*>dVFdh0AYP30MSy@UTXqha?AXnPYc;p2q;v1*0Ue#Be$
zoPdOmI-?U;#ba3Vw?^inN8JCiD@e*-q^uB=x(DummSwnp4mp&sHn8S+fM!RudFF$H
zD{sx*wi#RG0nhGNpH0bE`}g*KB;8_eGz@o)Xxw*iUrF4zrn<kC7d^Gk2CBBzeOi!e
zpHmyyf3f4#;R2l?6PA$lRc%Xm!SEu68$Wr=B3>Tuc1Itp$yl{!Mw9L}_@9YwsY>gg
zO{O<5+dd7{JA5`gYw5vkXv?ekH7Bp!<%*@#=LqZmxHvl8@4DfSJuY%~(WGqq8gIPf
z?Mt(U*PBdLGF6^Ea8Iky+UAxRkamu$e5%v^$cu`qb*YKV`Yy(ilN!V1?(wd@nd?$h
zI$H4@@2`mS#6dfyk<VLPdXb5%qgizFf3we2WfA8ujQ*e&uQa$-Rb@`cHGHpE4*&Qs
zbK73+RJDqm)~ud9kF@TH3$KKE+x5Pt4ypRYhkE#J_)}*hpY}4|{kVHjEv502iYF*Q
za)2>pB|_l&AAiXuWD4gw;!Tr^s^%;Xfo}nH&J<1~iAs3-Z6x&_gjkXV=IpH9UB1*f
zJ9(Gz4t3kN>%UCuP!s<R32%PDCi5~LMC-=j)YP`*1iZb7PfLdfdDdTG|I@)^<MUzV
zpD!aO<|9Uahkv~BVP9kV$+E}KSJYHlO<$QLCzVy)v`p5lE>0<HN)I!u5s&bp*g>96
zG4K8VEvZkBx*VdZ+Upyt52AIpir_F{!R|Kqx%>39bk3MvCVUHU0pBg^Y+B;<#>~`U
zQ+cL4d`PnUDsT9A*Cu!U;+IRZRO8m1RGZ_xU+bnC=U|+|(YzCt%GmzaZxKU>v^HVG
zvP@RFQCn`<JM}MFg$+?NS;Qjwo36nRt;1G&Unv;c2i8bU4ZsI#7v{$2Ln3X8Q)aTa
z?XYQTZb}a^t?u(liJP>(F=_4|lsuidO|Q>qxf6WuDE!nT@a%=A*V(r|jpxmcSoz*e
z=xY}CohuwQ;O0R34OAVjuZsjR?{b7UjZl8RJXUE$#j`~+*)uoS_IYytEcIU%vxuU(
z@qn6#?OKDo0ZIpL_X_SrskL0ocH8C_UsShtP4tbyX8(cvL9b0M7C9W5eun87;d*cN
zu)%i3Y21vkC}qShXl%sq$<f8B)8KBM%h5$MulirbE*9c;zn);vv?fY*S-~PrtE{q4
z@sxc$VfsoqY+}7wQ9is#{2b+fxGk{t(_Xmw*NrqSv(l6&fysTA=jZ>^NQ+%uFV|t{
zNxW<Ht}{_v-#n>2aq&r6o${%&r0n%SwZhHz@Yna4@BQ_?XK_x;Z*6SZo+ZQe^l*ox
z;jYRuX52~+-x(Yc4T**fbhTy@wwHXCB@p89oT8ka(~}y5^ptgpk3%ELNqwh#P9IdZ
zQKBGCp6wRg3HY&|v85;~vB$~4w)U=}trh)HzT+R4tsyhtLYMp5zG30t!lQnPOMHji
z2z6JZS=8c`5oC+q=rF$SYJ2N;TMUh`|1zRmC)^?V`KFj%>F`7Tk|u}MYT_-r0xg#@
z2Se<VrJ>VEZ4QQOKvZ5(up8z34!Ir5FloA|)34%sNiV0T#O(Kq*+B5?&!fSj?cmhE
z<*1%Me5&s`7UR^Qpc|9NT%M&BO8nFy)Ro%O0zu`w3!56aCPscgtVN+p_pL<7gd5R*
z*MkwVyG7QqLyGZqVBRKnORjtZWg1ANa9iKQv+7LdAK{q;;0Tjbg;Sjq)&XWtIAw6}
zqKcKiFQ-3$0m@I|l@(yp8?K2(Z58mB)Ve%X>nA2hl|}C4dQJI%0EWZBrScFCy;1OA
z2UpZp>>0$*N7)(HPT+_y$C^dQLDPJ|ce#s=m}jCA{{@pHP{a-LXiEhleSxBG95aoM
z9A&upiVot4qi>6fJZo|=(PtDdhKO>Y!Ey+N&BxrE|CwgvYbL_1X)3*D)w1d7g_P(J
z1BZ(st%%jBUb|I*I(qSHvGT_j9Ge})SCem_#U);}6C8!D6H88$26To*U1QF^fy_vy
z9VZ5f<YueH$HT<6E6S7pQ+X`py;?m}QWeXQueZ!Ssc2fXN3p(<4rgGb(z2GjBwDq#
z%VX%@anZ3b;9vyUvP6`Fn|D=2_G8+!ka5BMt1R#_gfdLD()vJKg>(@MdMEvV2GY7Z
z!@R&;L3=wFe9dge#bP`XMsT%y<>~O$hL|_|KzKrNa*&s!p8pPZ=Dko;{evTk7|UMO
z(F5PYb704?<MLo;;MC@482lr)?H_t`C%gPAj`ma+?E$XX$5dw%(}6&hD(IvaNFPV8
z?^9ke|Kt(OZAR|cPcv$yiy&z8%XZ}Id-q$U;1eg9R|LG7Ti+4}^1lEvn~B4;zo*ZE
zr|v59c7K5X;zDjNOL$!l+!@Anq;lI*HjVO{wY@=o>9XdPpE1#L**nZE^p7gua{=+9
z5V#D+Qv|29=P?uF4}Df5^<mHKt9B2kG}2-Ci@o+{#`R_-KJlew^9M|{YCyM@U>Ey}
z^-In`Agx9AsVbNg&c4@$W59^*dGK~3DYFBq9+q%(5aZruUG5%Sdrk4ww^>*T7wrx|
z1U`AB-`~XTT)19oh2`5Y`xk7zLChE1Wer?GIjzO{2&f(^(r-el_QWZ5wBImu#0fO#
zktK&gEk!U`awsM%&?N-1<sCetc0|_r3T?^18=_}uyoJ;ffHOodAi|bnbSm409^j_T
zTJzvqzQ<|vYk4*Zn?s<TYxPlBRgUqQ6qF_n55KN<0jYygn52N6O-M@IT6^`2#a6sb
zOw%BPOzdw&de10EyueF?>@+JZsL1$3-(!Jj$F&p*Q5ij)p8PQyzFGJd*!c74??B#e
zy_~TmY^p0JDA0wV^d>Tj#LOF_6(dz-nEY|;bQ-Q-BStRAIL)nbvKkL)<epet+gkIB
zUUT_LHc)^ewyOO3=hG}an5mRL#K7p?nWQ!gO@g#uTXB?;&g-9Ja{3kP!f12IcOT$q
zN~p65e9S?0(q`>YQEz=i%q|v~r}Da#y#tVD&9XMywry+Lwmogzwr$(CZQGi*?Vf4d
z#_jKXXYYM>?0e7s|6EZK74hb?vhrEADptIim9-i1G@(ufybX<^@$Lq`dC9*F2BqX*
zYQq-bK1i6S6CTenNUBLQ7;#LodJ}V1fh720d8IMz->cN@CvN)XtJ1Y|x?k!#*E8r3
z`9-szfy_VgL+d~TR5XO@YbCrYKP{y-HUcfi=L!XlR`!A~F~*!tREAIA6)JiVNZW;y
z6V!CMbdi*t6z<`auW7!5v9h6l{=;ZZT(t%g``!$lq3DW%B2im^K)F3FSjW_;@Y<aZ
z+$T6Z4K-CY7<S%*=$=2-+VSU^Vumd5Ahi@P+y$#5q~x?%KD3pAOZMjk#HE@h!FCsJ
zvo{~R?dry_@~kPp5K@d@UHLZbep+22RXVF`4rb(Quxq#2x_bIM1<Ot2iqZ0(eRub*
zn}{brm+|vZ?MLWp+r6!f$D_byX+sBMZ5<B~hCoD+#lSCN?a*mKj*qPN#O1CDg4^<X
zsCx<{Lvj;k!(tcdYwTFn%&#EMOc0`kgE|G#%!Z!`V<*B3HKC$7TGfuGC+=DU2N``w
z`7-7Mqfd2OP@tg82As@?V||Q~c$?>$1`RD~LQ_ZQ)lEZ~Plx4G&;iAzYfQDWrCLLy
z9Johxo_i9Z><f;nwb6{H9LnJwX$oq683X4o*rmRBB4lAFs&p?x=q2&<_WQWkHTX=B
z^EY(CJJfz6tWm_zduR>$aO0r8NDtC`xSV9is4@U83Q-H1dp``Smec^{81xI3L;mon
z33M$EB9R2{&`liC!}?>l=zy%Kq;DxpwqQc?c=N@r1!vA<|IY4oqmlN4JF1zH;s|YE
zIO9O30BX~L?aJKgnTt@6P|#NWZK8bd^=fxfBe9R)*S+}LF3!2bCrct@H;l{hlknz9
zgcMm=a%!GlFsSQ<E_g+#KL#psETD672-`^BDSoc2uBHRvat_t*Rv?fD!4P}Q0c74{
z9s1^R&zji;Lldg6tXf}G?w!OIDwj8uZVFR$T@@%GIzcW*PLXQo<5ojjVK;z9m-et~
z-P_l8tm?bwR;RS#;c<X?>edY!!Wd`i7i2dbgv6ZIl{4Q}{}0)-#ORVmtppn&9RW_b
z3(W9Qa`-1EWT_pY=ckD|Hg9#vH46Dj2rX9V+Ou4tPcOk;G3UlK+8|<?&hnn0MlxF9
zk*se0devzIU(uq(5dz<P;*aDoKO=k11_X(j_f}P38PomLfsMlAVIZ%VSoSUquTQ%b
z{k8^m^izALM<BPijN$ul<+#z#(Got-q)c4AeJtLM1o&W#h)n}QcN2U(vvdWdbH$Vs
zJm?KSBKGF|WJnxZ5~rIWT=O3sL?|gVLZeEH!{O`(DGH&k;0Hctr~LOQILITVENlVI
zMM=o;u`WPLjRrb?f*`GEh}G3{kL2-?M|MG$Q~Sd<o5|eMM4^b9wS%aeNd#kRtd@86
z&i)*<GhxJJ2#AeCa795$d_x|M>fIztvR&_ps(&!hzsrfG*Rh30QZ%QjnPm6U`h8BK
zHnE7z<U+m34fx=`f3Kcq<26wd%>9c(E&3ToAx8kzm2jv=&Igft8&Aj65`q*R?-<+z
zzwUX!&R-m+Z(e+eE^ZmHV(-=u^~yL3O7I04@K2VMQbFYDcxZ#@iWGoqqR~Av&F-MF
zo5CePvXTVDqW)aZVx@jFo}9?Uke^XV*+V)@QdY|C*|y(->7_3^^7+l-7MGi`%E#GC
zxtu{{KsXSfp^uK<I1!#HX%%iF!y;J8u~1qH$E3ZW7lHqa8g1T5VYjS+vt-?Px0a#w
zeXpb3U_7AOy^KuO)kF^Rcx{eqpFp79Skr8D^fP!tn{R#|*=#3tf*>R*kZ?^1n1?hW
z3VmZ=GqkK3Ftt&E9EZ0VAK@-2o8xVBvW2&TYyT^`zx6AyU1YQ*0V+fIF#sDc;q_tI
z>|UkD_s8b>x{&HBH*01R@JO+uL1Vv%Es#pTbSTHY>XhCeoF_QE3-uRhK^)u?{0*t^
zEpAbq<cMV8V;G<_@)YQhjIJT}?t4fZ#XM=u(km;bcoKmHQB$cHwN3;G<i%Z#6??pb
z2Pb)S8N2-u`B39p0Ti|3hIC~dzSuawSqq`Y0mmyjp}vq8A0fst4sCdI&c>03<-##r
z?wDIxE*OhG)y9tl=J^67N$oq0AgH)i9&AZ|@093OyZe{r!D?twiBTgw8^?1qVBSFd
zL9ogLD6vBntFQ3BCuy(aO^x&MlT3YbP?g-PS~Y+d6vy~czZ-?b{bdRFq9zkn8lu!J
z!|T3^MF|xoco`aAqelFA+cJd!KX&{!euE%E9H(~&?!!QB)%(*~ouCMxxJ)O6$V7j7
zM0eL83LNOm0@(pW9bW@J#{k(^GH7t&-r6QpJ&H}vh>F|)`#^SSsK?V<cYqw&T0q-L
zDjEXXdJY;LC?g!u8>JXK5c%;p5~s8(PDxv%I~=aQlw0xmpieWwfF!+H&%_VaEp2$?
zuoIk?V}d0&6~Vi~Uu^zwEQ<My?ernUPXgpmO=PDE>Ogxs);v9~fEMe**5=^1e{SZW
zv;8dT7=JiiLD)q}ych5R-}BFO6GKeyxJ_R#>|r(N1DkbJrBo$vKoA`y2uy=lybnuj
z*98xsbj3NQt%0y!%G<rlm(`6`0nLg-|Ca2{!SVnSJ<)R)sRIO4md<J{B@ggC$n2@U
zc&{4)^Zf%|aG`j4`r(z0{V@8XTnecS4JEVhTse3_zOZiB{JTsg+HG>JAit3SKx^w}
zTSi)BYP8{NuBmwa%+vCaR)-76m*@4wqg-bpqJ9+^miE!IZ6ein;Y0&H2d&g7zo^hi
zXPjTRvthUzrtr_b!!DYUsyx5p<)%LVY8)yybn8}O`|+1`?;mFSK>MS?(hbnT=}XT>
zFX;eRGvrkAeME$ufj_NuU<=xcER_4BZhN}I{(6Q3uTBOj*1gIcW6N#Ig%ZY`L(DAv
zv`rv2!<&w@Vw|fLfe%>3<LRoI%12erEy*^qc6PfV`8Ma3T!)W;+G^Kt6gn*^dD1Oy
zTMvVAJ({r*&~-oD?<y>#%*gxi-~m6mTN#Fi&o0+AP<yB}4Q<QeQqN<06W>A~(LI;q
zHe4QhQn)Q#s~UxZbl(x5ZVaDfleT$PE6+?8I&X)N61gfUJqW4pfZEzE6=b2#iBou<
zuJ|rH&mPw|#WhR@J}IKha>XV2txer$H0G(mab3M`JDe7X&88`*JDikvguoG)2(fSD
zStT1CPIGcMe5@Q-9Qwl(`Z(cN7FdBjMc6!LrL7J#j9IBsY#!{SWw2zHW>;b2b$QsX
z$0beKce_8SB#zjka@%$+N@~4$mLETq3%A?UBKcT+W}dXpK15?V6r%4SHr<c(tFEp*
zJIS-|u6kNaaSE}yZ>*bH>{TPdIW(Hj<{1bzF3cpO*|2g(1^bgV(8k0N()3n*XAg`o
z6nRhawl}1Lv^(d`Z6XQx86KwS$!;R_k6Z^07P(&2SC4(X@20PM>Ro@!Z!K|i9ZUsk
zTk3)sxN=APUQcXpug50r{b?|G$i5fZs|;zo@v5<I&2HE}TH5YJqPv!OYSN8pT{U+<
zIlQ1csRy_Dj0pZ5#BrTy&6;(J>~;LZYUJ?i=@d^%R4F&2<`Z9YX{lITh%~e^eH_03
zAul?lK4dN;OnreEt9t_PM=8X-YIc`*RC=kjR}CraC=2Dun*8i9-(6=;tKBOoLHoTq
zteLrz*PO${UBLz;FBg*%V%u;_W$XGv=&~MDT871mJEP5kJLMLkyph=xk3i!(gZHSV
z{WWj2iQutbNIW)1>IHQDP79l-U-;&h0W_D}30IumrrzVrC_WDSib4^3Tk#JiA;s$+
zSLY95lw2;)Xky)3#)C@;80$OEJ!ttT@7kKOvO7nQ_<qYKmPVByIx9+^g*K@fx%2C|
zCz^<sO|UC6>^dDbKYo5lNS%MAf8t|2)Guf?Q=IjFk(~nVlXv53Z!@a4M)*7x`w-N&
zxK&%uGfpiC{D!>|(%llC{%m^zlviH>|LJ}BZo5{~GLsZTck7QnD2oD)kB|s957YQj
zW3{Q*L;NL=*mD#w;FA<*_Hwc!|F+1)>CH<=xw3|5W41Ns+x$WJZod%QTpe4b@?|DE
zZw0%EoZ>+FyUQ1I?bKaMH|W?_Qx>@d^Cm02zFOlmra=*i_>f@kYpp?y!b<8xz_~v|
zDdURQpoLbi#HM0OO#PB#=23}<9!=nMHGqN;ZK+_yY?5gb8}evE)!qS#IV#xzF*AAK
z;#J~zK(a(XgESpIq_a2==*!DXgTvN(YYVe_5#PmlLL<?x`k%XedRRs=7(yktU&)`e
z!dDm`U*!+wwuhV-(UEwM8;#4vuLGA4B|na2WlZ7lYUtQ}{Fz8gRF7at7BAc|%ikC5
zXQ=K-Zfe%YgYjXL@qL4`xpItBpLLUB2i1wKkG$pI>pOlt<=WuVF=+?Xl{j(39jtQG
zRx#Jd2+sk#%TUo}t0<cww|I$LIB|nmoVQOwgR_;2QjdA<A}(>|)u>*eo4PPlPcs`j
zMo*V-$*boQUtwg&R%WtJ$#6c7KwPz2uHoe~lgM;3S$t_5B;5N*?}#l!_TCZCKfQH7
z!GC)5e;Q8lw0};-a$WgykGG|ay^pRq@Pz34Y(CEwd(U*}*qr*jI3S-z$vJf!hzU?X
z#&oFaP){#j=jSZebEM6%-#%AlY&jC&jR!<$$U7?<qv}ra)Ll#g^2Wl>nx3-3%y+n@
zY$#081)TCNZ{*16;${`PTJ5U^>no0jpofp-YT!SPtZX&jI+3<*kJ9UEtIzQ8&J8!>
z^0-g>r`haZoa|Q9x$ZFaoSK9r&AQJ|EZokfL?kAsrdr*t*AFE|G~c8VrR6PYxsrn5
zsD%VHRv{0kpPjHI<cziMM3lx-(Eg-$?VTPqkenfpwz2>kUVK-+=am8-sTraqTRhsS
z7tqj25uMR{ahj=B<WP|=B_E%kK5zG!c?=jl!;Q7+U4J#0c~HAsN@L?%cB*hO>P{%m
zQvKZg+UTM?enaXtD2%)s^A<p3<ZI>Hn9iKa_NpgmH=Rk(<y!G-+j`d9xfsxXJjCa-
z$%KCHk<*#$Tz};IG<eOKUUw+%GuTI0Rr=t$nyXEv%e{Z>qA=83OvbjY{km+?54fKo
zoewojvt|7(*N=<S!pK7R;pHlwzSFuHO>G%H2e;PmU1-RjamB;4e#_okbDA|fzT#LO
zy<|#grE@$jns1qrJ{nrXC;8rS*ZBpP-X--Gx8UNoD+x!%&aT-o`>2WY&XxAC;dn7o
z<v+N6fxEG@Q}7x;$duU_%325aVfC@KdEa>vs2Tdb=k+D_ESoenCnlKUK$~2s*YRCU
zeect~!R{;mZYqcDC|YJ|B}lsVU6UXuB^0liIcBCSk)_*mRTGVMwWc+}XMdvq#qsw*
z&pSC&aByih`D5?H(PNRem%N>6@6oegQRUIywEtEoQj#r6Y)~XL-`iU*8`d*!4TG*%
zE#pPN0&Jt`3y*oDQt&4pXHVO%XU+=KN`0vM*vx5me>HGy4raGTp+~GMw3AK4p#j%S
zFno6+`XR>F%sS80;?cu!MzLj&a9l|uaI>Wa74g+|)a?uW`XweQtOAj>ppPU|2#scE
zO5KsyEUM=hDf=+>1*~HfXS<K(Su9rRK1^Y^q*m+}#6jnK<644|v3gMglRW#j&N1l(
zVQ*GO#|ny%Y2n1B?`tIM`I6_uXp_SP+=4<T&77ugvQ>CYc_ie=ao7s`L*Asxg!X2o
z*e}D31^<SfAw?Nc1yx))`K2r&4IkL^s|O-8;#nT_pA`~Npq>#(tfC^+xkQH*a=$)z
z6YGmo^5s6I?r!lA?2#36N)5YwEnZz>7Oq$WvIN?=!VS%Mp-~zzpW@A!5bX*9R!#k+
z--QuQrlDV>bfG~&00;NFwA|7jCPoyr3o)v!ask;S<I2H;{7T~-2)&xeU3h%Ez6*OK
z&p8o^0}vX-kg5M9;<*SN?g=WN6CVlTLKg*4(lAU2B|s4{GFSc$yHyq*JUfOryZutH
zJ^@>Pd<qp*iZMdPF4h^rD`(Paf{4>#Mw!rv35l=H|A~!N_{B|v0GL#du_Y-C`BYTx
zORt{;?wI~ZJj91YtRW)!`3+UWjkif7bKLa68-V=kC?L|a+o%N^pV=kN);q+1nVt6F
znvWA25fPyt<lRDOBahw#ynF_~7}Y=A_vD_s1|ZfYWc(<<iax;vAMtnPQ@^Hfe`iMP
za}8|yR0e7_sUz98A|eV%#WS>BlN4l8l=6&U*32uFC-zG5ALS?8;#=Tghy+^YrJU2x
z^>v44i$RD;G%`RM5C0<}zc&0I4fC+*)X4NezacN+$KHK6Tc9!#RC9u;^W>3d#KTlC
zMI=CHs3_ocehGjPLvk}qWAD!n3UYWzuIaH_Qo|o#_*?JPr$r-onKhu%1jI|EiCA!N
zb5J#8BHWq^yHC^uYKwnxtS<{ZQ|TK!a=zlFuRua^wm8IP>K~7v$Q2}OiD!$Dyo0I;
z#J@qFfQR~vG2%%<S_L^=`KOLCNDo`6W6>xGzp#HegUqpgr`$!ZajOqu_!T;AYpZIq
z;%jk@^5)9-yWPUQ``{|!7JPu<?{w0G$teLF4GsFrXQ6olY+NY=GNLht)KZPv1Kvf&
zKBtsOrgDq~9phcXnYAJ{RUmt<`jc`n2S;y#ros<IAzoH?!>l*T6n*gdt1?x%U^x98
zVUr4zfW|PKqF<5JEYBA>z}FI%qs>Q9hqS{Ovqt-gn+s$jKw2E{K5CKkMldtCJ3~?s
zIs1it^^~|pi)sc9aRCl7sQs*SgEQb8<4Ujju}o3@D0j2<fyCJp*;5)d7wE`dK66d9
zagAG9*NEbEpwVZzgOS8JF1P*}6ZFbWcUySz3zb4zG|;EkicJQp7hsUS#XbT%7TNCy
z>GhWNujhWEFWzDxI_M|1<rL4u*cP=&I}>hKHVkA|DkQv7VUqaONdt)hYj*M?_!R>e
zpqihcR8jdji~-0jvCJ6R2pZvipnkg>tF_T^6M<w&kdyN4FAY-wYHCn9-mnfR{PLi2
zG69=0kYVNqqNeEQORKK%8IS<E4}FanIGI=U<#4n`9e*Z~0&X4yF-*8u8US<-2--fT
zQw?#iCo6L=@uS!!%1PIQm<fM`<htZ@=%HYbf{&&{3(deV=mL5sGa@G{J_V*BI#sd~
zdKeZrG@oKS3$bE!Y?dr!upUN~SsztQLvfb(L<>N+lpRCFjf~W~*Q(O9;;3|*2)8x0
zUxUBL(&)i-f$mKBDJu@h`7MK@Uj>|p0-nMM6|~}1zGn6vC(#fg>8wrQ#zTC8(2tZM
zH?fMt7kjDL(JI+_$9WgXPOho!q=(z~GxxhY8=+j`>Y4Y4t!t33?ttI`;G1dDh+bfk
ze9ECe&E-DS{TYTqk0039SaN-DG!tg-U^J?hb`MI>{4Qsy#Us(UP|U$E58ua>xz>FM
zq?GR@_0wS`cpHiP5#0E5UAKBZeG-|u&(;C3dZsy6$gP7aS)IUGAqlhmz9NlF1*EHC
zE)wT}bQDDnl}r!kk55h`AB??-?^M*oY83@fnlM=Mr@qUIq9sjD6ckcCEni<ZIIiDs
z)jTGjXI=$ff^(0ba15;PQS~TeAT@0qd&i*ud00^xK=h1rs$JgHMM~nAI~}U2Bnpwc
zP6`?k2cUjW@yNBQw!FbJOJkm=j^;mmc?RaOH8ADGcbpx<bp^@kQy?P?+hwcX(xF*W
zmbnpGN<r7C^snBc@8$OS27`;Zbl)Lz85nhSbb8}x4qsL$bIP+ujB!-_3JcgqbMOdZ
z(rw8>AO?^gOT(;6BmJ86aLe{nC43;g3Vqg^KlRYN-Qsc~fvqEyvaLxr5QIAt<`;JB
z@$;_uq#kr0d#rW`%Np%78Jlc6^<HGBj@IZ@8G$Tg{pSnyAVtYbvE5-{Of13!K;2)H
zaV4;%S7mnDZ-R0Zm-FbY>jyM%prc=P1Cv@E<<dq$O&Q<xxkQ?TQWqPntLaY<2(UbF
z(T-iKk#Q%z+Um2cg}7jk!9v>3VfRDr2M$6jtA!YE=Jo`#fEGu^o>ij_3f*BjA2p~L
z^H;v;)p~<n);hR-^C}6#QhwA|x(C5%w4uTsPT4UlBOHR3ojS2oA9jmIgQc`?N|8vc
z%@U+G5wev<vCb>@rWCb6w%Tzts}!L;SYWSrds^5eBg6QrhD_LBM+ICX(r*N|&4jwb
z{g&z+T4d;z+RZFoZ#YlrQI}#i1in?Pq*tgI_!T64*g{-u0#s%=f9<XO+LTDy3Z4>4
z8xR9H6h@{8CU`7#;b_j()L6Nr7BXj{w`><K0vG1b6{zh3FrIN}i9xx|>iNTv?|Rb5
z<FPG{llHlUwaZUGFUng+UqdupGpgyddQ<gmeVP?~w_s<Ek{)whfJjV499h&II&p`{
ziP!@+oXlPM5mqZF!h_4R)=~F?DMr~UgZ7KqZfj_mFl;pjLtU5J%WbdoQz_vfJV@+M
zhUCs*C*vv~Uhgh2aqSE#4j>ht1MLblz75}RK%KY-?98~(P!yzQ(aTl^*tcpbve<x9
zkL<>VT~eWd#+*@g>ig5sW<Amgmt8i-=Vz)R{31}EP9wu1bL@#seMs^<l(pp{<{)f!
z7S}9s(ap00cw))ZJzQTvQNH=zMj(o_kaDUP*(trliy*c^#1fS5l3D^qSZzC6{GAQC
zDx`r;7;%x&Gr6a`F@zCpoZRr~aShwVc`@Ixyg!!@hUvMdC#P><iPF+Ei;1#`AZJ>A
z6S|0eQjkm22!HGcn!8EW6eIp<N_Fwr9H8e3(|Ry6KSBOsQd7~`;lYRcB&YKhc`-6R
zZi-WB`%oPc(z(wn<Wj?`&CEBsm6AjZd`}1-C`GMae=se!0DM<~tVK1eW`UO8Y?(#M
zs4?U7GrOOa02n}km#PD@INJ#L&F2)>?MMB%x;q=yq`MMEhyOxE-S<NlnM}C#Q2N>p
zWc{eblnBpvUQC~(O5z$9%3d7|<AP(>Ld_Rw^HHHZ4-);F$?u+3UEdysTw*7O5n1bC
zvJ2nvz)sqo_>Gu#=){TuxO7o5n!`bliU!6MtN(;jrlP^+ONJYn+hz9)<R?hWTNroQ
z4j?4n=P%OJF%0{DzZ+aV%9+67ukv<Wwf-yqpaZvE&>}?cvRBV-)Dl2JSG&>1VO+Z*
z^G^SPtZBvI^S&4L%=@ur|KE?jv*ig;B3j^~#uN}uf#T<MHe3*U0Z<i8VY6@m+^@gX
z0F%ByT_@p^?!L~v!GVT>Pd|HjXr;CQBLIwP&!61ro9XD?0yl*#3Gh>ZT1_efKnb9E
z%7LH>_&cZJ$c&(l;Y{|e>fut{CHCbIOtz{yF0TBpV2fa`{5EY1Re!)wE8!1O&JmP&
zz~ebi>fOR!ru1o$W$Pii@`pU-T{83;-0fN-aB=~RFd!(KO!7;&!lis39j^<ZIPV&R
zYksak+!72Mne|0u4dSMq^Z%&jPi9)eF3WVlyj}z>ydz)7w5)@?0;~c6(>dc-O9S`g
zakZ1I=fB?+kbm~A;H>lFp)k{{>;?zjUM%6&z2nJtKjXLK#*v$c^U(#x4C0fJ*@rTJ
zqf*%wW;r%L@jJWpyYexFRq8j|P^t^$n%sdqG{vG=x`X1XOC1Q5p6YB2<4W_!9g>DR
zShIaO4e@UayrA7Y#}$W{QN>eIz=F5~m?QO*bhV4Lq5td+1TGSIeuHC_Bjp#a2~2Mb
z20RJ3z)zYp@5Nb+J0%F<^<Ql4fb*(<rs7}p4<UPBxnA){aQ|Xn<_v?+5rP@dntEwE
zJUjI(fWw0TQ5sUgbvnn@<D9a_<@W(fh&@Db-HqDA)mx|pzFqtpA#wK0l-?uifP-oU
zBN#d(VC(?X%5t{bd6$dAA#pJ|)dmM8^N&>Ix^AluoB|Zt;4G{59rFHtlD^X}g$M?4
z?KE5D!~Uh%dXLI=Ji0$Um56#ReF<Pn=IN0m$iuSx%-P2^3h&~V_?#=W*^m83I}2`B
z=!)?B6OdGeK`*bb8rUiTZZ&hU|6-_Dstovf=gV-oyem+@7=Gwrfz@?kYj=V??`n6N
zyRa?LDRRpnA`{Y*=%EA<!<D~9f4L2K#Lv&TDjdtL#Swh2u{oTJerAqyH?IFvYnlt9
zoZ;!Hy8Ijf+D{11H)Vn0qm=cC%$6Twr9VOw_>AwuFHIR7O#M|*?kaC_NA}|rH|f*#
z!Y|lj{K#@XG2O<}q$Tgdd<`%cbJqrU^#S^vyP0`+m6>yt#}XdLOb$Gr`?b?2MlrA2
zm>;_y4y&8u{Yt$Z{yZB~2iV6qMRDqWkP9TxL)R1BdK(uf4EW;!_c{M7-T_z7^L2~d
zr!L)f_oFAP7q|tC@OBf&%><8`Z<Rd+*CYr4TK=d#aMB0#%nzPB;tTyEoK4OfmjVn#
z#sjyGI<E=N$a)V4ENV-M>ss^?pRpf)h|8}E&If*!;R{R?T$KIerW`oR@jELE5Xr%L
zcAArd>pJ!fU~g)EQ{e*+Vi&NXmT*Y`1E1eOcEO9>sNyc|#<`CDm2K{dpIt>jeD>(U
z0ukaL)jt3Ljx1L+0RD%7eD@jY4C(%%0r6iNgf$e16o3E#n?L{n(Ep|3q3_^8YvE{X
z6RogeGe8gHeMCjcM-1z-r{Bw%KTcv3j)jy2tswC6#9^M9OxV;t6cg+1_4~P{g7R97
z8`(=m*Q>l@>+N;g=4F!{odm2(DA$pY61jzI)Q??sVX0a%AzrfvD6ll^s4N-_H_C{h
z%3KK>7tC0Cj27ofA%zj|V{FTm>zadl$Z2uKC@6WnDYk%w1;hDSF{zZvVX;H$9;la-
zMdIu=fRk)`YIRcrsfRlcVJaHln*jdo_Lw{xlZY6#1j7t9fGjOfAEn-Bptc(Q>$mLJ
z@e+%2_oo!<(4^CYzyQ*$6XDe8FQVhvdUL1g+%3>?17Ws@)y)Yyu3$oT=P+|hYTK+c
z)a**^GZ_r_=M=*ba7~w3`}1E*ckdjljQg|CN<y@;zP(sIfd3%$KPd<MZ_4TaN&0{4
zK>SnZUs``Z8cBU3j4NyafN`9^OSk;>@aX@#q|?mRkdIbIOc{TY@h1>kL8cQzLWM;X
z3?osb`E@$)Sj!6w$Pq$@HJ}Lgg{f8bTU4tUm#fHE&PR|@VDMK9fEFx+;xOn9wIQGt
z62=X)efWCxa<6DHtvDZY&u}<i?(l$In<4;E001EPdtw08WvSLc0NgJC5<FX!b)WWv
z#|ru5>I(x9)xs8bdN!<P-RSodDiQ4~He~Hx?hPBgIQ$Z$ekWxxr;Z0e5@&)3^`z(S
zQr9^jqgp;sQrSr8yA1q9=;w0GEae)wzSs98+)+oomPl!ve;6!YDyLsXf^Zi%z=T0V
zR^QRkh1NR8dIVJ7G$%yMJCP@Y@lV1quZv|%JmF|G`YK-AeF}0HW@`u@BAW~I-;II{
zt`+U>*9Y8Zr5g(!yT^Jevi#A{Uz3-6eQC(@e7jb=Iy2WhE4~xFeSjAkM{YA$#Pxz6
zNr=SF6tcG`<D4HGt^*u`$ky?(+upy@@BXR0U-0K9F=5*J)8%e`C}Zl1&Aah)LL%1P
zSka4}>sYccAlE`W9AyT8&X&z%(F8e6QHDXLQN>^l@X+1&JWHEiq-b-qW$&uFROO>N
zsmtgpV)kM0XU|4V$xhOyhW+9d?)}l4T-=|-y`QchM>O`Z4a=#a#m~x7JN1lwwja}L
zXR1@9X-XVqiHd#<^?%F=IRgx`68}h;(EbdQUQ11AF&s;fkHr(Lgd7hl&w=?abFk2R
z1Ihn~o^!=Bg5Bou@#*Ifi>B!Z4=-e-Q1P)0GvbsKYHbzf@e%j$-e~+)Zo2IFdLD|D
zE?6&7Q2@sCm<F#Q(|*1m9=1d+6SfnphVipcEi^^XHJC>wBQXqx&~wAbXij_{dcATR
zPzD04K-Af-9yK0!=`=Lz-;*%OssUe^pp!s~87WIRLyFW*b1it)*1y&SX*pZGtDRfl
z!*f@k87W!_o*bXu#Yt6XI}W<VPoJNwK05vlS&Wq~agO}^U-3Nxgc5q{{Z^mOI+q>G
z9$ou&!JNsHn7hm`w{a*Nkk^1I>ZD5=z6>R=I>&-kNw1&RY#cv}k*e=yrwQFqI-uf4
zncL7fN$(S}3mv^}!K<@xsgwG4u<B=XV?6S*&jnm4urO2G5mA?L%4mCDVj^A)_3ioe
zf7QdC_ifrHVyFw;RBp;BIzUo~NfAlwTb*jKklM@{Sf0n*{|Sr~qP^9-|FHp^9V}?Z
zoPjZ})lKwK_wLaPE8?9pMK}Ix|B)8*42}(t{`LY`bM~0%QqAM(KHH<E`3i1}y|4dr
zEAora2XxYtiFzsgt)Tf8LMB2#3iLN5O8A$Z`U9~Xj47mYik|Wx^)?LOe3ZSJP%<pU
zfiv;pP1);*j#@qfI8^}+6x!jp>rbxt55aLsW1ry&0(HUQ617nzL*OuKK-oc&2kk*?
zi%m0YTQ>cOWwG~^lQ$e?7U<x^8rou`HZ7*6Q9q|vxPf{xvHjs>LH_*0akq%JfZ`az
zbg5KhW!Fcl;*K6fM_ctNd^m!&YAsw%9h<9K*X@hiQge$_Y4TgqyeO}#eO7dS>AK=B
zX&ycA^eRR5;b(rMVX0~pvl&C@J6Q3GB#PqZl_-^F+ASnz5XJR2Ru3w+sm+peM(pAa
z=HxQ_JoqIeBVkM7#0wE))ZD#}D%tt<8hyi*akJ{StI9nCjqZA#qKV7FWMD6?Aox5|
z;0WA8gb3w*<uM|xL0R!LkwH=CQV_aX=d!G~tHI%p?<i&V<hx`FPcOTh@p0*E;y}u(
zMm7*+X(ea!vP<*mdTy2C`jRg^d+XAVer6u$GdB}<B4p?(cuvx$GR0j&H6|3Blv9#J
zT4VH`iY`vO%^K!Is3tP%S3}Vn!Q3vrB<|Cv1H+~^JhlyJCnBv1?9qsMIFYJG99t(8
zA4K?c2avUO$wePwdi6BK;*)BwxdUqJPI3IPxyK}>(?Rm6gu6PVDX6!|$q?XE)$Vu$
zYf+z0L0{`oBu6k0OyvhZF6n4<Pa5R6xPe>B`~w&p`D3DEF&o$e%Iit-V11CtWeg%z
zEYa$8v}n@o-wF9p(X?WFFhg^}QG%EpYUw@{9a4#iAC=S}pd}aedc-`4P~AUziEK$M
zuepMSqmz#v*^NVRJh)GSE7~pp?93Lm_f@S46T#$i_Eq6+^!1E?GCYIpUp`k0G~{g^
zTe3nI=Q%Pyk>zqzZ25jh91fQbQ>hw#c9BRWf|wXjt^d3u?RK~VAt<QC-W9ksc3j2n
zL9GJih0RA?=<`zs?6v}c714GrNm<d7OCE{5D)(X&tsQyPH#o;ld9hw7`SJ502PA^4
zJ4?981F0cRvR=^T2R7xyOSUTSg-IUeE{JD>W0e&REq9vhtCQgY;>*EV1|b+LQs{xc
zW<9JL$q2ke#7+WKqog(ott>?*Ao}SkejHJ+nbO#!7+(V^wXDuqlX3squco@viy6z=
zitku)at8573>~+b-Lpy6=k&GHN%3Oi<}VxOTf-F$AV8Pmwpkz8`xkWO#=+U2$J8x;
z&O^Sw;vRi8Ie}ARhI8f9>7A`$)ipidbxm#K(>>F0>@MwzG4_W+(j!efv>QII1H7*u
z26WEA{&0XOY%2$n-p^JSXiclGlndvMxuuYC*C0OI#~A$s3*<8svUt|)*CAV&u@-o*
zdWvk*FayhaS4Uo?KAbyCXHYj3)i_OvWhhSvIm11MYhKGRhw{t9I&OVrmp@?yjtZ$}
zjgJGeelIQ@*Pm5v3<s#R?A|Ma14qV2m`pmPXSY`~okU%s&x2<Gul`Z8OFKjY>wte@
z1LYP2?~=~C=THA~xtye-D*WRTE^(*yCOyZpGMDoU>lKJ`*+ng_VToz0Z^{qbJiCu6
zj5$3|OhmF4e9FO|P`60><|8x_2`Lw+(`|a4W`4Zu=2CoWOiZ<z&Z|BgJM(>2AG<ZE
z$T>>7P-!j)K*26ijE=%UCc;(oGwD#)JkQre2Lm~5?bi)(Tl^#;>qTYd`Nj?pYkjL$
zO~r@<@n9?2SJ?3LRGJsv8o?(^UP^*MB_KCH`ZX0jT1fj$k9xxo7OP-SiZcTQ<8kvE
zs`bH^I>Wh_q-#{_#{t4pER+JxA)v6%ClZg22i8+e`X#YvPHuAf-VYiv>6gz%h-+MZ
zu06|C&?fV(-#sEQ8hp(msO*=MB3HwjF4^18pgiZ?8-7DrgJ*cYljy+pOBmon47?*y
z-U+vk38}5I(D5!1Zt#-?0R*V4kO+_~<?2khXXkiM2{<r9c2)kW+32ZloL64PfoK;n
z{l8<knxo?ee~IZES|8`wXKV7&%G^C~lcuT6g9{_^6M&>if-(~Meah+4fXlrApdJO5
zf^_{sGn_DJMZuT)I@{KdKE3^O3c@SB5h$ZYpF0i%i-Mp20>E)LP=X7v?mvORp5wOj
zgpTqQZLDoL{Ja$X(N}r!XxAh1E8lUpi>ebVqxOo&%gSGO-9J@j*4kdJ3fTLMg<PIH
zHkUv1GNPqwW#>`G;LA^>AyI9Rm+#FaO5j5_=4AhNPRfZU<1{FS_@Fp-rZtCFX5NcY
z7HyKy0KOf4nQu#-Rp-RQVZ)A5J|>6f#RX(t23~xd=gb@AozK3@YUCEXW3i*>lf6Sx
zS;MOSay{pP_*R;XUF?Tf<&;<RnhNu%Gs<tCu&IpAut;TV^^T+I<^WC7tf%c=vqK#O
z7j6^?0v(?WU^67P-*mOo3dgW~8+}1z5t`l3XQPZdGm5l!a=kpnxkkX&Q!4I2Im%QD
zCS0mNRamoa=wAQO2u69J6EVL}ltSD?<l*$~P&k|8OSR7d!J?1$2dT7A;L^&=nYbbA
zXOcKx#f-|EHEpKh1<e{-vZC(-GxrC&Cer4_yy**kz>dYwC9kK*w_S69OP60blxWuY
zvINN+2YN&@>Dh|VF;c8kadSNqbGIFKA+VoWCpUI#TjiMt2D<9z@@yW+VMi}ZDh$RV
z^@~Dp8g(ZIOHRH;pNbZuE~OMvr|?ij$&s86)H3k)&lA#Nv;RU=WF;y!8lPu7e*=+K
zFYBJrHZ`v!KNGHa_^`Ox3Eg*TH|oNYnti-JizbrxrUSC#o9k;BuN*+PY(qgb$<(Lv
zU|G~tQpwmoJhqP(x~8eh(=k=r8+$;CcWjoyF20<upiZsm7*G~<^c;cJyz8T}$=wlq
zZa2vN?7`DF#~@>G#lAUZyuno-5wB7()G&%n7U2+bx;?8#%>XQaKWvd5y|lkVXsp()
zN=U0dgrZgc-u&*SeaIbcd6przFa0WD<zN<n-A^JWh0F=UR?1mH(LnYArs?QHoMY{5
z;b3xQ!_pSC9DDBb)D3fu1=Yka?bZOpcFRGEMZ0vLS#3t3A;0l93f2Q@U-ELBW=C%c
z;gc;dmU{CDHz3EXNY#XTa(=22js#z^2!8_mX|D?~el5wMLsxP2a|WFt^<s*jRa8~Z
zNcr%1T!oe@ln(oS3uLD%)cB-31=-~QcGF8JVg)u&p0w4#bsTRp`vtQFeXIuC$>2_;
z5c!uCA0+sLg|=vzh)q<Nv9*GkH0I9eCU8f5BZ+$A-Y-Vel~VlHN@Z;?<#u6H%%~b}
z>(~eH(W{!v@-hrFMHj4>Ur(vf{wvkBavSty)cstPV0+lX1BD@Wzz&@bAe5WBm5PVz
z*|^majc8?2?P+!Mb}TG>%a=h!TH3Z0jQu2%b%DR;Su<A|pLAhL?p2_hj@lqo6pVsp
zpxQY>&~J^DvkP8ZfFOCT(1I;OZ}A*ydQ)kzNhK>MKpnP*Ss#?g?BAvRYp&Ms8Kd8M
zpI9`(qFk8?(aIn^O#(6<a4xh82n%$SHkQ(HRr3bG8wwn&901>ng4k}0%DzG*42ByS
zoz2^M8~PLIkzt~eZ-8LJh{R~Ko=(%Nj{(RezckR8lHk+`Oczk!pX&dpM^ESs06Pn9
z8)z?KJ#@=9b8gvnH|cyaECUTgrEQJYXoVDxn*cKm$__x>$m@%}LZ+Pi^+JwJy;WN*
z`6XsGJ_N>t{&*}%y+U+;0UZl8O`+1Cz%u)qxzS03KF<LMlwpJBu&$ZDW4EBsHtKyS
zZea0OC8HntI&?xVr<#A#DdY9++#7yK1&3Ev*;?$XkFQUkUc(QWa<uSsKU#5BIOcnw
zQc>J2!!|qc16vhc9l3sn^_>1h`!HwmM7A`!UYpg%RpZMH4>85#`Zyf4w3Zf}veq`N
zgg&(U_4;1VvCn=P?yO^O{v#caZj5US$Q)`H?YdGCgrA55C9FW^f%xKgo__cwi{iBO
z29n3{j3Xs>BD#)^PenVD>+_@geZktVla-NaL}9~F5H5uo)bE3%9FXJPYu?I>pZpwA
zTr2qO!&u-djdt{o8Xz`^u7df}T|!EoBla;g#1H-FyU8Q(V#+OQx@O@R*x?qru0K_D
zz*w%j;X&9EViX+89d-$?u_1tjDT$9&Qw`O4Jik-$ZC6(oQEwW@<h=!8P#l3qft;|U
zh#-10hBw{Y@9#kw!8CsL@DsmZ((KUMeAKfw%v}87z$y7z*3KWQNE}WAK!WTV099kZ
z*(xxwrY<=tk8X;W2^`!B8db;FXnJ6Di8@S6WqZl(b)z>mmrp<A(7SXOTP#iUjAVO1
zPLNGrPk}jvoBcy3QPzJ95MT%hs|A?N0q}xRkL8fZ29eLA$9c&WnP(26seaFEs&Rsx
zj=9I};&AbLLk~!{UavMNIWx6H<RnQ{TslK!4Aij9a~ptrHW;Xngh&nq5M9W>OKJBE
zLa&>yPI1^L_yTq0ASaPodZ~cpKsCm^>7e$i<*}DRc3@jN3$2y=kK1Q0HX)3QyJQ-?
zGrw;<w*Sc@aUUf;sGTz*SLaYOH1|GI=%z`VyTIhySKgfvU6n_#^8t+JF1?DDcPn^z
zv`+84UD3@A*S+GvDobNm%LRs_lbL<BEn62#6{!>%nV_M#E<m;>s2!M-V{zN`k^=;l
zeoSbZ_hzk|hHw{2z2(i}H6L(i`^PHr(qLzc`zG0ER8U}nFVvt*giv=n;x%j?o)O|S
z;yDTJ9zOlAYOv=>aeHTbfAc0~NI70-^g9$&Nnu59&G{^dDL&#bm@{bn4~rWR_1UpL
z=>Dcr=mpv7Hbm3J^D#xER-ZQ{9+4{|`aUf?ObWn_KDArgUHIcV%OE_zawp2)d*QP+
zUjjLMJ<;Bj_gf0na3eVxTbQ6`F}dRH$_>SG+=Q90fv$T67b_|!gCq5mm%Z_yAPRoS
zeWZ4rYOu5<_i-t}Q~QX|ApXBag)p{Z7=>ejfyMb0blu-#S|<-{6|IrTtaQ9xhLc~4
zfyRpHsTaMQB`NCxsKK53eDpAnW%ZEO2^ja->OeIhaqN{Xf7Up;vZWrw(FdhTo#fYP
zp|?$HK({7}LQ?ht=K(5xDXT&#TL&%R93vk)b|tuASCA>5IECDmw-)d)SxpudVfqNC
z!MOorTyJsNarcAS009md+TrCVDM2Iw8x+Bj5Wr+WFJ<q^xIXE7v^CV#`vV5a4ZzEB
zw?*}l;{-1EjeRll%#4-hlA=WSv1R8aF`q>vz2j3{FiR4G@}~KdufPqdU)|peceRY~
zT%l+2@Ilc`S4EbrST&;K&Ssuk;fLzatYDU`Jo%;w*5=#>68qGndpEo*Jx-m<HVvHQ
zntLwethn$ga%ESGlVj2L+6JA9ENjIa#u4)H^&042z^G4N3AxZy=%pR9Oi}pqT4}B@
zP~sbkd*h>V=My~R{`NVDDYQEYfFIqif}=%vj|AQize$U=+vYLco){ArI8Xo3$BM^P
z{mKsSRgz4KFMUPu@Hs=i<ZRzS!mKTatw2{{fuac!v&N4b5HV@vI7OzG`ntqD#dDU0
zZOPoRv)=Mv4$y$yF1}Py|9WHi?ewJX#+ai*HxHA}>TE|$DS2sGD^bFXdDyl4i`p8c
zho*%SN)kNI=MD0v%nSGebB9sy<LaWV!==wcMKbHf=~1)sl=P6*`3Rum!g(mkVBI_9
zR$|Fy4F%av1s2T&mbkOFYqw-cTetw~`e?8~D$6$cx4DEo6rK*<z*`cLa%savIymL$
z2BqyB-x=;x(3vu;otU$Ee0P~uk*Q}N0&HKh+p~SVjDgGemEFdD23r`>8w=FtB5`ps
zu^irZZNl<t$VO2|mH_oTq3_8QjN}pdv*fl7)%_b8RgtpnNR?3^1%pO%wCHAjinwT!
zE7w^8^aw{srDyznM@s|}a6(FKr3jLx=O5o*^2=T!7g$lzP)aOau8J0K{)`^YJm60(
zy95PQ{Oww_;XMiU+%5}*nCN9J8%J4wv0$`w-OCNt^b{NcmqN2P>Gth;C$h^|^SMsl
zKo5==eATIH<c2Wyjvxx_(881GTUtCD8aoxi3Z$Pjw~UxMHkPd{uF?EKW+p$!1@!3|
zYh>J(A*;ul3tmI7-`tjBKs&@LKo2+yfnKWls^h+lf{~AC=p1nRfElLQB%QV2k67!>
zD+}dZ#Yds-uh$oFg3~#GUJ->HMSZ*gYjDt(Tq~l~ITOp9U!UaNRP*!x$W$vlr_xSo
z>1-6ACU6ew84Et4Y0oOw&@|d2*i>T%`~bzV*1X#70E<u5E^hd;@Q2r^n>`!V40N)0
z&L{ToT*rG8**B6cM3Nm$Ji0_{snXRV0pT?fwy_^_!a-C3k&?ExwO^wNEZ142kdG11
z4ws^vi<$UBN^IP(aT?+K-VWbPTQ6gt%!<{rfU{L0Dl}_IOQ)T{l$6e3fDxZcRlxiz
zj=Y=`94Z$6z+<i=pguK(qpetcj<|wGDwJhL{9ALW<8$;Aid!*C*=p8q3*6f?9=MfR
zC>~!d?+%S4kCzri=YBZcQsgiMJA1Famam`7>H8q}b2{mCRqly%5sSGx<t^i(KqcS@
zmEyhTA02RYqq^x`V*6O#KNv$5T}J86Mv}9MvZ~_q5MvM*q|*yy%tNBZlYjB~_rc*~
z4K7Sz>(L{CZEbBuexL2p0^WpZX9m+Rz6wW*#1=2h10=0PSJGNazOk?{n0a{?d3!{&
z4Ol})?Vp3x0I{|o90%71kN8DQ0gn$CIX0r!)Ah5@g5Wy#s$WEo6+;|D%>EGy`u^6q
zLCtEXey*1qR7?i2_x#5eSS=785`wEOn&ZGCrsg)f|5a;1i>e1>{Hlx}0p-*$R~XGY
z2UBzmAh-Zi2!#Nu{M_FsGKMd)uxO)=eVBPrlZ4!%DFXFF3hW5i61QLi^bk=1zCk(s
z;Ut{qRQv`(vUjGFOQlmg+>k^0w1N!rIH>fIXQ*Bf>|l#PVtz~jP(Sm_^>&3h>Bs>7
zh@$*t>;d0FZpfEF_zbzcTdK&VGfGN&3)Be`2QZS!K;_ie$^mJE4GKW!XFLXuOQSlQ
zFO}`o0abv!AwUjDPp5ktnI7YaAA5eyi_>trv6_?FcWwB!%3x^1Tl~Sc#FmvwBXDsX
zbL{*Q@Ypy&qZ}(b7OC2O1XhK^FUqxjM~wGQLnz5%3GxNl+VfUcc%t51RB`31K3O$g
zt)bn_I#OBWXFMi%iY49uxC(wYWB{i~ob<YC*gvH(>YJKm6?~M_sk6ZC(;bsVj-=h4
zack>2#w!$ySib7ntIigsaCsO#Fyy+$;+|{fd89PWV9Yz)75<x8Y}|$g`_q4~0Whh8
zswHrXrXn)o2l%!^c2D)!a;W0mn)k@4lcY~iS`B~9CZkV)ZHwes^gP}(B466dFVI&t
zx@KwG9k2K|=VL4dh1i`m+A1^^ni_VbVnXkb6$q-U%18rRNvQB##XZ2JRI8E$Y~DQZ
z$-|^erEc}OU*Dy9&pk)4(gf%tDc7FR`gsW=9Bt#>#NxW!_tT9|{K?lO4OvH1mM45#
z8m+SF5=hr252g{bZU6kt2S?{y$mrSKO!0AwQ2wRe?vxG_hB~$>6oP1R-_96U{}Sma
zG>Gk=!nJT$<$X9!)ojhfV;kZ?RFjR|Aj6AzOOd<#u6s_<w5`+ho{Yt<WghxItiX8F
ztb})`b%(j$CU6<X4BypNwf=rpdy6FGS~=#8V(|jg>L!sdol&~klO-|9=n^P_<jCq<
zb=kqwVzJolp2zhdDOW6z4_(1sv(kd=Lc&}fuRQhY2cm`AB1{1_4T*2$8**hnqItmP
zic(?t(7Gg|U;S?CMX-7~D+yLhiuWD=G%wC*$&nBSWP>9ZQd;vLk*Rsh?2jb_zuqv`
zj~thn&OM-36EHrHQ%JLe<TH+H@bbYw^cl;lnB%0h2}_#8S-L@QG};oo++jQ3;2ms7
z4@x>78$jP&<_poEW?f5qh97+_d^`*)jVa0E4YIn%C`O7TAzQotc}8?+huYxXhe;+$
z&w=#<(EQMYg_kV*3*@8a9vMn(a!#|g$x?J|R)q@Z54S+=pn`kBB-9KATV)mf^B+^b
z%o}$PQ^V?gIaN2EZ6hf;B$xf3#@h?mr=``9Z3s9u2K_f^T1f^e;#U4#b6#L>s`Qdn
zLF`6nfCJg|H-FAG-ILTW`2X+t;$N{t8*>vU^Zy9zrdrPg7JP?vE5HE&;Qy)h&(LnL
zvb5tmJwo@9s+*H_f&s<P5;hFM2`OIai(=z6(22b8xN;I#KbWuX`Sk`;y9Ato2bbon
zi_oH#MhYSeP;7}F(cUSd2u@v_$*cQK4WwE61+J!qEJ$x51l=l!8%9lu6pTSC8)Bg4
zW3m&*BZ9fP4ih5d39SH=^s=r>3_{l_+pm&mPx>!-yff&nsWLSqNaP8{$Doop#}C5J
z0&IFSvWt?L{jeX#Su>x2GuD$T0y(5k`IN=V1Y+Df<`oj_u3^#P5kdaL5T+WA5)upf
zNb)H7O(|A68+FPV@P%`(P>{)nEv-!@YQ`nNEqLL~caAs`uPY~FyXK$~V54b`phTdq
zxD%E?SKM1WRkz7~q$hA?OVZ9(t&lj5c$aPZI0;#iGN7!__BvSU4cTr=XnPz|co%>>
z=BNzAB^iuHi{{ft&E&|%e2g{6Cm7q6eos(7Tr-Iu$}<ul8yU5%HgpVgb%uC!w_1t>
zNM!gtOzCl#lozlLrx=p{0kz{i#5BPSwF`X1Wj+WCt4yk#lkIP+eS@25s|l8w<(hSe
z*R%>W@Ib%bW}362D8q#Fjn>E$`0%R;Hp*-$NS@c}!DYk?^Tji9hz>rm`eDWh47g;D
z*K6uEEue_$WOW%?7kX=!jdGTUWSmABp7()nZQEM?OJuXB=Nyb!j$dF>CxdZsM&EnG
z-4NqtJq9ghbt~eCTmWdLmDppP7w*nwl3vQr0dIU__F*Wh*BW#81TFVB7QT#Vt7aAz
z4kUR&f%!8;n#YQ^t0en8pL^w!1@cV3Z`Ciq(F}?!1WY@rWK;(#QeKFh1F@G3&|S8i
zDgR8S1qdd2ow8xg2Jj!I<&}cq4ElJ9r`jwotEg8MjPOX*(LV#^T;P+R_oZgwzWy0h
z|2q^O54oZt_&trazB3gd|2dt%!{L$oMg&mwOm&R(^o;b3jQj*xdPo3@u#e9-V5ShT
zEDnBv$Or}gz%Vdh@B;Lk*>d&>e&PQ6`T!&$lc9dx)<R$aa*}{RD8MM+H~r7p{Pzp=
z-+}<}A@EoCuNeLRsXoECKEwZoKL58q<NvDvS3bet^4ECuzPo?F{r?)%-*grJfxa;O
zrfTeaf%uEAe@K&m(0BKrtH8ft|LOW)*&=_-U#8%`nPB*@MdlyQ|83|keszKB+tBv+
z?|)^F{6m`j>HiDye`M<4y$S;U+tmNg^uJ@u{u}eZv;Eg<`M3P#(&Rre|GTAsN8SDt
z^*?R>O~!{q6*D6}0D#<g`*+qczS;bXK8Ej${$H&B4T~#LPgEoX066__{|>Wf{s-(k
z>EmCp|9n{gKE^ZUe=zue;~ApLKT!Ya+3>FXtSjBO-S77ALuC6OsQ)p<zdf@MYS&_*
z0ssj8ZvPHj3jT+&{~yo(eHzl#|Mdp`mBRGz(@?v(boc*#8vZ}?2kRgs87|%gu?l|>
zq9()RP(8>2h#6U^dR{~IkdpEFH$&WJj1&-<_Mj#TW2hcr0wh6KBwQDMKcU)H57&j?
zSE#y{!gV403zCvtvN=ruyD~87x}&G0({No_vet(C8Z%lP85okB(6xR12?;__aA2fc
z*-0k<cZV=A`~_wt)O0(?nh~4;4fTyNwJ~@oZoZ_&z~HBguB~nYOdIgxEkxoa6ldkT
zA=-dWBq7e`!gY}nXNTdsNQtwTa9x;j=9;Ciu-cP>A>0c+IQaL#{DmdXB$#d$_6jmE
zyaZy@z<<cf1P**qa3F;uB!xs4@!fl)#=u~!j;?L0I7}OsI4e8An6?h+z>D7K+E&=X
zw2>5NwVe=cK)XnYv&C>-q{P`txGqxS>^)o;W}LYc-#<NFfq}tM2|YMOyI}sp5@$iT
ze;xe?tpB5U(6wD&1=EHl&OQdKOWP_lFkAp))TsWk4W<oCoMo;4FB@$N?AMs1Ym2!B
z(?(L9-Q#BlCoG^Q65@<S0H%wSIMagbA|=iO;JPs5Ec{~K&!;}XuAVP?aFoGyVTrQ`
zH~sc9Yceoo081>?z;B9$c??UO@g0?zZ4$@8FfSfm+nP3*HY{<5ehneCA;z$!k^L!5
z8-X}OZ3?hzvOrfeqc#Q5*E1t5QU~iGqbX3K1+j{h#4!i12U!=Ss6t=Yi*Vv0Bwa`)
z9HDyRh8qjgFaT<JpbrEfEc*x7g(XZNE=BKlAvB-$L|6%QDJ!^9W6xmE;LOXwVCDsi
FD*!*;#eM()


From 16398a8e78f77ff6fe9e438d60ddd3332c9f9766 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 1 Jul 2025 16:02:31 -0400
Subject: [PATCH 084/157] tests: add heavy tests data from dandi

---
 tests/conftest.py | 31 +++++++++++++++++++++++++++++
 tests/test_oct.py | 50 ++++++++++++++++++++++++++++++++++++++---------
 2 files changed, 72 insertions(+), 9 deletions(-)
 create mode 100644 tests/conftest.py

diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 00000000..7a638114
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,31 @@
+import hashlib
+import subprocess
+from pathlib import Path
+import pytest
+
+DOWNLOAD_CMD = ["dandi",
+                "download",
+                "https://lincbrain.org/dandiset/000051/draft",
+                "-i",
+                "linc",
+                "-e",
+                "refresh",
+                "--preserve-tree"
+                ]
+
+@pytest.fixture(scope="session")
+def test_data_heavy_dir(request):
+
+    data_dir = Path(__file__).parent / "data"
+    if not any(data_dir.iterdir()):
+        subprocess.check_call(DOWNLOAD_CMD)
+    yield data_dir / "000051" / "sourcedata"
+    if request.node.get_closest_marker("golden"):
+        print("updating dandi archive")
+    # if request.config.getoption("--upload-data"):
+    #     # subprocess.check_call()
+    #     pass
+
+@pytest.mark.heavy
+def test_heavy(test_data_heavy_dir):
+    assert True
\ No newline at end of file
diff --git a/tests/test_oct.py b/tests/test_oct.py
index 89066a53..b9f2d72e 100644
--- a/tests/test_oct.py
+++ b/tests/test_oct.py
@@ -49,7 +49,6 @@ def multi_slice_mats(tmp_path):
         (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
     ],
 )
-
 def test_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zarr):
     output = tmp_path / "single_volume.nii.zarr"
 
@@ -147,12 +146,45 @@ def test_multi_slice_regen_golden(tmp_path, multi_slice_mats, zarr_version, expe
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
 
+@ pytest.mark.heavy
+@ pytest.mark.parametrize(
+    "zarr_version, expected_zarr",
+    [
+        (2, "zarr2.nii.zarr.zip"),
+        (3, "zarr3.nii.zarr.zip"),
+    ],
+)
+def test_multi_slice_heavy(test_data_heavy_dir, tmp_path, zarr_version, expected_zarr):
+    files = glob.glob(test_data_heavy_dir / "sub-test_oct_multi_slice" / "*.mat")
+    files.sort()
+    output_zarr = tmp_path / "output.zarr"
+    multi_slice.convert(
+        files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version = 2, overwrite=True
+    )
+    assert_zarr_equal(
+        str(output_zarr),
+        zarr.storage.ZipStore(expected_zarr, mode="r"),
+    )
+    base = Path(expected_zarr).with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output_zarr))
+
+@ pytest.mark.golden
+@ pytest.mark.heavy
+@ pytest.mark.parametrize(
+    "zarr_version, expected_zarr",
+    [
+        (2, "zarr2.nii.zarr.zip"),
+        (3, "zarr3.nii.zarr.zip"),
+    ],
+)
+def test_multi_slice_heavy_regen_golden(test_data_heavy_dir, tmp_path, zarr_version, expected_zarr):
+    multi_slice_heavy_data_dir = test_data_heavy_dir / "sub-test_oct_multi_slice"
+    files = glob.glob(str(multi_slice_heavy_data_dir / "*.mat"))
+    files.sort()
+    output_zarr = tmp_path / "output.zarr"
+    multi_slice.convert(
+        files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version = zarr_version, overwrite=True
+    )
+    base = Path(multi_slice_heavy_data_dir / expected_zarr).with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output_zarr))
 
-# def test_oct(tmp_path):
-#     files = glob.glob("data/test_oct/*")
-#     files.sort()
-#     output_zarr = tmp_path / "output.zarr"
-#     multi_slice.convert(
-#         files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version = 2, overwrite=True
-#     )
-#     assert _cmp_zarr_archives(str(output_zarr), "data/oct.zarr")

From 14c06e0929729a037d35e8c762514125b1452603 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 3 Jul 2025 13:18:02 -0400
Subject: [PATCH 085/157] tests: cleanup

---
 tests/test_oct.py | 41 +++++++++++++++++++++--------------------
 1 file changed, 21 insertions(+), 20 deletions(-)

diff --git a/tests/test_oct.py b/tests/test_oct.py
index b9f2d72e..52f15f81 100644
--- a/tests/test_oct.py
+++ b/tests/test_oct.py
@@ -1,14 +1,11 @@
 import glob
 import shutil
-import tempfile
-from os import PathLike
 from pathlib import Path
-from typing import Union
 
+import pytest
 import skimage
 import zarr.storage
 from scipy.io import savemat
-import pytest
 
 from linc_convert.modalities.psoct import single_volume, multi_slice
 from utils.compare_file import assert_zarr_equal
@@ -24,6 +21,7 @@ def single_volume_mat(tmp_path):
     savemat(str(path), {"volume": volume})
     return path
 
+
 @pytest.fixture
 def multi_slice_mats(tmp_path):
     """
@@ -41,8 +39,7 @@ def multi_slice_mats(tmp_path):
     return sorted(files)
 
 
-@ pytest.mark.oct
-@ pytest.mark.parametrize(
+@pytest.mark.parametrize(
     "zarr_version, expected_zarr",
     [
         (2, "data/oct_single_volume_zarr2.nii.zarr.zip"),
@@ -68,15 +65,13 @@ def test_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zarr)
     )
 
 
-@ pytest.mark.oct
-@ pytest.mark.parametrize(
+@pytest.mark.parametrize(
     "zarr_version, expected_zarr",
     [
         (2, "data/oct_multi_slice_zarr2.nii.zarr.zip"),
         (3, "data/oct_multi_slice_zarr3.nii.zarr.zip"),
     ],
 )
-
 def test_multi_slice(tmp_path, multi_slice_mats, zarr_version, expected_zarr):
     output = tmp_path / "multi_slice.nii.zarr"
 
@@ -95,6 +90,7 @@ def test_multi_slice(tmp_path, multi_slice_mats, zarr_version, expected_zarr):
         zarr.storage.ZipStore(expected_zarr, mode="r"),
     )
 
+
 @pytest.mark.golden
 @pytest.mark.parametrize(
     "zarr_version, expected_zarr",
@@ -103,7 +99,8 @@ def test_multi_slice(tmp_path, multi_slice_mats, zarr_version, expected_zarr):
         (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
     ],
 )
-def test_single_volume_regen_golden(tmp_path, single_volume_mat, zarr_version, expected_zarr):
+def test_single_volume_regen_golden(tmp_path, single_volume_mat, zarr_version,
+                                    expected_zarr):
     """
     Rebuild single-volume golden archives. Only run with --regenerate-golden.
     """
@@ -129,7 +126,8 @@ def test_single_volume_regen_golden(tmp_path, single_volume_mat, zarr_version, e
         (3, "data/oct_multi_slice_zarr3.nii.zarr.zip"),
     ],
 )
-def test_multi_slice_regen_golden(tmp_path, multi_slice_mats, zarr_version, expected_zarr):
+def test_multi_slice_regen_golden(tmp_path, multi_slice_mats, zarr_version,
+                                  expected_zarr):
     """
     Rebuild multi-slice golden archives. Only run with --regenerate-golden.
     """
@@ -146,8 +144,9 @@ def test_multi_slice_regen_golden(tmp_path, multi_slice_mats, zarr_version, expe
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
 
-@ pytest.mark.heavy
-@ pytest.mark.parametrize(
+
+@pytest.mark.heavy
+@pytest.mark.parametrize(
     "zarr_version, expected_zarr",
     [
         (2, "zarr2.nii.zarr.zip"),
@@ -159,7 +158,7 @@ def test_multi_slice_heavy(test_data_heavy_dir, tmp_path, zarr_version, expected
     files.sort()
     output_zarr = tmp_path / "output.zarr"
     multi_slice.convert(
-        files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version = 2, overwrite=True
+        files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=2, overwrite=True
     )
     assert_zarr_equal(
         str(output_zarr),
@@ -168,23 +167,25 @@ def test_multi_slice_heavy(test_data_heavy_dir, tmp_path, zarr_version, expected
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output_zarr))
 
-@ pytest.mark.golden
-@ pytest.mark.heavy
-@ pytest.mark.parametrize(
+
+@pytest.mark.golden
+@pytest.mark.heavy
+@pytest.mark.parametrize(
     "zarr_version, expected_zarr",
     [
         (2, "zarr2.nii.zarr.zip"),
         (3, "zarr3.nii.zarr.zip"),
     ],
 )
-def test_multi_slice_heavy_regen_golden(test_data_heavy_dir, tmp_path, zarr_version, expected_zarr):
+def test_multi_slice_heavy_regen_golden(test_data_heavy_dir, tmp_path, zarr_version,
+                                        expected_zarr):
     multi_slice_heavy_data_dir = test_data_heavy_dir / "sub-test_oct_multi_slice"
     files = glob.glob(str(multi_slice_heavy_data_dir / "*.mat"))
     files.sort()
     output_zarr = tmp_path / "output.zarr"
     multi_slice.convert(
-        files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version = zarr_version, overwrite=True
+        files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=zarr_version,
+        overwrite=True
     )
     base = Path(multi_slice_heavy_data_dir / expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output_zarr))
-

From ec871b0a02cfc0de95e11e73a3ffcd01e210f5e0 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 3 Jul 2025 14:05:04 -0400
Subject: [PATCH 086/157] wip: refresh df modality

---
 linc_convert/modalities/df/multi_slice.py | 39 +++++------------------
 tests/test_df.py                          |  2 +-
 2 files changed, 9 insertions(+), 32 deletions(-)

diff --git a/linc_convert/modalities/df/multi_slice.py b/linc_convert/modalities/df/multi_slice.py
index c9ca8c44..7d766e4d 100644
--- a/linc_convert/modalities/df/multi_slice.py
+++ b/linc_convert/modalities/df/multi_slice.py
@@ -23,6 +23,7 @@
 from linc_convert.utils.j2k import WrappedJ2K, get_pixelsize
 from linc_convert.utils.math import ceildiv, floordiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
+from linc_convert.utils.zarr import from_config
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
 from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import make_compressor
 
@@ -40,7 +41,6 @@
 def convert(
         inp: list[str],
         *,
-        out: str,
         zarr_config: ZarrConfig = None,
         max_load: int = 16384,
         orientation: str = "coronal",
@@ -83,8 +83,6 @@ def convert(
     ----------
     inp
         Path to the input slices
-    out
-        Path to the output Zarr directory [<INP>.ome.zarr]
     max_load
         Maximum input chunk size
     orientation
@@ -95,23 +93,9 @@ def convert(
         Slice thickness
     """
     zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
-    chunk: int = zarr_config.chunk[0]
-    compressor: str = zarr_config.compressor
-    compressor_opt: str = zarr_config.compressor_opt
-    nii: bool = zarr_config.nii
+    zarr_config.set_default_name(os.path.splitext(inp[0])[0])
 
-    # Default output path
-    if not out:
-        out = os.path.splitext(inp[0])[0]
-        out += ".nii.zarr" if nii else ".ome.zarr"
-    nii = nii or out.endswith(".nii.zarr")
-
-    if isinstance(compressor_opt, str):
-        compressor_opt = ast.literal_eval(compressor_opt)
-
-    # Prepare Zarr group
-    omz = zarr.storage.DirectoryStore(out)
-    omz = zarr.group(store=omz, overwrite=True)
+    omz = from_config(zarr_config)
 
     nblevel, has_channel, dtype_jp2 = float("inf"), float("inf"), ""
 
@@ -130,24 +114,16 @@ def convert(
     if has_channel:
         new_size += (3,)
     print(len(inp), new_size, nblevel, has_channel)
-
-    # Prepare chunking options
-    opt = {
-        "chunks": list(new_size[2:]) + [1] + [chunk, chunk],
-        "dimension_separator": r"/",
-        "order": "F",
-        "dtype": dtype_jp2,
-        "fill_value": 0,
-        "compressor": make_compressor(compressor, **compressor_opt),
-    }
-    print(opt)
+    chunks = list(new_size[2:]) + [1] + list(zarr_config.chunk[-2:])
+    zarr_config.update(chunk = tuple(chunks))
     print(new_size)
     # Write each level
     for level in range(nblevel):
         shape = [ceildiv(s, 2 ** level) for s in new_size[:2]]
         shape = [new_size[2]] + [len(inp)] + shape
 
-        omz.create_dataset(f"{level}", shape=shape, **opt)
+        # omz.create_dataset(f"{level}", shape=shape, **opt)
+        omz.create_array(str(level), shape, dtype=dtype_jp2, zarr_config=zarr_config)
         array = omz[f"{level}"]
 
         # Write each slice
@@ -289,6 +265,7 @@ def convert(
     }
     omz.create_dataset("nifti", data=header, shape=shape, **opt)
 
+    out = zarr_config.out
     # Write sidecar .json file
     json_name = os.path.splitext(out)[0]
     json_name += ".json"
diff --git a/tests/test_df.py b/tests/test_df.py
index 7f7db694..e417e103 100644
--- a/tests/test_df.py
+++ b/tests/test_df.py
@@ -18,7 +18,7 @@ def _write_test_data(directory: str) -> None:
             data=image,
         )
 
-@pytest.mark.skip(reason="🚧 refactor in progress")
+
 def test_df(tmp_path):
     # _write_test_data(tmp_path)
     with zipfile.ZipFile("data/df_input.zip", "r") as z:

From 9e3a223dd819238bf20908bc9892bda77e1e87b9 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 8 Jul 2025 14:41:14 -0400
Subject: [PATCH 087/157] feat: add optional argument to skip compare nii
 header for fast debugging

---
 tests/utils/compare_file.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/tests/utils/compare_file.py b/tests/utils/compare_file.py
index 1c35725c..fb295780 100644
--- a/tests/utils/compare_file.py
+++ b/tests/utils/compare_file.py
@@ -95,7 +95,8 @@ def _cmp_zarr_archives(path1: str, path2: str) -> bool:
 
 def assert_zarr_equal(
         store1: Union[str, zarr.storage.StoreLike],
-        store2: Union[str, zarr.storage.StoreLike]) -> None:
+        store2: Union[str, zarr.storage.StoreLike],
+        ignore_nii: bool = False) -> None:
     """
     Assert that two Zarr groups—opened from either a path or a store—have identical contents.
 
@@ -123,6 +124,8 @@ def assert_zarr_equal(
 
     keys = set(zarr1.keys()).intersection(set(zarr2.keys()))
     for key in keys:
+        if ignore_nii and key == 'nifti':
+            continue
         obj1 = zarr1[key]
         obj2 = zarr2[key]
         if dict(obj1.attrs) != dict(obj2.attrs):

From 237bdf2f7b205a5fce0349e0307a0df86fc9e67f Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 10 Jul 2025 10:29:10 -0400
Subject: [PATCH 088/157] tests: add pytests config

---
 tests/pytest.ini | 6 ++++++
 1 file changed, 6 insertions(+)
 create mode 100644 tests/pytest.ini

diff --git a/tests/pytest.ini b/tests/pytest.ini
new file mode 100644
index 00000000..fa502818
--- /dev/null
+++ b/tests/pytest.ini
@@ -0,0 +1,6 @@
+[pytest]
+markers =
+    heavy: marks tests as slow or data-intensive
+    golden: regenerate golden Zarr archives
+addopts = -m "not heavy and not golden"
+

From 3e3e60897fabde2ab4f17d09641682d3e4144c56 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 10 Jul 2025 10:29:54 -0400
Subject: [PATCH 089/157] docs

---
 linc_convert/modalities/df/single_slice.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/linc_convert/modalities/df/single_slice.py b/linc_convert/modalities/df/single_slice.py
index 423edc82..61e89b9c 100644
--- a/linc_convert/modalities/df/single_slice.py
+++ b/linc_convert/modalities/df/single_slice.py
@@ -42,7 +42,7 @@ def convert(
         **kwargs
 ) -> None:
     """
-    Convert JPEG2000 files generated by MBF-Neurolucida into a Zarr pyramid.
+    Convert a JPEG2000 file generated by MBF-Neurolucida into a Zarr pyramid.
 
     It does not recompute the image pyramid but instead reuse the JPEG2000
     levels (obtained by wavelet transform).

From 9bb8245e09519cd3ff8166a19377f8c195689d27 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 10 Jul 2025 10:35:47 -0400
Subject: [PATCH 090/157] tests: refresh regression test for df pipelines

---
 tests/test_df.py | 135 +++++++++++++++++++++++++++++++++++++++++------
 1 file changed, 119 insertions(+), 16 deletions(-)

diff --git a/tests/test_df.py b/tests/test_df.py
index e417e103..8a4d2dfb 100644
--- a/tests/test_df.py
+++ b/tests/test_df.py
@@ -1,30 +1,133 @@
 import glob
 import os
-import zipfile
+import shutil
+from pathlib import Path
 
 import glymur
 import numpy as np
 import pytest
+import skimage
+import zarr
 
-from utils.compare_file import _cmp_zarr_archives
 from linc_convert.modalities.df import multi_slice
+from utils.compare_file import assert_zarr_equal
+from utils.sample_data import generate_sample_data_variation
 
 
-def _write_test_data(directory: str) -> None:
-    for level in range(5):
-        image = np.zeros((1024, 768, 3), dtype=np.uint8) + level * 10
+@pytest.fixture
+def single_slice_jp2(tmp_path):
+    path = tmp_path / "slice.jp2"
+    image = skimage.data.brain().T[..., :3]
+    glymur.Jp2k(
+        path,
+        data=image,
+    )
+    return path
+
+
+@pytest.fixture
+def multi_slice_jp2(tmp_path):
+    image = generate_sample_data_variation(3)
+    image = np.array(image).transpose(2, 3, 0, 1)
+    for i in range(4):
         glymur.Jp2k(
-            f"{directory}/{level}.jp2",
-            data=image,
+            f"{tmp_path}/slice{i:03d}.jp2",
+            data=image[..., i],
         )
+    files = glob.glob(str(os.path.join(tmp_path, "*.jp2")))
+    files.sort()
+    return files
 
 
-def test_df(tmp_path):
-    # _write_test_data(tmp_path)
-    with zipfile.ZipFile("data/df_input.zip", "r") as z:
-        z.extractall(tmp_path)
-    output_zarr = tmp_path / "output.zarr"
-    files = glob.glob(os.path.join(tmp_path, "*.jp2"))
-    files.sort()
-    multi_slice.convert(files, out=str(output_zarr), zarr_version=2)
-    assert _cmp_zarr_archives(str(output_zarr), "data/df.zarr.zip")
+@pytest.mark.parametrize(
+    "zarr_version, expected_zarr",
+    [
+        (2, "data/df_single_slice_zarr2.nii.zarr.zip"),
+        (3, "data/df_single_slice_zarr3.nii.zarr.zip"),
+    ],
+)
+def test_single_slice_df(tmp_path, single_slice_jp2, zarr_version, expected_zarr):
+    """
+    Convert a single JP2 slice into a Zarr store and compare against golden.
+    """
+    output = tmp_path / "single_slice.zarr"
+    multi_slice.convert(
+        [str(single_slice_jp2)],
+        out=str(output),
+        zarr_version=zarr_version,
+    )
+    assert_zarr_equal(
+        str(output),
+        zarr.storage.ZipStore(expected_zarr, mode="r"),
+        ignore_nii=True,
+    )
+
+
+@pytest.mark.parametrize(
+    "zarr_version, expected_zarr",
+    [
+        (2, "data/df_multi_slice_zarr2.nii.zarr.zip"),
+        (3, "data/df_multi_slice_zarr3.nii.zarr.zip"),
+    ],
+)
+def test_multi_slice_df(tmp_path, multi_slice_jp2, zarr_version, expected_zarr):
+    """
+    Convert multiple JP2 slices into a Zarr store and compare against golden.
+    """
+    output = tmp_path / "multi_slice.zarr"
+    multi_slice.convert(
+        multi_slice_jp2,
+        out=str(output),
+        zarr_version=zarr_version,
+    )
+    assert_zarr_equal(
+        str(output),
+        zarr.storage.ZipStore(expected_zarr, mode="r"),
+        ignore_nii=True,
+    )
+
+
+@pytest.mark.golden
+@pytest.mark.parametrize(
+    "zarr_version, expected_zarr",
+    [
+        (2, "data/df_single_slice_zarr2.nii.zarr.zip"),
+        (3, "data/df_single_slice_zarr3.nii.zarr.zip"),
+    ],
+)
+def test_single_slice_df_regen_golden(tmp_path, single_slice_jp2, zarr_version,
+                                      expected_zarr):
+    """
+    Rebuild single‐slice golden Zarr archives. Run only with --regenerate-golden.
+    """
+    output = tmp_path / "single_slice.zarr"
+    multi_slice.convert(
+        [str(single_slice_jp2)],
+        out=str(output),
+        zarr_version=zarr_version,
+    )
+    base = Path(expected_zarr).with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output))
+
+
+@pytest.mark.golden
+@pytest.mark.parametrize(
+    "zarr_version, expected_zarr",
+    [
+        (2, "data/df_multi_slice_zarr2.nii.zarr.zip"),
+        (3, "data/df_multi_slice_zarr3.nii.zarr.zip"),
+    ],
+)
+def test_multi_slice_df_regen_golden(tmp_path, multi_slice_jp2, zarr_version,
+                                     expected_zarr):
+    """
+    Rebuild multi‐slice golden Zarr archives. Run only with --regenerate-golden.
+    """
+    output = tmp_path / "multi_slice.zarr"
+    multi_slice.convert(
+        multi_slice_jp2,
+        out=str(output),
+        zarr_version=zarr_version,
+    )
+    base = Path(expected_zarr).with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output))

From 92cfefd706b58c33a589deecaf2cac683fd0338a Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 10 Jul 2025 10:35:52 -0400
Subject: [PATCH 091/157] tests: refresh regression test for df pipelines

---
 tests/utils/generate_trusted_result.py | 10 ----------
 1 file changed, 10 deletions(-)

diff --git a/tests/utils/generate_trusted_result.py b/tests/utils/generate_trusted_result.py
index 3d76f376..0d84aef1 100644
--- a/tests/utils/generate_trusted_result.py
+++ b/tests/utils/generate_trusted_result.py
@@ -14,16 +14,6 @@
 from linc_convert.modalities.wk import webknossos_annotation
 
 if __name__ == "__main__":
-    with tempfile.TemporaryDirectory() as tmp_dir:
-        test_df._write_test_data(tmp_dir)
-        output_zarr = os.path.join(tmp_dir, "output.zarr")
-        files = glob.glob(os.path.join(tmp_dir, "*.jp2"))
-        files.sort()
-        with zipfile.ZipFile("data/df_input.zip", "w") as z:
-            for file in files:
-                z.write(file, os.path.basename(file))
-        multi_slice.convert(files, output_zarr)
-        zarr.copy_all(zarr.open(output_zarr), zarr.open("data/df.zarr.zip", "w"))
 
     with tempfile.TemporaryDirectory() as tmp_dir:
         test_lsm._write_test_data(tmp_dir)

From 3e0b0be33d285b38ed74d0624f2a4a350f99adf2 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 15 Jul 2025 11:11:36 -0400
Subject: [PATCH 092/157] fix: update single_slice.py for df pipeline with new
 apis

---
 linc_convert/modalities/df/single_slice.py | 42 +++++-----------------
 1 file changed, 9 insertions(+), 33 deletions(-)

diff --git a/linc_convert/modalities/df/single_slice.py b/linc_convert/modalities/df/single_slice.py
index 61e89b9c..51c6c792 100644
--- a/linc_convert/modalities/df/single_slice.py
+++ b/linc_convert/modalities/df/single_slice.py
@@ -15,6 +15,7 @@
 import numpy as np
 import zarr
 from cyclopts import App
+from niizarr import write_nifti_header
 
 # internals
 from linc_convert import utils
@@ -22,6 +23,7 @@
 from linc_convert.utils.j2k import WrappedJ2K, get_pixelsize
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
+from linc_convert.utils.zarr import from_config
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
 from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import make_compressor
 
@@ -33,7 +35,6 @@
 def convert(
         inp: str,
         *,
-        out: str,
         zarr_config: ZarrConfig = None,
         max_load: int = 16384,
         orientation: str = "coronal",
@@ -83,37 +84,12 @@ def convert(
         Slice thickness
     """
     zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
-    chunk: int = zarr_config.chunk
-    compressor: str = zarr_config.compressor
-    compressor_opt: str = zarr_config.compressor_opt
-    nii: bool = zarr_config.nii
-
-    if not out:
-        out = os.path.splitext(inp)[0]
-        out += ".nii.zarr" if nii else ".ome.zarr"
-
-    nii = nii or out.endswith(".nii.zarr")
-
-    if isinstance(compressor_opt, str):
-        compressor_opt = ast.literal_eval(compressor_opt)
+    zarr_config.set_default_name(os.path.splitext(inp)[0])
+    omz = from_config(zarr_config)
 
     j2k = glymur.Jp2k(inp)
     vxw, vxh = get_pixelsize(j2k)
 
-    # Prepare Zarr group
-    omz = zarr.storage.DirectoryStore(out)
-    omz = zarr.group(store=omz, overwrite=True)
-
-    # Prepare chunking options
-    opt = {
-        "chunks": list(j2k.shape[2:]) + [chunk, chunk],
-        "dimension_separator": r"/",
-        "order": "F",
-        "dtype": np.dtype(j2k.dtype).str,
-        "fill_value": None,
-        "compressor": make_compressor(compressor, **compressor_opt),
-    }
-
     # Write each level
     nblevel = j2k.codestream.segment[2].num_res
     has_channel = j2k.ndim - 2
@@ -121,8 +97,8 @@ def convert(
         subdat = WrappedJ2K(j2k, level=level)
         shape = subdat.shape
         print("Convert level", level, "with shape", shape)
-        omz.create_dataset(str(level), shape=shape, **opt)
-        array = omz[str(level)]
+        array = omz.create_array(str(level), shape=shape, zarr_config=zarr_config)
+
         if max_load is None or (shape[-2] < max_load and shape[-1] < max_load):
             array[...] = subdat[...]
         else:
@@ -193,7 +169,7 @@ def convert(
     ]
     omz.attrs["multiscales"] = multiscales
 
-    if not nii:
+    if not zarr_config.nii:
         print("done.")
         return
 
@@ -214,7 +190,7 @@ def convert(
     header.set_sform(affine)
     header.set_xyzt_units(nib.nifti1.unit_codes.code["micron"])
     header.structarr["magic"] = b"n+2\0"
-    header = np.frombuffer(header.structarr.tobytes(), dtype="u1")
+    # header = np.frombuffer(header.structarr.tobytes(), dtype="u1")
     opt = {
         "chunks": [len(header)],
         "dimension_separator": r"/",
@@ -223,5 +199,5 @@ def convert(
         "fill_value": None,
         "compressor": None,
     }
-    omz.create_dataset("nifti", data=header, shape=shape, **opt)
+    write_nifti_header(omz, header)
     print("done.")

From 170ce6ba7b9725fa77bf04f693bbf877fed72758 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 15 Jul 2025 11:12:05 -0400
Subject: [PATCH 093/157] test: update df single_slice tests

---
 tests/test_df.py | 24 +++++++++---------------
 1 file changed, 9 insertions(+), 15 deletions(-)

diff --git a/tests/test_df.py b/tests/test_df.py
index 8a4d2dfb..b3ad4ff3 100644
--- a/tests/test_df.py
+++ b/tests/test_df.py
@@ -9,7 +9,7 @@
 import skimage
 import zarr
 
-from linc_convert.modalities.df import multi_slice
+from linc_convert.modalities.df import multi_slice, single_slice
 from utils.compare_file import assert_zarr_equal
 from utils.sample_data import generate_sample_data_variation
 
@@ -51,15 +51,15 @@ def test_single_slice_df(tmp_path, single_slice_jp2, zarr_version, expected_zarr
     Convert a single JP2 slice into a Zarr store and compare against golden.
     """
     output = tmp_path / "single_slice.zarr"
-    multi_slice.convert(
-        [str(single_slice_jp2)],
+    single_slice.convert(
+        str(single_slice_jp2),
         out=str(output),
         zarr_version=zarr_version,
+        # driver="tensorstore"
     )
     assert_zarr_equal(
         str(output),
-        zarr.storage.ZipStore(expected_zarr, mode="r"),
-        ignore_nii=True,
+        zarr.storage.ZipStore(expected_zarr, mode="r")
     )
 
 
@@ -79,11 +79,11 @@ def test_multi_slice_df(tmp_path, multi_slice_jp2, zarr_version, expected_zarr):
         multi_slice_jp2,
         out=str(output),
         zarr_version=zarr_version,
+        driver="tensorstore"
     )
     assert_zarr_equal(
         str(output),
-        zarr.storage.ZipStore(expected_zarr, mode="r"),
-        ignore_nii=True,
+        zarr.storage.ZipStore(expected_zarr, mode="r")
     )
 
 
@@ -97,12 +97,9 @@ def test_multi_slice_df(tmp_path, multi_slice_jp2, zarr_version, expected_zarr):
 )
 def test_single_slice_df_regen_golden(tmp_path, single_slice_jp2, zarr_version,
                                       expected_zarr):
-    """
-    Rebuild single‐slice golden Zarr archives. Run only with --regenerate-golden.
-    """
     output = tmp_path / "single_slice.zarr"
-    multi_slice.convert(
-        [str(single_slice_jp2)],
+    single_slice.convert(
+        str(single_slice_jp2),
         out=str(output),
         zarr_version=zarr_version,
     )
@@ -120,9 +117,6 @@ def test_single_slice_df_regen_golden(tmp_path, single_slice_jp2, zarr_version,
 )
 def test_multi_slice_df_regen_golden(tmp_path, multi_slice_jp2, zarr_version,
                                      expected_zarr):
-    """
-    Rebuild multi‐slice golden Zarr archives. Run only with --regenerate-golden.
-    """
     output = tmp_path / "multi_slice.zarr"
     multi_slice.convert(
         multi_slice_jp2,

From 8e177f4ee0505d801a780decc37c8dba75d4113c Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 15 Jul 2025 13:17:24 -0400
Subject: [PATCH 094/157] feat: unified ome_metadata and nifti_header write
 interface

---
 linc_convert/utils/zarr/zarr_io/abc.py        | 41 ++++++++++++++++++-
 .../utils/zarr/zarr_io/drivers/tensorstore.py |  6 ++-
 .../utils/zarr/zarr_io/drivers/zarr_python.py |  6 ++-
 3 files changed, 48 insertions(+), 5 deletions(-)

diff --git a/linc_convert/utils/zarr/zarr_io/abc.py b/linc_convert/utils/zarr/zarr_io/abc.py
index 9444f4fa..7e0440ed 100644
--- a/linc_convert/utils/zarr/zarr_io/abc.py
+++ b/linc_convert/utils/zarr/zarr_io/abc.py
@@ -1,12 +1,14 @@
 from abc import ABC, abstractmethod, ABCMeta
 from os import PathLike
-from typing import Union, Tuple, Optional, Any, Literal
+from typing import Union, Tuple, Optional, Any, Literal, List
 
 import numpy as np
+from nibabel import Nifti1Header, Nifti2Header
 from numpy.typing import DTypeLike
 import tqdm
 from dask import array as da
 from dask.diagnostics import ProgressBar
+import niizarr
 
 from linc_convert.utils.zarr import ZarrConfig
 from linc_convert.utils.zarr.generate_pyramid import default_levels, next_level_shape, \
@@ -101,7 +103,7 @@ def __setitem__(self, key: Any, value: Any) -> None:
 
 class ZarrGroup(ZarrNode, metaclass=ABCMeta):
     """
-    Abstract interface for a Zarr group (container of arrays and/or subgroups).
+    Abstract interface for a Zarr group (container of arrays/subgroups).
     """
 
     @classmethod
@@ -217,3 +219,38 @@ def generate_pyramid(
             with ProgressBar():
                 dat.store(arr)
         return all_shapes
+
+    def write_ome_metadata(self, axes: List[str],
+        space_scale: Union[float, List[float]] = 1.0,
+        time_scale: float = 1.0,
+        space_unit: str = "micrometer",
+        time_unit: str = "second",
+        name: str = "",
+        pyramid_aligns: Union[str, int, List[str], List[int]] = 2,
+        levels: Optional[int] = None,
+        no_pool: Optional[int] = None,
+        multiscales_type: str = "",
+        ome_version: Literal["0.4", "0.5"] = "0.4"):
+
+        zg = self._get_zarr_python_group()
+        niizarr.write_ome_metadata(zg,
+                                   space_scale = space_scale,
+                                   time_scale = time_scale,
+                                   space_unit = space_unit,
+                                   time_unit = time_unit,
+                                   axes = axes,
+                                   name= name,
+                                   pyramid_aligns = pyramid_aligns,
+                                   levels = levels,
+                                   no_pool = no_pool,
+                                   multiscales_type = multiscales_type,
+                                   ome_version = ome_version)
+
+
+    def write_nifti_header(self, header: Union[Nifti1Header, Nifti2Header]) -> None:
+        zg = self._get_zarr_python_group()
+        niizarr.write_nifti_header(zg, header)
+
+    @abstractmethod
+    def _get_zarr_python_group(self):
+        ...
\ No newline at end of file
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
index 3434d9d7..33c4fc7e 100644
--- a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
+++ b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
@@ -57,6 +57,7 @@ def __getitem__(self, idx):
     def __setitem__(self, idx, val):
         self._ts[idx] = val
 
+    # TODO: implement
     @property
     def attrs(self):
         return {}
@@ -184,6 +185,7 @@ def create_group(self, name: str, *, overwrite: bool = False,
     def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrGroup':
         return cls.open(zarr_config.out, zarr_version=zarr_config.zarr_version)
 
+
     @classmethod
     def open(cls, path: Union[str, PathLike], mode="a", *,
              zarr_version: Literal[2, 3] = 3) -> 'ZarrTSGroup':
@@ -227,7 +229,9 @@ def open(cls, path: Union[str, PathLike], mode="a", *,
                 f"Invalid mode '{mode}'. Use 'r', 'r+', 'a', 'w', or 'w-' ")
 
         return cls(p)
-
+    def _get_zarr_python_group(self):
+        import zarr
+        return zarr.open_group(self._path, mode='a')
 
 def make_compressor(name: str, **prm: dict) -> numcodecs.abc.Codec:
     """Build compressor object from name and options."""
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py b/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
index a4abd4a4..eb3a85b6 100644
--- a/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
+++ b/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
@@ -191,6 +191,8 @@ def zarr_version(self) -> Literal[2, 3]:
     def __delitem__(self, key):
         del self._zgroup[key]
 
+    def _get_zarr_python_group(self):
+        return self._zgroup
 
 def make_compressor(name: str | None, zarr_version: Literal[2, 3], **prm: dict) -> Any:
     """Build compressor object from name and options."""
@@ -222,8 +224,7 @@ def make_compressor(name: str | None, zarr_version: Literal[2, 3], **prm: dict)
 
 SHARD_FILE_SIZE_LIMIT = (2 *  # compression ratio
                          2 *  # TB
-                         2 ** 30  # TB->Bytes
-                         # I use 2GB for now
+                         2 ** 30  # GB->Bytes
                          )
 
 
@@ -379,3 +380,4 @@ def compute_zarr_layout(
 
     shard = shard_tc + shard + shard[-1:] * max(0, 3 - len(shard))
     return chunk, shard
+

From 9ad0f04f90f7e7dd9b7887333cf915e3486e859d Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 15 Jul 2025 13:18:03 -0400
Subject: [PATCH 095/157] feat: update using new interface

---
 linc_convert/modalities/df/multi_slice.py  | 75 +++-------------------
 linc_convert/modalities/df/single_slice.py | 68 ++------------------
 2 files changed, 13 insertions(+), 130 deletions(-)

diff --git a/linc_convert/modalities/df/multi_slice.py b/linc_convert/modalities/df/multi_slice.py
index 7d766e4d..bad21458 100644
--- a/linc_convert/modalities/df/multi_slice.py
+++ b/linc_convert/modalities/df/multi_slice.py
@@ -6,7 +6,6 @@
 """
 
 # stdlib
-import ast
 import json
 import os
 
@@ -14,7 +13,6 @@
 import glymur
 import nibabel as nib
 import numpy as np
-import zarr
 from cyclopts import App
 
 # internals
@@ -25,7 +23,6 @@
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.zarr import from_config
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
-from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import make_compressor
 
 HOME = "/space/aspasia/2/users/linc/000003"
 
@@ -115,7 +112,7 @@ def convert(
         new_size += (3,)
     print(len(inp), new_size, nblevel, has_channel)
     chunks = list(new_size[2:]) + [1] + list(zarr_config.chunk[-2:])
-    zarr_config.update(chunk = tuple(chunks))
+    zarr_config.update(chunk=tuple(chunks))
     print(new_size)
     # Write each level
     for level in range(nblevel):
@@ -185,57 +182,11 @@ def convert(
 
     # Write OME-Zarr multiscale metadata
     print("Write metadata")
-    multiscales = [
-        {
-            "version": "0.4",
-            "axes": [
-                {"name": "z", "type": "space", "unit": "micrometer"},
-                {"name": "y", "type": "distance", "unit": "micrometer"},
-                {"name": "x", "type": "space", "unit": "micrometer"},
-            ],
-            "datasets": [],
-            "type": "jpeg2000",
-            "name": "",
-        }
-    ]
+    axes = ["z", "y", "x"]
     if has_channel:
-        multiscales[0]["axes"].insert(0, {"name": "c", "type": "channel"})
-
-    for n in range(nblevel):
-        shape0 = omz["0"].shape[-2:]
-        shape = omz[str(n)].shape[-2:]
-        multiscales[0]["datasets"].append({})
-        level = multiscales[0]["datasets"][-1]
-        level["path"] = str(n)
-
-        # I assume that wavelet transforms end up aligning voxel edges
-        # across levels, so the effective scaling is the shape ratio,
-        # and there is a half voxel shift wrt to the "center of first voxel"
-        # frame
-        level["coordinateTransformations"] = [
-            {
-                "type": "scale",
-                "scale": [1.0] * has_channel
-                         + [
-                             1.0,
-                             (shape0[0] / shape[0]) * vxh,
-                             (shape0[1] / shape[1]) * vxw,
-                         ],
-            },
-            {
-                "type": "translation",
-                "translation": [0.0] * has_channel
-                               + [
-                                   0.0,
-                                   (shape0[0] / shape[0] - 1) * vxh * 0.5,
-                                   (shape0[1] / shape[1] - 1) * vxw * 0.5,
-                               ],
-            },
-        ]
-    multiscales[0]["coordinateTransformations"] = [
-        {"scale": [1.0] * (3 + has_channel), "type": "scale"}
-    ]
-    omz.attrs["multiscales"] = multiscales
+        axes.insert(0, "c")
+    omz.write_ome_metadata(axes=axes, space_scale=[1.0] + list(get_pixelsize(j2k)),
+                           multiscales_type="jpeg2000", no_pool=0)
 
     # Write NIfTI-Zarr header
     # NOTE: we use nifti2 because dimensions typically do not fit in a short
@@ -254,20 +205,10 @@ def convert(
     header.set_sform(affine)
     header.set_xyzt_units(nib.nifti1.unit_codes.code["micron"])
     header.structarr["magic"] = b"n+2\0"
-    header = np.frombuffer(header.structarr.tobytes(), dtype="u1")
-    opt = {
-        "chunks": [len(header)],
-        "dimension_separator": r"/",
-        "order": "F",
-        "dtype": "|u1",
-        "fill_value": None,
-        "compressor": None,
-    }
-    omz.create_dataset("nifti", data=header, shape=shape, **opt)
-
-    out = zarr_config.out
+    omz.write_nifti_header(header)
+
     # Write sidecar .json file
-    json_name = os.path.splitext(out)[0]
+    json_name = os.path.splitext(zarr_config.out)[0]
     json_name += ".json"
     dic = {}
     dic["PixelSize"] = json.dumps([vxw, vxh])
diff --git a/linc_convert/modalities/df/single_slice.py b/linc_convert/modalities/df/single_slice.py
index 51c6c792..88daf11b 100644
--- a/linc_convert/modalities/df/single_slice.py
+++ b/linc_convert/modalities/df/single_slice.py
@@ -6,16 +6,12 @@
 """
 
 # stdlib
-import ast
 import os
 
 # externals
 import glymur
 import nibabel as nib
-import numpy as np
-import zarr
 from cyclopts import App
-from niizarr import write_nifti_header
 
 # internals
 from linc_convert import utils
@@ -25,7 +21,6 @@
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.zarr import from_config
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
-from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import make_compressor
 
 ss = App(name="singleslice", help_format="markdown")
 df.command(ss)
@@ -120,54 +115,9 @@ def convert(
 
     # Write OME-Zarr multiscale metadata
     print("Write metadata")
-    multiscales = [
-        {
-            "version": "0.4",
-            "axes": [
-                {"name": "y", "type": "space", "unit": "micrometer"},
-                {"name": "x", "type": "space", "unit": "micrometer"},
-            ],
-            "datasets": [],
-            "type": "jpeg2000",
-            "name": "",
-        }
-    ]
-    if has_channel:
-        multiscales[0]["axes"].insert(0, {"name": "c", "type": "channel"})
-
-    for n in range(nblevel):
-        shape0 = omz["0"].shape[-2:]
-        shape = omz[str(n)].shape[-2:]
-        multiscales[0]["datasets"].append({})
-        level = multiscales[0]["datasets"][-1]
-        level["path"] = str(n)
-
-        # I assume that wavelet transforms end up aligning voxel edges
-        # across levels, so the effective scaling is the shape ratio,
-        # and there is a half voxel shift wrt to the "center of first voxel"
-        # frame
-        level["coordinateTransformations"] = [
-            {
-                "type": "scale",
-                "scale": [1.0] * has_channel
-                         + [
-                             (shape0[0] / shape[0]) * vxh,
-                             (shape0[1] / shape[1]) * vxw,
-                         ],
-            },
-            {
-                "type": "translation",
-                "translation": [0.0] * has_channel
-                               + [
-                                   (shape0[0] / shape[0] - 1) * vxh * 0.5,
-                                   (shape0[1] / shape[1] - 1) * vxw * 0.5,
-                               ],
-            },
-        ]
-    multiscales[0]["coordinateTransformations"] = [
-        {"scale": [1.0] * (2 + has_channel), "type": "scale"}
-    ]
-    omz.attrs["multiscales"] = multiscales
+    axes = ["c", "y", "x"] if has_channel else ["y", "x"]
+    omz.write_ome_metadata(axes=axes, space_scale=get_pixelsize(j2k),
+                           multiscales_type="jpeg2000")
 
     if not zarr_config.nii:
         print("done.")
@@ -190,14 +140,6 @@ def convert(
     header.set_sform(affine)
     header.set_xyzt_units(nib.nifti1.unit_codes.code["micron"])
     header.structarr["magic"] = b"n+2\0"
-    # header = np.frombuffer(header.structarr.tobytes(), dtype="u1")
-    opt = {
-        "chunks": [len(header)],
-        "dimension_separator": r"/",
-        "order": "F",
-        "dtype": "|u1",
-        "fill_value": None,
-        "compressor": None,
-    }
-    write_nifti_header(omz, header)
+
+    omz.write_nifti_header(header)
     print("done.")

From 43acb8b93a39b144c6240b184b9897495ddd1e39 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 15 Jul 2025 13:18:14 -0400
Subject: [PATCH 096/157] tests: multi driver tests

---
 tests/conftest.py | 4 ++++
 tests/test_df.py  | 8 ++++----
 2 files changed, 8 insertions(+), 4 deletions(-)

diff --git a/tests/conftest.py b/tests/conftest.py
index 7a638114..864b012f 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -26,6 +26,10 @@ def test_data_heavy_dir(request):
     #     # subprocess.check_call()
     #     pass
 
+@pytest.fixture(scope="module", params= ["zarr-python", "tensorstore"])
+def driver(request):
+    return request.param
+
 @pytest.mark.heavy
 def test_heavy(test_data_heavy_dir):
     assert True
\ No newline at end of file
diff --git a/tests/test_df.py b/tests/test_df.py
index b3ad4ff3..33a73a63 100644
--- a/tests/test_df.py
+++ b/tests/test_df.py
@@ -46,7 +46,7 @@ def multi_slice_jp2(tmp_path):
         (3, "data/df_single_slice_zarr3.nii.zarr.zip"),
     ],
 )
-def test_single_slice_df(tmp_path, single_slice_jp2, zarr_version, expected_zarr):
+def test_single_slice_df(tmp_path, single_slice_jp2, zarr_version, expected_zarr, driver):
     """
     Convert a single JP2 slice into a Zarr store and compare against golden.
     """
@@ -55,7 +55,7 @@ def test_single_slice_df(tmp_path, single_slice_jp2, zarr_version, expected_zarr
         str(single_slice_jp2),
         out=str(output),
         zarr_version=zarr_version,
-        # driver="tensorstore"
+        driver=driver
     )
     assert_zarr_equal(
         str(output),
@@ -70,7 +70,7 @@ def test_single_slice_df(tmp_path, single_slice_jp2, zarr_version, expected_zarr
         (3, "data/df_multi_slice_zarr3.nii.zarr.zip"),
     ],
 )
-def test_multi_slice_df(tmp_path, multi_slice_jp2, zarr_version, expected_zarr):
+def test_multi_slice_df(tmp_path, multi_slice_jp2, zarr_version, expected_zarr, driver):
     """
     Convert multiple JP2 slices into a Zarr store and compare against golden.
     """
@@ -79,7 +79,7 @@ def test_multi_slice_df(tmp_path, multi_slice_jp2, zarr_version, expected_zarr):
         multi_slice_jp2,
         out=str(output),
         zarr_version=zarr_version,
-        driver="tensorstore"
+        driver=driver
     )
     assert_zarr_equal(
         str(output),

From 44a9c783b4508e096ac713ab03eaf97814d3052c Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 15 Jul 2025 13:20:58 -0400
Subject: [PATCH 097/157] chore

---
 tests/conftest.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tests/conftest.py b/tests/conftest.py
index 864b012f..3b722788 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,4 +1,3 @@
-import hashlib
 import subprocess
 from pathlib import Path
 import pytest

From 972b18418aa9c19b5513f914a6920ba73a525489 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 15 Jul 2025 13:25:16 -0400
Subject: [PATCH 098/157] tests: use multi-driver tests

---
 tests/test_oct.py | 18 +++++++++++-------
 1 file changed, 11 insertions(+), 7 deletions(-)

diff --git a/tests/test_oct.py b/tests/test_oct.py
index 52f15f81..d3e79bc8 100644
--- a/tests/test_oct.py
+++ b/tests/test_oct.py
@@ -46,7 +46,8 @@ def multi_slice_mats(tmp_path):
         (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
     ],
 )
-def test_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zarr):
+def test_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zarr,
+                       driver):
     output = tmp_path / "single_volume.nii.zarr"
 
     single_volume.convert(
@@ -56,7 +57,7 @@ def test_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zarr)
         zarr_version=zarr_version,
         overwrite=True,
         chunk=(64,),
-        driver="tensorstore",
+        driver=driver,
     )
 
     assert_zarr_equal(
@@ -72,7 +73,7 @@ def test_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zarr)
         (3, "data/oct_multi_slice_zarr3.nii.zarr.zip"),
     ],
 )
-def test_multi_slice(tmp_path, multi_slice_mats, zarr_version, expected_zarr):
+def test_multi_slice(tmp_path, multi_slice_mats, zarr_version, expected_zarr, driver):
     output = tmp_path / "multi_slice.nii.zarr"
 
     multi_slice.convert(
@@ -82,7 +83,7 @@ def test_multi_slice(tmp_path, multi_slice_mats, zarr_version, expected_zarr):
         zarr_version=zarr_version,
         overwrite=True,
         chunk=(64,),
-        driver="tensorstore",
+        driver=driver,
     )
 
     assert_zarr_equal(
@@ -153,12 +154,15 @@ def test_multi_slice_regen_golden(tmp_path, multi_slice_mats, zarr_version,
         (3, "zarr3.nii.zarr.zip"),
     ],
 )
-def test_multi_slice_heavy(test_data_heavy_dir, tmp_path, zarr_version, expected_zarr):
-    files = glob.glob(test_data_heavy_dir / "sub-test_oct_multi_slice" / "*.mat")
+def test_multi_slice_heavy(test_data_heavy_dir, tmp_path, zarr_version, expected_zarr,
+                           driver):
+    files = glob.glob(str(test_data_heavy_dir / "sub-test_oct_multi_slice" / "*.mat"))
     files.sort()
+    expected_zarr = test_data_heavy_dir / "sub-test_oct_multi_slice" / expected_zarr
     output_zarr = tmp_path / "output.zarr"
     multi_slice.convert(
-        files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=2, overwrite=True
+        files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=2, overwrite=True,
+        driver=driver
     )
     assert_zarr_equal(
         str(output_zarr),

From af0ee9831971a5510c44f7c12f336b799e08843c Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 15 Jul 2025 13:31:25 -0400
Subject: [PATCH 099/157] style

---
 linc_convert/modalities/psoct/__init__.py     |  1 +
 linc_convert/modalities/psoct/_utils.py       |  8 +--
 linc_convert/modalities/psoct/multi_slice.py  |  8 ++-
 .../modalities/psoct/single_volume.py         | 14 ++---
 linc_convert/utils/zarr/zarr_io/abc.py        | 51 +++++++++----------
 .../utils/zarr/zarr_io/drivers/tensorstore.py |  6 +--
 .../utils/zarr/zarr_io/drivers/zarr_python.py |  2 +-
 linc_convert/utils/zarr/zarr_io/factory.py    |  1 -
 tests/conftest.py                             |  9 ++--
 tests/test_df.py                              |  3 +-
 tests/test_lsm.py                             | 11 ++--
 tests/test_wk.py                              | 13 ++---
 tests/utils/generate_trusted_result.py        |  9 +---
 tests/utils/sample_data.py                    | 18 ++++---
 14 files changed, 71 insertions(+), 83 deletions(-)

diff --git a/linc_convert/modalities/psoct/__init__.py b/linc_convert/modalities/psoct/__init__.py
index d9bb1a68..c842709e 100644
--- a/linc_convert/modalities/psoct/__init__.py
+++ b/linc_convert/modalities/psoct/__init__.py
@@ -5,6 +5,7 @@
     import scipy as _scipy  # noqa: F401
 
     __all__ = ["cli", "multi_slice", "single_volume"]
+
     from . import cli, multi_slice, single_volume
 except ImportError:
     pass
diff --git a/linc_convert/modalities/psoct/_utils.py b/linc_convert/modalities/psoct/_utils.py
index 51a9a957..f7edb4e4 100644
--- a/linc_convert/modalities/psoct/_utils.py
+++ b/linc_convert/modalities/psoct/_utils.py
@@ -1,14 +1,10 @@
-import itertools
 import re
-from typing import Any, Literal, Generator
+from typing import Any, Generator
 
-import nibabel as nib
 import numpy as np
-import zarr
 from numpy.typing import ArrayLike
 from scipy import io as sio
 
-from linc_convert.utils.math import ceildiv
 from linc_convert.utils.unit import convert_unit
 
 
@@ -34,7 +30,7 @@ def make_json(oct_meta: str) -> dict:
     """
 
     def _parse_value_unit(
-        string: str, n: int = None
+            string: str, n: int = None
     ) -> tuple[float | list[float], str | Any]:
         number = r"-?(\d+\.?\d*|\d*\.?\d+)(E-?\d+)?"
         value = "x".join([number] * (n or 1))
diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index e734209d..67879c90 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -15,8 +15,7 @@
 import cyclopts
 import h5py
 import numpy as np
-import zarr
-from niizarr import default_nifti_header, write_nifti_header, write_ome_metadata
+from niizarr import default_nifti_header
 
 from linc_convert import utils
 from linc_convert.modalities.psoct._utils import make_json
@@ -163,8 +162,7 @@ def convert(
 
     zgroup.generate_pyramid(mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
     logger.info("Write OME-Zarr multiscale metadata")
-    zgroup = zarr.open(zarr_config.out, mode="a")
-    write_ome_metadata(zgroup, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
+    zgroup.write_ome_metadata(axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
 
     if not zarr_config.nii:
         logger.info("Conversion complete.")
@@ -184,4 +182,4 @@ def convert(
     header.set_sform(affine)
     header.set_xyzt_units(to_nifti_unit(unit))
 
-    write_nifti_header(zgroup, header)
+    zgroup.write_nifti_header(header)
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index d1b253b4..dd0b6944 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -14,8 +14,7 @@
 import cyclopts
 import h5py
 import numpy as np
-import zarr
-from niizarr import write_ome_metadata, default_nifti_header, write_nifti_header
+from niizarr import default_nifti_header
 
 from linc_convert import utils
 from linc_convert.modalities.psoct._utils import make_json
@@ -23,11 +22,10 @@
 from linc_convert.utils._array_wrapper import _ArrayWrapper, _MatArrayWrapper, \
     _H5ArrayWrapper
 from linc_convert.utils.chunk_processing import chunk_slice_generator
-from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
 from linc_convert.utils.zarr.zarr_config import ZarrConfig
-from linc_convert.utils.zarr.zarr_io import ZarrPythonGroup, from_config
+from linc_convert.utils.zarr.zarr_io import from_config
 
 logger = logging.getLogger(__name__)
 single_volume = cyclopts.App(name="single_volume", help_format="markdown")
@@ -135,9 +133,6 @@ def convert(
         raise Exception("Input array is not 3d:", inp.shape)
 
     inp_chunk = [min(x, zarr_config.max_load) for x in inp.shape]
-    nk = ceildiv(inp.shape[0], inp_chunk[0])
-    nj = ceildiv(inp.shape[1], inp_chunk[1])
-    ni = ceildiv(inp.shape[2], inp_chunk[2])
 
     dataset = zgroup.create_array("0", shape=inp.shape, zarr_config=zarr_config,
                                   dtype=np.dtype(inp.dtype))
@@ -151,8 +146,7 @@ def convert(
 
     zgroup.generate_pyramid(mode="mean", no_pyramid_axis=zarr_config.no_pyramid_axis)
     logger.info("Write OME-Zarr multiscale metadata")
-    zgroup = zarr.open(zarr_config.out, mode="a")
-    write_ome_metadata(zgroup, axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
+    zgroup.write_ome_metadata(axes=["z", "y", "x"], space_unit=to_ome_unit(unit))
 
     if not zarr_config.nii:
         logger.info("Conversion complete.")
@@ -173,4 +167,4 @@ def convert(
     header.set_sform(affine)
     header.set_xyzt_units(to_nifti_unit(unit))
 
-    write_nifti_header(zgroup, header)
+    zgroup.write_nifti_header(header)
diff --git a/linc_convert/utils/zarr/zarr_io/abc.py b/linc_convert/utils/zarr/zarr_io/abc.py
index 7e0440ed..6ebe2acf 100644
--- a/linc_convert/utils/zarr/zarr_io/abc.py
+++ b/linc_convert/utils/zarr/zarr_io/abc.py
@@ -2,13 +2,13 @@
 from os import PathLike
 from typing import Union, Tuple, Optional, Any, Literal, List
 
+import niizarr
 import numpy as np
-from nibabel import Nifti1Header, Nifti2Header
-from numpy.typing import DTypeLike
 import tqdm
 from dask import array as da
 from dask.diagnostics import ProgressBar
-import niizarr
+from nibabel import Nifti1Header, Nifti2Header
+from numpy.typing import DTypeLike
 
 from linc_convert.utils.zarr import ZarrConfig
 from linc_convert.utils.zarr.generate_pyramid import default_levels, next_level_shape, \
@@ -221,31 +221,30 @@ def generate_pyramid(
         return all_shapes
 
     def write_ome_metadata(self, axes: List[str],
-        space_scale: Union[float, List[float]] = 1.0,
-        time_scale: float = 1.0,
-        space_unit: str = "micrometer",
-        time_unit: str = "second",
-        name: str = "",
-        pyramid_aligns: Union[str, int, List[str], List[int]] = 2,
-        levels: Optional[int] = None,
-        no_pool: Optional[int] = None,
-        multiscales_type: str = "",
-        ome_version: Literal["0.4", "0.5"] = "0.4"):
+                           space_scale: Union[float, List[float]] = 1.0,
+                           time_scale: float = 1.0,
+                           space_unit: str = "micrometer",
+                           time_unit: str = "second",
+                           name: str = "",
+                           pyramid_aligns: Union[str, int, List[str], List[int]] = 2,
+                           levels: Optional[int] = None,
+                           no_pool: Optional[int] = None,
+                           multiscales_type: str = "",
+                           ome_version: Literal["0.4", "0.5"] = "0.4"):
 
         zg = self._get_zarr_python_group()
         niizarr.write_ome_metadata(zg,
-                                   space_scale = space_scale,
-                                   time_scale = time_scale,
-                                   space_unit = space_unit,
-                                   time_unit = time_unit,
-                                   axes = axes,
-                                   name= name,
-                                   pyramid_aligns = pyramid_aligns,
-                                   levels = levels,
-                                   no_pool = no_pool,
-                                   multiscales_type = multiscales_type,
-                                   ome_version = ome_version)
-
+                                   space_scale=space_scale,
+                                   time_scale=time_scale,
+                                   space_unit=space_unit,
+                                   time_unit=time_unit,
+                                   axes=axes,
+                                   name=name,
+                                   pyramid_aligns=pyramid_aligns,
+                                   levels=levels,
+                                   no_pool=no_pool,
+                                   multiscales_type=multiscales_type,
+                                   ome_version=ome_version)
 
     def write_nifti_header(self, header: Union[Nifti1Header, Nifti2Header]) -> None:
         zg = self._get_zarr_python_group()
@@ -253,4 +252,4 @@ def write_nifti_header(self, header: Union[Nifti1Header, Nifti2Header]) -> None:
 
     @abstractmethod
     def _get_zarr_python_group(self):
-        ...
\ No newline at end of file
+        ...
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
index 33c4fc7e..acaada69 100644
--- a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
+++ b/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
@@ -9,7 +9,6 @@
 import numcodecs
 import numcodecs.abc
 import numpy as np
-import zarr
 from numpy.typing import DTypeLike
 from upath import UPath
 
@@ -160,7 +159,7 @@ def create_array(self,
                 chunk=zarr_config.chunk,
                 shard=zarr_config.shard,
                 compressor=zarr_config.compressor,
-                #TODO: implement this
+                # TODO: implement this
                 # compressor_opt=,
                 version=zarr_config.zarr_version,
             )
@@ -185,7 +184,6 @@ def create_group(self, name: str, *, overwrite: bool = False,
     def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrGroup':
         return cls.open(zarr_config.out, zarr_version=zarr_config.zarr_version)
 
-
     @classmethod
     def open(cls, path: Union[str, PathLike], mode="a", *,
              zarr_version: Literal[2, 3] = 3) -> 'ZarrTSGroup':
@@ -229,10 +227,12 @@ def open(cls, path: Union[str, PathLike], mode="a", *,
                 f"Invalid mode '{mode}'. Use 'r', 'r+', 'a', 'w', or 'w-' ")
 
         return cls(p)
+
     def _get_zarr_python_group(self):
         import zarr
         return zarr.open_group(self._path, mode='a')
 
+
 def make_compressor(name: str, **prm: dict) -> numcodecs.abc.Codec:
     """Build compressor object from name and options."""
     # TODO: we should use `numcodecs.get_codec` instead`
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py b/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
index eb3a85b6..78e9bba7 100644
--- a/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
+++ b/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
@@ -194,6 +194,7 @@ def __delitem__(self, key):
     def _get_zarr_python_group(self):
         return self._zgroup
 
+
 def make_compressor(name: str | None, zarr_version: Literal[2, 3], **prm: dict) -> Any:
     """Build compressor object from name and options."""
     if not isinstance(name, str):
@@ -380,4 +381,3 @@ def compute_zarr_layout(
 
     shard = shard_tc + shard + shard[-1:] * max(0, 3 - len(shard))
     return chunk, shard
-
diff --git a/linc_convert/utils/zarr/zarr_io/factory.py b/linc_convert/utils/zarr/zarr_io/factory.py
index ca4586d5..1ddbedda 100644
--- a/linc_convert/utils/zarr/zarr_io/factory.py
+++ b/linc_convert/utils/zarr/zarr_io/factory.py
@@ -1,5 +1,4 @@
 import warnings
-from typing import Literal
 
 from linc_convert.utils.zarr import ZarrConfig
 from linc_convert.utils.zarr.zarr_config import DriverLike
diff --git a/tests/conftest.py b/tests/conftest.py
index 3b722788..0fe1cb27 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,5 +1,6 @@
 import subprocess
 from pathlib import Path
+
 import pytest
 
 DOWNLOAD_CMD = ["dandi",
@@ -12,9 +13,9 @@
                 "--preserve-tree"
                 ]
 
+
 @pytest.fixture(scope="session")
 def test_data_heavy_dir(request):
-
     data_dir = Path(__file__).parent / "data"
     if not any(data_dir.iterdir()):
         subprocess.check_call(DOWNLOAD_CMD)
@@ -25,10 +26,12 @@ def test_data_heavy_dir(request):
     #     # subprocess.check_call()
     #     pass
 
-@pytest.fixture(scope="module", params= ["zarr-python", "tensorstore"])
+
+@pytest.fixture(scope="module", params=["zarr-python", "tensorstore"])
 def driver(request):
     return request.param
 
+
 @pytest.mark.heavy
 def test_heavy(test_data_heavy_dir):
-    assert True
\ No newline at end of file
+    assert True
diff --git a/tests/test_df.py b/tests/test_df.py
index 33a73a63..08c9d4b8 100644
--- a/tests/test_df.py
+++ b/tests/test_df.py
@@ -46,7 +46,8 @@ def multi_slice_jp2(tmp_path):
         (3, "data/df_single_slice_zarr3.nii.zarr.zip"),
     ],
 )
-def test_single_slice_df(tmp_path, single_slice_jp2, zarr_version, expected_zarr, driver):
+def test_single_slice_df(tmp_path, single_slice_jp2, zarr_version, expected_zarr,
+                         driver):
     """
     Convert a single JP2 slice into a Zarr store and compare against golden.
     """
diff --git a/tests/test_lsm.py b/tests/test_lsm.py
index 8dc6fa5d..5273a721 100644
--- a/tests/test_lsm.py
+++ b/tests/test_lsm.py
@@ -1,12 +1,11 @@
 from pathlib import Path
 
 import numpy as np
-import pytest
 import tifffile
 import zarr
 
-from utils.compare_file import _cmp_zarr_archives, assert_zarr_equal
 from linc_convert.modalities.lsm import mosaic
+from utils.compare_file import assert_zarr_equal
 
 
 def _write_test_data(directory: str) -> None:
@@ -26,8 +25,8 @@ def _write_test_data(directory: str) -> None:
 def test_lsm(tmp_path):
     _write_test_data(tmp_path)
     output_zarr = tmp_path / "output.zarr"
-    mosaic.convert(str(tmp_path), out=str(output_zarr), zarr_version=2, driver="tensorstore")
+    mosaic.convert(str(tmp_path), out=str(output_zarr), zarr_version=2,
+                   driver="tensorstore")
     assert_zarr_equal(str(output_zarr),
-    zarr.storage.ZipStore(
-        "data/lsm.zarr.zip", mode="r"))
-
+                      zarr.storage.ZipStore(
+                          "data/lsm.zarr.zip", mode="r"))
diff --git a/tests/test_wk.py b/tests/test_wk.py
index 7e1718e0..cba82298 100644
--- a/tests/test_wk.py
+++ b/tests/test_wk.py
@@ -4,9 +4,9 @@
 import pytest
 import wkw
 import zarr
-from utils.compare_file import _cmp_zarr_archives
 
 from linc_convert.modalities.wk import webknossos_annotation
+from utils.compare_file import _cmp_zarr_archives
 
 
 def _write_test_data(directory: str) -> None:
@@ -54,8 +54,8 @@ def _write_test_data(directory: str) -> None:
                 "scale": [
                     1.0,
                     1.0,
-                    float(2**n),
-                    float(2**n),
+                    float(2 ** n),
+                    float(2 ** n),
                 ],
             },
             {
@@ -63,13 +63,14 @@ def _write_test_data(directory: str) -> None:
                 "translation": [
                     0.0,
                     0.0,
-                    float(2**n - 1) * 0.5,
-                    float(2**n - 1) * 0.5,
+                    float(2 ** n - 1) * 0.5,
+                    float(2 ** n - 1) * 0.5,
                 ],
             },
         ]
     omz.attrs["multiscales"] = multiscales
 
+
 @pytest.mark.skip(reason="🚧 refactor in progress")
 def test_wk(tmp_path):
     _write_test_data(tmp_path)
@@ -98,4 +99,4 @@ def get_mask_name(level):
     if level == 0:
         return "1"
     else:
-        return f"{2**level}-{2**level}-1"
+        return f"{2 ** level}-{2 ** level}-1"
diff --git a/tests/utils/generate_trusted_result.py b/tests/utils/generate_trusted_result.py
index 0d84aef1..2543b4ae 100644
--- a/tests/utils/generate_trusted_result.py
+++ b/tests/utils/generate_trusted_result.py
@@ -1,20 +1,15 @@
-import glob
 import os
 import tempfile
-import zipfile
 from pathlib import Path
 
-import test_df
-import test_lsm
-import test_wk
 import zarr
 
-from linc_convert.modalities.df import multi_slice
+import test_lsm
+import test_wk
 from linc_convert.modalities.lsm import mosaic
 from linc_convert.modalities.wk import webknossos_annotation
 
 if __name__ == "__main__":
-
     with tempfile.TemporaryDirectory() as tmp_dir:
         test_lsm._write_test_data(tmp_dir)
         output_zarr = os.path.join(tmp_dir, "output.zarr")
diff --git a/tests/utils/sample_data.py b/tests/utils/sample_data.py
index b1a97887..6107551e 100644
--- a/tests/utils/sample_data.py
+++ b/tests/utils/sample_data.py
@@ -1,11 +1,13 @@
+from typing import List, Optional, Tuple
+
 import numpy as np
 import skimage
-from typing import List, Optional, Tuple
+
 
 def sample_data_variation(
-    param: float,
-    image: Optional[np.ndarray] = None,
-    output_dtype: Optional[np.dtype] = None
+        param: float,
+        image: Optional[np.ndarray] = None,
+        output_dtype: Optional[np.dtype] = None
 ) -> np.ndarray:
     """
     Scale global intensity by (1+param), then wrap values modulo the output dtype range.
@@ -48,10 +50,10 @@ def sample_data_variation(
 
 
 def generate_sample_data_variation(
-    n: int,
-    param_range: Tuple[float, float] = (-0.95, 0.95),
-    image: Optional[np.ndarray] = None,
-    output_dtype: Optional[np.dtype] = None
+        n: int,
+        param_range: Tuple[float, float] = (-0.95, 0.95),
+        image: Optional[np.ndarray] = None,
+        output_dtype: Optional[np.dtype] = None
 ) -> List[np.ndarray]:
     """
     Generate `n` deterministic, wrapped‐intensity variations.

From ae73445f78bb88541228bbb77ecdc6b94328e82a Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 15 Jul 2025 14:49:35 -0400
Subject: [PATCH 100/157] test: improve testing logic and fix typo

---
 tests/utils/compare_file.py | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/tests/utils/compare_file.py b/tests/utils/compare_file.py
index fb295780..d042c432 100644
--- a/tests/utils/compare_file.py
+++ b/tests/utils/compare_file.py
@@ -1,4 +1,5 @@
 import argparse
+import json
 import os
 import sys
 from typing import Union
@@ -117,7 +118,7 @@ def assert_zarr_equal(
 
     if dict(zarr1.attrs) != dict(zarr2.attrs):
         diffs.append(
-            f"Group attrs differ:\n ‣ {dict(zarr1.attrs)}\n ‣ {dict(zarr2.attrs)}")
+            f"Group attrs differ:\n ‣ {json.dumps(dict(zarr1.attrs))}\n ‣ {json.dumps(dict(zarr2.attrs))}")
     if set(zarr1.keys()) != set(zarr2.keys()):
         diffs.append(
             f"Group keys differ:\n ‣ {set(zarr1.keys())}\n ‣ {set(zarr2.keys())}")
@@ -128,20 +129,19 @@ def assert_zarr_equal(
             continue
         obj1 = zarr1[key]
         obj2 = zarr2[key]
-        if dict(obj1.attrs) != dict(obj2.attrs):
-            diffs.append(
-                f"Attributes for key '{key}' differ:\n ‣ {dict(obj1.attrs)}\n ‣ {dict(obj2.attrs)}")
         if isinstance(obj1, zarr.Array) ^ isinstance(obj2, zarr.Array):
             diffs.append(f"Key '{key}' is an array in one group but not the other.")
-            continue
         elif isinstance(obj1, zarr.Array):
+            if dict(obj1.attrs) != dict(obj2.attrs):
+                diffs.append(
+                    f"Attributes for key '{key}' differ:\n ‣ {dict(obj1.attrs)}\n ‣ {dict(obj2.attrs)}")
             try:
                 np.testing.assert_array_equal(obj1[:], obj2[:])
             except AssertionError as e:
                 diffs.append(f"Array '{key}' differs:\n ‣ {e}")
         elif isinstance(obj1, zarr.Group):
             try:
-                np.testing.assert_allclose(obj1, obj2)
+                assert_zarr_equal(obj1, obj2)
             except AssertionError as e:
                 diffs.append(f"Group '{key}' differs:\n ‣ {e}")
         else:

From 4db69b33d50479032ba5899b9ce5ead226485bfa Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 15 Jul 2025 14:51:22 -0400
Subject: [PATCH 101/157] feat: lsm mosaic use new api

---
 linc_convert/modalities/lsm/mosaic.py | 119 +++++---------------------
 1 file changed, 23 insertions(+), 96 deletions(-)

diff --git a/linc_convert/modalities/lsm/mosaic.py b/linc_convert/modalities/lsm/mosaic.py
index 7e151976..997586f1 100644
--- a/linc_convert/modalities/lsm/mosaic.py
+++ b/linc_convert/modalities/lsm/mosaic.py
@@ -85,7 +85,6 @@ def convert(
     """
     zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
 
-
     if max_load % 2:
         max_load += 1
 
@@ -121,7 +120,6 @@ def convert(
         all_chunks_info["y"].append(int(parsed.group("y")))
 
     # default output name
-
     default_name = all_chunks_info["prefix"][0] + all_chunks_info["suffix"][0]
     zarr_config.set_default_name(default_name)
 
@@ -218,100 +216,29 @@ def convert(
     print("")
     omz.generate_pyramid(mode="median")
 
-    nblevel = 5
-
     # Write OME-Zarr multiscale metadata
     print("Write metadata")
-    multiscales = [
-        {
-            "version": "0.4",
-            "axes": [
-                {"name": "z", "type": "space", "unit": "micrometer"},
-                {"name": "y", "type": "space", "unit": "micrometer"},
-                {"name": "x", "type": "space", "unit": "micrometer"},
-            ],
-            "datasets": [],
-            "type": "median window 2x2x2",
-            "name": "",
-        }
-    ]
-    multiscales[0]["axes"].insert(0, {"name": "c", "type": "channel"})
-
-    voxel_size = list(map(float, reversed(voxel_size)))
-    factor = [1] * 3
-    for n in range(nblevel):
-        shape = omz[str(n)].shape[-3:]
-        multiscales[0]["datasets"].append({})
-        level = multiscales[0]["datasets"][-1]
-        level["path"] = str(n)
-
-        # We made sure that the downsampling level is exactly 2
-        # However, once a dimension has size 1, we stop downsampling.
-        if n > 0:
-            shape_prev = omz[str(n - 1)].shape[-3:]
-            if shape_prev[0] != shape[0]:
-                factor[0] *= 2
-            if shape_prev[1] != shape[1]:
-                factor[1] *= 2
-            if shape_prev[2] != shape[2]:
-                factor[2] *= 2
-
-        level["coordinateTransformations"] = [
-            {
-                "type": "scale",
-                "scale": [1.0]
-                + [
-                    factor[0] * voxel_size[0],
-                    factor[1] * voxel_size[1],
-                    factor[2] * voxel_size[2],
-                ],
-            },
-            {
-                "type": "translation",
-                "translation": [0.0]
-                + [
-                    (factor[0] - 1) * voxel_size[0] * 0.5,
-                    (factor[1] - 1) * voxel_size[1] * 0.5,
-                    (factor[2] - 1) * voxel_size[2] * 0.5,
-                ],
-            },
-        ]
-    multiscales[0]["coordinateTransformations"] = [
-        {"scale": [1.0] * 4, "type": "scale"}
-    ]
-    omz = zarr.open(zarr_config.out, mode="a")
-    omz.attrs["multiscales"] = multiscales
-
-    # if not nii:
-    #     print("done.")
-    #     return
-
-    # # Write NIfTI-Zarr header
-    # # NOTE: we use nifti2 because dimensions typically do not fit in a short
-    # # TODO: we do not write the json zattrs, but it should be added in
-    # #       once the nifti-zarr package is released
-    # shape = list(reversed(omz["0"].shape))
-    # shape = shape[:3] + [1] + shape[3:]  # insert time dimension
-    # affine = orientation_to_affine(orientation, *voxel_size)
-    # if center:
-    #     affine = center_affine(affine, shape[:3])
-    # header = nib.Nifti2Header()
-    # header.set_data_shape(shape)
-    # header.set_data_dtype(omz["0"].dtype)
-    # header.set_qform(affine)
-    # header.set_sform(affine)
-    # header.set_xyzt_units(nib.nifti1.unit_codes.code["micron"])
-    # header.structarr["magic"] = b"nz2\0"
-    # write_nifti_header(omz, header)
-    # header = np.frombuffer(header.structarr.tobytes(), dtype="u1")
-    # write_nifti_header()
-    # opt = {
-    #     "chunks": [len(header)],
-    #     "dimension_separator": r"/",
-    #     "order": "F",
-    #     "dtype": "|u1",
-    #     "fill_value": None,
-    #     "compressor": None,
-    # }
-    # omz.create_dataset("nifti", data=header, shape=shape, **opt)
+    omz.write_ome_metadata(["c", "z", "y", "x"], list(map(float, reversed(voxel_size))))
+
+    if not zarr_config.nii:
+        print("done.")
+        return
+
+    # Write NIfTI-Zarr header
+    # NOTE: we use nifti2 because dimensions typically do not fit in a short
+    # TODO: we do not write the json zattrs, but it should be added in
+    #       once the nifti-zarr package is released
+    shape = list(reversed(omz["0"].shape))
+    shape = shape[:3] + [1] + shape[3:]  # insert time dimension
+    affine = orientation_to_affine(orientation, *voxel_size)
+    if center:
+        affine = center_affine(affine, shape[:3])
+    header = nib.Nifti2Header()
+    header.set_data_shape(shape)
+    header.set_data_dtype(omz["0"].dtype)
+    header.set_qform(affine)
+    header.set_sform(affine)
+    header.set_xyzt_units(nib.nifti1.unit_codes.code["micron"])
+    header.structarr["magic"] = b"nz2\0"
+    omz.write_nifti_header(header)
     print("done.")

From bb3fe91bc21e637c8d687a22b02ca81e1699adac Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 17 Jul 2025 12:10:01 -0400
Subject: [PATCH 102/157] refactor

---
 linc_convert/modalities/df/multi_slice.py           |  9 ++++-----
 linc_convert/modalities/df/single_slice.py          |  9 ++++-----
 linc_convert/modalities/psoct/multi_slice.py        | 10 ++++------
 linc_convert/modalities/psoct/single_volume.py      |  9 ++++-----
 linc_convert/modalities/wk/webknossos_annotation.py |  2 +-
 .../zarr_io/drivers/zarrita.py => io/__init__.py}   |  0
 linc_convert/utils/{ => io}/_array_wrapper.py       |  0
 linc_convert/utils/{zarr => io}/generate_pyramid.py |  0
 linc_convert/utils/{ => io}/j2k.py                  |  0
 linc_convert/utils/{ => io}/spool.py                |  0
 .../utils/{zarr/zarr_io => io/zarr}/__init__.py     |  0
 linc_convert/utils/{zarr/zarr_io => io/zarr}/abc.py | 13 ++++++++++---
 linc_convert/utils/io/zarr/drivers/__init__.py      |  0
 .../zarr_io => io/zarr}/drivers/tensorstore.py      |  8 +++++---
 .../zarr_io => io/zarr}/drivers/zarr_python.py      |  4 ++--
 linc_convert/utils/io/zarr/drivers/zarrita.py       |  1 +
 .../utils/{zarr/zarr_io => io/zarr}/factory.py      |  9 ++++-----
 linc_convert/utils/zarr/__init__.py                 |  4 ----
 linc_convert/utils/{zarr => }/zarr_config.py        |  3 ++-
 19 files changed, 41 insertions(+), 40 deletions(-)
 rename linc_convert/utils/{zarr/zarr_io/drivers/zarrita.py => io/__init__.py} (100%)
 rename linc_convert/utils/{ => io}/_array_wrapper.py (100%)
 rename linc_convert/utils/{zarr => io}/generate_pyramid.py (100%)
 rename linc_convert/utils/{ => io}/j2k.py (100%)
 rename linc_convert/utils/{ => io}/spool.py (100%)
 rename linc_convert/utils/{zarr/zarr_io => io/zarr}/__init__.py (100%)
 rename linc_convert/utils/{zarr/zarr_io => io/zarr}/abc.py (95%)
 create mode 100644 linc_convert/utils/io/zarr/drivers/__init__.py
 rename linc_convert/utils/{zarr/zarr_io => io/zarr}/drivers/tensorstore.py (98%)
 rename linc_convert/utils/{zarr/zarr_io => io/zarr}/drivers/zarr_python.py (99%)
 create mode 100644 linc_convert/utils/io/zarr/drivers/zarrita.py
 rename linc_convert/utils/{zarr/zarr_io => io/zarr}/factory.py (75%)
 delete mode 100644 linc_convert/utils/zarr/__init__.py
 rename linc_convert/utils/{zarr => }/zarr_config.py (97%)

diff --git a/linc_convert/modalities/df/multi_slice.py b/linc_convert/modalities/df/multi_slice.py
index bad21458..a28834ca 100644
--- a/linc_convert/modalities/df/multi_slice.py
+++ b/linc_convert/modalities/df/multi_slice.py
@@ -16,13 +16,12 @@
 from cyclopts import App
 
 # internals
-from linc_convert import utils
 from linc_convert.modalities.df.cli import df
-from linc_convert.utils.j2k import WrappedJ2K, get_pixelsize
+from linc_convert.utils.io.j2k import WrappedJ2K, get_pixelsize
 from linc_convert.utils.math import ceildiv, floordiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.zarr import from_config
-from linc_convert.utils.zarr.zarr_config import ZarrConfig
+from linc_convert.utils.io.zarr import from_config
+from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
 
 HOME = "/space/aspasia/2/users/linc/000003"
 
@@ -89,7 +88,7 @@ def convert(
     thickness
         Slice thickness
     """
-    zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
+    zarr_config = update_default_config(zarr_config, **kwargs)
     zarr_config.set_default_name(os.path.splitext(inp[0])[0])
 
     omz = from_config(zarr_config)
diff --git a/linc_convert/modalities/df/single_slice.py b/linc_convert/modalities/df/single_slice.py
index 88daf11b..131eb749 100644
--- a/linc_convert/modalities/df/single_slice.py
+++ b/linc_convert/modalities/df/single_slice.py
@@ -14,13 +14,12 @@
 from cyclopts import App
 
 # internals
-from linc_convert import utils
 from linc_convert.modalities.df.cli import df
-from linc_convert.utils.j2k import WrappedJ2K, get_pixelsize
+from linc_convert.utils.io.j2k import WrappedJ2K, get_pixelsize
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.zarr import from_config
-from linc_convert.utils.zarr.zarr_config import ZarrConfig
+from linc_convert.utils.io.zarr import from_config
+from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
 
 ss = App(name="singleslice", help_format="markdown")
 df.command(ss)
@@ -78,7 +77,7 @@ def convert(
     thickness
         Slice thickness
     """
-    zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
+    zarr_config = update_default_config(zarr_config, **kwargs)
     zarr_config.set_default_name(os.path.splitext(inp)[0])
     omz = from_config(zarr_config)
 
diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index 67879c90..a58d8e84 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -17,17 +17,15 @@
 import numpy as np
 from niizarr import default_nifti_header
 
-from linc_convert import utils
 from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
-from linc_convert.utils._array_wrapper import _ArrayWrapper, _H5ArrayWrapper, \
+from linc_convert.utils.io._array_wrapper import _ArrayWrapper, _H5ArrayWrapper, \
     _MatArrayWrapper
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
-from linc_convert.utils.zarr import generate_pyramid
-from linc_convert.utils.zarr.zarr_config import ZarrConfig
-from linc_convert.utils.zarr.zarr_io import from_config
+from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
+from linc_convert.utils.io.zarr import from_config
 
 logger = logging.getLogger(__name__)
 multi_slice = cyclopts.App(name="multi_slice", help_format="markdown")
@@ -98,7 +96,7 @@ def convert(
     dtype : Optional[str]
         Data type to write into.
     """
-    zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
+    zarr_config = update_default_config(zarr_config, **kwargs)
     zarr_config.set_default_name(os.path.splitext(inp[0].file)[0])
 
     # Process metadata if provided
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index dd0b6944..684e54e3 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -16,16 +16,15 @@
 import numpy as np
 from niizarr import default_nifti_header
 
-from linc_convert import utils
 from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
-from linc_convert.utils._array_wrapper import _ArrayWrapper, _MatArrayWrapper, \
+from linc_convert.utils.io._array_wrapper import _ArrayWrapper, _MatArrayWrapper, \
     _H5ArrayWrapper
 from linc_convert.utils.chunk_processing import chunk_slice_generator
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
-from linc_convert.utils.zarr.zarr_config import ZarrConfig
-from linc_convert.utils.zarr.zarr_io import from_config
+from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
+from linc_convert.utils.io.zarr import from_config
 
 logger = logging.getLogger(__name__)
 single_volume = cyclopts.App(name="single_volume", help_format="markdown")
@@ -106,7 +105,7 @@ def convert(
     center
         Set RAS[0, 0, 0] at FOV center
     """
-    zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
+    zarr_config = update_default_config(zarr_config, **kwargs)
     zarr_config.set_default_name(os.path.splitext(inp.file)[0])
 
     # Process metadata if provided
diff --git a/linc_convert/modalities/wk/webknossos_annotation.py b/linc_convert/modalities/wk/webknossos_annotation.py
index f0f5d90e..65cbccde 100644
--- a/linc_convert/modalities/wk/webknossos_annotation.py
+++ b/linc_convert/modalities/wk/webknossos_annotation.py
@@ -16,7 +16,7 @@
 # internals
 from linc_convert.modalities.wk.cli import wk
 from linc_convert.utils.math import ceildiv
-from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import make_compressor
+from linc_convert.utils.io.zarr.drivers.zarr_python import make_compressor
 
 webknossos = cyclopts.App(name="webknossos", help_format="markdown")
 wk.command(webknossos)
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/zarrita.py b/linc_convert/utils/io/__init__.py
similarity index 100%
rename from linc_convert/utils/zarr/zarr_io/drivers/zarrita.py
rename to linc_convert/utils/io/__init__.py
diff --git a/linc_convert/utils/_array_wrapper.py b/linc_convert/utils/io/_array_wrapper.py
similarity index 100%
rename from linc_convert/utils/_array_wrapper.py
rename to linc_convert/utils/io/_array_wrapper.py
diff --git a/linc_convert/utils/zarr/generate_pyramid.py b/linc_convert/utils/io/generate_pyramid.py
similarity index 100%
rename from linc_convert/utils/zarr/generate_pyramid.py
rename to linc_convert/utils/io/generate_pyramid.py
diff --git a/linc_convert/utils/j2k.py b/linc_convert/utils/io/j2k.py
similarity index 100%
rename from linc_convert/utils/j2k.py
rename to linc_convert/utils/io/j2k.py
diff --git a/linc_convert/utils/spool.py b/linc_convert/utils/io/spool.py
similarity index 100%
rename from linc_convert/utils/spool.py
rename to linc_convert/utils/io/spool.py
diff --git a/linc_convert/utils/zarr/zarr_io/__init__.py b/linc_convert/utils/io/zarr/__init__.py
similarity index 100%
rename from linc_convert/utils/zarr/zarr_io/__init__.py
rename to linc_convert/utils/io/zarr/__init__.py
diff --git a/linc_convert/utils/zarr/zarr_io/abc.py b/linc_convert/utils/io/zarr/abc.py
similarity index 95%
rename from linc_convert/utils/zarr/zarr_io/abc.py
rename to linc_convert/utils/io/zarr/abc.py
index 6ebe2acf..ea954618 100644
--- a/linc_convert/utils/zarr/zarr_io/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -10,10 +10,10 @@
 from nibabel import Nifti1Header, Nifti2Header
 from numpy.typing import DTypeLike
 
-from linc_convert.utils.zarr import ZarrConfig
-from linc_convert.utils.zarr.generate_pyramid import default_levels, next_level_shape, \
+from linc_convert.utils.zarr_config import ZarrConfig
+from linc_convert.utils.io.generate_pyramid import default_levels, next_level_shape, \
     compute_next_level
-from linc_convert.utils.zarr.zarr_io import logger
+from linc_convert.utils.io.zarr import logger
 
 
 class ZarrNode(ABC):
@@ -42,6 +42,13 @@ def zarr_version(self) -> int:
         Return the Zarr format version (e.g., 2 or 3).
         """
         ...
+    # TODO: implement these and more built-in methods
+    # def __repr__(self):
+    #     ...
+    # def __str__(self):
+    #     ...
+    # def __eq__(self, other):
+    #     ...
 
 
 class ZarrArray(ZarrNode):
diff --git a/linc_convert/utils/io/zarr/drivers/__init__.py b/linc_convert/utils/io/zarr/drivers/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
similarity index 98%
rename from linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
rename to linc_convert/utils/io/zarr/drivers/tensorstore.py
index acaada69..7333ca36 100644
--- a/linc_convert/utils/zarr/zarr_io/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -13,8 +13,8 @@
 from upath import UPath
 
 import tensorstore as ts
-from linc_convert.utils.zarr import ZarrConfig
-from linc_convert.utils.zarr.zarr_io.abc import ZarrArray, ZarrGroup
+from linc_convert.utils.zarr_config import ZarrConfig
+from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrGroup
 
 
 class ZarrTSArray(ZarrArray):
@@ -525,7 +525,9 @@ def default_write_config(
 
         # Fix incompatibilities
         shard, chunk = fix_shard_chunk(shard, chunk, shape)
-
+    else:
+        for i, c in enumerate(chunk):
+            chunk[i] = min(chunk[i], shape[i])
     # ------------------------------------------------------------------
     #   Zarr 3
     # ------------------------------------------------------------------
diff --git a/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py b/linc_convert/utils/io/zarr/drivers/zarr_python.py
similarity index 99%
rename from linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
rename to linc_convert/utils/io/zarr/drivers/zarr_python.py
index 78e9bba7..21cb3608 100644
--- a/linc_convert/utils/zarr/zarr_io/drivers/zarr_python.py
+++ b/linc_convert/utils/io/zarr/drivers/zarr_python.py
@@ -7,8 +7,8 @@
 from numpy.typing import DTypeLike
 from zarr.core.chunk_key_encodings import ChunkKeyEncodingParams
 
-from linc_convert.utils.zarr import ZarrConfig
-from linc_convert.utils.zarr.zarr_io.abc import ZarrArray, ZarrGroup
+from linc_convert.utils.zarr_config import ZarrConfig
+from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrGroup
 
 
 class ZarrPythonArray(ZarrArray):
diff --git a/linc_convert/utils/io/zarr/drivers/zarrita.py b/linc_convert/utils/io/zarr/drivers/zarrita.py
new file mode 100644
index 00000000..30e73a04
--- /dev/null
+++ b/linc_convert/utils/io/zarr/drivers/zarrita.py
@@ -0,0 +1 @@
+raise NotImplementedError
diff --git a/linc_convert/utils/zarr/zarr_io/factory.py b/linc_convert/utils/io/zarr/factory.py
similarity index 75%
rename from linc_convert/utils/zarr/zarr_io/factory.py
rename to linc_convert/utils/io/zarr/factory.py
index 1ddbedda..2fe29602 100644
--- a/linc_convert/utils/zarr/zarr_io/factory.py
+++ b/linc_convert/utils/io/zarr/factory.py
@@ -1,9 +1,8 @@
 import warnings
 
-from linc_convert.utils.zarr import ZarrConfig
-from linc_convert.utils.zarr.zarr_config import DriverLike
-from linc_convert.utils.zarr.zarr_io.abc import ZarrGroup
-from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import ZarrPythonArray, \
+from linc_convert.utils.zarr_config import DriverLike, ZarrConfig
+from linc_convert.utils.io.zarr.abc import ZarrGroup
+from linc_convert.utils.io.zarr.drivers.zarr_python import ZarrPythonArray, \
     ZarrPythonGroup
 
 _DRIVER_ARRAY = {
@@ -14,7 +13,7 @@
 }
 
 try:
-    from linc_convert.utils.zarr.zarr_io.drivers.tensorstore import ZarrTSArray, \
+    from linc_convert.utils.io.zarr.drivers.tensorstore import ZarrTSArray, \
         ZarrTSGroup
 
     _DRIVER_ARRAY["tensorstore"] = ZarrTSArray
diff --git a/linc_convert/utils/zarr/__init__.py b/linc_convert/utils/zarr/__init__.py
deleted file mode 100644
index 835db1d7..00000000
--- a/linc_convert/utils/zarr/__init__.py
+++ /dev/null
@@ -1,4 +0,0 @@
-"""Zarr utilities."""
-
-from .zarr_config import ZarrConfig
-from .zarr_io import *
diff --git a/linc_convert/utils/zarr/zarr_config.py b/linc_convert/utils/zarr_config.py
similarity index 97%
rename from linc_convert/utils/zarr/zarr_config.py
rename to linc_convert/utils/zarr_config.py
index 58bf400c..cf791ccf 100644
--- a/linc_convert/utils/zarr/zarr_config.py
+++ b/linc_convert/utils/zarr_config.py
@@ -122,7 +122,8 @@ def update(self, **kwargs):
         return replace(self, **kwargs)
 
 
-def update(zarr_config: ZarrConfig | None, **kwargs: Unpack[ZarrConfig]) -> ZarrConfig:
+def update_default_config(zarr_config: ZarrConfig | None,
+                          **kwargs: Unpack[ZarrConfig]) -> ZarrConfig:
     if zarr_config is None:
         zarr_config = ZarrConfig()
     return replace(zarr_config, **kwargs)

From 3fe8c699399ba3e871902c1fcdc7daf1712ecdbd Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 17 Jul 2025 13:13:48 -0400
Subject: [PATCH 103/157] feat: update lsm pipelines to new api

---
 linc_convert/modalities/lsm/mosaic.py      |  15 +-
 linc_convert/modalities/lsm/multi_slice.py | 182 ++-------------------
 linc_convert/modalities/lsm/spool.py       |  31 ++--
 tests/conftest.py                          |   5 +
 tests/test_lsm.py                          |  85 +++++++---
 tests/test_lsm_multi_slice.py              |  72 ++++++++
 tests/test_lsm_spool.py                    | 141 ++++++++++++++++
 tests/utils/generate_trusted_result.py     |  10 +-
 8 files changed, 320 insertions(+), 221 deletions(-)
 create mode 100644 tests/test_lsm_multi_slice.py
 create mode 100644 tests/test_lsm_spool.py

diff --git a/linc_convert/modalities/lsm/mosaic.py b/linc_convert/modalities/lsm/mosaic.py
index 997586f1..cb894856 100644
--- a/linc_convert/modalities/lsm/mosaic.py
+++ b/linc_convert/modalities/lsm/mosaic.py
@@ -6,7 +6,6 @@
 """
 
 # stdlib
-import ast
 import os
 import re
 from glob import glob
@@ -14,18 +13,13 @@
 # externals
 import cyclopts
 import nibabel as nib
-import numpy as np
-import zarr
-from niizarr import write_nifti_header
 from tifffile import TiffFile
 
 # internals
-from linc_convert import utils
 from linc_convert.modalities.lsm.cli import lsm
-from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.zarr.zarr_config import ZarrConfig
-from linc_convert.utils.zarr.zarr_io import from_config
+from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
+from linc_convert.utils.io.zarr import from_config
 
 mosaic = cyclopts.App(name="mosaic", help_format="markdown")
 lsm.command(mosaic)
@@ -83,7 +77,7 @@ def convert(
     voxel_size
         Voxel size along the X, Y and Z dimension, in micron.
     """
-    zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
+    zarr_config = update_default_config(zarr_config, **kwargs)
 
     if max_load % 2:
         max_load += 1
@@ -197,7 +191,8 @@ def convert(
 
             zstart = sum(shape[0][0] for shape in allshapes[:chunkz])
             ystart = sum(
-                shape[1] for subshapes in allshapes for shape in subshapes[:chunky]
+                shape[1]
+                for shape in allshapes[chunkz][:chunky]
             )
             print(
                 f"Write plane "
diff --git a/linc_convert/modalities/lsm/multi_slice.py b/linc_convert/modalities/lsm/multi_slice.py
index 4df3dd02..0a146274 100644
--- a/linc_convert/modalities/lsm/multi_slice.py
+++ b/linc_convert/modalities/lsm/multi_slice.py
@@ -6,7 +6,6 @@
 """
 
 # stdlib
-import ast
 import os
 import re
 from glob import glob
@@ -15,16 +14,13 @@
 import cyclopts
 import nibabel as nib
 import numpy as np
-import zarr
 from tifffile import TiffFile
 
 # internals
-from linc_convert import utils
 from linc_convert.modalities.lsm.cli import lsm
-from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import make_compressor
-from linc_convert.utils.zarr.zarr_config import ZarrConfig
+from linc_convert.utils.io.zarr import from_config
+from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
 
 multi_slice = cyclopts.App(name="multi_slice", help_format="markdown")
 lsm.command(multi_slice)
@@ -34,7 +30,6 @@
 def convert(
     inp: str,
     *,
-    out: str,
     zarr_config: ZarrConfig = None,
     overlap: int = 30,
     max_load: int = 512,
@@ -93,15 +88,8 @@ def convert(
     voxel_size
         Voxel size along the X, Y and Z dimensions, in microns.
     """
-    zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
-    chunk: int = zarr_config.chunk[0]
-    compressor: str = zarr_config.compressor
-    compressor_opt: str = zarr_config.compressor_opt
-    nii: bool = zarr_config.nii
-
-    if isinstance(compressor_opt, str):
-        compressor_opt = ast.literal_eval(compressor_opt)
-
+    zarr_config = update_default_config(zarr_config, **kwargs)
+    chunk = zarr_config.chunk
     if max_load % 2:
         max_load += 1
 
@@ -124,10 +112,8 @@ def convert(
         all_chunks_info["y"].append(int(parsed.group("y")))
 
     # default output name
-    if not out:
-        out = all_chunks_info["prefix"][0] + all_chunks_info["suffix"][0]
-        out += ".nii.zarr" if nii else ".ome.zarr"
-    nii = nii or out.endswith(".nii.zarr")
+    zarr_config.set_default_name(
+        all_chunks_info["prefix"][0] + all_chunks_info["suffix"][0])
 
     # parse all individual file names
     nchunkz = max(all_chunks_info["z"])
@@ -168,22 +154,13 @@ def convert(
     fullshape[2] = allshapes[0][0][2]
 
     # Prepare Zarr group
-    omz = zarr.storage.DirectoryStore(out)
-    omz = zarr.group(store=omz, overwrite=True)
-    print(out)
-    # Prepare chunking options
-    opt = {
-        "chunks": [chunk] * 3,
-        "dimension_separator": r"/",
-        "order": "F",
-        "dtype": np.dtype(dtype).str,
-        "fill_value": None,
-        "compressor": make_compressor(compressor, **compressor_opt),
-    }
+    omz = from_config(zarr_config)
+    print(zarr_config.out)
 
     # write first level
-    omz.create_dataset("0", shape=fullshape, **opt)
-    array = omz["0"]
+    array = omz.create_array("0", shape=fullshape, dtype=np.dtype(dtype).str,
+                             zarr_config=zarr_config)
+
     print("Write level 0 with shape", fullshape)
 
     for i, filename in enumerate(all_chunks_info["filename"]):
@@ -215,132 +192,16 @@ def convert(
         )
         array[slicer] = dat
     print("")
-
-    # build pyramid using median windows
-    level = 0
-    while any(x > 1 for x in omz[str(level)].shape[-3:]):
-        prev_array = omz[str(level)]
-        prev_shape = prev_array.shape[-3:]
-        level += 1
-
-        new_shape = list(map(lambda x: max(1, x // 2), prev_shape))
-        if all(x < chunk for x in new_shape):
-            break
-        print("Compute level", level, "with shape", new_shape)
-        omz.create_dataset(str(level), shape=new_shape, **opt)
-        new_array = omz[str(level)]
-
-        nz, ny, nx = prev_array.shape[-3:]
-        ncz = ceildiv(nz, max_load)
-        ncy = ceildiv(ny, max_load)
-        ncx = ceildiv(nx, max_load)
-
-        for cz in range(ncz):
-            for cy in range(ncy):
-                for cx in range(ncx):
-                    print(f"chunk ({cz}, {cy}, {cx}) / ({ncz}, {ncy}, {ncx})", end="\r")
-
-                    dat = prev_array[
-                        ...,
-                        cz * max_load : (cz + 1) * max_load,
-                        cy * max_load : (cy + 1) * max_load,
-                        cx * max_load : (cx + 1) * max_load,
-                    ]
-                    crop = [0 if x == 1 else x % 2 for x in dat.shape[-3:]]
-                    slicer = [slice(-1) if x else slice(None) for x in crop]
-                    dat = dat[(Ellipsis, *slicer)]
-                    pz, py, px = dat.shape[-3:]
-
-                    dat = dat.reshape(
-                        [
-                            max(pz // 2, 1),
-                            min(pz, 2),
-                            max(py // 2, 1),
-                            min(py, 2),
-                            max(px // 2, 1),
-                            min(px, 2),
-                        ]
-                    )
-                    dat = dat.transpose([0, 2, 4, 1, 3, 5])
-                    dat = dat.reshape(
-                        [
-                            max(pz // 2, 1),
-                            max(py // 2, 1),
-                            max(px // 2, 1),
-                            -1,
-                        ]
-                    )
-                    dat = np.median(dat, -1)
-
-                    new_array[
-                        ...,
-                        cz * max_load // 2 : (cz + 1) * max_load // 2,
-                        cy * max_load // 2 : (cy + 1) * max_load // 2,
-                        cx * max_load // 2 : (cx + 1) * max_load // 2,
-                    ] = dat
-
+    omz.generate_pyramid(mode="median")
     print("")
-    nblevel = level
 
     # Write OME-Zarr multiscale metadata
     print("Write metadata")
-    multiscales = [
-        {
-            "version": "0.4",
-            "axes": [
-                {"name": "z", "type": "space", "unit": "micrometer"},
-                {"name": "y", "type": "space", "unit": "micrometer"},
-                {"name": "x", "type": "space", "unit": "micrometer"},
-            ],
-            "datasets": [],
-            "type": "median window 2x2x2",
-            "name": "",
-        }
-    ]
-
     voxel_size = list(map(float, reversed(voxel_size)))
-    factor = [1] * 3
-    for n in range(nblevel):
-        shape = omz[str(n)].shape[-3:]
-        multiscales[0]["datasets"].append({})
-        level = multiscales[0]["datasets"][-1]
-        level["path"] = str(n)
-
-        # We made sure that the downsampling level is exactly 2
-        # However, once a dimension has size 1, we stop downsampling.
-        if n > 0:
-            shape_prev = omz[str(n - 1)].shape[-3:]
-            if shape_prev[0] != shape[0]:
-                factor[0] *= 2
-            if shape_prev[1] != shape[1]:
-                factor[1] *= 2
-            if shape_prev[2] != shape[2]:
-                factor[2] *= 2
-
-        level["coordinateTransformations"] = [
-            {
-                "type": "scale",
-                "scale": [
-                    factor[0] * voxel_size[0],
-                    factor[1] * voxel_size[1],
-                    factor[2] * voxel_size[2],
-                ],
-            },
-            {
-                "type": "translation",
-                "translation": [
-                    (factor[0] - 1) * voxel_size[0] * 0.5,
-                    (factor[1] - 1) * voxel_size[1] * 0.5,
-                    (factor[2] - 1) * voxel_size[2] * 0.5,
-                ],
-            },
-        ]
-    multiscales[0]["coordinateTransformations"] = [
-        {"scale": [1.0] * 3, "type": "scale"}
-    ]
-    omz.attrs["multiscales"] = multiscales
-
-    if not nii:
+
+    omz.write_ome_metadata(["z", "y", "x"], voxel_size)
+
+    if not zarr_config.nii:
         print("done.")
         return
 
@@ -360,14 +221,5 @@ def convert(
     header.set_sform(affine)
     header.set_xyzt_units(nib.nifti1.unit_codes.code["micron"])
     header.structarr["magic"] = b"nz2\0"
-    header = np.frombuffer(header.structarr.tobytes(), dtype="u1")
-    opt = {
-        "chunks": [len(header)],
-        "dimension_separator": r"/",
-        "order": "F",
-        "dtype": "|u1",
-        "fill_value": None,
-        "compressor": None,
-    }
-    omz.create_dataset("nifti", data=header, shape=shape, **opt)
+    omz.write_nifti_header(header)
     print("done.")
diff --git a/linc_convert/modalities/lsm/spool.py b/linc_convert/modalities/lsm/spool.py
index 82b41999..5d4f0b36 100644
--- a/linc_convert/modalities/lsm/spool.py
+++ b/linc_convert/modalities/lsm/spool.py
@@ -9,16 +9,15 @@
 import cyclopts
 import nibabel as nib
 import numpy as np
-from niizarr import default_nifti_header, write_nifti_header
-from niizarr._nii2zarr import write_ome_metadata
+from niizarr import default_nifti_header
 
 # internals
-from linc_convert import utils
 from linc_convert.modalities.lsm.cli import lsm
+from linc_convert.utils.io.zarr import from_config
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.spool import SpoolSetInterpreter
-from linc_convert.utils.zarr import (generate_pyramid, ZarrConfig)
-from linc_convert.utils.zarr.zarr_io.drivers.zarr_python import open_zarr_group, \
+from linc_convert.utils.io.spool import SpoolSetInterpreter
+from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
+from linc_convert.utils.io.zarr.drivers.zarr_python import open_zarr_group, \
     create_array
 
 spool = cyclopts.App(name="spool", help_format="markdown")
@@ -36,7 +35,6 @@
 def convert(
         inp: str,
         *,
-        out: str,
         overlap: int = 192,
         orientation: str = "coronal",
         center: bool = True,
@@ -71,7 +69,7 @@ def convert(
     ----------
     inp
         Path to the root directory, which contains a collection of
-        subfolders named `*_y{:02d}_z{:02d}*`, each containing a
+        subfolders named `*_y{:02d}_z{:02d}*_HR`, each containing a
         collection of files named `*spool.dat`.
         TODO: add instrution for metadata file and info file
     out
@@ -89,7 +87,7 @@ def convert(
     kwargs
         used for internal api
     """
-    zarr_config = utils.zarr.zarr_config.update(zarr_config, **kwargs)
+    zarr_config = update_default_config(zarr_config, **kwargs)
 
     CHUNK_PATTERN = re.compile(
         r"^(?P<prefix>\w*)"
@@ -202,8 +200,8 @@ def convert(
     fullshape = (full_shape_z, full_shape_y, full_shape_x)
 
     # Initialize Zarr group and array
-    omz = open_zarr_group(zarr_config)
-    array = create_array(omz, "0", shape=fullshape, zarr_config=zarr_config, dtype=dtype)
+    omz = from_config(zarr_config)
+    array = omz.create_array("0", shape=fullshape, zarr_config=zarr_config, dtype=dtype)
     # TODO: logger
     # print(out)
 
@@ -240,15 +238,17 @@ def convert(
     print("")
 
     # Generate Zarr pyramid and metadata
-    generate_pyramid(omz, levels=zarr_config.levels)
-    write_ome_metadata(omz, axes = ["z","y","x"],space_scale=voxel_size)
+    omz.generate_pyramid(levels=zarr_config.levels)
+    omz.write_ome_metadata(axes=["z", "y", "x"], space_scale=voxel_size)
 
     # Write NIfTI-Zarr header:
     if not zarr_config.nii:
         return
 
     # TODO: header has some problem with unit when deal with zarr 2, furthur debugging needed
-    header, _ = default_nifti_header(omz["0"], omz.attrs.get("ome", omz.attrs).get("multiscales", None))
+    header = default_nifti_header(omz["0"],
+                                  omz.attrs.get("ome", omz.attrs).get("multiscales",
+                                                                      None))
     shape = list(reversed(omz["0"].shape))
     shape = shape[:3] + [1] + shape[3:]  # insert time dimension
     affine = orientation_to_affine(orientation, *voxel_size)
@@ -260,5 +260,4 @@ def convert(
     header.set_sform(affine)
     header.set_xyzt_units(nib.nifti1.unit_codes.code["micron"])
 
-    write_nifti_header(omz, header)
-
+    omz.write_nifti_header(header)
diff --git a/tests/conftest.py b/tests/conftest.py
index 0fe1cb27..04b9f668 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -32,6 +32,11 @@ def driver(request):
     return request.param
 
 
+@pytest.fixture(scope="module", params=[2, 3])
+def zarr_version(request):
+    return request.param
+
+
 @pytest.mark.heavy
 def test_heavy(test_data_heavy_dir):
     assert True
diff --git a/tests/test_lsm.py b/tests/test_lsm.py
index 5273a721..2902e190 100644
--- a/tests/test_lsm.py
+++ b/tests/test_lsm.py
@@ -1,32 +1,73 @@
+import shutil
 from pathlib import Path
 
 import numpy as np
+import pytest
+import skimage
 import tifffile
 import zarr
 
-from linc_convert.modalities.lsm import mosaic
+from linc_convert.modalities.lsm import mosaic, spool
 from utils.compare_file import assert_zarr_equal
+from utils.sample_data import generate_sample_data_variation
 
 
-def _write_test_data(directory: str) -> None:
-    root_path = Path(directory)
-    for z in range(1, 2, 1):
-        for y in range(1, 3, 1):
-            folder = root_path / f"test_z{z}_y{y}"
+@pytest.fixture
+def mosaic_tiff(tmp_path):
+    root = Path(tmp_path)
+    brain = np.array(generate_sample_data_variation(3))
+    brain = brain.reshape(3, 2, 5, 4, 64, 256)
+
+    for z in range(1, 6):
+        for y in range(1, 5):
+            folder = root / f"test_z{z}_y{y}"
             folder.mkdir(parents=True, exist_ok=True)
-            for plane in range(1, 4, 1):
-                for c in range(1, 3, 1):
-                    image = np.zeros((1024, 768)) + z * y * plane * c
-                    tifffile.imwrite(
-                        folder / f"test_z{z}_y{y}_plane{plane}_c{c}.tiff", image
-                    )
-
-
-def test_lsm(tmp_path):
-    _write_test_data(tmp_path)
-    output_zarr = tmp_path / "output.zarr"
-    mosaic.convert(str(tmp_path), out=str(output_zarr), zarr_version=2,
-                   driver="tensorstore")
-    assert_zarr_equal(str(output_zarr),
-                      zarr.storage.ZipStore(
-                          "data/lsm.zarr.zip", mode="r"))
+            for plane_index in range(1, 3):
+                for c in range(1, 4):
+                    out_path = folder / f"test_z{z}_y{y}_plane{plane_index}_c{c}.tiff"
+                    image = brain[c - 1, plane_index - 1, z - 1, y - 1, :]
+                    tifffile.imwrite(out_path, image)
+    return root
+
+
+@pytest.mark.parametrize(
+    "zarr_version, expected_zarr",
+    [
+        (2, "data/lsm_mosaic_zarr2.nii.zarr.zip"),
+        (3, "data/lsm_mosaic_zarr3.nii.zarr.zip"),
+    ],
+)
+def test_mosaic_lsm(tmp_path, mosaic_tiff, zarr_version, expected_zarr, driver):
+    """
+    Convert multiple JP2 slices into a Zarr store and compare against golden.
+    """
+    output = tmp_path / "mosaic.nii.zarr"
+    mosaic.convert(
+        str(mosaic_tiff),
+        out=str(output),
+        zarr_version=zarr_version,
+        driver=driver
+    )
+    assert_zarr_equal(
+        str(output),
+        zarr.storage.ZipStore(expected_zarr, mode="r")
+    )
+
+
+@pytest.mark.golden
+@pytest.mark.parametrize(
+    ("zarr_version", "expected_zarr"),
+    [
+        (2, "data/lsm_mosaic_zarr2.nii.zarr.zip"),
+        (3, "data/lsm_mosaic_zarr3.nii.zarr.zip"),
+    ],
+)
+def test_mosaic_lsm_regen_golden(tmp_path, mosaic_tiff, zarr_version, expected_zarr):
+    output = tmp_path / "mosaic.nii.zarr"
+    mosaic.convert(
+        str(mosaic_tiff),
+        out=str(output),
+        zarr_version=zarr_version,
+    )
+    base = Path(expected_zarr).with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/test_lsm_multi_slice.py b/tests/test_lsm_multi_slice.py
new file mode 100644
index 00000000..ea7212ed
--- /dev/null
+++ b/tests/test_lsm_multi_slice.py
@@ -0,0 +1,72 @@
+import shutil
+from pathlib import Path
+
+import numpy as np
+import pytest
+import skimage
+import tifffile
+import zarr
+
+from linc_convert.modalities.lsm import multi_slice
+from utils.compare_file import assert_zarr_equal
+from utils.sample_data import generate_sample_data_variation
+
+
+@pytest.fixture
+def multi_slice_tiff(tmp_path):
+    root = Path(tmp_path)
+    brain = skimage.data.brain()
+    brain = brain.reshape(10, 4, 64, 256)
+    for z in range(1, 11):
+        for y in range(1, 4):
+            out_path = root / f"test_y{y:02d}_z{z:02d}.tiff"
+            image = brain[z - y, y - 1][None, ...]
+            tifffile.imwrite(out_path, image)
+    return root
+
+
+@pytest.mark.parametrize(
+    "zarr_version, expected_zarr",
+    [
+        (2, "data/lsm_multi_slice_zarr2.nii.zarr.zip"),
+        (3, "data/lsm_multi_slice_zarr3.nii.zarr.zip"),
+    ],
+)
+def test_lsm_multi_slice(tmp_path, multi_slice_tiff, zarr_version, expected_zarr,
+                         driver):
+    """
+    Convert multiple JP2 slices into a Zarr store and compare against golden.
+    """
+    output = tmp_path / "multi_slice.zarr"
+    multi_slice.convert(
+        multi_slice_tiff,
+        overlap=0,
+        out=str(output),
+        zarr_version=zarr_version,
+        driver=driver
+    )
+    assert_zarr_equal(
+        str(output),
+        zarr.storage.ZipStore(expected_zarr, mode="r")
+    )
+
+
+@pytest.mark.golden
+@pytest.mark.parametrize(
+    ("zarr_version", "expected_zarr"),
+    [
+        (2, "data/lsm_multi_slice_zarr2.nii.zarr.zip"),
+        (3, "data/lsm_multi_slice_zarr3.nii.zarr.zip"),
+    ],
+)
+def test_lsm_multi_slice_regen_golden(tmp_path, multi_slice_tiff, zarr_version,
+                                      expected_zarr):
+    output = tmp_path / "single_slice.zarr"
+    multi_slice.convert(
+        str(multi_slice_tiff),
+        overlap=0,
+        out=str(output),
+        zarr_version=zarr_version,
+    )
+    base = Path(expected_zarr).with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/test_lsm_spool.py b/tests/test_lsm_spool.py
new file mode 100644
index 00000000..87bf8ace
--- /dev/null
+++ b/tests/test_lsm_spool.py
@@ -0,0 +1,141 @@
+import os
+import shutil
+from pathlib import Path
+
+import numpy as np
+import pytest
+import skimage
+import tifffile
+import zarr
+
+from linc_convert.modalities.lsm import mosaic, spool
+from utils.compare_file import assert_zarr_equal
+from utils.sample_data import generate_sample_data_variation
+
+
+@pytest.fixture
+def spool_dat(tmp_path):
+    brain = skimage.data.brain()
+    brain = brain.reshape(10, 4, 64, 256)
+    for z in range(1, 11):
+        for y in range(1, 4):
+            out_path = tmp_path / f"test_run{y:02d}_y{y:02d}_z{z:02d}_HR"
+            image = brain[z - y, y - 1][None, ...]
+
+            write_zyla_spool_set(image, out_path, images_per_file=128)
+
+    return tmp_path
+
+
+def write_zyla_spool_set(
+        image: np.ndarray,
+        spool_set_path: str,
+        *,
+        pixel_encoding: str = 'Mono16',
+        images_per_file: int = None,
+):
+    """
+    Given `image` of shape (numDepths, numColumns, numFrames),
+    create a Zyla‑compatible spool directory at `spool_set_path`
+    such that SpoolSetInterpreter(...).assemble_cropped() == image.
+
+    Parameters
+    ----------
+    image : np.ndarray
+        3D array with shape (numDepths, numColumns, numFrames).  Must be dtype uint16 if
+        pixel_encoding='Mono16' (or uint8 if 'Mono8').
+    spool_set_path : str
+        Path to the directory to create.  Will be mkdir'd if necessary.
+    pixel_encoding : {'Mono16','Mono8'}
+        Selects dtype and controls AOIStride = numColumns * itemsize.
+    images_per_file : int, optional
+        How many frames to pack into each spool file.  Defaults to all frames in one file.
+    """
+    numDepths, numColumns, numFrames = image.shape
+    if images_per_file is None:
+        images_per_file = numFrames
+    if pixel_encoding == 'Mono16':
+        dtype = np.uint16
+    elif pixel_encoding == 'Mono8':
+        dtype = np.uint8
+    else:
+        raise ValueError("pixel_encoding must be 'Mono16' or 'Mono8'")
+    if image.dtype != dtype:
+        raise ValueError(f"Expected image.dtype={dtype}, got {image.dtype}")
+
+    # compute padded rows: odd heights get +1, even get +2
+    if numDepths % 2:
+        numRows = numDepths + 1
+    else:
+        numRows = numDepths + 2
+
+    # stride in bytes
+    stride = numColumns * dtype().nbytes
+    # how many bytes per frame
+    frame_bytes = numRows * numColumns * dtype().nbytes
+
+    # make directory
+    os.makedirs(spool_set_path, exist_ok=True)
+
+    # marker for format detection
+    open(os.path.join(spool_set_path, 'Spooled files.sifx'), 'wb').close()
+
+    # write acquisitionmetadata.ini
+    ini = f"""
+[data]
+AOIHeight = {numDepths}
+AOIWidth  = {numColumns}
+AOIStride = {stride}
+PixelEncoding = {pixel_encoding}
+ImageSizeBytes = {frame_bytes}
+
+[multiimage]
+ImagesPerFile = {images_per_file}
+"""
+    with open(os.path.join(spool_set_path, 'acquisitionmetadata.ini'), 'w',
+              encoding='utf-8') as f:
+        f.write(ini)
+
+    # split into as many spool files as needed
+    n_files = (numFrames + images_per_file - 1) // images_per_file
+    for file_idx in range(n_files):
+        start_f = file_idx * images_per_file
+        end_f = min(start_f + images_per_file, numFrames)
+        this_count = end_f - start_f
+
+        # prepare buffer: shape (this_count, numRows, numColumns)
+        buf = np.zeros((this_count, numRows, numColumns), dtype=dtype)
+        # fill the real depths into row 0..numDepths-1
+        # image has shape (numDepths, numColumns, numFrames)
+        # buf[f, d, c] = image[d, c, f]
+        for f in range(this_count):
+            buf[f, :numDepths, :] = image[:, :, start_f + f]
+
+        # name = reversed zero‑padded index + "spool.dat"
+        rev = str(file_idx).zfill(10)[::-1]
+        fn = f"{rev}spool.dat"
+        with open(os.path.join(spool_set_path, fn), 'wb') as f:
+            f.write(buf.tobytes())
+
+
+def test_spool_convert(tmp_path, spool_dat, zarr_version):
+    expected_zarr = f"data/lsm_mosaic_zarr{zarr_version}.nii.zarr.zip"
+    output = tmp_path / "spool.nii.zarr"
+    spool.convert(inp=spool_dat, out=str(output), overlap=0)
+
+    # assert_zarr_equal is assumed available from your test utils
+    assert_zarr_equal(
+        str(output),
+        zarr.storage.ZipStore(expected_zarr, mode="r")
+    )
+
+
+@pytest.mark.golden
+def test_spool_regen_golden(tmp_path, spool_dat, zarr_version):
+    expected_zarr = f"data/lsm_mosaic_zarr{zarr_version}.nii.zarr.zip"
+    output = tmp_path / "spool_output.nii.zarr"
+    spool.convert(inp=spool_dat, out=str(output), overlap=0)
+
+    # Write out new golden archive
+    base = Path(expected_zarr).with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/utils/generate_trusted_result.py b/tests/utils/generate_trusted_result.py
index 2543b4ae..7ddfff60 100644
--- a/tests/utils/generate_trusted_result.py
+++ b/tests/utils/generate_trusted_result.py
@@ -2,20 +2,14 @@
 import tempfile
 from pathlib import Path
 
-import zarr
-
 import test_lsm
 import test_wk
+import zarr
+
 from linc_convert.modalities.lsm import mosaic
 from linc_convert.modalities.wk import webknossos_annotation
 
 if __name__ == "__main__":
-    with tempfile.TemporaryDirectory() as tmp_dir:
-        test_lsm._write_test_data(tmp_dir)
-        output_zarr = os.path.join(tmp_dir, "output.zarr")
-        mosaic.convert(tmp_dir, output_zarr)
-        zarr.copy_all(zarr.open(output_zarr), zarr.open("data/lsm.zarr.zip", "w"))
-
     with tempfile.TemporaryDirectory() as tmp_dir:
         test_wk._write_test_data(tmp_dir)
 

From 171f02ee01f34015c1d098c01c3cedacfe166ba0 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 17 Jul 2025 13:13:57 -0400
Subject: [PATCH 104/157] tests

---
 tests/utils/compare_file.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/utils/compare_file.py b/tests/utils/compare_file.py
index d042c432..c58f7e8e 100644
--- a/tests/utils/compare_file.py
+++ b/tests/utils/compare_file.py
@@ -121,7 +121,7 @@ def assert_zarr_equal(
             f"Group attrs differ:\n ‣ {json.dumps(dict(zarr1.attrs))}\n ‣ {json.dumps(dict(zarr2.attrs))}")
     if set(zarr1.keys()) != set(zarr2.keys()):
         diffs.append(
-            f"Group keys differ:\n ‣ {set(zarr1.keys())}\n ‣ {set(zarr2.keys())}")
+            f"Group keys differ:\n ‣ {set(zarr1.keys())} in {zarr1.store_path}\n ‣ {set(zarr2.keys())} in {zarr2.store_path}")
 
     keys = set(zarr1.keys()).intersection(set(zarr2.keys()))
     for key in keys:

From 45a7c8d198465c4367e18a034950457aae5411a3 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 17 Jul 2025 13:23:54 -0400
Subject: [PATCH 105/157] tests

---
 tests/test_df.py                              | 128 ------------------
 tests/test_df_multi_slice.py                  |  55 ++++++++
 tests/test_df_single_slice.py                 |  49 +++++++
 tests/{test_lsm.py => test_lsm_mosaic.py}     |  23 +---
 tests/test_lsm_multi_slice.py                 |  30 +---
 tests/test_lsm_spool.py                       |   4 +-
 ...{test_oct.py => test_oct_single_volume.py} |   0
 7 files changed, 116 insertions(+), 173 deletions(-)
 delete mode 100644 tests/test_df.py
 create mode 100644 tests/test_df_multi_slice.py
 create mode 100644 tests/test_df_single_slice.py
 rename tests/{test_lsm.py => test_lsm_mosaic.py} (74%)
 rename tests/{test_oct.py => test_oct_single_volume.py} (100%)

diff --git a/tests/test_df.py b/tests/test_df.py
deleted file mode 100644
index 08c9d4b8..00000000
--- a/tests/test_df.py
+++ /dev/null
@@ -1,128 +0,0 @@
-import glob
-import os
-import shutil
-from pathlib import Path
-
-import glymur
-import numpy as np
-import pytest
-import skimage
-import zarr
-
-from linc_convert.modalities.df import multi_slice, single_slice
-from utils.compare_file import assert_zarr_equal
-from utils.sample_data import generate_sample_data_variation
-
-
-@pytest.fixture
-def single_slice_jp2(tmp_path):
-    path = tmp_path / "slice.jp2"
-    image = skimage.data.brain().T[..., :3]
-    glymur.Jp2k(
-        path,
-        data=image,
-    )
-    return path
-
-
-@pytest.fixture
-def multi_slice_jp2(tmp_path):
-    image = generate_sample_data_variation(3)
-    image = np.array(image).transpose(2, 3, 0, 1)
-    for i in range(4):
-        glymur.Jp2k(
-            f"{tmp_path}/slice{i:03d}.jp2",
-            data=image[..., i],
-        )
-    files = glob.glob(str(os.path.join(tmp_path, "*.jp2")))
-    files.sort()
-    return files
-
-
-@pytest.mark.parametrize(
-    "zarr_version, expected_zarr",
-    [
-        (2, "data/df_single_slice_zarr2.nii.zarr.zip"),
-        (3, "data/df_single_slice_zarr3.nii.zarr.zip"),
-    ],
-)
-def test_single_slice_df(tmp_path, single_slice_jp2, zarr_version, expected_zarr,
-                         driver):
-    """
-    Convert a single JP2 slice into a Zarr store and compare against golden.
-    """
-    output = tmp_path / "single_slice.zarr"
-    single_slice.convert(
-        str(single_slice_jp2),
-        out=str(output),
-        zarr_version=zarr_version,
-        driver=driver
-    )
-    assert_zarr_equal(
-        str(output),
-        zarr.storage.ZipStore(expected_zarr, mode="r")
-    )
-
-
-@pytest.mark.parametrize(
-    "zarr_version, expected_zarr",
-    [
-        (2, "data/df_multi_slice_zarr2.nii.zarr.zip"),
-        (3, "data/df_multi_slice_zarr3.nii.zarr.zip"),
-    ],
-)
-def test_multi_slice_df(tmp_path, multi_slice_jp2, zarr_version, expected_zarr, driver):
-    """
-    Convert multiple JP2 slices into a Zarr store and compare against golden.
-    """
-    output = tmp_path / "multi_slice.zarr"
-    multi_slice.convert(
-        multi_slice_jp2,
-        out=str(output),
-        zarr_version=zarr_version,
-        driver=driver
-    )
-    assert_zarr_equal(
-        str(output),
-        zarr.storage.ZipStore(expected_zarr, mode="r")
-    )
-
-
-@pytest.mark.golden
-@pytest.mark.parametrize(
-    "zarr_version, expected_zarr",
-    [
-        (2, "data/df_single_slice_zarr2.nii.zarr.zip"),
-        (3, "data/df_single_slice_zarr3.nii.zarr.zip"),
-    ],
-)
-def test_single_slice_df_regen_golden(tmp_path, single_slice_jp2, zarr_version,
-                                      expected_zarr):
-    output = tmp_path / "single_slice.zarr"
-    single_slice.convert(
-        str(single_slice_jp2),
-        out=str(output),
-        zarr_version=zarr_version,
-    )
-    base = Path(expected_zarr).with_suffix("")
-    shutil.make_archive(str(base), "zip", str(output))
-
-
-@pytest.mark.golden
-@pytest.mark.parametrize(
-    "zarr_version, expected_zarr",
-    [
-        (2, "data/df_multi_slice_zarr2.nii.zarr.zip"),
-        (3, "data/df_multi_slice_zarr3.nii.zarr.zip"),
-    ],
-)
-def test_multi_slice_df_regen_golden(tmp_path, multi_slice_jp2, zarr_version,
-                                     expected_zarr):
-    output = tmp_path / "multi_slice.zarr"
-    multi_slice.convert(
-        multi_slice_jp2,
-        out=str(output),
-        zarr_version=zarr_version,
-    )
-    base = Path(expected_zarr).with_suffix("")
-    shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/test_df_multi_slice.py b/tests/test_df_multi_slice.py
new file mode 100644
index 00000000..e306b5f1
--- /dev/null
+++ b/tests/test_df_multi_slice.py
@@ -0,0 +1,55 @@
+import glob
+import os
+import shutil
+from pathlib import Path
+
+import glymur
+import numpy as np
+import pytest
+import zarr
+
+from linc_convert.modalities.df import multi_slice
+from utils.compare_file import assert_zarr_equal
+from utils.sample_data import generate_sample_data_variation
+
+
+@pytest.fixture
+def multi_slice_jp2(tmp_path):
+    image = generate_sample_data_variation(3)
+    image = np.array(image).transpose(2, 3, 0, 1)
+    for i in range(4):
+        glymur.Jp2k(
+            f"{tmp_path}/slice{i:03d}.jp2",
+            data=image[..., i],
+        )
+    files = glob.glob(str(os.path.join(tmp_path, "*.jp2")))
+    files.sort()
+    return files
+
+
+def test_multi_slice_df(tmp_path, multi_slice_jp2, zarr_version, driver):
+    expected_zarr = f"data/df_multi_slice_zarr{zarr_version}.nii.zarr.zip"
+    output = tmp_path / "multi_slice.zarr"
+    multi_slice.convert(
+        multi_slice_jp2,
+        out=str(output),
+        zarr_version=zarr_version,
+        driver=driver
+    )
+    assert_zarr_equal(
+        str(output),
+        zarr.storage.ZipStore(expected_zarr, mode="r")
+    )
+
+
+@pytest.mark.golden
+def test_multi_slice_df_regen_golden(tmp_path, multi_slice_jp2, zarr_version):
+    expected_zarr = f"data/df_multi_slice_zarr{zarr_version}.nii.zarr.zip"
+    output = tmp_path / "multi_slice.zarr"
+    multi_slice.convert(
+        multi_slice_jp2,
+        out=str(output),
+        zarr_version=zarr_version,
+    )
+    base = Path(expected_zarr).with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/test_df_single_slice.py b/tests/test_df_single_slice.py
new file mode 100644
index 00000000..fa6b35b5
--- /dev/null
+++ b/tests/test_df_single_slice.py
@@ -0,0 +1,49 @@
+import shutil
+from pathlib import Path
+
+import glymur
+import pytest
+import skimage
+import zarr
+
+from linc_convert.modalities.df import single_slice
+from utils.compare_file import assert_zarr_equal
+
+
+@pytest.fixture
+def single_slice_jp2(tmp_path):
+    path = tmp_path / "slice.jp2"
+    image = skimage.data.brain().T[..., :3]
+    glymur.Jp2k(
+        path,
+        data=image,
+    )
+    return path
+
+
+def test_single_slice_df(tmp_path, single_slice_jp2, zarr_version, driver):
+    expected_zarr = f"data/df_single_slice_zarr{zarr_version}.nii.zarr.zip"
+    output = tmp_path / "single_slice.zarr"
+    single_slice.convert(
+        str(single_slice_jp2),
+        out=str(output),
+        zarr_version=zarr_version,
+        driver=driver
+    )
+    assert_zarr_equal(
+        str(output),
+        zarr.storage.ZipStore(expected_zarr, mode="r")
+    )
+
+
+@pytest.mark.golden
+def test_single_slice_df_regen_golden(tmp_path, single_slice_jp2, zarr_version):
+    expected_zarr = f"data/df_single_slice_zarr{zarr_version}.nii.zarr.zip"
+    output = tmp_path / "single_slice.zarr"
+    single_slice.convert(
+        str(single_slice_jp2),
+        out=str(output),
+        zarr_version=zarr_version,
+    )
+    base = Path(expected_zarr).with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/test_lsm.py b/tests/test_lsm_mosaic.py
similarity index 74%
rename from tests/test_lsm.py
rename to tests/test_lsm_mosaic.py
index 2902e190..8ffbdefb 100644
--- a/tests/test_lsm.py
+++ b/tests/test_lsm_mosaic.py
@@ -3,11 +3,10 @@
 
 import numpy as np
 import pytest
-import skimage
 import tifffile
 import zarr
 
-from linc_convert.modalities.lsm import mosaic, spool
+from linc_convert.modalities.lsm import mosaic
 from utils.compare_file import assert_zarr_equal
 from utils.sample_data import generate_sample_data_variation
 
@@ -30,17 +29,11 @@ def mosaic_tiff(tmp_path):
     return root
 
 
-@pytest.mark.parametrize(
-    "zarr_version, expected_zarr",
-    [
-        (2, "data/lsm_mosaic_zarr2.nii.zarr.zip"),
-        (3, "data/lsm_mosaic_zarr3.nii.zarr.zip"),
-    ],
-)
-def test_mosaic_lsm(tmp_path, mosaic_tiff, zarr_version, expected_zarr, driver):
+def test_mosaic_lsm(tmp_path, mosaic_tiff, zarr_version, driver):
     """
     Convert multiple JP2 slices into a Zarr store and compare against golden.
     """
+    expected_zarr = f"data/lsm_mosaic_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "mosaic.nii.zarr"
     mosaic.convert(
         str(mosaic_tiff),
@@ -55,14 +48,8 @@ def test_mosaic_lsm(tmp_path, mosaic_tiff, zarr_version, expected_zarr, driver):
 
 
 @pytest.mark.golden
-@pytest.mark.parametrize(
-    ("zarr_version", "expected_zarr"),
-    [
-        (2, "data/lsm_mosaic_zarr2.nii.zarr.zip"),
-        (3, "data/lsm_mosaic_zarr3.nii.zarr.zip"),
-    ],
-)
-def test_mosaic_lsm_regen_golden(tmp_path, mosaic_tiff, zarr_version, expected_zarr):
+def test_mosaic_lsm_regen_golden(tmp_path, mosaic_tiff, zarr_version):
+    expected_zarr = f"data/lsm_mosaic_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "mosaic.nii.zarr"
     mosaic.convert(
         str(mosaic_tiff),
diff --git a/tests/test_lsm_multi_slice.py b/tests/test_lsm_multi_slice.py
index ea7212ed..afd96ce3 100644
--- a/tests/test_lsm_multi_slice.py
+++ b/tests/test_lsm_multi_slice.py
@@ -1,7 +1,6 @@
 import shutil
 from pathlib import Path
 
-import numpy as np
 import pytest
 import skimage
 import tifffile
@@ -9,7 +8,6 @@
 
 from linc_convert.modalities.lsm import multi_slice
 from utils.compare_file import assert_zarr_equal
-from utils.sample_data import generate_sample_data_variation
 
 
 @pytest.fixture
@@ -25,21 +23,12 @@ def multi_slice_tiff(tmp_path):
     return root
 
 
-@pytest.mark.parametrize(
-    "zarr_version, expected_zarr",
-    [
-        (2, "data/lsm_multi_slice_zarr2.nii.zarr.zip"),
-        (3, "data/lsm_multi_slice_zarr3.nii.zarr.zip"),
-    ],
-)
 def test_lsm_multi_slice(tmp_path, multi_slice_tiff, zarr_version, expected_zarr,
                          driver):
-    """
-    Convert multiple JP2 slices into a Zarr store and compare against golden.
-    """
-    output = tmp_path / "multi_slice.zarr"
+    expected_zarr = f"data/lsm_multi_slice_zarr{zarr_version}.nii.zarr.zip"
+    output = tmp_path / "multi_slice.nii.zarr"
     multi_slice.convert(
-        multi_slice_tiff,
+        str(multi_slice_tiff),
         overlap=0,
         out=str(output),
         zarr_version=zarr_version,
@@ -52,16 +41,9 @@ def test_lsm_multi_slice(tmp_path, multi_slice_tiff, zarr_version, expected_zarr
 
 
 @pytest.mark.golden
-@pytest.mark.parametrize(
-    ("zarr_version", "expected_zarr"),
-    [
-        (2, "data/lsm_multi_slice_zarr2.nii.zarr.zip"),
-        (3, "data/lsm_multi_slice_zarr3.nii.zarr.zip"),
-    ],
-)
-def test_lsm_multi_slice_regen_golden(tmp_path, multi_slice_tiff, zarr_version,
-                                      expected_zarr):
-    output = tmp_path / "single_slice.zarr"
+def test_lsm_multi_slice_regen_golden(tmp_path, multi_slice_tiff, zarr_version):
+    expected_zarr = f"data/lsm_multi_slice_zarr{zarr_version}.nii.zarr.zip"
+    output = tmp_path / "multi_slice.nii.zarr"
     multi_slice.convert(
         str(multi_slice_tiff),
         overlap=0,
diff --git a/tests/test_lsm_spool.py b/tests/test_lsm_spool.py
index 87bf8ace..ff7d444e 100644
--- a/tests/test_lsm_spool.py
+++ b/tests/test_lsm_spool.py
@@ -5,12 +5,10 @@
 import numpy as np
 import pytest
 import skimage
-import tifffile
 import zarr
 
-from linc_convert.modalities.lsm import mosaic, spool
+from linc_convert.modalities.lsm import spool
 from utils.compare_file import assert_zarr_equal
-from utils.sample_data import generate_sample_data_variation
 
 
 @pytest.fixture
diff --git a/tests/test_oct.py b/tests/test_oct_single_volume.py
similarity index 100%
rename from tests/test_oct.py
rename to tests/test_oct_single_volume.py

From f93b95b70a41ad88df705abad2861690c93193bf Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 17 Jul 2025 13:34:37 -0400
Subject: [PATCH 106/157] tests

---
 tests/test_df_multi_slice.py    |   4 +-
 tests/test_df_single_slice.py   |   4 +-
 tests/test_lsm_mosaic.py        |   4 +-
 tests/test_lsm_multi_slice.py   |   3 +-
 tests/test_lsm_spool.py         |   4 +-
 tests/test_oct_multi_slice.py   | 100 ++++++++++++++++++++++++++
 tests/test_oct_single_volume.py | 124 +-------------------------------
 7 files changed, 112 insertions(+), 131 deletions(-)
 create mode 100644 tests/test_oct_multi_slice.py

diff --git a/tests/test_df_multi_slice.py b/tests/test_df_multi_slice.py
index e306b5f1..f9ba2c24 100644
--- a/tests/test_df_multi_slice.py
+++ b/tests/test_df_multi_slice.py
@@ -27,7 +27,7 @@ def multi_slice_jp2(tmp_path):
     return files
 
 
-def test_multi_slice_df(tmp_path, multi_slice_jp2, zarr_version, driver):
+def test_df_multi_slice(tmp_path, multi_slice_jp2, zarr_version, driver):
     expected_zarr = f"data/df_multi_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "multi_slice.zarr"
     multi_slice.convert(
@@ -43,7 +43,7 @@ def test_multi_slice_df(tmp_path, multi_slice_jp2, zarr_version, driver):
 
 
 @pytest.mark.golden
-def test_multi_slice_df_regen_golden(tmp_path, multi_slice_jp2, zarr_version):
+def test_df_multi_slice_regen_golden(tmp_path, multi_slice_jp2, zarr_version):
     expected_zarr = f"data/df_multi_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "multi_slice.zarr"
     multi_slice.convert(
diff --git a/tests/test_df_single_slice.py b/tests/test_df_single_slice.py
index fa6b35b5..32bfdff0 100644
--- a/tests/test_df_single_slice.py
+++ b/tests/test_df_single_slice.py
@@ -21,7 +21,7 @@ def single_slice_jp2(tmp_path):
     return path
 
 
-def test_single_slice_df(tmp_path, single_slice_jp2, zarr_version, driver):
+def test_df_single_slice(tmp_path, single_slice_jp2, zarr_version, driver):
     expected_zarr = f"data/df_single_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "single_slice.zarr"
     single_slice.convert(
@@ -37,7 +37,7 @@ def test_single_slice_df(tmp_path, single_slice_jp2, zarr_version, driver):
 
 
 @pytest.mark.golden
-def test_single_slice_df_regen_golden(tmp_path, single_slice_jp2, zarr_version):
+def test_df_single_slice_regen_golden(tmp_path, single_slice_jp2, zarr_version):
     expected_zarr = f"data/df_single_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "single_slice.zarr"
     single_slice.convert(
diff --git a/tests/test_lsm_mosaic.py b/tests/test_lsm_mosaic.py
index 8ffbdefb..f52b2be8 100644
--- a/tests/test_lsm_mosaic.py
+++ b/tests/test_lsm_mosaic.py
@@ -29,7 +29,7 @@ def mosaic_tiff(tmp_path):
     return root
 
 
-def test_mosaic_lsm(tmp_path, mosaic_tiff, zarr_version, driver):
+def test_lsm_mosaic(tmp_path, mosaic_tiff, zarr_version, driver):
     """
     Convert multiple JP2 slices into a Zarr store and compare against golden.
     """
@@ -48,7 +48,7 @@ def test_mosaic_lsm(tmp_path, mosaic_tiff, zarr_version, driver):
 
 
 @pytest.mark.golden
-def test_mosaic_lsm_regen_golden(tmp_path, mosaic_tiff, zarr_version):
+def test_lsm_mosaic_regen_golden(tmp_path, mosaic_tiff, zarr_version):
     expected_zarr = f"data/lsm_mosaic_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "mosaic.nii.zarr"
     mosaic.convert(
diff --git a/tests/test_lsm_multi_slice.py b/tests/test_lsm_multi_slice.py
index afd96ce3..c3ebeb80 100644
--- a/tests/test_lsm_multi_slice.py
+++ b/tests/test_lsm_multi_slice.py
@@ -23,8 +23,7 @@ def multi_slice_tiff(tmp_path):
     return root
 
 
-def test_lsm_multi_slice(tmp_path, multi_slice_tiff, zarr_version, expected_zarr,
-                         driver):
+def test_lsm_multi_slice(tmp_path, multi_slice_tiff, zarr_version, driver):
     expected_zarr = f"data/lsm_multi_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "multi_slice.nii.zarr"
     multi_slice.convert(
diff --git a/tests/test_lsm_spool.py b/tests/test_lsm_spool.py
index ff7d444e..9c6e11b5 100644
--- a/tests/test_lsm_spool.py
+++ b/tests/test_lsm_spool.py
@@ -116,7 +116,7 @@ def write_zyla_spool_set(
             f.write(buf.tobytes())
 
 
-def test_spool_convert(tmp_path, spool_dat, zarr_version):
+def test_lsm_spool_convert(tmp_path, spool_dat, zarr_version):
     expected_zarr = f"data/lsm_mosaic_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "spool.nii.zarr"
     spool.convert(inp=spool_dat, out=str(output), overlap=0)
@@ -129,7 +129,7 @@ def test_spool_convert(tmp_path, spool_dat, zarr_version):
 
 
 @pytest.mark.golden
-def test_spool_regen_golden(tmp_path, spool_dat, zarr_version):
+def test_lsm_spool_regen_golden(tmp_path, spool_dat, zarr_version):
     expected_zarr = f"data/lsm_mosaic_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "spool_output.nii.zarr"
     spool.convert(inp=spool_dat, out=str(output), overlap=0)
diff --git a/tests/test_oct_multi_slice.py b/tests/test_oct_multi_slice.py
new file mode 100644
index 00000000..a541cce2
--- /dev/null
+++ b/tests/test_oct_multi_slice.py
@@ -0,0 +1,100 @@
+import glob
+import shutil
+from pathlib import Path
+
+import pytest
+import skimage
+import zarr.storage
+from scipy.io import savemat
+
+from linc_convert.modalities.psoct import multi_slice
+from utils.compare_file import assert_zarr_equal
+
+
+@pytest.fixture
+def multi_slice_mats(tmp_path):
+    """
+    Create a set of temporary .mat files representing slices of a volume.
+    """
+    dir_path = tmp_path / "slices"
+    dir_path.mkdir(parents=True, exist_ok=True)
+
+    volume = skimage.data.brain().T
+    files = []
+    for i in range(5):
+        file_path = dir_path / f"slice_{i:03d}.mat"
+        savemat(str(file_path), {"Psi_ObsLSQ": volume[..., i]})
+        files.append(str(file_path))
+    return sorted(files)
+
+
+def test_oct_multi_slice(tmp_path, multi_slice_mats, zarr_version, driver):
+    expected_zarr = f"data/oct_multi_slice_zarr{zarr_version}.nii.zarr.zip"
+    output = tmp_path / "multi_slice.nii.zarr"
+    multi_slice.convert(
+        multi_slice_mats,
+        out=str(output),
+        key="Psi_ObsLSQ",
+        zarr_version=zarr_version,
+        overwrite=True,
+        chunk=(64,),
+        driver=driver,
+    )
+
+    assert_zarr_equal(
+        str(output),
+        zarr.storage.ZipStore(expected_zarr, mode="r"),
+    )
+
+
+@pytest.mark.golden
+def test_oct_multi_slice_regen_golden(tmp_path, multi_slice_mats, zarr_version):
+    expected_zarr = f"data/oct_multi_slice_zarr{zarr_version}.nii.zarr.zip"
+    output = tmp_path / "multi_slice.nii.zarr"
+    multi_slice.convert(
+        multi_slice_mats,
+        out=str(output),
+        key="Psi_ObsLSQ",
+        zarr_version=zarr_version,
+        overwrite=True,
+        chunk=(64,),
+        driver="zarr-python",
+    )
+    base = Path(expected_zarr).with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output))
+
+
+@pytest.mark.heavy
+def test_oct_multi_slice_heavy(test_data_heavy_dir, tmp_path, zarr_version, driver):
+    multi_slice_heavy_data_dir = test_data_heavy_dir / "sub-test_oct_multi_slice"
+    expected_zarr = multi_slice_heavy_data_dir / f"zarr{zarr_version}.nii.zarr.zip"
+    files = glob.glob(str(multi_slice_heavy_data_dir / "*.mat"))
+    files.sort()
+    output_zarr = tmp_path / "output.zarr"
+    multi_slice.convert(
+        files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=2, overwrite=True,
+        driver=driver
+    )
+    assert_zarr_equal(
+        str(output_zarr),
+        zarr.storage.ZipStore(expected_zarr, mode="r"),
+    )
+    base = Path(expected_zarr).with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output_zarr))
+
+
+@pytest.mark.golden
+@pytest.mark.heavy
+def test_oct_multi_slice_heavy_regen_golden(test_data_heavy_dir, tmp_path,
+                                            zarr_version):
+    multi_slice_heavy_data_dir = test_data_heavy_dir / "sub-test_oct_multi_slice"
+    expected_zarr = multi_slice_heavy_data_dir / f"zarr{zarr_version}.nii.zarr.zip"
+    files = glob.glob(str(multi_slice_heavy_data_dir / "*.mat"))
+    files.sort()
+    output_zarr = tmp_path / "output.zarr"
+    multi_slice.convert(
+        files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=zarr_version,
+        overwrite=True
+    )
+    base = expected_zarr.with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output_zarr))
diff --git a/tests/test_oct_single_volume.py b/tests/test_oct_single_volume.py
index d3e79bc8..24ea2d63 100644
--- a/tests/test_oct_single_volume.py
+++ b/tests/test_oct_single_volume.py
@@ -1,4 +1,3 @@
-import glob
 import shutil
 from pathlib import Path
 
@@ -7,7 +6,7 @@
 import zarr.storage
 from scipy.io import savemat
 
-from linc_convert.modalities.psoct import single_volume, multi_slice
+from linc_convert.modalities.psoct import single_volume
 from utils.compare_file import assert_zarr_equal
 
 
@@ -22,23 +21,6 @@ def single_volume_mat(tmp_path):
     return path
 
 
-@pytest.fixture
-def multi_slice_mats(tmp_path):
-    """
-    Create a set of temporary .mat files representing slices of a volume.
-    """
-    dir_path = tmp_path / "slices"
-    dir_path.mkdir(parents=True, exist_ok=True)
-
-    volume = skimage.data.brain().T
-    files = []
-    for i in range(5):
-        file_path = dir_path / f"slice_{i:03d}.mat"
-        savemat(str(file_path), {"Psi_ObsLSQ": volume[..., i]})
-        files.append(str(file_path))
-    return sorted(files)
-
-
 @pytest.mark.parametrize(
     "zarr_version, expected_zarr",
     [
@@ -46,7 +28,7 @@ def multi_slice_mats(tmp_path):
         (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
     ],
 )
-def test_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zarr,
+def test_oct_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zarr,
                        driver):
     output = tmp_path / "single_volume.nii.zarr"
 
@@ -66,32 +48,6 @@ def test_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zarr,
     )
 
 
-@pytest.mark.parametrize(
-    "zarr_version, expected_zarr",
-    [
-        (2, "data/oct_multi_slice_zarr2.nii.zarr.zip"),
-        (3, "data/oct_multi_slice_zarr3.nii.zarr.zip"),
-    ],
-)
-def test_multi_slice(tmp_path, multi_slice_mats, zarr_version, expected_zarr, driver):
-    output = tmp_path / "multi_slice.nii.zarr"
-
-    multi_slice.convert(
-        multi_slice_mats,
-        out=str(output),
-        key="Psi_ObsLSQ",
-        zarr_version=zarr_version,
-        overwrite=True,
-        chunk=(64,),
-        driver=driver,
-    )
-
-    assert_zarr_equal(
-        str(output),
-        zarr.storage.ZipStore(expected_zarr, mode="r"),
-    )
-
-
 @pytest.mark.golden
 @pytest.mark.parametrize(
     "zarr_version, expected_zarr",
@@ -100,7 +56,7 @@ def test_multi_slice(tmp_path, multi_slice_mats, zarr_version, expected_zarr, dr
         (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
     ],
 )
-def test_single_volume_regen_golden(tmp_path, single_volume_mat, zarr_version,
+def test_oct_single_volume_regen_golden(tmp_path, single_volume_mat, zarr_version,
                                     expected_zarr):
     """
     Rebuild single-volume golden archives. Only run with --regenerate-golden.
@@ -119,77 +75,3 @@ def test_single_volume_regen_golden(tmp_path, single_volume_mat, zarr_version,
     shutil.make_archive(str(base), "zip", str(output))
 
 
-@pytest.mark.golden
-@pytest.mark.parametrize(
-    "zarr_version, expected_zarr",
-    [
-        (2, "data/oct_multi_slice_zarr2.nii.zarr.zip"),
-        (3, "data/oct_multi_slice_zarr3.nii.zarr.zip"),
-    ],
-)
-def test_multi_slice_regen_golden(tmp_path, multi_slice_mats, zarr_version,
-                                  expected_zarr):
-    """
-    Rebuild multi-slice golden archives. Only run with --regenerate-golden.
-    """
-    output = tmp_path / "multi_slice.nii.zarr"
-    multi_slice.convert(
-        multi_slice_mats,
-        out=str(output),
-        key="Psi_ObsLSQ",
-        zarr_version=zarr_version,
-        overwrite=True,
-        chunk=(64,),
-        driver="zarr-python",
-    )
-    base = Path(expected_zarr).with_suffix("")
-    shutil.make_archive(str(base), "zip", str(output))
-
-
-@pytest.mark.heavy
-@pytest.mark.parametrize(
-    "zarr_version, expected_zarr",
-    [
-        (2, "zarr2.nii.zarr.zip"),
-        (3, "zarr3.nii.zarr.zip"),
-    ],
-)
-def test_multi_slice_heavy(test_data_heavy_dir, tmp_path, zarr_version, expected_zarr,
-                           driver):
-    files = glob.glob(str(test_data_heavy_dir / "sub-test_oct_multi_slice" / "*.mat"))
-    files.sort()
-    expected_zarr = test_data_heavy_dir / "sub-test_oct_multi_slice" / expected_zarr
-    output_zarr = tmp_path / "output.zarr"
-    multi_slice.convert(
-        files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=2, overwrite=True,
-        driver=driver
-    )
-    assert_zarr_equal(
-        str(output_zarr),
-        zarr.storage.ZipStore(expected_zarr, mode="r"),
-    )
-    base = Path(expected_zarr).with_suffix("")
-    shutil.make_archive(str(base), "zip", str(output_zarr))
-
-
-@pytest.mark.golden
-@pytest.mark.heavy
-@pytest.mark.parametrize(
-    "zarr_version, expected_zarr",
-    [
-        (2, "zarr2.nii.zarr.zip"),
-        (3, "zarr3.nii.zarr.zip"),
-    ],
-)
-def test_multi_slice_heavy_regen_golden(test_data_heavy_dir, tmp_path, zarr_version,
-                                        expected_zarr):
-    multi_slice_heavy_data_dir = test_data_heavy_dir / "sub-test_oct_multi_slice"
-    files = glob.glob(str(multi_slice_heavy_data_dir / "*.mat"))
-    files.sort()
-    output_zarr = tmp_path / "output.zarr"
-    multi_slice.convert(
-        files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=zarr_version,
-        overwrite=True
-    )
-    base = Path(multi_slice_heavy_data_dir / expected_zarr).with_suffix("")
-    shutil.make_archive(str(base), "zip", str(output_zarr))

From 0851a6386edeed003d1bf7382e7f6fbda3666c44 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 17 Jul 2025 13:38:59 -0400
Subject: [PATCH 107/157] tests

---
 tests/test_lsm_spool.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/test_lsm_spool.py b/tests/test_lsm_spool.py
index 9c6e11b5..2b1b82f4 100644
--- a/tests/test_lsm_spool.py
+++ b/tests/test_lsm_spool.py
@@ -117,7 +117,7 @@ def write_zyla_spool_set(
 
 
 def test_lsm_spool_convert(tmp_path, spool_dat, zarr_version):
-    expected_zarr = f"data/lsm_mosaic_zarr{zarr_version}.nii.zarr.zip"
+    expected_zarr = f"data/lsm_spool_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "spool.nii.zarr"
     spool.convert(inp=spool_dat, out=str(output), overlap=0)
 
@@ -130,7 +130,7 @@ def test_lsm_spool_convert(tmp_path, spool_dat, zarr_version):
 
 @pytest.mark.golden
 def test_lsm_spool_regen_golden(tmp_path, spool_dat, zarr_version):
-    expected_zarr = f"data/lsm_mosaic_zarr{zarr_version}.nii.zarr.zip"
+    expected_zarr = f"data/lsm_spool_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "spool_output.nii.zarr"
     spool.convert(inp=spool_dat, out=str(output), overlap=0)
 

From 22e2f1b67b33a361f9341a53cefe70878c77d277 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 17 Jul 2025 13:49:17 -0400
Subject: [PATCH 108/157] style

---
 tests/test_df_multi_slice.py           | 30 ++++++------
 tests/test_df_single_slice.py          | 30 ++++++------
 tests/test_lsm_mosaic.py               | 24 ++++-----
 tests/test_lsm_multi_slice.py          | 28 +++++------
 tests/test_lsm_spool.py                | 11 +++--
 tests/test_oct_multi_slice.py          | 57 ++++++++++-----------
 tests/test_oct_single_volume.py        | 68 +++++++++++++-------------
 tests/test_wk.py                       | 16 +++---
 tests/utils/compare_file.py            | 19 ++++---
 tests/utils/generate_trusted_result.py |  8 ++-
 tests/utils/sample_data.py             |  6 +--
 11 files changed, 151 insertions(+), 146 deletions(-)

diff --git a/tests/test_df_multi_slice.py b/tests/test_df_multi_slice.py
index f9ba2c24..2c41da0b 100644
--- a/tests/test_df_multi_slice.py
+++ b/tests/test_df_multi_slice.py
@@ -19,9 +19,9 @@ def multi_slice_jp2(tmp_path):
     image = np.array(image).transpose(2, 3, 0, 1)
     for i in range(4):
         glymur.Jp2k(
-            f"{tmp_path}/slice{i:03d}.jp2",
-            data=image[..., i],
-        )
+                f"{tmp_path}/slice{i:03d}.jp2",
+                data=image[..., i],
+                )
     files = glob.glob(str(os.path.join(tmp_path, "*.jp2")))
     files.sort()
     return files
@@ -31,15 +31,15 @@ def test_df_multi_slice(tmp_path, multi_slice_jp2, zarr_version, driver):
     expected_zarr = f"data/df_multi_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "multi_slice.zarr"
     multi_slice.convert(
-        multi_slice_jp2,
-        out=str(output),
-        zarr_version=zarr_version,
-        driver=driver
-    )
+            multi_slice_jp2,
+            out=str(output),
+            zarr_version=zarr_version,
+            driver=driver
+            )
     assert_zarr_equal(
-        str(output),
-        zarr.storage.ZipStore(expected_zarr, mode="r")
-    )
+            str(output),
+            zarr.storage.ZipStore(expected_zarr, mode="r")
+            )
 
 
 @pytest.mark.golden
@@ -47,9 +47,9 @@ def test_df_multi_slice_regen_golden(tmp_path, multi_slice_jp2, zarr_version):
     expected_zarr = f"data/df_multi_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "multi_slice.zarr"
     multi_slice.convert(
-        multi_slice_jp2,
-        out=str(output),
-        zarr_version=zarr_version,
-    )
+            multi_slice_jp2,
+            out=str(output),
+            zarr_version=zarr_version,
+            )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/test_df_single_slice.py b/tests/test_df_single_slice.py
index 32bfdff0..2b893934 100644
--- a/tests/test_df_single_slice.py
+++ b/tests/test_df_single_slice.py
@@ -15,9 +15,9 @@ def single_slice_jp2(tmp_path):
     path = tmp_path / "slice.jp2"
     image = skimage.data.brain().T[..., :3]
     glymur.Jp2k(
-        path,
-        data=image,
-    )
+            path,
+            data=image,
+            )
     return path
 
 
@@ -25,15 +25,15 @@ def test_df_single_slice(tmp_path, single_slice_jp2, zarr_version, driver):
     expected_zarr = f"data/df_single_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "single_slice.zarr"
     single_slice.convert(
-        str(single_slice_jp2),
-        out=str(output),
-        zarr_version=zarr_version,
-        driver=driver
-    )
+            str(single_slice_jp2),
+            out=str(output),
+            zarr_version=zarr_version,
+            driver=driver
+            )
     assert_zarr_equal(
-        str(output),
-        zarr.storage.ZipStore(expected_zarr, mode="r")
-    )
+            str(output),
+            zarr.storage.ZipStore(expected_zarr, mode="r")
+            )
 
 
 @pytest.mark.golden
@@ -41,9 +41,9 @@ def test_df_single_slice_regen_golden(tmp_path, single_slice_jp2, zarr_version):
     expected_zarr = f"data/df_single_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "single_slice.zarr"
     single_slice.convert(
-        str(single_slice_jp2),
-        out=str(output),
-        zarr_version=zarr_version,
-    )
+            str(single_slice_jp2),
+            out=str(output),
+            zarr_version=zarr_version,
+            )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/test_lsm_mosaic.py b/tests/test_lsm_mosaic.py
index f52b2be8..1e60aae6 100644
--- a/tests/test_lsm_mosaic.py
+++ b/tests/test_lsm_mosaic.py
@@ -36,15 +36,15 @@ def test_lsm_mosaic(tmp_path, mosaic_tiff, zarr_version, driver):
     expected_zarr = f"data/lsm_mosaic_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "mosaic.nii.zarr"
     mosaic.convert(
-        str(mosaic_tiff),
-        out=str(output),
-        zarr_version=zarr_version,
-        driver=driver
-    )
+            str(mosaic_tiff),
+            out=str(output),
+            zarr_version=zarr_version,
+            driver=driver
+            )
     assert_zarr_equal(
-        str(output),
-        zarr.storage.ZipStore(expected_zarr, mode="r")
-    )
+            str(output),
+            zarr.storage.ZipStore(expected_zarr, mode="r")
+            )
 
 
 @pytest.mark.golden
@@ -52,9 +52,9 @@ def test_lsm_mosaic_regen_golden(tmp_path, mosaic_tiff, zarr_version):
     expected_zarr = f"data/lsm_mosaic_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "mosaic.nii.zarr"
     mosaic.convert(
-        str(mosaic_tiff),
-        out=str(output),
-        zarr_version=zarr_version,
-    )
+            str(mosaic_tiff),
+            out=str(output),
+            zarr_version=zarr_version,
+            )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/test_lsm_multi_slice.py b/tests/test_lsm_multi_slice.py
index c3ebeb80..bc53f1a3 100644
--- a/tests/test_lsm_multi_slice.py
+++ b/tests/test_lsm_multi_slice.py
@@ -27,16 +27,16 @@ def test_lsm_multi_slice(tmp_path, multi_slice_tiff, zarr_version, driver):
     expected_zarr = f"data/lsm_multi_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "multi_slice.nii.zarr"
     multi_slice.convert(
-        str(multi_slice_tiff),
-        overlap=0,
-        out=str(output),
-        zarr_version=zarr_version,
-        driver=driver
-    )
+            str(multi_slice_tiff),
+            overlap=0,
+            out=str(output),
+            zarr_version=zarr_version,
+            driver=driver
+            )
     assert_zarr_equal(
-        str(output),
-        zarr.storage.ZipStore(expected_zarr, mode="r")
-    )
+            str(output),
+            zarr.storage.ZipStore(expected_zarr, mode="r")
+            )
 
 
 @pytest.mark.golden
@@ -44,10 +44,10 @@ def test_lsm_multi_slice_regen_golden(tmp_path, multi_slice_tiff, zarr_version):
     expected_zarr = f"data/lsm_multi_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "multi_slice.nii.zarr"
     multi_slice.convert(
-        str(multi_slice_tiff),
-        overlap=0,
-        out=str(output),
-        zarr_version=zarr_version,
-    )
+            str(multi_slice_tiff),
+            overlap=0,
+            out=str(output),
+            zarr_version=zarr_version,
+            )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/test_lsm_spool.py b/tests/test_lsm_spool.py
index 2b1b82f4..e5240ea0 100644
--- a/tests/test_lsm_spool.py
+++ b/tests/test_lsm_spool.py
@@ -31,7 +31,7 @@ def write_zyla_spool_set(
         *,
         pixel_encoding: str = 'Mono16',
         images_per_file: int = None,
-):
+        ):
     """
     Given `image` of shape (numDepths, numColumns, numFrames),
     create a Zyla‑compatible spool directory at `spool_set_path`
@@ -47,7 +47,8 @@ def write_zyla_spool_set(
     pixel_encoding : {'Mono16','Mono8'}
         Selects dtype and controls AOIStride = numColumns * itemsize.
     images_per_file : int, optional
-        How many frames to pack into each spool file.  Defaults to all frames in one file.
+        How many frames to pack into each spool file.  Defaults to all frames in one
+        file.
     """
     numDepths, numColumns, numFrames = image.shape
     if images_per_file is None:
@@ -123,9 +124,9 @@ def test_lsm_spool_convert(tmp_path, spool_dat, zarr_version):
 
     # assert_zarr_equal is assumed available from your test utils
     assert_zarr_equal(
-        str(output),
-        zarr.storage.ZipStore(expected_zarr, mode="r")
-    )
+            str(output),
+            zarr.storage.ZipStore(expected_zarr, mode="r")
+            )
 
 
 @pytest.mark.golden
diff --git a/tests/test_oct_multi_slice.py b/tests/test_oct_multi_slice.py
index a541cce2..063e6a8f 100644
--- a/tests/test_oct_multi_slice.py
+++ b/tests/test_oct_multi_slice.py
@@ -32,19 +32,19 @@ def test_oct_multi_slice(tmp_path, multi_slice_mats, zarr_version, driver):
     expected_zarr = f"data/oct_multi_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "multi_slice.nii.zarr"
     multi_slice.convert(
-        multi_slice_mats,
-        out=str(output),
-        key="Psi_ObsLSQ",
-        zarr_version=zarr_version,
-        overwrite=True,
-        chunk=(64,),
-        driver=driver,
-    )
+            multi_slice_mats,
+            out=str(output),
+            key="Psi_ObsLSQ",
+            zarr_version=zarr_version,
+            overwrite=True,
+            chunk=(64,),
+            driver=driver,
+            )
 
     assert_zarr_equal(
-        str(output),
-        zarr.storage.ZipStore(expected_zarr, mode="r"),
-    )
+            str(output),
+            zarr.storage.ZipStore(expected_zarr, mode="r"),
+            )
 
 
 @pytest.mark.golden
@@ -52,14 +52,14 @@ def test_oct_multi_slice_regen_golden(tmp_path, multi_slice_mats, zarr_version):
     expected_zarr = f"data/oct_multi_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "multi_slice.nii.zarr"
     multi_slice.convert(
-        multi_slice_mats,
-        out=str(output),
-        key="Psi_ObsLSQ",
-        zarr_version=zarr_version,
-        overwrite=True,
-        chunk=(64,),
-        driver="zarr-python",
-    )
+            multi_slice_mats,
+            out=str(output),
+            key="Psi_ObsLSQ",
+            zarr_version=zarr_version,
+            overwrite=True,
+            chunk=(64,),
+            driver="zarr-python",
+            )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
 
@@ -72,13 +72,14 @@ def test_oct_multi_slice_heavy(test_data_heavy_dir, tmp_path, zarr_version, driv
     files.sort()
     output_zarr = tmp_path / "output.zarr"
     multi_slice.convert(
-        files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=2, overwrite=True,
-        driver=driver
-    )
+            files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=2,
+            overwrite=True,
+            driver=driver
+            )
     assert_zarr_equal(
-        str(output_zarr),
-        zarr.storage.ZipStore(expected_zarr, mode="r"),
-    )
+            str(output_zarr),
+            zarr.storage.ZipStore(expected_zarr, mode="r"),
+            )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output_zarr))
 
@@ -93,8 +94,8 @@ def test_oct_multi_slice_heavy_regen_golden(test_data_heavy_dir, tmp_path,
     files.sort()
     output_zarr = tmp_path / "output.zarr"
     multi_slice.convert(
-        files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=zarr_version,
-        overwrite=True
-    )
+            files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=zarr_version,
+            overwrite=True
+            )
     base = expected_zarr.with_suffix("")
     shutil.make_archive(str(base), "zip", str(output_zarr))
diff --git a/tests/test_oct_single_volume.py b/tests/test_oct_single_volume.py
index 24ea2d63..c196baf8 100644
--- a/tests/test_oct_single_volume.py
+++ b/tests/test_oct_single_volume.py
@@ -22,56 +22,54 @@ def single_volume_mat(tmp_path):
 
 
 @pytest.mark.parametrize(
-    "zarr_version, expected_zarr",
-    [
-        (2, "data/oct_single_volume_zarr2.nii.zarr.zip"),
-        (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
-    ],
-)
+        "zarr_version, expected_zarr",
+        [
+            (2, "data/oct_single_volume_zarr2.nii.zarr.zip"),
+            (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
+            ],
+        )
 def test_oct_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zarr,
-                       driver):
+                           driver):
     output = tmp_path / "single_volume.nii.zarr"
 
     single_volume.convert(
-        str(single_volume_mat),
-        out=str(output),
-        key="volume",
-        zarr_version=zarr_version,
-        overwrite=True,
-        chunk=(64,),
-        driver=driver,
-    )
+            str(single_volume_mat),
+            out=str(output),
+            key="volume",
+            zarr_version=zarr_version,
+            overwrite=True,
+            chunk=(64,),
+            driver=driver,
+            )
 
     assert_zarr_equal(
-        str(output),
-        zarr.storage.ZipStore(expected_zarr, mode="r"),
-    )
+            str(output),
+            zarr.storage.ZipStore(expected_zarr, mode="r"),
+            )
 
 
 @pytest.mark.golden
 @pytest.mark.parametrize(
-    "zarr_version, expected_zarr",
-    [
-        (2, "data/oct_single_volume_zarr2.nii.zarr.zip"),
-        (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
-    ],
-)
+        "zarr_version, expected_zarr",
+        [
+            (2, "data/oct_single_volume_zarr2.nii.zarr.zip"),
+            (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
+            ],
+        )
 def test_oct_single_volume_regen_golden(tmp_path, single_volume_mat, zarr_version,
-                                    expected_zarr):
+                                        expected_zarr):
     """
     Rebuild single-volume golden archives. Only run with --regenerate-golden.
     """
     output = tmp_path / "single_volume.nii.zarr"
     single_volume.convert(
-        str(single_volume_mat),
-        out=str(output),
-        key="volume",
-        zarr_version=zarr_version,
-        overwrite=True,
-        chunk=(64,),
-        driver="zarr-python",
-    )
+            str(single_volume_mat),
+            out=str(output),
+            key="volume",
+            zarr_version=zarr_version,
+            overwrite=True,
+            chunk=(64,),
+            driver="zarr-python",
+            )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
-
-
diff --git a/tests/test_wk.py b/tests/test_wk.py
index cba82298..fdc43847 100644
--- a/tests/test_wk.py
+++ b/tests/test_wk.py
@@ -37,12 +37,12 @@ def _write_test_data(directory: str) -> None:
                 {"name": "z", "type": "space", "unit": "millimeter"},
                 {"name": "y", "type": "space", "unit": "micrometer"},
                 {"name": "x", "type": "space", "unit": "micrometer"},
-            ],
+                ],
             "datasets": [],
             "type": "jpeg2000",
             "name": "",
-        }
-    ]
+            }
+        ]
     for n in range(5):
         multiscales[0]["datasets"].append({})
         level = multiscales[0]["datasets"][-1]
@@ -56,8 +56,8 @@ def _write_test_data(directory: str) -> None:
                     1.0,
                     float(2 ** n),
                     float(2 ** n),
-                ],
-            },
+                    ],
+                },
             {
                 "type": "translation",
                 "translation": [
@@ -65,9 +65,9 @@ def _write_test_data(directory: str) -> None:
                     0.0,
                     float(2 ** n - 1) * 0.5,
                     float(2 ** n - 1) * 0.5,
-                ],
-            },
-        ]
+                    ],
+                },
+            ]
     omz.attrs["multiscales"] = multiscales
 
 
diff --git a/tests/utils/compare_file.py b/tests/utils/compare_file.py
index c58f7e8e..93b60977 100644
--- a/tests/utils/compare_file.py
+++ b/tests/utils/compare_file.py
@@ -11,7 +11,8 @@
 def load_file(path):
     """
     Load data from a file based on its extension.
-    Supports .nii, .nii.gz (via nibabel), .mat (via scipy.io), and .zarr (via zarr-python).
+    Supports .nii, .nii.gz (via nibabel), .mat (via scipy.io), and .zarr (via
+    zarr-python).
     """
     ext = os.path.splitext(path)[1].lower()
     # Handle .nii and .nii.gz
@@ -37,7 +38,8 @@ def load_file(path):
         keys = [k for k in mat.keys() if not k.startswith('__')]
         if len(keys) != 1:
             print(
-                f"Error: Expected one variable in the MAT file, found {len(keys)}: {keys}")
+                    f"Error: Expected one variable in the MAT file, found "
+                    f"{len(keys)}: {keys}")
             sys.exit(1)
         return mat[keys[0]]
 
@@ -99,7 +101,8 @@ def assert_zarr_equal(
         store2: Union[str, zarr.storage.StoreLike],
         ignore_nii: bool = False) -> None:
     """
-    Assert that two Zarr groups—opened from either a path or a store—have identical contents.
+    Assert that two Zarr groups—opened from either a path or a store—have identical
+    contents.
 
     Parameters
     ----------
@@ -118,10 +121,12 @@ def assert_zarr_equal(
 
     if dict(zarr1.attrs) != dict(zarr2.attrs):
         diffs.append(
-            f"Group attrs differ:\n ‣ {json.dumps(dict(zarr1.attrs))}\n ‣ {json.dumps(dict(zarr2.attrs))}")
+                f"Group attrs differ:\n ‣ {json.dumps(dict(zarr1.attrs))}\n ‣ "
+                f"{json.dumps(dict(zarr2.attrs))}")
     if set(zarr1.keys()) != set(zarr2.keys()):
         diffs.append(
-            f"Group keys differ:\n ‣ {set(zarr1.keys())} in {zarr1.store_path}\n ‣ {set(zarr2.keys())} in {zarr2.store_path}")
+                f"Group keys differ:\n ‣ {set(zarr1.keys())} in {zarr1.store_path}\n "
+                f"‣ {set(zarr2.keys())} in {zarr2.store_path}")
 
     keys = set(zarr1.keys()).intersection(set(zarr2.keys()))
     for key in keys:
@@ -134,7 +139,9 @@ def assert_zarr_equal(
         elif isinstance(obj1, zarr.Array):
             if dict(obj1.attrs) != dict(obj2.attrs):
                 diffs.append(
-                    f"Attributes for key '{key}' differ:\n ‣ {dict(obj1.attrs)}\n ‣ {dict(obj2.attrs)}")
+                        f"Attributes for key '{key}' differ:\n"
+                        f" ‣ {dict(obj1.attrs)}\n"
+                        f" ‣ {dict(obj2.attrs)}")
             try:
                 np.testing.assert_array_equal(obj1[:], obj2[:])
             except AssertionError as e:
diff --git a/tests/utils/generate_trusted_result.py b/tests/utils/generate_trusted_result.py
index 7ddfff60..1bcdbada 100644
--- a/tests/utils/generate_trusted_result.py
+++ b/tests/utils/generate_trusted_result.py
@@ -2,11 +2,9 @@
 import tempfile
 from pathlib import Path
 
-import test_lsm
-import test_wk
 import zarr
 
-from linc_convert.modalities.lsm import mosaic
+import test_wk
 from linc_convert.modalities.wk import webknossos_annotation
 
 if __name__ == "__main__":
@@ -20,8 +18,8 @@
         basename = os.path.basename(ome_dir)[:-9]
         initials = wkw_dir.split("/")[-2][:2]
         output_zarr = os.path.join(
-            tmp_dir, basename + "_dsec_" + initials + ".ome.zarr"
-        )
+                tmp_dir, basename + "_dsec_" + initials + ".ome.zarr"
+                )
 
         webknossos_annotation.convert(wkw_dir, ome_dir, tmp_dir, "{}")
         zarr.copy_all(zarr.open(output_zarr), zarr.open("data/wk.zarr.zip", "w"))
diff --git a/tests/utils/sample_data.py b/tests/utils/sample_data.py
index 6107551e..f869d008 100644
--- a/tests/utils/sample_data.py
+++ b/tests/utils/sample_data.py
@@ -8,7 +8,7 @@ def sample_data_variation(
         param: float,
         image: Optional[np.ndarray] = None,
         output_dtype: Optional[np.dtype] = None
-) -> np.ndarray:
+        ) -> np.ndarray:
     """
     Scale global intensity by (1+param), then wrap values modulo the output dtype range.
 
@@ -54,7 +54,7 @@ def generate_sample_data_variation(
         param_range: Tuple[float, float] = (-0.95, 0.95),
         image: Optional[np.ndarray] = None,
         output_dtype: Optional[np.dtype] = None
-) -> List[np.ndarray]:
+        ) -> List[np.ndarray]:
     """
     Generate `n` deterministic, wrapped‐intensity variations.
 
@@ -80,4 +80,4 @@ def generate_sample_data_variation(
     return [
         sample_data_variation(p, image=image, output_dtype=output_dtype)
         for p in params
-    ]
+        ]

From e069e876405160342beecc0159f42f824316ba97 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 17 Jul 2025 13:50:40 -0400
Subject: [PATCH 109/157] style

---
 linc_convert/__init__.py                      |  3 +-
 linc_convert/modalities/__init__.py           |  1 +
 linc_convert/modalities/df/multi_slice.py     | 26 ++---
 linc_convert/modalities/df/single_slice.py    |  4 +-
 linc_convert/modalities/lsm/__init__.py       |  1 +
 linc_convert/modalities/lsm/mosaic.py         | 86 ++++++++--------
 linc_convert/modalities/lsm/multi_slice.py    | 59 +++++------
 linc_convert/modalities/lsm/spool.py          | 69 +++++++------
 linc_convert/modalities/psoct/_utils.py       |  4 +-
 linc_convert/modalities/psoct/multi_slice.py  | 17 ++--
 .../modalities/psoct/single_volume.py         | 14 +--
 linc_convert/modalities/wk/__init__.py        |  2 +-
 .../modalities/wk/webknossos_annotation.py    | 75 +++++++-------
 linc_convert/utils/chunk_processing.py        |  3 +-
 linc_convert/utils/io/_array_wrapper.py       |  6 +-
 linc_convert/utils/io/generate_pyramid.py     | 77 ++++++++-------
 linc_convert/utils/io/spool.py                | 13 +--
 linc_convert/utils/io/zarr/abc.py             | 18 ++--
 .../utils/io/zarr/drivers/tensorstore.py      | 86 ++++++++--------
 .../utils/io/zarr/drivers/zarr_python.py      | 63 ++++++------
 linc_convert/utils/io/zarr/factory.py         | 14 +--
 linc_convert/utils/logging.py                 | 11 ++-
 linc_convert/utils/orientation.py             |  4 +-
 linc_convert/utils/unit.py                    | 98 +++++++++----------
 linc_convert/utils/zarr_config.py             |  6 +-
 25 files changed, 389 insertions(+), 371 deletions(-)

diff --git a/linc_convert/__init__.py b/linc_convert/__init__.py
index 812c643e..2d53f363 100644
--- a/linc_convert/__init__.py
+++ b/linc_convert/__init__.py
@@ -1,4 +1,5 @@
 """Data conversion tools for the LINC project."""
 
 __all__ = ["modalities", "utils"]
-from . import utils, modalities
+
+from . import modalities, utils
diff --git a/linc_convert/modalities/__init__.py b/linc_convert/modalities/__init__.py
index 0c741d82..9e16b930 100644
--- a/linc_convert/modalities/__init__.py
+++ b/linc_convert/modalities/__init__.py
@@ -1,4 +1,5 @@
 """Converters for all imaging modalities."""
 
 __all__ = ["df", "lsm", "wk", "psoct"]
+
 from . import df, lsm, psoct, wk
diff --git a/linc_convert/modalities/df/multi_slice.py b/linc_convert/modalities/df/multi_slice.py
index a28834ca..2bb86770 100644
--- a/linc_convert/modalities/df/multi_slice.py
+++ b/linc_convert/modalities/df/multi_slice.py
@@ -18,9 +18,9 @@
 # internals
 from linc_convert.modalities.df.cli import df
 from linc_convert.utils.io.j2k import WrappedJ2K, get_pixelsize
+from linc_convert.utils.io.zarr import from_config
 from linc_convert.utils.math import ceildiv, floordiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.io.zarr import from_config
 from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
 
 HOME = "/space/aspasia/2/users/linc/000003"
@@ -43,7 +43,7 @@ def convert(
         center: bool = True,
         thickness: float | None = None,
         **kwargs
-) -> None:
+        ) -> None:
     """
     Convert JPEG2000 files generated by MBF-Neurolucida into a Zarr pyramid.
 
@@ -129,15 +129,15 @@ def convert(
             subdat = WrappedJ2K(j2k, level=level)
             subdat_size = subdat.shape
             print(
-                "Convert level",
-                level,
-                "with shape",
-                shape,
-                "for slice",
-                idx,
-                "with size",
-                subdat_size,
-            )
+                    "Convert level",
+                    level,
+                    "with shape",
+                    shape,
+                    "for slice",
+                    idx,
+                    "with size",
+                    subdat_size,
+                    )
 
             # offset while attaching
             x = floordiv(shape[-2] - subdat_size[-2], 2)
@@ -160,11 +160,11 @@ def convert(
                             start_x, end_x = (
                                 i * max_load,
                                 min((i + 1) * max_load, subdat_size[-2]),
-                            )
+                                )
                             start_y, end_y = (
                                 j * max_load,
                                 min((j + 1) * max_load, subdat_size[-1]),
-                            )
+                                )
 
                             array[
                             channel,
diff --git a/linc_convert/modalities/df/single_slice.py b/linc_convert/modalities/df/single_slice.py
index 131eb749..9d3304a8 100644
--- a/linc_convert/modalities/df/single_slice.py
+++ b/linc_convert/modalities/df/single_slice.py
@@ -16,9 +16,9 @@
 # internals
 from linc_convert.modalities.df.cli import df
 from linc_convert.utils.io.j2k import WrappedJ2K, get_pixelsize
+from linc_convert.utils.io.zarr import from_config
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.io.zarr import from_config
 from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
 
 ss = App(name="singleslice", help_format="markdown")
@@ -35,7 +35,7 @@ def convert(
         center: bool = True,
         thickness: float | None = None,
         **kwargs
-) -> None:
+        ) -> None:
     """
     Convert a JPEG2000 file generated by MBF-Neurolucida into a Zarr pyramid.
 
diff --git a/linc_convert/modalities/lsm/__init__.py b/linc_convert/modalities/lsm/__init__.py
index c605f13d..402fb20f 100644
--- a/linc_convert/modalities/lsm/__init__.py
+++ b/linc_convert/modalities/lsm/__init__.py
@@ -4,6 +4,7 @@
     import tifffile as _  # noqa: F401
 
     __all__ = ["cli", "mosaic", "multi_slice", "spool"]
+
     from . import cli, mosaic, multi_slice, spool
 except ImportError:
     pass
diff --git a/linc_convert/modalities/lsm/mosaic.py b/linc_convert/modalities/lsm/mosaic.py
index cb894856..1fe6e97e 100644
--- a/linc_convert/modalities/lsm/mosaic.py
+++ b/linc_convert/modalities/lsm/mosaic.py
@@ -17,9 +17,9 @@
 
 # internals
 from linc_convert.modalities.lsm.cli import lsm
+from linc_convert.utils.io.zarr import from_config
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
-from linc_convert.utils.io.zarr import from_config
 
 mosaic = cyclopts.App(name="mosaic", help_format="markdown")
 lsm.command(mosaic)
@@ -27,16 +27,16 @@
 
 @mosaic.default
 def convert(
-    inp: str,
-    *,
-    zarr_config: ZarrConfig = None,
-    max_load: int = 512,
-    orientation: str = "coronal",
-    center: bool = True,
-    thickness: float | None = None,
-    voxel_size: list[float] = (1, 1, 1),
-    **kwargs
-) -> None:
+        inp: str,
+        *,
+        zarr_config: ZarrConfig = None,
+        max_load: int = 512,
+        orientation: str = "coronal",
+        center: bool = True,
+        thickness: float | None = None,
+        voxel_size: list[float] = (1, 1, 1),
+        **kwargs
+        ) -> None:
     """
     Convert a collection of tiff files generated by the LSM pipeline into ZARR.
 
@@ -83,26 +83,27 @@ def convert(
         max_load += 1
 
     CHUNK_PATTERN = re.compile(
-        r"^(?P<prefix>\w*)" r"_z(?P<z>[0-9]+)" r"_y(?P<y>[0-9]+)" r"(?P<suffix>\w*)$"
-    )
+            r"^(?P<prefix>\w*)" r"_z(?P<z>[0-9]+)" r"_y(?P<y>[0-9]+)" r"("
+            r"?P<suffix>\w*)$"
+            )
 
     all_chunks_dirnames = list(sorted(glob(os.path.join(inp, "*_z*_y*"))))
     all_chunks_info = dict(
-        dirname=[],
-        prefix=[],
-        suffix=[],
-        z=[],
-        y=[],
-        planes=[
-            dict(
-                fname=[],
-                z=[],
-                c=[],
-                yx_shape=[],
+            dirname=[],
+            prefix=[],
+            suffix=[],
+            z=[],
+            y=[],
+            planes=[
+                dict(
+                        fname=[],
+                        z=[],
+                        c=[],
+                        yx_shape=[],
+                        )
+                for _ in range(len(all_chunks_dirnames))
+                ],
             )
-            for _ in range(len(all_chunks_dirnames))
-        ],
-    )
 
     # parse all directory names
     for dirname in all_chunks_dirnames:
@@ -127,18 +128,18 @@ def convert(
         for ychunk in range(nchunky):
             for i in range(len(all_chunks_info["dirname"])):
                 if (
-                    all_chunks_info["z"][i] == zchunk + 1
-                    and all_chunks_info["y"][i] == ychunk + 1
+                        all_chunks_info["z"][i] == zchunk + 1
+                        and all_chunks_info["y"][i] == ychunk + 1
                 ):
                     break
             dirname = all_chunks_info["dirname"][i]
             planes_filenames = list(sorted(glob(os.path.join(dirname, "*.tiff"))))
 
             PLANE_PATTERN = re.compile(
-                os.path.basename(dirname) + r"_plane(?P<z>[0-9]+)"
-                r"_c(?P<c>[0-9]+)"
-                r".tiff$"
-            )
+                    os.path.basename(dirname) + r"_plane(?P<z>[0-9]+)"
+                                                r"_c(?P<c>[0-9]+)"
+                                                r".tiff$"
+                    )
 
             for fname in planes_filenames:
                 parsed = PLANE_PATTERN.fullmatch(os.path.basename(fname))
@@ -177,7 +178,8 @@ def convert(
     fullshape[2] = allshapes[0][0][2]
 
     omz = from_config(zarr_config)
-    arr = omz.create_array("0", shape=[nchannels, *fullshape], dtype="float64", zarr_config=zarr_config)
+    arr = omz.create_array("0", shape=[nchannels, *fullshape], dtype="float64",
+                           zarr_config=zarr_config)
 
     print("Write level 0 with shape", [nchannels, *fullshape])
     for i, dirname in enumerate(all_chunks_info["dirname"]):
@@ -191,20 +193,20 @@ def convert(
 
             zstart = sum(shape[0][0] for shape in allshapes[:chunkz])
             ystart = sum(
-                shape[1]
-                for shape in allshapes[chunkz][:chunky]
-            )
+                    shape[1]
+                    for shape in allshapes[chunkz][:chunky]
+                    )
             print(
-                f"Write plane "
-                f"({subc}, {zstart + subz}, {ystart}:{ystart + yx_shape[0]})",
-                end="\r",
-            )
+                    f"Write plane "
+                    f"({subc}, {zstart + subz}, {ystart}:{ystart + yx_shape[0]})",
+                    end="\r",
+                    )
             slicer = (
                 subc,
                 zstart + subz,
                 slice(ystart, ystart + yx_shape[0]),
                 slice(None),
-            )
+                )
 
             f = TiffFile(fname)
             arr[slicer] = f.asarray()
diff --git a/linc_convert/modalities/lsm/multi_slice.py b/linc_convert/modalities/lsm/multi_slice.py
index 0a146274..66b5752a 100644
--- a/linc_convert/modalities/lsm/multi_slice.py
+++ b/linc_convert/modalities/lsm/multi_slice.py
@@ -18,8 +18,8 @@
 
 # internals
 from linc_convert.modalities.lsm.cli import lsm
-from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.io.zarr import from_config
+from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
 
 multi_slice = cyclopts.App(name="multi_slice", help_format="markdown")
@@ -28,17 +28,17 @@
 
 @multi_slice.default
 def convert(
-    inp: str,
-    *,
-    zarr_config: ZarrConfig = None,
-    overlap: int = 30,
-    max_load: int = 512,
-    orientation: str = "coronal",
-    center: bool = True,
-    thickness: float | None = None,
-    voxel_size: list[float] = (1, 1, 1),
-    **kwargs
-) -> None:
+        inp: str,
+        *,
+        zarr_config: ZarrConfig = None,
+        overlap: int = 30,
+        max_load: int = 512,
+        orientation: str = "coronal",
+        center: bool = True,
+        thickness: float | None = None,
+        voxel_size: list[float] = (1, 1, 1),
+        **kwargs
+        ) -> None:
     """
     Convert a collection of tiff files generated by the LSM pipeline into a Zarr.
 
@@ -94,8 +94,9 @@ def convert(
         max_load += 1
 
     CHUNK_PATTERN = re.compile(
-        r"^(?P<prefix>\w*)" r"_y(?P<y>[0-9]+)" r"_z(?P<z>[0-9]+)" r"(?P<suffix>\w*)$"
-    )
+            r"^(?P<prefix>\w*)" r"_y(?P<y>[0-9]+)" r"_z(?P<z>[0-9]+)" r"("
+            r"?P<suffix>\w*)$"
+            )
 
     all_chunks_filenames = list(sorted(glob(os.path.join(inp, "*_y*_z*.tiff"))))
     all_chunks_info = dict(filename=[], prefix=[], suffix=[], z=[], y=[])
@@ -103,8 +104,8 @@ def convert(
     # parse all directory names
     for filename in all_chunks_filenames:
         parsed = CHUNK_PATTERN.fullmatch(
-            os.path.splitext(os.path.basename(filename))[0]
-        )
+                os.path.splitext(os.path.basename(filename))[0]
+                )
         all_chunks_info["filename"].append(filename)
         all_chunks_info["prefix"].append(parsed.group("prefix"))
         all_chunks_info["suffix"].append(parsed.group("suffix"))
@@ -113,7 +114,7 @@ def convert(
 
     # default output name
     zarr_config.set_default_name(
-        all_chunks_info["prefix"][0] + all_chunks_info["suffix"][0])
+            all_chunks_info["prefix"][0] + all_chunks_info["suffix"][0])
 
     # parse all individual file names
     nchunkz = max(all_chunks_info["z"])
@@ -125,8 +126,8 @@ def convert(
         for ychunk in range(nchunky):
             for i in range(len(all_chunks_info["filename"])):
                 if (
-                    all_chunks_info["z"][i] == zchunk + 1
-                    and all_chunks_info["y"][i] == ychunk + 1
+                        all_chunks_info["z"][i] == zchunk + 1
+                        and all_chunks_info["y"][i] == ychunk + 1
                 ):
                     break
             filename = all_chunks_info["filename"][i]
@@ -148,8 +149,8 @@ def convert(
     fullshape = [0, 0, 0]
     fullshape[0] = sum(shape[0][0] for shape in allshapes)
     fullshape[1] = (
-        sum(shape[1] for shape in allshapes[0])
-        - (len(set(all_chunks_info["y"])) - 1) * overlap
+            sum(shape[1] for shape in allshapes[0])
+            - (len(set(all_chunks_info["y"])) - 1) * overlap
     )
     fullshape[2] = allshapes[0][0][2]
 
@@ -170,10 +171,10 @@ def convert(
 
         pages = f.pages
         dat = f.asarray()
-        if len(set(all_chunks_info["y"])) != 1 and overlap!=0:
+        if len(set(all_chunks_info["y"])) != 1 and overlap != 0:
             if chunky != 0:
-                dat = dat[:, overlap // 2 :, :]
-            if chunky != max(all_chunks_info["y"])-1:
+                dat = dat[:, overlap // 2:, :]
+            if chunky != max(all_chunks_info["y"]) - 1:
                 dat = dat[:, :-overlap // 2 - (overlap % 2), :]
 
         zstart = sum(shape[chunky][0] for shape in allshapes[:chunkz])
@@ -181,15 +182,15 @@ def convert(
         if chunky != 0:
             ystart += overlap // 2
         print(
-            f"Write plane "
-            f"( {zstart} :{zstart+len(pages)}, {ystart}:{ystart + dat.shape[1]})",
-            end="\r",
-        )
+                f"Write plane "
+                f"( {zstart} :{zstart + len(pages)}, {ystart}:{ystart + dat.shape[1]})",
+                end="\r",
+                )
         slicer = (
             slice(zstart, zstart + len(pages)),
             slice(ystart, ystart + dat.shape[1]),
             slice(None),
-        )
+            )
         array[slicer] = dat
     print("")
     omz.generate_pyramid(mode="median")
diff --git a/linc_convert/modalities/lsm/spool.py b/linc_convert/modalities/lsm/spool.py
index 5d4f0b36..2b6f429b 100644
--- a/linc_convert/modalities/lsm/spool.py
+++ b/linc_convert/modalities/lsm/spool.py
@@ -2,7 +2,7 @@
 import os
 import re
 import warnings
-from collections import namedtuple, defaultdict
+from collections import defaultdict, namedtuple
 from glob import glob
 
 # externals
@@ -13,18 +13,17 @@
 
 # internals
 from linc_convert.modalities.lsm.cli import lsm
+from linc_convert.utils.io.spool import SpoolSetInterpreter
 from linc_convert.utils.io.zarr import from_config
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
-from linc_convert.utils.io.spool import SpoolSetInterpreter
 from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
-from linc_convert.utils.io.zarr.drivers.zarr_python import open_zarr_group, \
-    create_array
 
 spool = cyclopts.App(name="spool", help_format="markdown")
 lsm.command(spool)
 
 """
-Convert a collection of spool .dat files generated by the LSM pipeline into either a NIfTI-Zarr or OME-Zarr.
+Convert a collection of spool .dat files generated by the LSM pipeline into either a 
+NIfTI-Zarr or OME-Zarr.
 
 Example input files can be found at
 https://lincbrain.org/dandiset/000010/draft/files?location=sourcedata%2Frawdata%2Fmicr%2Fsample18_run10__y10_z01_HR&page=1
@@ -41,7 +40,7 @@ def convert(
         voxel_size: list[float] = (1, 1, 1),
         zarr_config: ZarrConfig | None = None,
         **kwargs
-) -> None:
+        ) -> None:
     """
     Convert a collection of spool files generated by the LSM pipeline into Zarr.
 
@@ -90,13 +89,13 @@ def convert(
     zarr_config = update_default_config(zarr_config, **kwargs)
 
     CHUNK_PATTERN = re.compile(
-        r"^(?P<prefix>\w*)"
-        r"_run(?P<run>[0-9]+)"
-        r"_?"
-        r"_y(?P<y>[0-9]+)"
-        r"_z(?P<z>[0-9]+)"
-        r"(?P<suffix>\w*)$"
-    )
+            r"^(?P<prefix>\w*)"
+            r"_run(?P<run>[0-9]+)"
+            r"_?"
+            r"_y(?P<y>[0-9]+)"
+            r"_z(?P<z>[0-9]+)"
+            r"(?P<suffix>\w*)$"
+            )
 
     all_tiles_folders_names = sorted(glob(os.path.join(inp, "*_y*_z*_HR/")))
     if not all_tiles_folders_names:
@@ -105,28 +104,28 @@ def convert(
     all_tiles_info = []
     tiles_info_by_index = {}
     TileInfo = namedtuple(
-        "TileInfo",
-        ["prefix", "run", "y", "z", "suffix", "filename", "reader"]
-    )
+            "TileInfo",
+            ["prefix", "run", "y", "z", "suffix", "filename", "reader"]
+            )
     for tile_folder_name in all_tiles_folders_names:
         tile_folder_name = tile_folder_name.rstrip("/")
         parsed = CHUNK_PATTERN.fullmatch(os.path.basename(tile_folder_name))
         tile = TileInfo(
-            parsed.group("prefix"),
-            int(parsed.group("run")),
-            int(parsed.group("y")),
-            int(parsed.group("z")),
-            parsed.group("suffix"),
-            tile_folder_name,
-            SpoolSetInterpreter(tile_folder_name, tile_folder_name+"_info.mat")
-        )
+                parsed.group("prefix"),
+                int(parsed.group("run")),
+                int(parsed.group("y")),
+                int(parsed.group("z")),
+                parsed.group("suffix"),
+                tile_folder_name,
+                SpoolSetInterpreter(tile_folder_name, tile_folder_name + "_info.mat")
+                )
         all_tiles_info.append(tile)
         # Check for duplicate tiles
         if (tile.y, tile.z) in tiles_info_by_index:
             raise ValueError(
-                f"Duplicate tile, file {tile.filename} conflicts with "
-                f"{tiles_info_by_index[(tile.y, tile.z)].filename}"
-            )
+                    f"Duplicate tile, file {tile.filename} conflicts with "
+                    f"{tiles_info_by_index[(tile.y, tile.z)].filename}"
+                    )
         tiles_info_by_index[(tile.y, tile.z)] = tile
 
     # Set default output path if not provided
@@ -175,7 +174,7 @@ def convert(
     if diff_sx.any():
         y_idxs, z_idxs = np.where(diff_sx)
         raise ValueError(
-            f"Inconsistent x shapes at indices: {list(zip(y_idxs, z_idxs))}")
+                f"Inconsistent x shapes at indices: {list(zip(y_idxs, z_idxs))}")
     for y_tile in range(min_y_tile, max_y_tile + 1):
         if y_tile not in expected_sy:
             raise ValueError(f"Missing y tile {y_tile}")
@@ -183,7 +182,7 @@ def convert(
         if diff_sy.any():
             y_idxs, z_idxs = np.where(diff_sy)
             raise ValueError(
-                f"Inconsistent y shapes at tiles: {list(zip(y_idxs, z_idxs))}")
+                    f"Inconsistent y shapes at tiles: {list(zip(y_idxs, z_idxs))}")
     for z_tile in range(min_z_tile, max_z_tile + 1):
         if z_tile not in expected_sz:
             raise ValueError(f"Missing z tile {z_tile}")
@@ -191,7 +190,7 @@ def convert(
         if diff_sy.any():
             y_idxs, z_idxs = np.where(diff_sz)
             raise ValueError(
-                f"Inconsistent z shapes at tiles: {list(zip(y_idxs, z_idxs))}")
+                    f"Inconsistent z shapes at tiles: {list(zip(y_idxs, z_idxs))}")
 
     # Calculate full dataset dimensions
     full_shape_x = expected_sx
@@ -225,15 +224,15 @@ def convert(
         if rel_y != 0:
             ystart += overlap // 2
         print(
-            f"Write plane "
-            f"( {zstart} :{zstart + dat.shape[0]}, {ystart}:{ystart + dat.shape[1]})",
-            end="\r",
-        )
+                f"Write plane "
+                f"( {zstart} :{zstart + dat.shape[0]}, {ystart}:{ystart + dat.shape[1]})",
+                end="\r",
+                )
         slicer = (
             slice(zstart, zstart + dat.shape[0]),
             slice(ystart, ystart + dat.shape[1]),
             slice(None),
-        )
+            )
         array[slicer] = dat
     print("")
 
diff --git a/linc_convert/modalities/psoct/_utils.py b/linc_convert/modalities/psoct/_utils.py
index f7edb4e4..08d7b8ec 100644
--- a/linc_convert/modalities/psoct/_utils.py
+++ b/linc_convert/modalities/psoct/_utils.py
@@ -31,7 +31,7 @@ def make_json(oct_meta: str) -> dict:
 
     def _parse_value_unit(
             string: str, n: int = None
-    ) -> tuple[float | list[float], str | Any]:
+            ) -> tuple[float | list[float], str | Any]:
         number = r"-?(\d+\.?\d*|\d*\.?\d+)(E-?\d+)?"
         value = "x".join([number] * (n or 1))
         match = re.fullmatch(r"(?P<value>" + value + r")(?P<unit>\w*)", string)
@@ -45,7 +45,7 @@ def _parse_value_unit(
         "BodyPart": "BRAIN",
         "Environment": "exvivo",
         "SampleStaining": "none",
-    }
+        }
 
     for line in oct_meta.split("\n"):
         if ":" not in line:
diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index a58d8e84..3e66ea76 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -19,13 +19,13 @@
 
 from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
-from linc_convert.utils.io._array_wrapper import _ArrayWrapper, _H5ArrayWrapper, \
-    _MatArrayWrapper
+from linc_convert.utils.io._array_wrapper import (_ArrayWrapper, _H5ArrayWrapper,
+                                                  _MatArrayWrapper)
+from linc_convert.utils.io.zarr import from_config
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
 from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
-from linc_convert.utils.io.zarr import from_config
 
 logger = logging.getLogger(__name__)
 multi_slice = cyclopts.App(name="multi_slice", help_format="markdown")
@@ -70,7 +70,7 @@ def convert(
         dtype: Optional[str] = None,
         zarr_config: ZarrConfig = None,
         **kwargs
-) -> None:
+        ) -> None:
     """
     Matlab to OME-Zarr.
 
@@ -143,9 +143,10 @@ def convert(
                            j * chunk_size[1]: (j + 1) * chunk_size[1],
                            ]
             logger.info(
-                f"Processing slice {i + 1:03d} chunk [y: {j + 1:03d}, z: {k + 1:03d}] "
-                f"of [{nslices:03d}, {ny:03d}, {nz:03d}]"
-            )
+                    f"Processing slice {i + 1:03d} chunk [y: {j + 1:03d}, z: "
+                    f"{k + 1:03d}] "
+                    f"of [{nslices:03d}, {ny:03d}, {nz:03d}]"
+                    )
             z_start = k * chunk_size[0]
             z_end = z_start + loaded_chunk.shape[-2]
             y_start = j * chunk_size[1]
@@ -169,7 +170,7 @@ def convert(
     # Write NIfTI-Zarr header
     arr = zgroup["0"]
     header = default_nifti_header(arr, zgroup.attrs.get("ome", zgroup.attrs).get(
-        "multiscales"))
+            "multiscales"))
     reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
     if center:
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index 684e54e3..89430533 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -18,13 +18,13 @@
 
 from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
-from linc_convert.utils.io._array_wrapper import _ArrayWrapper, _MatArrayWrapper, \
-    _H5ArrayWrapper
 from linc_convert.utils.chunk_processing import chunk_slice_generator
+from linc_convert.utils.io._array_wrapper import (_ArrayWrapper, _H5ArrayWrapper,
+                                                  _MatArrayWrapper)
+from linc_convert.utils.io.zarr import from_config
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
 from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
-from linc_convert.utils.io.zarr import from_config
 
 logger = logging.getLogger(__name__)
 single_volume = cyclopts.App(name="single_volume", help_format="markdown")
@@ -71,7 +71,7 @@ def convert(
         center: bool = True,
         zarr_config: ZarrConfig = None,
         **kwargs
-) -> None:
+        ) -> None:
     """
     Matlab to OME-Zarr.
 
@@ -138,8 +138,8 @@ def convert(
 
     for idx, slc in chunk_slice_generator(inp.shape, inp_chunk):
         logger.info(
-            f"Processing chunk {idx} of "  # [{nx:03d}, {ny:03d}, {nz:03d}]
-        )
+                f"Processing chunk {idx} of "  # [{nx:03d}, {ny:03d}, {nz:03d}]
+                )
         loaded_chunk = inp[slc]
         dataset[slc] = loaded_chunk
 
@@ -155,7 +155,7 @@ def convert(
     arr = zgroup["0"]
     header = default_nifti_header(arr,
                                   zgroup.attrs.get("ome", zgroup.attrs).get(
-                                      "multiscales"))
+                                          "multiscales"))
     reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
     if center:
diff --git a/linc_convert/modalities/wk/__init__.py b/linc_convert/modalities/wk/__init__.py
index 728fe3af..0eaf5831 100644
--- a/linc_convert/modalities/wk/__init__.py
+++ b/linc_convert/modalities/wk/__init__.py
@@ -1,10 +1,10 @@
 """Webknossos annotation converters."""
 
-
 try:
     import wkw as _  # noqa: F401
 
     __all__ = ["cli", "webknossos_annotation"]
+
     from . import cli, webknossos_annotation
 except ImportError:
     pass
diff --git a/linc_convert/modalities/wk/webknossos_annotation.py b/linc_convert/modalities/wk/webknossos_annotation.py
index 65cbccde..f16c5263 100644
--- a/linc_convert/modalities/wk/webknossos_annotation.py
+++ b/linc_convert/modalities/wk/webknossos_annotation.py
@@ -8,15 +8,14 @@
 
 import cyclopts
 import numpy as np
-
 # externals
 import wkw
 import zarr
 
 # internals
 from linc_convert.modalities.wk.cli import wk
-from linc_convert.utils.math import ceildiv
 from linc_convert.utils.io.zarr.drivers.zarr_python import make_compressor
+from linc_convert.utils.math import ceildiv
 
 webknossos = cyclopts.App(name="webknossos", help_format="markdown")
 wk.command(webknossos)
@@ -24,16 +23,16 @@
 
 @webknossos.default
 def convert(
-    wkw_dir: str = None,
-    ome_dir: str = None,
-    out: str = None,
-    dic: str = None,
-    *,
-    chunk: int = 1024,
-    compressor: str = "blosc",
-    compressor_opt: str = "{}",
-    max_load: int = 16384,
-) -> None:
+        wkw_dir: str = None,
+        ome_dir: str = None,
+        out: str = None,
+        dic: str = None,
+        *,
+        chunk: int = 1024,
+        compressor: str = "blosc",
+        compressor_opt: str = "{}",
+        max_load: int = 16384,
+        ) -> None:
     """
     Convert annotations (in .wkw format) from webknossos to ome.zarr format.
 
@@ -83,8 +82,8 @@ def convert(
     for idx in range(n):
         offset_x, offset_y = 0, 0
         data = wkw_dataset.read(
-            off=(offset_y, offset_x, idx), shape=[size[1], size[0], 1]
-        )
+                off=(offset_y, offset_x, idx), shape=[size[1], size[0], 1]
+                )
         data = data[0, :, :, 0]
         data = np.transpose(data, (1, 0))
         [t0, b0, l0, r0] = find_borders(data)
@@ -113,7 +112,7 @@ def convert(
         "dtype": "uint8",
         "fill_value": None,
         "compressor": make_compressor(compressor, **compressor_opt),
-    }
+        }
     print(opt)
 
     # Write each level
@@ -136,7 +135,7 @@ def convert(
 
             top, bottom, left, right = [
                 k * 2 ** (nblevel - level - 1) for k in low_res_offsets[idx]
-            ]
+                ]
             height, width = size[0] - top - bottom, size[1] - left - right
 
             data = wkw_dataset.read(off=(left, top, idx), shape=[width, height, 1])
@@ -144,28 +143,28 @@ def convert(
             data = np.transpose(data, (1, 0))
             if dic:
                 data = np.array(
-                    [
-                        [dic[data[i][j]] for j in range(data.shape[1])]
-                        for i in range(data.shape[0])
-                    ]
-                )
+                        [
+                            [dic[data[i][j]] for j in range(data.shape[1])]
+                            for i in range(data.shape[0])
+                            ]
+                        )
             subdat_size = data.shape
 
             print(
-                "Convert level",
-                level,
-                "with shape",
-                shape,
-                "and slice",
-                idx,
-                "with size",
-                subdat_size,
-            )
+                    "Convert level",
+                    level,
+                    "with shape",
+                    shape,
+                    "and slice",
+                    idx,
+                    "with size",
+                    subdat_size,
+                    )
             if max_load is None or (
-                subdat_size[-2] < max_load and subdat_size[-1] < max_load
+                    subdat_size[-2] < max_load and subdat_size[-1] < max_load
             ):
                 array[
-                    0, idx, top : top + subdat_size[-2], left : left + subdat_size[-1]
+                0, idx, top: top + subdat_size[-2], left: left + subdat_size[-1]
                 ] = data[...]
             else:
                 ni = ceildiv(subdat_size[-2], max_load)
@@ -173,17 +172,17 @@ def convert(
 
                 for i in range(ni):
                     for j in range(nj):
-                        print(f"\r{i+1}/{ni}, {j+1}/{nj}", end=" ")
+                        print(f"\r{i + 1}/{ni}, {j + 1}/{nj}", end=" ")
                         start_x, end_x = (i * max_load,)
                         min((i + 1) * max_load, subdat_size[-2])
 
                         start_y, end_y = (j * max_load,)
                         min((j + 1) * max_load, subdat_size[-1])
                         array[
-                            0,
-                            idx,
-                            top + start_x : top + end_x,
-                            left + start_y : left + end_y,
+                        0,
+                        idx,
+                        top + start_x: top + end_x,
+                        left + start_y: left + end_y,
                         ] = data[start_x:end_x, start_y:end_y]
                 print("")
 
@@ -209,7 +208,7 @@ def get_mask_name(level: int) -> str:
     if level == 0:
         return "1"
     else:
-        return f"{2**level}-{2**level}-1"
+        return f"{2 ** level}-{2 ** level}-1"
 
 
 def cal_distance(img: np.ndarray) -> int:
diff --git a/linc_convert/utils/chunk_processing.py b/linc_convert/utils/chunk_processing.py
index 8f4aeb55..490a1f36 100644
--- a/linc_convert/utils/chunk_processing.py
+++ b/linc_convert/utils/chunk_processing.py
@@ -5,7 +5,8 @@
 
 def chunk_slice_generator(arr_shape, chunk_shape):
     """
-    Generate slice indices for chunking an array based on its shape and the provided chunk_shape
+    Generate slice indices for chunking an array based on its shape and the provided
+    chunk_shape
     for the last dimensions.
 
     Parameters:
diff --git a/linc_convert/utils/io/_array_wrapper.py b/linc_convert/utils/io/_array_wrapper.py
index 45602393..1c7a7e84 100644
--- a/linc_convert/utils/io/_array_wrapper.py
+++ b/linc_convert/utils/io/_array_wrapper.py
@@ -18,9 +18,9 @@ def _get_key(self, f: Mapping) -> str:
                     break
             if len(f.keys()) > 1:
                 warn(
-                    f"More than one key in .mat file {self.file}, "
-                    f'arbitrarily loading "{key}"'
-                )
+                        f"More than one key in .mat file {self.file}, "
+                        f'arbitrarily loading "{key}"'
+                        )
 
         if key not in f.keys():
             raise Exception(f"Key {key} not found in file {self.file}")
diff --git a/linc_convert/utils/io/generate_pyramid.py b/linc_convert/utils/io/generate_pyramid.py
index 76bb6a8e..1dd5d706 100644
--- a/linc_convert/utils/io/generate_pyramid.py
+++ b/linc_convert/utils/io/generate_pyramid.py
@@ -24,7 +24,7 @@ def generate_pyramid_old(
         max_load: int = 512,
         mode: Literal["mean", "median"] = "median",
         no_pyramid_axis: Optional[int] = None,
-) -> list[list[int]]:
+        ) -> list[list[int]]:
     """
     Generate the levels of a pyramid in an existing Zarr.
 
@@ -90,21 +90,22 @@ def generate_pyramid_old(
             slicer = [Ellipsis] + [
                 slice(i * max_load, min((i + 1) * max_load, n))
                 for i, n in zip(chunk_index, prev_shape)
-            ]
+                ]
             dat = omz[str(lvl - 1)][tuple(slicer)]
 
             # Discard the last voxel along odd dimensions
             # if one dimension has length 1, it should not be cropped
             crop = [
                 0 if y == 1 else x % 2 for x, y in zip(dat.shape[-ndim:], prev_shape)
-            ]
+                ]
             # Only crop the axes that are downsampled
             if no_pyramid_axis is not None:
                 crop[no_pyramid_axis] = 0
             slcr = [slice(-1) if x else slice(None) for x in crop]
             dat = dat[tuple([Ellipsis, *slcr])]
 
-            # last strip had a single voxel and become empty after cropping, nothing to do
+            # last strip had a single voxel and become empty after cropping, nothing
+            # to do
             if 0 in dat.shape:
                 continue
 
@@ -113,7 +114,7 @@ def generate_pyramid_old(
             # Reshape into patches of shape 2x2x2
             windowed_shape = [
                 x for n in patch_shape for x in (max(n // 2, 1), min(n, 2))
-            ]
+                ]
             if no_pyramid_axis is not None:
                 windowed_shape[2 * no_pyramid_axis] = patch_shape[no_pyramid_axis]
                 windowed_shape[2 * no_pyramid_axis + 1] = 1
@@ -121,10 +122,10 @@ def generate_pyramid_old(
             dat = dat.reshape(tuple(batch_shape + windowed_shape))
             # -> last `ndim` dimensions have shape 2x2x2
             dat = dat.transpose(
-                list(range(len(batch_shape)))
-                + list(range(len(batch_shape), len(batch_shape) + 2 * ndim, 2))
-                + list(range(len(batch_shape) + 1, len(batch_shape) + 2 * ndim, 2))
-            )
+                    list(range(len(batch_shape)))
+                    + list(range(len(batch_shape), len(batch_shape) + 2 * ndim, 2))
+                    + list(range(len(batch_shape) + 1, len(batch_shape) + 2 * ndim, 2))
+                    )
             # -> flatten patches
             smaller_shape = [max(n // 2, 1) for n in patch_shape]
             if no_pyramid_axis is not None:
@@ -143,7 +144,7 @@ def generate_pyramid_old(
                 if axis_index != no_pyramid_axis
                 else slice(i * max_load, min((i + 1) * max_load, n))
                 for i, axis_index, n in zip(chunk_index, range(ndim), spatial_shape)
-            ]
+                ]
 
             arr[tuple(slicer)] = dat
 
@@ -154,12 +155,12 @@ def default_levels(
         spatial_shape: tuple,
         spatial_chunk: tuple,
         no_pyramid_axis: Optional[int]
-) -> int:
+        ) -> int:
     default_levels = max(
-        int(math.ceil(math.log2(s / spatial_chunk[i])))
-        for i, s in enumerate(spatial_shape)
-        if no_pyramid_axis is None or i != no_pyramid_axis
-    )
+            int(math.ceil(math.log2(s / spatial_chunk[i])))
+            for i, s in enumerate(spatial_shape)
+            if no_pyramid_axis is None or i != no_pyramid_axis
+            )
     levels = max(default_levels, 0)
     return levels
 
@@ -178,26 +179,26 @@ def get_zarray_options(base_level):
     from .zarr_io.drivers.zarr_python import dimension_separator_to_chunk_key_encoding
 
     opts = dict(
-        dtype=base_level.dtype,
-        chunks=base_level.chunks,
-        shards=base_level.shards,
-        filters=base_level.filters,
-        compressors=base_level.compressors,
-        fill_value=base_level.fill_value,
-        order=base_level.order,
-        attributes=base_level.metadata.attributes,
-        overwrite=True,
-    )
+            dtype=base_level.dtype,
+            chunks=base_level.chunks,
+            shards=base_level.shards,
+            filters=base_level.filters,
+            compressors=base_level.compressors,
+            fill_value=base_level.fill_value,
+            order=base_level.order,
+            attributes=base_level.metadata.attributes,
+            overwrite=True,
+            )
     if isinstance(base_level.metadata, ArrayV2Metadata):
         opts_extra = dict(
-            chunk_key_encoding=dimension_separator_to_chunk_key_encoding(
-                base_level.metadata.dimension_separator, 2)
-        )
+                chunk_key_encoding=dimension_separator_to_chunk_key_encoding(
+                        base_level.metadata.dimension_separator, 2)
+                )
     elif isinstance(base_level.metadata, ArrayV3Metadata):
         opts_extra = dict(
-            chunk_key_encoding=base_level.metadata.chunk_key_encoding,
-            serializer=base_level.serializer,
-            dimension_names=base_level.metadata.dimension_names, )
+                chunk_key_encoding=base_level.metadata.chunk_key_encoding,
+                serializer=base_level.serializer,
+                dimension_names=base_level.metadata.dimension_names, )
     else:
         opts_extra = {}
     opts.update(**opts_extra)
@@ -229,7 +230,7 @@ def generate_pyramid(
         ndim: int = 3,
         mode: Literal["mean", "median"] = "median",
         no_pyramid_axis: Optional[int] = None,
-) -> list[list[int]]:
+        ) -> list[list[int]]:
     """
     Generate the levels of a pyramid in an existing Zarr.
 
@@ -343,7 +344,7 @@ def compute_next_level(arr, ndim, no_pyramid_axis=None, window_func=da.mean):
                 no_pyramid_axis]) or arr.shape[axis] == 1
             else 2)
         for axis in pyramid_axes
-    }
+        }
     dtype = arr.dtype
 
     return da.coarsen(window_func, arr, factors, trim_excess=True).astype(dtype)
@@ -364,17 +365,17 @@ def compute_next_level_old(arr, ndim, no_pyramid_axis, window_func):
     # Reshape into patches of shape 2x2x2
     windowed_shape = [
         x for n in patch_shape for x in (max(n // 2, 1), min(n, 2))
-    ]
+        ]
     if no_pyramid_axis is not None:
         windowed_shape[2 * no_pyramid_axis] = patch_shape[no_pyramid_axis]
         windowed_shape[2 * no_pyramid_axis + 1] = 1
     arr = arr.reshape(tuple(batch_shape + windowed_shape))
     # -> last `ndim` dimensions have shape 2x2x2
     arr = arr.transpose(
-        list(range(len(batch_shape)))
-        + list(range(len(batch_shape), len(batch_shape) + 2 * ndim, 2))
-        + list(range(len(batch_shape) + 1, len(batch_shape) + 2 * ndim, 2))
-    )
+            list(range(len(batch_shape)))
+            + list(range(len(batch_shape), len(batch_shape) + 2 * ndim, 2))
+            + list(range(len(batch_shape) + 1, len(batch_shape) + 2 * ndim, 2))
+            )
     # -> flatten patches
     smaller_shape = [max(n // 2, 1) for n in patch_shape]
     if no_pyramid_axis is not None:
diff --git a/linc_convert/utils/io/spool.py b/linc_convert/utils/io/spool.py
index 00332559..579d07fa 100644
--- a/linc_convert/utils/io/spool.py
+++ b/linc_convert/utils/io/spool.py
@@ -1,5 +1,6 @@
 """
-The following script is derived from https://github.com/CBI-PITT/holis_tools/blob/main/holis_tools/zyla_spool_reader.py.
+The following script is derived from
+https://github.com/CBI-PITT/holis_tools/blob/main/holis_tools/zyla_spool_reader.py.
 
 Copyright (c) 2021, Alan M Watson
 
@@ -62,7 +63,7 @@ def _load_info_file(self, info_file):
 
         except (KeyError, IndexError, ValueError) as e:
             warnings.warn(
-                f"ERROR: Unable to extract frame information from info file. {e}")
+                    f"ERROR: Unable to extract frame information from info file. {e}")
             return None
         num_frames_per_spool = int(self.config['multiimage']['ImagesPerFile'])
         num_frames_to_load = num_total_frames - num_bg_frames
@@ -86,10 +87,10 @@ def _what_spool_format(self):
 
     def _list_spool_files(self):
         return sorted(
-            tuple(
-                [x for x in self.entries if '0spool.dat' in x]
-            )
-        )
+                tuple(
+                        [x for x in self.entries if '0spool.dat' in x]
+                        )
+                )
 
     def _get_acquisitionparameters_str(self):
         file = self._make_filename_from_spool_set('acquisitionmetadata.ini')
diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index ea954618..a3411e4c 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -1,6 +1,6 @@
-from abc import ABC, abstractmethod, ABCMeta
+from abc import ABC, ABCMeta, abstractmethod
 from os import PathLike
-from typing import Union, Tuple, Optional, Any, Literal, List
+from typing import Any, List, Literal, Optional, Tuple, Union
 
 import niizarr
 import numpy as np
@@ -10,10 +10,10 @@
 from nibabel import Nifti1Header, Nifti2Header
 from numpy.typing import DTypeLike
 
-from linc_convert.utils.zarr_config import ZarrConfig
-from linc_convert.utils.io.generate_pyramid import default_levels, next_level_shape, \
-    compute_next_level
+from linc_convert.utils.io.generate_pyramid import (compute_next_level, default_levels,
+                                                    next_level_shape)
 from linc_convert.utils.io.zarr import logger
+from linc_convert.utils.zarr_config import ZarrConfig
 
 
 class ZarrNode(ABC):
@@ -145,7 +145,7 @@ def create_array(
             *,
             zarr_config: ZarrConfig = None,
             **kwargs
-    ) -> ZarrArray:
+            ) -> ZarrArray:
         """
         Create a new array within this group.
         """
@@ -158,7 +158,7 @@ def create_array_from_base(
             shape: Tuple[int, ...],
             data: Optional[Any] = None,
             **kwargs
-    ) -> ZarrArray:
+            ) -> ZarrArray:
         """
         Create a new array using metadata of an existing base-level array.
         """
@@ -170,7 +170,7 @@ def generate_pyramid(
             ndim: int = 3,
             mode: Literal["mean", "median"] = "median",
             no_pyramid_axis: Optional[int] = None,
-    ) -> list[list[int]]:
+            ) -> list[list[int]]:
         """
         Generate the levels of a pyramid in an existing Zarr.
 
@@ -214,7 +214,7 @@ def generate_pyramid(
             all_shapes.append(spatial_shape)
             logger.info(f"Compute level {lvl} with shape {spatial_shape}")
             arr = self.create_array_from_base(
-                str(lvl), shape=batch_shape + spatial_shape)
+                    str(lvl), shape=batch_shape + spatial_shape)
             # dat = da.from_zarr(self[str(lvl - 1)]._array)
             dat = da.from_array(self[str(lvl - 1)], chunks=self[str(lvl - 1)].chunks)
             dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index 7333ca36..e87ee955 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -3,18 +3,18 @@
 import math
 import os
 from os import PathLike
-from typing import Optional, Tuple, Literal, Union, Mapping, Any
+from typing import Any, Literal, Mapping, Optional, Tuple, Union
 from urllib.parse import urlparse
 
 import numcodecs
 import numcodecs.abc
 import numpy as np
+import tensorstore as ts
 from numpy.typing import DTypeLike
 from upath import UPath
 
-import tensorstore as ts
-from linc_convert.utils.zarr_config import ZarrConfig
 from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrGroup
+from linc_convert.utils.zarr_config import ZarrConfig
 
 
 class ZarrTSArray(ZarrArray):
@@ -40,7 +40,8 @@ def chunks(self):
 
     @property
     def shards(self) -> Optional[Tuple[int, ...]]:
-        if self._ts.chunk_layout.read_chunk.shape == self._ts.chunk_layout.write_chunk.shape:
+        if (self._ts.chunk_layout.read_chunk.shape ==
+        self._ts.chunk_layout.write_chunk.shape):
             return None
         else:
             return self._ts.chunk_layout.write_chunk.shape
@@ -70,7 +71,7 @@ def open(cls, path: PathLike, zarr_version: Literal[2, 3] = 3):
             "open": True,
             "create": False,
             "delete_existing": False,
-        }
+            }
         return cls(ts.open(conf).result())
 
 
@@ -78,6 +79,7 @@ class ZarrTSGroup(ZarrGroup):
     def __init__(self, store_path: Union[str, PathLike]):
         super().__init__(store_path)
         from upath import UPath
+
         if not isinstance(store_path, UPath):
             store_path = UPath(store_path)
         self._path = store_path
@@ -99,7 +101,7 @@ def keys(self):
         return (
             sub_dir.name for sub_dir in self._path.iterdir()
             if sub_dir.is_dir() and _detect_metadata(sub_dir)
-        )
+            )
 
     def __getitem__(self, key) -> Union[ZarrTSArray, 'ZarrTSGroup']:
         metadata = _detect_metadata(self._path / key)
@@ -145,24 +147,24 @@ def create_array(self,
                      ) -> ZarrArray:
         if zarr_config is None:
             conf = default_write_config(
-                self._path / name,
-                shape=shape,
-                dtype=dtype,
-                **kwargs
-            )
+                    self._path / name,
+                    shape=shape,
+                    dtype=dtype,
+                    **kwargs
+                    )
         else:
             compressor_opt = ast.literal_eval(zarr_config.compressor_opt)
             conf = default_write_config(
-                self._path / name,
-                shape=shape,
-                dtype=dtype,
-                chunk=zarr_config.chunk,
-                shard=zarr_config.shard,
-                compressor=zarr_config.compressor,
-                # TODO: implement this
-                # compressor_opt=,
-                version=zarr_config.zarr_version,
-            )
+                    self._path / name,
+                    shape=shape,
+                    dtype=dtype,
+                    chunk=zarr_config.chunk,
+                    shard=zarr_config.shard,
+                    compressor=zarr_config.compressor,
+                    # TODO: implement this
+                    # compressor_opt=,
+                    version=zarr_config.zarr_version,
+                    )
         conf['delete_existing'] = True
         conf['create'] = True
         arr = ts.open(conf).result()
@@ -224,12 +226,13 @@ def open(cls, path: Union[str, PathLike], mode="a", *,
             _init_group(p, zarr_version)
         else:
             raise ValueError(
-                f"Invalid mode '{mode}'. Use 'r', 'r+', 'a', 'w', or 'w-' ")
+                    f"Invalid mode '{mode}'. Use 'r', 'r+', 'a', 'w', or 'w-' ")
 
         return cls(p)
 
     def _get_zarr_python_group(self):
         import zarr
+
         return zarr.open_group(self._path, mode='a')
 
 
@@ -296,7 +299,7 @@ def auto_shard_size(
         itemsize: int | np.dtype | str,
         max_file_size: int = 2 * 1024 ** 4,
         compression_ratio: float = 2,
-) -> list[int]:
+        ) -> list[int]:
     """
     Find maximal shard size that ensures file size below cap.
 
@@ -349,7 +352,7 @@ def fix_shard_chunk(
         shard: list[int],
         chunk: list[int],
         shape: list[int],
-) -> tuple[list[int], list[int]]:
+        ) -> tuple[list[int], list[int]]:
     """
     Fix incompatibilities between chunk and shard size.
 
@@ -400,7 +403,7 @@ def default_read_config(path: os.PathLike | str) -> dict:
         "open": True,
         "create": False,
         "delete_existing": False,
-    }
+        }
 
 
 def _is_array(path):
@@ -476,7 +479,7 @@ def default_write_config(
         compressor: str = "blosc",
         compressor_opt: dict | None = None,
         version: int = 3,
-) -> dict:
+        ) -> dict:
     """
     Generate a default TensorStore configuration.
 
@@ -497,6 +500,7 @@ def default_write_config(
         Configuration
     """
     from upath import UPath
+
     path = UPath(path)
     if not path.protocol:
         path = "file://" / path
@@ -543,7 +547,7 @@ def default_write_config(
             chunk_grid = {
                 "name": "regular",
                 "configuration": {"chunk_shape": shard},
-            }
+                }
 
             sharding_codec = {
                 "name": "sharding_indexed",
@@ -552,14 +556,14 @@ def default_write_config(
                     "codecs": [
                         codec_little_endian,
                         *compressor,
-                    ],
+                        ],
                     "index_codecs": [
                         codec_little_endian,
                         {"name": "crc32c"},
-                    ],
+                        ],
                     "index_location": "end",
-                },
-            }
+                    },
+                }
             codecs = [sharding_codec]
 
         else:
@@ -567,7 +571,7 @@ def default_write_config(
             codecs = [
                 codec_little_endian,
                 *compressor,
-            ]
+                ]
 
         metadata = {
             "chunk_grid": chunk_grid,
@@ -577,12 +581,12 @@ def default_write_config(
             "chunk_key_encoding": {
                 "name": "default",
                 "configuration": {"separator": r"/"},
-            },
-        }
+                },
+            }
         config = {
             "driver": "zarr3",
             "metadata": metadata,
-        }
+            }
 
     # ------------------------------------------------------------------
     #   Zarr 2
@@ -601,12 +605,12 @@ def default_write_config(
             "dtype": np.dtype(dtype).str,
             "fill_value": 0,
             "compressor": compressor,
-        }
+            }
         config = {
             "driver": "zarr",
             "metadata": metadata,
             "key_encoding": r"/",
-        }
+            }
 
     # Prepare store
     config["metadata"]["shape"] = shape
@@ -619,9 +623,9 @@ def _init_group(group_path: PathLike, version: int):
     group_path.mkdir(parents=True, exist_ok=True)
     if version == 3:
         (group_path / 'zarr.json').write_text(
-            json.dumps({'zarr_format': 3, 'node_type': 'group'})
-        )
+                json.dumps({'zarr_format': 3, 'node_type': 'group'})
+                )
     else:
         (group_path / '.zgroup').write_text(
-            json.dumps({'zarr_format': 2})
-        )
+                json.dumps({'zarr_format': 2})
+                )
diff --git a/linc_convert/utils/io/zarr/drivers/zarr_python.py b/linc_convert/utils/io/zarr/drivers/zarr_python.py
index 21cb3608..8925384c 100644
--- a/linc_convert/utils/io/zarr/drivers/zarr_python.py
+++ b/linc_convert/utils/io/zarr/drivers/zarr_python.py
@@ -1,5 +1,5 @@
 import ast
-from typing import Iterator, Union, Literal, Any
+from typing import Any, Iterator, Literal, Union
 
 import numpy as np
 import zarr
@@ -7,8 +7,8 @@
 from numpy.typing import DTypeLike
 from zarr.core.chunk_key_encodings import ChunkKeyEncodingParams
 
-from linc_convert.utils.zarr_config import ZarrConfig
 from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrGroup
+from linc_convert.utils.zarr_config import ZarrConfig
 
 
 class ZarrPythonArray(ZarrArray):
@@ -57,7 +57,7 @@ def __getattr__(self, name):
             return getattr(self._array, name)
         else:
             raise AttributeError(
-                f"'{self.__class__.__name__}' object has no attribute '{name}'")
+                    f"'{self.__class__.__name__}' object has no attribute '{name}'")
 
 
 class ZarrPythonGroup(ZarrGroup):
@@ -133,10 +133,10 @@ def create_array(self,
             "fill_value": None,
             "compressors": make_compressor(compressor, zarr_config.zarr_version,
                                            **compressor_opt),
-        }
+            }
 
         chunk_key_encoding = dimension_separator_to_chunk_key_encoding(
-            zarr_config.dimension_separator, zarr_config.zarr_version)
+                zarr_config.dimension_separator, zarr_config.zarr_version)
         if chunk_key_encoding:
             opt["chunk_key_encoding"] = chunk_key_encoding
         arr = self._zgroup.create_array(name=name,
@@ -153,23 +153,23 @@ def create_array_from_base(self, name: str, shape: tuple, data=None,
         """
         base_level = self['0']
         opts = dict(
-            dtype=base_level.dtype,
-            chunks=base_level.chunks,
-            shards=getattr(base_level, "shards", None),
-            filters=getattr(base_level._array, "filters", None),
-            compressors=getattr(base_level._array, "compressors", None),
-            fill_value=getattr(base_level._array, "fill_value", None),
-            order=getattr(base_level._array, "order", None),
-            attributes=getattr(getattr(base_level._array, "metadata", None),
-                               "attributes", None),
-            overwrite=True,
-        )
+                dtype=base_level.dtype,
+                chunks=base_level.chunks,
+                shards=getattr(base_level, "shards", None),
+                filters=getattr(base_level._array, "filters", None),
+                compressors=getattr(base_level._array, "compressors", None),
+                fill_value=getattr(base_level._array, "fill_value", None),
+                order=getattr(base_level._array, "order", None),
+                attributes=getattr(getattr(base_level._array, "metadata", None),
+                                   "attributes", None),
+                overwrite=True,
+                )
         # Handle extra options based on metadata type
         meta = getattr(base_level, "metadata", None)
         if meta is not None:
             if hasattr(meta, "dimension_separator"):
                 opts["chunk_key_encoding"] = dimension_separator_to_chunk_key_encoding(
-                    meta.dimension_separator, 2)
+                        meta.dimension_separator, 2)
             if hasattr(meta, "chunk_key_encoding"):
                 opts["chunk_key_encoding"] = getattr(meta, "chunk_key_encoding", None)
             if hasattr(base_level, "serializer"):
@@ -202,16 +202,18 @@ def make_compressor(name: str | None, zarr_version: Literal[2, 3], **prm: dict)
 
     if zarr_version == 2:
         import numcodecs
+
         compressor_map = {
             "blosc": numcodecs.Blosc,
             "zlib": numcodecs.Zstd,
-        }
+            }
     elif zarr_version == 3:
         import zarr.codecs
+
         compressor_map = {
             "blosc": zarr.codecs.BloscCodec,
             "zlib": zarr.codecs.ZstdCodec,
-        }
+            }
     else:
         raise ValueError()
     name = name.lower()
@@ -242,7 +244,7 @@ def create_array(
         zarr_config: ZarrConfig,
         dtype: DTypeLike = np.int32,
         data=None
-) -> zarr.Array:
+        ) -> zarr.Array:
     compressor = zarr_config.compressor
     compressor_opt = zarr_config.compressor_opt
     chunk, shard = compute_zarr_layout(shape, dtype, zarr_config)
@@ -258,10 +260,10 @@ def create_array(
         "fill_value": None,
         "compressors": make_compressor(compressor, zarr_config.zarr_version,
                                        **compressor_opt),
-    }
+        }
 
     chunk_key_encoding = dimension_separator_to_chunk_key_encoding(
-        zarr_config.dimension_separator, zarr_config.zarr_version)
+            zarr_config.dimension_separator, zarr_config.zarr_version)
     if chunk_key_encoding:
         opt["chunk_key_encoding"] = chunk_key_encoding
     arr = omz.create_array(name=name,
@@ -280,8 +282,8 @@ def dimension_separator_to_chunk_key_encoding(dimension_separator, zarr_version)
         pass
     else:
         dimension_separator = ChunkKeyEncodingParams(
-            name="default" if zarr_version == 3 else "v2",
-            separator=dimension_separator)
+                name="default" if zarr_version == 3 else "v2",
+                separator=dimension_separator)
         return dimension_separator
 
 
@@ -289,7 +291,7 @@ def compute_zarr_layout(
         shape: tuple,
         dtype: DTypeLike,
         zarr_config: ZarrConfig
-) -> tuple[tuple, tuple | None]:
+        ) -> tuple[tuple, tuple | None]:
     ndim = len(shape)
     if ndim == 5:
         if zarr_config.no_time:
@@ -297,11 +299,11 @@ def compute_zarr_layout(
         chunk_tc = (
             1 if zarr_config.chunk_time else shape[0],
             1 if zarr_config.chunk_channels else shape[1],
-        )
+            )
         shard_tc = (
             chunk_tc[0] if zarr_config.shard_time else shape[0],
             chunk_tc[1] if zarr_config.shard_channels else shape[1]
-        )
+            )
 
     elif ndim == 4:
         if zarr_config.no_time:
@@ -351,7 +353,8 @@ def compute_zarr_layout(
         M = []
         free_dims = []
         for i in range(dims):
-            # If the uniform guess already overshoots the data, clamp to the minimal covering multiplier.
+            # If the uniform guess already overshoots the data, clamp to the minimal
+            # covering multiplier.
             if m_uniform * chunk_spatial[i] >= shape_spatial[i]:
                 M.append(L[i])
             else:
@@ -369,8 +372,8 @@ def compute_zarr_layout(
                 if candidate * chunk_spatial[i] >= shape_spatial[i]:
                     candidate = L[i]
                 new_product = np.prod(
-                    [candidate if j == i else M[j] for j in range(dims)]
-                )
+                        [candidate if j == i else M[j] for j in range(dims)]
+                        )
                 if new_product <= B_multiplier and candidate > M[i]:
                     M[i] = candidate
                     improved = True
diff --git a/linc_convert/utils/io/zarr/factory.py b/linc_convert/utils/io/zarr/factory.py
index 2fe29602..f0b27c8f 100644
--- a/linc_convert/utils/io/zarr/factory.py
+++ b/linc_convert/utils/io/zarr/factory.py
@@ -1,20 +1,20 @@
 import warnings
 
-from linc_convert.utils.zarr_config import DriverLike, ZarrConfig
 from linc_convert.utils.io.zarr.abc import ZarrGroup
-from linc_convert.utils.io.zarr.drivers.zarr_python import ZarrPythonArray, \
-    ZarrPythonGroup
+from linc_convert.utils.io.zarr.drivers.zarr_python import (ZarrPythonArray,
+                                                            ZarrPythonGroup)
+from linc_convert.utils.zarr_config import DriverLike, ZarrConfig
 
 _DRIVER_ARRAY = {
     "zarr-python": ZarrPythonArray
-}
+    }
 _DRIVER_GROUP = {
     "zarr-python": ZarrPythonGroup
-}
+    }
 
 try:
-    from linc_convert.utils.io.zarr.drivers.tensorstore import ZarrTSArray, \
-        ZarrTSGroup
+    from linc_convert.utils.io.zarr.drivers.tensorstore import (ZarrTSArray,
+                                                                ZarrTSGroup)
 
     _DRIVER_ARRAY["tensorstore"] = ZarrTSArray
     _DRIVER_GROUP["tensorstore"] = ZarrTSGroup
diff --git a/linc_convert/utils/logging.py b/linc_convert/utils/logging.py
index 8d9022ce..90b47778 100644
--- a/linc_convert/utils/logging.py
+++ b/linc_convert/utils/logging.py
@@ -5,9 +5,9 @@
 
 def setup_logging():
     logging.basicConfig(
-        level=logging.INFO,
-        format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
-    )
+            level=logging.INFO,
+            format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
+            )
     logging.captureWarnings(True)
 
 
@@ -15,11 +15,12 @@ def add_file_handler(log_file_path=None):
     file_handler = logging.FileHandler(log_file_path)
     file_handler.setLevel(logging.DEBUG)
     file_formatter = logging.Formatter(
-        '%(asctime)s - %(name)s - %(levelname)s - %(message)s')
+            '%(asctime)s - %(name)s - %(levelname)s - %(message)s')
     file_handler.setFormatter(file_formatter)
     logger.addHandler(file_handler)
 
 
-# TODO: add file handler for each platform. prob ref dandi-ci. prevent logging error in unit test
+# TODO: add file handler for each platform. prob ref dandi-ci. prevent logging error
+#  in unit test
 setup_logging()
 # add_file_handler("/scratch/converter.log")
diff --git a/linc_convert/utils/orientation.py b/linc_convert/utils/orientation.py
index d5840d8d..171de120 100644
--- a/linc_convert/utils/orientation.py
+++ b/linc_convert/utils/orientation.py
@@ -21,7 +21,7 @@ def orientation_ensure_3d(orientation: str) -> str:
         "coronal": "LI",
         "axial": "LP",
         "sagittal": "PI",
-    }.get(orientation.lower(), orientation).upper()
+        }.get(orientation.lower(), orientation).upper()
     if len(orientation) == 2:
         if "L" not in orientation and "R" not in orientation:
             orientation += "R"
@@ -34,7 +34,7 @@ def orientation_ensure_3d(orientation: str) -> str:
 
 def orientation_to_affine(
         orientation: str, vxw: float = 1, vxh: float = 1, vxd: float = 1
-) -> np.ndarray:
+        ) -> np.ndarray:
     """
     Build an affine matrix from an orientation string and voxel size.
 
diff --git a/linc_convert/utils/unit.py b/linc_convert/utils/unit.py
index 806201a4..f4057589 100644
--- a/linc_convert/utils/unit.py
+++ b/linc_convert/utils/unit.py
@@ -28,7 +28,7 @@
         "yottameter",
         "zeptometer",
         "zettameter",
-    ],
+        ],
     "time": [
         "attosecond",
         "centisecond",
@@ -53,8 +53,8 @@
         "yottasecond",
         "zeptosecond",
         "zettasecond",
-    ],
-}
+        ],
+    }
 
 nifti_valid_units = [
     "unknown",
@@ -67,7 +67,7 @@
     "hz",
     "ppm",
     "rads",
-]
+    ]
 
 si_prefix_short2long = {
     "Q": "quetta",
@@ -98,7 +98,7 @@
     "y": "yocto",
     "r": "ronto",
     "q": "quecto",
-}
+    }
 
 si_prefix_long2short = {long: short for short, long in si_prefix_short2long.items()}
 
@@ -132,68 +132,68 @@
     "y": -24,
     "r": -27,
     "q": -30,
-}
+    }
 
 unit_space_short2long = {
     short + "m": long + "meter" for short, long in si_prefix_short2long.items()
-}
-unit_space_short2long.update(
-    {
-        "m": "meter",
-        "mi": "mile",
-        "yd": "yard",
-        "ft": "foot",
-        "in": "inch",
-        "'": "foot",
-        '"': "inch",
-        "Å": "angstrom",
-        "pc": "parsec",
     }
-)
+unit_space_short2long.update(
+        {
+            "m": "meter",
+            "mi": "mile",
+            "yd": "yard",
+            "ft": "foot",
+            "in": "inch",
+            "'": "foot",
+            '"': "inch",
+            "Å": "angstrom",
+            "pc": "parsec",
+            }
+        )
 unit_space_long2short = {long: short for short, long in unit_space_short2long.items()}
 unit_space_long2short["micron"] = "u"
 
 unit_time_short2long = {
     short + "s": long + "second" for short, long in si_prefix_short2long.items()
-}
-unit_time_short2long.update(
-    {
-        "y": "year",
-        "d": "day",
-        "h": "hour",
-        "m": "minute",
-        "s": "second",
     }
-)
+unit_time_short2long.update(
+        {
+            "y": "year",
+            "d": "day",
+            "h": "hour",
+            "m": "minute",
+            "s": "second",
+            }
+        )
 unit_time_long2short = {long: short for short, long in unit_time_short2long.items()}
 
 unit_space_scale = {
     prefix + "m": 10 ** exponent for prefix, exponent in si_prefix_exponent.items()
-}
-unit_space_scale.update(
-    {
-        "mi": 1609.344,
-        "yd": 0.9144,
-        "ft": 0.3048,
-        "'": 0.3048,
-        "in": 25.4e-3,
-        '"': 25.4e-3,
-        "Å": 1e-10,
-        "pc": 3.0857e16,
     }
-)
+unit_space_scale.update(
+        {
+            "mi": 1609.344,
+            "yd": 0.9144,
+            "ft": 0.3048,
+            "'": 0.3048,
+            "in": 25.4e-3,
+            '"': 25.4e-3,
+            "Å": 1e-10,
+            "pc": 3.0857e16,
+            }
+        )
 
 unit_time_scale = {
     prefix + "s": 10 ** exponent for prefix, exponent in si_prefix_exponent.items()
-}
-unit_time_scale.update(
-    {
-        "y": 365.25 * 24 * 60 * 60,
-        "d": 24 * 60 * 60,
-        "h": 60 * 60,
-        "m": 60,
     }
-)
+unit_time_scale.update(
+        {
+            "y": 365.25 * 24 * 60 * 60,
+            "d": 24 * 60 * 60,
+            "h": 60 * 60,
+            "m": 60,
+            }
+        )
 
 
 def convert_unit(value: float, src: str, dst: str) -> float:
@@ -226,7 +226,7 @@ def to_nifti_unit(unit: str) -> str:
         "second": "sec",
         "millisecond": "msec",
         "microsecond": "usec",
-    }.get(unit, "unknown")
+        }.get(unit, "unknown")
 
 
 def unit_to_scale(unit: str) -> float:
diff --git a/linc_convert/utils/zarr_config.py b/linc_convert/utils/zarr_config.py
index cf791ccf..3f4a77af 100644
--- a/linc_convert/utils/zarr_config.py
+++ b/linc_convert/utils/zarr_config.py
@@ -11,6 +11,7 @@
 
 DriverLike = Literal["zarr-python", "tensorstore", "zarrita"]
 
+
 @Parameter(name="*")
 @dataclass
 class ZarrConfig:
@@ -113,10 +114,11 @@ def set_default_name(self, name: str):
         self.out += ".nii.zarr" if self.nii else ".ome.zarr"
         if os.path.exists(self.out) and not self.overwrite:
             answer = input(
-                f"The output path '{self.out}' already exists. Do you want to overwrite it? (y/n): ")
+                    f"The output path '{self.out}' already exists. Do you want to "
+                    f"overwrite it? (y/n): ")
             if answer.lower() not in ("y", "yes"):
                 raise FileExistsError(
-                    f"Output path '{self.out}' exists and overwrite was not confirmed.")
+                        f"Output path '{self.out}' exists and overwrite was not confirmed.")
 
     def update(self, **kwargs):
         return replace(self, **kwargs)

From aa266017cd5f633b2b52825560e673b2b4e628aa Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 17 Jul 2025 14:01:27 -0400
Subject: [PATCH 110/157] cleanup

---
 linc_convert/utils/io/generate_pyramid.py | 318 +---------------------
 1 file changed, 1 insertion(+), 317 deletions(-)

diff --git a/linc_convert/utils/io/generate_pyramid.py b/linc_convert/utils/io/generate_pyramid.py
index 1dd5d706..01438aac 100644
--- a/linc_convert/utils/io/generate_pyramid.py
+++ b/linc_convert/utils/io/generate_pyramid.py
@@ -1,156 +1,13 @@
-import itertools
 import logging
 import math
-from typing import Literal, Optional
+from typing import Optional
 
 import dask
 import dask.array as da
-import numpy as np
-import tensorstore as ts
-import tqdm
-import zarr
-from dask.diagnostics import ProgressBar
-from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
-
-from linc_convert.utils.math import ceildiv
 
 logger = logging.getLogger(__name__)
 
 
-def generate_pyramid_old(
-        omz: zarr.Group,
-        levels: int = -1,
-        ndim: int = 3,
-        max_load: int = 512,
-        mode: Literal["mean", "median"] = "median",
-        no_pyramid_axis: Optional[int] = None,
-        ) -> list[list[int]]:
-    """
-    Generate the levels of a pyramid in an existing Zarr.
-
-    Parameters
-    ----------
-    omz : zarr.Group
-        Zarr group object
-    levels : int
-        Number of additional levels to generate.
-        By default, stop when all dimensions are smaller than their
-        corresponding chunk size.
-    ndim : int
-        Number of spatial dimensions.
-    max_load : int
-        Maximum number of voxels to load along each dimension.
-    mode : {"mean", "median"}
-        Whether to use a mean or median moving window.
-    no_pyramid_axis : int | None
-        Axis that should not be downsampled. If None, downsample
-        across all three dimensions.
-    Returns
-    -------
-    shapes : list[list[int]]
-        Shapes of all levels, from finest to coarsest, including the
-        existing top level.
-    """
-    if max_load % 2:
-        max_load += 1
-
-    # Read properties from base level
-    base_level = omz["0"]
-    base_shape = list(base_level.shape)
-    chunk_size = base_level.chunks
-    opts = get_zarray_options(base_level)
-
-    # Select windowing function
-    window_func = {"median": np.median, "mean": np.mean}[mode]
-
-    batch_shape, spatial_shape = base_shape[:-ndim], base_shape[-ndim:]
-    all_shapes = [spatial_shape]
-
-    # Compute default number of levels based on chunk size
-    if levels == -1:
-        levels = default_levels(spatial_shape, chunk_size[-ndim:], no_pyramid_axis)
-
-    for lvl in tqdm.tqdm(range(1, levels + 1)):
-        # Compute downsampled shape
-        prev_shape = spatial_shape
-        spatial_shape = next_level_shape(prev_shape, no_pyramid_axis)
-        all_shapes.append(spatial_shape)
-        logger.info("Compute level", lvl, "with shape", spatial_shape)
-
-        arr = omz.create_array(str(lvl), shape=batch_shape + spatial_shape, **opts)
-
-        # Iterate across `max_load` chunks
-        # (note that these are unrelated to underlying zarr chunks)
-        grid_shape = [ceildiv(n, max_load) for n in prev_shape]
-
-        for chunk_index in tqdm.tqdm(
-                itertools.product(*[range(x) for x in grid_shape])):
-
-            # Read one chunk of data at the previous resolution
-            slicer = [Ellipsis] + [
-                slice(i * max_load, min((i + 1) * max_load, n))
-                for i, n in zip(chunk_index, prev_shape)
-                ]
-            dat = omz[str(lvl - 1)][tuple(slicer)]
-
-            # Discard the last voxel along odd dimensions
-            # if one dimension has length 1, it should not be cropped
-            crop = [
-                0 if y == 1 else x % 2 for x, y in zip(dat.shape[-ndim:], prev_shape)
-                ]
-            # Only crop the axes that are downsampled
-            if no_pyramid_axis is not None:
-                crop[no_pyramid_axis] = 0
-            slcr = [slice(-1) if x else slice(None) for x in crop]
-            dat = dat[tuple([Ellipsis, *slcr])]
-
-            # last strip had a single voxel and become empty after cropping, nothing
-            # to do
-            if 0 in dat.shape:
-                continue
-
-            patch_shape = dat.shape[-ndim:]
-
-            # Reshape into patches of shape 2x2x2
-            windowed_shape = [
-                x for n in patch_shape for x in (max(n // 2, 1), min(n, 2))
-                ]
-            if no_pyramid_axis is not None:
-                windowed_shape[2 * no_pyramid_axis] = patch_shape[no_pyramid_axis]
-                windowed_shape[2 * no_pyramid_axis + 1] = 1
-
-            dat = dat.reshape(tuple(batch_shape + windowed_shape))
-            # -> last `ndim` dimensions have shape 2x2x2
-            dat = dat.transpose(
-                    list(range(len(batch_shape)))
-                    + list(range(len(batch_shape), len(batch_shape) + 2 * ndim, 2))
-                    + list(range(len(batch_shape) + 1, len(batch_shape) + 2 * ndim, 2))
-                    )
-            # -> flatten patches
-            smaller_shape = [max(n // 2, 1) for n in patch_shape]
-            if no_pyramid_axis is not None:
-                smaller_shape[no_pyramid_axis] = patch_shape[no_pyramid_axis]
-
-            dat = dat.reshape(tuple(batch_shape + smaller_shape + [-1]))
-
-            # Compute the median/mean of each patch
-            dtype = dat.dtype
-            dat = window_func(dat, axis=-1)
-            dat = dat.astype(dtype)
-
-            # Write output
-            slicer = [Ellipsis] + [
-                slice(i * max_load // 2, min((i + 1) * max_load // 2, n))
-                if axis_index != no_pyramid_axis
-                else slice(i * max_load, min((i + 1) * max_load, n))
-                for i, axis_index, n in zip(chunk_index, range(ndim), spatial_shape)
-                ]
-
-            arr[tuple(slicer)] = dat
-
-    return all_shapes
-
-
 def default_levels(
         spatial_shape: tuple,
         spatial_chunk: tuple,
@@ -175,141 +32,6 @@ def next_level_shape(prev_shape: tuple, no_pyramid_axis: Optional[int]) -> list:
     return new_shape
 
 
-def get_zarray_options(base_level):
-    from .zarr_io.drivers.zarr_python import dimension_separator_to_chunk_key_encoding
-
-    opts = dict(
-            dtype=base_level.dtype,
-            chunks=base_level.chunks,
-            shards=base_level.shards,
-            filters=base_level.filters,
-            compressors=base_level.compressors,
-            fill_value=base_level.fill_value,
-            order=base_level.order,
-            attributes=base_level.metadata.attributes,
-            overwrite=True,
-            )
-    if isinstance(base_level.metadata, ArrayV2Metadata):
-        opts_extra = dict(
-                chunk_key_encoding=dimension_separator_to_chunk_key_encoding(
-                        base_level.metadata.dimension_separator, 2)
-                )
-    elif isinstance(base_level.metadata, ArrayV3Metadata):
-        opts_extra = dict(
-                chunk_key_encoding=base_level.metadata.chunk_key_encoding,
-                serializer=base_level.serializer,
-                dimension_names=base_level.metadata.dimension_names, )
-    else:
-        opts_extra = {}
-    opts.update(**opts_extra)
-    return opts
-
-
-class _TSAdapter:
-    def __init__(self, ts):
-        self._ts = ts
-
-    @property
-    def shape(self): return tuple(self._ts.shape)
-
-    @property
-    def ndim(self):  return self._ts.ndim
-
-    @property
-    def dtype(self):
-        # Expose the NumPy dtype here:
-        return self._ts.dtype.numpy_dtype
-
-    def __getitem__(self, idx):
-        return self._ts[idx].read().result()
-
-
-def generate_pyramid(
-        omz: zarr.Group,
-        levels: int = -1,
-        ndim: int = 3,
-        mode: Literal["mean", "median"] = "median",
-        no_pyramid_axis: Optional[int] = None,
-        ) -> list[list[int]]:
-    """
-    Generate the levels of a pyramid in an existing Zarr.
-
-    Parameters
-    ----------
-    omz : zarr.Group
-        Zarr group object
-    levels : int
-        Number of additional levels to generate.
-        By default, stop when all dimensions are smaller than their
-        corresponding chunk size.
-    ndim : int
-        Number of spatial dimensions.
-    mode : {"mean", "median"}
-        Whether to use a mean or median moving window.
-    no_pyramid_axis : int | None
-        Axis that should not be downsampled. If None, downsample
-        across all three dimensions.
-    Returns
-    -------
-    shapes : list[list[int]]
-        Shapes of all levels, from finest to coarsest, including the
-        existing top level.
-    """
-    from .zarr_io.drivers.tensorstore import default_read_config
-    from .zarr_io.drivers.tensorstore import default_write_config
-
-    # Read properties from base level
-    base_level = omz["0"]
-    base_shape = list(base_level.shape)
-    chunk_size = base_level.chunks
-    opts = get_zarray_options(base_level)
-
-    # Select windowing function
-    window_func = {"median": da.median, "mean": da.mean}[mode]
-
-    batch_shape, spatial_shape = base_shape[:-ndim], base_shape[-ndim:]
-    all_shapes = [spatial_shape]
-
-    # Compute default number of levels based on chunk size
-    if levels == -1:
-        levels = default_levels(spatial_shape, chunk_size[-ndim:], no_pyramid_axis)
-
-    rconfig = default_read_config(str(omz["0"].store_path))
-    reader = ts.open(rconfig).result()
-
-    reader = _TSAdapter(reader)
-    dat = da.from_array(reader, chunks=opts["chunks"])
-    tasks = []
-    for lvl in tqdm.tqdm(range(1, levels + 1)):
-        prev_shape = spatial_shape
-        spatial_shape = next_level_shape(prev_shape, no_pyramid_axis)
-        all_shapes.append(spatial_shape)
-        logger.info(f"Compute level {lvl} with shape {spatial_shape}")
-        arr = omz.create_array(str(lvl), shape=batch_shape + spatial_shape, **opts)
-
-        # dat = da.from_zarr(omz[str(lvl - 1)])
-
-        wconfig = default_write_config(str(arr.store_path),
-                                       shape=batch_shape + spatial_shape,
-                                       dtype=dat.dtype, chunk=opts["chunks"],
-                                       shard=opts["shards"],
-                                       version=omz.info._zarr_format)
-        wconfig["delete_existing"] = True
-        wconfig["create"] = True
-        writer = ts.open(wconfig).result()
-        dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
-        # TODO: this exists even without sharding
-        if arr.shards:
-            dat = dat.rechunk(arr.shards)
-        else:
-            dat = dat.rechunk(arr.chunks)
-        dat = dat.persist()
-        with ProgressBar():
-            dat.store(writer)
-            # TODO: delay this task, write together
-    return all_shapes
-
-
 def compute_next_level(arr, ndim, no_pyramid_axis=None, window_func=da.mean):
     """
     Compute the next (half-resolution) level of a dask array pyramid along the
@@ -348,41 +70,3 @@ def compute_next_level(arr, ndim, no_pyramid_axis=None, window_func=da.mean):
     dtype = arr.dtype
 
     return da.coarsen(window_func, arr, factors, trim_excess=True).astype(dtype)
-
-
-def compute_next_level_old(arr, ndim, no_pyramid_axis, window_func):
-    batch_shape, prev_shape = arr.shape[:-ndim], arr.shape[-ndim:]
-    batch_shape = list(batch_shape)
-    crop = [
-        0 if i == 1 else i % 2 for i in prev_shape]
-    if no_pyramid_axis is not None:
-        crop[no_pyramid_axis] = 0
-    slcr = [slice(-1) if x else slice(None) for x in crop]
-    arr = arr[tuple([Ellipsis, *slcr])]
-    if 0 in arr.shape:
-        return
-    patch_shape = arr.shape[-ndim:]
-    # Reshape into patches of shape 2x2x2
-    windowed_shape = [
-        x for n in patch_shape for x in (max(n // 2, 1), min(n, 2))
-        ]
-    if no_pyramid_axis is not None:
-        windowed_shape[2 * no_pyramid_axis] = patch_shape[no_pyramid_axis]
-        windowed_shape[2 * no_pyramid_axis + 1] = 1
-    arr = arr.reshape(tuple(batch_shape + windowed_shape))
-    # -> last `ndim` dimensions have shape 2x2x2
-    arr = arr.transpose(
-            list(range(len(batch_shape)))
-            + list(range(len(batch_shape), len(batch_shape) + 2 * ndim, 2))
-            + list(range(len(batch_shape) + 1, len(batch_shape) + 2 * ndim, 2))
-            )
-    # -> flatten patches
-    smaller_shape = [max(n // 2, 1) for n in patch_shape]
-    if no_pyramid_axis is not None:
-        smaller_shape[no_pyramid_axis] = patch_shape[no_pyramid_axis]
-    arr = arr.reshape(tuple(batch_shape + smaller_shape + [-1]))
-    # Compute the median/mean of each patch
-    dtype = arr.dtype
-    arr = window_func(arr, axis=-1)
-    arr = arr.astype(dtype)
-    return arr

From 90215b4b234c03517b5cff275870860f825a23d3 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Fri, 18 Jul 2025 15:37:19 -0400
Subject: [PATCH 111/157] style

---
 linc_convert/utils/io/zarr/abc.py | 230 +++++++++++++-----------------
 1 file changed, 101 insertions(+), 129 deletions(-)

diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index a3411e4c..c1ba88c9 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -1,176 +1,144 @@
+"""Abstract base classes for ZarrIO interfaces."""
+
 from abc import ABC, ABCMeta, abstractmethod
+from numbers import Number
 from os import PathLike
-from typing import Any, List, Literal, Optional, Tuple, Union
+from typing import Any, List, Literal, Mapping, Optional, Sequence, Tuple, Union
 
 import niizarr
 import numpy as np
 import tqdm
+import zarr
 from dask import array as da
 from dask.diagnostics import ProgressBar
 from nibabel import Nifti1Header, Nifti2Header
-from numpy.typing import DTypeLike
+from numpy.typing import ArrayLike, DTypeLike
 
-from linc_convert.utils.io.generate_pyramid import (compute_next_level, default_levels,
-                                                    next_level_shape)
+from linc_convert.utils.io.generate_pyramid import (
+    compute_next_level,
+    default_levels,
+    next_level_shape,
+)
 from linc_convert.utils.io.zarr import logger
 from linc_convert.utils.zarr_config import ZarrConfig
 
+NiftiHeaderLike = Union[Nifti1Header, Nifti2Header]
+
 
 class ZarrNode(ABC):
-    """
-    Base class for any Zarr-like object (group or array).
-    """
+    """Base class for any Zarr-like object (group or array)."""
 
-    def __init__(self, store_path: Union[str, PathLike]):
-        # record where on disk (or out‐of core store) this node lives
+    def __init__(self, store_path: Union[str, PathLike]) -> None:
         self._store_path = store_path
 
     @property
-    def store_path(self) -> str:
+    def store_path(self) -> Union[str, PathLike]:
+        """Path to the Zarr store for this node."""
         return self._store_path
 
     @property
     @abstractmethod
-    def attrs(self):
+    def attrs(self) -> Mapping[str, Any]:
         """Access metadata/attributes for this node."""
         ...
 
     @property
     @abstractmethod
-    def zarr_version(self) -> int:
-        """
-        Return the Zarr format version (e.g., 2 or 3).
-        """
-        ...
-    # TODO: implement these and more built-in methods
-    # def __repr__(self):
-    #     ...
-    # def __str__(self):
-    #     ...
-    # def __eq__(self, other):
-    #     ...
+    def zarr_version(self) -> Literal[2, 3]:
+        """Get the Zarr format version."""
+
+    @abstractmethod
+    def __repr__(self) -> str:
+        """Return the string representation of the Zarr node."""
+
+    @abstractmethod
+    def __str__(self) -> str:
+        """Return the string representation of the Zarr node."""
 
 
 class ZarrArray(ZarrNode):
-    """
-    Abstract interface for a Zarr array (n-dimensional data).
-    """
+    """Abstract interface for a Zarr array (n-dimensional data)."""
 
     @property
     @abstractmethod
     def shape(self) -> Tuple[int, ...]:
-        """
-        Shape of the array.
-        """
-        ...
+        """Shape of the array."""
 
     @property
     @abstractmethod
     def dtype(self) -> np.dtype:
-        """
-        Data type of the array.
-        """
-        ...
+        """Data type of the array."""
 
     @property
     @abstractmethod
     def chunks(self) -> Tuple[int, ...]:
-        """
-        Chunk shape for the array.
-        """
-        ...
+        """Chunk shape for the array."""
 
     @property
     @abstractmethod
-    def shards(self) -> Optional[Tuple[int, ...]]:
-        """
-        Shard shape, if supported; otherwise None.
-        """
-        ...
+    def shards(self) -> Tuple[int, ...] | None:
+        """Shard shape, if supported; otherwise None."""
 
     @property
     @abstractmethod
     def ndim(self) -> int:
-        ...
+        """Number of dimensions of the array."""
 
     @abstractmethod
-    def __getitem__(self, key: Any) -> Any:
-        """
-        Read data from the array.
-        """
-        ...
+    def __getitem__(self, key: str) -> ArrayLike:
+        """Read data from the array."""
 
     @abstractmethod
-    def __setitem__(self, key: Any, value: Any) -> None:
-        """
-        Write data to the array.
-        """
-        ...
+    def __setitem__(self, key: str, value: ArrayLike | Number) -> None:
+        """Write data to the array."""
 
 
 class ZarrGroup(ZarrNode, metaclass=ABCMeta):
-    """
-    Abstract interface for a Zarr group (container of arrays/subgroups).
-    """
+    """Abstract interface for a Zarr group (container of arrays/subgroups)."""
 
     @classmethod
     @abstractmethod
-    def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrGroup':
-        ...
+    def from_config(cls, zarr_config: ZarrConfig) -> "ZarrGroup":
+        """Create a Zarr group from a configuration object."""
 
     @abstractmethod
     def __getitem__(self, name: str) -> ZarrNode:
-        """
-        Get a subgroup or array by name within this group.
-        """
-        ...
+        """Get a subgroup or array by name within this group."""
 
     @abstractmethod
-    def __delitem__(self, key):
-        ...
+    def __delitem__(self, name: str) -> None:
+        """Delete a subgroup or array by name within this group."""
 
     @abstractmethod
-    def create_group(self, name: str, overwrite: bool = False) -> 'ZarrGroup':
-        """
-        Create or open a subgroup within this group.
-        """
-        ...
+    def create_group(self, name: str, overwrite: bool = False) -> "ZarrGroup":
+        """Create or open a subgroup within this group."""
 
     @abstractmethod
     def create_array(
-            self,
-            name: str,
-            shape: Tuple[int, ...],
-            dtype: DTypeLike,
-            *,
-            zarr_config: ZarrConfig = None,
-            **kwargs
-            ) -> ZarrArray:
-        """
-        Create a new array within this group.
-        """
+        self,
+        name: str,
+        shape: Tuple[int, ...],
+        dtype: DTypeLike,
+        *,
+        zarr_config: ZarrConfig = None,
+        **kwargs,
+    ) -> ZarrArray:
+        """Create a new array within this group."""
         ...
 
     @abstractmethod
     def create_array_from_base(
-            self,
-            name: str,
-            shape: Tuple[int, ...],
-            data: Optional[Any] = None,
-            **kwargs
-            ) -> ZarrArray:
-        """
-        Create a new array using metadata of an existing base-level array.
-        """
-        ...
+        self, name: str, shape: Sequence[int], data: ArrayLike = None, **kwargs
+    ) -> ZarrArray:
+        """Create a new array using metadata of an existing base-level array."""
 
     def generate_pyramid(
-            self,
-            levels: int = -1,
-            ndim: int = 3,
-            mode: Literal["mean", "median"] = "median",
-            no_pyramid_axis: Optional[int] = None,
-            ) -> list[list[int]]:
+        self,
+        levels: int = -1,
+        ndim: int = 3,
+        mode: Literal["mean", "median"] = "median",
+        no_pyramid_axis: Optional[int] = None,
+    ) -> list[list[int]]:
         """
         Generate the levels of a pyramid in an existing Zarr.
 
@@ -189,14 +157,14 @@ def generate_pyramid(
         no_pyramid_axis : int | None
             Axis that should not be downsampled. If None, downsample
             across all three dimensions.
+
         Returns
         -------
         shapes : list[list[int]]
             Shapes of all levels, from finest to coarsest, including the
             existing top level.
         """
-
-        base_level = self['0']
+        base_level = self["0"]
         base_shape = list(base_level.shape)
         chunk_size = base_level.chunks
 
@@ -214,7 +182,8 @@ def generate_pyramid(
             all_shapes.append(spatial_shape)
             logger.info(f"Compute level {lvl} with shape {spatial_shape}")
             arr = self.create_array_from_base(
-                    str(lvl), shape=batch_shape + spatial_shape)
+                str(lvl), shape=batch_shape + spatial_shape
+            )
             # dat = da.from_zarr(self[str(lvl - 1)]._array)
             dat = da.from_array(self[str(lvl - 1)], chunks=self[str(lvl - 1)].chunks)
             dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
@@ -227,36 +196,39 @@ def generate_pyramid(
                 dat.store(arr)
         return all_shapes
 
-    def write_ome_metadata(self, axes: List[str],
-                           space_scale: Union[float, List[float]] = 1.0,
-                           time_scale: float = 1.0,
-                           space_unit: str = "micrometer",
-                           time_unit: str = "second",
-                           name: str = "",
-                           pyramid_aligns: Union[str, int, List[str], List[int]] = 2,
-                           levels: Optional[int] = None,
-                           no_pool: Optional[int] = None,
-                           multiscales_type: str = "",
-                           ome_version: Literal["0.4", "0.5"] = "0.4"):
-
-        zg = self._get_zarr_python_group()
-        niizarr.write_ome_metadata(zg,
-                                   space_scale=space_scale,
-                                   time_scale=time_scale,
-                                   space_unit=space_unit,
-                                   time_unit=time_unit,
-                                   axes=axes,
-                                   name=name,
-                                   pyramid_aligns=pyramid_aligns,
-                                   levels=levels,
-                                   no_pool=no_pool,
-                                   multiscales_type=multiscales_type,
-                                   ome_version=ome_version)
+    def write_ome_metadata(
+        self,
+        axes: List[str],
+        space_scale: Union[float, List[float]] = 1.0,
+        time_scale: float = 1.0,
+        space_unit: str = "micrometer",
+        time_unit: str = "second",
+        name: str = "",
+        pyramid_aligns: Union[str, int, List[str], List[int]] = 2,
+        levels: Optional[int] = None,
+        no_pool: Optional[int] = None,
+        multiscales_type: str = "",
+        ome_version: Literal["0.4", "0.5"] = "0.4",
+    ) -> None:
+        niizarr.write_ome_metadata(
+            self._get_zarr_python_group(),
+            space_scale=space_scale,
+            time_scale=time_scale,
+            space_unit=space_unit,
+            time_unit=time_unit,
+            axes=axes,
+            name=name,
+            pyramid_aligns=pyramid_aligns,
+            levels=levels,
+            no_pool=no_pool,
+            multiscales_type=multiscales_type,
+            ome_version=ome_version,
+        )
 
     def write_nifti_header(self, header: Union[Nifti1Header, Nifti2Header]) -> None:
-        zg = self._get_zarr_python_group()
-        niizarr.write_nifti_header(zg, header)
+        """Write a NIfTI header to the Zarr group."""
+        niizarr.write_nifti_header(self._get_zarr_python_group(), header)
 
     @abstractmethod
-    def _get_zarr_python_group(self):
-        ...
+    def _get_zarr_python_group(self) -> "zarr.ZarrGroup":
+        """Get the underlying Zarr Python group object."""

From 588831088fe87eeed6d38d10b8fc1ae11e48304b Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 21 Jul 2025 10:22:09 -0400
Subject: [PATCH 112/157] docs

---
 linc_convert/utils/zarr_config.py | 51 +++++++++++++++++++++++++++----
 1 file changed, 45 insertions(+), 6 deletions(-)

diff --git a/linc_convert/utils/zarr_config.py b/linc_convert/utils/zarr_config.py
index 3f4a77af..392b3690 100644
--- a/linc_convert/utils/zarr_config.py
+++ b/linc_convert/utils/zarr_config.py
@@ -79,6 +79,7 @@ class ZarrConfig:
     driver : {"zarr-python", "tensorstore", "zarrita"}
         library used for Zarr IO Operation
     """
+
     out: Annotated[str, Parameter(name=["--out", "-o"])] = None
     zarr_version: Literal[2, 3] = 3
     chunk: tuple[int] = (128,)
@@ -101,13 +102,38 @@ class ZarrConfig:
     driver: DriverLike = "zarr-python"
 
     def __post_init__(self) -> None:
+        """
+        Perform post-initialization checks and adjustments.
+
+        - Automatically enable NIfTI mode if the output path ends with ".nii.zarr".
+        - Ensure that sharding options (shard, shard_channels, shard_time) are only
+          used when zarr_version == 3; otherwise raise NotImplementedError.
+        """
         if self.out:
-            self.nii |= self.out.endswith(".nii.zarr")
+            self.nii |= str(self.out).endswith(".nii.zarr")
         if self.zarr_version == 2:
             if self.shard or self.shard_channels or self.shard_time:
                 raise NotImplementedError("Shard is not supported for Zarr 2.")
 
-    def set_default_name(self, name: str):
+    def set_default_name(self, name: str) -> None:
+        """
+        Assign a default output name if none was specified.
+
+        Parameters
+        ----------
+        name : str
+            Base filename (without extension) to use for the output archive.
+
+        Returns
+        -------
+        None
+        --------
+        - If `self.out` is already set, does nothing.
+        - Otherwise sets `self.out` to `name + ".nii.zarr"` if NIfTI mode
+          is active, or `name + ".ome.zarr"` otherwise.
+        - If the resulting path exists and `overwrite` is False, prompts
+          the user for confirmation and raises FileExistsError if not confirmed.
+        """
         if self.out is not None:
             return
         self.out = name
@@ -118,14 +144,27 @@ def set_default_name(self, name: str):
                     f"overwrite it? (y/n): ")
             if answer.lower() not in ("y", "yes"):
                 raise FileExistsError(
-                        f"Output path '{self.out}' exists and overwrite was not confirmed.")
-
-    def update(self, **kwargs):
-        return replace(self, **kwargs)
+                        f"Output path '{self.out}' exists and overwrite was not "
+                        f"confirmed.")
 
 
 def update_default_config(zarr_config: ZarrConfig | None,
                           **kwargs: Unpack[ZarrConfig]) -> ZarrConfig:
+    """
+    Merge user overrides into an existing ZarrConfig or create a new one.
+
+    Parameters
+    ----------
+    zarr_config : ZarrConfig or None
+        Existing configuration to update. If None, a fresh ZarrConfig is created.
+    **kwargs
+        Fields of ZarrConfig to override in the returned instance.
+
+    Returns
+    -------
+    ZarrConfig
+        A new ZarrConfig instance with the given overrides applied.
+    """
     if zarr_config is None:
         zarr_config = ZarrConfig()
     return replace(zarr_config, **kwargs)

From 74054a0d57dd525449cfbfe502fe78b4bb685955 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 21 Jul 2025 13:56:45 -0400
Subject: [PATCH 113/157] fix: skip wkw unit test

---
 tests/test_wk.py | 19 ++++++++-----------
 1 file changed, 8 insertions(+), 11 deletions(-)

diff --git a/tests/test_wk.py b/tests/test_wk.py
index fdc43847..35f7f04a 100644
--- a/tests/test_wk.py
+++ b/tests/test_wk.py
@@ -2,10 +2,14 @@
 
 import numpy as np
 import pytest
+import skimage
 import wkw
 import zarr
+import niizarr
+from nibabel import Nifti1Image
 
 from linc_convert.modalities.wk import webknossos_annotation
+from linc_convert.modalities.wk.webknossos_annotation import get_mask_name
 from utils.compare_file import _cmp_zarr_archives
 
 
@@ -13,7 +17,7 @@ def _write_test_data(directory: str) -> None:
     wkw_dir = f"{directory}/wkw"
     ome_dir = f"{directory}/ome"
 
-    store = zarr.storage.DirectoryStore(ome_dir)
+    store = zarr.storage.LocalStore(ome_dir)
     omz = zarr.group(store=store, overwrite=True)
 
     for level in range(5):
@@ -25,7 +29,7 @@ def _write_test_data(directory: str) -> None:
         with wkw.Dataset.create(wkw_filepath, wkw.Header(np.uint8)) as dataset:
             dataset.write((0, 0, 0), wkw_array)
 
-        omz.create_dataset(f"{level}", shape=[1, 5, size, size])
+        omz.create_dataset(f"{level}", shape=[1, 5, size, size], dtype=np.uint8)
         array = omz[f"{level}"]
         array[...] = ome_array
 
@@ -71,7 +75,7 @@ def _write_test_data(directory: str) -> None:
     omz.attrs["multiscales"] = multiscales
 
 
-@pytest.mark.skip(reason="🚧 refactor in progress")
+@pytest.skip("Jingjing said she wants to rewrite this part herself")
 def test_wk(tmp_path):
     _write_test_data(tmp_path)
 
@@ -82,7 +86,7 @@ def test_wk(tmp_path):
     output_zarr = os.path.join(tmp_path, basename + "_dsec_" + initials + ".ome.zarr")
 
     print("starting the convert process")
-    webknossos_annotation.convert(wkw_dir, ome_dir, tmp_path, "{}")
+    webknossos_annotation.convert(wkw_dir, ome_dir, out=tmp_path, dic="{}")
 
     z = zarr.open(output_zarr, mode="r")
     for level in range(5):
@@ -93,10 +97,3 @@ def test_wk(tmp_path):
         print("trusted result has", np.shape(z[level]), np.unique(z[level]))
 
     assert _cmp_zarr_archives(str(output_zarr), "data/wk.zarr.zip")
-
-
-def get_mask_name(level):
-    if level == 0:
-        return "1"
-    else:
-        return f"{2 ** level}-{2 ** level}-1"

From 7fd73fde9cd4a02b1cae77b6a8559a5d2c93b806 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 21 Jul 2025 14:11:13 -0400
Subject: [PATCH 114/157] fix: update chunk correctly

---
 linc_convert/modalities/df/multi_slice.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/linc_convert/modalities/df/multi_slice.py b/linc_convert/modalities/df/multi_slice.py
index 2bb86770..dc2cdf49 100644
--- a/linc_convert/modalities/df/multi_slice.py
+++ b/linc_convert/modalities/df/multi_slice.py
@@ -111,7 +111,7 @@ def convert(
         new_size += (3,)
     print(len(inp), new_size, nblevel, has_channel)
     chunks = list(new_size[2:]) + [1] + list(zarr_config.chunk[-2:])
-    zarr_config.update(chunk=tuple(chunks))
+    zarr_config.chunk = tuple(chunks)
     print(new_size)
     # Write each level
     for level in range(nblevel):

From b4b508ab22f4e0a1012ffd4d6231ecaa385dd57e Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 21 Jul 2025 14:42:04 -0400
Subject: [PATCH 115/157] docs

---
 linc_convert/utils/io/zarr/__init__.py        |   5 +-
 linc_convert/utils/io/zarr/abc.py             | 249 ++++++++++-------
 .../utils/io/zarr/drivers/zarr_python.py      | 250 +++++++++---------
 linc_convert/utils/io/zarr/factory.py         |  12 +-
 4 files changed, 295 insertions(+), 221 deletions(-)

diff --git a/linc_convert/utils/io/zarr/__init__.py b/linc_convert/utils/io/zarr/__init__.py
index c6b885a1..6a985a77 100644
--- a/linc_convert/utils/io/zarr/__init__.py
+++ b/linc_convert/utils/io/zarr/__init__.py
@@ -3,7 +3,7 @@
 
 logger = logging.getLogger(__name__)
 
-from .abc import ZarrNode, ZarrArray, ZarrGroup
+from .abc import ZarrArray, ZarrGroup, ZarrNode
 from .drivers.zarr_python import ZarrPythonArray, ZarrPythonGroup
 
 try:
@@ -11,5 +11,4 @@
 except ImportError:
     warnings.warn("Tensorstore is not installed, driver disabled")
 from .drivers.tensorstore import ZarrTSArray, ZarrTSGroup
-
-from .factory import open, open_group, from_config
+from .factory import from_config, open, open_group
diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index c1ba88c9..29343d0f 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -3,7 +3,18 @@
 from abc import ABC, ABCMeta, abstractmethod
 from numbers import Number
 from os import PathLike
-from typing import Any, List, Literal, Mapping, Optional, Sequence, Tuple, Union
+from typing import (
+    Any,
+    List,
+    Literal,
+    Mapping,
+    Optional,
+    Sequence,
+    Tuple,
+    TypedDict,
+    Union,
+    Unpack,
+    )
 
 import niizarr
 import numpy as np
@@ -25,6 +36,16 @@
 NiftiHeaderLike = Union[Nifti1Header, Nifti2Header]
 
 
+class ZarrArrayConfig(TypedDict):
+    chunks: tuple[int, ...]
+    shards: Optional[tuple[int, ...]]
+    compressors: Literal["blosc", "zlib", None]
+    compressor_options: dict[str, Any]
+    dimension_separator: Literal[".", "/"]
+    order: Literal["C", "F"]
+    fill_value: Number | None
+
+
 class ZarrNode(ABC):
     """Base class for any Zarr-like object (group or array)."""
 
@@ -46,189 +67,235 @@ def attrs(self) -> Mapping[str, Any]:
     @abstractmethod
     def zarr_version(self) -> Literal[2, 3]:
         """Get the Zarr format version."""
+        ...
 
-    @abstractmethod
-    def __repr__(self) -> str:
-        """Return the string representation of the Zarr node."""
+    # @abstractmethod
+    # def __repr__(self) -> str:
+    #     """Return the string representation of the Zarr node."""
+    #     ...
 
-    @abstractmethod
-    def __str__(self) -> str:
-        """Return the string representation of the Zarr node."""
+    # @abstractmethod
+    # def __str__(self) -> str:
+    #     """Return the string representation of the Zarr node."""
+    #     ...
 
 
 class ZarrArray(ZarrNode):
     """Abstract interface for a Zarr array (n-dimensional data)."""
 
+    @property
+    @abstractmethod
+    def ndim(self) -> int:
+        """Number of dimensions of the array."""
+        ...
+
     @property
     @abstractmethod
     def shape(self) -> Tuple[int, ...]:
         """Shape of the array."""
+        ...
 
     @property
     @abstractmethod
     def dtype(self) -> np.dtype:
         """Data type of the array."""
+        ...
 
     @property
     @abstractmethod
     def chunks(self) -> Tuple[int, ...]:
         """Chunk shape for the array."""
+        ...
 
     @property
     @abstractmethod
     def shards(self) -> Tuple[int, ...] | None:
         """Shard shape, if supported; otherwise None."""
-
-    @property
-    @abstractmethod
-    def ndim(self) -> int:
-        """Number of dimensions of the array."""
+        ...
 
     @abstractmethod
     def __getitem__(self, key: str) -> ArrayLike:
         """Read data from the array."""
+        ...
 
     @abstractmethod
     def __setitem__(self, key: str, value: ArrayLike | Number) -> None:
         """Write data to the array."""
+        ...
 
 
-class ZarrGroup(ZarrNode, metaclass=ABCMeta):
+class ZarrGroup(ZarrNode):
     """Abstract interface for a Zarr group (container of arrays/subgroups)."""
 
     @classmethod
     @abstractmethod
     def from_config(cls, zarr_config: ZarrConfig) -> "ZarrGroup":
         """Create a Zarr group from a configuration object."""
+        ...
 
     @abstractmethod
     def __getitem__(self, name: str) -> ZarrNode:
         """Get a subgroup or array by name within this group."""
+        ...
 
     @abstractmethod
     def __delitem__(self, name: str) -> None:
         """Delete a subgroup or array by name within this group."""
+        ...
+
+    @abstractmethod
+    def _get_zarr_python_group(self) -> "zarr.ZarrGroup":
+        """Get the underlying Zarr Python group object."""
+        ...
+
+    # @abstractmethod
+    # def _create_array(self, **kwargs: Unpack[ZarrArrayConfig]) -> ArrayLike:
+    #     ...
 
     @abstractmethod
     def create_group(self, name: str, overwrite: bool = False) -> "ZarrGroup":
         """Create or open a subgroup within this group."""
+        ...
 
     @abstractmethod
     def create_array(
-        self,
-        name: str,
-        shape: Tuple[int, ...],
-        dtype: DTypeLike,
-        *,
-        zarr_config: ZarrConfig = None,
-        **kwargs,
-    ) -> ZarrArray:
+            self,
+            name: str,
+            shape: Sequence[int],
+            dtype: DTypeLike,
+            *,
+            zarr_config: ZarrConfig = None,
+            **kwargs: Unpack[ZarrArrayConfig],
+            ) -> ZarrArray:
         """Create a new array within this group."""
         ...
 
     @abstractmethod
     def create_array_from_base(
-        self, name: str, shape: Sequence[int], data: ArrayLike = None, **kwargs
-    ) -> ZarrArray:
+            self,
+            name: str,
+            shape: Sequence[int],
+            data: ArrayLike = None,
+            **kwargs: Unpack[ZarrArrayConfig],
+            ) -> ZarrArray:
         """Create a new array using metadata of an existing base-level array."""
+        ...
 
     def generate_pyramid(
-        self,
-        levels: int = -1,
-        ndim: int = 3,
-        mode: Literal["mean", "median"] = "median",
-        no_pyramid_axis: Optional[int] = None,
-    ) -> list[list[int]]:
+            self,
+            levels: int = -1,
+            ndim: int = 3,
+            mode: Literal["mean", "median"] = "median",
+            no_pyramid_axis: Optional[int] = None,
+            ) -> list[list[int]]:
         """
         Generate the levels of a pyramid in an existing Zarr.
 
         Parameters
         ----------
-        omz : zarr.Group
-            Zarr group object
         levels : int
-            Number of additional levels to generate.
-            By default, stop when all dimensions are smaller than their
-            corresponding chunk size.
+            Number of additional levels to generate. By default, stop when
+            all dimensions are smaller than their corresponding chunk size.
         ndim : int
             Number of spatial dimensions.
         mode : {"mean", "median"}
-            Whether to use a mean or median moving window.
+            Use mean or median downsampling.
         no_pyramid_axis : int | None
-            Axis that should not be downsampled. If None, downsample
-            across all three dimensions.
+            Axis to leave unsampled.
 
         Returns
         -------
         shapes : list[list[int]]
-            Shapes of all levels, from finest to coarsest, including the
-            existing top level.
+            Shapes of each level, from finest to coarsest.
         """
-        base_level = self["0"]
-        base_shape = list(base_level.shape)
-        chunk_size = base_level.chunks
-
-        window_func = {"median": da.median, "mean": da.mean}[mode]
-
-        batch_shape, spatial_shape = base_shape[:-ndim], base_shape[-ndim:]
+        base = self["0"]
+        batch_shape, spatial_shape = base.shape[:-ndim], base.shape[-ndim:]
         all_shapes = [spatial_shape]
+        chunk_size = base.chunks[-ndim:]
+        window = {"median": da.median, "mean": da.mean}[mode]
 
         if levels == -1:
-            levels = default_levels(spatial_shape, chunk_size[-ndim:], no_pyramid_axis)
+            levels = default_levels(spatial_shape, chunk_size, no_pyramid_axis)
 
         for lvl in tqdm.tqdm(range(1, levels + 1)):
-            prev_shape = spatial_shape
-            spatial_shape = next_level_shape(prev_shape, no_pyramid_axis)
+            spatial_shape = next_level_shape(spatial_shape, no_pyramid_axis)
             all_shapes.append(spatial_shape)
             logger.info(f"Compute level {lvl} with shape {spatial_shape}")
-            arr = self.create_array_from_base(
-                str(lvl), shape=batch_shape + spatial_shape
-            )
-            # dat = da.from_zarr(self[str(lvl - 1)]._array)
+            arr = self.create_array_from_base(str(lvl), (*batch_shape, *spatial_shape))
             dat = da.from_array(self[str(lvl - 1)], chunks=self[str(lvl - 1)].chunks)
-            dat = compute_next_level(dat, ndim, no_pyramid_axis, window_func)
-            if arr.shards:
-                dat = dat.rechunk(arr.shards)
-            else:
-                dat = dat.rechunk(arr.chunks)
-            dat = dat.persist()
+            dat = compute_next_level(dat, ndim, no_pyramid_axis, window)
+            dat = dat.rechunk(arr.shards or arr.chunks).persist()
             with ProgressBar():
                 dat.store(arr)
+
         return all_shapes
 
     def write_ome_metadata(
-        self,
-        axes: List[str],
-        space_scale: Union[float, List[float]] = 1.0,
-        time_scale: float = 1.0,
-        space_unit: str = "micrometer",
-        time_unit: str = "second",
-        name: str = "",
-        pyramid_aligns: Union[str, int, List[str], List[int]] = 2,
-        levels: Optional[int] = None,
-        no_pool: Optional[int] = None,
-        multiscales_type: str = "",
-        ome_version: Literal["0.4", "0.5"] = "0.4",
-    ) -> None:
+            self,
+            axes: List[str],
+            space_scale: Union[float, List[float]] = 1.0,
+            time_scale: float = 1.0,
+            space_unit: str = "micrometer",
+            time_unit: str = "second",
+            name: str = "",
+            pyramid_aligns: Union[str, int, List[str], List[int]] = 2,
+            levels: Optional[int] = None,
+            no_pool: Optional[int] = None,
+            multiscales_type: str = "",
+            ome_version: Literal["0.4", "0.5"] = "0.4",
+            ) -> None:
+        """
+        Write OME-compatible metadata into this group.
+
+        Parameters
+        ----------
+        omz : zarr.Group
+            Zarr group to write metadata
+        axes : list[str]
+            Name of each dimension, in Zarr order (t, c, z, y, x)
+        space_scale : float | list[float]
+            Finest-level voxel size, in Zarr order (z, y, x)
+        time_scale : float
+            Time scale
+        space_unit : str
+            Unit of spatial scale (assumed identical across dimensions)
+        time_unit : str
+            Unit of time scale
+        name : str
+            Name attribute
+        pyramid_aligns : float | list[float] | {"center", "edge"}
+            Whether the pyramid construction aligns the edges or the centers
+            of the corner voxels. If a (list of) number, assume that a moving
+            window of that size was used.
+        levels : int
+            Number of existing levels. Default: find out automatically.
+        no_pool: int
+            Index of the spatial dimension that was not downsampled
+            when generating pyramid levels.
+        multiscales_type: str
+            Override the type field in multiscale attribute.
+        ome_version: {"0.4", "0.5"}
+            Version of the OME-Zarr specification to use
+
+        Returns
+        -------
+        None.
+        """
         niizarr.write_ome_metadata(
-            self._get_zarr_python_group(),
-            space_scale=space_scale,
-            time_scale=time_scale,
-            space_unit=space_unit,
-            time_unit=time_unit,
-            axes=axes,
-            name=name,
-            pyramid_aligns=pyramid_aligns,
-            levels=levels,
-            no_pool=no_pool,
-            multiscales_type=multiscales_type,
-            ome_version=ome_version,
-        )
-
-    def write_nifti_header(self, header: Union[Nifti1Header, Nifti2Header]) -> None:
+                self._get_zarr_python_group(),
+                space_scale=space_scale,
+                time_scale=time_scale,
+                space_unit=space_unit,
+                time_unit=time_unit,
+                axes=axes,
+                name=name,
+                pyramid_aligns=pyramid_aligns,
+                levels=levels,
+                no_pool=no_pool,
+                multiscales_type=multiscales_type,
+                ome_version=ome_version,
+                )
+
+    def write_nifti_header(self, header: NiftiHeaderLike) -> None:
         """Write a NIfTI header to the Zarr group."""
         niizarr.write_nifti_header(self._get_zarr_python_group(), header)
-
-    @abstractmethod
-    def _get_zarr_python_group(self) -> "zarr.ZarrGroup":
-        """Get the underlying Zarr Python group object."""
diff --git a/linc_convert/utils/io/zarr/drivers/zarr_python.py b/linc_convert/utils/io/zarr/drivers/zarr_python.py
index 8925384c..0931da46 100644
--- a/linc_convert/utils/io/zarr/drivers/zarr_python.py
+++ b/linc_convert/utils/io/zarr/drivers/zarr_python.py
@@ -1,99 +1,135 @@
+"""ZarrIO Implementation using the zarr-python library."""
 import ast
-from typing import Any, Iterator, Literal, Union
+from numbers import Number
+from typing import (
+    Any,
+    Iterator, Literal,
+    Mapping,
+    Optional,
+    Sequence,
+    Tuple,
+    Union,
+    Unpack,
+    )
 
 import numpy as np
 import zarr
 import zarr.codecs
-from numpy.typing import DTypeLike
+from numpy.typing import ArrayLike, DTypeLike
 from zarr.core.chunk_key_encodings import ChunkKeyEncodingParams
 
-from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrGroup
+from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrArrayConfig, ZarrGroup
 from linc_convert.utils.zarr_config import ZarrConfig
 
 
 class ZarrPythonArray(ZarrArray):
-    def __init__(self, array: zarr.Array):
+    """Zarr Array implementation using the zarr-python library."""
+
+    def __init__(self, array: zarr.Array) -> None:
+        """
+        Parameters
+        ----------
+        array : zarr.Array
+            Underlying Zarr array.
+        """
         super().__init__(str(array.store_path))
         self._array = array
 
     @property
-    def attrs(self):
-        return self._array.attrs
+    def ndim(self) -> int:
+        """Number of dimensions of the array."""
+        return self._array.ndim
 
     @property
-    def shape(self) -> tuple[int, ...]:
+    def shape(self) -> Tuple[int, ...]:
+        """Shape of the array."""
         return self._array.shape
 
     @property
     def dtype(self) -> np.dtype:
+        """Data type of the array."""
         return self._array.dtype
 
     @property
-    def chunks(self) -> tuple:
+    def chunks(self) -> Tuple[int, ...]:
+        """Chunk shape for the array."""
         return self._array.chunks
 
     @property
-    def shards(self) -> tuple:
-        return self._array.shards
+    def shards(self) -> Optional[Tuple[int, ...]]:
+        """Shard shape, if supported; otherwise None."""
+        return getattr(self._array, "shards", None)
+
+    @property
+    def attrs(self) -> Mapping[str, Any]:
+        """Access metadata/attributes for this node."""
+        return self._array.attrs
 
     @property
     def zarr_version(self) -> int:
+        """Get the Zarr format version."""
         return self._array.metadata.zarr_format
 
-    @property
-    def ndim(self) -> int:
-        return self._array.ndim
+    def __getitem__(self, key) -> ArrayLike:
+        """Read data from the array."""
+        return self._array[key]
 
-    def __setitem__(self, key, value):
+    def __setitem__(self, key, value: ArrayLike | Number) -> None:
+        """Write data to the array."""
         self._array[key] = value
 
-    def __getitem__(self, item):
-        return self._array[item]
-
-    def __getattr__(self, name):
+    def __getattr__(self, name: str):
+        # Delegate any unknown attributes to the underlying array
         if name == "_array":
             return self._array
         if hasattr(self._array, name):
             return getattr(self._array, name)
-        else:
-            raise AttributeError(
-                    f"'{self.__class__.__name__}' object has no attribute '{name}'")
+        raise AttributeError(
+                f"'{self.__class__.__name__}' object has no attribute '{name}'"
+                )
 
 
 class ZarrPythonGroup(ZarrGroup):
+    """Zarr Group implementation using the zarr-python library."""
+
+    def __init__(self, zarr_group: zarr.Group) -> None:
+        """
+        Parameters
+        ----------
+        zarr_group : zarr.Group
+            Underlying Zarr Python group.
+        """
+        super().__init__(str(zarr_group.store_path))
+
+        self._zgroup = zarr_group
+
     @classmethod
     def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrPythonGroup':
+        """Create a Zarr group from a configuration object."""
         store = zarr.storage.LocalStore(zarr_config.out)
         return cls(zarr.group(store=store,
                               # TODO: figure out overwrite
                               # overwrite=overwrite,
                               zarr_format=zarr_config.zarr_version))
 
-    def __init__(self, zarr_group: zarr.Group):
-        super().__init__(str(zarr_group.store_path))
-        self._zgroup = zarr_group
-
-    def create_group(self, *args, **kwargs):
-        """
-        Create a new subgroup in the group.
-        """
-        return ZarrPythonGroup(self._zgroup.create_group(*args, **kwargs))
-
-    def keys(self):
-        yield from self._zgroup.keys()
-
     @property
-    def attrs(self):
+    def attrs(self) -> Mapping[str, Any]:
+        """Access metadata/attributes for this node."""
         return self._zgroup.attrs
 
-    def __iter__(self) -> Iterator[str]:
-        yield from self.keys()
+    @property
+    def zarr_version(self) -> Literal[2, 3]:
+        """Get the Zarr format version."""
+        return self._zgroup.metadata.zarr_format
 
-    def __getitem__(self, key) -> Union[ZarrPythonArray, 'ZarrPythonGroup']:
-        if key not in self._zgroup:
-            raise KeyError(f"Key '{key}' not found in group '{self.path}'")
+    def keys(self):
+        yield from self._zgroup.keys()
 
-        item = self._zgroup[key]
+    def __getitem__(self, name: str) -> Union[ZarrPythonArray, "ZarrPythonGroup"]:
+        """Get a subgroup or array by name within this group."""
+        if name not in self._zgroup:
+            raise KeyError(f"Key '{name}' not found in group '{self.store_path}'")
+        item = self._zgroup[name]
         if isinstance(item, zarr.Group):
             return ZarrPythonGroup(item)
         elif isinstance(item, zarr.Array):
@@ -101,17 +137,36 @@ def __getitem__(self, key) -> Union[ZarrPythonArray, 'ZarrPythonGroup']:
         else:
             raise TypeError(f"Unsupported item type: {type(item)}")
 
+    def __delitem__(self, name: str) -> None:
+        """Delete a subgroup or array by name within this group."""
+        del self._zgroup[name]
+
+    def __iter__(self) -> Iterator[str]:
+        yield from self.keys()
+
     def __getattr__(self, name):
         return getattr(self._zgroup, name)
 
-    def create_array(self,
-                     name: str,
-                     shape: tuple,
-                     zarr_config: ZarrConfig = None,
-                     dtype: DTypeLike = np.int32,
-                     data=None,
-                     **kwargs
-                     ) -> zarr.Array:
+    def _get_zarr_python_group(self) -> zarr.Group:
+        """Get the underlying Zarr Python group object."""
+        return self._zgroup
+
+    def create_group(self, name: str, overwrite: bool = False) -> "ZarrPythonGroup":
+        """Create or open a subgroup within this group."""
+        subgroup = self._zgroup.create_group(name, overwrite=overwrite)
+        return ZarrPythonGroup(subgroup)
+
+    def create_array(
+            self,
+            name: str,
+            shape: Sequence[int],
+            dtype: DTypeLike,
+            *,
+            zarr_config: ZarrConfig = None,
+            data: Optional[ArrayLike] = None,
+            **kwargs: Unpack[ZarrArrayConfig]
+            ) -> ZarrPythonArray:
+        """Create a new array within this group."""
         if zarr_config is None:
             arr = self._zgroup.create_array(name, shape, dtype, **kwargs)
             if data is not None:
@@ -120,7 +175,7 @@ def create_array(self,
 
         compressor = zarr_config.compressor
         compressor_opt = zarr_config.compressor_opt
-        chunk, shard = compute_zarr_layout(shape, dtype, zarr_config)
+        chunk, shard = _compute_zarr_layout(shape, dtype, zarr_config)
 
         if isinstance(compressor_opt, str):
             compressor_opt = ast.literal_eval(compressor_opt)
@@ -131,11 +186,11 @@ def create_array(self,
             "order": zarr_config.order,
             "dtype": np.dtype(dtype).str,
             "fill_value": None,
-            "compressors": make_compressor(compressor, zarr_config.zarr_version,
-                                           **compressor_opt),
+            "compressors": _make_compressor(compressor, zarr_config.zarr_version,
+                                            **compressor_opt),
             }
 
-        chunk_key_encoding = dimension_separator_to_chunk_key_encoding(
+        chunk_key_encoding = _dimension_separator_to_chunk_key_encoding(
                 zarr_config.dimension_separator, zarr_config.zarr_version)
         if chunk_key_encoding:
             opt["chunk_key_encoding"] = chunk_key_encoding
@@ -146,11 +201,14 @@ def create_array(self,
             arr[:] = data
         return ZarrPythonArray(arr)
 
-    def create_array_from_base(self, name: str, shape: tuple, data=None,
-                               **kwargs) -> 'ZarrPythonArray':
-        """
-        Create a new array using the properties from a base_level object.
-        """
+    def create_array_from_base(
+            self,
+            name: str,
+            shape: Sequence[int],
+            data: ArrayLike = None,
+            **kwargs: Unpack[ZarrArrayConfig]
+            ) -> ZarrPythonArray:
+        """Create a new array using the properties from a base_level object."""
         base_level = self['0']
         opts = dict(
                 dtype=base_level.dtype,
@@ -168,7 +226,7 @@ def create_array_from_base(self, name: str, shape: tuple, data=None,
         meta = getattr(base_level, "metadata", None)
         if meta is not None:
             if hasattr(meta, "dimension_separator"):
-                opts["chunk_key_encoding"] = dimension_separator_to_chunk_key_encoding(
+                opts["chunk_key_encoding"] = _dimension_separator_to_chunk_key_encoding(
                         meta.dimension_separator, 2)
             if hasattr(meta, "chunk_key_encoding"):
                 opts["chunk_key_encoding"] = getattr(meta, "chunk_key_encoding", None)
@@ -184,18 +242,8 @@ def create_array_from_base(self, name: str, shape: tuple, data=None,
             arr[:] = data
         return ZarrPythonArray(arr)
 
-    @property
-    def zarr_version(self) -> Literal[2, 3]:
-        return self._zgroup.metadata.zarr_format
-
-    def __delitem__(self, key):
-        del self._zgroup[key]
-
-    def _get_zarr_python_group(self):
-        return self._zgroup
-
 
-def make_compressor(name: str | None, zarr_version: Literal[2, 3], **prm: dict) -> Any:
+def _make_compressor(name: str | None, zarr_version: Literal[2, 3], **prm: dict) -> Any:
     """Build compressor object from name and options."""
     if not isinstance(name, str):
         return name
@@ -225,56 +273,7 @@ def make_compressor(name: str | None, zarr_version: Literal[2, 3], **prm: dict)
     return Compressor(**prm)
 
 
-SHARD_FILE_SIZE_LIMIT = (2 *  # compression ratio
-                         2 *  # TB
-                         2 ** 30  # GB->Bytes
-                         )
-
-
-def open_zarr_group(zarr_config: ZarrConfig):
-    # TODO: check out is not none or empty
-    store = zarr.storage.LocalStore(zarr_config.out)
-    return zarr.group(store=store, overwrite=True, zarr_format=zarr_config.zarr_version)
-
-
-def create_array(
-        omz: zarr.Group,
-        name: str,
-        shape: tuple,
-        zarr_config: ZarrConfig,
-        dtype: DTypeLike = np.int32,
-        data=None
-        ) -> zarr.Array:
-    compressor = zarr_config.compressor
-    compressor_opt = zarr_config.compressor_opt
-    chunk, shard = compute_zarr_layout(shape, dtype, zarr_config)
-
-    if isinstance(compressor_opt, str):
-        compressor_opt = ast.literal_eval(compressor_opt)
-
-    opt = {
-        "chunks": chunk,
-        "shards": shard,
-        "order": zarr_config.order,
-        "dtype": np.dtype(dtype).str,
-        "fill_value": None,
-        "compressors": make_compressor(compressor, zarr_config.zarr_version,
-                                       **compressor_opt),
-        }
-
-    chunk_key_encoding = dimension_separator_to_chunk_key_encoding(
-            zarr_config.dimension_separator, zarr_config.zarr_version)
-    if chunk_key_encoding:
-        opt["chunk_key_encoding"] = chunk_key_encoding
-    arr = omz.create_array(name=name,
-                           shape=shape,
-                           **opt)
-    if data:
-        arr[:] = data
-    return arr
-
-
-def dimension_separator_to_chunk_key_encoding(dimension_separator, zarr_version):
+def _dimension_separator_to_chunk_key_encoding(dimension_separator, zarr_version):
     dimension_separator = dimension_separator
     if dimension_separator == '.' and zarr_version == 2:
         pass
@@ -287,7 +286,13 @@ def dimension_separator_to_chunk_key_encoding(dimension_separator, zarr_version)
         return dimension_separator
 
 
-def compute_zarr_layout(
+SHARD_FILE_SIZE_LIMIT = (2 *  # compression ratio
+                         2 *  # TB
+                         2 ** 30  # GB->Bytes
+                         )
+
+
+def _compute_zarr_layout(
         shape: tuple,
         dtype: DTypeLike,
         zarr_config: ZarrConfig
@@ -361,7 +366,8 @@ def compute_zarr_layout(
                 M.append(m_uniform)
                 free_dims.append(i)
 
-        # Iteratively try to increase free dimensions while keeping the overall product ≤ B_multiplier.
+        # Iteratively try to increase free dimensions while keeping the overall
+        # product ≤ B_multiplier.
         improved = True
         while improved and free_dims:
             improved = False
diff --git a/linc_convert/utils/io/zarr/factory.py b/linc_convert/utils/io/zarr/factory.py
index f0b27c8f..9b3f25aa 100644
--- a/linc_convert/utils/io/zarr/factory.py
+++ b/linc_convert/utils/io/zarr/factory.py
@@ -1,8 +1,11 @@
 import warnings
 
+from linc_convert.utils.io.zarr import ZarrNode
 from linc_convert.utils.io.zarr.abc import ZarrGroup
-from linc_convert.utils.io.zarr.drivers.zarr_python import (ZarrPythonArray,
-                                                            ZarrPythonGroup)
+from linc_convert.utils.io.zarr.drivers.zarr_python import (
+    ZarrPythonArray,
+    ZarrPythonGroup,
+    )
 from linc_convert.utils.zarr_config import DriverLike, ZarrConfig
 
 _DRIVER_ARRAY = {
@@ -13,8 +16,7 @@
     }
 
 try:
-    from linc_convert.utils.io.zarr.drivers.tensorstore import (ZarrTSArray,
-                                                                ZarrTSGroup)
+    from linc_convert.utils.io.zarr.drivers.tensorstore import ZarrTSArray, ZarrTSGroup
 
     _DRIVER_ARRAY["tensorstore"] = ZarrTSArray
     _DRIVER_GROUP["tensorstore"] = ZarrTSGroup
@@ -22,7 +24,7 @@
     warnings.warn(f"Tensorstore driver not available: {e}.")
 
 
-def open(driver: DriverLike):
+def open(driver: DriverLike) -> ZarrNode:
     raise NotImplementedError
 
 

From 03bb132802e5429772414154c3687a6c363e83cb Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 21 Jul 2025 14:42:18 -0400
Subject: [PATCH 116/157] fix: api update

---
 linc_convert/modalities/df/single_slice.py     | 3 ++-
 linc_convert/modalities/psoct/single_volume.py | 1 -
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/linc_convert/modalities/df/single_slice.py b/linc_convert/modalities/df/single_slice.py
index 9d3304a8..6df025dc 100644
--- a/linc_convert/modalities/df/single_slice.py
+++ b/linc_convert/modalities/df/single_slice.py
@@ -91,7 +91,8 @@ def convert(
         subdat = WrappedJ2K(j2k, level=level)
         shape = subdat.shape
         print("Convert level", level, "with shape", shape)
-        array = omz.create_array(str(level), shape=shape, zarr_config=zarr_config)
+        array = omz.create_array(str(level), shape=shape, zarr_config=zarr_config,
+                                 dtype=j2k.dtype)
 
         if max_load is None or (shape[-2] < max_load and shape[-1] < max_load):
             array[...] = subdat[...]
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index 89430533..ea3cb196 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -66,7 +66,6 @@ def convert(
         *,
         key: Optional[str] = None,
         meta: str = None,
-        no_pool: Optional[int] = None,
         orientation: str = "RAS",
         center: bool = True,
         zarr_config: ZarrConfig = None,

From 4c0da188ea4bd2c4d7c7dc6aa13f5b473b4d7b26 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 21 Jul 2025 14:42:24 -0400
Subject: [PATCH 117/157] fix: api update

---
 tests/test_wk.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_wk.py b/tests/test_wk.py
index 35f7f04a..b89fbe9a 100644
--- a/tests/test_wk.py
+++ b/tests/test_wk.py
@@ -75,7 +75,7 @@ def _write_test_data(directory: str) -> None:
     omz.attrs["multiscales"] = multiscales
 
 
-@pytest.skip("Jingjing said she wants to rewrite this part herself")
+@pytest.mark.skip("Jingjing said she wants to rewrite this part herself")
 def test_wk(tmp_path):
     _write_test_data(tmp_path)
 

From cc43bbef5c08a1c4dbe2b6205fc0a974f19b2b8b Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 21 Jul 2025 15:18:59 -0400
Subject: [PATCH 118/157] docs

---
 linc_convert/modalities/psoct/_utils.py       |  27 +-
 linc_convert/modalities/psoct/multi_slice.py  |   7 +-
 .../modalities/psoct/single_volume.py         |   7 +-
 linc_convert/utils/chunk_processing.py        |   9 +-
 linc_convert/utils/io/generate_pyramid.py     |   2 -
 linc_convert/utils/io/spool.py                |   7 +-
 linc_convert/utils/io/zarr/__init__.py        |   6 +-
 linc_convert/utils/io/zarr/abc.py             |   4 +-
 .../utils/io/zarr/drivers/__init__.py         |   1 +
 .../utils/io/zarr/drivers/tensorstore.py      | 412 +++++++++++-------
 .../utils/io/zarr/drivers/zarr_python.py      |  35 +-
 linc_convert/utils/io/zarr/drivers/zarrita.py |   1 +
 linc_convert/utils/io/zarr/factory.py         |   1 +
 13 files changed, 333 insertions(+), 186 deletions(-)

diff --git a/linc_convert/modalities/psoct/_utils.py b/linc_convert/modalities/psoct/_utils.py
index 08d7b8ec..0bca181c 100644
--- a/linc_convert/modalities/psoct/_utils.py
+++ b/linc_convert/modalities/psoct/_utils.py
@@ -111,10 +111,12 @@ def struct_arr_to_dict(arr: np.void) -> dict:
     """
     Convert a NumPy structured array (single record) to a dictionary.
 
-    Parameters:
+    Parameters
+    ----------
         arr (np.void): A structured array element.
 
-    Returns:
+    Returns
+    -------
         dict: Dictionary mapping field names to their values.
     """
     return {name: arr[name].item() for name in arr.dtype.names}
@@ -124,15 +126,18 @@ def find_experiment_params(exp_file: str) -> tuple[dict, bool]:
     """
     Load experiment parameters from a .mat file, detecting if it's a Fiji experiment.
 
-    Parameters:
+    Parameters
+    ----------
         exp_file (str): Path to the .mat file.
 
-    Returns:
+    Returns
+    -------
         tuple:
             - dict: Experiment parameters.
             - bool: True if it's a Fiji experiment, False otherwise.
 
-    Raises:
+    Raises
+    ------
         ValueError: If no experiment key is found in the file.
     """
     is_fiji = False
@@ -157,10 +162,12 @@ def mat_vars(mat_file: str) -> Generator[str, None, None]:
     """
     Yield variable names from a .mat file, excluding internal variables.
 
-    Parameters:
+    Parameters
+    ----------
         mat_file (str): Path to the .mat file.
 
-    Yields:
+    Yields
+    ------
         str: Variable names not starting with '__'.
     """
     yield from (name for name, *_ in sio.whosmat(mat_file) if not name.startswith('__'))
@@ -174,10 +181,12 @@ def atleast_2d_trailing(arr: ArrayLike) -> np.ndarray:
     If the input is 0D (scalar), it becomes shape (1, 1).
     If it's already 2D or more, it's returned unchanged.
 
-    Parameters:
+    Parameters
+    ----------
         arr (ArrayLike): Input array-like object.
 
-    Returns:
+    Returns
+    -------
         np.ndarray: A 2D or higher NumPy array with at least two dimensions.
     """
     arr = np.asarray(arr)
diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index 3e66ea76..f2d35ffe 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -19,8 +19,11 @@
 
 from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
-from linc_convert.utils.io._array_wrapper import (_ArrayWrapper, _H5ArrayWrapper,
-                                                  _MatArrayWrapper)
+from linc_convert.utils.io._array_wrapper import (
+    _ArrayWrapper,
+    _H5ArrayWrapper,
+    _MatArrayWrapper,
+    )
 from linc_convert.utils.io.zarr import from_config
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index ea3cb196..86ce0ed7 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -19,8 +19,11 @@
 from linc_convert.modalities.psoct._utils import make_json
 from linc_convert.modalities.psoct.cli import psoct
 from linc_convert.utils.chunk_processing import chunk_slice_generator
-from linc_convert.utils.io._array_wrapper import (_ArrayWrapper, _H5ArrayWrapper,
-                                                  _MatArrayWrapper)
+from linc_convert.utils.io._array_wrapper import (
+    _ArrayWrapper,
+    _H5ArrayWrapper,
+    _MatArrayWrapper,
+    )
 from linc_convert.utils.io.zarr import from_config
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
diff --git a/linc_convert/utils/chunk_processing.py b/linc_convert/utils/chunk_processing.py
index 490a1f36..d71cb2b9 100644
--- a/linc_convert/utils/chunk_processing.py
+++ b/linc_convert/utils/chunk_processing.py
@@ -9,11 +9,14 @@ def chunk_slice_generator(arr_shape, chunk_shape):
     chunk_shape
     for the last dimensions.
 
-    Parameters:
+    Parameters
+    ----------
         arr_shape (tuple): The shape of the array.
-        chunk_shape (tuple): A tuple of integers representing the chunk size for each of the last dimensions.
+        chunk_shape (tuple): A tuple of integers representing the chunk size for each
+        of the last dimensions.
 
-    Yields:
+    Yields
+    ------
         tuple: A tuple (index, full_slice) where:
             - index is a tuple representing the multi-index of the chunk.
             - full_slice is a tuple of slice objects (prefixed by an Ellipsis to preserve any non-chunked dimensions)
diff --git a/linc_convert/utils/io/generate_pyramid.py b/linc_convert/utils/io/generate_pyramid.py
index 01438aac..c530a2b8 100644
--- a/linc_convert/utils/io/generate_pyramid.py
+++ b/linc_convert/utils/io/generate_pyramid.py
@@ -2,7 +2,6 @@
 import math
 from typing import Optional
 
-import dask
 import dask.array as da
 
 logger = logging.getLogger(__name__)
@@ -54,7 +53,6 @@ def compute_next_level(arr, ndim, no_pyramid_axis=None, window_func=da.mean):
         Array of shape (..., ceil(N1/2), ceil(N2/2), ...,ceil(Nndim/2))
         except on `no_pyramid_axis` where the length is unchanged.
     """
-
     # figure out which global axes we’re coarsening
     start = arr.ndim - ndim
     pyramid_axes = list(range(start, arr.ndim))
diff --git a/linc_convert/utils/io/spool.py b/linc_convert/utils/io/spool.py
index 579d07fa..b1ce6b64 100644
--- a/linc_convert/utils/io/spool.py
+++ b/linc_convert/utils/io/spool.py
@@ -162,11 +162,12 @@ def __len__(self):
         return len(self.spool_files)
 
     def _get_spool_names_in_order(self):
-        '''
-        Spool files are ordered sequentially in the order they were collected 0,1,2,...,201,202,203,...
+        """
+        Spool files are ordered sequentially in the order they were collected 0,1,2,
+        ...,201,202,203,...
         but file names are recorded as the reversed number padded to
         10 digits (0000000000,1000000000,20000000000,...,1020000000,2020000000,3020000000,...) + spool.dat
-        '''
+        """
         spool_files = self._list_spool_files()
         for idx in range(len(spool_files)):
             # Convert index to string, pad with zeros to 10 digits and reverse
diff --git a/linc_convert/utils/io/zarr/__init__.py b/linc_convert/utils/io/zarr/__init__.py
index 6a985a77..9ef2aad8 100644
--- a/linc_convert/utils/io/zarr/__init__.py
+++ b/linc_convert/utils/io/zarr/__init__.py
@@ -1,3 +1,4 @@
+"""ZarrIO module for handling Zarr data structures."""
 import logging
 import warnings
 
@@ -5,10 +6,11 @@
 
 from .abc import ZarrArray, ZarrGroup, ZarrNode
 from .drivers.zarr_python import ZarrPythonArray, ZarrPythonGroup
+from .factory import from_config, open, open_group
 
 try:
     import tensorstore as TS
+
+    from .drivers.tensorstore import ZarrTSArray, ZarrTSGroup
 except ImportError:
     warnings.warn("Tensorstore is not installed, driver disabled")
-from .drivers.tensorstore import ZarrTSArray, ZarrTSGroup
-from .factory import from_config, open, open_group
diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index 29343d0f..74ef1908 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -1,6 +1,6 @@
 """Abstract base classes for ZarrIO interfaces."""
 
-from abc import ABC, ABCMeta, abstractmethod
+from abc import ABC, abstractmethod
 from numbers import Number
 from os import PathLike
 from typing import (
@@ -37,6 +37,8 @@
 
 
 class ZarrArrayConfig(TypedDict):
+    """Configuration for creating a Zarr Array."""
+
     chunks: tuple[int, ...]
     shards: Optional[tuple[int, ...]]
     compressors: Literal["blosc", "zlib", None]
diff --git a/linc_convert/utils/io/zarr/drivers/__init__.py b/linc_convert/utils/io/zarr/drivers/__init__.py
index e69de29b..2d9e2a33 100644
--- a/linc_convert/utils/io/zarr/drivers/__init__.py
+++ b/linc_convert/utils/io/zarr/drivers/__init__.py
@@ -0,0 +1 @@
+"""Implmenetaiton of ZarrIO using different libraries."""
diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index e87ee955..0c10ebd7 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -1,159 +1,301 @@
-import ast
+"""TensorStore driver for Zarr arrays and groups."""
 import json
 import math
 import os
+from numbers import Number
 from os import PathLike
-from typing import Any, Literal, Mapping, Optional, Tuple, Union
+from typing import (
+    Any,
+    Iterator,
+    Literal,
+    Mapping,
+    Optional,
+    Sequence,
+    Tuple,
+    Union,
+    Unpack,
+    )
 from urllib.parse import urlparse
 
 import numcodecs
 import numcodecs.abc
 import numpy as np
 import tensorstore as ts
-from numpy.typing import DTypeLike
+import zarr
+from numpy.typing import ArrayLike, DTypeLike
 from upath import UPath
 
-from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrGroup
+from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrArrayConfig, ZarrGroup
 from linc_convert.utils.zarr_config import ZarrConfig
 
 
 class ZarrTSArray(ZarrArray):
-    def __init__(self, ts: ts.TensorStore):
-        super().__init__(ts.kvstore.path)
-        self._ts = ts
+    """Zarr array backed by TensorStore."""
 
-    @property
-    def shape(self):
-        return self._ts.shape
+    def __init__(self, ts_array: ts.TensorStore) -> None:
+        """
+        Initialize the ZarrTSArray with a TensorStore array.
+
+        Parameters
+        ----------
+        ts_array : tensorstore.TensorStore
+            Underlying TensorStore array.
+        """
+        super().__init__(str(ts_array.kvstore.path))
+        self._ts = ts_array
 
     @property
-    def ndim(self):
+    def ndim(self) -> int:
+        """Number of dimensions of the array."""
         return self._ts.ndim
 
     @property
-    def dtype(self):
+    def shape(self) -> Tuple[int, ...]:
+        """Shape of the array."""
+        return self._ts.shape
+
+    @property
+    def dtype(self) -> np.dtype:
+        """Data type of the array."""
         return self._ts.dtype.numpy_dtype
 
     @property
-    def chunks(self):
+    def chunks(self) -> Tuple[int, ...]:
+        """Chunk shape for the array."""
         return self._ts.chunk_layout.read_chunk.shape
 
     @property
     def shards(self) -> Optional[Tuple[int, ...]]:
-        if (self._ts.chunk_layout.read_chunk.shape ==
-        self._ts.chunk_layout.write_chunk.shape):
-            return None
-        else:
-            return self._ts.chunk_layout.write_chunk.shape
+        """Shard shape, if supported; otherwise None."""
+        read_shape = self._ts.chunk_layout.read_chunk.shape
+        write_shape = self._ts.chunk_layout.write_chunk.shape
+        return None if read_shape == write_shape else write_shape
 
     @property
-    def zarr_version(self) -> int:
-        driver_map = {"zarr3": 3, "zarr": 2}
-        return driver_map[self._ts.schema.codec.to_json()['driver']]
+    def attrs(self) -> Mapping[str, Any]:
+        """Access metadata/attributes for this node."""
+        # TODO: TensorStore currently doesn’t expose arbitrary attrs, so return empty.
+        return {}
 
-    def __getitem__(self, idx):
-        return self._ts[idx].read().result()
+    @property
+    def zarr_version(self) -> Literal[2, 3]:
+        """Get the Zarr format version."""
+        driver = self._ts.schema.codec.to_json().get("driver", "")
+        return 3 if driver == "zarr3" else 2
 
-    def __setitem__(self, idx, val):
-        self._ts[idx] = val
+    def __getitem__(self, key: str) -> ArrayLike:
+        """Read data from the array."""
+        return self._ts[key].read().result()
 
-    # TODO: implement
-    @property
-    def attrs(self):
-        return {}
+    def __setitem__(self, key: str, value: ArrayLike | Number) -> None:
+        """Write data to the array."""
+        self._ts[key] = value
 
     @classmethod
-    def open(cls, path: PathLike, zarr_version: Literal[2, 3] = 3):
+    def open(
+            cls,
+            path: Union[str, PathLike],
+            *,
+            zarr_version: Literal[2, 3] = 3,
+            mode: Literal["r", "r+", "a", "w", "w-"] = "a",
+            ) -> "ZarrTSArray":
+        """
+        Open an existing TensorStore-based Zarr array.
+
+        Parameters
+        ----------
+        path : Union[str, PathLike]
+            Path to the array’s directory.
+        zarr_version : {2, 3}
+            Zarr format version to use.
+        mode : {'r','r+','a','w','w-'}
+            Access mode; see TensorStore docs.
 
-        conf = {
+        Returns
+        -------
+        ZarrTSArray
+        """
+        spec = {
             "kvstore": make_kvstore(path),
             "driver": "zarr3" if zarr_version == 3 else "zarr",
             "open": True,
             "create": False,
             "delete_existing": False,
             }
-        return cls(ts.open(conf).result())
+        ts_array = ts.open(spec).result()
+        return cls(ts_array)
+
 
 
 class ZarrTSGroup(ZarrGroup):
-    def __init__(self, store_path: Union[str, PathLike]):
+    """Zarr Group implementation using TensorStore as backend."""
+
+    def __init__(self, store_path: Union[str, PathLike]) -> None:
+        """
+        Initialize the ZarrTSGroup.
+
+        Parameters
+        ----------
+        store_path : Union[str, PathLike]
+            Path to the group’s directory.
+        """
         super().__init__(store_path)
         from upath import UPath
 
-        if not isinstance(store_path, UPath):
-            store_path = UPath(store_path)
-        self._path = store_path
-        metadata = _detect_metadata(store_path)
-        assert metadata is not None
-        assert metadata[0] == "group"
-        self._zarr_version = metadata[1]
-        self._zarr_config = None
+        self._path = UPath(store_path)
+        meta = _detect_metadata(self._path)
+        assert meta and meta[0] == "group"
+        self._zarr_version = meta[1]
 
-    @property
-    def zarr_version(self):
-        return self._zarr_version
+    @classmethod
+    def from_config(cls, zarr_config: ZarrConfig) -> "ZarrTSGroup":
+        """
+        Create a ZarrTSGroup from a configuration object.
+
+        Parameters
+        ----------
+        zarr_config : ZarrConfig
+            Configuration with .out and .zarr_version.
+
+        Returns
+        -------
+        ZarrTSGroup
+        """
+        return cls.open(zarr_config.out, mode="a",
+                        zarr_version=zarr_config.zarr_version)
+
+    @classmethod
+    def open(
+            cls,
+            path: Union[str, PathLike],
+            mode: Literal["r", "r+", "a", "w", "w-"] = "a",
+            *,
+            zarr_version: Literal[2, 3] = 3,
+            ) -> "ZarrTSGroup":
+        """
+        Open or create a Zarr group backed by TensorStore.
+
+        Parameters
+        ----------
+        path : Union[str, PathLike]
+            Path to the Zarr group.
+        mode : {'r','r+','a','w','w-'}
+            Persistence mode; see TensorStore docs.
+        zarr_version : {2,3}
+            Zarr format version.
+
+        Returns
+        -------
+        ZarrTSGroup
+        """
+        from upath import UPath
+
+        p = UPath(path)
+        if mode in ("r", "r+"):
+            if not p.exists() or not p.is_dir():
+                raise FileNotFoundError(f"Group path '{p}' does not exist")
+        elif mode == "w-":
+            if p.exists():
+                raise FileExistsError(f"Group path '{p}' already exists")
+        elif mode == "a":
+            if not p.exists():
+                _init_group(p, zarr_version)
+        elif mode == "w":
+            if p.exists():
+                p.rmdir(recursive=True)
+            _init_group(p, zarr_version)
+        else:
+            raise ValueError(f"Invalid mode '{mode}'")
+        return cls(p)
 
     @property
     def attrs(self) -> Mapping[str, Any]:
+        """Access metadata/attributes for this node."""
         return {}
 
-    def keys(self):
+    @property
+    def zarr_version(self) -> Literal[2, 3]:
+        """Get the Zarr format version."""
+        return self._zarr_version
+
+    def __getitem__(self, name: str) -> Union[ZarrTSArray, "ZarrTSGroup"]:
+        """Get a subgroup or array by name within this group."""
+        meta = _detect_metadata(self._path / name)
+        if not meta:
+            raise KeyError(f"Key '{name}' not found")
+        if meta[0] == "group":
+            return ZarrTSGroup(self._path / name)
+        return ZarrTSArray.open(self._path / name, zarr_version=meta[1])
+
+    def __delitem__(self, name: str) -> None:
+        """Delete a subgroup or array by name within this group."""
+        target = self._path / name
+        if target.exists():
+            target.rmdir(recursive=True)
+
+    def keys(self) -> Iterator[str]:
+        """Get the names of all subgroups and arrays in this group."""
         return (
-            sub_dir.name for sub_dir in self._path.iterdir()
-            if sub_dir.is_dir() and _detect_metadata(sub_dir)
+            p.name
+            for p in self._path.iterdir()
+            if p.is_dir() and _detect_metadata(p)
             )
 
-    def __getitem__(self, key) -> Union[ZarrTSArray, 'ZarrTSGroup']:
-        metadata = _detect_metadata(self._path / key)
-        if metadata is None:
-            raise KeyError(key)
-        if metadata[0] == "group":
-            return ZarrTSGroup(self._path / key)
-        if metadata[0] == "array":
-            return ZarrTSArray.open(self._path / key, metadata[1])
-
-    def __contains__(self, key) -> bool:
-        if not (self._path / key).exists():
-            return False
-        if _detect_metadata(self._path / key) is None:
-            return False
-        return True
+    def __contains__(self, name: str) -> bool:
+        """Check whether a subgroup or array exists in this group."""
+        p = self._path / name
+        return p.exists() and bool(_detect_metadata(p))
 
-    def __delitem__(self, key):
-        if key in self:
-            (self._path / key).rmdir(recursive=True)
+    def _get_zarr_python_group(self) -> "zarr.Group":
+        """Get the underlying Zarr Python group object."""
+        return zarr.open_group(self._path, mode="a")
 
-    def create_array_from_base(self, name: str, shape: Tuple[int, ...],
-                               data: Optional[Any] = None, **kwargs) -> 'ZarrArray':
+    def create_group(self, name: str, overwrite: bool = False) -> "ZarrTSGroup":
+        """
+        Create or open a subgroup within this group.
 
-        spec = self['0']._ts.spec().to_json()
-        spec['metadata']['shape'] = shape
-        kvstore = make_kvstore(self._path / name)
-        spec['kvstore'] = kvstore
-        spec['delete_existing'] = True
-        spec['create'] = True
-        arr = ts.open(spec).result()
-        if data is not None:
-            arr[:] = data
-        return ZarrTSArray(arr)
+        Parameters
+        ----------
+        name : str
+        overwrite : bool
+            If True, delete existing before creating.
+
+        Returns
+        -------
+        ZarrTSGroup
+        """
+        mode = "w" if overwrite else "w-"
+        return self.open(self._path / name, mode=mode, zarr_version=self._zarr_version)
+
+    def create_array(
+            self,
+            name: str,
+            shape: Sequence[int],
+            dtype: DTypeLike = np.int32,
+            *,
+            zarr_config: Optional[ZarrConfig] = None,
+            data: Optional[ArrayLike] = None,
+            **kwargs: Unpack[ZarrArrayConfig],
+            ) -> ZarrTSArray:
+        """
+        Create a new array within this group.
 
-    def create_array(self,
-                     name: str,
-                     shape: tuple,
-                     zarr_config: ZarrConfig = None,
-                     dtype: DTypeLike = np.int32,
-                     data=None,
-                     **kwargs
-                     ) -> ZarrArray:
+        Parameters
+        ----------
+        name : str
+        shape : Sequence[int]
+        dtype : DTypeLike
+        zarr_config : ZarrConfig | None
+        data : ArrayLike | None
+
+        Returns
+        -------
+        ZarrTSArray
+        """
         if zarr_config is None:
-            conf = default_write_config(
-                    self._path / name,
-                    shape=shape,
-                    dtype=dtype,
-                    **kwargs
-                    )
+            conf = default_write_config(self._path / name, shape=shape, dtype=dtype,
+                                        **kwargs)
         else:
-            compressor_opt = ast.literal_eval(zarr_config.compressor_opt)
             conf = default_write_config(
                     self._path / name,
                     shape=shape,
@@ -162,78 +304,43 @@ def create_array(self,
                     shard=zarr_config.shard,
                     compressor=zarr_config.compressor,
                     # TODO: implement this
-                    # compressor_opt=,
+                    # compressor_opt=ast.literal_eval(zarr_config.compressor_opt),
                     version=zarr_config.zarr_version,
                     )
-        conf['delete_existing'] = True
-        conf['create'] = True
+        conf.update(delete_existing=True, create=True)
         arr = ts.open(conf).result()
         if data is not None:
             arr[:] = data
         return ZarrTSArray(arr)
 
-    def create_group(self, name: str, *, overwrite: bool = False,
-                     zarr_version: Literal[2, 3] = None) -> 'ZarrGroup':
-        if zarr_version is None:
-            zarr_version = self.zarr_version
-        if overwrite:
-            mode = 'w'
-        else:
-            mode = 'w-'
-        return self.open(self._path / name, mode=mode, zarr_version=zarr_version)
-
-    @classmethod
-    def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrGroup':
-        return cls.open(zarr_config.out, zarr_version=zarr_config.zarr_version)
-
-    @classmethod
-    def open(cls, path: Union[str, PathLike], mode="a", *,
-             zarr_version: Literal[2, 3] = 3) -> 'ZarrTSGroup':
+    def create_array_from_base(
+            self,
+            name: str,
+            shape: Sequence[int],
+            data: Optional[ArrayLike] = None,
+            **kwargs: Unpack[ZarrArrayConfig],
+            ) -> ZarrTSArray:
         """
-        Open a Zarr group from a path.
+        Create a new array using metadata of an existing base-level array.
 
         Parameters
         ----------
-        path : Union[str, PathLike]
-            Path to the Zarr group.
-        mode : str
-            Persistence mode:
-            'r' means read only (must exist);
-            'r+' means read/write (must exist);
-            'a' means read/write (create if doesn't exist);
-            'w' means create (overwrite if exists);
-            'w-' means create (fail if exists).
+        name : str
+        shape : Sequence[int]
+        data : ArrayLike | None
 
         Returns
         -------
-        ZarrTSGroup
-            An instance of ZarrTSGroup.
+        ZarrTSArray
         """
-        p = UPath(path)
-
-        if mode in ['r', 'r+']:
-            if not p.exists() or not p.is_dir():
-                raise FileNotFoundError(f"Group path '{p}' does not exist")
-        elif mode == 'w-':
-            if p.exists():
-                raise FileExistsError(f"Group path '{p}' already exists")
-        elif mode == 'a':
-            if not p.exists():
-                _init_group(p, zarr_version)
-        elif mode == 'w':
-            if p.exists():
-                p.rmdir(recursive=True)
-            _init_group(p, zarr_version)
-        else:
-            raise ValueError(
-                    f"Invalid mode '{mode}'. Use 'r', 'r+', 'a', 'w', or 'w-' ")
-
-        return cls(p)
-
-    def _get_zarr_python_group(self):
-        import zarr
-
-        return zarr.open_group(self._path, mode='a')
+        base = self["0"]._ts.spec().to_json()
+        base["metadata"]["shape"] = shape
+        base["kvstore"] = make_kvstore(self._path / name)
+        base.update(delete_existing=True, create=True)
+        arr = ts.open(base).result()
+        if data is not None:
+            arr[:] = data
+        return ZarrTSArray(arr)
 
 
 def make_compressor(name: str, **prm: dict) -> numcodecs.abc.Codec:
@@ -406,7 +513,7 @@ def default_read_config(path: os.PathLike | str) -> dict:
         }
 
 
-def _is_array(path):
+def _is_array(path: PathLike) -> bool:
     zarr2_array_file = path / ".zarray"
     if zarr2_array_file.is_file():
         content = zarr2_array_file.read_text()
@@ -423,7 +530,7 @@ def _is_array(path):
     return False
 
 
-def _is_group(path):
+def _is_group(path: PathLike) -> bool:
     zarr2_group_file = path / ".zgroup"
     if zarr2_group_file.is_file():
         content = zarr2_group_file.read_text()
@@ -443,6 +550,7 @@ def _is_group(path):
 def _detect_metadata(path: PathLike) -> Optional[Tuple[str, int]]:
     """
     Look for Zarr metadata files in `path` and return (node_type, version).
+
     Checks zarr.json (v3), then .zarray/.zgroup (v2).
     """
     # Zarr v3
@@ -619,7 +727,7 @@ def default_write_config(
     return config
 
 
-def _init_group(group_path: PathLike, version: int):
+def _init_group(group_path: PathLike, version: int) -> None:
     group_path.mkdir(parents=True, exist_ok=True)
     if version == 3:
         (group_path / 'zarr.json').write_text(
diff --git a/linc_convert/utils/io/zarr/drivers/zarr_python.py b/linc_convert/utils/io/zarr/drivers/zarr_python.py
index 0931da46..b21e9e3b 100644
--- a/linc_convert/utils/io/zarr/drivers/zarr_python.py
+++ b/linc_convert/utils/io/zarr/drivers/zarr_python.py
@@ -3,7 +3,8 @@
 from numbers import Number
 from typing import (
     Any,
-    Iterator, Literal,
+    Iterator,
+    Literal,
     Mapping,
     Optional,
     Sequence,
@@ -16,7 +17,8 @@
 import zarr
 import zarr.codecs
 from numpy.typing import ArrayLike, DTypeLike
-from zarr.core.chunk_key_encodings import ChunkKeyEncodingParams
+from zarr.core.array import CompressorsLike
+from zarr.core.chunk_key_encodings import ChunkKeyEncodingLike, ChunkKeyEncodingParams
 
 from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrArrayConfig, ZarrGroup
 from linc_convert.utils.zarr_config import ZarrConfig
@@ -27,6 +29,8 @@ class ZarrPythonArray(ZarrArray):
 
     def __init__(self, array: zarr.Array) -> None:
         """
+        Initialize the ZarrPythonArray with a zarr.Array.
+
         Parameters
         ----------
         array : zarr.Array
@@ -70,16 +74,16 @@ def zarr_version(self) -> int:
         """Get the Zarr format version."""
         return self._array.metadata.zarr_format
 
-    def __getitem__(self, key) -> ArrayLike:
+    def __getitem__(self, key: str) -> ArrayLike:
         """Read data from the array."""
         return self._array[key]
 
-    def __setitem__(self, key, value: ArrayLike | Number) -> None:
+    def __setitem__(self, key: str, value: ArrayLike | Number) -> None:
         """Write data to the array."""
         self._array[key] = value
 
-    def __getattr__(self, name: str):
-        # Delegate any unknown attributes to the underlying array
+    def __getattr__(self, name: str) -> Any:  # noqa: ANN401
+        """Delegate any unknown attributes to the underlying array."""
         if name == "_array":
             return self._array
         if hasattr(self._array, name):
@@ -94,6 +98,8 @@ class ZarrPythonGroup(ZarrGroup):
 
     def __init__(self, zarr_group: zarr.Group) -> None:
         """
+        Initialize the ZarrPythonGroup with a zarr.Group.
+        
         Parameters
         ----------
         zarr_group : zarr.Group
@@ -122,7 +128,8 @@ def zarr_version(self) -> Literal[2, 3]:
         """Get the Zarr format version."""
         return self._zgroup.metadata.zarr_format
 
-    def keys(self):
+    def keys(self) -> Iterator[str]:
+        """Get the names of all subgroups and arrays in this group."""
         yield from self._zgroup.keys()
 
     def __getitem__(self, name: str) -> Union[ZarrPythonArray, "ZarrPythonGroup"]:
@@ -142,9 +149,11 @@ def __delitem__(self, name: str) -> None:
         del self._zgroup[name]
 
     def __iter__(self) -> Iterator[str]:
+        """Iterate over the names of all subgroups and arrays in this group."""
         yield from self.keys()
 
-    def __getattr__(self, name):
+    def __getattr__(self, name: str) -> Any:  # noqa: ANN401
+        """Delegate attribute access to the underlying Zarr group."""
         return getattr(self._zgroup, name)
 
     def _get_zarr_python_group(self) -> zarr.Group:
@@ -243,7 +252,11 @@ def create_array_from_base(
         return ZarrPythonArray(arr)
 
 
-def _make_compressor(name: str | None, zarr_version: Literal[2, 3], **prm: dict) -> Any:
+def _make_compressor(
+        name: str | None,
+        zarr_version: Literal[2, 3],
+        **prm: dict
+        ) -> CompressorsLike:
     """Build compressor object from name and options."""
     if not isinstance(name, str):
         return name
@@ -273,7 +286,9 @@ def _make_compressor(name: str | None, zarr_version: Literal[2, 3], **prm: dict)
     return Compressor(**prm)
 
 
-def _dimension_separator_to_chunk_key_encoding(dimension_separator, zarr_version):
+def _dimension_separator_to_chunk_key_encoding(
+        dimension_separator: Literal[".", "/"],
+        zarr_version: Literal[2, 3]) -> ChunkKeyEncodingLike:
     dimension_separator = dimension_separator
     if dimension_separator == '.' and zarr_version == 2:
         pass
diff --git a/linc_convert/utils/io/zarr/drivers/zarrita.py b/linc_convert/utils/io/zarr/drivers/zarrita.py
index 30e73a04..6c8ac3fa 100644
--- a/linc_convert/utils/io/zarr/drivers/zarrita.py
+++ b/linc_convert/utils/io/zarr/drivers/zarrita.py
@@ -1 +1,2 @@
+"""Zarrita driver for Zarr groups and arrays."""
 raise NotImplementedError
diff --git a/linc_convert/utils/io/zarr/factory.py b/linc_convert/utils/io/zarr/factory.py
index 9b3f25aa..9cac6806 100644
--- a/linc_convert/utils/io/zarr/factory.py
+++ b/linc_convert/utils/io/zarr/factory.py
@@ -1,3 +1,4 @@
+"""Factory module for creating/opening Zarr Nodes with different drivers."""
 import warnings
 
 from linc_convert.utils.io.zarr import ZarrNode

From ab24a582136db8b68b34dc794969545b9cb2fecd Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 21 Jul 2025 16:31:21 -0400
Subject: [PATCH 119/157] fix: update api

---
 linc_convert/modalities/wk/webknossos_annotation.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/linc_convert/modalities/wk/webknossos_annotation.py b/linc_convert/modalities/wk/webknossos_annotation.py
index f16c5263..12279735 100644
--- a/linc_convert/modalities/wk/webknossos_annotation.py
+++ b/linc_convert/modalities/wk/webknossos_annotation.py
@@ -14,7 +14,10 @@
 
 # internals
 from linc_convert.modalities.wk.cli import wk
-from linc_convert.utils.io.zarr.drivers.zarr_python import make_compressor
+from linc_convert.utils.io.zarr import from_config
+from linc_convert.utils.io.zarr.drivers.zarr_python import (
+    _make_compressor as make_compressor,
+    )
 from linc_convert.utils.math import ceildiv
 
 webknossos = cyclopts.App(name="webknossos", help_format="markdown")

From eaa8d6c6210d52b5592a6064ed421e93fa1ce3c8 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 21 Jul 2025 17:28:57 -0400
Subject: [PATCH 120/157] fix: update api

---
 .../modalities/wk/webknossos_annotation.py    | 41 +++++----------
 tests/test_wk.py                              | 51 +++++++++++++++++--
 2 files changed, 59 insertions(+), 33 deletions(-)

diff --git a/linc_convert/modalities/wk/webknossos_annotation.py b/linc_convert/modalities/wk/webknossos_annotation.py
index 12279735..5968b277 100644
--- a/linc_convert/modalities/wk/webknossos_annotation.py
+++ b/linc_convert/modalities/wk/webknossos_annotation.py
@@ -19,6 +19,7 @@
     _make_compressor as make_compressor,
     )
 from linc_convert.utils.math import ceildiv
+from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
 
 webknossos = cyclopts.App(name="webknossos", help_format="markdown")
 wk.command(webknossos)
@@ -28,13 +29,10 @@
 def convert(
         wkw_dir: str = None,
         ome_dir: str = None,
-        out: str = None,
         dic: str = None,
         *,
-        chunk: int = 1024,
-        compressor: str = "blosc",
-        compressor_opt: str = "{}",
-        max_load: int = 16384,
+        zarr_config: ZarrConfig = None,
+        **kwargs
         ) -> None:
     """
     Convert annotations (in .wkw format) from webknossos to ome.zarr format.
@@ -69,6 +67,8 @@ def convert(
         - 6: Dense Terminal
         - 7: Single Fiber
     """
+    zarr_config = update_default_config(zarr_config, **kwargs)
+
     dic = json.loads(dic)
     dic = {int(key): int(value) for key, value in dic.items()}
 
@@ -79,7 +79,7 @@ def convert(
     wkw_dataset = wkw.Dataset.open(wkw_dataset_path)
 
     low_res_offsets = []
-    omz_res = omz_data[nblevel - 1]
+    omz_res = omz_data[str(nblevel - 1)]
     n = omz_res.shape[1]
     size = omz_res.shape[-2:]
     for idx in range(n):
@@ -95,39 +95,23 @@ def convert(
     # setup save info
     basename = os.path.basename(ome_dir)[:-9]
     initials = wkw_dir.split("/")[-2][:2]
-    out = os.path.join(out, basename + "_dsec_" + initials + ".ome.zarr")
-    if os.path.exists(out):
-        shutil.rmtree(out)
-    os.makedirs(out, exist_ok=True)
 
-    if isinstance(compressor_opt, str):
-        compressor_opt = ast.literal_eval(compressor_opt)
 
     # Prepare Zarr group
-    store = zarr.storage.DirectoryStore(out)
-    omz = zarr.group(store=store, overwrite=True)
-
-    # Prepare chunking options
-    opt = {
-        "chunks": [1, 1] + [chunk, chunk],
-        "dimension_separator": r"/",
-        "order": "F",
-        "dtype": "uint8",
-        "fill_value": None,
-        "compressor": make_compressor(compressor, **compressor_opt),
-        }
-    print(opt)
+    omz = from_config(zarr_config)
+    max_load = zarr_config.max_load
 
     # Write each level
     for level in range(nblevel):
-        omz_res = omz_data[level]
+        omz_res = omz_data[str(level)]
         size = omz_res.shape[-2:]
         shape = [1, n] + [i for i in size]
 
         wkw_dataset_path = os.path.join(wkw_dir, get_mask_name(level))
         wkw_dataset = wkw.Dataset.open(wkw_dataset_path)
 
-        omz.create_dataset(f"{level}", shape=shape, **opt)
+        omz.create_array(f"{level}", shape=shape, dtype="uint8",
+                         zarr_config=zarr_config)
         array = omz[f"{level}"]
 
         # Write each slice
@@ -191,8 +175,7 @@ def convert(
 
     # Write OME-Zarr multiscale metadata
     print("Write metadata")
-    omz.attrs["multiscales"] = omz_data.attrs["multiscales"]
-
+    omz._get_zarr_python_group().attrs["multiscales"] = omz_data.attrs["multiscales"]
 
 def get_mask_name(level: int) -> str:
     """
diff --git a/tests/test_wk.py b/tests/test_wk.py
index b89fbe9a..75276f5e 100644
--- a/tests/test_wk.py
+++ b/tests/test_wk.py
@@ -1,16 +1,18 @@
 import os
+import shutil
+from pathlib import Path
 
+import niizarr
 import numpy as np
 import pytest
-import skimage
 import wkw
 import zarr
-import niizarr
 from nibabel import Nifti1Image
 
 from linc_convert.modalities.wk import webknossos_annotation
 from linc_convert.modalities.wk.webknossos_annotation import get_mask_name
-from utils.compare_file import _cmp_zarr_archives
+from utils.compare_file import _cmp_zarr_archives, assert_zarr_equal
+from utils.sample_data import generate_sample_data_variation
 
 
 def _write_test_data(directory: str) -> None:
@@ -75,7 +77,7 @@ def _write_test_data(directory: str) -> None:
     omz.attrs["multiscales"] = multiscales
 
 
-@pytest.mark.skip("Jingjing said she wants to rewrite this part herself")
+@pytest.mark.skip
 def test_wk(tmp_path):
     _write_test_data(tmp_path)
 
@@ -97,3 +99,44 @@ def test_wk(tmp_path):
         print("trusted result has", np.shape(z[level]), np.unique(z[level]))
 
     assert _cmp_zarr_archives(str(output_zarr), "data/wk.zarr.zip")
+
+
+@pytest.fixture
+def wk_annotation(tmp_path):
+    image, annotation = generate_sample_data_variation(2, output_dtype=np.uint8)
+    image, annotation = Nifti1Image(image, np.eye(4)), Nifti1Image(annotation,
+                                                                   np.eye(4))
+
+    niizarr.nii2zarr(image, tmp_path / "image.nii.zarr", chunk=64)
+    niizarr.nii2zarr(annotation, tmp_path / "annotation.nii.zarr", chunk=64)
+    wkw_dir = tmp_path / "wkw"
+    annotation_data = zarr.open(tmp_path / "annotation.nii.zarr", mode="r")
+    for level in range(3):
+        wkw_filepath = str(wkw_dir / get_mask_name(level))
+
+        with wkw.Dataset.create(wkw_filepath, wkw.Header(np.uint8)) as dataset:
+            dataset.write((0, 0, 0), np.array(annotation_data[str(level)]).T)
+    return tmp_path
+
+
+def test_wkw(tmp_path, wk_annotation, zarr_version, driver):
+    expected_zarr = f"data/wkw_zarr{zarr_version}.nii.zarr.zip"
+    output = tmp_path / "wkw.nii.zarr"
+    webknossos_annotation.convert(str(wk_annotation / "wkw"),
+                                  str(wk_annotation / "image.nii.zarr"), out=output,
+                                  dic="{}")
+    assert_zarr_equal(
+            str(output),
+            zarr.storage.ZipStore(expected_zarr, mode="r")
+            )
+
+
+@pytest.mark.golden
+def test_wkw_regen_golden(tmp_path, wk_annotation, zarr_version):
+    expected_zarr = f"data/wkw_zarr{zarr_version}.nii.zarr.zip"
+    output = tmp_path / "wkw.nii.zarr"
+    webknossos_annotation.convert(str(wk_annotation / "wkw"),
+                                  str(wk_annotation / "image.nii.zarr"), out=output,
+                                  dic="{}")
+    base = Path(expected_zarr).with_suffix("")
+    shutil.make_archive(str(base), "zip", str(output))

From 80b9eb037d56d938baff361ab567b35db8f2f5d3 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 21 Jul 2025 17:29:34 -0400
Subject: [PATCH 121/157] fix: update api

---
 tests/test_wk.py | 88 +-----------------------------------------------
 1 file changed, 1 insertion(+), 87 deletions(-)

diff --git a/tests/test_wk.py b/tests/test_wk.py
index 75276f5e..9b19885c 100644
--- a/tests/test_wk.py
+++ b/tests/test_wk.py
@@ -11,96 +11,10 @@
 
 from linc_convert.modalities.wk import webknossos_annotation
 from linc_convert.modalities.wk.webknossos_annotation import get_mask_name
-from utils.compare_file import _cmp_zarr_archives, assert_zarr_equal
+from utils.compare_file import assert_zarr_equal
 from utils.sample_data import generate_sample_data_variation
 
 
-def _write_test_data(directory: str) -> None:
-    wkw_dir = f"{directory}/wkw"
-    ome_dir = f"{directory}/ome"
-
-    store = zarr.storage.LocalStore(ome_dir)
-    omz = zarr.group(store=store, overwrite=True)
-
-    for level in range(5):
-        size = 2 ** (4 - level)
-        wkw_array = np.zeros((size, size, 5), dtype=np.uint8)
-        ome_array = np.zeros((1, 5, size, size), dtype=np.uint8)
-
-        wkw_filepath = os.path.join(wkw_dir, get_mask_name(level))
-        with wkw.Dataset.create(wkw_filepath, wkw.Header(np.uint8)) as dataset:
-            dataset.write((0, 0, 0), wkw_array)
-
-        omz.create_dataset(f"{level}", shape=[1, 5, size, size], dtype=np.uint8)
-        array = omz[f"{level}"]
-        array[...] = ome_array
-
-    multiscales = [
-        {
-            "version": "0.4",
-            "axes": [
-                {"name": "c", "type": "space", "unit": "millimeter"},
-                {"name": "z", "type": "space", "unit": "millimeter"},
-                {"name": "y", "type": "space", "unit": "micrometer"},
-                {"name": "x", "type": "space", "unit": "micrometer"},
-                ],
-            "datasets": [],
-            "type": "jpeg2000",
-            "name": "",
-            }
-        ]
-    for n in range(5):
-        multiscales[0]["datasets"].append({})
-        level = multiscales[0]["datasets"][-1]
-        level["path"] = str(n)
-
-        level["coordinateTransformations"] = [
-            {
-                "type": "scale",
-                "scale": [
-                    1.0,
-                    1.0,
-                    float(2 ** n),
-                    float(2 ** n),
-                    ],
-                },
-            {
-                "type": "translation",
-                "translation": [
-                    0.0,
-                    0.0,
-                    float(2 ** n - 1) * 0.5,
-                    float(2 ** n - 1) * 0.5,
-                    ],
-                },
-            ]
-    omz.attrs["multiscales"] = multiscales
-
-
-@pytest.mark.skip
-def test_wk(tmp_path):
-    _write_test_data(tmp_path)
-
-    wkw_dir = str(tmp_path / "wkw")
-    ome_dir = str(tmp_path / "ome")
-    basename = os.path.basename(ome_dir)[:-9]
-    initials = wkw_dir.split("/")[-2][:2]
-    output_zarr = os.path.join(tmp_path, basename + "_dsec_" + initials + ".ome.zarr")
-
-    print("starting the convert process")
-    webknossos_annotation.convert(wkw_dir, ome_dir, out=tmp_path, dic="{}")
-
-    z = zarr.open(output_zarr, mode="r")
-    for level in range(5):
-        print("output_zarr has", np.shape(z[level]), np.unique(z[level]))
-
-    z = zarr.open("data/wk.zarr.zip", mode="r")
-    for level in range(5):
-        print("trusted result has", np.shape(z[level]), np.unique(z[level]))
-
-    assert _cmp_zarr_archives(str(output_zarr), "data/wk.zarr.zip")
-
-
 @pytest.fixture
 def wk_annotation(tmp_path):
     image, annotation = generate_sample_data_variation(2, output_dtype=np.uint8)

From 89c4d6a1f941fc2adf25fd16e84503a36390350a Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 22 Jul 2025 14:16:36 -0400
Subject: [PATCH 122/157] docs and style

---
 linc_convert/modalities/df/multi_slice.py     |  16 +-
 linc_convert/modalities/df/single_slice.py    |  13 +-
 linc_convert/modalities/lsm/mosaic.py         |  20 +-
 linc_convert/modalities/lsm/multi_slice.py    |  19 +-
 linc_convert/modalities/lsm/spool.py          |  58 +++--
 linc_convert/modalities/psoct/_utils.py       |   9 +-
 linc_convert/modalities/psoct/multi_slice.py  |  14 +-
 .../modalities/psoct/single_volume.py         |  15 +-
 .../modalities/wk/webknossos_annotation.py    |  20 +-
 linc_convert/utils/__init__.py                |   3 +-
 linc_convert/utils/chunk_processing.py        |  37 +--
 linc_convert/utils/io/__init__.py             |   1 +
 linc_convert/utils/io/generate_pyramid.py     |  75 +++++-
 linc_convert/utils/io/spool.py                | 223 ++++++++++++------
 linc_convert/utils/io/zarr/__init__.py        |  19 +-
 linc_convert/utils/io/zarr/abc.py             |   3 +-
 .../utils/io/zarr/drivers/tensorstore.py      |  36 ++-
 .../utils/io/zarr/drivers/zarr_python.py      |  82 ++++---
 linc_convert/utils/io/zarr/drivers/zarrita.py |   1 +
 linc_convert/utils/io/zarr/factory.py         |  63 ++++-
 linc_convert/utils/logging.py                 |  14 +-
 linc_convert/utils/zarr_config.py             |  12 +-
 tests/conftest.py                             |   4 +-
 23 files changed, 497 insertions(+), 260 deletions(-)

diff --git a/linc_convert/modalities/df/multi_slice.py b/linc_convert/modalities/df/multi_slice.py
index dc2cdf49..66ebd34c 100644
--- a/linc_convert/modalities/df/multi_slice.py
+++ b/linc_convert/modalities/df/multi_slice.py
@@ -8,6 +8,7 @@
 # stdlib
 import json
 import os
+from typing import Unpack
 
 # externals
 import glymur
@@ -38,11 +39,10 @@ def convert(
         inp: list[str],
         *,
         zarr_config: ZarrConfig = None,
-        max_load: int = 16384,
         orientation: str = "coronal",
         center: bool = True,
         thickness: float | None = None,
-        **kwargs
+        **kwargs: Unpack[ZarrConfig],
         ) -> None:
     """
     Convert JPEG2000 files generated by MBF-Neurolucida into a Zarr pyramid.
@@ -79,8 +79,6 @@ def convert(
     ----------
     inp
         Path to the input slices
-    max_load
-        Maximum input chunk size
     orientation
         Orientation of the slice
     center
@@ -90,7 +88,7 @@ def convert(
     """
     zarr_config = update_default_config(zarr_config, **kwargs)
     zarr_config.set_default_name(os.path.splitext(inp[0])[0])
-
+    max_load = zarr_config.max_load
     omz = from_config(zarr_config)
 
     nblevel, has_channel, dtype_jp2 = float("inf"), float("inf"), ""
@@ -184,8 +182,12 @@ def convert(
     axes = ["z", "y", "x"]
     if has_channel:
         axes.insert(0, "c")
-    omz.write_ome_metadata(axes=axes, space_scale=[1.0] + list(get_pixelsize(j2k)),
-                           multiscales_type="jpeg2000", no_pool=0)
+    omz.write_ome_metadata(
+            axes=axes,
+            space_scale=[1.0] + list(get_pixelsize(j2k)),
+            multiscales_type="jpeg2000",
+            no_pool=0,
+            )
 
     # Write NIfTI-Zarr header
     # NOTE: we use nifti2 because dimensions typically do not fit in a short
diff --git a/linc_convert/modalities/df/single_slice.py b/linc_convert/modalities/df/single_slice.py
index 6df025dc..5d398dc0 100644
--- a/linc_convert/modalities/df/single_slice.py
+++ b/linc_convert/modalities/df/single_slice.py
@@ -7,6 +7,7 @@
 
 # stdlib
 import os
+from typing import Unpack
 
 # externals
 import glymur
@@ -34,7 +35,7 @@ def convert(
         orientation: str = "coronal",
         center: bool = True,
         thickness: float | None = None,
-        **kwargs
+        **kwargs: Unpack[ZarrConfig],
         ) -> None:
     """
     Convert a JPEG2000 file generated by MBF-Neurolucida into a Zarr pyramid.
@@ -91,8 +92,9 @@ def convert(
         subdat = WrappedJ2K(j2k, level=level)
         shape = subdat.shape
         print("Convert level", level, "with shape", shape)
-        array = omz.create_array(str(level), shape=shape, zarr_config=zarr_config,
-                                 dtype=j2k.dtype)
+        array = omz.create_array(
+                str(level), shape=shape, zarr_config=zarr_config, dtype=j2k.dtype
+                )
 
         if max_load is None or (shape[-2] < max_load and shape[-1] < max_load):
             array[...] = subdat[...]
@@ -116,8 +118,9 @@ def convert(
     # Write OME-Zarr multiscale metadata
     print("Write metadata")
     axes = ["c", "y", "x"] if has_channel else ["y", "x"]
-    omz.write_ome_metadata(axes=axes, space_scale=get_pixelsize(j2k),
-                           multiscales_type="jpeg2000")
+    omz.write_ome_metadata(
+            axes=axes, space_scale=get_pixelsize(j2k), multiscales_type="jpeg2000"
+            )
 
     if not zarr_config.nii:
         print("done.")
diff --git a/linc_convert/modalities/lsm/mosaic.py b/linc_convert/modalities/lsm/mosaic.py
index 1fe6e97e..8a0da4bd 100644
--- a/linc_convert/modalities/lsm/mosaic.py
+++ b/linc_convert/modalities/lsm/mosaic.py
@@ -9,6 +9,7 @@
 import os
 import re
 from glob import glob
+from typing import Unpack
 
 # externals
 import cyclopts
@@ -35,7 +36,7 @@ def convert(
         center: bool = True,
         thickness: float | None = None,
         voxel_size: list[float] = (1, 1, 1),
-        **kwargs
+        **kwargs: Unpack[ZarrConfig],
         ) -> None:
     """
     Convert a collection of tiff files generated by the LSM pipeline into ZARR.
@@ -83,7 +84,10 @@ def convert(
         max_load += 1
 
     CHUNK_PATTERN = re.compile(
-            r"^(?P<prefix>\w*)" r"_z(?P<z>[0-9]+)" r"_y(?P<y>[0-9]+)" r"("
+            r"^(?P<prefix>\w*)"
+            r"_z(?P<z>[0-9]+)"
+            r"_y(?P<y>[0-9]+)"
+            r"("
             r"?P<suffix>\w*)$"
             )
 
@@ -123,7 +127,6 @@ def convert(
     nchunky = max(all_chunks_info["y"])
     allshapes = [[(0, 0, 0) for _ in range(nchunky)] for _ in range(nchunkz)]
     nchannels = 0
-    dtype = None
     for zchunk in range(nchunkz):
         for ychunk in range(nchunky):
             for i in range(len(all_chunks_info["dirname"])):
@@ -148,7 +151,6 @@ def convert(
                 all_chunks_info["planes"][i]["c"] += [int(parsed.group("c"))]
 
                 f = TiffFile(fname)
-                dtype = f.pages[0].dtype
                 yx_shape = f.pages[0].shape
                 all_chunks_info["planes"][i]["yx_shape"].append(yx_shape)
 
@@ -178,8 +180,9 @@ def convert(
     fullshape[2] = allshapes[0][0][2]
 
     omz = from_config(zarr_config)
-    arr = omz.create_array("0", shape=[nchannels, *fullshape], dtype="float64",
-                           zarr_config=zarr_config)
+    arr = omz.create_array(
+            "0", shape=[nchannels, *fullshape], dtype="float64", zarr_config=zarr_config
+            )
 
     print("Write level 0 with shape", [nchannels, *fullshape])
     for i, dirname in enumerate(all_chunks_info["dirname"]):
@@ -192,10 +195,7 @@ def convert(
             yx_shape = planes["yx_shape"][j]
 
             zstart = sum(shape[0][0] for shape in allshapes[:chunkz])
-            ystart = sum(
-                    shape[1]
-                    for shape in allshapes[chunkz][:chunky]
-                    )
+            ystart = sum(shape[1] for shape in allshapes[chunkz][:chunky])
             print(
                     f"Write plane "
                     f"({subc}, {zstart + subz}, {ystart}:{ystart + yx_shape[0]})",
diff --git a/linc_convert/modalities/lsm/multi_slice.py b/linc_convert/modalities/lsm/multi_slice.py
index 66b5752a..76794ebf 100644
--- a/linc_convert/modalities/lsm/multi_slice.py
+++ b/linc_convert/modalities/lsm/multi_slice.py
@@ -9,6 +9,7 @@
 import os
 import re
 from glob import glob
+from typing import Unpack
 
 # externals
 import cyclopts
@@ -37,7 +38,7 @@ def convert(
         center: bool = True,
         thickness: float | None = None,
         voxel_size: list[float] = (1, 1, 1),
-        **kwargs
+        **kwargs: Unpack[ZarrConfig],
         ) -> None:
     """
     Convert a collection of tiff files generated by the LSM pipeline into a Zarr.
@@ -89,12 +90,14 @@ def convert(
         Voxel size along the X, Y and Z dimensions, in microns.
     """
     zarr_config = update_default_config(zarr_config, **kwargs)
-    chunk = zarr_config.chunk
     if max_load % 2:
         max_load += 1
 
     CHUNK_PATTERN = re.compile(
-            r"^(?P<prefix>\w*)" r"_y(?P<y>[0-9]+)" r"_z(?P<z>[0-9]+)" r"("
+            r"^(?P<prefix>\w*)"
+            r"_y(?P<y>[0-9]+)"
+            r"_z(?P<z>[0-9]+)"
+            r"("
             r"?P<suffix>\w*)$"
             )
 
@@ -114,7 +117,8 @@ def convert(
 
     # default output name
     zarr_config.set_default_name(
-            all_chunks_info["prefix"][0] + all_chunks_info["suffix"][0])
+            all_chunks_info["prefix"][0] + all_chunks_info["suffix"][0]
+            )
 
     # parse all individual file names
     nchunkz = max(all_chunks_info["z"])
@@ -159,8 +163,9 @@ def convert(
     print(zarr_config.out)
 
     # write first level
-    array = omz.create_array("0", shape=fullshape, dtype=np.dtype(dtype).str,
-                             zarr_config=zarr_config)
+    array = omz.create_array(
+            "0", shape=fullshape, dtype=np.dtype(dtype).str, zarr_config=zarr_config
+            )
 
     print("Write level 0 with shape", fullshape)
 
@@ -175,7 +180,7 @@ def convert(
             if chunky != 0:
                 dat = dat[:, overlap // 2:, :]
             if chunky != max(all_chunks_info["y"]) - 1:
-                dat = dat[:, :-overlap // 2 - (overlap % 2), :]
+                dat = dat[:, : -overlap // 2 - (overlap % 2), :]
 
         zstart = sum(shape[chunky][0] for shape in allshapes[:chunkz])
         ystart = sum(shape[1] - overlap for shape in allshapes[chunkz][:chunky])
diff --git a/linc_convert/modalities/lsm/spool.py b/linc_convert/modalities/lsm/spool.py
index 2b6f429b..50ebf4b3 100644
--- a/linc_convert/modalities/lsm/spool.py
+++ b/linc_convert/modalities/lsm/spool.py
@@ -1,9 +1,18 @@
+"""
+Convert spool .dat files set generated by the LSM pipeline into a zarr.
+
+Example input files can be found at
+https://lincbrain.org/dandiset/000010/draft/files?location=sourcedata%2Frawdata
+%2Fmicr%2Fsample18_run10__y10_z01_HR&page=1
+"""
+
 # stdlib
 import os
 import re
 import warnings
 from collections import defaultdict, namedtuple
 from glob import glob
+from typing import Unpack
 
 # externals
 import cyclopts
@@ -21,14 +30,6 @@
 spool = cyclopts.App(name="spool", help_format="markdown")
 lsm.command(spool)
 
-"""
-Convert a collection of spool .dat files generated by the LSM pipeline into either a 
-NIfTI-Zarr or OME-Zarr.
-
-Example input files can be found at
-https://lincbrain.org/dandiset/000010/draft/files?location=sourcedata%2Frawdata%2Fmicr%2Fsample18_run10__y10_z01_HR&page=1
-"""
-
 
 @spool.default
 def convert(
@@ -39,7 +40,7 @@ def convert(
         center: bool = True,
         voxel_size: list[float] = (1, 1, 1),
         zarr_config: ZarrConfig | None = None,
-        **kwargs
+        **kwargs: Unpack[ZarrConfig],
         ) -> None:
     """
     Convert a collection of spool files generated by the LSM pipeline into Zarr.
@@ -104,8 +105,7 @@ def convert(
     all_tiles_info = []
     tiles_info_by_index = {}
     TileInfo = namedtuple(
-            "TileInfo",
-            ["prefix", "run", "y", "z", "suffix", "filename", "reader"]
+            "TileInfo", ["prefix", "run", "y", "z", "suffix", "filename", "reader"]
             )
     for tile_folder_name in all_tiles_folders_names:
         tile_folder_name = tile_folder_name.rstrip("/")
@@ -117,7 +117,7 @@ def convert(
                 int(parsed.group("z")),
                 parsed.group("suffix"),
                 tile_folder_name,
-                SpoolSetInterpreter(tile_folder_name, tile_folder_name + "_info.mat")
+                SpoolSetInterpreter(tile_folder_name, tile_folder_name + "_info.mat"),
                 )
         all_tiles_info.append(tile)
         # Check for duplicate tiles
@@ -170,27 +170,30 @@ def convert(
     dtype = next(iter(dtypes))
 
     # Ensure tiles's shapes are compatible
-    diff_sx = (all_shapes[:, :, 0] != expected_sx)
+    diff_sx = all_shapes[:, :, 0] != expected_sx
     if diff_sx.any():
         y_idxs, z_idxs = np.where(diff_sx)
         raise ValueError(
-                f"Inconsistent x shapes at indices: {list(zip(y_idxs, z_idxs))}")
+                f"Inconsistent x shapes at indices: {list(zip(y_idxs, z_idxs))}"
+                )
     for y_tile in range(min_y_tile, max_y_tile + 1):
         if y_tile not in expected_sy:
             raise ValueError(f"Missing y tile {y_tile}")
-        diff_sy = (all_shapes[:, :, 1] != expected_sy[y_tile])
+        diff_sy = all_shapes[:, :, 1] != expected_sy[y_tile]
         if diff_sy.any():
             y_idxs, z_idxs = np.where(diff_sy)
             raise ValueError(
-                    f"Inconsistent y shapes at tiles: {list(zip(y_idxs, z_idxs))}")
+                    f"Inconsistent y shapes at tiles: {list(zip(y_idxs, z_idxs))}"
+                    )
     for z_tile in range(min_z_tile, max_z_tile + 1):
         if z_tile not in expected_sz:
             raise ValueError(f"Missing z tile {z_tile}")
-        diff_sz = (all_shapes[:, :, 2] != expected_sz[z_tile])
+        diff_sz = all_shapes[:, :, 2] != expected_sz[z_tile]
         if diff_sy.any():
             y_idxs, z_idxs = np.where(diff_sz)
             raise ValueError(
-                    f"Inconsistent z shapes at tiles: {list(zip(y_idxs, z_idxs))}")
+                    f"Inconsistent z shapes at tiles: {list(zip(y_idxs, z_idxs))}"
+                    )
 
     # Calculate full dataset dimensions
     full_shape_x = expected_sx
@@ -217,15 +220,17 @@ def convert(
             # if not last y tile, crop half overlapped rows at the end
             # if overlap is odd, we need to crop an extra column
             if tile_info.y != max_y_tile:
-                dat = dat[:, :-overlap // 2 - (overlap % 2), :]
-        ystart = sum(expected_sy[min_y_tile + y_idx] - overlap for y_idx in
-                     range(rel_y))
+                dat = dat[:, : -overlap // 2 - (overlap % 2), :]
+        ystart = sum(
+                expected_sy[min_y_tile + y_idx] - overlap for y_idx in range(rel_y)
+                )
         zstart = sum(expected_sz[min_z_tile + z_idx] for z_idx in range(rel_z))
         if rel_y != 0:
             ystart += overlap // 2
         print(
                 f"Write plane "
-                f"( {zstart} :{zstart + dat.shape[0]}, {ystart}:{ystart + dat.shape[1]})",
+                f"( {zstart} :{zstart + dat.shape[0]}, {ystart}:"
+                f"{ystart + dat.shape[1]})",
                 end="\r",
                 )
         slicer = (
@@ -244,10 +249,11 @@ def convert(
     if not zarr_config.nii:
         return
 
-    # TODO: header has some problem with unit when deal with zarr 2, furthur debugging needed
-    header = default_nifti_header(omz["0"],
-                                  omz.attrs.get("ome", omz.attrs).get("multiscales",
-                                                                      None))
+    # TODO: header has some problem with unit when deal with zarr 2, furthur
+    #  debugging needed
+    header = default_nifti_header(
+            omz["0"], omz.attrs.get("ome", omz.attrs).get("multiscales", None)
+            )
     shape = list(reversed(omz["0"].shape))
     shape = shape[:3] + [1] + shape[3:]  # insert time dimension
     affine = orientation_to_affine(orientation, *voxel_size)
diff --git a/linc_convert/modalities/psoct/_utils.py b/linc_convert/modalities/psoct/_utils.py
index 0bca181c..7392de0b 100644
--- a/linc_convert/modalities/psoct/_utils.py
+++ b/linc_convert/modalities/psoct/_utils.py
@@ -1,4 +1,5 @@
 import re
+from os import PathLike
 from typing import Any, Generator
 
 import numpy as np
@@ -144,11 +145,11 @@ def find_experiment_params(exp_file: str) -> tuple[dict, bool]:
     exp_key = None
 
     for key in mat_vars(exp_file):
-        if 'Experiment_Fiji' in key:
+        if "Experiment_Fiji" in key:
             exp_key = key
             is_fiji = True
             break
-        if 'Experiment' in key:
+        if "Experiment" in key:
             exp_key = key
 
     if not exp_key:
@@ -170,7 +171,7 @@ def mat_vars(mat_file: str) -> Generator[str, None, None]:
     ------
         str: Variable names not starting with '__'.
     """
-    yield from (name for name, *_ in sio.whosmat(mat_file) if not name.startswith('__'))
+    yield from (name for name, *_ in sio.whosmat(mat_file) if not name.startswith("__"))
 
 
 def atleast_2d_trailing(arr: ArrayLike) -> np.ndarray:
@@ -197,6 +198,6 @@ def atleast_2d_trailing(arr: ArrayLike) -> np.ndarray:
     return arr
 
 
-def load_mat(mat_path, varname):
+def load_mat(mat_path: str | PathLike[str], varname: str) -> np.ndarray:
     data = sio.loadmat(mat_path, squeeze_me=True)
     return data[varname]
diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index f2d35ffe..1af1d5d7 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -10,7 +10,7 @@
 import os
 from functools import wraps
 from itertools import product
-from typing import Callable, Optional
+from typing import Callable, Optional, Unpack
 
 import cyclopts
 import h5py
@@ -72,7 +72,7 @@ def convert(
         center: bool = True,
         dtype: Optional[str] = None,
         zarr_config: ZarrConfig = None,
-        **kwargs
+        **kwargs: Unpack[ZarrConfig],
         ) -> None:
     """
     Matlab to OME-Zarr.
@@ -134,8 +134,9 @@ def convert(
     ny = ceildiv(volume_shape[-2], chunk_size[1])
     nslices = len(inp)
 
-    dataset = zgroup.create_array("0", shape=volume_shape, zarr_config=zarr_config,
-                                  dtype=np.dtype(dtype))
+    dataset = zgroup.create_array(
+            "0", shape=volume_shape, zarr_config=zarr_config, dtype=np.dtype(dtype)
+            )
 
     # Process and store data in chunks
     for i in range(nslices):
@@ -172,8 +173,9 @@ def convert(
 
     # Write NIfTI-Zarr header
     arr = zgroup["0"]
-    header = default_nifti_header(arr, zgroup.attrs.get("ome", zgroup.attrs).get(
-            "multiscales"))
+    header = default_nifti_header(
+            arr, zgroup.attrs.get("ome", zgroup.attrs).get("multiscales")
+            )
     reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
     if center:
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index 86ce0ed7..43ac14fa 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -9,7 +9,7 @@
 import logging
 import os
 from functools import wraps
-from typing import Callable, Optional
+from typing import Callable, Optional, Unpack
 
 import cyclopts
 import h5py
@@ -72,7 +72,7 @@ def convert(
         orientation: str = "RAS",
         center: bool = True,
         zarr_config: ZarrConfig = None,
-        **kwargs
+        **kwargs: Unpack[ZarrConfig],
         ) -> None:
     """
     Matlab to OME-Zarr.
@@ -135,8 +135,9 @@ def convert(
 
     inp_chunk = [min(x, zarr_config.max_load) for x in inp.shape]
 
-    dataset = zgroup.create_array("0", shape=inp.shape, zarr_config=zarr_config,
-                                  dtype=np.dtype(inp.dtype))
+    dataset = zgroup.create_array(
+            "0", shape=inp.shape, zarr_config=zarr_config, dtype=np.dtype(inp.dtype)
+            )
 
     for idx, slc in chunk_slice_generator(inp.shape, inp_chunk):
         logger.info(
@@ -155,9 +156,9 @@ def convert(
 
     # Write NIfTI-Zarr header
     arr = zgroup["0"]
-    header = default_nifti_header(arr,
-                                  zgroup.attrs.get("ome", zgroup.attrs).get(
-                                          "multiscales"))
+    header = default_nifti_header(
+            arr, zgroup.attrs.get("ome", zgroup.attrs).get("multiscales")
+            )
     reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
     if center:
diff --git a/linc_convert/modalities/wk/webknossos_annotation.py b/linc_convert/modalities/wk/webknossos_annotation.py
index 5968b277..6ee146d5 100644
--- a/linc_convert/modalities/wk/webknossos_annotation.py
+++ b/linc_convert/modalities/wk/webknossos_annotation.py
@@ -1,13 +1,13 @@
 """Convert annotation downloaded from webknossos into ome.zarr format."""
 
 # stdlib
-import ast
 import json
 import os
-import shutil
+from typing import Unpack
 
 import cyclopts
 import numpy as np
+
 # externals
 import wkw
 import zarr
@@ -15,9 +15,6 @@
 # internals
 from linc_convert.modalities.wk.cli import wk
 from linc_convert.utils.io.zarr import from_config
-from linc_convert.utils.io.zarr.drivers.zarr_python import (
-    _make_compressor as make_compressor,
-    )
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.zarr_config import ZarrConfig, update_default_config
 
@@ -32,7 +29,7 @@ def convert(
         dic: str = None,
         *,
         zarr_config: ZarrConfig = None,
-        **kwargs
+        **kwargs: Unpack[ZarrConfig],
         ) -> None:
     """
     Convert annotations (in .wkw format) from webknossos to ome.zarr format.
@@ -93,9 +90,8 @@ def convert(
         low_res_offsets.append([t0, b0, l0, r0])
 
     # setup save info
-    basename = os.path.basename(ome_dir)[:-9]
-    initials = wkw_dir.split("/")[-2][:2]
-
+    os.path.basename(ome_dir)[:-9]
+    wkw_dir.split("/")[-2][:2]
 
     # Prepare Zarr group
     omz = from_config(zarr_config)
@@ -110,8 +106,9 @@ def convert(
         wkw_dataset_path = os.path.join(wkw_dir, get_mask_name(level))
         wkw_dataset = wkw.Dataset.open(wkw_dataset_path)
 
-        omz.create_array(f"{level}", shape=shape, dtype="uint8",
-                         zarr_config=zarr_config)
+        omz.create_array(
+                f"{level}", shape=shape, dtype="uint8", zarr_config=zarr_config
+                )
         array = omz[f"{level}"]
 
         # Write each slice
@@ -177,6 +174,7 @@ def convert(
     print("Write metadata")
     omz._get_zarr_python_group().attrs["multiscales"] = omz_data.attrs["multiscales"]
 
+
 def get_mask_name(level: int) -> str:
     """
     Return the name of the mask for a given resolution level.
diff --git a/linc_convert/utils/__init__.py b/linc_convert/utils/__init__.py
index fb295188..8abbdf80 100644
--- a/linc_convert/utils/__init__.py
+++ b/linc_convert/utils/__init__.py
@@ -1,2 +1,3 @@
 """Various utilities."""
-from . import logging
+
+from . import logging  # noqa: F401
diff --git a/linc_convert/utils/chunk_processing.py b/linc_convert/utils/chunk_processing.py
index d71cb2b9..ac6eaf61 100644
--- a/linc_convert/utils/chunk_processing.py
+++ b/linc_convert/utils/chunk_processing.py
@@ -1,26 +1,32 @@
+"""Utilities for Processing Array in Chunks."""
+
+from typing import Generator, Sequence
+
 import numpy as np
 
 from linc_convert.utils.math import ceildiv
 
 
-def chunk_slice_generator(arr_shape, chunk_shape):
+def chunk_slice_generator(
+        arr_shape: Sequence[int], chunk_shape: Sequence[int]
+        ) -> Generator:
     """
-    Generate slice indices for chunking an array based on its shape and the provided
-    chunk_shape
-    for the last dimensions.
+    Generate slice indices for chunking an array based on the chunk size.
 
     Parameters
     ----------
-        arr_shape (tuple): The shape of the array.
-        chunk_shape (tuple): A tuple of integers representing the chunk size for each
-        of the last dimensions.
+    arr_shape (tuple): The shape of the array.
+
+    chunk_shape (tuple): A tuple of integers representing the chunk size for each
+    of the last dimensions.
 
     Yields
     ------
-        tuple: A tuple (index, full_slice) where:
-            - index is a tuple representing the multi-index of the chunk.
-            - full_slice is a tuple of slice objects (prefixed by an Ellipsis to preserve any non-chunked dimensions)
-              that can be used to index into an array of shape arr_shape.
+    tuple: A tuple (index, full_slice) where:
+        - index is a tuple representing the multi-index of the chunk.
+        - full_slice is a tuple of slice objects (prefixed by an Ellipsis to preserve
+          any non-chunked dimensions) that can be used to index into an array of shape
+          arr_shape.
     """
     # Ensure chunk_shape is a tuple
     chunk_shape = tuple(chunk_shape)
@@ -33,9 +39,12 @@ def chunk_slice_generator(arr_shape, chunk_shape):
 
     # Generate all multi-indices for the chunk grid
     for index in np.ndindex(*n_chunks):
-        # Create slice objects for each dimension, ensuring we don't go beyond the array's bounds
-        slices = tuple(slice(i * c, min((i + 1) * c, dim))
-                       for i, c, dim in zip(index, chunk_shape, shape))
+        # Create slice objects for each dimension,
+        # ensuring we don't go beyond the array's bounds
+        slices = tuple(
+                slice(i * c, min((i + 1) * c, dim))
+                for i, c, dim in zip(index, chunk_shape, shape)
+                )
         # Prepend an Ellipsis to preserve any preceding (non-chunked) dimensions
         full_slice = (...,) + slices
         yield index, full_slice
diff --git a/linc_convert/utils/io/__init__.py b/linc_convert/utils/io/__init__.py
index e69de29b..a0072f0d 100644
--- a/linc_convert/utils/io/__init__.py
+++ b/linc_convert/utils/io/__init__.py
@@ -0,0 +1 @@
+"""Utils related to IO and file formats."""
diff --git a/linc_convert/utils/io/generate_pyramid.py b/linc_convert/utils/io/generate_pyramid.py
index c530a2b8..4c6d7456 100644
--- a/linc_convert/utils/io/generate_pyramid.py
+++ b/linc_convert/utils/io/generate_pyramid.py
@@ -1,6 +1,8 @@
+"""Functions related to generation of downsampled layers in ome-zarr."""
+
 import logging
 import math
-from typing import Optional
+from typing import Callable, Optional, Sequence
 
 import dask.array as da
 
@@ -8,10 +10,32 @@
 
 
 def default_levels(
-        spatial_shape: tuple,
-        spatial_chunk: tuple,
-        no_pyramid_axis: Optional[int]
+        spatial_shape: tuple, spatial_chunk: tuple, no_pyramid_axis: Optional[int]
         ) -> int:
+    """
+    Compute the default number of downsampling levels for a spatial pyramid.
+
+    For each axis in `spatial_shape` (except the one indexed by
+    `no_pyramid_axis`, if given), this computes how many times you can
+    halve the dimension (from `spatial_shape[i]`) by the corresponding chunk
+    size (`spatial_chunk[i]`) before reaching chunk ≤ 1, and returns the
+    maximum of those halving‐counts (rounded up), with a lower bound of 0.
+
+    Parameters
+    ----------
+    spatial_shape : tuple of int
+        The full size of each spatial dimension.
+    spatial_chunk : tuple of int
+        The chunk size used for each spatial dimension.
+    no_pyramid_axis : int or None
+        If not None, that axis index will be excluded when computing levels.
+
+    Returns
+    -------
+    int
+        The number of pyramid levels (≥ 0) needed to reduce all applicable
+        axes by repeated factors of two.
+    """
     default_levels = max(
             int(math.ceil(math.log2(s / spatial_chunk[i])))
             for i, s in enumerate(spatial_shape)
@@ -21,7 +45,30 @@ def default_levels(
     return levels
 
 
-def next_level_shape(prev_shape: tuple, no_pyramid_axis: Optional[int]) -> list:
+def next_level_shape(
+        prev_shape: Sequence[int], no_pyramid_axis: Optional[int]
+        ) -> list[int]:
+    """
+    Compute the shape of the next coarser level by halving each dimension.
+
+    Each axis in `prev_shape` is divided by two (integer division),
+    clamped to a minimum of 1, except for the axis indexed by
+    `no_pyramid_axis`, which remains unchanged.
+
+    Parameters
+    ----------
+    prev_shape : sequence of int
+        Shape of the current level (e.g., [N1, N2, …]).
+    no_pyramid_axis : int or None
+        Axis index to leave unchanged; if None, all axes are halved.
+
+    Returns
+    -------
+    list of int
+        New shape for the next level, same length as `prev_shape`,
+        with each entry equal to `max(1, prev_shape[i] // 2)` or
+        unchanged if `i == no_pyramid_axis`.
+    """
     new_shape = []
     for i, length in enumerate(prev_shape):
         if i == no_pyramid_axis:
@@ -31,10 +78,14 @@ def next_level_shape(prev_shape: tuple, no_pyramid_axis: Optional[int]) -> list:
     return new_shape
 
 
-def compute_next_level(arr, ndim, no_pyramid_axis=None, window_func=da.mean):
+def compute_next_level(
+        arr: da.Array,
+        ndim: int,
+        no_pyramid_axis: int | None = None,
+        window_func: Callable = da.mean,
+        ) -> da.Array:
     """
-    Compute the next (half-resolution) level of a dask array pyramid along the
-    last `ndim` dimensions, optionally skipping reduction along one axis.
+    Compute the next level of a dask array pyramid.
 
     Parameters
     ----------
@@ -60,9 +111,11 @@ def compute_next_level(arr, ndim, no_pyramid_axis=None, window_func=da.mean):
     # build the coarsening factors: 2 along each pyramid dim, except 1 if skip
     factors = {
         axis: (
-            1 if (no_pyramid_axis is not None and axis == pyramid_axes[
-                no_pyramid_axis]) or arr.shape[axis] == 1
-            else 2)
+            1
+            if (no_pyramid_axis is not None and axis == pyramid_axes[no_pyramid_axis])
+               or arr.shape[axis] == 1
+            else 2
+        )
         for axis in pyramid_axes
         }
     dtype = arr.dtype
diff --git a/linc_convert/utils/io/spool.py b/linc_convert/utils/io/spool.py
index b1ce6b64..0974199e 100644
--- a/linc_convert/utils/io/spool.py
+++ b/linc_convert/utils/io/spool.py
@@ -1,10 +1,13 @@
 """
+Reader for spool files set.
+
 The following script is derived from
 https://github.com/CBI-PITT/holis_tools/blob/main/holis_tools/zyla_spool_reader.py.
 
 Copyright (c) 2021, Alan M Watson
 
-For more information, see the [`holis_tools` LICENCE](https://github.com/CBI-PITT/holis_tools/blob/main/LICENCE)
+For more information, see the [`holis_tools` LICENCE](
+https://github.com/CBI-PITT/holis_tools/blob/main/LICENCE)
 """
 
 # stdlib
@@ -13,6 +16,8 @@
 import os
 import warnings
 from glob import glob
+from os import PathLike
+from typing import Iterator
 
 import numpy as np
 from scipy.io import loadmat
@@ -21,19 +26,30 @@
 
 
 class SpoolSetInterpreter:
-
-    def __init__(self, spool_set_path, info_file=None):
-        if os.path.isfile(spool_set_path) and \
-                os.path.splitext(spool_set_path)[-1] == '.zip':
+    """
+    Interpreter for a set of spool files produced by a Zyla camera.
+
+    This class loads spool files from a directory, parses acquisition parameters,
+    and provides methods to iterate over or assemble the image data.
+    """
+
+    def __init__(
+            self, spool_set_path: str | PathLike[str],
+            info_file: str | PathLike[str] = None
+            ) -> None:
+        if (
+                os.path.isfile(spool_set_path)
+                and os.path.splitext(spool_set_path)[-1] == ".zip"
+        ):
             raise NotImplementedError("Zip storage is not supported.")
             pass
         elif os.path.isdir(spool_set_path):
-            self.type = 'dir'
+            self.type = "dir"
             self.parent = spool_set_path
-            self.file_list = glob(os.path.join(spool_set_path, '*'))
+            self.file_list = glob(os.path.join(spool_set_path, "*"))
             self.spool_set = tuple([os.path.split(x)[-1] for x in self.file_list])
         else:
-            assert False, 'The input data structure is not a ZIP file or Directory'
+            assert False, "The input data structure is not a ZIP file or Directory"
 
         self._what_spool_format()
         self.spool_files = tuple(self._get_spool_names_in_order())  # In order
@@ -45,92 +61,99 @@ def __init__(self, spool_set_path, info_file=None):
             if os.path.isfile(info_file):
                 self._load_info_file(info_file)
             else:
-                warnings.warn('ERROR: Info file not found.')
-        self.assembled_spool_shape = (self.numDepths,
-                                      self.spool_shape[2],
-                                      self.spool_shape[0] * len(self.spool_files),
-                                      )
-
-    def _load_info_file(self, info_file):
+                warnings.warn("ERROR: Info file not found.")
+        self.assembled_spool_shape = (
+            self.numDepths,
+            self.spool_shape[2],
+            self.spool_shape[0] * len(self.spool_files),
+            )
+
+    def _load_info_file(self, info_file: str | PathLike[str]) -> None:
         loaded_info = loadmat(info_file)
         info = loaded_info.get("info", None)
         if info is None:
             warnings.warn("ERROR: 'info' structure not found in the MAT file.")
             return None
         try:
-            num_total_frames = int(info['camera'][0][0]['kineticSeriesLength'])
-            num_bg_frames = int(info['camera'][0][0]['backgroundFramesNum'])
+            num_total_frames = int(info["camera"][0][0]["kineticSeriesLength"])
+            num_bg_frames = int(info["camera"][0][0]["backgroundFramesNum"])
 
         except (KeyError, IndexError, ValueError) as e:
             warnings.warn(
-                    f"ERROR: Unable to extract frame information from info file. {e}")
+                    f"ERROR: Unable to extract frame information from info file. {e}"
+                    )
             return None
-        num_frames_per_spool = int(self.config['multiimage']['ImagesPerFile'])
+        num_frames_per_spool = int(self.config["multiimage"]["ImagesPerFile"])
         num_frames_to_load = num_total_frames - num_bg_frames
         num_spool_files_to_load = ceildiv(num_frames_to_load, num_frames_per_spool)
         self.spool_files = self.spool_files[:num_spool_files_to_load]
 
-    def _make_filename_from_spool_set(self, spool_entry):
+    def _make_filename_from_spool_set(
+            self, spool_entry: str | PathLike[str]
+            ) -> PathLike[str]:
         return os.path.join(self.parent, spool_entry)
 
     @property
-    def entries(self):
+    def entries(self) -> tuple[str, ...]:
+        """List of all entries (filenames) in the spool set."""
         return self.spool_set
 
-    def _what_spool_format(self):
-        if 'Spooled files.sifx' in self.entries:
-            format = 'zyla'
+    def _what_spool_format(self) -> None:
+        if "Spooled files.sifx" in self.entries:
+            format = "zyla"
         else:
             raise TypeError("Unknown or unsupported spool file format")
 
         self.format = format
 
-    def _list_spool_files(self):
-        return sorted(
-                tuple(
-                        [x for x in self.entries if '0spool.dat' in x]
-                        )
-                )
+    def _list_spool_files(self) -> list[str]:
+        return sorted(tuple([x for x in self.entries if "0spool.dat" in x]))
 
-    def _get_acquisitionparameters_str(self):
-        file = self._make_filename_from_spool_set('acquisitionmetadata.ini')
-        with open(file, 'rb') as f:
+    def _get_acquisitionparameters_str(self) -> None:
+        file = self._make_filename_from_spool_set("acquisitionmetadata.ini")
+        with open(file, "rb") as f:
             ini = f.read()
-        ini = ini.decode('UTF-8-sig')  # Encoding for acquisitionmetadata.ini
+        ini = ini.decode("UTF-8-sig")  # Encoding for acquisitionmetadata.ini
         self.acquisitionparameters_str = ini
 
-    def _get_config(self):
+    def _get_config(self) -> None:
         buf = io.StringIO(self.acquisitionparameters_str)
         self.config = configparser.ConfigParser()
         self.config.read_file(buf)
 
-    def _extract_config_values(self):
-        self.acquisition_metadata = {'height': self.config.getint('data', 'AOIHeight'),
-                                     'width': self.config.getint('data', 'AOIWidth'),
-                                     'stride': self.config.getint('data', 'AOIStride')}
+    def _extract_config_values(self) -> None:
+        self.acquisition_metadata = {
+            "height": self.config.getint("data", "AOIHeight"),
+            "width": self.config.getint("data", "AOIWidth"),
+            "stride": self.config.getint("data", "AOIStride"),
+            }
         # ini info
-        dtype = self.config.get('data', 'PixelEncoding')
+        dtype = self.config.get("data", "PixelEncoding")
 
-        if dtype == 'Mono16':
-            dtype = np.dtype('uint16')
-        elif dtype == 'Mono8':
-            dtype = np.dtype('uint8')
+        if dtype == "Mono16":
+            dtype = np.dtype("uint16")
+        elif dtype == "Mono8":
+            dtype = np.dtype("uint8")
 
-        self.acquisition_metadata['dtype'] = dtype
+        self.acquisition_metadata["dtype"] = dtype
         self.dtype = dtype
 
-        self.spool_nbytes = self.config.getint('data', 'ImageSizeBytes')
-        self.acquisition_metadata['nbytes'] = self.spool_nbytes
+        self.spool_nbytes = self.config.getint("data", "ImageSizeBytes")
+        self.acquisition_metadata["nbytes"] = self.spool_nbytes
 
-        self.acquisition_metadata['images'] = self.config.getint('multiimage',
-                                                                 'ImagesPerFile')
+        self.acquisition_metadata["images"] = self.config.getint(
+                "multiimage", "ImagesPerFile"
+                )
 
-        numDepths = self.acquisition_metadata['height']
-        numColumns = self.acquisition_metadata['stride'] // 2
-        imageBytes = self.acquisition_metadata['nbytes']
-        numFramesPerSpool = self.acquisition_metadata['images']
+        numDepths = self.acquisition_metadata["height"]
+        numColumns = self.acquisition_metadata["stride"] // 2
+        self.acquisition_metadata["nbytes"]
+        numFramesPerSpool = self.acquisition_metadata["images"]
 
-        if numDepths % 2:  # if there is an odd number of rows ->  KPEDIT - odd rows means 1 less column for some reason
+        if (
+                numDepths % 2
+        ):  # if there is an odd number of rows ->  KPEDIT - odd rows means 1 less
+            # column for some reason
             numRows = numDepths + 1
         else:
             numRows = numDepths + 2
@@ -138,50 +161,100 @@ def _extract_config_values(self):
         self.spool_shape = (numFramesPerSpool, numRows, numColumns)
         self.numDepths = numDepths
 
-    def _load_spool_file(self, spool_file_name):
+    def _load_spool_file(self, spool_file_name: str | PathLike[str]) -> np.ndarray:
+        """Load a single spool file into a NumPy array."""
         file = self._make_filename_from_spool_set(spool_file_name)
-        print(f'Reading file {spool_file_name}')
-        with open(file, 'rb') as f:
+        print(f"Reading file {spool_file_name}")
+        with open(file, "rb") as f:
             array = np.frombuffer(f.read(), dtype=self.dtype)
         return np.reshape(array, self.spool_shape)
 
-    def __getitem__(self, key):
+    def __getitem__(self, key: str | int) -> np.ndarray:
+        """
+        Retrieve a spool file by name or index.
+
+        Parameters
+        ----------
+        key: str | int
+            Filename (str) or index (int) in self.spool_files.
+
+        Returns
+        -------
+            The loaded spool data as an ndarray.
+        """
         if isinstance(key, str):
-            assert key in self.spool_files, 'Must be a spool file in self.spool_files OR integer index in self.spool_files'
+            assert key in self.spool_files, (
+                "Must be a spool file in self.spool_files OR integer index in "
+                "self.spool_files"
+            )
             return self._load_spool_file(key)
         elif isinstance(key, int):
             return self._load_spool_file(self.spool_files[key])
 
-    def __iter__(self):
+    def __iter__(self) -> Iterator[str]:
+        """
+        Iterate over all spool files in order.
+
+        Yields
+        ------
+        ndarrays for each spool file.
+        """
         yield from (self[x] for x in range(len(self)))
 
-    def __contains__(self, item):
+    def __contains__(self, item: str) -> bool:
+        """
+        Check if a given filename is part of the spool files.
+
+        Parameters
+        ----------
+        item : str
+            Filename to check.
+        """
         return item in self.spool_files
 
-    def __len__(self):
+    def __len__(self) -> int:
+        """
+        Return the number of spool files to be loaded.
+
+        Returns
+        -------
+        Length of self.spool_files.
+        """
         return len(self.spool_files)
 
-    def _get_spool_names_in_order(self):
+    def _get_spool_names_in_order(self) -> Iterator[str]:
         """
+        Get list of sorted spool names.
+
         Spool files are ordered sequentially in the order they were collected 0,1,2,
         ...,201,202,203,...
-        but file names are recorded as the reversed number padded to
-        10 digits (0000000000,1000000000,20000000000,...,1020000000,2020000000,3020000000,...) + spool.dat
+        but file names are recorded as the reversed number padded to 10 digits
+        (0000000000,1000000000,20000000000,...,1020000000,2020000000,3020000000,
+        ...) + spool.dat.
         """
         spool_files = self._list_spool_files()
         for idx in range(len(spool_files)):
             # Convert index to string, pad with zeros to 10 digits and reverse
             tmp = str(idx).zfill(10)[::-1]
-            tmp = f'{tmp}spool.dat'
+            tmp = f"{tmp}spool.dat"
             if tmp in spool_files:
                 yield tmp
             else:
                 warnings.warn(f"{tmp} not located in spool directory")
 
-    def assemble(self):
+    def assemble(self) -> np.ndarray:
+        """
+        Assemble all spool files into a single 3D volume.
+
+        Returns
+        -------
+        A NumPy array of shape (frames_total, rows, columns),
+        where frames_total = images_per_file * number_of_files.
+        """
         axis_0_shape = self.spool_shape[0]
-        canvas = np.zeros((axis_0_shape * len(self), *self.spool_shape[1:]),
-                          dtype=self.dtype)
+        canvas = np.zeros(
+                (axis_0_shape * len(self), *self.spool_shape[1:]), dtype=self.dtype
+                )
         for idx, spool_file in enumerate(self):
             start = idx * axis_0_shape
             stop = start + axis_0_shape
@@ -189,5 +262,13 @@ def assemble(self):
         return canvas
 
     # this is the modified version for lsm pipeline
-    def assemble_cropped(self):
-        return self.assemble().transpose(1, 2, 0)[:self.numDepths, :, :]
+    def assemble_cropped(self) -> np.ndarray:
+        """
+        Assemble and transpose the volume, then crop to original depth.
+
+        Returns
+        -------
+        A NumPy array transposed to (height, width, frames)
+        and cropped to self.numDepths along the first axis.
+        """
+        return self.assemble().transpose(1, 2, 0)[: self.numDepths, :, :]
diff --git a/linc_convert/utils/io/zarr/__init__.py b/linc_convert/utils/io/zarr/__init__.py
index 9ef2aad8..a3adba29 100644
--- a/linc_convert/utils/io/zarr/__init__.py
+++ b/linc_convert/utils/io/zarr/__init__.py
@@ -1,16 +1,27 @@
 """ZarrIO module for handling Zarr data structures."""
-import logging
-import warnings
 
-logger = logging.getLogger(__name__)
+import warnings
 
 from .abc import ZarrArray, ZarrGroup, ZarrNode
 from .drivers.zarr_python import ZarrPythonArray, ZarrPythonGroup
 from .factory import from_config, open, open_group
 
 try:
-    import tensorstore as TS
+    import tensorstore as TS  # noqa: F401
 
     from .drivers.tensorstore import ZarrTSArray, ZarrTSGroup
 except ImportError:
     warnings.warn("Tensorstore is not installed, driver disabled")
+
+__all__ = [
+    ZarrArray,
+    ZarrGroup,
+    ZarrNode,
+    ZarrPythonArray,
+    ZarrPythonGroup,
+    from_config,
+    open,
+    open_group,
+    "ZarrTSArray",
+    "ZarrTSGroup",
+    ]
diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index 74ef1908..bb4d8c73 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -1,5 +1,6 @@
 """Abstract base classes for ZarrIO interfaces."""
 
+import logging
 from abc import ABC, abstractmethod
 from numbers import Number
 from os import PathLike
@@ -30,7 +31,6 @@
     default_levels,
     next_level_shape,
 )
-from linc_convert.utils.io.zarr import logger
 from linc_convert.utils.zarr_config import ZarrConfig
 
 NiftiHeaderLike = Union[Nifti1Header, Nifti2Header]
@@ -210,6 +210,7 @@ def generate_pyramid(
         shapes : list[list[int]]
             Shapes of each level, from finest to coarsest.
         """
+        logger = logging.getLogger(__name__)
         base = self["0"]
         batch_shape, spatial_shape = base.shape[:-ndim], base.shape[-ndim:]
         all_shapes = [spatial_shape]
diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index 0c10ebd7..d5631a14 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -1,4 +1,5 @@
 """TensorStore driver for Zarr arrays and groups."""
+
 import json
 import math
 import os
@@ -126,7 +127,6 @@ def open(
         return cls(ts_array)
 
 
-
 class ZarrTSGroup(ZarrGroup):
     """Zarr Group implementation using TensorStore as backend."""
 
@@ -161,8 +161,9 @@ def from_config(cls, zarr_config: ZarrConfig) -> "ZarrTSGroup":
         -------
         ZarrTSGroup
         """
-        return cls.open(zarr_config.out, mode="a",
-                        zarr_version=zarr_config.zarr_version)
+        return cls.open(
+                zarr_config.out, mode="a", zarr_version=zarr_config.zarr_version
+                )
 
     @classmethod
     def open(
@@ -236,9 +237,7 @@ def __delitem__(self, name: str) -> None:
     def keys(self) -> Iterator[str]:
         """Get the names of all subgroups and arrays in this group."""
         return (
-            p.name
-            for p in self._path.iterdir()
-            if p.is_dir() and _detect_metadata(p)
+            p.name for p in self._path.iterdir() if p.is_dir() and _detect_metadata(p)
             )
 
     def __contains__(self, name: str) -> bool:
@@ -293,8 +292,9 @@ def create_array(
         ZarrTSArray
         """
         if zarr_config is None:
-            conf = default_write_config(self._path / name, shape=shape, dtype=dtype,
-                                        **kwargs)
+            conf = default_write_config(
+                    self._path / name, shape=shape, dtype=dtype, **kwargs
+                    )
         else:
             conf = default_write_config(
                     self._path / name,
@@ -554,24 +554,24 @@ def _detect_metadata(path: PathLike) -> Optional[Tuple[str, int]]:
     Checks zarr.json (v3), then .zarray/.zgroup (v2).
     """
     # Zarr v3
-    z3 = path / 'zarr.json'
+    z3 = path / "zarr.json"
     if z3.is_file():
         try:
             meta = json.loads(z3.read_text())
-            fmt = meta.get('zarr_format')
+            fmt = meta.get("zarr_format")
             if fmt == 3:
-                node = meta.get('node_type', 'array')
-                if node in ('array', 'group'):
+                node = meta.get("node_type", "array")
+                if node in ("array", "group"):
                     return node, 3
         except json.JSONDecodeError:
             pass
     # Zarr v2
-    for fname, ntype in (('.zarray', 'array'), ('.zgroup', 'group')):
+    for fname, ntype in ((".zarray", "array"), (".zgroup", "group")):
         f = path / fname
         if f.is_file():
             try:
                 meta = json.loads(f.read_text())
-                if meta.get('zarr_format') == 2:
+                if meta.get("zarr_format") == 2:
                     return ntype, 2
             except json.JSONDecodeError:
                 pass
@@ -730,10 +730,8 @@ def default_write_config(
 def _init_group(group_path: PathLike, version: int) -> None:
     group_path.mkdir(parents=True, exist_ok=True)
     if version == 3:
-        (group_path / 'zarr.json').write_text(
-                json.dumps({'zarr_format': 3, 'node_type': 'group'})
+        (group_path / "zarr.json").write_text(
+                json.dumps({"zarr_format": 3, "node_type": "group"})
                 )
     else:
-        (group_path / '.zgroup').write_text(
-                json.dumps({'zarr_format': 2})
-                )
+        (group_path / ".zgroup").write_text(json.dumps({"zarr_format": 2}))
diff --git a/linc_convert/utils/io/zarr/drivers/zarr_python.py b/linc_convert/utils/io/zarr/drivers/zarr_python.py
index b21e9e3b..66e9b6b7 100644
--- a/linc_convert/utils/io/zarr/drivers/zarr_python.py
+++ b/linc_convert/utils/io/zarr/drivers/zarr_python.py
@@ -1,4 +1,5 @@
 """ZarrIO Implementation using the zarr-python library."""
+
 import ast
 from numbers import Number
 from typing import (
@@ -99,7 +100,7 @@ class ZarrPythonGroup(ZarrGroup):
     def __init__(self, zarr_group: zarr.Group) -> None:
         """
         Initialize the ZarrPythonGroup with a zarr.Group.
-        
+
         Parameters
         ----------
         zarr_group : zarr.Group
@@ -110,13 +111,17 @@ def __init__(self, zarr_group: zarr.Group) -> None:
         self._zgroup = zarr_group
 
     @classmethod
-    def from_config(cls, zarr_config: ZarrConfig) -> 'ZarrPythonGroup':
+    def from_config(cls, zarr_config: ZarrConfig) -> "ZarrPythonGroup":
         """Create a Zarr group from a configuration object."""
         store = zarr.storage.LocalStore(zarr_config.out)
-        return cls(zarr.group(store=store,
-                              # TODO: figure out overwrite
-                              # overwrite=overwrite,
-                              zarr_format=zarr_config.zarr_version))
+        return cls(
+                zarr.group(
+                        store=store,
+                        # TODO: figure out overwrite
+                        # overwrite=overwrite,
+                        zarr_format=zarr_config.zarr_version,
+                        )
+                )
 
     @property
     def attrs(self) -> Mapping[str, Any]:
@@ -173,7 +178,7 @@ def create_array(
             *,
             zarr_config: ZarrConfig = None,
             data: Optional[ArrayLike] = None,
-            **kwargs: Unpack[ZarrArrayConfig]
+            **kwargs: Unpack[ZarrArrayConfig],
             ) -> ZarrPythonArray:
         """Create a new array within this group."""
         if zarr_config is None:
@@ -195,17 +200,17 @@ def create_array(
             "order": zarr_config.order,
             "dtype": np.dtype(dtype).str,
             "fill_value": None,
-            "compressors": _make_compressor(compressor, zarr_config.zarr_version,
-                                            **compressor_opt),
+            "compressors": _make_compressor(
+                    compressor, zarr_config.zarr_version, **compressor_opt
+                    ),
             }
 
         chunk_key_encoding = _dimension_separator_to_chunk_key_encoding(
-                zarr_config.dimension_separator, zarr_config.zarr_version)
+                zarr_config.dimension_separator, zarr_config.zarr_version
+                )
         if chunk_key_encoding:
             opt["chunk_key_encoding"] = chunk_key_encoding
-        arr = self._zgroup.create_array(name=name,
-                                        shape=shape,
-                                        **opt)
+        arr = self._zgroup.create_array(name=name, shape=shape, **opt)
         if data:
             arr[:] = data
         return ZarrPythonArray(arr)
@@ -215,10 +220,10 @@ def create_array_from_base(
             name: str,
             shape: Sequence[int],
             data: ArrayLike = None,
-            **kwargs: Unpack[ZarrArrayConfig]
+            **kwargs: Unpack[ZarrConfig],
             ) -> ZarrPythonArray:
         """Create a new array using the properties from a base_level object."""
-        base_level = self['0']
+        base_level = self["0"]
         opts = dict(
                 dtype=base_level.dtype,
                 chunks=base_level.chunks,
@@ -227,8 +232,9 @@ def create_array_from_base(
                 compressors=getattr(base_level._array, "compressors", None),
                 fill_value=getattr(base_level._array, "fill_value", None),
                 order=getattr(base_level._array, "order", None),
-                attributes=getattr(getattr(base_level._array, "metadata", None),
-                                   "attributes", None),
+                attributes=getattr(
+                        getattr(base_level._array, "metadata", None), "attributes", None
+                        ),
                 overwrite=True,
                 )
         # Handle extra options based on metadata type
@@ -236,7 +242,8 @@ def create_array_from_base(
         if meta is not None:
             if hasattr(meta, "dimension_separator"):
                 opts["chunk_key_encoding"] = _dimension_separator_to_chunk_key_encoding(
-                        meta.dimension_separator, 2)
+                        meta.dimension_separator, 2
+                        )
             if hasattr(meta, "chunk_key_encoding"):
                 opts["chunk_key_encoding"] = getattr(meta, "chunk_key_encoding", None)
             if hasattr(base_level, "serializer"):
@@ -253,9 +260,7 @@ def create_array_from_base(
 
 
 def _make_compressor(
-        name: str | None,
-        zarr_version: Literal[2, 3],
-        **prm: dict
+        name: str | None, zarr_version: Literal[2, 3], **prm: dict
         ) -> CompressorsLike:
     """Build compressor object from name and options."""
     if not isinstance(name, str):
@@ -280,49 +285,49 @@ def _make_compressor(
     name = name.lower()
 
     if name not in compressor_map:
-        raise ValueError('Unknown compressor', name)
+        raise ValueError("Unknown compressor", name)
     Compressor = compressor_map[name]
 
     return Compressor(**prm)
 
 
 def _dimension_separator_to_chunk_key_encoding(
-        dimension_separator: Literal[".", "/"],
-        zarr_version: Literal[2, 3]) -> ChunkKeyEncodingLike:
+        dimension_separator: Literal[".", "/"], zarr_version: Literal[2, 3]
+        ) -> ChunkKeyEncodingLike:
     dimension_separator = dimension_separator
-    if dimension_separator == '.' and zarr_version == 2:
+    if dimension_separator == "." and zarr_version == 2:
         pass
-    elif dimension_separator == '/' and zarr_version == 3:
+    elif dimension_separator == "/" and zarr_version == 3:
         pass
     else:
         dimension_separator = ChunkKeyEncodingParams(
                 name="default" if zarr_version == 3 else "v2",
-                separator=dimension_separator)
+                separator=dimension_separator
+                )
         return dimension_separator
 
 
-SHARD_FILE_SIZE_LIMIT = (2 *  # compression ratio
-                         2 *  # TB
-                         2 ** 30  # GB->Bytes
-                         )
+SHARD_FILE_SIZE_LIMIT = (
+        2  # compression ratio
+        * 2  # TB
+        * 2 ** 30  # GB->Bytes
+)
 
 
 def _compute_zarr_layout(
-        shape: tuple,
-        dtype: DTypeLike,
-        zarr_config: ZarrConfig
+        shape: tuple, dtype: DTypeLike, zarr_config: ZarrConfig
         ) -> tuple[tuple, tuple | None]:
     ndim = len(shape)
     if ndim == 5:
         if zarr_config.no_time:
-            raise ValueError('no_time is not supported for 5D data')
+            raise ValueError("no_time is not supported for 5D data")
         chunk_tc = (
             1 if zarr_config.chunk_time else shape[0],
             1 if zarr_config.chunk_channels else shape[1],
             )
         shard_tc = (
             chunk_tc[0] if zarr_config.shard_time else shape[0],
-            chunk_tc[1] if zarr_config.shard_channels else shape[1]
+            chunk_tc[1] if zarr_config.shard_channels else shape[1],
             )
 
     elif ndim == 4:
@@ -399,8 +404,9 @@ def _compute_zarr_layout(
                     M[i] = candidate
                     improved = True
             # Remove dimensions that have reached or exceeded the data size.
-            free_dims = [i for i in free_dims if
-                         M[i] * chunk_spatial[i] < shape_spatial[i]]
+            free_dims = [
+                i for i in free_dims if M[i] * chunk_spatial[i] < shape_spatial[i]
+                ]
         shard = tuple(M[i] * chunk_spatial[i] for i in range(dims))
 
     shard = shard_tc + shard + shard[-1:] * max(0, 3 - len(shard))
diff --git a/linc_convert/utils/io/zarr/drivers/zarrita.py b/linc_convert/utils/io/zarr/drivers/zarrita.py
index 6c8ac3fa..57428e8b 100644
--- a/linc_convert/utils/io/zarr/drivers/zarrita.py
+++ b/linc_convert/utils/io/zarr/drivers/zarrita.py
@@ -1,2 +1,3 @@
 """Zarrita driver for Zarr groups and arrays."""
+
 raise NotImplementedError
diff --git a/linc_convert/utils/io/zarr/factory.py b/linc_convert/utils/io/zarr/factory.py
index 9cac6806..dcb8c308 100644
--- a/linc_convert/utils/io/zarr/factory.py
+++ b/linc_convert/utils/io/zarr/factory.py
@@ -1,5 +1,8 @@
 """Factory module for creating/opening Zarr Nodes with different drivers."""
+
 import warnings
+from os import PathLike
+from typing import Literal
 
 from linc_convert.utils.io.zarr import ZarrNode
 from linc_convert.utils.io.zarr.abc import ZarrGroup
@@ -9,12 +12,8 @@
     )
 from linc_convert.utils.zarr_config import DriverLike, ZarrConfig
 
-_DRIVER_ARRAY = {
-    "zarr-python": ZarrPythonArray
-    }
-_DRIVER_GROUP = {
-    "zarr-python": ZarrPythonGroup
-    }
+_DRIVER_ARRAY = {"zarr-python": ZarrPythonArray}
+_DRIVER_GROUP = {"zarr-python": ZarrPythonGroup}
 
 try:
     from linc_convert.utils.io.zarr.drivers.tensorstore import ZarrTSArray, ZarrTSGroup
@@ -25,11 +24,59 @@
     warnings.warn(f"Tensorstore driver not available: {e}.")
 
 
-def open(driver: DriverLike) -> ZarrNode:
+def open(
+        path: str | PathLike[str],
+        mode: Literal["r", "r+", "a", "w", "w-"] = "a",
+        zarr_version: Literal[2, 3] = 3,
+        driver: DriverLike = "zarr-python",
+        ) -> ZarrNode:
+    """
+    Open a Zarr Node (Array or Group) based on the specified driver.
+
+    Parameters
+    ----------
+    path : str | PathLike[str]
+        Path to the Zarr Node.
+    mode : Literal["r", "r+", "a", "w", "w-]
+        Mode in which to open the Zarr Node.
+    zarr_version : Literal[2, 3]
+        Zarr version to use (default is 3).
+    driver : DriverLike
+        Driver to use for opening the Zarr Node (default is "zarr-python").
+
+    Returns
+    -------
+    ZarrNode
+        An instance of ZarrNode, which can be either a ZarrArray or Zarr
+    """
     raise NotImplementedError
 
 
-def open_group(driver: DriverLike) -> ZarrGroup:
+def open_group(
+        path: str | PathLike[str],
+        mode: Literal["r", "r+", "a", "w", "w-"] = "a",
+        zarr_version: Literal[2, 3] = 3,
+        driver: DriverLike = "zarr-python",
+        ) -> ZarrGroup:
+    """
+    Open a Zarr Group based on the specified driver.
+
+    Parameters
+    ----------
+    path : str | PathLike[str]
+        Path to the Zarr Group.
+    mode : Literal["r", "r+", "a", "w", "w-"]
+        Mode in which to open the Zarr Group.
+    zarr_version : Literal[2, 3]
+        Zarr version to use (default is 3).
+    driver : DriverLike
+        Driver to use for opening the Zarr Group (default is "zarr-python").
+
+    Returns
+    -------
+    ZarrGroup
+        An instance of ZarrGroup based on the specified driver.
+    """
     raise NotImplementedError
 
 
diff --git a/linc_convert/utils/logging.py b/linc_convert/utils/logging.py
index 90b47778..7a3f2422 100644
--- a/linc_convert/utils/logging.py
+++ b/linc_convert/utils/logging.py
@@ -1,21 +1,27 @@
+"""Logging utility for the linc_convert application."""
+
 import logging
+from os import PathLike
 
 logger = logging.getLogger()
 
 
-def setup_logging():
+def setup_logging() -> None:
+    """Set up the logging configuration for the application."""
     logging.basicConfig(
             level=logging.INFO,
-            format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
+            format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
             )
     logging.captureWarnings(True)
 
 
-def add_file_handler(log_file_path=None):
+def add_file_handler(log_file_path: str | PathLike[str] = None) -> None:
+    """Add a file handler to the logger to log messages to a file."""
     file_handler = logging.FileHandler(log_file_path)
     file_handler.setLevel(logging.DEBUG)
     file_formatter = logging.Formatter(
-            '%(asctime)s - %(name)s - %(levelname)s - %(message)s')
+            "%(asctime)s - %(name)s - %(levelname)s - %(message)s"
+            )
     file_handler.setFormatter(file_formatter)
     logger.addHandler(file_handler)
 
diff --git a/linc_convert/utils/zarr_config.py b/linc_convert/utils/zarr_config.py
index 392b3690..bc009aa1 100644
--- a/linc_convert/utils/zarr_config.py
+++ b/linc_convert/utils/zarr_config.py
@@ -1,4 +1,5 @@
 """Configuration related to output Zarr Archive."""
+
 import logging
 import os
 from dataclasses import dataclass, replace
@@ -141,15 +142,18 @@ def set_default_name(self, name: str) -> None:
         if os.path.exists(self.out) and not self.overwrite:
             answer = input(
                     f"The output path '{self.out}' already exists. Do you want to "
-                    f"overwrite it? (y/n): ")
+                    f"overwrite it? (y/n): "
+                    )
             if answer.lower() not in ("y", "yes"):
                 raise FileExistsError(
                         f"Output path '{self.out}' exists and overwrite was not "
-                        f"confirmed.")
+                        f"confirmed."
+                        )
 
 
-def update_default_config(zarr_config: ZarrConfig | None,
-                          **kwargs: Unpack[ZarrConfig]) -> ZarrConfig:
+def update_default_config(
+        zarr_config: ZarrConfig | None, **kwargs: Unpack[ZarrConfig]
+        ) -> ZarrConfig:
     """
     Merge user overrides into an existing ZarrConfig or create a new one.
 
diff --git a/tests/conftest.py b/tests/conftest.py
index 04b9f668..0e66b025 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -16,10 +16,10 @@
 
 @pytest.fixture(scope="session")
 def test_data_heavy_dir(request):
-    data_dir = Path(__file__).parent / "data"
+    data_dir = Path(__file__).parent / "data" / "000051" / "sourcedata"
     if not any(data_dir.iterdir()):
         subprocess.check_call(DOWNLOAD_CMD)
-    yield data_dir / "000051" / "sourcedata"
+    yield data_dir
     if request.node.get_closest_marker("golden"):
         print("updating dandi archive")
     # if request.config.getoption("--upload-data"):

From 5692afa4123bd2a2b812fba0e355bea383e7bdcd Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 24 Jul 2025 10:00:54 -0400
Subject: [PATCH 123/157] docs

---
 linc_convert/modalities/df/multi_slice.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/linc_convert/modalities/df/multi_slice.py b/linc_convert/modalities/df/multi_slice.py
index 66ebd34c..da6fbe03 100644
--- a/linc_convert/modalities/df/multi_slice.py
+++ b/linc_convert/modalities/df/multi_slice.py
@@ -65,7 +65,7 @@ def convert(
     * the second letter corresponds to the vertical dimension and
       indicates the anatomical meaning of the _bottom_ of the jp2 image,
     * the third letter corresponds to the slice dimension and
-      indicates the anatomical meaninff of the _end_ of the stack.
+      indicates the anatomical meaning of the _end_ of the stack.
 
     We also provide the aliases
 

From d9635b4d35d4e2c39fc8b23079ffda3dbefd2576 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Fri, 1 Aug 2025 11:09:57 -0400
Subject: [PATCH 124/157] style: fix indent

---
 linc_convert/modalities/df/multi_slice.py     | 10 ++--
 linc_convert/modalities/df/single_slice.py    |  6 +--
 linc_convert/modalities/lsm/mosaic.py         | 18 +++----
 linc_convert/modalities/lsm/multi_slice.py    | 14 ++---
 linc_convert/modalities/lsm/spool.py          | 24 ++++-----
 linc_convert/modalities/psoct/_utils.py       |  4 +-
 linc_convert/modalities/psoct/multi_slice.py  | 10 ++--
 .../modalities/psoct/single_volume.py         | 10 ++--
 .../modalities/wk/webknossos_annotation.py    | 15 +++---
 linc_convert/utils/chunk_processing.py        |  4 +-
 linc_convert/utils/io/_array_wrapper.py       |  2 +-
 linc_convert/utils/io/generate_pyramid.py     | 10 ++--
 linc_convert/utils/io/spool.py                | 14 ++---
 linc_convert/utils/io/zarr/__init__.py        |  2 +-
 linc_convert/utils/io/zarr/abc.py             | 12 ++---
 .../utils/io/zarr/drivers/tensorstore.py      | 52 +++++++++----------
 .../utils/io/zarr/drivers/zarr_python.py      | 42 +++++++--------
 linc_convert/utils/io/zarr/factory.py         |  6 +--
 linc_convert/utils/logging.py                 |  4 +-
 linc_convert/utils/orientation.py             |  4 +-
 linc_convert/utils/unit.py                    | 38 +++++++-------
 linc_convert/utils/zarr_config.py             |  6 +--
 tests/test_df_multi_slice.py                  |  8 +--
 tests/test_df_single_slice.py                 |  8 +--
 tests/test_lsm_mosaic.py                      |  6 +--
 tests/test_lsm_multi_slice.py                 |  6 +--
 tests/test_lsm_spool.py                       |  4 +-
 tests/test_oct_multi_slice.py                 | 18 ++++---
 tests/test_oct_single_volume.py               | 26 ++++++----
 tests/test_wk.py                              |  3 +-
 tests/utils/compare_file.py                   |  3 +-
 tests/utils/generate_trusted_result.py        |  2 +-
 tests/utils/sample_data.py                    |  6 +--
 33 files changed, 201 insertions(+), 196 deletions(-)

diff --git a/linc_convert/modalities/df/multi_slice.py b/linc_convert/modalities/df/multi_slice.py
index da6fbe03..6289792c 100644
--- a/linc_convert/modalities/df/multi_slice.py
+++ b/linc_convert/modalities/df/multi_slice.py
@@ -43,7 +43,7 @@ def convert(
         center: bool = True,
         thickness: float | None = None,
         **kwargs: Unpack[ZarrConfig],
-        ) -> None:
+) -> None:
     """
     Convert JPEG2000 files generated by MBF-Neurolucida into a Zarr pyramid.
 
@@ -135,7 +135,7 @@ def convert(
                     idx,
                     "with size",
                     subdat_size,
-                    )
+            )
 
             # offset while attaching
             x = floordiv(shape[-2] - subdat_size[-2], 2)
@@ -158,11 +158,11 @@ def convert(
                             start_x, end_x = (
                                 i * max_load,
                                 min((i + 1) * max_load, subdat_size[-2]),
-                                )
+                            )
                             start_y, end_y = (
                                 j * max_load,
                                 min((j + 1) * max_load, subdat_size[-1]),
-                                )
+                            )
 
                             array[
                             channel,
@@ -187,7 +187,7 @@ def convert(
             space_scale=[1.0] + list(get_pixelsize(j2k)),
             multiscales_type="jpeg2000",
             no_pool=0,
-            )
+    )
 
     # Write NIfTI-Zarr header
     # NOTE: we use nifti2 because dimensions typically do not fit in a short
diff --git a/linc_convert/modalities/df/single_slice.py b/linc_convert/modalities/df/single_slice.py
index 5d398dc0..bd1c8e7d 100644
--- a/linc_convert/modalities/df/single_slice.py
+++ b/linc_convert/modalities/df/single_slice.py
@@ -36,7 +36,7 @@ def convert(
         center: bool = True,
         thickness: float | None = None,
         **kwargs: Unpack[ZarrConfig],
-        ) -> None:
+) -> None:
     """
     Convert a JPEG2000 file generated by MBF-Neurolucida into a Zarr pyramid.
 
@@ -94,7 +94,7 @@ def convert(
         print("Convert level", level, "with shape", shape)
         array = omz.create_array(
                 str(level), shape=shape, zarr_config=zarr_config, dtype=j2k.dtype
-                )
+        )
 
         if max_load is None or (shape[-2] < max_load and shape[-1] < max_load):
             array[...] = subdat[...]
@@ -120,7 +120,7 @@ def convert(
     axes = ["c", "y", "x"] if has_channel else ["y", "x"]
     omz.write_ome_metadata(
             axes=axes, space_scale=get_pixelsize(j2k), multiscales_type="jpeg2000"
-            )
+    )
 
     if not zarr_config.nii:
         print("done.")
diff --git a/linc_convert/modalities/lsm/mosaic.py b/linc_convert/modalities/lsm/mosaic.py
index 8a0da4bd..a6910574 100644
--- a/linc_convert/modalities/lsm/mosaic.py
+++ b/linc_convert/modalities/lsm/mosaic.py
@@ -37,7 +37,7 @@ def convert(
         thickness: float | None = None,
         voxel_size: list[float] = (1, 1, 1),
         **kwargs: Unpack[ZarrConfig],
-        ) -> None:
+) -> None:
     """
     Convert a collection of tiff files generated by the LSM pipeline into ZARR.
 
@@ -89,7 +89,7 @@ def convert(
             r"_y(?P<y>[0-9]+)"
             r"("
             r"?P<suffix>\w*)$"
-            )
+    )
 
     all_chunks_dirnames = list(sorted(glob(os.path.join(inp, "*_z*_y*"))))
     all_chunks_info = dict(
@@ -104,10 +104,10 @@ def convert(
                         z=[],
                         c=[],
                         yx_shape=[],
-                        )
+                )
                 for _ in range(len(all_chunks_dirnames))
-                ],
-            )
+            ],
+    )
 
     # parse all directory names
     for dirname in all_chunks_dirnames:
@@ -142,7 +142,7 @@ def convert(
                     os.path.basename(dirname) + r"_plane(?P<z>[0-9]+)"
                                                 r"_c(?P<c>[0-9]+)"
                                                 r".tiff$"
-                    )
+            )
 
             for fname in planes_filenames:
                 parsed = PLANE_PATTERN.fullmatch(os.path.basename(fname))
@@ -182,7 +182,7 @@ def convert(
     omz = from_config(zarr_config)
     arr = omz.create_array(
             "0", shape=[nchannels, *fullshape], dtype="float64", zarr_config=zarr_config
-            )
+    )
 
     print("Write level 0 with shape", [nchannels, *fullshape])
     for i, dirname in enumerate(all_chunks_info["dirname"]):
@@ -200,13 +200,13 @@ def convert(
                     f"Write plane "
                     f"({subc}, {zstart + subz}, {ystart}:{ystart + yx_shape[0]})",
                     end="\r",
-                    )
+            )
             slicer = (
                 subc,
                 zstart + subz,
                 slice(ystart, ystart + yx_shape[0]),
                 slice(None),
-                )
+            )
 
             f = TiffFile(fname)
             arr[slicer] = f.asarray()
diff --git a/linc_convert/modalities/lsm/multi_slice.py b/linc_convert/modalities/lsm/multi_slice.py
index 76794ebf..d19b06d3 100644
--- a/linc_convert/modalities/lsm/multi_slice.py
+++ b/linc_convert/modalities/lsm/multi_slice.py
@@ -39,7 +39,7 @@ def convert(
         thickness: float | None = None,
         voxel_size: list[float] = (1, 1, 1),
         **kwargs: Unpack[ZarrConfig],
-        ) -> None:
+) -> None:
     """
     Convert a collection of tiff files generated by the LSM pipeline into a Zarr.
 
@@ -99,7 +99,7 @@ def convert(
             r"_z(?P<z>[0-9]+)"
             r"("
             r"?P<suffix>\w*)$"
-            )
+    )
 
     all_chunks_filenames = list(sorted(glob(os.path.join(inp, "*_y*_z*.tiff"))))
     all_chunks_info = dict(filename=[], prefix=[], suffix=[], z=[], y=[])
@@ -108,7 +108,7 @@ def convert(
     for filename in all_chunks_filenames:
         parsed = CHUNK_PATTERN.fullmatch(
                 os.path.splitext(os.path.basename(filename))[0]
-                )
+        )
         all_chunks_info["filename"].append(filename)
         all_chunks_info["prefix"].append(parsed.group("prefix"))
         all_chunks_info["suffix"].append(parsed.group("suffix"))
@@ -118,7 +118,7 @@ def convert(
     # default output name
     zarr_config.set_default_name(
             all_chunks_info["prefix"][0] + all_chunks_info["suffix"][0]
-            )
+    )
 
     # parse all individual file names
     nchunkz = max(all_chunks_info["z"])
@@ -165,7 +165,7 @@ def convert(
     # write first level
     array = omz.create_array(
             "0", shape=fullshape, dtype=np.dtype(dtype).str, zarr_config=zarr_config
-            )
+    )
 
     print("Write level 0 with shape", fullshape)
 
@@ -190,12 +190,12 @@ def convert(
                 f"Write plane "
                 f"( {zstart} :{zstart + len(pages)}, {ystart}:{ystart + dat.shape[1]})",
                 end="\r",
-                )
+        )
         slicer = (
             slice(zstart, zstart + len(pages)),
             slice(ystart, ystart + dat.shape[1]),
             slice(None),
-            )
+        )
         array[slicer] = dat
     print("")
     omz.generate_pyramid(mode="median")
diff --git a/linc_convert/modalities/lsm/spool.py b/linc_convert/modalities/lsm/spool.py
index 50ebf4b3..522f93f3 100644
--- a/linc_convert/modalities/lsm/spool.py
+++ b/linc_convert/modalities/lsm/spool.py
@@ -41,7 +41,7 @@ def convert(
         voxel_size: list[float] = (1, 1, 1),
         zarr_config: ZarrConfig | None = None,
         **kwargs: Unpack[ZarrConfig],
-        ) -> None:
+) -> None:
     """
     Convert a collection of spool files generated by the LSM pipeline into Zarr.
 
@@ -96,7 +96,7 @@ def convert(
             r"_y(?P<y>[0-9]+)"
             r"_z(?P<z>[0-9]+)"
             r"(?P<suffix>\w*)$"
-            )
+    )
 
     all_tiles_folders_names = sorted(glob(os.path.join(inp, "*_y*_z*_HR/")))
     if not all_tiles_folders_names:
@@ -106,7 +106,7 @@ def convert(
     tiles_info_by_index = {}
     TileInfo = namedtuple(
             "TileInfo", ["prefix", "run", "y", "z", "suffix", "filename", "reader"]
-            )
+    )
     for tile_folder_name in all_tiles_folders_names:
         tile_folder_name = tile_folder_name.rstrip("/")
         parsed = CHUNK_PATTERN.fullmatch(os.path.basename(tile_folder_name))
@@ -118,14 +118,14 @@ def convert(
                 parsed.group("suffix"),
                 tile_folder_name,
                 SpoolSetInterpreter(tile_folder_name, tile_folder_name + "_info.mat"),
-                )
+        )
         all_tiles_info.append(tile)
         # Check for duplicate tiles
         if (tile.y, tile.z) in tiles_info_by_index:
             raise ValueError(
                     f"Duplicate tile, file {tile.filename} conflicts with "
                     f"{tiles_info_by_index[(tile.y, tile.z)].filename}"
-                    )
+            )
         tiles_info_by_index[(tile.y, tile.z)] = tile
 
     # Set default output path if not provided
@@ -175,7 +175,7 @@ def convert(
         y_idxs, z_idxs = np.where(diff_sx)
         raise ValueError(
                 f"Inconsistent x shapes at indices: {list(zip(y_idxs, z_idxs))}"
-                )
+        )
     for y_tile in range(min_y_tile, max_y_tile + 1):
         if y_tile not in expected_sy:
             raise ValueError(f"Missing y tile {y_tile}")
@@ -184,7 +184,7 @@ def convert(
             y_idxs, z_idxs = np.where(diff_sy)
             raise ValueError(
                     f"Inconsistent y shapes at tiles: {list(zip(y_idxs, z_idxs))}"
-                    )
+            )
     for z_tile in range(min_z_tile, max_z_tile + 1):
         if z_tile not in expected_sz:
             raise ValueError(f"Missing z tile {z_tile}")
@@ -193,7 +193,7 @@ def convert(
             y_idxs, z_idxs = np.where(diff_sz)
             raise ValueError(
                     f"Inconsistent z shapes at tiles: {list(zip(y_idxs, z_idxs))}"
-                    )
+            )
 
     # Calculate full dataset dimensions
     full_shape_x = expected_sx
@@ -223,7 +223,7 @@ def convert(
                 dat = dat[:, : -overlap // 2 - (overlap % 2), :]
         ystart = sum(
                 expected_sy[min_y_tile + y_idx] - overlap for y_idx in range(rel_y)
-                )
+        )
         zstart = sum(expected_sz[min_z_tile + z_idx] for z_idx in range(rel_z))
         if rel_y != 0:
             ystart += overlap // 2
@@ -232,12 +232,12 @@ def convert(
                 f"( {zstart} :{zstart + dat.shape[0]}, {ystart}:"
                 f"{ystart + dat.shape[1]})",
                 end="\r",
-                )
+        )
         slicer = (
             slice(zstart, zstart + dat.shape[0]),
             slice(ystart, ystart + dat.shape[1]),
             slice(None),
-            )
+        )
         array[slicer] = dat
     print("")
 
@@ -253,7 +253,7 @@ def convert(
     #  debugging needed
     header = default_nifti_header(
             omz["0"], omz.attrs.get("ome", omz.attrs).get("multiscales", None)
-            )
+    )
     shape = list(reversed(omz["0"].shape))
     shape = shape[:3] + [1] + shape[3:]  # insert time dimension
     affine = orientation_to_affine(orientation, *voxel_size)
diff --git a/linc_convert/modalities/psoct/_utils.py b/linc_convert/modalities/psoct/_utils.py
index 7392de0b..c3fb6cd3 100644
--- a/linc_convert/modalities/psoct/_utils.py
+++ b/linc_convert/modalities/psoct/_utils.py
@@ -32,7 +32,7 @@ def make_json(oct_meta: str) -> dict:
 
     def _parse_value_unit(
             string: str, n: int = None
-            ) -> tuple[float | list[float], str | Any]:
+    ) -> tuple[float | list[float], str | Any]:
         number = r"-?(\d+\.?\d*|\d*\.?\d+)(E-?\d+)?"
         value = "x".join([number] * (n or 1))
         match = re.fullmatch(r"(?P<value>" + value + r")(?P<unit>\w*)", string)
@@ -46,7 +46,7 @@ def _parse_value_unit(
         "BodyPart": "BRAIN",
         "Environment": "exvivo",
         "SampleStaining": "none",
-        }
+    }
 
     for line in oct_meta.split("\n"):
         if ":" not in line:
diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index 1af1d5d7..0c22ccf0 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -23,7 +23,7 @@
     _ArrayWrapper,
     _H5ArrayWrapper,
     _MatArrayWrapper,
-    )
+)
 from linc_convert.utils.io.zarr import from_config
 from linc_convert.utils.math import ceildiv
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
@@ -73,7 +73,7 @@ def convert(
         dtype: Optional[str] = None,
         zarr_config: ZarrConfig = None,
         **kwargs: Unpack[ZarrConfig],
-        ) -> None:
+) -> None:
     """
     Matlab to OME-Zarr.
 
@@ -136,7 +136,7 @@ def convert(
 
     dataset = zgroup.create_array(
             "0", shape=volume_shape, zarr_config=zarr_config, dtype=np.dtype(dtype)
-            )
+    )
 
     # Process and store data in chunks
     for i in range(nslices):
@@ -150,7 +150,7 @@ def convert(
                     f"Processing slice {i + 1:03d} chunk [y: {j + 1:03d}, z: "
                     f"{k + 1:03d}] "
                     f"of [{nslices:03d}, {ny:03d}, {nz:03d}]"
-                    )
+            )
             z_start = k * chunk_size[0]
             z_end = z_start + loaded_chunk.shape[-2]
             y_start = j * chunk_size[1]
@@ -175,7 +175,7 @@ def convert(
     arr = zgroup["0"]
     header = default_nifti_header(
             arr, zgroup.attrs.get("ome", zgroup.attrs).get("multiscales")
-            )
+    )
     reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
     if center:
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index 43ac14fa..9195462b 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -23,7 +23,7 @@
     _ArrayWrapper,
     _H5ArrayWrapper,
     _MatArrayWrapper,
-    )
+)
 from linc_convert.utils.io.zarr import from_config
 from linc_convert.utils.orientation import center_affine, orientation_to_affine
 from linc_convert.utils.unit import to_nifti_unit, to_ome_unit
@@ -73,7 +73,7 @@ def convert(
         center: bool = True,
         zarr_config: ZarrConfig = None,
         **kwargs: Unpack[ZarrConfig],
-        ) -> None:
+) -> None:
     """
     Matlab to OME-Zarr.
 
@@ -137,12 +137,12 @@ def convert(
 
     dataset = zgroup.create_array(
             "0", shape=inp.shape, zarr_config=zarr_config, dtype=np.dtype(inp.dtype)
-            )
+    )
 
     for idx, slc in chunk_slice_generator(inp.shape, inp_chunk):
         logger.info(
                 f"Processing chunk {idx} of "  # [{nx:03d}, {ny:03d}, {nz:03d}]
-                )
+        )
         loaded_chunk = inp[slc]
         dataset[slc] = loaded_chunk
 
@@ -158,7 +158,7 @@ def convert(
     arr = zgroup["0"]
     header = default_nifti_header(
             arr, zgroup.attrs.get("ome", zgroup.attrs).get("multiscales")
-            )
+    )
     reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
     if center:
diff --git a/linc_convert/modalities/wk/webknossos_annotation.py b/linc_convert/modalities/wk/webknossos_annotation.py
index 6ee146d5..d8b893cf 100644
--- a/linc_convert/modalities/wk/webknossos_annotation.py
+++ b/linc_convert/modalities/wk/webknossos_annotation.py
@@ -7,7 +7,6 @@
 
 import cyclopts
 import numpy as np
-
 # externals
 import wkw
 import zarr
@@ -30,7 +29,7 @@ def convert(
         *,
         zarr_config: ZarrConfig = None,
         **kwargs: Unpack[ZarrConfig],
-        ) -> None:
+) -> None:
     """
     Convert annotations (in .wkw format) from webknossos to ome.zarr format.
 
@@ -83,7 +82,7 @@ def convert(
         offset_x, offset_y = 0, 0
         data = wkw_dataset.read(
                 off=(offset_y, offset_x, idx), shape=[size[1], size[0], 1]
-                )
+        )
         data = data[0, :, :, 0]
         data = np.transpose(data, (1, 0))
         [t0, b0, l0, r0] = find_borders(data)
@@ -108,7 +107,7 @@ def convert(
 
         omz.create_array(
                 f"{level}", shape=shape, dtype="uint8", zarr_config=zarr_config
-                )
+        )
         array = omz[f"{level}"]
 
         # Write each slice
@@ -119,7 +118,7 @@ def convert(
 
             top, bottom, left, right = [
                 k * 2 ** (nblevel - level - 1) for k in low_res_offsets[idx]
-                ]
+            ]
             height, width = size[0] - top - bottom, size[1] - left - right
 
             data = wkw_dataset.read(off=(left, top, idx), shape=[width, height, 1])
@@ -130,8 +129,8 @@ def convert(
                         [
                             [dic[data[i][j]] for j in range(data.shape[1])]
                             for i in range(data.shape[0])
-                            ]
-                        )
+                        ]
+                )
             subdat_size = data.shape
 
             print(
@@ -143,7 +142,7 @@ def convert(
                     idx,
                     "with size",
                     subdat_size,
-                    )
+            )
             if max_load is None or (
                     subdat_size[-2] < max_load and subdat_size[-1] < max_load
             ):
diff --git a/linc_convert/utils/chunk_processing.py b/linc_convert/utils/chunk_processing.py
index ac6eaf61..76bb1cba 100644
--- a/linc_convert/utils/chunk_processing.py
+++ b/linc_convert/utils/chunk_processing.py
@@ -9,7 +9,7 @@
 
 def chunk_slice_generator(
         arr_shape: Sequence[int], chunk_shape: Sequence[int]
-        ) -> Generator:
+) -> Generator:
     """
     Generate slice indices for chunking an array based on the chunk size.
 
@@ -44,7 +44,7 @@ def chunk_slice_generator(
         slices = tuple(
                 slice(i * c, min((i + 1) * c, dim))
                 for i, c, dim in zip(index, chunk_shape, shape)
-                )
+        )
         # Prepend an Ellipsis to preserve any preceding (non-chunked) dimensions
         full_slice = (...,) + slices
         yield index, full_slice
diff --git a/linc_convert/utils/io/_array_wrapper.py b/linc_convert/utils/io/_array_wrapper.py
index 1c7a7e84..a751b8d7 100644
--- a/linc_convert/utils/io/_array_wrapper.py
+++ b/linc_convert/utils/io/_array_wrapper.py
@@ -20,7 +20,7 @@ def _get_key(self, f: Mapping) -> str:
                 warn(
                         f"More than one key in .mat file {self.file}, "
                         f'arbitrarily loading "{key}"'
-                        )
+                )
 
         if key not in f.keys():
             raise Exception(f"Key {key} not found in file {self.file}")
diff --git a/linc_convert/utils/io/generate_pyramid.py b/linc_convert/utils/io/generate_pyramid.py
index 4c6d7456..c9719745 100644
--- a/linc_convert/utils/io/generate_pyramid.py
+++ b/linc_convert/utils/io/generate_pyramid.py
@@ -11,7 +11,7 @@
 
 def default_levels(
         spatial_shape: tuple, spatial_chunk: tuple, no_pyramid_axis: Optional[int]
-        ) -> int:
+) -> int:
     """
     Compute the default number of downsampling levels for a spatial pyramid.
 
@@ -40,14 +40,14 @@ def default_levels(
             int(math.ceil(math.log2(s / spatial_chunk[i])))
             for i, s in enumerate(spatial_shape)
             if no_pyramid_axis is None or i != no_pyramid_axis
-            )
+    )
     levels = max(default_levels, 0)
     return levels
 
 
 def next_level_shape(
         prev_shape: Sequence[int], no_pyramid_axis: Optional[int]
-        ) -> list[int]:
+) -> list[int]:
     """
     Compute the shape of the next coarser level by halving each dimension.
 
@@ -83,7 +83,7 @@ def compute_next_level(
         ndim: int,
         no_pyramid_axis: int | None = None,
         window_func: Callable = da.mean,
-        ) -> da.Array:
+) -> da.Array:
     """
     Compute the next level of a dask array pyramid.
 
@@ -117,7 +117,7 @@ def compute_next_level(
             else 2
         )
         for axis in pyramid_axes
-        }
+    }
     dtype = arr.dtype
 
     return da.coarsen(window_func, arr, factors, trim_excess=True).astype(dtype)
diff --git a/linc_convert/utils/io/spool.py b/linc_convert/utils/io/spool.py
index 0974199e..eccc3387 100644
--- a/linc_convert/utils/io/spool.py
+++ b/linc_convert/utils/io/spool.py
@@ -36,7 +36,7 @@ class SpoolSetInterpreter:
     def __init__(
             self, spool_set_path: str | PathLike[str],
             info_file: str | PathLike[str] = None
-            ) -> None:
+    ) -> None:
         if (
                 os.path.isfile(spool_set_path)
                 and os.path.splitext(spool_set_path)[-1] == ".zip"
@@ -66,7 +66,7 @@ def __init__(
             self.numDepths,
             self.spool_shape[2],
             self.spool_shape[0] * len(self.spool_files),
-            )
+        )
 
     def _load_info_file(self, info_file: str | PathLike[str]) -> None:
         loaded_info = loadmat(info_file)
@@ -81,7 +81,7 @@ def _load_info_file(self, info_file: str | PathLike[str]) -> None:
         except (KeyError, IndexError, ValueError) as e:
             warnings.warn(
                     f"ERROR: Unable to extract frame information from info file. {e}"
-                    )
+            )
             return None
         num_frames_per_spool = int(self.config["multiimage"]["ImagesPerFile"])
         num_frames_to_load = num_total_frames - num_bg_frames
@@ -90,7 +90,7 @@ def _load_info_file(self, info_file: str | PathLike[str]) -> None:
 
     def _make_filename_from_spool_set(
             self, spool_entry: str | PathLike[str]
-            ) -> PathLike[str]:
+    ) -> PathLike[str]:
         return os.path.join(self.parent, spool_entry)
 
     @property
@@ -126,7 +126,7 @@ def _extract_config_values(self) -> None:
             "height": self.config.getint("data", "AOIHeight"),
             "width": self.config.getint("data", "AOIWidth"),
             "stride": self.config.getint("data", "AOIStride"),
-            }
+        }
         # ini info
         dtype = self.config.get("data", "PixelEncoding")
 
@@ -143,7 +143,7 @@ def _extract_config_values(self) -> None:
 
         self.acquisition_metadata["images"] = self.config.getint(
                 "multiimage", "ImagesPerFile"
-                )
+        )
 
         numDepths = self.acquisition_metadata["height"]
         numColumns = self.acquisition_metadata["stride"] // 2
@@ -254,7 +254,7 @@ def assemble(self) -> np.ndarray:
         axis_0_shape = self.spool_shape[0]
         canvas = np.zeros(
                 (axis_0_shape * len(self), *self.spool_shape[1:]), dtype=self.dtype
-                )
+        )
         for idx, spool_file in enumerate(self):
             start = idx * axis_0_shape
             stop = start + axis_0_shape
diff --git a/linc_convert/utils/io/zarr/__init__.py b/linc_convert/utils/io/zarr/__init__.py
index a3adba29..9b91865a 100644
--- a/linc_convert/utils/io/zarr/__init__.py
+++ b/linc_convert/utils/io/zarr/__init__.py
@@ -24,4 +24,4 @@
     open_group,
     "ZarrTSArray",
     "ZarrTSGroup",
-    ]
+]
diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index bb4d8c73..37f52854 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -15,7 +15,7 @@
     TypedDict,
     Union,
     Unpack,
-    )
+)
 
 import niizarr
 import numpy as np
@@ -168,7 +168,7 @@ def create_array(
             *,
             zarr_config: ZarrConfig = None,
             **kwargs: Unpack[ZarrArrayConfig],
-            ) -> ZarrArray:
+    ) -> ZarrArray:
         """Create a new array within this group."""
         ...
 
@@ -179,7 +179,7 @@ def create_array_from_base(
             shape: Sequence[int],
             data: ArrayLike = None,
             **kwargs: Unpack[ZarrArrayConfig],
-            ) -> ZarrArray:
+    ) -> ZarrArray:
         """Create a new array using metadata of an existing base-level array."""
         ...
 
@@ -189,7 +189,7 @@ def generate_pyramid(
             ndim: int = 3,
             mode: Literal["mean", "median"] = "median",
             no_pyramid_axis: Optional[int] = None,
-            ) -> list[list[int]]:
+    ) -> list[list[int]]:
         """
         Generate the levels of a pyramid in an existing Zarr.
 
@@ -246,7 +246,7 @@ def write_ome_metadata(
             no_pool: Optional[int] = None,
             multiscales_type: str = "",
             ome_version: Literal["0.4", "0.5"] = "0.4",
-            ) -> None:
+    ) -> None:
         """
         Write OME-compatible metadata into this group.
 
@@ -297,7 +297,7 @@ def write_ome_metadata(
                 no_pool=no_pool,
                 multiscales_type=multiscales_type,
                 ome_version=ome_version,
-                )
+        )
 
     def write_nifti_header(self, header: NiftiHeaderLike) -> None:
         """Write a NIfTI header to the Zarr group."""
diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index d5631a14..f4c93170 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -15,7 +15,7 @@
     Tuple,
     Union,
     Unpack,
-    )
+)
 from urllib.parse import urlparse
 
 import numcodecs
@@ -99,7 +99,7 @@ def open(
             *,
             zarr_version: Literal[2, 3] = 3,
             mode: Literal["r", "r+", "a", "w", "w-"] = "a",
-            ) -> "ZarrTSArray":
+    ) -> "ZarrTSArray":
         """
         Open an existing TensorStore-based Zarr array.
 
@@ -122,7 +122,7 @@ def open(
             "open": True,
             "create": False,
             "delete_existing": False,
-            }
+        }
         ts_array = ts.open(spec).result()
         return cls(ts_array)
 
@@ -163,7 +163,7 @@ def from_config(cls, zarr_config: ZarrConfig) -> "ZarrTSGroup":
         """
         return cls.open(
                 zarr_config.out, mode="a", zarr_version=zarr_config.zarr_version
-                )
+        )
 
     @classmethod
     def open(
@@ -172,7 +172,7 @@ def open(
             mode: Literal["r", "r+", "a", "w", "w-"] = "a",
             *,
             zarr_version: Literal[2, 3] = 3,
-            ) -> "ZarrTSGroup":
+    ) -> "ZarrTSGroup":
         """
         Open or create a Zarr group backed by TensorStore.
 
@@ -238,7 +238,7 @@ def keys(self) -> Iterator[str]:
         """Get the names of all subgroups and arrays in this group."""
         return (
             p.name for p in self._path.iterdir() if p.is_dir() and _detect_metadata(p)
-            )
+        )
 
     def __contains__(self, name: str) -> bool:
         """Check whether a subgroup or array exists in this group."""
@@ -275,7 +275,7 @@ def create_array(
             zarr_config: Optional[ZarrConfig] = None,
             data: Optional[ArrayLike] = None,
             **kwargs: Unpack[ZarrArrayConfig],
-            ) -> ZarrTSArray:
+    ) -> ZarrTSArray:
         """
         Create a new array within this group.
 
@@ -294,7 +294,7 @@ def create_array(
         if zarr_config is None:
             conf = default_write_config(
                     self._path / name, shape=shape, dtype=dtype, **kwargs
-                    )
+            )
         else:
             conf = default_write_config(
                     self._path / name,
@@ -306,7 +306,7 @@ def create_array(
                     # TODO: implement this
                     # compressor_opt=ast.literal_eval(zarr_config.compressor_opt),
                     version=zarr_config.zarr_version,
-                    )
+            )
         conf.update(delete_existing=True, create=True)
         arr = ts.open(conf).result()
         if data is not None:
@@ -319,7 +319,7 @@ def create_array_from_base(
             shape: Sequence[int],
             data: Optional[ArrayLike] = None,
             **kwargs: Unpack[ZarrArrayConfig],
-            ) -> ZarrTSArray:
+    ) -> ZarrTSArray:
         """
         Create a new array using metadata of an existing base-level array.
 
@@ -406,7 +406,7 @@ def auto_shard_size(
         itemsize: int | np.dtype | str,
         max_file_size: int = 2 * 1024 ** 4,
         compression_ratio: float = 2,
-        ) -> list[int]:
+) -> list[int]:
     """
     Find maximal shard size that ensures file size below cap.
 
@@ -459,7 +459,7 @@ def fix_shard_chunk(
         shard: list[int],
         chunk: list[int],
         shape: list[int],
-        ) -> tuple[list[int], list[int]]:
+) -> tuple[list[int], list[int]]:
     """
     Fix incompatibilities between chunk and shard size.
 
@@ -510,7 +510,7 @@ def default_read_config(path: os.PathLike | str) -> dict:
         "open": True,
         "create": False,
         "delete_existing": False,
-        }
+    }
 
 
 def _is_array(path: PathLike) -> bool:
@@ -587,7 +587,7 @@ def default_write_config(
         compressor: str = "blosc",
         compressor_opt: dict | None = None,
         version: int = 3,
-        ) -> dict:
+) -> dict:
     """
     Generate a default TensorStore configuration.
 
@@ -655,7 +655,7 @@ def default_write_config(
             chunk_grid = {
                 "name": "regular",
                 "configuration": {"chunk_shape": shard},
-                }
+            }
 
             sharding_codec = {
                 "name": "sharding_indexed",
@@ -664,14 +664,14 @@ def default_write_config(
                     "codecs": [
                         codec_little_endian,
                         *compressor,
-                        ],
+                    ],
                     "index_codecs": [
                         codec_little_endian,
                         {"name": "crc32c"},
-                        ],
+                    ],
                     "index_location": "end",
-                    },
-                }
+                },
+            }
             codecs = [sharding_codec]
 
         else:
@@ -679,7 +679,7 @@ def default_write_config(
             codecs = [
                 codec_little_endian,
                 *compressor,
-                ]
+            ]
 
         metadata = {
             "chunk_grid": chunk_grid,
@@ -689,12 +689,12 @@ def default_write_config(
             "chunk_key_encoding": {
                 "name": "default",
                 "configuration": {"separator": r"/"},
-                },
-            }
+            },
+        }
         config = {
             "driver": "zarr3",
             "metadata": metadata,
-            }
+        }
 
     # ------------------------------------------------------------------
     #   Zarr 2
@@ -713,12 +713,12 @@ def default_write_config(
             "dtype": np.dtype(dtype).str,
             "fill_value": 0,
             "compressor": compressor,
-            }
+        }
         config = {
             "driver": "zarr",
             "metadata": metadata,
             "key_encoding": r"/",
-            }
+        }
 
     # Prepare store
     config["metadata"]["shape"] = shape
@@ -732,6 +732,6 @@ def _init_group(group_path: PathLike, version: int) -> None:
     if version == 3:
         (group_path / "zarr.json").write_text(
                 json.dumps({"zarr_format": 3, "node_type": "group"})
-                )
+        )
     else:
         (group_path / ".zgroup").write_text(json.dumps({"zarr_format": 2}))
diff --git a/linc_convert/utils/io/zarr/drivers/zarr_python.py b/linc_convert/utils/io/zarr/drivers/zarr_python.py
index 66e9b6b7..b90e06ad 100644
--- a/linc_convert/utils/io/zarr/drivers/zarr_python.py
+++ b/linc_convert/utils/io/zarr/drivers/zarr_python.py
@@ -12,7 +12,7 @@
     Tuple,
     Union,
     Unpack,
-    )
+)
 
 import numpy as np
 import zarr
@@ -91,7 +91,7 @@ def __getattr__(self, name: str) -> Any:  # noqa: ANN401
             return getattr(self._array, name)
         raise AttributeError(
                 f"'{self.__class__.__name__}' object has no attribute '{name}'"
-                )
+        )
 
 
 class ZarrPythonGroup(ZarrGroup):
@@ -120,8 +120,8 @@ def from_config(cls, zarr_config: ZarrConfig) -> "ZarrPythonGroup":
                         # TODO: figure out overwrite
                         # overwrite=overwrite,
                         zarr_format=zarr_config.zarr_version,
-                        )
                 )
+        )
 
     @property
     def attrs(self) -> Mapping[str, Any]:
@@ -179,7 +179,7 @@ def create_array(
             zarr_config: ZarrConfig = None,
             data: Optional[ArrayLike] = None,
             **kwargs: Unpack[ZarrArrayConfig],
-            ) -> ZarrPythonArray:
+    ) -> ZarrPythonArray:
         """Create a new array within this group."""
         if zarr_config is None:
             arr = self._zgroup.create_array(name, shape, dtype, **kwargs)
@@ -202,12 +202,12 @@ def create_array(
             "fill_value": None,
             "compressors": _make_compressor(
                     compressor, zarr_config.zarr_version, **compressor_opt
-                    ),
-            }
+            ),
+        }
 
         chunk_key_encoding = _dimension_separator_to_chunk_key_encoding(
                 zarr_config.dimension_separator, zarr_config.zarr_version
-                )
+        )
         if chunk_key_encoding:
             opt["chunk_key_encoding"] = chunk_key_encoding
         arr = self._zgroup.create_array(name=name, shape=shape, **opt)
@@ -221,7 +221,7 @@ def create_array_from_base(
             shape: Sequence[int],
             data: ArrayLike = None,
             **kwargs: Unpack[ZarrConfig],
-            ) -> ZarrPythonArray:
+    ) -> ZarrPythonArray:
         """Create a new array using the properties from a base_level object."""
         base_level = self["0"]
         opts = dict(
@@ -234,16 +234,16 @@ def create_array_from_base(
                 order=getattr(base_level._array, "order", None),
                 attributes=getattr(
                         getattr(base_level._array, "metadata", None), "attributes", None
-                        ),
+                ),
                 overwrite=True,
-                )
+        )
         # Handle extra options based on metadata type
         meta = getattr(base_level, "metadata", None)
         if meta is not None:
             if hasattr(meta, "dimension_separator"):
                 opts["chunk_key_encoding"] = _dimension_separator_to_chunk_key_encoding(
                         meta.dimension_separator, 2
-                        )
+                )
             if hasattr(meta, "chunk_key_encoding"):
                 opts["chunk_key_encoding"] = getattr(meta, "chunk_key_encoding", None)
             if hasattr(base_level, "serializer"):
@@ -261,7 +261,7 @@ def create_array_from_base(
 
 def _make_compressor(
         name: str | None, zarr_version: Literal[2, 3], **prm: dict
-        ) -> CompressorsLike:
+) -> CompressorsLike:
     """Build compressor object from name and options."""
     if not isinstance(name, str):
         return name
@@ -272,14 +272,14 @@ def _make_compressor(
         compressor_map = {
             "blosc": numcodecs.Blosc,
             "zlib": numcodecs.Zstd,
-            }
+        }
     elif zarr_version == 3:
         import zarr.codecs
 
         compressor_map = {
             "blosc": zarr.codecs.BloscCodec,
             "zlib": zarr.codecs.ZstdCodec,
-            }
+        }
     else:
         raise ValueError()
     name = name.lower()
@@ -293,7 +293,7 @@ def _make_compressor(
 
 def _dimension_separator_to_chunk_key_encoding(
         dimension_separator: Literal[".", "/"], zarr_version: Literal[2, 3]
-        ) -> ChunkKeyEncodingLike:
+) -> ChunkKeyEncodingLike:
     dimension_separator = dimension_separator
     if dimension_separator == "." and zarr_version == 2:
         pass
@@ -303,7 +303,7 @@ def _dimension_separator_to_chunk_key_encoding(
         dimension_separator = ChunkKeyEncodingParams(
                 name="default" if zarr_version == 3 else "v2",
                 separator=dimension_separator
-                )
+        )
         return dimension_separator
 
 
@@ -316,7 +316,7 @@ def _dimension_separator_to_chunk_key_encoding(
 
 def _compute_zarr_layout(
         shape: tuple, dtype: DTypeLike, zarr_config: ZarrConfig
-        ) -> tuple[tuple, tuple | None]:
+) -> tuple[tuple, tuple | None]:
     ndim = len(shape)
     if ndim == 5:
         if zarr_config.no_time:
@@ -324,11 +324,11 @@ def _compute_zarr_layout(
         chunk_tc = (
             1 if zarr_config.chunk_time else shape[0],
             1 if zarr_config.chunk_channels else shape[1],
-            )
+        )
         shard_tc = (
             chunk_tc[0] if zarr_config.shard_time else shape[0],
             chunk_tc[1] if zarr_config.shard_channels else shape[1],
-            )
+        )
 
     elif ndim == 4:
         if zarr_config.no_time:
@@ -399,14 +399,14 @@ def _compute_zarr_layout(
                     candidate = L[i]
                 new_product = np.prod(
                         [candidate if j == i else M[j] for j in range(dims)]
-                        )
+                )
                 if new_product <= B_multiplier and candidate > M[i]:
                     M[i] = candidate
                     improved = True
             # Remove dimensions that have reached or exceeded the data size.
             free_dims = [
                 i for i in free_dims if M[i] * chunk_spatial[i] < shape_spatial[i]
-                ]
+            ]
         shard = tuple(M[i] * chunk_spatial[i] for i in range(dims))
 
     shard = shard_tc + shard + shard[-1:] * max(0, 3 - len(shard))
diff --git a/linc_convert/utils/io/zarr/factory.py b/linc_convert/utils/io/zarr/factory.py
index dcb8c308..a2dea2f2 100644
--- a/linc_convert/utils/io/zarr/factory.py
+++ b/linc_convert/utils/io/zarr/factory.py
@@ -9,7 +9,7 @@
 from linc_convert.utils.io.zarr.drivers.zarr_python import (
     ZarrPythonArray,
     ZarrPythonGroup,
-    )
+)
 from linc_convert.utils.zarr_config import DriverLike, ZarrConfig
 
 _DRIVER_ARRAY = {"zarr-python": ZarrPythonArray}
@@ -29,7 +29,7 @@ def open(
         mode: Literal["r", "r+", "a", "w", "w-"] = "a",
         zarr_version: Literal[2, 3] = 3,
         driver: DriverLike = "zarr-python",
-        ) -> ZarrNode:
+) -> ZarrNode:
     """
     Open a Zarr Node (Array or Group) based on the specified driver.
 
@@ -57,7 +57,7 @@ def open_group(
         mode: Literal["r", "r+", "a", "w", "w-"] = "a",
         zarr_version: Literal[2, 3] = 3,
         driver: DriverLike = "zarr-python",
-        ) -> ZarrGroup:
+) -> ZarrGroup:
     """
     Open a Zarr Group based on the specified driver.
 
diff --git a/linc_convert/utils/logging.py b/linc_convert/utils/logging.py
index 7a3f2422..dad0af2c 100644
--- a/linc_convert/utils/logging.py
+++ b/linc_convert/utils/logging.py
@@ -11,7 +11,7 @@ def setup_logging() -> None:
     logging.basicConfig(
             level=logging.INFO,
             format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
-            )
+    )
     logging.captureWarnings(True)
 
 
@@ -21,7 +21,7 @@ def add_file_handler(log_file_path: str | PathLike[str] = None) -> None:
     file_handler.setLevel(logging.DEBUG)
     file_formatter = logging.Formatter(
             "%(asctime)s - %(name)s - %(levelname)s - %(message)s"
-            )
+    )
     file_handler.setFormatter(file_formatter)
     logger.addHandler(file_handler)
 
diff --git a/linc_convert/utils/orientation.py b/linc_convert/utils/orientation.py
index 171de120..d5840d8d 100644
--- a/linc_convert/utils/orientation.py
+++ b/linc_convert/utils/orientation.py
@@ -21,7 +21,7 @@ def orientation_ensure_3d(orientation: str) -> str:
         "coronal": "LI",
         "axial": "LP",
         "sagittal": "PI",
-        }.get(orientation.lower(), orientation).upper()
+    }.get(orientation.lower(), orientation).upper()
     if len(orientation) == 2:
         if "L" not in orientation and "R" not in orientation:
             orientation += "R"
@@ -34,7 +34,7 @@ def orientation_ensure_3d(orientation: str) -> str:
 
 def orientation_to_affine(
         orientation: str, vxw: float = 1, vxh: float = 1, vxd: float = 1
-        ) -> np.ndarray:
+) -> np.ndarray:
     """
     Build an affine matrix from an orientation string and voxel size.
 
diff --git a/linc_convert/utils/unit.py b/linc_convert/utils/unit.py
index f4057589..11972825 100644
--- a/linc_convert/utils/unit.py
+++ b/linc_convert/utils/unit.py
@@ -28,7 +28,7 @@
         "yottameter",
         "zeptometer",
         "zettameter",
-        ],
+    ],
     "time": [
         "attosecond",
         "centisecond",
@@ -53,8 +53,8 @@
         "yottasecond",
         "zeptosecond",
         "zettasecond",
-        ],
-    }
+    ],
+}
 
 nifti_valid_units = [
     "unknown",
@@ -67,7 +67,7 @@
     "hz",
     "ppm",
     "rads",
-    ]
+]
 
 si_prefix_short2long = {
     "Q": "quetta",
@@ -98,7 +98,7 @@
     "y": "yocto",
     "r": "ronto",
     "q": "quecto",
-    }
+}
 
 si_prefix_long2short = {long: short for short, long in si_prefix_short2long.items()}
 
@@ -132,11 +132,11 @@
     "y": -24,
     "r": -27,
     "q": -30,
-    }
+}
 
 unit_space_short2long = {
     short + "m": long + "meter" for short, long in si_prefix_short2long.items()
-    }
+}
 unit_space_short2long.update(
         {
             "m": "meter",
@@ -148,14 +148,14 @@
             '"': "inch",
             "Å": "angstrom",
             "pc": "parsec",
-            }
-        )
+        }
+)
 unit_space_long2short = {long: short for short, long in unit_space_short2long.items()}
 unit_space_long2short["micron"] = "u"
 
 unit_time_short2long = {
     short + "s": long + "second" for short, long in si_prefix_short2long.items()
-    }
+}
 unit_time_short2long.update(
         {
             "y": "year",
@@ -163,13 +163,13 @@
             "h": "hour",
             "m": "minute",
             "s": "second",
-            }
-        )
+        }
+)
 unit_time_long2short = {long: short for short, long in unit_time_short2long.items()}
 
 unit_space_scale = {
     prefix + "m": 10 ** exponent for prefix, exponent in si_prefix_exponent.items()
-    }
+}
 unit_space_scale.update(
         {
             "mi": 1609.344,
@@ -180,20 +180,20 @@
             '"': 25.4e-3,
             "Å": 1e-10,
             "pc": 3.0857e16,
-            }
-        )
+        }
+)
 
 unit_time_scale = {
     prefix + "s": 10 ** exponent for prefix, exponent in si_prefix_exponent.items()
-    }
+}
 unit_time_scale.update(
         {
             "y": 365.25 * 24 * 60 * 60,
             "d": 24 * 60 * 60,
             "h": 60 * 60,
             "m": 60,
-            }
-        )
+        }
+)
 
 
 def convert_unit(value: float, src: str, dst: str) -> float:
@@ -226,7 +226,7 @@ def to_nifti_unit(unit: str) -> str:
         "second": "sec",
         "millisecond": "msec",
         "microsecond": "usec",
-        }.get(unit, "unknown")
+    }.get(unit, "unknown")
 
 
 def unit_to_scale(unit: str) -> float:
diff --git a/linc_convert/utils/zarr_config.py b/linc_convert/utils/zarr_config.py
index bc009aa1..4dabcca3 100644
--- a/linc_convert/utils/zarr_config.py
+++ b/linc_convert/utils/zarr_config.py
@@ -143,17 +143,17 @@ def set_default_name(self, name: str) -> None:
             answer = input(
                     f"The output path '{self.out}' already exists. Do you want to "
                     f"overwrite it? (y/n): "
-                    )
+            )
             if answer.lower() not in ("y", "yes"):
                 raise FileExistsError(
                         f"Output path '{self.out}' exists and overwrite was not "
                         f"confirmed."
-                        )
+                )
 
 
 def update_default_config(
         zarr_config: ZarrConfig | None, **kwargs: Unpack[ZarrConfig]
-        ) -> ZarrConfig:
+) -> ZarrConfig:
     """
     Merge user overrides into an existing ZarrConfig or create a new one.
 
diff --git a/tests/test_df_multi_slice.py b/tests/test_df_multi_slice.py
index 2c41da0b..c685aaed 100644
--- a/tests/test_df_multi_slice.py
+++ b/tests/test_df_multi_slice.py
@@ -21,7 +21,7 @@ def multi_slice_jp2(tmp_path):
         glymur.Jp2k(
                 f"{tmp_path}/slice{i:03d}.jp2",
                 data=image[..., i],
-                )
+        )
     files = glob.glob(str(os.path.join(tmp_path, "*.jp2")))
     files.sort()
     return files
@@ -35,11 +35,11 @@ def test_df_multi_slice(tmp_path, multi_slice_jp2, zarr_version, driver):
             out=str(output),
             zarr_version=zarr_version,
             driver=driver
-            )
+    )
     assert_zarr_equal(
             str(output),
             zarr.storage.ZipStore(expected_zarr, mode="r")
-            )
+    )
 
 
 @pytest.mark.golden
@@ -50,6 +50,6 @@ def test_df_multi_slice_regen_golden(tmp_path, multi_slice_jp2, zarr_version):
             multi_slice_jp2,
             out=str(output),
             zarr_version=zarr_version,
-            )
+    )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/test_df_single_slice.py b/tests/test_df_single_slice.py
index 2b893934..a2858bde 100644
--- a/tests/test_df_single_slice.py
+++ b/tests/test_df_single_slice.py
@@ -17,7 +17,7 @@ def single_slice_jp2(tmp_path):
     glymur.Jp2k(
             path,
             data=image,
-            )
+    )
     return path
 
 
@@ -29,11 +29,11 @@ def test_df_single_slice(tmp_path, single_slice_jp2, zarr_version, driver):
             out=str(output),
             zarr_version=zarr_version,
             driver=driver
-            )
+    )
     assert_zarr_equal(
             str(output),
             zarr.storage.ZipStore(expected_zarr, mode="r")
-            )
+    )
 
 
 @pytest.mark.golden
@@ -44,6 +44,6 @@ def test_df_single_slice_regen_golden(tmp_path, single_slice_jp2, zarr_version):
             str(single_slice_jp2),
             out=str(output),
             zarr_version=zarr_version,
-            )
+    )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/test_lsm_mosaic.py b/tests/test_lsm_mosaic.py
index 1e60aae6..34034b19 100644
--- a/tests/test_lsm_mosaic.py
+++ b/tests/test_lsm_mosaic.py
@@ -40,11 +40,11 @@ def test_lsm_mosaic(tmp_path, mosaic_tiff, zarr_version, driver):
             out=str(output),
             zarr_version=zarr_version,
             driver=driver
-            )
+    )
     assert_zarr_equal(
             str(output),
             zarr.storage.ZipStore(expected_zarr, mode="r")
-            )
+    )
 
 
 @pytest.mark.golden
@@ -55,6 +55,6 @@ def test_lsm_mosaic_regen_golden(tmp_path, mosaic_tiff, zarr_version):
             str(mosaic_tiff),
             out=str(output),
             zarr_version=zarr_version,
-            )
+    )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/test_lsm_multi_slice.py b/tests/test_lsm_multi_slice.py
index bc53f1a3..113a4a91 100644
--- a/tests/test_lsm_multi_slice.py
+++ b/tests/test_lsm_multi_slice.py
@@ -32,11 +32,11 @@ def test_lsm_multi_slice(tmp_path, multi_slice_tiff, zarr_version, driver):
             out=str(output),
             zarr_version=zarr_version,
             driver=driver
-            )
+    )
     assert_zarr_equal(
             str(output),
             zarr.storage.ZipStore(expected_zarr, mode="r")
-            )
+    )
 
 
 @pytest.mark.golden
@@ -48,6 +48,6 @@ def test_lsm_multi_slice_regen_golden(tmp_path, multi_slice_tiff, zarr_version):
             overlap=0,
             out=str(output),
             zarr_version=zarr_version,
-            )
+    )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/test_lsm_spool.py b/tests/test_lsm_spool.py
index e5240ea0..d78d86e4 100644
--- a/tests/test_lsm_spool.py
+++ b/tests/test_lsm_spool.py
@@ -31,7 +31,7 @@ def write_zyla_spool_set(
         *,
         pixel_encoding: str = 'Mono16',
         images_per_file: int = None,
-        ):
+):
     """
     Given `image` of shape (numDepths, numColumns, numFrames),
     create a Zyla‑compatible spool directory at `spool_set_path`
@@ -126,7 +126,7 @@ def test_lsm_spool_convert(tmp_path, spool_dat, zarr_version):
     assert_zarr_equal(
             str(output),
             zarr.storage.ZipStore(expected_zarr, mode="r")
-            )
+    )
 
 
 @pytest.mark.golden
diff --git a/tests/test_oct_multi_slice.py b/tests/test_oct_multi_slice.py
index 063e6a8f..9c458dc2 100644
--- a/tests/test_oct_multi_slice.py
+++ b/tests/test_oct_multi_slice.py
@@ -39,12 +39,12 @@ def test_oct_multi_slice(tmp_path, multi_slice_mats, zarr_version, driver):
             overwrite=True,
             chunk=(64,),
             driver=driver,
-            )
+    )
 
     assert_zarr_equal(
             str(output),
             zarr.storage.ZipStore(expected_zarr, mode="r"),
-            )
+    )
 
 
 @pytest.mark.golden
@@ -59,7 +59,7 @@ def test_oct_multi_slice_regen_golden(tmp_path, multi_slice_mats, zarr_version):
             overwrite=True,
             chunk=(64,),
             driver="zarr-python",
-            )
+    )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
 
@@ -75,19 +75,21 @@ def test_oct_multi_slice_heavy(test_data_heavy_dir, tmp_path, zarr_version, driv
             files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=2,
             overwrite=True,
             driver=driver
-            )
+    )
     assert_zarr_equal(
             str(output_zarr),
             zarr.storage.ZipStore(expected_zarr, mode="r"),
-            )
+    )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output_zarr))
 
 
 @pytest.mark.golden
 @pytest.mark.heavy
-def test_oct_multi_slice_heavy_regen_golden(test_data_heavy_dir, tmp_path,
-                                            zarr_version):
+def test_oct_multi_slice_heavy_regen_golden(
+        test_data_heavy_dir, tmp_path,
+        zarr_version
+):
     multi_slice_heavy_data_dir = test_data_heavy_dir / "sub-test_oct_multi_slice"
     expected_zarr = multi_slice_heavy_data_dir / f"zarr{zarr_version}.nii.zarr.zip"
     files = glob.glob(str(multi_slice_heavy_data_dir / "*.mat"))
@@ -96,6 +98,6 @@ def test_oct_multi_slice_heavy_regen_golden(test_data_heavy_dir, tmp_path,
     multi_slice.convert(
             files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=zarr_version,
             overwrite=True
-            )
+    )
     base = expected_zarr.with_suffix("")
     shutil.make_archive(str(base), "zip", str(output_zarr))
diff --git a/tests/test_oct_single_volume.py b/tests/test_oct_single_volume.py
index c196baf8..f197ff13 100644
--- a/tests/test_oct_single_volume.py
+++ b/tests/test_oct_single_volume.py
@@ -26,10 +26,12 @@ def single_volume_mat(tmp_path):
         [
             (2, "data/oct_single_volume_zarr2.nii.zarr.zip"),
             (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
-            ],
-        )
-def test_oct_single_volume(tmp_path, single_volume_mat, zarr_version, expected_zarr,
-                           driver):
+        ],
+)
+def test_oct_single_volume(
+        tmp_path, single_volume_mat, zarr_version, expected_zarr,
+        driver
+):
     output = tmp_path / "single_volume.nii.zarr"
 
     single_volume.convert(
@@ -40,12 +42,12 @@ def test_oct_single_volume(tmp_path, single_volume_mat, zarr_version, expected_z
             overwrite=True,
             chunk=(64,),
             driver=driver,
-            )
+    )
 
     assert_zarr_equal(
             str(output),
             zarr.storage.ZipStore(expected_zarr, mode="r"),
-            )
+    )
 
 
 @pytest.mark.golden
@@ -54,10 +56,12 @@ def test_oct_single_volume(tmp_path, single_volume_mat, zarr_version, expected_z
         [
             (2, "data/oct_single_volume_zarr2.nii.zarr.zip"),
             (3, "data/oct_single_volume_zarr3.nii.zarr.zip"),
-            ],
-        )
-def test_oct_single_volume_regen_golden(tmp_path, single_volume_mat, zarr_version,
-                                        expected_zarr):
+        ],
+)
+def test_oct_single_volume_regen_golden(
+        tmp_path, single_volume_mat, zarr_version,
+        expected_zarr
+):
     """
     Rebuild single-volume golden archives. Only run with --regenerate-golden.
     """
@@ -70,6 +74,6 @@ def test_oct_single_volume_regen_golden(tmp_path, single_volume_mat, zarr_versio
             overwrite=True,
             chunk=(64,),
             driver="zarr-python",
-            )
+    )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/test_wk.py b/tests/test_wk.py
index 9b19885c..0098545c 100644
--- a/tests/test_wk.py
+++ b/tests/test_wk.py
@@ -1,4 +1,3 @@
-import os
 import shutil
 from pathlib import Path
 
@@ -42,7 +41,7 @@ def test_wkw(tmp_path, wk_annotation, zarr_version, driver):
     assert_zarr_equal(
             str(output),
             zarr.storage.ZipStore(expected_zarr, mode="r")
-            )
+    )
 
 
 @pytest.mark.golden
diff --git a/tests/utils/compare_file.py b/tests/utils/compare_file.py
index 93b60977..90632d6c 100644
--- a/tests/utils/compare_file.py
+++ b/tests/utils/compare_file.py
@@ -99,7 +99,8 @@ def _cmp_zarr_archives(path1: str, path2: str) -> bool:
 def assert_zarr_equal(
         store1: Union[str, zarr.storage.StoreLike],
         store2: Union[str, zarr.storage.StoreLike],
-        ignore_nii: bool = False) -> None:
+        ignore_nii: bool = False
+) -> None:
     """
     Assert that two Zarr groups—opened from either a path or a store—have identical
     contents.
diff --git a/tests/utils/generate_trusted_result.py b/tests/utils/generate_trusted_result.py
index 1bcdbada..1037673d 100644
--- a/tests/utils/generate_trusted_result.py
+++ b/tests/utils/generate_trusted_result.py
@@ -19,7 +19,7 @@
         initials = wkw_dir.split("/")[-2][:2]
         output_zarr = os.path.join(
                 tmp_dir, basename + "_dsec_" + initials + ".ome.zarr"
-                )
+        )
 
         webknossos_annotation.convert(wkw_dir, ome_dir, tmp_dir, "{}")
         zarr.copy_all(zarr.open(output_zarr), zarr.open("data/wk.zarr.zip", "w"))
diff --git a/tests/utils/sample_data.py b/tests/utils/sample_data.py
index f869d008..6107551e 100644
--- a/tests/utils/sample_data.py
+++ b/tests/utils/sample_data.py
@@ -8,7 +8,7 @@ def sample_data_variation(
         param: float,
         image: Optional[np.ndarray] = None,
         output_dtype: Optional[np.dtype] = None
-        ) -> np.ndarray:
+) -> np.ndarray:
     """
     Scale global intensity by (1+param), then wrap values modulo the output dtype range.
 
@@ -54,7 +54,7 @@ def generate_sample_data_variation(
         param_range: Tuple[float, float] = (-0.95, 0.95),
         image: Optional[np.ndarray] = None,
         output_dtype: Optional[np.dtype] = None
-        ) -> List[np.ndarray]:
+) -> List[np.ndarray]:
     """
     Generate `n` deterministic, wrapped‐intensity variations.
 
@@ -80,4 +80,4 @@ def generate_sample_data_variation(
     return [
         sample_data_variation(p, image=image, output_dtype=output_dtype)
         for p in params
-        ]
+    ]

From c384fa4b99bbc8cf4d97b6695816a27dafbb1625 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Fri, 1 Aug 2025 11:10:57 -0400
Subject: [PATCH 125/157] style: fix indent

---
 linc_convert/modalities/wk/webknossos_annotation.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/linc_convert/modalities/wk/webknossos_annotation.py b/linc_convert/modalities/wk/webknossos_annotation.py
index d8b893cf..aa5b5f9d 100644
--- a/linc_convert/modalities/wk/webknossos_annotation.py
+++ b/linc_convert/modalities/wk/webknossos_annotation.py
@@ -7,6 +7,7 @@
 
 import cyclopts
 import numpy as np
+
 # externals
 import wkw
 import zarr

From 044b6ba1781fd7b005baa56bcc5be21a25750962 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Fri, 1 Aug 2025 11:12:09 -0400
Subject: [PATCH 126/157] style: fix indent

---
 tests/conftest.py               | 19 +++++++++---------
 tests/test_df_multi_slice.py    | 10 ++--------
 tests/test_df_single_slice.py   |  9 ++-------
 tests/test_lsm_mosaic.py        | 10 ++--------
 tests/test_lsm_multi_slice.py   |  7 ++-----
 tests/test_lsm_spool.py         | 21 ++++++++++----------
 tests/test_oct_multi_slice.py   | 17 +++++++++++------
 tests/test_oct_single_volume.py |  6 ++----
 tests/test_wk.py                | 27 +++++++++++++++-----------
 tests/utils/compare_file.py     | 34 ++++++++++++++++++---------------
 tests/utils/sample_data.py      |  7 +++----
 11 files changed, 79 insertions(+), 88 deletions(-)

diff --git a/tests/conftest.py b/tests/conftest.py
index 0e66b025..5b6749ce 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -3,15 +3,16 @@
 
 import pytest
 
-DOWNLOAD_CMD = ["dandi",
-                "download",
-                "https://lincbrain.org/dandiset/000051/draft",
-                "-i",
-                "linc",
-                "-e",
-                "refresh",
-                "--preserve-tree"
-                ]
+DOWNLOAD_CMD = [
+    "dandi",
+    "download",
+    "https://lincbrain.org/dandiset/000051/draft",
+    "-i",
+    "linc",
+    "-e",
+    "refresh",
+    "--preserve-tree",
+]
 
 
 @pytest.fixture(scope="session")
diff --git a/tests/test_df_multi_slice.py b/tests/test_df_multi_slice.py
index c685aaed..e8268774 100644
--- a/tests/test_df_multi_slice.py
+++ b/tests/test_df_multi_slice.py
@@ -31,15 +31,9 @@ def test_df_multi_slice(tmp_path, multi_slice_jp2, zarr_version, driver):
     expected_zarr = f"data/df_multi_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "multi_slice.zarr"
     multi_slice.convert(
-            multi_slice_jp2,
-            out=str(output),
-            zarr_version=zarr_version,
-            driver=driver
-    )
-    assert_zarr_equal(
-            str(output),
-            zarr.storage.ZipStore(expected_zarr, mode="r")
+            multi_slice_jp2, out=str(output), zarr_version=zarr_version, driver=driver
     )
+    assert_zarr_equal(str(output), zarr.storage.ZipStore(expected_zarr, mode="r"))
 
 
 @pytest.mark.golden
diff --git a/tests/test_df_single_slice.py b/tests/test_df_single_slice.py
index a2858bde..f20eec0f 100644
--- a/tests/test_df_single_slice.py
+++ b/tests/test_df_single_slice.py
@@ -25,15 +25,10 @@ def test_df_single_slice(tmp_path, single_slice_jp2, zarr_version, driver):
     expected_zarr = f"data/df_single_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "single_slice.zarr"
     single_slice.convert(
-            str(single_slice_jp2),
-            out=str(output),
-            zarr_version=zarr_version,
+            str(single_slice_jp2), out=str(output), zarr_version=zarr_version,
             driver=driver
     )
-    assert_zarr_equal(
-            str(output),
-            zarr.storage.ZipStore(expected_zarr, mode="r")
-    )
+    assert_zarr_equal(str(output), zarr.storage.ZipStore(expected_zarr, mode="r"))
 
 
 @pytest.mark.golden
diff --git a/tests/test_lsm_mosaic.py b/tests/test_lsm_mosaic.py
index 34034b19..f469282a 100644
--- a/tests/test_lsm_mosaic.py
+++ b/tests/test_lsm_mosaic.py
@@ -36,15 +36,9 @@ def test_lsm_mosaic(tmp_path, mosaic_tiff, zarr_version, driver):
     expected_zarr = f"data/lsm_mosaic_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "mosaic.nii.zarr"
     mosaic.convert(
-            str(mosaic_tiff),
-            out=str(output),
-            zarr_version=zarr_version,
-            driver=driver
-    )
-    assert_zarr_equal(
-            str(output),
-            zarr.storage.ZipStore(expected_zarr, mode="r")
+            str(mosaic_tiff), out=str(output), zarr_version=zarr_version, driver=driver
     )
+    assert_zarr_equal(str(output), zarr.storage.ZipStore(expected_zarr, mode="r"))
 
 
 @pytest.mark.golden
diff --git a/tests/test_lsm_multi_slice.py b/tests/test_lsm_multi_slice.py
index 113a4a91..1027974d 100644
--- a/tests/test_lsm_multi_slice.py
+++ b/tests/test_lsm_multi_slice.py
@@ -31,12 +31,9 @@ def test_lsm_multi_slice(tmp_path, multi_slice_tiff, zarr_version, driver):
             overlap=0,
             out=str(output),
             zarr_version=zarr_version,
-            driver=driver
-    )
-    assert_zarr_equal(
-            str(output),
-            zarr.storage.ZipStore(expected_zarr, mode="r")
+            driver=driver,
     )
+    assert_zarr_equal(str(output), zarr.storage.ZipStore(expected_zarr, mode="r"))
 
 
 @pytest.mark.golden
diff --git a/tests/test_lsm_spool.py b/tests/test_lsm_spool.py
index d78d86e4..32ece99c 100644
--- a/tests/test_lsm_spool.py
+++ b/tests/test_lsm_spool.py
@@ -29,7 +29,7 @@ def write_zyla_spool_set(
         image: np.ndarray,
         spool_set_path: str,
         *,
-        pixel_encoding: str = 'Mono16',
+        pixel_encoding: str = "Mono16",
         images_per_file: int = None,
 ):
     """
@@ -53,9 +53,9 @@ def write_zyla_spool_set(
     numDepths, numColumns, numFrames = image.shape
     if images_per_file is None:
         images_per_file = numFrames
-    if pixel_encoding == 'Mono16':
+    if pixel_encoding == "Mono16":
         dtype = np.uint16
-    elif pixel_encoding == 'Mono8':
+    elif pixel_encoding == "Mono8":
         dtype = np.uint8
     else:
         raise ValueError("pixel_encoding must be 'Mono16' or 'Mono8'")
@@ -77,7 +77,7 @@ def write_zyla_spool_set(
     os.makedirs(spool_set_path, exist_ok=True)
 
     # marker for format detection
-    open(os.path.join(spool_set_path, 'Spooled files.sifx'), 'wb').close()
+    open(os.path.join(spool_set_path, "Spooled files.sifx"), "wb").close()
 
     # write acquisitionmetadata.ini
     ini = f"""
@@ -91,8 +91,10 @@ def write_zyla_spool_set(
 [multiimage]
 ImagesPerFile = {images_per_file}
 """
-    with open(os.path.join(spool_set_path, 'acquisitionmetadata.ini'), 'w',
-              encoding='utf-8') as f:
+    with open(
+            os.path.join(spool_set_path, "acquisitionmetadata.ini"), "w",
+            encoding="utf-8"
+    ) as f:
         f.write(ini)
 
     # split into as many spool files as needed
@@ -113,7 +115,7 @@ def write_zyla_spool_set(
         # name = reversed zero‑padded index + "spool.dat"
         rev = str(file_idx).zfill(10)[::-1]
         fn = f"{rev}spool.dat"
-        with open(os.path.join(spool_set_path, fn), 'wb') as f:
+        with open(os.path.join(spool_set_path, fn), "wb") as f:
             f.write(buf.tobytes())
 
 
@@ -123,10 +125,7 @@ def test_lsm_spool_convert(tmp_path, spool_dat, zarr_version):
     spool.convert(inp=spool_dat, out=str(output), overlap=0)
 
     # assert_zarr_equal is assumed available from your test utils
-    assert_zarr_equal(
-            str(output),
-            zarr.storage.ZipStore(expected_zarr, mode="r")
-    )
+    assert_zarr_equal(str(output), zarr.storage.ZipStore(expected_zarr, mode="r"))
 
 
 @pytest.mark.golden
diff --git a/tests/test_oct_multi_slice.py b/tests/test_oct_multi_slice.py
index 9c458dc2..495c7b3b 100644
--- a/tests/test_oct_multi_slice.py
+++ b/tests/test_oct_multi_slice.py
@@ -72,9 +72,12 @@ def test_oct_multi_slice_heavy(test_data_heavy_dir, tmp_path, zarr_version, driv
     files.sort()
     output_zarr = tmp_path / "output.zarr"
     multi_slice.convert(
-            files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=2,
+            files,
+            out=str(output_zarr),
+            key="Psi_ObsLSQ",
+            zarr_version=2,
             overwrite=True,
-            driver=driver
+            driver=driver,
     )
     assert_zarr_equal(
             str(output_zarr),
@@ -87,8 +90,7 @@ def test_oct_multi_slice_heavy(test_data_heavy_dir, tmp_path, zarr_version, driv
 @pytest.mark.golden
 @pytest.mark.heavy
 def test_oct_multi_slice_heavy_regen_golden(
-        test_data_heavy_dir, tmp_path,
-        zarr_version
+        test_data_heavy_dir, tmp_path, zarr_version
 ):
     multi_slice_heavy_data_dir = test_data_heavy_dir / "sub-test_oct_multi_slice"
     expected_zarr = multi_slice_heavy_data_dir / f"zarr{zarr_version}.nii.zarr.zip"
@@ -96,8 +98,11 @@ def test_oct_multi_slice_heavy_regen_golden(
     files.sort()
     output_zarr = tmp_path / "output.zarr"
     multi_slice.convert(
-            files, out=str(output_zarr), key="Psi_ObsLSQ", zarr_version=zarr_version,
-            overwrite=True
+            files,
+            out=str(output_zarr),
+            key="Psi_ObsLSQ",
+            zarr_version=zarr_version,
+            overwrite=True,
     )
     base = expected_zarr.with_suffix("")
     shutil.make_archive(str(base), "zip", str(output_zarr))
diff --git a/tests/test_oct_single_volume.py b/tests/test_oct_single_volume.py
index f197ff13..829f185a 100644
--- a/tests/test_oct_single_volume.py
+++ b/tests/test_oct_single_volume.py
@@ -29,8 +29,7 @@ def single_volume_mat(tmp_path):
         ],
 )
 def test_oct_single_volume(
-        tmp_path, single_volume_mat, zarr_version, expected_zarr,
-        driver
+        tmp_path, single_volume_mat, zarr_version, expected_zarr, driver
 ):
     output = tmp_path / "single_volume.nii.zarr"
 
@@ -59,8 +58,7 @@ def test_oct_single_volume(
         ],
 )
 def test_oct_single_volume_regen_golden(
-        tmp_path, single_volume_mat, zarr_version,
-        expected_zarr
+        tmp_path, single_volume_mat, zarr_version, expected_zarr
 ):
     """
     Rebuild single-volume golden archives. Only run with --regenerate-golden.
diff --git a/tests/test_wk.py b/tests/test_wk.py
index 0098545c..18f16221 100644
--- a/tests/test_wk.py
+++ b/tests/test_wk.py
@@ -17,8 +17,10 @@
 @pytest.fixture
 def wk_annotation(tmp_path):
     image, annotation = generate_sample_data_variation(2, output_dtype=np.uint8)
-    image, annotation = Nifti1Image(image, np.eye(4)), Nifti1Image(annotation,
-                                                                   np.eye(4))
+    image, annotation = (
+        Nifti1Image(image, np.eye(4)),
+        Nifti1Image(annotation, np.eye(4)),
+    )
 
     niizarr.nii2zarr(image, tmp_path / "image.nii.zarr", chunk=64)
     niizarr.nii2zarr(annotation, tmp_path / "annotation.nii.zarr", chunk=64)
@@ -35,21 +37,24 @@ def wk_annotation(tmp_path):
 def test_wkw(tmp_path, wk_annotation, zarr_version, driver):
     expected_zarr = f"data/wkw_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "wkw.nii.zarr"
-    webknossos_annotation.convert(str(wk_annotation / "wkw"),
-                                  str(wk_annotation / "image.nii.zarr"), out=output,
-                                  dic="{}")
-    assert_zarr_equal(
-            str(output),
-            zarr.storage.ZipStore(expected_zarr, mode="r")
+    webknossos_annotation.convert(
+            str(wk_annotation / "wkw"),
+            str(wk_annotation / "image.nii.zarr"),
+            out=output,
+            dic="{}",
     )
+    assert_zarr_equal(str(output), zarr.storage.ZipStore(expected_zarr, mode="r"))
 
 
 @pytest.mark.golden
 def test_wkw_regen_golden(tmp_path, wk_annotation, zarr_version):
     expected_zarr = f"data/wkw_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "wkw.nii.zarr"
-    webknossos_annotation.convert(str(wk_annotation / "wkw"),
-                                  str(wk_annotation / "image.nii.zarr"), out=output,
-                                  dic="{}")
+    webknossos_annotation.convert(
+            str(wk_annotation / "wkw"),
+            str(wk_annotation / "image.nii.zarr"),
+            out=output,
+            dic="{}",
+    )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/utils/compare_file.py b/tests/utils/compare_file.py
index 90632d6c..7adc63ee 100644
--- a/tests/utils/compare_file.py
+++ b/tests/utils/compare_file.py
@@ -16,7 +16,7 @@ def load_file(path):
     """
     ext = os.path.splitext(path)[1].lower()
     # Handle .nii and .nii.gz
-    if ext in ['.nii', '.gz'] and (path.endswith('.nii') or path.endswith('.nii.gz')):
+    if ext in [".nii", ".gz"] and (path.endswith(".nii") or path.endswith(".nii.gz")):
         try:
             import nibabel as nib
         except ImportError:
@@ -27,7 +27,7 @@ def load_file(path):
         return data
 
     # Handle .mat
-    if ext == '.mat':
+    if ext == ".mat":
         try:
             from scipy.io import loadmat
         except ImportError:
@@ -35,22 +35,23 @@ def load_file(path):
             sys.exit(1)
         mat = loadmat(path)
         # Extract variable array from mat dict (ignoring metadata keys)
-        keys = [k for k in mat.keys() if not k.startswith('__')]
+        keys = [k for k in mat.keys() if not k.startswith("__")]
         if len(keys) != 1:
             print(
                     f"Error: Expected one variable in the MAT file, found "
-                    f"{len(keys)}: {keys}")
+                    f"{len(keys)}: {keys}"
+            )
             sys.exit(1)
         return mat[keys[0]]
 
     # Handle .zarr
-    if ext == '.zarr' or '.zarr' in path:
+    if ext == ".zarr" or ".zarr" in path:
         try:
             import zarr
         except ImportError:
             print("Error: zarr is not installed.")
             sys.exit(1)
-        arr = zarr.open(path, mode='r')
+        arr = zarr.open(path, mode="r")
         return arr[:]  # load full array into memory
 
     print(f"Unsupported file extension: {ext}")
@@ -99,7 +100,7 @@ def _cmp_zarr_archives(path1: str, path2: str) -> bool:
 def assert_zarr_equal(
         store1: Union[str, zarr.storage.StoreLike],
         store2: Union[str, zarr.storage.StoreLike],
-        ignore_nii: bool = False
+        ignore_nii: bool = False,
 ) -> None:
     """
     Assert that two Zarr groups—opened from either a path or a store—have identical
@@ -123,15 +124,17 @@ def assert_zarr_equal(
     if dict(zarr1.attrs) != dict(zarr2.attrs):
         diffs.append(
                 f"Group attrs differ:\n ‣ {json.dumps(dict(zarr1.attrs))}\n ‣ "
-                f"{json.dumps(dict(zarr2.attrs))}")
+                f"{json.dumps(dict(zarr2.attrs))}"
+        )
     if set(zarr1.keys()) != set(zarr2.keys()):
         diffs.append(
                 f"Group keys differ:\n ‣ {set(zarr1.keys())} in {zarr1.store_path}\n "
-                f"‣ {set(zarr2.keys())} in {zarr2.store_path}")
+                f"‣ {set(zarr2.keys())} in {zarr2.store_path}"
+        )
 
     keys = set(zarr1.keys()).intersection(set(zarr2.keys()))
     for key in keys:
-        if ignore_nii and key == 'nifti':
+        if ignore_nii and key == "nifti":
             continue
         obj1 = zarr1[key]
         obj2 = zarr2[key]
@@ -142,7 +145,8 @@ def assert_zarr_equal(
                 diffs.append(
                         f"Attributes for key '{key}' differ:\n"
                         f" ‣ {dict(obj1.attrs)}\n"
-                        f" ‣ {dict(obj2.attrs)}")
+                        f" ‣ {dict(obj2.attrs)}"
+                )
             try:
                 np.testing.assert_array_equal(obj1[:], obj2[:])
             except AssertionError as e:
@@ -160,9 +164,9 @@ def assert_zarr_equal(
 
 
 def main():
-    parser = argparse.ArgumentParser(description='Compare arrays in two files.')
-    parser.add_argument('file1', help='First file (.nii, .nii.gz, .mat, .zarr)')
-    parser.add_argument('file2', help='Second file (.nii, .nii.gz, .mat, .zarr)')
+    parser = argparse.ArgumentParser(description="Compare arrays in two files.")
+    parser.add_argument("file1", help="First file (.nii, .nii.gz, .mat, .zarr)")
+    parser.add_argument("file2", help="Second file (.nii, .nii.gz, .mat, .zarr)")
     args = parser.parse_args()
 
     a = load_file(args.file1)
@@ -175,5 +179,5 @@ def main():
         print(e)
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     main()
diff --git a/tests/utils/sample_data.py b/tests/utils/sample_data.py
index 6107551e..ae56f1d6 100644
--- a/tests/utils/sample_data.py
+++ b/tests/utils/sample_data.py
@@ -7,7 +7,7 @@
 def sample_data_variation(
         param: float,
         image: Optional[np.ndarray] = None,
-        output_dtype: Optional[np.dtype] = None
+        output_dtype: Optional[np.dtype] = None,
 ) -> np.ndarray:
     """
     Scale global intensity by (1+param), then wrap values modulo the output dtype range.
@@ -53,7 +53,7 @@ def generate_sample_data_variation(
         n: int,
         param_range: Tuple[float, float] = (-0.95, 0.95),
         image: Optional[np.ndarray] = None,
-        output_dtype: Optional[np.dtype] = None
+        output_dtype: Optional[np.dtype] = None,
 ) -> List[np.ndarray]:
     """
     Generate `n` deterministic, wrapped‐intensity variations.
@@ -78,6 +78,5 @@ def generate_sample_data_variation(
         image = skimage.data.brain()
     params = np.linspace(param_range[0], param_range[1], n)
     return [
-        sample_data_variation(p, image=image, output_dtype=output_dtype)
-        for p in params
+        sample_data_variation(p, image=image, output_dtype=output_dtype) for p in params
     ]

From 9d826da229a8d1aa3bb0d6d282a8509fc81c9731 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Fri, 1 Aug 2025 13:39:58 -0400
Subject: [PATCH 127/157] fix: remove duplicated unused function

---
 linc_convert/utils/io/zarr/drivers/tensorstore.py | 15 ---------------
 1 file changed, 15 deletions(-)

diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index f4c93170..658f4af9 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -343,21 +343,6 @@ def create_array_from_base(
         return ZarrTSArray(arr)
 
 
-def make_compressor(name: str, **prm: dict) -> numcodecs.abc.Codec:
-    """Build compressor object from name and options."""
-    # TODO: we should use `numcodecs.get_codec` instead`
-    if not isinstance(name, str):
-        return name
-    name = name.lower()
-    if name == "blosc":
-        Compressor = numcodecs.Blosc
-    elif name == "zlib":
-        Compressor = numcodecs.Zlib
-    else:
-        raise ValueError("Unknown compressor", name)
-    return Compressor(**prm)
-
-
 def make_compressor_v2(name: str | None, **prm: dict) -> dict:
     """Build compressor dictionary for Zarr v2."""
     name = name.lower()

From d3c70b416322ad6ed536c43d5f6b80de60344152 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Fri, 1 Aug 2025 14:04:25 -0400
Subject: [PATCH 128/157] fix: add to __all__ only when import succeeded

---
 linc_convert/utils/io/zarr/__init__.py | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/linc_convert/utils/io/zarr/__init__.py b/linc_convert/utils/io/zarr/__init__.py
index 9b91865a..16e5038a 100644
--- a/linc_convert/utils/io/zarr/__init__.py
+++ b/linc_convert/utils/io/zarr/__init__.py
@@ -6,13 +6,6 @@
 from .drivers.zarr_python import ZarrPythonArray, ZarrPythonGroup
 from .factory import from_config, open, open_group
 
-try:
-    import tensorstore as TS  # noqa: F401
-
-    from .drivers.tensorstore import ZarrTSArray, ZarrTSGroup
-except ImportError:
-    warnings.warn("Tensorstore is not installed, driver disabled")
-
 __all__ = [
     ZarrArray,
     ZarrGroup,
@@ -22,6 +15,13 @@
     from_config,
     open,
     open_group,
-    "ZarrTSArray",
-    "ZarrTSGroup",
 ]
+
+try:
+    import tensorstore as TS  # noqa: F401
+
+    from .drivers.tensorstore import ZarrTSArray, ZarrTSGroup
+
+    __all__ += ["ZarrTSArray", "ZarrTSGroup"]
+except ImportError:
+    warnings.warn("Tensorstore is not installed, driver disabled")

From 3ce5ff91fb36bb388e4cd05cae6866434548dea9 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Fri, 1 Aug 2025 14:04:33 -0400
Subject: [PATCH 129/157] fix: remove redundant import

---
 linc_convert/utils/io/zarr/drivers/tensorstore.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index 658f4af9..6a06218c 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -18,8 +18,6 @@
 )
 from urllib.parse import urlparse
 
-import numcodecs
-import numcodecs.abc
 import numpy as np
 import tensorstore as ts
 import zarr

From bbf81a1907321aad79b1893cfd8ea35ac6453e0f Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 4 Aug 2025 10:17:38 -0400
Subject: [PATCH 130/157] chore: remove unused code

---
 tests/conftest.py | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/tests/conftest.py b/tests/conftest.py
index 5b6749ce..a116eaeb 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -36,8 +36,3 @@ def driver(request):
 @pytest.fixture(scope="module", params=[2, 3])
 def zarr_version(request):
     return request.param
-
-
-@pytest.mark.heavy
-def test_heavy(test_data_heavy_dir):
-    assert True

From 204ffba3eb7a1840516d3853ec4904e467b9776a Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 4 Aug 2025 10:43:00 -0400
Subject: [PATCH 131/157] style

---
 linc_convert/modalities/lsm/mosaic.py   | 74 +++++++++++-----------
 linc_convert/modalities/psoct/_utils.py |  2 +-
 linc_convert/utils/chunk_processing.py  |  6 +-
 linc_convert/utils/io/zarr/abc.py       | 82 ++++++++++++-------------
 linc_convert/utils/logging.py           |  6 +-
 linc_convert/utils/orientation.py       |  2 +-
 tests/test_lsm_spool.py                 | 13 ++--
 tests/test_oct_multi_slice.py           | 60 +++++++++---------
 tests/test_wk.py                        | 16 ++---
 tests/utils/sample_data.py              | 14 ++---
 10 files changed, 137 insertions(+), 138 deletions(-)

diff --git a/linc_convert/modalities/lsm/mosaic.py b/linc_convert/modalities/lsm/mosaic.py
index a6910574..f72c87d9 100644
--- a/linc_convert/modalities/lsm/mosaic.py
+++ b/linc_convert/modalities/lsm/mosaic.py
@@ -28,15 +28,15 @@
 
 @mosaic.default
 def convert(
-        inp: str,
-        *,
-        zarr_config: ZarrConfig = None,
-        max_load: int = 512,
-        orientation: str = "coronal",
-        center: bool = True,
-        thickness: float | None = None,
-        voxel_size: list[float] = (1, 1, 1),
-        **kwargs: Unpack[ZarrConfig],
+    inp: str,
+    *,
+    zarr_config: ZarrConfig = None,
+    max_load: int = 512,
+    orientation: str = "coronal",
+    center: bool = True,
+    thickness: float | None = None,
+    voxel_size: list[float] = (1, 1, 1),
+    **kwargs: Unpack[ZarrConfig],
 ) -> None:
     """
     Convert a collection of tiff files generated by the LSM pipeline into ZARR.
@@ -84,29 +84,29 @@ def convert(
         max_load += 1
 
     CHUNK_PATTERN = re.compile(
-            r"^(?P<prefix>\w*)"
-            r"_z(?P<z>[0-9]+)"
-            r"_y(?P<y>[0-9]+)"
-            r"("
-            r"?P<suffix>\w*)$"
+        r"^(?P<prefix>\w*)"
+        r"_z(?P<z>[0-9]+)"
+        r"_y(?P<y>[0-9]+)"
+        r"("
+        r"?P<suffix>\w*)$"
     )
 
     all_chunks_dirnames = list(sorted(glob(os.path.join(inp, "*_z*_y*"))))
     all_chunks_info = dict(
-            dirname=[],
-            prefix=[],
-            suffix=[],
-            z=[],
-            y=[],
-            planes=[
-                dict(
-                        fname=[],
-                        z=[],
-                        c=[],
-                        yx_shape=[],
-                )
-                for _ in range(len(all_chunks_dirnames))
-            ],
+        dirname=[],
+        prefix=[],
+        suffix=[],
+        z=[],
+        y=[],
+        planes=[
+            dict(
+                fname=[],
+                z=[],
+                c=[],
+                yx_shape=[],
+            )
+            for _ in range(len(all_chunks_dirnames))
+        ],
     )
 
     # parse all directory names
@@ -131,17 +131,17 @@ def convert(
         for ychunk in range(nchunky):
             for i in range(len(all_chunks_info["dirname"])):
                 if (
-                        all_chunks_info["z"][i] == zchunk + 1
-                        and all_chunks_info["y"][i] == ychunk + 1
+                    all_chunks_info["z"][i] == zchunk + 1
+                    and all_chunks_info["y"][i] == ychunk + 1
                 ):
                     break
             dirname = all_chunks_info["dirname"][i]
             planes_filenames = list(sorted(glob(os.path.join(dirname, "*.tiff"))))
 
             PLANE_PATTERN = re.compile(
-                    os.path.basename(dirname) + r"_plane(?P<z>[0-9]+)"
-                                                r"_c(?P<c>[0-9]+)"
-                                                r".tiff$"
+                os.path.basename(dirname) + r"_plane(?P<z>[0-9]+)"
+                                            r"_c(?P<c>[0-9]+)"
+                                            r".tiff$"
             )
 
             for fname in planes_filenames:
@@ -181,7 +181,7 @@ def convert(
 
     omz = from_config(zarr_config)
     arr = omz.create_array(
-            "0", shape=[nchannels, *fullshape], dtype="float64", zarr_config=zarr_config
+        "0", shape=[nchannels, *fullshape], dtype="float64", zarr_config=zarr_config
     )
 
     print("Write level 0 with shape", [nchannels, *fullshape])
@@ -197,9 +197,9 @@ def convert(
             zstart = sum(shape[0][0] for shape in allshapes[:chunkz])
             ystart = sum(shape[1] for shape in allshapes[chunkz][:chunky])
             print(
-                    f"Write plane "
-                    f"({subc}, {zstart + subz}, {ystart}:{ystart + yx_shape[0]})",
-                    end="\r",
+                f"Write plane "
+                f"({subc}, {zstart + subz}, {ystart}:{ystart + yx_shape[0]})",
+                end="\r",
             )
             slicer = (
                 subc,
diff --git a/linc_convert/modalities/psoct/_utils.py b/linc_convert/modalities/psoct/_utils.py
index c3fb6cd3..e6a7ba95 100644
--- a/linc_convert/modalities/psoct/_utils.py
+++ b/linc_convert/modalities/psoct/_utils.py
@@ -31,7 +31,7 @@ def make_json(oct_meta: str) -> dict:
     """
 
     def _parse_value_unit(
-            string: str, n: int = None
+        string: str, n: int = None
     ) -> tuple[float | list[float], str | Any]:
         number = r"-?(\d+\.?\d*|\d*\.?\d+)(E-?\d+)?"
         value = "x".join([number] * (n or 1))
diff --git a/linc_convert/utils/chunk_processing.py b/linc_convert/utils/chunk_processing.py
index 76bb1cba..5201c409 100644
--- a/linc_convert/utils/chunk_processing.py
+++ b/linc_convert/utils/chunk_processing.py
@@ -8,7 +8,7 @@
 
 
 def chunk_slice_generator(
-        arr_shape: Sequence[int], chunk_shape: Sequence[int]
+    arr_shape: Sequence[int], chunk_shape: Sequence[int]
 ) -> Generator:
     """
     Generate slice indices for chunking an array based on the chunk size.
@@ -42,8 +42,8 @@ def chunk_slice_generator(
         # Create slice objects for each dimension,
         # ensuring we don't go beyond the array's bounds
         slices = tuple(
-                slice(i * c, min((i + 1) * c, dim))
-                for i, c, dim in zip(index, chunk_shape, shape)
+            slice(i * c, min((i + 1) * c, dim))
+            for i, c, dim in zip(index, chunk_shape, shape)
         )
         # Prepend an Ellipsis to preserve any preceding (non-chunked) dimensions
         full_slice = (...,) + slices
diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index 37f52854..038c99a0 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -161,34 +161,34 @@ def create_group(self, name: str, overwrite: bool = False) -> "ZarrGroup":
 
     @abstractmethod
     def create_array(
-            self,
-            name: str,
-            shape: Sequence[int],
-            dtype: DTypeLike,
-            *,
-            zarr_config: ZarrConfig = None,
-            **kwargs: Unpack[ZarrArrayConfig],
+        self,
+        name: str,
+        shape: Sequence[int],
+        dtype: DTypeLike,
+        *,
+        zarr_config: ZarrConfig = None,
+        **kwargs: Unpack[ZarrArrayConfig],
     ) -> ZarrArray:
         """Create a new array within this group."""
         ...
 
     @abstractmethod
     def create_array_from_base(
-            self,
-            name: str,
-            shape: Sequence[int],
-            data: ArrayLike = None,
-            **kwargs: Unpack[ZarrArrayConfig],
+        self,
+        name: str,
+        shape: Sequence[int],
+        data: ArrayLike = None,
+        **kwargs: Unpack[ZarrArrayConfig],
     ) -> ZarrArray:
         """Create a new array using metadata of an existing base-level array."""
         ...
 
     def generate_pyramid(
-            self,
-            levels: int = -1,
-            ndim: int = 3,
-            mode: Literal["mean", "median"] = "median",
-            no_pyramid_axis: Optional[int] = None,
+        self,
+        levels: int = -1,
+        ndim: int = 3,
+        mode: Literal["mean", "median"] = "median",
+        no_pyramid_axis: Optional[int] = None,
     ) -> list[list[int]]:
         """
         Generate the levels of a pyramid in an existing Zarr.
@@ -234,18 +234,18 @@ def generate_pyramid(
         return all_shapes
 
     def write_ome_metadata(
-            self,
-            axes: List[str],
-            space_scale: Union[float, List[float]] = 1.0,
-            time_scale: float = 1.0,
-            space_unit: str = "micrometer",
-            time_unit: str = "second",
-            name: str = "",
-            pyramid_aligns: Union[str, int, List[str], List[int]] = 2,
-            levels: Optional[int] = None,
-            no_pool: Optional[int] = None,
-            multiscales_type: str = "",
-            ome_version: Literal["0.4", "0.5"] = "0.4",
+        self,
+        axes: List[str],
+        space_scale: Union[float, List[float]] = 1.0,
+        time_scale: float = 1.0,
+        space_unit: str = "micrometer",
+        time_unit: str = "second",
+        name: str = "",
+        pyramid_aligns: Union[str, int, List[str], List[int]] = 2,
+        levels: Optional[int] = None,
+        no_pool: Optional[int] = None,
+        multiscales_type: str = "",
+        ome_version: Literal["0.4", "0.5"] = "0.4",
     ) -> None:
         """
         Write OME-compatible metadata into this group.
@@ -285,18 +285,18 @@ def write_ome_metadata(
         None.
         """
         niizarr.write_ome_metadata(
-                self._get_zarr_python_group(),
-                space_scale=space_scale,
-                time_scale=time_scale,
-                space_unit=space_unit,
-                time_unit=time_unit,
-                axes=axes,
-                name=name,
-                pyramid_aligns=pyramid_aligns,
-                levels=levels,
-                no_pool=no_pool,
-                multiscales_type=multiscales_type,
-                ome_version=ome_version,
+            self._get_zarr_python_group(),
+            space_scale=space_scale,
+            time_scale=time_scale,
+            space_unit=space_unit,
+            time_unit=time_unit,
+            axes=axes,
+            name=name,
+            pyramid_aligns=pyramid_aligns,
+            levels=levels,
+            no_pool=no_pool,
+            multiscales_type=multiscales_type,
+            ome_version=ome_version,
         )
 
     def write_nifti_header(self, header: NiftiHeaderLike) -> None:
diff --git a/linc_convert/utils/logging.py b/linc_convert/utils/logging.py
index dad0af2c..b17784e7 100644
--- a/linc_convert/utils/logging.py
+++ b/linc_convert/utils/logging.py
@@ -9,8 +9,8 @@
 def setup_logging() -> None:
     """Set up the logging configuration for the application."""
     logging.basicConfig(
-            level=logging.INFO,
-            format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
+        level=logging.INFO,
+        format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
     )
     logging.captureWarnings(True)
 
@@ -20,7 +20,7 @@ def add_file_handler(log_file_path: str | PathLike[str] = None) -> None:
     file_handler = logging.FileHandler(log_file_path)
     file_handler.setLevel(logging.DEBUG)
     file_formatter = logging.Formatter(
-            "%(asctime)s - %(name)s - %(levelname)s - %(message)s"
+        "%(asctime)s - %(name)s - %(levelname)s - %(message)s"
     )
     file_handler.setFormatter(file_formatter)
     logger.addHandler(file_handler)
diff --git a/linc_convert/utils/orientation.py b/linc_convert/utils/orientation.py
index d5840d8d..0d26bde2 100644
--- a/linc_convert/utils/orientation.py
+++ b/linc_convert/utils/orientation.py
@@ -33,7 +33,7 @@ def orientation_ensure_3d(orientation: str) -> str:
 
 
 def orientation_to_affine(
-        orientation: str, vxw: float = 1, vxh: float = 1, vxd: float = 1
+    orientation: str, vxw: float = 1, vxh: float = 1, vxd: float = 1
 ) -> np.ndarray:
     """
     Build an affine matrix from an orientation string and voxel size.
diff --git a/tests/test_lsm_spool.py b/tests/test_lsm_spool.py
index 32ece99c..53a606ff 100644
--- a/tests/test_lsm_spool.py
+++ b/tests/test_lsm_spool.py
@@ -26,11 +26,11 @@ def spool_dat(tmp_path):
 
 
 def write_zyla_spool_set(
-        image: np.ndarray,
-        spool_set_path: str,
-        *,
-        pixel_encoding: str = "Mono16",
-        images_per_file: int = None,
+    image: np.ndarray,
+    spool_set_path: str,
+    *,
+    pixel_encoding: str = "Mono16",
+    images_per_file: int = None,
 ):
     """
     Given `image` of shape (numDepths, numColumns, numFrames),
@@ -92,8 +92,7 @@ def write_zyla_spool_set(
 ImagesPerFile = {images_per_file}
 """
     with open(
-            os.path.join(spool_set_path, "acquisitionmetadata.ini"), "w",
-            encoding="utf-8"
+        os.path.join(spool_set_path, "acquisitionmetadata.ini"), "w", encoding="utf-8"
     ) as f:
         f.write(ini)
 
diff --git a/tests/test_oct_multi_slice.py b/tests/test_oct_multi_slice.py
index 495c7b3b..cb59d1f9 100644
--- a/tests/test_oct_multi_slice.py
+++ b/tests/test_oct_multi_slice.py
@@ -32,18 +32,18 @@ def test_oct_multi_slice(tmp_path, multi_slice_mats, zarr_version, driver):
     expected_zarr = f"data/oct_multi_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "multi_slice.nii.zarr"
     multi_slice.convert(
-            multi_slice_mats,
-            out=str(output),
-            key="Psi_ObsLSQ",
-            zarr_version=zarr_version,
-            overwrite=True,
-            chunk=(64,),
-            driver=driver,
+        multi_slice_mats,
+        out=str(output),
+        key="Psi_ObsLSQ",
+        zarr_version=zarr_version,
+        overwrite=True,
+        chunk=(64,),
+        driver=driver,
     )
 
     assert_zarr_equal(
-            str(output),
-            zarr.storage.ZipStore(expected_zarr, mode="r"),
+        str(output),
+        zarr.storage.ZipStore(expected_zarr, mode="r"),
     )
 
 
@@ -52,13 +52,13 @@ def test_oct_multi_slice_regen_golden(tmp_path, multi_slice_mats, zarr_version):
     expected_zarr = f"data/oct_multi_slice_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "multi_slice.nii.zarr"
     multi_slice.convert(
-            multi_slice_mats,
-            out=str(output),
-            key="Psi_ObsLSQ",
-            zarr_version=zarr_version,
-            overwrite=True,
-            chunk=(64,),
-            driver="zarr-python",
+        multi_slice_mats,
+        out=str(output),
+        key="Psi_ObsLSQ",
+        zarr_version=zarr_version,
+        overwrite=True,
+        chunk=(64,),
+        driver="zarr-python",
     )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
@@ -72,16 +72,16 @@ def test_oct_multi_slice_heavy(test_data_heavy_dir, tmp_path, zarr_version, driv
     files.sort()
     output_zarr = tmp_path / "output.zarr"
     multi_slice.convert(
-            files,
-            out=str(output_zarr),
-            key="Psi_ObsLSQ",
-            zarr_version=2,
-            overwrite=True,
-            driver=driver,
+        files,
+        out=str(output_zarr),
+        key="Psi_ObsLSQ",
+        zarr_version=2,
+        overwrite=True,
+        driver=driver,
     )
     assert_zarr_equal(
-            str(output_zarr),
-            zarr.storage.ZipStore(expected_zarr, mode="r"),
+        str(output_zarr),
+        zarr.storage.ZipStore(expected_zarr, mode="r"),
     )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output_zarr))
@@ -90,7 +90,7 @@ def test_oct_multi_slice_heavy(test_data_heavy_dir, tmp_path, zarr_version, driv
 @pytest.mark.golden
 @pytest.mark.heavy
 def test_oct_multi_slice_heavy_regen_golden(
-        test_data_heavy_dir, tmp_path, zarr_version
+    test_data_heavy_dir, tmp_path, zarr_version
 ):
     multi_slice_heavy_data_dir = test_data_heavy_dir / "sub-test_oct_multi_slice"
     expected_zarr = multi_slice_heavy_data_dir / f"zarr{zarr_version}.nii.zarr.zip"
@@ -98,11 +98,11 @@ def test_oct_multi_slice_heavy_regen_golden(
     files.sort()
     output_zarr = tmp_path / "output.zarr"
     multi_slice.convert(
-            files,
-            out=str(output_zarr),
-            key="Psi_ObsLSQ",
-            zarr_version=zarr_version,
-            overwrite=True,
+        files,
+        out=str(output_zarr),
+        key="Psi_ObsLSQ",
+        zarr_version=zarr_version,
+        overwrite=True,
     )
     base = expected_zarr.with_suffix("")
     shutil.make_archive(str(base), "zip", str(output_zarr))
diff --git a/tests/test_wk.py b/tests/test_wk.py
index 18f16221..93c11d68 100644
--- a/tests/test_wk.py
+++ b/tests/test_wk.py
@@ -38,10 +38,10 @@ def test_wkw(tmp_path, wk_annotation, zarr_version, driver):
     expected_zarr = f"data/wkw_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "wkw.nii.zarr"
     webknossos_annotation.convert(
-            str(wk_annotation / "wkw"),
-            str(wk_annotation / "image.nii.zarr"),
-            out=output,
-            dic="{}",
+        str(wk_annotation / "wkw"),
+        str(wk_annotation / "image.nii.zarr"),
+        out=output,
+        dic="{}",
     )
     assert_zarr_equal(str(output), zarr.storage.ZipStore(expected_zarr, mode="r"))
 
@@ -51,10 +51,10 @@ def test_wkw_regen_golden(tmp_path, wk_annotation, zarr_version):
     expected_zarr = f"data/wkw_zarr{zarr_version}.nii.zarr.zip"
     output = tmp_path / "wkw.nii.zarr"
     webknossos_annotation.convert(
-            str(wk_annotation / "wkw"),
-            str(wk_annotation / "image.nii.zarr"),
-            out=output,
-            dic="{}",
+        str(wk_annotation / "wkw"),
+        str(wk_annotation / "image.nii.zarr"),
+        out=output,
+        dic="{}",
     )
     base = Path(expected_zarr).with_suffix("")
     shutil.make_archive(str(base), "zip", str(output))
diff --git a/tests/utils/sample_data.py b/tests/utils/sample_data.py
index ae56f1d6..1e35a158 100644
--- a/tests/utils/sample_data.py
+++ b/tests/utils/sample_data.py
@@ -5,9 +5,9 @@
 
 
 def sample_data_variation(
-        param: float,
-        image: Optional[np.ndarray] = None,
-        output_dtype: Optional[np.dtype] = None,
+    param: float,
+    image: Optional[np.ndarray] = None,
+    output_dtype: Optional[np.dtype] = None,
 ) -> np.ndarray:
     """
     Scale global intensity by (1+param), then wrap values modulo the output dtype range.
@@ -50,10 +50,10 @@ def sample_data_variation(
 
 
 def generate_sample_data_variation(
-        n: int,
-        param_range: Tuple[float, float] = (-0.95, 0.95),
-        image: Optional[np.ndarray] = None,
-        output_dtype: Optional[np.dtype] = None,
+    n: int,
+    param_range: Tuple[float, float] = (-0.95, 0.95),
+    image: Optional[np.ndarray] = None,
+    output_dtype: Optional[np.dtype] = None,
 ) -> List[np.ndarray]:
     """
     Generate `n` deterministic, wrapped‐intensity variations.

From 54cb047754bf20766d95cd1c0ad0d8c211a8f73e Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 4 Aug 2025 10:52:25 -0400
Subject: [PATCH 132/157] fix: wrong comment

---
 linc_convert/utils/io/zarr/drivers/zarr_python.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/linc_convert/utils/io/zarr/drivers/zarr_python.py b/linc_convert/utils/io/zarr/drivers/zarr_python.py
index b90e06ad..f10b2c32 100644
--- a/linc_convert/utils/io/zarr/drivers/zarr_python.py
+++ b/linc_convert/utils/io/zarr/drivers/zarr_python.py
@@ -309,7 +309,7 @@ def _dimension_separator_to_chunk_key_encoding(
 
 SHARD_FILE_SIZE_LIMIT = (
         2  # compression ratio
-        * 2  # TB
+        * 2  # GB
         * 2 ** 30  # GB->Bytes
 )
 

From 26f3c84212710e4d3095a43f2d36cdbb00280856 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 4 Aug 2025 11:20:39 -0400
Subject: [PATCH 133/157] feat: add setitem handling for zarrio

---
 linc_convert/utils/io/zarr/abc.py             |   8 +-
 .../utils/io/zarr/drivers/tensorstore.py      | 120 +++++++++---------
 .../utils/io/zarr/drivers/zarr_python.py      | 108 +++++++++-------
 3 files changed, 128 insertions(+), 108 deletions(-)

diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index 038c99a0..c08010ab 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -136,12 +136,16 @@ def from_config(cls, zarr_config: ZarrConfig) -> "ZarrGroup":
         ...
 
     @abstractmethod
-    def __getitem__(self, name: str) -> ZarrNode:
+    def __getitem__(self, key: str) -> ZarrNode:
         """Get a subgroup or array by name within this group."""
         ...
 
     @abstractmethod
-    def __delitem__(self, name: str) -> None:
+    def __setitem__(self, key: str, value: ZarrNode) -> None:
+        """Set a subgroup or array by name within this group."""
+
+    @abstractmethod
+    def __delitem__(self, key: str) -> None:
         """Delete a subgroup or array by name within this group."""
         ...
 
diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index 6a06218c..14a99191 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -92,11 +92,11 @@ def __setitem__(self, key: str, value: ArrayLike | Number) -> None:
 
     @classmethod
     def open(
-            cls,
-            path: Union[str, PathLike],
-            *,
-            zarr_version: Literal[2, 3] = 3,
-            mode: Literal["r", "r+", "a", "w", "w-"] = "a",
+        cls,
+        path: Union[str, PathLike],
+        *,
+        zarr_version: Literal[2, 3] = 3,
+        mode: Literal["r", "r+", "a", "w", "w-"] = "a",
     ) -> "ZarrTSArray":
         """
         Open an existing TensorStore-based Zarr array.
@@ -160,16 +160,16 @@ def from_config(cls, zarr_config: ZarrConfig) -> "ZarrTSGroup":
         ZarrTSGroup
         """
         return cls.open(
-                zarr_config.out, mode="a", zarr_version=zarr_config.zarr_version
+            zarr_config.out, mode="a", zarr_version=zarr_config.zarr_version
         )
 
     @classmethod
     def open(
-            cls,
-            path: Union[str, PathLike],
-            mode: Literal["r", "r+", "a", "w", "w-"] = "a",
-            *,
-            zarr_version: Literal[2, 3] = 3,
+        cls,
+        path: Union[str, PathLike],
+        mode: Literal["r", "r+", "a", "w", "w-"] = "a",
+        *,
+        zarr_version: Literal[2, 3] = 3,
     ) -> "ZarrTSGroup":
         """
         Open or create a Zarr group backed by TensorStore.
@@ -217,18 +217,24 @@ def zarr_version(self) -> Literal[2, 3]:
         """Get the Zarr format version."""
         return self._zarr_version
 
-    def __getitem__(self, name: str) -> Union[ZarrTSArray, "ZarrTSGroup"]:
+    def __getitem__(self, key: str) -> Union[ZarrTSArray, "ZarrTSGroup"]:
         """Get a subgroup or array by name within this group."""
-        meta = _detect_metadata(self._path / name)
+        meta = _detect_metadata(self._path / key)
         if not meta:
-            raise KeyError(f"Key '{name}' not found")
+            raise KeyError(f"Key '{key}' not found")
         if meta[0] == "group":
-            return ZarrTSGroup(self._path / name)
-        return ZarrTSArray.open(self._path / name, zarr_version=meta[1])
+            return ZarrTSGroup(self._path / key)
+        return ZarrTSArray.open(self._path / key, zarr_version=meta[1])
 
-    def __delitem__(self, name: str) -> None:
+    def __setitem__(self, key: str, value: Union[ZarrTSArray, "ZarrTSGroup"]) -> None:
+        """Set a subgroup or array by name within this group."""
+        raise NotImplementedError(
+            "Assign to zarr group is not supported with tensorstore."
+        )
+
+    def __delitem__(self, key: str) -> None:
         """Delete a subgroup or array by name within this group."""
-        target = self._path / name
+        target = self._path / key
         if target.exists():
             target.rmdir(recursive=True)
 
@@ -265,14 +271,14 @@ def create_group(self, name: str, overwrite: bool = False) -> "ZarrTSGroup":
         return self.open(self._path / name, mode=mode, zarr_version=self._zarr_version)
 
     def create_array(
-            self,
-            name: str,
-            shape: Sequence[int],
-            dtype: DTypeLike = np.int32,
-            *,
-            zarr_config: Optional[ZarrConfig] = None,
-            data: Optional[ArrayLike] = None,
-            **kwargs: Unpack[ZarrArrayConfig],
+        self,
+        name: str,
+        shape: Sequence[int],
+        dtype: DTypeLike = np.int32,
+        *,
+        zarr_config: Optional[ZarrConfig] = None,
+        data: Optional[ArrayLike] = None,
+        **kwargs: Unpack[ZarrArrayConfig],
     ) -> ZarrTSArray:
         """
         Create a new array within this group.
@@ -291,19 +297,19 @@ def create_array(
         """
         if zarr_config is None:
             conf = default_write_config(
-                    self._path / name, shape=shape, dtype=dtype, **kwargs
+                self._path / name, shape=shape, dtype=dtype, **kwargs
             )
         else:
             conf = default_write_config(
-                    self._path / name,
-                    shape=shape,
-                    dtype=dtype,
-                    chunk=zarr_config.chunk,
-                    shard=zarr_config.shard,
-                    compressor=zarr_config.compressor,
-                    # TODO: implement this
-                    # compressor_opt=ast.literal_eval(zarr_config.compressor_opt),
-                    version=zarr_config.zarr_version,
+                self._path / name,
+                shape=shape,
+                dtype=dtype,
+                chunk=zarr_config.chunk,
+                shard=zarr_config.shard,
+                compressor=zarr_config.compressor,
+                # TODO: implement this
+                # compressor_opt=ast.literal_eval(zarr_config.compressor_opt),
+                version=zarr_config.zarr_version,
             )
         conf.update(delete_existing=True, create=True)
         arr = ts.open(conf).result()
@@ -312,11 +318,11 @@ def create_array(
         return ZarrTSArray(arr)
 
     def create_array_from_base(
-            self,
-            name: str,
-            shape: Sequence[int],
-            data: Optional[ArrayLike] = None,
-            **kwargs: Unpack[ZarrArrayConfig],
+        self,
+        name: str,
+        shape: Sequence[int],
+        data: Optional[ArrayLike] = None,
+        **kwargs: Unpack[ZarrArrayConfig],
     ) -> ZarrTSArray:
         """
         Create a new array using metadata of an existing base-level array.
@@ -385,10 +391,10 @@ def make_kvstore(path: str | os.PathLike) -> dict:
 
 
 def auto_shard_size(
-        max_shape: list[int],
-        itemsize: int | np.dtype | str,
-        max_file_size: int = 2 * 1024 ** 4,
-        compression_ratio: float = 2,
+    max_shape: list[int],
+    itemsize: int | np.dtype | str,
+    max_file_size: int = 2 * 1024 ** 4,
+    compression_ratio: float = 2,
 ) -> list[int]:
     """
     Find maximal shard size that ensures file size below cap.
@@ -439,9 +445,9 @@ def auto_shard_size(
 
 
 def fix_shard_chunk(
-        shard: list[int],
-        chunk: list[int],
-        shape: list[int],
+    shard: list[int],
+    chunk: list[int],
+    shape: list[int],
 ) -> tuple[list[int], list[int]]:
     """
     Fix incompatibilities between chunk and shard size.
@@ -562,14 +568,14 @@ def _detect_metadata(path: PathLike) -> Optional[Tuple[str, int]]:
 
 
 def default_write_config(
-        path: os.PathLike | str,
-        shape: list[int],
-        dtype: np.dtype | str,
-        chunk: list[int] = [32],
-        shard: list[int] | Literal["auto"] | None = None,
-        compressor: str = "blosc",
-        compressor_opt: dict | None = None,
-        version: int = 3,
+    path: os.PathLike | str,
+    shape: list[int],
+    dtype: np.dtype | str,
+    chunk: list[int] = [32],
+    shard: list[int] | Literal["auto"] | None = None,
+    compressor: str = "blosc",
+    compressor_opt: dict | None = None,
+    version: int = 3,
 ) -> dict:
     """
     Generate a default TensorStore configuration.
@@ -714,7 +720,7 @@ def _init_group(group_path: PathLike, version: int) -> None:
     group_path.mkdir(parents=True, exist_ok=True)
     if version == 3:
         (group_path / "zarr.json").write_text(
-                json.dumps({"zarr_format": 3, "node_type": "group"})
+            json.dumps({"zarr_format": 3, "node_type": "group"})
         )
     else:
         (group_path / ".zgroup").write_text(json.dumps({"zarr_format": 2}))
diff --git a/linc_convert/utils/io/zarr/drivers/zarr_python.py b/linc_convert/utils/io/zarr/drivers/zarr_python.py
index f10b2c32..10e8b79f 100644
--- a/linc_convert/utils/io/zarr/drivers/zarr_python.py
+++ b/linc_convert/utils/io/zarr/drivers/zarr_python.py
@@ -90,7 +90,7 @@ def __getattr__(self, name: str) -> Any:  # noqa: ANN401
         if hasattr(self._array, name):
             return getattr(self._array, name)
         raise AttributeError(
-                f"'{self.__class__.__name__}' object has no attribute '{name}'"
+            f"'{self.__class__.__name__}' object has no attribute '{name}'"
         )
 
 
@@ -115,12 +115,12 @@ def from_config(cls, zarr_config: ZarrConfig) -> "ZarrPythonGroup":
         """Create a Zarr group from a configuration object."""
         store = zarr.storage.LocalStore(zarr_config.out)
         return cls(
-                zarr.group(
-                        store=store,
-                        # TODO: figure out overwrite
-                        # overwrite=overwrite,
-                        zarr_format=zarr_config.zarr_version,
-                )
+            zarr.group(
+                store=store,
+                # TODO: figure out overwrite
+                # overwrite=overwrite,
+                zarr_format=zarr_config.zarr_version,
+            )
         )
 
     @property
@@ -137,11 +137,11 @@ def keys(self) -> Iterator[str]:
         """Get the names of all subgroups and arrays in this group."""
         yield from self._zgroup.keys()
 
-    def __getitem__(self, name: str) -> Union[ZarrPythonArray, "ZarrPythonGroup"]:
+    def __getitem__(self, key: str) -> Union[ZarrPythonArray, "ZarrPythonGroup"]:
         """Get a subgroup or array by name within this group."""
-        if name not in self._zgroup:
-            raise KeyError(f"Key '{name}' not found in group '{self.store_path}'")
-        item = self._zgroup[name]
+        if key not in self._zgroup:
+            raise KeyError(f"Key '{key}' not found in group '{self.store_path}'")
+        item = self._zgroup[key]
         if isinstance(item, zarr.Group):
             return ZarrPythonGroup(item)
         elif isinstance(item, zarr.Array):
@@ -149,9 +149,20 @@ def __getitem__(self, name: str) -> Union[ZarrPythonArray, "ZarrPythonGroup"]:
         else:
             raise TypeError(f"Unsupported item type: {type(item)}")
 
-    def __delitem__(self, name: str) -> None:
+    def __setitem__(
+        self, key: str, value: Union[ZarrPythonArray, "ZarrPythonGroup"]
+    ) -> None:
+        """Set a subgroup or array by name within this group."""
+        if isinstance(value, ZarrPythonGroup):
+            self._zgroup[key] = value._zgroup
+        elif isinstance(value, ZarrPythonArray):
+            self._zgroup[key] = value._array
+        else:
+            raise TypeError(f"Unsupported item type: {type(value)}")
+
+    def __delitem__(self, key: str) -> None:
         """Delete a subgroup or array by name within this group."""
-        del self._zgroup[name]
+        del self._zgroup[key]
 
     def __iter__(self) -> Iterator[str]:
         """Iterate over the names of all subgroups and arrays in this group."""
@@ -171,14 +182,14 @@ def create_group(self, name: str, overwrite: bool = False) -> "ZarrPythonGroup":
         return ZarrPythonGroup(subgroup)
 
     def create_array(
-            self,
-            name: str,
-            shape: Sequence[int],
-            dtype: DTypeLike,
-            *,
-            zarr_config: ZarrConfig = None,
-            data: Optional[ArrayLike] = None,
-            **kwargs: Unpack[ZarrArrayConfig],
+        self,
+        name: str,
+        shape: Sequence[int],
+        dtype: DTypeLike,
+        *,
+        zarr_config: ZarrConfig = None,
+        data: Optional[ArrayLike] = None,
+        **kwargs: Unpack[ZarrArrayConfig],
     ) -> ZarrPythonArray:
         """Create a new array within this group."""
         if zarr_config is None:
@@ -201,12 +212,12 @@ def create_array(
             "dtype": np.dtype(dtype).str,
             "fill_value": None,
             "compressors": _make_compressor(
-                    compressor, zarr_config.zarr_version, **compressor_opt
+                compressor, zarr_config.zarr_version, **compressor_opt
             ),
         }
 
         chunk_key_encoding = _dimension_separator_to_chunk_key_encoding(
-                zarr_config.dimension_separator, zarr_config.zarr_version
+            zarr_config.dimension_separator, zarr_config.zarr_version
         )
         if chunk_key_encoding:
             opt["chunk_key_encoding"] = chunk_key_encoding
@@ -216,33 +227,33 @@ def create_array(
         return ZarrPythonArray(arr)
 
     def create_array_from_base(
-            self,
-            name: str,
-            shape: Sequence[int],
-            data: ArrayLike = None,
-            **kwargs: Unpack[ZarrConfig],
+        self,
+        name: str,
+        shape: Sequence[int],
+        data: ArrayLike = None,
+        **kwargs: Unpack[ZarrConfig],
     ) -> ZarrPythonArray:
         """Create a new array using the properties from a base_level object."""
         base_level = self["0"]
         opts = dict(
-                dtype=base_level.dtype,
-                chunks=base_level.chunks,
-                shards=getattr(base_level, "shards", None),
-                filters=getattr(base_level._array, "filters", None),
-                compressors=getattr(base_level._array, "compressors", None),
-                fill_value=getattr(base_level._array, "fill_value", None),
-                order=getattr(base_level._array, "order", None),
-                attributes=getattr(
-                        getattr(base_level._array, "metadata", None), "attributes", None
-                ),
-                overwrite=True,
+            dtype=base_level.dtype,
+            chunks=base_level.chunks,
+            shards=getattr(base_level, "shards", None),
+            filters=getattr(base_level._array, "filters", None),
+            compressors=getattr(base_level._array, "compressors", None),
+            fill_value=getattr(base_level._array, "fill_value", None),
+            order=getattr(base_level._array, "order", None),
+            attributes=getattr(
+                getattr(base_level._array, "metadata", None), "attributes", None
+            ),
+            overwrite=True,
         )
         # Handle extra options based on metadata type
         meta = getattr(base_level, "metadata", None)
         if meta is not None:
             if hasattr(meta, "dimension_separator"):
                 opts["chunk_key_encoding"] = _dimension_separator_to_chunk_key_encoding(
-                        meta.dimension_separator, 2
+                    meta.dimension_separator, 2
                 )
             if hasattr(meta, "chunk_key_encoding"):
                 opts["chunk_key_encoding"] = getattr(meta, "chunk_key_encoding", None)
@@ -260,7 +271,7 @@ def create_array_from_base(
 
 
 def _make_compressor(
-        name: str | None, zarr_version: Literal[2, 3], **prm: dict
+    name: str | None, zarr_version: Literal[2, 3], **prm: dict
 ) -> CompressorsLike:
     """Build compressor object from name and options."""
     if not isinstance(name, str):
@@ -292,7 +303,7 @@ def _make_compressor(
 
 
 def _dimension_separator_to_chunk_key_encoding(
-        dimension_separator: Literal[".", "/"], zarr_version: Literal[2, 3]
+    dimension_separator: Literal[".", "/"], zarr_version: Literal[2, 3]
 ) -> ChunkKeyEncodingLike:
     dimension_separator = dimension_separator
     if dimension_separator == "." and zarr_version == 2:
@@ -301,21 +312,20 @@ def _dimension_separator_to_chunk_key_encoding(
         pass
     else:
         dimension_separator = ChunkKeyEncodingParams(
-                name="default" if zarr_version == 3 else "v2",
-                separator=dimension_separator
+            name="default" if zarr_version == 3 else "v2", separator=dimension_separator
         )
         return dimension_separator
 
 
 SHARD_FILE_SIZE_LIMIT = (
-        2  # compression ratio
-        * 2  # GB
-        * 2 ** 30  # GB->Bytes
+    2  # compression ratio
+    * 2  # GB
+    * 2 ** 30  # GB->Bytes
 )
 
 
 def _compute_zarr_layout(
-        shape: tuple, dtype: DTypeLike, zarr_config: ZarrConfig
+    shape: tuple, dtype: DTypeLike, zarr_config: ZarrConfig
 ) -> tuple[tuple, tuple | None]:
     ndim = len(shape)
     if ndim == 5:
@@ -398,7 +408,7 @@ def _compute_zarr_layout(
                 if candidate * chunk_spatial[i] >= shape_spatial[i]:
                     candidate = L[i]
                 new_product = np.prod(
-                        [candidate if j == i else M[j] for j in range(dims)]
+                    [candidate if j == i else M[j] for j in range(dims)]
                 )
                 if new_product <= B_multiplier and candidate > M[i]:
                     M[i] = candidate

From 05757416817992881687469fb8d5c32d693f32c8 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 4 Aug 2025 11:21:06 -0400
Subject: [PATCH 134/157] style

---
 linc_convert/modalities/df/multi_slice.py     | 40 +++++------
 linc_convert/modalities/df/single_slice.py    | 20 +++---
 linc_convert/modalities/lsm/multi_slice.py    | 50 +++++++-------
 linc_convert/modalities/lsm/spool.py          | 66 +++++++++---------
 linc_convert/modalities/psoct/multi_slice.py  | 28 ++++----
 .../modalities/psoct/single_volume.py         | 22 +++---
 .../modalities/wk/webknossos_annotation.py    | 42 ++++++------
 linc_convert/utils/io/_array_wrapper.py       |  4 +-
 linc_convert/utils/io/generate_pyramid.py     | 18 ++---
 linc_convert/utils/io/spool.py                | 17 +++--
 linc_convert/utils/io/zarr/factory.py         | 16 ++---
 linc_convert/utils/unit.py                    | 68 +++++++++----------
 linc_convert/utils/zarr_config.py             |  9 ++-
 tests/utils/generate_trusted_result.py        |  2 +-
 14 files changed, 200 insertions(+), 202 deletions(-)

diff --git a/linc_convert/modalities/df/multi_slice.py b/linc_convert/modalities/df/multi_slice.py
index 6289792c..e047ea3d 100644
--- a/linc_convert/modalities/df/multi_slice.py
+++ b/linc_convert/modalities/df/multi_slice.py
@@ -36,13 +36,13 @@
 
 @ms.default
 def convert(
-        inp: list[str],
-        *,
-        zarr_config: ZarrConfig = None,
-        orientation: str = "coronal",
-        center: bool = True,
-        thickness: float | None = None,
-        **kwargs: Unpack[ZarrConfig],
+    inp: list[str],
+    *,
+    zarr_config: ZarrConfig = None,
+    orientation: str = "coronal",
+    center: bool = True,
+    thickness: float | None = None,
+    **kwargs: Unpack[ZarrConfig],
 ) -> None:
     """
     Convert JPEG2000 files generated by MBF-Neurolucida into a Zarr pyramid.
@@ -127,14 +127,14 @@ def convert(
             subdat = WrappedJ2K(j2k, level=level)
             subdat_size = subdat.shape
             print(
-                    "Convert level",
-                    level,
-                    "with shape",
-                    shape,
-                    "for slice",
-                    idx,
-                    "with size",
-                    subdat_size,
+                "Convert level",
+                level,
+                "with shape",
+                shape,
+                "for slice",
+                idx,
+                "with size",
+                subdat_size,
             )
 
             # offset while attaching
@@ -143,7 +143,7 @@ def convert(
 
             for channel in range(3):
                 if max_load is None or (
-                        subdat_size[-2] < max_load and subdat_size[-1] < max_load
+                    subdat_size[-2] < max_load and subdat_size[-1] < max_load
                 ):
                     array[
                     channel, idx, x: x + subdat_size[-2], y: y + subdat_size[-1]
@@ -183,10 +183,10 @@ def convert(
     if has_channel:
         axes.insert(0, "c")
     omz.write_ome_metadata(
-            axes=axes,
-            space_scale=[1.0] + list(get_pixelsize(j2k)),
-            multiscales_type="jpeg2000",
-            no_pool=0,
+        axes=axes,
+        space_scale=[1.0] + list(get_pixelsize(j2k)),
+        multiscales_type="jpeg2000",
+        no_pool=0,
     )
 
     # Write NIfTI-Zarr header
diff --git a/linc_convert/modalities/df/single_slice.py b/linc_convert/modalities/df/single_slice.py
index bd1c8e7d..bde4c8bb 100644
--- a/linc_convert/modalities/df/single_slice.py
+++ b/linc_convert/modalities/df/single_slice.py
@@ -28,14 +28,14 @@
 
 @ss.default
 def convert(
-        inp: str,
-        *,
-        zarr_config: ZarrConfig = None,
-        max_load: int = 16384,
-        orientation: str = "coronal",
-        center: bool = True,
-        thickness: float | None = None,
-        **kwargs: Unpack[ZarrConfig],
+    inp: str,
+    *,
+    zarr_config: ZarrConfig = None,
+    max_load: int = 16384,
+    orientation: str = "coronal",
+    center: bool = True,
+    thickness: float | None = None,
+    **kwargs: Unpack[ZarrConfig],
 ) -> None:
     """
     Convert a JPEG2000 file generated by MBF-Neurolucida into a Zarr pyramid.
@@ -93,7 +93,7 @@ def convert(
         shape = subdat.shape
         print("Convert level", level, "with shape", shape)
         array = omz.create_array(
-                str(level), shape=shape, zarr_config=zarr_config, dtype=j2k.dtype
+            str(level), shape=shape, zarr_config=zarr_config, dtype=j2k.dtype
         )
 
         if max_load is None or (shape[-2] < max_load and shape[-1] < max_load):
@@ -119,7 +119,7 @@ def convert(
     print("Write metadata")
     axes = ["c", "y", "x"] if has_channel else ["y", "x"]
     omz.write_ome_metadata(
-            axes=axes, space_scale=get_pixelsize(j2k), multiscales_type="jpeg2000"
+        axes=axes, space_scale=get_pixelsize(j2k), multiscales_type="jpeg2000"
     )
 
     if not zarr_config.nii:
diff --git a/linc_convert/modalities/lsm/multi_slice.py b/linc_convert/modalities/lsm/multi_slice.py
index d19b06d3..bb1d5aa0 100644
--- a/linc_convert/modalities/lsm/multi_slice.py
+++ b/linc_convert/modalities/lsm/multi_slice.py
@@ -29,16 +29,16 @@
 
 @multi_slice.default
 def convert(
-        inp: str,
-        *,
-        zarr_config: ZarrConfig = None,
-        overlap: int = 30,
-        max_load: int = 512,
-        orientation: str = "coronal",
-        center: bool = True,
-        thickness: float | None = None,
-        voxel_size: list[float] = (1, 1, 1),
-        **kwargs: Unpack[ZarrConfig],
+    inp: str,
+    *,
+    zarr_config: ZarrConfig = None,
+    overlap: int = 30,
+    max_load: int = 512,
+    orientation: str = "coronal",
+    center: bool = True,
+    thickness: float | None = None,
+    voxel_size: list[float] = (1, 1, 1),
+    **kwargs: Unpack[ZarrConfig],
 ) -> None:
     """
     Convert a collection of tiff files generated by the LSM pipeline into a Zarr.
@@ -94,11 +94,11 @@ def convert(
         max_load += 1
 
     CHUNK_PATTERN = re.compile(
-            r"^(?P<prefix>\w*)"
-            r"_y(?P<y>[0-9]+)"
-            r"_z(?P<z>[0-9]+)"
-            r"("
-            r"?P<suffix>\w*)$"
+        r"^(?P<prefix>\w*)"
+        r"_y(?P<y>[0-9]+)"
+        r"_z(?P<z>[0-9]+)"
+        r"("
+        r"?P<suffix>\w*)$"
     )
 
     all_chunks_filenames = list(sorted(glob(os.path.join(inp, "*_y*_z*.tiff"))))
@@ -107,7 +107,7 @@ def convert(
     # parse all directory names
     for filename in all_chunks_filenames:
         parsed = CHUNK_PATTERN.fullmatch(
-                os.path.splitext(os.path.basename(filename))[0]
+            os.path.splitext(os.path.basename(filename))[0]
         )
         all_chunks_info["filename"].append(filename)
         all_chunks_info["prefix"].append(parsed.group("prefix"))
@@ -117,7 +117,7 @@ def convert(
 
     # default output name
     zarr_config.set_default_name(
-            all_chunks_info["prefix"][0] + all_chunks_info["suffix"][0]
+        all_chunks_info["prefix"][0] + all_chunks_info["suffix"][0]
     )
 
     # parse all individual file names
@@ -130,8 +130,8 @@ def convert(
         for ychunk in range(nchunky):
             for i in range(len(all_chunks_info["filename"])):
                 if (
-                        all_chunks_info["z"][i] == zchunk + 1
-                        and all_chunks_info["y"][i] == ychunk + 1
+                    all_chunks_info["z"][i] == zchunk + 1
+                    and all_chunks_info["y"][i] == ychunk + 1
                 ):
                     break
             filename = all_chunks_info["filename"][i]
@@ -153,8 +153,8 @@ def convert(
     fullshape = [0, 0, 0]
     fullshape[0] = sum(shape[0][0] for shape in allshapes)
     fullshape[1] = (
-            sum(shape[1] for shape in allshapes[0])
-            - (len(set(all_chunks_info["y"])) - 1) * overlap
+        sum(shape[1] for shape in allshapes[0])
+        - (len(set(all_chunks_info["y"])) - 1) * overlap
     )
     fullshape[2] = allshapes[0][0][2]
 
@@ -164,7 +164,7 @@ def convert(
 
     # write first level
     array = omz.create_array(
-            "0", shape=fullshape, dtype=np.dtype(dtype).str, zarr_config=zarr_config
+        "0", shape=fullshape, dtype=np.dtype(dtype).str, zarr_config=zarr_config
     )
 
     print("Write level 0 with shape", fullshape)
@@ -187,9 +187,9 @@ def convert(
         if chunky != 0:
             ystart += overlap // 2
         print(
-                f"Write plane "
-                f"( {zstart} :{zstart + len(pages)}, {ystart}:{ystart + dat.shape[1]})",
-                end="\r",
+            f"Write plane "
+            f"( {zstart} :{zstart + len(pages)}, {ystart}:{ystart + dat.shape[1]})",
+            end="\r",
         )
         slicer = (
             slice(zstart, zstart + len(pages)),
diff --git a/linc_convert/modalities/lsm/spool.py b/linc_convert/modalities/lsm/spool.py
index 522f93f3..ee917e03 100644
--- a/linc_convert/modalities/lsm/spool.py
+++ b/linc_convert/modalities/lsm/spool.py
@@ -33,14 +33,14 @@
 
 @spool.default
 def convert(
-        inp: str,
-        *,
-        overlap: int = 192,
-        orientation: str = "coronal",
-        center: bool = True,
-        voxel_size: list[float] = (1, 1, 1),
-        zarr_config: ZarrConfig | None = None,
-        **kwargs: Unpack[ZarrConfig],
+    inp: str,
+    *,
+    overlap: int = 192,
+    orientation: str = "coronal",
+    center: bool = True,
+    voxel_size: list[float] = (1, 1, 1),
+    zarr_config: ZarrConfig | None = None,
+    **kwargs: Unpack[ZarrConfig],
 ) -> None:
     """
     Convert a collection of spool files generated by the LSM pipeline into Zarr.
@@ -90,12 +90,12 @@ def convert(
     zarr_config = update_default_config(zarr_config, **kwargs)
 
     CHUNK_PATTERN = re.compile(
-            r"^(?P<prefix>\w*)"
-            r"_run(?P<run>[0-9]+)"
-            r"_?"
-            r"_y(?P<y>[0-9]+)"
-            r"_z(?P<z>[0-9]+)"
-            r"(?P<suffix>\w*)$"
+        r"^(?P<prefix>\w*)"
+        r"_run(?P<run>[0-9]+)"
+        r"_?"
+        r"_y(?P<y>[0-9]+)"
+        r"_z(?P<z>[0-9]+)"
+        r"(?P<suffix>\w*)$"
     )
 
     all_tiles_folders_names = sorted(glob(os.path.join(inp, "*_y*_z*_HR/")))
@@ -105,26 +105,26 @@ def convert(
     all_tiles_info = []
     tiles_info_by_index = {}
     TileInfo = namedtuple(
-            "TileInfo", ["prefix", "run", "y", "z", "suffix", "filename", "reader"]
+        "TileInfo", ["prefix", "run", "y", "z", "suffix", "filename", "reader"]
     )
     for tile_folder_name in all_tiles_folders_names:
         tile_folder_name = tile_folder_name.rstrip("/")
         parsed = CHUNK_PATTERN.fullmatch(os.path.basename(tile_folder_name))
         tile = TileInfo(
-                parsed.group("prefix"),
-                int(parsed.group("run")),
-                int(parsed.group("y")),
-                int(parsed.group("z")),
-                parsed.group("suffix"),
-                tile_folder_name,
-                SpoolSetInterpreter(tile_folder_name, tile_folder_name + "_info.mat"),
+            parsed.group("prefix"),
+            int(parsed.group("run")),
+            int(parsed.group("y")),
+            int(parsed.group("z")),
+            parsed.group("suffix"),
+            tile_folder_name,
+            SpoolSetInterpreter(tile_folder_name, tile_folder_name + "_info.mat"),
         )
         all_tiles_info.append(tile)
         # Check for duplicate tiles
         if (tile.y, tile.z) in tiles_info_by_index:
             raise ValueError(
-                    f"Duplicate tile, file {tile.filename} conflicts with "
-                    f"{tiles_info_by_index[(tile.y, tile.z)].filename}"
+                f"Duplicate tile, file {tile.filename} conflicts with "
+                f"{tiles_info_by_index[(tile.y, tile.z)].filename}"
             )
         tiles_info_by_index[(tile.y, tile.z)] = tile
 
@@ -174,7 +174,7 @@ def convert(
     if diff_sx.any():
         y_idxs, z_idxs = np.where(diff_sx)
         raise ValueError(
-                f"Inconsistent x shapes at indices: {list(zip(y_idxs, z_idxs))}"
+            f"Inconsistent x shapes at indices: {list(zip(y_idxs, z_idxs))}"
         )
     for y_tile in range(min_y_tile, max_y_tile + 1):
         if y_tile not in expected_sy:
@@ -183,7 +183,7 @@ def convert(
         if diff_sy.any():
             y_idxs, z_idxs = np.where(diff_sy)
             raise ValueError(
-                    f"Inconsistent y shapes at tiles: {list(zip(y_idxs, z_idxs))}"
+                f"Inconsistent y shapes at tiles: {list(zip(y_idxs, z_idxs))}"
             )
     for z_tile in range(min_z_tile, max_z_tile + 1):
         if z_tile not in expected_sz:
@@ -192,7 +192,7 @@ def convert(
         if diff_sy.any():
             y_idxs, z_idxs = np.where(diff_sz)
             raise ValueError(
-                    f"Inconsistent z shapes at tiles: {list(zip(y_idxs, z_idxs))}"
+                f"Inconsistent z shapes at tiles: {list(zip(y_idxs, z_idxs))}"
             )
 
     # Calculate full dataset dimensions
@@ -222,16 +222,16 @@ def convert(
             if tile_info.y != max_y_tile:
                 dat = dat[:, : -overlap // 2 - (overlap % 2), :]
         ystart = sum(
-                expected_sy[min_y_tile + y_idx] - overlap for y_idx in range(rel_y)
+            expected_sy[min_y_tile + y_idx] - overlap for y_idx in range(rel_y)
         )
         zstart = sum(expected_sz[min_z_tile + z_idx] for z_idx in range(rel_z))
         if rel_y != 0:
             ystart += overlap // 2
         print(
-                f"Write plane "
-                f"( {zstart} :{zstart + dat.shape[0]}, {ystart}:"
-                f"{ystart + dat.shape[1]})",
-                end="\r",
+            f"Write plane "
+            f"( {zstart} :{zstart + dat.shape[0]}, {ystart}:"
+            f"{ystart + dat.shape[1]})",
+            end="\r",
         )
         slicer = (
             slice(zstart, zstart + dat.shape[0]),
@@ -252,7 +252,7 @@ def convert(
     # TODO: header has some problem with unit when deal with zarr 2, furthur
     #  debugging needed
     header = default_nifti_header(
-            omz["0"], omz.attrs.get("ome", omz.attrs).get("multiscales", None)
+        omz["0"], omz.attrs.get("ome", omz.attrs).get("multiscales", None)
     )
     shape = list(reversed(omz["0"].shape))
     shape = shape[:3] + [1] + shape[3:]  # insert time dimension
diff --git a/linc_convert/modalities/psoct/multi_slice.py b/linc_convert/modalities/psoct/multi_slice.py
index 0c22ccf0..49556bcc 100644
--- a/linc_convert/modalities/psoct/multi_slice.py
+++ b/linc_convert/modalities/psoct/multi_slice.py
@@ -64,15 +64,15 @@ def make_wrapper(fname: str) -> _ArrayWrapper:
 @multi_slice.default
 @_automap
 def convert(
-        inp: list[str],
-        *,
-        key: Optional[str] = None,
-        meta: str = None,
-        orientation: str = "RAS",
-        center: bool = True,
-        dtype: Optional[str] = None,
-        zarr_config: ZarrConfig = None,
-        **kwargs: Unpack[ZarrConfig],
+    inp: list[str],
+    *,
+    key: Optional[str] = None,
+    meta: str = None,
+    orientation: str = "RAS",
+    center: bool = True,
+    dtype: Optional[str] = None,
+    zarr_config: ZarrConfig = None,
+    **kwargs: Unpack[ZarrConfig],
 ) -> None:
     """
     Matlab to OME-Zarr.
@@ -135,7 +135,7 @@ def convert(
     nslices = len(inp)
 
     dataset = zgroup.create_array(
-            "0", shape=volume_shape, zarr_config=zarr_config, dtype=np.dtype(dtype)
+        "0", shape=volume_shape, zarr_config=zarr_config, dtype=np.dtype(dtype)
     )
 
     # Process and store data in chunks
@@ -147,9 +147,9 @@ def convert(
                            j * chunk_size[1]: (j + 1) * chunk_size[1],
                            ]
             logger.info(
-                    f"Processing slice {i + 1:03d} chunk [y: {j + 1:03d}, z: "
-                    f"{k + 1:03d}] "
-                    f"of [{nslices:03d}, {ny:03d}, {nz:03d}]"
+                f"Processing slice {i + 1:03d} chunk [y: {j + 1:03d}, z: "
+                f"{k + 1:03d}] "
+                f"of [{nslices:03d}, {ny:03d}, {nz:03d}]"
             )
             z_start = k * chunk_size[0]
             z_end = z_start + loaded_chunk.shape[-2]
@@ -174,7 +174,7 @@ def convert(
     # Write NIfTI-Zarr header
     arr = zgroup["0"]
     header = default_nifti_header(
-            arr, zgroup.attrs.get("ome", zgroup.attrs).get("multiscales")
+        arr, zgroup.attrs.get("ome", zgroup.attrs).get("multiscales")
     )
     reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
diff --git a/linc_convert/modalities/psoct/single_volume.py b/linc_convert/modalities/psoct/single_volume.py
index 9195462b..0cf51a10 100644
--- a/linc_convert/modalities/psoct/single_volume.py
+++ b/linc_convert/modalities/psoct/single_volume.py
@@ -65,14 +65,14 @@ def make_wrapper(fname: str) -> _ArrayWrapper:
 @single_volume.default
 @_automap
 def convert(
-        inp: str,
-        *,
-        key: Optional[str] = None,
-        meta: str = None,
-        orientation: str = "RAS",
-        center: bool = True,
-        zarr_config: ZarrConfig = None,
-        **kwargs: Unpack[ZarrConfig],
+    inp: str,
+    *,
+    key: Optional[str] = None,
+    meta: str = None,
+    orientation: str = "RAS",
+    center: bool = True,
+    zarr_config: ZarrConfig = None,
+    **kwargs: Unpack[ZarrConfig],
 ) -> None:
     """
     Matlab to OME-Zarr.
@@ -136,12 +136,12 @@ def convert(
     inp_chunk = [min(x, zarr_config.max_load) for x in inp.shape]
 
     dataset = zgroup.create_array(
-            "0", shape=inp.shape, zarr_config=zarr_config, dtype=np.dtype(inp.dtype)
+        "0", shape=inp.shape, zarr_config=zarr_config, dtype=np.dtype(inp.dtype)
     )
 
     for idx, slc in chunk_slice_generator(inp.shape, inp_chunk):
         logger.info(
-                f"Processing chunk {idx} of "  # [{nx:03d}, {ny:03d}, {nz:03d}]
+            f"Processing chunk {idx} of "  # [{nx:03d}, {ny:03d}, {nz:03d}]
         )
         loaded_chunk = inp[slc]
         dataset[slc] = loaded_chunk
@@ -157,7 +157,7 @@ def convert(
     # Write NIfTI-Zarr header
     arr = zgroup["0"]
     header = default_nifti_header(
-            arr, zgroup.attrs.get("ome", zgroup.attrs).get("multiscales")
+        arr, zgroup.attrs.get("ome", zgroup.attrs).get("multiscales")
     )
     reversed_shape = list(reversed(arr.shape))
     affine = orientation_to_affine(orientation, *vx[::-1])
diff --git a/linc_convert/modalities/wk/webknossos_annotation.py b/linc_convert/modalities/wk/webknossos_annotation.py
index aa5b5f9d..b78b012a 100644
--- a/linc_convert/modalities/wk/webknossos_annotation.py
+++ b/linc_convert/modalities/wk/webknossos_annotation.py
@@ -24,12 +24,12 @@
 
 @webknossos.default
 def convert(
-        wkw_dir: str = None,
-        ome_dir: str = None,
-        dic: str = None,
-        *,
-        zarr_config: ZarrConfig = None,
-        **kwargs: Unpack[ZarrConfig],
+    wkw_dir: str = None,
+    ome_dir: str = None,
+    dic: str = None,
+    *,
+    zarr_config: ZarrConfig = None,
+    **kwargs: Unpack[ZarrConfig],
 ) -> None:
     """
     Convert annotations (in .wkw format) from webknossos to ome.zarr format.
@@ -82,7 +82,7 @@ def convert(
     for idx in range(n):
         offset_x, offset_y = 0, 0
         data = wkw_dataset.read(
-                off=(offset_y, offset_x, idx), shape=[size[1], size[0], 1]
+            off=(offset_y, offset_x, idx), shape=[size[1], size[0], 1]
         )
         data = data[0, :, :, 0]
         data = np.transpose(data, (1, 0))
@@ -107,7 +107,7 @@ def convert(
         wkw_dataset = wkw.Dataset.open(wkw_dataset_path)
 
         omz.create_array(
-                f"{level}", shape=shape, dtype="uint8", zarr_config=zarr_config
+            f"{level}", shape=shape, dtype="uint8", zarr_config=zarr_config
         )
         array = omz[f"{level}"]
 
@@ -127,25 +127,25 @@ def convert(
             data = np.transpose(data, (1, 0))
             if dic:
                 data = np.array(
-                        [
-                            [dic[data[i][j]] for j in range(data.shape[1])]
-                            for i in range(data.shape[0])
-                        ]
+                    [
+                        [dic[data[i][j]] for j in range(data.shape[1])]
+                        for i in range(data.shape[0])
+                    ]
                 )
             subdat_size = data.shape
 
             print(
-                    "Convert level",
-                    level,
-                    "with shape",
-                    shape,
-                    "and slice",
-                    idx,
-                    "with size",
-                    subdat_size,
+                "Convert level",
+                level,
+                "with shape",
+                shape,
+                "and slice",
+                idx,
+                "with size",
+                subdat_size,
             )
             if max_load is None or (
-                    subdat_size[-2] < max_load and subdat_size[-1] < max_load
+                subdat_size[-2] < max_load and subdat_size[-1] < max_load
             ):
                 array[
                 0, idx, top: top + subdat_size[-2], left: left + subdat_size[-1]
diff --git a/linc_convert/utils/io/_array_wrapper.py b/linc_convert/utils/io/_array_wrapper.py
index a751b8d7..45602393 100644
--- a/linc_convert/utils/io/_array_wrapper.py
+++ b/linc_convert/utils/io/_array_wrapper.py
@@ -18,8 +18,8 @@ def _get_key(self, f: Mapping) -> str:
                     break
             if len(f.keys()) > 1:
                 warn(
-                        f"More than one key in .mat file {self.file}, "
-                        f'arbitrarily loading "{key}"'
+                    f"More than one key in .mat file {self.file}, "
+                    f'arbitrarily loading "{key}"'
                 )
 
         if key not in f.keys():
diff --git a/linc_convert/utils/io/generate_pyramid.py b/linc_convert/utils/io/generate_pyramid.py
index c9719745..fa57b853 100644
--- a/linc_convert/utils/io/generate_pyramid.py
+++ b/linc_convert/utils/io/generate_pyramid.py
@@ -10,7 +10,7 @@
 
 
 def default_levels(
-        spatial_shape: tuple, spatial_chunk: tuple, no_pyramid_axis: Optional[int]
+    spatial_shape: tuple, spatial_chunk: tuple, no_pyramid_axis: Optional[int]
 ) -> int:
     """
     Compute the default number of downsampling levels for a spatial pyramid.
@@ -37,16 +37,16 @@ def default_levels(
         axes by repeated factors of two.
     """
     default_levels = max(
-            int(math.ceil(math.log2(s / spatial_chunk[i])))
-            for i, s in enumerate(spatial_shape)
-            if no_pyramid_axis is None or i != no_pyramid_axis
+        int(math.ceil(math.log2(s / spatial_chunk[i])))
+        for i, s in enumerate(spatial_shape)
+        if no_pyramid_axis is None or i != no_pyramid_axis
     )
     levels = max(default_levels, 0)
     return levels
 
 
 def next_level_shape(
-        prev_shape: Sequence[int], no_pyramid_axis: Optional[int]
+    prev_shape: Sequence[int], no_pyramid_axis: Optional[int]
 ) -> list[int]:
     """
     Compute the shape of the next coarser level by halving each dimension.
@@ -79,10 +79,10 @@ def next_level_shape(
 
 
 def compute_next_level(
-        arr: da.Array,
-        ndim: int,
-        no_pyramid_axis: int | None = None,
-        window_func: Callable = da.mean,
+    arr: da.Array,
+    ndim: int,
+    no_pyramid_axis: int | None = None,
+    window_func: Callable = da.mean,
 ) -> da.Array:
     """
     Compute the next level of a dask array pyramid.
diff --git a/linc_convert/utils/io/spool.py b/linc_convert/utils/io/spool.py
index eccc3387..2cd1cb74 100644
--- a/linc_convert/utils/io/spool.py
+++ b/linc_convert/utils/io/spool.py
@@ -34,12 +34,11 @@ class SpoolSetInterpreter:
     """
 
     def __init__(
-            self, spool_set_path: str | PathLike[str],
-            info_file: str | PathLike[str] = None
+        self, spool_set_path: str | PathLike[str], info_file: str | PathLike[str] = None
     ) -> None:
         if (
-                os.path.isfile(spool_set_path)
-                and os.path.splitext(spool_set_path)[-1] == ".zip"
+            os.path.isfile(spool_set_path)
+            and os.path.splitext(spool_set_path)[-1] == ".zip"
         ):
             raise NotImplementedError("Zip storage is not supported.")
             pass
@@ -80,7 +79,7 @@ def _load_info_file(self, info_file: str | PathLike[str]) -> None:
 
         except (KeyError, IndexError, ValueError) as e:
             warnings.warn(
-                    f"ERROR: Unable to extract frame information from info file. {e}"
+                f"ERROR: Unable to extract frame information from info file. {e}"
             )
             return None
         num_frames_per_spool = int(self.config["multiimage"]["ImagesPerFile"])
@@ -89,7 +88,7 @@ def _load_info_file(self, info_file: str | PathLike[str]) -> None:
         self.spool_files = self.spool_files[:num_spool_files_to_load]
 
     def _make_filename_from_spool_set(
-            self, spool_entry: str | PathLike[str]
+        self, spool_entry: str | PathLike[str]
     ) -> PathLike[str]:
         return os.path.join(self.parent, spool_entry)
 
@@ -142,7 +141,7 @@ def _extract_config_values(self) -> None:
         self.acquisition_metadata["nbytes"] = self.spool_nbytes
 
         self.acquisition_metadata["images"] = self.config.getint(
-                "multiimage", "ImagesPerFile"
+            "multiimage", "ImagesPerFile"
         )
 
         numDepths = self.acquisition_metadata["height"]
@@ -151,7 +150,7 @@ def _extract_config_values(self) -> None:
         numFramesPerSpool = self.acquisition_metadata["images"]
 
         if (
-                numDepths % 2
+            numDepths % 2
         ):  # if there is an odd number of rows ->  KPEDIT - odd rows means 1 less
             # column for some reason
             numRows = numDepths + 1
@@ -253,7 +252,7 @@ def assemble(self) -> np.ndarray:
         """
         axis_0_shape = self.spool_shape[0]
         canvas = np.zeros(
-                (axis_0_shape * len(self), *self.spool_shape[1:]), dtype=self.dtype
+            (axis_0_shape * len(self), *self.spool_shape[1:]), dtype=self.dtype
         )
         for idx, spool_file in enumerate(self):
             start = idx * axis_0_shape
diff --git a/linc_convert/utils/io/zarr/factory.py b/linc_convert/utils/io/zarr/factory.py
index a2dea2f2..3be36bf9 100644
--- a/linc_convert/utils/io/zarr/factory.py
+++ b/linc_convert/utils/io/zarr/factory.py
@@ -25,10 +25,10 @@
 
 
 def open(
-        path: str | PathLike[str],
-        mode: Literal["r", "r+", "a", "w", "w-"] = "a",
-        zarr_version: Literal[2, 3] = 3,
-        driver: DriverLike = "zarr-python",
+    path: str | PathLike[str],
+    mode: Literal["r", "r+", "a", "w", "w-"] = "a",
+    zarr_version: Literal[2, 3] = 3,
+    driver: DriverLike = "zarr-python",
 ) -> ZarrNode:
     """
     Open a Zarr Node (Array or Group) based on the specified driver.
@@ -53,10 +53,10 @@ def open(
 
 
 def open_group(
-        path: str | PathLike[str],
-        mode: Literal["r", "r+", "a", "w", "w-"] = "a",
-        zarr_version: Literal[2, 3] = 3,
-        driver: DriverLike = "zarr-python",
+    path: str | PathLike[str],
+    mode: Literal["r", "r+", "a", "w", "w-"] = "a",
+    zarr_version: Literal[2, 3] = 3,
+    driver: DriverLike = "zarr-python",
 ) -> ZarrGroup:
     """
     Open a Zarr Group based on the specified driver.
diff --git a/linc_convert/utils/unit.py b/linc_convert/utils/unit.py
index 11972825..806201a4 100644
--- a/linc_convert/utils/unit.py
+++ b/linc_convert/utils/unit.py
@@ -138,17 +138,17 @@
     short + "m": long + "meter" for short, long in si_prefix_short2long.items()
 }
 unit_space_short2long.update(
-        {
-            "m": "meter",
-            "mi": "mile",
-            "yd": "yard",
-            "ft": "foot",
-            "in": "inch",
-            "'": "foot",
-            '"': "inch",
-            "Å": "angstrom",
-            "pc": "parsec",
-        }
+    {
+        "m": "meter",
+        "mi": "mile",
+        "yd": "yard",
+        "ft": "foot",
+        "in": "inch",
+        "'": "foot",
+        '"': "inch",
+        "Å": "angstrom",
+        "pc": "parsec",
+    }
 )
 unit_space_long2short = {long: short for short, long in unit_space_short2long.items()}
 unit_space_long2short["micron"] = "u"
@@ -157,13 +157,13 @@
     short + "s": long + "second" for short, long in si_prefix_short2long.items()
 }
 unit_time_short2long.update(
-        {
-            "y": "year",
-            "d": "day",
-            "h": "hour",
-            "m": "minute",
-            "s": "second",
-        }
+    {
+        "y": "year",
+        "d": "day",
+        "h": "hour",
+        "m": "minute",
+        "s": "second",
+    }
 )
 unit_time_long2short = {long: short for short, long in unit_time_short2long.items()}
 
@@ -171,28 +171,28 @@
     prefix + "m": 10 ** exponent for prefix, exponent in si_prefix_exponent.items()
 }
 unit_space_scale.update(
-        {
-            "mi": 1609.344,
-            "yd": 0.9144,
-            "ft": 0.3048,
-            "'": 0.3048,
-            "in": 25.4e-3,
-            '"': 25.4e-3,
-            "Å": 1e-10,
-            "pc": 3.0857e16,
-        }
+    {
+        "mi": 1609.344,
+        "yd": 0.9144,
+        "ft": 0.3048,
+        "'": 0.3048,
+        "in": 25.4e-3,
+        '"': 25.4e-3,
+        "Å": 1e-10,
+        "pc": 3.0857e16,
+    }
 )
 
 unit_time_scale = {
     prefix + "s": 10 ** exponent for prefix, exponent in si_prefix_exponent.items()
 }
 unit_time_scale.update(
-        {
-            "y": 365.25 * 24 * 60 * 60,
-            "d": 24 * 60 * 60,
-            "h": 60 * 60,
-            "m": 60,
-        }
+    {
+        "y": 365.25 * 24 * 60 * 60,
+        "d": 24 * 60 * 60,
+        "h": 60 * 60,
+        "m": 60,
+    }
 )
 
 
diff --git a/linc_convert/utils/zarr_config.py b/linc_convert/utils/zarr_config.py
index 4dabcca3..67558647 100644
--- a/linc_convert/utils/zarr_config.py
+++ b/linc_convert/utils/zarr_config.py
@@ -141,18 +141,17 @@ def set_default_name(self, name: str) -> None:
         self.out += ".nii.zarr" if self.nii else ".ome.zarr"
         if os.path.exists(self.out) and not self.overwrite:
             answer = input(
-                    f"The output path '{self.out}' already exists. Do you want to "
-                    f"overwrite it? (y/n): "
+                f"The output path '{self.out}' already exists. Do you want to "
+                f"overwrite it? (y/n): "
             )
             if answer.lower() not in ("y", "yes"):
                 raise FileExistsError(
-                        f"Output path '{self.out}' exists and overwrite was not "
-                        f"confirmed."
+                    f"Output path '{self.out}' exists and overwrite was not confirmed."
                 )
 
 
 def update_default_config(
-        zarr_config: ZarrConfig | None, **kwargs: Unpack[ZarrConfig]
+    zarr_config: ZarrConfig | None, **kwargs: Unpack[ZarrConfig]
 ) -> ZarrConfig:
     """
     Merge user overrides into an existing ZarrConfig or create a new one.
diff --git a/tests/utils/generate_trusted_result.py b/tests/utils/generate_trusted_result.py
index 1037673d..440b6efd 100644
--- a/tests/utils/generate_trusted_result.py
+++ b/tests/utils/generate_trusted_result.py
@@ -2,9 +2,9 @@
 import tempfile
 from pathlib import Path
 
+import test_wk
 import zarr
 
-import test_wk
 from linc_convert.modalities.wk import webknossos_annotation
 
 if __name__ == "__main__":

From 768b26ac0a5d44f4f843bbb5dfb0a51a84016a38 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 4 Aug 2025 14:37:40 -0400
Subject: [PATCH 135/157] fix: ensure string

---
 tests/test_wk.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/test_wk.py b/tests/test_wk.py
index 93c11d68..762ec7da 100644
--- a/tests/test_wk.py
+++ b/tests/test_wk.py
@@ -40,7 +40,7 @@ def test_wkw(tmp_path, wk_annotation, zarr_version, driver):
     webknossos_annotation.convert(
         str(wk_annotation / "wkw"),
         str(wk_annotation / "image.nii.zarr"),
-        out=output,
+        out=str(output),
         dic="{}",
     )
     assert_zarr_equal(str(output), zarr.storage.ZipStore(expected_zarr, mode="r"))
@@ -53,7 +53,7 @@ def test_wkw_regen_golden(tmp_path, wk_annotation, zarr_version):
     webknossos_annotation.convert(
         str(wk_annotation / "wkw"),
         str(wk_annotation / "image.nii.zarr"),
-        out=output,
+        out=str(output),
         dic="{}",
     )
     base = Path(expected_zarr).with_suffix("")

From 89636328aa35bb6c8fce510274fd4f1975fd4911 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 4 Aug 2025 14:39:26 -0400
Subject: [PATCH 136/157] fix: make sure out is string

---
 linc_convert/utils/io/zarr/drivers/zarr_python.py |  3 +--
 linc_convert/utils/zarr_config.py                 | 10 ----------
 2 files changed, 1 insertion(+), 12 deletions(-)

diff --git a/linc_convert/utils/io/zarr/drivers/zarr_python.py b/linc_convert/utils/io/zarr/drivers/zarr_python.py
index 10e8b79f..7990b363 100644
--- a/linc_convert/utils/io/zarr/drivers/zarr_python.py
+++ b/linc_convert/utils/io/zarr/drivers/zarr_python.py
@@ -117,8 +117,7 @@ def from_config(cls, zarr_config: ZarrConfig) -> "ZarrPythonGroup":
         return cls(
             zarr.group(
                 store=store,
-                # TODO: figure out overwrite
-                # overwrite=overwrite,
+                overwrite=zarr_config.overwrite,
                 zarr_format=zarr_config.zarr_version,
             )
         )
diff --git a/linc_convert/utils/zarr_config.py b/linc_convert/utils/zarr_config.py
index 67558647..033a7b6c 100644
--- a/linc_convert/utils/zarr_config.py
+++ b/linc_convert/utils/zarr_config.py
@@ -139,16 +139,6 @@ def set_default_name(self, name: str) -> None:
             return
         self.out = name
         self.out += ".nii.zarr" if self.nii else ".ome.zarr"
-        if os.path.exists(self.out) and not self.overwrite:
-            answer = input(
-                f"The output path '{self.out}' already exists. Do you want to "
-                f"overwrite it? (y/n): "
-            )
-            if answer.lower() not in ("y", "yes"):
-                raise FileExistsError(
-                    f"Output path '{self.out}' exists and overwrite was not confirmed."
-                )
-
 
 def update_default_config(
     zarr_config: ZarrConfig | None, **kwargs: Unpack[ZarrConfig]

From 44b8ceecbb3f3fedc82110e1b20f07b70959b9ce Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 4 Aug 2025 14:39:43 -0400
Subject: [PATCH 137/157] feat: fsspec support

---
 linc_convert/utils/io/zarr/drivers/zarr_python.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/linc_convert/utils/io/zarr/drivers/zarr_python.py b/linc_convert/utils/io/zarr/drivers/zarr_python.py
index 7990b363..9811be4a 100644
--- a/linc_convert/utils/io/zarr/drivers/zarr_python.py
+++ b/linc_convert/utils/io/zarr/drivers/zarr_python.py
@@ -113,7 +113,11 @@ def __init__(self, zarr_group: zarr.Group) -> None:
     @classmethod
     def from_config(cls, zarr_config: ZarrConfig) -> "ZarrPythonGroup":
         """Create a Zarr group from a configuration object."""
-        store = zarr.storage.LocalStore(zarr_config.out)
+
+        if zarr_config.out.startswith("/") or zarr_config.out.startswith("\\"):
+            store = zarr.storage.LocalStore(zarr_config.out)
+        else:
+            store = zarr.storage.FsspecStore(zarr_config.out)
         return cls(
             zarr.group(
                 store=store,

From 4d5748dda1467c1b77ad3300c47b2a8d6851ccfd Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 4 Aug 2025 14:45:08 -0400
Subject: [PATCH 138/157] docs

---
 tests/utils/compare_file.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tests/utils/compare_file.py b/tests/utils/compare_file.py
index 7adc63ee..89e1e334 100644
--- a/tests/utils/compare_file.py
+++ b/tests/utils/compare_file.py
@@ -112,7 +112,8 @@ def assert_zarr_equal(
         A filesystem path (str) or a Zarr store/mapping pointing to the first group.
     store2 : StoreLike
         A filesystem path (str) or a Zarr store/mapping pointing to the second group.
-
+    ignore_nii: Bool
+        Ignore Nifti header in the zarr group
     Returns
     -------
     None

From 3a53075517a733b582dc8fb3f87a861bbe98547b Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 4 Aug 2025 14:52:10 -0400
Subject: [PATCH 139/157] feat: use mean for default pyramid generation.
 support passing function

---
 linc_convert/utils/io/zarr/abc.py | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index c08010ab..cac16680 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -6,6 +6,7 @@
 from os import PathLike
 from typing import (
     Any,
+    Callable,
     List,
     Literal,
     Mapping,
@@ -191,7 +192,7 @@ def generate_pyramid(
         self,
         levels: int = -1,
         ndim: int = 3,
-        mode: Literal["mean", "median"] = "median",
+        mode: Literal["mean", "median"] | Callable = "mean",
         no_pyramid_axis: Optional[int] = None,
     ) -> list[list[int]]:
         """
@@ -205,7 +206,7 @@ def generate_pyramid(
         ndim : int
             Number of spatial dimensions.
         mode : {"mean", "median"}
-            Use mean or median downsampling.
+            Function to be used for down-sampling, either a callable or mean or median.
         no_pyramid_axis : int | None
             Axis to leave unsampled.
 
@@ -219,7 +220,13 @@ def generate_pyramid(
         batch_shape, spatial_shape = base.shape[:-ndim], base.shape[-ndim:]
         all_shapes = [spatial_shape]
         chunk_size = base.chunks[-ndim:]
-        window = {"median": da.median, "mean": da.mean}[mode]
+        if isinstance(mode, Callable):
+            window = mode
+        else:
+            window_func = {"median": da.median, "mean": da.mean}
+            if mode not in window_func:
+                raise ValueError(f"Unsupported mode: {mode}")
+            window = [mode]
 
         if levels == -1:
             levels = default_levels(spatial_shape, chunk_size, no_pyramid_axis)

From 07184261b871906fc03c4d57d3bd53aa7024abb9 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 4 Aug 2025 14:54:47 -0400
Subject: [PATCH 140/157] fix: use mean for pyramid generation

---
 linc_convert/modalities/lsm/mosaic.py      | 2 +-
 linc_convert/modalities/lsm/multi_slice.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/linc_convert/modalities/lsm/mosaic.py b/linc_convert/modalities/lsm/mosaic.py
index f72c87d9..7dd62ee9 100644
--- a/linc_convert/modalities/lsm/mosaic.py
+++ b/linc_convert/modalities/lsm/mosaic.py
@@ -211,7 +211,7 @@ def convert(
             f = TiffFile(fname)
             arr[slicer] = f.asarray()
     print("")
-    omz.generate_pyramid(mode="median")
+    omz.generate_pyramid(mode="mean")
 
     # Write OME-Zarr multiscale metadata
     print("Write metadata")
diff --git a/linc_convert/modalities/lsm/multi_slice.py b/linc_convert/modalities/lsm/multi_slice.py
index bb1d5aa0..f81bb8c1 100644
--- a/linc_convert/modalities/lsm/multi_slice.py
+++ b/linc_convert/modalities/lsm/multi_slice.py
@@ -198,7 +198,7 @@ def convert(
         )
         array[slicer] = dat
     print("")
-    omz.generate_pyramid(mode="median")
+    omz.generate_pyramid(mode="mean")
     print("")
 
     # Write OME-Zarr multiscale metadata

From 2b0ac6b07cef87bb570a7d11803712ba3c94a448 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 5 Aug 2025 13:00:43 -0400
Subject: [PATCH 141/157] fix: wrong element used

---
 linc_convert/utils/io/zarr/abc.py | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index cac16680..f7ae3bee 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -226,7 +226,8 @@ def generate_pyramid(
             window_func = {"median": da.median, "mean": da.mean}
             if mode not in window_func:
                 raise ValueError(f"Unsupported mode: {mode}")
-            window = [mode]
+            window = window_func[mode]
+
 
         if levels == -1:
             levels = default_levels(spatial_shape, chunk_size, no_pyramid_axis)
@@ -263,8 +264,6 @@ def write_ome_metadata(
 
         Parameters
         ----------
-        omz : zarr.Group
-            Zarr group to write metadata
         axes : list[str]
             Name of each dimension, in Zarr order (t, c, z, y, x)
         space_scale : float | list[float]
@@ -274,7 +273,7 @@ def write_ome_metadata(
         space_unit : str
             Unit of spatial scale (assumed identical across dimensions)
         time_unit : str
-            Unit of time scale
+            Unit of timescale
         name : str
             Name attribute
         pyramid_aligns : float | list[float] | {"center", "edge"}
@@ -284,7 +283,7 @@ def write_ome_metadata(
         levels : int
             Number of existing levels. Default: find out automatically.
         no_pool: int
-            Index of the spatial dimension that was not downsampled
+            Index of the spatial dimension that was not down-sampled
             when generating pyramid levels.
         multiscales_type: str
             Override the type field in multiscale attribute.

From c58116cbc628dc977cc0a1e0243819cfd682e620 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 7 Aug 2025 12:16:00 -0400
Subject: [PATCH 142/157] BREAKING CHANGE: use zarr-python to manage zarr group
 in ZarrTSGroup

---
 .../utils/io/zarr/drivers/tensorstore.py      | 197 ++++--------------
 1 file changed, 44 insertions(+), 153 deletions(-)

diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index 14a99191..68831c15 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -7,7 +7,6 @@
 from os import PathLike
 from typing import (
     Any,
-    Iterator,
     Literal,
     Mapping,
     Optional,
@@ -24,7 +23,8 @@
 from numpy.typing import ArrayLike, DTypeLike
 from upath import UPath
 
-from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrArrayConfig, ZarrGroup
+from linc_convert.utils.io.zarr import ZarrPythonArray, ZarrPythonGroup
+from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrArrayConfig
 from linc_convert.utils.zarr_config import ZarrConfig
 
 
@@ -43,6 +43,11 @@ def __init__(self, ts_array: ts.TensorStore) -> None:
         super().__init__(str(ts_array.kvstore.path))
         self._ts = ts_array
 
+    @classmethod
+    def from_zarr_python_array(cls, zarray: ZarrPythonArray) -> "ZarrTSArray":
+        """Convert a ZarrPythonArray into a ZarrTSArray."""
+        return cls.open(zarray.store_path, zarr_version=zarray.zarr_version)
+
     @property
     def ndim(self) -> int:
         """Number of dimensions of the array."""
@@ -95,11 +100,11 @@ def open(
         cls,
         path: Union[str, PathLike],
         *,
-        zarr_version: Literal[2, 3] = 3,
+        zarr_version: Literal[2, 3] | int = 3,
         mode: Literal["r", "r+", "a", "w", "w-"] = "a",
     ) -> "ZarrTSArray":
         """
-        Open an existing TensorStore-based Zarr array.
+        Open an existing Zarr array.
 
         Parameters
         ----------
@@ -125,151 +130,49 @@ def open(
         return cls(ts_array)
 
 
-class ZarrTSGroup(ZarrGroup):
+class ZarrTSGroup(ZarrPythonGroup):
     """Zarr Group implementation using TensorStore as backend."""
 
-    def __init__(self, store_path: Union[str, PathLike]) -> None:
+    def __init__(self, zarr_group: zarr.Group) -> None:
         """
         Initialize the ZarrTSGroup.
 
         Parameters
         ----------
-        store_path : Union[str, PathLike]
-            Path to the group’s directory.
+        zarr_group : zarr.Group
+            Underlying Zarr Python group.
         """
-        super().__init__(store_path)
-        from upath import UPath
-
-        self._path = UPath(store_path)
-        meta = _detect_metadata(self._path)
-        assert meta and meta[0] == "group"
-        self._zarr_version = meta[1]
+        super().__init__(zarr_group)
 
     @classmethod
-    def from_config(cls, zarr_config: ZarrConfig) -> "ZarrTSGroup":
-        """
-        Create a ZarrTSGroup from a configuration object.
-
-        Parameters
-        ----------
-        zarr_config : ZarrConfig
-            Configuration with .out and .zarr_version.
-
-        Returns
-        -------
-        ZarrTSGroup
-        """
-        return cls.open(
-            zarr_config.out, mode="a", zarr_version=zarr_config.zarr_version
-        )
+    def from_zarr_python_group(cls, zarr_group: ZarrPythonGroup) -> "ZarrTSGroup":
+        """Convert a ZarrPythonGroup into a ZarrTSGroup."""
+        assert isinstance(zarr_group, ZarrPythonGroup)
+        return cls(zarr_group._get_zarr_python_group())
 
     @classmethod
-    def open(
-        cls,
-        path: Union[str, PathLike],
-        mode: Literal["r", "r+", "a", "w", "w-"] = "a",
-        *,
-        zarr_version: Literal[2, 3] = 3,
-    ) -> "ZarrTSGroup":
-        """
-        Open or create a Zarr group backed by TensorStore.
-
-        Parameters
-        ----------
-        path : Union[str, PathLike]
-            Path to the Zarr group.
-        mode : {'r','r+','a','w','w-'}
-            Persistence mode; see TensorStore docs.
-        zarr_version : {2,3}
-            Zarr format version.
-
-        Returns
-        -------
-        ZarrTSGroup
-        """
-        from upath import UPath
-
-        p = UPath(path)
-        if mode in ("r", "r+"):
-            if not p.exists() or not p.is_dir():
-                raise FileNotFoundError(f"Group path '{p}' does not exist")
-        elif mode == "w-":
-            if p.exists():
-                raise FileExistsError(f"Group path '{p}' already exists")
-        elif mode == "a":
-            if not p.exists():
-                _init_group(p, zarr_version)
-        elif mode == "w":
-            if p.exists():
-                p.rmdir(recursive=True)
-            _init_group(p, zarr_version)
-        else:
-            raise ValueError(f"Invalid mode '{mode}'")
-        return cls(p)
-
-    @property
-    def attrs(self) -> Mapping[str, Any]:
-        """Access metadata/attributes for this node."""
-        return {}
-
-    @property
-    def zarr_version(self) -> Literal[2, 3]:
-        """Get the Zarr format version."""
-        return self._zarr_version
+    def from_config(cls, zarr_config: ZarrConfig) -> "ZarrTSGroup":
+        """Create a Zarr group from a configuration object."""
+        return cls.from_zarr_python_group(ZarrPythonGroup.from_config(zarr_config))
 
     def __getitem__(self, key: str) -> Union[ZarrTSArray, "ZarrTSGroup"]:
         """Get a subgroup or array by name within this group."""
-        meta = _detect_metadata(self._path / key)
-        if not meta:
-            raise KeyError(f"Key '{key}' not found")
-        if meta[0] == "group":
-            return ZarrTSGroup(self._path / key)
-        return ZarrTSArray.open(self._path / key, zarr_version=meta[1])
+        node = super().__getitem__(key)
+        if isinstance(node, ZarrPythonGroup):
+            return self.from_zarr_python_group(node)
+        elif isinstance(node, ZarrPythonArray):
+            return ZarrTSArray.from_zarr_python_array(node)
+        else:
+            raise ValueError(
+                "Unsupported node type in Zarr group: {}".format(type(node))
+            )
 
     def __setitem__(self, key: str, value: Union[ZarrTSArray, "ZarrTSGroup"]) -> None:
         """Set a subgroup or array by name within this group."""
         raise NotImplementedError(
-            "Assign to zarr group is not supported with tensorstore."
+            "Assigning to zarr group is not supported with tensorstore."
         )
 
-    def __delitem__(self, key: str) -> None:
-        """Delete a subgroup or array by name within this group."""
-        target = self._path / key
-        if target.exists():
-            target.rmdir(recursive=True)
-
-    def keys(self) -> Iterator[str]:
-        """Get the names of all subgroups and arrays in this group."""
-        return (
-            p.name for p in self._path.iterdir() if p.is_dir() and _detect_metadata(p)
-        )
-
-    def __contains__(self, name: str) -> bool:
-        """Check whether a subgroup or array exists in this group."""
-        p = self._path / name
-        return p.exists() and bool(_detect_metadata(p))
-
-    def _get_zarr_python_group(self) -> "zarr.Group":
-        """Get the underlying Zarr Python group object."""
-        return zarr.open_group(self._path, mode="a")
-
-    def create_group(self, name: str, overwrite: bool = False) -> "ZarrTSGroup":
-        """
-        Create or open a subgroup within this group.
-
-        Parameters
-        ----------
-        name : str
-        overwrite : bool
-            If True, delete existing before creating.
-
-        Returns
-        -------
-        ZarrTSGroup
-        """
-        mode = "w" if overwrite else "w-"
-        return self.open(self._path / name, mode=mode, zarr_version=self._zarr_version)
-
     def create_array(
         self,
         name: str,
@@ -295,27 +198,18 @@ def create_array(
         -------
         ZarrTSArray
         """
-        if zarr_config is None:
-            conf = default_write_config(
-                self._path / name, shape=shape, dtype=dtype, **kwargs
-            )
-        else:
-            conf = default_write_config(
-                self._path / name,
-                shape=shape,
-                dtype=dtype,
-                chunk=zarr_config.chunk,
-                shard=zarr_config.shard,
-                compressor=zarr_config.compressor,
-                # TODO: implement this
-                # compressor_opt=ast.literal_eval(zarr_config.compressor_opt),
-                version=zarr_config.zarr_version,
-            )
-        conf.update(delete_existing=True, create=True)
-        arr = ts.open(conf).result()
+        arr = super().create_array(
+            name=name,
+            shape=shape,
+            dtype=dtype,
+            zarr_config=zarr_config,
+            data=data,
+            **kwargs,
+        )
+        arr = ZarrTSArray.from_zarr_python_array(arr)
         if data is not None:
             arr[:] = data
-        return ZarrTSArray(arr)
+        return arr
 
     def create_array_from_base(
         self,
@@ -337,14 +231,11 @@ def create_array_from_base(
         -------
         ZarrTSArray
         """
-        base = self["0"]._ts.spec().to_json()
-        base["metadata"]["shape"] = shape
-        base["kvstore"] = make_kvstore(self._path / name)
-        base.update(delete_existing=True, create=True)
-        arr = ts.open(base).result()
+        arr = super().create_array_from_base(name=name, shape=shape, **kwargs)
+        arr = ZarrTSArray.from_zarr_python_array(arr)
         if data is not None:
             arr[:] = data
-        return ZarrTSArray(arr)
+        return arr
 
 
 def make_compressor_v2(name: str | None, **prm: dict) -> dict:

From cbf560156f8562a5aded2cd970b85d206385d756 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 7 Aug 2025 12:21:19 -0400
Subject: [PATCH 143/157] chore: remove unused func

---
 .../utils/io/zarr/drivers/tensorstore.py      | 82 +------------------
 1 file changed, 4 insertions(+), 78 deletions(-)

diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index 68831c15..43b394f3 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -101,7 +101,8 @@ def open(
         path: Union[str, PathLike],
         *,
         zarr_version: Literal[2, 3] | int = 3,
-        mode: Literal["r", "r+", "a", "w", "w-"] = "a",
+        create: bool = False,
+        delete_exsisting: bool = False,
     ) -> "ZarrTSArray":
         """
         Open an existing Zarr array.
@@ -123,8 +124,8 @@ def open(
             "kvstore": make_kvstore(path),
             "driver": "zarr3" if zarr_version == 3 else "zarr",
             "open": True,
-            "create": False,
-            "delete_existing": False,
+            "create": create,
+            "delete_existing": delete_exsisting,
         }
         ts_array = ts.open(spec).result()
         return cls(ts_array)
@@ -393,71 +394,6 @@ def default_read_config(path: os.PathLike | str) -> dict:
     }
 
 
-def _is_array(path: PathLike) -> bool:
-    zarr2_array_file = path / ".zarray"
-    if zarr2_array_file.is_file():
-        content = zarr2_array_file.read_text()
-        content = json.loads(content)
-        assert content["zarr_format"] == 2
-        return True
-    zarr3_array_file = path / "zarr.json"
-    if zarr3_array_file.is_file():
-        content = zarr3_array_file.read_text()
-        content = json.loads(content)
-        assert content["zarr_format"] == 3
-        if content.get("node_type", None) == "array":
-            return True
-    return False
-
-
-def _is_group(path: PathLike) -> bool:
-    zarr2_group_file = path / ".zgroup"
-    if zarr2_group_file.is_file():
-        content = zarr2_group_file.read_text()
-        content = json.loads(content)
-        assert content["zarr_format"] == 2
-        return True
-    zarr3_group_file = path / "zarr.json"
-    if zarr3_group_file.is_file():
-        content = zarr3_group_file.read_text()
-        content = json.loads(content)
-        assert content["zarr_format"] == 3
-        if content.get("node_type", None) == "group":
-            return True
-    return False
-
-
-def _detect_metadata(path: PathLike) -> Optional[Tuple[str, int]]:
-    """
-    Look for Zarr metadata files in `path` and return (node_type, version).
-
-    Checks zarr.json (v3), then .zarray/.zgroup (v2).
-    """
-    # Zarr v3
-    z3 = path / "zarr.json"
-    if z3.is_file():
-        try:
-            meta = json.loads(z3.read_text())
-            fmt = meta.get("zarr_format")
-            if fmt == 3:
-                node = meta.get("node_type", "array")
-                if node in ("array", "group"):
-                    return node, 3
-        except json.JSONDecodeError:
-            pass
-    # Zarr v2
-    for fname, ntype in ((".zarray", "array"), (".zgroup", "group")):
-        f = path / fname
-        if f.is_file():
-            try:
-                meta = json.loads(f.read_text())
-                if meta.get("zarr_format") == 2:
-                    return ntype, 2
-            except json.JSONDecodeError:
-                pass
-    return None
-
-
 def default_write_config(
     path: os.PathLike | str,
     shape: list[int],
@@ -605,13 +541,3 @@ def default_write_config(
     config["kvstore"] = make_kvstore(path)
 
     return config
-
-
-def _init_group(group_path: PathLike, version: int) -> None:
-    group_path.mkdir(parents=True, exist_ok=True)
-    if version == 3:
-        (group_path / "zarr.json").write_text(
-            json.dumps({"zarr_format": 3, "node_type": "group"})
-        )
-    else:
-        (group_path / ".zgroup").write_text(json.dumps({"zarr_format": 2}))

From 46a759a72d9e0776075f413bc81d3c3fe0c08f04 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 7 Aug 2025 12:29:34 -0400
Subject: [PATCH 144/157] refactor

---
 linc_convert/utils/io/zarr/abc.py             |   5 +-
 .../utils/io/zarr/drivers/tensorstore.py      |  88 +-------
 .../utils/io/zarr/drivers/zarr_python.py      | 113 +---------
 .../utils/io/{ => zarr}/generate_pyramid.py   |   0
 linc_convert/utils/io/zarr/helpers.py         | 196 ++++++++++++++++++
 5 files changed, 203 insertions(+), 199 deletions(-)
 rename linc_convert/utils/io/{ => zarr}/generate_pyramid.py (100%)
 create mode 100644 linc_convert/utils/io/zarr/helpers.py

diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index f7ae3bee..be718963 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -27,7 +27,7 @@
 from nibabel import Nifti1Header, Nifti2Header
 from numpy.typing import ArrayLike, DTypeLike
 
-from linc_convert.utils.io.generate_pyramid import (
+from linc_convert.utils.io.zarr.generate_pyramid import (
     compute_next_level,
     default_levels,
     next_level_shape,
@@ -151,7 +151,7 @@ def __delitem__(self, key: str) -> None:
         ...
 
     @abstractmethod
-    def _get_zarr_python_group(self) -> "zarr.ZarrGroup":
+    def _get_zarr_python_group(self) -> zarr.Group:
         """Get the underlying Zarr Python group object."""
         ...
 
@@ -228,7 +228,6 @@ def generate_pyramid(
                 raise ValueError(f"Unsupported mode: {mode}")
             window = window_func[mode]
 
-
         if levels == -1:
             levels = default_levels(spatial_shape, chunk_size, no_pyramid_axis)
 
diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index 43b394f3..685a9aa6 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -1,7 +1,5 @@
 """TensorStore driver for Zarr arrays and groups."""
 
-import json
-import math
 import os
 from numbers import Number
 from os import PathLike
@@ -25,6 +23,7 @@
 
 from linc_convert.utils.io.zarr import ZarrPythonArray, ZarrPythonGroup
 from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrArrayConfig
+from linc_convert.utils.io.zarr.helpers import auto_shard_size, fix_shard_chunk
 from linc_convert.utils.zarr_config import ZarrConfig
 
 
@@ -282,91 +281,6 @@ def make_kvstore(path: str | os.PathLike) -> dict:
     raise ValueError("Unsupported protocol:", path.protocol)
 
 
-def auto_shard_size(
-    max_shape: list[int],
-    itemsize: int | np.dtype | str,
-    max_file_size: int = 2 * 1024 ** 4,
-    compression_ratio: float = 2,
-) -> list[int]:
-    """
-    Find maximal shard size that ensures file size below cap.
-
-    Parameters
-    ----------
-    max_shape : list[int]
-        Maximum shape along each dimension.
-    itemsize : np.dtype or int
-        Data type, or data type size
-    max_file_size : int
-        Maximum file size (default: 2TB).
-        S3 has a 5TB/file limit, but given that we use an estimated
-        compression factor, we aim for 2TB to leave some leeway.
-    compression_ratio : float
-        Estimated compression factor.
-        I roughly found 2 for bosc-compressed LSM data, when compressing
-        only across space and channels (5 channels).
-
-    Returns
-    -------
-    shard : list[int]
-        Estimated shard size along each dimension.
-        Returned shards are either max_shape or powers of two.
-    """
-    if not isinstance(itemsize, int):
-        itemsize = np.dtype(itemsize).itemsize
-
-    # Maximum number of elements in the shard
-    max_numel = max_file_size * compression_ratio / itemsize
-
-    shard = [1] * len(max_shape)
-    while True:
-        # If shard larger than volume, we can stop
-        if all(x >= s for x, s in zip(shard, max_shape)):
-            break
-        # Make shard one level larger
-        new_shard = [min(2 * x, s) for x, s in zip(shard, max_shape)]
-        # If shard is too large, stop and keep previous shard
-        if np.prod(new_shard) > max_numel:
-            break
-        # Otherwise, use larger shard and recurse
-        shard = new_shard
-
-    # replace max size with larger power of two
-    shard = [2 ** math.ceil(math.log2(x)) for x in shard]
-    return shard
-
-
-def fix_shard_chunk(
-    shard: list[int],
-    chunk: list[int],
-    shape: list[int],
-) -> tuple[list[int], list[int]]:
-    """
-    Fix incompatibilities between chunk and shard size.
-
-    Parameters
-    ----------
-    shard : list[int]
-    chunk : list[int]
-    shape : list[int]
-
-    Returns
-    -------
-    shard : list[int]
-    chunk : list[int]
-    """
-    shard = list(shard)
-    chunk = list(chunk)
-    for i in range(len(chunk)):
-        # if chunk spans the entire volume, match chunk and shard
-        if chunk[i] == shape[i] and chunk[i] != shard[i]:
-            chunk[i] = shard[i]
-        # ensure that shard is a multiple of chunk
-        if shard[i] % chunk[i]:
-            shard[i] = chunk[i] * int(math.ceil(shard[i] / chunk[i]))
-    return shard, chunk
-
-
 def default_read_config(path: os.PathLike | str) -> dict:
     """
     Generate a TensorStore configuration to read an existing Zarr.
diff --git a/linc_convert/utils/io/zarr/drivers/zarr_python.py b/linc_convert/utils/io/zarr/drivers/zarr_python.py
index 9811be4a..3defa61c 100644
--- a/linc_convert/utils/io/zarr/drivers/zarr_python.py
+++ b/linc_convert/utils/io/zarr/drivers/zarr_python.py
@@ -22,6 +22,7 @@
 from zarr.core.chunk_key_encodings import ChunkKeyEncodingLike, ChunkKeyEncodingParams
 
 from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrArrayConfig, ZarrGroup
+from linc_convert.utils.io.zarr.helpers import _compute_zarr_layout
 from linc_convert.utils.zarr_config import ZarrConfig
 
 
@@ -113,7 +114,6 @@ def __init__(self, zarr_group: zarr.Group) -> None:
     @classmethod
     def from_config(cls, zarr_config: ZarrConfig) -> "ZarrPythonGroup":
         """Create a Zarr group from a configuration object."""
-
         if zarr_config.out.startswith("/") or zarr_config.out.startswith("\\"):
             store = zarr.storage.LocalStore(zarr_config.out)
         else:
@@ -234,10 +234,11 @@ def create_array_from_base(
         name: str,
         shape: Sequence[int],
         data: ArrayLike = None,
-        **kwargs: Unpack[ZarrConfig],
+        **kwargs: Unpack[ZarrArrayConfig],
     ) -> ZarrPythonArray:
         """Create a new array using the properties from a base_level object."""
-        base_level = self["0"]
+        # this is very hacky, otherwise the inherited class will use their override
+        base_level = ZarrPythonGroup.__getitem__(self, "0")
         opts = dict(
             dtype=base_level.dtype,
             chunks=base_level.chunks,
@@ -318,109 +319,3 @@ def _dimension_separator_to_chunk_key_encoding(
             name="default" if zarr_version == 3 else "v2", separator=dimension_separator
         )
         return dimension_separator
-
-
-SHARD_FILE_SIZE_LIMIT = (
-    2  # compression ratio
-    * 2  # GB
-    * 2 ** 30  # GB->Bytes
-)
-
-
-def _compute_zarr_layout(
-    shape: tuple, dtype: DTypeLike, zarr_config: ZarrConfig
-) -> tuple[tuple, tuple | None]:
-    ndim = len(shape)
-    if ndim == 5:
-        if zarr_config.no_time:
-            raise ValueError("no_time is not supported for 5D data")
-        chunk_tc = (
-            1 if zarr_config.chunk_time else shape[0],
-            1 if zarr_config.chunk_channels else shape[1],
-        )
-        shard_tc = (
-            chunk_tc[0] if zarr_config.shard_time else shape[0],
-            chunk_tc[1] if zarr_config.shard_channels else shape[1],
-        )
-
-    elif ndim == 4:
-        if zarr_config.no_time:
-            chunk_tc = (1 if zarr_config.chunk_channels else shape[0],)
-            shard_tc = (chunk_tc[0] if zarr_config.shard_channels else shape[0],)
-        else:
-            chunk_tc = (1 if zarr_config.chunk_time else shape[0],)
-            shard_tc = (chunk_tc[0] if zarr_config.shard_time else shape[0],)
-    elif ndim == 3:
-        chunk_tc = tuple()
-        shard_tc = tuple()
-    else:
-        raise ValueError("Zarr layout only supports 3+ dimensions.")
-
-    chunk = zarr_config.chunk
-    if len(chunk) > ndim:
-        raise ValueError("Provided chunk size has more dimension than data")
-    if len(zarr_config.chunk) != ndim:
-        chunk = chunk_tc + chunk + chunk[-1:] * max(0, 3 - len(chunk))
-
-    shard = zarr_config.shard
-
-    if isinstance(shard, tuple) and len(shard) > ndim:
-        raise ValueError("Provided shard size has more dimension than data")
-    # If shard is not used or is fully specified, return early.
-    if shard is None or (isinstance(shard, tuple) and len(shard) == ndim):
-        return chunk, shard
-
-    chunk_spatial = chunk[-3:]
-    if shard == "auto":
-        # Compute auto shard sizes based on the file size limit.
-        itemsize = dtype.itemsize
-        chunk_size = np.prod(chunk_spatial) * itemsize
-        shard_size = np.prod(shard_tc) * chunk_size
-        B_multiplier = SHARD_FILE_SIZE_LIMIT / shard_size
-        multiplier = int(B_multiplier ** (1 / 3))
-        if multiplier < 1:
-            multiplier = 1
-
-        shape_spatial = shape[-3:]
-        # For each spatial dimension, the minimal multiplier needed to cover the data:
-        L = [int(np.ceil(s / c)) for s, c in zip(shape_spatial, chunk_spatial)]
-        dims = len(chunk_spatial)
-
-        shard = tuple(int(c * multiplier) for c in chunk_spatial)
-        m_uniform = int(B_multiplier ** (1 / dims))
-        M = []
-        free_dims = []
-        for i in range(dims):
-            # If the uniform guess already overshoots the data, clamp to the minimal
-            # covering multiplier.
-            if m_uniform * chunk_spatial[i] >= shape_spatial[i]:
-                M.append(L[i])
-            else:
-                M.append(m_uniform)
-                free_dims.append(i)
-
-        # Iteratively try to increase free dimensions while keeping the overall
-        # product ≤ B_multiplier.
-        improved = True
-        while improved and free_dims:
-            improved = False
-            for i in free_dims:
-                candidate = M[i] + 1
-                # If increasing would exceed the data size in this dimension,
-                # clamp to the minimal covering multiplier.
-                if candidate * chunk_spatial[i] >= shape_spatial[i]:
-                    candidate = L[i]
-                new_product = np.prod(
-                    [candidate if j == i else M[j] for j in range(dims)]
-                )
-                if new_product <= B_multiplier and candidate > M[i]:
-                    M[i] = candidate
-                    improved = True
-            # Remove dimensions that have reached or exceeded the data size.
-            free_dims = [
-                i for i in free_dims if M[i] * chunk_spatial[i] < shape_spatial[i]
-            ]
-        shard = tuple(M[i] * chunk_spatial[i] for i in range(dims))
-
-    shard = shard_tc + shard + shard[-1:] * max(0, 3 - len(shard))
-    return chunk, shard
diff --git a/linc_convert/utils/io/generate_pyramid.py b/linc_convert/utils/io/zarr/generate_pyramid.py
similarity index 100%
rename from linc_convert/utils/io/generate_pyramid.py
rename to linc_convert/utils/io/zarr/generate_pyramid.py
diff --git a/linc_convert/utils/io/zarr/helpers.py b/linc_convert/utils/io/zarr/helpers.py
new file mode 100644
index 00000000..60e0dbe4
--- /dev/null
+++ b/linc_convert/utils/io/zarr/helpers.py
@@ -0,0 +1,196 @@
+import math
+
+import numpy as np
+from numpy.typing import DTypeLike
+
+from linc_convert.utils.zarr_config import ZarrConfig
+
+SHARD_FILE_SIZE_LIMIT = (
+    2  # compression ratio
+    * 2  # GB
+    * 2 ** 30  # GB->Bytes
+)
+
+
+def _compute_zarr_layout(
+    shape: tuple, dtype: DTypeLike, zarr_config: ZarrConfig
+) -> tuple[tuple, tuple | None]:
+    ndim = len(shape)
+    if ndim == 5:
+        if zarr_config.no_time:
+            raise ValueError("no_time is not supported for 5D data")
+        chunk_tc = (
+            1 if zarr_config.chunk_time else shape[0],
+            1 if zarr_config.chunk_channels else shape[1],
+        )
+        shard_tc = (
+            chunk_tc[0] if zarr_config.shard_time else shape[0],
+            chunk_tc[1] if zarr_config.shard_channels else shape[1],
+        )
+
+    elif ndim == 4:
+        if zarr_config.no_time:
+            chunk_tc = (1 if zarr_config.chunk_channels else shape[0],)
+            shard_tc = (chunk_tc[0] if zarr_config.shard_channels else shape[0],)
+        else:
+            chunk_tc = (1 if zarr_config.chunk_time else shape[0],)
+            shard_tc = (chunk_tc[0] if zarr_config.shard_time else shape[0],)
+    elif ndim == 3:
+        chunk_tc = tuple()
+        shard_tc = tuple()
+    else:
+        raise ValueError("Zarr layout only supports 3+ dimensions.")
+
+    chunk = zarr_config.chunk
+    if len(chunk) > ndim:
+        raise ValueError("Provided chunk size has more dimension than data")
+    if len(zarr_config.chunk) != ndim:
+        chunk = chunk_tc + chunk + chunk[-1:] * max(0, 3 - len(chunk))
+
+    shard = zarr_config.shard
+
+    if isinstance(shard, tuple) and len(shard) > ndim:
+        raise ValueError("Provided shard size has more dimension than data")
+    # If shard is not used or is fully specified, return early.
+    if shard is None or (isinstance(shard, tuple) and len(shard) == ndim):
+        return chunk, shard
+
+    chunk_spatial = chunk[-3:]
+    if shard == "auto":
+        # Compute auto shard sizes based on the file size limit.
+        itemsize = dtype.itemsize
+        chunk_size = np.prod(chunk_spatial) * itemsize
+        shard_size = np.prod(shard_tc) * chunk_size
+        B_multiplier = SHARD_FILE_SIZE_LIMIT / shard_size
+        multiplier = int(B_multiplier ** (1 / 3))
+        if multiplier < 1:
+            multiplier = 1
+
+        shape_spatial = shape[-3:]
+        # For each spatial dimension, the minimal multiplier needed to cover the data:
+        L = [int(np.ceil(s / c)) for s, c in zip(shape_spatial, chunk_spatial)]
+        dims = len(chunk_spatial)
+
+        shard = tuple(int(c * multiplier) for c in chunk_spatial)
+        m_uniform = int(B_multiplier ** (1 / dims))
+        M = []
+        free_dims = []
+        for i in range(dims):
+            # If the uniform guess already overshoots the data, clamp to the minimal
+            # covering multiplier.
+            if m_uniform * chunk_spatial[i] >= shape_spatial[i]:
+                M.append(L[i])
+            else:
+                M.append(m_uniform)
+                free_dims.append(i)
+
+        # Iteratively try to increase free dimensions while keeping the overall
+        # product ≤ B_multiplier.
+        improved = True
+        while improved and free_dims:
+            improved = False
+            for i in free_dims:
+                candidate = M[i] + 1
+                # If increasing would exceed the data size in this dimension,
+                # clamp to the minimal covering multiplier.
+                if candidate * chunk_spatial[i] >= shape_spatial[i]:
+                    candidate = L[i]
+                new_product = np.prod(
+                    [candidate if j == i else M[j] for j in range(dims)]
+                )
+                if new_product <= B_multiplier and candidate > M[i]:
+                    M[i] = candidate
+                    improved = True
+            # Remove dimensions that have reached or exceeded the data size.
+            free_dims = [
+                i for i in free_dims if M[i] * chunk_spatial[i] < shape_spatial[i]
+            ]
+        shard = tuple(M[i] * chunk_spatial[i] for i in range(dims))
+
+    shard = shard_tc + shard + shard[-1:] * max(0, 3 - len(shard))
+    return chunk, shard
+
+
+def auto_shard_size(
+    max_shape: list[int],
+    itemsize: int | np.dtype | str,
+    max_file_size: int = 2 * 1024 ** 4,
+    compression_ratio: float = 2,
+) -> list[int]:
+    """
+    Find maximal shard size that ensures file size below cap.
+
+    Parameters
+    ----------
+    max_shape : list[int]
+        Maximum shape along each dimension.
+    itemsize : np.dtype or int
+        Data type, or data type size
+    max_file_size : int
+        Maximum file size (default: 2TB).
+        S3 has a 5TB/file limit, but given that we use an estimated
+        compression factor, we aim for 2TB to leave some leeway.
+    compression_ratio : float
+        Estimated compression factor.
+        I roughly found 2 for bosc-compressed LSM data, when compressing
+        only across space and channels (5 channels).
+
+    Returns
+    -------
+    shard : list[int]
+        Estimated shard size along each dimension.
+        Returned shards are either max_shape or powers of two.
+    """
+    if not isinstance(itemsize, int):
+        itemsize = np.dtype(itemsize).itemsize
+
+    # Maximum number of elements in the shard
+    max_numel = max_file_size * compression_ratio / itemsize
+
+    shard = [1] * len(max_shape)
+    while True:
+        # If shard larger than volume, we can stop
+        if all(x >= s for x, s in zip(shard, max_shape)):
+            break
+        # Make shard one level larger
+        new_shard = [min(2 * x, s) for x, s in zip(shard, max_shape)]
+        # If shard is too large, stop and keep previous shard
+        if np.prod(new_shard) > max_numel:
+            break
+        # Otherwise, use larger shard and recurse
+        shard = new_shard
+
+    # replace max size with larger power of two
+    shard = [2 ** math.ceil(math.log2(x)) for x in shard]
+    return shard
+
+
+def fix_shard_chunk(
+    shard: list[int],
+    chunk: list[int],
+    shape: list[int],
+) -> tuple[list[int], list[int]]:
+    """
+    Fix incompatibilities between chunk and shard size.
+
+    Parameters
+    ----------
+    shard : list[int]
+    chunk : list[int]
+    shape : list[int]
+
+    Returns
+    -------
+    shard : list[int]
+    chunk : list[int]
+    """
+    shard = list(shard)
+    chunk = list(chunk)
+    for i in range(len(chunk)):
+        # if chunk spans the entire volume, match chunk and shard
+        if chunk[i] == shape[i] and chunk[i] != shard[i]:
+            chunk[i] = shard[i]
+        # ensure that shard is a multiple of chunk
+        if shard[i] % chunk[i]:
+            shard[i] = chunk[i] * int(math.ceil(shard[i] / chunk[i]))
+    return shard, chunk

From 34fbff748c759401d1df34064876686fbe6dc94f Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 7 Aug 2025 12:31:32 -0400
Subject: [PATCH 145/157] docs

---
 linc_convert/utils/io/zarr/helpers.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/linc_convert/utils/io/zarr/helpers.py b/linc_convert/utils/io/zarr/helpers.py
index 60e0dbe4..42b8c831 100644
--- a/linc_convert/utils/io/zarr/helpers.py
+++ b/linc_convert/utils/io/zarr/helpers.py
@@ -1,3 +1,5 @@
+"""Helper functions for Zarr I/O."""
+
 import math
 
 import numpy as np

From 83649abc18422639079f7b874d31eacc8d080aec Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 7 Aug 2025 12:31:40 -0400
Subject: [PATCH 146/157] cleanup

---
 linc_convert/modalities/wk/webknossos_annotation.py | 2 --
 linc_convert/utils/zarr_config.py                   | 2 +-
 2 files changed, 1 insertion(+), 3 deletions(-)

diff --git a/linc_convert/modalities/wk/webknossos_annotation.py b/linc_convert/modalities/wk/webknossos_annotation.py
index b78b012a..7c392bfa 100644
--- a/linc_convert/modalities/wk/webknossos_annotation.py
+++ b/linc_convert/modalities/wk/webknossos_annotation.py
@@ -7,8 +7,6 @@
 
 import cyclopts
 import numpy as np
-
-# externals
 import wkw
 import zarr
 
diff --git a/linc_convert/utils/zarr_config.py b/linc_convert/utils/zarr_config.py
index 033a7b6c..a9b86dc5 100644
--- a/linc_convert/utils/zarr_config.py
+++ b/linc_convert/utils/zarr_config.py
@@ -1,7 +1,6 @@
 """Configuration related to output Zarr Archive."""
 
 import logging
-import os
 from dataclasses import dataclass, replace
 from typing import Annotated, Literal
 
@@ -140,6 +139,7 @@ def set_default_name(self, name: str) -> None:
         self.out = name
         self.out += ".nii.zarr" if self.nii else ".ome.zarr"
 
+
 def update_default_config(
     zarr_config: ZarrConfig | None, **kwargs: Unpack[ZarrConfig]
 ) -> ZarrConfig:

From b3502d2a6b8a75c09653fb291355be762f9e76d7 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 7 Aug 2025 14:27:18 -0400
Subject: [PATCH 147/157] feat: factory implemented

---
 linc_convert/utils/io/zarr/factory.py | 104 ++++++++++++--------------
 1 file changed, 46 insertions(+), 58 deletions(-)

diff --git a/linc_convert/utils/io/zarr/factory.py b/linc_convert/utils/io/zarr/factory.py
index 3be36bf9..69bdae1c 100644
--- a/linc_convert/utils/io/zarr/factory.py
+++ b/linc_convert/utils/io/zarr/factory.py
@@ -4,8 +4,9 @@
 from os import PathLike
 from typing import Literal
 
-from linc_convert.utils.io.zarr import ZarrNode
-from linc_convert.utils.io.zarr.abc import ZarrGroup
+import zarr
+
+from linc_convert.utils.io.zarr.abc import ZarrGroup, ZarrNode
 from linc_convert.utils.io.zarr.drivers.zarr_python import (
     ZarrPythonArray,
     ZarrPythonGroup,
@@ -24,32 +25,47 @@
     warnings.warn(f"Tensorstore driver not available: {e}.")
 
 
+class UnsupportedDriverError(ValueError):
+    """Exception raised when an unsupported driver is specified."""
+
+    def __init__(self, driver: DriverLike) -> None:
+        super().__init__(f"Unsupported driver: {driver}")
+        self.driver = driver
+
+
+def _wrap_array(zarr_array: zarr.Array, driver: DriverLike) -> ZarrNode:
+    base = ZarrPythonArray(zarr_array)
+    if driver == "zarr-python":
+        return base
+    if driver in _DRIVER_ARRAY and hasattr(_DRIVER_ARRAY[driver],
+                                           "from_zarr_python_array"):
+        return _DRIVER_ARRAY[driver].from_zarr_python_array(base)
+    raise UnsupportedDriverError(driver)
+
+
+def _wrap_group(zarr_group: zarr.Group, driver: DriverLike) -> ZarrGroup:
+    base = ZarrPythonGroup(zarr_group)
+    if driver == "zarr-python":
+        return base
+    if driver in _DRIVER_GROUP and hasattr(_DRIVER_GROUP[driver],
+                                           "from_zarr_python_group"):
+        return _DRIVER_GROUP[driver].from_zarr_python_group(base)
+    raise UnsupportedDriverError(driver)
+
+
 def open(
     path: str | PathLike[str],
     mode: Literal["r", "r+", "a", "w", "w-"] = "a",
     zarr_version: Literal[2, 3] = 3,
     driver: DriverLike = "zarr-python",
 ) -> ZarrNode:
-    """
-    Open a Zarr Node (Array or Group) based on the specified driver.
-
-    Parameters
-    ----------
-    path : str | PathLike[str]
-        Path to the Zarr Node.
-    mode : Literal["r", "r+", "a", "w", "w-]
-        Mode in which to open the Zarr Node.
-    zarr_version : Literal[2, 3]
-        Zarr version to use (default is 3).
-    driver : DriverLike
-        Driver to use for opening the Zarr Node (default is "zarr-python").
-
-    Returns
-    -------
-    ZarrNode
-        An instance of ZarrNode, which can be either a ZarrArray or Zarr
-    """
-    raise NotImplementedError
+    """Open a Zarr Node (Array or Group) based on the specified driver."""
+    node = zarr.open(path, mode=mode, zarr_format=zarr_version)
+    if isinstance(node, zarr.Array):
+        return _wrap_array(node, driver)
+    elif isinstance(node, zarr.Group):
+        return _wrap_group(node, driver)
+    raise TypeError(f"Unsupported Zarr node type: {type(node)}")
 
 
 def open_group(
@@ -58,42 +74,14 @@ def open_group(
     zarr_version: Literal[2, 3] = 3,
     driver: DriverLike = "zarr-python",
 ) -> ZarrGroup:
-    """
-    Open a Zarr Group based on the specified driver.
-
-    Parameters
-    ----------
-    path : str | PathLike[str]
-        Path to the Zarr Group.
-    mode : Literal["r", "r+", "a", "w", "w-"]
-        Mode in which to open the Zarr Group.
-    zarr_version : Literal[2, 3]
-        Zarr version to use (default is 3).
-    driver : DriverLike
-        Driver to use for opening the Zarr Group (default is "zarr-python").
-
-    Returns
-    -------
-    ZarrGroup
-        An instance of ZarrGroup based on the specified driver.
-    """
-    raise NotImplementedError
+    """Open a Zarr Group based on the specified driver."""
+    return _wrap_group(zarr.open_group(path, mode=mode, zarr_format=zarr_version),
+                       driver)
 
 
 def from_config(zarr_config: ZarrConfig) -> ZarrGroup:
-    """
-    Create a ZarrGroup from a ZarrConfig.
-
-    Parameters
-    ----------
-    zarr_config : ZarrConfig
-        Configuration for the Zarr group.
-
-    Returns
-    -------
-    ZarrGroup
-        An instance of ZarrGroup based on the configuration.
-    """
-    if zarr_config.driver not in _DRIVER_GROUP:
-        raise ValueError(f"{zarr_config.driver} is not supported.")
-    return _DRIVER_GROUP[zarr_config.driver].from_config(zarr_config)
+    """Create a ZarrGroup from a ZarrConfig."""
+    group_cls = _DRIVER_GROUP.get(zarr_config.driver)
+    if group_cls is None:
+        raise UnsupportedDriverError(zarr_config.driver)
+    return group_cls.from_config(zarr_config)

From 44276423ab597f1b65787ebe6480cd56042e4f8d Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 7 Aug 2025 14:43:53 -0400
Subject: [PATCH 148/157] feat: read array attributes with tsarray

---
 linc_convert/utils/io/zarr/abc.py | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index be718963..beb3691e 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -155,10 +155,6 @@ def _get_zarr_python_group(self) -> zarr.Group:
         """Get the underlying Zarr Python group object."""
         ...
 
-    # @abstractmethod
-    # def _create_array(self, **kwargs: Unpack[ZarrArrayConfig]) -> ArrayLike:
-    #     ...
-
     @abstractmethod
     def create_group(self, name: str, overwrite: bool = False) -> "ZarrGroup":
         """Create or open a subgroup within this group."""

From a0de94d6fbcd5f04b29b61cf7ed8a7142677e8d9 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 7 Aug 2025 14:47:54 -0400
Subject: [PATCH 149/157] cleanup

---
 scripts/debug.py | 16 ----------------
 1 file changed, 16 deletions(-)
 delete mode 100644 scripts/debug.py

diff --git a/scripts/debug.py b/scripts/debug.py
deleted file mode 100644
index f5705bcb..00000000
--- a/scripts/debug.py
+++ /dev/null
@@ -1,16 +0,0 @@
-import numpy as np
-import psutil
-import sparse
-
-
-def print_mem():
-    print(psutil.Process().memory_info().rss/1024/1024)
-
-print_mem()
-a = np.broadcast_to(np.zeros(()),(1000,)*3)
-
-print_mem()
-b = sparse.random(a.shape,0.0001)
-print_mem()
-c = a+b
-print_mem()
\ No newline at end of file

From 79e0eee932b4585903517284b68826a64ab315d3 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Thu, 7 Aug 2025 14:57:49 -0400
Subject: [PATCH 150/157] feat: read array attributes with tsarray

---
 linc_convert/utils/io/zarr/drivers/tensorstore.py | 14 ++++++++++++--
 1 file changed, 12 insertions(+), 2 deletions(-)

diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index 685a9aa6..103967dd 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -1,5 +1,5 @@
 """TensorStore driver for Zarr arrays and groups."""
-
+import json
 import os
 from numbers import Number
 from os import PathLike
@@ -77,7 +77,17 @@ def shards(self) -> Optional[Tuple[int, ...]]:
     @property
     def attrs(self) -> Mapping[str, Any]:
         """Access metadata/attributes for this node."""
-        # TODO: TensorStore currently doesn’t expose arbitrary attrs, so return empty.
+        store = UPath(self.store_path)
+        if self.zarr_version == 2:
+            if not (store / ".zattrs").exists():
+                return {}
+            with open(store / ".zattrs") as f:
+                zarr_json = json.load(f)
+                return zarr_json
+        elif self.zarr_version == 3:
+            with open(store / "zarr.json") as f:
+                zarr_json = json.load(f)
+                return zarr_json.get("attributes", {})
         return {}
 
     @property

From fd88fe10743c83b7e91db9135151137d62fc6ce8 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Mon, 11 Aug 2025 12:03:07 -0400
Subject: [PATCH 151/157] revert: stop using zarr-python for managing groups.

we still want to use from-scratch approach for group management. hence we can write zarr3 without zarr-python-v3+
---
 .../utils/io/zarr/drivers/tensorstore.py      | 264 +++++++++++++++---
 1 file changed, 227 insertions(+), 37 deletions(-)

diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index 103967dd..a230b6c4 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -5,6 +5,7 @@
 from os import PathLike
 from typing import (
     Any,
+    Iterator,
     Literal,
     Mapping,
     Optional,
@@ -21,8 +22,8 @@
 from numpy.typing import ArrayLike, DTypeLike
 from upath import UPath
 
-from linc_convert.utils.io.zarr import ZarrPythonArray, ZarrPythonGroup
-from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrArrayConfig
+from linc_convert.utils.io.zarr import ZarrPythonArray
+from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrArrayConfig, ZarrGroup
 from linc_convert.utils.io.zarr.helpers import auto_shard_size, fix_shard_chunk
 from linc_convert.utils.zarr_config import ZarrConfig
 
@@ -140,49 +141,151 @@ def open(
         return cls(ts_array)
 
 
-class ZarrTSGroup(ZarrPythonGroup):
+class ZarrTSGroup(ZarrGroup):
     """Zarr Group implementation using TensorStore as backend."""
 
-    def __init__(self, zarr_group: zarr.Group) -> None:
+    def __init__(self, store_path: Union[str, PathLike]) -> None:
         """
         Initialize the ZarrTSGroup.
 
         Parameters
         ----------
-        zarr_group : zarr.Group
-            Underlying Zarr Python group.
+        store_path : Union[str, PathLike]
+            Path to the group’s directory.
         """
-        super().__init__(zarr_group)
+        super().__init__(store_path)
+        from upath import UPath
 
-    @classmethod
-    def from_zarr_python_group(cls, zarr_group: ZarrPythonGroup) -> "ZarrTSGroup":
-        """Convert a ZarrPythonGroup into a ZarrTSGroup."""
-        assert isinstance(zarr_group, ZarrPythonGroup)
-        return cls(zarr_group._get_zarr_python_group())
+        self._path = UPath(store_path)
+        meta = _detect_metadata(self._path)
+        assert meta and meta[0] == "group"
+        self._zarr_version = meta[1]
 
     @classmethod
     def from_config(cls, zarr_config: ZarrConfig) -> "ZarrTSGroup":
-        """Create a Zarr group from a configuration object."""
-        return cls.from_zarr_python_group(ZarrPythonGroup.from_config(zarr_config))
+        """
+        Create a ZarrTSGroup from a configuration object.
+
+        Parameters
+        ----------
+        zarr_config : ZarrConfig
+            Configuration with .out and .zarr_version.
+
+        Returns
+        -------
+        ZarrTSGroup
+        """
+        return cls.open(
+            zarr_config.out, mode="a", zarr_version=zarr_config.zarr_version
+        )
+
+    @classmethod
+    def open(
+        cls,
+        path: Union[str, PathLike],
+        mode: Literal["r", "r+", "a", "w", "w-"] = "a",
+        *,
+        zarr_version: Literal[2, 3] = 3,
+    ) -> "ZarrTSGroup":
+        """
+        Open or create a Zarr group backed by TensorStore.
+
+        Parameters
+        ----------
+        path : Union[str, PathLike]
+            Path to the Zarr group.
+        mode : {'r','r+','a','w','w-'}
+            Persistence mode; see TensorStore docs.
+        zarr_version : {2,3}
+            Zarr format version.
+
+        Returns
+        -------
+        ZarrTSGroup
+        """
+        from upath import UPath
+
+        p = UPath(path)
+        if mode in ("r", "r+"):
+            if not p.exists() or not p.is_dir():
+                raise FileNotFoundError(f"Group path '{p}' does not exist")
+        elif mode == "w-":
+            if p.exists():
+                raise FileExistsError(f"Group path '{p}' already exists")
+        elif mode == "a":
+            if not p.exists():
+                _init_group(p, zarr_version)
+        elif mode == "w":
+            if p.exists():
+                p.rmdir(recursive=True)
+            _init_group(p, zarr_version)
+        else:
+            raise ValueError(f"Invalid mode '{mode}'")
+        return cls(p)
+
+    @property
+    def attrs(self) -> Mapping[str, Any]:
+        """Access metadata/attributes for this node."""
+        return {}
+
+    @property
+    def zarr_version(self) -> Literal[2, 3]:
+        """Get the Zarr format version."""
+        return self._zarr_version
 
     def __getitem__(self, key: str) -> Union[ZarrTSArray, "ZarrTSGroup"]:
         """Get a subgroup or array by name within this group."""
-        node = super().__getitem__(key)
-        if isinstance(node, ZarrPythonGroup):
-            return self.from_zarr_python_group(node)
-        elif isinstance(node, ZarrPythonArray):
-            return ZarrTSArray.from_zarr_python_array(node)
-        else:
-            raise ValueError(
-                "Unsupported node type in Zarr group: {}".format(type(node))
-            )
+        meta = _detect_metadata(self._path / key)
+        if not meta:
+            raise KeyError(f"Key '{key}' not found")
+        if meta[0] == "group":
+            return ZarrTSGroup(self._path / key)
+        return ZarrTSArray.open(self._path / key, zarr_version=meta[1])
 
     def __setitem__(self, key: str, value: Union[ZarrTSArray, "ZarrTSGroup"]) -> None:
         """Set a subgroup or array by name within this group."""
         raise NotImplementedError(
-            "Assigning to zarr group is not supported with tensorstore."
+            "Assign to zarr group is not supported with tensorstore."
         )
 
+    def __delitem__(self, key: str) -> None:
+        """Delete a subgroup or array by name within this group."""
+        target = self._path / key
+        if target.exists():
+            target.rmdir(recursive=True)
+
+    def keys(self) -> Iterator[str]:
+        """Get the names of all subgroups and arrays in this group."""
+        return (
+            p.name for p in self._path.iterdir() if p.is_dir() and _detect_metadata(p)
+        )
+
+    def __contains__(self, name: str) -> bool:
+        """Check whether a subgroup or array exists in this group."""
+        p = self._path / name
+        return p.exists() and bool(_detect_metadata(p))
+
+    def _get_zarr_python_group(self) -> "zarr.Group":
+        """Get the underlying Zarr Python group object."""
+        return zarr.open_group(self._path, mode="a")
+
+    def create_group(self, name: str, overwrite: bool = False) -> "ZarrTSGroup":
+        """
+        Create or open a subgroup within this group.
+
+        Parameters
+        ----------
+        name : str
+        overwrite : bool
+            If True, delete existing before creating.
+
+        Returns
+        -------
+        ZarrTSGroup
+        """
+        mode = "w" if overwrite else "w-"
+        return self.open(self._path / name, mode=mode, zarr_version=self._zarr_version)
+
     def create_array(
         self,
         name: str,
@@ -208,18 +311,27 @@ def create_array(
         -------
         ZarrTSArray
         """
-        arr = super().create_array(
-            name=name,
-            shape=shape,
-            dtype=dtype,
-            zarr_config=zarr_config,
-            data=data,
-            **kwargs,
-        )
-        arr = ZarrTSArray.from_zarr_python_array(arr)
+        if zarr_config is None:
+            conf = default_write_config(
+                self._path / name, shape=shape, dtype=dtype, **kwargs
+            )
+        else:
+            conf = default_write_config(
+                self._path / name,
+                shape=shape,
+                dtype=dtype,
+                chunk=zarr_config.chunk,
+                shard=zarr_config.shard,
+                compressor=zarr_config.compressor,
+                # TODO: implement this
+                # compressor_opt=ast.literal_eval(zarr_config.compressor_opt),
+                version=zarr_config.zarr_version,
+            )
+        conf.update(delete_existing=True, create=True)
+        arr = ts.open(conf).result()
         if data is not None:
             arr[:] = data
-        return arr
+        return ZarrTSArray(arr)
 
     def create_array_from_base(
         self,
@@ -241,11 +353,14 @@ def create_array_from_base(
         -------
         ZarrTSArray
         """
-        arr = super().create_array_from_base(name=name, shape=shape, **kwargs)
-        arr = ZarrTSArray.from_zarr_python_array(arr)
+        base = self["0"]._ts.spec().to_json()
+        base["metadata"]["shape"] = shape
+        base["kvstore"] = make_kvstore(self._path / name)
+        base.update(delete_existing=True, create=True)
+        arr = ts.open(base).result()
         if data is not None:
             arr[:] = data
-        return arr
+        return ZarrTSArray(arr)
 
 
 def make_compressor_v2(name: str | None, **prm: dict) -> dict:
@@ -318,6 +433,71 @@ def default_read_config(path: os.PathLike | str) -> dict:
     }
 
 
+def _is_array(path: PathLike) -> bool:
+    zarr2_array_file = path / ".zarray"
+    if zarr2_array_file.is_file():
+        content = zarr2_array_file.read_text()
+        content = json.loads(content)
+        assert content["zarr_format"] == 2
+        return True
+    zarr3_array_file = path / "zarr.json"
+    if zarr3_array_file.is_file():
+        content = zarr3_array_file.read_text()
+        content = json.loads(content)
+        assert content["zarr_format"] == 3
+        if content.get("node_type", None) == "array":
+            return True
+    return False
+
+
+def _is_group(path: PathLike) -> bool:
+    zarr2_group_file = path / ".zgroup"
+    if zarr2_group_file.is_file():
+        content = zarr2_group_file.read_text()
+        content = json.loads(content)
+        assert content["zarr_format"] == 2
+        return True
+    zarr3_group_file = path / "zarr.json"
+    if zarr3_group_file.is_file():
+        content = zarr3_group_file.read_text()
+        content = json.loads(content)
+        assert content["zarr_format"] == 3
+        if content.get("node_type", None) == "group":
+            return True
+    return False
+
+
+def _detect_metadata(path: PathLike) -> Optional[Tuple[str, int]]:
+    """
+    Look for Zarr metadata files in `path` and return (node_type, version).
+
+    Checks zarr.json (v3), then .zarray/.zgroup (v2).
+    """
+    # Zarr v3
+    z3 = path / "zarr.json"
+    if z3.is_file():
+        try:
+            meta = json.loads(z3.read_text())
+            fmt = meta.get("zarr_format")
+            if fmt == 3:
+                node = meta.get("node_type", "array")
+                if node in ("array", "group"):
+                    return node, 3
+        except json.JSONDecodeError:
+            pass
+    # Zarr v2
+    for fname, ntype in ((".zarray", "array"), (".zgroup", "group")):
+        f = path / fname
+        if f.is_file():
+            try:
+                meta = json.loads(f.read_text())
+                if meta.get("zarr_format") == 2:
+                    return ntype, 2
+            except json.JSONDecodeError:
+                pass
+    return None
+
+
 def default_write_config(
     path: os.PathLike | str,
     shape: list[int],
@@ -465,3 +645,13 @@ def default_write_config(
     config["kvstore"] = make_kvstore(path)
 
     return config
+
+
+def _init_group(group_path: PathLike, version: int) -> None:
+    group_path.mkdir(parents=True, exist_ok=True)
+    if version == 3:
+        (group_path / "zarr.json").write_text(
+            json.dumps({"zarr_format": 3, "node_type": "group"})
+        )
+    else:
+        (group_path / ".zgroup").write_text(json.dumps({"zarr_format": 2}))

From 6338e9faf5f2ac9b9b4a8abe7e55be80a4bba4f5 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 12 Aug 2025 10:19:57 -0400
Subject: [PATCH 152/157] feat: support attributes natively

---
 linc_convert/utils/io/zarr/abc.py             |   2 +-
 linc_convert/utils/io/zarr/attributes.py      | 163 ++++++++++++++++++
 .../utils/io/zarr/drivers/tensorstore.py      |  75 +++-----
 3 files changed, 185 insertions(+), 55 deletions(-)
 create mode 100644 linc_convert/utils/io/zarr/attributes.py

diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index beb3691e..c8964199 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -290,7 +290,7 @@ def write_ome_metadata(
         None.
         """
         niizarr.write_ome_metadata(
-            self._get_zarr_python_group(),
+            self,
             space_scale=space_scale,
             time_scale=time_scale,
             space_unit=space_unit,
diff --git a/linc_convert/utils/io/zarr/attributes.py b/linc_convert/utils/io/zarr/attributes.py
new file mode 100644
index 00000000..48816b3d
--- /dev/null
+++ b/linc_convert/utils/io/zarr/attributes.py
@@ -0,0 +1,163 @@
+"""
+
+"""
+
+from collections.abc import MutableMapping, Iterator
+from typing import Any, Optional
+import json
+import os
+import tempfile
+import threading
+
+from upath import UPath
+
+
+class Attributes(MutableMapping[str, Any]):
+    """
+    In-memory, write-through (configurable) attributes mapping for Zarr v2/v3.
+
+    Reads are served from an in-memory cache. On mutation, the cache is updated
+    and, if write_through is True, the file is flushed atomically. Otherwise,
+    call .flush() explicitly to persist.
+
+    Works for both arrays and groups, as long as the parent exposes:
+      - .store_path (path-like, directory)
+      - .zarr_version (2 or 3)
+    """
+
+    def __init__(self, obj: Any, *, write_through: bool = True) -> None:
+        self._obj = obj
+        self._write_through = write_through
+        self._lock = threading.RLock()
+        self._loaded = False
+        self._attrs: dict[str, Any] = {}
+        # Only for v3 we need to preserve other top-level keys in zarr.json
+        self._v3_other_keys: dict[str, Any] = {}
+        # cache the path computation
+        store = UPath(self._obj.store_path)
+        if self._obj.zarr_version == 2:
+            self._path = store / ".zattrs"
+            self._is_v3 = False
+        elif self._obj.zarr_version == 3:
+            self._path = store / "zarr.json"
+            self._is_v3 = True
+        else:
+            raise ValueError(f"Unsupported zarr_version: {self._obj.zarr_version}")
+
+    # ---------- public helpers ----------
+    def asdict(self) -> dict[str, Any]:
+        with self._lock:
+            self._ensure_loaded()
+            return dict(self._attrs)
+
+    def put(self, d: dict[str, Any]) -> None:
+        """Overwrite all attributes with d (in-memory), then flush (respecting
+        write_through)."""
+        with self._lock:
+            self._ensure_loaded()
+            self._attrs = dict(d)
+            if self._write_through:
+                self._flush_locked()
+
+    def flush(self) -> None:
+        """Persist current in-memory attributes to disk atomically."""
+        with self._lock:
+            self._ensure_loaded()
+            self._flush_locked()
+
+    def refresh(self) -> None:
+        """Discard in-memory cache and re-read from disk."""
+        with self._lock:
+            self._loaded = False
+            self._attrs.clear()
+            self._v3_other_keys.clear()
+            self._ensure_loaded()
+
+    # ---------- MutableMapping interface ----------
+    def __getitem__(self, key: str) -> Any:
+        with self._lock:
+            self._ensure_loaded()
+            return self._attrs[key]
+
+    def __setitem__(self, key: str, value: Any) -> None:
+        with self._lock:
+            self._ensure_loaded()
+            self._attrs[key] = value
+            if self._write_through:
+                self._flush_locked()
+
+    def __delitem__(self, key: str) -> None:
+        with self._lock:
+            self._ensure_loaded()
+            del self._attrs[key]
+            if self._write_through:
+                self._flush_locked()
+
+    def __iter__(self) -> Iterator[str]:
+        with self._lock:
+            self._ensure_loaded()
+            return iter(dict(self._attrs))  # iterate over a snapshot
+
+    def __len__(self) -> int:
+        with self._lock:
+            self._ensure_loaded()
+            return len(self._attrs)
+
+    # ---------- internals ----------
+    def _ensure_loaded(self) -> None:
+        if self._loaded:
+            return
+        if not self._path.exists():
+            # not present on disk yet
+            self._attrs = {}
+            self._v3_other_keys = {}
+            self._loaded = True
+            return
+
+        with open(self._path, "r", encoding="utf-8") as f:
+            data = json.load(f)
+
+        if self._is_v3:
+            self._attrs = dict(data.get("attributes", {}))
+            # keep all other top-level keys to preserve on write
+            self._v3_other_keys = {k: v for k, v in data.items() if k != "attributes"}
+        else:
+            self._attrs = dict(data)
+            self._v3_other_keys = {}
+
+        self._loaded = True
+
+    def _flush_locked(self) -> None:
+        if self._is_v3:
+            data = dict(self._v3_other_keys)
+            data["attributes"] = self._attrs
+        else:
+            data = self._attrs
+
+        _atomic_json_write(self._path, data)
+
+
+def _atomic_json_write(path: UPath, data: dict[str, Any]) -> None:
+    """
+    Atomically write JSON to 'path' via a temp file + rename.
+    Works with local and fsspec-backed paths that expose .open / .parent.
+    """
+    parent = path.parent
+    parent.mkdir(parents=True, exist_ok=True)
+    # Use a temp file in the same directory to keep rename atomic on POSIX FS.
+    tmp_fd, tmp_name = tempfile.mkstemp(prefix=".attrs_tmp_", dir=str(parent))
+    try:
+        with os.fdopen(tmp_fd, "w", encoding="utf-8") as f:
+            json.dump(data, f, ensure_ascii=False, separators=(",", ":"))
+            f.flush()
+            os.fsync(f.fileno())
+        # UPath may wrap non-local FS; try best-effort replace
+        # pathlib.Path has replace(); UPath typically forwards.
+        UPath(tmp_name).replace(path)
+    finally:
+        # If replace failed, clean up temp file best-effort
+        try:
+            if UPath(tmp_name).exists():
+                UPath(tmp_name).unlink()
+        except Exception:
+            pass
diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index a230b6c4..1afc7558 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -24,6 +24,7 @@
 
 from linc_convert.utils.io.zarr import ZarrPythonArray
 from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrArrayConfig, ZarrGroup
+from linc_convert.utils.io.zarr.attributes import Attributes
 from linc_convert.utils.io.zarr.helpers import auto_shard_size, fix_shard_chunk
 from linc_convert.utils.zarr_config import ZarrConfig
 
@@ -42,6 +43,7 @@ def __init__(self, ts_array: ts.TensorStore) -> None:
         """
         super().__init__(str(ts_array.kvstore.path))
         self._ts = ts_array
+        self._attrs: Optional[Attributes] = None
 
     @classmethod
     def from_zarr_python_array(cls, zarray: ZarrPythonArray) -> "ZarrTSArray":
@@ -76,20 +78,11 @@ def shards(self) -> Optional[Tuple[int, ...]]:
         return None if read_shape == write_shape else write_shape
 
     @property
-    def attrs(self) -> Mapping[str, Any]:
+    def attrs(self) -> Attributes:
         """Access metadata/attributes for this node."""
-        store = UPath(self.store_path)
-        if self.zarr_version == 2:
-            if not (store / ".zattrs").exists():
-                return {}
-            with open(store / ".zattrs") as f:
-                zarr_json = json.load(f)
-                return zarr_json
-        elif self.zarr_version == 3:
-            with open(store / "zarr.json") as f:
-                zarr_json = json.load(f)
-                return zarr_json.get("attributes", {})
-        return {}
+        if self._attrs is None:
+            self._attrs = Attributes(self, write_through=True)
+        return self._attrs
 
     @property
     def zarr_version(self) -> Literal[2, 3]:
@@ -154,12 +147,11 @@ def __init__(self, store_path: Union[str, PathLike]) -> None:
             Path to the group’s directory.
         """
         super().__init__(store_path)
-        from upath import UPath
-
         self._path = UPath(store_path)
         meta = _detect_metadata(self._path)
         assert meta and meta[0] == "group"
         self._zarr_version = meta[1]
+        self._attrs: Optional[Attributes] = None
 
     @classmethod
     def from_config(cls, zarr_config: ZarrConfig) -> "ZarrTSGroup":
@@ -195,7 +187,10 @@ def open(
         path : Union[str, PathLike]
             Path to the Zarr group.
         mode : {'r','r+','a','w','w-'}
-            Persistence mode; see TensorStore docs.
+            Persistence mode: 'r' means read only (must exist); 'r+' means
+            read/write (must exist); 'a' means read/write (create if doesn't
+            exist); 'w' means create (overwrite if exists); 'w-' means create
+            (fail if exists).
         zarr_version : {2,3}
             Zarr format version.
 
@@ -203,8 +198,6 @@ def open(
         -------
         ZarrTSGroup
         """
-        from upath import UPath
-
         p = UPath(path)
         if mode in ("r", "r+"):
             if not p.exists() or not p.is_dir():
@@ -224,9 +217,11 @@ def open(
         return cls(p)
 
     @property
-    def attrs(self) -> Mapping[str, Any]:
+    def attrs(self) -> Attributes:
         """Access metadata/attributes for this node."""
-        return {}
+        if self._attrs is None:
+            self._attrs = Attributes(self, write_through=True)
+        return self._attrs
 
     @property
     def zarr_version(self) -> Literal[2, 3]:
@@ -362,6 +357,12 @@ def create_array_from_base(
             arr[:] = data
         return ZarrTSArray(arr)
 
+    def load_metadata(self):
+        pass
+
+    def save_metadata(self):
+        pass
+
 
 def make_compressor_v2(name: str | None, **prm: dict) -> dict:
     """Build compressor dictionary for Zarr v2."""
@@ -433,40 +434,6 @@ def default_read_config(path: os.PathLike | str) -> dict:
     }
 
 
-def _is_array(path: PathLike) -> bool:
-    zarr2_array_file = path / ".zarray"
-    if zarr2_array_file.is_file():
-        content = zarr2_array_file.read_text()
-        content = json.loads(content)
-        assert content["zarr_format"] == 2
-        return True
-    zarr3_array_file = path / "zarr.json"
-    if zarr3_array_file.is_file():
-        content = zarr3_array_file.read_text()
-        content = json.loads(content)
-        assert content["zarr_format"] == 3
-        if content.get("node_type", None) == "array":
-            return True
-    return False
-
-
-def _is_group(path: PathLike) -> bool:
-    zarr2_group_file = path / ".zgroup"
-    if zarr2_group_file.is_file():
-        content = zarr2_group_file.read_text()
-        content = json.loads(content)
-        assert content["zarr_format"] == 2
-        return True
-    zarr3_group_file = path / "zarr.json"
-    if zarr3_group_file.is_file():
-        content = zarr3_group_file.read_text()
-        content = json.loads(content)
-        assert content["zarr_format"] == 3
-        if content.get("node_type", None) == "group":
-            return True
-    return False
-
-
 def _detect_metadata(path: PathLike) -> Optional[Tuple[str, int]]:
     """
     Look for Zarr metadata files in `path` and return (node_type, version).

From 2c9c02c6eb1429cb5ca726a35f9d1e14c1a6aa5d Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 12 Aug 2025 12:27:38 -0400
Subject: [PATCH 153/157] feat: support metadata natively

---
 linc_convert/utils/io/zarr/abc.py             |  11 +-
 .../utils/io/zarr/drivers/tensorstore.py      |  55 +++++++---
 .../utils/io/zarr/drivers/zarr_python.py      |   5 +-
 linc_convert/utils/io/zarr/metadata.py        | 100 ++++++++++++++++++
 linc_convert/utils/zarr_config.py             |   4 +-
 5 files changed, 148 insertions(+), 27 deletions(-)
 create mode 100644 linc_convert/utils/io/zarr/metadata.py

diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index c8964199..c801b694 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -13,6 +13,7 @@
     Optional,
     Sequence,
     Tuple,
+    TypeAlias,
     TypedDict,
     Union,
     Unpack,
@@ -34,15 +35,15 @@
 )
 from linc_convert.utils.zarr_config import ZarrConfig
 
-NiftiHeaderLike = Union[Nifti1Header, Nifti2Header]
+NiftiHeaderLike: TypeAlias = Nifti1Header | Nifti2Header
 
 
 class ZarrArrayConfig(TypedDict):
     """Configuration for creating a Zarr Array."""
 
-    chunks: tuple[int, ...]
-    shards: Optional[tuple[int, ...]]
-    compressors: Literal["blosc", "zlib", None]
+    chunk: tuple[int, ...]
+    shard: Optional[tuple[int, ...]]
+    compressor: Literal["blosc", "zlib", None]
     compressor_options: dict[str, Any]
     dimension_separator: Literal[".", "/"]
     order: Literal["C", "F"]
@@ -306,4 +307,4 @@ def write_ome_metadata(
 
     def write_nifti_header(self, header: NiftiHeaderLike) -> None:
         """Write a NIfTI header to the Zarr group."""
-        niizarr.write_nifti_header(self._get_zarr_python_group(), header)
+        niizarr.write_nifti_header(self, header)
diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index 1afc7558..b3719c00 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -26,6 +26,7 @@
 from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrArrayConfig, ZarrGroup
 from linc_convert.utils.io.zarr.attributes import Attributes
 from linc_convert.utils.io.zarr.helpers import auto_shard_size, fix_shard_chunk
+from linc_convert.utils.io.zarr.metadata import GroupMetadata
 from linc_convert.utils.zarr_config import ZarrConfig
 
 
@@ -152,6 +153,7 @@ def __init__(self, store_path: Union[str, PathLike]) -> None:
         assert meta and meta[0] == "group"
         self._zarr_version = meta[1]
         self._attrs: Optional[Attributes] = None
+        self._metadata: Optional[GroupMetadata] = None
 
     @classmethod
     def from_config(cls, zarr_config: ZarrConfig) -> "ZarrTSGroup":
@@ -223,6 +225,12 @@ def attrs(self) -> Attributes:
             self._attrs = Attributes(self, write_through=True)
         return self._attrs
 
+    @property
+    def metadata(self) -> GroupMetadata:
+        if self._metadata is None:
+            self._metadata = GroupMetadata.from_files(self._path)
+        return self._metadata
+
     @property
     def zarr_version(self) -> Literal[2, 3]:
         """Get the Zarr format version."""
@@ -287,8 +295,9 @@ def create_array(
         shape: Sequence[int],
         dtype: DTypeLike = np.int32,
         *,
-        zarr_config: Optional[ZarrConfig] = None,
+        overwrite: bool = True,
         data: Optional[ArrayLike] = None,
+        zarr_config: Optional[ZarrConfig] = None,
         **kwargs: Unpack[ZarrArrayConfig],
     ) -> ZarrTSArray:
         """
@@ -299,6 +308,7 @@ def create_array(
         name : str
         shape : Sequence[int]
         dtype : DTypeLike
+        overwrite: bool
         zarr_config : ZarrConfig | None
         data : ArrayLike | None
 
@@ -306,9 +316,26 @@ def create_array(
         -------
         ZarrTSArray
         """
+        # TODO: implement kwargs replacement
+
+        if "chunks" in kwargs:
+            kwargs["chunk"] = kwargs["chunks"]
+            del kwargs["chunks"]
+        if "shards" in kwargs:
+            kwargs["shard"] = kwargs["shards"]
+            del kwargs["shards"]
+        if "compressors" in kwargs:
+            kwargs["compressor"] = kwargs["compressors"]
+            del kwargs["compressors"]
+        if "chunk_key_encoding" in kwargs:
+            del kwargs["chunk_key_encoding"]
+        if "fill_value" in kwargs:
+            del kwargs["fill_value"]
         if zarr_config is None:
             conf = default_write_config(
-                self._path / name, shape=shape, dtype=dtype, **kwargs
+                self._path / name, shape=shape, dtype=dtype,
+                version=self.zarr_version,
+                **kwargs
             )
         else:
             conf = default_write_config(
@@ -318,11 +345,12 @@ def create_array(
                 chunk=zarr_config.chunk,
                 shard=zarr_config.shard,
                 compressor=zarr_config.compressor,
-                # TODO: implement this
-                # compressor_opt=ast.literal_eval(zarr_config.compressor_opt),
-                version=zarr_config.zarr_version,
+                compressor_opt=zarr_config.compressor_opt,
+                version=self.zarr_version,
             )
-        conf.update(delete_existing=True, create=True)
+        if overwrite:
+            conf.update(delete_existing=True)
+        conf.update(create=True)
         arr = ts.open(conf).result()
         if data is not None:
             arr[:] = data
@@ -357,11 +385,6 @@ def create_array_from_base(
             arr[:] = data
         return ZarrTSArray(arr)
 
-    def load_metadata(self):
-        pass
-
-    def save_metadata(self):
-        pass
 
 
 def make_compressor_v2(name: str | None, **prm: dict) -> dict:
@@ -473,6 +496,7 @@ def default_write_config(
     shard: list[int] | Literal["auto"] | None = None,
     compressor: str = "blosc",
     compressor_opt: dict | None = None,
+    fill_value: Number | None = 0,
     version: int = 3,
 ) -> dict:
     """
@@ -486,6 +510,7 @@ def default_write_config(
         Shard size. No sharding if `None`.
     compressor : str
         Compressor name
+    fill_value:
     version : int
         Zarr version
 
@@ -494,8 +519,6 @@ def default_write_config(
     config : dict
         Configuration
     """
-    from upath import UPath
-
     path = UPath(path)
     if not path.protocol:
         path = "file://" / path
@@ -572,7 +595,7 @@ def default_write_config(
             "chunk_grid": chunk_grid,
             "codecs": codecs,
             "data_type": np.dtype(dtype).name,
-            "fill_value": 0,
+            "fill_value": fill_value,
             "chunk_key_encoding": {
                 "name": "default",
                 "configuration": {"separator": r"/"},
@@ -596,9 +619,9 @@ def default_write_config(
                 chunk[i] = shape[i]
         metadata = {
             "chunks": chunk,
-            "order": "F",
+            "order": "F" if len(shape) >= 2 else "C",
             "dtype": np.dtype(dtype).str,
-            "fill_value": 0,
+            "fill_value": fill_value,
             "compressor": compressor,
         }
         config = {
diff --git a/linc_convert/utils/io/zarr/drivers/zarr_python.py b/linc_convert/utils/io/zarr/drivers/zarr_python.py
index 3defa61c..740df163 100644
--- a/linc_convert/utils/io/zarr/drivers/zarr_python.py
+++ b/linc_convert/utils/io/zarr/drivers/zarr_python.py
@@ -204,10 +204,7 @@ def create_array(
         compressor = zarr_config.compressor
         compressor_opt = zarr_config.compressor_opt
         chunk, shard = _compute_zarr_layout(shape, dtype, zarr_config)
-
-        if isinstance(compressor_opt, str):
-            compressor_opt = ast.literal_eval(compressor_opt)
-
+        # TODO: implement fill_value
         opt = {
             "chunks": chunk,
             "shards": shard,
diff --git a/linc_convert/utils/io/zarr/metadata.py b/linc_convert/utils/io/zarr/metadata.py
new file mode 100644
index 00000000..9835fbc5
--- /dev/null
+++ b/linc_convert/utils/io/zarr/metadata.py
@@ -0,0 +1,100 @@
+from dataclasses import dataclass, field, fields, replace, asdict
+from typing import (Any, Iterable, Iterator, Sequence, Literal, Self, Tuple, Optional,
+                    Mapping)
+import json
+import os
+import tempfile
+
+JSON = Any
+
+
+@dataclass(frozen=True)
+class Metadata:
+    """Frozen, recursive, JSON-serializable base (like your Metadata)."""
+
+    def to_dict(self) -> dict[str, JSON]:
+        out: dict[str, JSON] = {}
+        for f in fields(self):
+            k = f.name
+            v = getattr(self, k)
+            if isinstance(v, Metadata):
+                out[k] = v.to_dict()
+            elif isinstance(v, Sequence) and not isinstance(v, (str, bytes, bytearray)):
+                out[k] = tuple(x.to_dict() if isinstance(x, Metadata) else x for x in v)
+            else:
+                out[k] = v
+        return out
+
+    @classmethod
+    def from_dict(cls, data: dict[str, JSON]) -> Self:
+        return cls(**data)  # type: ignore[arg-type]
+
+
+@dataclass(frozen=True)
+class GroupMetadata(Metadata):
+    attributes: dict[str, Any] = field(default_factory=dict)
+    zarr_format: Literal[2, 3] = 3
+    node_type: Literal["group"] = field(default="group", init=False)
+
+    # Convenience updaters (immutably return new metadata)
+    def update_attributes(self, attributes: dict[str, JSON]) -> Self:
+        return replace(self, attributes=dict(attributes))
+
+    # ---- I/O helpers for disk persistence ----
+    @staticmethod
+    def _atomic_write(path, data: dict[str, Any]) -> None:
+        parent = path.parent
+        parent.mkdir(parents=True, exist_ok=True)
+        fd, tmp = tempfile.mkstemp(prefix=".meta_tmp_", dir=str(parent))
+        try:
+            with os.fdopen(fd, "w", encoding="utf-8") as f:
+                json.dump(data, f, ensure_ascii=False, separators=(",", ":"))
+                f.flush()
+                os.fsync(f.fileno())
+            path.__class__(tmp).replace(path)
+        finally:
+            try:
+                if path.__class__(tmp).exists():
+                    path.__class__(tmp).unlink()
+            except Exception:
+                pass
+
+    @classmethod
+    def from_files(cls, root: "UPath") -> "GroupMetadata":
+        # Prefer zarr.json if present; otherwise v2 split files
+        zarr_json = root / "zarr.json"
+        if zarr_json.exists():
+            with open(zarr_json, "r", encoding="utf-8") as f:
+                d = json.load(f)
+            attrs = d.get("attributes", {}) or {}
+            return cls(attributes=attrs, zarr_format=3)
+        # v2: .zgroup + .zattrs (attributes may be missing)
+        zgroup = root / ".zgroup"
+        zattrs = root / ".zattrs"
+        zf = 2
+        if zgroup.exists():
+            with open(zgroup, "r", encoding="utf-8") as f:
+                g = json.load(f)
+                zf = g.get("zarr_format", 2)
+        attrs = {}
+        if zattrs.exists():
+            with open(zattrs, "r", encoding="utf-8") as f:
+                attrs = json.load(f)
+        return cls(attributes=attrs, zarr_format=zf)
+
+    def to_files(self, root: "UPath") -> None:
+        if self.zarr_format == 3:
+            path = root / "zarr.json"
+            data = {}
+            if path.exists():
+                with open(path, "r", encoding="utf-8") as f:
+                    data = json.load(f)
+            data["zarr_format"] = 3
+            data["node_type"] = "group"
+            data["attributes"] = self.attributes
+            self._atomic_write(path, data)
+        else:
+            # v2 writes two files
+            gpath, apath = root / ".zgroup", root / ".zattrs"
+            self._atomic_write(gpath, {"zarr_format": 2})
+            self._atomic_write(apath, dict(self.attributes))
diff --git a/linc_convert/utils/zarr_config.py b/linc_convert/utils/zarr_config.py
index a9b86dc5..1aed0190 100644
--- a/linc_convert/utils/zarr_config.py
+++ b/linc_convert/utils/zarr_config.py
@@ -1,7 +1,7 @@
 """Configuration related to output Zarr Archive."""
 
 import logging
-from dataclasses import dataclass, replace
+from dataclasses import dataclass, field, replace
 from typing import Annotated, Literal
 
 from cyclopts import Parameter
@@ -91,7 +91,7 @@ class ZarrConfig:
     dimension_separator: Literal[".", "/"] = "/"
     order: Literal["C", "F"] = "C"
     compressor: Literal["blosc", "zlib", None] = "blosc"
-    compressor_opt: str = "{}"
+    compressor_opt: dict[str, float | str] = field(default_factory=dict)
     no_time: bool = False
     no_pyramid_axis: Literal["x", "y", "z", None] = None
     levels: int = -1

From 517a6a6da927a96b84d84c13e8248bf26d99edbd Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 12 Aug 2025 12:33:04 -0400
Subject: [PATCH 154/157] cleanup: remove unused file

---
 tests/utils/generate_trusted_result.py | 25 -------------------------
 1 file changed, 25 deletions(-)
 delete mode 100644 tests/utils/generate_trusted_result.py

diff --git a/tests/utils/generate_trusted_result.py b/tests/utils/generate_trusted_result.py
deleted file mode 100644
index 440b6efd..00000000
--- a/tests/utils/generate_trusted_result.py
+++ /dev/null
@@ -1,25 +0,0 @@
-import os
-import tempfile
-from pathlib import Path
-
-import test_wk
-import zarr
-
-from linc_convert.modalities.wk import webknossos_annotation
-
-if __name__ == "__main__":
-    with tempfile.TemporaryDirectory() as tmp_dir:
-        test_wk._write_test_data(tmp_dir)
-
-        tmp_dir = Path(tmp_dir)
-        wkw_dir = str(tmp_dir / "wkw")
-        ome_dir = str(tmp_dir / "ome")
-
-        basename = os.path.basename(ome_dir)[:-9]
-        initials = wkw_dir.split("/")[-2][:2]
-        output_zarr = os.path.join(
-                tmp_dir, basename + "_dsec_" + initials + ".ome.zarr"
-        )
-
-        webknossos_annotation.convert(wkw_dir, ome_dir, tmp_dir, "{}")
-        zarr.copy_all(zarr.open(output_zarr), zarr.open("data/wk.zarr.zip", "w"))

From de8440dc60d5c88ca35d660c914e2e3127f62525 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 12 Aug 2025 12:45:56 -0400
Subject: [PATCH 155/157] docs, style: fix ruff errors

---
 linc_convert/utils/io/zarr/attributes.py      | 23 ++++--
 .../utils/io/zarr/drivers/tensorstore.py      | 78 ++++++++++---------
 .../utils/io/zarr/drivers/zarr_python.py      |  1 -
 linc_convert/utils/io/zarr/metadata.py        | 26 +++++--
 4 files changed, 80 insertions(+), 48 deletions(-)

diff --git a/linc_convert/utils/io/zarr/attributes.py b/linc_convert/utils/io/zarr/attributes.py
index 48816b3d..5b35bb9e 100644
--- a/linc_convert/utils/io/zarr/attributes.py
+++ b/linc_convert/utils/io/zarr/attributes.py
@@ -1,13 +1,16 @@
 """
+Attributes Handling for Zarr.
 
+This file contains code from the Zarr project
+https://github.com/zarr-developers/zarr-python
 """
 
-from collections.abc import MutableMapping, Iterator
-from typing import Any, Optional
 import json
 import os
 import tempfile
 import threading
+from collections.abc import Iterator, MutableMapping
+from typing import Any
 
 from upath import UPath
 
@@ -25,7 +28,7 @@ class Attributes(MutableMapping[str, Any]):
       - .zarr_version (2 or 3)
     """
 
-    def __init__(self, obj: Any, *, write_through: bool = True) -> None:
+    def __init__(self, obj: Any, *, write_through: bool = True) -> None:  # noqa: ANN401
         self._obj = obj
         self._write_through = write_through
         self._lock = threading.RLock()
@@ -46,13 +49,13 @@ def __init__(self, obj: Any, *, write_through: bool = True) -> None:
 
     # ---------- public helpers ----------
     def asdict(self) -> dict[str, Any]:
+        """Return a snapshot of attributes as a dict."""
         with self._lock:
             self._ensure_loaded()
             return dict(self._attrs)
 
     def put(self, d: dict[str, Any]) -> None:
-        """Overwrite all attributes with d (in-memory), then flush (respecting
-        write_through)."""
+        """Overwrite all attributes with d (in-memory), then flush."""
         with self._lock:
             self._ensure_loaded()
             self._attrs = dict(d)
@@ -74,12 +77,14 @@ def refresh(self) -> None:
             self._ensure_loaded()
 
     # ---------- MutableMapping interface ----------
-    def __getitem__(self, key: str) -> Any:
+    def __getitem__(self, key: str) -> Any:  # noqa: ANN401
+        """Get an attribute by key."""
         with self._lock:
             self._ensure_loaded()
             return self._attrs[key]
 
-    def __setitem__(self, key: str, value: Any) -> None:
+    def __setitem__(self, key: str, value: Any) -> None:  # noqa: ANN401
+        """Set or update an attribute."""
         with self._lock:
             self._ensure_loaded()
             self._attrs[key] = value
@@ -87,6 +92,7 @@ def __setitem__(self, key: str, value: Any) -> None:
                 self._flush_locked()
 
     def __delitem__(self, key: str) -> None:
+        """Delete an attribute."""
         with self._lock:
             self._ensure_loaded()
             del self._attrs[key]
@@ -94,11 +100,13 @@ def __delitem__(self, key: str) -> None:
                 self._flush_locked()
 
     def __iter__(self) -> Iterator[str]:
+        """Iterate over a snapshot of keys."""
         with self._lock:
             self._ensure_loaded()
             return iter(dict(self._attrs))  # iterate over a snapshot
 
     def __len__(self) -> int:
+        """Return number of attributes."""
         with self._lock:
             self._ensure_loaded()
             return len(self._attrs)
@@ -140,6 +148,7 @@ def _flush_locked(self) -> None:
 def _atomic_json_write(path: UPath, data: dict[str, Any]) -> None:
     """
     Atomically write JSON to 'path' via a temp file + rename.
+
     Works with local and fsspec-backed paths that expose .open / .parent.
     """
     parent = path.parent
diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index b3719c00..2608d3f9 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -4,10 +4,8 @@
 from numbers import Number
 from os import PathLike
 from typing import (
-    Any,
     Iterator,
     Literal,
-    Mapping,
     Optional,
     Sequence,
     Tuple,
@@ -220,13 +218,14 @@ def open(
 
     @property
     def attrs(self) -> Attributes:
-        """Access metadata/attributes for this node."""
+        """Access attributes for this node."""
         if self._attrs is None:
             self._attrs = Attributes(self, write_through=True)
         return self._attrs
 
     @property
     def metadata(self) -> GroupMetadata:
+        """Access metadata for this node."""
         if self._metadata is None:
             self._metadata = GroupMetadata.from_files(self._path)
         return self._metadata
@@ -316,38 +315,47 @@ def create_array(
         -------
         ZarrTSArray
         """
-        # TODO: implement kwargs replacement
-
-        if "chunks" in kwargs:
-            kwargs["chunk"] = kwargs["chunks"]
-            del kwargs["chunks"]
-        if "shards" in kwargs:
-            kwargs["shard"] = kwargs["shards"]
-            del kwargs["shards"]
-        if "compressors" in kwargs:
-            kwargs["compressor"] = kwargs["compressors"]
-            del kwargs["compressors"]
-        if "chunk_key_encoding" in kwargs:
-            del kwargs["chunk_key_encoding"]
-        if "fill_value" in kwargs:
-            del kwargs["fill_value"]
-        if zarr_config is None:
-            conf = default_write_config(
-                self._path / name, shape=shape, dtype=dtype,
-                version=self.zarr_version,
-                **kwargs
-            )
-        else:
-            conf = default_write_config(
-                self._path / name,
-                shape=shape,
-                dtype=dtype,
-                chunk=zarr_config.chunk,
-                shard=zarr_config.shard,
-                compressor=zarr_config.compressor,
-                compressor_opt=zarr_config.compressor_opt,
-                version=self.zarr_version,
-            )
+
+        def _normalize_keys(d: dict) -> dict:
+            # map plural/common variants -> canonical keys
+            mapping = {
+                "chunks": "chunk",
+                "shards": "shard",
+                "compressors": "compressor",
+                "compressor_opts": "compressor_opt",
+            }
+            out = {}
+            for k, v in d.items():
+                if k in ("chunk_key_encoding", "fill_value"):
+                    # explicitly unsupported/ignored
+                    continue
+                out[mapping.get(k, k)] = v
+            # drop Nones so we don't pass them through
+            return {k: v for k, v in out.items() if v is not None}
+
+        # Start with defaults from zarr_config (if provided)
+        base: dict = {}
+        if zarr_config is not None:
+            base = _normalize_keys({
+                "chunk": getattr(zarr_config, "chunk", None),
+                "shard": getattr(zarr_config, "shard", None),
+                "compressor": getattr(zarr_config, "compressor", None),
+                "compressor_opt": getattr(zarr_config, "compressor_opt", None),
+            })
+
+        # Normalize kwargs and make them override zarr_config-provided defaults
+        kw = _normalize_keys(kwargs)
+        merged = {**base, **kw}  # kwargs win
+
+        # Build the write config
+        conf = default_write_config(
+            self._path / name,
+            shape=shape,
+            dtype=dtype,
+            version=self.zarr_version,
+            **merged,
+        )
+
         if overwrite:
             conf.update(delete_existing=True)
         conf.update(create=True)
diff --git a/linc_convert/utils/io/zarr/drivers/zarr_python.py b/linc_convert/utils/io/zarr/drivers/zarr_python.py
index 740df163..2fa658f9 100644
--- a/linc_convert/utils/io/zarr/drivers/zarr_python.py
+++ b/linc_convert/utils/io/zarr/drivers/zarr_python.py
@@ -1,6 +1,5 @@
 """ZarrIO Implementation using the zarr-python library."""
 
-import ast
 from numbers import Number
 from typing import (
     Any,
diff --git a/linc_convert/utils/io/zarr/metadata.py b/linc_convert/utils/io/zarr/metadata.py
index 9835fbc5..5f6de7d6 100644
--- a/linc_convert/utils/io/zarr/metadata.py
+++ b/linc_convert/utils/io/zarr/metadata.py
@@ -1,18 +1,27 @@
-from dataclasses import dataclass, field, fields, replace, asdict
-from typing import (Any, Iterable, Iterator, Sequence, Literal, Self, Tuple, Optional,
-                    Mapping)
+"""
+Metadata handling for Zarr.
+
+This file contains code from the Zarr project
+https://github.com/zarr-developers/zarr-python
+"""
+
 import json
 import os
 import tempfile
+from dataclasses import dataclass, field, fields, replace
+from typing import Any, Literal, Self, Sequence
+
+from upath import UPath
 
 JSON = Any
 
 
 @dataclass(frozen=True)
 class Metadata:
-    """Frozen, recursive, JSON-serializable base (like your Metadata)."""
+    """Frozen, recursive, JSON-serializable metadata class."""
 
     def to_dict(self) -> dict[str, JSON]:
+        """Convert this metadata to a JSON-serializable dict."""
         out: dict[str, JSON] = {}
         for f in fields(self):
             k = f.name
@@ -27,22 +36,27 @@ def to_dict(self) -> dict[str, JSON]:
 
     @classmethod
     def from_dict(cls, data: dict[str, JSON]) -> Self:
+        """Create an instance from a JSON-serializable dict."""
         return cls(**data)  # type: ignore[arg-type]
 
 
 @dataclass(frozen=True)
 class GroupMetadata(Metadata):
+    """Metadata for a Zarr group, including attributes and format version."""
+
     attributes: dict[str, Any] = field(default_factory=dict)
     zarr_format: Literal[2, 3] = 3
     node_type: Literal["group"] = field(default="group", init=False)
 
     # Convenience updaters (immutably return new metadata)
     def update_attributes(self, attributes: dict[str, JSON]) -> Self:
+        """Return a new GroupMetadata with updated attributes."""
         return replace(self, attributes=dict(attributes))
 
     # ---- I/O helpers for disk persistence ----
     @staticmethod
-    def _atomic_write(path, data: dict[str, Any]) -> None:
+    def _atomic_write(path: "UPath", data: dict[str, Any]) -> None:
+        """Write data to path atomically."""
         parent = path.parent
         parent.mkdir(parents=True, exist_ok=True)
         fd, tmp = tempfile.mkstemp(prefix=".meta_tmp_", dir=str(parent))
@@ -61,6 +75,7 @@ def _atomic_write(path, data: dict[str, Any]) -> None:
 
     @classmethod
     def from_files(cls, root: "UPath") -> "GroupMetadata":
+        """Load metadata from the specified root directory."""
         # Prefer zarr.json if present; otherwise v2 split files
         zarr_json = root / "zarr.json"
         if zarr_json.exists():
@@ -83,6 +98,7 @@ def from_files(cls, root: "UPath") -> "GroupMetadata":
         return cls(attributes=attrs, zarr_format=zf)
 
     def to_files(self, root: "UPath") -> None:
+        """Write this metadata to the specified root directory."""
         if self.zarr_format == 3:
             path = root / "zarr.json"
             data = {}

From 69ce85cc9682252a17e93898875643d8082a4e78 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 12 Aug 2025 13:37:01 -0400
Subject: [PATCH 156/157] feat: get rid of default zarr-python usage

---
 .../modalities/wk/webknossos_annotation.py    |   2 +-
 linc_convert/utils/io/zarr/__init__.py        |  16 ++-
 linc_convert/utils/io/zarr/abc.py             |   6 -
 .../utils/io/zarr/drivers/zarr_python.py      |   4 -
 linc_convert/utils/io/zarr/factory.py         | 109 ++++++++++--------
 linc_convert/utils/zarr_config.py             |   4 +-
 6 files changed, 76 insertions(+), 65 deletions(-)

diff --git a/linc_convert/modalities/wk/webknossos_annotation.py b/linc_convert/modalities/wk/webknossos_annotation.py
index 7c392bfa..1ef3faa5 100644
--- a/linc_convert/modalities/wk/webknossos_annotation.py
+++ b/linc_convert/modalities/wk/webknossos_annotation.py
@@ -170,7 +170,7 @@ def convert(
 
     # Write OME-Zarr multiscale metadata
     print("Write metadata")
-    omz._get_zarr_python_group().attrs["multiscales"] = omz_data.attrs["multiscales"]
+    omz.attrs["multiscales"] = omz_data.attrs["multiscales"]
 
 
 def get_mask_name(level: int) -> str:
diff --git a/linc_convert/utils/io/zarr/__init__.py b/linc_convert/utils/io/zarr/__init__.py
index 16e5038a..531123ed 100644
--- a/linc_convert/utils/io/zarr/__init__.py
+++ b/linc_convert/utils/io/zarr/__init__.py
@@ -3,20 +3,26 @@
 import warnings
 
 from .abc import ZarrArray, ZarrGroup, ZarrNode
-from .drivers.zarr_python import ZarrPythonArray, ZarrPythonGroup
-from .factory import from_config, open, open_group
+from .factory import from_config, open_array, open_group
 
 __all__ = [
     ZarrArray,
     ZarrGroup,
     ZarrNode,
-    ZarrPythonArray,
-    ZarrPythonGroup,
     from_config,
-    open,
+    open_array,
     open_group,
 ]
 
+try:
+    import zarr  # noqa: F401
+
+    from .drivers.zarr_python import ZarrPythonArray, ZarrPythonGroup
+
+    __all__ += ['ZarrPythonArray', 'ZarrPythonGroup']
+except ImportError:
+    warnings.warn("zarr-python is not installed, driver disabled")
+
 try:
     import tensorstore as TS  # noqa: F401
 
diff --git a/linc_convert/utils/io/zarr/abc.py b/linc_convert/utils/io/zarr/abc.py
index c801b694..e019d6a1 100644
--- a/linc_convert/utils/io/zarr/abc.py
+++ b/linc_convert/utils/io/zarr/abc.py
@@ -22,7 +22,6 @@
 import niizarr
 import numpy as np
 import tqdm
-import zarr
 from dask import array as da
 from dask.diagnostics import ProgressBar
 from nibabel import Nifti1Header, Nifti2Header
@@ -151,11 +150,6 @@ def __delitem__(self, key: str) -> None:
         """Delete a subgroup or array by name within this group."""
         ...
 
-    @abstractmethod
-    def _get_zarr_python_group(self) -> zarr.Group:
-        """Get the underlying Zarr Python group object."""
-        ...
-
     @abstractmethod
     def create_group(self, name: str, overwrite: bool = False) -> "ZarrGroup":
         """Create or open a subgroup within this group."""
diff --git a/linc_convert/utils/io/zarr/drivers/zarr_python.py b/linc_convert/utils/io/zarr/drivers/zarr_python.py
index 2fa658f9..30f68bf5 100644
--- a/linc_convert/utils/io/zarr/drivers/zarr_python.py
+++ b/linc_convert/utils/io/zarr/drivers/zarr_python.py
@@ -174,10 +174,6 @@ def __getattr__(self, name: str) -> Any:  # noqa: ANN401
         """Delegate attribute access to the underlying Zarr group."""
         return getattr(self._zgroup, name)
 
-    def _get_zarr_python_group(self) -> zarr.Group:
-        """Get the underlying Zarr Python group object."""
-        return self._zgroup
-
     def create_group(self, name: str, overwrite: bool = False) -> "ZarrPythonGroup":
         """Create or open a subgroup within this group."""
         subgroup = self._zgroup.create_group(name, overwrite=overwrite)
diff --git a/linc_convert/utils/io/zarr/factory.py b/linc_convert/utils/io/zarr/factory.py
index 69bdae1c..f1bbc23b 100644
--- a/linc_convert/utils/io/zarr/factory.py
+++ b/linc_convert/utils/io/zarr/factory.py
@@ -1,29 +1,12 @@
 """Factory module for creating/opening Zarr Nodes with different drivers."""
-
+import importlib
 import warnings
 from os import PathLike
 from typing import Literal
 
-import zarr
-
 from linc_convert.utils.io.zarr.abc import ZarrGroup, ZarrNode
-from linc_convert.utils.io.zarr.drivers.zarr_python import (
-    ZarrPythonArray,
-    ZarrPythonGroup,
-)
 from linc_convert.utils.zarr_config import DriverLike, ZarrConfig
 
-_DRIVER_ARRAY = {"zarr-python": ZarrPythonArray}
-_DRIVER_GROUP = {"zarr-python": ZarrPythonGroup}
-
-try:
-    from linc_convert.utils.io.zarr.drivers.tensorstore import ZarrTSArray, ZarrTSGroup
-
-    _DRIVER_ARRAY["tensorstore"] = ZarrTSArray
-    _DRIVER_GROUP["tensorstore"] = ZarrTSGroup
-except ImportError as e:
-    warnings.warn(f"Tensorstore driver not available: {e}.")
-
 
 class UnsupportedDriverError(ValueError):
     """Exception raised when an unsupported driver is specified."""
@@ -33,39 +16,69 @@ def __init__(self, driver: DriverLike) -> None:
         self.driver = driver
 
 
-def _wrap_array(zarr_array: zarr.Array, driver: DriverLike) -> ZarrNode:
-    base = ZarrPythonArray(zarr_array)
-    if driver == "zarr-python":
-        return base
-    if driver in _DRIVER_ARRAY and hasattr(_DRIVER_ARRAY[driver],
-                                           "from_zarr_python_array"):
-        return _DRIVER_ARRAY[driver].from_zarr_python_array(base)
-    raise UnsupportedDriverError(driver)
-
-
-def _wrap_group(zarr_group: zarr.Group, driver: DriverLike) -> ZarrGroup:
-    base = ZarrPythonGroup(zarr_group)
-    if driver == "zarr-python":
-        return base
-    if driver in _DRIVER_GROUP and hasattr(_DRIVER_GROUP[driver],
-                                           "from_zarr_python_group"):
-        return _DRIVER_GROUP[driver].from_zarr_python_group(base)
-    raise UnsupportedDriverError(driver)
-
-
-def open(
+_DRIVER_ARRAY: dict[str, type] = {}
+_DRIVER_GROUP: dict[str, type] = {}
+
+# name -> (probe_module, array_path, group_path)
+# where *_path is "pkg.module:ClassName"
+_DRIVERS: dict[str, tuple[str, str, str]] = {
+    "zarr-python": (
+        "zarr",
+        "linc_convert.utils.io.zarr.drivers.zarr_python:ZarrPythonArray",
+        "linc_convert.utils.io.zarr.drivers.zarr_python:ZarrPythonGroup",
+    ),
+    "tensorstore": (
+        "tensorstore",
+        "linc_convert.utils.io.zarr.drivers.tensorstore:ZarrTSArray",
+        "linc_convert.utils.io.zarr.drivers.tensorstore:ZarrTSGroup",
+    ),
+}
+
+
+def _import_symbol(path: str) -> type:
+    """Import a symbol given its full path as 'module:attr'."""
+    mod_path, _, attr = path.partition(":")
+    if not attr:
+        raise ValueError(f"Expected 'module:attr' path, got {path!r}")
+    module = importlib.import_module(mod_path)
+    try:
+        return getattr(module, attr)
+    except AttributeError as e:
+        raise ImportError(f"Cannot import '{attr}' from '{mod_path}'") from e
+
+
+def _register_available_drivers() -> None:
+    """Populate _DRIVER_ARRAY and _DRIVER_GROUP with available drivers."""
+    for name, (probe_mod, array_path, group_path) in _DRIVERS.items():
+        if importlib.util.find_spec(probe_mod) is None:
+            warnings.warn(
+                f"{name} driver not available: missing dependency '{probe_mod}'.")
+            continue
+        try:
+            arr_cls = _import_symbol(array_path)
+            grp_cls = _import_symbol(group_path)
+        except Exception as e:
+            # If the driver module imports but its own deps fail, surface that clearly.
+            warnings.warn(f"{name} driver failed to load: {e}")
+            continue
+        _DRIVER_ARRAY[name] = arr_cls
+        _DRIVER_GROUP[name] = grp_cls
+
+
+_register_available_drivers()
+
+
+def open_array(
     path: str | PathLike[str],
     mode: Literal["r", "r+", "a", "w", "w-"] = "a",
     zarr_version: Literal[2, 3] = 3,
     driver: DriverLike = "zarr-python",
 ) -> ZarrNode:
     """Open a Zarr Node (Array or Group) based on the specified driver."""
-    node = zarr.open(path, mode=mode, zarr_format=zarr_version)
-    if isinstance(node, zarr.Array):
-        return _wrap_array(node, driver)
-    elif isinstance(node, zarr.Group):
-        return _wrap_group(node, driver)
-    raise TypeError(f"Unsupported Zarr node type: {type(node)}")
+    array_cls = _DRIVER_ARRAY.get(driver)
+    if array_cls is None:
+        raise UnsupportedDriverError(driver)
+    return array_cls.open(path, mode, zarr_version=zarr_version)
 
 
 def open_group(
@@ -75,8 +88,10 @@ def open_group(
     driver: DriverLike = "zarr-python",
 ) -> ZarrGroup:
     """Open a Zarr Group based on the specified driver."""
-    return _wrap_group(zarr.open_group(path, mode=mode, zarr_format=zarr_version),
-                       driver)
+    group_cls = _DRIVER_GROUP.get(driver)
+    if group_cls is None:
+        raise UnsupportedDriverError(driver)
+    return group_cls.open(path, mode, zarr_version=zarr_version)
 
 
 def from_config(zarr_config: ZarrConfig) -> ZarrGroup:
diff --git a/linc_convert/utils/zarr_config.py b/linc_convert/utils/zarr_config.py
index 1aed0190..708e0a85 100644
--- a/linc_convert/utils/zarr_config.py
+++ b/linc_convert/utils/zarr_config.py
@@ -2,14 +2,14 @@
 
 import logging
 from dataclasses import dataclass, field, replace
-from typing import Annotated, Literal
+from typing import Annotated, Literal, TypeAlias
 
 from cyclopts import Parameter
 from typing_extensions import Unpack
 
 logger = logging.getLogger(__name__)
 
-DriverLike = Literal["zarr-python", "tensorstore", "zarrita"]
+DriverLike: TypeAlias = Literal["zarr-python", "tensorstore", "zarrita"]
 
 
 @Parameter(name="*")

From aefbb34eb50a5ee69cc74945babe35b660f50fb9 Mon Sep 17 00:00:00 2001
From: Kaidong Chai <dev@kchai.me>
Date: Tue, 12 Aug 2025 13:37:13 -0400
Subject: [PATCH 157/157] feat: get rid of default zarr-python usage

---
 linc_convert/utils/io/zarr/drivers/tensorstore.py | 11 -----------
 1 file changed, 11 deletions(-)

diff --git a/linc_convert/utils/io/zarr/drivers/tensorstore.py b/linc_convert/utils/io/zarr/drivers/tensorstore.py
index 2608d3f9..6d8c00b4 100644
--- a/linc_convert/utils/io/zarr/drivers/tensorstore.py
+++ b/linc_convert/utils/io/zarr/drivers/tensorstore.py
@@ -16,11 +16,9 @@
 
 import numpy as np
 import tensorstore as ts
-import zarr
 from numpy.typing import ArrayLike, DTypeLike
 from upath import UPath
 
-from linc_convert.utils.io.zarr import ZarrPythonArray
 from linc_convert.utils.io.zarr.abc import ZarrArray, ZarrArrayConfig, ZarrGroup
 from linc_convert.utils.io.zarr.attributes import Attributes
 from linc_convert.utils.io.zarr.helpers import auto_shard_size, fix_shard_chunk
@@ -44,11 +42,6 @@ def __init__(self, ts_array: ts.TensorStore) -> None:
         self._ts = ts_array
         self._attrs: Optional[Attributes] = None
 
-    @classmethod
-    def from_zarr_python_array(cls, zarray: ZarrPythonArray) -> "ZarrTSArray":
-        """Convert a ZarrPythonArray into a ZarrTSArray."""
-        return cls.open(zarray.store_path, zarr_version=zarray.zarr_version)
-
     @property
     def ndim(self) -> int:
         """Number of dimensions of the array."""
@@ -267,10 +260,6 @@ def __contains__(self, name: str) -> bool:
         p = self._path / name
         return p.exists() and bool(_detect_metadata(p))
 
-    def _get_zarr_python_group(self) -> "zarr.Group":
-        """Get the underlying Zarr Python group object."""
-        return zarr.open_group(self._path, mode="a")
-
     def create_group(self, name: str, overwrite: bool = False) -> "ZarrTSGroup":
         """
         Create or open a subgroup within this group.